id	sid	tid	token	lemma	pos
fuelectenerg-13855	1	1	13855	13855	NUM
fuelectenerg-13855	1	2	facta	facta	PROPN
fuelectenerg-13855	1	3	universitatis	universitatis	PROPN
fuelectenerg-13855	1	4	series	series	NOUN
fuelectenerg-13855	1	5	:	:	PUNCT
fuelectenerg-13855	1	6	electronics	electronic	NOUN
fuelectenerg-13855	1	7	and	and	CCONJ
fuelectenerg-13855	1	8	energetics	energetic	NOUN
fuelectenerg-13855	1	9	vol	vol	NOUN
fuelectenerg-13855	1	10	.	.	PUNCT
fuelectenerg-13855	1	11	38	38	NUM
fuelectenerg-13855	1	12	,	,	PUNCT
fuelectenerg-13855	1	13	no	no	DET
fuelectenerg-13855	1	14	4	4	NUM
fuelectenerg-13855	1	15	,	,	PUNCT
fuelectenerg-13855	1	16	december	december	PROPN
fuelectenerg-13855	1	17	2025	2025	NUM
fuelectenerg-13855	1	18	,	,	PUNCT
fuelectenerg-13855	1	19	pp	pp	ADV
fuelectenerg-13855	1	20	.	.	PUNCT
fuelectenerg-13855	2	1	581	581	NUM
fuelectenerg-13855	2	2	603	603	NUM
fuelectenerg-13855	2	3	https://doi.org/10.2298/fuee2504581c	https://doi.org/10.2298/fuee2504581c	NOUN
fuelectenerg-13855	2	4	©	©	ADP
fuelectenerg-13855	2	5	2025	2025	NUM
fuelectenerg-13855	2	6	by	by	ADP
fuelectenerg-13855	2	7	university	university	PROPN
fuelectenerg-13855	2	8	of	of	ADP
fuelectenerg-13855	2	9	niš	niš	PROPN
fuelectenerg-13855	2	10	,	,	PUNCT
fuelectenerg-13855	2	11	serbia	serbia	PROPN
fuelectenerg-13855	2	12	|	|	ADV
fuelectenerg-13855	2	13	creative	creative	ADJ
fuelectenerg-13855	2	14	commons	common	NOUN
fuelectenerg-13855	2	15	license	license	NOUN
fuelectenerg-13855	2	16	:	:	PUNCT
fuelectenerg-13855	2	17	cc	cc	VERB
fuelectenerg-13855	2	18	by	by	ADP
fuelectenerg-13855	2	19	-	-	PUNCT
fuelectenerg-13855	2	20	nc	nc	PROPN
fuelectenerg-13855	2	21	-	-	PUNCT
fuelectenerg-13855	2	22	nd	nd	ADV
fuelectenerg-13855	2	23	invited	invite	VERB
fuelectenerg-13855	2	24	paper	paper	NOUN
fuelectenerg-13855	2	25	overview	overview	NOUN
fuelectenerg-13855	2	26	of	of	ADP
fuelectenerg-13855	2	27	digital	digital	ADJ
fuelectenerg-13855	2	28	image	image	NOUN
fuelectenerg-13855	2	29	forgery	forgery	NOUN
fuelectenerg-13855	2	30	detection	detection	NOUN
fuelectenerg-13855	2	31	petar	petar	PROPN
fuelectenerg-13855	2	32	čisar1,2	čisar1,2	PROPN
fuelectenerg-13855	2	33	1university	1university	NUM
fuelectenerg-13855	2	34	of	of	ADP
fuelectenerg-13855	2	35	criminal	criminal	ADJ
fuelectenerg-13855	2	36	investigation	investigation	NOUN
fuelectenerg-13855	2	37	and	and	CCONJ
fuelectenerg-13855	2	38	police	police	NOUN
fuelectenerg-13855	2	39	studies	study	NOUN
fuelectenerg-13855	2	40	,	,	PUNCT
fuelectenerg-13855	2	41	zemun	zemun	PROPN
fuelectenerg-13855	2	42	-	-	PUNCT
fuelectenerg-13855	2	43	belgrade	belgrade	PROPN
fuelectenerg-13855	2	44	,	,	PUNCT
fuelectenerg-13855	2	45	serbia	serbia	PROPN
fuelectenerg-13855	2	46	2john	2john	PROPN
fuelectenerg-13855	2	47	von	von	PROPN
fuelectenerg-13855	2	48	neumann	neumann	PROPN
fuelectenerg-13855	2	49	university	university	PROPN
fuelectenerg-13855	2	50	,	,	PUNCT
fuelectenerg-13855	2	51	gamf	gamf	ADJ
fuelectenerg-13855	2	52	faculty	faculty	NOUN
fuelectenerg-13855	2	53	of	of	ADP
fuelectenerg-13855	2	54	engineering	engineering	NOUN
fuelectenerg-13855	2	55	and	and	CCONJ
fuelectenerg-13855	2	56	computer	computer	NOUN
fuelectenerg-13855	2	57	science	science	NOUN
fuelectenerg-13855	2	58	,	,	PUNCT
fuelectenerg-13855	2	59	kecskemét	kecskemét	PROPN
fuelectenerg-13855	2	60	,	,	PUNCT
fuelectenerg-13855	2	61	hungary	hungary	PROPN
fuelectenerg-13855	2	62	orcid	orcid	PROPN
fuelectenerg-13855	3	1	i	i	PRON
fuelectenerg-13855	3	2	d	d	PROPN
fuelectenerg-13855	3	3	:	:	PUNCT
fuelectenerg-13855	3	4	petar	petar	PROPN
fuelectenerg-13855	3	5	čisar	čisar	PROPN
fuelectenerg-13855	3	6	https://orcid.org/0000-0001-8009-3347	https://orcid.org/0000-0001-8009-3347	PROPN
fuelectenerg-13855	3	7	abstract	abstract	NOUN
fuelectenerg-13855	3	8	.	.	PUNCT
fuelectenerg-13855	4	1	digital	digital	ADJ
fuelectenerg-13855	4	2	image	image	NOUN
fuelectenerg-13855	4	3	forgery	forgery	NOUN
fuelectenerg-13855	4	4	detection	detection	NOUN
fuelectenerg-13855	4	5	is	be	AUX
fuelectenerg-13855	4	6	a	a	DET
fuelectenerg-13855	4	7	vital	vital	ADJ
fuelectenerg-13855	4	8	area	area	NOUN
fuelectenerg-13855	4	9	of	of	ADP
fuelectenerg-13855	4	10	research	research	NOUN
fuelectenerg-13855	4	11	in	in	ADP
fuelectenerg-13855	4	12	digital	digital	ADJ
fuelectenerg-13855	4	13	forensics	forensic	NOUN
fuelectenerg-13855	4	14	,	,	PUNCT
fuelectenerg-13855	4	15	aiming	aim	VERB
fuelectenerg-13855	4	16	to	to	PART
fuelectenerg-13855	4	17	authenticate	authenticate	VERB
fuelectenerg-13855	4	18	visual	visual	ADJ
fuelectenerg-13855	4	19	content	content	NOUN
fuelectenerg-13855	4	20	in	in	ADP
fuelectenerg-13855	4	21	the	the	DET
fuelectenerg-13855	4	22	face	face	NOUN
fuelectenerg-13855	4	23	of	of	ADP
fuelectenerg-13855	4	24	increasingly	increasingly	ADV
fuelectenerg-13855	4	25	sophisticated	sophisticated	ADJ
fuelectenerg-13855	4	26	manipulation	manipulation	NOUN
fuelectenerg-13855	4	27	techniques	technique	NOUN
fuelectenerg-13855	4	28	.	.	PUNCT
fuelectenerg-13855	5	1	this	this	DET
fuelectenerg-13855	5	2	paper	paper	NOUN
fuelectenerg-13855	5	3	presents	present	VERB
fuelectenerg-13855	5	4	a	a	DET
fuelectenerg-13855	5	5	comprehensive	comprehensive	ADJ
fuelectenerg-13855	5	6	overview	overview	NOUN
fuelectenerg-13855	5	7	of	of	ADP
fuelectenerg-13855	5	8	the	the	DET
fuelectenerg-13855	5	9	field	field	NOUN
fuelectenerg-13855	5	10	,	,	PUNCT
fuelectenerg-13855	5	11	integrating	integrate	VERB
fuelectenerg-13855	5	12	key	key	ADJ
fuelectenerg-13855	5	13	concepts	concept	NOUN
fuelectenerg-13855	5	14	in	in	ADP
fuelectenerg-13855	5	15	its	its	PRON
fuelectenerg-13855	5	16	technical	technical	ADJ
fuelectenerg-13855	5	17	landscape	landscape	NOUN
fuelectenerg-13855	5	18	.	.	PUNCT
fuelectenerg-13855	6	1	the	the	DET
fuelectenerg-13855	6	2	categorization	categorization	NOUN
fuelectenerg-13855	6	3	of	of	ADP
fuelectenerg-13855	6	4	detection	detection	NOUN
fuelectenerg-13855	6	5	methods	method	NOUN
fuelectenerg-13855	6	6	typically	typically	ADV
fuelectenerg-13855	6	7	includes	include	VERB
fuelectenerg-13855	6	8	active	active	ADJ
fuelectenerg-13855	6	9	approaches	approach	NOUN
fuelectenerg-13855	6	10	that	that	PRON
fuelectenerg-13855	6	11	depend	depend	VERB
fuelectenerg-13855	6	12	on	on	ADP
fuelectenerg-13855	6	13	embedded	embed	VERB
fuelectenerg-13855	6	14	watermarks	watermark	NOUN
fuelectenerg-13855	6	15	or	or	CCONJ
fuelectenerg-13855	6	16	signatures	signature	NOUN
fuelectenerg-13855	6	17	,	,	PUNCT
fuelectenerg-13855	6	18	and	and	CCONJ
fuelectenerg-13855	6	19	passive	passive	ADJ
fuelectenerg-13855	6	20	(	(	PUNCT
fuelectenerg-13855	6	21	blind	blind	ADJ
fuelectenerg-13855	6	22	)	)	PUNCT
fuelectenerg-13855	6	23	techniques	technique	NOUN
fuelectenerg-13855	6	24	that	that	PRON
fuelectenerg-13855	6	25	analyze	analyze	VERB
fuelectenerg-13855	6	26	the	the	DET
fuelectenerg-13855	6	27	image	image	NOUN
fuelectenerg-13855	6	28	content	content	NOUN
fuelectenerg-13855	6	29	itself	itself	PRON
fuelectenerg-13855	6	30	without	without	ADP
fuelectenerg-13855	6	31	prior	prior	ADJ
fuelectenerg-13855	6	32	information	information	NOUN
fuelectenerg-13855	6	33	.	.	PUNCT
fuelectenerg-13855	7	1	underlying	underlie	VERB
fuelectenerg-13855	7	2	these	these	PRON
fuelectenerg-13855	7	3	are	be	AUX
fuelectenerg-13855	7	4	various	various	ADJ
fuelectenerg-13855	7	5	detection	detection	NOUN
fuelectenerg-13855	7	6	principles	principle	NOUN
fuelectenerg-13855	7	7	,	,	PUNCT
fuelectenerg-13855	7	8	such	such	ADJ
fuelectenerg-13855	7	9	as	as	ADP
fuelectenerg-13855	7	10	identifying	identify	VERB
fuelectenerg-13855	7	11	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	7	12	in	in	ADP
fuelectenerg-13855	7	13	pixel	pixel	NOUN
fuelectenerg-13855	7	14	patterns	pattern	NOUN
fuelectenerg-13855	7	15	,	,	PUNCT
fuelectenerg-13855	7	16	compression	compression	NOUN
fuelectenerg-13855	7	17	artifacts	artifact	NOUN
fuelectenerg-13855	7	18	,	,	PUNCT
fuelectenerg-13855	7	19	illumination	illumination	NOUN
fuelectenerg-13855	7	20	,	,	PUNCT
fuelectenerg-13855	7	21	and	and	CCONJ
fuelectenerg-13855	7	22	sensor	sensor	NOUN
fuelectenerg-13855	7	23	noise	noise	NOUN
fuelectenerg-13855	7	24	.	.	PUNCT
fuelectenerg-13855	8	1	the	the	DET
fuelectenerg-13855	8	2	paper	paper	NOUN
fuelectenerg-13855	8	3	explores	explore	VERB
fuelectenerg-13855	8	4	the	the	DET
fuelectenerg-13855	8	5	specific	specific	ADJ
fuelectenerg-13855	8	6	characteristics	characteristic	NOUN
fuelectenerg-13855	8	7	of	of	ADP
fuelectenerg-13855	8	8	detection	detection	NOUN
fuelectenerg-13855	8	9	techniques	technique	NOUN
fuelectenerg-13855	8	10	,	,	PUNCT
fuelectenerg-13855	8	11	analyzing	analyze	VERB
fuelectenerg-13855	8	12	their	their	PRON
fuelectenerg-13855	8	13	strengths	strength	NOUN
fuelectenerg-13855	8	14	and	and	CCONJ
fuelectenerg-13855	8	15	limitations	limitation	NOUN
fuelectenerg-13855	8	16	.	.	PUNCT
fuelectenerg-13855	9	1	pixel	pixel	PROPN
fuelectenerg-13855	9	2	-	-	PUNCT
fuelectenerg-13855	9	3	based	base	VERB
fuelectenerg-13855	9	4	and	and	CCONJ
fuelectenerg-13855	9	5	statistical	statistical	ADJ
fuelectenerg-13855	9	6	methods	method	NOUN
fuelectenerg-13855	9	7	offer	offer	VERB
fuelectenerg-13855	9	8	efficiency	efficiency	NOUN
fuelectenerg-13855	9	9	for	for	ADP
fuelectenerg-13855	9	10	copy	copy	NOUN
fuelectenerg-13855	9	11	–	–	PUNCT
fuelectenerg-13855	9	12	move	move	NOUN
fuelectenerg-13855	9	13	and	and	CCONJ
fuelectenerg-13855	9	14	splicing	splicing	NOUN
fuelectenerg-13855	9	15	detection	detection	NOUN
fuelectenerg-13855	9	16	but	but	CCONJ
fuelectenerg-13855	9	17	often	often	ADV
fuelectenerg-13855	9	18	lack	lack	VERB
fuelectenerg-13855	9	19	robustness	robustness	NOUN
fuelectenerg-13855	9	20	under	under	ADP
fuelectenerg-13855	9	21	compression	compression	NOUN
fuelectenerg-13855	9	22	or	or	CCONJ
fuelectenerg-13855	9	23	scaling	scaling	NOUN
fuelectenerg-13855	9	24	.	.	PUNCT
fuelectenerg-13855	10	1	frequency	frequency	NOUN
fuelectenerg-13855	10	2	-	-	PUNCT
fuelectenerg-13855	10	3	domain	domain	NOUN
fuelectenerg-13855	10	4	methods	method	NOUN
fuelectenerg-13855	10	5	and	and	CCONJ
fuelectenerg-13855	10	6	physics	physics	NOUN
fuelectenerg-13855	10	7	-	-	PUNCT
fuelectenerg-13855	10	8	based	base	VERB
fuelectenerg-13855	10	9	analysis	analysis	NOUN
fuelectenerg-13855	10	10	provide	provide	VERB
fuelectenerg-13855	10	11	deeper	deep	ADJ
fuelectenerg-13855	10	12	insights	insight	NOUN
fuelectenerg-13855	10	13	,	,	PUNCT
fuelectenerg-13855	10	14	but	but	CCONJ
fuelectenerg-13855	10	15	they	they	PRON
fuelectenerg-13855	10	16	can	can	AUX
fuelectenerg-13855	10	17	be	be	AUX
fuelectenerg-13855	10	18	computationally	computationally	ADV
fuelectenerg-13855	10	19	intensive	intensive	ADJ
fuelectenerg-13855	10	20	or	or	CCONJ
fuelectenerg-13855	10	21	sensitive	sensitive	ADJ
fuelectenerg-13855	10	22	to	to	ADP
fuelectenerg-13855	10	23	environmental	environmental	ADJ
fuelectenerg-13855	10	24	conditions	condition	NOUN
fuelectenerg-13855	10	25	.	.	PUNCT
fuelectenerg-13855	11	1	the	the	DET
fuelectenerg-13855	11	2	evaluation	evaluation	NOUN
fuelectenerg-13855	11	3	of	of	ADP
fuelectenerg-13855	11	4	detection	detection	NOUN
fuelectenerg-13855	11	5	models	model	NOUN
fuelectenerg-13855	11	6	is	be	AUX
fuelectenerg-13855	11	7	crucial	crucial	ADJ
fuelectenerg-13855	11	8	,	,	PUNCT
fuelectenerg-13855	11	9	relying	rely	VERB
fuelectenerg-13855	11	10	on	on	ADP
fuelectenerg-13855	11	11	diverse	diverse	ADJ
fuelectenerg-13855	11	12	datasets	dataset	NOUN
fuelectenerg-13855	11	13	,	,	PUNCT
fuelectenerg-13855	11	14	realistic	realistic	ADJ
fuelectenerg-13855	11	15	manipulation	manipulation	NOUN
fuelectenerg-13855	11	16	scenarios	scenario	NOUN
fuelectenerg-13855	11	17	,	,	PUNCT
fuelectenerg-13855	11	18	and	and	CCONJ
fuelectenerg-13855	11	19	adversarial	adversarial	ADJ
fuelectenerg-13855	11	20	robustness	robustness	NOUN
fuelectenerg-13855	11	21	testing	testing	NOUN
fuelectenerg-13855	11	22	.	.	PUNCT
fuelectenerg-13855	12	1	effective	effective	ADJ
fuelectenerg-13855	12	2	evaluation	evaluation	NOUN
fuelectenerg-13855	12	3	metrics	metric	NOUN
fuelectenerg-13855	12	4	include	include	VERB
fuelectenerg-13855	12	5	accuracy	accuracy	NOUN
fuelectenerg-13855	12	6	,	,	PUNCT
fuelectenerg-13855	12	7	precision	precision	NOUN
fuelectenerg-13855	12	8	,	,	PUNCT
fuelectenerg-13855	12	9	recall	recall	NOUN
fuelectenerg-13855	12	10	,	,	PUNCT
fuelectenerg-13855	12	11	f1	f1	NOUN
fuelectenerg-13855	12	12	-	-	PUNCT
fuelectenerg-13855	12	13	score	score	NOUN
fuelectenerg-13855	12	14	,	,	PUNCT
fuelectenerg-13855	12	15	auc	auc	NOUN
fuelectenerg-13855	12	16	-	-	PUNCT
fuelectenerg-13855	12	17	roc	roc	NOUN
fuelectenerg-13855	12	18	and	and	CCONJ
fuelectenerg-13855	12	19	iou	iou	PROPN
fuelectenerg-13855	12	20	,	,	PUNCT
fuelectenerg-13855	12	21	which	which	PRON
fuelectenerg-13855	12	22	collectively	collectively	ADV
fuelectenerg-13855	12	23	assess	assess	VERB
fuelectenerg-13855	12	24	classification	classification	NOUN
fuelectenerg-13855	12	25	and	and	CCONJ
fuelectenerg-13855	12	26	localization	localization	NOUN
fuelectenerg-13855	12	27	performance	performance	NOUN
fuelectenerg-13855	12	28	.	.	PUNCT
fuelectenerg-13855	13	1	the	the	DET
fuelectenerg-13855	13	2	deep	deep	ADJ
fuelectenerg-13855	13	3	learning	learning	NOUN
fuelectenerg-13855	13	4	approach	approach	NOUN
fuelectenerg-13855	13	5	in	in	ADP
fuelectenerg-13855	13	6	forgery	forgery	NOUN
fuelectenerg-13855	13	7	detection	detection	NOUN
fuelectenerg-13855	13	8	has	have	AUX
fuelectenerg-13855	13	9	significantly	significantly	ADV
fuelectenerg-13855	13	10	advanced	advance	VERB
fuelectenerg-13855	13	11	the	the	DET
fuelectenerg-13855	13	12	field	field	NOUN
fuelectenerg-13855	13	13	,	,	PUNCT
fuelectenerg-13855	13	14	with	with	ADP
fuelectenerg-13855	13	15	convolutional	convolutional	ADJ
fuelectenerg-13855	13	16	neural	neural	ADJ
fuelectenerg-13855	13	17	networks	network	NOUN
fuelectenerg-13855	13	18	and	and	CCONJ
fuelectenerg-13855	13	19	transformer	transformer	NOUN
fuelectenerg-13855	13	20	-	-	PUNCT
fuelectenerg-13855	13	21	based	base	VERB
fuelectenerg-13855	13	22	models	model	NOUN
fuelectenerg-13855	13	23	learning	learn	VERB
fuelectenerg-13855	13	24	complex	complex	ADJ
fuelectenerg-13855	13	25	tampering	tampering	NOUN
fuelectenerg-13855	13	26	artifacts	artifact	NOUN
fuelectenerg-13855	13	27	.	.	PUNCT
fuelectenerg-13855	14	1	however	however	ADV
fuelectenerg-13855	14	2	,	,	PUNCT
fuelectenerg-13855	14	3	challenges	challenge	NOUN
fuelectenerg-13855	14	4	persist	persist	VERB
fuelectenerg-13855	14	5	in	in	ADP
fuelectenerg-13855	14	6	forgery	forgery	NOUN
fuelectenerg-13855	14	7	detection	detection	NOUN
fuelectenerg-13855	14	8	,	,	PUNCT
fuelectenerg-13855	14	9	including	include	VERB
fuelectenerg-13855	14	10	evolving	evolve	VERB
fuelectenerg-13855	14	11	manipulation	manipulation	NOUN
fuelectenerg-13855	14	12	methods	method	NOUN
fuelectenerg-13855	14	13	,	,	PUNCT
fuelectenerg-13855	14	14	dataset	dataset	NOUN
fuelectenerg-13855	14	15	limitations	limitation	NOUN
fuelectenerg-13855	14	16	,	,	PUNCT
fuelectenerg-13855	14	17	explainability	explainability	NOUN
fuelectenerg-13855	14	18	concerns	concern	NOUN
fuelectenerg-13855	14	19	,	,	PUNCT
fuelectenerg-13855	14	20	and	and	CCONJ
fuelectenerg-13855	14	21	vulnerability	vulnerability	NOUN
fuelectenerg-13855	14	22	to	to	ADP
fuelectenerg-13855	14	23	adversarial	adversarial	ADJ
fuelectenerg-13855	14	24	attacks	attack	NOUN
fuelectenerg-13855	14	25	.	.	PUNCT
fuelectenerg-13855	15	1	finally	finally	ADV
fuelectenerg-13855	15	2	,	,	PUNCT
fuelectenerg-13855	15	3	the	the	DET
fuelectenerg-13855	15	4	authors	author	NOUN
fuelectenerg-13855	15	5	discuss	discuss	VERB
fuelectenerg-13855	15	6	trends	trend	NOUN
fuelectenerg-13855	15	7	and	and	CCONJ
fuelectenerg-13855	15	8	future	future	ADJ
fuelectenerg-13855	15	9	directions	direction	NOUN
fuelectenerg-13855	15	10	,	,	PUNCT
fuelectenerg-13855	15	11	such	such	ADJ
fuelectenerg-13855	15	12	as	as	ADP
fuelectenerg-13855	15	13	self	self	NOUN
fuelectenerg-13855	15	14	-	-	PUNCT
fuelectenerg-13855	15	15	supervised	supervise	VERB
fuelectenerg-13855	15	16	learning	learning	NOUN
fuelectenerg-13855	15	17	,	,	PUNCT
fuelectenerg-13855	15	18	multimodal	multimodal	ADJ
fuelectenerg-13855	15	19	forensic	forensic	ADJ
fuelectenerg-13855	15	20	integration	integration	NOUN
fuelectenerg-13855	15	21	,	,	PUNCT
fuelectenerg-13855	15	22	domain	domain	NOUN
fuelectenerg-13855	15	23	adaptation	adaptation	NOUN
fuelectenerg-13855	15	24	,	,	PUNCT
fuelectenerg-13855	15	25	and	and	CCONJ
fuelectenerg-13855	15	26	real	real	ADJ
fuelectenerg-13855	15	27	-	-	PUNCT
fuelectenerg-13855	15	28	time	time	NOUN
fuelectenerg-13855	15	29	detection	detection	NOUN
fuelectenerg-13855	15	30	frameworks	framework	NOUN
fuelectenerg-13855	15	31	,	,	PUNCT
fuelectenerg-13855	15	32	paving	pave	VERB
fuelectenerg-13855	15	33	the	the	DET
fuelectenerg-13855	15	34	way	way	NOUN
fuelectenerg-13855	15	35	for	for	ADP
fuelectenerg-13855	15	36	more	more	ADV
fuelectenerg-13855	15	37	resilient	resilient	ADJ
fuelectenerg-13855	15	38	and	and	CCONJ
fuelectenerg-13855	15	39	scalable	scalable	ADJ
fuelectenerg-13855	15	40	forensic	forensic	ADJ
fuelectenerg-13855	15	41	tools	tool	NOUN
fuelectenerg-13855	15	42	.	.	PUNCT
fuelectenerg-13855	16	1	key	key	ADJ
fuelectenerg-13855	16	2	words	word	NOUN
fuelectenerg-13855	16	3	:	:	PUNCT
fuelectenerg-13855	16	4	image	image	NOUN
fuelectenerg-13855	16	5	forgery	forgery	NOUN
fuelectenerg-13855	16	6	detection	detection	NOUN
fuelectenerg-13855	16	7	,	,	PUNCT
fuelectenerg-13855	16	8	categorization	categorization	NOUN
fuelectenerg-13855	16	9	,	,	PUNCT
fuelectenerg-13855	16	10	detection	detection	NOUN
fuelectenerg-13855	16	11	principles	principle	NOUN
fuelectenerg-13855	16	12	,	,	PUNCT
fuelectenerg-13855	16	13	characteristics	characteristic	NOUN
fuelectenerg-13855	16	14	,	,	PUNCT
fuelectenerg-13855	16	15	evaluation	evaluation	NOUN
fuelectenerg-13855	16	16	.	.	PUNCT
fuelectenerg-13855	17	1	received	receive	VERB
fuelectenerg-13855	17	2	july	july	PROPN
fuelectenerg-13855	17	3	11	11	NUM
fuelectenerg-13855	17	4	,	,	PUNCT
fuelectenerg-13855	17	5	2025	2025	NUM
fuelectenerg-13855	17	6	;	;	PUNCT
fuelectenerg-13855	17	7	accepted	accept	VERB
fuelectenerg-13855	17	8	july	july	PROPN
fuelectenerg-13855	17	9	13	13	NUM
fuelectenerg-13855	17	10	,	,	PUNCT
fuelectenerg-13855	17	11	2025	2025	NUM
fuelectenerg-13855	17	12	corresponding	correspond	VERB
fuelectenerg-13855	17	13	author	author	NOUN
fuelectenerg-13855	17	14	:	:	PUNCT
fuelectenerg-13855	17	15	petar	petar	PROPN
fuelectenerg-13855	17	16	čisar	čisar	PROPN
fuelectenerg-13855	17	17	university	university	PROPN
fuelectenerg-13855	17	18	of	of	ADP
fuelectenerg-13855	17	19	criminal	criminal	ADJ
fuelectenerg-13855	17	20	investigation	investigation	NOUN
fuelectenerg-13855	17	21	and	and	CCONJ
fuelectenerg-13855	17	22	police	police	NOUN
fuelectenerg-13855	17	23	studies	study	NOUN
fuelectenerg-13855	17	24	.	.	PUNCT
fuelectenerg-13855	18	1	cara	cara	X
fuelectenerg-13855	18	2	dušana	dušana	NOUN
fuelectenerg-13855	18	3	196	196	NUM
fuelectenerg-13855	18	4	,	,	PUNCT
fuelectenerg-13855	18	5	11080	11080	NUM
fuelectenerg-13855	18	6	zemun	zemun	NOUN
fuelectenerg-13855	18	7	-	-	PUNCT
fuelectenerg-13855	18	8	belgrade	belgrade	PROPN
fuelectenerg-13855	18	9	,	,	PUNCT
fuelectenerg-13855	18	10	serbia	serbia	PROPN
fuelectenerg-13855	18	11	john	john	PROPN
fuelectenerg-13855	18	12	von	von	PROPN
fuelectenerg-13855	18	13	neumann	neumann	PROPN
fuelectenerg-13855	18	14	university	university	PROPN
fuelectenerg-13855	18	15	,	,	PUNCT
fuelectenerg-13855	18	16	gamf	gamf	ADJ
fuelectenerg-13855	18	17	faculty	faculty	NOUN
fuelectenerg-13855	18	18	of	of	ADP
fuelectenerg-13855	18	19	engineering	engineering	NOUN
fuelectenerg-13855	18	20	and	and	CCONJ
fuelectenerg-13855	18	21	computer	computer	NOUN
fuelectenerg-13855	18	22	science	science	NOUN
fuelectenerg-13855	18	23	,	,	PUNCT
fuelectenerg-13855	18	24	izsáki	izsáki	NOUN
fuelectenerg-13855	18	25	u.	u.	PROPN
fuelectenerg-13855	18	26	10	10	NUM
fuelectenerg-13855	18	27	,	,	PUNCT
fuelectenerg-13855	18	28	kecskemét	kecskemét	NOUN
fuelectenerg-13855	18	29	,	,	PUNCT
fuelectenerg-13855	18	30	hungary	hungary	PROPN
fuelectenerg-13855	18	31	e	e	PROPN
fuelectenerg-13855	18	32	-	-	NOUN
fuelectenerg-13855	18	33	mail	mail	NOUN
fuelectenerg-13855	18	34	:	:	PUNCT
fuelectenerg-13855	18	35	petar.cisar@kpu.edu.rs	petar.cisar@kpu.edu.r	NOUN
fuelectenerg-13855	18	36	,	,	PUNCT
fuelectenerg-13855	18	37	csiszar.peter@nje.hu	csiszar.peter@nje.hu	PROPN
fuelectenerg-13855	19	1	https://orcid.org/0000-0001-8009-3347	https://orcid.org/0000-0001-8009-3347	ADJ
fuelectenerg-13855	19	2	582	582	NUM
fuelectenerg-13855	19	3	p.	p.	NOUN
fuelectenerg-13855	19	4	čisar	čisar	NOUN
fuelectenerg-13855	20	1	1	1	NUM
fuelectenerg-13855	20	2	.	.	PUNCT
fuelectenerg-13855	20	3	introduction	introduction	NOUN
fuelectenerg-13855	20	4	in	in	ADP
fuelectenerg-13855	20	5	an	an	DET
fuelectenerg-13855	20	6	era	era	NOUN
fuelectenerg-13855	20	7	characterized	characterize	VERB
fuelectenerg-13855	20	8	by	by	ADP
fuelectenerg-13855	20	9	the	the	DET
fuelectenerg-13855	20	10	exponential	exponential	ADJ
fuelectenerg-13855	20	11	growth	growth	NOUN
fuelectenerg-13855	20	12	of	of	ADP
fuelectenerg-13855	20	13	digital	digital	ADJ
fuelectenerg-13855	20	14	media	medium	NOUN
fuelectenerg-13855	20	15	,	,	PUNCT
fuelectenerg-13855	20	16	images	image	NOUN
fuelectenerg-13855	20	17	play	play	VERB
fuelectenerg-13855	20	18	an	an	DET
fuelectenerg-13855	20	19	integral	integral	ADJ
fuelectenerg-13855	20	20	role	role	NOUN
fuelectenerg-13855	20	21	in	in	ADP
fuelectenerg-13855	20	22	communication	communication	NOUN
fuelectenerg-13855	20	23	,	,	PUNCT
fuelectenerg-13855	20	24	journalism	journalism	NOUN
fuelectenerg-13855	20	25	,	,	PUNCT
fuelectenerg-13855	20	26	social	social	ADJ
fuelectenerg-13855	20	27	media	medium	NOUN
fuelectenerg-13855	20	28	,	,	PUNCT
fuelectenerg-13855	20	29	scientific	scientific	ADJ
fuelectenerg-13855	20	30	research	research	NOUN
fuelectenerg-13855	20	31	,	,	PUNCT
fuelectenerg-13855	20	32	and	and	CCONJ
fuelectenerg-13855	20	33	legal	legal	ADJ
fuelectenerg-13855	20	34	evidence	evidence	NOUN
fuelectenerg-13855	20	35	.	.	PUNCT
fuelectenerg-13855	21	1	the	the	DET
fuelectenerg-13855	21	2	ease	ease	NOUN
fuelectenerg-13855	21	3	of	of	ADP
fuelectenerg-13855	21	4	image	image	NOUN
fuelectenerg-13855	21	5	acquisition	acquisition	NOUN
fuelectenerg-13855	21	6	,	,	PUNCT
fuelectenerg-13855	21	7	manipulation	manipulation	NOUN
fuelectenerg-13855	21	8	,	,	PUNCT
fuelectenerg-13855	21	9	and	and	CCONJ
fuelectenerg-13855	21	10	dissemination	dissemination	NOUN
fuelectenerg-13855	21	11	has	have	AUX
fuelectenerg-13855	21	12	drastically	drastically	ADV
fuelectenerg-13855	21	13	increased	increase	VERB
fuelectenerg-13855	21	14	with	with	ADP
fuelectenerg-13855	21	15	the	the	DET
fuelectenerg-13855	21	16	availability	availability	NOUN
fuelectenerg-13855	21	17	of	of	ADP
fuelectenerg-13855	21	18	powerful	powerful	ADJ
fuelectenerg-13855	21	19	editing	editing	NOUN
fuelectenerg-13855	21	20	tools	tool	NOUN
fuelectenerg-13855	21	21	such	such	ADJ
fuelectenerg-13855	21	22	as	as	ADP
fuelectenerg-13855	21	23	adobe	adobe	PROPN
fuelectenerg-13855	21	24	photoshop	photoshop	PROPN
fuelectenerg-13855	21	25	,	,	PUNCT
fuelectenerg-13855	21	26	gimp	gimp	PROPN
fuelectenerg-13855	21	27	,	,	PUNCT
fuelectenerg-13855	21	28	and	and	CCONJ
fuelectenerg-13855	21	29	ai	ai	ADJ
fuelectenerg-13855	21	30	-	-	PUNCT
fuelectenerg-13855	21	31	powered	powered	ADJ
fuelectenerg-13855	21	32	generative	generative	ADJ
fuelectenerg-13855	21	33	models	model	NOUN
fuelectenerg-13855	21	34	like	like	ADP
fuelectenerg-13855	21	35	gans	gan	NOUN
fuelectenerg-13855	21	36	(	(	PUNCT
fuelectenerg-13855	21	37	generative	generative	ADJ
fuelectenerg-13855	21	38	adversarial	adversarial	ADJ
fuelectenerg-13855	21	39	networks	network	NOUN
fuelectenerg-13855	21	40	)	)	PUNCT
fuelectenerg-13855	21	41	.	.	PUNCT
fuelectenerg-13855	22	1	although	although	SCONJ
fuelectenerg-13855	22	2	these	these	DET
fuelectenerg-13855	22	3	tools	tool	NOUN
fuelectenerg-13855	22	4	offer	offer	VERB
fuelectenerg-13855	22	5	creative	creative	ADJ
fuelectenerg-13855	22	6	flexibility	flexibility	NOUN
fuelectenerg-13855	22	7	and	and	CCONJ
fuelectenerg-13855	22	8	have	have	VERB
fuelectenerg-13855	22	9	numerous	numerous	ADJ
fuelectenerg-13855	22	10	legitimate	legitimate	ADJ
fuelectenerg-13855	22	11	applications	application	NOUN
fuelectenerg-13855	22	12	,	,	PUNCT
fuelectenerg-13855	22	13	they	they	PRON
fuelectenerg-13855	22	14	also	also	ADV
fuelectenerg-13855	22	15	pose	pose	VERB
fuelectenerg-13855	22	16	significant	significant	ADJ
fuelectenerg-13855	22	17	risks	risk	NOUN
fuelectenerg-13855	22	18	to	to	ADP
fuelectenerg-13855	22	19	the	the	DET
fuelectenerg-13855	22	20	authenticity	authenticity	NOUN
fuelectenerg-13855	22	21	and	and	CCONJ
fuelectenerg-13855	22	22	reliability	reliability	NOUN
fuelectenerg-13855	22	23	of	of	ADP
fuelectenerg-13855	22	24	visual	visual	ADJ
fuelectenerg-13855	22	25	information	information	NOUN
fuelectenerg-13855	22	26	.	.	PUNCT
fuelectenerg-13855	23	1	image	image	NOUN
fuelectenerg-13855	23	2	forgery	forgery	NOUN
fuelectenerg-13855	23	3	refers	refer	VERB
fuelectenerg-13855	23	4	to	to	ADP
fuelectenerg-13855	23	5	the	the	DET
fuelectenerg-13855	23	6	intentional	intentional	ADJ
fuelectenerg-13855	23	7	alteration	alteration	NOUN
fuelectenerg-13855	23	8	of	of	ADP
fuelectenerg-13855	23	9	an	an	DET
fuelectenerg-13855	23	10	image	image	NOUN
fuelectenerg-13855	23	11	to	to	PART
fuelectenerg-13855	23	12	deceive	deceive	VERB
fuelectenerg-13855	23	13	viewers	viewer	NOUN
fuelectenerg-13855	23	14	or	or	CCONJ
fuelectenerg-13855	23	15	convey	convey	VERB
fuelectenerg-13855	23	16	false	false	ADJ
fuelectenerg-13855	23	17	information	information	NOUN
fuelectenerg-13855	23	18	.	.	PUNCT
fuelectenerg-13855	24	1	these	these	DET
fuelectenerg-13855	24	2	manipulations	manipulation	NOUN
fuelectenerg-13855	24	3	can	can	AUX
fuelectenerg-13855	24	4	range	range	VERB
fuelectenerg-13855	24	5	from	from	ADP
fuelectenerg-13855	24	6	simple	simple	ADJ
fuelectenerg-13855	24	7	edits	edit	NOUN
fuelectenerg-13855	24	8	,	,	PUNCT
fuelectenerg-13855	24	9	such	such	ADJ
fuelectenerg-13855	24	10	as	as	ADP
fuelectenerg-13855	24	11	contrast	contrast	NOUN
fuelectenerg-13855	24	12	adjustment	adjustment	NOUN
fuelectenerg-13855	24	13	or	or	CCONJ
fuelectenerg-13855	24	14	object	object	NOUN
fuelectenerg-13855	24	15	removal	removal	NOUN
fuelectenerg-13855	24	16	,	,	PUNCT
fuelectenerg-13855	24	17	to	to	ADP
fuelectenerg-13855	24	18	complex	complex	ADJ
fuelectenerg-13855	24	19	tampering	tampering	NOUN
fuelectenerg-13855	24	20	involving	involve	VERB
fuelectenerg-13855	24	21	seamless	seamless	ADJ
fuelectenerg-13855	24	22	integration	integration	NOUN
fuelectenerg-13855	24	23	of	of	ADP
fuelectenerg-13855	24	24	objects	object	NOUN
fuelectenerg-13855	24	25	or	or	CCONJ
fuelectenerg-13855	24	26	synthetic	synthetic	ADJ
fuelectenerg-13855	24	27	generation	generation	NOUN
fuelectenerg-13855	24	28	of	of	ADP
fuelectenerg-13855	24	29	entire	entire	ADJ
fuelectenerg-13855	24	30	scenes	scene	NOUN
fuelectenerg-13855	24	31	.	.	PUNCT
fuelectenerg-13855	25	1	as	as	SCONJ
fuelectenerg-13855	25	2	such	such	ADJ
fuelectenerg-13855	25	3	forgeries	forgery	NOUN
fuelectenerg-13855	25	4	become	become	VERB
fuelectenerg-13855	25	5	increasingly	increasingly	ADV
fuelectenerg-13855	25	6	convincing	convincing	ADJ
fuelectenerg-13855	25	7	,	,	PUNCT
fuelectenerg-13855	25	8	the	the	DET
fuelectenerg-13855	25	9	need	need	NOUN
fuelectenerg-13855	25	10	for	for	ADP
fuelectenerg-13855	25	11	robust	robust	ADJ
fuelectenerg-13855	25	12	and	and	CCONJ
fuelectenerg-13855	25	13	reliable	reliable	ADJ
fuelectenerg-13855	25	14	image	image	NOUN
fuelectenerg-13855	25	15	forgery	forgery	NOUN
fuelectenerg-13855	25	16	detection	detection	NOUN
fuelectenerg-13855	25	17	techniques	technique	NOUN
fuelectenerg-13855	25	18	becomes	become	VERB
fuelectenerg-13855	25	19	imperative	imperative	ADJ
fuelectenerg-13855	25	20	to	to	PART
fuelectenerg-13855	25	21	ensure	ensure	VERB
fuelectenerg-13855	25	22	the	the	DET
fuelectenerg-13855	25	23	integrity	integrity	NOUN
fuelectenerg-13855	25	24	of	of	ADP
fuelectenerg-13855	25	25	digital	digital	ADJ
fuelectenerg-13855	25	26	images	image	NOUN
fuelectenerg-13855	25	27	in	in	ADP
fuelectenerg-13855	25	28	critical	critical	ADJ
fuelectenerg-13855	25	29	fields	field	NOUN
fuelectenerg-13855	25	30	such	such	ADJ
fuelectenerg-13855	25	31	as	as	ADP
fuelectenerg-13855	25	32	forensics	forensic	NOUN
fuelectenerg-13855	25	33	,	,	PUNCT
fuelectenerg-13855	25	34	journalism	journalism	NOUN
fuelectenerg-13855	25	35	,	,	PUNCT
fuelectenerg-13855	25	36	law	law	NOUN
fuelectenerg-13855	25	37	enforcement	enforcement	NOUN
fuelectenerg-13855	25	38	,	,	PUNCT
fuelectenerg-13855	25	39	and	and	CCONJ
fuelectenerg-13855	25	40	cybersecurity	cybersecurity	NOUN
fuelectenerg-13855	25	41	.	.	PUNCT
fuelectenerg-13855	26	1	1.1	1.1	NUM
fuelectenerg-13855	26	2	.	.	PUNCT
fuelectenerg-13855	27	1	challenges	challenge	NOUN
fuelectenerg-13855	27	2	in	in	ADP
fuelectenerg-13855	27	3	image	image	NOUN
fuelectenerg-13855	27	4	forgery	forgery	NOUN
fuelectenerg-13855	27	5	detection	detection	NOUN
fuelectenerg-13855	27	6	detecting	detect	VERB
fuelectenerg-13855	27	7	image	image	NOUN
fuelectenerg-13855	27	8	forgery	forgery	NOUN
fuelectenerg-13855	27	9	presents	present	VERB
fuelectenerg-13855	27	10	several	several	ADJ
fuelectenerg-13855	27	11	technical	technical	ADJ
fuelectenerg-13855	27	12	and	and	CCONJ
fuelectenerg-13855	27	13	practical	practical	ADJ
fuelectenerg-13855	27	14	challenges	challenge	NOUN
fuelectenerg-13855	27	15	.	.	PUNCT
fuelectenerg-13855	28	1	one	one	NUM
fuelectenerg-13855	28	2	major	major	ADJ
fuelectenerg-13855	28	3	challenge	challenge	NOUN
fuelectenerg-13855	28	4	is	be	AUX
fuelectenerg-13855	28	5	the	the	DET
fuelectenerg-13855	28	6	high	high	ADJ
fuelectenerg-13855	28	7	visual	visual	ADJ
fuelectenerg-13855	28	8	quality	quality	NOUN
fuelectenerg-13855	28	9	of	of	ADP
fuelectenerg-13855	28	10	modern	modern	ADJ
fuelectenerg-13855	28	11	editing	editing	NOUN
fuelectenerg-13855	28	12	tools	tool	NOUN
fuelectenerg-13855	28	13	,	,	PUNCT
fuelectenerg-13855	28	14	which	which	PRON
fuelectenerg-13855	28	15	can	can	AUX
fuelectenerg-13855	28	16	produce	produce	VERB
fuelectenerg-13855	28	17	visually	visually	ADV
fuelectenerg-13855	28	18	seamless	seamless	ADJ
fuelectenerg-13855	28	19	forgeries	forgery	NOUN
fuelectenerg-13855	28	20	that	that	PRON
fuelectenerg-13855	28	21	are	be	AUX
fuelectenerg-13855	28	22	nearly	nearly	ADV
fuelectenerg-13855	28	23	impossible	impossible	ADJ
fuelectenerg-13855	28	24	to	to	PART
fuelectenerg-13855	28	25	detect	detect	VERB
fuelectenerg-13855	28	26	with	with	ADP
fuelectenerg-13855	28	27	the	the	DET
fuelectenerg-13855	28	28	naked	naked	ADJ
fuelectenerg-13855	28	29	eye	eye	NOUN
fuelectenerg-13855	28	30	.	.	PUNCT
fuelectenerg-13855	29	1	additionally	additionally	ADV
fuelectenerg-13855	29	2	,	,	PUNCT
fuelectenerg-13855	29	3	the	the	DET
fuelectenerg-13855	29	4	wide	wide	ADJ
fuelectenerg-13855	29	5	variety	variety	NOUN
fuelectenerg-13855	29	6	of	of	ADP
fuelectenerg-13855	29	7	manipulations	manipulation	NOUN
fuelectenerg-13855	29	8	occurring	occur	VERB
fuelectenerg-13855	29	9	at	at	ADP
fuelectenerg-13855	29	10	the	the	DET
fuelectenerg-13855	29	11	pixel	pixel	NOUN
fuelectenerg-13855	29	12	,	,	PUNCT
fuelectenerg-13855	29	13	structural	structural	ADJ
fuelectenerg-13855	29	14	,	,	PUNCT
fuelectenerg-13855	29	15	or	or	CCONJ
fuelectenerg-13855	29	16	semantic	semantic	ADJ
fuelectenerg-13855	29	17	levels	level	NOUN
fuelectenerg-13855	29	18	and	and	CCONJ
fuelectenerg-13855	29	19	across	across	ADP
fuelectenerg-13855	29	20	different	different	ADJ
fuelectenerg-13855	29	21	formats	format	NOUN
fuelectenerg-13855	29	22	and	and	CCONJ
fuelectenerg-13855	29	23	compression	compression	NOUN
fuelectenerg-13855	29	24	types	type	NOUN
fuelectenerg-13855	29	25	adds	add	VERB
fuelectenerg-13855	29	26	to	to	ADP
fuelectenerg-13855	29	27	the	the	DET
fuelectenerg-13855	29	28	complexity	complexity	NOUN
fuelectenerg-13855	29	29	.	.	PUNCT
fuelectenerg-13855	30	1	the	the	DET
fuelectenerg-13855	30	2	lack	lack	NOUN
fuelectenerg-13855	30	3	of	of	ADP
fuelectenerg-13855	30	4	ground	ground	NOUN
fuelectenerg-13855	30	5	truth	truth	NOUN
fuelectenerg-13855	30	6	is	be	AUX
fuelectenerg-13855	30	7	another	another	DET
fuelectenerg-13855	30	8	significant	significant	ADJ
fuelectenerg-13855	30	9	hurdle	hurdle	NOUN
fuelectenerg-13855	30	10	,	,	PUNCT
fuelectenerg-13855	30	11	as	as	SCONJ
fuelectenerg-13855	30	12	there	there	PRON
fuelectenerg-13855	30	13	are	be	VERB
fuelectenerg-13855	30	14	limited	limit	VERB
fuelectenerg-13855	30	15	publicly	publicly	ADV
fuelectenerg-13855	30	16	available	available	ADJ
fuelectenerg-13855	30	17	datasets	dataset	NOUN
fuelectenerg-13855	30	18	containing	contain	VERB
fuelectenerg-13855	30	19	both	both	CCONJ
fuelectenerg-13855	30	20	authentic	authentic	ADJ
fuelectenerg-13855	30	21	and	and	CCONJ
fuelectenerg-13855	30	22	manipulated	manipulate	VERB
fuelectenerg-13855	30	23	image	image	NOUN
fuelectenerg-13855	30	24	pairs	pair	NOUN
fuelectenerg-13855	30	25	,	,	PUNCT
fuelectenerg-13855	30	26	making	make	VERB
fuelectenerg-13855	30	27	training	training	NOUN
fuelectenerg-13855	30	28	and	and	CCONJ
fuelectenerg-13855	30	29	evaluation	evaluation	NOUN
fuelectenerg-13855	30	30	difficult	difficult	ADJ
fuelectenerg-13855	30	31	.	.	PUNCT
fuelectenerg-13855	31	1	furthermore	furthermore	ADV
fuelectenerg-13855	31	2	,	,	PUNCT
fuelectenerg-13855	31	3	common	common	ADJ
fuelectenerg-13855	31	4	image	image	NOUN
fuelectenerg-13855	31	5	-	-	PUNCT
fuelectenerg-13855	31	6	processing	process	VERB
fuelectenerg-13855	31	7	operations	operation	NOUN
fuelectenerg-13855	31	8	,	,	PUNCT
fuelectenerg-13855	31	9	such	such	ADJ
fuelectenerg-13855	31	10	as	as	ADP
fuelectenerg-13855	31	11	compression	compression	NOUN
fuelectenerg-13855	31	12	,	,	PUNCT
fuelectenerg-13855	31	13	resizing	resizing	NOUN
fuelectenerg-13855	31	14	,	,	PUNCT
fuelectenerg-13855	31	15	and	and	CCONJ
fuelectenerg-13855	31	16	the	the	DET
fuelectenerg-13855	31	17	addition	addition	NOUN
fuelectenerg-13855	31	18	of	of	ADP
fuelectenerg-13855	31	19	noise	noise	NOUN
fuelectenerg-13855	31	20	,	,	PUNCT
fuelectenerg-13855	31	21	can	can	AUX
fuelectenerg-13855	31	22	obscure	obscure	VERB
fuelectenerg-13855	31	23	signs	sign	NOUN
fuelectenerg-13855	31	24	of	of	ADP
fuelectenerg-13855	31	25	manipulation	manipulation	NOUN
fuelectenerg-13855	31	26	.	.	PUNCT
fuelectenerg-13855	32	1	lastly	lastly	ADV
fuelectenerg-13855	32	2	,	,	PUNCT
fuelectenerg-13855	32	3	adversarial	adversarial	ADJ
fuelectenerg-13855	32	4	techniques	technique	NOUN
fuelectenerg-13855	32	5	,	,	PUNCT
fuelectenerg-13855	32	6	particularly	particularly	ADV
fuelectenerg-13855	32	7	those	those	PRON
fuelectenerg-13855	32	8	involving	involve	VERB
fuelectenerg-13855	32	9	adversarial	adversarial	ADJ
fuelectenerg-13855	32	10	networks	network	NOUN
fuelectenerg-13855	32	11	,	,	PUNCT
fuelectenerg-13855	32	12	can	can	AUX
fuelectenerg-13855	32	13	generate	generate	VERB
fuelectenerg-13855	32	14	content	content	NOUN
fuelectenerg-13855	32	15	specifically	specifically	ADV
fuelectenerg-13855	32	16	designed	design	VERB
fuelectenerg-13855	32	17	to	to	PART
fuelectenerg-13855	32	18	deceive	deceive	VERB
fuelectenerg-13855	32	19	detection	detection	NOUN
fuelectenerg-13855	32	20	systems	system	NOUN
fuelectenerg-13855	32	21	.	.	PUNCT
fuelectenerg-13855	33	1	1.2	1.2	NUM
fuelectenerg-13855	33	2	.	.	PUNCT
fuelectenerg-13855	33	3	objectives	objective	NOUN
fuelectenerg-13855	33	4	of	of	ADP
fuelectenerg-13855	33	5	the	the	DET
fuelectenerg-13855	33	6	paper	paper	NOUN
fuelectenerg-13855	33	7	this	this	DET
fuelectenerg-13855	33	8	paper	paper	NOUN
fuelectenerg-13855	33	9	aims	aim	VERB
fuelectenerg-13855	33	10	to	to	PART
fuelectenerg-13855	33	11	explore	explore	VERB
fuelectenerg-13855	33	12	and	and	CCONJ
fuelectenerg-13855	33	13	elaborate	elaborate	VERB
fuelectenerg-13855	33	14	various	various	ADJ
fuelectenerg-13855	33	15	methods	method	NOUN
fuelectenerg-13855	33	16	for	for	ADP
fuelectenerg-13855	33	17	image	image	NOUN
fuelectenerg-13855	33	18	forgery	forgery	NOUN
fuelectenerg-13855	33	19	detection	detection	NOUN
fuelectenerg-13855	33	20	through	through	ADP
fuelectenerg-13855	33	21	several	several	ADJ
fuelectenerg-13855	33	22	key	key	ADJ
fuelectenerg-13855	33	23	objectives	objective	NOUN
fuelectenerg-13855	33	24	.	.	PUNCT
fuelectenerg-13855	34	1	first	first	ADV
fuelectenerg-13855	34	2	,	,	PUNCT
fuelectenerg-13855	34	3	it	it	PRON
fuelectenerg-13855	34	4	seeks	seek	VERB
fuelectenerg-13855	34	5	to	to	PART
fuelectenerg-13855	34	6	classify	classify	VERB
fuelectenerg-13855	34	7	and	and	CCONJ
fuelectenerg-13855	34	8	define	define	VERB
fuelectenerg-13855	34	9	different	different	ADJ
fuelectenerg-13855	34	10	types	type	NOUN
fuelectenerg-13855	34	11	of	of	ADP
fuelectenerg-13855	34	12	image	image	NOUN
fuelectenerg-13855	34	13	forgeries	forgery	NOUN
fuelectenerg-13855	34	14	along	along	ADP
fuelectenerg-13855	34	15	with	with	ADP
fuelectenerg-13855	34	16	their	their	PRON
fuelectenerg-13855	34	17	distinguishing	distinguish	VERB
fuelectenerg-13855	34	18	characteristics	characteristic	NOUN
fuelectenerg-13855	34	19	.	.	PUNCT
fuelectenerg-13855	35	1	it	it	PRON
fuelectenerg-13855	35	2	then	then	ADV
fuelectenerg-13855	35	3	surveys	survey	VERB
fuelectenerg-13855	35	4	existing	exist	VERB
fuelectenerg-13855	35	5	approaches	approach	NOUN
fuelectenerg-13855	35	6	and	and	CCONJ
fuelectenerg-13855	35	7	algorithms	algorithm	NOUN
fuelectenerg-13855	35	8	used	use	VERB
fuelectenerg-13855	35	9	in	in	ADP
fuelectenerg-13855	35	10	forgery	forgery	NOUN
fuelectenerg-13855	35	11	detection	detection	NOUN
fuelectenerg-13855	35	12	,	,	PUNCT
fuelectenerg-13855	35	13	covering	cover	VERB
fuelectenerg-13855	35	14	both	both	DET
fuelectenerg-13855	35	15	traditional	traditional	ADJ
fuelectenerg-13855	35	16	techniques	technique	NOUN
fuelectenerg-13855	35	17	and	and	CCONJ
fuelectenerg-13855	35	18	those	those	PRON
fuelectenerg-13855	35	19	based	base	VERB
fuelectenerg-13855	35	20	on	on	ADP
fuelectenerg-13855	35	21	deep	deep	ADJ
fuelectenerg-13855	35	22	learning	learning	NOUN
fuelectenerg-13855	35	23	.	.	PUNCT
fuelectenerg-13855	36	1	the	the	DET
fuelectenerg-13855	36	2	central	central	ADJ
fuelectenerg-13855	36	3	aim	aim	NOUN
fuelectenerg-13855	36	4	addressed	address	VERB
fuelectenerg-13855	36	5	in	in	ADP
fuelectenerg-13855	36	6	this	this	DET
fuelectenerg-13855	36	7	paper	paper	NOUN
fuelectenerg-13855	36	8	is	be	AUX
fuelectenerg-13855	36	9	to	to	PART
fuelectenerg-13855	36	10	analyze	analyze	VERB
fuelectenerg-13855	36	11	the	the	DET
fuelectenerg-13855	36	12	characteristics	characteristic	NOUN
fuelectenerg-13855	36	13	of	of	ADP
fuelectenerg-13855	36	14	different	different	ADJ
fuelectenerg-13855	36	15	techniques	technique	NOUN
fuelectenerg-13855	36	16	for	for	ADP
fuelectenerg-13855	36	17	detecting	detect	VERB
fuelectenerg-13855	36	18	image	image	NOUN
fuelectenerg-13855	36	19	forgeries	forgery	NOUN
fuelectenerg-13855	36	20	,	,	PUNCT
fuelectenerg-13855	36	21	with	with	ADP
fuelectenerg-13855	36	22	a	a	DET
fuelectenerg-13855	36	23	focus	focus	NOUN
fuelectenerg-13855	36	24	on	on	ADP
fuelectenerg-13855	36	25	choosing	choose	VERB
fuelectenerg-13855	36	26	the	the	DET
fuelectenerg-13855	36	27	most	most	ADV
fuelectenerg-13855	36	28	appropriate	appropriate	ADJ
fuelectenerg-13855	36	29	method	method	NOUN
fuelectenerg-13855	36	30	for	for	ADP
fuelectenerg-13855	36	31	a	a	DET
fuelectenerg-13855	36	32	given	give	VERB
fuelectenerg-13855	36	33	case	case	NOUN
fuelectenerg-13855	36	34	.	.	PUNCT
fuelectenerg-13855	37	1	the	the	DET
fuelectenerg-13855	37	2	paper	paper	NOUN
fuelectenerg-13855	37	3	also	also	ADV
fuelectenerg-13855	37	4	describes	describe	VERB
fuelectenerg-13855	37	5	the	the	DET
fuelectenerg-13855	37	6	process	process	NOUN
fuelectenerg-13855	37	7	of	of	ADP
fuelectenerg-13855	37	8	evaluating	evaluate	VERB
fuelectenerg-13855	37	9	detection	detection	NOUN
fuelectenerg-13855	37	10	models	model	NOUN
fuelectenerg-13855	37	11	using	use	VERB
fuelectenerg-13855	37	12	appropriate	appropriate	ADJ
fuelectenerg-13855	37	13	datasets	dataset	NOUN
fuelectenerg-13855	37	14	and	and	CCONJ
fuelectenerg-13855	37	15	performance	performance	NOUN
fuelectenerg-13855	37	16	metrics	metric	NOUN
fuelectenerg-13855	37	17	.	.	PUNCT
fuelectenerg-13855	38	1	finally	finally	ADV
fuelectenerg-13855	38	2	,	,	PUNCT
fuelectenerg-13855	38	3	it	it	PRON
fuelectenerg-13855	38	4	discusses	discuss	VERB
fuelectenerg-13855	38	5	the	the	DET
fuelectenerg-13855	38	6	limitations	limitation	NOUN
fuelectenerg-13855	38	7	of	of	ADP
fuelectenerg-13855	38	8	current	current	ADJ
fuelectenerg-13855	38	9	techniques	technique	NOUN
fuelectenerg-13855	38	10	and	and	CCONJ
fuelectenerg-13855	38	11	proposes	propose	VERB
fuelectenerg-13855	38	12	potential	potential	ADJ
fuelectenerg-13855	38	13	directions	direction	NOUN
fuelectenerg-13855	38	14	for	for	ADP
fuelectenerg-13855	38	15	future	future	ADJ
fuelectenerg-13855	38	16	research	research	NOUN
fuelectenerg-13855	38	17	.	.	PUNCT
fuelectenerg-13855	39	1	1.3	1.3	NUM
fuelectenerg-13855	39	2	.	.	PUNCT
fuelectenerg-13855	39	3	structure	structure	NOUN
fuelectenerg-13855	39	4	of	of	ADP
fuelectenerg-13855	39	5	the	the	DET
fuelectenerg-13855	39	6	paper	paper	NOUN
fuelectenerg-13855	39	7	the	the	DET
fuelectenerg-13855	39	8	remainder	remainder	NOUN
fuelectenerg-13855	39	9	of	of	ADP
fuelectenerg-13855	39	10	this	this	DET
fuelectenerg-13855	39	11	paper	paper	NOUN
fuelectenerg-13855	39	12	is	be	AUX
fuelectenerg-13855	39	13	structured	structure	VERB
fuelectenerg-13855	39	14	to	to	PART
fuelectenerg-13855	39	15	ensure	ensure	VERB
fuelectenerg-13855	39	16	a	a	DET
fuelectenerg-13855	39	17	coherent	coherent	ADJ
fuelectenerg-13855	39	18	progression	progression	NOUN
fuelectenerg-13855	39	19	from	from	ADP
fuelectenerg-13855	39	20	the	the	DET
fuelectenerg-13855	39	21	foundational	foundational	ADJ
fuelectenerg-13855	39	22	concepts	concept	NOUN
fuelectenerg-13855	39	23	to	to	ADP
fuelectenerg-13855	39	24	the	the	DET
fuelectenerg-13855	39	25	evaluation	evaluation	NOUN
fuelectenerg-13855	39	26	and	and	CCONJ
fuelectenerg-13855	39	27	discussion	discussion	NOUN
fuelectenerg-13855	39	28	of	of	ADP
fuelectenerg-13855	39	29	image	image	NOUN
fuelectenerg-13855	39	30	-	-	PUNCT
fuelectenerg-13855	39	31	forgery	forgery	NOUN
fuelectenerg-13855	39	32	detection	detection	NOUN
fuelectenerg-13855	39	33	methods	method	NOUN
fuelectenerg-13855	39	34	.	.	PUNCT
fuelectenerg-13855	40	1	overview	overview	NOUN
fuelectenerg-13855	40	2	of	of	ADP
fuelectenerg-13855	40	3	digital	digital	ADJ
fuelectenerg-13855	40	4	image	image	NOUN
fuelectenerg-13855	40	5	forgery	forgery	NOUN
fuelectenerg-13855	40	6	detection	detection	NOUN
fuelectenerg-13855	40	7	583	583	NUM
fuelectenerg-13855	40	8	after	after	ADP
fuelectenerg-13855	40	9	the	the	DET
fuelectenerg-13855	40	10	introduction	introduction	NOUN
fuelectenerg-13855	40	11	,	,	PUNCT
fuelectenerg-13855	40	12	section	section	NOUN
fuelectenerg-13855	40	13	2	2	NUM
fuelectenerg-13855	40	14	presents	present	VERB
fuelectenerg-13855	40	15	a	a	DET
fuelectenerg-13855	40	16	review	review	NOUN
fuelectenerg-13855	40	17	of	of	ADP
fuelectenerg-13855	40	18	related	related	ADJ
fuelectenerg-13855	40	19	work	work	NOUN
fuelectenerg-13855	40	20	,	,	PUNCT
fuelectenerg-13855	40	21	categorizing	categorize	VERB
fuelectenerg-13855	40	22	existing	exist	VERB
fuelectenerg-13855	40	23	approaches	approach	NOUN
fuelectenerg-13855	40	24	into	into	ADP
fuelectenerg-13855	40	25	traditional	traditional	ADJ
fuelectenerg-13855	40	26	signal	signal	NOUN
fuelectenerg-13855	40	27	-	-	PUNCT
fuelectenerg-13855	40	28	based	base	VERB
fuelectenerg-13855	40	29	methods	method	NOUN
fuelectenerg-13855	40	30	,	,	PUNCT
fuelectenerg-13855	40	31	transform	transform	NOUN
fuelectenerg-13855	40	32	-	-	PUNCT
fuelectenerg-13855	40	33	domain	domain	NOUN
fuelectenerg-13855	40	34	techniques	technique	NOUN
fuelectenerg-13855	40	35	,	,	PUNCT
fuelectenerg-13855	40	36	and	and	CCONJ
fuelectenerg-13855	40	37	deep	deep	ADJ
fuelectenerg-13855	40	38	learning	learning	NOUN
fuelectenerg-13855	40	39	-	-	PUNCT
fuelectenerg-13855	40	40	based	base	VERB
fuelectenerg-13855	40	41	frameworks	framework	NOUN
fuelectenerg-13855	40	42	,	,	PUNCT
fuelectenerg-13855	40	43	with	with	ADP
fuelectenerg-13855	40	44	an	an	DET
fuelectenerg-13855	40	45	emphasis	emphasis	NOUN
fuelectenerg-13855	40	46	on	on	ADP
fuelectenerg-13855	40	47	their	their	PRON
fuelectenerg-13855	40	48	development	development	NOUN
fuelectenerg-13855	40	49	and	and	CCONJ
fuelectenerg-13855	40	50	key	key	ADJ
fuelectenerg-13855	40	51	contributions	contribution	NOUN
fuelectenerg-13855	40	52	.	.	PUNCT
fuelectenerg-13855	41	1	section	section	NOUN
fuelectenerg-13855	41	2	3	3	NUM
fuelectenerg-13855	41	3	introduces	introduce	VERB
fuelectenerg-13855	41	4	the	the	DET
fuelectenerg-13855	41	5	core	core	NOUN
fuelectenerg-13855	41	6	concepts	concept	NOUN
fuelectenerg-13855	41	7	of	of	ADP
fuelectenerg-13855	41	8	digital	digital	ADJ
fuelectenerg-13855	41	9	image	image	NOUN
fuelectenerg-13855	41	10	forgery	forgery	NOUN
fuelectenerg-13855	41	11	detection	detection	NOUN
fuelectenerg-13855	41	12	,	,	PUNCT
fuelectenerg-13855	41	13	including	include	VERB
fuelectenerg-13855	41	14	the	the	DET
fuelectenerg-13855	41	15	taxonomy	taxonomy	NOUN
fuelectenerg-13855	41	16	of	of	ADP
fuelectenerg-13855	41	17	manipulation	manipulation	NOUN
fuelectenerg-13855	41	18	types	type	NOUN
fuelectenerg-13855	41	19	and	and	CCONJ
fuelectenerg-13855	41	20	an	an	DET
fuelectenerg-13855	41	21	overview	overview	NOUN
fuelectenerg-13855	41	22	of	of	ADP
fuelectenerg-13855	41	23	detection	detection	NOUN
fuelectenerg-13855	41	24	strategies	strategy	NOUN
fuelectenerg-13855	41	25	.	.	PUNCT
fuelectenerg-13855	42	1	it	it	PRON
fuelectenerg-13855	42	2	establishes	establish	VERB
fuelectenerg-13855	42	3	the	the	DET
fuelectenerg-13855	42	4	theoretical	theoretical	ADJ
fuelectenerg-13855	42	5	basis	basis	NOUN
fuelectenerg-13855	42	6	for	for	ADP
fuelectenerg-13855	42	7	understanding	understand	VERB
fuelectenerg-13855	42	8	how	how	SCONJ
fuelectenerg-13855	42	9	various	various	ADJ
fuelectenerg-13855	42	10	techniques	technique	NOUN
fuelectenerg-13855	42	11	operate	operate	VERB
fuelectenerg-13855	42	12	in	in	ADP
fuelectenerg-13855	42	13	practice	practice	NOUN
fuelectenerg-13855	42	14	.	.	PUNCT
fuelectenerg-13855	43	1	section	section	NOUN
fuelectenerg-13855	43	2	4	4	NUM
fuelectenerg-13855	43	3	provides	provide	VERB
fuelectenerg-13855	43	4	a	a	DET
fuelectenerg-13855	43	5	detailed	detailed	ADJ
fuelectenerg-13855	43	6	analysis	analysis	NOUN
fuelectenerg-13855	43	7	of	of	ADP
fuelectenerg-13855	43	8	the	the	DET
fuelectenerg-13855	43	9	specific	specific	ADJ
fuelectenerg-13855	43	10	characteristics	characteristic	NOUN
fuelectenerg-13855	43	11	of	of	ADP
fuelectenerg-13855	43	12	different	different	ADJ
fuelectenerg-13855	43	13	detection	detection	NOUN
fuelectenerg-13855	43	14	methods	method	NOUN
fuelectenerg-13855	43	15	,	,	PUNCT
fuelectenerg-13855	43	16	examining	examine	VERB
fuelectenerg-13855	43	17	their	their	PRON
fuelectenerg-13855	43	18	strengths	strength	NOUN
fuelectenerg-13855	43	19	,	,	PUNCT
fuelectenerg-13855	43	20	limitations	limitation	NOUN
fuelectenerg-13855	43	21	,	,	PUNCT
fuelectenerg-13855	43	22	and	and	CCONJ
fuelectenerg-13855	43	23	applicability	applicability	NOUN
fuelectenerg-13855	43	24	to	to	ADP
fuelectenerg-13855	43	25	various	various	ADJ
fuelectenerg-13855	43	26	tampering	tamper	VERB
fuelectenerg-13855	43	27	scenarios	scenario	NOUN
fuelectenerg-13855	43	28	.	.	PUNCT
fuelectenerg-13855	44	1	this	this	DET
fuelectenerg-13855	44	2	section	section	NOUN
fuelectenerg-13855	44	3	also	also	ADV
fuelectenerg-13855	44	4	highlights	highlight	VERB
fuelectenerg-13855	44	5	comparative	comparative	ADJ
fuelectenerg-13855	44	6	insights	insight	NOUN
fuelectenerg-13855	44	7	across	across	ADP
fuelectenerg-13855	44	8	different	different	ADJ
fuelectenerg-13855	44	9	methodological	methodological	ADJ
fuelectenerg-13855	44	10	categories	category	NOUN
fuelectenerg-13855	44	11	.	.	PUNCT
fuelectenerg-13855	45	1	section	section	NOUN
fuelectenerg-13855	45	2	5	5	NUM
fuelectenerg-13855	45	3	describes	describe	VERB
fuelectenerg-13855	45	4	the	the	DET
fuelectenerg-13855	45	5	experimental	experimental	ADJ
fuelectenerg-13855	45	6	evaluation	evaluation	NOUN
fuelectenerg-13855	45	7	framework	framework	NOUN
fuelectenerg-13855	45	8	used	use	VERB
fuelectenerg-13855	45	9	to	to	PART
fuelectenerg-13855	45	10	assess	assess	VERB
fuelectenerg-13855	45	11	the	the	DET
fuelectenerg-13855	45	12	performance	performance	NOUN
fuelectenerg-13855	45	13	of	of	ADP
fuelectenerg-13855	45	14	detection	detection	NOUN
fuelectenerg-13855	45	15	models	model	NOUN
fuelectenerg-13855	45	16	.	.	PUNCT
fuelectenerg-13855	46	1	it	it	PRON
fuelectenerg-13855	46	2	outlines	outline	VERB
fuelectenerg-13855	46	3	the	the	DET
fuelectenerg-13855	46	4	datasets	dataset	NOUN
fuelectenerg-13855	46	5	,	,	PUNCT
fuelectenerg-13855	46	6	evaluation	evaluation	NOUN
fuelectenerg-13855	46	7	metrics	metric	NOUN
fuelectenerg-13855	46	8	,	,	PUNCT
fuelectenerg-13855	46	9	and	and	CCONJ
fuelectenerg-13855	46	10	robustness	robustness	NOUN
fuelectenerg-13855	46	11	testing	testing	NOUN
fuelectenerg-13855	46	12	procedures	procedure	NOUN
fuelectenerg-13855	46	13	used	use	VERB
fuelectenerg-13855	46	14	to	to	PART
fuelectenerg-13855	46	15	ensure	ensure	VERB
fuelectenerg-13855	46	16	the	the	DET
fuelectenerg-13855	46	17	reliability	reliability	NOUN
fuelectenerg-13855	46	18	and	and	CCONJ
fuelectenerg-13855	46	19	generalization	generalization	NOUN
fuelectenerg-13855	46	20	of	of	ADP
fuelectenerg-13855	46	21	the	the	DET
fuelectenerg-13855	46	22	results	result	NOUN
fuelectenerg-13855	46	23	.	.	PUNCT
fuelectenerg-13855	47	1	section	section	NOUN
fuelectenerg-13855	47	2	6	6	NUM
fuelectenerg-13855	47	3	focuses	focus	VERB
fuelectenerg-13855	47	4	on	on	ADP
fuelectenerg-13855	47	5	the	the	DET
fuelectenerg-13855	47	6	deep	deep	ADJ
fuelectenerg-13855	47	7	learning	learning	NOUN
fuelectenerg-13855	47	8	approach	approach	NOUN
fuelectenerg-13855	47	9	,	,	PUNCT
fuelectenerg-13855	47	10	elaborating	elaborate	VERB
fuelectenerg-13855	47	11	on	on	ADP
fuelectenerg-13855	47	12	the	the	DET
fuelectenerg-13855	47	13	architecture	architecture	NOUN
fuelectenerg-13855	47	14	and	and	CCONJ
fuelectenerg-13855	47	15	training	training	NOUN
fuelectenerg-13855	47	16	of	of	ADP
fuelectenerg-13855	47	17	neural	neural	ADJ
fuelectenerg-13855	47	18	models	model	NOUN
fuelectenerg-13855	47	19	,	,	PUNCT
fuelectenerg-13855	47	20	as	as	ADV
fuelectenerg-13855	47	21	well	well	ADV
fuelectenerg-13855	47	22	as	as	ADP
fuelectenerg-13855	47	23	their	their	PRON
fuelectenerg-13855	47	24	ability	ability	NOUN
fuelectenerg-13855	47	25	to	to	PART
fuelectenerg-13855	47	26	capture	capture	VERB
fuelectenerg-13855	47	27	complex	complex	ADJ
fuelectenerg-13855	47	28	forgery	forgery	NOUN
fuelectenerg-13855	47	29	patterns	pattern	NOUN
fuelectenerg-13855	47	30	.	.	PUNCT
fuelectenerg-13855	48	1	special	special	ADJ
fuelectenerg-13855	48	2	attention	attention	NOUN
fuelectenerg-13855	48	3	is	be	AUX
fuelectenerg-13855	48	4	given	give	VERB
fuelectenerg-13855	48	5	to	to	ADP
fuelectenerg-13855	48	6	the	the	DET
fuelectenerg-13855	48	7	challenges	challenge	NOUN
fuelectenerg-13855	48	8	of	of	ADP
fuelectenerg-13855	48	9	explainability	explainability	NOUN
fuelectenerg-13855	48	10	and	and	CCONJ
fuelectenerg-13855	48	11	dataset	dataset	NOUN
fuelectenerg-13855	48	12	dependency	dependency	NOUN
fuelectenerg-13855	48	13	.	.	PUNCT
fuelectenerg-13855	49	1	section	section	NOUN
fuelectenerg-13855	49	2	7	7	NUM
fuelectenerg-13855	49	3	discusses	discuss	VERB
fuelectenerg-13855	49	4	the	the	DET
fuelectenerg-13855	49	5	open	open	ADJ
fuelectenerg-13855	49	6	challenges	challenge	NOUN
fuelectenerg-13855	49	7	in	in	ADP
fuelectenerg-13855	49	8	the	the	DET
fuelectenerg-13855	49	9	field	field	NOUN
fuelectenerg-13855	49	10	,	,	PUNCT
fuelectenerg-13855	49	11	including	include	VERB
fuelectenerg-13855	49	12	issues	issue	NOUN
fuelectenerg-13855	49	13	of	of	ADP
fuelectenerg-13855	49	14	generalization	generalization	NOUN
fuelectenerg-13855	49	15	,	,	PUNCT
fuelectenerg-13855	49	16	adversarial	adversarial	ADJ
fuelectenerg-13855	49	17	robustness	robustness	NOUN
fuelectenerg-13855	49	18	,	,	PUNCT
fuelectenerg-13855	49	19	and	and	CCONJ
fuelectenerg-13855	49	20	the	the	DET
fuelectenerg-13855	49	21	detection	detection	NOUN
fuelectenerg-13855	49	22	of	of	ADP
fuelectenerg-13855	49	23	subtle	subtle	ADJ
fuelectenerg-13855	49	24	or	or	CCONJ
fuelectenerg-13855	49	25	small	small	ADJ
fuelectenerg-13855	49	26	-	-	PUNCT
fuelectenerg-13855	49	27	scale	scale	NOUN
fuelectenerg-13855	49	28	manipulations	manipulation	NOUN
fuelectenerg-13855	49	29	.	.	PUNCT
fuelectenerg-13855	50	1	section	section	NOUN
fuelectenerg-13855	50	2	8	8	NUM
fuelectenerg-13855	50	3	explores	explore	NOUN
fuelectenerg-13855	50	4	emerging	emerge	VERB
fuelectenerg-13855	50	5	research	research	NOUN
fuelectenerg-13855	50	6	trends	trend	NOUN
fuelectenerg-13855	50	7	and	and	CCONJ
fuelectenerg-13855	50	8	future	future	ADJ
fuelectenerg-13855	50	9	directions	direction	NOUN
fuelectenerg-13855	50	10	,	,	PUNCT
fuelectenerg-13855	50	11	such	such	ADJ
fuelectenerg-13855	50	12	as	as	ADP
fuelectenerg-13855	50	13	multimodal	multimodal	ADJ
fuelectenerg-13855	50	14	forensics	forensic	NOUN
fuelectenerg-13855	50	15	,	,	PUNCT
fuelectenerg-13855	50	16	universal	universal	ADJ
fuelectenerg-13855	50	17	detection	detection	NOUN
fuelectenerg-13855	50	18	models	model	NOUN
fuelectenerg-13855	50	19	,	,	PUNCT
fuelectenerg-13855	50	20	and	and	CCONJ
fuelectenerg-13855	50	21	blockchain	blockchain	NOUN
fuelectenerg-13855	50	22	-	-	PUNCT
fuelectenerg-13855	50	23	based	base	VERB
fuelectenerg-13855	50	24	provenance	provenance	NOUN
fuelectenerg-13855	50	25	solutions	solution	NOUN
fuelectenerg-13855	50	26	that	that	PRON
fuelectenerg-13855	50	27	aim	aim	VERB
fuelectenerg-13855	50	28	to	to	PART
fuelectenerg-13855	50	29	improve	improve	VERB
fuelectenerg-13855	50	30	trust	trust	NOUN
fuelectenerg-13855	50	31	and	and	CCONJ
fuelectenerg-13855	50	32	transparency	transparency	NOUN
fuelectenerg-13855	50	33	in	in	ADP
fuelectenerg-13855	50	34	digital	digital	ADJ
fuelectenerg-13855	50	35	media	medium	NOUN
fuelectenerg-13855	50	36	.	.	PUNCT
fuelectenerg-13855	51	1	finally	finally	ADV
fuelectenerg-13855	51	2	,	,	PUNCT
fuelectenerg-13855	51	3	section	section	NOUN
fuelectenerg-13855	51	4	9	9	NUM
fuelectenerg-13855	51	5	concludes	conclude	VERB
fuelectenerg-13855	51	6	the	the	DET
fuelectenerg-13855	51	7	paper	paper	NOUN
fuelectenerg-13855	51	8	by	by	ADP
fuelectenerg-13855	51	9	summarizing	summarize	VERB
fuelectenerg-13855	51	10	the	the	DET
fuelectenerg-13855	51	11	main	main	ADJ
fuelectenerg-13855	51	12	findings	finding	NOUN
fuelectenerg-13855	51	13	and	and	CCONJ
fuelectenerg-13855	51	14	highlighting	highlight	VERB
fuelectenerg-13855	51	15	the	the	DET
fuelectenerg-13855	51	16	implications	implication	NOUN
fuelectenerg-13855	51	17	of	of	ADP
fuelectenerg-13855	51	18	the	the	DET
fuelectenerg-13855	51	19	reviewed	review	VERB
fuelectenerg-13855	51	20	approaches	approach	NOUN
fuelectenerg-13855	51	21	for	for	ADP
fuelectenerg-13855	51	22	the	the	DET
fuelectenerg-13855	51	23	development	development	NOUN
fuelectenerg-13855	51	24	of	of	ADP
fuelectenerg-13855	51	25	more	more	ADV
fuelectenerg-13855	51	26	resilient	resilient	ADJ
fuelectenerg-13855	51	27	and	and	CCONJ
fuelectenerg-13855	51	28	interpretable	interpretable	ADJ
fuelectenerg-13855	51	29	image	image	NOUN
fuelectenerg-13855	51	30	forgery	forgery	NOUN
fuelectenerg-13855	51	31	detection	detection	NOUN
fuelectenerg-13855	51	32	systems	system	NOUN
fuelectenerg-13855	51	33	.	.	PUNCT
fuelectenerg-13855	52	1	2	2	X
fuelectenerg-13855	52	2	.	.	X
fuelectenerg-13855	52	3	related	relate	VERB
fuelectenerg-13855	52	4	work	work	NOUN
fuelectenerg-13855	52	5	digital	digital	ADJ
fuelectenerg-13855	52	6	forensics	forensic	NOUN
fuelectenerg-13855	52	7	and	and	CCONJ
fuelectenerg-13855	52	8	digital	digital	ADJ
fuelectenerg-13855	52	9	image	image	NOUN
fuelectenerg-13855	52	10	forgery	forgery	NOUN
fuelectenerg-13855	52	11	detection	detection	NOUN
fuelectenerg-13855	52	12	are	be	AUX
fuelectenerg-13855	52	13	closely	closely	ADV
fuelectenerg-13855	52	14	interconnected	interconnect	VERB
fuelectenerg-13855	52	15	fields	field	NOUN
fuelectenerg-13855	52	16	that	that	PRON
fuelectenerg-13855	52	17	contribute	contribute	VERB
fuelectenerg-13855	52	18	significantly	significantly	ADV
fuelectenerg-13855	52	19	to	to	ADP
fuelectenerg-13855	52	20	the	the	DET
fuelectenerg-13855	52	21	identification	identification	NOUN
fuelectenerg-13855	52	22	,	,	PUNCT
fuelectenerg-13855	52	23	analysis	analysis	NOUN
fuelectenerg-13855	52	24	,	,	PUNCT
fuelectenerg-13855	52	25	and	and	CCONJ
fuelectenerg-13855	52	26	presentation	presentation	NOUN
fuelectenerg-13855	52	27	of	of	ADP
fuelectenerg-13855	52	28	digital	digital	ADJ
fuelectenerg-13855	52	29	evidence	evidence	NOUN
fuelectenerg-13855	52	30	,	,	PUNCT
fuelectenerg-13855	52	31	particularly	particularly	ADV
fuelectenerg-13855	52	32	in	in	ADP
fuelectenerg-13855	52	33	the	the	DET
fuelectenerg-13855	52	34	context	context	NOUN
fuelectenerg-13855	52	35	of	of	ADP
fuelectenerg-13855	52	36	cybercrime	cybercrime	NOUN
fuelectenerg-13855	52	37	.	.	PUNCT
fuelectenerg-13855	53	1	digital	digital	ADJ
fuelectenerg-13855	53	2	image	image	NOUN
fuelectenerg-13855	53	3	forgery	forgery	NOUN
fuelectenerg-13855	53	4	detection	detection	NOUN
fuelectenerg-13855	53	5	,	,	PUNCT
fuelectenerg-13855	53	6	as	as	ADP
fuelectenerg-13855	53	7	a	a	DET
fuelectenerg-13855	53	8	subfield	subfield	NOUN
fuelectenerg-13855	53	9	of	of	ADP
fuelectenerg-13855	53	10	digital	digital	ADJ
fuelectenerg-13855	53	11	forensics	forensic	NOUN
fuelectenerg-13855	53	12	,	,	PUNCT
fuelectenerg-13855	53	13	focuses	focus	VERB
fuelectenerg-13855	53	14	on	on	ADP
fuelectenerg-13855	53	15	identifying	identify	VERB
fuelectenerg-13855	53	16	manipulations	manipulation	NOUN
fuelectenerg-13855	53	17	within	within	ADP
fuelectenerg-13855	53	18	visual	visual	ADJ
fuelectenerg-13855	53	19	content	content	NOUN
fuelectenerg-13855	53	20	,	,	PUNCT
fuelectenerg-13855	53	21	which	which	PRON
fuelectenerg-13855	53	22	are	be	AUX
fuelectenerg-13855	53	23	increasingly	increasingly	ADV
fuelectenerg-13855	53	24	exploited	exploit	VERB
fuelectenerg-13855	53	25	in	in	ADP
fuelectenerg-13855	53	26	online	online	ADJ
fuelectenerg-13855	53	27	fraud	fraud	NOUN
fuelectenerg-13855	53	28	,	,	PUNCT
fuelectenerg-13855	53	29	misinformation	misinformation	NOUN
fuelectenerg-13855	53	30	,	,	PUNCT
fuelectenerg-13855	53	31	and	and	CCONJ
fuelectenerg-13855	53	32	other	other	ADJ
fuelectenerg-13855	53	33	illicit	illicit	ADJ
fuelectenerg-13855	53	34	activities	activity	NOUN
fuelectenerg-13855	53	35	.	.	PUNCT
fuelectenerg-13855	54	1	as	as	SCONJ
fuelectenerg-13855	54	2	described	describe	VERB
fuelectenerg-13855	54	3	in	in	ADP
fuelectenerg-13855	54	4	[	[	X
fuelectenerg-13855	54	5	1	1	NUM
fuelectenerg-13855	54	6	]	]	PUNCT
fuelectenerg-13855	54	7	,	,	PUNCT
fuelectenerg-13855	54	8	digital	digital	ADJ
fuelectenerg-13855	54	9	forensics	forensic	NOUN
fuelectenerg-13855	54	10	provides	provide	VERB
fuelectenerg-13855	54	11	the	the	DET
fuelectenerg-13855	54	12	tools	tool	NOUN
fuelectenerg-13855	54	13	and	and	CCONJ
fuelectenerg-13855	54	14	techniques	technique	NOUN
fuelectenerg-13855	54	15	to	to	PART
fuelectenerg-13855	54	16	examine	examine	VERB
fuelectenerg-13855	54	17	digital	digital	ADJ
fuelectenerg-13855	54	18	traces	trace	NOUN
fuelectenerg-13855	54	19	and	and	CCONJ
fuelectenerg-13855	54	20	support	support	VERB
fuelectenerg-13855	54	21	legal	legal	ADJ
fuelectenerg-13855	54	22	processes	process	NOUN
fuelectenerg-13855	54	23	,	,	PUNCT
fuelectenerg-13855	54	24	including	include	VERB
fuelectenerg-13855	54	25	image	image	NOUN
fuelectenerg-13855	54	26	content	content	NOUN
fuelectenerg-13855	54	27	.	.	PUNCT
fuelectenerg-13855	55	1	furthermore	furthermore	ADV
fuelectenerg-13855	55	2	,	,	PUNCT
fuelectenerg-13855	55	3	the	the	DET
fuelectenerg-13855	55	4	paper	paper	NOUN
fuelectenerg-13855	55	5	[	[	X
fuelectenerg-13855	55	6	2	2	X
fuelectenerg-13855	55	7	]	]	PUNCT
fuelectenerg-13855	55	8	emphasizes	emphasize	VERB
fuelectenerg-13855	55	9	the	the	DET
fuelectenerg-13855	55	10	importance	importance	NOUN
fuelectenerg-13855	55	11	of	of	ADP
fuelectenerg-13855	55	12	structured	structured	ADJ
fuelectenerg-13855	55	13	science	science	NOUN
fuelectenerg-13855	55	14	-	-	PUNCT
fuelectenerg-13855	55	15	based	base	VERB
fuelectenerg-13855	55	16	procedures	procedure	NOUN
fuelectenerg-13855	55	17	in	in	ADP
fuelectenerg-13855	55	18	forensic	forensic	ADJ
fuelectenerg-13855	55	19	investigations	investigation	NOUN
fuelectenerg-13855	55	20	,	,	PUNCT
fuelectenerg-13855	55	21	which	which	PRON
fuelectenerg-13855	55	22	are	be	AUX
fuelectenerg-13855	55	23	also	also	ADV
fuelectenerg-13855	55	24	applicable	applicable	ADJ
fuelectenerg-13855	55	25	to	to	ADP
fuelectenerg-13855	55	26	the	the	DET
fuelectenerg-13855	55	27	detection	detection	NOUN
fuelectenerg-13855	55	28	of	of	ADP
fuelectenerg-13855	55	29	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	55	30	in	in	ADP
fuelectenerg-13855	55	31	images	image	NOUN
fuelectenerg-13855	55	32	.	.	PUNCT
fuelectenerg-13855	56	1	additionally	additionally	ADV
fuelectenerg-13855	56	2	,	,	PUNCT
fuelectenerg-13855	56	3	the	the	DET
fuelectenerg-13855	56	4	study	study	NOUN
fuelectenerg-13855	56	5	[	[	X
fuelectenerg-13855	56	6	3	3	X
fuelectenerg-13855	56	7	]	]	PUNCT
fuelectenerg-13855	56	8	highlights	highlight	NOUN
fuelectenerg-13855	56	9	the	the	DET
fuelectenerg-13855	56	10	growing	grow	VERB
fuelectenerg-13855	56	11	relevance	relevance	NOUN
fuelectenerg-13855	56	12	of	of	ADP
fuelectenerg-13855	56	13	multimedia	multimedia	NOUN
fuelectenerg-13855	56	14	analysis	analysis	NOUN
fuelectenerg-13855	56	15	as	as	ADP
fuelectenerg-13855	56	16	a	a	DET
fuelectenerg-13855	56	17	direction	direction	NOUN
fuelectenerg-13855	56	18	of	of	ADP
fuelectenerg-13855	56	19	development	development	NOUN
fuelectenerg-13855	56	20	in	in	ADP
fuelectenerg-13855	56	21	digital	digital	ADJ
fuelectenerg-13855	56	22	forensics	forensic	NOUN
fuelectenerg-13855	56	23	.	.	PUNCT
fuelectenerg-13855	57	1	together	together	ADV
fuelectenerg-13855	57	2	,	,	PUNCT
fuelectenerg-13855	57	3	these	these	DET
fuelectenerg-13855	57	4	references	reference	NOUN
fuelectenerg-13855	57	5	demonstrate	demonstrate	VERB
fuelectenerg-13855	57	6	that	that	SCONJ
fuelectenerg-13855	57	7	image	image	NOUN
fuelectenerg-13855	57	8	forgery	forgery	NOUN
fuelectenerg-13855	57	9	detection	detection	NOUN
fuelectenerg-13855	57	10	is	be	AUX
fuelectenerg-13855	57	11	an	an	DET
fuelectenerg-13855	57	12	essential	essential	ADJ
fuelectenerg-13855	57	13	component	component	NOUN
fuelectenerg-13855	57	14	of	of	ADP
fuelectenerg-13855	57	15	modern	modern	ADJ
fuelectenerg-13855	57	16	digital	digital	ADJ
fuelectenerg-13855	57	17	forensics	forensic	NOUN
fuelectenerg-13855	57	18	,	,	PUNCT
fuelectenerg-13855	57	19	providing	provide	VERB
fuelectenerg-13855	57	20	critical	critical	ADJ
fuelectenerg-13855	57	21	insights	insight	NOUN
fuelectenerg-13855	57	22	and	and	CCONJ
fuelectenerg-13855	57	23	evidence	evidence	NOUN
fuelectenerg-13855	57	24	in	in	ADP
fuelectenerg-13855	57	25	both	both	CCONJ
fuelectenerg-13855	57	26	investigative	investigative	ADJ
fuelectenerg-13855	57	27	and	and	CCONJ
fuelectenerg-13855	57	28	judicial	judicial	ADJ
fuelectenerg-13855	57	29	contexts	contexts	NOUN
fuelectenerg-13855	57	30	.	.	PUNCT
fuelectenerg-13855	58	1	the	the	DET
fuelectenerg-13855	58	2	field	field	NOUN
fuelectenerg-13855	58	3	of	of	ADP
fuelectenerg-13855	58	4	image	image	NOUN
fuelectenerg-13855	58	5	forgery	forgery	NOUN
fuelectenerg-13855	58	6	detection	detection	NOUN
fuelectenerg-13855	58	7	has	have	AUX
fuelectenerg-13855	58	8	evolved	evolve	VERB
fuelectenerg-13855	58	9	significantly	significantly	ADV
fuelectenerg-13855	58	10	over	over	ADP
fuelectenerg-13855	58	11	the	the	DET
fuelectenerg-13855	58	12	past	past	ADJ
fuelectenerg-13855	58	13	two	two	NUM
fuelectenerg-13855	58	14	decades	decade	NOUN
fuelectenerg-13855	58	15	,	,	PUNCT
fuelectenerg-13855	58	16	with	with	ADP
fuelectenerg-13855	58	17	researchers	researcher	NOUN
fuelectenerg-13855	58	18	developing	develop	VERB
fuelectenerg-13855	58	19	various	various	ADJ
fuelectenerg-13855	58	20	techniques	technique	NOUN
fuelectenerg-13855	58	21	to	to	PART
fuelectenerg-13855	58	22	identify	identify	VERB
fuelectenerg-13855	58	23	and	and	CCONJ
fuelectenerg-13855	58	24	localize	localize	VERB
fuelectenerg-13855	58	25	tampered	tamper	VERB
fuelectenerg-13855	58	26	regions	region	NOUN
fuelectenerg-13855	58	27	in	in	ADP
fuelectenerg-13855	58	28	digital	digital	ADJ
fuelectenerg-13855	58	29	images	image	NOUN
fuelectenerg-13855	58	30	.	.	PUNCT
fuelectenerg-13855	59	1	the	the	DET
fuelectenerg-13855	59	2	related	related	ADJ
fuelectenerg-13855	59	3	work	work	NOUN
fuelectenerg-13855	59	4	can	can	AUX
fuelectenerg-13855	59	5	be	be	AUX
fuelectenerg-13855	59	6	broadly	broadly	ADV
fuelectenerg-13855	59	7	categorized	categorize	VERB
fuelectenerg-13855	59	8	into	into	ADP
fuelectenerg-13855	59	9	three	three	NUM
fuelectenerg-13855	59	10	main	main	ADJ
fuelectenerg-13855	59	11	areas	area	NOUN
fuelectenerg-13855	59	12	:	:	PUNCT
fuelectenerg-13855	59	13	traditional	traditional	ADJ
fuelectenerg-13855	59	14	(	(	PUNCT
fuelectenerg-13855	59	15	signal	signal	NOUN
fuelectenerg-13855	59	16	-	-	PUNCT
fuelectenerg-13855	59	17	based	base	VERB
fuelectenerg-13855	59	18	)	)	PUNCT
fuelectenerg-13855	59	19	methods	method	NOUN
fuelectenerg-13855	59	20	,	,	PUNCT
fuelectenerg-13855	59	21	transform	transform	NOUN
fuelectenerg-13855	59	22	-	-	PUNCT
fuelectenerg-13855	59	23	domain	domain	NOUN
fuelectenerg-13855	59	24	and	and	CCONJ
fuelectenerg-13855	59	25	physics	physics	NOUN
fuelectenerg-13855	59	26	-	-	PUNCT
fuelectenerg-13855	59	27	based	base	VERB
fuelectenerg-13855	59	28	approaches	approach	NOUN
fuelectenerg-13855	59	29	,	,	PUNCT
fuelectenerg-13855	59	30	and	and	CCONJ
fuelectenerg-13855	59	31	recent	recent	ADJ
fuelectenerg-13855	59	32	deep	deep	ADJ
fuelectenerg-13855	59	33	learning	learning	NOUN
fuelectenerg-13855	59	34	-	-	PUNCT
fuelectenerg-13855	59	35	based	base	VERB
fuelectenerg-13855	59	36	methods	method	NOUN
fuelectenerg-13855	59	37	.	.	PUNCT
fuelectenerg-13855	60	1	the	the	DET
fuelectenerg-13855	60	2	paper	paper	NOUN
fuelectenerg-13855	60	3	[	[	X
fuelectenerg-13855	60	4	4	4	X
fuelectenerg-13855	60	5	]	]	PUNCT
fuelectenerg-13855	60	6	provides	provide	VERB
fuelectenerg-13855	60	7	foundational	foundational	ADJ
fuelectenerg-13855	60	8	information	information	NOUN
fuelectenerg-13855	60	9	on	on	ADP
fuelectenerg-13855	60	10	early	early	ADJ
fuelectenerg-13855	60	11	approaches	approach	NOUN
fuelectenerg-13855	60	12	to	to	ADP
fuelectenerg-13855	60	13	image	image	NOUN
fuelectenerg-13855	60	14	forgery	forgery	NOUN
fuelectenerg-13855	60	15	detection	detection	NOUN
fuelectenerg-13855	60	16	,	,	PUNCT
fuelectenerg-13855	60	17	complementing	complement	VERB
fuelectenerg-13855	60	18	the	the	DET
fuelectenerg-13855	60	19	broader	broad	ADJ
fuelectenerg-13855	60	20	categorization	categorization	NOUN
fuelectenerg-13855	60	21	and	and	CCONJ
fuelectenerg-13855	60	22	evaluation	evaluation	NOUN
fuelectenerg-13855	60	23	strategies	strategy	NOUN
fuelectenerg-13855	60	24	discussed	discuss	VERB
fuelectenerg-13855	60	25	in	in	ADP
fuelectenerg-13855	60	26	this	this	DET
fuelectenerg-13855	60	27	overview	overview	NOUN
fuelectenerg-13855	60	28	.	.	PUNCT
fuelectenerg-13855	61	1	584	584	NUM
fuelectenerg-13855	61	2	p.	p.	NOUN
fuelectenerg-13855	61	3	čisar	čisar	ADJ
fuelectenerg-13855	61	4	traditional	traditional	ADJ
fuelectenerg-13855	61	5	methods	method	NOUN
fuelectenerg-13855	61	6	operate	operate	VERB
fuelectenerg-13855	61	7	primarily	primarily	ADV
fuelectenerg-13855	61	8	in	in	ADP
fuelectenerg-13855	61	9	the	the	DET
fuelectenerg-13855	61	10	spatial	spatial	ADJ
fuelectenerg-13855	61	11	domain	domain	NOUN
fuelectenerg-13855	61	12	and	and	CCONJ
fuelectenerg-13855	61	13	are	be	AUX
fuelectenerg-13855	61	14	based	base	VERB
fuelectenerg-13855	61	15	on	on	ADP
fuelectenerg-13855	61	16	identifying	identify	VERB
fuelectenerg-13855	61	17	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	61	18	in	in	ADP
fuelectenerg-13855	61	19	pixel	pixel	PROPN
fuelectenerg-13855	61	20	patterns	pattern	NOUN
fuelectenerg-13855	61	21	,	,	PUNCT
fuelectenerg-13855	61	22	noise	noise	NOUN
fuelectenerg-13855	61	23	,	,	PUNCT
fuelectenerg-13855	61	24	and	and	CCONJ
fuelectenerg-13855	61	25	statistical	statistical	ADJ
fuelectenerg-13855	61	26	artifacts	artifact	NOUN
fuelectenerg-13855	61	27	.	.	PUNCT
fuelectenerg-13855	62	1	techniques	technique	NOUN
fuelectenerg-13855	62	2	such	such	ADJ
fuelectenerg-13855	62	3	as	as	ADP
fuelectenerg-13855	62	4	blockbased	blockbased	ADJ
fuelectenerg-13855	62	5	and	and	CCONJ
fuelectenerg-13855	62	6	keypoint	keypoint	NOUN
fuelectenerg-13855	62	7	-	-	PUNCT
fuelectenerg-13855	62	8	based	base	VERB
fuelectenerg-13855	62	9	copy	copy	NOUN
fuelectenerg-13855	62	10	-	-	PUNCT
fuelectenerg-13855	62	11	move	move	NOUN
fuelectenerg-13855	62	12	forgery	forgery	NOUN
fuelectenerg-13855	62	13	detection	detection	NOUN
fuelectenerg-13855	62	14	have	have	AUX
fuelectenerg-13855	62	15	been	be	AUX
fuelectenerg-13855	62	16	explored	explore	VERB
fuelectenerg-13855	62	17	using	use	VERB
fuelectenerg-13855	62	18	dct	dct	PROPN
fuelectenerg-13855	63	1	[	[	X
fuelectenerg-13855	63	2	5	5	NUM
fuelectenerg-13855	63	3	]	]	PUNCT
fuelectenerg-13855	63	4	,	,	PUNCT
fuelectenerg-13855	63	5	pca	pca	PROPN
fuelectenerg-13855	63	6	[	[	X
fuelectenerg-13855	63	7	6	6	NUM
fuelectenerg-13855	63	8	]	]	PUNCT
fuelectenerg-13855	63	9	,	,	PUNCT
fuelectenerg-13855	63	10	zernike	zernike	ADP
fuelectenerg-13855	63	11	moments	moment	NOUN
fuelectenerg-13855	64	1	[	[	X
fuelectenerg-13855	64	2	7	7	NUM
fuelectenerg-13855	64	3	]	]	PUNCT
fuelectenerg-13855	64	4	,	,	PUNCT
fuelectenerg-13855	64	5	sift	sift	VERB
fuelectenerg-13855	65	1	[	[	X
fuelectenerg-13855	65	2	8	8	NUM
fuelectenerg-13855	65	3	]	]	PUNCT
fuelectenerg-13855	65	4	,	,	PUNCT
fuelectenerg-13855	65	5	surf	surf	NOUN
fuelectenerg-13855	65	6	[	[	X
fuelectenerg-13855	65	7	9	9	NUM
fuelectenerg-13855	65	8	]	]	PUNCT
fuelectenerg-13855	65	9	and	and	CCONJ
fuelectenerg-13855	65	10	orb	orb	VERB
fuelectenerg-13855	65	11	[	[	X
fuelectenerg-13855	65	12	10	10	NUM
fuelectenerg-13855	65	13	]	]	PUNCT
fuelectenerg-13855	65	14	.	.	PUNCT
fuelectenerg-13855	66	1	post	post	ADJ
fuelectenerg-13855	66	2	-	-	ADJ
fuelectenerg-13855	66	3	processing	processing	ADJ
fuelectenerg-13855	66	4	steps	step	NOUN
fuelectenerg-13855	66	5	such	such	ADJ
fuelectenerg-13855	66	6	as	as	ADP
fuelectenerg-13855	66	7	ransac	ransac	NOUN
fuelectenerg-13855	66	8	[	[	X
fuelectenerg-13855	66	9	11	11	NUM
fuelectenerg-13855	66	10	]	]	PUNCT
fuelectenerg-13855	66	11	enhance	enhance	VERB
fuelectenerg-13855	66	12	the	the	DET
fuelectenerg-13855	66	13	robustness	robustness	NOUN
fuelectenerg-13855	66	14	of	of	ADP
fuelectenerg-13855	66	15	these	these	DET
fuelectenerg-13855	66	16	methods	method	NOUN
fuelectenerg-13855	66	17	.	.	PUNCT
fuelectenerg-13855	67	1	splicing	splicing	NOUN
fuelectenerg-13855	67	2	detection	detection	NOUN
fuelectenerg-13855	67	3	leverages	leverage	VERB
fuelectenerg-13855	67	4	cfa	cfa	NOUN
fuelectenerg-13855	67	5	interpolation	interpolation	NOUN
fuelectenerg-13855	67	6	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	67	7	[	[	X
fuelectenerg-13855	67	8	12	12	NUM
fuelectenerg-13855	67	9	]	]	PUNCT
fuelectenerg-13855	67	10	,	,	PUNCT
fuelectenerg-13855	67	11	jpeg	jpeg	NOUN
fuelectenerg-13855	67	12	artifacts	artifact	NOUN
fuelectenerg-13855	67	13	[	[	PUNCT
fuelectenerg-13855	67	14	13	13	NUM
fuelectenerg-13855	67	15	]	]	PUNCT
fuelectenerg-13855	67	16	,	,	PUNCT
fuelectenerg-13855	67	17	and	and	CCONJ
fuelectenerg-13855	67	18	prnu	prnu	NOUN
fuelectenerg-13855	67	19	(	(	PUNCT
fuelectenerg-13855	67	20	photo	photo	NOUN
fuelectenerg-13855	67	21	response	response	NOUN
fuelectenerg-13855	67	22	non	non	ADJ
fuelectenerg-13855	67	23	-	-	NOUN
fuelectenerg-13855	67	24	uniformity	uniformity	ADJ
fuelectenerg-13855	67	25	)	)	PUNCT
fuelectenerg-13855	67	26	analysis	analysis	NOUN
fuelectenerg-13855	67	27	[	[	X
fuelectenerg-13855	67	28	14	14	NUM
fuelectenerg-13855	67	29	]	]	PUNCT
fuelectenerg-13855	67	30	.	.	PUNCT
fuelectenerg-13855	68	1	error	error	NOUN
fuelectenerg-13855	68	2	level	level	NOUN
fuelectenerg-13855	68	3	analysis	analysis	NOUN
fuelectenerg-13855	68	4	(	(	PUNCT
fuelectenerg-13855	68	5	ela	ela	PROPN
fuelectenerg-13855	68	6	)	)	PUNCT
fuelectenerg-13855	68	7	also	also	ADV
fuelectenerg-13855	68	8	offers	offer	VERB
fuelectenerg-13855	68	9	intuitive	intuitive	ADJ
fuelectenerg-13855	68	10	visual	visual	ADJ
fuelectenerg-13855	68	11	cues	cue	NOUN
fuelectenerg-13855	68	12	for	for	ADP
fuelectenerg-13855	68	13	jpeg	jpeg	NOUN
fuelectenerg-13855	68	14	manipulation	manipulation	NOUN
fuelectenerg-13855	68	15	[	[	X
fuelectenerg-13855	68	16	15	15	NUM
fuelectenerg-13855	68	17	]	]	PUNCT
fuelectenerg-13855	68	18	.	.	PUNCT
fuelectenerg-13855	69	1	transform	transform	NOUN
fuelectenerg-13855	69	2	-	-	PUNCT
fuelectenerg-13855	69	3	domain	domain	NOUN
fuelectenerg-13855	69	4	methods	method	NOUN
fuelectenerg-13855	69	5	use	use	VERB
fuelectenerg-13855	69	6	frequency	frequency	NOUN
fuelectenerg-13855	69	7	analysis	analysis	NOUN
fuelectenerg-13855	69	8	to	to	PART
fuelectenerg-13855	69	9	identify	identify	VERB
fuelectenerg-13855	69	10	subtle	subtle	ADJ
fuelectenerg-13855	69	11	manipulations	manipulation	NOUN
fuelectenerg-13855	69	12	.	.	PUNCT
fuelectenerg-13855	70	1	dct	dct	PROPN
fuelectenerg-13855	70	2	and	and	CCONJ
fuelectenerg-13855	70	3	dwt	dwt	PROPN
fuelectenerg-13855	70	4	have	have	AUX
fuelectenerg-13855	70	5	been	be	AUX
fuelectenerg-13855	70	6	widely	widely	ADV
fuelectenerg-13855	70	7	applied	apply	VERB
fuelectenerg-13855	70	8	to	to	PART
fuelectenerg-13855	70	9	detect	detect	VERB
fuelectenerg-13855	70	10	double	double	ADJ
fuelectenerg-13855	70	11	compression	compression	NOUN
fuelectenerg-13855	70	12	and	and	CCONJ
fuelectenerg-13855	70	13	frequency	frequency	NOUN
fuelectenerg-13855	70	14	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	70	15	[	[	X
fuelectenerg-13855	70	16	16	16	NUM
fuelectenerg-13855	70	17	]	]	PUNCT
fuelectenerg-13855	70	18	,	,	PUNCT
fuelectenerg-13855	70	19	[	[	X
fuelectenerg-13855	70	20	17	17	NUM
fuelectenerg-13855	70	21	]	]	PUNCT
fuelectenerg-13855	70	22	.	.	PUNCT
fuelectenerg-13855	71	1	prnu	prnu	NOUN
fuelectenerg-13855	71	2	-	-	PUNCT
fuelectenerg-13855	71	3	based	base	VERB
fuelectenerg-13855	71	4	analysis	analysis	NOUN
fuelectenerg-13855	71	5	in	in	ADP
fuelectenerg-13855	71	6	the	the	DET
fuelectenerg-13855	71	7	frequency	frequency	NOUN
fuelectenerg-13855	71	8	domain	domain	NOUN
fuelectenerg-13855	71	9	,	,	PUNCT
fuelectenerg-13855	71	10	introduced	introduce	VERB
fuelectenerg-13855	71	11	by	by	ADP
fuelectenerg-13855	71	12	[	[	X
fuelectenerg-13855	71	13	14	14	NUM
fuelectenerg-13855	71	14	]	]	PUNCT
fuelectenerg-13855	71	15	,	,	PUNCT
fuelectenerg-13855	71	16	remains	remain	VERB
fuelectenerg-13855	71	17	a	a	DET
fuelectenerg-13855	71	18	fundamental	fundamental	ADJ
fuelectenerg-13855	71	19	method	method	NOUN
fuelectenerg-13855	71	20	for	for	ADP
fuelectenerg-13855	71	21	device	device	NOUN
fuelectenerg-13855	71	22	identification	identification	NOUN
fuelectenerg-13855	71	23	.	.	PUNCT
fuelectenerg-13855	72	1	geometric	geometric	ADJ
fuelectenerg-13855	72	2	and	and	CCONJ
fuelectenerg-13855	72	3	illuminationbased	illuminationbased	ADJ
fuelectenerg-13855	72	4	methods	method	NOUN
fuelectenerg-13855	72	5	provide	provide	VERB
fuelectenerg-13855	72	6	complementary	complementary	ADJ
fuelectenerg-13855	72	7	insights	insight	NOUN
fuelectenerg-13855	72	8	,	,	PUNCT
fuelectenerg-13855	72	9	especially	especially	ADV
fuelectenerg-13855	72	10	for	for	ADP
fuelectenerg-13855	72	11	splicing	splicing	NOUN
fuelectenerg-13855	72	12	detection	detection	NOUN
fuelectenerg-13855	72	13	[	[	X
fuelectenerg-13855	72	14	18	18	NUM
fuelectenerg-13855	72	15	]	]	PUNCT
fuelectenerg-13855	72	16	,	,	PUNCT
fuelectenerg-13855	72	17	[	[	X
fuelectenerg-13855	72	18	19	19	NUM
fuelectenerg-13855	72	19	]	]	PUNCT
fuelectenerg-13855	72	20	.	.	PUNCT
fuelectenerg-13855	73	1	techniques	technique	NOUN
fuelectenerg-13855	73	2	for	for	ADP
fuelectenerg-13855	73	3	analyzing	analyze	VERB
fuelectenerg-13855	73	4	light	light	ADJ
fuelectenerg-13855	73	5	source	source	NOUN
fuelectenerg-13855	73	6	direction	direction	NOUN
fuelectenerg-13855	73	7	[	[	X
fuelectenerg-13855	73	8	20	20	NUM
fuelectenerg-13855	73	9	]	]	PUNCT
fuelectenerg-13855	73	10	,	,	PUNCT
fuelectenerg-13855	73	11	shadow	shadow	NOUN
fuelectenerg-13855	73	12	geometry	geometry	NOUN
fuelectenerg-13855	73	13	[	[	X
fuelectenerg-13855	73	14	21	21	NUM
fuelectenerg-13855	73	15	]	]	PUNCT
fuelectenerg-13855	73	16	,	,	PUNCT
fuelectenerg-13855	73	17	and	and	CCONJ
fuelectenerg-13855	73	18	perspective	perspective	NOUN
fuelectenerg-13855	73	19	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	73	20	[	[	X
fuelectenerg-13855	73	21	22	22	NUM
fuelectenerg-13855	73	22	]	]	PUNCT
fuelectenerg-13855	73	23	improve	improve	VERB
fuelectenerg-13855	73	24	explainability	explainability	NOUN
fuelectenerg-13855	73	25	and	and	CCONJ
fuelectenerg-13855	73	26	analysis	analysis	NOUN
fuelectenerg-13855	73	27	of	of	ADP
fuelectenerg-13855	73	28	scene	scene	NOUN
fuelectenerg-13855	73	29	-	-	PUNCT
fuelectenerg-13855	73	30	level	level	NOUN
fuelectenerg-13855	73	31	consistency	consistency	NOUN
fuelectenerg-13855	73	32	.	.	PUNCT
fuelectenerg-13855	74	1	the	the	DET
fuelectenerg-13855	74	2	introduction	introduction	NOUN
fuelectenerg-13855	74	3	of	of	ADP
fuelectenerg-13855	74	4	cnns	cnn	NOUN
fuelectenerg-13855	74	5	revolutionized	revolutionize	VERB
fuelectenerg-13855	74	6	forgery	forgery	NOUN
fuelectenerg-13855	74	7	detection	detection	NOUN
fuelectenerg-13855	74	8	.	.	PUNCT
fuelectenerg-13855	75	1	supervised	supervise	VERB
fuelectenerg-13855	75	2	architectures	architecture	NOUN
fuelectenerg-13855	75	3	such	such	ADJ
fuelectenerg-13855	75	4	as	as	ADP
fuelectenerg-13855	75	5	mesonet	mesonet	NOUN
fuelectenerg-13855	75	6	[	[	X
fuelectenerg-13855	75	7	23	23	NUM
fuelectenerg-13855	75	8	]	]	PUNCT
fuelectenerg-13855	75	9	,	,	PUNCT
fuelectenerg-13855	75	10	mantra	mantra	ADJ
fuelectenerg-13855	75	11	-	-	ADJ
fuelectenerg-13855	75	12	net	net	NOUN
fuelectenerg-13855	75	13	[	[	X
fuelectenerg-13855	75	14	24	24	NUM
fuelectenerg-13855	75	15	]	]	PUNCT
fuelectenerg-13855	75	16	,	,	PUNCT
fuelectenerg-13855	75	17	and	and	CCONJ
fuelectenerg-13855	75	18	tampernet	tampernet	NOUN
fuelectenerg-13855	76	1	[	[	X
fuelectenerg-13855	76	2	25	25	NUM
fuelectenerg-13855	76	3	]	]	PUNCT
fuelectenerg-13855	76	4	have	have	AUX
fuelectenerg-13855	76	5	demonstrated	demonstrate	VERB
fuelectenerg-13855	76	6	high	high	ADJ
fuelectenerg-13855	76	7	performance	performance	NOUN
fuelectenerg-13855	76	8	on	on	ADP
fuelectenerg-13855	76	9	standard	standard	ADJ
fuelectenerg-13855	76	10	benchmarks	benchmark	NOUN
fuelectenerg-13855	76	11	.	.	PUNCT
fuelectenerg-13855	77	1	transformer	transformer	NOUN
fuelectenerg-13855	77	2	-	-	PUNCT
fuelectenerg-13855	77	3	based	base	VERB
fuelectenerg-13855	77	4	models	model	NOUN
fuelectenerg-13855	77	5	[	[	X
fuelectenerg-13855	77	6	26	26	NUM
fuelectenerg-13855	77	7	]	]	PUNCT
fuelectenerg-13855	77	8	,	,	PUNCT
fuelectenerg-13855	77	9	multi	multi	ADJ
fuelectenerg-13855	77	10	-	-	ADJ
fuelectenerg-13855	77	11	scale	scale	ADJ
fuelectenerg-13855	77	12	and	and	CCONJ
fuelectenerg-13855	77	13	attention	attention	NOUN
fuelectenerg-13855	77	14	mechanisms	mechanism	NOUN
fuelectenerg-13855	77	15	[	[	X
fuelectenerg-13855	77	16	27	27	NUM
fuelectenerg-13855	77	17	]	]	PUNCT
fuelectenerg-13855	77	18	,	,	PUNCT
fuelectenerg-13855	77	19	and	and	CCONJ
fuelectenerg-13855	77	20	segmentation	segmentation	NOUN
fuelectenerg-13855	77	21	models	model	NOUN
fuelectenerg-13855	77	22	such	such	ADJ
fuelectenerg-13855	77	23	as	as	ADP
fuelectenerg-13855	77	24	u	u	NOUN
fuelectenerg-13855	77	25	-	-	NOUN
fuelectenerg-13855	77	26	net	net	ADJ
fuelectenerg-13855	77	27	[	[	X
fuelectenerg-13855	77	28	28	28	NUM
fuelectenerg-13855	77	29	]	]	PUNCT
fuelectenerg-13855	77	30	further	far	ADV
fuelectenerg-13855	77	31	enhance	enhance	VERB
fuelectenerg-13855	77	32	tampering	tamper	VERB
fuelectenerg-13855	77	33	localization	localization	NOUN
fuelectenerg-13855	77	34	.	.	PUNCT
fuelectenerg-13855	78	1	noiseprint	noiseprint	NOUN
fuelectenerg-13855	79	1	[	[	X
fuelectenerg-13855	79	2	29	29	NUM
fuelectenerg-13855	79	3	]	]	PUNCT
fuelectenerg-13855	79	4	exemplifies	exemplify	VERB
fuelectenerg-13855	79	5	noise	noise	NOUN
fuelectenerg-13855	79	6	-	-	PUNCT
fuelectenerg-13855	79	7	based	base	VERB
fuelectenerg-13855	79	8	cnns	cnn	NOUN
fuelectenerg-13855	79	9	,	,	PUNCT
fuelectenerg-13855	79	10	while	while	SCONJ
fuelectenerg-13855	79	11	xceptionnet	xceptionnet	PROPN
fuelectenerg-13855	80	1	[	[	X
fuelectenerg-13855	80	2	30	30	NUM
fuelectenerg-13855	80	3	]	]	PUNCT
fuelectenerg-13855	80	4	and	and	CCONJ
fuelectenerg-13855	80	5	other	other	ADJ
fuelectenerg-13855	80	6	architectures	architecture	NOUN
fuelectenerg-13855	80	7	have	have	AUX
fuelectenerg-13855	80	8	been	be	AUX
fuelectenerg-13855	80	9	proven	prove	VERB
fuelectenerg-13855	80	10	effective	effective	ADJ
fuelectenerg-13855	80	11	in	in	ADP
fuelectenerg-13855	80	12	gan	gan	PROPN
fuelectenerg-13855	80	13	-	-	PUNCT
fuelectenerg-13855	80	14	generated	generate	VERB
fuelectenerg-13855	80	15	forgery	forgery	NOUN
fuelectenerg-13855	80	16	detection	detection	NOUN
fuelectenerg-13855	80	17	.	.	PUNCT
fuelectenerg-13855	81	1	hybrid	hybrid	ADJ
fuelectenerg-13855	81	2	models	model	NOUN
fuelectenerg-13855	81	3	that	that	PRON
fuelectenerg-13855	81	4	combine	combine	VERB
fuelectenerg-13855	81	5	metadata	metadata	NOUN
fuelectenerg-13855	81	6	,	,	PUNCT
fuelectenerg-13855	81	7	illumination	illumination	NOUN
fuelectenerg-13855	81	8	,	,	PUNCT
fuelectenerg-13855	81	9	and	and	CCONJ
fuelectenerg-13855	81	10	semantic	semantic	ADJ
fuelectenerg-13855	81	11	cues	cue	NOUN
fuelectenerg-13855	81	12	offer	offer	VERB
fuelectenerg-13855	81	13	greater	great	ADJ
fuelectenerg-13855	81	14	resilience	resilience	NOUN
fuelectenerg-13855	81	15	[	[	X
fuelectenerg-13855	81	16	25	25	NUM
fuelectenerg-13855	81	17	]	]	PUNCT
fuelectenerg-13855	81	18	,	,	PUNCT
fuelectenerg-13855	81	19	[	[	X
fuelectenerg-13855	81	20	31	31	NUM
fuelectenerg-13855	81	21	]	]	PUNCT
fuelectenerg-13855	81	22	.	.	PUNCT
fuelectenerg-13855	82	1	standard	standard	ADJ
fuelectenerg-13855	82	2	datasets	dataset	NOUN
fuelectenerg-13855	82	3	such	such	ADJ
fuelectenerg-13855	82	4	as	as	ADP
fuelectenerg-13855	82	5	casia	casia	NOUN
fuelectenerg-13855	82	6	[	[	X
fuelectenerg-13855	82	7	32	32	NUM
fuelectenerg-13855	82	8	]	]	PUNCT
fuelectenerg-13855	82	9	,	,	PUNCT
fuelectenerg-13855	82	10	columbia	columbia	PROPN
fuelectenerg-13855	83	1	[	[	X
fuelectenerg-13855	83	2	33	33	NUM
fuelectenerg-13855	83	3	]	]	PUNCT
fuelectenerg-13855	83	4	,	,	PUNCT
fuelectenerg-13855	83	5	comofod	comofod	VERB
fuelectenerg-13855	83	6	[	[	X
fuelectenerg-13855	83	7	34	34	NUM
fuelectenerg-13855	83	8	]	]	PUNCT
fuelectenerg-13855	83	9	,	,	PUNCT
fuelectenerg-13855	83	10	and	and	CCONJ
fuelectenerg-13855	83	11	faceforensics++	faceforensics++	X
fuelectenerg-13855	84	1	[	[	X
fuelectenerg-13855	84	2	30	30	NUM
fuelectenerg-13855	84	3	]	]	PUNCT
fuelectenerg-13855	84	4	are	be	AUX
fuelectenerg-13855	84	5	used	use	VERB
fuelectenerg-13855	84	6	for	for	ADP
fuelectenerg-13855	84	7	training	training	NOUN
fuelectenerg-13855	84	8	and	and	CCONJ
fuelectenerg-13855	84	9	benchmarking	benchmarking	NOUN
fuelectenerg-13855	84	10	.	.	PUNCT
fuelectenerg-13855	85	1	evaluation	evaluation	NOUN
fuelectenerg-13855	85	2	metrics	metric	NOUN
fuelectenerg-13855	85	3	include	include	VERB
fuelectenerg-13855	85	4	f1	f1	NOUN
fuelectenerg-13855	85	5	-	-	PUNCT
fuelectenerg-13855	85	6	score	score	NOUN
fuelectenerg-13855	85	7	,	,	PUNCT
fuelectenerg-13855	85	8	iou	iou	NOUN
fuelectenerg-13855	85	9	,	,	PUNCT
fuelectenerg-13855	85	10	and	and	CCONJ
fuelectenerg-13855	85	11	auc	auc	NOUN
fuelectenerg-13855	85	12	-	-	PUNCT
fuelectenerg-13855	85	13	roc	roc	NOUN
fuelectenerg-13855	85	14	[	[	X
fuelectenerg-13855	85	15	35	35	NUM
fuelectenerg-13855	85	16	]	]	PUNCT
fuelectenerg-13855	85	17	.	.	PUNCT
fuelectenerg-13855	86	1	recent	recent	ADJ
fuelectenerg-13855	86	2	work	work	NOUN
fuelectenerg-13855	86	3	highlights	highlight	NOUN
fuelectenerg-13855	86	4	challenges	challenge	NOUN
fuelectenerg-13855	86	5	in	in	ADP
fuelectenerg-13855	86	6	cross	cross	ADJ
fuelectenerg-13855	86	7	-	-	ADJ
fuelectenerg-13855	86	8	dataset	dataset	ADJ
fuelectenerg-13855	86	9	generalization	generalization	NOUN
fuelectenerg-13855	86	10	and	and	CCONJ
fuelectenerg-13855	86	11	robustness	robustness	NOUN
fuelectenerg-13855	86	12	against	against	ADP
fuelectenerg-13855	86	13	adversarial	adversarial	ADJ
fuelectenerg-13855	86	14	manipulation	manipulation	NOUN
fuelectenerg-13855	86	15	[	[	X
fuelectenerg-13855	86	16	36	36	NUM
fuelectenerg-13855	86	17	]	]	PUNCT
fuelectenerg-13855	86	18	.	.	PUNCT
fuelectenerg-13855	87	1	emerging	emerge	VERB
fuelectenerg-13855	87	2	trends	trend	NOUN
fuelectenerg-13855	87	3	include	include	VERB
fuelectenerg-13855	87	4	explainable	explainable	ADJ
fuelectenerg-13855	87	5	ai	ai	NOUN
fuelectenerg-13855	87	6	for	for	ADP
fuelectenerg-13855	87	7	forensic	forensic	ADJ
fuelectenerg-13855	87	8	reasoning	reasoning	NOUN
fuelectenerg-13855	87	9	[	[	X
fuelectenerg-13855	87	10	37	37	NUM
fuelectenerg-13855	87	11	]	]	PUNCT
fuelectenerg-13855	87	12	,	,	PUNCT
fuelectenerg-13855	87	13	domain	domain	NOUN
fuelectenerg-13855	87	14	adaptation	adaptation	NOUN
fuelectenerg-13855	87	15	[	[	X
fuelectenerg-13855	87	16	38	38	NUM
fuelectenerg-13855	87	17	]	]	PUNCT
fuelectenerg-13855	87	18	,	,	PUNCT
fuelectenerg-13855	87	19	zero	zero	NUM
fuelectenerg-13855	87	20	-	-	PUNCT
fuelectenerg-13855	87	21	shot	shot	NOUN
fuelectenerg-13855	87	22	detection	detection	NOUN
fuelectenerg-13855	87	23	[	[	X
fuelectenerg-13855	87	24	39	39	NUM
fuelectenerg-13855	87	25	]	]	PUNCT
fuelectenerg-13855	87	26	,	,	PUNCT
fuelectenerg-13855	87	27	and	and	CCONJ
fuelectenerg-13855	87	28	multimodal	multimodal	NOUN
fuelectenerg-13855	87	29	analysis	analysis	NOUN
fuelectenerg-13855	87	30	[	[	X
fuelectenerg-13855	87	31	40	40	NUM
fuelectenerg-13855	87	32	]	]	PUNCT
fuelectenerg-13855	87	33	.	.	PUNCT
fuelectenerg-13855	88	1	blockchain	blockchain	PROPN
fuelectenerg-13855	88	2	-	-	PUNCT
fuelectenerg-13855	88	3	based	base	VERB
fuelectenerg-13855	88	4	provenance	provenance	NOUN
fuelectenerg-13855	88	5	tracking	track	VERB
fuelectenerg-13855	88	6	[	[	X
fuelectenerg-13855	88	7	41	41	NUM
fuelectenerg-13855	88	8	]	]	PUNCT
fuelectenerg-13855	88	9	and	and	CCONJ
fuelectenerg-13855	88	10	universal	universal	ADJ
fuelectenerg-13855	88	11	detection	detection	NOUN
fuelectenerg-13855	88	12	frameworks	framework	NOUN
fuelectenerg-13855	88	13	[	[	X
fuelectenerg-13855	88	14	42	42	NUM
fuelectenerg-13855	88	15	]	]	PUNCT
fuelectenerg-13855	88	16	aim	aim	VERB
fuelectenerg-13855	88	17	to	to	PART
fuelectenerg-13855	88	18	tackle	tackle	VERB
fuelectenerg-13855	88	19	real	real	ADJ
fuelectenerg-13855	88	20	-	-	PUNCT
fuelectenerg-13855	88	21	world	world	NOUN
fuelectenerg-13855	88	22	applicability	applicability	NOUN
fuelectenerg-13855	88	23	and	and	CCONJ
fuelectenerg-13855	88	24	content	content	PROPN
fuelectenerg-13855	88	25	authentication	authentication	NOUN
fuelectenerg-13855	88	26	.	.	PUNCT
fuelectenerg-13855	89	1	furthermore	furthermore	ADV
fuelectenerg-13855	89	2	,	,	PUNCT
fuelectenerg-13855	89	3	the	the	DET
fuelectenerg-13855	89	4	paper	paper	NOUN
fuelectenerg-13855	90	1	[	[	X
fuelectenerg-13855	90	2	43	43	NUM
fuelectenerg-13855	90	3	]	]	PUNCT
fuelectenerg-13855	90	4	on	on	ADP
fuelectenerg-13855	90	5	how	how	SCONJ
fuelectenerg-13855	90	6	image	image	NOUN
fuelectenerg-13855	90	7	enhancement	enhancement	NOUN
fuelectenerg-13855	90	8	techniques	technique	NOUN
fuelectenerg-13855	90	9	influence	influence	VERB
fuelectenerg-13855	90	10	facial	facial	ADJ
fuelectenerg-13855	90	11	detection	detection	NOUN
fuelectenerg-13855	90	12	highlights	highlight	VERB
fuelectenerg-13855	90	13	the	the	DET
fuelectenerg-13855	90	14	impact	impact	NOUN
fuelectenerg-13855	90	15	of	of	ADP
fuelectenerg-13855	90	16	image	image	NOUN
fuelectenerg-13855	90	17	pre	pre	ADJ
fuelectenerg-13855	90	18	-	-	NOUN
fuelectenerg-13855	90	19	processing	processing	ADJ
fuelectenerg-13855	90	20	,	,	PUNCT
fuelectenerg-13855	90	21	an	an	DET
fuelectenerg-13855	90	22	important	important	ADJ
fuelectenerg-13855	90	23	consideration	consideration	NOUN
fuelectenerg-13855	90	24	in	in	ADP
fuelectenerg-13855	90	25	the	the	DET
fuelectenerg-13855	90	26	reliability	reliability	NOUN
fuelectenerg-13855	90	27	of	of	ADP
fuelectenerg-13855	90	28	modern	modern	ADJ
fuelectenerg-13855	90	29	forgery	forgery	NOUN
fuelectenerg-13855	90	30	detection	detection	NOUN
fuelectenerg-13855	90	31	processes	process	NOUN
fuelectenerg-13855	90	32	.	.	PUNCT
fuelectenerg-13855	91	1	3	3	X
fuelectenerg-13855	91	2	.	.	X
fuelectenerg-13855	91	3	image	image	NOUN
fuelectenerg-13855	91	4	forgery	forgery	NOUN
fuelectenerg-13855	91	5	detection	detection	NOUN
fuelectenerg-13855	91	6	image	image	NOUN
fuelectenerg-13855	91	7	forgery	forgery	NOUN
fuelectenerg-13855	91	8	detection	detection	NOUN
fuelectenerg-13855	91	9	involves	involve	VERB
fuelectenerg-13855	91	10	the	the	DET
fuelectenerg-13855	91	11	identification	identification	NOUN
fuelectenerg-13855	91	12	of	of	ADP
fuelectenerg-13855	91	13	digital	digital	ADJ
fuelectenerg-13855	91	14	images	image	NOUN
fuelectenerg-13855	91	15	tampered	tamper	VERB
fuelectenerg-13855	91	16	or	or	CCONJ
fuelectenerg-13855	91	17	manipulated	manipulate	VERB
fuelectenerg-13855	91	18	to	to	PART
fuelectenerg-13855	91	19	ensure	ensure	VERB
fuelectenerg-13855	91	20	their	their	PRON
fuelectenerg-13855	91	21	authenticity	authenticity	NOUN
fuelectenerg-13855	91	22	.	.	PUNCT
fuelectenerg-13855	92	1	tampering	tampering	NOUN
fuelectenerg-13855	92	2	can	can	AUX
fuelectenerg-13855	92	3	involve	involve	VERB
fuelectenerg-13855	92	4	adding	add	VERB
fuelectenerg-13855	92	5	,	,	PUNCT
fuelectenerg-13855	92	6	removing	remove	VERB
fuelectenerg-13855	92	7	,	,	PUNCT
fuelectenerg-13855	92	8	or	or	CCONJ
fuelectenerg-13855	92	9	altering	alter	VERB
fuelectenerg-13855	92	10	content	content	NOUN
fuelectenerg-13855	92	11	in	in	ADP
fuelectenerg-13855	92	12	an	an	DET
fuelectenerg-13855	92	13	image	image	NOUN
fuelectenerg-13855	92	14	.	.	PUNCT
fuelectenerg-13855	93	1	with	with	ADP
fuelectenerg-13855	93	2	the	the	DET
fuelectenerg-13855	93	3	rise	rise	NOUN
fuelectenerg-13855	93	4	of	of	ADP
fuelectenerg-13855	93	5	powerful	powerful	ADJ
fuelectenerg-13855	93	6	editing	editing	NOUN
fuelectenerg-13855	93	7	tools	tool	NOUN
fuelectenerg-13855	93	8	,	,	PUNCT
fuelectenerg-13855	93	9	detecting	detect	VERB
fuelectenerg-13855	93	10	forged	forge	VERB
fuelectenerg-13855	93	11	images	image	NOUN
fuelectenerg-13855	93	12	has	have	AUX
fuelectenerg-13855	93	13	become	become	VERB
fuelectenerg-13855	93	14	increasingly	increasingly	ADV
fuelectenerg-13855	93	15	important	important	ADJ
fuelectenerg-13855	93	16	in	in	ADP
fuelectenerg-13855	93	17	fields	field	NOUN
fuelectenerg-13855	93	18	such	such	ADJ
fuelectenerg-13855	93	19	as	as	ADP
fuelectenerg-13855	93	20	journalism	journalism	NOUN
fuelectenerg-13855	93	21	,	,	PUNCT
fuelectenerg-13855	93	22	forensics	forensic	NOUN
fuelectenerg-13855	93	23	,	,	PUNCT
fuelectenerg-13855	93	24	and	and	CCONJ
fuelectenerg-13855	93	25	legal	legal	ADJ
fuelectenerg-13855	93	26	investigations	investigation	NOUN
fuelectenerg-13855	93	27	.	.	PUNCT
fuelectenerg-13855	94	1	3.1	3.1	NUM
fuelectenerg-13855	94	2	.	.	PUNCT
fuelectenerg-13855	95	1	categorization	categorization	NOUN
fuelectenerg-13855	95	2	of	of	ADP
fuelectenerg-13855	95	3	detection	detection	NOUN
fuelectenerg-13855	95	4	methods	method	NOUN
fuelectenerg-13855	95	5	in	in	ADP
fuelectenerg-13855	95	6	image	image	NOUN
fuelectenerg-13855	95	7	forgery	forgery	NOUN
fuelectenerg-13855	95	8	detection	detection	NOUN
fuelectenerg-13855	95	9	,	,	PUNCT
fuelectenerg-13855	95	10	traditional	traditional	ADJ
fuelectenerg-13855	95	11	methods	method	NOUN
fuelectenerg-13855	95	12	typically	typically	ADV
fuelectenerg-13855	95	13	involve	involve	VERB
fuelectenerg-13855	95	14	analyzing	analyze	VERB
fuelectenerg-13855	95	15	visual	visual	ADJ
fuelectenerg-13855	95	16	or	or	CCONJ
fuelectenerg-13855	95	17	statistical	statistical	ADJ
fuelectenerg-13855	95	18	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	95	19	in	in	ADP
fuelectenerg-13855	95	20	the	the	DET
fuelectenerg-13855	95	21	spatial	spatial	ADJ
fuelectenerg-13855	95	22	domain	domain	NOUN
fuelectenerg-13855	95	23	,	,	PUNCT
fuelectenerg-13855	95	24	such	such	ADJ
fuelectenerg-13855	95	25	as	as	ADP
fuelectenerg-13855	95	26	abrupt	abrupt	ADJ
fuelectenerg-13855	95	27	changes	change	NOUN
fuelectenerg-13855	95	28	in	in	ADP
fuelectenerg-13855	95	29	pixel	pixel	ADJ
fuelectenerg-13855	95	30	values	value	NOUN
fuelectenerg-13855	95	31	,	,	PUNCT
fuelectenerg-13855	95	32	overview	overview	NOUN
fuelectenerg-13855	95	33	of	of	ADP
fuelectenerg-13855	95	34	digital	digital	ADJ
fuelectenerg-13855	95	35	image	image	NOUN
fuelectenerg-13855	95	36	forgery	forgery	NOUN
fuelectenerg-13855	95	37	detection	detection	NOUN
fuelectenerg-13855	95	38	585	585	NUM
fuelectenerg-13855	95	39	noise	noise	NOUN
fuelectenerg-13855	95	40	patterns	pattern	NOUN
fuelectenerg-13855	95	41	,	,	PUNCT
fuelectenerg-13855	95	42	or	or	CCONJ
fuelectenerg-13855	95	43	texture	texture	ADJ
fuelectenerg-13855	95	44	irregularities	irregularity	NOUN
fuelectenerg-13855	95	45	.	.	PUNCT
fuelectenerg-13855	96	1	these	these	DET
fuelectenerg-13855	96	2	methods	method	NOUN
fuelectenerg-13855	96	3	are	be	AUX
fuelectenerg-13855	96	4	effective	effective	ADJ
fuelectenerg-13855	96	5	for	for	ADP
fuelectenerg-13855	96	6	detecting	detect	VERB
fuelectenerg-13855	96	7	common	common	ADJ
fuelectenerg-13855	96	8	manipulations	manipulation	NOUN
fuelectenerg-13855	96	9	like	like	ADP
fuelectenerg-13855	96	10	copy	copy	NOUN
fuelectenerg-13855	96	11	-	-	PUNCT
fuelectenerg-13855	96	12	move	move	NOUN
fuelectenerg-13855	96	13	or	or	CCONJ
fuelectenerg-13855	96	14	splicing	splicing	NOUN
fuelectenerg-13855	96	15	.	.	PUNCT
fuelectenerg-13855	97	1	on	on	ADP
fuelectenerg-13855	97	2	the	the	DET
fuelectenerg-13855	97	3	other	other	ADJ
fuelectenerg-13855	97	4	hand	hand	NOUN
fuelectenerg-13855	97	5	,	,	PUNCT
fuelectenerg-13855	97	6	examines	examine	VERB
fuelectenerg-13855	97	7	the	the	DET
fuelectenerg-13855	97	8	image	image	NOUN
fuelectenerg-13855	97	9	in	in	ADP
fuelectenerg-13855	97	10	a	a	DET
fuelectenerg-13855	97	11	frequency	frequency	NOUN
fuelectenerg-13855	97	12	or	or	CCONJ
fuelectenerg-13855	97	13	transformed	transform	VERB
fuelectenerg-13855	97	14	space	space	NOUN
fuelectenerg-13855	97	15	using	use	VERB
fuelectenerg-13855	97	16	techniques	technique	NOUN
fuelectenerg-13855	97	17	like	like	ADP
fuelectenerg-13855	97	18	discrete	discrete	ADJ
fuelectenerg-13855	97	19	cosine	cosine	NOUN
fuelectenerg-13855	97	20	transform	transform	NOUN
fuelectenerg-13855	97	21	(	(	PUNCT
fuelectenerg-13855	97	22	dct	dct	PROPN
fuelectenerg-13855	97	23	)	)	PUNCT
fuelectenerg-13855	97	24	,	,	PUNCT
fuelectenerg-13855	97	25	discrete	discrete	ADJ
fuelectenerg-13855	97	26	wavelet	wavelet	NOUN
fuelectenerg-13855	97	27	transform	transform	NOUN
fuelectenerg-13855	97	28	(	(	PUNCT
fuelectenerg-13855	97	29	dwt	dwt	NOUN
fuelectenerg-13855	97	30	)	)	PUNCT
fuelectenerg-13855	97	31	,	,	PUNCT
fuelectenerg-13855	97	32	or	or	CCONJ
fuelectenerg-13855	97	33	fourier	fourier	NOUN
fuelectenerg-13855	97	34	transform	transform	NOUN
fuelectenerg-13855	97	35	.	.	PUNCT
fuelectenerg-13855	98	1	this	this	DET
fuelectenerg-13855	98	2	approach	approach	NOUN
fuelectenerg-13855	98	3	can	can	AUX
fuelectenerg-13855	98	4	reveal	reveal	VERB
fuelectenerg-13855	98	5	hidden	hidden	ADJ
fuelectenerg-13855	98	6	artifacts	artifact	NOUN
fuelectenerg-13855	98	7	or	or	CCONJ
fuelectenerg-13855	98	8	anomalies	anomaly	NOUN
fuelectenerg-13855	98	9	introduced	introduce	VERB
fuelectenerg-13855	98	10	by	by	ADP
fuelectenerg-13855	98	11	forgery	forgery	NOUN
fuelectenerg-13855	98	12	that	that	PRON
fuelectenerg-13855	98	13	are	be	AUX
fuelectenerg-13855	98	14	not	not	PART
fuelectenerg-13855	98	15	easily	easily	ADV
fuelectenerg-13855	98	16	visible	visible	ADJ
fuelectenerg-13855	98	17	in	in	ADP
fuelectenerg-13855	98	18	the	the	DET
fuelectenerg-13855	98	19	spatial	spatial	ADJ
fuelectenerg-13855	98	20	domain	domain	NOUN
fuelectenerg-13855	98	21	,	,	PUNCT
fuelectenerg-13855	98	22	such	such	ADJ
fuelectenerg-13855	98	23	as	as	ADP
fuelectenerg-13855	98	24	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	98	25	in	in	ADP
fuelectenerg-13855	98	26	compression	compression	NOUN
fuelectenerg-13855	98	27	or	or	CCONJ
fuelectenerg-13855	98	28	edge	edge	NOUN
fuelectenerg-13855	98	29	artifacts	artifact	NOUN
fuelectenerg-13855	98	30	.	.	PUNCT
fuelectenerg-13855	99	1	transform	transform	NOUN
fuelectenerg-13855	99	2	-	-	PUNCT
fuelectenerg-13855	99	3	domain	domain	NOUN
fuelectenerg-13855	99	4	methods	method	NOUN
fuelectenerg-13855	99	5	are	be	AUX
fuelectenerg-13855	99	6	particularly	particularly	ADV
fuelectenerg-13855	99	7	useful	useful	ADJ
fuelectenerg-13855	99	8	for	for	ADP
fuelectenerg-13855	99	9	detecting	detect	VERB
fuelectenerg-13855	99	10	subtle	subtle	ADJ
fuelectenerg-13855	99	11	manipulations	manipulation	NOUN
fuelectenerg-13855	99	12	and	and	CCONJ
fuelectenerg-13855	99	13	post	post	ADJ
fuelectenerg-13855	99	14	-	-	ADJ
fuelectenerg-13855	99	15	processing	processing	ADJ
fuelectenerg-13855	99	16	operations	operation	NOUN
fuelectenerg-13855	99	17	.	.	PUNCT
fuelectenerg-13855	100	1	there	there	PRON
fuelectenerg-13855	100	2	are	be	VERB
fuelectenerg-13855	100	3	two	two	NUM
fuelectenerg-13855	100	4	main	main	ADJ
fuelectenerg-13855	100	5	categories	category	NOUN
fuelectenerg-13855	100	6	of	of	ADP
fuelectenerg-13855	100	7	image	image	NOUN
fuelectenerg-13855	100	8	forgery	forgery	NOUN
fuelectenerg-13855	100	9	detection	detection	NOUN
fuelectenerg-13855	100	10	techniques	technique	NOUN
fuelectenerg-13855	100	11	.	.	PUNCT
fuelectenerg-13855	101	1	active	active	ADJ
fuelectenerg-13855	101	2	methods	method	NOUN
fuelectenerg-13855	101	3	rely	rely	VERB
fuelectenerg-13855	101	4	on	on	ADP
fuelectenerg-13855	101	5	embedded	embed	VERB
fuelectenerg-13855	101	6	information	information	NOUN
fuelectenerg-13855	101	7	,	,	PUNCT
fuelectenerg-13855	101	8	such	such	ADJ
fuelectenerg-13855	101	9	as	as	ADP
fuelectenerg-13855	101	10	watermarks	watermark	NOUN
fuelectenerg-13855	101	11	or	or	CCONJ
fuelectenerg-13855	101	12	digital	digital	ADJ
fuelectenerg-13855	101	13	signatures	signature	NOUN
fuelectenerg-13855	101	14	added	add	VERB
fuelectenerg-13855	101	15	at	at	ADP
fuelectenerg-13855	101	16	the	the	DET
fuelectenerg-13855	101	17	time	time	NOUN
fuelectenerg-13855	101	18	of	of	ADP
fuelectenerg-13855	101	19	image	image	NOUN
fuelectenerg-13855	101	20	capture	capture	NOUN
fuelectenerg-13855	101	21	.	.	PUNCT
fuelectenerg-13855	102	1	any	any	DET
fuelectenerg-13855	102	2	modification	modification	NOUN
fuelectenerg-13855	102	3	to	to	ADP
fuelectenerg-13855	102	4	the	the	DET
fuelectenerg-13855	102	5	image	image	NOUN
fuelectenerg-13855	102	6	disrupts	disrupt	VERB
fuelectenerg-13855	102	7	this	this	DET
fuelectenerg-13855	102	8	information	information	NOUN
fuelectenerg-13855	102	9	,	,	PUNCT
fuelectenerg-13855	102	10	making	make	VERB
fuelectenerg-13855	102	11	it	it	PRON
fuelectenerg-13855	102	12	easier	easy	ADJ
fuelectenerg-13855	102	13	to	to	PART
fuelectenerg-13855	102	14	detect	detect	VERB
fuelectenerg-13855	102	15	tampering	tampering	NOUN
fuelectenerg-13855	102	16	.	.	PUNCT
fuelectenerg-13855	103	1	however	however	ADV
fuelectenerg-13855	103	2	,	,	PUNCT
fuelectenerg-13855	103	3	this	this	DET
fuelectenerg-13855	103	4	method	method	NOUN
fuelectenerg-13855	103	5	requires	require	VERB
fuelectenerg-13855	103	6	prior	prior	ADJ
fuelectenerg-13855	103	7	preparation	preparation	NOUN
fuelectenerg-13855	103	8	and	and	CCONJ
fuelectenerg-13855	103	9	can	can	AUX
fuelectenerg-13855	103	10	not	not	PART
fuelectenerg-13855	103	11	be	be	AUX
fuelectenerg-13855	103	12	used	use	VERB
fuelectenerg-13855	103	13	for	for	ADP
fuelectenerg-13855	103	14	images	image	NOUN
fuelectenerg-13855	103	15	without	without	ADP
fuelectenerg-13855	103	16	embedded	embed	VERB
fuelectenerg-13855	103	17	data	datum	NOUN
fuelectenerg-13855	103	18	.	.	PUNCT
fuelectenerg-13855	104	1	passive	passive	ADJ
fuelectenerg-13855	104	2	(	(	PUNCT
fuelectenerg-13855	104	3	blind	blind	ADJ
fuelectenerg-13855	104	4	)	)	PUNCT
fuelectenerg-13855	104	5	methods	method	NOUN
fuelectenerg-13855	104	6	do	do	AUX
fuelectenerg-13855	104	7	not	not	PART
fuelectenerg-13855	104	8	require	require	VERB
fuelectenerg-13855	104	9	prior	prior	ADJ
fuelectenerg-13855	104	10	information	information	NOUN
fuelectenerg-13855	104	11	and	and	CCONJ
fuelectenerg-13855	104	12	are	be	AUX
fuelectenerg-13855	104	13	more	more	ADV
fuelectenerg-13855	104	14	commonly	commonly	ADV
fuelectenerg-13855	104	15	used	use	VERB
fuelectenerg-13855	104	16	.	.	PUNCT
fuelectenerg-13855	105	1	they	they	PRON
fuelectenerg-13855	105	2	analyze	analyze	VERB
fuelectenerg-13855	105	3	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	105	4	within	within	ADP
fuelectenerg-13855	105	5	the	the	DET
fuelectenerg-13855	105	6	image	image	NOUN
fuelectenerg-13855	105	7	itself	itself	PRON
fuelectenerg-13855	105	8	,	,	PUNCT
fuelectenerg-13855	105	9	such	such	ADJ
fuelectenerg-13855	105	10	as	as	ADP
fuelectenerg-13855	105	11	copymove	copymove	ADJ
fuelectenerg-13855	105	12	forgery	forgery	NOUN
fuelectenerg-13855	105	13	detection	detection	NOUN
fuelectenerg-13855	105	14	,	,	PUNCT
fuelectenerg-13855	105	15	splicing	splicing	NOUN
fuelectenerg-13855	105	16	detection	detection	NOUN
fuelectenerg-13855	105	17	,	,	PUNCT
fuelectenerg-13855	105	18	image	image	NOUN
fuelectenerg-13855	105	19	retouching	retouch	VERB
fuelectenerg-13855	105	20	detection	detection	NOUN
fuelectenerg-13855	105	21	and	and	CCONJ
fuelectenerg-13855	105	22	compression	compression	NOUN
fuelectenerg-13855	105	23	artifact	artifact	ADJ
fuelectenerg-13855	105	24	analysis	analysis	NOUN
fuelectenerg-13855	105	25	(	(	PUNCT
fuelectenerg-13855	105	26	detects	detect	NOUN
fuelectenerg-13855	105	27	tampering	tamper	VERB
fuelectenerg-13855	105	28	through	through	ADP
fuelectenerg-13855	105	29	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	105	30	in	in	ADP
fuelectenerg-13855	105	31	jpeg	jpeg	NOUN
fuelectenerg-13855	105	32	compression	compression	NOUN
fuelectenerg-13855	105	33	)	)	PUNCT
fuelectenerg-13855	105	34	.	.	PUNCT
fuelectenerg-13855	106	1	copy	copy	NOUN
fuelectenerg-13855	106	2	-	-	PUNCT
fuelectenerg-13855	106	3	move	move	NOUN
fuelectenerg-13855	106	4	forgery	forgery	NOUN
fuelectenerg-13855	106	5	(	(	PUNCT
fuelectenerg-13855	106	6	cmf	cmf	PROPN
fuelectenerg-13855	106	7	)	)	PUNCT
fuelectenerg-13855	106	8	refers	refer	VERB
fuelectenerg-13855	106	9	to	to	ADP
fuelectenerg-13855	106	10	a	a	DET
fuelectenerg-13855	106	11	manipulation	manipulation	NOUN
fuelectenerg-13855	106	12	technique	technique	NOUN
fuelectenerg-13855	106	13	in	in	ADP
fuelectenerg-13855	106	14	which	which	PRON
fuelectenerg-13855	106	15	a	a	DET
fuelectenerg-13855	106	16	region	region	NOUN
fuelectenerg-13855	106	17	within	within	ADP
fuelectenerg-13855	106	18	an	an	DET
fuelectenerg-13855	106	19	image	image	NOUN
fuelectenerg-13855	106	20	is	be	AUX
fuelectenerg-13855	106	21	copied	copy	VERB
fuelectenerg-13855	106	22	and	and	CCONJ
fuelectenerg-13855	106	23	pasted	paste	VERB
fuelectenerg-13855	106	24	to	to	ADP
fuelectenerg-13855	106	25	another	another	DET
fuelectenerg-13855	106	26	location	location	NOUN
fuelectenerg-13855	106	27	within	within	ADP
fuelectenerg-13855	106	28	the	the	DET
fuelectenerg-13855	106	29	same	same	ADJ
fuelectenerg-13855	106	30	image	image	NOUN
fuelectenerg-13855	106	31	to	to	PART
fuelectenerg-13855	106	32	conceal	conceal	VERB
fuelectenerg-13855	106	33	or	or	CCONJ
fuelectenerg-13855	106	34	duplicate	duplicate	ADJ
fuelectenerg-13855	106	35	elements	element	NOUN
fuelectenerg-13855	106	36	.	.	PUNCT
fuelectenerg-13855	107	1	this	this	DET
fuelectenerg-13855	107	2	technique	technique	NOUN
fuelectenerg-13855	107	3	is	be	AUX
fuelectenerg-13855	107	4	often	often	ADV
fuelectenerg-13855	107	5	used	use	VERB
fuelectenerg-13855	107	6	to	to	PART
fuelectenerg-13855	107	7	hide	hide	VERB
fuelectenerg-13855	107	8	objects	object	NOUN
fuelectenerg-13855	107	9	or	or	CCONJ
fuelectenerg-13855	107	10	create	create	VERB
fuelectenerg-13855	107	11	false	false	ADJ
fuelectenerg-13855	107	12	repetition	repetition	NOUN
fuelectenerg-13855	107	13	,	,	PUNCT
fuelectenerg-13855	107	14	as	as	SCONJ
fuelectenerg-13855	107	15	shown	show	VERB
fuelectenerg-13855	107	16	in	in	ADP
fuelectenerg-13855	107	17	fig	fig	NOUN
fuelectenerg-13855	107	18	.	.	PUNCT
fuelectenerg-13855	108	1	1	1	X
fuelectenerg-13855	108	2	.	.	X
fuelectenerg-13855	108	3	fig	fig	NOUN
fuelectenerg-13855	108	4	.	.	PUNCT
fuelectenerg-13855	109	1	1	1	NUM
fuelectenerg-13855	109	2	copy	copy	NOUN
fuelectenerg-13855	109	3	-	-	PUNCT
fuelectenerg-13855	109	4	move	move	NOUN
fuelectenerg-13855	109	5	forgery	forgery	NOUN
fuelectenerg-13855	109	6	(	(	PUNCT
fuelectenerg-13855	109	7	a	a	X
fuelectenerg-13855	109	8	)	)	PUNCT
fuelectenerg-13855	109	9	original	original	ADJ
fuelectenerg-13855	109	10	image	image	NOUN
fuelectenerg-13855	109	11	,	,	PUNCT
fuelectenerg-13855	109	12	b	b	NOUN
fuelectenerg-13855	109	13	)	)	PUNCT
fuelectenerg-13855	109	14	forged	forge	VERB
fuelectenerg-13855	109	15	image	image	NOUN
fuelectenerg-13855	109	16	,	,	PUNCT
fuelectenerg-13855	109	17	c	c	NOUN
fuelectenerg-13855	109	18	)	)	PUNCT
fuelectenerg-13855	109	19	detection	detection	NOUN
fuelectenerg-13855	109	20	of	of	ADP
fuelectenerg-13855	109	21	the	the	DET
fuelectenerg-13855	109	22	cmf	cmf	PROPN
fuelectenerg-13855	109	23	region	region	PROPN
fuelectenerg-13855	109	24	)	)	PUNCT
fuelectenerg-13855	110	1	[	[	X
fuelectenerg-13855	110	2	44	44	NUM
fuelectenerg-13855	110	3	]	]	PUNCT
fuelectenerg-13855	110	4	splicing	splicing	NOUN
fuelectenerg-13855	110	5	,	,	PUNCT
fuelectenerg-13855	110	6	also	also	ADV
fuelectenerg-13855	110	7	known	know	VERB
fuelectenerg-13855	110	8	as	as	ADP
fuelectenerg-13855	110	9	image	image	NOUN
fuelectenerg-13855	110	10	composition	composition	NOUN
fuelectenerg-13855	110	11	,	,	PUNCT
fuelectenerg-13855	110	12	involves	involve	VERB
fuelectenerg-13855	110	13	combining	combine	VERB
fuelectenerg-13855	110	14	two	two	NUM
fuelectenerg-13855	110	15	or	or	CCONJ
fuelectenerg-13855	110	16	more	more	ADJ
fuelectenerg-13855	110	17	images	image	NOUN
fuelectenerg-13855	110	18	to	to	PART
fuelectenerg-13855	110	19	create	create	VERB
fuelectenerg-13855	110	20	a	a	DET
fuelectenerg-13855	110	21	single	single	ADJ
fuelectenerg-13855	110	22	forged	forge	VERB
fuelectenerg-13855	110	23	image	image	NOUN
fuelectenerg-13855	110	24	.	.	PUNCT
fuelectenerg-13855	111	1	this	this	DET
fuelectenerg-13855	111	2	method	method	NOUN
fuelectenerg-13855	111	3	often	often	ADV
fuelectenerg-13855	111	4	alters	alter	VERB
fuelectenerg-13855	111	5	the	the	DET
fuelectenerg-13855	111	6	semantics	semantic	NOUN
fuelectenerg-13855	111	7	of	of	ADP
fuelectenerg-13855	111	8	the	the	DET
fuelectenerg-13855	111	9	image	image	NOUN
fuelectenerg-13855	111	10	by	by	ADP
fuelectenerg-13855	111	11	introducing	introduce	VERB
fuelectenerg-13855	111	12	external	external	ADJ
fuelectenerg-13855	111	13	elements	element	NOUN
fuelectenerg-13855	111	14	,	,	PUNCT
fuelectenerg-13855	111	15	as	as	SCONJ
fuelectenerg-13855	111	16	shown	show	VERB
fuelectenerg-13855	111	17	in	in	ADP
fuelectenerg-13855	111	18	fig	fig	NOUN
fuelectenerg-13855	111	19	.	.	PUNCT
fuelectenerg-13855	112	1	2	2	X
fuelectenerg-13855	112	2	.	.	X
fuelectenerg-13855	112	3	(	(	PUNCT
fuelectenerg-13855	112	4	a	a	X
fuelectenerg-13855	112	5	)	)	PUNCT
fuelectenerg-13855	112	6	(	(	PUNCT
fuelectenerg-13855	112	7	b	b	X
fuelectenerg-13855	112	8	)	)	PUNCT
fuelectenerg-13855	112	9	(	(	PUNCT
fuelectenerg-13855	112	10	c	c	X
fuelectenerg-13855	112	11	)	)	PUNCT
fuelectenerg-13855	112	12	fig	fig	NOUN
fuelectenerg-13855	112	13	.	.	PUNCT
fuelectenerg-13855	113	1	2	2	NUM
fuelectenerg-13855	113	2	image	image	NOUN
fuelectenerg-13855	113	3	splicing	splicing	NOUN
fuelectenerg-13855	113	4	(	(	PUNCT
fuelectenerg-13855	113	5	a	a	X
fuelectenerg-13855	113	6	)	)	PUNCT
fuelectenerg-13855	113	7	image	image	NOUN
fuelectenerg-13855	113	8	used	use	VERB
fuelectenerg-13855	113	9	in	in	ADP
fuelectenerg-13855	113	10	splicing	splicing	NOUN
fuelectenerg-13855	113	11	,	,	PUNCT
fuelectenerg-13855	113	12	and	and	CCONJ
fuelectenerg-13855	113	13	(	(	PUNCT
fuelectenerg-13855	113	14	b	b	X
fuelectenerg-13855	113	15	)	)	PUNCT
fuelectenerg-13855	113	16	image	image	NOUN
fuelectenerg-13855	113	17	used	use	VERB
fuelectenerg-13855	113	18	in	in	ADP
fuelectenerg-13855	113	19	splicing	splicing	NOUN
fuelectenerg-13855	113	20	,	,	PUNCT
fuelectenerg-13855	113	21	(	(	PUNCT
fuelectenerg-13855	113	22	c	c	NOUN
fuelectenerg-13855	113	23	)	)	PUNCT
fuelectenerg-13855	113	24	spliced	splice	VERB
fuelectenerg-13855	113	25	image	image	NOUN
fuelectenerg-13855	113	26	[	[	X
fuelectenerg-13855	113	27	45	45	NUM
fuelectenerg-13855	113	28	]	]	SYM
fuelectenerg-13855	113	29	586	586	NUM
fuelectenerg-13855	113	30	p.	p.	NOUN
fuelectenerg-13855	113	31	čisar	čisar	NOUN
fuelectenerg-13855	113	32	retouching	retouch	VERB
fuelectenerg-13855	113	33	refers	refer	NOUN
fuelectenerg-13855	113	34	to	to	ADP
fuelectenerg-13855	113	35	subtle	subtle	ADJ
fuelectenerg-13855	113	36	modifications	modification	NOUN
fuelectenerg-13855	113	37	made	make	VERB
fuelectenerg-13855	113	38	to	to	PART
fuelectenerg-13855	113	39	enhance	enhance	VERB
fuelectenerg-13855	113	40	or	or	CCONJ
fuelectenerg-13855	113	41	diminish	diminish	VERB
fuelectenerg-13855	113	42	certain	certain	ADJ
fuelectenerg-13855	113	43	features	feature	NOUN
fuelectenerg-13855	113	44	in	in	ADP
fuelectenerg-13855	113	45	an	an	DET
fuelectenerg-13855	113	46	image	image	NOUN
fuelectenerg-13855	113	47	,	,	PUNCT
fuelectenerg-13855	113	48	often	often	ADV
fuelectenerg-13855	113	49	for	for	ADP
fuelectenerg-13855	113	50	aesthetic	aesthetic	ADJ
fuelectenerg-13855	113	51	or	or	CCONJ
fuelectenerg-13855	113	52	misleading	misleading	ADJ
fuelectenerg-13855	113	53	purposes	purpose	NOUN
fuelectenerg-13855	113	54	.	.	PUNCT
fuelectenerg-13855	114	1	this	this	DET
fuelectenerg-13855	114	2	technique	technique	NOUN
fuelectenerg-13855	114	3	is	be	AUX
fuelectenerg-13855	114	4	commonly	commonly	ADV
fuelectenerg-13855	114	5	used	use	VERB
fuelectenerg-13855	114	6	in	in	ADP
fuelectenerg-13855	114	7	advertising	advertising	NOUN
fuelectenerg-13855	114	8	and	and	CCONJ
fuelectenerg-13855	114	9	social	social	ADJ
fuelectenerg-13855	114	10	media	medium	NOUN
fuelectenerg-13855	114	11	platforms	platform	NOUN
fuelectenerg-13855	114	12	.	.	PUNCT
fuelectenerg-13855	115	1	additionally	additionally	ADV
fuelectenerg-13855	115	2	,	,	PUNCT
fuelectenerg-13855	115	3	emerging	emerge	VERB
fuelectenerg-13855	115	4	technologies	technology	NOUN
fuelectenerg-13855	115	5	such	such	ADJ
fuelectenerg-13855	115	6	as	as	ADP
fuelectenerg-13855	115	7	gans	gan	NOUN
fuelectenerg-13855	115	8	have	have	AUX
fuelectenerg-13855	115	9	introduced	introduce	VERB
fuelectenerg-13855	115	10	a	a	DET
fuelectenerg-13855	115	11	new	new	ADJ
fuelectenerg-13855	115	12	class	class	NOUN
fuelectenerg-13855	115	13	of	of	ADP
fuelectenerg-13855	115	14	image	image	NOUN
fuelectenerg-13855	115	15	forgeries	forgery	NOUN
fuelectenerg-13855	115	16	known	know	VERB
fuelectenerg-13855	115	17	as	as	ADP
fuelectenerg-13855	115	18	deepfakes	deepfake	NOUN
fuelectenerg-13855	115	19	,	,	PUNCT
fuelectenerg-13855	115	20	which	which	PRON
fuelectenerg-13855	115	21	can	can	AUX
fuelectenerg-13855	115	22	generate	generate	VERB
fuelectenerg-13855	115	23	highly	highly	ADV
fuelectenerg-13855	115	24	realistic	realistic	ADJ
fuelectenerg-13855	115	25	yet	yet	ADV
fuelectenerg-13855	115	26	entirely	entirely	ADV
fuelectenerg-13855	115	27	fabricated	fabricate	VERB
fuelectenerg-13855	115	28	images	image	NOUN
fuelectenerg-13855	115	29	.	.	PUNCT
fuelectenerg-13855	116	1	modern	modern	ADJ
fuelectenerg-13855	116	2	approaches	approach	NOUN
fuelectenerg-13855	116	3	also	also	ADV
fuelectenerg-13855	116	4	use	use	VERB
fuelectenerg-13855	116	5	machine	machine	NOUN
fuelectenerg-13855	116	6	learning	learning	NOUN
fuelectenerg-13855	116	7	and	and	CCONJ
fuelectenerg-13855	116	8	deep	deep	ADJ
fuelectenerg-13855	116	9	learning	learning	NOUN
fuelectenerg-13855	116	10	techniques	technique	NOUN
fuelectenerg-13855	116	11	,	,	PUNCT
fuelectenerg-13855	116	12	such	such	ADJ
fuelectenerg-13855	116	13	as	as	ADP
fuelectenerg-13855	116	14	convolutional	convolutional	ADJ
fuelectenerg-13855	116	15	neural	neural	ADJ
fuelectenerg-13855	116	16	networks	network	NOUN
fuelectenerg-13855	116	17	(	(	PUNCT
fuelectenerg-13855	116	18	cnns	cnns	PROPN
fuelectenerg-13855	116	19	)	)	PUNCT
fuelectenerg-13855	116	20	,	,	PUNCT
fuelectenerg-13855	116	21	to	to	PART
fuelectenerg-13855	116	22	learn	learn	VERB
fuelectenerg-13855	116	23	features	feature	NOUN
fuelectenerg-13855	116	24	of	of	ADP
fuelectenerg-13855	116	25	authentic	authentic	ADJ
fuelectenerg-13855	116	26	and	and	CCONJ
fuelectenerg-13855	116	27	tampered	tamper	VERB
fuelectenerg-13855	116	28	images	image	NOUN
fuelectenerg-13855	116	29	,	,	PUNCT
fuelectenerg-13855	116	30	offering	offer	VERB
fuelectenerg-13855	116	31	high	high	ADJ
fuelectenerg-13855	116	32	accuracy	accuracy	NOUN
fuelectenerg-13855	116	33	and	and	CCONJ
fuelectenerg-13855	116	34	automation	automation	NOUN
fuelectenerg-13855	116	35	.	.	PUNCT
fuelectenerg-13855	117	1	the	the	DET
fuelectenerg-13855	117	2	following	follow	VERB
fuelectenerg-13855	117	3	figure	figure	NOUN
fuelectenerg-13855	117	4	shows	show	VERB
fuelectenerg-13855	117	5	a	a	DET
fuelectenerg-13855	117	6	general	general	ADJ
fuelectenerg-13855	117	7	overview	overview	NOUN
fuelectenerg-13855	117	8	of	of	ADP
fuelectenerg-13855	117	9	image	image	NOUN
fuelectenerg-13855	117	10	forgery	forgery	NOUN
fuelectenerg-13855	117	11	methods	method	NOUN
fuelectenerg-13855	117	12	.	.	PUNCT
fuelectenerg-13855	118	1	fig	fig	NOUN
fuelectenerg-13855	118	2	.	.	PUNCT
fuelectenerg-13855	119	1	3	3	NUM
fuelectenerg-13855	119	2	overview	overview	NOUN
fuelectenerg-13855	119	3	of	of	ADP
fuelectenerg-13855	119	4	image	image	NOUN
fuelectenerg-13855	119	5	forgery	forgery	NOUN
fuelectenerg-13855	119	6	methods	method	NOUN
fuelectenerg-13855	119	7	[	[	X
fuelectenerg-13855	119	8	46	46	NUM
fuelectenerg-13855	119	9	]	]	SYM
fuelectenerg-13855	119	10	3.1.1	3.1.1	NUM
fuelectenerg-13855	119	11	.	.	PUNCT
fuelectenerg-13855	119	12	signal	signal	NOUN
fuelectenerg-13855	119	13	-	-	PUNCT
fuelectenerg-13855	119	14	based	base	VERB
fuelectenerg-13855	119	15	(	(	PUNCT
fuelectenerg-13855	119	16	traditional	traditional	ADJ
fuelectenerg-13855	119	17	)	)	PUNCT
fuelectenerg-13855	119	18	methods	method	NOUN
fuelectenerg-13855	119	19	taking	take	VERB
fuelectenerg-13855	119	20	into	into	ADP
fuelectenerg-13855	119	21	account	account	NOUN
fuelectenerg-13855	119	22	the	the	DET
fuelectenerg-13855	119	23	different	different	ADJ
fuelectenerg-13855	119	24	detection	detection	NOUN
fuelectenerg-13855	119	25	principles	principle	NOUN
fuelectenerg-13855	119	26	,	,	PUNCT
fuelectenerg-13855	119	27	multiple	multiple	ADJ
fuelectenerg-13855	119	28	categories	category	NOUN
fuelectenerg-13855	119	29	and	and	CCONJ
fuelectenerg-13855	119	30	methods	method	NOUN
fuelectenerg-13855	119	31	can	can	AUX
fuelectenerg-13855	119	32	be	be	AUX
fuelectenerg-13855	119	33	distinguished	distinguish	VERB
fuelectenerg-13855	119	34	.	.	PUNCT
fuelectenerg-13855	120	1	signal	signal	NOUN
fuelectenerg-13855	120	2	-	-	PUNCT
fuelectenerg-13855	120	3	based	base	VERB
fuelectenerg-13855	120	4	(	(	PUNCT
fuelectenerg-13855	120	5	traditional	traditional	ADJ
fuelectenerg-13855	120	6	)	)	PUNCT
fuelectenerg-13855	120	7	methods	method	NOUN
fuelectenerg-13855	120	8	are	be	AUX
fuelectenerg-13855	120	9	oriented	orient	VERB
fuelectenerg-13855	120	10	towards	towards	ADP
fuelectenerg-13855	120	11	pixel	pixel	NOUN
fuelectenerg-13855	120	12	-	-	PUNCT
fuelectenerg-13855	120	13	level	level	NOUN
fuelectenerg-13855	120	14	and	and	CCONJ
fuelectenerg-13855	120	15	statistical	statistical	ADJ
fuelectenerg-13855	120	16	analysis	analysis	NOUN
fuelectenerg-13855	120	17	.	.	PUNCT
fuelectenerg-13855	121	1	copy	copy	NOUN
fuelectenerg-13855	121	2	-	-	PUNCT
fuelectenerg-13855	121	3	move	move	NOUN
fuelectenerg-13855	121	4	detection	detection	NOUN
fuelectenerg-13855	121	5	can	can	AUX
fuelectenerg-13855	121	6	be	be	AUX
fuelectenerg-13855	121	7	realized	realize	VERB
fuelectenerg-13855	121	8	using	use	VERB
fuelectenerg-13855	121	9	different	different	ADJ
fuelectenerg-13855	121	10	methods	method	NOUN
fuelectenerg-13855	121	11	.	.	PUNCT
fuelectenerg-13855	122	1	block	block	NOUN
fuelectenerg-13855	122	2	-	-	PUNCT
fuelectenerg-13855	122	3	based	base	VERB
fuelectenerg-13855	122	4	methods	method	NOUN
fuelectenerg-13855	122	5	split	split	VERB
fuelectenerg-13855	122	6	the	the	DET
fuelectenerg-13855	122	7	image	image	NOUN
fuelectenerg-13855	122	8	into	into	ADP
fuelectenerg-13855	122	9	blocks	block	NOUN
fuelectenerg-13855	122	10	and	and	CCONJ
fuelectenerg-13855	122	11	extract	extract	VERB
fuelectenerg-13855	122	12	features	feature	NOUN
fuelectenerg-13855	122	13	(	(	PUNCT
fuelectenerg-13855	122	14	dct	dct	PROPN
fuelectenerg-13855	122	15	,	,	PUNCT
fuelectenerg-13855	122	16	pca	pca	PROPN
fuelectenerg-13855	122	17	(	(	PUNCT
fuelectenerg-13855	122	18	principal	principal	ADJ
fuelectenerg-13855	122	19	component	component	NOUN
fuelectenerg-13855	122	20	analysis	analysis	NOUN
fuelectenerg-13855	122	21	)	)	PUNCT
fuelectenerg-13855	122	22	,	,	PUNCT
fuelectenerg-13855	122	23	zernike	zernike	ADP
fuelectenerg-13855	122	24	moments	moment	NOUN
fuelectenerg-13855	122	25	)	)	PUNCT
fuelectenerg-13855	122	26	,	,	PUNCT
fuelectenerg-13855	122	27	followed	follow	VERB
fuelectenerg-13855	122	28	by	by	ADP
fuelectenerg-13855	122	29	matching	match	VERB
fuelectenerg-13855	122	30	similar	similar	ADJ
fuelectenerg-13855	122	31	blocks	block	NOUN
fuelectenerg-13855	122	32	.	.	PUNCT
fuelectenerg-13855	123	1	keypointbased	keypointbase	VERB
fuelectenerg-13855	123	2	methods	method	NOUN
fuelectenerg-13855	123	3	detect	detect	VERB
fuelectenerg-13855	123	4	keypoints	keypoint	NOUN
fuelectenerg-13855	123	5	(	(	PUNCT
fuelectenerg-13855	123	6	scale	scale	NOUN
fuelectenerg-13855	123	7	-	-	PUNCT
fuelectenerg-13855	123	8	invariant	invariant	ADJ
fuelectenerg-13855	123	9	feature	feature	NOUN
fuelectenerg-13855	123	10	transform	transform	NOUN
fuelectenerg-13855	123	11	(	(	PUNCT
fuelectenerg-13855	123	12	sift	sift	NOUN
fuelectenerg-13855	123	13	)	)	PUNCT
fuelectenerg-13855	123	14	,	,	PUNCT
fuelectenerg-13855	123	15	speeded	speed	VERB
fuelectenerg-13855	123	16	up	up	ADP
fuelectenerg-13855	123	17	robust	robust	ADJ
fuelectenerg-13855	123	18	feature	feature	NOUN
fuelectenerg-13855	123	19	(	(	PUNCT
fuelectenerg-13855	123	20	surf	surf	NOUN
fuelectenerg-13855	123	21	)	)	PUNCT
fuelectenerg-13855	123	22	,	,	PUNCT
fuelectenerg-13855	123	23	oriented	orient	VERB
fuelectenerg-13855	123	24	fast	fast	ADV
fuelectenerg-13855	123	25	,	,	PUNCT
fuelectenerg-13855	123	26	and	and	CCONJ
fuelectenerg-13855	123	27	rotated	rotate	VERB
fuelectenerg-13855	123	28	brief	brief	ADJ
fuelectenerg-13855	123	29	(	(	PUNCT
fuelectenerg-13855	123	30	orb	orb	NOUN
fuelectenerg-13855	123	31	)	)	PUNCT
fuelectenerg-13855	123	32	)	)	PUNCT
fuelectenerg-13855	123	33	and	and	CCONJ
fuelectenerg-13855	123	34	match	match	VERB
fuelectenerg-13855	123	35	feature	feature	NOUN
fuelectenerg-13855	123	36	descriptors	descriptor	NOUN
fuelectenerg-13855	123	37	.	.	PUNCT
fuelectenerg-13855	124	1	post	post	ADJ
fuelectenerg-13855	124	2	-	-	ADJ
fuelectenerg-13855	124	3	processing	processing	NOUN
fuelectenerg-13855	124	4	typically	typically	ADV
fuelectenerg-13855	124	5	includes	include	VERB
fuelectenerg-13855	124	6	the	the	DET
fuelectenerg-13855	124	7	ransac	ransac	NOUN
fuelectenerg-13855	124	8	(	(	PUNCT
fuelectenerg-13855	124	9	random	random	ADJ
fuelectenerg-13855	124	10	sample	sample	NOUN
fuelectenerg-13855	124	11	consensus	consensus	NOUN
fuelectenerg-13855	124	12	)	)	PUNCT
fuelectenerg-13855	124	13	method	method	NOUN
fuelectenerg-13855	124	14	for	for	ADP
fuelectenerg-13855	124	15	removing	remove	VERB
fuelectenerg-13855	124	16	geometrically	geometrically	ADV
fuelectenerg-13855	124	17	inconsistent	inconsistent	ADJ
fuelectenerg-13855	124	18	matches	match	NOUN
fuelectenerg-13855	124	19	and	and	CCONJ
fuelectenerg-13855	124	20	filtering	filtering	NOUN
fuelectenerg-13855	124	21	.	.	PUNCT
fuelectenerg-13855	125	1	splicing	splice	VERB
fuelectenerg-13855	125	2	detection	detection	NOUN
fuelectenerg-13855	125	3	focuses	focus	VERB
fuelectenerg-13855	125	4	on	on	ADP
fuelectenerg-13855	125	5	identifying	identify	VERB
fuelectenerg-13855	125	6	signs	sign	NOUN
fuelectenerg-13855	125	7	of	of	ADP
fuelectenerg-13855	125	8	double	double	ADJ
fuelectenerg-13855	125	9	compression	compression	NOUN
fuelectenerg-13855	125	10	,	,	PUNCT
fuelectenerg-13855	125	11	indicating	indicate	VERB
fuelectenerg-13855	125	12	that	that	SCONJ
fuelectenerg-13855	125	13	the	the	DET
fuelectenerg-13855	125	14	region	region	NOUN
fuelectenerg-13855	125	15	was	be	AUX
fuelectenerg-13855	125	16	saved	save	VERB
fuelectenerg-13855	125	17	separately	separately	ADV
fuelectenerg-13855	125	18	before	before	ADP
fuelectenerg-13855	125	19	being	be	AUX
fuelectenerg-13855	125	20	pasted	paste	VERB
fuelectenerg-13855	125	21	into	into	ADP
fuelectenerg-13855	125	22	the	the	DET
fuelectenerg-13855	125	23	target	target	NOUN
fuelectenerg-13855	125	24	image	image	NOUN
fuelectenerg-13855	125	25	.	.	PUNCT
fuelectenerg-13855	126	1	these	these	DET
fuelectenerg-13855	126	2	signs	sign	NOUN
fuelectenerg-13855	126	3	can	can	AUX
fuelectenerg-13855	126	4	include	include	VERB
fuelectenerg-13855	126	5	inconsistent	inconsistent	ADJ
fuelectenerg-13855	126	6	noise	noise	NOUN
fuelectenerg-13855	126	7	patterns	pattern	NOUN
fuelectenerg-13855	126	8	,	,	PUNCT
fuelectenerg-13855	126	9	jpeg	jpeg	NOUN
fuelectenerg-13855	126	10	blocking	block	VERB
fuelectenerg-13855	126	11	artifacts	artifact	NOUN
fuelectenerg-13855	126	12	,	,	PUNCT
fuelectenerg-13855	126	13	and	and	CCONJ
fuelectenerg-13855	126	14	different	different	ADJ
fuelectenerg-13855	126	15	color	color	NOUN
fuelectenerg-13855	126	16	filter	filter	NOUN
fuelectenerg-13855	126	17	array	array	NOUN
fuelectenerg-13855	126	18	(	(	PUNCT
fuelectenerg-13855	126	19	cfa	cfa	NOUN
fuelectenerg-13855	126	20	)	)	PUNCT
fuelectenerg-13855	126	21	interpolation	interpolation	NOUN
fuelectenerg-13855	126	22	artifacts	artifact	NOUN
fuelectenerg-13855	126	23	.	.	PUNCT
fuelectenerg-13855	127	1	ela	ela	PROPN
fuelectenerg-13855	127	2	is	be	AUX
fuelectenerg-13855	127	3	a	a	DET
fuelectenerg-13855	127	4	passive	passive	ADJ
fuelectenerg-13855	127	5	digital	digital	ADJ
fuelectenerg-13855	127	6	image	image	NOUN
fuelectenerg-13855	127	7	forensics	forensic	NOUN
fuelectenerg-13855	127	8	technique	technique	NOUN
fuelectenerg-13855	127	9	used	use	VERB
fuelectenerg-13855	127	10	in	in	ADP
fuelectenerg-13855	127	11	image	image	NOUN
fuelectenerg-13855	127	12	forgery	forgery	NOUN
fuelectenerg-13855	127	13	detection	detection	NOUN
fuelectenerg-13855	127	14	,	,	PUNCT
fuelectenerg-13855	127	15	particularly	particularly	ADV
fuelectenerg-13855	127	16	effective	effective	ADJ
fuelectenerg-13855	127	17	for	for	ADP
fuelectenerg-13855	127	18	identifying	identify	VERB
fuelectenerg-13855	127	19	manipulated	manipulate	VERB
fuelectenerg-13855	127	20	or	or	CCONJ
fuelectenerg-13855	127	21	spliced	splice	VERB
fuelectenerg-13855	127	22	regions	region	NOUN
fuelectenerg-13855	127	23	in	in	ADP
fuelectenerg-13855	127	24	jpeg	jpeg	NOUN
fuelectenerg-13855	127	25	images	image	NOUN
fuelectenerg-13855	127	26	.	.	PUNCT
fuelectenerg-13855	128	1	the	the	DET
fuelectenerg-13855	128	2	process	process	NOUN
fuelectenerg-13855	128	3	involves	involve	VERB
fuelectenerg-13855	128	4	recompressing	recompresse	VERB
fuelectenerg-13855	128	5	the	the	DET
fuelectenerg-13855	128	6	image	image	NOUN
fuelectenerg-13855	128	7	and	and	CCONJ
fuelectenerg-13855	128	8	measuring	measure	VERB
fuelectenerg-13855	128	9	the	the	DET
fuelectenerg-13855	128	10	local	local	ADJ
fuelectenerg-13855	128	11	error	error	NOUN
fuelectenerg-13855	128	12	caused	cause	VERB
fuelectenerg-13855	128	13	by	by	ADP
fuelectenerg-13855	128	14	compression	compression	NOUN
fuelectenerg-13855	128	15	.	.	PUNCT
fuelectenerg-13855	129	1	inconsistent	inconsistent	ADJ
fuelectenerg-13855	129	2	error	error	NOUN
fuelectenerg-13855	129	3	levels	level	NOUN
fuelectenerg-13855	129	4	across	across	ADP
fuelectenerg-13855	129	5	different	different	ADJ
fuelectenerg-13855	129	6	areas	area	NOUN
fuelectenerg-13855	129	7	of	of	ADP
fuelectenerg-13855	129	8	the	the	DET
fuelectenerg-13855	129	9	image	image	NOUN
fuelectenerg-13855	129	10	can	can	AUX
fuelectenerg-13855	129	11	indicate	indicate	VERB
fuelectenerg-13855	129	12	tampered	tamper	VERB
fuelectenerg-13855	129	13	regions	region	NOUN
fuelectenerg-13855	129	14	.	.	PUNCT
fuelectenerg-13855	130	1	overview	overview	NOUN
fuelectenerg-13855	130	2	of	of	ADP
fuelectenerg-13855	130	3	digital	digital	ADJ
fuelectenerg-13855	130	4	image	image	NOUN
fuelectenerg-13855	130	5	forgery	forgery	NOUN
fuelectenerg-13855	130	6	detection	detection	NOUN
fuelectenerg-13855	130	7	587	587	NUM
fuelectenerg-13855	130	8	3.1.2	3.1.2	NUM
fuelectenerg-13855	130	9	.	.	PUNCT
fuelectenerg-13855	130	10	transform	transform	NOUN
fuelectenerg-13855	130	11	-	-	PUNCT
fuelectenerg-13855	130	12	domain	domain	NOUN
fuelectenerg-13855	130	13	analysis	analysis	NOUN
fuelectenerg-13855	130	14	transform	transform	NOUN
fuelectenerg-13855	130	15	-	-	PUNCT
fuelectenerg-13855	130	16	domain	domain	NOUN
fuelectenerg-13855	130	17	analysis	analysis	NOUN
fuelectenerg-13855	130	18	is	be	AUX
fuelectenerg-13855	130	19	dominantly	dominantly	ADV
fuelectenerg-13855	130	20	focused	focus	VERB
fuelectenerg-13855	130	21	on	on	ADP
fuelectenerg-13855	130	22	the	the	DET
fuelectenerg-13855	130	23	frequency	frequency	NOUN
fuelectenerg-13855	130	24	domain	domain	NOUN
fuelectenerg-13855	130	25	and	and	CCONJ
fuelectenerg-13855	130	26	transformed	transform	VERB
fuelectenerg-13855	130	27	space	space	NOUN
fuelectenerg-13855	130	28	.	.	PUNCT
fuelectenerg-13855	131	1	dct	dct	PROPN
fuelectenerg-13855	131	2	/	/	SYM
fuelectenerg-13855	131	3	dwt	dwt	NOUN
fuelectenerg-13855	131	4	-	-	PUNCT
fuelectenerg-13855	131	5	based	base	VERB
fuelectenerg-13855	131	6	features	feature	NOUN
fuelectenerg-13855	131	7	detect	detect	VERB
fuelectenerg-13855	131	8	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	131	9	in	in	ADP
fuelectenerg-13855	131	10	frequency	frequency	NOUN
fuelectenerg-13855	131	11	content	content	NOUN
fuelectenerg-13855	131	12	:	:	PUNCT
fuelectenerg-13855	131	13	jpeg	jpeg	NOUN
fuelectenerg-13855	131	14	artifacts	artifact	NOUN
fuelectenerg-13855	131	15	,	,	PUNCT
fuelectenerg-13855	131	16	double	double	ADJ
fuelectenerg-13855	131	17	compression	compression	NOUN
fuelectenerg-13855	131	18	,	,	PUNCT
fuelectenerg-13855	131	19	etc	etc	X
fuelectenerg-13855	131	20	.	.	X
fuelectenerg-13855	132	1	prnu	prnu	NOUN
fuelectenerg-13855	132	2	extracts	extract	NOUN
fuelectenerg-13855	132	3	the	the	DET
fuelectenerg-13855	132	4	prnu	prnu	NOUN
fuelectenerg-13855	132	5	‘	'	PUNCT
fuelectenerg-13855	132	6	fingerprint	fingerprint	NOUN
fuelectenerg-13855	132	7	’	'	PUNCT
fuelectenerg-13855	132	8	of	of	ADP
fuelectenerg-13855	132	9	the	the	DET
fuelectenerg-13855	132	10	sensor	sensor	NOUN
fuelectenerg-13855	132	11	;	;	PUNCT
fuelectenerg-13855	132	12	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	132	13	betray	betray	VERB
fuelectenerg-13855	132	14	tampering	tamper	VERB
fuelectenerg-13855	132	15	.	.	PUNCT
fuelectenerg-13855	133	1	missing	miss	VERB
fuelectenerg-13855	133	2	/	/	SYM
fuelectenerg-13855	133	3	altered	alter	VERB
fuelectenerg-13855	133	4	prnu	prnu	NOUN
fuelectenerg-13855	133	5	patterns	pattern	NOUN
fuelectenerg-13855	133	6	suggest	suggest	VERB
fuelectenerg-13855	133	7	splicing	splicing	NOUN
fuelectenerg-13855	133	8	or	or	CCONJ
fuelectenerg-13855	133	9	replacement	replacement	NOUN
fuelectenerg-13855	133	10	.	.	PUNCT
fuelectenerg-13855	134	1	cfa	cfa	PROPN
fuelectenerg-13855	134	2	interpolation	interpolation	NOUN
fuelectenerg-13855	134	3	pattern	pattern	NOUN
fuelectenerg-13855	134	4	detection	detection	NOUN
fuelectenerg-13855	134	5	detects	detect	NOUN
fuelectenerg-13855	134	6	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	134	7	in	in	ADP
fuelectenerg-13855	134	8	demosaicing	demosaice	VERB
fuelectenerg-13855	134	9	artifacts	artifact	NOUN
fuelectenerg-13855	134	10	and	and	CCONJ
fuelectenerg-13855	134	11	is	be	AUX
fuelectenerg-13855	134	12	useful	useful	ADJ
fuelectenerg-13855	134	13	for	for	ADP
fuelectenerg-13855	134	14	camera	camera	NOUN
fuelectenerg-13855	134	15	-	-	PUNCT
fuelectenerg-13855	134	16	origin	origin	NOUN
fuelectenerg-13855	134	17	authentication	authentication	NOUN
fuelectenerg-13855	134	18	.	.	PUNCT
fuelectenerg-13855	135	1	3.1.3	3.1.3	NUM
fuelectenerg-13855	135	2	.	.	PUNCT
fuelectenerg-13855	135	3	deep	deep	ADJ
fuelectenerg-13855	135	4	learning	learning	NOUN
fuelectenerg-13855	135	5	-	-	PUNCT
fuelectenerg-13855	135	6	based	base	VERB
fuelectenerg-13855	135	7	methods	method	NOUN
fuelectenerg-13855	135	8	in	in	ADP
fuelectenerg-13855	135	9	image	image	NOUN
fuelectenerg-13855	135	10	forgery	forgery	NOUN
fuelectenerg-13855	135	11	detection	detection	NOUN
fuelectenerg-13855	135	12	,	,	PUNCT
fuelectenerg-13855	135	13	deep	deep	ADJ
fuelectenerg-13855	135	14	learning	learning	NOUN
fuelectenerg-13855	135	15	methods	method	NOUN
fuelectenerg-13855	135	16	have	have	AUX
fuelectenerg-13855	135	17	emerged	emerge	VERB
fuelectenerg-13855	135	18	as	as	ADP
fuelectenerg-13855	135	19	powerful	powerful	ADJ
fuelectenerg-13855	135	20	tools	tool	NOUN
fuelectenerg-13855	135	21	capable	capable	ADJ
fuelectenerg-13855	135	22	of	of	ADP
fuelectenerg-13855	135	23	automatically	automatically	ADV
fuelectenerg-13855	135	24	learning	learn	VERB
fuelectenerg-13855	135	25	complex	complex	ADJ
fuelectenerg-13855	135	26	features	feature	NOUN
fuelectenerg-13855	135	27	from	from	ADP
fuelectenerg-13855	135	28	data	datum	NOUN
fuelectenerg-13855	135	29	without	without	ADP
fuelectenerg-13855	135	30	the	the	DET
fuelectenerg-13855	135	31	need	need	NOUN
fuelectenerg-13855	135	32	for	for	ADP
fuelectenerg-13855	135	33	handcrafted	handcraft	VERB
fuelectenerg-13855	135	34	rules	rule	NOUN
fuelectenerg-13855	135	35	.	.	PUNCT
fuelectenerg-13855	136	1	techniques	technique	NOUN
fuelectenerg-13855	136	2	such	such	ADJ
fuelectenerg-13855	136	3	as	as	ADP
fuelectenerg-13855	136	4	cnns	cnn	NOUN
fuelectenerg-13855	136	5	are	be	AUX
fuelectenerg-13855	136	6	widely	widely	ADV
fuelectenerg-13855	136	7	used	use	VERB
fuelectenerg-13855	136	8	to	to	PART
fuelectenerg-13855	136	9	detect	detect	VERB
fuelectenerg-13855	136	10	subtle	subtle	ADJ
fuelectenerg-13855	136	11	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	136	12	in	in	ADP
fuelectenerg-13855	136	13	texture	texture	NOUN
fuelectenerg-13855	136	14	,	,	PUNCT
fuelectenerg-13855	136	15	edges	edge	NOUN
fuelectenerg-13855	136	16	,	,	PUNCT
fuelectenerg-13855	136	17	or	or	CCONJ
fuelectenerg-13855	136	18	patterns	pattern	NOUN
fuelectenerg-13855	136	19	that	that	PRON
fuelectenerg-13855	136	20	may	may	AUX
fuelectenerg-13855	136	21	indicate	indicate	VERB
fuelectenerg-13855	136	22	tampering	tampering	NOUN
fuelectenerg-13855	136	23	.	.	PUNCT
fuelectenerg-13855	137	1	these	these	DET
fuelectenerg-13855	137	2	models	model	NOUN
fuelectenerg-13855	137	3	can	can	AUX
fuelectenerg-13855	137	4	be	be	AUX
fuelectenerg-13855	137	5	trained	train	VERB
fuelectenerg-13855	137	6	on	on	ADP
fuelectenerg-13855	137	7	large	large	ADJ
fuelectenerg-13855	137	8	datasets	dataset	NOUN
fuelectenerg-13855	137	9	of	of	ADP
fuelectenerg-13855	137	10	authentic	authentic	ADJ
fuelectenerg-13855	137	11	and	and	CCONJ
fuelectenerg-13855	137	12	forged	forge	VERB
fuelectenerg-13855	137	13	images	image	NOUN
fuelectenerg-13855	137	14	to	to	PART
fuelectenerg-13855	137	15	distinguish	distinguish	VERB
fuelectenerg-13855	137	16	between	between	ADP
fuelectenerg-13855	137	17	manipulated	manipulated	ADJ
fuelectenerg-13855	137	18	and	and	CCONJ
fuelectenerg-13855	137	19	original	original	ADJ
fuelectenerg-13855	137	20	content	content	NOUN
fuelectenerg-13855	137	21	.	.	PUNCT
fuelectenerg-13855	138	1	deep	deep	ADJ
fuelectenerg-13855	138	2	learning	learning	NOUN
fuelectenerg-13855	138	3	approaches	approach	NOUN
fuelectenerg-13855	138	4	often	often	ADV
fuelectenerg-13855	138	5	outperform	outperform	VERB
fuelectenerg-13855	138	6	traditional	traditional	ADJ
fuelectenerg-13855	138	7	methods	method	NOUN
fuelectenerg-13855	138	8	,	,	PUNCT
fuelectenerg-13855	138	9	especially	especially	ADV
fuelectenerg-13855	138	10	in	in	ADP
fuelectenerg-13855	138	11	detecting	detect	VERB
fuelectenerg-13855	138	12	sophisticated	sophisticated	ADJ
fuelectenerg-13855	138	13	forgeries	forgery	NOUN
fuelectenerg-13855	138	14	like	like	ADP
fuelectenerg-13855	138	15	those	those	PRON
fuelectenerg-13855	138	16	created	create	VERB
fuelectenerg-13855	138	17	by	by	ADP
fuelectenerg-13855	138	18	gans	gan	NOUN
fuelectenerg-13855	138	19	,	,	PUNCT
fuelectenerg-13855	138	20	though	though	SCONJ
fuelectenerg-13855	138	21	they	they	PRON
fuelectenerg-13855	138	22	may	may	AUX
fuelectenerg-13855	138	23	require	require	VERB
fuelectenerg-13855	138	24	substantial	substantial	ADJ
fuelectenerg-13855	138	25	data	datum	NOUN
fuelectenerg-13855	138	26	and	and	CCONJ
fuelectenerg-13855	138	27	computational	computational	ADJ
fuelectenerg-13855	138	28	resources	resource	NOUN
fuelectenerg-13855	138	29	.	.	PUNCT
fuelectenerg-13855	139	1	the	the	DET
fuelectenerg-13855	139	2	goal	goal	NOUN
fuelectenerg-13855	139	3	of	of	ADP
fuelectenerg-13855	139	4	deep	deep	ADJ
fuelectenerg-13855	139	5	learningbased	learningbased	ADJ
fuelectenerg-13855	139	6	methods	method	NOUN
fuelectenerg-13855	139	7	is	be	AUX
fuelectenerg-13855	139	8	to	to	PART
fuelectenerg-13855	139	9	learn	learn	VERB
fuelectenerg-13855	139	10	spatial	spatial	ADJ
fuelectenerg-13855	139	11	and	and	CCONJ
fuelectenerg-13855	139	12	semantic	semantic	ADJ
fuelectenerg-13855	139	13	patterns	pattern	NOUN
fuelectenerg-13855	139	14	that	that	PRON
fuelectenerg-13855	139	15	indicate	indicate	VERB
fuelectenerg-13855	139	16	manipulation	manipulation	NOUN
fuelectenerg-13855	139	17	without	without	ADP
fuelectenerg-13855	139	18	hand	hand	NOUN
fuelectenerg-13855	139	19	-	-	PUNCT
fuelectenerg-13855	139	20	crafted	craft	VERB
fuelectenerg-13855	139	21	features	feature	NOUN
fuelectenerg-13855	139	22	.	.	PUNCT
fuelectenerg-13855	140	1	supervised	supervise	VERB
fuelectenerg-13855	140	2	cnn	cnn	PROPN
fuelectenerg-13855	140	3	-	-	PUNCT
fuelectenerg-13855	140	4	based	base	VERB
fuelectenerg-13855	140	5	methods	method	NOUN
fuelectenerg-13855	140	6	involve	involve	VERB
fuelectenerg-13855	140	7	training	training	NOUN
fuelectenerg-13855	140	8	cnns	cnn	NOUN
fuelectenerg-13855	140	9	on	on	ADP
fuelectenerg-13855	140	10	labeled	label	VERB
fuelectenerg-13855	140	11	data	datum	NOUN
fuelectenerg-13855	140	12	that	that	PRON
fuelectenerg-13855	140	13	distinguish	distinguish	VERB
fuelectenerg-13855	140	14	between	between	ADP
fuelectenerg-13855	140	15	forged	forge	VERB
fuelectenerg-13855	140	16	and	and	CCONJ
fuelectenerg-13855	140	17	authentic	authentic	ADJ
fuelectenerg-13855	140	18	regions	region	NOUN
fuelectenerg-13855	140	19	or	or	CCONJ
fuelectenerg-13855	140	20	images	image	NOUN
fuelectenerg-13855	140	21	.	.	PUNCT
fuelectenerg-13855	141	1	notable	notable	ADJ
fuelectenerg-13855	141	2	example	example	NOUN
fuelectenerg-13855	141	3	architectures	architecture	NOUN
fuelectenerg-13855	141	4	include	include	VERB
fuelectenerg-13855	141	5	tampernet	tampernet	NOUN
fuelectenerg-13855	141	6	,	,	PUNCT
fuelectenerg-13855	141	7	mesonet	mesonet	NOUN
fuelectenerg-13855	141	8	,	,	PUNCT
fuelectenerg-13855	141	9	and	and	CCONJ
fuelectenerg-13855	141	10	mantra	mantra	ADJ
fuelectenerg-13855	141	11	-	-	ADJ
fuelectenerg-13855	141	12	net	net	NOUN
fuelectenerg-13855	141	13	,	,	PUNCT
fuelectenerg-13855	141	14	which	which	PRON
fuelectenerg-13855	141	15	uses	use	VERB
fuelectenerg-13855	141	16	a	a	DET
fuelectenerg-13855	141	17	spatial	spatial	ADJ
fuelectenerg-13855	141	18	pyramid	pyramid	NOUN
fuelectenerg-13855	141	19	structure	structure	NOUN
fuelectenerg-13855	141	20	.	.	PUNCT
fuelectenerg-13855	142	1	these	these	DET
fuelectenerg-13855	142	2	models	model	NOUN
fuelectenerg-13855	142	3	can	can	AUX
fuelectenerg-13855	142	4	also	also	ADV
fuelectenerg-13855	142	5	incorporate	incorporate	VERB
fuelectenerg-13855	142	6	segmentation	segmentation	NOUN
fuelectenerg-13855	142	7	networks	network	NOUN
fuelectenerg-13855	142	8	such	such	ADJ
fuelectenerg-13855	142	9	as	as	ADP
fuelectenerg-13855	142	10	u	u	NOUN
fuelectenerg-13855	142	11	-	-	NOUN
fuelectenerg-13855	142	12	net	net	ADJ
fuelectenerg-13855	142	13	to	to	PART
fuelectenerg-13855	142	14	accurately	accurately	ADV
fuelectenerg-13855	142	15	localize	localize	VERB
fuelectenerg-13855	142	16	tampered	tamper	VERB
fuelectenerg-13855	142	17	regions	region	NOUN
fuelectenerg-13855	142	18	within	within	ADP
fuelectenerg-13855	142	19	an	an	DET
fuelectenerg-13855	142	20	image	image	NOUN
fuelectenerg-13855	142	21	.	.	PUNCT
fuelectenerg-13855	143	1	the	the	DET
fuelectenerg-13855	143	2	features	feature	NOUN
fuelectenerg-13855	143	3	used	use	VERB
fuelectenerg-13855	143	4	by	by	ADP
fuelectenerg-13855	143	5	these	these	DET
fuelectenerg-13855	143	6	models	model	NOUN
fuelectenerg-13855	143	7	are	be	AUX
fuelectenerg-13855	143	8	typically	typically	ADV
fuelectenerg-13855	143	9	learned	learn	VERB
fuelectenerg-13855	143	10	directly	directly	ADV
fuelectenerg-13855	143	11	from	from	ADP
fuelectenerg-13855	143	12	raw	raw	ADJ
fuelectenerg-13855	143	13	pixel	pixel	NOUN
fuelectenerg-13855	143	14	data	datum	NOUN
fuelectenerg-13855	143	15	but	but	CCONJ
fuelectenerg-13855	143	16	can	can	AUX
fuelectenerg-13855	143	17	also	also	ADV
fuelectenerg-13855	143	18	be	be	AUX
fuelectenerg-13855	143	19	extracted	extract	VERB
fuelectenerg-13855	143	20	from	from	ADP
fuelectenerg-13855	143	21	frequency	frequency	NOUN
fuelectenerg-13855	143	22	or	or	CCONJ
fuelectenerg-13855	143	23	gradient	gradient	NOUN
fuelectenerg-13855	143	24	domains	domain	NOUN
fuelectenerg-13855	143	25	to	to	PART
fuelectenerg-13855	143	26	improve	improve	VERB
fuelectenerg-13855	143	27	detection	detection	NOUN
fuelectenerg-13855	143	28	accuracy	accuracy	NOUN
fuelectenerg-13855	143	29	.	.	PUNCT
fuelectenerg-13855	144	1	multiscale	multiscale	ADJ
fuelectenerg-13855	144	2	and	and	CCONJ
fuelectenerg-13855	144	3	attention	attention	NOUN
fuelectenerg-13855	144	4	-	-	PUNCT
fuelectenerg-13855	144	5	based	base	VERB
fuelectenerg-13855	144	6	networks	network	NOUN
fuelectenerg-13855	144	7	are	be	AUX
fuelectenerg-13855	144	8	designed	design	VERB
fuelectenerg-13855	144	9	to	to	PART
fuelectenerg-13855	144	10	combine	combine	VERB
fuelectenerg-13855	144	11	global	global	ADJ
fuelectenerg-13855	144	12	context	context	NOUN
fuelectenerg-13855	144	13	,	,	PUNCT
fuelectenerg-13855	144	14	such	such	ADJ
fuelectenerg-13855	144	15	as	as	ADP
fuelectenerg-13855	144	16	overall	overall	ADJ
fuelectenerg-13855	144	17	scene	scene	NOUN
fuelectenerg-13855	144	18	consistency	consistency	NOUN
fuelectenerg-13855	144	19	,	,	PUNCT
fuelectenerg-13855	144	20	with	with	ADP
fuelectenerg-13855	144	21	local	local	ADJ
fuelectenerg-13855	144	22	anomalies	anomaly	NOUN
fuelectenerg-13855	144	23	like	like	ADP
fuelectenerg-13855	144	24	blending	blend	VERB
fuelectenerg-13855	144	25	artifacts	artifact	NOUN
fuelectenerg-13855	144	26	.	.	PUNCT
fuelectenerg-13855	145	1	these	these	DET
fuelectenerg-13855	145	2	networks	network	NOUN
fuelectenerg-13855	145	3	use	use	VERB
fuelectenerg-13855	145	4	attention	attention	NOUN
fuelectenerg-13855	145	5	layers	layer	NOUN
fuelectenerg-13855	145	6	to	to	PART
fuelectenerg-13855	145	7	focus	focus	VERB
fuelectenerg-13855	145	8	on	on	ADP
fuelectenerg-13855	145	9	potentially	potentially	ADV
fuelectenerg-13855	145	10	suspected	suspect	VERB
fuelectenerg-13855	145	11	regions	region	NOUN
fuelectenerg-13855	145	12	,	,	PUNCT
fuelectenerg-13855	145	13	particularly	particularly	ADV
fuelectenerg-13855	145	14	edges	edge	NOUN
fuelectenerg-13855	145	15	and	and	CCONJ
fuelectenerg-13855	145	16	junctions	junction	NOUN
fuelectenerg-13855	145	17	where	where	SCONJ
fuelectenerg-13855	145	18	tampering	tampering	NOUN
fuelectenerg-13855	145	19	is	be	AUX
fuelectenerg-13855	145	20	more	more	ADV
fuelectenerg-13855	145	21	likely	likely	ADJ
fuelectenerg-13855	145	22	to	to	PART
fuelectenerg-13855	145	23	occur	occur	VERB
fuelectenerg-13855	145	24	.	.	PUNCT
fuelectenerg-13855	146	1	recently	recently	ADV
fuelectenerg-13855	146	2	,	,	PUNCT
fuelectenerg-13855	146	3	transformer	transformer	NOUN
fuelectenerg-13855	146	4	-	-	PUNCT
fuelectenerg-13855	146	5	based	base	VERB
fuelectenerg-13855	146	6	architectures	architecture	NOUN
fuelectenerg-13855	146	7	,	,	PUNCT
fuelectenerg-13855	146	8	such	such	ADJ
fuelectenerg-13855	146	9	as	as	ADP
fuelectenerg-13855	146	10	those	those	PRON
fuelectenerg-13855	146	11	built	build	VERB
fuelectenerg-13855	146	12	on	on	ADP
fuelectenerg-13855	146	13	the	the	DET
fuelectenerg-13855	146	14	swin	swin	PROPN
fuelectenerg-13855	146	15	transformer	transformer	PROPN
fuelectenerg-13855	146	16	,	,	PUNCT
fuelectenerg-13855	146	17	have	have	AUX
fuelectenerg-13855	146	18	been	be	AUX
fuelectenerg-13855	146	19	gaining	gain	VERB
fuelectenerg-13855	146	20	popularity	popularity	NOUN
fuelectenerg-13855	146	21	for	for	ADP
fuelectenerg-13855	146	22	their	their	PRON
fuelectenerg-13855	146	23	effectiveness	effectiveness	NOUN
fuelectenerg-13855	146	24	in	in	ADP
fuelectenerg-13855	146	25	capturing	capture	VERB
fuelectenerg-13855	146	26	both	both	CCONJ
fuelectenerg-13855	146	27	local	local	ADJ
fuelectenerg-13855	146	28	and	and	CCONJ
fuelectenerg-13855	146	29	global	global	ADJ
fuelectenerg-13855	146	30	features	feature	NOUN
fuelectenerg-13855	146	31	in	in	ADP
fuelectenerg-13855	146	32	image	image	NOUN
fuelectenerg-13855	146	33	forgery	forgery	NOUN
fuelectenerg-13855	146	34	detection	detection	NOUN
fuelectenerg-13855	146	35	.	.	PUNCT
fuelectenerg-13855	147	1	noiseand	noiseand	ADJ
fuelectenerg-13855	147	2	artifact	artifact	NOUN
fuelectenerg-13855	147	3	-	-	PUNCT
fuelectenerg-13855	147	4	based	base	VERB
fuelectenerg-13855	147	5	detection	detection	NOUN
fuelectenerg-13855	147	6	using	use	VERB
fuelectenerg-13855	147	7	cnns	cnn	NOUN
fuelectenerg-13855	147	8	focuses	focus	VERB
fuelectenerg-13855	147	9	on	on	ADP
fuelectenerg-13855	147	10	identifying	identify	VERB
fuelectenerg-13855	147	11	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	147	12	in	in	ADP
fuelectenerg-13855	147	13	camera	camera	NOUN
fuelectenerg-13855	147	14	-	-	PUNCT
fuelectenerg-13855	147	15	specific	specific	ADJ
fuelectenerg-13855	147	16	noise	noise	NOUN
fuelectenerg-13855	147	17	patterns	pattern	NOUN
fuelectenerg-13855	147	18	.	.	PUNCT
fuelectenerg-13855	148	1	one	one	NUM
fuelectenerg-13855	148	2	prominent	prominent	ADJ
fuelectenerg-13855	148	3	approach	approach	NOUN
fuelectenerg-13855	148	4	is	be	AUX
fuelectenerg-13855	148	5	noiseprint	noiseprint	NOUN
fuelectenerg-13855	148	6	,	,	PUNCT
fuelectenerg-13855	148	7	where	where	SCONJ
fuelectenerg-13855	148	8	a	a	DET
fuelectenerg-13855	148	9	convolutional	convolutional	ADJ
fuelectenerg-13855	148	10	neural	neural	ADJ
fuelectenerg-13855	148	11	network	network	NOUN
fuelectenerg-13855	148	12	is	be	AUX
fuelectenerg-13855	148	13	trained	train	VERB
fuelectenerg-13855	148	14	to	to	PART
fuelectenerg-13855	148	15	extract	extract	VERB
fuelectenerg-13855	148	16	unique	unique	ADJ
fuelectenerg-13855	148	17	noise	noise	NOUN
fuelectenerg-13855	148	18	residuals	residual	NOUN
fuelectenerg-13855	148	19	for	for	ADP
fuelectenerg-13855	148	20	each	each	DET
fuelectenerg-13855	148	21	camera	camera	NOUN
fuelectenerg-13855	148	22	model	model	NOUN
fuelectenerg-13855	148	23	.	.	PUNCT
fuelectenerg-13855	149	1	by	by	ADP
fuelectenerg-13855	149	2	analyzing	analyze	VERB
fuelectenerg-13855	149	3	these	these	DET
fuelectenerg-13855	149	4	residuals	residual	NOUN
fuelectenerg-13855	149	5	,	,	PUNCT
fuelectenerg-13855	149	6	the	the	DET
fuelectenerg-13855	149	7	method	method	NOUN
fuelectenerg-13855	149	8	can	can	AUX
fuelectenerg-13855	149	9	detect	detect	VERB
fuelectenerg-13855	149	10	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	149	11	in	in	ADP
fuelectenerg-13855	149	12	noise	noise	NOUN
fuelectenerg-13855	149	13	levels	level	NOUN
fuelectenerg-13855	149	14	between	between	ADP
fuelectenerg-13855	149	15	tampered	tamper	VERB
fuelectenerg-13855	149	16	and	and	CCONJ
fuelectenerg-13855	149	17	genuine	genuine	ADJ
fuelectenerg-13855	149	18	regions	region	NOUN
fuelectenerg-13855	149	19	,	,	PUNCT
fuelectenerg-13855	149	20	revealing	reveal	VERB
fuelectenerg-13855	149	21	potential	potential	ADJ
fuelectenerg-13855	149	22	forgeries	forgery	NOUN
fuelectenerg-13855	149	23	.	.	PUNCT
fuelectenerg-13855	150	1	gan	gan	PROPN
fuelectenerg-13855	150	2	detection	detection	NOUN
fuelectenerg-13855	150	3	focuses	focus	VERB
fuelectenerg-13855	150	4	on	on	ADP
fuelectenerg-13855	150	5	identifying	identify	VERB
fuelectenerg-13855	150	6	images	image	NOUN
fuelectenerg-13855	150	7	that	that	PRON
fuelectenerg-13855	150	8	have	have	AUX
fuelectenerg-13855	150	9	been	be	AUX
fuelectenerg-13855	150	10	altered	alter	VERB
fuelectenerg-13855	150	11	or	or	CCONJ
fuelectenerg-13855	150	12	entirely	entirely	ADV
fuelectenerg-13855	150	13	generated	generate	VERB
fuelectenerg-13855	150	14	by	by	ADP
fuelectenerg-13855	150	15	generative	generative	ADJ
fuelectenerg-13855	150	16	adversarial	adversarial	ADJ
fuelectenerg-13855	150	17	networks	network	NOUN
fuelectenerg-13855	150	18	,	,	PUNCT
fuelectenerg-13855	150	19	such	such	ADJ
fuelectenerg-13855	150	20	as	as	ADP
fuelectenerg-13855	150	21	stylegan	stylegan	NOUN
fuelectenerg-13855	150	22	or	or	CCONJ
fuelectenerg-13855	150	23	deepfakes	deepfake	NOUN
fuelectenerg-13855	150	24	.	.	PUNCT
fuelectenerg-13855	151	1	this	this	DET
fuelectenerg-13855	151	2	approach	approach	NOUN
fuelectenerg-13855	151	3	relies	rely	VERB
fuelectenerg-13855	151	4	on	on	ADP
fuelectenerg-13855	151	5	recognizing	recognize	VERB
fuelectenerg-13855	151	6	feature	feature	NOUN
fuelectenerg-13855	151	7	-	-	PUNCT
fuelectenerg-13855	151	8	level	level	NOUN
fuelectenerg-13855	151	9	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	151	10	,	,	PUNCT
fuelectenerg-13855	151	11	including	include	VERB
fuelectenerg-13855	151	12	spectral	spectral	ADJ
fuelectenerg-13855	151	13	artifacts	artifact	NOUN
fuelectenerg-13855	151	14	,	,	PUNCT
fuelectenerg-13855	151	15	the	the	DET
fuelectenerg-13855	151	16	absence	absence	NOUN
fuelectenerg-13855	151	17	of	of	ADP
fuelectenerg-13855	151	18	natural	natural	ADJ
fuelectenerg-13855	151	19	sensor	sensor	NOUN
fuelectenerg-13855	151	20	noise	noise	NOUN
fuelectenerg-13855	151	21	,	,	PUNCT
fuelectenerg-13855	151	22	or	or	CCONJ
fuelectenerg-13855	151	23	other	other	ADJ
fuelectenerg-13855	151	24	statistical	statistical	ADJ
fuelectenerg-13855	151	25	anomalies	anomaly	NOUN
fuelectenerg-13855	151	26	that	that	PRON
fuelectenerg-13855	151	27	distinguish	distinguish	VERB
fuelectenerg-13855	151	28	generated	generate	VERB
fuelectenerg-13855	151	29	content	content	NOUN
fuelectenerg-13855	151	30	from	from	ADP
fuelectenerg-13855	151	31	real	real	ADJ
fuelectenerg-13855	151	32	images	image	NOUN
fuelectenerg-13855	151	33	.	.	PUNCT
fuelectenerg-13855	152	1	a	a	DET
fuelectenerg-13855	152	2	well	well	ADV
fuelectenerg-13855	152	3	-	-	PUNCT
fuelectenerg-13855	152	4	known	know	VERB
fuelectenerg-13855	152	5	example	example	NOUN
fuelectenerg-13855	152	6	is	be	AUX
fuelectenerg-13855	152	7	the	the	DET
fuelectenerg-13855	152	8	use	use	NOUN
fuelectenerg-13855	152	9	of	of	ADP
fuelectenerg-13855	152	10	xceptionnet	xceptionnet	PROPN
fuelectenerg-13855	152	11	,	,	PUNCT
fuelectenerg-13855	152	12	which	which	PRON
fuelectenerg-13855	152	13	has	have	AUX
fuelectenerg-13855	152	14	been	be	AUX
fuelectenerg-13855	152	15	effectively	effectively	ADV
fuelectenerg-13855	152	16	applied	apply	VERB
fuelectenerg-13855	152	17	to	to	PART
fuelectenerg-13855	152	18	deepfake	deepfake	VERB
fuelectenerg-13855	152	19	detection	detection	NOUN
fuelectenerg-13855	152	20	tasks	task	NOUN
fuelectenerg-13855	152	21	.	.	PUNCT
fuelectenerg-13855	153	1	588	588	NUM
fuelectenerg-13855	153	2	p.	p.	NOUN
fuelectenerg-13855	153	3	čisar	čisar	PROPN
fuelectenerg-13855	153	4	3.1.4	3.1.4	NUM
fuelectenerg-13855	153	5	.	.	PUNCT
fuelectenerg-13855	153	6	hybrid	hybrid	NOUN
fuelectenerg-13855	153	7	and	and	CCONJ
fuelectenerg-13855	153	8	specialized	specialized	ADJ
fuelectenerg-13855	153	9	techniques	technique	NOUN
fuelectenerg-13855	153	10	in	in	ADP
fuelectenerg-13855	153	11	image	image	NOUN
fuelectenerg-13855	153	12	forgery	forgery	NOUN
fuelectenerg-13855	153	13	detection	detection	NOUN
fuelectenerg-13855	153	14	,	,	PUNCT
fuelectenerg-13855	153	15	hybrid	hybrid	NOUN
fuelectenerg-13855	153	16	and	and	CCONJ
fuelectenerg-13855	153	17	specialized	specialized	ADJ
fuelectenerg-13855	153	18	techniques	technique	NOUN
fuelectenerg-13855	153	19	integrate	integrate	VERB
fuelectenerg-13855	153	20	multiple	multiple	ADJ
fuelectenerg-13855	153	21	methods	method	NOUN
fuelectenerg-13855	153	22	to	to	PART
fuelectenerg-13855	153	23	enhance	enhance	VERB
fuelectenerg-13855	153	24	detection	detection	NOUN
fuelectenerg-13855	153	25	accuracy	accuracy	NOUN
fuelectenerg-13855	153	26	and	and	CCONJ
fuelectenerg-13855	153	27	reliability	reliability	NOUN
fuelectenerg-13855	153	28	.	.	PUNCT
fuelectenerg-13855	154	1	hybrid	hybrid	ADJ
fuelectenerg-13855	154	2	approaches	approach	NOUN
fuelectenerg-13855	154	3	often	often	ADV
fuelectenerg-13855	154	4	combine	combine	VERB
fuelectenerg-13855	154	5	spatial	spatial	ADJ
fuelectenerg-13855	154	6	,	,	PUNCT
fuelectenerg-13855	154	7	transform	transform	NOUN
fuelectenerg-13855	154	8	-	-	PUNCT
fuelectenerg-13855	154	9	domain	domain	NOUN
fuelectenerg-13855	154	10	,	,	PUNCT
fuelectenerg-13855	154	11	and	and	CCONJ
fuelectenerg-13855	154	12	deep	deep	ADJ
fuelectenerg-13855	154	13	learning	learning	NOUN
fuelectenerg-13855	154	14	techniques	technique	NOUN
fuelectenerg-13855	154	15	to	to	PART
fuelectenerg-13855	154	16	capture	capture	VERB
fuelectenerg-13855	154	17	both	both	CCONJ
fuelectenerg-13855	154	18	low	low	ADJ
fuelectenerg-13855	154	19	-	-	PUNCT
fuelectenerg-13855	154	20	level	level	NOUN
fuelectenerg-13855	154	21	artifacts	artifact	NOUN
fuelectenerg-13855	154	22	and	and	CCONJ
fuelectenerg-13855	154	23	highlevel	highlevel	ADJ
fuelectenerg-13855	154	24	features	feature	NOUN
fuelectenerg-13855	154	25	.	.	PUNCT
fuelectenerg-13855	155	1	specialized	specialized	ADJ
fuelectenerg-13855	155	2	techniques	technique	NOUN
fuelectenerg-13855	155	3	focus	focus	VERB
fuelectenerg-13855	155	4	on	on	ADP
fuelectenerg-13855	155	5	specific	specific	ADJ
fuelectenerg-13855	155	6	clues	clue	NOUN
fuelectenerg-13855	155	7	that	that	PRON
fuelectenerg-13855	155	8	may	may	AUX
fuelectenerg-13855	155	9	indicate	indicate	VERB
fuelectenerg-13855	155	10	tampering	tampering	NOUN
fuelectenerg-13855	155	11	,	,	PUNCT
fuelectenerg-13855	155	12	for	for	ADP
fuelectenerg-13855	155	13	example	example	NOUN
fuelectenerg-13855	155	14	,	,	PUNCT
fuelectenerg-13855	155	15	metadata	metadata	VERB
fuelectenerg-13855	155	16	analysis	analysis	NOUN
fuelectenerg-13855	155	17	inspects	inspect	VERB
fuelectenerg-13855	155	18	embedded	embed	VERB
fuelectenerg-13855	155	19	file	file	NOUN
fuelectenerg-13855	155	20	information	information	NOUN
fuelectenerg-13855	155	21	for	for	ADP
fuelectenerg-13855	155	22	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	155	23	,	,	PUNCT
fuelectenerg-13855	155	24	illumination	illumination	NOUN
fuelectenerg-13855	155	25	analysis	analysis	NOUN
fuelectenerg-13855	155	26	checks	check	NOUN
fuelectenerg-13855	155	27	for	for	ADP
fuelectenerg-13855	155	28	unnatural	unnatural	ADJ
fuelectenerg-13855	155	29	lighting	lighting	NOUN
fuelectenerg-13855	155	30	or	or	CCONJ
fuelectenerg-13855	155	31	shadows	shadow	NOUN
fuelectenerg-13855	155	32	,	,	PUNCT
fuelectenerg-13855	155	33	and	and	CCONJ
fuelectenerg-13855	155	34	semantic	semantic	ADJ
fuelectenerg-13855	155	35	analysis	analysis	NOUN
fuelectenerg-13855	155	36	evaluates	evaluate	VERB
fuelectenerg-13855	155	37	the	the	DET
fuelectenerg-13855	155	38	logical	logical	ADJ
fuelectenerg-13855	155	39	coherence	coherence	NOUN
fuelectenerg-13855	155	40	of	of	ADP
fuelectenerg-13855	155	41	scene	scene	NOUN
fuelectenerg-13855	155	42	elements	element	NOUN
fuelectenerg-13855	155	43	.	.	PUNCT
fuelectenerg-13855	156	1	these	these	DET
fuelectenerg-13855	156	2	methods	method	NOUN
fuelectenerg-13855	156	3	are	be	AUX
fuelectenerg-13855	156	4	especially	especially	ADV
fuelectenerg-13855	156	5	useful	useful	ADJ
fuelectenerg-13855	156	6	for	for	ADP
fuelectenerg-13855	156	7	detecting	detect	VERB
fuelectenerg-13855	156	8	sophisticated	sophisticated	ADJ
fuelectenerg-13855	156	9	or	or	CCONJ
fuelectenerg-13855	156	10	subtle	subtle	ADJ
fuelectenerg-13855	156	11	forgeries	forgery	NOUN
fuelectenerg-13855	156	12	that	that	PRON
fuelectenerg-13855	156	13	may	may	AUX
fuelectenerg-13855	156	14	evade	evade	VERB
fuelectenerg-13855	156	15	conventional	conventional	ADJ
fuelectenerg-13855	156	16	detection	detection	NOUN
fuelectenerg-13855	156	17	techniques	technique	NOUN
fuelectenerg-13855	156	18	.	.	PUNCT
fuelectenerg-13855	157	1	there	there	PRON
fuelectenerg-13855	157	2	are	be	VERB
fuelectenerg-13855	157	3	different	different	ADJ
fuelectenerg-13855	157	4	hybrid	hybrid	NOUN
fuelectenerg-13855	157	5	&	&	CCONJ
fuelectenerg-13855	157	6	specialized	specialized	ADJ
fuelectenerg-13855	157	7	techniques	technique	NOUN
fuelectenerg-13855	157	8	.	.	PUNCT
fuelectenerg-13855	158	1	metadata	metadata	ADJ
fuelectenerg-13855	158	2	analysis	analysis	NOUN
fuelectenerg-13855	158	3	involves	involve	VERB
fuelectenerg-13855	158	4	examining	examine	VERB
fuelectenerg-13855	158	5	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	158	6	in	in	ADP
fuelectenerg-13855	158	7	exif	exif	PROPN
fuelectenerg-13855	158	8	(	(	PUNCT
fuelectenerg-13855	158	9	exchangeable	exchangeable	ADJ
fuelectenerg-13855	158	10	image	image	NOUN
fuelectenerg-13855	158	11	file	file	NOUN
fuelectenerg-13855	158	12	format	format	NOUN
fuelectenerg-13855	158	13	)	)	PUNCT
fuelectenerg-13855	158	14	data	datum	NOUN
fuelectenerg-13855	158	15	,	,	PUNCT
fuelectenerg-13855	158	16	such	such	ADJ
fuelectenerg-13855	158	17	as	as	ADP
fuelectenerg-13855	158	18	the	the	DET
fuelectenerg-13855	158	19	camera	camera	NOUN
fuelectenerg-13855	158	20	model	model	NOUN
fuelectenerg-13855	158	21	,	,	PUNCT
fuelectenerg-13855	158	22	gps	gps	PROPN
fuelectenerg-13855	158	23	coordinates	coordinate	NOUN
fuelectenerg-13855	158	24	,	,	PUNCT
fuelectenerg-13855	158	25	and	and	CCONJ
fuelectenerg-13855	158	26	timestamp	timestamp	NOUN
fuelectenerg-13855	158	27	.	.	PUNCT
fuelectenerg-13855	159	1	this	this	DET
fuelectenerg-13855	159	2	method	method	NOUN
fuelectenerg-13855	159	3	also	also	ADV
fuelectenerg-13855	159	4	includes	include	VERB
fuelectenerg-13855	159	5	comparing	compare	VERB
fuelectenerg-13855	159	6	the	the	DET
fuelectenerg-13855	159	7	metadata	metadata	ADJ
fuelectenerg-13855	159	8	information	information	NOUN
fuelectenerg-13855	159	9	with	with	ADP
fuelectenerg-13855	159	10	the	the	DET
fuelectenerg-13855	159	11	actual	actual	ADJ
fuelectenerg-13855	159	12	visual	visual	ADJ
fuelectenerg-13855	159	13	content	content	NOUN
fuelectenerg-13855	159	14	of	of	ADP
fuelectenerg-13855	159	15	the	the	DET
fuelectenerg-13855	159	16	image	image	NOUN
fuelectenerg-13855	159	17	to	to	PART
fuelectenerg-13855	159	18	identify	identify	VERB
fuelectenerg-13855	159	19	potential	potential	ADJ
fuelectenerg-13855	159	20	signs	sign	NOUN
fuelectenerg-13855	159	21	of	of	ADP
fuelectenerg-13855	159	22	manipulation	manipulation	NOUN
fuelectenerg-13855	159	23	or	or	CCONJ
fuelectenerg-13855	159	24	forgery	forgery	NOUN
fuelectenerg-13855	159	25	.	.	PUNCT
fuelectenerg-13855	160	1	illumination	illumination	NOUN
fuelectenerg-13855	160	2	analysis	analysis	NOUN
fuelectenerg-13855	160	3	focuses	focus	VERB
fuelectenerg-13855	160	4	on	on	ADP
fuelectenerg-13855	160	5	detecting	detect	VERB
fuelectenerg-13855	160	6	the	the	DET
fuelectenerg-13855	160	7	direction	direction	NOUN
fuelectenerg-13855	160	8	of	of	ADP
fuelectenerg-13855	160	9	light	light	NOUN
fuelectenerg-13855	160	10	,	,	PUNCT
fuelectenerg-13855	160	11	the	the	DET
fuelectenerg-13855	160	12	behavior	behavior	NOUN
fuelectenerg-13855	160	13	of	of	ADP
fuelectenerg-13855	160	14	shadows	shadow	NOUN
fuelectenerg-13855	160	15	,	,	PUNCT
fuelectenerg-13855	160	16	and	and	CCONJ
fuelectenerg-13855	160	17	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	160	18	in	in	ADP
fuelectenerg-13855	160	19	reflections	reflection	NOUN
fuelectenerg-13855	160	20	within	within	ADP
fuelectenerg-13855	160	21	an	an	DET
fuelectenerg-13855	160	22	image	image	NOUN
fuelectenerg-13855	160	23	.	.	PUNCT
fuelectenerg-13855	161	1	it	it	PRON
fuelectenerg-13855	161	2	is	be	AUX
fuelectenerg-13855	161	3	particularly	particularly	ADV
fuelectenerg-13855	161	4	useful	useful	ADJ
fuelectenerg-13855	161	5	for	for	ADP
fuelectenerg-13855	161	6	splicing	splicing	NOUN
fuelectenerg-13855	161	7	detection	detection	NOUN
fuelectenerg-13855	161	8	,	,	PUNCT
fuelectenerg-13855	161	9	as	as	SCONJ
fuelectenerg-13855	161	10	mismatched	mismatched	ADJ
fuelectenerg-13855	161	11	lighting	lighting	NOUN
fuelectenerg-13855	161	12	between	between	ADP
fuelectenerg-13855	161	13	different	different	ADJ
fuelectenerg-13855	161	14	regions	region	NOUN
fuelectenerg-13855	161	15	can	can	AUX
fuelectenerg-13855	161	16	indicate	indicate	VERB
fuelectenerg-13855	161	17	that	that	SCONJ
fuelectenerg-13855	161	18	elements	element	NOUN
fuelectenerg-13855	161	19	have	have	AUX
fuelectenerg-13855	161	20	been	be	AUX
fuelectenerg-13855	161	21	artificially	artificially	ADV
fuelectenerg-13855	161	22	inserted	insert	VERB
fuelectenerg-13855	161	23	.	.	PUNCT
fuelectenerg-13855	162	1	geometric	geometric	ADJ
fuelectenerg-13855	162	2	constraints	constraint	NOUN
fuelectenerg-13855	162	3	involve	involve	VERB
fuelectenerg-13855	162	4	analyzing	analyze	VERB
fuelectenerg-13855	162	5	perspective	perspective	NOUN
fuelectenerg-13855	162	6	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	162	7	,	,	PUNCT
fuelectenerg-13855	162	8	such	such	ADJ
fuelectenerg-13855	162	9	as	as	ADP
fuelectenerg-13855	162	10	through	through	ADP
fuelectenerg-13855	162	11	vanishing	vanish	VERB
fuelectenerg-13855	162	12	point	point	NOUN
fuelectenerg-13855	162	13	analysis	analysis	NOUN
fuelectenerg-13855	162	14	,	,	PUNCT
fuelectenerg-13855	162	15	to	to	PART
fuelectenerg-13855	162	16	identify	identify	VERB
fuelectenerg-13855	162	17	signs	sign	NOUN
fuelectenerg-13855	162	18	of	of	ADP
fuelectenerg-13855	162	19	image	image	NOUN
fuelectenerg-13855	162	20	manipulation	manipulation	NOUN
fuelectenerg-13855	162	21	.	.	PUNCT
fuelectenerg-13855	163	1	this	this	DET
fuelectenerg-13855	163	2	approach	approach	NOUN
fuelectenerg-13855	163	3	also	also	ADV
fuelectenerg-13855	163	4	includes	include	VERB
fuelectenerg-13855	163	5	evaluating	evaluate	VERB
fuelectenerg-13855	163	6	the	the	DET
fuelectenerg-13855	163	7	object	object	NOUN
fuelectenerg-13855	163	8	size	size	NOUN
fuelectenerg-13855	163	9	in	in	ADP
fuelectenerg-13855	163	10	relation	relation	NOUN
fuelectenerg-13855	163	11	to	to	ADP
fuelectenerg-13855	163	12	the	the	DET
fuelectenerg-13855	163	13	estimated	estimated	ADJ
fuelectenerg-13855	163	14	camera	camera	NOUN
fuelectenerg-13855	163	15	focal	focal	ADJ
fuelectenerg-13855	163	16	length	length	NOUN
fuelectenerg-13855	163	17	,	,	PUNCT
fuelectenerg-13855	163	18	where	where	SCONJ
fuelectenerg-13855	163	19	mismatches	mismatch	NOUN
fuelectenerg-13855	163	20	may	may	AUX
fuelectenerg-13855	163	21	indicate	indicate	VERB
fuelectenerg-13855	163	22	tampering	tampering	NOUN
fuelectenerg-13855	163	23	.	.	PUNCT
fuelectenerg-13855	164	1	semantic	semantic	ADJ
fuelectenerg-13855	164	2	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	164	3	are	be	AUX
fuelectenerg-13855	164	4	detected	detect	VERB
fuelectenerg-13855	164	5	by	by	ADP
fuelectenerg-13855	164	6	applying	apply	VERB
fuelectenerg-13855	164	7	scene	scene	NOUN
fuelectenerg-13855	164	8	understanding	understand	VERB
fuelectenerg-13855	164	9	techniques	technique	NOUN
fuelectenerg-13855	164	10	that	that	PRON
fuelectenerg-13855	164	11	analyze	analyze	VERB
fuelectenerg-13855	164	12	objects	object	NOUN
fuelectenerg-13855	164	13	,	,	PUNCT
fuelectenerg-13855	164	14	humans	human	NOUN
fuelectenerg-13855	164	15	,	,	PUNCT
fuelectenerg-13855	164	16	and	and	CCONJ
fuelectenerg-13855	164	17	the	the	DET
fuelectenerg-13855	164	18	overall	overall	ADJ
fuelectenerg-13855	164	19	context	context	NOUN
fuelectenerg-13855	164	20	within	within	ADP
fuelectenerg-13855	164	21	an	an	DET
fuelectenerg-13855	164	22	image	image	NOUN
fuelectenerg-13855	164	23	.	.	PUNCT
fuelectenerg-13855	165	1	for	for	ADP
fuelectenerg-13855	165	2	example	example	NOUN
fuelectenerg-13855	165	3	,	,	PUNCT
fuelectenerg-13855	165	4	an	an	DET
fuelectenerg-13855	165	5	object	object	NOUN
fuelectenerg-13855	165	6	that	that	PRON
fuelectenerg-13855	165	7	appears	appear	VERB
fuelectenerg-13855	165	8	to	to	PART
fuelectenerg-13855	165	9	be	be	AUX
fuelectenerg-13855	165	10	floating	float	VERB
fuelectenerg-13855	165	11	in	in	ADP
fuelectenerg-13855	165	12	the	the	DET
fuelectenerg-13855	165	13	air	air	NOUN
fuelectenerg-13855	165	14	or	or	CCONJ
fuelectenerg-13855	165	15	that	that	PRON
fuelectenerg-13855	165	16	does	do	AUX
fuelectenerg-13855	165	17	not	not	PART
fuelectenerg-13855	165	18	cast	cast	VERB
fuelectenerg-13855	165	19	a	a	DET
fuelectenerg-13855	165	20	shadow	shadow	NOUN
fuelectenerg-13855	165	21	can	can	AUX
fuelectenerg-13855	165	22	indicate	indicate	VERB
fuelectenerg-13855	165	23	manipulation	manipulation	NOUN
fuelectenerg-13855	165	24	or	or	CCONJ
fuelectenerg-13855	165	25	forgery	forgery	NOUN
fuelectenerg-13855	165	26	.	.	PUNCT
fuelectenerg-13855	166	1	4	4	X
fuelectenerg-13855	166	2	.	.	X
fuelectenerg-13855	166	3	specific	specific	ADJ
fuelectenerg-13855	166	4	characteristics	characteristic	NOUN
fuelectenerg-13855	166	5	of	of	ADP
fuelectenerg-13855	166	6	detection	detection	NOUN
fuelectenerg-13855	166	7	techniques	technique	NOUN
fuelectenerg-13855	166	8	this	this	DET
fuelectenerg-13855	166	9	chapter	chapter	NOUN
fuelectenerg-13855	166	10	elaborates	elaborate	VERB
fuelectenerg-13855	166	11	the	the	DET
fuelectenerg-13855	166	12	strengths	strength	NOUN
fuelectenerg-13855	166	13	and	and	CCONJ
fuelectenerg-13855	166	14	limitations	limitation	NOUN
fuelectenerg-13855	166	15	of	of	ADP
fuelectenerg-13855	166	16	various	various	ADJ
fuelectenerg-13855	166	17	techniques	technique	NOUN
fuelectenerg-13855	166	18	typical	typical	ADJ
fuelectenerg-13855	166	19	for	for	ADP
fuelectenerg-13855	166	20	certain	certain	ADJ
fuelectenerg-13855	166	21	methods	method	NOUN
fuelectenerg-13855	166	22	.	.	PUNCT
fuelectenerg-13855	167	1	4.1	4.1	NUM
fuelectenerg-13855	167	2	.	.	PUNCT
fuelectenerg-13855	168	1	pixel	pixel	NOUN
fuelectenerg-13855	168	2	-	-	PUNCT
fuelectenerg-13855	168	3	level	level	NOUN
fuelectenerg-13855	168	4	(	(	PUNCT
fuelectenerg-13855	168	5	passive	passive	ADJ
fuelectenerg-13855	168	6	)	)	PUNCT
fuelectenerg-13855	168	7	methods	method	NOUN
fuelectenerg-13855	168	8	pixel	pixel	ADJ
fuelectenerg-13855	168	9	-	-	PUNCT
fuelectenerg-13855	168	10	level	level	NOUN
fuelectenerg-13855	168	11	methods	method	NOUN
fuelectenerg-13855	168	12	operate	operate	VERB
fuelectenerg-13855	168	13	directly	directly	ADV
fuelectenerg-13855	168	14	on	on	ADP
fuelectenerg-13855	168	15	the	the	DET
fuelectenerg-13855	168	16	image	image	NOUN
fuelectenerg-13855	168	17	content	content	NOUN
fuelectenerg-13855	168	18	,	,	PUNCT
fuelectenerg-13855	168	19	without	without	ADP
fuelectenerg-13855	168	20	relying	rely	VERB
fuelectenerg-13855	168	21	on	on	ADP
fuelectenerg-13855	168	22	any	any	DET
fuelectenerg-13855	168	23	embedded	embed	VERB
fuelectenerg-13855	168	24	data	datum	NOUN
fuelectenerg-13855	168	25	or	or	CCONJ
fuelectenerg-13855	168	26	prior	prior	ADJ
fuelectenerg-13855	168	27	knowledge	knowledge	NOUN
fuelectenerg-13855	168	28	about	about	ADP
fuelectenerg-13855	168	29	the	the	DET
fuelectenerg-13855	168	30	source	source	NOUN
fuelectenerg-13855	168	31	.	.	PUNCT
fuelectenerg-13855	169	1	as	as	ADP
fuelectenerg-13855	169	2	passive	passive	ADJ
fuelectenerg-13855	169	3	techniques	technique	NOUN
fuelectenerg-13855	169	4	,	,	PUNCT
fuelectenerg-13855	169	5	they	they	PRON
fuelectenerg-13855	169	6	analyze	analyze	VERB
fuelectenerg-13855	169	7	statistical	statistical	ADJ
fuelectenerg-13855	169	8	and	and	CCONJ
fuelectenerg-13855	169	9	structural	structural	ADJ
fuelectenerg-13855	169	10	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	169	11	at	at	ADP
fuelectenerg-13855	169	12	the	the	DET
fuelectenerg-13855	169	13	pixel	pixel	PROPN
fuelectenerg-13855	169	14	level	level	NOUN
fuelectenerg-13855	169	15	to	to	PART
fuelectenerg-13855	169	16	reveal	reveal	VERB
fuelectenerg-13855	169	17	signs	sign	NOUN
fuelectenerg-13855	169	18	of	of	ADP
fuelectenerg-13855	169	19	tampering	tamper	VERB
fuelectenerg-13855	169	20	.	.	PUNCT
fuelectenerg-13855	170	1	these	these	DET
fuelectenerg-13855	170	2	methods	method	NOUN
fuelectenerg-13855	170	3	are	be	AUX
fuelectenerg-13855	170	4	widely	widely	ADV
fuelectenerg-13855	170	5	used	use	VERB
fuelectenerg-13855	170	6	in	in	ADP
fuelectenerg-13855	170	7	digital	digital	ADJ
fuelectenerg-13855	170	8	forensics	forensic	NOUN
fuelectenerg-13855	170	9	due	due	ADP
fuelectenerg-13855	170	10	to	to	ADP
fuelectenerg-13855	170	11	their	their	PRON
fuelectenerg-13855	170	12	noninvasive	noninvasive	ADJ
fuelectenerg-13855	170	13	nature	nature	NOUN
fuelectenerg-13855	170	14	and	and	CCONJ
fuelectenerg-13855	170	15	applicability	applicability	NOUN
fuelectenerg-13855	170	16	to	to	ADP
fuelectenerg-13855	170	17	images	image	NOUN
fuelectenerg-13855	170	18	from	from	ADP
fuelectenerg-13855	170	19	unknown	unknown	ADJ
fuelectenerg-13855	170	20	or	or	CCONJ
fuelectenerg-13855	170	21	untrusted	untrusted	ADJ
fuelectenerg-13855	170	22	sources	source	NOUN
fuelectenerg-13855	170	23	.	.	PUNCT
fuelectenerg-13855	171	1	4.1.1	4.1.1	X
fuelectenerg-13855	171	2	.	.	PUNCT
fuelectenerg-13855	171	3	noise	noise	NOUN
fuelectenerg-13855	171	4	and	and	CCONJ
fuelectenerg-13855	171	5	sensor	sensor	NOUN
fuelectenerg-13855	171	6	pattern	pattern	NOUN
fuelectenerg-13855	171	7	analysis	analysis	NOUN
fuelectenerg-13855	171	8	noise	noise	NOUN
fuelectenerg-13855	171	9	and	and	CCONJ
fuelectenerg-13855	171	10	sensor	sensor	NOUN
fuelectenerg-13855	171	11	pattern	pattern	NOUN
fuelectenerg-13855	171	12	analysis	analysis	NOUN
fuelectenerg-13855	171	13	extracts	extract	NOUN
fuelectenerg-13855	171	14	the	the	DET
fuelectenerg-13855	171	15	unique	unique	ADJ
fuelectenerg-13855	171	16	"	"	PUNCT
fuelectenerg-13855	171	17	fingerprint	fingerprint	NOUN
fuelectenerg-13855	171	18	"	"	PUNCT
fuelectenerg-13855	171	19	of	of	ADP
fuelectenerg-13855	171	20	the	the	DET
fuelectenerg-13855	171	21	image	image	NOUN
fuelectenerg-13855	171	22	sensor	sensor	NOUN
fuelectenerg-13855	171	23	,	,	PUNCT
fuelectenerg-13855	171	24	known	know	VERB
fuelectenerg-13855	171	25	as	as	ADP
fuelectenerg-13855	171	26	the	the	DET
fuelectenerg-13855	171	27	photo	photo	NOUN
fuelectenerg-13855	171	28	-	-	PUNCT
fuelectenerg-13855	171	29	response	response	NOUN
fuelectenerg-13855	171	30	non	non	ADJ
fuelectenerg-13855	171	31	-	-	NOUN
fuelectenerg-13855	171	32	uniformity	uniformity	ADJ
fuelectenerg-13855	171	33	(	(	PUNCT
fuelectenerg-13855	171	34	prnu	prnu	NOUN
fuelectenerg-13855	171	35	)	)	PUNCT
fuelectenerg-13855	171	36	,	,	PUNCT
fuelectenerg-13855	171	37	which	which	PRON
fuelectenerg-13855	171	38	is	be	AUX
fuelectenerg-13855	171	39	specific	specific	ADJ
fuelectenerg-13855	171	40	to	to	ADP
fuelectenerg-13855	171	41	each	each	DET
fuelectenerg-13855	171	42	individual	individual	ADJ
fuelectenerg-13855	171	43	camera	camera	NOUN
fuelectenerg-13855	171	44	.	.	PUNCT
fuelectenerg-13855	172	1	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	172	2	in	in	ADP
fuelectenerg-13855	172	3	this	this	DET
fuelectenerg-13855	172	4	pattern	pattern	NOUN
fuelectenerg-13855	172	5	can	can	AUX
fuelectenerg-13855	172	6	betray	betray	VERB
fuelectenerg-13855	172	7	tampering	tamper	VERB
fuelectenerg-13855	172	8	and	and	CCONJ
fuelectenerg-13855	172	9	are	be	AUX
fuelectenerg-13855	172	10	often	often	ADV
fuelectenerg-13855	172	11	used	use	VERB
fuelectenerg-13855	172	12	as	as	ADP
fuelectenerg-13855	172	13	forensic	forensic	ADJ
fuelectenerg-13855	172	14	evidence	evidence	NOUN
fuelectenerg-13855	172	15	.	.	PUNCT
fuelectenerg-13855	173	1	overview	overview	NOUN
fuelectenerg-13855	173	2	of	of	ADP
fuelectenerg-13855	173	3	digital	digital	ADJ
fuelectenerg-13855	173	4	image	image	NOUN
fuelectenerg-13855	173	5	forgery	forgery	NOUN
fuelectenerg-13855	173	6	detection	detection	NOUN
fuelectenerg-13855	173	7	589	589	NUM
fuelectenerg-13855	173	8	one	one	NUM
fuelectenerg-13855	173	9	of	of	ADP
fuelectenerg-13855	173	10	the	the	DET
fuelectenerg-13855	173	11	key	key	ADJ
fuelectenerg-13855	173	12	strengths	strength	NOUN
fuelectenerg-13855	173	13	of	of	ADP
fuelectenerg-13855	173	14	prnu	prnu	NOUN
fuelectenerg-13855	173	15	-	-	PUNCT
fuelectenerg-13855	173	16	based	base	VERB
fuelectenerg-13855	173	17	analysis	analysis	NOUN
fuelectenerg-13855	173	18	is	be	AUX
fuelectenerg-13855	173	19	its	its	PRON
fuelectenerg-13855	173	20	ability	ability	NOUN
fuelectenerg-13855	173	21	to	to	PART
fuelectenerg-13855	173	22	provide	provide	VERB
fuelectenerg-13855	173	23	a	a	DET
fuelectenerg-13855	173	24	unique	unique	ADJ
fuelectenerg-13855	173	25	camera	camera	NOUN
fuelectenerg-13855	173	26	fingerprint	fingerprint	NOUN
fuelectenerg-13855	173	27	,	,	PUNCT
fuelectenerg-13855	173	28	capable	capable	ADJ
fuelectenerg-13855	173	29	of	of	ADP
fuelectenerg-13855	173	30	identifying	identify	VERB
fuelectenerg-13855	173	31	the	the	DET
fuelectenerg-13855	173	32	source	source	NOUN
fuelectenerg-13855	173	33	camera	camera	NOUN
fuelectenerg-13855	173	34	even	even	ADV
fuelectenerg-13855	173	35	among	among	ADP
fuelectenerg-13855	173	36	devices	device	NOUN
fuelectenerg-13855	173	37	of	of	ADP
fuelectenerg-13855	173	38	the	the	DET
fuelectenerg-13855	173	39	same	same	ADJ
fuelectenerg-13855	173	40	model	model	NOUN
fuelectenerg-13855	173	41	.	.	PUNCT
fuelectenerg-13855	174	1	this	this	DET
fuelectenerg-13855	174	2	technique	technique	NOUN
fuelectenerg-13855	174	3	is	be	AUX
fuelectenerg-13855	174	4	passive	passive	ADJ
fuelectenerg-13855	174	5	,	,	PUNCT
fuelectenerg-13855	174	6	meaning	mean	VERB
fuelectenerg-13855	174	7	that	that	SCONJ
fuelectenerg-13855	174	8	it	it	PRON
fuelectenerg-13855	174	9	does	do	AUX
fuelectenerg-13855	174	10	not	not	PART
fuelectenerg-13855	174	11	require	require	VERB
fuelectenerg-13855	174	12	any	any	DET
fuelectenerg-13855	174	13	prior	prior	ADJ
fuelectenerg-13855	174	14	modification	modification	NOUN
fuelectenerg-13855	174	15	or	or	CCONJ
fuelectenerg-13855	174	16	watermarking	watermarking	NOUN
fuelectenerg-13855	174	17	of	of	ADP
fuelectenerg-13855	174	18	the	the	DET
fuelectenerg-13855	174	19	image	image	NOUN
fuelectenerg-13855	174	20	;	;	PUNCT
fuelectenerg-13855	174	21	analysis	analysis	NOUN
fuelectenerg-13855	174	22	can	can	AUX
fuelectenerg-13855	174	23	be	be	AUX
fuelectenerg-13855	174	24	performed	perform	VERB
fuelectenerg-13855	174	25	post	post	ADJ
fuelectenerg-13855	174	26	-	-	NOUN
fuelectenerg-13855	174	27	capture	capture	NOUN
fuelectenerg-13855	174	28	.	.	PUNCT
fuelectenerg-13855	175	1	it	it	PRON
fuelectenerg-13855	175	2	is	be	AUX
fuelectenerg-13855	175	3	also	also	ADV
fuelectenerg-13855	175	4	robust	robust	ADJ
fuelectenerg-13855	175	5	to	to	ADP
fuelectenerg-13855	175	6	common	common	ADJ
fuelectenerg-13855	175	7	processing	processing	NOUN
fuelectenerg-13855	175	8	,	,	PUNCT
fuelectenerg-13855	175	9	since	since	SCONJ
fuelectenerg-13855	175	10	prnu	prnu	NOUN
fuelectenerg-13855	175	11	patterns	pattern	NOUN
fuelectenerg-13855	175	12	typically	typically	ADV
fuelectenerg-13855	175	13	survive	survive	VERB
fuelectenerg-13855	175	14	standard	standard	ADJ
fuelectenerg-13855	175	15	operations	operation	NOUN
fuelectenerg-13855	175	16	such	such	ADJ
fuelectenerg-13855	175	17	as	as	ADP
fuelectenerg-13855	175	18	compression	compression	NOUN
fuelectenerg-13855	175	19	,	,	PUNCT
fuelectenerg-13855	175	20	resizing	resizing	NOUN
fuelectenerg-13855	175	21	,	,	PUNCT
fuelectenerg-13855	175	22	and	and	CCONJ
fuelectenerg-13855	175	23	mild	mild	ADJ
fuelectenerg-13855	175	24	filtering	filtering	NOUN
fuelectenerg-13855	175	25	.	.	PUNCT
fuelectenerg-13855	176	1	the	the	DET
fuelectenerg-13855	176	2	method	method	NOUN
fuelectenerg-13855	176	3	is	be	AUX
fuelectenerg-13855	176	4	particularly	particularly	ADV
fuelectenerg-13855	176	5	effective	effective	ADJ
fuelectenerg-13855	176	6	for	for	ADP
fuelectenerg-13855	176	7	tampering	tamper	VERB
fuelectenerg-13855	176	8	detection	detection	NOUN
fuelectenerg-13855	176	9	,	,	PUNCT
fuelectenerg-13855	176	10	since	since	SCONJ
fuelectenerg-13855	176	11	the	the	DET
fuelectenerg-13855	176	12	absence	absence	NOUN
fuelectenerg-13855	176	13	or	or	CCONJ
fuelectenerg-13855	176	14	distortion	distortion	NOUN
fuelectenerg-13855	176	15	of	of	ADP
fuelectenerg-13855	176	16	the	the	DET
fuelectenerg-13855	176	17	expected	expect	VERB
fuelectenerg-13855	176	18	prnu	prnu	NOUN
fuelectenerg-13855	176	19	pattern	pattern	NOUN
fuelectenerg-13855	176	20	can	can	AUX
fuelectenerg-13855	176	21	reveal	reveal	VERB
fuelectenerg-13855	176	22	image	image	NOUN
fuelectenerg-13855	176	23	forgeries	forgery	NOUN
fuelectenerg-13855	176	24	,	,	PUNCT
fuelectenerg-13855	176	25	including	include	VERB
fuelectenerg-13855	176	26	splicing	splicing	NOUN
fuelectenerg-13855	176	27	or	or	CCONJ
fuelectenerg-13855	176	28	localized	localized	ADJ
fuelectenerg-13855	176	29	edits	edit	NOUN
fuelectenerg-13855	176	30	.	.	PUNCT
fuelectenerg-13855	177	1	moreover	moreover	ADV
fuelectenerg-13855	177	2	,	,	PUNCT
fuelectenerg-13855	177	3	prnu	prnu	ADJ
fuelectenerg-13855	177	4	analysis	analysis	NOUN
fuelectenerg-13855	177	5	is	be	AUX
fuelectenerg-13855	177	6	widely	widely	ADV
fuelectenerg-13855	177	7	validated	validate	VERB
fuelectenerg-13855	177	8	and	and	CCONJ
fuelectenerg-13855	177	9	has	have	AUX
fuelectenerg-13855	177	10	become	become	VERB
fuelectenerg-13855	177	11	a	a	DET
fuelectenerg-13855	177	12	well	well	ADV
fuelectenerg-13855	177	13	-	-	PUNCT
fuelectenerg-13855	177	14	established	establish	VERB
fuelectenerg-13855	177	15	and	and	CCONJ
fuelectenerg-13855	177	16	trusted	trust	VERB
fuelectenerg-13855	177	17	technique	technique	NOUN
fuelectenerg-13855	177	18	in	in	ADP
fuelectenerg-13855	177	19	the	the	DET
fuelectenerg-13855	177	20	field	field	NOUN
fuelectenerg-13855	177	21	of	of	ADP
fuelectenerg-13855	177	22	digital	digital	ADJ
fuelectenerg-13855	177	23	forensics	forensic	NOUN
fuelectenerg-13855	177	24	.	.	PUNCT
fuelectenerg-13855	178	1	however	however	ADV
fuelectenerg-13855	178	2	,	,	PUNCT
fuelectenerg-13855	178	3	the	the	DET
fuelectenerg-13855	178	4	method	method	NOUN
fuelectenerg-13855	178	5	also	also	ADV
fuelectenerg-13855	178	6	has	have	VERB
fuelectenerg-13855	178	7	certain	certain	ADJ
fuelectenerg-13855	178	8	limitations	limitation	NOUN
fuelectenerg-13855	178	9	.	.	PUNCT
fuelectenerg-13855	179	1	it	it	PRON
fuelectenerg-13855	179	2	can	can	AUX
fuelectenerg-13855	179	3	be	be	AUX
fuelectenerg-13855	179	4	weak	weak	ADJ
fuelectenerg-13855	179	5	in	in	ADP
fuelectenerg-13855	179	6	small	small	ADJ
fuelectenerg-13855	179	7	regions	region	NOUN
fuelectenerg-13855	179	8	,	,	PUNCT
fuelectenerg-13855	179	9	as	as	SCONJ
fuelectenerg-13855	179	10	a	a	DET
fuelectenerg-13855	179	11	sufficient	sufficient	ADJ
fuelectenerg-13855	179	12	number	number	NOUN
fuelectenerg-13855	179	13	of	of	ADP
fuelectenerg-13855	179	14	pixels	pixel	NOUN
fuelectenerg-13855	179	15	is	be	AUX
fuelectenerg-13855	179	16	needed	need	VERB
fuelectenerg-13855	179	17	to	to	PART
fuelectenerg-13855	179	18	estimate	estimate	VERB
fuelectenerg-13855	179	19	a	a	DET
fuelectenerg-13855	179	20	reliable	reliable	ADJ
fuelectenerg-13855	179	21	prnu	prnu	NOUN
fuelectenerg-13855	179	22	pattern	pattern	NOUN
fuelectenerg-13855	179	23	;	;	PUNCT
fuelectenerg-13855	179	24	therefore	therefore	ADV
fuelectenerg-13855	179	25	,	,	PUNCT
fuelectenerg-13855	179	26	small	small	ADJ
fuelectenerg-13855	179	27	splices	splice	NOUN
fuelectenerg-13855	179	28	may	may	AUX
fuelectenerg-13855	179	29	escape	escape	VERB
fuelectenerg-13855	179	30	detection	detection	NOUN
fuelectenerg-13855	179	31	.	.	PUNCT
fuelectenerg-13855	180	1	additionally	additionally	ADV
fuelectenerg-13855	180	2	,	,	PUNCT
fuelectenerg-13855	180	3	prnu	prnu	NOUN
fuelectenerg-13855	180	4	is	be	AUX
fuelectenerg-13855	180	5	vulnerable	vulnerable	ADJ
fuelectenerg-13855	180	6	to	to	ADP
fuelectenerg-13855	180	7	post	post	ADJ
fuelectenerg-13855	180	8	-	-	ADJ
fuelectenerg-13855	180	9	processing	processing	NOUN
fuelectenerg-13855	180	10	;	;	PUNCT
fuelectenerg-13855	180	11	operations	operation	NOUN
fuelectenerg-13855	180	12	such	such	ADJ
fuelectenerg-13855	180	13	as	as	ADP
fuelectenerg-13855	180	14	rescaling	rescaling	NOUN
fuelectenerg-13855	180	15	,	,	PUNCT
fuelectenerg-13855	180	16	heavy	heavy	ADJ
fuelectenerg-13855	180	17	compression	compression	NOUN
fuelectenerg-13855	180	18	,	,	PUNCT
fuelectenerg-13855	180	19	or	or	CCONJ
fuelectenerg-13855	180	20	denoising	denoising	NOUN
fuelectenerg-13855	180	21	may	may	AUX
fuelectenerg-13855	180	22	degrade	degrade	VERB
fuelectenerg-13855	180	23	or	or	CCONJ
fuelectenerg-13855	180	24	completely	completely	ADV
fuelectenerg-13855	180	25	remove	remove	VERB
fuelectenerg-13855	180	26	the	the	DET
fuelectenerg-13855	180	27	signal	signal	NOUN
fuelectenerg-13855	180	28	.	.	PUNCT
fuelectenerg-13855	181	1	the	the	DET
fuelectenerg-13855	181	2	technique	technique	NOUN
fuelectenerg-13855	181	3	performs	perform	VERB
fuelectenerg-13855	181	4	best	good	ADJ
fuelectenerg-13855	181	5	when	when	SCONJ
fuelectenerg-13855	181	6	a	a	DET
fuelectenerg-13855	181	7	reference	reference	NOUN
fuelectenerg-13855	181	8	image	image	NOUN
fuelectenerg-13855	181	9	from	from	ADP
fuelectenerg-13855	181	10	the	the	DET
fuelectenerg-13855	181	11	same	same	ADJ
fuelectenerg-13855	181	12	camera	camera	NOUN
fuelectenerg-13855	181	13	is	be	AUX
fuelectenerg-13855	181	14	available	available	ADJ
fuelectenerg-13855	181	15	,	,	PUNCT
fuelectenerg-13855	181	16	and	and	CCONJ
fuelectenerg-13855	181	17	in	in	ADP
fuelectenerg-13855	181	18	its	its	PRON
fuelectenerg-13855	181	19	absence	absence	NOUN
fuelectenerg-13855	181	20	,	,	PUNCT
fuelectenerg-13855	181	21	detection	detection	NOUN
fuelectenerg-13855	181	22	performance	performance	NOUN
fuelectenerg-13855	181	23	may	may	AUX
fuelectenerg-13855	181	24	degrade	degrade	VERB
fuelectenerg-13855	181	25	.	.	PUNCT
fuelectenerg-13855	182	1	finally	finally	ADV
fuelectenerg-13855	182	2	,	,	PUNCT
fuelectenerg-13855	182	3	there	there	PRON
fuelectenerg-13855	182	4	is	be	VERB
fuelectenerg-13855	182	5	a	a	DET
fuelectenerg-13855	182	6	risk	risk	NOUN
fuelectenerg-13855	182	7	of	of	ADP
fuelectenerg-13855	182	8	false	false	ADJ
fuelectenerg-13855	182	9	positives	positive	NOUN
fuelectenerg-13855	182	10	,	,	PUNCT
fuelectenerg-13855	182	11	especially	especially	ADV
fuelectenerg-13855	182	12	when	when	SCONJ
fuelectenerg-13855	182	13	similar	similar	ADJ
fuelectenerg-13855	182	14	prnu	prnu	NOUN
fuelectenerg-13855	182	15	patterns	pattern	NOUN
fuelectenerg-13855	182	16	appear	appear	VERB
fuelectenerg-13855	182	17	on	on	ADP
fuelectenerg-13855	182	18	different	different	ADJ
fuelectenerg-13855	182	19	devices	device	NOUN
fuelectenerg-13855	182	20	of	of	ADP
fuelectenerg-13855	182	21	the	the	DET
fuelectenerg-13855	182	22	same	same	ADJ
fuelectenerg-13855	182	23	model	model	NOUN
fuelectenerg-13855	182	24	,	,	PUNCT
fuelectenerg-13855	182	25	which	which	PRON
fuelectenerg-13855	182	26	can	can	AUX
fuelectenerg-13855	182	27	mislead	mislead	VERB
fuelectenerg-13855	182	28	the	the	DET
fuelectenerg-13855	182	29	detection	detection	NOUN
fuelectenerg-13855	182	30	system	system	NOUN
fuelectenerg-13855	182	31	.	.	PUNCT
fuelectenerg-13855	183	1	4.1.2	4.1.2	X
fuelectenerg-13855	183	2	.	.	PUNCT
fuelectenerg-13855	183	3	cfa	cfa	PROPN
fuelectenerg-13855	183	4	interpolation	interpolation	NOUN
fuelectenerg-13855	183	5	artifacts	artifact	VERB
fuelectenerg-13855	183	6	cfa	cfa	PROPN
fuelectenerg-13855	183	7	interpolation	interpolation	NOUN
fuelectenerg-13855	183	8	artifacts	artifact	NOUN
fuelectenerg-13855	183	9	detect	detect	VERB
fuelectenerg-13855	183	10	anomalies	anomaly	NOUN
fuelectenerg-13855	183	11	in	in	ADP
fuelectenerg-13855	183	12	the	the	DET
fuelectenerg-13855	183	13	regular	regular	ADJ
fuelectenerg-13855	183	14	pattern	pattern	NOUN
fuelectenerg-13855	183	15	produced	produce	VERB
fuelectenerg-13855	183	16	by	by	ADP
fuelectenerg-13855	183	17	the	the	DET
fuelectenerg-13855	183	18	bayer	bayer	PROPN
fuelectenerg-13855	183	19	filter	filter	NOUN
fuelectenerg-13855	183	20	during	during	ADP
fuelectenerg-13855	183	21	the	the	DET
fuelectenerg-13855	183	22	demosaicing	demosaicing	NOUN
fuelectenerg-13855	183	23	process	process	NOUN
fuelectenerg-13855	183	24	.	.	PUNCT
fuelectenerg-13855	184	1	these	these	DET
fuelectenerg-13855	184	2	patterns	pattern	NOUN
fuelectenerg-13855	184	3	are	be	AUX
fuelectenerg-13855	184	4	generally	generally	ADV
fuelectenerg-13855	184	5	stable	stable	ADJ
fuelectenerg-13855	184	6	and	and	CCONJ
fuelectenerg-13855	184	7	device	device	NOUN
fuelectenerg-13855	184	8	specific	specific	ADJ
fuelectenerg-13855	184	9	,	,	PUNCT
fuelectenerg-13855	184	10	which	which	PRON
fuelectenerg-13855	184	11	makes	make	VERB
fuelectenerg-13855	184	12	them	they	PRON
fuelectenerg-13855	184	13	useful	useful	ADJ
fuelectenerg-13855	184	14	in	in	ADP
fuelectenerg-13855	184	15	forensic	forensic	ADJ
fuelectenerg-13855	184	16	analysis	analysis	NOUN
fuelectenerg-13855	184	17	to	to	PART
fuelectenerg-13855	184	18	identify	identify	AUX
fuelectenerg-13855	184	19	tampered	tamper	VERB
fuelectenerg-13855	184	20	or	or	CCONJ
fuelectenerg-13855	184	21	manipulated	manipulate	VERB
fuelectenerg-13855	184	22	regions	region	NOUN
fuelectenerg-13855	184	23	within	within	ADP
fuelectenerg-13855	184	24	an	an	DET
fuelectenerg-13855	184	25	image	image	NOUN
fuelectenerg-13855	184	26	.	.	PUNCT
fuelectenerg-13855	185	1	one	one	NUM
fuelectenerg-13855	185	2	of	of	ADP
fuelectenerg-13855	185	3	the	the	DET
fuelectenerg-13855	185	4	primary	primary	ADJ
fuelectenerg-13855	185	5	strengths	strength	NOUN
fuelectenerg-13855	185	6	of	of	ADP
fuelectenerg-13855	185	7	this	this	DET
fuelectenerg-13855	185	8	method	method	NOUN
fuelectenerg-13855	185	9	is	be	AUX
fuelectenerg-13855	185	10	its	its	PRON
fuelectenerg-13855	185	11	ability	ability	NOUN
fuelectenerg-13855	185	12	to	to	PART
fuelectenerg-13855	185	13	assist	assist	VERB
fuelectenerg-13855	185	14	in	in	ADP
fuelectenerg-13855	185	15	the	the	DET
fuelectenerg-13855	185	16	detection	detection	NOUN
fuelectenerg-13855	185	17	of	of	ADP
fuelectenerg-13855	185	18	image	image	NOUN
fuelectenerg-13855	185	19	tampering	tampering	NOUN
fuelectenerg-13855	185	20	.	.	PUNCT
fuelectenerg-13855	186	1	because	because	SCONJ
fuelectenerg-13855	186	2	cfa	cfa	PROPN
fuelectenerg-13855	186	3	artifacts	artifact	NOUN
fuelectenerg-13855	186	4	follow	follow	VERB
fuelectenerg-13855	186	5	a	a	DET
fuelectenerg-13855	186	6	predictable	predictable	ADJ
fuelectenerg-13855	186	7	pattern	pattern	NOUN
fuelectenerg-13855	186	8	,	,	PUNCT
fuelectenerg-13855	186	9	any	any	DET
fuelectenerg-13855	186	10	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	186	11	introduced	introduce	VERB
fuelectenerg-13855	186	12	by	by	ADP
fuelectenerg-13855	186	13	editing	edit	VERB
fuelectenerg-13855	186	14	or	or	CCONJ
fuelectenerg-13855	186	15	splicing	splicing	NOUN
fuelectenerg-13855	186	16	are	be	AUX
fuelectenerg-13855	186	17	likely	likely	ADJ
fuelectenerg-13855	186	18	to	to	PART
fuelectenerg-13855	186	19	disrupt	disrupt	VERB
fuelectenerg-13855	186	20	that	that	DET
fuelectenerg-13855	186	21	regularity	regularity	NOUN
fuelectenerg-13855	186	22	.	.	PUNCT
fuelectenerg-13855	187	1	it	it	PRON
fuelectenerg-13855	187	2	also	also	ADV
fuelectenerg-13855	187	3	supports	support	VERB
fuelectenerg-13855	187	4	camera	camera	NOUN
fuelectenerg-13855	187	5	consistency	consistency	NOUN
fuelectenerg-13855	187	6	verification	verification	NOUN
fuelectenerg-13855	187	7	,	,	PUNCT
fuelectenerg-13855	187	8	since	since	SCONJ
fuelectenerg-13855	187	9	demosaicing	demosaice	VERB
fuelectenerg-13855	187	10	patterns	pattern	NOUN
fuelectenerg-13855	187	11	are	be	AUX
fuelectenerg-13855	187	12	often	often	ADV
fuelectenerg-13855	187	13	unique	unique	ADJ
fuelectenerg-13855	187	14	to	to	ADP
fuelectenerg-13855	187	15	specific	specific	ADJ
fuelectenerg-13855	187	16	camera	camera	NOUN
fuelectenerg-13855	187	17	models	model	NOUN
fuelectenerg-13855	187	18	,	,	PUNCT
fuelectenerg-13855	187	19	allowing	allow	VERB
fuelectenerg-13855	187	20	investigators	investigator	NOUN
fuelectenerg-13855	187	21	to	to	PART
fuelectenerg-13855	187	22	check	check	VERB
fuelectenerg-13855	187	23	whether	whether	SCONJ
fuelectenerg-13855	187	24	the	the	DET
fuelectenerg-13855	187	25	image	image	NOUN
fuelectenerg-13855	187	26	is	be	AUX
fuelectenerg-13855	187	27	consistent	consistent	ADJ
fuelectenerg-13855	187	28	with	with	ADP
fuelectenerg-13855	187	29	the	the	DET
fuelectenerg-13855	187	30	claimed	claim	VERB
fuelectenerg-13855	187	31	capture	capture	NOUN
fuelectenerg-13855	187	32	device	device	NOUN
fuelectenerg-13855	187	33	.	.	PUNCT
fuelectenerg-13855	188	1	like	like	ADP
fuelectenerg-13855	188	2	prnu	prnu	NOUN
fuelectenerg-13855	188	3	,	,	PUNCT
fuelectenerg-13855	188	4	cfa	cfa	PROPN
fuelectenerg-13855	188	5	-	-	PUNCT
fuelectenerg-13855	188	6	based	base	VERB
fuelectenerg-13855	188	7	detection	detection	NOUN
fuelectenerg-13855	188	8	is	be	AUX
fuelectenerg-13855	188	9	a	a	DET
fuelectenerg-13855	188	10	passive	passive	ADJ
fuelectenerg-13855	188	11	and	and	CCONJ
fuelectenerg-13855	188	12	non	non	ADJ
fuelectenerg-13855	188	13	-	-	ADJ
fuelectenerg-13855	188	14	invasive	invasive	ADJ
fuelectenerg-13855	188	15	approach	approach	NOUN
fuelectenerg-13855	188	16	,	,	PUNCT
fuelectenerg-13855	188	17	requiring	require	VERB
fuelectenerg-13855	188	18	no	no	DET
fuelectenerg-13855	188	19	prior	prior	ADJ
fuelectenerg-13855	188	20	image	image	NOUN
fuelectenerg-13855	188	21	modification	modification	NOUN
fuelectenerg-13855	188	22	or	or	CCONJ
fuelectenerg-13855	188	23	embedded	embed	VERB
fuelectenerg-13855	188	24	data	datum	NOUN
fuelectenerg-13855	188	25	.	.	PUNCT
fuelectenerg-13855	189	1	it	it	PRON
fuelectenerg-13855	189	2	is	be	AUX
fuelectenerg-13855	189	3	particularly	particularly	ADV
fuelectenerg-13855	189	4	well	well	ADV
fuelectenerg-13855	189	5	-	-	PUNCT
fuelectenerg-13855	189	6	suited	suit	VERB
fuelectenerg-13855	189	7	for	for	ADP
fuelectenerg-13855	189	8	forensic	forensic	ADJ
fuelectenerg-13855	189	9	scenarios	scenario	NOUN
fuelectenerg-13855	189	10	where	where	SCONJ
fuelectenerg-13855	189	11	the	the	DET
fuelectenerg-13855	189	12	original	original	ADJ
fuelectenerg-13855	189	13	capture	capture	NOUN
fuelectenerg-13855	189	14	context	context	NOUN
fuelectenerg-13855	189	15	is	be	AUX
fuelectenerg-13855	189	16	unknown	unknown	ADJ
fuelectenerg-13855	189	17	.	.	PUNCT
fuelectenerg-13855	190	1	furthermore	furthermore	ADV
fuelectenerg-13855	190	2	,	,	PUNCT
fuelectenerg-13855	190	3	it	it	PRON
fuelectenerg-13855	190	4	enables	enable	VERB
fuelectenerg-13855	190	5	forgery	forgery	NOUN
fuelectenerg-13855	190	6	localization	localization	NOUN
fuelectenerg-13855	190	7	,	,	PUNCT
fuelectenerg-13855	190	8	as	as	SCONJ
fuelectenerg-13855	190	9	altered	altered	ADJ
fuelectenerg-13855	190	10	regions	region	NOUN
fuelectenerg-13855	190	11	typically	typically	ADV
fuelectenerg-13855	190	12	distort	distort	VERB
fuelectenerg-13855	190	13	the	the	DET
fuelectenerg-13855	190	14	interpolation	interpolation	NOUN
fuelectenerg-13855	190	15	pattern	pattern	NOUN
fuelectenerg-13855	190	16	,	,	PUNCT
fuelectenerg-13855	190	17	making	make	VERB
fuelectenerg-13855	190	18	it	it	PRON
fuelectenerg-13855	190	19	possible	possible	ADJ
fuelectenerg-13855	190	20	to	to	PART
fuelectenerg-13855	190	21	identify	identify	VERB
fuelectenerg-13855	190	22	edited	edit	VERB
fuelectenerg-13855	190	23	areas	area	NOUN
fuelectenerg-13855	190	24	with	with	ADP
fuelectenerg-13855	190	25	relatively	relatively	ADV
fuelectenerg-13855	190	26	fine	fine	ADJ
fuelectenerg-13855	190	27	granularity	granularity	NOUN
fuelectenerg-13855	190	28	.	.	PUNCT
fuelectenerg-13855	191	1	an	an	DET
fuelectenerg-13855	191	2	additional	additional	ADJ
fuelectenerg-13855	191	3	advantage	advantage	NOUN
fuelectenerg-13855	191	4	is	be	AUX
fuelectenerg-13855	191	5	its	its	PRON
fuelectenerg-13855	191	6	effectiveness	effectiveness	NOUN
fuelectenerg-13855	191	7	on	on	ADP
fuelectenerg-13855	191	8	jpeg	jpeg	NOUN
fuelectenerg-13855	191	9	images	image	NOUN
fuelectenerg-13855	191	10	.	.	PUNCT
fuelectenerg-13855	192	1	despite	despite	SCONJ
fuelectenerg-13855	192	2	the	the	DET
fuelectenerg-13855	192	3	lossy	lossy	ADJ
fuelectenerg-13855	192	4	nature	nature	NOUN
fuelectenerg-13855	192	5	of	of	ADP
fuelectenerg-13855	192	6	jpeg	jpeg	PROPN
fuelectenerg-13855	192	7	compression	compression	PROPN
fuelectenerg-13855	192	8	,	,	PUNCT
fuelectenerg-13855	192	9	cfa	cfa	PROPN
fuelectenerg-13855	192	10	artifacts	artifact	NOUN
fuelectenerg-13855	192	11	often	often	ADV
fuelectenerg-13855	192	12	remain	remain	VERB
fuelectenerg-13855	192	13	intact	intact	ADJ
fuelectenerg-13855	192	14	,	,	PUNCT
fuelectenerg-13855	192	15	allowing	allow	VERB
fuelectenerg-13855	192	16	the	the	DET
fuelectenerg-13855	192	17	analysis	analysis	NOUN
fuelectenerg-13855	192	18	of	of	ADP
fuelectenerg-13855	192	19	images	image	NOUN
fuelectenerg-13855	192	20	shared	share	VERB
fuelectenerg-13855	192	21	online	online	ADV
fuelectenerg-13855	192	22	or	or	CCONJ
fuelectenerg-13855	192	23	stored	store	VERB
fuelectenerg-13855	192	24	in	in	ADP
fuelectenerg-13855	192	25	compressed	compress	VERB
fuelectenerg-13855	192	26	formats	format	NOUN
fuelectenerg-13855	192	27	.	.	PUNCT
fuelectenerg-13855	193	1	however	however	ADV
fuelectenerg-13855	193	2	,	,	PUNCT
fuelectenerg-13855	193	3	the	the	DET
fuelectenerg-13855	193	4	method	method	NOUN
fuelectenerg-13855	193	5	has	have	VERB
fuelectenerg-13855	193	6	limitations	limitation	NOUN
fuelectenerg-13855	193	7	.	.	PUNCT
fuelectenerg-13855	194	1	it	it	PRON
fuelectenerg-13855	194	2	is	be	AUX
fuelectenerg-13855	194	3	sensitive	sensitive	ADJ
fuelectenerg-13855	194	4	to	to	ADP
fuelectenerg-13855	194	5	pre	pre	VERB
fuelectenerg-13855	194	6	-	-	ADJ
fuelectenerg-13855	194	7	processing	processing	ADJ
fuelectenerg-13855	194	8	;	;	PUNCT
fuelectenerg-13855	194	9	actions	action	NOUN
fuelectenerg-13855	194	10	such	such	ADJ
fuelectenerg-13855	194	11	as	as	ADP
fuelectenerg-13855	194	12	re	re	NOUN
fuelectenerg-13855	194	13	-	-	NOUN
fuelectenerg-13855	194	14	mosaicing	mosaicing	ADJ
fuelectenerg-13855	194	15	,	,	PUNCT
fuelectenerg-13855	194	16	interpolation	interpolation	NOUN
fuelectenerg-13855	194	17	,	,	PUNCT
fuelectenerg-13855	194	18	or	or	CCONJ
fuelectenerg-13855	194	19	heavy	heavy	ADJ
fuelectenerg-13855	194	20	filtering	filtering	NOUN
fuelectenerg-13855	194	21	may	may	AUX
fuelectenerg-13855	194	22	erase	erase	VERB
fuelectenerg-13855	194	23	or	or	CCONJ
fuelectenerg-13855	194	24	alter	alter	VERB
fuelectenerg-13855	194	25	the	the	DET
fuelectenerg-13855	194	26	cfa	cfa	PROPN
fuelectenerg-13855	194	27	traces	trace	NOUN
fuelectenerg-13855	194	28	,	,	PUNCT
fuelectenerg-13855	194	29	reducing	reduce	VERB
fuelectenerg-13855	194	30	their	their	PRON
fuelectenerg-13855	194	31	reliability	reliability	NOUN
fuelectenerg-13855	194	32	.	.	PUNCT
fuelectenerg-13855	195	1	the	the	DET
fuelectenerg-13855	195	2	technique	technique	NOUN
fuelectenerg-13855	195	3	is	be	AUX
fuelectenerg-13855	195	4	also	also	ADV
fuelectenerg-13855	195	5	model	model	ADJ
fuelectenerg-13855	195	6	-	-	PUNCT
fuelectenerg-13855	195	7	specific	specific	ADJ
fuelectenerg-13855	195	8	,	,	PUNCT
fuelectenerg-13855	195	9	as	as	SCONJ
fuelectenerg-13855	195	10	different	different	ADJ
fuelectenerg-13855	195	11	cameras	camera	NOUN
fuelectenerg-13855	195	12	and	and	CCONJ
fuelectenerg-13855	195	13	even	even	ADV
fuelectenerg-13855	195	14	different	different	ADJ
fuelectenerg-13855	195	15	raw	raw	ADJ
fuelectenerg-13855	195	16	-	-	PUNCT
fuelectenerg-13855	195	17	to	to	ADP
fuelectenerg-13855	195	18	-	-	PUNCT
fuelectenerg-13855	195	19	jpeg	jpeg	NOUN
fuelectenerg-13855	195	20	conversion	conversion	NOUN
fuelectenerg-13855	195	21	pipelines	pipeline	NOUN
fuelectenerg-13855	195	22	use	use	VERB
fuelectenerg-13855	195	23	varying	vary	VERB
fuelectenerg-13855	195	24	demosaicing	demosaicing	ADJ
fuelectenerg-13855	195	25	algorithms	algorithm	NOUN
fuelectenerg-13855	195	26	,	,	PUNCT
fuelectenerg-13855	195	27	which	which	PRON
fuelectenerg-13855	195	28	can	can	AUX
fuelectenerg-13855	195	29	limit	limit	VERB
fuelectenerg-13855	195	30	the	the	DET
fuelectenerg-13855	195	31	general	general	ADJ
fuelectenerg-13855	195	32	applicability	applicability	NOUN
fuelectenerg-13855	195	33	of	of	ADP
fuelectenerg-13855	195	34	generic	generic	ADJ
fuelectenerg-13855	195	35	detectors	detector	NOUN
fuelectenerg-13855	195	36	.	.	PUNCT
fuelectenerg-13855	196	1	lastly	lastly	ADV
fuelectenerg-13855	196	2	,	,	PUNCT
fuelectenerg-13855	196	3	there	there	PRON
fuelectenerg-13855	196	4	is	be	VERB
fuelectenerg-13855	196	5	a	a	DET
fuelectenerg-13855	196	6	potential	potential	NOUN
fuelectenerg-13855	196	7	for	for	ADP
fuelectenerg-13855	196	8	a	a	DET
fuelectenerg-13855	196	9	high	high	ADJ
fuelectenerg-13855	196	10	false	false	ADJ
fuelectenerg-13855	196	11	alarm	alarm	NOUN
fuelectenerg-13855	196	12	rate	rate	NOUN
fuelectenerg-13855	196	13	,	,	PUNCT
fuelectenerg-13855	196	14	since	since	SCONJ
fuelectenerg-13855	196	15	certain	certain	ADJ
fuelectenerg-13855	196	16	genuine	genuine	ADJ
fuelectenerg-13855	196	17	image	image	NOUN
fuelectenerg-13855	196	18	characteristics	characteristic	NOUN
fuelectenerg-13855	196	19	,	,	PUNCT
fuelectenerg-13855	196	20	such	such	ADJ
fuelectenerg-13855	196	21	as	as	ADP
fuelectenerg-13855	196	22	high	high	ADJ
fuelectenerg-13855	196	23	-	-	PUNCT
fuelectenerg-13855	196	24	iso	iso	NOUN
fuelectenerg-13855	196	25	noise	noise	NOUN
fuelectenerg-13855	196	26	or	or	CCONJ
fuelectenerg-13855	196	27	naturally	naturally	ADV
fuelectenerg-13855	196	28	textured	textured	ADJ
fuelectenerg-13855	196	29	regions	region	NOUN
fuelectenerg-13855	196	30	,	,	PUNCT
fuelectenerg-13855	196	31	may	may	AUX
fuelectenerg-13855	196	32	mimic	mimic	VERB
fuelectenerg-13855	196	33	irregularities	irregularity	NOUN
fuelectenerg-13855	196	34	typically	typically	ADV
fuelectenerg-13855	196	35	associated	associate	VERB
fuelectenerg-13855	196	36	with	with	ADP
fuelectenerg-13855	196	37	tampering	tamper	VERB
fuelectenerg-13855	196	38	.	.	PUNCT
fuelectenerg-13855	197	1	590	590	NUM
fuelectenerg-13855	197	2	p.	p.	NOUN
fuelectenerg-13855	197	3	čisar	čisar	NOUN
fuelectenerg-13855	198	1	4.1.3	4.1.3	NUM
fuelectenerg-13855	198	2	.	.	PUNCT
fuelectenerg-13855	198	3	jpeg	jpeg	NOUN
fuelectenerg-13855	198	4	compression	compression	NOUN
fuelectenerg-13855	198	5	artifacts	artifact	NOUN
fuelectenerg-13855	198	6	(	(	PUNCT
fuelectenerg-13855	198	7	double	double	ADJ
fuelectenerg-13855	198	8	compression	compression	NOUN
fuelectenerg-13855	198	9	)	)	PUNCT
fuelectenerg-13855	198	10	jpeg	jpeg	NOUN
fuelectenerg-13855	198	11	compression	compression	NOUN
fuelectenerg-13855	198	12	artifact	artifact	NOUN
fuelectenerg-13855	198	13	analysis	analysis	NOUN
fuelectenerg-13855	198	14	focuses	focus	VERB
fuelectenerg-13855	198	15	on	on	ADP
fuelectenerg-13855	198	16	identifying	identify	VERB
fuelectenerg-13855	198	17	signs	sign	NOUN
fuelectenerg-13855	198	18	of	of	ADP
fuelectenerg-13855	198	19	double	double	ADJ
fuelectenerg-13855	198	20	compression	compression	NOUN
fuelectenerg-13855	198	21	,	,	PUNCT
fuelectenerg-13855	198	22	which	which	PRON
fuelectenerg-13855	198	23	typically	typically	ADV
fuelectenerg-13855	198	24	occurs	occur	VERB
fuelectenerg-13855	198	25	when	when	SCONJ
fuelectenerg-13855	198	26	an	an	DET
fuelectenerg-13855	198	27	image	image	NOUN
fuelectenerg-13855	198	28	has	have	AUX
fuelectenerg-13855	198	29	been	be	AUX
fuelectenerg-13855	198	30	edited	edit	VERB
fuelectenerg-13855	198	31	and	and	CCONJ
fuelectenerg-13855	198	32	subsequently	subsequently	ADV
fuelectenerg-13855	198	33	saved	save	VERB
fuelectenerg-13855	198	34	again	again	ADV
fuelectenerg-13855	198	35	.	.	PUNCT
fuelectenerg-13855	199	1	this	this	DET
fuelectenerg-13855	199	2	process	process	NOUN
fuelectenerg-13855	199	3	leaves	leave	VERB
fuelectenerg-13855	199	4	behind	behind	ADP
fuelectenerg-13855	199	5	quantization	quantization	NOUN
fuelectenerg-13855	199	6	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	199	7	and	and	CCONJ
fuelectenerg-13855	199	8	block	block	NOUN
fuelectenerg-13855	199	9	-	-	PUNCT
fuelectenerg-13855	199	10	level	level	NOUN
fuelectenerg-13855	199	11	traces	trace	NOUN
fuelectenerg-13855	199	12	,	,	PUNCT
fuelectenerg-13855	199	13	particularly	particularly	ADV
fuelectenerg-13855	199	14	within	within	ADP
fuelectenerg-13855	199	15	the	the	DET
fuelectenerg-13855	199	16	8×8	8×8	PROPN
fuelectenerg-13855	199	17	dct	dct	PROPN
fuelectenerg-13855	199	18	grid	grid	NOUN
fuelectenerg-13855	199	19	,	,	PUNCT
fuelectenerg-13855	199	20	that	that	PRON
fuelectenerg-13855	199	21	may	may	AUX
fuelectenerg-13855	199	22	indicate	indicate	VERB
fuelectenerg-13855	199	23	tampering	tampering	NOUN
fuelectenerg-13855	199	24	.	.	PUNCT
fuelectenerg-13855	200	1	one	one	NUM
fuelectenerg-13855	200	2	of	of	ADP
fuelectenerg-13855	200	3	the	the	DET
fuelectenerg-13855	200	4	main	main	ADJ
fuelectenerg-13855	200	5	strengths	strength	NOUN
fuelectenerg-13855	200	6	of	of	ADP
fuelectenerg-13855	200	7	this	this	DET
fuelectenerg-13855	200	8	method	method	NOUN
fuelectenerg-13855	200	9	is	be	AUX
fuelectenerg-13855	200	10	its	its	PRON
fuelectenerg-13855	200	11	ability	ability	NOUN
fuelectenerg-13855	200	12	to	to	PART
fuelectenerg-13855	200	13	support	support	VERB
fuelectenerg-13855	200	14	tampering	tamper	VERB
fuelectenerg-13855	200	15	detection	detection	NOUN
fuelectenerg-13855	200	16	,	,	PUNCT
fuelectenerg-13855	200	17	as	as	SCONJ
fuelectenerg-13855	200	18	recompression	recompression	NOUN
fuelectenerg-13855	200	19	often	often	ADV
fuelectenerg-13855	200	20	introduces	introduce	VERB
fuelectenerg-13855	200	21	subtle	subtle	ADJ
fuelectenerg-13855	200	22	artifacts	artifact	NOUN
fuelectenerg-13855	200	23	that	that	PRON
fuelectenerg-13855	200	24	are	be	AUX
fuelectenerg-13855	200	25	not	not	PART
fuelectenerg-13855	200	26	present	present	ADJ
fuelectenerg-13855	200	27	in	in	ADP
fuelectenerg-13855	200	28	original	original	ADJ
fuelectenerg-13855	200	29	images	image	NOUN
fuelectenerg-13855	200	30	.	.	PUNCT
fuelectenerg-13855	201	1	moreover	moreover	ADV
fuelectenerg-13855	201	2	,	,	PUNCT
fuelectenerg-13855	201	3	it	it	PRON
fuelectenerg-13855	201	4	allows	allow	VERB
fuelectenerg-13855	201	5	for	for	ADP
fuelectenerg-13855	201	6	forgery	forgery	NOUN
fuelectenerg-13855	201	7	localization	localization	NOUN
fuelectenerg-13855	201	8	by	by	ADP
fuelectenerg-13855	201	9	detecting	detect	VERB
fuelectenerg-13855	201	10	anomalies	anomaly	NOUN
fuelectenerg-13855	201	11	at	at	ADP
fuelectenerg-13855	201	12	the	the	DET
fuelectenerg-13855	201	13	level	level	NOUN
fuelectenerg-13855	201	14	of	of	ADP
fuelectenerg-13855	201	15	compression	compression	NOUN
fuelectenerg-13855	201	16	blocks	block	NOUN
fuelectenerg-13855	201	17	,	,	PUNCT
fuelectenerg-13855	201	18	thereby	thereby	ADV
fuelectenerg-13855	201	19	highlighting	highlight	VERB
fuelectenerg-13855	201	20	regions	region	NOUN
fuelectenerg-13855	201	21	where	where	SCONJ
fuelectenerg-13855	201	22	editing	editing	NOUN
fuelectenerg-13855	201	23	and	and	CCONJ
fuelectenerg-13855	201	24	re	re	VERB
fuelectenerg-13855	201	25	-	-	ADJ
fuelectenerg-13855	201	26	saving	saving	NOUN
fuelectenerg-13855	201	27	have	have	AUX
fuelectenerg-13855	201	28	taken	take	VERB
fuelectenerg-13855	201	29	place	place	NOUN
fuelectenerg-13855	201	30	.	.	PUNCT
fuelectenerg-13855	202	1	an	an	DET
fuelectenerg-13855	202	2	additional	additional	ADJ
fuelectenerg-13855	202	3	advantage	advantage	NOUN
fuelectenerg-13855	202	4	is	be	AUX
fuelectenerg-13855	202	5	that	that	SCONJ
fuelectenerg-13855	202	6	it	it	PRON
fuelectenerg-13855	202	7	does	do	AUX
fuelectenerg-13855	202	8	not	not	PART
fuelectenerg-13855	202	9	require	require	VERB
fuelectenerg-13855	202	10	an	an	DET
fuelectenerg-13855	202	11	original	original	ADJ
fuelectenerg-13855	202	12	image	image	NOUN
fuelectenerg-13855	202	13	.	.	PUNCT
fuelectenerg-13855	203	1	the	the	DET
fuelectenerg-13855	203	2	method	method	NOUN
fuelectenerg-13855	203	3	operates	operate	VERB
fuelectenerg-13855	203	4	passively	passively	ADV
fuelectenerg-13855	203	5	and	and	CCONJ
fuelectenerg-13855	203	6	works	work	VERB
fuelectenerg-13855	203	7	directly	directly	ADV
fuelectenerg-13855	203	8	on	on	ADP
fuelectenerg-13855	203	9	the	the	DET
fuelectenerg-13855	203	10	suspect	suspect	ADJ
fuelectenerg-13855	203	11	file	file	NOUN
fuelectenerg-13855	203	12	,	,	PUNCT
fuelectenerg-13855	203	13	which	which	PRON
fuelectenerg-13855	203	14	is	be	AUX
fuelectenerg-13855	203	15	especially	especially	ADV
fuelectenerg-13855	203	16	valuable	valuable	ADJ
fuelectenerg-13855	203	17	in	in	ADP
fuelectenerg-13855	203	18	cases	case	NOUN
fuelectenerg-13855	203	19	where	where	SCONJ
fuelectenerg-13855	203	20	the	the	DET
fuelectenerg-13855	203	21	unedited	unedited	ADJ
fuelectenerg-13855	203	22	original	original	NOUN
fuelectenerg-13855	203	23	is	be	AUX
fuelectenerg-13855	203	24	unavailable	unavailable	ADJ
fuelectenerg-13855	203	25	.	.	PUNCT
fuelectenerg-13855	204	1	it	it	PRON
fuelectenerg-13855	204	2	is	be	AUX
fuelectenerg-13855	204	3	also	also	ADV
fuelectenerg-13855	204	4	effective	effective	ADJ
fuelectenerg-13855	204	5	in	in	ADP
fuelectenerg-13855	204	6	web	web	NOUN
fuelectenerg-13855	204	7	and	and	CCONJ
fuelectenerg-13855	204	8	social	social	ADJ
fuelectenerg-13855	204	9	media	medium	NOUN
fuelectenerg-13855	204	10	images	image	NOUN
fuelectenerg-13855	204	11	,	,	PUNCT
fuelectenerg-13855	204	12	as	as	SCONJ
fuelectenerg-13855	204	13	compression	compression	NOUN
fuelectenerg-13855	204	14	artifacts	artifact	NOUN
fuelectenerg-13855	204	15	are	be	AUX
fuelectenerg-13855	204	16	frequently	frequently	ADV
fuelectenerg-13855	204	17	preserved	preserve	VERB
fuelectenerg-13855	204	18	even	even	ADV
fuelectenerg-13855	204	19	after	after	ADP
fuelectenerg-13855	204	20	online	online	ADJ
fuelectenerg-13855	204	21	distribution	distribution	NOUN
fuelectenerg-13855	204	22	.	.	PUNCT
fuelectenerg-13855	205	1	furthermore	furthermore	ADV
fuelectenerg-13855	205	2	,	,	PUNCT
fuelectenerg-13855	205	3	this	this	DET
fuelectenerg-13855	205	4	approach	approach	NOUN
fuelectenerg-13855	205	5	is	be	AUX
fuelectenerg-13855	205	6	model	model	NOUN
fuelectenerg-13855	205	7	-	-	PUNCT
fuelectenerg-13855	205	8	free	free	ADJ
fuelectenerg-13855	205	9	,	,	PUNCT
fuelectenerg-13855	205	10	meaning	mean	VERB
fuelectenerg-13855	205	11	it	it	PRON
fuelectenerg-13855	205	12	does	do	AUX
fuelectenerg-13855	205	13	not	not	PART
fuelectenerg-13855	205	14	depend	depend	VERB
fuelectenerg-13855	205	15	on	on	ADP
fuelectenerg-13855	205	16	device	device	NOUN
fuelectenerg-13855	205	17	-	-	PUNCT
fuelectenerg-13855	205	18	specific	specific	ADJ
fuelectenerg-13855	205	19	characteristics	characteristic	NOUN
fuelectenerg-13855	205	20	such	such	ADJ
fuelectenerg-13855	205	21	as	as	ADP
fuelectenerg-13855	205	22	sensor	sensor	NOUN
fuelectenerg-13855	205	23	or	or	CCONJ
fuelectenerg-13855	205	24	demosaicing	demosaicing	NOUN
fuelectenerg-13855	205	25	patterns	pattern	NOUN
fuelectenerg-13855	205	26	.	.	PUNCT
fuelectenerg-13855	206	1	this	this	PRON
fuelectenerg-13855	206	2	makes	make	VERB
fuelectenerg-13855	206	3	it	it	PRON
fuelectenerg-13855	206	4	suitable	suitable	ADJ
fuelectenerg-13855	206	5	for	for	ADP
fuelectenerg-13855	206	6	a	a	DET
fuelectenerg-13855	206	7	broad	broad	ADJ
fuelectenerg-13855	206	8	range	range	NOUN
fuelectenerg-13855	206	9	of	of	ADP
fuelectenerg-13855	206	10	images	image	NOUN
fuelectenerg-13855	206	11	,	,	PUNCT
fuelectenerg-13855	206	12	even	even	ADV
fuelectenerg-13855	206	13	when	when	SCONJ
fuelectenerg-13855	206	14	camera	camera	NOUN
fuelectenerg-13855	206	15	metadata	metadata	NOUN
fuelectenerg-13855	206	16	is	be	AUX
fuelectenerg-13855	206	17	missing	miss	VERB
fuelectenerg-13855	206	18	or	or	CCONJ
fuelectenerg-13855	206	19	unreliable	unreliable	ADJ
fuelectenerg-13855	206	20	.	.	PUNCT
fuelectenerg-13855	207	1	despite	despite	SCONJ
fuelectenerg-13855	207	2	these	these	DET
fuelectenerg-13855	207	3	strengths	strength	NOUN
fuelectenerg-13855	207	4	,	,	PUNCT
fuelectenerg-13855	207	5	jpeg	jpeg	NOUN
fuelectenerg-13855	207	6	artifact	artifact	NOUN
fuelectenerg-13855	207	7	analysis	analysis	NOUN
fuelectenerg-13855	207	8	has	have	VERB
fuelectenerg-13855	207	9	certain	certain	ADJ
fuelectenerg-13855	207	10	limitations	limitation	NOUN
fuelectenerg-13855	207	11	.	.	PUNCT
fuelectenerg-13855	208	1	it	it	PRON
fuelectenerg-13855	208	2	assumes	assume	VERB
fuelectenerg-13855	208	3	a	a	DET
fuelectenerg-13855	208	4	jpeg	jpeg	NOUN
fuelectenerg-13855	208	5	processing	processing	NOUN
fuelectenerg-13855	208	6	pipeline	pipeline	NOUN
fuelectenerg-13855	208	7	,	,	PUNCT
fuelectenerg-13855	208	8	so	so	SCONJ
fuelectenerg-13855	208	9	it	it	PRON
fuelectenerg-13855	208	10	is	be	AUX
fuelectenerg-13855	208	11	not	not	PART
fuelectenerg-13855	208	12	applicable	applicable	ADJ
fuelectenerg-13855	208	13	to	to	ADP
fuelectenerg-13855	208	14	png	png	PROPN
fuelectenerg-13855	208	15	,	,	PUNCT
fuelectenerg-13855	208	16	raw	raw	ADJ
fuelectenerg-13855	208	17	,	,	PUNCT
fuelectenerg-13855	208	18	or	or	CCONJ
fuelectenerg-13855	208	19	other	other	ADJ
fuelectenerg-13855	208	20	non	non	ADJ
fuelectenerg-13855	208	21	-	-	ADJ
fuelectenerg-13855	208	22	jpeg	jpeg	ADJ
fuelectenerg-13855	208	23	formats	format	NOUN
fuelectenerg-13855	208	24	.	.	PUNCT
fuelectenerg-13855	209	1	if	if	SCONJ
fuelectenerg-13855	209	2	a	a	DET
fuelectenerg-13855	209	3	forger	forger	NOUN
fuelectenerg-13855	209	4	performs	perform	VERB
fuelectenerg-13855	209	5	global	global	ADJ
fuelectenerg-13855	209	6	recompression	recompression	NOUN
fuelectenerg-13855	209	7	of	of	ADP
fuelectenerg-13855	209	8	the	the	DET
fuelectenerg-13855	209	9	entire	entire	ADJ
fuelectenerg-13855	209	10	image	image	NOUN
fuelectenerg-13855	209	11	after	after	ADP
fuelectenerg-13855	209	12	editing	edit	VERB
fuelectenerg-13855	209	13	,	,	PUNCT
fuelectenerg-13855	209	14	the	the	DET
fuelectenerg-13855	209	15	distinctive	distinctive	ADJ
fuelectenerg-13855	209	16	double	double	ADJ
fuelectenerg-13855	209	17	-	-	PUNCT
fuelectenerg-13855	209	18	compression	compression	NOUN
fuelectenerg-13855	209	19	artifacts	artifact	NOUN
fuelectenerg-13855	209	20	may	may	AUX
fuelectenerg-13855	209	21	disappear	disappear	VERB
fuelectenerg-13855	209	22	completely	completely	ADV
fuelectenerg-13855	209	23	.	.	PUNCT
fuelectenerg-13855	210	1	furthermore	furthermore	ADV
fuelectenerg-13855	210	2	,	,	PUNCT
fuelectenerg-13855	210	3	the	the	DET
fuelectenerg-13855	210	4	method	method	NOUN
fuelectenerg-13855	210	5	often	often	ADV
fuelectenerg-13855	210	6	relies	rely	VERB
fuelectenerg-13855	210	7	on	on	ADP
fuelectenerg-13855	210	8	alignment	alignment	NOUN
fuelectenerg-13855	210	9	with	with	ADP
fuelectenerg-13855	210	10	the	the	DET
fuelectenerg-13855	210	11	original	original	ADJ
fuelectenerg-13855	210	12	8×8	8×8	NUM
fuelectenerg-13855	210	13	block	block	NOUN
fuelectenerg-13855	210	14	grid	grid	NOUN
fuelectenerg-13855	210	15	;	;	PUNCT
fuelectenerg-13855	210	16	even	even	ADV
fuelectenerg-13855	210	17	a	a	DET
fuelectenerg-13855	210	18	slight	slight	ADJ
fuelectenerg-13855	210	19	shift	shift	NOUN
fuelectenerg-13855	210	20	in	in	ADP
fuelectenerg-13855	210	21	the	the	DET
fuelectenerg-13855	210	22	recompression	recompression	NOUN
fuelectenerg-13855	210	23	grid	grid	NOUN
fuelectenerg-13855	210	24	can	can	AUX
fuelectenerg-13855	210	25	obscure	obscure	VERB
fuelectenerg-13855	210	26	evidence	evidence	NOUN
fuelectenerg-13855	210	27	of	of	ADP
fuelectenerg-13855	210	28	tampering	tampering	NOUN
fuelectenerg-13855	210	29	,	,	PUNCT
fuelectenerg-13855	210	30	making	make	VERB
fuelectenerg-13855	210	31	detection	detection	NOUN
fuelectenerg-13855	210	32	unreliable	unreliable	ADJ
fuelectenerg-13855	210	33	.	.	PUNCT
fuelectenerg-13855	211	1	4.2	4.2	NUM
fuelectenerg-13855	211	2	.	.	PUNCT
fuelectenerg-13855	211	3	format	format	NOUN
fuelectenerg-13855	211	4	-	-	PUNCT
fuelectenerg-13855	211	5	based	base	VERB
fuelectenerg-13855	211	6	methods	method	NOUN
fuelectenerg-13855	211	7	format	format	NOUN
fuelectenerg-13855	211	8	-	-	PUNCT
fuelectenerg-13855	211	9	based	base	VERB
fuelectenerg-13855	211	10	methods	method	NOUN
fuelectenerg-13855	211	11	exploit	exploit	VERB
fuelectenerg-13855	211	12	the	the	DET
fuelectenerg-13855	211	13	structure	structure	NOUN
fuelectenerg-13855	211	14	of	of	ADP
fuelectenerg-13855	211	15	image	image	NOUN
fuelectenerg-13855	211	16	encoding	encoding	NOUN
fuelectenerg-13855	211	17	and	and	CCONJ
fuelectenerg-13855	211	18	file	file	NOUN
fuelectenerg-13855	211	19	metadata	metadata	NOUN
fuelectenerg-13855	211	20	to	to	PART
fuelectenerg-13855	211	21	detect	detect	VERB
fuelectenerg-13855	211	22	signs	sign	NOUN
fuelectenerg-13855	211	23	of	of	ADP
fuelectenerg-13855	211	24	manipulation	manipulation	NOUN
fuelectenerg-13855	211	25	.	.	PUNCT
fuelectenerg-13855	212	1	rather	rather	ADV
fuelectenerg-13855	212	2	than	than	ADP
fuelectenerg-13855	212	3	analyzing	analyze	VERB
fuelectenerg-13855	212	4	visual	visual	ADJ
fuelectenerg-13855	212	5	content	content	NOUN
fuelectenerg-13855	212	6	directly	directly	ADV
fuelectenerg-13855	212	7	,	,	PUNCT
fuelectenerg-13855	212	8	these	these	DET
fuelectenerg-13855	212	9	techniques	technique	NOUN
fuelectenerg-13855	212	10	focus	focus	VERB
fuelectenerg-13855	212	11	on	on	ADP
fuelectenerg-13855	212	12	compression	compression	NOUN
fuelectenerg-13855	212	13	artifacts	artifact	NOUN
fuelectenerg-13855	212	14	,	,	PUNCT
fuelectenerg-13855	212	15	error	error	NOUN
fuelectenerg-13855	212	16	patterns	pattern	NOUN
fuelectenerg-13855	212	17	,	,	PUNCT
fuelectenerg-13855	212	18	and	and	CCONJ
fuelectenerg-13855	212	19	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	212	20	in	in	ADP
fuelectenerg-13855	212	21	embedded	embed	VERB
fuelectenerg-13855	212	22	metadata	metadata	NOUN
fuelectenerg-13855	212	23	that	that	PRON
fuelectenerg-13855	212	24	may	may	AUX
fuelectenerg-13855	212	25	indicate	indicate	VERB
fuelectenerg-13855	212	26	tampering	tampering	NOUN
fuelectenerg-13855	212	27	.	.	PUNCT
fuelectenerg-13855	213	1	4.2.1	4.2.1	X
fuelectenerg-13855	213	2	.	.	PUNCT
fuelectenerg-13855	213	3	error	error	NOUN
fuelectenerg-13855	213	4	level	level	NOUN
fuelectenerg-13855	213	5	analysis	analysis	NOUN
fuelectenerg-13855	213	6	(	(	PUNCT
fuelectenerg-13855	213	7	ela	ela	PROPN
fuelectenerg-13855	213	8	)	)	PUNCT
fuelectenerg-13855	213	9	error	error	NOUN
fuelectenerg-13855	213	10	level	level	NOUN
fuelectenerg-13855	213	11	analysis	analysis	NOUN
fuelectenerg-13855	213	12	(	(	PUNCT
fuelectenerg-13855	213	13	ela	ela	PROPN
fuelectenerg-13855	213	14	)	)	PUNCT
fuelectenerg-13855	213	15	is	be	AUX
fuelectenerg-13855	213	16	a	a	DET
fuelectenerg-13855	213	17	passive	passive	ADJ
fuelectenerg-13855	213	18	forensic	forensic	ADJ
fuelectenerg-13855	213	19	technique	technique	NOUN
fuelectenerg-13855	213	20	that	that	PRON
fuelectenerg-13855	213	21	works	work	VERB
fuelectenerg-13855	213	22	by	by	ADP
fuelectenerg-13855	213	23	recompressing	recompresse	VERB
fuelectenerg-13855	213	24	an	an	DET
fuelectenerg-13855	213	25	image	image	NOUN
fuelectenerg-13855	213	26	at	at	ADP
fuelectenerg-13855	213	27	a	a	DET
fuelectenerg-13855	213	28	known	know	VERB
fuelectenerg-13855	213	29	jpeg	jpeg	NOUN
fuelectenerg-13855	213	30	quality	quality	NOUN
fuelectenerg-13855	213	31	level	level	NOUN
fuelectenerg-13855	213	32	and	and	CCONJ
fuelectenerg-13855	213	33	visualizing	visualize	VERB
fuelectenerg-13855	213	34	the	the	DET
fuelectenerg-13855	213	35	resulting	result	VERB
fuelectenerg-13855	213	36	error	error	NOUN
fuelectenerg-13855	213	37	values	value	NOUN
fuelectenerg-13855	213	38	block	block	NOUN
fuelectenerg-13855	213	39	-	-	PUNCT
fuelectenerg-13855	213	40	byblock	byblock	NOUN
fuelectenerg-13855	213	41	.	.	PUNCT
fuelectenerg-13855	214	1	regions	region	NOUN
fuelectenerg-13855	214	2	that	that	PRON
fuelectenerg-13855	214	3	have	have	AUX
fuelectenerg-13855	214	4	been	be	AUX
fuelectenerg-13855	214	5	altered	alter	VERB
fuelectenerg-13855	214	6	typically	typically	ADV
fuelectenerg-13855	214	7	exhibit	exhibit	VERB
fuelectenerg-13855	214	8	different	different	ADJ
fuelectenerg-13855	214	9	error	error	NOUN
fuelectenerg-13855	214	10	intensities	intensity	NOUN
fuelectenerg-13855	214	11	compared	compare	VERB
fuelectenerg-13855	214	12	to	to	ADP
fuelectenerg-13855	214	13	the	the	DET
fuelectenerg-13855	214	14	rest	rest	NOUN
fuelectenerg-13855	214	15	of	of	ADP
fuelectenerg-13855	214	16	the	the	DET
fuelectenerg-13855	214	17	image	image	NOUN
fuelectenerg-13855	214	18	.	.	PUNCT
fuelectenerg-13855	215	1	these	these	DET
fuelectenerg-13855	215	2	differences	difference	NOUN
fuelectenerg-13855	215	3	can	can	AUX
fuelectenerg-13855	215	4	then	then	ADV
fuelectenerg-13855	215	5	be	be	AUX
fuelectenerg-13855	215	6	highlighted	highlight	VERB
fuelectenerg-13855	215	7	and	and	CCONJ
fuelectenerg-13855	215	8	visually	visually	ADV
fuelectenerg-13855	215	9	inspected	inspect	VERB
fuelectenerg-13855	215	10	to	to	PART
fuelectenerg-13855	215	11	identify	identify	VERB
fuelectenerg-13855	215	12	potential	potential	ADJ
fuelectenerg-13855	215	13	tampering	tampering	NOUN
fuelectenerg-13855	215	14	.	.	PUNCT
fuelectenerg-13855	216	1	among	among	ADP
fuelectenerg-13855	216	2	its	its	PRON
fuelectenerg-13855	216	3	key	key	ADJ
fuelectenerg-13855	216	4	strengths	strength	NOUN
fuelectenerg-13855	216	5	,	,	PUNCT
fuelectenerg-13855	216	6	ela	ela	PROPN
fuelectenerg-13855	216	7	supports	support	VERB
fuelectenerg-13855	216	8	tampering	tamper	VERB
fuelectenerg-13855	216	9	detection	detection	NOUN
fuelectenerg-13855	216	10	by	by	ADP
fuelectenerg-13855	216	11	exposing	expose	VERB
fuelectenerg-13855	216	12	areas	area	NOUN
fuelectenerg-13855	216	13	with	with	ADP
fuelectenerg-13855	216	14	an	an	DET
fuelectenerg-13855	216	15	inconsistent	inconsistent	ADJ
fuelectenerg-13855	216	16	compression	compression	NOUN
fuelectenerg-13855	216	17	history	history	NOUN
fuelectenerg-13855	216	18	,	,	PUNCT
fuelectenerg-13855	216	19	which	which	PRON
fuelectenerg-13855	216	20	may	may	AUX
fuelectenerg-13855	216	21	indicate	indicate	VERB
fuelectenerg-13855	216	22	editing	editing	NOUN
fuelectenerg-13855	216	23	or	or	CCONJ
fuelectenerg-13855	216	24	splicing	splicing	NOUN
fuelectenerg-13855	216	25	.	.	PUNCT
fuelectenerg-13855	217	1	the	the	DET
fuelectenerg-13855	217	2	method	method	NOUN
fuelectenerg-13855	217	3	is	be	AUX
fuelectenerg-13855	217	4	also	also	ADV
fuelectenerg-13855	217	5	visual	visual	ADJ
fuelectenerg-13855	217	6	and	and	CCONJ
fuelectenerg-13855	217	7	intuitive	intuitive	ADJ
fuelectenerg-13855	217	8	,	,	PUNCT
fuelectenerg-13855	217	9	producing	produce	VERB
fuelectenerg-13855	217	10	a	a	DET
fuelectenerg-13855	217	11	heatmap	heatmap	NOUN
fuelectenerg-13855	217	12	-	-	PUNCT
fuelectenerg-13855	217	13	like	like	ADJ
fuelectenerg-13855	217	14	output	output	NOUN
fuelectenerg-13855	217	15	in	in	ADP
fuelectenerg-13855	217	16	which	which	PRON
fuelectenerg-13855	217	17	suspicious	suspicious	ADJ
fuelectenerg-13855	217	18	regions	region	NOUN
fuelectenerg-13855	217	19	appear	appear	VERB
fuelectenerg-13855	217	20	visually	visually	ADV
fuelectenerg-13855	217	21	distinct	distinct	ADJ
fuelectenerg-13855	217	22	,	,	PUNCT
fuelectenerg-13855	217	23	allowing	allow	VERB
fuelectenerg-13855	217	24	even	even	ADV
fuelectenerg-13855	217	25	users	user	NOUN
fuelectenerg-13855	217	26	without	without	ADP
fuelectenerg-13855	217	27	deep	deep	ADJ
fuelectenerg-13855	217	28	technical	technical	ADJ
fuelectenerg-13855	217	29	expertise	expertise	NOUN
fuelectenerg-13855	217	30	to	to	PART
fuelectenerg-13855	217	31	interpret	interpret	VERB
fuelectenerg-13855	217	32	the	the	DET
fuelectenerg-13855	217	33	results	result	NOUN
fuelectenerg-13855	217	34	.	.	PUNCT
fuelectenerg-13855	218	1	ela	ela	PROPN
fuelectenerg-13855	218	2	is	be	AUX
fuelectenerg-13855	218	3	fast	fast	ADJ
fuelectenerg-13855	218	4	and	and	CCONJ
fuelectenerg-13855	218	5	easy	easy	ADJ
fuelectenerg-13855	218	6	to	to	PART
fuelectenerg-13855	218	7	apply	apply	VERB
fuelectenerg-13855	218	8	,	,	PUNCT
fuelectenerg-13855	218	9	requires	require	VERB
fuelectenerg-13855	218	10	minimal	minimal	ADJ
fuelectenerg-13855	218	11	computational	computational	ADJ
fuelectenerg-13855	218	12	resources	resource	NOUN
fuelectenerg-13855	218	13	and	and	CCONJ
fuelectenerg-13855	218	14	is	be	AUX
fuelectenerg-13855	218	15	readily	readily	ADV
fuelectenerg-13855	218	16	available	available	ADJ
fuelectenerg-13855	218	17	through	through	ADP
fuelectenerg-13855	218	18	common	common	ADJ
fuelectenerg-13855	218	19	forensic	forensic	ADJ
fuelectenerg-13855	218	20	software	software	NOUN
fuelectenerg-13855	218	21	or	or	CCONJ
fuelectenerg-13855	218	22	online	online	ADJ
fuelectenerg-13855	218	23	platforms	platform	NOUN
fuelectenerg-13855	218	24	.	.	PUNCT
fuelectenerg-13855	219	1	another	another	DET
fuelectenerg-13855	219	2	advantage	advantage	NOUN
fuelectenerg-13855	219	3	of	of	ADP
fuelectenerg-13855	219	4	ela	ela	PROPN
fuelectenerg-13855	219	5	is	be	AUX
fuelectenerg-13855	219	6	that	that	SCONJ
fuelectenerg-13855	219	7	it	it	PRON
fuelectenerg-13855	219	8	operates	operate	VERB
fuelectenerg-13855	219	9	without	without	ADP
fuelectenerg-13855	219	10	needing	need	VERB
fuelectenerg-13855	219	11	camera	camera	NOUN
fuelectenerg-13855	219	12	-	-	PUNCT
fuelectenerg-13855	219	13	specific	specific	ADJ
fuelectenerg-13855	219	14	information	information	NOUN
fuelectenerg-13855	219	15	or	or	CCONJ
fuelectenerg-13855	219	16	embedded	embed	VERB
fuelectenerg-13855	219	17	metadata	metadata	NOUN
fuelectenerg-13855	219	18	,	,	PUNCT
fuelectenerg-13855	219	19	which	which	PRON
fuelectenerg-13855	219	20	is	be	AUX
fuelectenerg-13855	219	21	useful	useful	ADJ
fuelectenerg-13855	219	22	when	when	SCONJ
fuelectenerg-13855	219	23	such	such	ADJ
fuelectenerg-13855	219	24	data	datum	NOUN
fuelectenerg-13855	219	25	is	be	AUX
fuelectenerg-13855	219	26	unavailable	unavailable	ADJ
fuelectenerg-13855	219	27	or	or	CCONJ
fuelectenerg-13855	219	28	has	have	AUX
fuelectenerg-13855	219	29	been	be	AUX
fuelectenerg-13855	219	30	removed	remove	VERB
fuelectenerg-13855	219	31	.	.	PUNCT
fuelectenerg-13855	220	1	it	it	PRON
fuelectenerg-13855	220	2	is	be	AUX
fuelectenerg-13855	220	3	also	also	ADV
fuelectenerg-13855	220	4	widely	widely	ADV
fuelectenerg-13855	220	5	adopted	adopt	VERB
fuelectenerg-13855	220	6	as	as	ADP
fuelectenerg-13855	220	7	a	a	DET
fuelectenerg-13855	220	8	first	first	ADJ
fuelectenerg-13855	220	9	-	-	PUNCT
fuelectenerg-13855	220	10	pass	pass	VERB
fuelectenerg-13855	220	11	analysis	analysis	NOUN
fuelectenerg-13855	220	12	tool	tool	NOUN
fuelectenerg-13855	220	13	within	within	ADP
fuelectenerg-13855	220	14	forensic	forensic	ADJ
fuelectenerg-13855	220	15	workflows	workflow	NOUN
fuelectenerg-13855	220	16	,	,	PUNCT
fuelectenerg-13855	220	17	helping	help	VERB
fuelectenerg-13855	220	18	analysts	analyst	NOUN
fuelectenerg-13855	220	19	identify	identify	VERB
fuelectenerg-13855	220	20	regions	region	NOUN
fuelectenerg-13855	220	21	of	of	ADP
fuelectenerg-13855	220	22	interest	interest	NOUN
fuelectenerg-13855	220	23	for	for	ADP
fuelectenerg-13855	220	24	a	a	DET
fuelectenerg-13855	220	25	more	more	ADJ
fuelectenerg-13855	220	26	in	in	ADP
fuelectenerg-13855	220	27	-	-	PUNCT
fuelectenerg-13855	220	28	depth	depth	NOUN
fuelectenerg-13855	220	29	examination	examination	NOUN
fuelectenerg-13855	220	30	using	use	VERB
fuelectenerg-13855	220	31	other	other	ADJ
fuelectenerg-13855	220	32	techniques	technique	NOUN
fuelectenerg-13855	220	33	.	.	PUNCT
fuelectenerg-13855	221	1	overview	overview	NOUN
fuelectenerg-13855	221	2	of	of	ADP
fuelectenerg-13855	221	3	digital	digital	ADJ
fuelectenerg-13855	221	4	image	image	NOUN
fuelectenerg-13855	221	5	forgery	forgery	NOUN
fuelectenerg-13855	221	6	detection	detection	NOUN
fuelectenerg-13855	221	7	591	591	NUM
fuelectenerg-13855	221	8	however	however	ADV
fuelectenerg-13855	221	9	,	,	PUNCT
fuelectenerg-13855	221	10	ela	ela	PROPN
fuelectenerg-13855	221	11	has	have	VERB
fuelectenerg-13855	221	12	several	several	ADJ
fuelectenerg-13855	221	13	limitations	limitation	NOUN
fuelectenerg-13855	221	14	.	.	PUNCT
fuelectenerg-13855	222	1	it	it	PRON
fuelectenerg-13855	222	2	is	be	AUX
fuelectenerg-13855	222	3	fundamentally	fundamentally	ADV
fuelectenerg-13855	222	4	qualitative	qualitative	ADJ
fuelectenerg-13855	222	5	rather	rather	ADV
fuelectenerg-13855	222	6	than	than	ADP
fuelectenerg-13855	222	7	quantitative	quantitative	ADJ
fuelectenerg-13855	222	8	,	,	PUNCT
fuelectenerg-13855	222	9	functioning	function	VERB
fuelectenerg-13855	222	10	as	as	ADP
fuelectenerg-13855	222	11	a	a	DET
fuelectenerg-13855	222	12	visual	visual	ADJ
fuelectenerg-13855	222	13	aid	aid	NOUN
fuelectenerg-13855	222	14	rather	rather	ADV
fuelectenerg-13855	222	15	than	than	ADP
fuelectenerg-13855	222	16	a	a	DET
fuelectenerg-13855	222	17	precise	precise	ADJ
fuelectenerg-13855	222	18	measurement	measurement	NOUN
fuelectenerg-13855	222	19	tool	tool	NOUN
fuelectenerg-13855	222	20	.	.	PUNCT
fuelectenerg-13855	223	1	as	as	ADP
fuelectenerg-13855	223	2	such	such	ADJ
fuelectenerg-13855	223	3	,	,	PUNCT
fuelectenerg-13855	223	4	it	it	PRON
fuelectenerg-13855	223	5	can	can	AUX
fuelectenerg-13855	223	6	be	be	AUX
fuelectenerg-13855	223	7	difficult	difficult	ADJ
fuelectenerg-13855	223	8	to	to	PART
fuelectenerg-13855	223	9	automate	automate	VERB
fuelectenerg-13855	223	10	and	and	CCONJ
fuelectenerg-13855	223	11	may	may	AUX
fuelectenerg-13855	223	12	be	be	AUX
fuelectenerg-13855	223	13	prone	prone	ADJ
fuelectenerg-13855	223	14	to	to	ADP
fuelectenerg-13855	223	15	subjective	subjective	ADJ
fuelectenerg-13855	223	16	interpretation	interpretation	NOUN
fuelectenerg-13855	223	17	.	.	PUNCT
fuelectenerg-13855	224	1	the	the	DET
fuelectenerg-13855	224	2	method	method	NOUN
fuelectenerg-13855	224	3	is	be	AUX
fuelectenerg-13855	224	4	also	also	ADV
fuelectenerg-13855	224	5	highly	highly	ADV
fuelectenerg-13855	224	6	sensitive	sensitive	ADJ
fuelectenerg-13855	224	7	to	to	ADP
fuelectenerg-13855	224	8	parameters	parameter	NOUN
fuelectenerg-13855	224	9	,	,	PUNCT
fuelectenerg-13855	224	10	especially	especially	ADV
fuelectenerg-13855	224	11	the	the	DET
fuelectenerg-13855	224	12	choice	choice	NOUN
fuelectenerg-13855	224	13	of	of	ADP
fuelectenerg-13855	224	14	recompression	recompression	NOUN
fuelectenerg-13855	224	15	quality	quality	NOUN
fuelectenerg-13855	224	16	,	,	PUNCT
fuelectenerg-13855	224	17	which	which	PRON
fuelectenerg-13855	224	18	can	can	AUX
fuelectenerg-13855	224	19	significantly	significantly	ADV
fuelectenerg-13855	224	20	affect	affect	VERB
fuelectenerg-13855	224	21	the	the	DET
fuelectenerg-13855	224	22	results	result	NOUN
fuelectenerg-13855	224	23	and	and	CCONJ
fuelectenerg-13855	224	24	lacks	lack	VERB
fuelectenerg-13855	224	25	standardization	standardization	NOUN
fuelectenerg-13855	224	26	.	.	PUNCT
fuelectenerg-13855	225	1	finally	finally	ADV
fuelectenerg-13855	225	2	,	,	PUNCT
fuelectenerg-13855	225	3	ela	ela	PROPN
fuelectenerg-13855	225	4	is	be	AUX
fuelectenerg-13855	225	5	ineffective	ineffective	ADJ
fuelectenerg-13855	225	6	against	against	ADP
fuelectenerg-13855	225	7	global	global	ADJ
fuelectenerg-13855	225	8	recompression	recompression	NOUN
fuelectenerg-13855	225	9	.	.	PUNCT
fuelectenerg-13855	226	1	if	if	SCONJ
fuelectenerg-13855	226	2	a	a	DET
fuelectenerg-13855	226	3	forger	forger	NOUN
fuelectenerg-13855	226	4	saves	save	VERB
fuelectenerg-13855	226	5	the	the	DET
fuelectenerg-13855	226	6	entire	entire	ADJ
fuelectenerg-13855	226	7	image	image	NOUN
fuelectenerg-13855	226	8	uniformly	uniformly	ADV
fuelectenerg-13855	226	9	at	at	ADP
fuelectenerg-13855	226	10	the	the	DET
fuelectenerg-13855	226	11	same	same	ADJ
fuelectenerg-13855	226	12	compression	compression	NOUN
fuelectenerg-13855	226	13	level	level	NOUN
fuelectenerg-13855	226	14	after	after	ADP
fuelectenerg-13855	226	15	manipulation	manipulation	NOUN
fuelectenerg-13855	226	16	,	,	PUNCT
fuelectenerg-13855	226	17	the	the	DET
fuelectenerg-13855	226	18	distinguishing	distinguish	VERB
fuelectenerg-13855	226	19	artifacts	artifact	NOUN
fuelectenerg-13855	226	20	that	that	PRON
fuelectenerg-13855	226	21	ela	ela	PROPN
fuelectenerg-13855	226	22	depends	depend	VERB
fuelectenerg-13855	226	23	on	on	ADP
fuelectenerg-13855	226	24	may	may	AUX
fuelectenerg-13855	226	25	be	be	AUX
fuelectenerg-13855	226	26	completely	completely	ADV
fuelectenerg-13855	226	27	masked	mask	VERB
fuelectenerg-13855	226	28	.	.	PUNCT
fuelectenerg-13855	227	1	4.2.2	4.2.2	X
fuelectenerg-13855	227	2	.	.	PUNCT
fuelectenerg-13855	227	3	format	format	NOUN
fuelectenerg-13855	227	4	fingerprint	fingerprint	PROPN
fuelectenerg-13855	227	5	&	&	CCONJ
fuelectenerg-13855	227	6	metadata	metadata	PROPN
fuelectenerg-13855	227	7	analysis	analysis	NOUN
fuelectenerg-13855	227	8	format	format	NOUN
fuelectenerg-13855	227	9	fingerprint	fingerprint	NOUN
fuelectenerg-13855	227	10	and	and	CCONJ
fuelectenerg-13855	227	11	metadata	metadata	ADJ
fuelectenerg-13855	227	12	analysis	analysis	NOUN
fuelectenerg-13855	227	13	focuses	focus	VERB
fuelectenerg-13855	227	14	on	on	ADP
fuelectenerg-13855	227	15	examining	examine	VERB
fuelectenerg-13855	227	16	embedded	embed	VERB
fuelectenerg-13855	227	17	exif	exif	PROPN
fuelectenerg-13855	227	18	/	/	SYM
fuelectenerg-13855	227	19	iptc	iptc	NOUN
fuelectenerg-13855	227	20	metadata	metadata	NOUN
fuelectenerg-13855	227	21	and	and	CCONJ
fuelectenerg-13855	227	22	comparing	compare	VERB
fuelectenerg-13855	227	23	the	the	DET
fuelectenerg-13855	227	24	structural	structural	ADJ
fuelectenerg-13855	227	25	‘	'	PUNCT
fuelectenerg-13855	227	26	footprint	footprint	NOUN
fuelectenerg-13855	227	27	’	'	PUNCT
fuelectenerg-13855	227	28	of	of	ADP
fuelectenerg-13855	227	29	an	an	DET
fuelectenerg-13855	227	30	image	image	NOUN
fuelectenerg-13855	227	31	file	file	NOUN
fuelectenerg-13855	227	32	with	with	ADP
fuelectenerg-13855	227	33	known	know	VERB
fuelectenerg-13855	227	34	patterns	pattern	NOUN
fuelectenerg-13855	227	35	associated	associate	VERB
fuelectenerg-13855	227	36	with	with	ADP
fuelectenerg-13855	227	37	specific	specific	ADJ
fuelectenerg-13855	227	38	devices	device	NOUN
fuelectenerg-13855	227	39	or	or	CCONJ
fuelectenerg-13855	227	40	editing	edit	VERB
fuelectenerg-13855	227	41	software	software	NOUN
fuelectenerg-13855	227	42	.	.	PUNCT
fuelectenerg-13855	228	1	discrepancies	discrepancy	NOUN
fuelectenerg-13855	228	2	or	or	CCONJ
fuelectenerg-13855	228	3	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	228	4	in	in	ADP
fuelectenerg-13855	228	5	these	these	DET
fuelectenerg-13855	228	6	data	datum	NOUN
fuelectenerg-13855	228	7	can	can	AUX
fuelectenerg-13855	228	8	serve	serve	VERB
fuelectenerg-13855	228	9	as	as	ADP
fuelectenerg-13855	228	10	strong	strong	ADJ
fuelectenerg-13855	228	11	indicators	indicator	NOUN
fuelectenerg-13855	228	12	of	of	ADP
fuelectenerg-13855	228	13	manipulation	manipulation	NOUN
fuelectenerg-13855	228	14	.	.	PUNCT
fuelectenerg-13855	229	1	this	this	DET
fuelectenerg-13855	229	2	method	method	NOUN
fuelectenerg-13855	229	3	enables	enable	VERB
fuelectenerg-13855	229	4	the	the	DET
fuelectenerg-13855	229	5	identification	identification	NOUN
fuelectenerg-13855	229	6	of	of	ADP
fuelectenerg-13855	229	7	devices	device	NOUN
fuelectenerg-13855	229	8	and	and	CCONJ
fuelectenerg-13855	229	9	software	software	NOUN
fuelectenerg-13855	229	10	,	,	PUNCT
fuelectenerg-13855	229	11	as	as	SCONJ
fuelectenerg-13855	229	12	metadata	metadata	NOUN
fuelectenerg-13855	229	13	often	often	ADV
fuelectenerg-13855	229	14	includes	include	VERB
fuelectenerg-13855	229	15	details	detail	NOUN
fuelectenerg-13855	229	16	about	about	ADP
fuelectenerg-13855	229	17	the	the	DET
fuelectenerg-13855	229	18	camera	camera	NOUN
fuelectenerg-13855	229	19	model	model	NOUN
fuelectenerg-13855	229	20	,	,	PUNCT
fuelectenerg-13855	229	21	firmware	firmware	VERB
fuelectenerg-13855	229	22	version	version	NOUN
fuelectenerg-13855	229	23	,	,	PUNCT
fuelectenerg-13855	229	24	or	or	CCONJ
fuelectenerg-13855	229	25	editing	edit	VERB
fuelectenerg-13855	229	26	application	application	NOUN
fuelectenerg-13855	229	27	used	use	VERB
fuelectenerg-13855	229	28	to	to	PART
fuelectenerg-13855	229	29	create	create	VERB
fuelectenerg-13855	229	30	or	or	CCONJ
fuelectenerg-13855	229	31	modify	modify	VERB
fuelectenerg-13855	229	32	the	the	DET
fuelectenerg-13855	229	33	image	image	NOUN
fuelectenerg-13855	229	34	.	.	PUNCT
fuelectenerg-13855	230	1	it	it	PRON
fuelectenerg-13855	230	2	can	can	AUX
fuelectenerg-13855	230	3	also	also	ADV
fuelectenerg-13855	230	4	reveal	reveal	VERB
fuelectenerg-13855	230	5	that	that	SCONJ
fuelectenerg-13855	230	6	tampering	tampering	NOUN
fuelectenerg-13855	230	7	clues	clue	NOUN
fuelectenerg-13855	230	8	,	,	PUNCT
fuelectenerg-13855	230	9	missing	missing	ADJ
fuelectenerg-13855	230	10	,	,	PUNCT
fuelectenerg-13855	230	11	inconsistent	inconsistent	ADJ
fuelectenerg-13855	230	12	,	,	PUNCT
fuelectenerg-13855	230	13	or	or	CCONJ
fuelectenerg-13855	230	14	altered	alter	VERB
fuelectenerg-13855	230	15	metadata	metadata	NOUN
fuelectenerg-13855	230	16	fields	field	NOUN
fuelectenerg-13855	230	17	,	,	PUNCT
fuelectenerg-13855	230	18	may	may	AUX
fuelectenerg-13855	230	19	suggest	suggest	VERB
fuelectenerg-13855	230	20	that	that	SCONJ
fuelectenerg-13855	230	21	the	the	DET
fuelectenerg-13855	230	22	image	image	NOUN
fuelectenerg-13855	230	23	has	have	AUX
fuelectenerg-13855	230	24	been	be	AUX
fuelectenerg-13855	230	25	changed	change	VERB
fuelectenerg-13855	230	26	after	after	ADP
fuelectenerg-13855	230	27	capture	capture	NOUN
fuelectenerg-13855	230	28	.	.	PUNCT
fuelectenerg-13855	231	1	in	in	ADP
fuelectenerg-13855	231	2	addition	addition	NOUN
fuelectenerg-13855	231	3	,	,	PUNCT
fuelectenerg-13855	231	4	timeline	timeline	NOUN
fuelectenerg-13855	231	5	verification	verification	NOUN
fuelectenerg-13855	231	6	is	be	AUX
fuelectenerg-13855	231	7	possible	possible	ADJ
fuelectenerg-13855	231	8	by	by	ADP
fuelectenerg-13855	231	9	analyzing	analyze	VERB
fuelectenerg-13855	231	10	timestamps	timestamp	NOUN
fuelectenerg-13855	231	11	to	to	PART
fuelectenerg-13855	231	12	detect	detect	VERB
fuelectenerg-13855	231	13	suspicious	suspicious	ADJ
fuelectenerg-13855	231	14	gaps	gap	NOUN
fuelectenerg-13855	231	15	or	or	CCONJ
fuelectenerg-13855	231	16	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	231	17	in	in	ADP
fuelectenerg-13855	231	18	the	the	DET
fuelectenerg-13855	231	19	image	image	NOUN
fuelectenerg-13855	231	20	history	history	NOUN
fuelectenerg-13855	231	21	.	.	PUNCT
fuelectenerg-13855	232	1	another	another	DET
fuelectenerg-13855	232	2	advantage	advantage	NOUN
fuelectenerg-13855	232	3	is	be	AUX
fuelectenerg-13855	232	4	the	the	DET
fuelectenerg-13855	232	5	applicability	applicability	NOUN
fuelectenerg-13855	232	6	to	to	PART
fuelectenerg-13855	232	7	batch	batch	VERB
fuelectenerg-13855	232	8	analysis	analysis	NOUN
fuelectenerg-13855	232	9	.	.	PUNCT
fuelectenerg-13855	233	1	format	format	NOUN
fuelectenerg-13855	233	2	fingerprints	fingerprint	NOUN
fuelectenerg-13855	233	3	,	,	PUNCT
fuelectenerg-13855	233	4	such	such	ADJ
fuelectenerg-13855	233	5	as	as	ADP
fuelectenerg-13855	233	6	the	the	DET
fuelectenerg-13855	233	7	default	default	NOUN
fuelectenerg-13855	233	8	exif	exif	PROPN
fuelectenerg-13855	233	9	tags	tag	NOUN
fuelectenerg-13855	233	10	associated	associate	VERB
fuelectenerg-13855	233	11	with	with	ADP
fuelectenerg-13855	233	12	certain	certain	ADJ
fuelectenerg-13855	233	13	applications	application	NOUN
fuelectenerg-13855	233	14	,	,	PUNCT
fuelectenerg-13855	233	15	can	can	AUX
fuelectenerg-13855	233	16	help	help	VERB
fuelectenerg-13855	233	17	to	to	PART
fuelectenerg-13855	233	18	quickly	quickly	ADV
fuelectenerg-13855	233	19	identify	identify	VERB
fuelectenerg-13855	233	20	groups	group	NOUN
fuelectenerg-13855	233	21	of	of	ADP
fuelectenerg-13855	233	22	images	image	NOUN
fuelectenerg-13855	233	23	processed	process	VERB
fuelectenerg-13855	233	24	by	by	ADP
fuelectenerg-13855	233	25	the	the	DET
fuelectenerg-13855	233	26	same	same	ADJ
fuelectenerg-13855	233	27	tool	tool	NOUN
fuelectenerg-13855	233	28	or	or	CCONJ
fuelectenerg-13855	233	29	source	source	NOUN
fuelectenerg-13855	233	30	.	.	PUNCT
fuelectenerg-13855	234	1	furthermore	furthermore	ADV
fuelectenerg-13855	234	2	,	,	PUNCT
fuelectenerg-13855	234	3	this	this	DET
fuelectenerg-13855	234	4	technique	technique	NOUN
fuelectenerg-13855	234	5	is	be	AUX
fuelectenerg-13855	234	6	noninvasive	noninvasive	ADJ
fuelectenerg-13855	234	7	and	and	CCONJ
fuelectenerg-13855	234	8	fast	fast	ADJ
fuelectenerg-13855	234	9	,	,	PUNCT
fuelectenerg-13855	234	10	requiring	require	VERB
fuelectenerg-13855	234	11	no	no	DET
fuelectenerg-13855	234	12	modification	modification	NOUN
fuelectenerg-13855	234	13	to	to	ADP
fuelectenerg-13855	234	14	the	the	DET
fuelectenerg-13855	234	15	image	image	NOUN
fuelectenerg-13855	234	16	content	content	NOUN
fuelectenerg-13855	234	17	and	and	CCONJ
fuelectenerg-13855	234	18	allowing	allow	VERB
fuelectenerg-13855	234	19	efficient	efficient	ADJ
fuelectenerg-13855	234	20	examination	examination	NOUN
fuelectenerg-13855	234	21	of	of	ADP
fuelectenerg-13855	234	22	large	large	ADJ
fuelectenerg-13855	234	23	datasets	dataset	NOUN
fuelectenerg-13855	234	24	.	.	PUNCT
fuelectenerg-13855	235	1	however	however	ADV
fuelectenerg-13855	235	2	,	,	PUNCT
fuelectenerg-13855	235	3	metadata	metadata	VERB
fuelectenerg-13855	235	4	analysis	analysis	NOUN
fuelectenerg-13855	235	5	has	have	VERB
fuelectenerg-13855	235	6	several	several	ADJ
fuelectenerg-13855	235	7	limitations	limitation	NOUN
fuelectenerg-13855	235	8	.	.	PUNCT
fuelectenerg-13855	236	1	it	it	PRON
fuelectenerg-13855	236	2	is	be	AUX
fuelectenerg-13855	236	3	easily	easily	ADV
fuelectenerg-13855	236	4	stripped	strip	VERB
fuelectenerg-13855	236	5	or	or	CCONJ
fuelectenerg-13855	236	6	forged	forge	VERB
fuelectenerg-13855	236	7	;	;	PUNCT
fuelectenerg-13855	236	8	any	any	DET
fuelectenerg-13855	236	9	user	user	NOUN
fuelectenerg-13855	236	10	can	can	AUX
fuelectenerg-13855	236	11	edit	edit	VERB
fuelectenerg-13855	236	12	or	or	CCONJ
fuelectenerg-13855	236	13	remove	remove	VERB
fuelectenerg-13855	236	14	metadata	metadata	ADJ
fuelectenerg-13855	236	15	fields	field	NOUN
fuelectenerg-13855	236	16	without	without	ADP
fuelectenerg-13855	236	17	altering	alter	VERB
fuelectenerg-13855	236	18	pixel	pixel	ADJ
fuelectenerg-13855	236	19	-	-	PUNCT
fuelectenerg-13855	236	20	level	level	NOUN
fuelectenerg-13855	236	21	content	content	NOUN
fuelectenerg-13855	236	22	.	.	PUNCT
fuelectenerg-13855	237	1	this	this	PRON
fuelectenerg-13855	237	2	leads	lead	VERB
fuelectenerg-13855	237	3	to	to	ADP
fuelectenerg-13855	237	4	a	a	DET
fuelectenerg-13855	237	5	high	high	ADJ
fuelectenerg-13855	237	6	false	false	ADJ
fuelectenerg-13855	237	7	negative	negative	ADJ
fuelectenerg-13855	237	8	rate	rate	NOUN
fuelectenerg-13855	237	9	,	,	PUNCT
fuelectenerg-13855	237	10	especially	especially	ADV
fuelectenerg-13855	237	11	when	when	SCONJ
fuelectenerg-13855	237	12	forgers	forger	NOUN
fuelectenerg-13855	237	13	are	be	AUX
fuelectenerg-13855	237	14	aware	aware	ADJ
fuelectenerg-13855	237	15	of	of	ADP
fuelectenerg-13855	237	16	forensic	forensic	ADJ
fuelectenerg-13855	237	17	practices	practice	NOUN
fuelectenerg-13855	237	18	and	and	CCONJ
fuelectenerg-13855	237	19	take	take	VERB
fuelectenerg-13855	237	20	steps	step	NOUN
fuelectenerg-13855	237	21	to	to	PART
fuelectenerg-13855	237	22	preserve	preserve	VERB
fuelectenerg-13855	237	23	plausible	plausible	ADJ
fuelectenerg-13855	237	24	metadata	metadata	NOUN
fuelectenerg-13855	237	25	.	.	PUNCT
fuelectenerg-13855	238	1	additionally	additionally	ADV
fuelectenerg-13855	238	2	,	,	PUNCT
fuelectenerg-13855	238	3	metadata	metadata	VERB
fuelectenerg-13855	238	4	analysis	analysis	NOUN
fuelectenerg-13855	238	5	is	be	AUX
fuelectenerg-13855	238	6	not	not	PART
fuelectenerg-13855	238	7	sufficient	sufficient	ADJ
fuelectenerg-13855	238	8	on	on	ADP
fuelectenerg-13855	238	9	its	its	PRON
fuelectenerg-13855	238	10	own	own	ADJ
fuelectenerg-13855	238	11	to	to	PART
fuelectenerg-13855	238	12	confirm	confirm	VERB
fuelectenerg-13855	238	13	tampering	tamper	VERB
fuelectenerg-13855	238	14	.	.	PUNCT
fuelectenerg-13855	239	1	it	it	PRON
fuelectenerg-13855	239	2	may	may	AUX
fuelectenerg-13855	239	3	raise	raise	VERB
fuelectenerg-13855	239	4	suspicion	suspicion	NOUN
fuelectenerg-13855	239	5	,	,	PUNCT
fuelectenerg-13855	239	6	but	but	CCONJ
fuelectenerg-13855	239	7	it	it	PRON
fuelectenerg-13855	239	8	can	can	AUX
fuelectenerg-13855	239	9	not	not	PART
fuelectenerg-13855	239	10	localize	localize	VERB
fuelectenerg-13855	239	11	specific	specific	ADJ
fuelectenerg-13855	239	12	altered	alter	VERB
fuelectenerg-13855	239	13	regions	region	NOUN
fuelectenerg-13855	239	14	or	or	CCONJ
fuelectenerg-13855	239	15	provide	provide	VERB
fuelectenerg-13855	239	16	visual	visual	ADJ
fuelectenerg-13855	239	17	proof	proof	NOUN
fuelectenerg-13855	239	18	of	of	ADP
fuelectenerg-13855	239	19	manipulation	manipulation	NOUN
fuelectenerg-13855	239	20	.	.	PUNCT
fuelectenerg-13855	240	1	4.3	4.3	NUM
fuelectenerg-13855	240	2	.	.	PUNCT
fuelectenerg-13855	241	1	geometryand	geometryand	PROPN
fuelectenerg-13855	241	2	physics	physics	NOUN
fuelectenerg-13855	241	3	-	-	PUNCT
fuelectenerg-13855	241	4	based	base	VERB
fuelectenerg-13855	241	5	methods	method	NOUN
fuelectenerg-13855	241	6	geometryand	geometryand	NOUN
fuelectenerg-13855	241	7	physics	physics	NOUN
fuelectenerg-13855	241	8	-	-	PUNCT
fuelectenerg-13855	241	9	based	base	VERB
fuelectenerg-13855	241	10	methods	method	NOUN
fuelectenerg-13855	241	11	in	in	ADP
fuelectenerg-13855	241	12	digital	digital	ADJ
fuelectenerg-13855	241	13	forgery	forgery	NOUN
fuelectenerg-13855	241	14	detection	detection	NOUN
fuelectenerg-13855	241	15	rely	rely	VERB
fuelectenerg-13855	241	16	on	on	ADP
fuelectenerg-13855	241	17	understanding	understand	VERB
fuelectenerg-13855	241	18	the	the	DET
fuelectenerg-13855	241	19	physical	physical	ADJ
fuelectenerg-13855	241	20	and	and	CCONJ
fuelectenerg-13855	241	21	spatial	spatial	ADJ
fuelectenerg-13855	241	22	properties	property	NOUN
fuelectenerg-13855	241	23	of	of	ADP
fuelectenerg-13855	241	24	the	the	DET
fuelectenerg-13855	241	25	real	real	ADJ
fuelectenerg-13855	241	26	world	world	NOUN
fuelectenerg-13855	241	27	.	.	PUNCT
fuelectenerg-13855	242	1	these	these	DET
fuelectenerg-13855	242	2	methods	method	NOUN
fuelectenerg-13855	242	3	offer	offer	VERB
fuelectenerg-13855	242	4	several	several	ADJ
fuelectenerg-13855	242	5	distinct	distinct	ADJ
fuelectenerg-13855	242	6	strengths	strength	NOUN
fuelectenerg-13855	242	7	.	.	PUNCT
fuelectenerg-13855	243	1	one	one	NUM
fuelectenerg-13855	243	2	of	of	ADP
fuelectenerg-13855	243	3	the	the	DET
fuelectenerg-13855	243	4	key	key	ADJ
fuelectenerg-13855	243	5	advantages	advantage	NOUN
fuelectenerg-13855	243	6	is	be	AUX
fuelectenerg-13855	243	7	their	their	PRON
fuelectenerg-13855	243	8	independence	independence	NOUN
fuelectenerg-13855	243	9	from	from	ADP
fuelectenerg-13855	243	10	content	content	NOUN
fuelectenerg-13855	243	11	.	.	PUNCT
fuelectenerg-13855	244	1	geometryand	geometryand	NOUN
fuelectenerg-13855	244	2	physicsbased	physicsbase	VERB
fuelectenerg-13855	244	3	techniques	technique	NOUN
fuelectenerg-13855	244	4	are	be	AUX
fuelectenerg-13855	244	5	robust	robust	ADJ
fuelectenerg-13855	244	6	to	to	ADP
fuelectenerg-13855	244	7	image	image	NOUN
fuelectenerg-13855	244	8	semantics	semantic	NOUN
fuelectenerg-13855	244	9	;	;	PUNCT
fuelectenerg-13855	244	10	unlike	unlike	ADP
fuelectenerg-13855	244	11	deep	deep	ADJ
fuelectenerg-13855	244	12	learning	learning	NOUN
fuelectenerg-13855	244	13	or	or	CCONJ
fuelectenerg-13855	244	14	statistical	statistical	ADJ
fuelectenerg-13855	244	15	methods	method	NOUN
fuelectenerg-13855	244	16	,	,	PUNCT
fuelectenerg-13855	244	17	they	they	PRON
fuelectenerg-13855	244	18	do	do	AUX
fuelectenerg-13855	244	19	not	not	PART
fuelectenerg-13855	244	20	rely	rely	VERB
fuelectenerg-13855	244	21	on	on	ADP
fuelectenerg-13855	244	22	the	the	DET
fuelectenerg-13855	244	23	scene	scene	NOUN
fuelectenerg-13855	244	24	content	content	NOUN
fuelectenerg-13855	244	25	or	or	CCONJ
fuelectenerg-13855	244	26	specific	specific	ADJ
fuelectenerg-13855	244	27	training	training	NOUN
fuelectenerg-13855	244	28	data	datum	NOUN
fuelectenerg-13855	244	29	.	.	PUNCT
fuelectenerg-13855	245	1	instead	instead	ADV
fuelectenerg-13855	245	2	,	,	PUNCT
fuelectenerg-13855	245	3	they	they	PRON
fuelectenerg-13855	245	4	use	use	VERB
fuelectenerg-13855	245	5	universal	universal	ADJ
fuelectenerg-13855	245	6	physical	physical	ADJ
fuelectenerg-13855	245	7	principles	principle	NOUN
fuelectenerg-13855	245	8	that	that	PRON
fuelectenerg-13855	245	9	make	make	VERB
fuelectenerg-13855	245	10	them	they	PRON
fuelectenerg-13855	245	11	applicable	applicable	ADJ
fuelectenerg-13855	245	12	to	to	ADP
fuelectenerg-13855	245	13	a	a	DET
fuelectenerg-13855	245	14	wide	wide	ADJ
fuelectenerg-13855	245	15	variety	variety	NOUN
fuelectenerg-13855	245	16	of	of	ADP
fuelectenerg-13855	245	17	image	image	NOUN
fuelectenerg-13855	245	18	types	type	NOUN
fuelectenerg-13855	245	19	.	.	PUNCT
fuelectenerg-13855	246	1	another	another	DET
fuelectenerg-13855	246	2	major	major	ADJ
fuelectenerg-13855	246	3	strength	strength	NOUN
fuelectenerg-13855	246	4	is	be	AUX
fuelectenerg-13855	246	5	explainability	explainability	NOUN
fuelectenerg-13855	246	6	.	.	PUNCT
fuelectenerg-13855	247	1	these	these	DET
fuelectenerg-13855	247	2	methods	method	NOUN
fuelectenerg-13855	247	3	produce	produce	VERB
fuelectenerg-13855	247	4	easily	easily	ADV
fuelectenerg-13855	247	5	understandable	understandable	ADJ
fuelectenerg-13855	247	6	results	result	NOUN
fuelectenerg-13855	247	7	,	,	PUNCT
fuelectenerg-13855	247	8	such	such	ADJ
fuelectenerg-13855	247	9	as	as	ADP
fuelectenerg-13855	247	10	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	247	11	in	in	ADP
fuelectenerg-13855	247	12	shadows	shadow	NOUN
fuelectenerg-13855	247	13	,	,	PUNCT
fuelectenerg-13855	247	14	reflections	reflection	NOUN
fuelectenerg-13855	247	15	,	,	PUNCT
fuelectenerg-13855	247	16	or	or	CCONJ
fuelectenerg-13855	247	17	perspective	perspective	NOUN
fuelectenerg-13855	247	18	.	.	PUNCT
fuelectenerg-13855	248	1	this	this	DET
fuelectenerg-13855	248	2	interpretability	interpretability	NOUN
fuelectenerg-13855	248	3	makes	make	VERB
fuelectenerg-13855	248	4	them	they	PRON
fuelectenerg-13855	248	5	especially	especially	ADV
fuelectenerg-13855	248	6	valuable	valuable	ADJ
fuelectenerg-13855	248	7	in	in	ADP
fuelectenerg-13855	248	8	forensic	forensic	ADJ
fuelectenerg-13855	248	9	and	and	CCONJ
fuelectenerg-13855	248	10	legal	legal	ADJ
fuelectenerg-13855	248	11	contexts	context	NOUN
fuelectenerg-13855	248	12	where	where	SCONJ
fuelectenerg-13855	248	13	clear	clear	ADJ
fuelectenerg-13855	248	14	visual	visual	ADJ
fuelectenerg-13855	248	15	evidence	evidence	NOUN
fuelectenerg-13855	248	16	is	be	AUX
fuelectenerg-13855	248	17	essential	essential	ADJ
fuelectenerg-13855	248	18	.	.	PUNCT
fuelectenerg-13855	249	1	they	they	PRON
fuelectenerg-13855	249	2	are	be	AUX
fuelectenerg-13855	249	3	also	also	ADV
fuelectenerg-13855	249	4	effective	effective	ADJ
fuelectenerg-13855	249	5	in	in	ADP
fuelectenerg-13855	249	6	the	the	DET
fuelectenerg-13855	249	7	detection	detection	NOUN
fuelectenerg-13855	249	8	of	of	ADP
fuelectenerg-13855	249	9	sophisticated	sophisticated	ADJ
fuelectenerg-13855	249	10	forgeries	forgery	NOUN
fuelectenerg-13855	249	11	.	.	PUNCT
fuelectenerg-13855	250	1	manipulations	manipulation	NOUN
fuelectenerg-13855	250	2	that	that	PRON
fuelectenerg-13855	250	3	involve	involve	VERB
fuelectenerg-13855	250	4	object	object	NOUN
fuelectenerg-13855	250	5	insertion	insertion	NOUN
fuelectenerg-13855	250	6	,	,	PUNCT
fuelectenerg-13855	250	7	removal	removal	NOUN
fuelectenerg-13855	250	8	,	,	PUNCT
fuelectenerg-13855	250	9	or	or	CCONJ
fuelectenerg-13855	250	10	relocation	relocation	NOUN
fuelectenerg-13855	250	11	often	often	ADV
fuelectenerg-13855	250	12	fail	fail	VERB
fuelectenerg-13855	250	13	to	to	PART
fuelectenerg-13855	250	14	preserve	preserve	VERB
fuelectenerg-13855	250	15	physical	physical	ADJ
fuelectenerg-13855	250	16	consistency	consistency	NOUN
fuelectenerg-13855	250	17	,	,	PUNCT
fuelectenerg-13855	250	18	592	592	NUM
fuelectenerg-13855	250	19	p.	p.	NOUN
fuelectenerg-13855	250	20	čisar	čisar	NOUN
fuelectenerg-13855	250	21	such	such	ADJ
fuelectenerg-13855	250	22	as	as	ADP
fuelectenerg-13855	250	23	lighting	lighting	NOUN
fuelectenerg-13855	250	24	direction	direction	NOUN
fuelectenerg-13855	250	25	,	,	PUNCT
fuelectenerg-13855	250	26	perspective	perspective	NOUN
fuelectenerg-13855	250	27	alignment	alignment	NOUN
fuelectenerg-13855	250	28	,	,	PUNCT
fuelectenerg-13855	250	29	or	or	CCONJ
fuelectenerg-13855	250	30	depth	depth	NOUN
fuelectenerg-13855	250	31	cues	cue	NOUN
fuelectenerg-13855	250	32	.	.	PUNCT
fuelectenerg-13855	251	1	geometry	geometry	NOUN
fuelectenerg-13855	251	2	and	and	CCONJ
fuelectenerg-13855	251	3	physics	physics	NOUN
fuelectenerg-13855	251	4	-	-	PUNCT
fuelectenerg-13855	251	5	based	base	VERB
fuelectenerg-13855	251	6	methods	method	NOUN
fuelectenerg-13855	251	7	can	can	AUX
fuelectenerg-13855	251	8	detect	detect	VERB
fuelectenerg-13855	251	9	such	such	ADJ
fuelectenerg-13855	251	10	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	251	11	.	.	PUNCT
fuelectenerg-13855	252	1	in	in	ADP
fuelectenerg-13855	252	2	terms	term	NOUN
fuelectenerg-13855	252	3	of	of	ADP
fuelectenerg-13855	252	4	generalization	generalization	NOUN
fuelectenerg-13855	252	5	,	,	PUNCT
fuelectenerg-13855	252	6	these	these	DET
fuelectenerg-13855	252	7	methods	method	NOUN
fuelectenerg-13855	252	8	do	do	AUX
fuelectenerg-13855	252	9	not	not	PART
fuelectenerg-13855	252	10	require	require	VERB
fuelectenerg-13855	252	11	large	large	ADJ
fuelectenerg-13855	252	12	training	training	NOUN
fuelectenerg-13855	252	13	sets	set	NOUN
fuelectenerg-13855	252	14	.	.	PUNCT
fuelectenerg-13855	253	1	since	since	SCONJ
fuelectenerg-13855	253	2	they	they	PRON
fuelectenerg-13855	253	3	rely	rely	VERB
fuelectenerg-13855	253	4	on	on	ADP
fuelectenerg-13855	253	5	physical	physical	ADJ
fuelectenerg-13855	253	6	models	model	NOUN
fuelectenerg-13855	253	7	rather	rather	ADV
fuelectenerg-13855	253	8	than	than	ADP
fuelectenerg-13855	253	9	learned	learn	VERB
fuelectenerg-13855	253	10	representations	representation	NOUN
fuelectenerg-13855	253	11	,	,	PUNCT
fuelectenerg-13855	253	12	they	they	PRON
fuelectenerg-13855	253	13	can	can	AUX
fuelectenerg-13855	253	14	function	function	VERB
fuelectenerg-13855	253	15	effectively	effectively	ADV
fuelectenerg-13855	253	16	even	even	ADV
fuelectenerg-13855	253	17	when	when	SCONJ
fuelectenerg-13855	253	18	data	datum	NOUN
fuelectenerg-13855	253	19	are	be	AUX
fuelectenerg-13855	253	20	scarce	scarce	ADJ
fuelectenerg-13855	253	21	,	,	PUNCT
fuelectenerg-13855	253	22	unlike	unlike	ADP
fuelectenerg-13855	253	23	many	many	ADJ
fuelectenerg-13855	253	24	deep	deep	ADJ
fuelectenerg-13855	253	25	learning	learning	NOUN
fuelectenerg-13855	253	26	techniques	technique	NOUN
fuelectenerg-13855	253	27	.	.	PUNCT
fuelectenerg-13855	254	1	another	another	DET
fuelectenerg-13855	254	2	benefit	benefit	NOUN
fuelectenerg-13855	254	3	is	be	AUX
fuelectenerg-13855	254	4	their	their	PRON
fuelectenerg-13855	254	5	versatility	versatility	NOUN
fuelectenerg-13855	254	6	in	in	ADP
fuelectenerg-13855	254	7	all	all	DET
fuelectenerg-13855	254	8	modalities	modality	NOUN
fuelectenerg-13855	254	9	.	.	PUNCT
fuelectenerg-13855	255	1	geometry	geometry	NOUN
fuelectenerg-13855	255	2	-	-	PUNCT
fuelectenerg-13855	255	3	based	base	VERB
fuelectenerg-13855	255	4	principles	principle	NOUN
fuelectenerg-13855	255	5	,	,	PUNCT
fuelectenerg-13855	255	6	such	such	ADJ
fuelectenerg-13855	255	7	as	as	ADP
fuelectenerg-13855	255	8	structure	structure	NOUN
fuelectenerg-13855	255	9	-	-	PUNCT
fuelectenerg-13855	255	10	from	from	ADP
fuelectenerg-13855	255	11	-	-	PUNCT
fuelectenerg-13855	255	12	motion	motion	NOUN
fuelectenerg-13855	255	13	or	or	CCONJ
fuelectenerg-13855	255	14	shadow	shadow	NOUN
fuelectenerg-13855	255	15	geometry	geometry	NOUN
fuelectenerg-13855	255	16	,	,	PUNCT
fuelectenerg-13855	255	17	can	can	AUX
fuelectenerg-13855	255	18	be	be	AUX
fuelectenerg-13855	255	19	applied	apply	VERB
fuelectenerg-13855	255	20	to	to	ADP
fuelectenerg-13855	255	21	both	both	DET
fuelectenerg-13855	255	22	still	still	ADV
fuelectenerg-13855	255	23	images	image	NOUN
fuelectenerg-13855	255	24	and	and	CCONJ
fuelectenerg-13855	255	25	video	video	NOUN
fuelectenerg-13855	255	26	content	content	NOUN
fuelectenerg-13855	255	27	,	,	PUNCT
fuelectenerg-13855	255	28	making	make	VERB
fuelectenerg-13855	255	29	these	these	DET
fuelectenerg-13855	255	30	methods	method	NOUN
fuelectenerg-13855	255	31	broadly	broadly	ADV
fuelectenerg-13855	255	32	applicable	applicable	ADJ
fuelectenerg-13855	255	33	in	in	ADP
fuelectenerg-13855	255	34	various	various	ADJ
fuelectenerg-13855	255	35	forensic	forensic	ADJ
fuelectenerg-13855	255	36	contexts	contexts	NOUN
fuelectenerg-13855	255	37	.	.	PUNCT
fuelectenerg-13855	256	1	finally	finally	ADV
fuelectenerg-13855	256	2	,	,	PUNCT
fuelectenerg-13855	256	3	these	these	DET
fuelectenerg-13855	256	4	methods	method	NOUN
fuelectenerg-13855	256	5	are	be	AUX
fuelectenerg-13855	256	6	often	often	ADV
fuelectenerg-13855	256	7	complementary	complementary	ADJ
fuelectenerg-13855	256	8	to	to	ADP
fuelectenerg-13855	256	9	other	other	ADJ
fuelectenerg-13855	256	10	detection	detection	NOUN
fuelectenerg-13855	256	11	approaches	approach	NOUN
fuelectenerg-13855	256	12	.	.	PUNCT
fuelectenerg-13855	257	1	they	they	PRON
fuelectenerg-13855	257	2	can	can	AUX
fuelectenerg-13855	257	3	be	be	AUX
fuelectenerg-13855	257	4	used	use	VERB
fuelectenerg-13855	257	5	synergistically	synergistically	ADV
fuelectenerg-13855	257	6	with	with	ADP
fuelectenerg-13855	257	7	data	data	NOUN
fuelectenerg-13855	257	8	-	-	PUNCT
fuelectenerg-13855	257	9	driven	drive	VERB
fuelectenerg-13855	257	10	or	or	CCONJ
fuelectenerg-13855	257	11	statistical	statistical	ADJ
fuelectenerg-13855	257	12	forgery	forgery	NOUN
fuelectenerg-13855	257	13	detectors	detector	NOUN
fuelectenerg-13855	257	14	.	.	PUNCT
fuelectenerg-13855	258	1	for	for	ADP
fuelectenerg-13855	258	2	example	example	NOUN
fuelectenerg-13855	258	3	,	,	PUNCT
fuelectenerg-13855	258	4	a	a	DET
fuelectenerg-13855	258	5	neural	neural	ADJ
fuelectenerg-13855	258	6	network	network	NOUN
fuelectenerg-13855	258	7	might	might	AUX
fuelectenerg-13855	258	8	detect	detect	VERB
fuelectenerg-13855	258	9	suspicious	suspicious	ADJ
fuelectenerg-13855	258	10	regions	region	NOUN
fuelectenerg-13855	258	11	,	,	PUNCT
fuelectenerg-13855	258	12	while	while	SCONJ
fuelectenerg-13855	258	13	a	a	DET
fuelectenerg-13855	258	14	geometry	geometry	NOUN
fuelectenerg-13855	258	15	-	-	PUNCT
fuelectenerg-13855	258	16	based	base	VERB
fuelectenerg-13855	258	17	method	method	NOUN
fuelectenerg-13855	258	18	can	can	AUX
fuelectenerg-13855	258	19	confirm	confirm	VERB
fuelectenerg-13855	258	20	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	258	21	in	in	ADP
fuelectenerg-13855	258	22	shadows	shadow	NOUN
fuelectenerg-13855	258	23	or	or	CCONJ
fuelectenerg-13855	258	24	vanishing	vanishing	NOUN
fuelectenerg-13855	258	25	points	point	NOUN
fuelectenerg-13855	258	26	,	,	PUNCT
fuelectenerg-13855	258	27	strengthening	strengthen	VERB
fuelectenerg-13855	258	28	the	the	DET
fuelectenerg-13855	258	29	overall	overall	ADJ
fuelectenerg-13855	258	30	reliability	reliability	NOUN
fuelectenerg-13855	258	31	of	of	ADP
fuelectenerg-13855	258	32	forensic	forensic	ADJ
fuelectenerg-13855	258	33	analysis	analysis	NOUN
fuelectenerg-13855	258	34	.	.	PUNCT
fuelectenerg-13855	259	1	4.3.1	4.3.1	X
fuelectenerg-13855	259	2	.	.	PUNCT
fuelectenerg-13855	259	3	illumination	illumination	NOUN
fuelectenerg-13855	259	4	inconsistency	inconsistency	NOUN
fuelectenerg-13855	259	5	illumination	illumination	NOUN
fuelectenerg-13855	259	6	analysis	analysis	NOUN
fuelectenerg-13855	259	7	checks	check	NOUN
fuelectenerg-13855	259	8	that	that	PRON
fuelectenerg-13855	259	9	lighting	lighting	NOUN
fuelectenerg-13855	259	10	direction	direction	NOUN
fuelectenerg-13855	259	11	,	,	PUNCT
fuelectenerg-13855	259	12	shadows	shadow	NOUN
fuelectenerg-13855	259	13	,	,	PUNCT
fuelectenerg-13855	259	14	and	and	CCONJ
fuelectenerg-13855	259	15	specular	specular	ADJ
fuelectenerg-13855	259	16	highlights	highlight	NOUN
fuelectenerg-13855	259	17	across	across	ADP
fuelectenerg-13855	259	18	the	the	DET
fuelectenerg-13855	259	19	scene	scene	NOUN
fuelectenerg-13855	259	20	are	be	AUX
fuelectenerg-13855	259	21	mutually	mutually	ADV
fuelectenerg-13855	259	22	consistent	consistent	ADJ
fuelectenerg-13855	259	23	.	.	PUNCT
fuelectenerg-13855	260	1	this	this	DET
fuelectenerg-13855	260	2	technique	technique	NOUN
fuelectenerg-13855	260	3	can	can	AUX
fuelectenerg-13855	260	4	reveal	reveal	VERB
fuelectenerg-13855	260	5	when	when	SCONJ
fuelectenerg-13855	260	6	objects	object	NOUN
fuelectenerg-13855	260	7	have	have	AUX
fuelectenerg-13855	260	8	been	be	AUX
fuelectenerg-13855	260	9	inserted	insert	VERB
fuelectenerg-13855	260	10	or	or	CCONJ
fuelectenerg-13855	260	11	modified	modify	VERB
fuelectenerg-13855	260	12	without	without	ADP
fuelectenerg-13855	260	13	regard	regard	NOUN
fuelectenerg-13855	260	14	for	for	ADP
fuelectenerg-13855	260	15	the	the	DET
fuelectenerg-13855	260	16	existing	exist	VERB
fuelectenerg-13855	260	17	light	light	ADJ
fuelectenerg-13855	260	18	conditions	condition	NOUN
fuelectenerg-13855	260	19	.	.	PUNCT
fuelectenerg-13855	261	1	however	however	ADV
fuelectenerg-13855	261	2	,	,	PUNCT
fuelectenerg-13855	261	3	it	it	PRON
fuelectenerg-13855	261	4	has	have	VERB
fuelectenerg-13855	261	5	certain	certain	ADJ
fuelectenerg-13855	261	6	limitations	limitation	NOUN
fuelectenerg-13855	261	7	.	.	PUNCT
fuelectenerg-13855	262	1	it	it	PRON
fuelectenerg-13855	262	2	often	often	ADV
fuelectenerg-13855	262	3	requires	require	VERB
fuelectenerg-13855	262	4	an	an	DET
fuelectenerg-13855	262	5	approximate	approximate	ADJ
fuelectenerg-13855	262	6	knowledge	knowledge	NOUN
fuelectenerg-13855	262	7	of	of	ADP
fuelectenerg-13855	262	8	the	the	DET
fuelectenerg-13855	262	9	3d	3d	NOUN
fuelectenerg-13855	262	10	geometry	geometry	NOUN
fuelectenerg-13855	262	11	or	or	CCONJ
fuelectenerg-13855	262	12	light	light	ADJ
fuelectenerg-13855	262	13	source	source	NOUN
fuelectenerg-13855	262	14	positions	position	NOUN
fuelectenerg-13855	262	15	,	,	PUNCT
fuelectenerg-13855	262	16	which	which	PRON
fuelectenerg-13855	262	17	may	may	AUX
fuelectenerg-13855	262	18	not	not	PART
fuelectenerg-13855	262	19	always	always	ADV
fuelectenerg-13855	262	20	be	be	AUX
fuelectenerg-13855	262	21	available	available	ADJ
fuelectenerg-13855	262	22	.	.	PUNCT
fuelectenerg-13855	263	1	the	the	DET
fuelectenerg-13855	263	2	method	method	NOUN
fuelectenerg-13855	263	3	assumes	assume	VERB
fuelectenerg-13855	263	4	relatively	relatively	ADV
fuelectenerg-13855	263	5	uniform	uniform	ADJ
fuelectenerg-13855	263	6	lighting	lighting	NOUN
fuelectenerg-13855	263	7	,	,	PUNCT
fuelectenerg-13855	263	8	so	so	SCONJ
fuelectenerg-13855	263	9	it	it	PRON
fuelectenerg-13855	263	10	may	may	AUX
fuelectenerg-13855	263	11	not	not	PART
fuelectenerg-13855	263	12	perform	perform	VERB
fuelectenerg-13855	263	13	well	well	ADV
fuelectenerg-13855	263	14	in	in	ADP
fuelectenerg-13855	263	15	outdoor	outdoor	ADJ
fuelectenerg-13855	263	16	scenes	scene	NOUN
fuelectenerg-13855	263	17	or	or	CCONJ
fuelectenerg-13855	263	18	in	in	ADP
fuelectenerg-13855	263	19	environments	environment	NOUN
fuelectenerg-13855	263	20	with	with	ADP
fuelectenerg-13855	263	21	mixed	mixed	ADJ
fuelectenerg-13855	263	22	lighting	lighting	NOUN
fuelectenerg-13855	263	23	conditions	condition	NOUN
fuelectenerg-13855	263	24	.	.	PUNCT
fuelectenerg-13855	264	1	furthermore	furthermore	ADV
fuelectenerg-13855	264	2	,	,	PUNCT
fuelectenerg-13855	264	3	if	if	SCONJ
fuelectenerg-13855	264	4	a	a	DET
fuelectenerg-13855	264	5	forger	forger	NOUN
fuelectenerg-13855	264	6	applies	apply	VERB
fuelectenerg-13855	264	7	global	global	ADJ
fuelectenerg-13855	264	8	adjustments	adjustment	NOUN
fuelectenerg-13855	264	9	,	,	PUNCT
fuelectenerg-13855	264	10	such	such	ADJ
fuelectenerg-13855	264	11	as	as	ADP
fuelectenerg-13855	264	12	brightness	brightness	NOUN
fuelectenerg-13855	264	13	or	or	CCONJ
fuelectenerg-13855	264	14	contrast	contrast	NOUN
fuelectenerg-13855	264	15	corrections	correction	NOUN
fuelectenerg-13855	264	16	,	,	PUNCT
fuelectenerg-13855	264	17	apparent	apparent	ADJ
fuelectenerg-13855	264	18	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	264	19	may	may	AUX
fuelectenerg-13855	264	20	be	be	AUX
fuelectenerg-13855	264	21	masked	mask	VERB
fuelectenerg-13855	264	22	.	.	PUNCT
fuelectenerg-13855	265	1	4.3.2	4.3.2	X
fuelectenerg-13855	265	2	.	.	PUNCT
fuelectenerg-13855	266	1	perspective	perspective	NOUN
fuelectenerg-13855	266	2	and	and	CCONJ
fuelectenerg-13855	266	3	shadow	shadow	VERB
fuelectenerg-13855	266	4	geometry	geometry	PROPN
fuelectenerg-13855	266	5	perspective	perspective	NOUN
fuelectenerg-13855	266	6	and	and	CCONJ
fuelectenerg-13855	266	7	shadow	shadow	VERB
fuelectenerg-13855	266	8	geometry	geometry	NOUN
fuelectenerg-13855	266	9	analysis	analysis	NOUN
fuelectenerg-13855	266	10	ensures	ensure	VERB
fuelectenerg-13855	266	11	that	that	SCONJ
fuelectenerg-13855	266	12	object	object	NOUN
fuelectenerg-13855	266	13	proportions	proportion	NOUN
fuelectenerg-13855	266	14	,	,	PUNCT
fuelectenerg-13855	266	15	vanishing	vanish	VERB
fuelectenerg-13855	266	16	points	point	NOUN
fuelectenerg-13855	266	17	,	,	PUNCT
fuelectenerg-13855	266	18	and	and	CCONJ
fuelectenerg-13855	266	19	shadow	shadow	PROPN
fuelectenerg-13855	266	20	projections	projection	NOUN
fuelectenerg-13855	266	21	follow	follow	VERB
fuelectenerg-13855	266	22	coherent	coherent	ADJ
fuelectenerg-13855	266	23	geometric	geometric	ADJ
fuelectenerg-13855	266	24	rules	rule	NOUN
fuelectenerg-13855	266	25	.	.	PUNCT
fuelectenerg-13855	267	1	this	this	PRON
fuelectenerg-13855	267	2	is	be	AUX
fuelectenerg-13855	267	3	particularly	particularly	ADV
fuelectenerg-13855	267	4	useful	useful	ADJ
fuelectenerg-13855	267	5	in	in	ADP
fuelectenerg-13855	267	6	identifying	identify	VERB
fuelectenerg-13855	267	7	content	content	NOUN
fuelectenerg-13855	267	8	that	that	PRON
fuelectenerg-13855	267	9	has	have	AUX
fuelectenerg-13855	267	10	been	be	AUX
fuelectenerg-13855	267	11	artificially	artificially	ADV
fuelectenerg-13855	267	12	inserted	insert	VERB
fuelectenerg-13855	267	13	or	or	CCONJ
fuelectenerg-13855	267	14	altered	alter	VERB
fuelectenerg-13855	267	15	.	.	PUNCT
fuelectenerg-13855	268	1	its	its	PRON
fuelectenerg-13855	268	2	limitations	limitation	NOUN
fuelectenerg-13855	268	3	include	include	VERB
fuelectenerg-13855	268	4	the	the	DET
fuelectenerg-13855	268	5	need	need	NOUN
fuelectenerg-13855	268	6	for	for	ADP
fuelectenerg-13855	268	7	manual	manual	ADJ
fuelectenerg-13855	268	8	intervention	intervention	NOUN
fuelectenerg-13855	268	9	,	,	PUNCT
fuelectenerg-13855	268	10	as	as	SCONJ
fuelectenerg-13855	268	11	automatic	automatic	ADJ
fuelectenerg-13855	268	12	vanishing	vanishing	ADJ
fuelectenerg-13855	268	13	-	-	PUNCT
fuelectenerg-13855	268	14	point	point	NOUN
fuelectenerg-13855	268	15	estimation	estimation	NOUN
fuelectenerg-13855	268	16	can	can	AUX
fuelectenerg-13855	268	17	be	be	AUX
fuelectenerg-13855	268	18	unreliable	unreliable	ADJ
fuelectenerg-13855	268	19	in	in	ADP
fuelectenerg-13855	268	20	cluttered	cluttered	ADJ
fuelectenerg-13855	268	21	or	or	CCONJ
fuelectenerg-13855	268	22	low	low	ADJ
fuelectenerg-13855	268	23	-	-	PUNCT
fuelectenerg-13855	268	24	texture	texture	NOUN
fuelectenerg-13855	268	25	regions	region	NOUN
fuelectenerg-13855	268	26	.	.	PUNCT
fuelectenerg-13855	269	1	this	this	DET
fuelectenerg-13855	269	2	method	method	NOUN
fuelectenerg-13855	269	3	may	may	AUX
fuelectenerg-13855	269	4	struggle	struggle	VERB
fuelectenerg-13855	269	5	with	with	ADP
fuelectenerg-13855	269	6	small	small	ADJ
fuelectenerg-13855	269	7	or	or	CCONJ
fuelectenerg-13855	269	8	subtle	subtle	ADJ
fuelectenerg-13855	269	9	splices	splice	NOUN
fuelectenerg-13855	269	10	,	,	PUNCT
fuelectenerg-13855	269	11	where	where	SCONJ
fuelectenerg-13855	269	12	pasted	paste	VERB
fuelectenerg-13855	269	13	objects	object	NOUN
fuelectenerg-13855	269	14	produce	produce	VERB
fuelectenerg-13855	269	15	negligible	negligible	ADJ
fuelectenerg-13855	269	16	geometric	geometric	ADJ
fuelectenerg-13855	269	17	distortion	distortion	NOUN
fuelectenerg-13855	269	18	.	.	PUNCT
fuelectenerg-13855	270	1	additionally	additionally	ADV
fuelectenerg-13855	270	2	,	,	PUNCT
fuelectenerg-13855	270	3	it	it	PRON
fuelectenerg-13855	270	4	typically	typically	ADV
fuelectenerg-13855	270	5	assumes	assume	VERB
fuelectenerg-13855	270	6	planar	planar	ADJ
fuelectenerg-13855	270	7	surfaces	surface	NOUN
fuelectenerg-13855	270	8	;	;	PUNCT
fuelectenerg-13855	270	9	irregular	irregular	ADJ
fuelectenerg-13855	270	10	or	or	CCONJ
fuelectenerg-13855	270	11	curved	curved	ADJ
fuelectenerg-13855	270	12	shapes	shape	NOUN
fuelectenerg-13855	270	13	can	can	AUX
fuelectenerg-13855	270	14	violate	violate	VERB
fuelectenerg-13855	270	15	the	the	DET
fuelectenerg-13855	270	16	assumptions	assumption	NOUN
fuelectenerg-13855	270	17	required	require	VERB
fuelectenerg-13855	270	18	for	for	ADP
fuelectenerg-13855	270	19	consistent	consistent	ADJ
fuelectenerg-13855	270	20	geometric	geometric	ADJ
fuelectenerg-13855	270	21	modeling	modeling	NOUN
fuelectenerg-13855	270	22	.	.	PUNCT
fuelectenerg-13855	271	1	4.4	4.4	NUM
fuelectenerg-13855	271	2	.	.	PUNCT
fuelectenerg-13855	271	3	copy	copy	NOUN
fuelectenerg-13855	271	4	-	-	PUNCT
fuelectenerg-13855	271	5	move	move	NOUN
fuelectenerg-13855	271	6	and	and	CCONJ
fuelectenerg-13855	271	7	splicing	splicing	NOUN
fuelectenerg-13855	271	8	detection	detection	NOUN
fuelectenerg-13855	271	9	4.4.1	4.4.1	NUM
fuelectenerg-13855	271	10	.	.	PUNCT
fuelectenerg-13855	272	1	copy	copy	NOUN
fuelectenerg-13855	272	2	-	-	PUNCT
fuelectenerg-13855	272	3	move	move	NOUN
fuelectenerg-13855	272	4	(	(	PUNCT
fuelectenerg-13855	272	5	self	self	NOUN
fuelectenerg-13855	272	6	-	-	PUNCT
fuelectenerg-13855	272	7	similarity	similarity	NOUN
fuelectenerg-13855	272	8	)	)	PUNCT
fuelectenerg-13855	272	9	detection	detection	NOUN
fuelectenerg-13855	272	10	copy	copy	NOUN
fuelectenerg-13855	272	11	-	-	PUNCT
fuelectenerg-13855	272	12	move	move	NOUN
fuelectenerg-13855	272	13	detection	detection	NOUN
fuelectenerg-13855	272	14	identifies	identify	VERB
fuelectenerg-13855	272	15	duplicated	duplicate	VERB
fuelectenerg-13855	272	16	patches	patch	NOUN
fuelectenerg-13855	272	17	within	within	ADP
fuelectenerg-13855	272	18	the	the	DET
fuelectenerg-13855	272	19	same	same	ADJ
fuelectenerg-13855	272	20	image	image	NOUN
fuelectenerg-13855	272	21	using	use	VERB
fuelectenerg-13855	272	22	block	block	NOUN
fuelectenerg-13855	272	23	matching	matching	NOUN
fuelectenerg-13855	272	24	or	or	CCONJ
fuelectenerg-13855	272	25	keypoint	keypoint	NOUN
fuelectenerg-13855	272	26	clustering	clustering	NOUN
fuelectenerg-13855	272	27	.	.	PUNCT
fuelectenerg-13855	273	1	it	it	PRON
fuelectenerg-13855	273	2	is	be	AUX
fuelectenerg-13855	273	3	particularly	particularly	ADV
fuelectenerg-13855	273	4	effective	effective	ADJ
fuelectenerg-13855	273	5	in	in	ADP
fuelectenerg-13855	273	6	detecting	detect	VERB
fuelectenerg-13855	273	7	cloning	cloning	NOUN
fuelectenerg-13855	273	8	operations	operation	NOUN
fuelectenerg-13855	273	9	,	,	PUNCT
fuelectenerg-13855	273	10	in	in	ADP
fuelectenerg-13855	273	11	which	which	PRON
fuelectenerg-13855	273	12	parts	part	NOUN
fuelectenerg-13855	273	13	of	of	ADP
fuelectenerg-13855	273	14	the	the	DET
fuelectenerg-13855	273	15	image	image	NOUN
fuelectenerg-13855	273	16	are	be	AUX
fuelectenerg-13855	273	17	copied	copy	VERB
fuelectenerg-13855	273	18	and	and	CCONJ
fuelectenerg-13855	273	19	placed	place	VERB
fuelectenerg-13855	273	20	elsewhere	elsewhere	ADV
fuelectenerg-13855	273	21	to	to	PART
fuelectenerg-13855	273	22	conceal	conceal	VERB
fuelectenerg-13855	273	23	or	or	CCONJ
fuelectenerg-13855	273	24	replicate	replicate	VERB
fuelectenerg-13855	273	25	objects	object	NOUN
fuelectenerg-13855	273	26	.	.	PUNCT
fuelectenerg-13855	274	1	since	since	SCONJ
fuelectenerg-13855	274	2	this	this	DET
fuelectenerg-13855	274	3	method	method	NOUN
fuelectenerg-13855	274	4	relies	rely	VERB
fuelectenerg-13855	274	5	solely	solely	ADV
fuelectenerg-13855	274	6	on	on	ADP
fuelectenerg-13855	274	7	internal	internal	ADJ
fuelectenerg-13855	274	8	similarities	similarity	NOUN
fuelectenerg-13855	274	9	within	within	ADP
fuelectenerg-13855	274	10	the	the	DET
fuelectenerg-13855	274	11	image	image	NOUN
fuelectenerg-13855	274	12	,	,	PUNCT
fuelectenerg-13855	274	13	it	it	PRON
fuelectenerg-13855	274	14	does	do	AUX
fuelectenerg-13855	274	15	not	not	PART
fuelectenerg-13855	274	16	require	require	VERB
fuelectenerg-13855	274	17	any	any	DET
fuelectenerg-13855	274	18	external	external	ADJ
fuelectenerg-13855	274	19	reference	reference	NOUN
fuelectenerg-13855	274	20	.	.	PUNCT
fuelectenerg-13855	275	1	this	this	DET
fuelectenerg-13855	275	2	technique	technique	NOUN
fuelectenerg-13855	275	3	enables	enable	VERB
fuelectenerg-13855	275	4	forgery	forgery	NOUN
fuelectenerg-13855	275	5	location	location	NOUN
fuelectenerg-13855	275	6	to	to	PART
fuelectenerg-13855	275	7	be	be	AUX
fuelectenerg-13855	275	8	precise	precise	ADJ
fuelectenerg-13855	275	9	by	by	ADP
fuelectenerg-13855	275	10	highlighting	highlight	VERB
fuelectenerg-13855	275	11	regions	region	NOUN
fuelectenerg-13855	275	12	involved	involve	VERB
fuelectenerg-13855	275	13	in	in	ADP
fuelectenerg-13855	275	14	the	the	DET
fuelectenerg-13855	275	15	copy	copy	NOUN
fuelectenerg-13855	275	16	-	-	PUNCT
fuelectenerg-13855	275	17	move	move	NOUN
fuelectenerg-13855	275	18	operation	operation	NOUN
fuelectenerg-13855	275	19	.	.	PUNCT
fuelectenerg-13855	276	1	many	many	ADJ
fuelectenerg-13855	276	2	algorithms	algorithm	NOUN
fuelectenerg-13855	276	3	are	be	AUX
fuelectenerg-13855	276	4	designed	design	VERB
fuelectenerg-13855	276	5	to	to	PART
fuelectenerg-13855	276	6	tolerate	tolerate	VERB
fuelectenerg-13855	276	7	slight	slight	ADJ
fuelectenerg-13855	276	8	changes	change	NOUN
fuelectenerg-13855	276	9	,	,	PUNCT
fuelectenerg-13855	276	10	such	such	ADJ
fuelectenerg-13855	276	11	as	as	ADP
fuelectenerg-13855	276	12	rotation	rotation	NOUN
fuelectenerg-13855	276	13	,	,	PUNCT
fuelectenerg-13855	276	14	scaling	scaling	NOUN
fuelectenerg-13855	276	15	,	,	PUNCT
fuelectenerg-13855	276	16	or	or	CCONJ
fuelectenerg-13855	276	17	compression	compression	NOUN
fuelectenerg-13855	276	18	between	between	ADP
fuelectenerg-13855	276	19	copied	copy	VERB
fuelectenerg-13855	276	20	regions	region	NOUN
fuelectenerg-13855	276	21	,	,	PUNCT
fuelectenerg-13855	276	22	making	make	VERB
fuelectenerg-13855	276	23	them	they	PRON
fuelectenerg-13855	276	24	robust	robust	ADJ
fuelectenerg-13855	276	25	to	to	PART
fuelectenerg-13855	276	26	overview	overview	NOUN
fuelectenerg-13855	276	27	of	of	ADP
fuelectenerg-13855	276	28	digital	digital	ADJ
fuelectenerg-13855	276	29	image	image	NOUN
fuelectenerg-13855	276	30	forgery	forgery	NOUN
fuelectenerg-13855	276	31	detection	detection	NOUN
fuelectenerg-13855	276	32	593	593	NUM
fuelectenerg-13855	276	33	minor	minor	ADJ
fuelectenerg-13855	276	34	modifications	modification	NOUN
fuelectenerg-13855	276	35	.	.	PUNCT
fuelectenerg-13855	277	1	moreover	moreover	ADV
fuelectenerg-13855	277	2	,	,	PUNCT
fuelectenerg-13855	277	3	it	it	PRON
fuelectenerg-13855	277	4	is	be	AUX
fuelectenerg-13855	277	5	applicable	applicable	ADJ
fuelectenerg-13855	277	6	across	across	ADP
fuelectenerg-13855	277	7	various	various	ADJ
fuelectenerg-13855	277	8	image	image	NOUN
fuelectenerg-13855	277	9	types	type	NOUN
fuelectenerg-13855	277	10	and	and	CCONJ
fuelectenerg-13855	277	11	can	can	AUX
fuelectenerg-13855	277	12	function	function	VERB
fuelectenerg-13855	277	13	even	even	ADV
fuelectenerg-13855	277	14	when	when	SCONJ
fuelectenerg-13855	277	15	metadata	metadata	NOUN
fuelectenerg-13855	277	16	or	or	CCONJ
fuelectenerg-13855	277	17	other	other	ADJ
fuelectenerg-13855	277	18	forensic	forensic	ADJ
fuelectenerg-13855	277	19	cues	cue	NOUN
fuelectenerg-13855	277	20	are	be	AUX
fuelectenerg-13855	277	21	missing	miss	VERB
fuelectenerg-13855	277	22	.	.	PUNCT
fuelectenerg-13855	278	1	despite	despite	SCONJ
fuelectenerg-13855	278	2	its	its	PRON
fuelectenerg-13855	278	3	advantages	advantage	NOUN
fuelectenerg-13855	278	4	,	,	PUNCT
fuelectenerg-13855	278	5	this	this	DET
fuelectenerg-13855	278	6	method	method	NOUN
fuelectenerg-13855	278	7	struggles	struggle	VERB
fuelectenerg-13855	278	8	with	with	ADP
fuelectenerg-13855	278	9	non	non	ADJ
fuelectenerg-13855	278	10	-	-	ADJ
fuelectenerg-13855	278	11	exact	exact	ADJ
fuelectenerg-13855	278	12	copies	copy	NOUN
fuelectenerg-13855	278	13	.	.	PUNCT
fuelectenerg-13855	279	1	if	if	SCONJ
fuelectenerg-13855	279	2	the	the	DET
fuelectenerg-13855	279	3	forger	forger	NOUN
fuelectenerg-13855	279	4	applies	apply	VERB
fuelectenerg-13855	279	5	geometric	geometric	ADJ
fuelectenerg-13855	279	6	transformations	transformation	NOUN
fuelectenerg-13855	279	7	like	like	ADP
fuelectenerg-13855	279	8	rotation	rotation	NOUN
fuelectenerg-13855	279	9	,	,	PUNCT
fuelectenerg-13855	279	10	scaling	scaling	NOUN
fuelectenerg-13855	279	11	,	,	PUNCT
fuelectenerg-13855	279	12	or	or	CCONJ
fuelectenerg-13855	279	13	non	non	ADJ
fuelectenerg-13855	279	14	-	-	ADJ
fuelectenerg-13855	279	15	rigid	rigid	ADJ
fuelectenerg-13855	279	16	warping	warping	NOUN
fuelectenerg-13855	279	17	,	,	PUNCT
fuelectenerg-13855	279	18	simple	simple	ADJ
fuelectenerg-13855	279	19	block	block	NOUN
fuelectenerg-13855	279	20	matching	matching	NOUN
fuelectenerg-13855	279	21	may	may	AUX
fuelectenerg-13855	279	22	fail	fail	VERB
fuelectenerg-13855	279	23	to	to	PART
fuelectenerg-13855	279	24	align	align	VERB
fuelectenerg-13855	279	25	the	the	DET
fuelectenerg-13855	279	26	altered	altered	ADJ
fuelectenerg-13855	279	27	patches	patch	NOUN
fuelectenerg-13855	279	28	.	.	PUNCT
fuelectenerg-13855	280	1	furthermore	furthermore	ADV
fuelectenerg-13855	280	2	,	,	PUNCT
fuelectenerg-13855	280	3	the	the	DET
fuelectenerg-13855	280	4	exhaustive	exhaustive	ADJ
fuelectenerg-13855	280	5	search	search	NOUN
fuelectenerg-13855	280	6	required	require	VERB
fuelectenerg-13855	280	7	to	to	PART
fuelectenerg-13855	280	8	compare	compare	VERB
fuelectenerg-13855	280	9	all	all	DET
fuelectenerg-13855	280	10	possible	possible	ADJ
fuelectenerg-13855	280	11	regions	region	NOUN
fuelectenerg-13855	280	12	can	can	AUX
fuelectenerg-13855	280	13	lead	lead	VERB
fuelectenerg-13855	280	14	to	to	ADP
fuelectenerg-13855	280	15	high	high	ADJ
fuelectenerg-13855	280	16	computational	computational	ADJ
fuelectenerg-13855	280	17	costs	cost	NOUN
fuelectenerg-13855	280	18	,	,	PUNCT
fuelectenerg-13855	280	19	necessitating	necessitate	VERB
fuelectenerg-13855	280	20	a	a	DET
fuelectenerg-13855	280	21	trade	trade	NOUN
fuelectenerg-13855	280	22	-	-	PUNCT
fuelectenerg-13855	280	23	off	off	NOUN
fuelectenerg-13855	280	24	between	between	ADP
fuelectenerg-13855	280	25	speed	speed	NOUN
fuelectenerg-13855	280	26	and	and	CCONJ
fuelectenerg-13855	280	27	accuracy	accuracy	NOUN
fuelectenerg-13855	280	28	.	.	PUNCT
fuelectenerg-13855	281	1	highly	highly	ADV
fuelectenerg-13855	281	2	textured	textured	ADJ
fuelectenerg-13855	281	3	regions	region	NOUN
fuelectenerg-13855	281	4	,	,	PUNCT
fuelectenerg-13855	281	5	such	such	ADJ
fuelectenerg-13855	281	6	as	as	ADP
fuelectenerg-13855	281	7	foliage	foliage	NOUN
fuelectenerg-13855	281	8	or	or	CCONJ
fuelectenerg-13855	281	9	brick	brick	NOUN
fuelectenerg-13855	281	10	walls	wall	NOUN
fuelectenerg-13855	281	11	,	,	PUNCT
fuelectenerg-13855	281	12	can	can	AUX
fuelectenerg-13855	281	13	also	also	ADV
fuelectenerg-13855	281	14	produce	produce	VERB
fuelectenerg-13855	281	15	a	a	DET
fuelectenerg-13855	281	16	large	large	ADJ
fuelectenerg-13855	281	17	number	number	NOUN
fuelectenerg-13855	281	18	of	of	ADP
fuelectenerg-13855	281	19	false	false	ADJ
fuelectenerg-13855	281	20	positives	positive	NOUN
fuelectenerg-13855	281	21	due	due	ADP
fuelectenerg-13855	281	22	to	to	ADP
fuelectenerg-13855	281	23	natural	natural	ADJ
fuelectenerg-13855	281	24	repetition	repetition	NOUN
fuelectenerg-13855	281	25	.	.	PUNCT
fuelectenerg-13855	282	1	4.4.2	4.4.2	X
fuelectenerg-13855	282	2	.	.	PUNCT
fuelectenerg-13855	282	3	splicing	splice	VERB
fuelectenerg-13855	282	4	detection	detection	NOUN
fuelectenerg-13855	282	5	through	through	ADP
fuelectenerg-13855	282	6	local	local	ADJ
fuelectenerg-13855	282	7	features	feature	NOUN
fuelectenerg-13855	282	8	splicing	splicing	NOUN
fuelectenerg-13855	282	9	detection	detection	NOUN
fuelectenerg-13855	282	10	using	use	VERB
fuelectenerg-13855	282	11	local	local	ADJ
fuelectenerg-13855	282	12	features	feature	NOUN
fuelectenerg-13855	282	13	,	,	PUNCT
fuelectenerg-13855	282	14	such	such	ADJ
fuelectenerg-13855	282	15	as	as	ADP
fuelectenerg-13855	282	16	sift	sift	ADJ
fuelectenerg-13855	282	17	,	,	PUNCT
fuelectenerg-13855	282	18	surf	surf	NOUN
fuelectenerg-13855	282	19	,	,	PUNCT
fuelectenerg-13855	282	20	or	or	CCONJ
fuelectenerg-13855	282	21	other	other	ADJ
fuelectenerg-13855	282	22	descriptors	descriptor	NOUN
fuelectenerg-13855	282	23	,	,	PUNCT
fuelectenerg-13855	282	24	focuses	focus	VERB
fuelectenerg-13855	282	25	on	on	ADP
fuelectenerg-13855	282	26	identifying	identify	VERB
fuelectenerg-13855	282	27	clusters	cluster	NOUN
fuelectenerg-13855	282	28	of	of	ADP
fuelectenerg-13855	282	29	anomalous	anomalous	ADJ
fuelectenerg-13855	282	30	keypoints	keypoint	NOUN
fuelectenerg-13855	282	31	that	that	PRON
fuelectenerg-13855	282	32	deviate	deviate	VERB
fuelectenerg-13855	282	33	from	from	ADP
fuelectenerg-13855	282	34	the	the	DET
fuelectenerg-13855	282	35	global	global	ADJ
fuelectenerg-13855	282	36	image	image	NOUN
fuelectenerg-13855	282	37	statistics	statistic	NOUN
fuelectenerg-13855	282	38	.	.	PUNCT
fuelectenerg-13855	283	1	this	this	DET
fuelectenerg-13855	283	2	method	method	NOUN
fuelectenerg-13855	283	3	is	be	AUX
fuelectenerg-13855	283	4	sensitive	sensitive	ADJ
fuelectenerg-13855	283	5	to	to	ADP
fuelectenerg-13855	283	6	local	local	ADJ
fuelectenerg-13855	283	7	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	283	8	in	in	ADP
fuelectenerg-13855	283	9	texture	texture	NOUN
fuelectenerg-13855	283	10	,	,	PUNCT
fuelectenerg-13855	283	11	lighting	lighting	NOUN
fuelectenerg-13855	283	12	,	,	PUNCT
fuelectenerg-13855	283	13	noise	noise	NOUN
fuelectenerg-13855	283	14	,	,	PUNCT
fuelectenerg-13855	283	15	or	or	CCONJ
fuelectenerg-13855	283	16	edges	edge	NOUN
fuelectenerg-13855	283	17	,	,	PUNCT
fuelectenerg-13855	283	18	which	which	PRON
fuelectenerg-13855	283	19	often	often	ADV
fuelectenerg-13855	283	20	indicate	indicate	VERB
fuelectenerg-13855	283	21	that	that	SCONJ
fuelectenerg-13855	283	22	the	the	DET
fuelectenerg-13855	283	23	content	content	NOUN
fuelectenerg-13855	283	24	has	have	AUX
fuelectenerg-13855	283	25	been	be	AUX
fuelectenerg-13855	283	26	inserted	insert	VERB
fuelectenerg-13855	283	27	from	from	ADP
fuelectenerg-13855	283	28	another	another	DET
fuelectenerg-13855	283	29	source	source	NOUN
fuelectenerg-13855	283	30	.	.	PUNCT
fuelectenerg-13855	284	1	in	in	ADP
fuelectenerg-13855	284	2	addition	addition	NOUN
fuelectenerg-13855	284	3	to	to	ADP
fuelectenerg-13855	284	4	detecting	detect	VERB
fuelectenerg-13855	284	5	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	284	6	,	,	PUNCT
fuelectenerg-13855	284	7	the	the	DET
fuelectenerg-13855	284	8	method	method	NOUN
fuelectenerg-13855	284	9	allows	allow	VERB
fuelectenerg-13855	284	10	for	for	ADP
fuelectenerg-13855	284	11	precise	precise	ADJ
fuelectenerg-13855	284	12	forgery	forgery	NOUN
fuelectenerg-13855	284	13	localization	localization	NOUN
fuelectenerg-13855	284	14	by	by	ADP
fuelectenerg-13855	284	15	identifying	identify	VERB
fuelectenerg-13855	284	16	the	the	DET
fuelectenerg-13855	284	17	exact	exact	ADJ
fuelectenerg-13855	284	18	regions	region	NOUN
fuelectenerg-13855	284	19	where	where	SCONJ
fuelectenerg-13855	284	20	external	external	ADJ
fuelectenerg-13855	284	21	content	content	NOUN
fuelectenerg-13855	284	22	was	be	AUX
fuelectenerg-13855	284	23	introduced	introduce	VERB
fuelectenerg-13855	284	24	.	.	PUNCT
fuelectenerg-13855	285	1	it	it	PRON
fuelectenerg-13855	285	2	is	be	AUX
fuelectenerg-13855	285	3	robust	robust	ADJ
fuelectenerg-13855	285	4	to	to	ADP
fuelectenerg-13855	285	5	global	global	ADJ
fuelectenerg-13855	285	6	transformations	transformation	NOUN
fuelectenerg-13855	285	7	,	,	PUNCT
fuelectenerg-13855	285	8	such	such	ADJ
fuelectenerg-13855	285	9	as	as	ADP
fuelectenerg-13855	285	10	scaling	scaling	NOUN
fuelectenerg-13855	285	11	,	,	PUNCT
fuelectenerg-13855	285	12	rotation	rotation	NOUN
fuelectenerg-13855	285	13	,	,	PUNCT
fuelectenerg-13855	285	14	or	or	CCONJ
fuelectenerg-13855	285	15	color	color	NOUN
fuelectenerg-13855	285	16	adjustments	adjustment	NOUN
fuelectenerg-13855	285	17	,	,	PUNCT
fuelectenerg-13855	285	18	which	which	PRON
fuelectenerg-13855	285	19	enhances	enhance	VERB
fuelectenerg-13855	285	20	its	its	PRON
fuelectenerg-13855	285	21	reliability	reliability	NOUN
fuelectenerg-13855	285	22	under	under	ADP
fuelectenerg-13855	285	23	various	various	ADJ
fuelectenerg-13855	285	24	post	post	ADJ
fuelectenerg-13855	285	25	-	-	ADJ
fuelectenerg-13855	285	26	processing	processing	ADJ
fuelectenerg-13855	285	27	conditions	condition	NOUN
fuelectenerg-13855	285	28	.	.	PUNCT
fuelectenerg-13855	286	1	since	since	SCONJ
fuelectenerg-13855	286	2	it	it	PRON
fuelectenerg-13855	286	3	is	be	AUX
fuelectenerg-13855	286	4	a	a	DET
fuelectenerg-13855	286	5	passive	passive	ADJ
fuelectenerg-13855	286	6	technique	technique	NOUN
fuelectenerg-13855	286	7	,	,	PUNCT
fuelectenerg-13855	286	8	splicing	splicing	NOUN
fuelectenerg-13855	286	9	detection	detection	NOUN
fuelectenerg-13855	286	10	via	via	ADP
fuelectenerg-13855	286	11	local	local	ADJ
fuelectenerg-13855	286	12	features	feature	NOUN
fuelectenerg-13855	286	13	does	do	AUX
fuelectenerg-13855	286	14	not	not	PART
fuelectenerg-13855	286	15	require	require	VERB
fuelectenerg-13855	286	16	the	the	DET
fuelectenerg-13855	286	17	original	original	ADJ
fuelectenerg-13855	286	18	or	or	CCONJ
fuelectenerg-13855	286	19	reference	reference	NOUN
fuelectenerg-13855	286	20	image	image	NOUN
fuelectenerg-13855	286	21	,	,	PUNCT
fuelectenerg-13855	286	22	nor	nor	CCONJ
fuelectenerg-13855	286	23	any	any	DET
fuelectenerg-13855	286	24	embedded	embed	VERB
fuelectenerg-13855	286	25	metadata	metadata	NOUN
fuelectenerg-13855	286	26	.	.	PUNCT
fuelectenerg-13855	287	1	it	it	PRON
fuelectenerg-13855	287	2	is	be	AUX
fuelectenerg-13855	287	3	also	also	ADV
fuelectenerg-13855	287	4	versatile	versatile	ADJ
fuelectenerg-13855	287	5	and	and	CCONJ
fuelectenerg-13855	287	6	performs	perform	VERB
fuelectenerg-13855	287	7	well	well	ADV
fuelectenerg-13855	287	8	across	across	ADP
fuelectenerg-13855	287	9	different	different	ADJ
fuelectenerg-13855	287	10	types	type	NOUN
fuelectenerg-13855	287	11	of	of	ADP
fuelectenerg-13855	287	12	visual	visual	ADJ
fuelectenerg-13855	287	13	content	content	NOUN
fuelectenerg-13855	287	14	,	,	PUNCT
fuelectenerg-13855	287	15	including	include	VERB
fuelectenerg-13855	287	16	natural	natural	ADJ
fuelectenerg-13855	287	17	scenes	scene	NOUN
fuelectenerg-13855	287	18	,	,	PUNCT
fuelectenerg-13855	287	19	portraits	portrait	NOUN
fuelectenerg-13855	287	20	,	,	PUNCT
fuelectenerg-13855	287	21	and	and	CCONJ
fuelectenerg-13855	287	22	complex	complex	ADJ
fuelectenerg-13855	287	23	backgrounds	background	NOUN
fuelectenerg-13855	287	24	,	,	PUNCT
fuelectenerg-13855	287	25	especially	especially	ADV
fuelectenerg-13855	287	26	in	in	ADP
fuelectenerg-13855	287	27	cases	case	NOUN
fuelectenerg-13855	287	28	where	where	SCONJ
fuelectenerg-13855	287	29	traditional	traditional	ADJ
fuelectenerg-13855	287	30	forensic	forensic	ADJ
fuelectenerg-13855	287	31	signals	signal	NOUN
fuelectenerg-13855	287	32	(	(	PUNCT
fuelectenerg-13855	287	33	such	such	ADJ
fuelectenerg-13855	287	34	as	as	ADP
fuelectenerg-13855	287	35	prnu	prnu	NOUN
fuelectenerg-13855	287	36	)	)	PUNCT
fuelectenerg-13855	287	37	are	be	AUX
fuelectenerg-13855	287	38	weak	weak	ADJ
fuelectenerg-13855	287	39	or	or	CCONJ
fuelectenerg-13855	287	40	missing	missing	ADJ
fuelectenerg-13855	287	41	.	.	PUNCT
fuelectenerg-13855	288	1	however	however	ADV
fuelectenerg-13855	288	2	,	,	PUNCT
fuelectenerg-13855	288	3	this	this	DET
fuelectenerg-13855	288	4	approach	approach	NOUN
fuelectenerg-13855	288	5	may	may	AUX
fuelectenerg-13855	288	6	be	be	AUX
fuelectenerg-13855	288	7	less	less	ADV
fuelectenerg-13855	288	8	effective	effective	ADJ
fuelectenerg-13855	288	9	in	in	ADP
fuelectenerg-13855	288	10	low	low	ADJ
fuelectenerg-13855	288	11	-	-	PUNCT
fuelectenerg-13855	288	12	textured	texture	VERB
fuelectenerg-13855	288	13	areas	area	NOUN
fuelectenerg-13855	288	14	where	where	SCONJ
fuelectenerg-13855	288	15	few	few	ADJ
fuelectenerg-13855	288	16	keypoints	keypoint	NOUN
fuelectenerg-13855	288	17	are	be	AUX
fuelectenerg-13855	288	18	generated	generate	VERB
fuelectenerg-13855	288	19	,	,	PUNCT
fuelectenerg-13855	288	20	making	make	VERB
fuelectenerg-13855	288	21	it	it	PRON
fuelectenerg-13855	288	22	difficult	difficult	ADJ
fuelectenerg-13855	288	23	to	to	PART
fuelectenerg-13855	288	24	locate	locate	VERB
fuelectenerg-13855	288	25	tampered	tamper	VERB
fuelectenerg-13855	288	26	regions	region	NOUN
fuelectenerg-13855	288	27	.	.	PUNCT
fuelectenerg-13855	289	1	post	post	ADJ
fuelectenerg-13855	289	2	-	-	ADJ
fuelectenerg-13855	289	3	processing	processing	ADJ
fuelectenerg-13855	289	4	effects	effect	NOUN
fuelectenerg-13855	289	5	,	,	PUNCT
fuelectenerg-13855	289	6	such	such	ADJ
fuelectenerg-13855	289	7	as	as	ADP
fuelectenerg-13855	289	8	blurring	blur	VERB
fuelectenerg-13855	289	9	or	or	CCONJ
fuelectenerg-13855	289	10	added	add	VERB
fuelectenerg-13855	289	11	noise	noise	NOUN
fuelectenerg-13855	289	12	,	,	PUNCT
fuelectenerg-13855	289	13	can	can	AUX
fuelectenerg-13855	289	14	further	far	ADV
fuelectenerg-13855	289	15	reduce	reduce	VERB
fuelectenerg-13855	289	16	the	the	DET
fuelectenerg-13855	289	17	repeatability	repeatability	NOUN
fuelectenerg-13855	289	18	of	of	ADP
fuelectenerg-13855	289	19	keypoints	keypoint	NOUN
fuelectenerg-13855	289	20	,	,	PUNCT
fuelectenerg-13855	289	21	allowing	allow	VERB
fuelectenerg-13855	289	22	splices	splice	NOUN
fuelectenerg-13855	289	23	to	to	PART
fuelectenerg-13855	289	24	go	go	VERB
fuelectenerg-13855	289	25	undetected	undetected	ADJ
fuelectenerg-13855	289	26	.	.	PUNCT
fuelectenerg-13855	290	1	additionally	additionally	ADV
fuelectenerg-13855	290	2	,	,	PUNCT
fuelectenerg-13855	290	3	if	if	SCONJ
fuelectenerg-13855	290	4	the	the	DET
fuelectenerg-13855	290	5	inserted	insert	VERB
fuelectenerg-13855	290	6	content	content	NOUN
fuelectenerg-13855	290	7	comes	come	VERB
fuelectenerg-13855	290	8	from	from	ADP
fuelectenerg-13855	290	9	a	a	DET
fuelectenerg-13855	290	10	source	source	NOUN
fuelectenerg-13855	290	11	image	image	NOUN
fuelectenerg-13855	290	12	taken	take	VERB
fuelectenerg-13855	290	13	with	with	ADP
fuelectenerg-13855	290	14	a	a	DET
fuelectenerg-13855	290	15	similar	similar	ADJ
fuelectenerg-13855	290	16	camera	camera	NOUN
fuelectenerg-13855	290	17	model	model	NOUN
fuelectenerg-13855	290	18	,	,	PUNCT
fuelectenerg-13855	290	19	the	the	DET
fuelectenerg-13855	290	20	feature	feature	NOUN
fuelectenerg-13855	290	21	distributions	distribution	NOUN
fuelectenerg-13855	290	22	may	may	AUX
fuelectenerg-13855	290	23	overlap	overlap	VERB
fuelectenerg-13855	290	24	,	,	PUNCT
fuelectenerg-13855	290	25	making	make	VERB
fuelectenerg-13855	290	26	it	it	PRON
fuelectenerg-13855	290	27	hard	hard	ADJ
fuelectenerg-13855	290	28	to	to	PART
fuelectenerg-13855	290	29	distinguish	distinguish	VERB
fuelectenerg-13855	290	30	between	between	ADP
fuelectenerg-13855	290	31	new	new	ADJ
fuelectenerg-13855	290	32	and	and	CCONJ
fuelectenerg-13855	290	33	original	original	ADJ
fuelectenerg-13855	290	34	content	content	NOUN
fuelectenerg-13855	290	35	.	.	PUNCT
fuelectenerg-13855	291	1	4.5	4.5	NUM
fuelectenerg-13855	291	2	.	.	PUNCT
fuelectenerg-13855	292	1	deep	deep	ADJ
fuelectenerg-13855	292	2	-	-	PUNCT
fuelectenerg-13855	292	3	learning	learning	NOUN
fuelectenerg-13855	292	4	-	-	PUNCT
fuelectenerg-13855	292	5	based	base	VERB
fuelectenerg-13855	292	6	methods	method	NOUN
fuelectenerg-13855	292	7	4.5.1	4.5.1	NUM
fuelectenerg-13855	292	8	.	.	PUNCT
fuelectenerg-13855	292	9	end	end	NOUN
fuelectenerg-13855	292	10	-	-	PUNCT
fuelectenerg-13855	292	11	to	to	ADP
fuelectenerg-13855	292	12	-	-	PUNCT
fuelectenerg-13855	292	13	end	end	NOUN
fuelectenerg-13855	292	14	cnn	cnn	PROPN
fuelectenerg-13855	292	15	detectors	detector	NOUN
fuelectenerg-13855	292	16	end	end	VERB
fuelectenerg-13855	292	17	-	-	PUNCT
fuelectenerg-13855	292	18	to	to	ADP
fuelectenerg-13855	292	19	-	-	PUNCT
fuelectenerg-13855	292	20	end	end	NOUN
fuelectenerg-13855	292	21	cnn	cnn	PROPN
fuelectenerg-13855	292	22	detectors	detector	NOUN
fuelectenerg-13855	292	23	train	train	VERB
fuelectenerg-13855	292	24	convolutional	convolutional	ADJ
fuelectenerg-13855	292	25	networks	network	NOUN
fuelectenerg-13855	292	26	to	to	PART
fuelectenerg-13855	292	27	spot	spot	VERB
fuelectenerg-13855	292	28	statistical	statistical	ADJ
fuelectenerg-13855	292	29	anomalies	anomaly	NOUN
fuelectenerg-13855	292	30	,	,	PUNCT
fuelectenerg-13855	292	31	such	such	ADJ
fuelectenerg-13855	292	32	as	as	ADP
fuelectenerg-13855	292	33	tampered	tamper	VERB
fuelectenerg-13855	292	34	edges	edge	NOUN
fuelectenerg-13855	292	35	or	or	CCONJ
fuelectenerg-13855	292	36	inconsistent	inconsistent	ADJ
fuelectenerg-13855	292	37	noise	noise	NOUN
fuelectenerg-13855	292	38	within	within	ADP
fuelectenerg-13855	292	39	a	a	DET
fuelectenerg-13855	292	40	supervised	supervised	ADJ
fuelectenerg-13855	292	41	setting	setting	NOUN
fuelectenerg-13855	292	42	.	.	PUNCT
fuelectenerg-13855	293	1	one	one	NUM
fuelectenerg-13855	293	2	of	of	ADP
fuelectenerg-13855	293	3	the	the	DET
fuelectenerg-13855	293	4	key	key	ADJ
fuelectenerg-13855	293	5	strengths	strength	NOUN
fuelectenerg-13855	293	6	of	of	ADP
fuelectenerg-13855	293	7	these	these	DET
fuelectenerg-13855	293	8	methods	method	NOUN
fuelectenerg-13855	293	9	is	be	AUX
fuelectenerg-13855	293	10	automatic	automatic	ADJ
fuelectenerg-13855	293	11	feature	feature	NOUN
fuelectenerg-13855	293	12	learning	learning	NOUN
fuelectenerg-13855	293	13	.	.	PUNCT
fuelectenerg-13855	294	1	cnns	cnns	PROPN
fuelectenerg-13855	294	2	can	can	AUX
fuelectenerg-13855	294	3	learn	learn	VERB
fuelectenerg-13855	294	4	complex	complex	ADJ
fuelectenerg-13855	294	5	forensic	forensic	ADJ
fuelectenerg-13855	294	6	features	feature	NOUN
fuelectenerg-13855	294	7	directly	directly	ADV
fuelectenerg-13855	294	8	from	from	ADP
fuelectenerg-13855	294	9	the	the	DET
fuelectenerg-13855	294	10	data	datum	NOUN
fuelectenerg-13855	294	11	,	,	PUNCT
fuelectenerg-13855	294	12	without	without	ADP
fuelectenerg-13855	294	13	needing	need	VERB
fuelectenerg-13855	294	14	hand	hand	NOUN
fuelectenerg-13855	294	15	-	-	PUNCT
fuelectenerg-13855	294	16	crafted	craft	VERB
fuelectenerg-13855	294	17	rules	rule	NOUN
fuelectenerg-13855	294	18	or	or	CCONJ
fuelectenerg-13855	294	19	manual	manual	ADJ
fuelectenerg-13855	294	20	feature	feature	NOUN
fuelectenerg-13855	294	21	extraction	extraction	NOUN
fuelectenerg-13855	294	22	.	.	PUNCT
fuelectenerg-13855	295	1	these	these	DET
fuelectenerg-13855	295	2	detectors	detector	NOUN
fuelectenerg-13855	295	3	offer	offer	VERB
fuelectenerg-13855	295	4	high	high	ADJ
fuelectenerg-13855	295	5	detection	detection	NOUN
fuelectenerg-13855	295	6	accuracy	accuracy	NOUN
fuelectenerg-13855	295	7	.	.	PUNCT
fuelectenerg-13855	296	1	when	when	SCONJ
fuelectenerg-13855	296	2	trained	train	VERB
fuelectenerg-13855	296	3	on	on	ADP
fuelectenerg-13855	296	4	large	large	ADJ
fuelectenerg-13855	296	5	and	and	CCONJ
fuelectenerg-13855	296	6	diverse	diverse	ADJ
fuelectenerg-13855	296	7	datasets	dataset	NOUN
fuelectenerg-13855	296	8	,	,	PUNCT
fuelectenerg-13855	296	9	cnns	cnn	NOUN
fuelectenerg-13855	296	10	often	often	ADV
fuelectenerg-13855	296	11	outperform	outperform	VERB
fuelectenerg-13855	296	12	traditional	traditional	ADJ
fuelectenerg-13855	296	13	techniques	technique	NOUN
fuelectenerg-13855	296	14	in	in	ADP
fuelectenerg-13855	296	15	identifying	identify	VERB
fuelectenerg-13855	296	16	a	a	DET
fuelectenerg-13855	296	17	wide	wide	ADJ
fuelectenerg-13855	296	18	range	range	NOUN
fuelectenerg-13855	296	19	of	of	ADP
fuelectenerg-13855	296	20	manipulations	manipulation	NOUN
fuelectenerg-13855	296	21	,	,	PUNCT
fuelectenerg-13855	296	22	including	include	VERB
fuelectenerg-13855	296	23	splicing	splicing	NOUN
fuelectenerg-13855	296	24	,	,	PUNCT
fuelectenerg-13855	296	25	copy	copy	NOUN
fuelectenerg-13855	296	26	-	-	PUNCT
fuelectenerg-13855	296	27	move	move	NOUN
fuelectenerg-13855	296	28	,	,	PUNCT
fuelectenerg-13855	296	29	and	and	CCONJ
fuelectenerg-13855	296	30	deepfakes	deepfake	NOUN
fuelectenerg-13855	296	31	.	.	PUNCT
fuelectenerg-13855	297	1	their	their	PRON
fuelectenerg-13855	297	2	versatility	versatility	NOUN
fuelectenerg-13855	297	3	and	and	CCONJ
fuelectenerg-13855	297	4	scalability	scalability	NOUN
fuelectenerg-13855	297	5	allow	allow	VERB
fuelectenerg-13855	297	6	the	the	DET
fuelectenerg-13855	297	7	same	same	ADJ
fuelectenerg-13855	297	8	architecture	architecture	NOUN
fuelectenerg-13855	297	9	to	to	PART
fuelectenerg-13855	297	10	be	be	AUX
fuelectenerg-13855	297	11	adapted	adapt	VERB
fuelectenerg-13855	297	12	for	for	ADP
fuelectenerg-13855	297	13	multiple	multiple	ADJ
fuelectenerg-13855	297	14	forensic	forensic	ADJ
fuelectenerg-13855	297	15	tasks	task	NOUN
fuelectenerg-13855	297	16	such	such	ADJ
fuelectenerg-13855	297	17	as	as	ADP
fuelectenerg-13855	297	18	image	image	NOUN
fuelectenerg-13855	297	19	forgery	forgery	NOUN
fuelectenerg-13855	297	20	detection	detection	NOUN
fuelectenerg-13855	297	21	,	,	PUNCT
fuelectenerg-13855	297	22	manipulation	manipulation	NOUN
fuelectenerg-13855	297	23	localization	localization	NOUN
fuelectenerg-13855	297	24	,	,	PUNCT
fuelectenerg-13855	297	25	or	or	CCONJ
fuelectenerg-13855	297	26	even	even	ADV
fuelectenerg-13855	297	27	source	source	NOUN
fuelectenerg-13855	297	28	attribution	attribution	NOUN
fuelectenerg-13855	297	29	.	.	PUNCT
fuelectenerg-13855	298	1	cnn	cnn	PROPN
fuelectenerg-13855	298	2	-	-	PUNCT
fuelectenerg-13855	298	3	based	base	VERB
fuelectenerg-13855	298	4	systems	system	NOUN
fuelectenerg-13855	298	5	are	be	AUX
fuelectenerg-13855	298	6	also	also	ADV
fuelectenerg-13855	298	7	robust	robust	ADJ
fuelectenerg-13855	298	8	to	to	ADP
fuelectenerg-13855	298	9	multiple	multiple	ADJ
fuelectenerg-13855	298	10	types	type	NOUN
fuelectenerg-13855	298	11	of	of	ADP
fuelectenerg-13855	298	12	manipulation	manipulation	NOUN
fuelectenerg-13855	298	13	.	.	PUNCT
fuelectenerg-13855	299	1	they	they	PRON
fuelectenerg-13855	299	2	are	be	AUX
fuelectenerg-13855	299	3	capable	capable	ADJ
fuelectenerg-13855	299	4	of	of	ADP
fuelectenerg-13855	299	5	handling	handle	VERB
fuelectenerg-13855	299	6	subtle	subtle	ADJ
fuelectenerg-13855	299	7	or	or	CCONJ
fuelectenerg-13855	299	8	complex	complex	ADJ
fuelectenerg-13855	299	9	changes	change	NOUN
fuelectenerg-13855	299	10	in	in	ADP
fuelectenerg-13855	299	11	geometry	geometry	NOUN
fuelectenerg-13855	299	12	,	,	PUNCT
fuelectenerg-13855	299	13	noise	noise	NOUN
fuelectenerg-13855	299	14	patterns	pattern	NOUN
fuelectenerg-13855	299	15	,	,	PUNCT
fuelectenerg-13855	299	16	or	or	CCONJ
fuelectenerg-13855	299	17	lighting	light	VERB
fuelectenerg-13855	299	18	594	594	NUM
fuelectenerg-13855	299	19	p.	p.	NOUN
fuelectenerg-13855	299	20	čisar	čisar	VERB
fuelectenerg-13855	299	21	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	299	22	.	.	PUNCT
fuelectenerg-13855	300	1	many	many	ADJ
fuelectenerg-13855	300	2	of	of	ADP
fuelectenerg-13855	300	3	these	these	DET
fuelectenerg-13855	300	4	systems	system	NOUN
fuelectenerg-13855	300	5	are	be	AUX
fuelectenerg-13855	300	6	designed	design	VERB
fuelectenerg-13855	300	7	to	to	PART
fuelectenerg-13855	300	8	produce	produce	VERB
fuelectenerg-13855	300	9	tampering	tampering	NOUN
fuelectenerg-13855	300	10	maps	map	NOUN
fuelectenerg-13855	300	11	,	,	PUNCT
fuelectenerg-13855	300	12	which	which	PRON
fuelectenerg-13855	300	13	makes	make	VERB
fuelectenerg-13855	300	14	it	it	PRON
fuelectenerg-13855	300	15	possible	possible	ADJ
fuelectenerg-13855	300	16	to	to	PART
fuelectenerg-13855	300	17	localize	localize	VERB
fuelectenerg-13855	300	18	manipulated	manipulate	VERB
fuelectenerg-13855	300	19	regions	region	NOUN
fuelectenerg-13855	300	20	at	at	ADP
fuelectenerg-13855	300	21	the	the	DET
fuelectenerg-13855	300	22	pixel	pixel	NOUN
fuelectenerg-13855	300	23	or	or	CCONJ
fuelectenerg-13855	300	24	patch	patch	ADJ
fuelectenerg-13855	300	25	level	level	NOUN
fuelectenerg-13855	300	26	.	.	PUNCT
fuelectenerg-13855	301	1	however	however	ADV
fuelectenerg-13855	301	2	,	,	PUNCT
fuelectenerg-13855	301	3	these	these	DET
fuelectenerg-13855	301	4	methods	method	NOUN
fuelectenerg-13855	301	5	have	have	VERB
fuelectenerg-13855	301	6	limitations	limitation	NOUN
fuelectenerg-13855	301	7	.	.	PUNCT
fuelectenerg-13855	302	1	their	their	PRON
fuelectenerg-13855	302	2	performance	performance	NOUN
fuelectenerg-13855	302	3	is	be	AUX
fuelectenerg-13855	302	4	highly	highly	ADV
fuelectenerg-13855	302	5	dependent	dependent	ADJ
fuelectenerg-13855	302	6	on	on	ADP
fuelectenerg-13855	302	7	the	the	DET
fuelectenerg-13855	302	8	quality	quality	NOUN
fuelectenerg-13855	302	9	and	and	CCONJ
fuelectenerg-13855	302	10	diversity	diversity	NOUN
fuelectenerg-13855	302	11	of	of	ADP
fuelectenerg-13855	302	12	the	the	DET
fuelectenerg-13855	302	13	training	training	NOUN
fuelectenerg-13855	302	14	data	datum	NOUN
fuelectenerg-13855	302	15	.	.	PUNCT
fuelectenerg-13855	303	1	if	if	SCONJ
fuelectenerg-13855	303	2	novel	novel	ADJ
fuelectenerg-13855	303	3	or	or	CCONJ
fuelectenerg-13855	303	4	unseen	unseen	ADJ
fuelectenerg-13855	303	5	tampering	tampering	NOUN
fuelectenerg-13855	303	6	techniques	technique	NOUN
fuelectenerg-13855	303	7	are	be	AUX
fuelectenerg-13855	303	8	introduced	introduce	VERB
fuelectenerg-13855	303	9	,	,	PUNCT
fuelectenerg-13855	303	10	the	the	DET
fuelectenerg-13855	303	11	network	network	NOUN
fuelectenerg-13855	303	12	may	may	AUX
fuelectenerg-13855	303	13	not	not	PART
fuelectenerg-13855	303	14	detect	detect	VERB
fuelectenerg-13855	303	15	them	they	PRON
fuelectenerg-13855	303	16	.	.	PUNCT
fuelectenerg-13855	304	1	cnns	cnns	PROPN
fuelectenerg-13855	304	2	are	be	AUX
fuelectenerg-13855	304	3	also	also	ADV
fuelectenerg-13855	304	4	at	at	ADP
fuelectenerg-13855	304	5	risk	risk	NOUN
fuelectenerg-13855	304	6	of	of	ADP
fuelectenerg-13855	304	7	overfitting	overfitting	NOUN
fuelectenerg-13855	304	8	;	;	PUNCT
fuelectenerg-13855	304	9	they	they	PRON
fuelectenerg-13855	304	10	may	may	AUX
fuelectenerg-13855	304	11	inadvertently	inadvertently	ADV
fuelectenerg-13855	304	12	learn	learn	VERB
fuelectenerg-13855	304	13	dataset	dataset	NOUN
fuelectenerg-13855	304	14	-	-	PUNCT
fuelectenerg-13855	304	15	specific	specific	ADJ
fuelectenerg-13855	304	16	artifacts	artifact	NOUN
fuelectenerg-13855	304	17	,	,	PUNCT
fuelectenerg-13855	304	18	such	such	ADJ
fuelectenerg-13855	304	19	as	as	ADP
fuelectenerg-13855	304	20	particular	particular	ADJ
fuelectenerg-13855	304	21	compression	compression	NOUN
fuelectenerg-13855	304	22	settings	setting	NOUN
fuelectenerg-13855	304	23	,	,	PUNCT
fuelectenerg-13855	304	24	instead	instead	ADV
fuelectenerg-13855	304	25	of	of	ADP
fuelectenerg-13855	304	26	generalizable	generalizable	ADJ
fuelectenerg-13855	304	27	forgery	forgery	NOUN
fuelectenerg-13855	304	28	cues	cue	NOUN
fuelectenerg-13855	304	29	.	.	PUNCT
fuelectenerg-13855	305	1	another	another	DET
fuelectenerg-13855	305	2	notable	notable	ADJ
fuelectenerg-13855	305	3	challenge	challenge	NOUN
fuelectenerg-13855	305	4	is	be	AUX
fuelectenerg-13855	305	5	explainability	explainability	NOUN
fuelectenerg-13855	305	6	.	.	PUNCT
fuelectenerg-13855	306	1	due	due	ADP
fuelectenerg-13855	306	2	to	to	ADP
fuelectenerg-13855	306	3	their	their	PRON
fuelectenerg-13855	306	4	black	black	ADJ
fuelectenerg-13855	306	5	-	-	PUNCT
fuelectenerg-13855	306	6	box	box	NOUN
fuelectenerg-13855	306	7	nature	nature	NOUN
fuelectenerg-13855	306	8	,	,	PUNCT
fuelectenerg-13855	306	9	cnns	cnns	PROPN
fuelectenerg-13855	306	10	can	can	AUX
fuelectenerg-13855	306	11	be	be	AUX
fuelectenerg-13855	306	12	difficult	difficult	ADJ
fuelectenerg-13855	306	13	to	to	PART
fuelectenerg-13855	306	14	interpret	interpret	VERB
fuelectenerg-13855	306	15	;	;	PUNCT
fuelectenerg-13855	306	16	analysts	analyst	NOUN
fuelectenerg-13855	306	17	may	may	AUX
fuelectenerg-13855	306	18	struggle	struggle	VERB
fuelectenerg-13855	306	19	to	to	PART
fuelectenerg-13855	306	20	understand	understand	VERB
fuelectenerg-13855	306	21	why	why	SCONJ
fuelectenerg-13855	306	22	a	a	DET
fuelectenerg-13855	306	23	specific	specific	ADJ
fuelectenerg-13855	306	24	region	region	NOUN
fuelectenerg-13855	306	25	was	be	AUX
fuelectenerg-13855	306	26	flagged	flag	VERB
fuelectenerg-13855	306	27	,	,	PUNCT
fuelectenerg-13855	306	28	which	which	PRON
fuelectenerg-13855	306	29	can	can	AUX
fuelectenerg-13855	306	30	be	be	AUX
fuelectenerg-13855	306	31	problematic	problematic	ADJ
fuelectenerg-13855	306	32	in	in	ADP
fuelectenerg-13855	306	33	forensic	forensic	ADJ
fuelectenerg-13855	306	34	and	and	CCONJ
fuelectenerg-13855	306	35	legal	legal	ADJ
fuelectenerg-13855	306	36	contexts	context	NOUN
fuelectenerg-13855	306	37	where	where	SCONJ
fuelectenerg-13855	306	38	clear	clear	ADJ
fuelectenerg-13855	306	39	evidence	evidence	NOUN
fuelectenerg-13855	306	40	is	be	AUX
fuelectenerg-13855	306	41	required	require	VERB
fuelectenerg-13855	306	42	.	.	PUNCT
fuelectenerg-13855	307	1	4.5.2	4.5.2	NUM
fuelectenerg-13855	307	2	.	.	PUNCT
fuelectenerg-13855	307	3	gan	gin	VERB
fuelectenerg-13855	307	4	-	-	PUNCT
fuelectenerg-13855	307	5	based	base	VERB
fuelectenerg-13855	307	6	forgery	forgery	NOUN
fuelectenerg-13855	307	7	detectors	detector	NOUN
fuelectenerg-13855	307	8	gan	gin	VERB
fuelectenerg-13855	307	9	-	-	PUNCT
fuelectenerg-13855	307	10	based	base	VERB
fuelectenerg-13855	307	11	forgery	forgery	NOUN
fuelectenerg-13855	307	12	detectors	detector	NOUN
fuelectenerg-13855	307	13	are	be	AUX
fuelectenerg-13855	307	14	specialized	specialized	ADJ
fuelectenerg-13855	307	15	networks	network	NOUN
fuelectenerg-13855	307	16	designed	design	VERB
fuelectenerg-13855	307	17	to	to	PART
fuelectenerg-13855	307	18	identify	identify	VERB
fuelectenerg-13855	307	19	traces	trace	NOUN
fuelectenerg-13855	307	20	of	of	ADP
fuelectenerg-13855	307	21	gan	gan	ADJ
fuelectenerg-13855	307	22	synthesis	synthesis	NOUN
fuelectenerg-13855	307	23	or	or	CCONJ
fuelectenerg-13855	307	24	deepfake	deepfake	NOUN
fuelectenerg-13855	307	25	generation	generation	NOUN
fuelectenerg-13855	307	26	.	.	PUNCT
fuelectenerg-13855	308	1	their	their	PRON
fuelectenerg-13855	308	2	primary	primary	ADJ
fuelectenerg-13855	308	3	strength	strength	NOUN
fuelectenerg-13855	308	4	lies	lie	VERB
fuelectenerg-13855	308	5	in	in	ADP
fuelectenerg-13855	308	6	being	be	AUX
fuelectenerg-13855	308	7	specifically	specifically	ADV
fuelectenerg-13855	308	8	trained	train	VERB
fuelectenerg-13855	308	9	to	to	PART
fuelectenerg-13855	308	10	detect	detect	VERB
fuelectenerg-13855	308	11	artifacts	artifact	NOUN
fuelectenerg-13855	308	12	and	and	CCONJ
fuelectenerg-13855	308	13	patterns	pattern	NOUN
fuelectenerg-13855	308	14	that	that	PRON
fuelectenerg-13855	308	15	are	be	AUX
fuelectenerg-13855	308	16	unique	unique	ADJ
fuelectenerg-13855	308	17	to	to	ADP
fuelectenerg-13855	308	18	gan	gan	VERB
fuelectenerg-13855	308	19	-	-	PUNCT
fuelectenerg-13855	308	20	generated	generate	VERB
fuelectenerg-13855	308	21	content	content	NOUN
fuelectenerg-13855	308	22	,	,	PUNCT
fuelectenerg-13855	308	23	including	include	VERB
fuelectenerg-13855	308	24	those	those	PRON
fuelectenerg-13855	308	25	produced	produce	VERB
fuelectenerg-13855	308	26	by	by	ADP
fuelectenerg-13855	308	27	models	model	NOUN
fuelectenerg-13855	308	28	such	such	ADJ
fuelectenerg-13855	308	29	as	as	ADP
fuelectenerg-13855	308	30	stylegan	stylegan	NOUN
fuelectenerg-13855	308	31	or	or	CCONJ
fuelectenerg-13855	308	32	deepfakes	deepfake	NOUN
fuelectenerg-13855	308	33	.	.	PUNCT
fuelectenerg-13855	309	1	these	these	DET
fuelectenerg-13855	309	2	detectors	detector	NOUN
fuelectenerg-13855	309	3	are	be	AUX
fuelectenerg-13855	309	4	highly	highly	ADV
fuelectenerg-13855	309	5	sensitive	sensitive	ADJ
fuelectenerg-13855	309	6	to	to	ADP
fuelectenerg-13855	309	7	subtle	subtle	ADJ
fuelectenerg-13855	309	8	artifacts	artifact	NOUN
fuelectenerg-13855	309	9	.	.	PUNCT
fuelectenerg-13855	310	1	they	they	PRON
fuelectenerg-13855	310	2	can	can	AUX
fuelectenerg-13855	310	3	detect	detect	VERB
fuelectenerg-13855	310	4	minute	minute	NOUN
fuelectenerg-13855	310	5	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	310	6	in	in	ADP
fuelectenerg-13855	310	7	texture	texture	ADJ
fuelectenerg-13855	310	8	,	,	PUNCT
fuelectenerg-13855	310	9	facial	facial	ADJ
fuelectenerg-13855	310	10	features	feature	NOUN
fuelectenerg-13855	310	11	,	,	PUNCT
fuelectenerg-13855	310	12	or	or	CCONJ
fuelectenerg-13855	310	13	statistical	statistical	ADJ
fuelectenerg-13855	310	14	image	image	NOUN
fuelectenerg-13855	310	15	properties	property	NOUN
fuelectenerg-13855	310	16	,	,	PUNCT
fuelectenerg-13855	310	17	artifacts	artifact	NOUN
fuelectenerg-13855	310	18	that	that	PRON
fuelectenerg-13855	310	19	are	be	AUX
fuelectenerg-13855	310	20	often	often	ADV
fuelectenerg-13855	310	21	missed	miss	VERB
fuelectenerg-13855	310	22	by	by	ADP
fuelectenerg-13855	310	23	traditional	traditional	ADJ
fuelectenerg-13855	310	24	methods	method	NOUN
fuelectenerg-13855	310	25	.	.	PUNCT
fuelectenerg-13855	311	1	moreover	moreover	ADV
fuelectenerg-13855	311	2	,	,	PUNCT
fuelectenerg-13855	311	3	with	with	ADP
fuelectenerg-13855	311	4	proper	proper	ADJ
fuelectenerg-13855	311	5	retraining	retraining	NOUN
fuelectenerg-13855	311	6	,	,	PUNCT
fuelectenerg-13855	311	7	gan	gan	PROPN
fuelectenerg-13855	311	8	detectors	detector	NOUN
fuelectenerg-13855	311	9	can	can	AUX
fuelectenerg-13855	311	10	adapt	adapt	VERB
fuelectenerg-13855	311	11	to	to	ADP
fuelectenerg-13855	311	12	evolving	evolve	VERB
fuelectenerg-13855	311	13	gan	gan	PROPN
fuelectenerg-13855	311	14	architectures	architecture	NOUN
fuelectenerg-13855	311	15	,	,	PUNCT
fuelectenerg-13855	311	16	maintaining	maintain	VERB
fuelectenerg-13855	311	17	their	their	PRON
fuelectenerg-13855	311	18	effectiveness	effectiveness	NOUN
fuelectenerg-13855	311	19	over	over	ADP
fuelectenerg-13855	311	20	time	time	NOUN
fuelectenerg-13855	311	21	.	.	PUNCT
fuelectenerg-13855	312	1	some	some	DET
fuelectenerg-13855	312	2	models	model	NOUN
fuelectenerg-13855	312	3	offer	offer	VERB
fuelectenerg-13855	312	4	pixel	pixel	ADJ
fuelectenerg-13855	312	5	-	-	PUNCT
fuelectenerg-13855	312	6	level	level	NOUN
fuelectenerg-13855	312	7	localization	localization	NOUN
fuelectenerg-13855	312	8	by	by	ADP
fuelectenerg-13855	312	9	generating	generate	VERB
fuelectenerg-13855	312	10	heatmaps	heatmap	NOUN
fuelectenerg-13855	312	11	or	or	CCONJ
fuelectenerg-13855	312	12	binary	binary	ADJ
fuelectenerg-13855	312	13	masks	mask	NOUN
fuelectenerg-13855	312	14	that	that	PRON
fuelectenerg-13855	312	15	highlight	highlight	AUX
fuelectenerg-13855	312	16	manipulated	manipulate	VERB
fuelectenerg-13855	312	17	regions	region	NOUN
fuelectenerg-13855	312	18	within	within	ADP
fuelectenerg-13855	312	19	an	an	DET
fuelectenerg-13855	312	20	image	image	NOUN
fuelectenerg-13855	312	21	or	or	CCONJ
fuelectenerg-13855	312	22	video	video	NOUN
fuelectenerg-13855	312	23	.	.	PUNCT
fuelectenerg-13855	313	1	gan	gan	PROPN
fuelectenerg-13855	313	2	detectors	detector	NOUN
fuelectenerg-13855	313	3	analyze	analyze	VERB
fuelectenerg-13855	313	4	both	both	CCONJ
fuelectenerg-13855	313	5	visual	visual	ADJ
fuelectenerg-13855	313	6	and	and	CCONJ
fuelectenerg-13855	313	7	statistical	statistical	ADJ
fuelectenerg-13855	313	8	cues	cue	NOUN
fuelectenerg-13855	313	9	.	.	PUNCT
fuelectenerg-13855	314	1	they	they	PRON
fuelectenerg-13855	314	2	can	can	AUX
fuelectenerg-13855	314	3	detect	detect	VERB
fuelectenerg-13855	314	4	perceptual	perceptual	ADJ
fuelectenerg-13855	314	5	anomalies	anomaly	NOUN
fuelectenerg-13855	314	6	such	such	ADJ
fuelectenerg-13855	314	7	as	as	ADP
fuelectenerg-13855	314	8	unnatural	unnatural	ADJ
fuelectenerg-13855	314	9	eye	eye	NOUN
fuelectenerg-13855	314	10	rendering	rendering	NOUN
fuelectenerg-13855	314	11	or	or	CCONJ
fuelectenerg-13855	314	12	inconsistent	inconsistent	ADJ
fuelectenerg-13855	314	13	backgrounds	background	NOUN
fuelectenerg-13855	314	14	,	,	PUNCT
fuelectenerg-13855	314	15	as	as	ADV
fuelectenerg-13855	314	16	well	well	ADV
fuelectenerg-13855	314	17	as	as	ADP
fuelectenerg-13855	314	18	frequency	frequency	NOUN
fuelectenerg-13855	314	19	domain	domain	NOUN
fuelectenerg-13855	314	20	irregularities	irregularity	NOUN
fuelectenerg-13855	314	21	or	or	CCONJ
fuelectenerg-13855	314	22	missing	miss	VERB
fuelectenerg-13855	314	23	sensor	sensor	NOUN
fuelectenerg-13855	314	24	noise	noise	NOUN
fuelectenerg-13855	314	25	patterns	pattern	NOUN
fuelectenerg-13855	314	26	.	.	PUNCT
fuelectenerg-13855	315	1	despite	despite	SCONJ
fuelectenerg-13855	315	2	their	their	PRON
fuelectenerg-13855	315	3	strengths	strength	NOUN
fuelectenerg-13855	315	4	,	,	PUNCT
fuelectenerg-13855	315	5	gan	gan	NOUN
fuelectenerg-13855	315	6	-	-	PUNCT
fuelectenerg-13855	315	7	based	base	VERB
fuelectenerg-13855	315	8	detectors	detector	NOUN
fuelectenerg-13855	315	9	are	be	AUX
fuelectenerg-13855	315	10	part	part	NOUN
fuelectenerg-13855	315	11	of	of	ADP
fuelectenerg-13855	315	12	an	an	DET
fuelectenerg-13855	315	13	ongoing	ongoing	ADJ
fuelectenerg-13855	315	14	arms	arm	NOUN
fuelectenerg-13855	315	15	race	race	NOUN
fuelectenerg-13855	315	16	.	.	PUNCT
fuelectenerg-13855	316	1	as	as	SCONJ
fuelectenerg-13855	316	2	generative	generative	ADJ
fuelectenerg-13855	316	3	models	model	NOUN
fuelectenerg-13855	316	4	become	become	VERB
fuelectenerg-13855	316	5	more	more	ADV
fuelectenerg-13855	316	6	sophisticated	sophisticated	ADJ
fuelectenerg-13855	316	7	and	and	CCONJ
fuelectenerg-13855	316	8	produce	produce	VERB
fuelectenerg-13855	316	9	fewer	few	ADJ
fuelectenerg-13855	316	10	artifacts	artifact	NOUN
fuelectenerg-13855	316	11	,	,	PUNCT
fuelectenerg-13855	316	12	existing	exist	VERB
fuelectenerg-13855	316	13	detectors	detector	NOUN
fuelectenerg-13855	316	14	must	must	AUX
fuelectenerg-13855	316	15	be	be	AUX
fuelectenerg-13855	316	16	continuously	continuously	ADV
fuelectenerg-13855	316	17	re	re	VERB
fuelectenerg-13855	316	18	-	-	VERB
fuelectenerg-13855	316	19	trained	train	VERB
fuelectenerg-13855	316	20	to	to	PART
fuelectenerg-13855	316	21	keep	keep	VERB
fuelectenerg-13855	316	22	up	up	ADP
fuelectenerg-13855	316	23	with	with	ADP
fuelectenerg-13855	316	24	them	they	PRON
fuelectenerg-13855	316	25	.	.	PUNCT
fuelectenerg-13855	317	1	furthermore	furthermore	ADV
fuelectenerg-13855	317	2	,	,	PUNCT
fuelectenerg-13855	317	3	dataset	dataset	ADJ
fuelectenerg-13855	317	4	imbalance	imbalance	NOUN
fuelectenerg-13855	317	5	presents	present	VERB
fuelectenerg-13855	317	6	a	a	DET
fuelectenerg-13855	317	7	challenge	challenge	NOUN
fuelectenerg-13855	317	8	,	,	PUNCT
fuelectenerg-13855	317	9	obtaining	obtain	VERB
fuelectenerg-13855	317	10	representative	representative	ADJ
fuelectenerg-13855	317	11	and	and	CCONJ
fuelectenerg-13855	317	12	balanced	balanced	ADJ
fuelectenerg-13855	317	13	sets	set	NOUN
fuelectenerg-13855	317	14	of	of	ADP
fuelectenerg-13855	317	15	‘	'	PUNCT
fuelectenerg-13855	317	16	real	real	ADJ
fuelectenerg-13855	317	17	’	'	PUNCT
fuelectenerg-13855	317	18	versus	versus	ADP
fuelectenerg-13855	317	19	“	"	PUNCT
fuelectenerg-13855	317	20	fake	fake	ADJ
fuelectenerg-13855	317	21	”	"	PUNCT
fuelectenerg-13855	317	22	images	image	NOUN
fuelectenerg-13855	317	23	can	can	AUX
fuelectenerg-13855	317	24	be	be	AUX
fuelectenerg-13855	317	25	difficult	difficult	ADJ
fuelectenerg-13855	317	26	,	,	PUNCT
fuelectenerg-13855	317	27	and	and	CCONJ
fuelectenerg-13855	317	28	biases	bias	NOUN
fuelectenerg-13855	317	29	in	in	ADP
fuelectenerg-13855	317	30	training	training	NOUN
fuelectenerg-13855	317	31	data	datum	NOUN
fuelectenerg-13855	317	32	may	may	AUX
fuelectenerg-13855	317	33	affect	affect	VERB
fuelectenerg-13855	317	34	performance	performance	NOUN
fuelectenerg-13855	317	35	.	.	PUNCT
fuelectenerg-13855	318	1	gan	gan	PROPN
fuelectenerg-13855	318	2	detectors	detector	NOUN
fuelectenerg-13855	318	3	also	also	ADV
fuelectenerg-13855	318	4	have	have	VERB
fuelectenerg-13855	318	5	a	a	DET
fuelectenerg-13855	318	6	limited	limited	ADJ
fuelectenerg-13855	318	7	scope	scope	NOUN
fuelectenerg-13855	318	8	.	.	PUNCT
fuelectenerg-13855	319	1	they	they	PRON
fuelectenerg-13855	319	2	are	be	AUX
fuelectenerg-13855	319	3	highly	highly	ADV
fuelectenerg-13855	319	4	effective	effective	ADJ
fuelectenerg-13855	319	5	against	against	ADP
fuelectenerg-13855	319	6	synthetic	synthetic	ADJ
fuelectenerg-13855	319	7	content	content	NOUN
fuelectenerg-13855	319	8	but	but	CCONJ
fuelectenerg-13855	319	9	may	may	AUX
fuelectenerg-13855	319	10	not	not	PART
fuelectenerg-13855	319	11	detect	detect	VERB
fuelectenerg-13855	319	12	traditional	traditional	ADJ
fuelectenerg-13855	319	13	splicing	splicing	NOUN
fuelectenerg-13855	319	14	or	or	CCONJ
fuelectenerg-13855	319	15	copy	copy	NOUN
fuelectenerg-13855	319	16	-	-	PUNCT
fuelectenerg-13855	319	17	move	move	NOUN
fuelectenerg-13855	319	18	operations	operation	NOUN
fuelectenerg-13855	319	19	performed	perform	VERB
fuelectenerg-13855	319	20	using	use	VERB
fuelectenerg-13855	319	21	standard	standard	ADJ
fuelectenerg-13855	319	22	image	image	NOUN
fuelectenerg-13855	319	23	editing	editing	NOUN
fuelectenerg-13855	319	24	tools	tool	NOUN
fuelectenerg-13855	319	25	.	.	PUNCT
fuelectenerg-13855	320	1	4.6	4.6	NUM
fuelectenerg-13855	320	2	.	.	PUNCT
fuelectenerg-13855	320	3	hybrid	hybrid	NOUN
fuelectenerg-13855	320	4	and	and	CCONJ
fuelectenerg-13855	320	5	fusion	fusion	NOUN
fuelectenerg-13855	320	6	approaches	approach	NOUN
fuelectenerg-13855	320	7	hybrid	hybrid	ADJ
fuelectenerg-13855	320	8	and	and	CCONJ
fuelectenerg-13855	320	9	fusion	fusion	NOUN
fuelectenerg-13855	320	10	approaches	approach	NOUN
fuelectenerg-13855	320	11	combine	combine	VERB
fuelectenerg-13855	320	12	multiple	multiple	ADJ
fuelectenerg-13855	320	13	cues	cue	NOUN
fuelectenerg-13855	320	14	,	,	PUNCT
fuelectenerg-13855	320	15	pixel	pixel	ADJ
fuelectenerg-13855	320	16	artifacts	artifact	NOUN
fuelectenerg-13855	320	17	,	,	PUNCT
fuelectenerg-13855	320	18	metadata	metadata	NOUN
fuelectenerg-13855	320	19	,	,	PUNCT
fuelectenerg-13855	320	20	geometry	geometry	NOUN
fuelectenerg-13855	320	21	,	,	PUNCT
fuelectenerg-13855	320	22	cnn	cnn	PROPN
fuelectenerg-13855	320	23	outputs	output	NOUN
fuelectenerg-13855	320	24	,	,	PUNCT
fuelectenerg-13855	320	25	to	to	PART
fuelectenerg-13855	320	26	improve	improve	VERB
fuelectenerg-13855	320	27	the	the	DET
fuelectenerg-13855	320	28	robustness	robustness	NOUN
fuelectenerg-13855	320	29	and	and	CCONJ
fuelectenerg-13855	320	30	accuracy	accuracy	NOUN
fuelectenerg-13855	320	31	of	of	ADP
fuelectenerg-13855	320	32	image	image	NOUN
fuelectenerg-13855	320	33	forgery	forgery	NOUN
fuelectenerg-13855	320	34	detection	detection	NOUN
fuelectenerg-13855	320	35	systems	system	NOUN
fuelectenerg-13855	320	36	.	.	PUNCT
fuelectenerg-13855	321	1	one	one	NUM
fuelectenerg-13855	321	2	of	of	ADP
fuelectenerg-13855	321	3	the	the	DET
fuelectenerg-13855	321	4	main	main	ADJ
fuelectenerg-13855	321	5	strengths	strength	NOUN
fuelectenerg-13855	321	6	of	of	ADP
fuelectenerg-13855	321	7	these	these	DET
fuelectenerg-13855	321	8	approaches	approach	NOUN
fuelectenerg-13855	321	9	is	be	AUX
fuelectenerg-13855	321	10	improved	improve	VERB
fuelectenerg-13855	321	11	accuracy	accuracy	NOUN
fuelectenerg-13855	321	12	.	.	PUNCT
fuelectenerg-13855	322	1	by	by	ADP
fuelectenerg-13855	322	2	integrating	integrate	VERB
fuelectenerg-13855	322	3	several	several	ADJ
fuelectenerg-13855	322	4	forensic	forensic	ADJ
fuelectenerg-13855	322	5	techniques	technique	NOUN
fuelectenerg-13855	322	6	,	,	PUNCT
fuelectenerg-13855	322	7	such	such	ADJ
fuelectenerg-13855	322	8	as	as	ADP
fuelectenerg-13855	322	9	prnu	prnu	NOUN
fuelectenerg-13855	322	10	,	,	PUNCT
fuelectenerg-13855	322	11	cfa	cfa	PROPN
fuelectenerg-13855	322	12	,	,	PUNCT
fuelectenerg-13855	322	13	metadata	metadata	VERB
fuelectenerg-13855	322	14	analysis	analysis	NOUN
fuelectenerg-13855	322	15	,	,	PUNCT
fuelectenerg-13855	322	16	and	and	CCONJ
fuelectenerg-13855	322	17	deep	deep	ADJ
fuelectenerg-13855	322	18	learning	learning	NOUN
fuelectenerg-13855	322	19	,	,	PUNCT
fuelectenerg-13855	322	20	overall	overall	ADJ
fuelectenerg-13855	322	21	performance	performance	NOUN
fuelectenerg-13855	322	22	is	be	AUX
fuelectenerg-13855	322	23	enhanced	enhance	VERB
fuelectenerg-13855	322	24	,	,	PUNCT
fuelectenerg-13855	322	25	and	and	CCONJ
fuelectenerg-13855	322	26	the	the	DET
fuelectenerg-13855	322	27	rate	rate	NOUN
fuelectenerg-13855	322	28	of	of	ADP
fuelectenerg-13855	322	29	false	false	ADJ
fuelectenerg-13855	322	30	positives	positive	NOUN
fuelectenerg-13855	322	31	is	be	AUX
fuelectenerg-13855	322	32	reduced	reduce	VERB
fuelectenerg-13855	322	33	.	.	PUNCT
fuelectenerg-13855	323	1	these	these	DET
fuelectenerg-13855	323	2	systems	system	NOUN
fuelectenerg-13855	323	3	are	be	AUX
fuelectenerg-13855	323	4	also	also	ADV
fuelectenerg-13855	323	5	robust	robust	ADJ
fuelectenerg-13855	323	6	to	to	ADP
fuelectenerg-13855	323	7	various	various	ADJ
fuelectenerg-13855	323	8	manipulations	manipulation	NOUN
fuelectenerg-13855	323	9	,	,	PUNCT
fuelectenerg-13855	323	10	allowing	allow	VERB
fuelectenerg-13855	323	11	them	they	PRON
fuelectenerg-13855	323	12	to	to	PART
fuelectenerg-13855	323	13	detect	detect	VERB
fuelectenerg-13855	323	14	a	a	DET
fuelectenerg-13855	323	15	wide	wide	ADJ
fuelectenerg-13855	323	16	variety	variety	NOUN
fuelectenerg-13855	323	17	of	of	ADP
fuelectenerg-13855	323	18	forgeries	forgery	NOUN
fuelectenerg-13855	323	19	,	,	PUNCT
fuelectenerg-13855	323	20	including	include	VERB
fuelectenerg-13855	323	21	splicing	splicing	NOUN
fuelectenerg-13855	323	22	,	,	PUNCT
fuelectenerg-13855	323	23	copy	copy	NOUN
fuelectenerg-13855	323	24	-	-	PUNCT
fuelectenerg-13855	323	25	move	move	NOUN
fuelectenerg-13855	323	26	,	,	PUNCT
fuelectenerg-13855	323	27	and	and	CCONJ
fuelectenerg-13855	323	28	gan	gin	VERB
fuelectenerg-13855	323	29	-	-	PUNCT
fuelectenerg-13855	323	30	generated	generate	VERB
fuelectenerg-13855	323	31	images	image	NOUN
fuelectenerg-13855	323	32	,	,	PUNCT
fuelectenerg-13855	323	33	by	by	ADP
fuelectenerg-13855	323	34	leveraging	leverage	VERB
fuelectenerg-13855	323	35	the	the	DET
fuelectenerg-13855	323	36	complementary	complementary	ADJ
fuelectenerg-13855	323	37	strengths	strength	NOUN
fuelectenerg-13855	323	38	of	of	ADP
fuelectenerg-13855	323	39	individual	individual	ADJ
fuelectenerg-13855	323	40	methods	method	NOUN
fuelectenerg-13855	323	41	.	.	PUNCT
fuelectenerg-13855	324	1	another	another	DET
fuelectenerg-13855	324	2	significant	significant	ADJ
fuelectenerg-13855	324	3	advantage	advantage	NOUN
fuelectenerg-13855	324	4	is	be	AUX
fuelectenerg-13855	324	5	the	the	DET
fuelectenerg-13855	324	6	availability	availability	NOUN
fuelectenerg-13855	324	7	of	of	ADP
fuelectenerg-13855	324	8	complementary	complementary	ADJ
fuelectenerg-13855	324	9	evidence	evidence	NOUN
fuelectenerg-13855	324	10	.	.	PUNCT
fuelectenerg-13855	325	1	fusion	fusion	NOUN
fuelectenerg-13855	325	2	approaches	approach	NOUN
fuelectenerg-13855	325	3	can	can	AUX
fuelectenerg-13855	325	4	integrate	integrate	VERB
fuelectenerg-13855	325	5	multiple	multiple	ADJ
fuelectenerg-13855	325	6	types	type	NOUN
fuelectenerg-13855	325	7	of	of	ADP
fuelectenerg-13855	325	8	visual	visual	ADJ
fuelectenerg-13855	325	9	,	,	PUNCT
fuelectenerg-13855	325	10	statistical	statistical	ADJ
fuelectenerg-13855	325	11	,	,	PUNCT
fuelectenerg-13855	325	12	and	and	CCONJ
fuelectenerg-13855	325	13	structural	structural	ADJ
fuelectenerg-13855	325	14	information	information	NOUN
fuelectenerg-13855	325	15	,	,	PUNCT
fuelectenerg-13855	325	16	providing	provide	VERB
fuelectenerg-13855	325	17	more	more	ADV
fuelectenerg-13855	325	18	convincing	convincing	ADJ
fuelectenerg-13855	325	19	and	and	CCONJ
fuelectenerg-13855	325	20	reliable	reliable	ADJ
fuelectenerg-13855	325	21	forensic	forensic	ADJ
fuelectenerg-13855	325	22	conclusions	conclusion	NOUN
fuelectenerg-13855	325	23	.	.	PUNCT
fuelectenerg-13855	326	1	their	their	PRON
fuelectenerg-13855	326	2	adaptability	adaptability	NOUN
fuelectenerg-13855	326	3	to	to	ADP
fuelectenerg-13855	326	4	complex	complex	ADJ
fuelectenerg-13855	326	5	overview	overview	NOUN
fuelectenerg-13855	326	6	of	of	ADP
fuelectenerg-13855	326	7	digital	digital	ADJ
fuelectenerg-13855	326	8	image	image	NOUN
fuelectenerg-13855	326	9	forgery	forgery	NOUN
fuelectenerg-13855	326	10	detection	detection	NOUN
fuelectenerg-13855	326	11	595	595	NUM
fuelectenerg-13855	326	12	cases	case	NOUN
fuelectenerg-13855	326	13	makes	make	VERB
fuelectenerg-13855	326	14	them	they	PRON
fuelectenerg-13855	326	15	especially	especially	ADV
fuelectenerg-13855	326	16	useful	useful	ADJ
fuelectenerg-13855	326	17	in	in	ADP
fuelectenerg-13855	326	18	real	real	ADJ
fuelectenerg-13855	326	19	-	-	PUNCT
fuelectenerg-13855	326	20	world	world	NOUN
fuelectenerg-13855	326	21	scenarios	scenario	NOUN
fuelectenerg-13855	326	22	involving	involve	VERB
fuelectenerg-13855	326	23	sophisticated	sophisticated	ADJ
fuelectenerg-13855	326	24	tampering	tampering	NOUN
fuelectenerg-13855	326	25	techniques	technique	NOUN
fuelectenerg-13855	326	26	,	,	PUNCT
fuelectenerg-13855	326	27	where	where	SCONJ
fuelectenerg-13855	326	28	a	a	DET
fuelectenerg-13855	326	29	single	single	ADJ
fuelectenerg-13855	326	30	method	method	NOUN
fuelectenerg-13855	326	31	may	may	AUX
fuelectenerg-13855	326	32	fail	fail	VERB
fuelectenerg-13855	326	33	.	.	PUNCT
fuelectenerg-13855	327	1	moreover	moreover	ADV
fuelectenerg-13855	327	2	,	,	PUNCT
fuelectenerg-13855	327	3	hybrid	hybrid	ADJ
fuelectenerg-13855	327	4	systems	system	NOUN
fuelectenerg-13855	327	5	offer	offer	VERB
fuelectenerg-13855	327	6	flexibility	flexibility	NOUN
fuelectenerg-13855	327	7	and	and	CCONJ
fuelectenerg-13855	327	8	scalability	scalability	NOUN
fuelectenerg-13855	327	9	.	.	PUNCT
fuelectenerg-13855	328	1	their	their	PRON
fuelectenerg-13855	328	2	modular	modular	ADJ
fuelectenerg-13855	328	3	design	design	NOUN
fuelectenerg-13855	328	4	allows	allow	VERB
fuelectenerg-13855	328	5	for	for	ADP
fuelectenerg-13855	328	6	easy	easy	ADJ
fuelectenerg-13855	328	7	extension	extension	NOUN
fuelectenerg-13855	328	8	and	and	CCONJ
fuelectenerg-13855	328	9	customization	customization	NOUN
fuelectenerg-13855	328	10	,	,	PUNCT
fuelectenerg-13855	328	11	allowing	allow	VERB
fuelectenerg-13855	328	12	the	the	DET
fuelectenerg-13855	328	13	incorporation	incorporation	NOUN
fuelectenerg-13855	328	14	of	of	ADP
fuelectenerg-13855	328	15	new	new	ADJ
fuelectenerg-13855	328	16	detectors	detector	NOUN
fuelectenerg-13855	328	17	or	or	CCONJ
fuelectenerg-13855	328	18	algorithms	algorithm	NOUN
fuelectenerg-13855	328	19	as	as	SCONJ
fuelectenerg-13855	328	20	manipulation	manipulation	NOUN
fuelectenerg-13855	328	21	techniques	technique	NOUN
fuelectenerg-13855	328	22	evolve	evolve	VERB
fuelectenerg-13855	328	23	.	.	PUNCT
fuelectenerg-13855	329	1	however	however	ADV
fuelectenerg-13855	329	2	,	,	PUNCT
fuelectenerg-13855	329	3	hybrid	hybrid	ADJ
fuelectenerg-13855	329	4	systems	system	NOUN
fuelectenerg-13855	329	5	also	also	ADV
fuelectenerg-13855	329	6	present	present	VERB
fuelectenerg-13855	329	7	several	several	ADJ
fuelectenerg-13855	329	8	limitations	limitation	NOUN
fuelectenerg-13855	329	9	.	.	PUNCT
fuelectenerg-13855	330	1	their	their	PRON
fuelectenerg-13855	330	2	complexity	complexity	NOUN
fuelectenerg-13855	330	3	makes	make	VERB
fuelectenerg-13855	330	4	them	they	PRON
fuelectenerg-13855	330	5	more	more	ADV
fuelectenerg-13855	330	6	difficult	difficult	ADJ
fuelectenerg-13855	330	7	to	to	PART
fuelectenerg-13855	330	8	tune	tune	VERB
fuelectenerg-13855	330	9	and	and	CCONJ
fuelectenerg-13855	330	10	validate	validate	VERB
fuelectenerg-13855	330	11	.	.	PUNCT
fuelectenerg-13855	331	1	setting	set	VERB
fuelectenerg-13855	331	2	appropriate	appropriate	ADJ
fuelectenerg-13855	331	3	weights	weight	NOUN
fuelectenerg-13855	331	4	and	and	CCONJ
fuelectenerg-13855	331	5	thresholds	threshold	NOUN
fuelectenerg-13855	331	6	for	for	ADP
fuelectenerg-13855	331	7	combining	combine	VERB
fuelectenerg-13855	331	8	modules	module	NOUN
fuelectenerg-13855	331	9	can	can	AUX
fuelectenerg-13855	331	10	be	be	AUX
fuelectenerg-13855	331	11	non	non	ADJ
fuelectenerg-13855	331	12	-	-	ADJ
fuelectenerg-13855	331	13	trivial	trivial	ADJ
fuelectenerg-13855	331	14	.	.	PUNCT
fuelectenerg-13855	332	1	they	they	PRON
fuelectenerg-13855	332	2	are	be	AUX
fuelectenerg-13855	332	3	also	also	ADV
fuelectenerg-13855	332	4	resource	resource	NOUN
fuelectenerg-13855	332	5	-	-	PUNCT
fuelectenerg-13855	332	6	intensive	intensive	ADJ
fuelectenerg-13855	332	7	,	,	PUNCT
fuelectenerg-13855	332	8	as	as	ADP
fuelectenerg-13855	332	9	running	run	VERB
fuelectenerg-13855	332	10	multiple	multiple	ADJ
fuelectenerg-13855	332	11	detection	detection	NOUN
fuelectenerg-13855	332	12	pipelines	pipeline	NOUN
fuelectenerg-13855	332	13	in	in	ADP
fuelectenerg-13855	332	14	parallel	parallel	ADJ
fuelectenerg-13855	332	15	increases	increase	NOUN
fuelectenerg-13855	332	16	computation	computation	NOUN
fuelectenerg-13855	332	17	time	time	NOUN
fuelectenerg-13855	332	18	and	and	CCONJ
fuelectenerg-13855	332	19	memory	memory	NOUN
fuelectenerg-13855	332	20	consumption	consumption	NOUN
fuelectenerg-13855	332	21	.	.	PUNCT
fuelectenerg-13855	333	1	additionally	additionally	ADV
fuelectenerg-13855	333	2	,	,	PUNCT
fuelectenerg-13855	333	3	error	error	NOUN
fuelectenerg-13855	333	4	compounding	compounding	NOUN
fuelectenerg-13855	333	5	can	can	AUX
fuelectenerg-13855	333	6	occur	occur	VERB
fuelectenerg-13855	333	7	.	.	PUNCT
fuelectenerg-13855	334	1	mistakes	mistake	NOUN
fuelectenerg-13855	334	2	or	or	CCONJ
fuelectenerg-13855	334	3	uncertainties	uncertainty	NOUN
fuelectenerg-13855	334	4	in	in	ADP
fuelectenerg-13855	334	5	one	one	NUM
fuelectenerg-13855	334	6	module	module	NOUN
fuelectenerg-13855	334	7	can	can	AUX
fuelectenerg-13855	334	8	influence	influence	VERB
fuelectenerg-13855	334	9	the	the	DET
fuelectenerg-13855	334	10	results	result	NOUN
fuelectenerg-13855	334	11	of	of	ADP
fuelectenerg-13855	334	12	others	other	NOUN
fuelectenerg-13855	334	13	,	,	PUNCT
fuelectenerg-13855	334	14	potentially	potentially	ADV
fuelectenerg-13855	334	15	amplifying	amplify	VERB
fuelectenerg-13855	334	16	false	false	ADJ
fuelectenerg-13855	334	17	positives	positive	NOUN
fuelectenerg-13855	334	18	or	or	CCONJ
fuelectenerg-13855	334	19	false	false	ADJ
fuelectenerg-13855	334	20	negatives	negative	NOUN
fuelectenerg-13855	334	21	in	in	ADP
fuelectenerg-13855	334	22	the	the	DET
fuelectenerg-13855	334	23	overall	overall	ADJ
fuelectenerg-13855	334	24	output	output	NOUN
fuelectenerg-13855	334	25	.	.	PUNCT
fuelectenerg-13855	335	1	5	5	X
fuelectenerg-13855	335	2	.	.	X
fuelectenerg-13855	335	3	evaluation	evaluation	NOUN
fuelectenerg-13855	335	4	of	of	ADP
fuelectenerg-13855	335	5	the	the	DET
fuelectenerg-13855	335	6	detection	detection	NOUN
fuelectenerg-13855	335	7	model	model	NOUN
fuelectenerg-13855	335	8	evaluating	evaluate	VERB
fuelectenerg-13855	335	9	a	a	DET
fuelectenerg-13855	335	10	detection	detection	NOUN
fuelectenerg-13855	335	11	model	model	NOUN
fuelectenerg-13855	335	12	involves	involve	VERB
fuelectenerg-13855	335	13	a	a	DET
fuelectenerg-13855	335	14	systematic	systematic	ADJ
fuelectenerg-13855	335	15	procedure	procedure	NOUN
fuelectenerg-13855	335	16	to	to	PART
fuelectenerg-13855	335	17	measure	measure	VERB
fuelectenerg-13855	335	18	how	how	SCONJ
fuelectenerg-13855	335	19	effectively	effectively	ADV
fuelectenerg-13855	335	20	the	the	DET
fuelectenerg-13855	335	21	model	model	NOUN
fuelectenerg-13855	335	22	can	can	AUX
fuelectenerg-13855	335	23	identify	identify	AUX
fuelectenerg-13855	335	24	manipulated	manipulate	VERB
fuelectenerg-13855	335	25	(	(	PUNCT
fuelectenerg-13855	335	26	forged	forge	VERB
fuelectenerg-13855	335	27	)	)	PUNCT
fuelectenerg-13855	335	28	or	or	CCONJ
fuelectenerg-13855	335	29	tampered	tamper	VERB
fuelectenerg-13855	335	30	images	image	NOUN
fuelectenerg-13855	335	31	.	.	PUNCT
fuelectenerg-13855	336	1	evaluation	evaluation	NOUN
fuelectenerg-13855	336	2	is	be	AUX
fuelectenerg-13855	336	3	crucial	crucial	ADJ
fuelectenerg-13855	336	4	to	to	PART
fuelectenerg-13855	336	5	understand	understand	VERB
fuelectenerg-13855	336	6	the	the	DET
fuelectenerg-13855	336	7	performance	performance	NOUN
fuelectenerg-13855	336	8	,	,	PUNCT
fuelectenerg-13855	336	9	robustness	robustness	NOUN
fuelectenerg-13855	336	10	,	,	PUNCT
fuelectenerg-13855	336	11	and	and	CCONJ
fuelectenerg-13855	336	12	generalizability	generalizability	NOUN
fuelectenerg-13855	336	13	of	of	ADP
fuelectenerg-13855	336	14	the	the	DET
fuelectenerg-13855	336	15	model	model	NOUN
fuelectenerg-13855	336	16	.	.	PUNCT
fuelectenerg-13855	337	1	the	the	DET
fuelectenerg-13855	337	2	evaluation	evaluation	NOUN
fuelectenerg-13855	337	3	procedure	procedure	NOUN
fuelectenerg-13855	337	4	consists	consist	VERB
fuelectenerg-13855	337	5	of	of	ADP
fuelectenerg-13855	337	6	the	the	DET
fuelectenerg-13855	337	7	following	following	ADJ
fuelectenerg-13855	337	8	basic	basic	ADJ
fuelectenerg-13855	337	9	steps	step	NOUN
fuelectenerg-13855	337	10	:	:	PUNCT
fuelectenerg-13855	337	11	▪	▪	X
fuelectenerg-13855	337	12	pre	pre	ADJ
fuelectenerg-13855	337	13	-	-	ADJ
fuelectenerg-13855	337	14	processing	processing	NOUN
fuelectenerg-13855	337	15	and	and	CCONJ
fuelectenerg-13855	337	16	prediction	prediction	NOUN
fuelectenerg-13855	337	17	these	these	DET
fuelectenerg-13855	337	18	steps	step	NOUN
fuelectenerg-13855	337	19	begin	begin	VERB
fuelectenerg-13855	337	20	by	by	ADP
fuelectenerg-13855	337	21	preprocessing	preprocesse	VERB
fuelectenerg-13855	337	22	the	the	DET
fuelectenerg-13855	337	23	test	test	NOUN
fuelectenerg-13855	337	24	images	image	NOUN
fuelectenerg-13855	337	25	,	,	PUNCT
fuelectenerg-13855	337	26	which	which	PRON
fuelectenerg-13855	337	27	may	may	AUX
fuelectenerg-13855	337	28	include	include	VERB
fuelectenerg-13855	337	29	steps	step	NOUN
fuelectenerg-13855	337	30	such	such	ADJ
fuelectenerg-13855	337	31	as	as	ADP
fuelectenerg-13855	337	32	resizing	resizing	NOUN
fuelectenerg-13855	337	33	and	and	CCONJ
fuelectenerg-13855	337	34	normalization	normalization	NOUN
fuelectenerg-13855	337	35	.	.	PUNCT
fuelectenerg-13855	338	1	these	these	DET
fuelectenerg-13855	338	2	processed	process	VERB
fuelectenerg-13855	338	3	images	image	NOUN
fuelectenerg-13855	338	4	are	be	AUX
fuelectenerg-13855	338	5	then	then	ADV
fuelectenerg-13855	338	6	passed	pass	VERB
fuelectenerg-13855	338	7	through	through	ADP
fuelectenerg-13855	338	8	the	the	DET
fuelectenerg-13855	338	9	trained	train	VERB
fuelectenerg-13855	338	10	model	model	NOUN
fuelectenerg-13855	338	11	.	.	PUNCT
fuelectenerg-13855	339	1	the	the	DET
fuelectenerg-13855	339	2	model	model	NOUN
fuelectenerg-13855	339	3	outputs	output	VERB
fuelectenerg-13855	339	4	an	an	DET
fuelectenerg-13855	339	5	image	image	NOUN
fuelectenerg-13855	339	6	-	-	PUNCT
fuelectenerg-13855	339	7	level	level	NOUN
fuelectenerg-13855	339	8	label	label	NOUN
fuelectenerg-13855	339	9	(	(	PUNCT
fuelectenerg-13855	339	10	e.g.	e.g.	ADV
fuelectenerg-13855	339	11	,	,	PUNCT
fuelectenerg-13855	339	12	real	real	ADJ
fuelectenerg-13855	339	13	or	or	CCONJ
fuelectenerg-13855	339	14	fake	fake	ADJ
fuelectenerg-13855	339	15	)	)	PUNCT
fuelectenerg-13855	339	16	and	and	CCONJ
fuelectenerg-13855	339	17	,	,	PUNCT
fuelectenerg-13855	339	18	for	for	ADP
fuelectenerg-13855	339	19	localization	localization	NOUN
fuelectenerg-13855	339	20	models	model	NOUN
fuelectenerg-13855	339	21	,	,	PUNCT
fuelectenerg-13855	339	22	a	a	DET
fuelectenerg-13855	339	23	forgery	forgery	NOUN
fuelectenerg-13855	339	24	mask	mask	NOUN
fuelectenerg-13855	339	25	indicating	indicate	VERB
fuelectenerg-13855	339	26	the	the	DET
fuelectenerg-13855	339	27	manipulated	manipulate	VERB
fuelectenerg-13855	339	28	regions	region	NOUN
fuelectenerg-13855	339	29	.	.	PUNCT
fuelectenerg-13855	340	1	▪	▪	ADJ
fuelectenerg-13855	340	2	post	post	ADJ
fuelectenerg-13855	340	3	-	-	ADJ
fuelectenerg-13855	340	4	processing	processing	NOUN
fuelectenerg-13855	340	5	this	this	DET
fuelectenerg-13855	340	6	phase	phase	NOUN
fuelectenerg-13855	340	7	involves	involve	VERB
fuelectenerg-13855	340	8	applying	apply	VERB
fuelectenerg-13855	340	9	thresholds	threshold	NOUN
fuelectenerg-13855	340	10	to	to	ADP
fuelectenerg-13855	340	11	the	the	DET
fuelectenerg-13855	340	12	prediction	prediction	NOUN
fuelectenerg-13855	340	13	scores	score	NOUN
fuelectenerg-13855	340	14	,	,	PUNCT
fuelectenerg-13855	340	15	such	such	ADJ
fuelectenerg-13855	340	16	as	as	ADP
fuelectenerg-13855	340	17	using	use	VERB
fuelectenerg-13855	340	18	0.5	0.5	NUM
fuelectenerg-13855	340	19	for	for	ADP
fuelectenerg-13855	340	20	binary	binary	ADJ
fuelectenerg-13855	340	21	classification	classification	NOUN
fuelectenerg-13855	340	22	.	.	PUNCT
fuelectenerg-13855	341	1	if	if	SCONJ
fuelectenerg-13855	341	2	necessary	necessary	ADJ
fuelectenerg-13855	341	3	,	,	PUNCT
fuelectenerg-13855	341	4	the	the	DET
fuelectenerg-13855	341	5	predicted	predict	VERB
fuelectenerg-13855	341	6	masks	mask	NOUN
fuelectenerg-13855	341	7	are	be	AUX
fuelectenerg-13855	341	8	further	far	ADV
fuelectenerg-13855	341	9	refined	refine	VERB
fuelectenerg-13855	341	10	using	use	VERB
fuelectenerg-13855	341	11	techniques	technique	NOUN
fuelectenerg-13855	341	12	such	such	ADJ
fuelectenerg-13855	341	13	as	as	ADP
fuelectenerg-13855	341	14	morphological	morphological	ADJ
fuelectenerg-13855	341	15	operations	operation	NOUN
fuelectenerg-13855	341	16	.	.	PUNCT
fuelectenerg-13855	342	1	▪	▪	ADJ
fuelectenerg-13855	342	2	metric	metric	ADJ
fuelectenerg-13855	342	3	computation	computation	NOUN
fuelectenerg-13855	342	4	metric	metric	ADJ
fuelectenerg-13855	342	5	computation	computation	NOUN
fuelectenerg-13855	342	6	involves	involve	VERB
fuelectenerg-13855	342	7	comparing	compare	VERB
fuelectenerg-13855	342	8	the	the	DET
fuelectenerg-13855	342	9	model	model	NOUN
fuelectenerg-13855	342	10	's	's	PART
fuelectenerg-13855	342	11	output	output	NOUN
fuelectenerg-13855	342	12	with	with	ADP
fuelectenerg-13855	342	13	ground	ground	NOUN
fuelectenerg-13855	342	14	truth	truth	NOUN
fuelectenerg-13855	342	15	labels	label	NOUN
fuelectenerg-13855	342	16	or	or	CCONJ
fuelectenerg-13855	342	17	masks	mask	NOUN
fuelectenerg-13855	342	18	.	.	PUNCT
fuelectenerg-13855	343	1	performance	performance	NOUN
fuelectenerg-13855	343	2	metrics	metric	NOUN
fuelectenerg-13855	343	3	are	be	AUX
fuelectenerg-13855	343	4	calculated	calculate	VERB
fuelectenerg-13855	343	5	for	for	ADP
fuelectenerg-13855	343	6	each	each	DET
fuelectenerg-13855	343	7	image	image	NOUN
fuelectenerg-13855	343	8	and	and	CCONJ
fuelectenerg-13855	343	9	then	then	ADV
fuelectenerg-13855	343	10	aggregated	aggregate	VERB
fuelectenerg-13855	343	11	using	use	VERB
fuelectenerg-13855	343	12	statistical	statistical	ADJ
fuelectenerg-13855	343	13	measures	measure	NOUN
fuelectenerg-13855	343	14	such	such	ADJ
fuelectenerg-13855	343	15	as	as	ADP
fuelectenerg-13855	343	16	mean	mean	NOUN
fuelectenerg-13855	343	17	or	or	CCONJ
fuelectenerg-13855	343	18	median	median	ADJ
fuelectenerg-13855	343	19	.	.	PUNCT
fuelectenerg-13855	344	1	several	several	ADJ
fuelectenerg-13855	344	2	approaches	approach	NOUN
fuelectenerg-13855	344	3	are	be	AUX
fuelectenerg-13855	344	4	used	use	VERB
fuelectenerg-13855	344	5	in	in	ADP
fuelectenerg-13855	344	6	the	the	DET
fuelectenerg-13855	344	7	evaluation	evaluation	NOUN
fuelectenerg-13855	344	8	process	process	NOUN
fuelectenerg-13855	344	9	.	.	PUNCT
fuelectenerg-13855	345	1	robustness	robustness	NOUN
fuelectenerg-13855	345	2	and	and	CCONJ
fuelectenerg-13855	345	3	generalization	generalization	NOUN
fuelectenerg-13855	345	4	tests	test	VERB
fuelectenerg-13855	345	5	robustness	robustness	NOUN
fuelectenerg-13855	345	6	and	and	CCONJ
fuelectenerg-13855	345	7	generalization	generalization	NOUN
fuelectenerg-13855	345	8	tests	test	NOUN
fuelectenerg-13855	345	9	assess	assess	VERB
fuelectenerg-13855	345	10	the	the	DET
fuelectenerg-13855	345	11	model	model	NOUN
fuelectenerg-13855	345	12	's	's	PART
fuelectenerg-13855	345	13	performance	performance	NOUN
fuelectenerg-13855	345	14	under	under	ADP
fuelectenerg-13855	345	15	various	various	ADJ
fuelectenerg-13855	345	16	challenging	challenging	ADJ
fuelectenerg-13855	345	17	conditions	condition	NOUN
fuelectenerg-13855	345	18	.	.	PUNCT
fuelectenerg-13855	346	1	in	in	ADP
fuelectenerg-13855	346	2	cross	cross	ADJ
fuelectenerg-13855	346	3	-	-	ADJ
fuelectenerg-13855	346	4	dataset	dataset	ADJ
fuelectenerg-13855	346	5	evaluation	evaluation	NOUN
fuelectenerg-13855	346	6	,	,	PUNCT
fuelectenerg-13855	346	7	the	the	DET
fuelectenerg-13855	346	8	model	model	NOUN
fuelectenerg-13855	346	9	is	be	AUX
fuelectenerg-13855	346	10	tested	test	VERB
fuelectenerg-13855	346	11	on	on	ADP
fuelectenerg-13855	346	12	a	a	DET
fuelectenerg-13855	346	13	dataset	dataset	NOUN
fuelectenerg-13855	346	14	different	different	ADJ
fuelectenerg-13855	346	15	from	from	ADP
fuelectenerg-13855	346	16	the	the	DET
fuelectenerg-13855	346	17	one	one	NOUN
fuelectenerg-13855	346	18	on	on	ADP
fuelectenerg-13855	346	19	which	which	PRON
fuelectenerg-13855	346	20	it	it	PRON
fuelectenerg-13855	346	21	was	be	AUX
fuelectenerg-13855	346	22	trained	train	VERB
fuelectenerg-13855	346	23	to	to	PART
fuelectenerg-13855	346	24	evaluate	evaluate	VERB
fuelectenerg-13855	346	25	its	its	PRON
fuelectenerg-13855	346	26	ability	ability	NOUN
fuelectenerg-13855	346	27	to	to	PART
fuelectenerg-13855	346	28	generalize	generalize	VERB
fuelectenerg-13855	346	29	.	.	PUNCT
fuelectenerg-13855	347	1	under	under	ADP
fuelectenerg-13855	347	2	adversarial	adversarial	ADJ
fuelectenerg-13855	347	3	conditions	condition	NOUN
fuelectenerg-13855	347	4	,	,	PUNCT
fuelectenerg-13855	347	5	factors	factor	NOUN
fuelectenerg-13855	347	6	such	such	ADJ
fuelectenerg-13855	347	7	as	as	ADP
fuelectenerg-13855	347	8	compression	compression	NOUN
fuelectenerg-13855	347	9	,	,	PUNCT
fuelectenerg-13855	347	10	blur	blur	NOUN
fuelectenerg-13855	347	11	,	,	PUNCT
fuelectenerg-13855	347	12	resizing	resizing	NOUN
fuelectenerg-13855	347	13	,	,	PUNCT
fuelectenerg-13855	347	14	and	and	CCONJ
fuelectenerg-13855	347	15	noise	noise	NOUN
fuelectenerg-13855	347	16	are	be	AUX
fuelectenerg-13855	347	17	introduced	introduce	VERB
fuelectenerg-13855	347	18	to	to	PART
fuelectenerg-13855	347	19	observe	observe	VERB
fuelectenerg-13855	347	20	how	how	SCONJ
fuelectenerg-13855	347	21	the	the	DET
fuelectenerg-13855	347	22	model	model	NOUN
fuelectenerg-13855	347	23	's	's	PART
fuelectenerg-13855	347	24	performance	performance	NOUN
fuelectenerg-13855	347	25	degrades	degrade	VERB
fuelectenerg-13855	347	26	.	.	PUNCT
fuelectenerg-13855	348	1	to	to	PART
fuelectenerg-13855	348	2	test	test	VERB
fuelectenerg-13855	348	3	forgerytype	forgerytype	NOUN
fuelectenerg-13855	348	4	generalization	generalization	NOUN
fuelectenerg-13855	349	1	,	,	PUNCT
fuelectenerg-13855	349	2	the	the	DET
fuelectenerg-13855	349	3	model	model	NOUN
fuelectenerg-13855	349	4	is	be	AUX
fuelectenerg-13855	349	5	evaluated	evaluate	VERB
fuelectenerg-13855	349	6	on	on	ADP
fuelectenerg-13855	349	7	manipulation	manipulation	NOUN
fuelectenerg-13855	349	8	techniques	technique	NOUN
fuelectenerg-13855	349	9	it	it	PRON
fuelectenerg-13855	349	10	has	have	AUX
fuelectenerg-13855	349	11	not	not	PART
fuelectenerg-13855	349	12	seen	see	VERB
fuelectenerg-13855	349	13	during	during	ADP
fuelectenerg-13855	349	14	training	training	NOUN
fuelectenerg-13855	349	15	;	;	PUNCT
fuelectenerg-13855	349	16	for	for	ADP
fuelectenerg-13855	349	17	example	example	NOUN
fuelectenerg-13855	349	18	,	,	PUNCT
fuelectenerg-13855	349	19	a	a	DET
fuelectenerg-13855	349	20	model	model	NOUN
fuelectenerg-13855	349	21	trained	train	VERB
fuelectenerg-13855	349	22	on	on	ADP
fuelectenerg-13855	349	23	copy	copy	NOUN
fuelectenerg-13855	349	24	-	-	PUNCT
fuelectenerg-13855	349	25	move	move	NOUN
fuelectenerg-13855	349	26	forgeries	forgery	NOUN
fuelectenerg-13855	349	27	might	might	AUX
fuelectenerg-13855	349	28	be	be	AUX
fuelectenerg-13855	349	29	tested	test	VERB
fuelectenerg-13855	349	30	on	on	ADP
fuelectenerg-13855	349	31	splicing	splicing	NOUN
fuelectenerg-13855	349	32	.	.	PUNCT
fuelectenerg-13855	350	1	qualitative	qualitative	ADJ
fuelectenerg-13855	350	2	evaluation	evaluation	NOUN
fuelectenerg-13855	350	3	qualitative	qualitative	NOUN
fuelectenerg-13855	350	4	evaluation	evaluation	NOUN
fuelectenerg-13855	350	5	involves	involve	VERB
fuelectenerg-13855	350	6	visually	visually	ADV
fuelectenerg-13855	350	7	inspecting	inspect	VERB
fuelectenerg-13855	350	8	the	the	DET
fuelectenerg-13855	350	9	predicted	predict	VERB
fuelectenerg-13855	350	10	masks	mask	NOUN
fuelectenerg-13855	350	11	and	and	CCONJ
fuelectenerg-13855	350	12	overlaying	overlay	VERB
fuelectenerg-13855	350	13	them	they	PRON
fuelectenerg-13855	350	14	on	on	ADP
fuelectenerg-13855	350	15	the	the	DET
fuelectenerg-13855	350	16	original	original	ADJ
fuelectenerg-13855	350	17	images	image	NOUN
fuelectenerg-13855	350	18	to	to	PART
fuelectenerg-13855	350	19	assess	assess	VERB
fuelectenerg-13855	350	20	their	their	PRON
fuelectenerg-13855	350	21	accuracy	accuracy	NOUN
fuelectenerg-13855	350	22	.	.	PUNCT
fuelectenerg-13855	351	1	this	this	DET
fuelectenerg-13855	351	2	process	process	NOUN
fuelectenerg-13855	351	3	helps	helps	AUX
fuelectenerg-13855	351	4	identify	identify	VERB
fuelectenerg-13855	351	5	false	false	ADJ
fuelectenerg-13855	351	6	positives	positive	NOUN
fuelectenerg-13855	351	7	and	and	CCONJ
fuelectenerg-13855	351	8	false	false	ADJ
fuelectenerg-13855	351	9	negatives	negative	NOUN
fuelectenerg-13855	351	10	.	.	PUNCT
fuelectenerg-13855	352	1	tools	tool	NOUN
fuelectenerg-13855	352	2	such	such	ADJ
fuelectenerg-13855	352	3	as	as	ADP
fuelectenerg-13855	352	4	grad	grad	NOUN
fuelectenerg-13855	352	5	-	-	PUNCT
fuelectenerg-13855	352	6	cam	cam	NOUN
fuelectenerg-13855	352	7	or	or	CCONJ
fuelectenerg-13855	352	8	attention	attention	NOUN
fuelectenerg-13855	352	9	maps	map	NOUN
fuelectenerg-13855	352	10	can	can	AUX
fuelectenerg-13855	352	11	also	also	ADV
fuelectenerg-13855	352	12	be	be	AUX
fuelectenerg-13855	352	13	used	use	VERB
fuelectenerg-13855	352	14	to	to	PART
fuelectenerg-13855	352	15	interpret	interpret	VERB
fuelectenerg-13855	352	16	which	which	DET
fuelectenerg-13855	352	17	parts	part	NOUN
fuelectenerg-13855	352	18	of	of	ADP
fuelectenerg-13855	352	19	the	the	DET
fuelectenerg-13855	352	20	image	image	NOUN
fuelectenerg-13855	352	21	the	the	DET
fuelectenerg-13855	352	22	model	model	NOUN
fuelectenerg-13855	352	23	focuses	focus	VERB
fuelectenerg-13855	352	24	on	on	ADP
fuelectenerg-13855	352	25	during	during	ADP
fuelectenerg-13855	352	26	prediction	prediction	NOUN
fuelectenerg-13855	352	27	.	.	PUNCT
fuelectenerg-13855	353	1	benchmarking	benchmarke	VERB
fuelectenerg-13855	353	2	and	and	CCONJ
fuelectenerg-13855	353	3	comparison	comparison	NOUN
fuelectenerg-13855	353	4	a	a	DET
fuelectenerg-13855	353	5	model	model	NOUN
fuelectenerg-13855	353	6	under	under	ADP
fuelectenerg-13855	353	7	examination	examination	NOUN
fuelectenerg-13855	353	8	can	can	AUX
fuelectenerg-13855	353	9	be	be	AUX
fuelectenerg-13855	353	10	compared	compare	VERB
fuelectenerg-13855	353	11	against	against	ADP
fuelectenerg-13855	353	12	baseline	baseline	NOUN
fuelectenerg-13855	353	13	models	model	NOUN
fuelectenerg-13855	353	14	(	(	PUNCT
fuelectenerg-13855	353	15	traditional	traditional	ADJ
fuelectenerg-13855	353	16	or	or	CCONJ
fuelectenerg-13855	353	17	deep	deep	ADJ
fuelectenerg-13855	353	18	learning	learning	NOUN
fuelectenerg-13855	353	19	)	)	PUNCT
fuelectenerg-13855	353	20	,	,	PUNCT
fuelectenerg-13855	353	21	state	state	NOUN
fuelectenerg-13855	353	22	-	-	PUNCT
fuelectenerg-13855	353	23	of	of	ADP
fuelectenerg-13855	353	24	-	-	PUNCT
fuelectenerg-13855	353	25	the	the	DET
fuelectenerg-13855	353	26	-	-	PUNCT
fuelectenerg-13855	353	27	art	art	NOUN
fuelectenerg-13855	353	28	methods	method	NOUN
fuelectenerg-13855	353	29	,	,	PUNCT
fuelectenerg-13855	353	30	and	and	CCONJ
fuelectenerg-13855	353	31	human	human	ADJ
fuelectenerg-13855	353	32	performance	performance	NOUN
fuelectenerg-13855	353	33	(	(	PUNCT
fuelectenerg-13855	353	34	in	in	ADP
fuelectenerg-13855	353	35	some	some	DET
fuelectenerg-13855	353	36	studies	study	NOUN
fuelectenerg-13855	353	37	)	)	PUNCT
fuelectenerg-13855	353	38	.	.	PUNCT
fuelectenerg-13855	354	1	statistical	statistical	ADJ
fuelectenerg-13855	354	2	significance	significance	NOUN
fuelectenerg-13855	354	3	statistical	statistical	ADJ
fuelectenerg-13855	354	4	significance	significance	NOUN
fuelectenerg-13855	354	5	is	be	AUX
fuelectenerg-13855	354	6	assessed	assess	VERB
fuelectenerg-13855	354	7	using	use	VERB
fuelectenerg-13855	354	8	techniques	technique	NOUN
fuelectenerg-13855	354	9	such	such	ADJ
fuelectenerg-13855	354	10	as	as	ADP
fuelectenerg-13855	354	11	ttests	ttest	NOUN
fuelectenerg-13855	354	12	,	,	PUNCT
fuelectenerg-13855	354	13	wilcoxon	wilcoxon	ADJ
fuelectenerg-13855	354	14	tests	test	NOUN
fuelectenerg-13855	354	15	,	,	PUNCT
fuelectenerg-13855	354	16	or	or	CCONJ
fuelectenerg-13855	354	17	bootstrapping	bootstrappe	VERB
fuelectenerg-13855	354	18	to	to	PART
fuelectenerg-13855	354	19	ensure	ensure	VERB
fuelectenerg-13855	354	20	that	that	SCONJ
fuelectenerg-13855	354	21	observed	observe	VERB
fuelectenerg-13855	354	22	performance	performance	NOUN
fuelectenerg-13855	354	23	improvements	improvement	NOUN
fuelectenerg-13855	354	24	are	be	AUX
fuelectenerg-13855	354	25	596	596	NUM
fuelectenerg-13855	354	26	p.	p.	NOUN
fuelectenerg-13855	354	27	čisar	čisar	NOUN
fuelectenerg-13855	354	28	not	not	PART
fuelectenerg-13855	354	29	due	due	ADP
fuelectenerg-13855	354	30	to	to	ADP
fuelectenerg-13855	354	31	chance	chance	NOUN
fuelectenerg-13855	354	32	.	.	PUNCT
fuelectenerg-13855	355	1	additionally	additionally	ADV
fuelectenerg-13855	355	2	,	,	PUNCT
fuelectenerg-13855	355	3	confidence	confidence	NOUN
fuelectenerg-13855	355	4	intervals	interval	NOUN
fuelectenerg-13855	355	5	are	be	AUX
fuelectenerg-13855	355	6	calculated	calculate	VERB
fuelectenerg-13855	355	7	for	for	ADP
fuelectenerg-13855	355	8	performance	performance	NOUN
fuelectenerg-13855	355	9	metrics	metric	NOUN
fuelectenerg-13855	355	10	to	to	PART
fuelectenerg-13855	355	11	provide	provide	VERB
fuelectenerg-13855	355	12	a	a	DET
fuelectenerg-13855	355	13	measure	measure	NOUN
fuelectenerg-13855	355	14	of	of	ADP
fuelectenerg-13855	355	15	reliability	reliability	NOUN
fuelectenerg-13855	355	16	.	.	PUNCT
fuelectenerg-13855	356	1	example	example	NOUN
fuelectenerg-13855	356	2	tools	tool	NOUN
fuelectenerg-13855	356	3	for	for	ADP
fuelectenerg-13855	356	4	evaluation	evaluation	NOUN
fuelectenerg-13855	356	5	include	include	VERB
fuelectenerg-13855	356	6	scikit	scikit	NOUN
fuelectenerg-13855	356	7	-	-	PUNCT
fuelectenerg-13855	356	8	learn	learn	NOUN
fuelectenerg-13855	356	9	,	,	PUNCT
fuelectenerg-13855	356	10	which	which	PRON
fuelectenerg-13855	356	11	is	be	AUX
fuelectenerg-13855	356	12	used	use	VERB
fuelectenerg-13855	356	13	for	for	ADP
fuelectenerg-13855	356	14	classification	classification	NOUN
fuelectenerg-13855	356	15	metrics	metric	NOUN
fuelectenerg-13855	356	16	,	,	PUNCT
fuelectenerg-13855	356	17	opencv	opencv	NOUN
fuelectenerg-13855	356	18	and	and	CCONJ
fuelectenerg-13855	356	19	numpy	numpy	NOUN
fuelectenerg-13855	356	20	,	,	PUNCT
fuelectenerg-13855	356	21	which	which	PRON
fuelectenerg-13855	356	22	are	be	AUX
fuelectenerg-13855	356	23	useful	useful	ADJ
fuelectenerg-13855	356	24	for	for	ADP
fuelectenerg-13855	356	25	pixel	pixel	ADJ
fuelectenerg-13855	356	26	-	-	PUNCT
fuelectenerg-13855	356	27	level	level	NOUN
fuelectenerg-13855	356	28	comparisons	comparison	NOUN
fuelectenerg-13855	356	29	,	,	PUNCT
fuelectenerg-13855	356	30	matlab	matlab	PROPN
fuelectenerg-13855	356	31	,	,	PUNCT
fuelectenerg-13855	356	32	which	which	PRON
fuelectenerg-13855	356	33	supports	support	VERB
fuelectenerg-13855	356	34	traditional	traditional	ADJ
fuelectenerg-13855	356	35	forensics	forensic	NOUN
fuelectenerg-13855	356	36	evaluations	evaluation	NOUN
fuelectenerg-13855	356	37	,	,	PUNCT
fuelectenerg-13855	356	38	and	and	CCONJ
fuelectenerg-13855	356	39	tensorboard	tensorboard	NOUN
fuelectenerg-13855	356	40	or	or	CCONJ
fuelectenerg-13855	356	41	weights	weight	NOUN
fuelectenerg-13855	356	42	&	&	CCONJ
fuelectenerg-13855	356	43	biases	bias	NOUN
fuelectenerg-13855	356	44	,	,	PUNCT
fuelectenerg-13855	356	45	which	which	PRON
fuelectenerg-13855	356	46	are	be	AUX
fuelectenerg-13855	356	47	commonly	commonly	ADV
fuelectenerg-13855	356	48	employed	employ	VERB
fuelectenerg-13855	356	49	for	for	ADP
fuelectenerg-13855	356	50	visualizations	visualization	NOUN
fuelectenerg-13855	356	51	.	.	PUNCT
fuelectenerg-13855	357	1	5.5.1	5.5.1	NUM
fuelectenerg-13855	357	2	.	.	PUNCT
fuelectenerg-13855	357	3	example	example	NOUN
fuelectenerg-13855	357	4	usage	usage	NOUN
fuelectenerg-13855	357	5	in	in	ADP
fuelectenerg-13855	357	6	experiments	experiment	NOUN
fuelectenerg-13855	357	7	when	when	SCONJ
fuelectenerg-13855	357	8	evaluating	evaluate	VERB
fuelectenerg-13855	357	9	an	an	DET
fuelectenerg-13855	357	10	image	image	NOUN
fuelectenerg-13855	357	11	forgery	forgery	NOUN
fuelectenerg-13855	357	12	detection	detection	NOUN
fuelectenerg-13855	357	13	model	model	NOUN
fuelectenerg-13855	357	14	,	,	PUNCT
fuelectenerg-13855	357	15	the	the	DET
fuelectenerg-13855	357	16	approach	approach	NOUN
fuelectenerg-13855	357	17	depends	depend	VERB
fuelectenerg-13855	357	18	on	on	ADP
fuelectenerg-13855	357	19	the	the	DET
fuelectenerg-13855	357	20	type	type	NOUN
fuelectenerg-13855	357	21	of	of	ADP
fuelectenerg-13855	357	22	model	model	NOUN
fuelectenerg-13855	357	23	and	and	CCONJ
fuelectenerg-13855	357	24	the	the	DET
fuelectenerg-13855	357	25	aspect	aspect	NOUN
fuelectenerg-13855	357	26	being	be	AUX
fuelectenerg-13855	357	27	assessed	assess	VERB
fuelectenerg-13855	357	28	.	.	PUNCT
fuelectenerg-13855	358	1	for	for	ADP
fuelectenerg-13855	358	2	classification	classification	NOUN
fuelectenerg-13855	358	3	models	model	NOUN
fuelectenerg-13855	358	4	,	,	PUNCT
fuelectenerg-13855	358	5	it	it	PRON
fuelectenerg-13855	358	6	is	be	AUX
fuelectenerg-13855	358	7	important	important	ADJ
fuelectenerg-13855	358	8	to	to	PART
fuelectenerg-13855	358	9	use	use	VERB
fuelectenerg-13855	358	10	image	image	NOUN
fuelectenerg-13855	358	11	-	-	PUNCT
fuelectenerg-13855	358	12	level	level	NOUN
fuelectenerg-13855	358	13	metrics	metric	NOUN
fuelectenerg-13855	358	14	such	such	ADJ
fuelectenerg-13855	358	15	as	as	ADP
fuelectenerg-13855	358	16	accuracy	accuracy	NOUN
fuelectenerg-13855	358	17	,	,	PUNCT
fuelectenerg-13855	358	18	f1	f1	NOUN
fuelectenerg-13855	358	19	-	-	PUNCT
fuelectenerg-13855	358	20	score	score	NOUN
fuelectenerg-13855	358	21	,	,	PUNCT
fuelectenerg-13855	358	22	and	and	CCONJ
fuelectenerg-13855	358	23	auc	auc	NOUN
fuelectenerg-13855	358	24	.	.	PUNCT
fuelectenerg-13855	359	1	in	in	ADP
fuelectenerg-13855	359	2	the	the	DET
fuelectenerg-13855	359	3	case	case	NOUN
fuelectenerg-13855	359	4	of	of	ADP
fuelectenerg-13855	359	5	segmentation	segmentation	NOUN
fuelectenerg-13855	359	6	models	model	NOUN
fuelectenerg-13855	359	7	,	,	PUNCT
fuelectenerg-13855	359	8	metrics	metric	NOUN
fuelectenerg-13855	359	9	such	such	ADJ
fuelectenerg-13855	359	10	as	as	ADP
fuelectenerg-13855	359	11	iou	iou	NOUN
fuelectenerg-13855	359	12	,	,	PUNCT
fuelectenerg-13855	359	13	dice	dice	NOUN
fuelectenerg-13855	359	14	coefficient	coefficient	NOUN
fuelectenerg-13855	359	15	,	,	PUNCT
fuelectenerg-13855	359	16	and	and	CCONJ
fuelectenerg-13855	359	17	pixel	pixel	ADJ
fuelectenerg-13855	359	18	-	-	ADJ
fuelectenerg-13855	359	19	wise	wise	ADJ
fuelectenerg-13855	359	20	precision	precision	NOUN
fuelectenerg-13855	359	21	and	and	CCONJ
fuelectenerg-13855	359	22	recall	recall	NOUN
fuelectenerg-13855	359	23	should	should	AUX
fuelectenerg-13855	359	24	be	be	AUX
fuelectenerg-13855	359	25	used	use	VERB
fuelectenerg-13855	359	26	.	.	PUNCT
fuelectenerg-13855	360	1	to	to	PART
fuelectenerg-13855	360	2	assess	assess	VERB
fuelectenerg-13855	360	3	robustness	robustness	NOUN
fuelectenerg-13855	360	4	,	,	PUNCT
fuelectenerg-13855	360	5	tests	test	NOUN
fuelectenerg-13855	360	6	should	should	AUX
fuelectenerg-13855	360	7	be	be	AUX
fuelectenerg-13855	360	8	conducted	conduct	VERB
fuelectenerg-13855	360	9	under	under	ADP
fuelectenerg-13855	360	10	various	various	ADJ
fuelectenerg-13855	360	11	transformations	transformation	NOUN
fuelectenerg-13855	360	12	,	,	PUNCT
fuelectenerg-13855	360	13	including	include	VERB
fuelectenerg-13855	360	14	resizing	resizing	NOUN
fuelectenerg-13855	360	15	,	,	PUNCT
fuelectenerg-13855	360	16	compression	compression	NOUN
fuelectenerg-13855	360	17	,	,	PUNCT
fuelectenerg-13855	360	18	and	and	CCONJ
fuelectenerg-13855	360	19	rotation	rotation	NOUN
fuelectenerg-13855	360	20	,	,	PUNCT
fuelectenerg-13855	360	21	followed	follow	VERB
fuelectenerg-13855	360	22	by	by	ADP
fuelectenerg-13855	360	23	a	a	DET
fuelectenerg-13855	360	24	re	re	NOUN
fuelectenerg-13855	360	25	-	-	NOUN
fuelectenerg-13855	360	26	evaluation	evaluation	NOUN
fuelectenerg-13855	360	27	of	of	ADP
fuelectenerg-13855	360	28	the	the	DET
fuelectenerg-13855	360	29	relevant	relevant	ADJ
fuelectenerg-13855	360	30	metrics	metric	NOUN
fuelectenerg-13855	360	31	.	.	PUNCT
fuelectenerg-13855	361	1	choosing	choose	VERB
fuelectenerg-13855	361	2	the	the	DET
fuelectenerg-13855	361	3	right	right	ADJ
fuelectenerg-13855	361	4	evaluation	evaluation	NOUN
fuelectenerg-13855	361	5	metric	metric	NOUN
fuelectenerg-13855	361	6	depends	depend	VERB
fuelectenerg-13855	361	7	on	on	ADP
fuelectenerg-13855	361	8	the	the	DET
fuelectenerg-13855	361	9	task	task	NOUN
fuelectenerg-13855	361	10	(	(	PUNCT
fuelectenerg-13855	361	11	detection	detection	NOUN
fuelectenerg-13855	361	12	vs.	vs.	ADP
fuelectenerg-13855	361	13	localization	localization	NOUN
fuelectenerg-13855	361	14	)	)	PUNCT
fuelectenerg-13855	361	15	and	and	CCONJ
fuelectenerg-13855	361	16	the	the	DET
fuelectenerg-13855	361	17	dataset	dataset	NOUN
fuelectenerg-13855	361	18	characteristics	characteristic	NOUN
fuelectenerg-13855	361	19	(	(	PUNCT
fuelectenerg-13855	361	20	balanced	balanced	ADJ
fuelectenerg-13855	361	21	vs.	vs.	ADP
fuelectenerg-13855	361	22	imbalanced	imbalanced	ADJ
fuelectenerg-13855	361	23	,	,	PUNCT
fuelectenerg-13855	361	24	single	single	ADJ
fuelectenerg-13855	361	25	vs.	vs.	ADP
fuelectenerg-13855	361	26	multi	multi	ADJ
fuelectenerg-13855	361	27	-	-	ADJ
fuelectenerg-13855	361	28	type	type	ADJ
fuelectenerg-13855	361	29	forgeries	forgery	NOUN
fuelectenerg-13855	361	30	)	)	PUNCT
fuelectenerg-13855	361	31	.	.	PUNCT
fuelectenerg-13855	362	1	robust	robust	ADJ
fuelectenerg-13855	362	2	evaluation	evaluation	NOUN
fuelectenerg-13855	362	3	using	use	VERB
fuelectenerg-13855	362	4	multiple	multiple	ADJ
fuelectenerg-13855	362	5	metrics	metric	NOUN
fuelectenerg-13855	362	6	ensures	ensure	VERB
fuelectenerg-13855	362	7	that	that	SCONJ
fuelectenerg-13855	362	8	an	an	DET
fuelectenerg-13855	362	9	algorithm	algorithm	NOUN
fuelectenerg-13855	362	10	is	be	AUX
fuelectenerg-13855	362	11	not	not	PART
fuelectenerg-13855	362	12	only	only	ADV
fuelectenerg-13855	362	13	accurate	accurate	ADJ
fuelectenerg-13855	362	14	,	,	PUNCT
fuelectenerg-13855	362	15	but	but	CCONJ
fuelectenerg-13855	362	16	also	also	ADV
fuelectenerg-13855	362	17	reliable	reliable	ADJ
fuelectenerg-13855	362	18	and	and	CCONJ
fuelectenerg-13855	362	19	generalizable	generalizable	ADJ
fuelectenerg-13855	362	20	across	across	ADP
fuelectenerg-13855	362	21	various	various	ADJ
fuelectenerg-13855	362	22	conditions	condition	NOUN
fuelectenerg-13855	362	23	.	.	PUNCT
fuelectenerg-13855	363	1	table	table	NOUN
fuelectenerg-13855	363	2	1	1	NUM
fuelectenerg-13855	363	3	choosing	choose	VERB
fuelectenerg-13855	363	4	the	the	DET
fuelectenerg-13855	363	5	appropriate	appropriate	ADJ
fuelectenerg-13855	363	6	metric	metric	NOUN
fuelectenerg-13855	363	7	depending	depend	VERB
fuelectenerg-13855	363	8	on	on	ADP
fuelectenerg-13855	363	9	the	the	DET
fuelectenerg-13855	363	10	task	task	NOUN
fuelectenerg-13855	363	11	task	task	NOUN
fuelectenerg-13855	363	12	preferred	prefer	VERB
fuelectenerg-13855	363	13	metrics	metric	NOUN
fuelectenerg-13855	363	14	image	image	NOUN
fuelectenerg-13855	363	15	classification	classification	NOUN
fuelectenerg-13855	363	16	accuracy	accuracy	NOUN
fuelectenerg-13855	363	17	,	,	PUNCT
fuelectenerg-13855	363	18	precision	precision	NOUN
fuelectenerg-13855	363	19	,	,	PUNCT
fuelectenerg-13855	363	20	recall	recall	NOUN
fuelectenerg-13855	363	21	,	,	PUNCT
fuelectenerg-13855	363	22	f1	f1	NOUN
fuelectenerg-13855	363	23	,	,	PUNCT
fuelectenerg-13855	363	24	auc	auc	NOUN
fuelectenerg-13855	363	25	region	region	NOUN
fuelectenerg-13855	363	26	localization	localization	NOUN
fuelectenerg-13855	363	27	iou	iou	NOUN
fuelectenerg-13855	363	28	,	,	PUNCT
fuelectenerg-13855	363	29	dice	dice	NOUN
fuelectenerg-13855	363	30	,	,	PUNCT
fuelectenerg-13855	363	31	pixel	pixel	PROPN
fuelectenerg-13855	363	32	precision	precision	PROPN
fuelectenerg-13855	363	33	/	/	SYM
fuelectenerg-13855	363	34	recall	recall	PROPN
fuelectenerg-13855	363	35	boundary	boundary	ADJ
fuelectenerg-13855	363	36	analysis	analysis	NOUN
fuelectenerg-13855	363	37	boundary	boundary	ADJ
fuelectenerg-13855	363	38	iou	iou	NOUN
fuelectenerg-13855	363	39	,	,	PUNCT
fuelectenerg-13855	363	40	hausdorff	hausdorff	NOUN
fuelectenerg-13855	363	41	distance	distance	NOUN
fuelectenerg-13855	363	42	summary	summary	NOUN
fuelectenerg-13855	363	43	of	of	ADP
fuelectenerg-13855	363	44	common	common	ADJ
fuelectenerg-13855	363	45	challenges	challenge	NOUN
fuelectenerg-13855	363	46	across	across	ADP
fuelectenerg-13855	363	47	methods	method	NOUN
fuelectenerg-13855	363	48	1	1	NUM
fuelectenerg-13855	363	49	.	.	PUNCT
fuelectenerg-13855	364	1	post	post	ADJ
fuelectenerg-13855	364	2	-	-	ADJ
fuelectenerg-13855	364	3	processing	processing	ADJ
fuelectenerg-13855	364	4	resilience	resilience	NOUN
fuelectenerg-13855	364	5	re	re	NOUN
fuelectenerg-13855	364	6	-	-	NOUN
fuelectenerg-13855	364	7	compression	compression	NOUN
fuelectenerg-13855	364	8	,	,	PUNCT
fuelectenerg-13855	364	9	filtering	filtering	NOUN
fuelectenerg-13855	364	10	,	,	PUNCT
fuelectenerg-13855	364	11	resizing	resizing	NOUN
fuelectenerg-13855	364	12	,	,	PUNCT
fuelectenerg-13855	364	13	and	and	CCONJ
fuelectenerg-13855	364	14	color	color	NOUN
fuelectenerg-13855	364	15	adjustments	adjustment	NOUN
fuelectenerg-13855	364	16	are	be	AUX
fuelectenerg-13855	364	17	the	the	DET
fuelectenerg-13855	364	18	forger	forger	NOUN
fuelectenerg-13855	364	19	’s	’s	PART
fuelectenerg-13855	364	20	first	first	ADJ
fuelectenerg-13855	364	21	defense	defense	NOUN
fuelectenerg-13855	364	22	,	,	PUNCT
fuelectenerg-13855	364	23	and	and	CCONJ
fuelectenerg-13855	364	24	they	they	PRON
fuelectenerg-13855	364	25	blunt	blunt	VERB
fuelectenerg-13855	364	26	most	most	ADJ
fuelectenerg-13855	364	27	detectors	detector	NOUN
fuelectenerg-13855	364	28	.	.	PUNCT
fuelectenerg-13855	365	1	2	2	X
fuelectenerg-13855	365	2	.	.	X
fuelectenerg-13855	365	3	generalizability	generalizability	NOUN
fuelectenerg-13855	365	4	many	many	ADJ
fuelectenerg-13855	365	5	methods	method	NOUN
fuelectenerg-13855	365	6	are	be	AUX
fuelectenerg-13855	365	7	tailored	tailor	VERB
fuelectenerg-13855	365	8	to	to	ADP
fuelectenerg-13855	365	9	specific	specific	ADJ
fuelectenerg-13855	365	10	cameras	camera	NOUN
fuelectenerg-13855	365	11	,	,	PUNCT
fuelectenerg-13855	365	12	compression	compression	NOUN
fuelectenerg-13855	365	13	pipelines	pipeline	NOUN
fuelectenerg-13855	365	14	,	,	PUNCT
fuelectenerg-13855	365	15	or	or	CCONJ
fuelectenerg-13855	365	16	editing	edit	VERB
fuelectenerg-13855	365	17	tools	tool	NOUN
fuelectenerg-13855	365	18	.	.	PUNCT
fuelectenerg-13855	366	1	adapting	adapt	VERB
fuelectenerg-13855	366	2	to	to	ADP
fuelectenerg-13855	366	3	new	new	ADJ
fuelectenerg-13855	366	4	scenarios	scenario	NOUN
fuelectenerg-13855	366	5	requires	require	VERB
fuelectenerg-13855	366	6	retraining	retrain	VERB
fuelectenerg-13855	366	7	or	or	CCONJ
fuelectenerg-13855	366	8	retuning	retuning	NOUN
fuelectenerg-13855	366	9	.	.	PUNCT
fuelectenerg-13855	367	1	3	3	X
fuelectenerg-13855	367	2	.	.	X
fuelectenerg-13855	367	3	explainability	explainability	NOUN
fuelectenerg-13855	367	4	vs.	vs.	ADP
fuelectenerg-13855	367	5	automation	automation	NOUN
fuelectenerg-13855	367	6	highly	highly	ADV
fuelectenerg-13855	367	7	automated	automate	VERB
fuelectenerg-13855	367	8	‘	'	PUNCT
fuelectenerg-13855	367	9	black	black	ADJ
fuelectenerg-13855	367	10	-	-	PUNCT
fuelectenerg-13855	367	11	box	box	NOUN
fuelectenerg-13855	367	12	’	'	PUNCT
fuelectenerg-13855	367	13	detectors	detector	NOUN
fuelectenerg-13855	367	14	(	(	PUNCT
fuelectenerg-13855	367	15	e.g.	e.g.	ADV
fuelectenerg-13855	367	16	deep	deep	ADJ
fuelectenerg-13855	367	17	learning	learning	NOUN
fuelectenerg-13855	367	18	)	)	PUNCT
fuelectenerg-13855	367	19	trade	trade	NOUN
fuelectenerg-13855	367	20	interpretability	interpretability	NOUN
fuelectenerg-13855	367	21	for	for	ADP
fuelectenerg-13855	367	22	throughput	throughput	NOUN
fuelectenerg-13855	367	23	.	.	PUNCT
fuelectenerg-13855	368	1	however	however	ADV
fuelectenerg-13855	368	2	,	,	PUNCT
fuelectenerg-13855	368	3	forensic	forensic	ADJ
fuelectenerg-13855	368	4	experts	expert	NOUN
fuelectenerg-13855	368	5	need	need	VERB
fuelectenerg-13855	368	6	clear	clear	ADJ
fuelectenerg-13855	368	7	and	and	CCONJ
fuelectenerg-13855	368	8	visualizable	visualizable	ADJ
fuelectenerg-13855	368	9	evidence	evidence	NOUN
fuelectenerg-13855	368	10	.	.	PUNCT
fuelectenerg-13855	369	1	4	4	X
fuelectenerg-13855	369	2	.	.	X
fuelectenerg-13855	369	3	small	small	ADJ
fuelectenerg-13855	369	4	-	-	PUNCT
fuelectenerg-13855	369	5	scale	scale	NOUN
fuelectenerg-13855	369	6	forgeries	forgery	NOUN
fuelectenerg-13855	369	7	tiny	tiny	ADJ
fuelectenerg-13855	369	8	splices	splice	NOUN
fuelectenerg-13855	369	9	,	,	PUNCT
fuelectenerg-13855	369	10	subtle	subtle	ADJ
fuelectenerg-13855	369	11	object	object	NOUN
fuelectenerg-13855	369	12	insertions	insertion	NOUN
fuelectenerg-13855	369	13	,	,	PUNCT
fuelectenerg-13855	369	14	or	or	CCONJ
fuelectenerg-13855	369	15	minor	minor	ADJ
fuelectenerg-13855	369	16	retouching	retouch	VERB
fuelectenerg-13855	369	17	often	often	ADV
fuelectenerg-13855	369	18	fall	fall	VERB
fuelectenerg-13855	369	19	below	below	ADP
fuelectenerg-13855	369	20	the	the	DET
fuelectenerg-13855	369	21	detection	detection	NOUN
fuelectenerg-13855	369	22	threshold	threshold	NOUN
fuelectenerg-13855	369	23	of	of	ADP
fuelectenerg-13855	369	24	both	both	DET
fuelectenerg-13855	369	25	pixeland	pixeland	NOUN
fuelectenerg-13855	369	26	feature	feature	NOUN
fuelectenerg-13855	369	27	-	-	PUNCT
fuelectenerg-13855	369	28	based	base	VERB
fuelectenerg-13855	369	29	methods	method	NOUN
fuelectenerg-13855	369	30	.	.	PUNCT
fuelectenerg-13855	370	1	in	in	ADP
fuelectenerg-13855	370	2	practice	practice	NOUN
fuelectenerg-13855	370	3	,	,	PUNCT
fuelectenerg-13855	370	4	a	a	DET
fuelectenerg-13855	370	5	multicue	multicue	NOUN
fuelectenerg-13855	370	6	,	,	PUNCT
fuelectenerg-13855	370	7	analyst	analyst	NOUN
fuelectenerg-13855	370	8	-	-	PUNCT
fuelectenerg-13855	370	9	in	in	ADP
fuelectenerg-13855	370	10	-	-	PUNCT
fuelectenerg-13855	370	11	the	the	DET
fuelectenerg-13855	370	12	-	-	PUNCT
fuelectenerg-13855	370	13	loop	loop	NOUN
fuelectenerg-13855	370	14	workflow	workflow	NOUN
fuelectenerg-13855	370	15	where	where	SCONJ
fuelectenerg-13855	370	16	automated	automated	ADJ
fuelectenerg-13855	370	17	flags	flag	NOUN
fuelectenerg-13855	370	18	are	be	AUX
fuelectenerg-13855	370	19	corroborated	corroborate	VERB
fuelectenerg-13855	370	20	by	by	ADP
fuelectenerg-13855	370	21	human	human	ADJ
fuelectenerg-13855	370	22	inspection	inspection	NOUN
fuelectenerg-13855	370	23	of	of	ADP
fuelectenerg-13855	370	24	image	image	NOUN
fuelectenerg-13855	370	25	regions	region	NOUN
fuelectenerg-13855	370	26	,	,	PUNCT
fuelectenerg-13855	370	27	metadata	metadata	NOUN
fuelectenerg-13855	370	28	,	,	PUNCT
fuelectenerg-13855	370	29	and	and	CCONJ
fuelectenerg-13855	370	30	scene	scene	NOUN
fuelectenerg-13855	370	31	context	context	NOUN
fuelectenerg-13855	370	32	,	,	PUNCT
fuelectenerg-13855	370	33	remains	remain	VERB
fuelectenerg-13855	370	34	the	the	DET
fuelectenerg-13855	370	35	most	most	ADV
fuelectenerg-13855	370	36	reliable	reliable	ADJ
fuelectenerg-13855	370	37	strategy	strategy	NOUN
fuelectenerg-13855	370	38	for	for	ADP
fuelectenerg-13855	370	39	real	real	ADJ
fuelectenerg-13855	370	40	-	-	PUNCT
fuelectenerg-13855	370	41	world	world	NOUN
fuelectenerg-13855	370	42	forensic	forensic	ADJ
fuelectenerg-13855	370	43	applications	application	NOUN
fuelectenerg-13855	370	44	.	.	PUNCT
fuelectenerg-13855	371	1	5.5.2	5.5.2	NUM
fuelectenerg-13855	371	2	evaluation	evaluation	NOUN
fuelectenerg-13855	371	3	metrics	metric	NOUN
fuelectenerg-13855	371	4	in	in	ADP
fuelectenerg-13855	371	5	image	image	NOUN
fuelectenerg-13855	371	6	forgery	forgery	NOUN
fuelectenerg-13855	371	7	detection	detection	NOUN
fuelectenerg-13855	371	8	,	,	PUNCT
fuelectenerg-13855	371	9	evaluating	evaluate	VERB
fuelectenerg-13855	371	10	the	the	DET
fuelectenerg-13855	371	11	performance	performance	NOUN
fuelectenerg-13855	371	12	of	of	ADP
fuelectenerg-13855	371	13	detection	detection	NOUN
fuelectenerg-13855	371	14	algorithms	algorithm	NOUN
fuelectenerg-13855	371	15	requires	require	VERB
fuelectenerg-13855	371	16	the	the	DET
fuelectenerg-13855	371	17	use	use	NOUN
fuelectenerg-13855	371	18	of	of	ADP
fuelectenerg-13855	371	19	appropriate	appropriate	ADJ
fuelectenerg-13855	371	20	evaluation	evaluation	NOUN
fuelectenerg-13855	371	21	metrics	metric	NOUN
fuelectenerg-13855	371	22	.	.	PUNCT
fuelectenerg-13855	372	1	these	these	DET
fuelectenerg-13855	372	2	metrics	metric	NOUN
fuelectenerg-13855	372	3	assess	assess	VERB
fuelectenerg-13855	372	4	how	how	SCONJ
fuelectenerg-13855	372	5	well	well	ADV
fuelectenerg-13855	372	6	a	a	DET
fuelectenerg-13855	372	7	method	method	NOUN
fuelectenerg-13855	372	8	can	can	AUX
fuelectenerg-13855	372	9	identify	identify	VERB
fuelectenerg-13855	372	10	tampered	tamper	VERB
fuelectenerg-13855	372	11	images	image	NOUN
fuelectenerg-13855	372	12	(	(	PUNCT
fuelectenerg-13855	372	13	image	image	NOUN
fuelectenerg-13855	372	14	-	-	PUNCT
fuelectenerg-13855	372	15	level	level	NOUN
fuelectenerg-13855	372	16	detection	detection	NOUN
fuelectenerg-13855	372	17	)	)	PUNCT
fuelectenerg-13855	372	18	or	or	CCONJ
fuelectenerg-13855	372	19	localize	localize	VERB
fuelectenerg-13855	372	20	manipulated	manipulate	VERB
fuelectenerg-13855	372	21	regions	region	NOUN
fuelectenerg-13855	372	22	(	(	PUNCT
fuelectenerg-13855	372	23	pixel	pixel	ADJ
fuelectenerg-13855	372	24	-	-	PUNCT
fuelectenerg-13855	372	25	level	level	NOUN
fuelectenerg-13855	372	26	localization	localization	NOUN
fuelectenerg-13855	372	27	)	)	PUNCT
fuelectenerg-13855	372	28	.	.	PUNCT
fuelectenerg-13855	373	1	overview	overview	NOUN
fuelectenerg-13855	373	2	of	of	ADP
fuelectenerg-13855	373	3	digital	digital	ADJ
fuelectenerg-13855	373	4	image	image	NOUN
fuelectenerg-13855	373	5	forgery	forgery	NOUN
fuelectenerg-13855	373	6	detection	detection	NOUN
fuelectenerg-13855	373	7	597	597	NUM
fuelectenerg-13855	373	8	1	1	NUM
fuelectenerg-13855	373	9	.	.	PUNCT
fuelectenerg-13855	373	10	image	image	NOUN
fuelectenerg-13855	373	11	-	-	PUNCT
fuelectenerg-13855	373	12	level	level	NOUN
fuelectenerg-13855	373	13	evaluation	evaluation	NOUN
fuelectenerg-13855	373	14	metrics	metric	NOUN
fuelectenerg-13855	373	15	these	these	DET
fuelectenerg-13855	373	16	metrics	metric	NOUN
fuelectenerg-13855	373	17	are	be	AUX
fuelectenerg-13855	373	18	used	use	VERB
fuelectenerg-13855	373	19	when	when	SCONJ
fuelectenerg-13855	373	20	the	the	DET
fuelectenerg-13855	373	21	goal	goal	NOUN
fuelectenerg-13855	373	22	is	be	AUX
fuelectenerg-13855	373	23	to	to	PART
fuelectenerg-13855	373	24	classify	classify	VERB
fuelectenerg-13855	373	25	an	an	DET
fuelectenerg-13855	373	26	entire	entire	ADJ
fuelectenerg-13855	373	27	image	image	NOUN
fuelectenerg-13855	373	28	as	as	ADP
fuelectenerg-13855	373	29	either	either	CCONJ
fuelectenerg-13855	373	30	authentic	authentic	ADJ
fuelectenerg-13855	373	31	or	or	CCONJ
fuelectenerg-13855	373	32	forged	forge	VERB
fuelectenerg-13855	373	33	.	.	PUNCT
fuelectenerg-13855	374	1	accuracy	accuracy	NOUN
fuelectenerg-13855	374	2	is	be	AUX
fuelectenerg-13855	374	3	the	the	DET
fuelectenerg-13855	374	4	ratio	ratio	NOUN
fuelectenerg-13855	374	5	of	of	ADP
fuelectenerg-13855	374	6	correctly	correctly	ADV
fuelectenerg-13855	374	7	classified	classify	VERB
fuelectenerg-13855	374	8	images	image	NOUN
fuelectenerg-13855	374	9	(	(	PUNCT
fuelectenerg-13855	374	10	both	both	CCONJ
fuelectenerg-13855	374	11	authentic	authentic	ADJ
fuelectenerg-13855	374	12	and	and	CCONJ
fuelectenerg-13855	374	13	forged	forge	VERB
fuelectenerg-13855	374	14	)	)	PUNCT
fuelectenerg-13855	374	15	to	to	ADP
fuelectenerg-13855	374	16	the	the	DET
fuelectenerg-13855	374	17	total	total	ADJ
fuelectenerg-13855	374	18	number	number	NOUN
fuelectenerg-13855	374	19	of	of	ADP
fuelectenerg-13855	374	20	images	image	NOUN
fuelectenerg-13855	374	21	.	.	PUNCT
fuelectenerg-13855	375	1	tp	tp	ADP
fuelectenerg-13855	375	2	tn	tn	PROPN
fuelectenerg-13855	375	3	accuracy	accuracy	NOUN
fuelectenerg-13855	375	4	tp	tp	ADP
fuelectenerg-13855	375	5	tn	tn	PROPN
fuelectenerg-13855	375	6	fp	fp	PROPN
fuelectenerg-13855	375	7	fn	fn	NOUN
fuelectenerg-13855	376	1	+	+	NOUN
fuelectenerg-13855	376	2	=	=	PUNCT
fuelectenerg-13855	377	1	+	+	PUNCT
fuelectenerg-13855	377	2	+	+	PUNCT
fuelectenerg-13855	377	3	+	+	CCONJ
fuelectenerg-13855	377	4	(	(	PUNCT
fuelectenerg-13855	377	5	1	1	NUM
fuelectenerg-13855	377	6	)	)	PUNCT
fuelectenerg-13855	378	1	where	where	SCONJ
fuelectenerg-13855	378	2	:	:	PUNCT
fuelectenerg-13855	378	3	▪	▪	ADJ
fuelectenerg-13855	378	4	tp	tp	NOUN
fuelectenerg-13855	378	5	:	:	PUNCT
fuelectenerg-13855	378	6	true	true	ADJ
fuelectenerg-13855	378	7	positives	positive	NOUN
fuelectenerg-13855	378	8	(	(	PUNCT
fuelectenerg-13855	378	9	forged	forge	VERB
fuelectenerg-13855	378	10	images	image	NOUN
fuelectenerg-13855	378	11	correctly	correctly	ADV
fuelectenerg-13855	378	12	identified	identify	VERB
fuelectenerg-13855	378	13	)	)	PUNCT
fuelectenerg-13855	378	14	▪	▪	X
fuelectenerg-13855	378	15	tn	tn	NOUN
fuelectenerg-13855	378	16	:	:	PUNCT
fuelectenerg-13855	378	17	true	true	ADJ
fuelectenerg-13855	378	18	negatives	negative	NOUN
fuelectenerg-13855	378	19	(	(	PUNCT
fuelectenerg-13855	378	20	authentic	authentic	ADJ
fuelectenerg-13855	378	21	images	image	NOUN
fuelectenerg-13855	378	22	correctly	correctly	ADV
fuelectenerg-13855	378	23	identified	identify	VERB
fuelectenerg-13855	378	24	)	)	PUNCT
fuelectenerg-13855	378	25	▪	▪	X
fuelectenerg-13855	378	26	fp	fp	X
fuelectenerg-13855	378	27	:	:	PUNCT
fuelectenerg-13855	378	28	false	false	ADJ
fuelectenerg-13855	378	29	positives	positive	NOUN
fuelectenerg-13855	378	30	(	(	PUNCT
fuelectenerg-13855	378	31	authentic	authentic	ADJ
fuelectenerg-13855	378	32	images	image	NOUN
fuelectenerg-13855	378	33	wrongly	wrongly	ADV
fuelectenerg-13855	378	34	marked	mark	VERB
fuelectenerg-13855	378	35	as	as	ADP
fuelectenerg-13855	378	36	forged	forge	VERB
fuelectenerg-13855	378	37	)	)	PUNCT
fuelectenerg-13855	378	38	▪	▪	X
fuelectenerg-13855	378	39	fn	fn	NOUN
fuelectenerg-13855	378	40	:	:	PUNCT
fuelectenerg-13855	378	41	false	false	ADJ
fuelectenerg-13855	378	42	negatives	negative	NOUN
fuelectenerg-13855	378	43	(	(	PUNCT
fuelectenerg-13855	378	44	forged	forge	VERB
fuelectenerg-13855	378	45	images	image	NOUN
fuelectenerg-13855	378	46	wrongly	wrongly	ADV
fuelectenerg-13855	378	47	marked	mark	VERB
fuelectenerg-13855	378	48	as	as	ADP
fuelectenerg-13855	378	49	authentic	authentic	ADJ
fuelectenerg-13855	378	50	)	)	PUNCT
fuelectenerg-13855	378	51	limitation	limitation	NOUN
fuelectenerg-13855	378	52	:	:	PUNCT
fuelectenerg-13855	378	53	can	can	AUX
fuelectenerg-13855	378	54	be	be	AUX
fuelectenerg-13855	378	55	misleading	mislead	VERB
fuelectenerg-13855	378	56	in	in	ADP
fuelectenerg-13855	378	57	imbalanced	imbalanced	ADJ
fuelectenerg-13855	378	58	datasets	dataset	NOUN
fuelectenerg-13855	378	59	.	.	PUNCT
fuelectenerg-13855	379	1	precision	precision	NOUN
fuelectenerg-13855	379	2	,	,	PUNCT
fuelectenerg-13855	379	3	the	the	DET
fuelectenerg-13855	379	4	proportion	proportion	NOUN
fuelectenerg-13855	379	5	of	of	ADP
fuelectenerg-13855	379	6	predicted	predict	VERB
fuelectenerg-13855	379	7	forged	forge	VERB
fuelectenerg-13855	379	8	images	image	NOUN
fuelectenerg-13855	379	9	that	that	PRON
fuelectenerg-13855	379	10	are	be	AUX
fuelectenerg-13855	379	11	truly	truly	ADV
fuelectenerg-13855	379	12	forged	forge	VERB
fuelectenerg-13855	379	13	.	.	PUNCT
fuelectenerg-13855	380	1	tp	tp	PART
fuelectenerg-13855	380	2	precision	precision	VERB
fuelectenerg-13855	380	3	tp	tp	ADP
fuelectenerg-13855	380	4	fp	fp	PROPN
fuelectenerg-13855	380	5	=	=	PUNCT
fuelectenerg-13855	381	1	+	+	CCONJ
fuelectenerg-13855	381	2	(	(	PUNCT
fuelectenerg-13855	381	3	2	2	NUM
fuelectenerg-13855	381	4	)	)	PUNCT
fuelectenerg-13855	381	5	significance	significance	NOUN
fuelectenerg-13855	381	6	:	:	PUNCT
fuelectenerg-13855	381	7	high	high	ADJ
fuelectenerg-13855	381	8	precision	precision	NOUN
fuelectenerg-13855	381	9	means	mean	VERB
fuelectenerg-13855	381	10	fewer	few	ADJ
fuelectenerg-13855	381	11	false	false	ADJ
fuelectenerg-13855	381	12	alarms	alarm	NOUN
fuelectenerg-13855	381	13	.	.	PUNCT
fuelectenerg-13855	382	1	recall	recall	NOUN
fuelectenerg-13855	382	2	(	(	PUNCT
fuelectenerg-13855	382	3	sensitivity	sensitivity	NOUN
fuelectenerg-13855	382	4	or	or	CCONJ
fuelectenerg-13855	382	5	true	true	ADJ
fuelectenerg-13855	382	6	positive	positive	ADJ
fuelectenerg-13855	382	7	rate	rate	NOUN
fuelectenerg-13855	382	8	)	)	PUNCT
fuelectenerg-13855	382	9	the	the	DET
fuelectenerg-13855	382	10	proportion	proportion	NOUN
fuelectenerg-13855	382	11	of	of	ADP
fuelectenerg-13855	382	12	actual	actual	ADJ
fuelectenerg-13855	382	13	forged	forge	VERB
fuelectenerg-13855	382	14	images	image	NOUN
fuelectenerg-13855	382	15	that	that	PRON
fuelectenerg-13855	382	16	were	be	AUX
fuelectenerg-13855	382	17	correctly	correctly	ADV
fuelectenerg-13855	382	18	identified	identify	VERB
fuelectenerg-13855	382	19	.	.	PUNCT
fuelectenerg-13855	383	1	tp	tp	PART
fuelectenerg-13855	383	2	recall	recall	VERB
fuelectenerg-13855	383	3	tp	tp	ADP
fuelectenerg-13855	383	4	fn	fn	NOUN
fuelectenerg-13855	383	5	=	=	PUNCT
fuelectenerg-13855	384	1	+	+	CCONJ
fuelectenerg-13855	384	2	(	(	PUNCT
fuelectenerg-13855	384	3	3	3	NUM
fuelectenerg-13855	384	4	)	)	PUNCT
fuelectenerg-13855	384	5	significance	significance	NOUN
fuelectenerg-13855	384	6	:	:	PUNCT
fuelectenerg-13855	384	7	high	high	ADJ
fuelectenerg-13855	384	8	recall	recall	NOUN
fuelectenerg-13855	384	9	indicates	indicate	VERB
fuelectenerg-13855	384	10	that	that	SCONJ
fuelectenerg-13855	384	11	the	the	DET
fuelectenerg-13855	384	12	method	method	NOUN
fuelectenerg-13855	384	13	detects	detect	NOUN
fuelectenerg-13855	384	14	most	most	ADJ
fuelectenerg-13855	384	15	of	of	ADP
fuelectenerg-13855	384	16	the	the	DET
fuelectenerg-13855	384	17	forgeries	forgery	NOUN
fuelectenerg-13855	384	18	.	.	PUNCT
fuelectenerg-13855	385	1	f1	f1	NOUN
fuelectenerg-13855	385	2	-	-	PUNCT
fuelectenerg-13855	385	3	score	score	NOUN
fuelectenerg-13855	385	4	the	the	DET
fuelectenerg-13855	385	5	harmonic	harmonic	ADJ
fuelectenerg-13855	385	6	mean	mean	NOUN
fuelectenerg-13855	385	7	of	of	ADP
fuelectenerg-13855	385	8	precision	precision	NOUN
fuelectenerg-13855	385	9	and	and	CCONJ
fuelectenerg-13855	385	10	recall	recall	NOUN
fuelectenerg-13855	385	11	.	.	PUNCT
fuelectenerg-13855	386	1	1	1	NUM
fuelectenerg-13855	386	2	2	2	NUM
fuelectenerg-13855	386	3	precision	precision	NOUN
fuelectenerg-13855	386	4	recall	recall	NOUN
fuelectenerg-13855	386	5	f	f	PROPN
fuelectenerg-13855	386	6	precision	precision	NOUN
fuelectenerg-13855	386	7	recall	recall	VERB
fuelectenerg-13855	386	8			PROPN
fuelectenerg-13855	386	9	=	=	SYM
fuelectenerg-13855	386	10			VERB
fuelectenerg-13855	386	11	+	+	CCONJ
fuelectenerg-13855	386	12	(	(	PUNCT
fuelectenerg-13855	386	13	4	4	NUM
fuelectenerg-13855	386	14	)	)	PUNCT
fuelectenerg-13855	386	15	significance	significance	NOUN
fuelectenerg-13855	386	16	:	:	PUNCT
fuelectenerg-13855	386	17	balances	balance	VERB
fuelectenerg-13855	386	18	the	the	DET
fuelectenerg-13855	386	19	trade	trade	NOUN
fuelectenerg-13855	386	20	-	-	PUNCT
fuelectenerg-13855	386	21	off	off	NOUN
fuelectenerg-13855	386	22	between	between	ADP
fuelectenerg-13855	386	23	precision	precision	NOUN
fuelectenerg-13855	386	24	and	and	CCONJ
fuelectenerg-13855	386	25	recall	recall	NOUN
fuelectenerg-13855	386	26	.	.	PUNCT
fuelectenerg-13855	387	1	roc	roc	NOUN
fuelectenerg-13855	387	2	(	(	PUNCT
fuelectenerg-13855	387	3	receiver	receiver	ADV
fuelectenerg-13855	387	4	operating	operate	VERB
fuelectenerg-13855	387	5	characteristic	characteristic	NOUN
fuelectenerg-13855	387	6	)	)	PUNCT
fuelectenerg-13855	387	7	curve	curve	NOUN
fuelectenerg-13855	387	8	and	and	CCONJ
fuelectenerg-13855	387	9	auc	auc	NOUN
fuelectenerg-13855	387	10	(	(	PUNCT
fuelectenerg-13855	387	11	area	area	NOUN
fuelectenerg-13855	387	12	under	under	ADP
fuelectenerg-13855	387	13	curve	curve	NOUN
fuelectenerg-13855	387	14	)	)	PUNCT
fuelectenerg-13855	387	15	roc	roc	PROPN
fuelectenerg-13855	387	16	curve	curve	NOUN
fuelectenerg-13855	387	17	a	a	DET
fuelectenerg-13855	387	18	plot	plot	NOUN
fuelectenerg-13855	387	19	of	of	ADP
fuelectenerg-13855	387	20	the	the	DET
fuelectenerg-13855	387	21	true	true	ADJ
fuelectenerg-13855	387	22	positive	positive	ADJ
fuelectenerg-13855	387	23	rate	rate	NOUN
fuelectenerg-13855	387	24	(	(	PUNCT
fuelectenerg-13855	387	25	tpr	tpr	NOUN
fuelectenerg-13855	387	26	)	)	PUNCT
fuelectenerg-13855	387	27	against	against	ADP
fuelectenerg-13855	387	28	the	the	DET
fuelectenerg-13855	387	29	false	false	ADJ
fuelectenerg-13855	387	30	positive	positive	ADJ
fuelectenerg-13855	387	31	rate	rate	NOUN
fuelectenerg-13855	387	32	(	(	PUNCT
fuelectenerg-13855	387	33	fpr	fpr	NOUN
fuelectenerg-13855	387	34	)	)	PUNCT
fuelectenerg-13855	387	35	at	at	ADP
fuelectenerg-13855	387	36	various	various	ADJ
fuelectenerg-13855	387	37	threshold	threshold	NOUN
fuelectenerg-13855	387	38	settings	setting	NOUN
fuelectenerg-13855	387	39	.	.	PUNCT
fuelectenerg-13855	388	1	auc	auc	NOUN
fuelectenerg-13855	388	2	represents	represent	VERB
fuelectenerg-13855	388	3	the	the	DET
fuelectenerg-13855	388	4	area	area	NOUN
fuelectenerg-13855	388	5	under	under	ADP
fuelectenerg-13855	388	6	the	the	DET
fuelectenerg-13855	388	7	roc	roc	PROPN
fuelectenerg-13855	388	8	curve	curve	NOUN
fuelectenerg-13855	388	9	.	.	PUNCT
fuelectenerg-13855	389	1	a	a	DET
fuelectenerg-13855	389	2	higher	high	ADJ
fuelectenerg-13855	389	3	auc	auc	NOUN
fuelectenerg-13855	389	4	indicates	indicate	VERB
fuelectenerg-13855	389	5	better	well	ADJ
fuelectenerg-13855	389	6	model	model	NOUN
fuelectenerg-13855	389	7	performance	performance	NOUN
fuelectenerg-13855	389	8	.	.	PUNCT
fuelectenerg-13855	390	1	significance	significance	NOUN
fuelectenerg-13855	390	2	auc	auc	NOUN
fuelectenerg-13855	390	3	close	close	ADV
fuelectenerg-13855	390	4	to	to	ADP
fuelectenerg-13855	390	5	1.0	1.0	NUM
fuelectenerg-13855	390	6	indicates	indicate	VERB
fuelectenerg-13855	390	7	excellent	excellent	ADJ
fuelectenerg-13855	390	8	classification	classification	NOUN
fuelectenerg-13855	390	9	ability	ability	NOUN
fuelectenerg-13855	390	10	;	;	PUNCT
fuelectenerg-13855	390	11	0.5	0.5	NUM
fuelectenerg-13855	390	12	indicates	indicate	VERB
fuelectenerg-13855	390	13	random	random	ADJ
fuelectenerg-13855	390	14	guessing	guessing	NOUN
fuelectenerg-13855	390	15	.	.	PUNCT
fuelectenerg-13855	391	1	2	2	X
fuelectenerg-13855	391	2	.	.	X
fuelectenerg-13855	391	3	pixel	pixel	ADJ
fuelectenerg-13855	391	4	-	-	PUNCT
fuelectenerg-13855	391	5	level	level	NOUN
fuelectenerg-13855	391	6	evaluation	evaluation	NOUN
fuelectenerg-13855	391	7	metrics	metric	NOUN
fuelectenerg-13855	391	8	used	use	VERB
fuelectenerg-13855	391	9	when	when	SCONJ
fuelectenerg-13855	391	10	the	the	DET
fuelectenerg-13855	391	11	goal	goal	NOUN
fuelectenerg-13855	391	12	is	be	AUX
fuelectenerg-13855	391	13	localizing	localize	VERB
fuelectenerg-13855	391	14	tampered	tamper	VERB
fuelectenerg-13855	391	15	regions	region	NOUN
fuelectenerg-13855	391	16	within	within	ADP
fuelectenerg-13855	391	17	the	the	DET
fuelectenerg-13855	391	18	image	image	NOUN
fuelectenerg-13855	391	19	,	,	PUNCT
fuelectenerg-13855	391	20	often	often	ADV
fuelectenerg-13855	391	21	evaluated	evaluate	VERB
fuelectenerg-13855	391	22	using	use	VERB
fuelectenerg-13855	391	23	binary	binary	ADJ
fuelectenerg-13855	391	24	masks	mask	NOUN
fuelectenerg-13855	391	25	(	(	PUNCT
fuelectenerg-13855	391	26	ground	ground	NOUN
fuelectenerg-13855	391	27	truth	truth	NOUN
fuelectenerg-13855	391	28	vs.	vs.	ADP
fuelectenerg-13855	391	29	predicted	predict	VERB
fuelectenerg-13855	391	30	forgery	forgery	NOUN
fuelectenerg-13855	391	31	regions	region	NOUN
fuelectenerg-13855	391	32	)	)	PUNCT
fuelectenerg-13855	391	33	.	.	PUNCT
fuelectenerg-13855	392	1	598	598	NUM
fuelectenerg-13855	392	2	p.	p.	NOUN
fuelectenerg-13855	392	3	čisar	čisar	PROPN
fuelectenerg-13855	392	4	a.	a.	PROPN
fuelectenerg-13855	392	5	pixel	pixel	PROPN
fuelectenerg-13855	392	6	accuracy	accuracy	PROPN
fuelectenerg-13855	392	7	,	,	PUNCT
fuelectenerg-13855	392	8	the	the	DET
fuelectenerg-13855	392	9	ratio	ratio	NOUN
fuelectenerg-13855	392	10	of	of	ADP
fuelectenerg-13855	392	11	correctly	correctly	ADV
fuelectenerg-13855	392	12	classified	classify	VERB
fuelectenerg-13855	392	13	pixels	pixel	NOUN
fuelectenerg-13855	392	14	to	to	ADP
fuelectenerg-13855	392	15	the	the	DET
fuelectenerg-13855	392	16	total	total	ADJ
fuelectenerg-13855	392	17	number	number	NOUN
fuelectenerg-13855	392	18	of	of	ADP
fuelectenerg-13855	392	19	pixels	pixel	NOUN
fuelectenerg-13855	392	20	.	.	PUNCT
fuelectenerg-13855	393	1	correct	correct	ADJ
fuelectenerg-13855	393	2	pixels	pixel	NOUN
fuelectenerg-13855	393	3	tp	tp	ADP
fuelectenerg-13855	393	4	tn	tn	PROPN
fuelectenerg-13855	393	5	pixel	pixel	PROPN
fuelectenerg-13855	393	6	accuracy	accuracy	NOUN
fuelectenerg-13855	393	7	total	total	ADJ
fuelectenerg-13855	393	8	pixels	pixel	NOUN
fuelectenerg-13855	393	9	tp	tp	ADP
fuelectenerg-13855	393	10	tn	tn	PROPN
fuelectenerg-13855	393	11	fp	fp	PROPN
fuelectenerg-13855	393	12	fn	fn	NOUN
fuelectenerg-13855	393	13	+	+	NOUN
fuelectenerg-13855	393	14	=	=	SYM
fuelectenerg-13855	393	15	=	=	PUNCT
fuelectenerg-13855	394	1	+	+	PUNCT
fuelectenerg-13855	394	2	+	+	PUNCT
fuelectenerg-13855	394	3	+	+	CCONJ
fuelectenerg-13855	394	4	(	(	PUNCT
fuelectenerg-13855	394	5	5	5	NUM
fuelectenerg-13855	394	6	)	)	PUNCT
fuelectenerg-13855	394	7	limitation	limitation	NOUN
fuelectenerg-13855	394	8	:	:	PUNCT
fuelectenerg-13855	394	9	like	like	ADP
fuelectenerg-13855	394	10	image	image	NOUN
fuelectenerg-13855	394	11	-	-	PUNCT
fuelectenerg-13855	394	12	level	level	NOUN
fuelectenerg-13855	394	13	accuracy	accuracy	NOUN
fuelectenerg-13855	394	14	,	,	PUNCT
fuelectenerg-13855	394	15	can	can	AUX
fuelectenerg-13855	394	16	be	be	AUX
fuelectenerg-13855	394	17	misleading	mislead	VERB
fuelectenerg-13855	394	18	in	in	ADP
fuelectenerg-13855	394	19	cases	case	NOUN
fuelectenerg-13855	394	20	where	where	SCONJ
fuelectenerg-13855	394	21	the	the	DET
fuelectenerg-13855	394	22	majority	majority	NOUN
fuelectenerg-13855	394	23	of	of	ADP
fuelectenerg-13855	394	24	pixels	pixel	NOUN
fuelectenerg-13855	394	25	are	be	AUX
fuelectenerg-13855	394	26	unaltered	unaltere	VERB
fuelectenerg-13855	394	27	.	.	PUNCT
fuelectenerg-13855	395	1	b.	b.	PROPN
fuelectenerg-13855	395	2	iou	iou	PROPN
fuelectenerg-13855	395	3	(	(	PUNCT
fuelectenerg-13855	395	4	intersection	intersection	NOUN
fuelectenerg-13855	395	5	over	over	ADP
fuelectenerg-13855	395	6	union	union	NOUN
fuelectenerg-13855	395	7	)	)	PUNCT
fuelectenerg-13855	395	8	/	/	SYM
fuelectenerg-13855	395	9	jaccard	jaccard	ADJ
fuelectenerg-13855	395	10	index	index	NOUN
fuelectenerg-13855	395	11	measures	measure	VERB
fuelectenerg-13855	395	12	the	the	DET
fuelectenerg-13855	395	13	overlap	overlap	NOUN
fuelectenerg-13855	395	14	between	between	ADP
fuelectenerg-13855	395	15	the	the	DET
fuelectenerg-13855	395	16	predicted	predict	VERB
fuelectenerg-13855	395	17	and	and	CCONJ
fuelectenerg-13855	395	18	ground	ground	NOUN
fuelectenerg-13855	395	19	truth	truth	NOUN
fuelectenerg-13855	395	20	tampered	tamper	VERB
fuelectenerg-13855	395	21	regions	region	NOUN
fuelectenerg-13855	395	22	.	.	PUNCT
fuelectenerg-13855	396	1	a	a	DET
fuelectenerg-13855	396	2	b	b	NOUN
fuelectenerg-13855	396	3	tp	tp	PART
fuelectenerg-13855	396	4	iou	iou	VERB
fuelectenerg-13855	396	5	a	a	DET
fuelectenerg-13855	396	6	b	b	NOUN
fuelectenerg-13855	396	7	tp	tp	ADP
fuelectenerg-13855	396	8	fp	fp	PROPN
fuelectenerg-13855	396	9	fn	fn	NOUN
fuelectenerg-13855	396	10			PUNCT
fuelectenerg-13855	396	11	=	=	PUNCT
fuelectenerg-13855	396	12	=	=	SYM
fuelectenerg-13855	396	13			NOUN
fuelectenerg-13855	397	1	+	+	CCONJ
fuelectenerg-13855	397	2	+	+	CCONJ
fuelectenerg-13855	397	3	(	(	PUNCT
fuelectenerg-13855	397	4	6	6	NUM
fuelectenerg-13855	397	5	)	)	PUNCT
fuelectenerg-13855	397	6	range	range	NOUN
fuelectenerg-13855	397	7	:	:	PUNCT
fuelectenerg-13855	397	8	0	0	PUNCT
fuelectenerg-13855	398	1	(	(	PUNCT
fuelectenerg-13855	398	2	no	no	DET
fuelectenerg-13855	398	3	overlap	overlap	NOUN
fuelectenerg-13855	398	4	)	)	PUNCT
fuelectenerg-13855	398	5	to	to	ADP
fuelectenerg-13855	398	6	1	1	NUM
fuelectenerg-13855	398	7	(	(	PUNCT
fuelectenerg-13855	398	8	perfect	perfect	ADJ
fuelectenerg-13855	398	9	overlap	overlap	NOUN
fuelectenerg-13855	398	10	)	)	PUNCT
fuelectenerg-13855	398	11	significance	significance	NOUN
fuelectenerg-13855	398	12	:	:	PUNCT
fuelectenerg-13855	398	13	standard	standard	ADJ
fuelectenerg-13855	398	14	metric	metric	NOUN
fuelectenerg-13855	398	15	for	for	ADP
fuelectenerg-13855	398	16	evaluating	evaluate	VERB
fuelectenerg-13855	398	17	localization	localization	NOUN
fuelectenerg-13855	398	18	performance	performance	NOUN
fuelectenerg-13855	398	19	.	.	PUNCT
fuelectenerg-13855	399	1	c.	c.	NOUN
fuelectenerg-13855	399	2	dice	dice	PROPN
fuelectenerg-13855	399	3	coefficient	coefficient	NOUN
fuelectenerg-13855	399	4	(	(	PUNCT
fuelectenerg-13855	399	5	a.k.a	a.k.a	ADJ
fuelectenerg-13855	399	6	.	.	PUNCT
fuelectenerg-13855	399	7	sørensen	sørensen	NOUN
fuelectenerg-13855	399	8	-	-	PUNCT
fuelectenerg-13855	399	9	dice	dice	NOUN
fuelectenerg-13855	399	10	index	index	NOUN
fuelectenerg-13855	399	11	or	or	CCONJ
fuelectenerg-13855	399	12	f1	f1	NOUN
fuelectenerg-13855	399	13	score	score	NOUN
fuelectenerg-13855	399	14	for	for	ADP
fuelectenerg-13855	399	15	pixels	pixel	NOUN
fuelectenerg-13855	399	16	)	)	PUNCT
fuelectenerg-13855	399	17	a	a	DET
fuelectenerg-13855	399	18	similarity	similarity	NOUN
fuelectenerg-13855	399	19	measure	measure	NOUN
fuelectenerg-13855	399	20	between	between	ADP
fuelectenerg-13855	399	21	the	the	DET
fuelectenerg-13855	399	22	predicted	predict	VERB
fuelectenerg-13855	399	23	and	and	CCONJ
fuelectenerg-13855	399	24	actual	actual	ADJ
fuelectenerg-13855	399	25	tampered	tamper	VERB
fuelectenerg-13855	399	26	regions	region	NOUN
fuelectenerg-13855	399	27	.	.	PUNCT
fuelectenerg-13855	400	1	2	2	NUM
fuelectenerg-13855	400	2	2	2	NUM
fuelectenerg-13855	400	3	2	2	NUM
fuelectenerg-13855	400	4	a	a	DET
fuelectenerg-13855	400	5	b	b	NOUN
fuelectenerg-13855	400	6	tp	tp	PART
fuelectenerg-13855	400	7	dice	dice	VERB
fuelectenerg-13855	400	8	a	a	DET
fuelectenerg-13855	400	9	b	b	NOUN
fuelectenerg-13855	400	10	tp	tp	ADP
fuelectenerg-13855	400	11	fp	fp	PROPN
fuelectenerg-13855	400	12	fn	fn	PROPN
fuelectenerg-13855	400	13			PROPN
fuelectenerg-13855	400	14			NOUN
fuelectenerg-13855	400	15	=	=	PUNCT
fuelectenerg-13855	400	16	=	=	PUNCT
fuelectenerg-13855	401	1	+	+	PUNCT
fuelectenerg-13855	401	2	+	+	PUNCT
fuelectenerg-13855	401	3	+	+	CCONJ
fuelectenerg-13855	401	4	(	(	PUNCT
fuelectenerg-13855	401	5	7	7	X
fuelectenerg-13855	401	6	)	)	PUNCT
fuelectenerg-13855	401	7	range	range	NOUN
fuelectenerg-13855	401	8	:	:	PUNCT
fuelectenerg-13855	401	9	0	0	NUM
fuelectenerg-13855	401	10	to	to	PART
fuelectenerg-13855	401	11	1	1	NUM
fuelectenerg-13855	401	12	.	.	PUNCT
fuelectenerg-13855	401	13	significance	significance	NOUN
fuelectenerg-13855	401	14	:	:	PUNCT
fuelectenerg-13855	401	15	more	more	ADV
fuelectenerg-13855	401	16	sensitive	sensitive	ADJ
fuelectenerg-13855	401	17	to	to	ADP
fuelectenerg-13855	401	18	small	small	ADJ
fuelectenerg-13855	401	19	overlaps	overlap	NOUN
fuelectenerg-13855	401	20	than	than	ADP
fuelectenerg-13855	401	21	iou	iou	PROPN
fuelectenerg-13855	401	22	.	.	PUNCT
fuelectenerg-13855	401	23	d.	d.	PROPN
fuelectenerg-13855	401	24	boundary	boundary	PROPN
fuelectenerg-13855	401	25	-	-	PUNCT
fuelectenerg-13855	401	26	based	base	VERB
fuelectenerg-13855	401	27	metrics	metric	NOUN
fuelectenerg-13855	401	28	used	use	VERB
fuelectenerg-13855	401	29	in	in	ADP
fuelectenerg-13855	401	30	fine	fine	ADV
fuelectenerg-13855	401	31	-	-	PUNCT
fuelectenerg-13855	401	32	grained	grain	VERB
fuelectenerg-13855	401	33	localization	localization	NOUN
fuelectenerg-13855	401	34	(	(	PUNCT
fuelectenerg-13855	401	35	e.g.	e.g.	ADV
fuelectenerg-13855	401	36	,	,	PUNCT
fuelectenerg-13855	401	37	detecting	detect	VERB
fuelectenerg-13855	401	38	edges	edge	NOUN
fuelectenerg-13855	401	39	of	of	ADP
fuelectenerg-13855	401	40	tampered	tamper	VERB
fuelectenerg-13855	401	41	regions	region	NOUN
fuelectenerg-13855	401	42	)	)	PUNCT
fuelectenerg-13855	401	43	.	.	PUNCT
fuelectenerg-13855	402	1	▪	▪	X
fuelectenerg-13855	402	2	boundary	boundary	ADJ
fuelectenerg-13855	402	3	iou	iou	NOUN
fuelectenerg-13855	402	4	evaluates	evaluate	VERB
fuelectenerg-13855	402	5	the	the	DET
fuelectenerg-13855	402	6	overlap	overlap	NOUN
fuelectenerg-13855	402	7	near	near	ADP
fuelectenerg-13855	402	8	the	the	DET
fuelectenerg-13855	402	9	boundaries	boundary	NOUN
fuelectenerg-13855	402	10	of	of	ADP
fuelectenerg-13855	402	11	forged	forge	VERB
fuelectenerg-13855	402	12	regions	region	NOUN
fuelectenerg-13855	402	13	.	.	PUNCT
fuelectenerg-13855	403	1	▪	▪	ADJ
fuelectenerg-13855	403	2	hausdorff	hausdorff	NOUN
fuelectenerg-13855	403	3	distance	distance	NOUN
fuelectenerg-13855	403	4	measures	measure	NOUN
fuelectenerg-13855	403	5	the	the	DET
fuelectenerg-13855	403	6	maximum	maximum	ADJ
fuelectenerg-13855	403	7	distance	distance	NOUN
fuelectenerg-13855	403	8	between	between	ADP
fuelectenerg-13855	403	9	the	the	DET
fuelectenerg-13855	403	10	predicted	predict	VERB
fuelectenerg-13855	403	11	and	and	CCONJ
fuelectenerg-13855	403	12	ground	ground	NOUN
fuelectenerg-13855	403	13	truth	truth	NOUN
fuelectenerg-13855	403	14	region	region	NOUN
fuelectenerg-13855	403	15	boundaries	boundary	NOUN
fuelectenerg-13855	403	16	.	.	PUNCT
fuelectenerg-13855	404	1	3	3	X
fuelectenerg-13855	404	2	.	.	X
fuelectenerg-13855	404	3	confusion	confusion	NOUN
fuelectenerg-13855	404	4	matrix	matrix	NOUN
fuelectenerg-13855	404	5	a	a	DET
fuelectenerg-13855	404	6	confusion	confusion	NOUN
fuelectenerg-13855	404	7	matrix	matrix	NOUN
fuelectenerg-13855	404	8	provides	provide	VERB
fuelectenerg-13855	404	9	a	a	DET
fuelectenerg-13855	404	10	detailed	detailed	ADJ
fuelectenerg-13855	404	11	breakdown	breakdown	NOUN
fuelectenerg-13855	404	12	of	of	ADP
fuelectenerg-13855	404	13	classification	classification	NOUN
fuelectenerg-13855	404	14	results	result	NOUN
fuelectenerg-13855	404	15	.	.	PUNCT
fuelectenerg-13855	405	1	it	it	PRON
fuelectenerg-13855	405	2	contains	contain	VERB
fuelectenerg-13855	405	3	four	four	NUM
fuelectenerg-13855	405	4	entries	entry	NOUN
fuelectenerg-13855	405	5	(	(	PUNCT
fuelectenerg-13855	405	6	tp	tp	NOUN
fuelectenerg-13855	405	7	,	,	PUNCT
fuelectenerg-13855	405	8	fp	fp	PROPN
fuelectenerg-13855	405	9	,	,	PUNCT
fuelectenerg-13855	405	10	tn	tn	PROPN
fuelectenerg-13855	405	11	,	,	PUNCT
fuelectenerg-13855	405	12	fn	fn	NOUN
fuelectenerg-13855	405	13	)	)	PUNCT
fuelectenerg-13855	405	14	,	,	PUNCT
fuelectenerg-13855	405	15	helps	help	VERB
fuelectenerg-13855	405	16	visualize	visualize	VERB
fuelectenerg-13855	405	17	errors	error	NOUN
fuelectenerg-13855	405	18	and	and	CCONJ
fuelectenerg-13855	405	19	biases	bias	NOUN
fuelectenerg-13855	405	20	in	in	ADP
fuelectenerg-13855	405	21	classification	classification	NOUN
fuelectenerg-13855	405	22	,	,	PUNCT
fuelectenerg-13855	405	23	and	and	CCONJ
fuelectenerg-13855	405	24	is	be	AUX
fuelectenerg-13855	405	25	useful	useful	ADJ
fuelectenerg-13855	405	26	for	for	ADP
fuelectenerg-13855	405	27	both	both	CCONJ
fuelectenerg-13855	405	28	image	image	NOUN
fuelectenerg-13855	405	29	-	-	PUNCT
fuelectenerg-13855	405	30	level	level	NOUN
fuelectenerg-13855	405	31	and	and	CCONJ
fuelectenerg-13855	405	32	pixel	pixel	ADJ
fuelectenerg-13855	405	33	-	-	PUNCT
fuelectenerg-13855	405	34	level	level	NOUN
fuelectenerg-13855	405	35	evaluation	evaluation	NOUN
fuelectenerg-13855	405	36	.	.	PUNCT
fuelectenerg-13855	406	1	table	table	NOUN
fuelectenerg-13855	406	2	2	2	NUM
fuelectenerg-13855	406	3	confusion	confusion	NOUN
fuelectenerg-13855	406	4	matrix	matrix	NOUN
fuelectenerg-13855	406	5	in	in	ADP
fuelectenerg-13855	406	6	forgery	forgery	NOUN
fuelectenerg-13855	406	7	detection	detection	NOUN
fuelectenerg-13855	406	8	predicted	predict	VERB
fuelectenerg-13855	406	9	authentic	authentic	ADJ
fuelectenerg-13855	406	10	predicted	predict	VERB
fuelectenerg-13855	406	11	forged	forge	VERB
fuelectenerg-13855	406	12	actual	actual	ADJ
fuelectenerg-13855	406	13	authentic	authentic	ADJ
fuelectenerg-13855	406	14	tn	tn	PROPN
fuelectenerg-13855	406	15	fp	fp	PRON
fuelectenerg-13855	406	16	actual	actual	ADJ
fuelectenerg-13855	406	17	forged	forge	VERB
fuelectenerg-13855	406	18	fn	fn	PROPN
fuelectenerg-13855	406	19	tp	tp	ADP
fuelectenerg-13855	406	20	6	6	NUM
fuelectenerg-13855	406	21	.	.	PUNCT
fuelectenerg-13855	407	1	deep	deep	ADJ
fuelectenerg-13855	407	2	learning	learning	NOUN
fuelectenerg-13855	407	3	approach	approach	NOUN
fuelectenerg-13855	407	4	in	in	ADP
fuelectenerg-13855	407	5	forgery	forgery	NOUN
fuelectenerg-13855	407	6	detection	detection	NOUN
fuelectenerg-13855	407	7	the	the	DET
fuelectenerg-13855	407	8	principle	principle	NOUN
fuelectenerg-13855	407	9	of	of	ADP
fuelectenerg-13855	407	10	detecting	detect	VERB
fuelectenerg-13855	407	11	digital	digital	ADJ
fuelectenerg-13855	407	12	image	image	NOUN
fuelectenerg-13855	407	13	forgery	forgery	NOUN
fuelectenerg-13855	407	14	using	use	VERB
fuelectenerg-13855	407	15	deep	deep	ADJ
fuelectenerg-13855	407	16	learning	learning	NOUN
fuelectenerg-13855	407	17	involves	involve	VERB
fuelectenerg-13855	407	18	training	train	VERB
fuelectenerg-13855	407	19	a	a	DET
fuelectenerg-13855	407	20	neural	neural	ADJ
fuelectenerg-13855	407	21	network	network	NOUN
fuelectenerg-13855	407	22	to	to	PART
fuelectenerg-13855	407	23	distinguish	distinguish	VERB
fuelectenerg-13855	407	24	between	between	ADP
fuelectenerg-13855	407	25	authentic	authentic	ADJ
fuelectenerg-13855	407	26	and	and	CCONJ
fuelectenerg-13855	407	27	tampered	tamper	VERB
fuelectenerg-13855	407	28	images	image	NOUN
fuelectenerg-13855	407	29	based	base	VERB
fuelectenerg-13855	407	30	on	on	ADP
fuelectenerg-13855	407	31	subtle	subtle	ADJ
fuelectenerg-13855	407	32	patterns	pattern	NOUN
fuelectenerg-13855	407	33	.	.	PUNCT
fuelectenerg-13855	408	1	this	this	DET
fuelectenerg-13855	408	2	principle	principle	NOUN
fuelectenerg-13855	408	3	consists	consist	VERB
fuelectenerg-13855	408	4	of	of	ADP
fuelectenerg-13855	408	5	the	the	DET
fuelectenerg-13855	408	6	following	follow	VERB
fuelectenerg-13855	408	7	phases	phase	NOUN
fuelectenerg-13855	408	8	:	:	PUNCT
fuelectenerg-13855	408	9	overview	overview	NOUN
fuelectenerg-13855	408	10	of	of	ADP
fuelectenerg-13855	408	11	digital	digital	ADJ
fuelectenerg-13855	408	12	image	image	NOUN
fuelectenerg-13855	408	13	forgery	forgery	NOUN
fuelectenerg-13855	408	14	detection	detection	NOUN
fuelectenerg-13855	408	15	599	599	NUM
fuelectenerg-13855	408	16	1	1	NUM
fuelectenerg-13855	408	17	.	.	PUNCT
fuelectenerg-13855	408	18	input	input	NOUN
fuelectenerg-13855	408	19	image	image	NOUN
fuelectenerg-13855	408	20	a	a	DET
fuelectenerg-13855	408	21	potentially	potentially	ADV
fuelectenerg-13855	408	22	forged	forge	VERB
fuelectenerg-13855	408	23	digital	digital	ADJ
fuelectenerg-13855	408	24	image	image	NOUN
fuelectenerg-13855	408	25	is	be	AUX
fuelectenerg-13855	408	26	input	input	VERB
fuelectenerg-13855	408	27	into	into	ADP
fuelectenerg-13855	408	28	the	the	DET
fuelectenerg-13855	408	29	system	system	NOUN
fuelectenerg-13855	408	30	.	.	PUNCT
fuelectenerg-13855	409	1	2	2	X
fuelectenerg-13855	409	2	.	.	X
fuelectenerg-13855	409	3	feature	feature	NOUN
fuelectenerg-13855	409	4	extraction	extraction	NOUN
fuelectenerg-13855	409	5	cnn	cnn	PROPN
fuelectenerg-13855	409	6	analyzes	analyze	VERB
fuelectenerg-13855	409	7	the	the	DET
fuelectenerg-13855	409	8	image	image	NOUN
fuelectenerg-13855	409	9	to	to	PART
fuelectenerg-13855	409	10	extract	extract	VERB
fuelectenerg-13855	409	11	important	important	ADJ
fuelectenerg-13855	409	12	features	feature	NOUN
fuelectenerg-13855	409	13	such	such	ADJ
fuelectenerg-13855	409	14	as	as	ADP
fuelectenerg-13855	409	15	textures	texture	NOUN
fuelectenerg-13855	409	16	,	,	PUNCT
fuelectenerg-13855	409	17	edges	edge	NOUN
fuelectenerg-13855	409	18	,	,	PUNCT
fuelectenerg-13855	409	19	and	and	CCONJ
fuelectenerg-13855	409	20	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	409	21	.	.	PUNCT
fuelectenerg-13855	410	1	these	these	DET
fuelectenerg-13855	410	2	features	feature	NOUN
fuelectenerg-13855	410	3	can	can	AUX
fuelectenerg-13855	410	4	capture	capture	VERB
fuelectenerg-13855	410	5	noise	noise	NOUN
fuelectenerg-13855	410	6	patterns	pattern	NOUN
fuelectenerg-13855	410	7	,	,	PUNCT
fuelectenerg-13855	410	8	compression	compression	NOUN
fuelectenerg-13855	410	9	artifacts	artifact	NOUN
fuelectenerg-13855	410	10	,	,	PUNCT
fuelectenerg-13855	410	11	lighting	lighting	NOUN
fuelectenerg-13855	410	12	mismatches	mismatch	NOUN
fuelectenerg-13855	410	13	,	,	PUNCT
fuelectenerg-13855	410	14	and	and	CCONJ
fuelectenerg-13855	410	15	pixel	pixel	ADJ
fuelectenerg-13855	410	16	-	-	PUNCT
fuelectenerg-13855	410	17	level	level	NOUN
fuelectenerg-13855	410	18	anomalies	anomaly	NOUN
fuelectenerg-13855	410	19	.	.	PUNCT
fuelectenerg-13855	411	1	3	3	X
fuelectenerg-13855	411	2	.	.	X
fuelectenerg-13855	411	3	classification	classification	VERB
fuelectenerg-13855	411	4	the	the	DET
fuelectenerg-13855	411	5	extracted	extract	VERB
fuelectenerg-13855	411	6	features	feature	NOUN
fuelectenerg-13855	411	7	are	be	AUX
fuelectenerg-13855	411	8	fed	feed	VERB
fuelectenerg-13855	411	9	into	into	ADP
fuelectenerg-13855	411	10	a	a	DET
fuelectenerg-13855	411	11	classifier	classifier	NOUN
fuelectenerg-13855	411	12	layer	layer	NOUN
fuelectenerg-13855	411	13	(	(	PUNCT
fuelectenerg-13855	411	14	often	often	ADV
fuelectenerg-13855	411	15	part	part	NOUN
fuelectenerg-13855	411	16	of	of	ADP
fuelectenerg-13855	411	17	the	the	DET
fuelectenerg-13855	411	18	same	same	ADJ
fuelectenerg-13855	411	19	deep	deep	ADJ
fuelectenerg-13855	411	20	learning	learning	NOUN
fuelectenerg-13855	411	21	model	model	NOUN
fuelectenerg-13855	411	22	)	)	PUNCT
fuelectenerg-13855	411	23	,	,	PUNCT
fuelectenerg-13855	411	24	which	which	PRON
fuelectenerg-13855	411	25	determines	determine	VERB
fuelectenerg-13855	411	26	whether	whether	SCONJ
fuelectenerg-13855	411	27	the	the	DET
fuelectenerg-13855	411	28	image	image	NOUN
fuelectenerg-13855	411	29	or	or	CCONJ
fuelectenerg-13855	411	30	parts	part	NOUN
fuelectenerg-13855	411	31	of	of	ADP
fuelectenerg-13855	411	32	it	it	PRON
fuelectenerg-13855	411	33	are	be	AUX
fuelectenerg-13855	411	34	forged	forge	VERB
fuelectenerg-13855	411	35	or	or	CCONJ
fuelectenerg-13855	411	36	authentic	authentic	ADJ
fuelectenerg-13855	411	37	.	.	PUNCT
fuelectenerg-13855	412	1	4	4	X
fuelectenerg-13855	412	2	.	.	X
fuelectenerg-13855	412	3	output	output	VERB
fuelectenerg-13855	412	4	the	the	DET
fuelectenerg-13855	412	5	system	system	NOUN
fuelectenerg-13855	412	6	produces	produce	VERB
fuelectenerg-13855	412	7	a	a	DET
fuelectenerg-13855	412	8	label	label	NOUN
fuelectenerg-13855	412	9	(	(	PUNCT
fuelectenerg-13855	412	10	e.g.	e.g.	ADV
fuelectenerg-13855	412	11	‘	'	PUNCT
fuelectenerg-13855	412	12	forged	forge	VERB
fuelectenerg-13855	412	13	’	'	PUNCT
fuelectenerg-13855	412	14	or	or	CCONJ
fuelectenerg-13855	412	15	“	"	PUNCT
fuelectenerg-13855	412	16	authentic	authentic	ADJ
fuelectenerg-13855	412	17	”	"	PUNCT
fuelectenerg-13855	412	18	)	)	PUNCT
fuelectenerg-13855	412	19	and	and	CCONJ
fuelectenerg-13855	412	20	often	often	ADV
fuelectenerg-13855	412	21	a	a	DET
fuelectenerg-13855	412	22	forgery	forgery	NOUN
fuelectenerg-13855	412	23	map	map	NOUN
fuelectenerg-13855	412	24	,	,	PUNCT
fuelectenerg-13855	412	25	highlighting	highlight	VERB
fuelectenerg-13855	412	26	damaged	damage	VERB
fuelectenerg-13855	412	27	regions	region	NOUN
fuelectenerg-13855	412	28	within	within	ADP
fuelectenerg-13855	412	29	the	the	DET
fuelectenerg-13855	412	30	image	image	NOUN
fuelectenerg-13855	412	31	.	.	PUNCT
fuelectenerg-13855	413	1	the	the	DET
fuelectenerg-13855	413	2	deep	deep	ADJ
fuelectenerg-13855	413	3	learning	learning	NOUN
fuelectenerg-13855	413	4	process	process	NOUN
fuelectenerg-13855	413	5	leverages	leverage	VERB
fuelectenerg-13855	413	6	the	the	DET
fuelectenerg-13855	413	7	ability	ability	NOUN
fuelectenerg-13855	413	8	to	to	PART
fuelectenerg-13855	413	9	detect	detect	VERB
fuelectenerg-13855	413	10	subtle	subtle	ADJ
fuelectenerg-13855	413	11	cues	cue	NOUN
fuelectenerg-13855	413	12	that	that	PRON
fuelectenerg-13855	413	13	are	be	AUX
fuelectenerg-13855	413	14	invisible	invisible	ADJ
fuelectenerg-13855	413	15	to	to	ADP
fuelectenerg-13855	413	16	the	the	DET
fuelectenerg-13855	413	17	human	human	ADJ
fuelectenerg-13855	413	18	eye	eye	NOUN
fuelectenerg-13855	413	19	or	or	CCONJ
fuelectenerg-13855	413	20	traditional	traditional	ADJ
fuelectenerg-13855	413	21	forensic	forensic	ADJ
fuelectenerg-13855	413	22	techniques	technique	NOUN
fuelectenerg-13855	413	23	.	.	PUNCT
fuelectenerg-13855	414	1	forgery	forgery	NOUN
fuelectenerg-13855	414	2	detection	detection	NOUN
fuelectenerg-13855	414	3	using	use	VERB
fuelectenerg-13855	414	4	this	this	DET
fuelectenerg-13855	414	5	approach	approach	NOUN
fuelectenerg-13855	414	6	consists	consist	VERB
fuelectenerg-13855	414	7	of	of	ADP
fuelectenerg-13855	414	8	a	a	DET
fuelectenerg-13855	414	9	data	data	NOUN
fuelectenerg-13855	414	10	preparation	preparation	NOUN
fuelectenerg-13855	414	11	phase	phase	NOUN
fuelectenerg-13855	414	12	and	and	CCONJ
fuelectenerg-13855	414	13	a	a	DET
fuelectenerg-13855	414	14	model	model	NOUN
fuelectenerg-13855	414	15	training	training	NOUN
fuelectenerg-13855	414	16	phase	phase	NOUN
fuelectenerg-13855	414	17	:	:	PUNCT
fuelectenerg-13855	414	18	1	1	X
fuelectenerg-13855	414	19	.	.	X
fuelectenerg-13855	414	20	dataset	dataset	ADJ
fuelectenerg-13855	414	21	preparation	preparation	NOUN
fuelectenerg-13855	414	22	dataset	dataset	NOUN
fuelectenerg-13855	414	23	preparation	preparation	NOUN
fuelectenerg-13855	414	24	generally	generally	ADV
fuelectenerg-13855	414	25	consists	consist	VERB
fuelectenerg-13855	414	26	of	of	ADP
fuelectenerg-13855	414	27	the	the	DET
fuelectenerg-13855	414	28	following	follow	VERB
fuelectenerg-13855	414	29	two	two	NUM
fuelectenerg-13855	414	30	phases	phase	NOUN
fuelectenerg-13855	414	31	:	:	PUNCT
fuelectenerg-13855	414	32	a	a	X
fuelectenerg-13855	414	33	)	)	PUNCT
fuelectenerg-13855	414	34	datasets	dataset	NOUN
fuelectenerg-13855	414	35	selection	selection	NOUN
fuelectenerg-13855	414	36	–	–	PUNCT
fuelectenerg-13855	414	37	the	the	DET
fuelectenerg-13855	414	38	different	different	ADJ
fuelectenerg-13855	414	39	datasets	dataset	NOUN
fuelectenerg-13855	414	40	can	can	AUX
fuelectenerg-13855	414	41	be	be	AUX
fuelectenerg-13855	414	42	used	use	VERB
fuelectenerg-13855	414	43	to	to	PART
fuelectenerg-13855	414	44	verify	verify	VERB
fuelectenerg-13855	414	45	forgery	forgery	NOUN
fuelectenerg-13855	414	46	detection	detection	NOUN
fuelectenerg-13855	414	47	,	,	PUNCT
fuelectenerg-13855	414	48	such	such	ADJ
fuelectenerg-13855	414	49	as	as	ADP
fuelectenerg-13855	414	50	:	:	PUNCT
fuelectenerg-13855	414	51	casia	casia	NOUN
fuelectenerg-13855	414	52	(	(	PUNCT
fuelectenerg-13855	414	53	v1.0	v1.0	PROPN
fuelectenerg-13855	414	54	,	,	PUNCT
fuelectenerg-13855	414	55	v2.0	v2.0	X
fuelectenerg-13855	414	56	–	–	PUNCT
fuelectenerg-13855	414	57	contains	contain	VERB
fuelectenerg-13855	414	58	tampered	tamper	VERB
fuelectenerg-13855	414	59	and	and	CCONJ
fuelectenerg-13855	414	60	authentic	authentic	ADJ
fuelectenerg-13855	414	61	images	image	NOUN
fuelectenerg-13855	414	62	)	)	PUNCT
fuelectenerg-13855	414	63	,	,	PUNCT
fuelectenerg-13855	414	64	columbia	columbia	PROPN
fuelectenerg-13855	414	65	uncompressed	uncompress	VERB
fuelectenerg-13855	414	66	dataset	dataset	NOUN
fuelectenerg-13855	414	67	,	,	PUNCT
fuelectenerg-13855	414	68	coverage	coverage	NOUN
fuelectenerg-13855	414	69	dataset	dataset	NOUN
fuelectenerg-13855	414	70	,	,	PUNCT
fuelectenerg-13855	414	71	nist	nist	NOUN
fuelectenerg-13855	414	72	nimble	nimble	ADJ
fuelectenerg-13855	414	73	challenge	challenge	NOUN
fuelectenerg-13855	414	74	dataset	dataset	NOUN
fuelectenerg-13855	414	75	,	,	PUNCT
fuelectenerg-13855	414	76	deepfake	deepfake	NOUN
fuelectenerg-13855	414	77	/	/	SYM
fuelectenerg-13855	414	78	celebdf	celebdf	NOUN
fuelectenerg-13855	414	79	/	/	SYM
fuelectenerg-13855	414	80	faceforensics++	faceforensics++	PROPN
fuelectenerg-13855	414	81	(	(	PUNCT
fuelectenerg-13855	414	82	for	for	ADP
fuelectenerg-13855	414	83	facial	facial	ADJ
fuelectenerg-13855	414	84	manipulations	manipulation	NOUN
fuelectenerg-13855	414	85	)	)	PUNCT
fuelectenerg-13855	414	86	.	.	PUNCT
fuelectenerg-13855	415	1	these	these	DET
fuelectenerg-13855	415	2	datasets	dataset	NOUN
fuelectenerg-13855	415	3	typically	typically	ADV
fuelectenerg-13855	415	4	contain	contain	VERB
fuelectenerg-13855	415	5	authentic	authentic	ADJ
fuelectenerg-13855	415	6	images	image	NOUN
fuelectenerg-13855	415	7	(	(	PUNCT
fuelectenerg-13855	415	8	unaltered	unaltered	ADJ
fuelectenerg-13855	415	9	)	)	PUNCT
fuelectenerg-13855	415	10	,	,	PUNCT
fuelectenerg-13855	415	11	forged	forge	VERB
fuelectenerg-13855	415	12	images	image	NOUN
fuelectenerg-13855	415	13	(	(	PUNCT
fuelectenerg-13855	415	14	with	with	ADP
fuelectenerg-13855	415	15	splicing	splicing	NOUN
fuelectenerg-13855	415	16	,	,	PUNCT
fuelectenerg-13855	415	17	copy	copy	NOUN
fuelectenerg-13855	415	18	-	-	PUNCT
fuelectenerg-13855	415	19	move	move	NOUN
fuelectenerg-13855	415	20	,	,	PUNCT
fuelectenerg-13855	415	21	inpainting	inpainting	NOUN
fuelectenerg-13855	415	22	,	,	PUNCT
fuelectenerg-13855	415	23	deepfakes	deepfake	NOUN
fuelectenerg-13855	415	24	,	,	PUNCT
fuelectenerg-13855	415	25	etc	etc	X
fuelectenerg-13855	415	26	.	.	X
fuelectenerg-13855	415	27	)	)	PUNCT
fuelectenerg-13855	415	28	,	,	PUNCT
fuelectenerg-13855	415	29	ground	ground	NOUN
fuelectenerg-13855	415	30	truth	truth	NOUN
fuelectenerg-13855	415	31	masks	mask	NOUN
fuelectenerg-13855	415	32	(	(	PUNCT
fuelectenerg-13855	415	33	in	in	ADP
fuelectenerg-13855	415	34	pixel	pixel	ADJ
fuelectenerg-13855	415	35	-	-	PUNCT
fuelectenerg-13855	415	36	level	level	NOUN
fuelectenerg-13855	415	37	detection	detection	NOUN
fuelectenerg-13855	415	38	datasets	dataset	NOUN
fuelectenerg-13855	415	39	,	,	PUNCT
fuelectenerg-13855	415	40	indicating	indicate	VERB
fuelectenerg-13855	415	41	manipulated	manipulate	VERB
fuelectenerg-13855	415	42	regions	region	NOUN
fuelectenerg-13855	415	43	)	)	PUNCT
fuelectenerg-13855	415	44	.	.	PUNCT
fuelectenerg-13855	416	1	b	b	X
fuelectenerg-13855	416	2	)	)	PUNCT
fuelectenerg-13855	416	3	data	datum	NOUN
fuelectenerg-13855	416	4	splitting	splitting	NOUN
fuelectenerg-13855	416	5	–	–	PUNCT
fuelectenerg-13855	416	6	data	datum	NOUN
fuelectenerg-13855	416	7	splitting	splitting	NOUN
fuelectenerg-13855	416	8	involves	involve	VERB
fuelectenerg-13855	416	9	dividing	divide	VERB
fuelectenerg-13855	416	10	the	the	DET
fuelectenerg-13855	416	11	dataset	dataset	NOUN
fuelectenerg-13855	416	12	into	into	ADP
fuelectenerg-13855	416	13	training	training	NOUN
fuelectenerg-13855	416	14	,	,	PUNCT
fuelectenerg-13855	416	15	validation	validation	NOUN
fuelectenerg-13855	416	16	,	,	PUNCT
fuelectenerg-13855	416	17	and	and	CCONJ
fuelectenerg-13855	416	18	test	test	NOUN
fuelectenerg-13855	416	19	sets	set	NOUN
fuelectenerg-13855	416	20	,	,	PUNCT
fuelectenerg-13855	416	21	commonly	commonly	ADV
fuelectenerg-13855	416	22	using	use	VERB
fuelectenerg-13855	416	23	ratios	ratio	NOUN
fuelectenerg-13855	416	24	such	such	ADJ
fuelectenerg-13855	416	25	as	as	ADP
fuelectenerg-13855	416	26	70/15/15	70/15/15	PROPN
fuelectenerg-13855	416	27	or	or	CCONJ
fuelectenerg-13855	416	28	80/10/10	80/10/10	NUM
fuelectenerg-13855	416	29	.	.	PUNCT
fuelectenerg-13855	417	1	to	to	PART
fuelectenerg-13855	417	2	prevent	prevent	VERB
fuelectenerg-13855	417	3	data	datum	NOUN
fuelectenerg-13855	417	4	leakage	leakage	NOUN
fuelectenerg-13855	417	5	,	,	PUNCT
fuelectenerg-13855	417	6	it	it	PRON
fuelectenerg-13855	417	7	is	be	AUX
fuelectenerg-13855	417	8	important	important	ADJ
fuelectenerg-13855	417	9	to	to	PART
fuelectenerg-13855	417	10	ensure	ensure	VERB
fuelectenerg-13855	417	11	that	that	SCONJ
fuelectenerg-13855	417	12	forgeries	forgery	NOUN
fuelectenerg-13855	417	13	and	and	CCONJ
fuelectenerg-13855	417	14	their	their	PRON
fuelectenerg-13855	417	15	corresponding	corresponding	ADJ
fuelectenerg-13855	417	16	original	original	ADJ
fuelectenerg-13855	417	17	images	image	NOUN
fuelectenerg-13855	417	18	are	be	AUX
fuelectenerg-13855	417	19	kept	keep	VERB
fuelectenerg-13855	417	20	within	within	ADP
fuelectenerg-13855	417	21	the	the	DET
fuelectenerg-13855	417	22	same	same	ADJ
fuelectenerg-13855	417	23	split	split	NOUN
fuelectenerg-13855	417	24	.	.	PUNCT
fuelectenerg-13855	418	1	2	2	X
fuelectenerg-13855	418	2	.	.	X
fuelectenerg-13855	418	3	model	model	NOUN
fuelectenerg-13855	418	4	training	training	NOUN
fuelectenerg-13855	418	5	model	model	NOUN
fuelectenerg-13855	418	6	training	training	NOUN
fuelectenerg-13855	418	7	involves	involve	VERB
fuelectenerg-13855	418	8	using	use	VERB
fuelectenerg-13855	418	9	training	training	NOUN
fuelectenerg-13855	418	10	data	datum	NOUN
fuelectenerg-13855	418	11	to	to	PART
fuelectenerg-13855	418	12	fit	fit	VERB
fuelectenerg-13855	418	13	the	the	DET
fuelectenerg-13855	418	14	model	model	NOUN
fuelectenerg-13855	418	15	.	.	PUNCT
fuelectenerg-13855	419	1	to	to	PART
fuelectenerg-13855	419	2	enhance	enhance	VERB
fuelectenerg-13855	419	3	robustness	robustness	NOUN
fuelectenerg-13855	419	4	,	,	PUNCT
fuelectenerg-13855	419	5	data	datum	NOUN
fuelectenerg-13855	419	6	augmentation	augmentation	NOUN
fuelectenerg-13855	419	7	techniques	technique	NOUN
fuelectenerg-13855	419	8	such	such	ADJ
fuelectenerg-13855	419	9	as	as	ADP
fuelectenerg-13855	419	10	flipping	flip	VERB
fuelectenerg-13855	419	11	,	,	PUNCT
fuelectenerg-13855	419	12	scaling	scaling	NOUN
fuelectenerg-13855	419	13	,	,	PUNCT
fuelectenerg-13855	419	14	and	and	CCONJ
fuelectenerg-13855	419	15	adding	add	VERB
fuelectenerg-13855	419	16	noise	noise	NOUN
fuelectenerg-13855	419	17	are	be	AUX
fuelectenerg-13855	419	18	applied	apply	VERB
fuelectenerg-13855	419	19	.	.	PUNCT
fuelectenerg-13855	420	1	depending	depend	VERB
fuelectenerg-13855	420	2	on	on	ADP
fuelectenerg-13855	420	3	the	the	DET
fuelectenerg-13855	420	4	specific	specific	ADJ
fuelectenerg-13855	420	5	task	task	NOUN
fuelectenerg-13855	420	6	,	,	PUNCT
fuelectenerg-13855	420	7	whether	whether	SCONJ
fuelectenerg-13855	420	8	it	it	PRON
fuelectenerg-13855	420	9	requires	require	VERB
fuelectenerg-13855	420	10	localization	localization	NOUN
fuelectenerg-13855	420	11	or	or	CCONJ
fuelectenerg-13855	420	12	classification	classification	NOUN
fuelectenerg-13855	420	13	,	,	PUNCT
fuelectenerg-13855	420	14	the	the	DET
fuelectenerg-13855	420	15	model	model	NOUN
fuelectenerg-13855	420	16	is	be	AUX
fuelectenerg-13855	420	17	trained	train	VERB
fuelectenerg-13855	420	18	using	use	VERB
fuelectenerg-13855	420	19	either	either	CCONJ
fuelectenerg-13855	420	20	pixel	pixel	ADJ
fuelectenerg-13855	420	21	-	-	PUNCT
fuelectenerg-13855	420	22	level	level	NOUN
fuelectenerg-13855	420	23	or	or	CCONJ
fuelectenerg-13855	420	24	image	image	NOUN
fuelectenerg-13855	420	25	-	-	PUNCT
fuelectenerg-13855	420	26	level	level	NOUN
fuelectenerg-13855	420	27	labels	label	NOUN
fuelectenerg-13855	420	28	.	.	PUNCT
fuelectenerg-13855	421	1	fig	fig	NOUN
fuelectenerg-13855	421	2	.	.	PUNCT
fuelectenerg-13855	422	1	3	3	NUM
fuelectenerg-13855	422	2	detection	detection	NOUN
fuelectenerg-13855	422	3	of	of	ADP
fuelectenerg-13855	422	4	copy	copy	NOUN
fuelectenerg-13855	422	5	-	-	PUNCT
fuelectenerg-13855	422	6	move	move	NOUN
fuelectenerg-13855	422	7	forgery	forgery	NOUN
fuelectenerg-13855	422	8	–	–	PUNCT
fuelectenerg-13855	422	9	deep	deep	ADJ
fuelectenerg-13855	422	10	learning	learning	NOUN
fuelectenerg-13855	422	11	model	model	NOUN
fuelectenerg-13855	422	12	[	[	X
fuelectenerg-13855	422	13	47	47	NUM
fuelectenerg-13855	422	14	]	]	SYM
fuelectenerg-13855	422	15	600	600	NUM
fuelectenerg-13855	422	16	p.	p.	NOUN
fuelectenerg-13855	422	17	čisar	čisar	NOUN
fuelectenerg-13855	422	18	7	7	NUM
fuelectenerg-13855	422	19	.	.	PUNCT
fuelectenerg-13855	422	20	challenges	challenge	NOUN
fuelectenerg-13855	422	21	in	in	ADP
fuelectenerg-13855	422	22	forgery	forgery	NOUN
fuelectenerg-13855	422	23	detection	detection	NOUN
fuelectenerg-13855	422	24	one	one	NUM
fuelectenerg-13855	422	25	of	of	ADP
fuelectenerg-13855	422	26	the	the	DET
fuelectenerg-13855	422	27	primary	primary	ADJ
fuelectenerg-13855	422	28	challenges	challenge	NOUN
fuelectenerg-13855	422	29	is	be	AUX
fuelectenerg-13855	422	30	the	the	DET
fuelectenerg-13855	422	31	emergence	emergence	NOUN
fuelectenerg-13855	422	32	of	of	ADP
fuelectenerg-13855	422	33	high	high	ADJ
fuelectenerg-13855	422	34	-	-	PUNCT
fuelectenerg-13855	422	35	quality	quality	NOUN
fuelectenerg-13855	422	36	forgeries	forgery	NOUN
fuelectenerg-13855	422	37	,	,	PUNCT
fuelectenerg-13855	422	38	particularly	particularly	ADV
fuelectenerg-13855	422	39	those	those	PRON
fuelectenerg-13855	422	40	generated	generate	VERB
fuelectenerg-13855	422	41	by	by	ADP
fuelectenerg-13855	422	42	gans	gan	NOUN
fuelectenerg-13855	422	43	,	,	PUNCT
fuelectenerg-13855	422	44	which	which	PRON
fuelectenerg-13855	422	45	can	can	AUX
fuelectenerg-13855	422	46	often	often	ADV
fuelectenerg-13855	422	47	evade	evade	VERB
fuelectenerg-13855	422	48	traditional	traditional	ADJ
fuelectenerg-13855	422	49	pixel	pixel	ADJ
fuelectenerg-13855	422	50	-	-	PUNCT
fuelectenerg-13855	422	51	level	level	NOUN
fuelectenerg-13855	422	52	or	or	CCONJ
fuelectenerg-13855	422	53	statistical	statistical	ADJ
fuelectenerg-13855	422	54	detection	detection	NOUN
fuelectenerg-13855	422	55	methods	method	NOUN
fuelectenerg-13855	422	56	.	.	PUNCT
fuelectenerg-13855	423	1	another	another	DET
fuelectenerg-13855	423	2	difficulty	difficulty	NOUN
fuelectenerg-13855	423	3	lies	lie	VERB
fuelectenerg-13855	423	4	in	in	ADP
fuelectenerg-13855	423	5	the	the	DET
fuelectenerg-13855	423	6	balance	balance	NOUN
fuelectenerg-13855	423	7	between	between	ADP
fuelectenerg-13855	423	8	realism	realism	NOUN
fuelectenerg-13855	423	9	and	and	CCONJ
fuelectenerg-13855	423	10	subtlety	subtlety	NOUN
fuelectenerg-13855	423	11	:	:	PUNCT
fuelectenerg-13855	423	12	retouching	retouch	VERB
fuelectenerg-13855	423	13	and	and	CCONJ
fuelectenerg-13855	423	14	minor	minor	ADJ
fuelectenerg-13855	423	15	edits	edit	NOUN
fuelectenerg-13855	423	16	may	may	AUX
fuelectenerg-13855	423	17	be	be	AUX
fuelectenerg-13855	423	18	imperceptible	imperceptible	ADJ
fuelectenerg-13855	423	19	without	without	ADP
fuelectenerg-13855	423	20	contextual	contextual	ADJ
fuelectenerg-13855	423	21	clues	clue	NOUN
fuelectenerg-13855	423	22	,	,	PUNCT
fuelectenerg-13855	423	23	making	make	VERB
fuelectenerg-13855	423	24	them	they	PRON
fuelectenerg-13855	423	25	hard	hard	ADJ
fuelectenerg-13855	423	26	to	to	PART
fuelectenerg-13855	423	27	identify	identify	VERB
fuelectenerg-13855	423	28	.	.	PUNCT
fuelectenerg-13855	424	1	generalization	generalization	NOUN
fuelectenerg-13855	424	2	remains	remain	VERB
fuelectenerg-13855	424	3	a	a	DET
fuelectenerg-13855	424	4	significant	significant	ADJ
fuelectenerg-13855	424	5	issue	issue	NOUN
fuelectenerg-13855	424	6	,	,	PUNCT
fuelectenerg-13855	424	7	as	as	SCONJ
fuelectenerg-13855	424	8	models	model	NOUN
fuelectenerg-13855	424	9	trained	train	VERB
fuelectenerg-13855	424	10	on	on	ADP
fuelectenerg-13855	424	11	specific	specific	ADJ
fuelectenerg-13855	424	12	datasets	dataset	NOUN
fuelectenerg-13855	424	13	often	often	ADV
fuelectenerg-13855	424	14	struggle	struggle	VERB
fuelectenerg-13855	424	15	to	to	PART
fuelectenerg-13855	424	16	perform	perform	VERB
fuelectenerg-13855	424	17	effectively	effectively	ADV
fuelectenerg-13855	424	18	in	in	ADP
fuelectenerg-13855	424	19	unseen	unseen	ADJ
fuelectenerg-13855	424	20	scenarios	scenario	NOUN
fuelectenerg-13855	424	21	.	.	PUNCT
fuelectenerg-13855	425	1	furthermore	furthermore	ADV
fuelectenerg-13855	425	2	,	,	PUNCT
fuelectenerg-13855	425	3	post	post	ADJ
fuelectenerg-13855	425	4	-	-	ADJ
fuelectenerg-13855	425	5	processing	processing	ADJ
fuelectenerg-13855	425	6	techniques	technique	NOUN
fuelectenerg-13855	425	7	such	such	ADJ
fuelectenerg-13855	425	8	as	as	ADP
fuelectenerg-13855	425	9	compression	compression	NOUN
fuelectenerg-13855	425	10	,	,	PUNCT
fuelectenerg-13855	425	11	resizing	resizing	NOUN
fuelectenerg-13855	425	12	,	,	PUNCT
fuelectenerg-13855	425	13	and	and	CCONJ
fuelectenerg-13855	425	14	blurring	blurring	NOUN
fuelectenerg-13855	425	15	can	can	AUX
fuelectenerg-13855	425	16	degrade	degrade	VERB
fuelectenerg-13855	425	17	forensic	forensic	ADJ
fuelectenerg-13855	425	18	signals	signal	NOUN
fuelectenerg-13855	425	19	,	,	PUNCT
fuelectenerg-13855	425	20	further	far	ADV
fuelectenerg-13855	425	21	complicating	complicate	VERB
fuelectenerg-13855	425	22	detection	detection	NOUN
fuelectenerg-13855	425	23	.	.	PUNCT
fuelectenerg-13855	426	1	the	the	DET
fuelectenerg-13855	426	2	rise	rise	NOUN
fuelectenerg-13855	426	3	of	of	ADP
fuelectenerg-13855	426	4	multi	multi	ADJ
fuelectenerg-13855	426	5	-	-	ADJ
fuelectenerg-13855	426	6	modal	modal	ADJ
fuelectenerg-13855	426	7	fakes	fake	NOUN
fuelectenerg-13855	426	8	,	,	PUNCT
fuelectenerg-13855	426	9	which	which	PRON
fuelectenerg-13855	426	10	combine	combine	VERB
fuelectenerg-13855	426	11	image	image	NOUN
fuelectenerg-13855	426	12	,	,	PUNCT
fuelectenerg-13855	426	13	audio	audio	NOUN
fuelectenerg-13855	426	14	,	,	PUNCT
fuelectenerg-13855	426	15	and	and	CCONJ
fuelectenerg-13855	426	16	video	video	NOUN
fuelectenerg-13855	426	17	elements	element	NOUN
fuelectenerg-13855	426	18	as	as	SCONJ
fuelectenerg-13855	426	19	seen	see	VERB
fuelectenerg-13855	426	20	in	in	ADP
fuelectenerg-13855	426	21	deepfake	deepfake	NOUN
fuelectenerg-13855	426	22	pipelines	pipeline	NOUN
fuelectenerg-13855	426	23	,	,	PUNCT
fuelectenerg-13855	426	24	introduces	introduce	NOUN
fuelectenerg-13855	426	25	added	add	VERB
fuelectenerg-13855	426	26	complexity	complexity	NOUN
fuelectenerg-13855	426	27	to	to	ADP
fuelectenerg-13855	426	28	the	the	DET
fuelectenerg-13855	426	29	detection	detection	NOUN
fuelectenerg-13855	426	30	task	task	NOUN
fuelectenerg-13855	426	31	.	.	PUNCT
fuelectenerg-13855	427	1	lastly	lastly	ADV
fuelectenerg-13855	427	2	,	,	PUNCT
fuelectenerg-13855	427	3	adversarial	adversarial	ADJ
fuelectenerg-13855	427	4	examples	example	NOUN
fuelectenerg-13855	427	5	pose	pose	VERB
fuelectenerg-13855	427	6	a	a	DET
fuelectenerg-13855	427	7	growing	grow	VERB
fuelectenerg-13855	427	8	threat	threat	NOUN
fuelectenerg-13855	427	9	,	,	PUNCT
fuelectenerg-13855	427	10	as	as	SCONJ
fuelectenerg-13855	427	11	some	some	DET
fuelectenerg-13855	427	12	manipulations	manipulation	NOUN
fuelectenerg-13855	427	13	are	be	AUX
fuelectenerg-13855	427	14	deliberately	deliberately	ADV
fuelectenerg-13855	427	15	crafted	craft	VERB
fuelectenerg-13855	427	16	to	to	PART
fuelectenerg-13855	427	17	bypass	bypass	VERB
fuelectenerg-13855	427	18	forensic	forensic	ADJ
fuelectenerg-13855	427	19	algorithms	algorithm	NOUN
fuelectenerg-13855	427	20	and	and	CCONJ
fuelectenerg-13855	427	21	avoid	avoid	VERB
fuelectenerg-13855	427	22	detection	detection	NOUN
fuelectenerg-13855	427	23	.	.	PUNCT
fuelectenerg-13855	428	1	8	8	X
fuelectenerg-13855	428	2	.	.	PUNCT
fuelectenerg-13855	428	3	trends	trend	NOUN
fuelectenerg-13855	428	4	&	&	CCONJ
fuelectenerg-13855	428	5	future	future	ADJ
fuelectenerg-13855	428	6	directions	direction	NOUN
fuelectenerg-13855	428	7	one	one	NUM
fuelectenerg-13855	428	8	major	major	ADJ
fuelectenerg-13855	428	9	trend	trend	NOUN
fuelectenerg-13855	428	10	in	in	ADP
fuelectenerg-13855	428	11	image	image	NOUN
fuelectenerg-13855	428	12	forensics	forensic	NOUN
fuelectenerg-13855	428	13	is	be	AUX
fuelectenerg-13855	428	14	the	the	DET
fuelectenerg-13855	428	15	development	development	NOUN
fuelectenerg-13855	428	16	of	of	ADP
fuelectenerg-13855	428	17	universal	universal	ADJ
fuelectenerg-13855	428	18	forensic	forensic	ADJ
fuelectenerg-13855	428	19	models	model	NOUN
fuelectenerg-13855	428	20	.	.	PUNCT
fuelectenerg-13855	429	1	the	the	DET
fuelectenerg-13855	429	2	goal	goal	NOUN
fuelectenerg-13855	429	3	is	be	AUX
fuelectenerg-13855	429	4	to	to	PART
fuelectenerg-13855	429	5	create	create	VERB
fuelectenerg-13855	429	6	a	a	DET
fuelectenerg-13855	429	7	single	single	ADJ
fuelectenerg-13855	429	8	model	model	NOUN
fuelectenerg-13855	429	9	capable	capable	ADJ
fuelectenerg-13855	429	10	of	of	ADP
fuelectenerg-13855	429	11	detecting	detect	VERB
fuelectenerg-13855	429	12	multiple	multiple	ADJ
fuelectenerg-13855	429	13	types	type	NOUN
fuelectenerg-13855	429	14	of	of	ADP
fuelectenerg-13855	429	15	forgeries	forgery	NOUN
fuelectenerg-13855	429	16	,	,	PUNCT
fuelectenerg-13855	429	17	such	such	ADJ
fuelectenerg-13855	429	18	as	as	ADP
fuelectenerg-13855	429	19	splicing	splicing	NOUN
fuelectenerg-13855	429	20	,	,	PUNCT
fuelectenerg-13855	429	21	gan	gan	NOUN
fuelectenerg-13855	429	22	-	-	PUNCT
fuelectenerg-13855	429	23	generated	generate	VERB
fuelectenerg-13855	429	24	content	content	NOUN
fuelectenerg-13855	429	25	,	,	PUNCT
fuelectenerg-13855	429	26	and	and	CCONJ
fuelectenerg-13855	429	27	image	image	NOUN
fuelectenerg-13855	429	28	retouching	retouching	NOUN
fuelectenerg-13855	429	29	,	,	PUNCT
fuelectenerg-13855	429	30	through	through	ADP
fuelectenerg-13855	429	31	unified	unified	ADJ
fuelectenerg-13855	429	32	representation	representation	NOUN
fuelectenerg-13855	429	33	learning	learning	NOUN
fuelectenerg-13855	429	34	.	.	PUNCT
fuelectenerg-13855	430	1	another	another	DET
fuelectenerg-13855	430	2	emerging	emerge	VERB
fuelectenerg-13855	430	3	area	area	NOUN
fuelectenerg-13855	430	4	is	be	AUX
fuelectenerg-13855	430	5	zero	zero	NUM
fuelectenerg-13855	430	6	-	-	PUNCT
fuelectenerg-13855	430	7	shot	shoot	VERB
fuelectenerg-13855	430	8	and	and	CCONJ
fuelectenerg-13855	430	9	few	few	ADJ
fuelectenerg-13855	430	10	-	-	PUNCT
fuelectenerg-13855	430	11	shot	shot	NOUN
fuelectenerg-13855	430	12	detection	detection	NOUN
fuelectenerg-13855	430	13	,	,	PUNCT
fuelectenerg-13855	430	14	which	which	PRON
fuelectenerg-13855	430	15	leverages	leverage	VERB
fuelectenerg-13855	430	16	techniques	technique	NOUN
fuelectenerg-13855	430	17	like	like	ADP
fuelectenerg-13855	430	18	contrastive	contrastive	ADJ
fuelectenerg-13855	430	19	learning	learning	NOUN
fuelectenerg-13855	430	20	or	or	CCONJ
fuelectenerg-13855	430	21	domain	domain	NOUN
fuelectenerg-13855	430	22	adaptation	adaptation	NOUN
fuelectenerg-13855	430	23	to	to	PART
fuelectenerg-13855	430	24	identify	identify	VERB
fuelectenerg-13855	430	25	manipulations	manipulation	NOUN
fuelectenerg-13855	430	26	the	the	DET
fuelectenerg-13855	430	27	model	model	NOUN
fuelectenerg-13855	430	28	has	have	AUX
fuelectenerg-13855	430	29	not	not	PART
fuelectenerg-13855	430	30	seen	see	VERB
fuelectenerg-13855	430	31	during	during	ADP
fuelectenerg-13855	430	32	training	training	NOUN
fuelectenerg-13855	430	33	.	.	PUNCT
fuelectenerg-13855	431	1	multimodal	multimodal	NOUN
fuelectenerg-13855	431	2	forensics	forensic	NOUN
fuelectenerg-13855	431	3	is	be	AUX
fuelectenerg-13855	431	4	also	also	ADV
fuelectenerg-13855	431	5	gaining	gain	VERB
fuelectenerg-13855	431	6	prominence	prominence	NOUN
fuelectenerg-13855	431	7	.	.	PUNCT
fuelectenerg-13855	432	1	this	this	DET
fuelectenerg-13855	432	2	approach	approach	NOUN
fuelectenerg-13855	432	3	combines	combine	VERB
fuelectenerg-13855	432	4	consistency	consistency	NOUN
fuelectenerg-13855	432	5	checks	check	NOUN
fuelectenerg-13855	432	6	across	across	ADP
fuelectenerg-13855	432	7	different	different	ADJ
fuelectenerg-13855	432	8	media	medium	NOUN
fuelectenerg-13855	432	9	types	type	NOUN
fuelectenerg-13855	432	10	,	,	PUNCT
fuelectenerg-13855	432	11	such	such	ADJ
fuelectenerg-13855	432	12	as	as	ADP
fuelectenerg-13855	432	13	image	image	NOUN
fuelectenerg-13855	432	14	,	,	PUNCT
fuelectenerg-13855	432	15	video	video	NOUN
fuelectenerg-13855	432	16	,	,	PUNCT
fuelectenerg-13855	432	17	audio	audio	NOUN
fuelectenerg-13855	432	18	,	,	PUNCT
fuelectenerg-13855	432	19	and	and	CCONJ
fuelectenerg-13855	432	20	text	text	NOUN
fuelectenerg-13855	432	21	.	.	PUNCT
fuelectenerg-13855	433	1	deepfake	deepfake	NOUN
fuelectenerg-13855	433	2	detection	detection	NOUN
fuelectenerg-13855	433	3	,	,	PUNCT
fuelectenerg-13855	433	4	in	in	ADP
fuelectenerg-13855	433	5	particular	particular	ADJ
fuelectenerg-13855	433	6	,	,	PUNCT
fuelectenerg-13855	433	7	increasingly	increasingly	ADV
fuelectenerg-13855	433	8	relies	rely	VERB
fuelectenerg-13855	433	9	on	on	ADP
fuelectenerg-13855	433	10	multimodal	multimodal	ADJ
fuelectenerg-13855	433	11	evidence	evidence	NOUN
fuelectenerg-13855	433	12	to	to	PART
fuelectenerg-13855	433	13	identify	identify	VERB
fuelectenerg-13855	433	14	manipulation	manipulation	NOUN
fuelectenerg-13855	433	15	.	.	PUNCT
fuelectenerg-13855	434	1	explainable	explainable	ADJ
fuelectenerg-13855	434	2	forensics	forensic	NOUN
fuelectenerg-13855	434	3	is	be	AUX
fuelectenerg-13855	434	4	becoming	become	VERB
fuelectenerg-13855	434	5	essential	essential	ADJ
fuelectenerg-13855	434	6	,	,	PUNCT
fuelectenerg-13855	434	7	with	with	ADP
fuelectenerg-13855	434	8	tools	tool	NOUN
fuelectenerg-13855	434	9	being	be	AUX
fuelectenerg-13855	434	10	developed	develop	VERB
fuelectenerg-13855	434	11	to	to	PART
fuelectenerg-13855	434	12	justify	justify	VERB
fuelectenerg-13855	434	13	their	their	PRON
fuelectenerg-13855	434	14	predictions	prediction	NOUN
fuelectenerg-13855	434	15	,	,	PUNCT
fuelectenerg-13855	434	16	for	for	ADP
fuelectenerg-13855	434	17	example	example	NOUN
fuelectenerg-13855	434	18	,	,	PUNCT
fuelectenerg-13855	434	19	indicating	indicate	VERB
fuelectenerg-13855	434	20	why	why	SCONJ
fuelectenerg-13855	434	21	a	a	DET
fuelectenerg-13855	434	22	certain	certain	ADJ
fuelectenerg-13855	434	23	region	region	NOUN
fuelectenerg-13855	434	24	of	of	ADP
fuelectenerg-13855	434	25	an	an	DET
fuelectenerg-13855	434	26	image	image	NOUN
fuelectenerg-13855	434	27	was	be	AUX
fuelectenerg-13855	434	28	flagged	flag	VERB
fuelectenerg-13855	434	29	as	as	ADP
fuelectenerg-13855	434	30	fake	fake	ADJ
fuelectenerg-13855	434	31	.	.	PUNCT
fuelectenerg-13855	435	1	this	this	PRON
fuelectenerg-13855	435	2	improves	improve	VERB
fuelectenerg-13855	435	3	trust	trust	NOUN
fuelectenerg-13855	435	4	and	and	CCONJ
fuelectenerg-13855	435	5	transparency	transparency	NOUN
fuelectenerg-13855	435	6	,	,	PUNCT
fuelectenerg-13855	435	7	especially	especially	ADV
fuelectenerg-13855	435	8	in	in	ADP
fuelectenerg-13855	435	9	high	high	ADJ
fuelectenerg-13855	435	10	-	-	PUNCT
fuelectenerg-13855	435	11	stakes	stake	NOUN
fuelectenerg-13855	435	12	fields	field	NOUN
fuelectenerg-13855	435	13	like	like	ADP
fuelectenerg-13855	435	14	journalism	journalism	NOUN
fuelectenerg-13855	435	15	and	and	CCONJ
fuelectenerg-13855	435	16	law	law	NOUN
fuelectenerg-13855	435	17	enforcement	enforcement	NOUN
fuelectenerg-13855	435	18	.	.	PUNCT
fuelectenerg-13855	436	1	finally	finally	ADV
fuelectenerg-13855	436	2	,	,	PUNCT
fuelectenerg-13855	436	3	blockchain	blockchain	NOUN
fuelectenerg-13855	436	4	and	and	CCONJ
fuelectenerg-13855	436	5	provenance	provenance	NOUN
fuelectenerg-13855	436	6	tracking	tracking	NOUN
fuelectenerg-13855	436	7	are	be	AUX
fuelectenerg-13855	436	8	being	be	AUX
fuelectenerg-13855	436	9	explored	explore	VERB
fuelectenerg-13855	436	10	as	as	ADP
fuelectenerg-13855	436	11	solutions	solution	NOUN
fuelectenerg-13855	436	12	to	to	PART
fuelectenerg-13855	436	13	ensure	ensure	VERB
fuelectenerg-13855	436	14	the	the	DET
fuelectenerg-13855	436	15	authenticity	authenticity	NOUN
fuelectenerg-13855	436	16	of	of	ADP
fuelectenerg-13855	436	17	content	content	NOUN
fuelectenerg-13855	436	18	.	.	PUNCT
fuelectenerg-13855	437	1	these	these	PRON
fuelectenerg-13855	437	2	involve	involve	VERB
fuelectenerg-13855	437	3	embedding	embed	VERB
fuelectenerg-13855	437	4	verifiable	verifiable	ADJ
fuelectenerg-13855	437	5	provenance	provenance	NOUN
fuelectenerg-13855	437	6	chains	chain	NOUN
fuelectenerg-13855	437	7	into	into	ADP
fuelectenerg-13855	437	8	digital	digital	ADJ
fuelectenerg-13855	437	9	media	medium	NOUN
fuelectenerg-13855	437	10	.	.	PUNCT
fuelectenerg-13855	438	1	notable	notable	ADJ
fuelectenerg-13855	438	2	examples	example	NOUN
fuelectenerg-13855	438	3	include	include	VERB
fuelectenerg-13855	438	4	initiatives	initiative	NOUN
fuelectenerg-13855	438	5	like	like	ADP
fuelectenerg-13855	438	6	the	the	DET
fuelectenerg-13855	438	7	coalition	coalition	NOUN
fuelectenerg-13855	438	8	for	for	ADP
fuelectenerg-13855	438	9	content	content	NOUN
fuelectenerg-13855	438	10	provenance	provenance	NOUN
fuelectenerg-13855	438	11	and	and	CCONJ
fuelectenerg-13855	438	12	authenticity	authenticity	NOUN
fuelectenerg-13855	438	13	(	(	PUNCT
fuelectenerg-13855	438	14	c2pa	c2pa	X
fuelectenerg-13855	438	15	)	)	PUNCT
fuelectenerg-13855	438	16	and	and	CCONJ
fuelectenerg-13855	438	17	project	project	NOUN
fuelectenerg-13855	438	18	origin	origin	NOUN
fuelectenerg-13855	438	19	.	.	PUNCT
fuelectenerg-13855	439	1	9	9	X
fuelectenerg-13855	439	2	.	.	X
fuelectenerg-13855	439	3	conclusions	conclusion	NOUN
fuelectenerg-13855	439	4	digital	digital	ADJ
fuelectenerg-13855	439	5	image	image	NOUN
fuelectenerg-13855	439	6	forgery	forgery	NOUN
fuelectenerg-13855	439	7	detection	detection	NOUN
fuelectenerg-13855	439	8	is	be	AUX
fuelectenerg-13855	439	9	a	a	DET
fuelectenerg-13855	439	10	rapidly	rapidly	ADV
fuelectenerg-13855	439	11	evolving	evolve	VERB
fuelectenerg-13855	439	12	field	field	NOUN
fuelectenerg-13855	439	13	driven	drive	VERB
fuelectenerg-13855	439	14	by	by	ADP
fuelectenerg-13855	439	15	the	the	DET
fuelectenerg-13855	439	16	increasing	increase	VERB
fuelectenerg-13855	439	17	sophistication	sophistication	NOUN
fuelectenerg-13855	439	18	and	and	CCONJ
fuelectenerg-13855	439	19	accessibility	accessibility	NOUN
fuelectenerg-13855	439	20	of	of	ADP
fuelectenerg-13855	439	21	manipulation	manipulation	NOUN
fuelectenerg-13855	439	22	tools	tool	NOUN
fuelectenerg-13855	439	23	.	.	PUNCT
fuelectenerg-13855	440	1	this	this	DET
fuelectenerg-13855	440	2	paper	paper	NOUN
fuelectenerg-13855	440	3	provides	provide	VERB
fuelectenerg-13855	440	4	a	a	DET
fuelectenerg-13855	440	5	comprehensive	comprehensive	ADJ
fuelectenerg-13855	440	6	overview	overview	NOUN
fuelectenerg-13855	440	7	of	of	ADP
fuelectenerg-13855	440	8	the	the	DET
fuelectenerg-13855	440	9	current	current	ADJ
fuelectenerg-13855	440	10	landscape	landscape	NOUN
fuelectenerg-13855	440	11	that	that	PRON
fuelectenerg-13855	440	12	includes	include	VERB
fuelectenerg-13855	440	13	traditional	traditional	ADJ
fuelectenerg-13855	440	14	,	,	PUNCT
fuelectenerg-13855	440	15	transform	transform	NOUN
fuelectenerg-13855	440	16	-	-	PUNCT
fuelectenerg-13855	440	17	domain	domain	NOUN
fuelectenerg-13855	440	18	,	,	PUNCT
fuelectenerg-13855	440	19	deep	deep	ADJ
fuelectenerg-13855	440	20	learning	learning	NOUN
fuelectenerg-13855	440	21	,	,	PUNCT
fuelectenerg-13855	440	22	and	and	CCONJ
fuelectenerg-13855	440	23	hybrid	hybrid	ADJ
fuelectenerg-13855	440	24	approaches	approach	NOUN
fuelectenerg-13855	440	25	to	to	PART
fuelectenerg-13855	440	26	detect	detect	VERB
fuelectenerg-13855	440	27	image	image	NOUN
fuelectenerg-13855	440	28	forgeries	forgery	NOUN
fuelectenerg-13855	440	29	.	.	PUNCT
fuelectenerg-13855	441	1	through	through	ADP
fuelectenerg-13855	441	2	categorization	categorization	NOUN
fuelectenerg-13855	441	3	and	and	CCONJ
fuelectenerg-13855	441	4	analysis	analysis	NOUN
fuelectenerg-13855	441	5	of	of	ADP
fuelectenerg-13855	441	6	detection	detection	NOUN
fuelectenerg-13855	441	7	principles	principle	NOUN
fuelectenerg-13855	441	8	,	,	PUNCT
fuelectenerg-13855	441	9	it	it	PRON
fuelectenerg-13855	441	10	is	be	AUX
fuelectenerg-13855	441	11	demonstrated	demonstrate	VERB
fuelectenerg-13855	441	12	how	how	SCONJ
fuelectenerg-13855	441	13	different	different	ADJ
fuelectenerg-13855	441	14	techniques	technique	NOUN
fuelectenerg-13855	441	15	target	target	VERB
fuelectenerg-13855	441	16	various	various	ADJ
fuelectenerg-13855	441	17	manipulation	manipulation	NOUN
fuelectenerg-13855	441	18	types	type	NOUN
fuelectenerg-13855	441	19	,	,	PUNCT
fuelectenerg-13855	441	20	including	include	VERB
fuelectenerg-13855	441	21	copy	copy	NOUN
fuelectenerg-13855	441	22	-	-	PUNCT
fuelectenerg-13855	441	23	move	move	NOUN
fuelectenerg-13855	441	24	,	,	PUNCT
fuelectenerg-13855	441	25	splicing	splicing	NOUN
fuelectenerg-13855	441	26	,	,	PUNCT
fuelectenerg-13855	441	27	retouching	retouching	NOUN
fuelectenerg-13855	441	28	,	,	PUNCT
fuelectenerg-13855	441	29	and	and	CCONJ
fuelectenerg-13855	441	30	gan	gin	VERB
fuelectenerg-13855	441	31	-	-	PUNCT
fuelectenerg-13855	441	32	generated	generate	VERB
fuelectenerg-13855	441	33	content	content	NOUN
fuelectenerg-13855	441	34	,	,	PUNCT
fuelectenerg-13855	441	35	each	each	PRON
fuelectenerg-13855	441	36	with	with	ADP
fuelectenerg-13855	441	37	distinct	distinct	ADJ
fuelectenerg-13855	441	38	strengths	strength	NOUN
fuelectenerg-13855	441	39	and	and	CCONJ
fuelectenerg-13855	441	40	limitations	limitation	NOUN
fuelectenerg-13855	441	41	.	.	PUNCT
fuelectenerg-13855	442	1	overview	overview	NOUN
fuelectenerg-13855	442	2	of	of	ADP
fuelectenerg-13855	442	3	digital	digital	ADJ
fuelectenerg-13855	442	4	image	image	NOUN
fuelectenerg-13855	442	5	forgery	forgery	NOUN
fuelectenerg-13855	442	6	detection	detection	NOUN
fuelectenerg-13855	442	7	601	601	NUM
fuelectenerg-13855	442	8	traditional	traditional	ADJ
fuelectenerg-13855	442	9	signal	signal	NOUN
fuelectenerg-13855	442	10	-	-	PUNCT
fuelectenerg-13855	442	11	based	base	VERB
fuelectenerg-13855	442	12	methods	method	NOUN
fuelectenerg-13855	442	13	remain	remain	VERB
fuelectenerg-13855	442	14	valuable	valuable	ADJ
fuelectenerg-13855	442	15	for	for	ADP
fuelectenerg-13855	442	16	their	their	PRON
fuelectenerg-13855	442	17	interpretability	interpretability	NOUN
fuelectenerg-13855	442	18	and	and	CCONJ
fuelectenerg-13855	442	19	efficiency	efficiency	NOUN
fuelectenerg-13855	442	20	,	,	PUNCT
fuelectenerg-13855	442	21	especially	especially	ADV
fuelectenerg-13855	442	22	in	in	ADP
fuelectenerg-13855	442	23	scenarios	scenario	NOUN
fuelectenerg-13855	442	24	with	with	ADP
fuelectenerg-13855	442	25	known	know	VERB
fuelectenerg-13855	442	26	forensic	forensic	ADJ
fuelectenerg-13855	442	27	signatures	signature	NOUN
fuelectenerg-13855	442	28	,	,	PUNCT
fuelectenerg-13855	442	29	such	such	ADJ
fuelectenerg-13855	442	30	as	as	ADP
fuelectenerg-13855	442	31	compression	compression	NOUN
fuelectenerg-13855	442	32	artifacts	artifact	NOUN
fuelectenerg-13855	442	33	or	or	CCONJ
fuelectenerg-13855	442	34	sensor	sensor	NOUN
fuelectenerg-13855	442	35	noise	noise	NOUN
fuelectenerg-13855	442	36	patterns	pattern	NOUN
fuelectenerg-13855	442	37	.	.	PUNCT
fuelectenerg-13855	443	1	however	however	ADV
fuelectenerg-13855	443	2	,	,	PUNCT
fuelectenerg-13855	443	3	they	they	PRON
fuelectenerg-13855	443	4	often	often	ADV
fuelectenerg-13855	443	5	struggle	struggle	VERB
fuelectenerg-13855	443	6	with	with	ADP
fuelectenerg-13855	443	7	subtle	subtle	ADJ
fuelectenerg-13855	443	8	or	or	CCONJ
fuelectenerg-13855	443	9	heavily	heavily	ADV
fuelectenerg-13855	443	10	postprocessed	postprocesse	VERB
fuelectenerg-13855	443	11	forgeries	forgery	NOUN
fuelectenerg-13855	443	12	.	.	PUNCT
fuelectenerg-13855	444	1	transform	transform	NOUN
fuelectenerg-13855	444	2	-	-	PUNCT
fuelectenerg-13855	444	3	domain	domain	NOUN
fuelectenerg-13855	444	4	methods	method	NOUN
fuelectenerg-13855	444	5	add	add	VERB
fuelectenerg-13855	444	6	robustness	robustness	NOUN
fuelectenerg-13855	444	7	against	against	ADP
fuelectenerg-13855	444	8	some	some	DET
fuelectenerg-13855	444	9	manipulations	manipulation	NOUN
fuelectenerg-13855	444	10	but	but	CCONJ
fuelectenerg-13855	444	11	are	be	AUX
fuelectenerg-13855	444	12	sensitive	sensitive	ADJ
fuelectenerg-13855	444	13	to	to	ADP
fuelectenerg-13855	444	14	environmental	environmental	ADJ
fuelectenerg-13855	444	15	and	and	CCONJ
fuelectenerg-13855	444	16	image	image	NOUN
fuelectenerg-13855	444	17	-	-	PUNCT
fuelectenerg-13855	444	18	specific	specific	ADJ
fuelectenerg-13855	444	19	factors	factor	NOUN
fuelectenerg-13855	444	20	.	.	PUNCT
fuelectenerg-13855	445	1	deep	deep	ADJ
fuelectenerg-13855	445	2	learning	learning	NOUN
fuelectenerg-13855	445	3	has	have	AUX
fuelectenerg-13855	445	4	made	make	VERB
fuelectenerg-13855	445	5	substantial	substantial	ADJ
fuelectenerg-13855	445	6	progress	progress	NOUN
fuelectenerg-13855	445	7	,	,	PUNCT
fuelectenerg-13855	445	8	particularly	particularly	ADV
fuelectenerg-13855	445	9	in	in	ADP
fuelectenerg-13855	445	10	detecting	detect	VERB
fuelectenerg-13855	445	11	complex	complex	ADJ
fuelectenerg-13855	445	12	forgeries	forgery	NOUN
fuelectenerg-13855	445	13	and	and	CCONJ
fuelectenerg-13855	445	14	automatically	automatically	ADV
fuelectenerg-13855	445	15	learning	learn	VERB
fuelectenerg-13855	445	16	high	high	ADJ
fuelectenerg-13855	445	17	-	-	PUNCT
fuelectenerg-13855	445	18	level	level	NOUN
fuelectenerg-13855	445	19	patterns	pattern	NOUN
fuelectenerg-13855	445	20	.	.	PUNCT
fuelectenerg-13855	446	1	however	however	ADV
fuelectenerg-13855	446	2	,	,	PUNCT
fuelectenerg-13855	446	3	its	its	PRON
fuelectenerg-13855	446	4	effectiveness	effectiveness	NOUN
fuelectenerg-13855	446	5	depends	depend	VERB
fuelectenerg-13855	446	6	heavily	heavily	ADV
fuelectenerg-13855	446	7	on	on	ADP
fuelectenerg-13855	446	8	the	the	DET
fuelectenerg-13855	446	9	availability	availability	NOUN
fuelectenerg-13855	446	10	and	and	CCONJ
fuelectenerg-13855	446	11	quality	quality	NOUN
fuelectenerg-13855	446	12	of	of	ADP
fuelectenerg-13855	446	13	training	training	NOUN
fuelectenerg-13855	446	14	data	datum	NOUN
fuelectenerg-13855	446	15	,	,	PUNCT
fuelectenerg-13855	446	16	and	and	CCONJ
fuelectenerg-13855	446	17	its	its	PRON
fuelectenerg-13855	446	18	black	black	ADJ
fuelectenerg-13855	446	19	-	-	PUNCT
fuelectenerg-13855	446	20	box	box	NOUN
fuelectenerg-13855	446	21	nature	nature	NOUN
fuelectenerg-13855	446	22	raises	raise	VERB
fuelectenerg-13855	446	23	challenges	challenge	NOUN
fuelectenerg-13855	446	24	in	in	ADP
fuelectenerg-13855	446	25	forensic	forensic	ADJ
fuelectenerg-13855	446	26	explainability	explainability	NOUN
fuelectenerg-13855	446	27	.	.	PUNCT
fuelectenerg-13855	447	1	hybrid	hybrid	ADJ
fuelectenerg-13855	447	2	approaches	approach	NOUN
fuelectenerg-13855	447	3	,	,	PUNCT
fuelectenerg-13855	447	4	which	which	PRON
fuelectenerg-13855	447	5	integrate	integrate	VERB
fuelectenerg-13855	447	6	cues	cue	NOUN
fuelectenerg-13855	447	7	from	from	ADP
fuelectenerg-13855	447	8	multiple	multiple	ADJ
fuelectenerg-13855	447	9	forensic	forensic	ADJ
fuelectenerg-13855	447	10	domains	domain	NOUN
fuelectenerg-13855	447	11	,	,	PUNCT
fuelectenerg-13855	447	12	appear	appear	VERB
fuelectenerg-13855	447	13	especially	especially	ADV
fuelectenerg-13855	447	14	promising	promise	VERB
fuelectenerg-13855	447	15	for	for	ADP
fuelectenerg-13855	447	16	improving	improve	VERB
fuelectenerg-13855	447	17	robustness	robustness	NOUN
fuelectenerg-13855	447	18	and	and	CCONJ
fuelectenerg-13855	447	19	generalization	generalization	NOUN
fuelectenerg-13855	447	20	.	.	PUNCT
fuelectenerg-13855	448	1	evaluation	evaluation	NOUN
fuelectenerg-13855	448	2	of	of	ADP
fuelectenerg-13855	448	3	forgery	forgery	NOUN
fuelectenerg-13855	448	4	detection	detection	NOUN
fuelectenerg-13855	448	5	methods	method	NOUN
fuelectenerg-13855	448	6	remains	remain	VERB
fuelectenerg-13855	448	7	critical	critical	ADJ
fuelectenerg-13855	448	8	and	and	CCONJ
fuelectenerg-13855	448	9	multifaceted	multifaceted	ADJ
fuelectenerg-13855	448	10	.	.	PUNCT
fuelectenerg-13855	449	1	performance	performance	NOUN
fuelectenerg-13855	449	2	must	must	AUX
fuelectenerg-13855	449	3	be	be	AUX
fuelectenerg-13855	449	4	assessed	assess	VERB
fuelectenerg-13855	449	5	not	not	PART
fuelectenerg-13855	449	6	only	only	ADV
fuelectenerg-13855	449	7	through	through	ADP
fuelectenerg-13855	449	8	standard	standard	ADJ
fuelectenerg-13855	449	9	classification	classification	NOUN
fuelectenerg-13855	449	10	and	and	CCONJ
fuelectenerg-13855	449	11	localization	localization	NOUN
fuelectenerg-13855	449	12	metrics	metric	NOUN
fuelectenerg-13855	449	13	but	but	CCONJ
fuelectenerg-13855	449	14	also	also	ADV
fuelectenerg-13855	449	15	through	through	ADP
fuelectenerg-13855	449	16	rigorous	rigorous	ADJ
fuelectenerg-13855	449	17	testing	testing	NOUN
fuelectenerg-13855	449	18	under	under	ADP
fuelectenerg-13855	449	19	real	real	ADJ
fuelectenerg-13855	449	20	-	-	PUNCT
fuelectenerg-13855	449	21	world	world	NOUN
fuelectenerg-13855	449	22	conditions	condition	NOUN
fuelectenerg-13855	449	23	and	and	CCONJ
fuelectenerg-13855	449	24	adversarial	adversarial	ADJ
fuelectenerg-13855	449	25	scenarios	scenario	NOUN
fuelectenerg-13855	449	26	.	.	PUNCT
fuelectenerg-13855	450	1	this	this	PRON
fuelectenerg-13855	450	2	ensures	ensure	VERB
fuelectenerg-13855	450	3	that	that	SCONJ
fuelectenerg-13855	450	4	detection	detection	NOUN
fuelectenerg-13855	450	5	systems	system	NOUN
fuelectenerg-13855	450	6	maintain	maintain	VERB
fuelectenerg-13855	450	7	reliability	reliability	NOUN
fuelectenerg-13855	450	8	beyond	beyond	ADP
fuelectenerg-13855	450	9	the	the	DET
fuelectenerg-13855	450	10	controlled	control	VERB
fuelectenerg-13855	450	11	datasets	dataset	NOUN
fuelectenerg-13855	450	12	.	.	PUNCT
fuelectenerg-13855	451	1	despite	despite	SCONJ
fuelectenerg-13855	451	2	the	the	DET
fuelectenerg-13855	451	3	advances	advance	NOUN
fuelectenerg-13855	451	4	,	,	PUNCT
fuelectenerg-13855	451	5	several	several	ADJ
fuelectenerg-13855	451	6	challenges	challenge	NOUN
fuelectenerg-13855	451	7	persist	persist	VERB
fuelectenerg-13855	451	8	:	:	PUNCT
fuelectenerg-13855	451	9	the	the	DET
fuelectenerg-13855	451	10	arms	arm	NOUN
fuelectenerg-13855	451	11	race	race	NOUN
fuelectenerg-13855	451	12	with	with	ADP
fuelectenerg-13855	451	13	increasingly	increasingly	ADV
fuelectenerg-13855	451	14	realistic	realistic	ADJ
fuelectenerg-13855	451	15	gan	gan	ADJ
fuelectenerg-13855	451	16	forgeries	forgery	NOUN
fuelectenerg-13855	451	17	,	,	PUNCT
fuelectenerg-13855	451	18	the	the	DET
fuelectenerg-13855	451	19	need	need	NOUN
fuelectenerg-13855	451	20	for	for	SCONJ
fuelectenerg-13855	451	21	models	model	NOUN
fuelectenerg-13855	451	22	to	to	PART
fuelectenerg-13855	451	23	generalize	generalize	VERB
fuelectenerg-13855	451	24	across	across	ADP
fuelectenerg-13855	451	25	domains	domain	NOUN
fuelectenerg-13855	451	26	,	,	PUNCT
fuelectenerg-13855	451	27	and	and	CCONJ
fuelectenerg-13855	451	28	the	the	DET
fuelectenerg-13855	451	29	importance	importance	NOUN
fuelectenerg-13855	451	30	of	of	ADP
fuelectenerg-13855	451	31	explainability	explainability	NOUN
fuelectenerg-13855	451	32	in	in	ADP
fuelectenerg-13855	451	33	forensic	forensic	ADJ
fuelectenerg-13855	451	34	settings	setting	NOUN
fuelectenerg-13855	451	35	.	.	PUNCT
fuelectenerg-13855	452	1	future	future	ADJ
fuelectenerg-13855	452	2	work	work	NOUN
fuelectenerg-13855	452	3	should	should	AUX
fuelectenerg-13855	452	4	prioritize	prioritize	VERB
fuelectenerg-13855	452	5	universal	universal	ADJ
fuelectenerg-13855	452	6	and	and	CCONJ
fuelectenerg-13855	452	7	explainable	explainable	ADJ
fuelectenerg-13855	452	8	forensic	forensic	ADJ
fuelectenerg-13855	452	9	models	model	NOUN
fuelectenerg-13855	452	10	,	,	PUNCT
fuelectenerg-13855	452	11	improved	improve	VERB
fuelectenerg-13855	452	12	dataset	dataset	NOUN
fuelectenerg-13855	452	13	diversity	diversity	NOUN
fuelectenerg-13855	452	14	,	,	PUNCT
fuelectenerg-13855	452	15	and	and	CCONJ
fuelectenerg-13855	452	16	real	real	ADJ
fuelectenerg-13855	452	17	-	-	PUNCT
fuelectenerg-13855	452	18	time	time	NOUN
fuelectenerg-13855	452	19	or	or	CCONJ
fuelectenerg-13855	452	20	multimodal	multimodal	NOUN
fuelectenerg-13855	452	21	detection	detection	NOUN
fuelectenerg-13855	452	22	systems	system	NOUN
fuelectenerg-13855	452	23	.	.	PUNCT
fuelectenerg-13855	453	1	integrating	integrate	VERB
fuelectenerg-13855	453	2	blockchain	blockchain	PROPN
fuelectenerg-13855	453	3	-	-	PUNCT
fuelectenerg-13855	453	4	based	base	VERB
fuelectenerg-13855	453	5	provenance	provenance	NOUN
fuelectenerg-13855	453	6	tracking	tracking	NOUN
fuelectenerg-13855	453	7	and	and	CCONJ
fuelectenerg-13855	453	8	advancing	advance	VERB
fuelectenerg-13855	453	9	forensic	forensic	ADJ
fuelectenerg-13855	453	10	transparency	transparency	NOUN
fuelectenerg-13855	453	11	will	will	AUX
fuelectenerg-13855	453	12	also	also	ADV
fuelectenerg-13855	453	13	be	be	AUX
fuelectenerg-13855	453	14	key	key	ADJ
fuelectenerg-13855	453	15	to	to	ADP
fuelectenerg-13855	453	16	maintaining	maintain	VERB
fuelectenerg-13855	453	17	trust	trust	NOUN
fuelectenerg-13855	453	18	in	in	ADP
fuelectenerg-13855	453	19	digital	digital	ADJ
fuelectenerg-13855	453	20	visual	visual	ADJ
fuelectenerg-13855	453	21	content	content	NOUN
fuelectenerg-13855	453	22	.	.	PUNCT
fuelectenerg-13855	454	1	in	in	ADP
fuelectenerg-13855	454	2	summary	summary	NOUN
fuelectenerg-13855	454	3	,	,	PUNCT
fuelectenerg-13855	454	4	image	image	NOUN
fuelectenerg-13855	454	5	forgery	forgery	NOUN
fuelectenerg-13855	454	6	detection	detection	NOUN
fuelectenerg-13855	454	7	is	be	AUX
fuelectenerg-13855	454	8	moving	move	VERB
fuelectenerg-13855	454	9	toward	toward	ADP
fuelectenerg-13855	454	10	more	more	ADV
fuelectenerg-13855	454	11	resilient	resilient	ADJ
fuelectenerg-13855	454	12	,	,	PUNCT
fuelectenerg-13855	454	13	scalable	scalable	ADJ
fuelectenerg-13855	454	14	,	,	PUNCT
fuelectenerg-13855	454	15	and	and	CCONJ
fuelectenerg-13855	454	16	explainable	explainable	ADJ
fuelectenerg-13855	454	17	systems	system	NOUN
fuelectenerg-13855	454	18	,	,	PUNCT
fuelectenerg-13855	454	19	an	an	DET
fuelectenerg-13855	454	20	imperative	imperative	ADJ
fuelectenerg-13855	454	21	step	step	NOUN
fuelectenerg-13855	454	22	in	in	ADP
fuelectenerg-13855	454	23	safeguarding	safeguard	VERB
fuelectenerg-13855	454	24	the	the	DET
fuelectenerg-13855	454	25	integrity	integrity	NOUN
fuelectenerg-13855	454	26	of	of	ADP
fuelectenerg-13855	454	27	digital	digital	ADJ
fuelectenerg-13855	454	28	imagery	imagery	NOUN
fuelectenerg-13855	454	29	in	in	ADP
fuelectenerg-13855	454	30	an	an	DET
fuelectenerg-13855	454	31	era	era	NOUN
fuelectenerg-13855	454	32	dominated	dominate	VERB
fuelectenerg-13855	454	33	by	by	ADP
fuelectenerg-13855	454	34	ai	ai	PROPN
fuelectenerg-13855	454	35	-	-	PUNCT
fuelectenerg-13855	454	36	generated	generate	VERB
fuelectenerg-13855	454	37	and	and	CCONJ
fuelectenerg-13855	454	38	edited	edited	ADJ
fuelectenerg-13855	454	39	media	medium	NOUN
fuelectenerg-13855	454	40	.	.	PUNCT
fuelectenerg-13855	455	1	references	reference	NOUN
fuelectenerg-13855	455	2	[	[	X
fuelectenerg-13855	455	3	1	1	NUM
fuelectenerg-13855	455	4	]	]	PUNCT
fuelectenerg-13855	455	5	p.	p.	NOUN
fuelectenerg-13855	455	6	čisar	čisar	NOUN
fuelectenerg-13855	455	7	,	,	PUNCT
fuelectenerg-13855	455	8	s.	s.	PROPN
fuelectenerg-13855	455	9	maravić	maravić	PROPN
fuelectenerg-13855	455	10	čisar	čisar	PROPN
fuelectenerg-13855	455	11	and	and	CCONJ
fuelectenerg-13855	455	12	s.	s.	PROPN
fuelectenerg-13855	455	13	bošnjak	bošnjak	PROPN
fuelectenerg-13855	455	14	,	,	PUNCT
fuelectenerg-13855	455	15	cybercrime	cybercrime	NOUN
fuelectenerg-13855	455	16	and	and	CCONJ
fuelectenerg-13855	455	17	digital	digital	ADJ
fuelectenerg-13855	455	18	forensics	forensic	NOUN
fuelectenerg-13855	455	19	–	–	PUNCT
fuelectenerg-13855	455	20	technologies	technology	NOUN
fuelectenerg-13855	455	21	and	and	CCONJ
fuelectenerg-13855	455	22	approaches	approach	NOUN
fuelectenerg-13855	455	23	,	,	PUNCT
fuelectenerg-13855	455	24	daaam	daaam	PROPN
fuelectenerg-13855	455	25	international	international	ADJ
fuelectenerg-13855	455	26	scientific	scientific	ADJ
fuelectenerg-13855	455	27	book	book	NOUN
fuelectenerg-13855	455	28	,	,	PUNCT
fuelectenerg-13855	455	29	vienna	vienna	PROPN
fuelectenerg-13855	455	30	,	,	PUNCT
fuelectenerg-13855	455	31	austria	austria	PROPN
fuelectenerg-13855	455	32	,	,	PUNCT
fuelectenerg-13855	455	33	2014	2014	NUM
fuelectenerg-13855	455	34	,	,	PUNCT
fuelectenerg-13855	455	35	chapter	chapter	NOUN
fuelectenerg-13855	455	36	42	42	NUM
fuelectenerg-13855	455	37	,	,	PUNCT
fuelectenerg-13855	455	38	pp	pp	ADJ
fuelectenerg-13855	455	39	.	.	PUNCT
fuelectenerg-13855	456	1	525	525	NUM
fuelectenerg-13855	456	2	-	-	SYM
fuelectenerg-13855	456	3	542	542	NUM
fuelectenerg-13855	456	4	.	.	PUNCT
fuelectenerg-13855	457	1	[	[	X
fuelectenerg-13855	457	2	2	2	X
fuelectenerg-13855	457	3	]	]	PUNCT
fuelectenerg-13855	457	4	p.	p.	NOUN
fuelectenerg-13855	457	5	čisar	čisar	PROPN
fuelectenerg-13855	457	6	and	and	CCONJ
fuelectenerg-13855	457	7	s.	s.	PROPN
fuelectenerg-13855	457	8	maravić	maravić	PROPN
fuelectenerg-13855	457	9	čisar	čisar	PROPN
fuelectenerg-13855	457	10	,	,	PUNCT
fuelectenerg-13855	457	11	"	"	PUNCT
fuelectenerg-13855	457	12	methodological	methodological	ADJ
fuelectenerg-13855	457	13	frameworks	framework	NOUN
fuelectenerg-13855	457	14	of	of	ADP
fuelectenerg-13855	457	15	digital	digital	ADJ
fuelectenerg-13855	457	16	forensics	forensic	NOUN
fuelectenerg-13855	457	17	"	"	PUNCT
fuelectenerg-13855	457	18	,	,	PUNCT
fuelectenerg-13855	457	19	in	in	ADP
fuelectenerg-13855	457	20	proceedings	proceeding	NOUN
fuelectenerg-13855	457	21	of	of	ADP
fuelectenerg-13855	457	22	the	the	DET
fuelectenerg-13855	457	23	9th	9th	ADJ
fuelectenerg-13855	457	24	ieee	ieee	NOUN
fuelectenerg-13855	457	25	international	international	ADJ
fuelectenerg-13855	457	26	symposium	symposium	NOUN
fuelectenerg-13855	457	27	on	on	ADP
fuelectenerg-13855	457	28	intelligent	intelligent	ADJ
fuelectenerg-13855	457	29	systems	system	NOUN
fuelectenerg-13855	457	30	and	and	CCONJ
fuelectenerg-13855	457	31	informatics	informatic	NOUN
fuelectenerg-13855	457	32	sisy	sisy	PROPN
fuelectenerg-13855	457	33	2011	2011	NUM
fuelectenerg-13855	457	34	,	,	PUNCT
fuelectenerg-13855	457	35	2011	2011	NUM
fuelectenerg-13855	457	36	,	,	PUNCT
fuelectenerg-13855	457	37	pp	pp	ADJ
fuelectenerg-13855	457	38	.	.	PUNCT
fuelectenerg-13855	458	1	343	343	NUM
fuelectenerg-13855	458	2	-	-	SYM
fuelectenerg-13855	458	3	347	347	NUM
fuelectenerg-13855	458	4	.	.	PUNCT
fuelectenerg-13855	459	1	[	[	X
fuelectenerg-13855	459	2	3	3	X
fuelectenerg-13855	459	3	]	]	X
fuelectenerg-13855	459	4	p.	p.	NOUN
fuelectenerg-13855	459	5	čisar	čisar	PROPN
fuelectenerg-13855	459	6	and	and	CCONJ
fuelectenerg-13855	459	7	s.	s.	PROPN
fuelectenerg-13855	459	8	maravić	maravić	PROPN
fuelectenerg-13855	459	9	čisar	čisar	PROPN
fuelectenerg-13855	459	10	,	,	PUNCT
fuelectenerg-13855	459	11	"	"	PUNCT
fuelectenerg-13855	459	12	general	general	ADJ
fuelectenerg-13855	459	13	directions	direction	NOUN
fuelectenerg-13855	459	14	of	of	ADP
fuelectenerg-13855	459	15	development	development	NOUN
fuelectenerg-13855	459	16	in	in	ADP
fuelectenerg-13855	459	17	digital	digital	ADJ
fuelectenerg-13855	459	18	forensics	forensic	NOUN
fuelectenerg-13855	459	19	"	"	PUNCT
fuelectenerg-13855	459	20	,	,	PUNCT
fuelectenerg-13855	459	21	acta	acta	PROPN
fuelectenerg-13855	459	22	technica	technica	PROPN
fuelectenerg-13855	459	23	corviniensis	corviniensis	NOUN
fuelectenerg-13855	459	24	,	,	PUNCT
fuelectenerg-13855	459	25	vol	vol	NOUN
fuelectenerg-13855	459	26	.	.	PROPN
fuelectenerg-13855	459	27	5	5	NUM
fuelectenerg-13855	459	28	,	,	PUNCT
fuelectenerg-13855	459	29	no	no	INTJ
fuelectenerg-13855	459	30	.	.	NOUN
fuelectenerg-13855	459	31	2	2	NUM
fuelectenerg-13855	459	32	,	,	PUNCT
fuelectenerg-13855	459	33	pp	pp	ADJ
fuelectenerg-13855	459	34	.	.	PUNCT
fuelectenerg-13855	460	1	87	87	NUM
fuelectenerg-13855	460	2	-	-	SYM
fuelectenerg-13855	460	3	91	91	NUM
fuelectenerg-13855	460	4	,	,	PUNCT
fuelectenerg-13855	460	5	2012	2012	NUM
fuelectenerg-13855	460	6	.	.	PUNCT
fuelectenerg-13855	461	1	[	[	X
fuelectenerg-13855	461	2	4	4	X
fuelectenerg-13855	461	3	]	]	PUNCT
fuelectenerg-13855	461	4	p.	p.	NOUN
fuelectenerg-13855	461	5	čisar	čisar	PROPN
fuelectenerg-13855	461	6	and	and	CCONJ
fuelectenerg-13855	461	7	j.	j.	PROPN
fuelectenerg-13855	461	8	fodor	fodor	PROPN
fuelectenerg-13855	461	9	,	,	PUNCT
fuelectenerg-13855	461	10	"	"	PUNCT
fuelectenerg-13855	461	11	digital	digital	ADJ
fuelectenerg-13855	461	12	image	image	NOUN
fuelectenerg-13855	461	13	forgery	forgery	NOUN
fuelectenerg-13855	461	14	identification	identification	NOUN
fuelectenerg-13855	461	15	"	"	PUNCT
fuelectenerg-13855	461	16	,	,	PUNCT
fuelectenerg-13855	461	17	in	in	ADP
fuelectenerg-13855	461	18	proceedings	proceeding	NOUN
fuelectenerg-13855	461	19	of	of	ADP
fuelectenerg-13855	461	20	international	international	ADJ
fuelectenerg-13855	461	21	scientific	scientific	ADJ
fuelectenerg-13855	461	22	conference	conference	NOUN
fuelectenerg-13855	461	23	"	"	PUNCT
fuelectenerg-13855	461	24	archibald	archibald	PROPN
fuelectenerg-13855	461	25	reiss	reiss	PROPN
fuelectenerg-13855	461	26	days	day	NOUN
fuelectenerg-13855	461	27	"	"	PUNCT
fuelectenerg-13855	461	28	2015	2015	NUM
fuelectenerg-13855	461	29	,	,	PUNCT
fuelectenerg-13855	461	30	vol	vol	NOUN
fuelectenerg-13855	461	31	.	.	PUNCT
fuelectenerg-13855	462	1	i	i	PRON
fuelectenerg-13855	462	2	,	,	PUNCT
fuelectenerg-13855	462	3	2015	2015	NUM
fuelectenerg-13855	462	4	,	,	PUNCT
fuelectenerg-13855	462	5	pp	pp	ADJ
fuelectenerg-13855	462	6	.	.	PUNCT
fuelectenerg-13855	463	1	93	93	NUM
fuelectenerg-13855	463	2	-	-	SYM
fuelectenerg-13855	463	3	99	99	NUM
fuelectenerg-13855	463	4	.	.	PUNCT
fuelectenerg-13855	464	1	[	[	X
fuelectenerg-13855	464	2	5	5	X
fuelectenerg-13855	464	3	]	]	PUNCT
fuelectenerg-13855	464	4	j.	j.	PROPN
fuelectenerg-13855	464	5	fridrich	fridrich	PROPN
fuelectenerg-13855	464	6	,	,	PUNCT
fuelectenerg-13855	464	7	d.	d.	PROPN
fuelectenerg-13855	464	8	soukal	soukal	PROPN
fuelectenerg-13855	464	9	and	and	CCONJ
fuelectenerg-13855	464	10	j.	j.	PROPN
fuelectenerg-13855	464	11	lukáš	lukáš	PROPN
fuelectenerg-13855	464	12	,	,	PUNCT
fuelectenerg-13855	464	13	"	"	PUNCT
fuelectenerg-13855	464	14	detection	detection	NOUN
fuelectenerg-13855	464	15	of	of	ADP
fuelectenerg-13855	464	16	copy	copy	NOUN
fuelectenerg-13855	464	17	-	-	PUNCT
fuelectenerg-13855	464	18	move	move	NOUN
fuelectenerg-13855	464	19	forgery	forgery	NOUN
fuelectenerg-13855	464	20	in	in	ADP
fuelectenerg-13855	464	21	digital	digital	ADJ
fuelectenerg-13855	464	22	images	image	NOUN
fuelectenerg-13855	464	23	,	,	PUNCT
fuelectenerg-13855	464	24	"	"	PUNCT
fuelectenerg-13855	464	25	international	international	ADJ
fuelectenerg-13855	464	26	j.	j.	PROPN
fuelectenerg-13855	464	27	,	,	PUNCT
fuelectenerg-13855	464	28	vol	vol	NOUN
fuelectenerg-13855	464	29	.	.	PROPN
fuelectenerg-13855	464	30	3	3	NUM
fuelectenerg-13855	464	31	,	,	PUNCT
fuelectenerg-13855	464	32	pp	pp	ADJ
fuelectenerg-13855	464	33	.	.	PUNCT
fuelectenerg-13855	464	34	652	652	NUM
fuelectenerg-13855	464	35	-	-	SYM
fuelectenerg-13855	464	36	663	663	NUM
fuelectenerg-13855	464	37	,	,	PUNCT
fuelectenerg-13855	464	38	2003	2003	NUM
fuelectenerg-13855	464	39	.	.	PUNCT
fuelectenerg-13855	465	1	[	[	X
fuelectenerg-13855	465	2	6	6	NUM
fuelectenerg-13855	465	3	]	]	PUNCT
fuelectenerg-13855	465	4	a.	a.	NOUN
fuelectenerg-13855	465	5	c.	c.	PROPN
fuelectenerg-13855	465	6	popescu	popescu	PROPN
fuelectenerg-13855	465	7	and	and	CCONJ
fuelectenerg-13855	465	8	h.	h.	PROPN
fuelectenerg-13855	465	9	farid	farid	PROPN
fuelectenerg-13855	465	10	,	,	PUNCT
fuelectenerg-13855	465	11	"	"	PUNCT
fuelectenerg-13855	465	12	exposing	expose	VERB
fuelectenerg-13855	465	13	digital	digital	ADJ
fuelectenerg-13855	465	14	forgeries	forgery	NOUN
fuelectenerg-13855	465	15	by	by	ADP
fuelectenerg-13855	465	16	detecting	detect	VERB
fuelectenerg-13855	465	17	duplicated	duplicate	VERB
fuelectenerg-13855	465	18	image	image	NOUN
fuelectenerg-13855	465	19	regions	region	NOUN
fuelectenerg-13855	465	20	"	"	PUNCT
fuelectenerg-13855	465	21	,	,	PUNCT
fuelectenerg-13855	465	22	technical	technical	ADJ
fuelectenerg-13855	465	23	report	report	NOUN
fuelectenerg-13855	465	24	tr2004	tr2004	PROPN
fuelectenerg-13855	465	25	-	-	PUNCT
fuelectenerg-13855	465	26	515	515	NUM
fuelectenerg-13855	465	27	,	,	PUNCT
fuelectenerg-13855	465	28	dartmouth	dartmouth	PROPN
fuelectenerg-13855	465	29	college	college	PROPN
fuelectenerg-13855	465	30	,	,	PUNCT
fuelectenerg-13855	465	31	2004	2004	NUM
fuelectenerg-13855	465	32	.	.	PUNCT
fuelectenerg-13855	466	1	[	[	X
fuelectenerg-13855	466	2	7	7	X
fuelectenerg-13855	466	3	]	]	PUNCT
fuelectenerg-13855	466	4	s.	s.	PROPN
fuelectenerg-13855	466	5	j.	j.	PROPN
fuelectenerg-13855	466	6	ryu	ryu	PROPN
fuelectenerg-13855	466	7	,	,	PUNCT
fuelectenerg-13855	466	8	m.	m.	NOUN
fuelectenerg-13855	466	9	j.	j.	PROPN
fuelectenerg-13855	466	10	lee	lee	PROPN
fuelectenerg-13855	466	11	and	and	CCONJ
fuelectenerg-13855	466	12	h.	h.	PROPN
fuelectenerg-13855	466	13	k.	k.	PROPN
fuelectenerg-13855	466	14	lee	lee	PROPN
fuelectenerg-13855	466	15	,	,	PUNCT
fuelectenerg-13855	466	16	"	"	PUNCT
fuelectenerg-13855	466	17	detection	detection	NOUN
fuelectenerg-13855	466	18	of	of	ADP
fuelectenerg-13855	466	19	copy	copy	NOUN
fuelectenerg-13855	466	20	-	-	PUNCT
fuelectenerg-13855	466	21	rotate	rotate	NOUN
fuelectenerg-13855	466	22	-	-	PUNCT
fuelectenerg-13855	466	23	move	move	NOUN
fuelectenerg-13855	466	24	forgery	forgery	NOUN
fuelectenerg-13855	466	25	using	use	VERB
fuelectenerg-13855	466	26	zernike	zernike	ADJ
fuelectenerg-13855	466	27	noments	noment	NOUN
fuelectenerg-13855	466	28	"	"	PUNCT
fuelectenerg-13855	466	29	,	,	PUNCT
fuelectenerg-13855	466	30	in	in	ADP
fuelectenerg-13855	466	31	proceedings	proceeding	NOUN
fuelectenerg-13855	466	32	of	of	ADP
fuelectenerg-13855	466	33	information	information	NOUN
fuelectenerg-13855	466	34	hiding	hide	VERB
fuelectenerg-13855	466	35	(	(	PUNCT
fuelectenerg-13855	466	36	ih	ih	NOUN
fuelectenerg-13855	466	37	2010	2010	NUM
fuelectenerg-13855	466	38	)	)	PUNCT
fuelectenerg-13855	466	39	,	,	PUNCT
fuelectenerg-13855	466	40	r.	r.	PROPN
fuelectenerg-13855	466	41	böhme	böhme	PROPN
fuelectenerg-13855	466	42	,	,	PUNCT
fuelectenerg-13855	466	43	p.	p.	PROPN
fuelectenerg-13855	466	44	w.	w.	PROPN
fuelectenerg-13855	466	45	l.	l.	PROPN
fuelectenerg-13855	466	46	fong	fong	PROPN
fuelectenerg-13855	466	47	and	and	CCONJ
fuelectenerg-13855	466	48	r.	r.	PROPN
fuelectenerg-13855	466	49	safavi	safavi	PROPN
fuelectenerg-13855	466	50	-	-	PUNCT
fuelectenerg-13855	466	51	naini	naini	NOUN
fuelectenerg-13855	466	52	,	,	PUNCT
fuelectenerg-13855	466	53	eds	ed	NOUN
fuelectenerg-13855	466	54	.	.	PROPN
fuelectenerg-13855	466	55	,	,	PUNCT
fuelectenerg-13855	466	56	berlin	berlin	PROPN
fuelectenerg-13855	466	57	,	,	PUNCT
fuelectenerg-13855	466	58	germany	germany	PROPN
fuelectenerg-13855	466	59	:	:	PUNCT
fuelectenerg-13855	466	60	springer	springer	NOUN
fuelectenerg-13855	466	61	,	,	PUNCT
fuelectenerg-13855	466	62	2010	2010	NUM
fuelectenerg-13855	466	63	,	,	PUNCT
fuelectenerg-13855	466	64	lect	lect	PROPN
fuelectenerg-13855	466	65	.	.	PUNCT
fuelectenerg-13855	467	1	notes	note	NOUN
fuelectenerg-13855	467	2	comput	comput	ADJ
fuelectenerg-13855	467	3	.	.	PUNCT
fuelectenerg-13855	468	1	sci	sci	PROPN
fuelectenerg-13855	468	2	.	.	PROPN
fuelectenerg-13855	468	3	,	,	PUNCT
fuelectenerg-13855	468	4	vol	vol	NOUN
fuelectenerg-13855	468	5	.	.	PROPN
fuelectenerg-13855	468	6	6387	6387	NUM
fuelectenerg-13855	468	7	,	,	PUNCT
fuelectenerg-13855	468	8	pp	pp	ADV
fuelectenerg-13855	468	9	.	.	PUNCT
fuelectenerg-13855	469	1	51	51	NUM
fuelectenerg-13855	469	2	-	-	SYM
fuelectenerg-13855	469	3	65	65	NUM
fuelectenerg-13855	469	4	.	.	PUNCT
fuelectenerg-13855	470	1	[	[	X
fuelectenerg-13855	470	2	8	8	NUM
fuelectenerg-13855	470	3	]	]	X
fuelectenerg-13855	470	4	d.	d.	PROPN
fuelectenerg-13855	470	5	g.	g.	PROPN
fuelectenerg-13855	470	6	lowe	lowe	PROPN
fuelectenerg-13855	470	7	,	,	PUNCT
fuelectenerg-13855	470	8	"	"	PUNCT
fuelectenerg-13855	470	9	distinctive	distinctive	ADJ
fuelectenerg-13855	470	10	image	image	NOUN
fuelectenerg-13855	470	11	features	feature	NOUN
fuelectenerg-13855	470	12	from	from	ADP
fuelectenerg-13855	470	13	scale	scale	NOUN
fuelectenerg-13855	470	14	-	-	PUNCT
fuelectenerg-13855	470	15	invariant	invariant	ADJ
fuelectenerg-13855	470	16	keypoints	keypoint	NOUN
fuelectenerg-13855	470	17	"	"	PUNCT
fuelectenerg-13855	470	18	,	,	PUNCT
fuelectenerg-13855	470	19	int	int	PROPN
fuelectenerg-13855	470	20	.	.	PUNCT
fuelectenerg-13855	471	1	j.	j.	PROPN
fuelectenerg-13855	471	2	comput	comput	PROPN
fuelectenerg-13855	471	3	.	.	PUNCT
fuelectenerg-13855	472	1	vis	vis	X
fuelectenerg-13855	472	2	.	.	PROPN
fuelectenerg-13855	472	3	,	,	PUNCT
fuelectenerg-13855	472	4	vol	vol	NOUN
fuelectenerg-13855	472	5	.	.	PROPN
fuelectenerg-13855	473	1	60	60	NUM
fuelectenerg-13855	473	2	,	,	PUNCT
fuelectenerg-13855	473	3	no	no	INTJ
fuelectenerg-13855	473	4	.	.	NOUN
fuelectenerg-13855	473	5	2	2	NUM
fuelectenerg-13855	473	6	,	,	PUNCT
fuelectenerg-13855	473	7	pp	pp	ADJ
fuelectenerg-13855	473	8	.	.	PUNCT
fuelectenerg-13855	474	1	91	91	NUM
fuelectenerg-13855	474	2	-	-	SYM
fuelectenerg-13855	474	3	110	110	NUM
fuelectenerg-13855	474	4	,	,	PUNCT
fuelectenerg-13855	474	5	nov	nov	PROPN
fuelectenerg-13855	474	6	.	.	PROPN
fuelectenerg-13855	474	7	2004	2004	NUM
fuelectenerg-13855	474	8	.	.	PUNCT
fuelectenerg-13855	475	1	[	[	X
fuelectenerg-13855	475	2	9	9	NUM
fuelectenerg-13855	475	3	]	]	X
fuelectenerg-13855	475	4	h.	h.	PROPN
fuelectenerg-13855	475	5	bay	bay	PROPN
fuelectenerg-13855	475	6	,	,	PUNCT
fuelectenerg-13855	475	7	a.	a.	PROPN
fuelectenerg-13855	475	8	ess	ess	PROPN
fuelectenerg-13855	475	9	,	,	PUNCT
fuelectenerg-13855	475	10	t.	t.	NOUN
fuelectenerg-13855	475	11	tuytelaars	tuytelaar	NOUN
fuelectenerg-13855	475	12	and	and	CCONJ
fuelectenerg-13855	475	13	l.	l.	PROPN
fuelectenerg-13855	475	14	van	van	PROPN
fuelectenerg-13855	475	15	gool	gool	PROPN
fuelectenerg-13855	475	16	,	,	PUNCT
fuelectenerg-13855	475	17	"	"	PUNCT
fuelectenerg-13855	475	18	speeded	speed	VERB
fuelectenerg-13855	475	19	up	up	ADP
fuelectenerg-13855	475	20	robust	robust	ADJ
fuelectenerg-13855	475	21	features	feature	NOUN
fuelectenerg-13855	475	22	(	(	PUNCT
fuelectenerg-13855	475	23	surf	surf	NOUN
fuelectenerg-13855	475	24	)	)	PUNCT
fuelectenerg-13855	475	25	"	"	PUNCT
fuelectenerg-13855	475	26	,	,	PUNCT
fuelectenerg-13855	475	27	comput	comput	NOUN
fuelectenerg-13855	475	28	.	.	PUNCT
fuelectenerg-13855	476	1	vis	vis	X
fuelectenerg-13855	476	2	.	.	PUNCT
fuelectenerg-13855	476	3	image	image	NOUN
fuelectenerg-13855	476	4	underst	underst	ADJ
fuelectenerg-13855	476	5	.	.	PUNCT
fuelectenerg-13855	476	6	,	,	PUNCT
fuelectenerg-13855	476	7	vol	vol	NOUN
fuelectenerg-13855	476	8	.	.	PROPN
fuelectenerg-13855	477	1	110	110	NUM
fuelectenerg-13855	477	2	,	,	PUNCT
fuelectenerg-13855	477	3	no	no	INTJ
fuelectenerg-13855	477	4	.	.	NOUN
fuelectenerg-13855	477	5	3	3	NUM
fuelectenerg-13855	477	6	,	,	PUNCT
fuelectenerg-13855	477	7	pp	pp	ADJ
fuelectenerg-13855	477	8	.	.	PUNCT
fuelectenerg-13855	478	1	346	346	NUM
fuelectenerg-13855	478	2	-	-	SYM
fuelectenerg-13855	478	3	359	359	NUM
fuelectenerg-13855	478	4	,	,	PUNCT
fuelectenerg-13855	478	5	2008	2008	NUM
fuelectenerg-13855	478	6	.	.	PUNCT
fuelectenerg-13855	479	1	[	[	X
fuelectenerg-13855	479	2	10	10	NUM
fuelectenerg-13855	479	3	]	]	X
fuelectenerg-13855	479	4	e.	e.	PROPN
fuelectenerg-13855	479	5	rublee	rublee	PROPN
fuelectenerg-13855	479	6	,	,	PUNCT
fuelectenerg-13855	479	7	v.	v.	PROPN
fuelectenerg-13855	479	8	rabaud	rabaud	PROPN
fuelectenerg-13855	479	9	,	,	PUNCT
fuelectenerg-13855	479	10	k.	k.	PROPN
fuelectenerg-13855	479	11	konolige	konolige	PROPN
fuelectenerg-13855	479	12	and	and	CCONJ
fuelectenerg-13855	479	13	g.	g.	PROPN
fuelectenerg-13855	479	14	bradski	bradski	PROPN
fuelectenerg-13855	479	15	,	,	PUNCT
fuelectenerg-13855	479	16	"	"	PUNCT
fuelectenerg-13855	479	17	orb	orb	VERB
fuelectenerg-13855	479	18	:	:	PUNCT
fuelectenerg-13855	479	19	an	an	DET
fuelectenerg-13855	479	20	efficient	efficient	ADJ
fuelectenerg-13855	479	21	alternative	alternative	NOUN
fuelectenerg-13855	479	22	to	to	PART
fuelectenerg-13855	479	23	sift	sift	VERB
fuelectenerg-13855	479	24	or	or	CCONJ
fuelectenerg-13855	479	25	surf	surf	NOUN
fuelectenerg-13855	479	26	,	,	PUNCT
fuelectenerg-13855	479	27	"	"	PUNCT
fuelectenerg-13855	479	28	in	in	ADP
fuelectenerg-13855	479	29	proceedings	proceeding	NOUN
fuelectenerg-13855	479	30	of	of	ADP
fuelectenerg-13855	479	31	international	international	ADJ
fuelectenerg-13855	479	32	conference	conference	NOUN
fuelectenerg-13855	479	33	on	on	ADP
fuelectenerg-13855	479	34	computer	computer	NOUN
fuelectenerg-13855	479	35	vision	vision	PROPN
fuelectenerg-13855	479	36	,	,	PUNCT
fuelectenerg-13855	479	37	barcelona	barcelona	PROPN
fuelectenerg-13855	479	38	,	,	PUNCT
fuelectenerg-13855	479	39	spain	spain	PROPN
fuelectenerg-13855	479	40	,	,	PUNCT
fuelectenerg-13855	479	41	2011	2011	NUM
fuelectenerg-13855	479	42	,	,	PUNCT
fuelectenerg-13855	479	43	pp	pp	ADJ
fuelectenerg-13855	479	44	.	.	PUNCT
fuelectenerg-13855	480	1	2564	2564	NUM
fuelectenerg-13855	480	2	-	-	SYM
fuelectenerg-13855	480	3	2571	2571	NUM
fuelectenerg-13855	480	4	.	.	PUNCT
fuelectenerg-13855	481	1	[	[	X
fuelectenerg-13855	481	2	11	11	NUM
fuelectenerg-13855	481	3	]	]	PUNCT
fuelectenerg-13855	481	4	m.	m.	NOUN
fuelectenerg-13855	481	5	a.	a.	NOUN
fuelectenerg-13855	481	6	fischler	fischler	PROPN
fuelectenerg-13855	481	7	and	and	CCONJ
fuelectenerg-13855	481	8	r.	r.	PROPN
fuelectenerg-13855	481	9	c.	c.	PROPN
fuelectenerg-13855	481	10	bolles	bolles	PROPN
fuelectenerg-13855	481	11	,	,	PUNCT
fuelectenerg-13855	481	12	"	"	PUNCT
fuelectenerg-13855	481	13	random	random	ADJ
fuelectenerg-13855	481	14	sample	sample	NOUN
fuelectenerg-13855	481	15	consensus	consensus	NOUN
fuelectenerg-13855	481	16	:	:	PUNCT
fuelectenerg-13855	481	17	a	a	DET
fuelectenerg-13855	481	18	paradigm	paradigm	NOUN
fuelectenerg-13855	481	19	for	for	ADP
fuelectenerg-13855	481	20	model	model	NOUN
fuelectenerg-13855	481	21	fitting	fit	VERB
fuelectenerg-13855	481	22	with	with	ADP
fuelectenerg-13855	481	23	applications	application	NOUN
fuelectenerg-13855	481	24	to	to	PART
fuelectenerg-13855	481	25	image	image	VERB
fuelectenerg-13855	481	26	analysis	analysis	NOUN
fuelectenerg-13855	481	27	and	and	CCONJ
fuelectenerg-13855	481	28	automated	automate	VERB
fuelectenerg-13855	481	29	cartography	cartography	NOUN
fuelectenerg-13855	481	30	"	"	PUNCT
fuelectenerg-13855	481	31	,	,	PUNCT
fuelectenerg-13855	481	32	commun	commun	PROPN
fuelectenerg-13855	481	33	.	.	PUNCT
fuelectenerg-13855	481	34	acm	acm	PROPN
fuelectenerg-13855	481	35	,	,	PUNCT
fuelectenerg-13855	481	36	vol	vol	NOUN
fuelectenerg-13855	481	37	.	.	PROPN
fuelectenerg-13855	482	1	24	24	NUM
fuelectenerg-13855	482	2	,	,	PUNCT
fuelectenerg-13855	482	3	no	no	INTJ
fuelectenerg-13855	482	4	.	.	NOUN
fuelectenerg-13855	482	5	6	6	NUM
fuelectenerg-13855	482	6	,	,	PUNCT
fuelectenerg-13855	482	7	pp	pp	ADJ
fuelectenerg-13855	482	8	.	.	PUNCT
fuelectenerg-13855	483	1	381	381	NUM
fuelectenerg-13855	483	2	-	-	SYM
fuelectenerg-13855	483	3	395	395	NUM
fuelectenerg-13855	483	4	,	,	PUNCT
fuelectenerg-13855	483	5	june	june	PROPN
fuelectenerg-13855	483	6	1981	1981	NUM
fuelectenerg-13855	483	7	.	.	PUNCT
fuelectenerg-13855	484	1	602	602	NUM
fuelectenerg-13855	484	2	p.	p.	NOUN
fuelectenerg-13855	484	3	čisar	čisar	NOUN
fuelectenerg-13855	485	1	[	[	X
fuelectenerg-13855	485	2	12	12	NUM
fuelectenerg-13855	485	3	]	]	X
fuelectenerg-13855	485	4	h.	h.	PROPN
fuelectenerg-13855	485	5	farid	farid	PROPN
fuelectenerg-13855	485	6	,	,	PUNCT
fuelectenerg-13855	485	7	"	"	PUNCT
fuelectenerg-13855	485	8	detecting	detect	VERB
fuelectenerg-13855	485	9	digital	digital	ADJ
fuelectenerg-13855	485	10	forgeries	forgery	NOUN
fuelectenerg-13855	485	11	using	use	VERB
fuelectenerg-13855	485	12	demosaicing	demosaicing	NOUN
fuelectenerg-13855	485	13	artifacts	artifact	NOUN
fuelectenerg-13855	485	14	"	"	PUNCT
fuelectenerg-13855	485	15	,	,	PUNCT
fuelectenerg-13855	485	16	ieee	ieee	NOUN
fuelectenerg-13855	485	17	signal	signal	NOUN
fuelectenerg-13855	485	18	process	process	NOUN
fuelectenerg-13855	485	19	.	.	PUNCT
fuelectenerg-13855	486	1	lett	lett	PROPN
fuelectenerg-13855	486	2	.	.	PROPN
fuelectenerg-13855	486	3	,	,	PUNCT
fuelectenerg-13855	486	4	vol	vol	NOUN
fuelectenerg-13855	486	5	.	.	PROPN
fuelectenerg-13855	486	6	13	13	NUM
fuelectenerg-13855	486	7	,	,	PUNCT
fuelectenerg-13855	486	8	no	no	INTJ
fuelectenerg-13855	486	9	.	.	NOUN
fuelectenerg-13855	486	10	9	9	NUM
fuelectenerg-13855	486	11	,	,	PUNCT
fuelectenerg-13855	486	12	pp	pp	ADJ
fuelectenerg-13855	486	13	.	.	PUNCT
fuelectenerg-13855	487	1	611	611	NUM
fuelectenerg-13855	487	2	-	-	SYM
fuelectenerg-13855	487	3	615	615	NUM
fuelectenerg-13855	487	4	,	,	PUNCT
fuelectenerg-13855	487	5	sep	sep	PROPN
fuelectenerg-13855	487	6	.	.	PUNCT
fuelectenerg-13855	488	1	2006	2006	NUM
fuelectenerg-13855	488	2	.	.	PUNCT
fuelectenerg-13855	489	1	[	[	X
fuelectenerg-13855	489	2	13	13	NUM
fuelectenerg-13855	489	3	]	]	PUNCT
fuelectenerg-13855	489	4	t.	t.	NOUN
fuelectenerg-13855	489	5	bianchi	bianchi	PROPN
fuelectenerg-13855	489	6	and	and	CCONJ
fuelectenerg-13855	489	7	a.	a.	PROPN
fuelectenerg-13855	489	8	piva	piva	PROPN
fuelectenerg-13855	489	9	,	,	PUNCT
fuelectenerg-13855	489	10	"	"	PUNCT
fuelectenerg-13855	489	11	image	image	NOUN
fuelectenerg-13855	489	12	forgery	forgery	NOUN
fuelectenerg-13855	489	13	localization	localization	NOUN
fuelectenerg-13855	489	14	via	via	ADP
fuelectenerg-13855	489	15	block	block	NOUN
fuelectenerg-13855	489	16	-	-	PUNCT
fuelectenerg-13855	489	17	grained	grain	VERB
fuelectenerg-13855	489	18	analysis	analysis	NOUN
fuelectenerg-13855	489	19	of	of	ADP
fuelectenerg-13855	489	20	jpeg	jpeg	NOUN
fuelectenerg-13855	489	21	artifacts	artifact	NOUN
fuelectenerg-13855	489	22	"	"	PUNCT
fuelectenerg-13855	489	23	,	,	PUNCT
fuelectenerg-13855	489	24	ieee	ieee	PROPN
fuelectenerg-13855	489	25	trans	trans	PROPN
fuelectenerg-13855	489	26	.	.	PROPN
fuelectenerg-13855	489	27	inf	inf	PROPN
fuelectenerg-13855	489	28	.	.	PUNCT
fuelectenerg-13855	489	29	forensics	forensic	NOUN
fuelectenerg-13855	489	30	secur	secur	PROPN
fuelectenerg-13855	489	31	.	.	PUNCT
fuelectenerg-13855	489	32	,	,	PUNCT
fuelectenerg-13855	489	33	vol	vol	NOUN
fuelectenerg-13855	489	34	.	.	PROPN
fuelectenerg-13855	490	1	7	7	NUM
fuelectenerg-13855	490	2	,	,	PUNCT
fuelectenerg-13855	490	3	no	no	INTJ
fuelectenerg-13855	490	4	.	.	NOUN
fuelectenerg-13855	490	5	3	3	NUM
fuelectenerg-13855	490	6	,	,	PUNCT
fuelectenerg-13855	490	7	pp	pp	ADJ
fuelectenerg-13855	490	8	.	.	PUNCT
fuelectenerg-13855	491	1	1003	1003	NUM
fuelectenerg-13855	491	2	-	-	SYM
fuelectenerg-13855	491	3	1017	1017	NUM
fuelectenerg-13855	491	4	,	,	PUNCT
fuelectenerg-13855	491	5	sep	sep	PROPN
fuelectenerg-13855	491	6	.	.	PROPN
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fuelectenerg-13855	491	8	.	.	PUNCT
fuelectenerg-13855	492	1	[	[	X
fuelectenerg-13855	492	2	14	14	NUM
fuelectenerg-13855	492	3	]	]	X
fuelectenerg-13855	492	4	j.	j.	PROPN
fuelectenerg-13855	492	5	lukás	lukás	PROPN
fuelectenerg-13855	492	6	,	,	PUNCT
fuelectenerg-13855	492	7	j.	j.	PROPN
fuelectenerg-13855	492	8	fridrich	fridrich	PROPN
fuelectenerg-13855	492	9	and	and	CCONJ
fuelectenerg-13855	492	10	m.	m.	PROPN
fuelectenerg-13855	492	11	goljan	goljan	PROPN
fuelectenerg-13855	492	12	,	,	PUNCT
fuelectenerg-13855	492	13	"	"	PUNCT
fuelectenerg-13855	492	14	digital	digital	ADJ
fuelectenerg-13855	492	15	camera	camera	NOUN
fuelectenerg-13855	492	16	identification	identification	NOUN
fuelectenerg-13855	492	17	from	from	ADP
fuelectenerg-13855	492	18	sensor	sensor	NOUN
fuelectenerg-13855	492	19	pattern	pattern	NOUN
fuelectenerg-13855	492	20	noise	noise	NOUN
fuelectenerg-13855	492	21	"	"	PUNCT
fuelectenerg-13855	492	22	,	,	PUNCT
fuelectenerg-13855	492	23	ieee	ieee	PROPN
fuelectenerg-13855	492	24	trans	trans	PROPN
fuelectenerg-13855	492	25	.	.	PROPN
fuelectenerg-13855	492	26	inf	inf	PROPN
fuelectenerg-13855	492	27	.	.	PUNCT
fuelectenerg-13855	492	28	forensics	forensic	NOUN
fuelectenerg-13855	492	29	secur	secur	PROPN
fuelectenerg-13855	492	30	.	.	PUNCT
fuelectenerg-13855	492	31	,	,	PUNCT
fuelectenerg-13855	492	32	vol	vol	NOUN
fuelectenerg-13855	492	33	.	.	PROPN
fuelectenerg-13855	493	1	1	1	NUM
fuelectenerg-13855	493	2	,	,	PUNCT
fuelectenerg-13855	493	3	no	no	INTJ
fuelectenerg-13855	493	4	.	.	NOUN
fuelectenerg-13855	493	5	2	2	NUM
fuelectenerg-13855	493	6	,	,	PUNCT
fuelectenerg-13855	493	7	pp	pp	ADJ
fuelectenerg-13855	493	8	.	.	PUNCT
fuelectenerg-13855	494	1	205	205	NUM
fuelectenerg-13855	494	2	-	-	SYM
fuelectenerg-13855	494	3	214	214	NUM
fuelectenerg-13855	494	4	,	,	PUNCT
fuelectenerg-13855	494	5	june	june	PROPN
fuelectenerg-13855	494	6	2006	2006	NUM
fuelectenerg-13855	494	7	.	.	PUNCT
fuelectenerg-13855	495	1	[	[	X
fuelectenerg-13855	495	2	15	15	NUM
fuelectenerg-13855	495	3	]	]	X
fuelectenerg-13855	495	4	h.	h.	PROPN
fuelectenerg-13855	495	5	farid	farid	PROPN
fuelectenerg-13855	495	6	,	,	PUNCT
fuelectenerg-13855	495	7	"	"	PUNCT
fuelectenerg-13855	495	8	exposing	expose	VERB
fuelectenerg-13855	495	9	digital	digital	ADJ
fuelectenerg-13855	495	10	forgeries	forgery	NOUN
fuelectenerg-13855	495	11	from	from	ADP
fuelectenerg-13855	495	12	jpeg	jpeg	NOUN
fuelectenerg-13855	495	13	ghosts	ghost	NOUN
fuelectenerg-13855	495	14	"	"	PUNCT
fuelectenerg-13855	495	15	,	,	PUNCT
fuelectenerg-13855	495	16	ieee	ieee	PROPN
fuelectenerg-13855	495	17	trans	trans	PROPN
fuelectenerg-13855	495	18	.	.	PROPN
fuelectenerg-13855	495	19	inf	inf	PROPN
fuelectenerg-13855	495	20	.	.	PUNCT
fuelectenerg-13855	495	21	forensics	forensic	NOUN
fuelectenerg-13855	495	22	secur	secur	PROPN
fuelectenerg-13855	495	23	.	.	PUNCT
fuelectenerg-13855	495	24	,	,	PUNCT
fuelectenerg-13855	495	25	vol	vol	NOUN
fuelectenerg-13855	495	26	.	.	PROPN
fuelectenerg-13855	495	27	4	4	NUM
fuelectenerg-13855	495	28	,	,	PUNCT
fuelectenerg-13855	495	29	no	no	INTJ
fuelectenerg-13855	495	30	.	.	NOUN
fuelectenerg-13855	495	31	1	1	NUM
fuelectenerg-13855	495	32	,	,	PUNCT
fuelectenerg-13855	495	33	pp	pp	ADJ
fuelectenerg-13855	495	34	.	.	PUNCT
fuelectenerg-13855	496	1	154	154	NUM
fuelectenerg-13855	496	2	-	-	SYM
fuelectenerg-13855	496	3	160	160	NUM
fuelectenerg-13855	496	4	,	,	PUNCT
fuelectenerg-13855	496	5	mar	mar	PROPN
fuelectenerg-13855	496	6	.	.	PROPN
fuelectenerg-13855	496	7	2009	2009	NUM
fuelectenerg-13855	496	8	.	.	PUNCT
fuelectenerg-13855	497	1	[	[	X
fuelectenerg-13855	497	2	16	16	NUM
fuelectenerg-13855	497	3	]	]	PUNCT
fuelectenerg-13855	497	4	b.	b.	PROPN
fuelectenerg-13855	497	5	mahdian	mahdian	PROPN
fuelectenerg-13855	497	6	and	and	CCONJ
fuelectenerg-13855	497	7	s.	s.	PROPN
fuelectenerg-13855	497	8	saic	saic	PROPN
fuelectenerg-13855	497	9	,	,	PUNCT
fuelectenerg-13855	497	10	"	"	PUNCT
fuelectenerg-13855	497	11	blind	blind	ADJ
fuelectenerg-13855	497	12	authentication	authentication	NOUN
fuelectenerg-13855	497	13	using	use	VERB
fuelectenerg-13855	497	14	periodic	periodic	ADJ
fuelectenerg-13855	497	15	properties	property	NOUN
fuelectenerg-13855	497	16	of	of	ADP
fuelectenerg-13855	497	17	interpolation	interpolation	NOUN
fuelectenerg-13855	497	18	"	"	PUNCT
fuelectenerg-13855	497	19	,	,	PUNCT
fuelectenerg-13855	497	20	ieee	ieee	PROPN
fuelectenerg-13855	497	21	trans	trans	PROPN
fuelectenerg-13855	497	22	.	.	PROPN
fuelectenerg-13855	497	23	inf	inf	PROPN
fuelectenerg-13855	497	24	.	.	PUNCT
fuelectenerg-13855	497	25	forensics	forensic	NOUN
fuelectenerg-13855	497	26	secur	secur	PROPN
fuelectenerg-13855	497	27	.	.	PUNCT
fuelectenerg-13855	497	28	,	,	PUNCT
fuelectenerg-13855	497	29	vol	vol	NOUN
fuelectenerg-13855	497	30	.	.	PROPN
fuelectenerg-13855	498	1	3	3	NUM
fuelectenerg-13855	498	2	,	,	PUNCT
fuelectenerg-13855	498	3	no	no	INTJ
fuelectenerg-13855	498	4	.	.	NOUN
fuelectenerg-13855	498	5	3	3	NUM
fuelectenerg-13855	498	6	,	,	PUNCT
fuelectenerg-13855	498	7	pp	pp	ADJ
fuelectenerg-13855	498	8	.	.	PUNCT
fuelectenerg-13855	499	1	529	529	NUM
fuelectenerg-13855	499	2	-	-	SYM
fuelectenerg-13855	499	3	538	538	NUM
fuelectenerg-13855	499	4	,	,	PUNCT
fuelectenerg-13855	499	5	sept	sept	PROPN
fuelectenerg-13855	499	6	.	.	PROPN
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fuelectenerg-13855	499	8	.	.	PUNCT
fuelectenerg-13855	500	1	[	[	X
fuelectenerg-13855	500	2	17	17	NUM
fuelectenerg-13855	500	3	]	]	PUNCT
fuelectenerg-13855	500	4	p.	p.	PROPN
fuelectenerg-13855	500	5	yang	yang	PROPN
fuelectenerg-13855	500	6	,	,	PUNCT
fuelectenerg-13855	500	7	r.	r.	PROPN
fuelectenerg-13855	500	8	ni	ni	PROPN
fuelectenerg-13855	500	9	and	and	CCONJ
fuelectenerg-13855	500	10	y.	y.	PROPN
fuelectenerg-13855	500	11	zhao	zhao	PROPN
fuelectenerg-13855	500	12	,	,	PUNCT
fuelectenerg-13855	500	13	"	"	PUNCT
fuelectenerg-13855	500	14	double	double	ADJ
fuelectenerg-13855	500	15	jpeg	jpeg	NOUN
fuelectenerg-13855	500	16	compression	compression	NOUN
fuelectenerg-13855	500	17	detection	detection	NOUN
fuelectenerg-13855	500	18	by	by	ADP
fuelectenerg-13855	500	19	exploring	explore	VERB
fuelectenerg-13855	500	20	the	the	DET
fuelectenerg-13855	500	21	correlations	correlation	NOUN
fuelectenerg-13855	500	22	in	in	ADP
fuelectenerg-13855	500	23	dct	dct	PROPN
fuelectenerg-13855	500	24	domain	domain	NOUN
fuelectenerg-13855	500	25	"	"	PUNCT
fuelectenerg-13855	500	26	,	,	PUNCT
fuelectenerg-13855	500	27	arxiv	arxiv	PROPN
fuelectenerg-13855	500	28	preprint	preprint	NOUN
fuelectenerg-13855	500	29	arxiv:1806.01571	arxiv:1806.01571	PROPN
fuelectenerg-13855	500	30	,	,	PUNCT
fuelectenerg-13855	500	31	june	june	PROPN
fuelectenerg-13855	500	32	2018	2018	NUM
fuelectenerg-13855	500	33	.	.	PUNCT
fuelectenerg-13855	501	1	[	[	X
fuelectenerg-13855	501	2	18	18	NUM
fuelectenerg-13855	501	3	]	]	PUNCT
fuelectenerg-13855	501	4	m.	m.	NOUN
fuelectenerg-13855	501	5	k.	k.	PROPN
fuelectenerg-13855	501	6	johnson	johnson	PROPN
fuelectenerg-13855	501	7	and	and	CCONJ
fuelectenerg-13855	501	8	h.	h.	PROPN
fuelectenerg-13855	501	9	farid	farid	PROPN
fuelectenerg-13855	501	10	,	,	PUNCT
fuelectenerg-13855	501	11	"	"	PUNCT
fuelectenerg-13855	501	12	exposing	expose	VERB
fuelectenerg-13855	501	13	digital	digital	ADJ
fuelectenerg-13855	501	14	forgeries	forgery	NOUN
fuelectenerg-13855	501	15	through	through	ADP
fuelectenerg-13855	501	16	chromatic	chromatic	ADJ
fuelectenerg-13855	501	17	aberration	aberration	NOUN
fuelectenerg-13855	501	18	"	"	PUNCT
fuelectenerg-13855	501	19	,	,	PUNCT
fuelectenerg-13855	501	20	in	in	ADP
fuelectenerg-13855	501	21	proceedings	proceeding	NOUN
fuelectenerg-13855	501	22	of	of	ADP
fuelectenerg-13855	501	23	the	the	DET
fuelectenerg-13855	501	24	8th	8th	ADJ
fuelectenerg-13855	501	25	workshop	workshop	NOUN
fuelectenerg-13855	501	26	on	on	ADP
fuelectenerg-13855	501	27	multimedia	multimedia	NOUN
fuelectenerg-13855	501	28	and	and	CCONJ
fuelectenerg-13855	501	29	security	security	NOUN
fuelectenerg-13855	501	30	(	(	PUNCT
fuelectenerg-13855	501	31	mm&sec	mm&sec	PROPN
fuelectenerg-13855	501	32	'	'	NUM
fuelectenerg-13855	501	33	06	06	NUM
fuelectenerg-13855	501	34	)	)	PUNCT
fuelectenerg-13855	501	35	,	,	PUNCT
fuelectenerg-13855	501	36	new	new	PROPN
fuelectenerg-13855	501	37	york	york	PROPN
fuelectenerg-13855	501	38	,	,	PUNCT
fuelectenerg-13855	501	39	ny	ny	PROPN
fuelectenerg-13855	501	40	,	,	PUNCT
fuelectenerg-13855	501	41	usa	usa	PROPN
fuelectenerg-13855	501	42	:	:	PUNCT
fuelectenerg-13855	501	43	association	association	NOUN
fuelectenerg-13855	501	44	for	for	ADP
fuelectenerg-13855	501	45	computing	compute	VERB
fuelectenerg-13855	501	46	machinery	machinery	NOUN
fuelectenerg-13855	501	47	,	,	PUNCT
fuelectenerg-13855	501	48	2006	2006	NUM
fuelectenerg-13855	501	49	,	,	PUNCT
fuelectenerg-13855	501	50	pp	pp	ADV
fuelectenerg-13855	501	51	.	.	PUNCT
fuelectenerg-13855	502	1	48	48	NUM
fuelectenerg-13855	502	2	-	-	SYM
fuelectenerg-13855	502	3	55	55	NUM
fuelectenerg-13855	502	4	.	.	PUNCT
fuelectenerg-13855	503	1	[	[	X
fuelectenerg-13855	503	2	19	19	NUM
fuelectenerg-13855	503	3	]	]	PUNCT
fuelectenerg-13855	503	4	m.	m.	NOUN
fuelectenerg-13855	503	5	k.	k.	PROPN
fuelectenerg-13855	503	6	johnson	johnson	PROPN
fuelectenerg-13855	503	7	and	and	CCONJ
fuelectenerg-13855	503	8	h.	h.	PROPN
fuelectenerg-13855	503	9	farid	farid	PROPN
fuelectenerg-13855	503	10	,	,	PUNCT
fuelectenerg-13855	503	11	"	"	PUNCT
fuelectenerg-13855	503	12	exposing	expose	VERB
fuelectenerg-13855	503	13	digital	digital	ADJ
fuelectenerg-13855	503	14	forgeries	forgery	NOUN
fuelectenerg-13855	503	15	by	by	ADP
fuelectenerg-13855	503	16	detecting	detect	VERB
fuelectenerg-13855	503	17	inconsistencies	inconsistency	NOUN
fuelectenerg-13855	503	18	in	in	ADP
fuelectenerg-13855	503	19	lighting	lighting	NOUN
fuelectenerg-13855	503	20	"	"	PUNCT
fuelectenerg-13855	503	21	,	,	PUNCT
fuelectenerg-13855	503	22	in	in	ADP
fuelectenerg-13855	503	23	proceedings	proceeding	NOUN
fuelectenerg-13855	503	24	of	of	ADP
fuelectenerg-13855	503	25	the	the	DET
fuelectenerg-13855	503	26	7th	7th	ADJ
fuelectenerg-13855	503	27	workshop	workshop	NOUN
fuelectenerg-13855	503	28	on	on	ADP
fuelectenerg-13855	503	29	multimedia	multimedia	NOUN
fuelectenerg-13855	503	30	and	and	CCONJ
fuelectenerg-13855	503	31	security	security	NOUN
fuelectenerg-13855	503	32	(	(	PUNCT
fuelectenerg-13855	503	33	mm&sec	mm&sec	PROPN
fuelectenerg-13855	503	34	'	'	NUM
fuelectenerg-13855	503	35	05	05	NUM
fuelectenerg-13855	503	36	)	)	PUNCT
fuelectenerg-13855	503	37	,	,	PUNCT
fuelectenerg-13855	503	38	new	new	PROPN
fuelectenerg-13855	503	39	york	york	PROPN
fuelectenerg-13855	503	40	,	,	PUNCT
fuelectenerg-13855	503	41	ny	ny	PROPN
fuelectenerg-13855	503	42	,	,	PUNCT
fuelectenerg-13855	503	43	usa	usa	PROPN
fuelectenerg-13855	503	44	:	:	PUNCT
fuelectenerg-13855	503	45	association	association	NOUN
fuelectenerg-13855	503	46	for	for	ADP
fuelectenerg-13855	503	47	computing	compute	VERB
fuelectenerg-13855	503	48	machinery	machinery	NOUN
fuelectenerg-13855	503	49	,	,	PUNCT
fuelectenerg-13855	503	50	2005	2005	NUM
fuelectenerg-13855	503	51	,	,	PUNCT
fuelectenerg-13855	503	52	pp	pp	ADJ
fuelectenerg-13855	503	53	.	.	PUNCT
fuelectenerg-13855	504	1	1	1	NUM
fuelectenerg-13855	504	2	-	-	SYM
fuelectenerg-13855	504	3	10	10	NUM
fuelectenerg-13855	504	4	.	.	PUNCT
fuelectenerg-13855	505	1	[	[	X
fuelectenerg-13855	505	2	20	20	NUM
fuelectenerg-13855	505	3	]	]	X
fuelectenerg-13855	505	4	c.	c.	PROPN
fuelectenerg-13855	505	5	riess	riess	PROPN
fuelectenerg-13855	505	6	and	and	CCONJ
fuelectenerg-13855	505	7	e.	e.	PROPN
fuelectenerg-13855	505	8	angelopoulou	angelopoulou	PROPN
fuelectenerg-13855	505	9	,	,	PUNCT
fuelectenerg-13855	505	10	"	"	PUNCT
fuelectenerg-13855	505	11	physics	physics	NOUN
fuelectenerg-13855	505	12	-	-	PUNCT
fuelectenerg-13855	505	13	based	base	VERB
fuelectenerg-13855	505	14	illuminant	illuminant	ADJ
fuelectenerg-13855	505	15	color	color	NOUN
fuelectenerg-13855	505	16	estimation	estimation	NOUN
fuelectenerg-13855	505	17	as	as	ADP
fuelectenerg-13855	505	18	an	an	DET
fuelectenerg-13855	505	19	image	image	NOUN
fuelectenerg-13855	505	20	semantics	semantic	NOUN
fuelectenerg-13855	505	21	clue	clue	NOUN
fuelectenerg-13855	505	22	"	"	PUNCT
fuelectenerg-13855	505	23	,	,	PUNCT
fuelectenerg-13855	505	24	in	in	ADP
fuelectenerg-13855	505	25	proceedings	proceeding	NOUN
fuelectenerg-13855	505	26	of	of	ADP
fuelectenerg-13855	505	27	the	the	DET
fuelectenerg-13855	505	28	international	international	ADJ
fuelectenerg-13855	505	29	conference	conference	NOUN
fuelectenerg-13855	505	30	on	on	ADP
fuelectenerg-13855	505	31	image	image	NOUN
fuelectenerg-13855	505	32	processing	processing	NOUN
fuelectenerg-13855	505	33	(	(	PUNCT
fuelectenerg-13855	505	34	icip	icip	PROPN
fuelectenerg-13855	505	35	)	)	PUNCT
fuelectenerg-13855	505	36	,	,	PUNCT
fuelectenerg-13855	505	37	cairo	cairo	PROPN
fuelectenerg-13855	505	38	,	,	PUNCT
fuelectenerg-13855	505	39	egypt	egypt	PROPN
fuelectenerg-13855	505	40	,	,	PUNCT
fuelectenerg-13855	505	41	2009	2009	NUM
fuelectenerg-13855	505	42	,	,	PUNCT
fuelectenerg-13855	505	43	pp	pp	ADV
fuelectenerg-13855	505	44	.	.	PUNCT
fuelectenerg-13855	506	1	689	689	NUM
fuelectenerg-13855	506	2	-	-	SYM
fuelectenerg-13855	506	3	692	692	NUM
fuelectenerg-13855	506	4	.	.	PUNCT
fuelectenerg-13855	507	1	[	[	X
fuelectenerg-13855	507	2	21	21	NUM
fuelectenerg-13855	507	3	]	]	X
fuelectenerg-13855	507	4	e.	e.	PROPN
fuelectenerg-13855	507	5	kee	kee	PROPN
fuelectenerg-13855	507	6	,	,	PUNCT
fuelectenerg-13855	507	7	j.	j.	PROPN
fuelectenerg-13855	507	8	f.	f.	PROPN
fuelectenerg-13855	507	9	o'brien	o'brien	PROPN
fuelectenerg-13855	507	10	and	and	CCONJ
fuelectenerg-13855	507	11	h.	h.	PROPN
fuelectenerg-13855	507	12	farid	farid	PROPN
fuelectenerg-13855	507	13	,	,	PUNCT
fuelectenerg-13855	507	14	"	"	PUNCT
fuelectenerg-13855	507	15	exposing	expose	VERB
fuelectenerg-13855	507	16	photo	photo	NOUN
fuelectenerg-13855	507	17	manipulation	manipulation	NOUN
fuelectenerg-13855	507	18	with	with	ADP
fuelectenerg-13855	507	19	inconsistent	inconsistent	ADJ
fuelectenerg-13855	507	20	shadows	shadow	NOUN
fuelectenerg-13855	507	21	"	"	PUNCT
fuelectenerg-13855	507	22	,	,	PUNCT
fuelectenerg-13855	507	23	acm	acm	PROPN
fuelectenerg-13855	507	24	trans	trans	PROPN
fuelectenerg-13855	507	25	.	.	PUNCT
fuelectenerg-13855	507	26	graph	graph	NOUN
fuelectenerg-13855	507	27	.	.	PUNCT
fuelectenerg-13855	507	28	,	,	PUNCT
fuelectenerg-13855	507	29	vol	vol	NOUN
fuelectenerg-13855	507	30	.	.	PROPN
fuelectenerg-13855	507	31	32	32	NUM
fuelectenerg-13855	507	32	,	,	PUNCT
fuelectenerg-13855	507	33	no	no	INTJ
fuelectenerg-13855	507	34	.	.	NOUN
fuelectenerg-13855	507	35	3	3	NUM
fuelectenerg-13855	507	36	,	,	PUNCT
fuelectenerg-13855	507	37	p.	p.	NOUN
fuelectenerg-13855	507	38	28	28	NUM
fuelectenerg-13855	507	39	,	,	PUNCT
fuelectenerg-13855	507	40	june	june	PROPN
fuelectenerg-13855	507	41	2013	2013	NUM
fuelectenerg-13855	507	42	.	.	PUNCT
fuelectenerg-13855	508	1	[	[	X
fuelectenerg-13855	508	2	22	22	NUM
fuelectenerg-13855	508	3	]	]	PUNCT
fuelectenerg-13855	508	4	m.	m.	NOUN
fuelectenerg-13855	508	5	iuliani	iuliani	PROPN
fuelectenerg-13855	508	6	,	,	PUNCT
fuelectenerg-13855	508	7	g.	g.	NOUN
fuelectenerg-13855	508	8	fabbri	fabbri	NOUN
fuelectenerg-13855	508	9	and	and	CCONJ
fuelectenerg-13855	508	10	a.	a.	NOUN
fuelectenerg-13855	508	11	piva	piva	PROPN
fuelectenerg-13855	508	12	,	,	PUNCT
fuelectenerg-13855	508	13	"	"	PUNCT
fuelectenerg-13855	508	14	image	image	NOUN
fuelectenerg-13855	508	15	splicing	splicing	NOUN
fuelectenerg-13855	508	16	detection	detection	NOUN
fuelectenerg-13855	508	17	based	base	VERB
fuelectenerg-13855	508	18	on	on	ADP
fuelectenerg-13855	508	19	general	general	ADJ
fuelectenerg-13855	508	20	perspective	perspective	NOUN
fuelectenerg-13855	508	21	constraints	constraint	NOUN
fuelectenerg-13855	508	22	"	"	PUNCT
fuelectenerg-13855	508	23	,	,	PUNCT
fuelectenerg-13855	508	24	in	in	ADP
fuelectenerg-13855	508	25	proceedings	proceeding	NOUN
fuelectenerg-13855	508	26	of	of	ADP
fuelectenerg-13855	508	27	the	the	DET
fuelectenerg-13855	508	28	ieee	ieee	NOUN
fuelectenerg-13855	508	29	international	international	ADJ
fuelectenerg-13855	508	30	workshop	workshop	NOUN
fuelectenerg-13855	508	31	on	on	ADP
fuelectenerg-13855	508	32	information	information	NOUN
fuelectenerg-13855	508	33	forensics	forensic	NOUN
fuelectenerg-13855	508	34	and	and	CCONJ
fuelectenerg-13855	508	35	security	security	NOUN
fuelectenerg-13855	508	36	(	(	PUNCT
fuelectenerg-13855	508	37	wifs	wifs	PROPN
fuelectenerg-13855	508	38	)	)	PUNCT
fuelectenerg-13855	508	39	,	,	PUNCT
fuelectenerg-13855	508	40	rome	rome	PROPN
fuelectenerg-13855	508	41	,	,	PUNCT
fuelectenerg-13855	508	42	italy	italy	PROPN
fuelectenerg-13855	508	43	,	,	PUNCT
fuelectenerg-13855	508	44	2015	2015	NUM
fuelectenerg-13855	508	45	,	,	PUNCT
fuelectenerg-13855	508	46	pp	pp	ADJ
fuelectenerg-13855	508	47	.	.	PUNCT
fuelectenerg-13855	509	1	1	1	NUM
fuelectenerg-13855	509	2	-	-	SYM
fuelectenerg-13855	509	3	6	6	NUM
fuelectenerg-13855	509	4	.	.	PUNCT
fuelectenerg-13855	510	1	[	[	X
fuelectenerg-13855	510	2	23	23	NUM
fuelectenerg-13855	510	3	]	]	X
fuelectenerg-13855	510	4	d.	d.	PROPN
fuelectenerg-13855	510	5	afchar	afchar	PROPN
fuelectenerg-13855	510	6	,	,	PUNCT
fuelectenerg-13855	510	7	v.	v.	ADP
fuelectenerg-13855	510	8	nozick	nozick	PROPN
fuelectenerg-13855	510	9	,	,	PUNCT
fuelectenerg-13855	510	10	j.	j.	PROPN
fuelectenerg-13855	510	11	yamagishi	yamagishi	PROPN
fuelectenerg-13855	510	12	and	and	CCONJ
fuelectenerg-13855	510	13	i.	i.	PROPN
fuelectenerg-13855	510	14	echizen	echizen	PROPN
fuelectenerg-13855	510	15	,	,	PUNCT
fuelectenerg-13855	510	16	"	"	PUNCT
fuelectenerg-13855	510	17	mesonet	mesonet	NOUN
fuelectenerg-13855	510	18	:	:	PUNCT
fuelectenerg-13855	510	19	a	a	DET
fuelectenerg-13855	510	20	compact	compact	ADJ
fuelectenerg-13855	510	21	facial	facial	ADJ
fuelectenerg-13855	510	22	video	video	NOUN
fuelectenerg-13855	510	23	forgery	forgery	NOUN
fuelectenerg-13855	510	24	detection	detection	NOUN
fuelectenerg-13855	510	25	network	network	NOUN
fuelectenerg-13855	510	26	"	"	PUNCT
fuelectenerg-13855	510	27	,	,	PUNCT
fuelectenerg-13855	510	28	in	in	ADP
fuelectenerg-13855	510	29	proceedings	proceeding	NOUN
fuelectenerg-13855	510	30	of	of	ADP
fuelectenerg-13855	510	31	the	the	DET
fuelectenerg-13855	510	32	ieee	ieee	NOUN
fuelectenerg-13855	510	33	international	international	ADJ
fuelectenerg-13855	510	34	workshop	workshop	NOUN
fuelectenerg-13855	510	35	on	on	ADP
fuelectenerg-13855	510	36	information	information	NOUN
fuelectenerg-13855	510	37	forensics	forensic	NOUN
fuelectenerg-13855	510	38	and	and	CCONJ
fuelectenerg-13855	510	39	security	security	NOUN
fuelectenerg-13855	510	40	(	(	PUNCT
fuelectenerg-13855	510	41	wifs	wifs	PROPN
fuelectenerg-13855	510	42	)	)	PUNCT
fuelectenerg-13855	510	43	,	,	PUNCT
fuelectenerg-13855	510	44	hong	hong	PROPN
fuelectenerg-13855	510	45	kong	kong	PROPN
fuelectenerg-13855	510	46	,	,	PUNCT
fuelectenerg-13855	510	47	china	china	PROPN
fuelectenerg-13855	510	48	,	,	PUNCT
fuelectenerg-13855	510	49	2018	2018	NUM
fuelectenerg-13855	510	50	,	,	PUNCT
fuelectenerg-13855	510	51	pp	pp	ADJ
fuelectenerg-13855	510	52	.	.	PUNCT
fuelectenerg-13855	511	1	1	1	NUM
fuelectenerg-13855	511	2	-	-	SYM
fuelectenerg-13855	511	3	7	7	NUM
fuelectenerg-13855	511	4	.	.	PUNCT
fuelectenerg-13855	512	1	[	[	X
fuelectenerg-13855	512	2	24	24	NUM
fuelectenerg-13855	512	3	]	]	X
fuelectenerg-13855	512	4	y.	y.	PROPN
fuelectenerg-13855	512	5	wu	wu	PROPN
fuelectenerg-13855	512	6	,	,	PUNCT
fuelectenerg-13855	512	7	w.	w.	PROPN
fuelectenerg-13855	512	8	abdalmageed	abdalmageed	PROPN
fuelectenerg-13855	512	9	and	and	CCONJ
fuelectenerg-13855	512	10	p.	p.	PROPN
fuelectenerg-13855	512	11	natarajan	natarajan	PROPN
fuelectenerg-13855	512	12	,	,	PUNCT
fuelectenerg-13855	512	13	"	"	PUNCT
fuelectenerg-13855	512	14	mantra	mantra	ADJ
fuelectenerg-13855	512	15	-	-	ADJ
fuelectenerg-13855	512	16	net	net	ADJ
fuelectenerg-13855	512	17	:	:	PUNCT
fuelectenerg-13855	512	18	manipulation	manipulation	NOUN
fuelectenerg-13855	512	19	tracing	trace	VERB
fuelectenerg-13855	512	20	network	network	NOUN
fuelectenerg-13855	512	21	for	for	ADP
fuelectenerg-13855	512	22	detection	detection	NOUN
fuelectenerg-13855	512	23	and	and	CCONJ
fuelectenerg-13855	512	24	localization	localization	NOUN
fuelectenerg-13855	512	25	of	of	ADP
fuelectenerg-13855	512	26	image	image	NOUN
fuelectenerg-13855	512	27	forgeries	forgery	NOUN
fuelectenerg-13855	512	28	with	with	ADP
fuelectenerg-13855	512	29	anomalous	anomalous	ADJ
fuelectenerg-13855	512	30	features	feature	NOUN
fuelectenerg-13855	512	31	"	"	PUNCT
fuelectenerg-13855	512	32	,	,	PUNCT
fuelectenerg-13855	512	33	in	in	ADP
fuelectenerg-13855	512	34	proceedings	proceeding	NOUN
fuelectenerg-13855	512	35	of	of	ADP
fuelectenerg-13855	512	36	ieee	ieee	NOUN
fuelectenerg-13855	512	37	/	/	SYM
fuelectenerg-13855	512	38	cvf	cvf	NOUN
fuelectenerg-13855	512	39	conference	conference	NOUN
fuelectenerg-13855	512	40	on	on	ADP
fuelectenerg-13855	512	41	computer	computer	NOUN
fuelectenerg-13855	512	42	vision	vision	NOUN
fuelectenerg-13855	512	43	and	and	CCONJ
fuelectenerg-13855	512	44	pattern	pattern	NOUN
fuelectenerg-13855	512	45	recognition	recognition	NOUN
fuelectenerg-13855	512	46	(	(	PUNCT
fuelectenerg-13855	512	47	cvpr	cvpr	NOUN
fuelectenerg-13855	512	48	)	)	PUNCT
fuelectenerg-13855	512	49	,	,	PUNCT
fuelectenerg-13855	512	50	long	long	ADJ
fuelectenerg-13855	512	51	beach	beach	NOUN
fuelectenerg-13855	512	52	,	,	PUNCT
fuelectenerg-13855	512	53	ca	ca	PROPN
fuelectenerg-13855	512	54	,	,	PUNCT
fuelectenerg-13855	512	55	usa	usa	PROPN
fuelectenerg-13855	512	56	,	,	PUNCT
fuelectenerg-13855	512	57	2019	2019	NUM
fuelectenerg-13855	512	58	,	,	PUNCT
fuelectenerg-13855	512	59	pp	pp	ADJ
fuelectenerg-13855	512	60	.	.	PUNCT
fuelectenerg-13855	513	1	9535	9535	NUM
fuelectenerg-13855	513	2	-	-	SYM
fuelectenerg-13855	513	3	9544	9544	NUM
fuelectenerg-13855	513	4	.	.	PUNCT
fuelectenerg-13855	514	1	[	[	X
fuelectenerg-13855	514	2	25	25	NUM
fuelectenerg-13855	514	3	]	]	X
fuelectenerg-13855	514	4	r.	r.	PROPN
fuelectenerg-13855	514	5	salloum	salloum	PROPN
fuelectenerg-13855	514	6	,	,	PUNCT
fuelectenerg-13855	514	7	y.	y.	PROPN
fuelectenerg-13855	514	8	ren	ren	PROPN
fuelectenerg-13855	514	9	and	and	CCONJ
fuelectenerg-13855	514	10	c.-c	c.-c	PROPN
fuelectenerg-13855	514	11	.	.	PUNCT
fuelectenerg-13855	515	1	j.	j.	PROPN
fuelectenerg-13855	515	2	kuo	kuo	PROPN
fuelectenerg-13855	515	3	,	,	PUNCT
fuelectenerg-13855	515	4	"	"	PUNCT
fuelectenerg-13855	515	5	image	image	NOUN
fuelectenerg-13855	515	6	splicing	splicing	NOUN
fuelectenerg-13855	515	7	localization	localization	NOUN
fuelectenerg-13855	515	8	using	use	VERB
fuelectenerg-13855	515	9	a	a	DET
fuelectenerg-13855	515	10	multi	multi	ADJ
fuelectenerg-13855	515	11	-	-	NOUN
fuelectenerg-13855	515	12	task	task	ADJ
fuelectenerg-13855	515	13	fully	fully	ADV
fuelectenerg-13855	515	14	convolutional	convolutional	ADJ
fuelectenerg-13855	515	15	network	network	NOUN
fuelectenerg-13855	515	16	(	(	PUNCT
fuelectenerg-13855	515	17	mfcn	mfcn	NOUN
fuelectenerg-13855	515	18	)	)	PUNCT
fuelectenerg-13855	515	19	"	"	PUNCT
fuelectenerg-13855	515	20	,	,	PUNCT
fuelectenerg-13855	515	21	j.	j.	PROPN
fuelectenerg-13855	515	22	vis	vis	X
fuelectenerg-13855	515	23	.	.	PUNCT
fuelectenerg-13855	515	24	commun	commun	PROPN
fuelectenerg-13855	515	25	.	.	PUNCT
fuelectenerg-13855	516	1	image	image	PROPN
fuelectenerg-13855	516	2	represent	represent	VERB
fuelectenerg-13855	516	3	.	.	PUNCT
fuelectenerg-13855	517	1	,	,	PUNCT
fuelectenerg-13855	517	2	vol	vol	NOUN
fuelectenerg-13855	517	3	.	.	PROPN
fuelectenerg-13855	518	1	51	51	NUM
fuelectenerg-13855	518	2	,	,	PUNCT
fuelectenerg-13855	518	3	pp	pp	ADJ
fuelectenerg-13855	518	4	.	.	PUNCT
fuelectenerg-13855	519	1	201	201	NUM
fuelectenerg-13855	519	2	-	-	SYM
fuelectenerg-13855	519	3	209	209	NUM
fuelectenerg-13855	519	4	,	,	PUNCT
fuelectenerg-13855	519	5	2018	2018	NUM
fuelectenerg-13855	519	6	.	.	PUNCT
fuelectenerg-13855	520	1	[	[	X
fuelectenerg-13855	520	2	26	26	NUM
fuelectenerg-13855	520	3	]	]	PUNCT
fuelectenerg-13855	520	4	z.	z.	PROPN
fuelectenerg-13855	520	5	liu	liu	PROPN
fuelectenerg-13855	520	6	,	,	PUNCT
fuelectenerg-13855	520	7	y.	y.	PROPN
fuelectenerg-13855	520	8	lin	lin	PROPN
fuelectenerg-13855	520	9	,	,	PUNCT
fuelectenerg-13855	520	10	y.	y.	PROPN
fuelectenerg-13855	520	11	cao	cao	PROPN
fuelectenerg-13855	520	12	,	,	PUNCT
fuelectenerg-13855	520	13	h.	h.	PROPN
fuelectenerg-13855	520	14	hu	hu	PROPN
fuelectenerg-13855	520	15	,	,	PUNCT
fuelectenerg-13855	520	16	y.	y.	PROPN
fuelectenerg-13855	520	17	wei	wei	PROPN
fuelectenerg-13855	520	18	and	and	CCONJ
fuelectenerg-13855	520	19	z.	z.	PROPN
fuelectenerg-13855	520	20	zhang	zhang	PROPN
fuelectenerg-13855	520	21	,	,	PUNCT
fuelectenerg-13855	520	22	"	"	PUNCT
fuelectenerg-13855	520	23	swin	swin	PROPN
fuelectenerg-13855	520	24	transformer	transformer	PROPN
fuelectenerg-13855	520	25	:	:	PUNCT
fuelectenerg-13855	520	26	hierarchical	hierarchical	ADJ
fuelectenerg-13855	520	27	vision	vision	NOUN
fuelectenerg-13855	520	28	transformer	transformer	NOUN
fuelectenerg-13855	520	29	using	use	VERB
fuelectenerg-13855	520	30	shifted	shift	VERB
fuelectenerg-13855	520	31	windows	window	NOUN
fuelectenerg-13855	520	32	"	"	PUNCT
fuelectenerg-13855	520	33	,	,	PUNCT
fuelectenerg-13855	520	34	in	in	ADP
fuelectenerg-13855	520	35	proceedings	proceeding	NOUN
fuelectenerg-13855	520	36	of	of	ADP
fuelectenerg-13855	520	37	ieee	ieee	NOUN
fuelectenerg-13855	520	38	/	/	SYM
fuelectenerg-13855	520	39	cvf	cvf	NOUN
fuelectenerg-13855	520	40	international	international	ADJ
fuelectenerg-13855	520	41	conference	conference	NOUN
fuelectenerg-13855	520	42	on	on	ADP
fuelectenerg-13855	520	43	computer	computer	NOUN
fuelectenerg-13855	520	44	vision	vision	NOUN
fuelectenerg-13855	520	45	(	(	PUNCT
fuelectenerg-13855	520	46	iccv	iccv	PROPN
fuelectenerg-13855	520	47	)	)	PUNCT
fuelectenerg-13855	520	48	,	,	PUNCT
fuelectenerg-13855	520	49	montreal	montreal	PROPN
fuelectenerg-13855	520	50	,	,	PUNCT
fuelectenerg-13855	520	51	qc	qc	PROPN
fuelectenerg-13855	520	52	,	,	PUNCT
fuelectenerg-13855	520	53	canada	canada	PROPN
fuelectenerg-13855	520	54	,	,	PUNCT
fuelectenerg-13855	520	55	2021	2021	NUM
fuelectenerg-13855	520	56	,	,	PUNCT
fuelectenerg-13855	520	57	pp	pp	ADJ
fuelectenerg-13855	520	58	.	.	PUNCT
fuelectenerg-13855	521	1	9992	9992	NUM
fuelectenerg-13855	521	2	-	-	SYM
fuelectenerg-13855	521	3	10002	10002	NUM
fuelectenerg-13855	521	4	.	.	PUNCT
fuelectenerg-13855	522	1	[	[	X
fuelectenerg-13855	522	2	27	27	NUM
fuelectenerg-13855	522	3	]	]	PUNCT
fuelectenerg-13855	522	4	x.	x.	PROPN
fuelectenerg-13855	522	5	hu	hu	PROPN
fuelectenerg-13855	522	6	,	,	PUNCT
fuelectenerg-13855	522	7	z.	z.	PROPN
fuelectenerg-13855	522	8	zhang	zhang	PROPN
fuelectenerg-13855	522	9	,	,	PUNCT
fuelectenerg-13855	522	10	z.	z.	PROPN
fuelectenerg-13855	522	11	jiang	jiang	PROPN
fuelectenerg-13855	522	12	,	,	PUNCT
fuelectenerg-13855	522	13	s.	s.	PROPN
fuelectenerg-13855	522	14	chaudhuri	chaudhuri	PROPN
fuelectenerg-13855	522	15	,	,	PUNCT
fuelectenerg-13855	522	16	z.	z.	PROPN
fuelectenerg-13855	522	17	yang	yang	PROPN
fuelectenerg-13855	522	18	and	and	CCONJ
fuelectenerg-13855	522	19	r.	r.	PROPN
fuelectenerg-13855	522	20	nevatia	nevatia	PROPN
fuelectenerg-13855	522	21	,	,	PUNCT
fuelectenerg-13855	522	22	"	"	PUNCT
fuelectenerg-13855	522	23	span	span	NOUN
fuelectenerg-13855	522	24	:	:	PUNCT
fuelectenerg-13855	522	25	spatial	spatial	ADJ
fuelectenerg-13855	522	26	pyramid	pyramid	NOUN
fuelectenerg-13855	522	27	attention	attention	NOUN
fuelectenerg-13855	522	28	network	network	NOUN
fuelectenerg-13855	522	29	for	for	ADP
fuelectenerg-13855	522	30	image	image	NOUN
fuelectenerg-13855	522	31	manipulation	manipulation	NOUN
fuelectenerg-13855	522	32	localization	localization	NOUN
fuelectenerg-13855	522	33	"	"	PUNCT
fuelectenerg-13855	522	34	,	,	PUNCT
fuelectenerg-13855	522	35	in	in	ADP
fuelectenerg-13855	522	36	computer	computer	NOUN
fuelectenerg-13855	522	37	vision	vision	NOUN
fuelectenerg-13855	522	38	–	–	PUNCT
fuelectenerg-13855	522	39	eccv	eccv	ADJ
fuelectenerg-13855	522	40	2020	2020	NUM
fuelectenerg-13855	522	41	,	,	PUNCT
fuelectenerg-13855	522	42	lecture	lecture	NOUN
fuelectenerg-13855	522	43	notes	note	NOUN
fuelectenerg-13855	522	44	in	in	ADP
fuelectenerg-13855	522	45	computer	computer	NOUN
fuelectenerg-13855	522	46	science	science	NOUN
fuelectenerg-13855	522	47	,	,	PUNCT
fuelectenerg-13855	522	48	vol	vol	NOUN
fuelectenerg-13855	522	49	.	.	PROPN
fuelectenerg-13855	522	50	12366	12366	NUM
fuelectenerg-13855	522	51	,	,	PUNCT
fuelectenerg-13855	522	52	cham	cham	PROPN
fuelectenerg-13855	522	53	,	,	PUNCT
fuelectenerg-13855	522	54	switzerland	switzerland	PROPN
fuelectenerg-13855	522	55	:	:	PUNCT
fuelectenerg-13855	522	56	springer	springer	NOUN
fuelectenerg-13855	522	57	international	international	ADJ
fuelectenerg-13855	522	58	publishing	publishing	NOUN
fuelectenerg-13855	522	59	,	,	PUNCT
fuelectenerg-13855	522	60	2020	2020	NUM
fuelectenerg-13855	522	61	,	,	PUNCT
fuelectenerg-13855	522	62	pp	pp	ADV
fuelectenerg-13855	522	63	.	.	PUNCT
fuelectenerg-13855	523	1	312	312	NUM
fuelectenerg-13855	523	2	-	-	SYM
fuelectenerg-13855	523	3	328	328	NUM
fuelectenerg-13855	523	4	.	.	PUNCT
fuelectenerg-13855	524	1	[	[	X
fuelectenerg-13855	524	2	28	28	NUM
fuelectenerg-13855	524	3	]	]	X
fuelectenerg-13855	524	4	o.	o.	NOUN
fuelectenerg-13855	524	5	ronneberger	ronneberger	NOUN
fuelectenerg-13855	524	6	,	,	PUNCT
fuelectenerg-13855	524	7	p.	p.	NOUN
fuelectenerg-13855	524	8	fischer	fischer	PROPN
fuelectenerg-13855	524	9	and	and	CCONJ
fuelectenerg-13855	524	10	t.	t.	PROPN
fuelectenerg-13855	524	11	brox	brox	PROPN
fuelectenerg-13855	524	12	,	,	PUNCT
fuelectenerg-13855	524	13	"	"	PUNCT
fuelectenerg-13855	524	14	u	u	NOUN
fuelectenerg-13855	524	15	-	-	NOUN
fuelectenerg-13855	524	16	net	net	ADJ
fuelectenerg-13855	524	17	:	:	PUNCT
fuelectenerg-13855	524	18	convolutional	convolutional	ADJ
fuelectenerg-13855	524	19	networks	network	NOUN
fuelectenerg-13855	524	20	for	for	ADP
fuelectenerg-13855	524	21	biomedical	biomedical	ADJ
fuelectenerg-13855	524	22	image	image	NOUN
fuelectenerg-13855	524	23	segmentation	segmentation	NOUN
fuelectenerg-13855	524	24	"	"	PUNCT
fuelectenerg-13855	524	25	,	,	PUNCT
fuelectenerg-13855	524	26	in	in	ADP
fuelectenerg-13855	524	27	medical	medical	ADJ
fuelectenerg-13855	524	28	image	image	NOUN
fuelectenerg-13855	524	29	computing	computing	NOUN
fuelectenerg-13855	524	30	and	and	CCONJ
fuelectenerg-13855	524	31	computer	computer	NOUN
fuelectenerg-13855	524	32	-	-	PUNCT
fuelectenerg-13855	524	33	assisted	assist	VERB
fuelectenerg-13855	524	34	intervention	intervention	NOUN
fuelectenerg-13855	524	35	–	–	PUNCT
fuelectenerg-13855	524	36	miccai	miccai	NOUN
fuelectenerg-13855	524	37	2015	2015	NUM
fuelectenerg-13855	524	38	,	,	PUNCT
fuelectenerg-13855	524	39	n.	n.	PROPN
fuelectenerg-13855	524	40	navab	navab	PROPN
fuelectenerg-13855	524	41	,	,	PUNCT
fuelectenerg-13855	524	42	j.	j.	PROPN
fuelectenerg-13855	524	43	hornegger	hornegger	PROPN
fuelectenerg-13855	524	44	,	,	PUNCT
fuelectenerg-13855	524	45	w.	w.	PROPN
fuelectenerg-13855	524	46	wells	wells	PROPN
fuelectenerg-13855	524	47	and	and	CCONJ
fuelectenerg-13855	524	48	a.	a.	PROPN
fuelectenerg-13855	524	49	frangi	frangi	PROPN
fuelectenerg-13855	524	50	,	,	PUNCT
fuelectenerg-13855	524	51	eds	eds	PROPN
fuelectenerg-13855	524	52	.	.	PROPN
fuelectenerg-13855	524	53	,	,	PUNCT
fuelectenerg-13855	524	54	lecture	lecture	NOUN
fuelectenerg-13855	524	55	notes	note	NOUN
fuelectenerg-13855	524	56	in	in	ADP
fuelectenerg-13855	524	57	computer	computer	NOUN
fuelectenerg-13855	524	58	science	science	NOUN
fuelectenerg-13855	524	59	,	,	PUNCT
fuelectenerg-13855	524	60	vol	vol	NOUN
fuelectenerg-13855	524	61	.	.	PROPN
fuelectenerg-13855	524	62	9351	9351	NUM
fuelectenerg-13855	524	63	,	,	PUNCT
fuelectenerg-13855	524	64	cham	cham	PROPN
fuelectenerg-13855	524	65	,	,	PUNCT
fuelectenerg-13855	524	66	switzerland	switzerland	PROPN
fuelectenerg-13855	524	67	:	:	PUNCT
fuelectenerg-13855	524	68	springer	springer	NOUN
fuelectenerg-13855	524	69	,	,	PUNCT
fuelectenerg-13855	524	70	2015	2015	NUM
fuelectenerg-13855	524	71	,	,	PUNCT
fuelectenerg-13855	524	72	pp	pp	ADJ
fuelectenerg-13855	524	73	.	.	PUNCT
fuelectenerg-13855	525	1	234	234	NUM
fuelectenerg-13855	525	2	-	-	SYM
fuelectenerg-13855	525	3	241	241	NUM
fuelectenerg-13855	525	4	.	.	PUNCT
fuelectenerg-13855	526	1	[	[	X
fuelectenerg-13855	526	2	29	29	NUM
fuelectenerg-13855	526	3	]	]	X
fuelectenerg-13855	526	4	d.	d.	PROPN
fuelectenerg-13855	526	5	cozzolino	cozzolino	PROPN
fuelectenerg-13855	526	6	and	and	CCONJ
fuelectenerg-13855	526	7	l.	l.	PROPN
fuelectenerg-13855	526	8	verdoliva	verdoliva	PROPN
fuelectenerg-13855	526	9	,	,	PUNCT
fuelectenerg-13855	526	10	"	"	PUNCT
fuelectenerg-13855	526	11	noiseprint	noiseprint	NOUN
fuelectenerg-13855	526	12	:	:	PUNCT
fuelectenerg-13855	526	13	a	a	DET
fuelectenerg-13855	526	14	cnn	cnn	PROPN
fuelectenerg-13855	526	15	-	-	PUNCT
fuelectenerg-13855	526	16	based	base	VERB
fuelectenerg-13855	526	17	camera	camera	NOUN
fuelectenerg-13855	526	18	model	model	NOUN
fuelectenerg-13855	526	19	fingerprint	fingerprint	NOUN
fuelectenerg-13855	526	20	"	"	PUNCT
fuelectenerg-13855	526	21	,	,	PUNCT
fuelectenerg-13855	526	22	ieee	ieee	PROPN
fuelectenerg-13855	526	23	trans	trans	PROPN
fuelectenerg-13855	526	24	.	.	PROPN
fuelectenerg-13855	527	1	inf	inf	PROPN
fuelectenerg-13855	527	2	.	.	PUNCT
fuelectenerg-13855	527	3	forensics	forensic	NOUN
fuelectenerg-13855	527	4	secur	secur	PROPN
fuelectenerg-13855	527	5	.	.	PUNCT
fuelectenerg-13855	527	6	,	,	PUNCT
fuelectenerg-13855	527	7	vol	vol	NOUN
fuelectenerg-13855	527	8	.	.	PROPN
fuelectenerg-13855	527	9	15	15	NUM
fuelectenerg-13855	527	10	,	,	PUNCT
fuelectenerg-13855	527	11	pp	pp	ADJ
fuelectenerg-13855	527	12	.	.	PUNCT
fuelectenerg-13855	528	1	144	144	NUM
fuelectenerg-13855	528	2	-	-	SYM
fuelectenerg-13855	528	3	159	159	NUM
fuelectenerg-13855	528	4	,	,	PUNCT
fuelectenerg-13855	528	5	2020	2020	NUM
fuelectenerg-13855	528	6	.	.	PUNCT
fuelectenerg-13855	529	1	[	[	X
fuelectenerg-13855	529	2	30	30	NUM
fuelectenerg-13855	529	3	]	]	PUNCT
fuelectenerg-13855	529	4	a.	a.	NOUN
fuelectenerg-13855	529	5	rössler	rössler	NOUN
fuelectenerg-13855	529	6	,	,	PUNCT
fuelectenerg-13855	529	7	d.	d.	PROPN
fuelectenerg-13855	529	8	cozzolino	cozzolino	PROPN
fuelectenerg-13855	529	9	,	,	PUNCT
fuelectenerg-13855	529	10	l.	l.	PROPN
fuelectenerg-13855	529	11	verdoliva	verdoliva	PROPN
fuelectenerg-13855	529	12	,	,	PUNCT
fuelectenerg-13855	529	13	c.	c.	PROPN
fuelectenerg-13855	529	14	riess	riess	PROPN
fuelectenerg-13855	529	15	,	,	PUNCT
fuelectenerg-13855	529	16	j.	j.	PROPN
fuelectenerg-13855	529	17	thies	thies	PROPN
fuelectenerg-13855	529	18	and	and	CCONJ
fuelectenerg-13855	529	19	m.	m.	NOUN
fuelectenerg-13855	529	20	niessner	niessner	NOUN
fuelectenerg-13855	529	21	,	,	PUNCT
fuelectenerg-13855	529	22	"	"	PUNCT
fuelectenerg-13855	529	23	faceforensics++	faceforensics++	ADV
fuelectenerg-13855	529	24	:	:	PUNCT
fuelectenerg-13855	529	25	learning	learn	VERB
fuelectenerg-13855	529	26	to	to	PART
fuelectenerg-13855	529	27	detect	detect	VERB
fuelectenerg-13855	529	28	manipulated	manipulate	VERB
fuelectenerg-13855	529	29	facial	facial	ADJ
fuelectenerg-13855	529	30	images	image	NOUN
fuelectenerg-13855	529	31	"	"	PUNCT
fuelectenerg-13855	529	32	,	,	PUNCT
fuelectenerg-13855	529	33	in	in	ADP
fuelectenerg-13855	529	34	proceedings	proceeding	NOUN
fuelectenerg-13855	529	35	of	of	ADP
fuelectenerg-13855	529	36	ieee	ieee	NOUN
fuelectenerg-13855	529	37	/	/	SYM
fuelectenerg-13855	529	38	cvf	cvf	NOUN
fuelectenerg-13855	529	39	international	international	ADJ
fuelectenerg-13855	529	40	conference	conference	NOUN
fuelectenerg-13855	529	41	on	on	ADP
fuelectenerg-13855	529	42	computer	computer	NOUN
fuelectenerg-13855	529	43	vision	vision	NOUN
fuelectenerg-13855	529	44	(	(	PUNCT
fuelectenerg-13855	529	45	iccv	iccv	PROPN
fuelectenerg-13855	529	46	)	)	PUNCT
fuelectenerg-13855	529	47	,	,	PUNCT
fuelectenerg-13855	529	48	seoul	seoul	PROPN
fuelectenerg-13855	529	49	,	,	PUNCT
fuelectenerg-13855	529	50	korea	korea	PROPN
fuelectenerg-13855	529	51	(	(	PUNCT
fuelectenerg-13855	529	52	south	south	PROPN
fuelectenerg-13855	529	53	)	)	PUNCT
fuelectenerg-13855	529	54	,	,	PUNCT
fuelectenerg-13855	529	55	2019	2019	NUM
fuelectenerg-13855	529	56	,	,	PUNCT
fuelectenerg-13855	529	57	pp	pp	ADJ
fuelectenerg-13855	529	58	.	.	PUNCT
fuelectenerg-13855	530	1	1	1	NUM
fuelectenerg-13855	530	2	-	-	SYM
fuelectenerg-13855	530	3	11	11	NUM
fuelectenerg-13855	530	4	.	.	PUNCT
fuelectenerg-13855	531	1	[	[	X
fuelectenerg-13855	531	2	31	31	NUM
fuelectenerg-13855	531	3	]	]	PUNCT
fuelectenerg-13855	531	4	m.	m.	NOUN
fuelectenerg-13855	531	5	barni	barni	PROPN
fuelectenerg-13855	531	6	,	,	PUNCT
fuelectenerg-13855	531	7	l.	l.	PROPN
fuelectenerg-13855	531	8	bondi	bondi	PROPN
fuelectenerg-13855	531	9	,	,	PUNCT
fuelectenerg-13855	531	10	n.	n.	PROPN
fuelectenerg-13855	531	11	bonettini	bonettini	PROPN
fuelectenerg-13855	531	12	,	,	PUNCT
fuelectenerg-13855	531	13	p.	p.	PROPN
fuelectenerg-13855	531	14	bestagini	bestagini	PROPN
fuelectenerg-13855	531	15	,	,	PUNCT
fuelectenerg-13855	531	16	a.	a.	PROPN
fuelectenerg-13855	531	17	costanzo	costanzo	PROPN
fuelectenerg-13855	531	18	,	,	PUNCT
fuelectenerg-13855	531	19	m.	m.	NOUN
fuelectenerg-13855	531	20	maggini	maggini	PROPN
fuelectenerg-13855	531	21	,	,	PUNCT
fuelectenerg-13855	531	22	b.	b.	PROPN
fuelectenerg-13855	531	23	tondi	tondi	PROPN
fuelectenerg-13855	531	24	and	and	CCONJ
fuelectenerg-13855	531	25	s.	s.	PROPN
fuelectenerg-13855	531	26	tubaro	tubaro	PROPN
fuelectenerg-13855	531	27	,	,	PUNCT
fuelectenerg-13855	531	28	"	"	PUNCT
fuelectenerg-13855	531	29	aligned	aligned	ADJ
fuelectenerg-13855	531	30	and	and	CCONJ
fuelectenerg-13855	531	31	non	non	ADJ
fuelectenerg-13855	531	32	-	-	ADJ
fuelectenerg-13855	531	33	aligned	aligned	ADJ
fuelectenerg-13855	531	34	double	double	ADJ
fuelectenerg-13855	531	35	jpeg	jpeg	NOUN
fuelectenerg-13855	531	36	detection	detection	NOUN
fuelectenerg-13855	531	37	using	use	VERB
fuelectenerg-13855	531	38	convolutional	convolutional	ADJ
fuelectenerg-13855	531	39	neural	neural	ADJ
fuelectenerg-13855	531	40	networks	network	NOUN
fuelectenerg-13855	531	41	"	"	PUNCT
fuelectenerg-13855	531	42	,	,	PUNCT
fuelectenerg-13855	531	43	j.	j.	PROPN
fuelectenerg-13855	531	44	vis	vis	X
fuelectenerg-13855	531	45	.	.	PUNCT
fuelectenerg-13855	531	46	commun	commun	PROPN
fuelectenerg-13855	531	47	.	.	PUNCT
fuelectenerg-13855	532	1	image	image	PROPN
fuelectenerg-13855	532	2	represent	represent	VERB
fuelectenerg-13855	532	3	.	.	PUNCT
fuelectenerg-13855	533	1	,	,	PUNCT
fuelectenerg-13855	533	2	vol	vol	NOUN
fuelectenerg-13855	533	3	.	.	PROPN
fuelectenerg-13855	533	4	49	49	NUM
fuelectenerg-13855	533	5	,	,	PUNCT
fuelectenerg-13855	533	6	pp	pp	ADJ
fuelectenerg-13855	533	7	.	.	PUNCT
fuelectenerg-13855	534	1	153	153	NUM
fuelectenerg-13855	534	2	-	-	SYM
fuelectenerg-13855	534	3	163	163	NUM
fuelectenerg-13855	534	4	,	,	PUNCT
fuelectenerg-13855	534	5	2017	2017	NUM
fuelectenerg-13855	534	6	.	.	PUNCT
fuelectenerg-13855	535	1	[	[	X
fuelectenerg-13855	535	2	32	32	NUM
fuelectenerg-13855	535	3	]	]	PUNCT
fuelectenerg-13855	535	4	casia	casia	NOUN
fuelectenerg-13855	535	5	image	image	NOUN
fuelectenerg-13855	535	6	tampering	tamper	VERB
fuelectenerg-13855	535	7	detection	detection	NOUN
fuelectenerg-13855	535	8	evaluation	evaluation	NOUN
fuelectenerg-13855	535	9	database	database	NOUN
fuelectenerg-13855	535	10	.	.	PUNCT
fuelectenerg-13855	536	1	[	[	X
fuelectenerg-13855	536	2	online	online	X
fuelectenerg-13855	536	3	]	]	X
fuelectenerg-13855	536	4	.	.	PUNCT
fuelectenerg-13855	537	1	available	available	ADJ
fuelectenerg-13855	537	2	:	:	PUNCT
fuelectenerg-13855	538	1	http://forensics.idealtest.org/	http://forensics.idealtest.org/	PROPN
fuelectenerg-13855	538	2	[	[	X
fuelectenerg-13855	538	3	33	33	NUM
fuelectenerg-13855	538	4	]	]	PUNCT
fuelectenerg-13855	538	5	columbia	columbia	PROPN
fuelectenerg-13855	538	6	image	image	NOUN
fuelectenerg-13855	538	7	splicing	splicing	NOUN
fuelectenerg-13855	538	8	detection	detection	NOUN
fuelectenerg-13855	538	9	evaluation	evaluation	NOUN
fuelectenerg-13855	538	10	dataset	dataset	NOUN
fuelectenerg-13855	538	11	.	.	PUNCT
fuelectenerg-13855	539	1	[	[	X
fuelectenerg-13855	539	2	online	online	X
fuelectenerg-13855	539	3	]	]	X
fuelectenerg-13855	539	4	.	.	PUNCT
fuelectenerg-13855	540	1	available	available	ADJ
fuelectenerg-13855	540	2	:	:	PUNCT
fuelectenerg-13855	540	3	https://www.ee.columbia.edu/	https://www.ee.columbia.edu/	VERB
fuelectenerg-13855	540	4	ln	ln	PROPN
fuelectenerg-13855	540	5	/	/	SYM
fuelectenerg-13855	540	6	dvmm	dvmm	ADJ
fuelectenerg-13855	540	7	/	/	SYM
fuelectenerg-13855	540	8	downloads	download	NOUN
fuelectenerg-13855	540	9	/	/	SYM
fuelectenerg-13855	540	10	authspliceddataset/	authspliceddataset/	NUM
fuelectenerg-13855	540	11	[	[	SYM
fuelectenerg-13855	540	12	34	34	NUM
fuelectenerg-13855	540	13	]	]	X
fuelectenerg-13855	540	14	d.	d.	PROPN
fuelectenerg-13855	540	15	tralić	tralić	PROPN
fuelectenerg-13855	540	16	,	,	PUNCT
fuelectenerg-13855	540	17	i.	i.	PROPN
fuelectenerg-13855	540	18	župančić	župančić	PROPN
fuelectenerg-13855	540	19	,	,	PUNCT
fuelectenerg-13855	540	20	s.	s.	PROPN
fuelectenerg-13855	540	21	grgić	grgić	PROPN
fuelectenerg-13855	540	22	and	and	CCONJ
fuelectenerg-13855	540	23	m.	m.	PROPN
fuelectenerg-13855	540	24	grgić	grgić	PROPN
fuelectenerg-13855	540	25	,	,	PUNCT
fuelectenerg-13855	540	26	"	"	PUNCT
fuelectenerg-13855	540	27	comofod	comofod	ADJ
fuelectenerg-13855	540	28	–	–	PUNCT
fuelectenerg-13855	540	29	new	new	ADJ
fuelectenerg-13855	540	30	database	database	NOUN
fuelectenerg-13855	540	31	for	for	ADP
fuelectenerg-13855	540	32	copy	copy	NOUN
fuelectenerg-13855	540	33	-	-	PUNCT
fuelectenerg-13855	540	34	move	move	NOUN
fuelectenerg-13855	540	35	forgery	forgery	NOUN
fuelectenerg-13855	540	36	detection	detection	NOUN
fuelectenerg-13855	540	37	"	"	PUNCT
fuelectenerg-13855	540	38	,	,	PUNCT
fuelectenerg-13855	540	39	in	in	ADP
fuelectenerg-13855	540	40	proceedings	proceeding	NOUN
fuelectenerg-13855	540	41	of	of	ADP
fuelectenerg-13855	540	42	the	the	DET
fuelectenerg-13855	540	43	55th	55th	ADJ
fuelectenerg-13855	540	44	international	international	ADJ
fuelectenerg-13855	540	45	symposium	symposium	NOUN
fuelectenerg-13855	540	46	elmar2013	elmar2013	PROPN
fuelectenerg-13855	540	47	,	,	PUNCT
fuelectenerg-13855	540	48	zadar	zadar	PROPN
fuelectenerg-13855	540	49	,	,	PUNCT
fuelectenerg-13855	540	50	croatia	croatia	PROPN
fuelectenerg-13855	540	51	,	,	PUNCT
fuelectenerg-13855	540	52	sep	sep	PROPN
fuelectenerg-13855	540	53	.	.	PROPN
fuelectenerg-13855	541	1	2013	2013	NUM
fuelectenerg-13855	541	2	,	,	PUNCT
fuelectenerg-13855	541	3	pp	pp	ADJ
fuelectenerg-13855	541	4	.	.	PUNCT
fuelectenerg-13855	542	1	49	49	NUM
fuelectenerg-13855	542	2	-	-	SYM
fuelectenerg-13855	542	3	54	54	NUM
fuelectenerg-13855	542	4	.	.	PUNCT
fuelectenerg-13855	543	1	overview	overview	NOUN
fuelectenerg-13855	543	2	of	of	ADP
fuelectenerg-13855	543	3	digital	digital	ADJ
fuelectenerg-13855	543	4	image	image	NOUN
fuelectenerg-13855	543	5	forgery	forgery	NOUN
fuelectenerg-13855	543	6	detection	detection	NOUN
fuelectenerg-13855	543	7	603	603	NUM
fuelectenerg-13855	543	8	[	[	X
fuelectenerg-13855	543	9	35	35	NUM
fuelectenerg-13855	543	10	]	]	PUNCT
fuelectenerg-13855	543	11	j.	j.	PROPN
fuelectenerg-13855	543	12	guo	guo	PROPN
fuelectenerg-13855	543	13	,	,	PUNCT
fuelectenerg-13855	543	14	j.	j.	PROPN
fuelectenerg-13855	543	15	zhang	zhang	PROPN
fuelectenerg-13855	543	16	,	,	PUNCT
fuelectenerg-13855	543	17	t.	t.	PROPN
fuelectenerg-13855	543	18	chen	chen	PROPN
fuelectenerg-13855	543	19	and	and	CCONJ
fuelectenerg-13855	543	20	h.	h.	PROPN
fuelectenerg-13855	543	21	liu	liu	PROPN
fuelectenerg-13855	543	22	,	,	PUNCT
fuelectenerg-13855	543	23	"	"	PUNCT
fuelectenerg-13855	543	24	hierarchical	hierarchical	ADJ
fuelectenerg-13855	543	25	fine	fine	ADV
fuelectenerg-13855	543	26	-	-	PUNCT
fuelectenerg-13855	543	27	grained	grain	VERB
fuelectenerg-13855	543	28	image	image	NOUN
fuelectenerg-13855	543	29	forgery	forgery	NOUN
fuelectenerg-13855	543	30	detection	detection	NOUN
fuelectenerg-13855	543	31	and	and	CCONJ
fuelectenerg-13855	543	32	localization	localization	NOUN
fuelectenerg-13855	543	33	"	"	PUNCT
fuelectenerg-13855	543	34	,	,	PUNCT
fuelectenerg-13855	543	35	in	in	ADP
fuelectenerg-13855	543	36	proceedings	proceeding	NOUN
fuelectenerg-13855	543	37	of	of	ADP
fuelectenerg-13855	543	38	ieee	ieee	NOUN
fuelectenerg-13855	543	39	/	/	SYM
fuelectenerg-13855	543	40	cvpr	cvpr	NOUN
fuelectenerg-13855	543	41	2023	2023	NUM
fuelectenerg-13855	543	42	,	,	PUNCT
fuelectenerg-13855	543	43	pp	pp	ADJ
fuelectenerg-13855	543	44	.	.	PUNCT
fuelectenerg-13855	544	1	9457–9466	9457–9466	NUM
fuelectenerg-13855	544	2	.	.	PUNCT
fuelectenerg-13855	545	1	[	[	X
fuelectenerg-13855	545	2	36	36	NUM
fuelectenerg-13855	545	3	]	]	X
fuelectenerg-13855	545	4	y.	y.	PROPN
fuelectenerg-13855	545	5	liu	liu	PROPN
fuelectenerg-13855	545	6	,	,	PUNCT
fuelectenerg-13855	545	7	x.	x.	PROPN
fuelectenerg-13855	545	8	zhu	zhu	PROPN
fuelectenerg-13855	545	9	,	,	PUNCT
fuelectenerg-13855	545	10	x.	x.	PROPN
fuelectenerg-13855	545	11	zhao	zhao	PROPN
fuelectenerg-13855	545	12	and	and	CCONJ
fuelectenerg-13855	545	13	y.	y.	PROPN
fuelectenerg-13855	545	14	cao	cao	PROPN
fuelectenerg-13855	545	15	,	,	PUNCT
fuelectenerg-13855	545	16	"	"	PUNCT
fuelectenerg-13855	545	17	adversarial	adversarial	ADJ
fuelectenerg-13855	545	18	learning	learning	NOUN
fuelectenerg-13855	545	19	for	for	ADP
fuelectenerg-13855	545	20	constrained	constrained	ADJ
fuelectenerg-13855	545	21	image	image	NOUN
fuelectenerg-13855	545	22	splicing	splicing	NOUN
fuelectenerg-13855	545	23	detection	detection	NOUN
fuelectenerg-13855	545	24	and	and	CCONJ
fuelectenerg-13855	545	25	localization	localization	NOUN
fuelectenerg-13855	545	26	based	base	VERB
fuelectenerg-13855	545	27	on	on	ADP
fuelectenerg-13855	545	28	atrous	atrous	ADJ
fuelectenerg-13855	545	29	convolution	convolution	NOUN
fuelectenerg-13855	545	30	,	,	PUNCT
fuelectenerg-13855	545	31	"	"	PUNCT
fuelectenerg-13855	545	32	ieee	ieee	NOUN
fuelectenerg-13855	545	33	trans	trans	PROPN
fuelectenerg-13855	545	34	.	.	PROPN
fuelectenerg-13855	545	35	inf	inf	PROPN
fuelectenerg-13855	545	36	.	.	PUNCT
fuelectenerg-13855	545	37	forensics	forensic	NOUN
fuelectenerg-13855	545	38	secur	secur	PROPN
fuelectenerg-13855	545	39	.	.	PUNCT
fuelectenerg-13855	545	40	,	,	PUNCT
fuelectenerg-13855	545	41	vol	vol	NOUN
fuelectenerg-13855	545	42	.	.	PROPN
fuelectenerg-13855	546	1	14	14	NUM
fuelectenerg-13855	546	2	,	,	PUNCT
fuelectenerg-13855	546	3	no	no	INTJ
fuelectenerg-13855	546	4	.	.	NOUN
fuelectenerg-13855	546	5	10	10	NUM
fuelectenerg-13855	546	6	,	,	PUNCT
fuelectenerg-13855	546	7	pp	pp	ADJ
fuelectenerg-13855	546	8	.	.	PUNCT
fuelectenerg-13855	547	1	2551	2551	NUM
fuelectenerg-13855	547	2	-	-	SYM
fuelectenerg-13855	547	3	2566	2566	NUM
fuelectenerg-13855	547	4	,	,	PUNCT
fuelectenerg-13855	547	5	oct	oct	PROPN
fuelectenerg-13855	547	6	.	.	PROPN
fuelectenerg-13855	547	7	2019	2019	NUM
fuelectenerg-13855	547	8	.	.	PUNCT
fuelectenerg-13855	548	1	[	[	X
fuelectenerg-13855	548	2	37	37	NUM
fuelectenerg-13855	548	3	]	]	PUNCT
fuelectenerg-13855	548	4	a.	a.	NOUN
fuelectenerg-13855	548	5	a.	a.	NOUN
fuelectenerg-13855	548	6	solanke	solanke	NOUN
fuelectenerg-13855	548	7	,	,	PUNCT
fuelectenerg-13855	548	8	"	"	PUNCT
fuelectenerg-13855	548	9	explainable	explainable	ADJ
fuelectenerg-13855	548	10	digital	digital	ADJ
fuelectenerg-13855	548	11	forensics	forensic	NOUN
fuelectenerg-13855	548	12	ai	ai	VERB
fuelectenerg-13855	548	13	:	:	PUNCT
fuelectenerg-13855	548	14	towards	towards	ADP
fuelectenerg-13855	548	15	mitigating	mitigate	VERB
fuelectenerg-13855	548	16	distrust	distrust	NOUN
fuelectenerg-13855	548	17	in	in	ADP
fuelectenerg-13855	548	18	ai	ai	ADV
fuelectenerg-13855	548	19	-	-	PUNCT
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fuelectenerg-13855	548	21	digital	digital	ADJ
fuelectenerg-13855	548	22	forensics	forensic	NOUN
fuelectenerg-13855	548	23	analysis	analysis	NOUN
fuelectenerg-13855	548	24	using	use	VERB
fuelectenerg-13855	548	25	interpretable	interpretable	ADJ
fuelectenerg-13855	548	26	models	model	NOUN
fuelectenerg-13855	548	27	"	"	PUNCT
fuelectenerg-13855	548	28	,	,	PUNCT
fuelectenerg-13855	548	29	forensic	forensic	ADJ
fuelectenerg-13855	548	30	sci	sci	PROPN
fuelectenerg-13855	548	31	.	.	PUNCT
fuelectenerg-13855	548	32	int	int	PROPN
fuelectenerg-13855	548	33	.	.	PUNCT
fuelectenerg-13855	548	34	:	:	PUNCT
fuelectenerg-13855	549	1	digit	digit	PROPN
fuelectenerg-13855	549	2	.	.	PUNCT
fuelectenerg-13855	549	3	investig	investig	PROPN
fuelectenerg-13855	549	4	.	.	PROPN
fuelectenerg-13855	549	5	,	,	PUNCT
fuelectenerg-13855	549	6	vol	vol	NOUN
fuelectenerg-13855	549	7	.	.	PROPN
fuelectenerg-13855	549	8	42	42	NUM
fuelectenerg-13855	549	9	,	,	PUNCT
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fuelectenerg-13855	549	12	,	,	PUNCT
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fuelectenerg-13855	549	14	.	.	PUNCT
fuelectenerg-13855	550	1	[	[	X
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fuelectenerg-13855	550	3	]	]	PUNCT
fuelectenerg-13855	550	4	h.	h.	PROPN
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fuelectenerg-13855	550	9	,	,	PUNCT
fuelectenerg-13855	550	10	z.	z.	PROPN
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fuelectenerg-13855	550	13	l.	l.	PROPN
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fuelectenerg-13855	550	16	"	"	PUNCT
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fuelectenerg-13855	550	25	open	open	ADJ
fuelectenerg-13855	550	26	domain	domain	NOUN
fuelectenerg-13855	550	27	image	image	NOUN
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fuelectenerg-13855	550	30	"	"	PUNCT
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fuelectenerg-13855	550	36	.	.	PUNCT
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fuelectenerg-13855	551	3	.	.	PUNCT
fuelectenerg-13855	551	4	,	,	PUNCT
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fuelectenerg-13855	551	6	.	.	PUNCT
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fuelectenerg-13855	552	2	,	,	PUNCT
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fuelectenerg-13855	552	6	2025	2025	NUM
fuelectenerg-13855	552	7	.	.	PUNCT
fuelectenerg-13855	553	1	[	[	X
fuelectenerg-13855	553	2	39	39	NUM
fuelectenerg-13855	553	3	]	]	PUNCT
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fuelectenerg-13855	553	6	,	,	PUNCT
fuelectenerg-13855	553	7	x.	x.	PROPN
fuelectenerg-13855	553	8	ke	ke	PROPN
fuelectenerg-13855	553	9	and	and	CCONJ
fuelectenerg-13855	553	10	w.	w.	PROPN
fuelectenerg-13855	553	11	guo	guo	PROPN
fuelectenerg-13855	553	12	,	,	PUNCT
fuelectenerg-13855	553	13	"	"	PUNCT
fuelectenerg-13855	553	14	zero	zero	NUM
fuelectenerg-13855	553	15	-	-	PUNCT
fuelectenerg-13855	553	16	shot	shot	NOUN
fuelectenerg-13855	553	17	3d	3d	PROPN
fuelectenerg-13855	553	18	anomaly	anomaly	NOUN
fuelectenerg-13855	553	19	detection	detection	NOUN
fuelectenerg-13855	553	20	via	via	ADP
fuelectenerg-13855	553	21	online	online	ADJ
fuelectenerg-13855	553	22	voter	voter	NOUN
fuelectenerg-13855	553	23	mechanism	mechanism	NOUN
fuelectenerg-13855	553	24	"	"	PUNCT
fuelectenerg-13855	553	25	,	,	PUNCT
fuelectenerg-13855	553	26	neural	neural	ADJ
fuelectenerg-13855	553	27	netw	netw	NOUN
fuelectenerg-13855	553	28	.	.	PUNCT
fuelectenerg-13855	553	29	,	,	PUNCT
fuelectenerg-13855	553	30	vol	vol	NOUN
fuelectenerg-13855	553	31	.	.	PROPN
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fuelectenerg-13855	553	34	p.	p.	NOUN
fuelectenerg-13855	553	35	107398	107398	NUM
fuelectenerg-13855	553	36	,	,	PUNCT
fuelectenerg-13855	553	37	2025	2025	NUM
fuelectenerg-13855	553	38	.	.	PUNCT
fuelectenerg-13855	554	1	[	[	X
fuelectenerg-13855	554	2	40	40	NUM
fuelectenerg-13855	554	3	]	]	PUNCT
fuelectenerg-13855	554	4	s.	s.	PROPN
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fuelectenerg-13855	554	6	,	,	PUNCT
fuelectenerg-13855	554	7	s.	s.	PROPN
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fuelectenerg-13855	554	9	and	and	CCONJ
fuelectenerg-13855	554	10	d.	d.	PROPN
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fuelectenerg-13855	554	12	,	,	PUNCT
fuelectenerg-13855	554	13	"	"	PUNCT
fuelectenerg-13855	554	14	spatio	spatio	ADJ
fuelectenerg-13855	554	15	-	-	PUNCT
fuelectenerg-13855	554	16	temporal	temporal	ADJ
fuelectenerg-13855	554	17	knowledge	knowledge	NOUN
fuelectenerg-13855	554	18	distilled	distil	VERB
fuelectenerg-13855	554	19	video	video	NOUN
fuelectenerg-13855	554	20	vision	vision	NOUN
fuelectenerg-13855	554	21	transformer	transformer	NOUN
fuelectenerg-13855	554	22	(	(	PUNCT
fuelectenerg-13855	554	23	stkd	stkd	ADJ
fuelectenerg-13855	554	24	-	-	NOUN
fuelectenerg-13855	554	25	vvit	vvit	NOUN
fuelectenerg-13855	554	26	)	)	PUNCT
fuelectenerg-13855	554	27	for	for	ADP
fuelectenerg-13855	554	28	multimodal	multimodal	NOUN
fuelectenerg-13855	554	29	deepfake	deepfake	NOUN
fuelectenerg-13855	554	30	detection	detection	NOUN
fuelectenerg-13855	554	31	"	"	PUNCT
fuelectenerg-13855	554	32	,	,	PUNCT
fuelectenerg-13855	554	33	neurocomputing	neurocomputing	NOUN
fuelectenerg-13855	554	34	,	,	PUNCT
fuelectenerg-13855	554	35	vol	vol	NOUN
fuelectenerg-13855	554	36	.	.	NOUN
fuelectenerg-13855	554	37	620	620	NUM
fuelectenerg-13855	554	38	,	,	PUNCT
fuelectenerg-13855	554	39	p.	p.	NOUN
fuelectenerg-13855	554	40	129256	129256	NUM
fuelectenerg-13855	554	41	,	,	PUNCT
fuelectenerg-13855	554	42	2025	2025	NUM
fuelectenerg-13855	554	43	.	.	PUNCT
fuelectenerg-13855	555	1	[	[	X
fuelectenerg-13855	555	2	41	41	NUM
fuelectenerg-13855	555	3	]	]	X
fuelectenerg-13855	555	4	n.	n.	PROPN
fuelectenerg-13855	555	5	xiao	xiao	PROPN
fuelectenerg-13855	555	6	,	,	PUNCT
fuelectenerg-13855	555	7	z.	z.	PROPN
fuelectenerg-13855	555	8	wang	wang	PROPN
fuelectenerg-13855	555	9	,	,	PUNCT
fuelectenerg-13855	555	10	x.	x.	PROPN
fuelectenerg-13855	555	11	sun	sun	PROPN
fuelectenerg-13855	555	12	and	and	CCONJ
fuelectenerg-13855	555	13	j.	j.	PROPN
fuelectenerg-13855	555	14	miao	miao	PROPN
fuelectenerg-13855	555	15	,	,	PUNCT
fuelectenerg-13855	555	16	"	"	PUNCT
fuelectenerg-13855	555	17	a	a	DET
fuelectenerg-13855	555	18	novel	novel	NOUN
fuelectenerg-13855	555	19	blockchain	blockchain	NOUN
fuelectenerg-13855	555	20	-	-	PUNCT
fuelectenerg-13855	555	21	based	base	VERB
fuelectenerg-13855	555	22	digital	digital	ADJ
fuelectenerg-13855	555	23	forensics	forensic	NOUN
fuelectenerg-13855	555	24	framework	framework	NOUN
fuelectenerg-13855	555	25	for	for	ADP
fuelectenerg-13855	555	26	preserving	preserve	VERB
fuelectenerg-13855	555	27	evidence	evidence	NOUN
fuelectenerg-13855	555	28	and	and	CCONJ
fuelectenerg-13855	555	29	enabling	enable	VERB
fuelectenerg-13855	555	30	investigation	investigation	NOUN
fuelectenerg-13855	555	31	in	in	ADP
fuelectenerg-13855	555	32	industrial	industrial	ADJ
fuelectenerg-13855	555	33	internet	internet	NOUN
fuelectenerg-13855	555	34	of	of	ADP
fuelectenerg-13855	555	35	things	thing	NOUN
fuelectenerg-13855	555	36	"	"	PUNCT
fuelectenerg-13855	555	37	,	,	PUNCT
fuelectenerg-13855	555	38	alexandria	alexandria	PROPN
fuelectenerg-13855	555	39	eng	eng	PROPN
fuelectenerg-13855	555	40	.	.	PUNCT
fuelectenerg-13855	556	1	j.	j.	PROPN
fuelectenerg-13855	556	2	,	,	PUNCT
fuelectenerg-13855	556	3	vol	vol	NOUN
fuelectenerg-13855	556	4	.	.	PROPN
fuelectenerg-13855	556	5	86	86	NUM
fuelectenerg-13855	556	6	,	,	PUNCT
fuelectenerg-13855	556	7	pp	pp	ADJ
fuelectenerg-13855	556	8	.	.	PUNCT
fuelectenerg-13855	557	1	631	631	NUM
fuelectenerg-13855	557	2	-	-	PUNCT
fuelectenerg-13855	557	3	643	643	NUM
fuelectenerg-13855	557	4	,	,	PUNCT
fuelectenerg-13855	557	5	2024	2024	NUM
fuelectenerg-13855	557	6	.	.	PUNCT
fuelectenerg-13855	558	1	[	[	X
fuelectenerg-13855	558	2	42	42	NUM
fuelectenerg-13855	558	3	]	]	X
fuelectenerg-13855	558	4	i.	i.	PROPN
fuelectenerg-13855	558	5	amerini	amerini	PROPN
fuelectenerg-13855	558	6	,	,	PUNCT
fuelectenerg-13855	558	7	m.	m.	NOUN
fuelectenerg-13855	558	8	barni	barni	PROPN
fuelectenerg-13855	558	9	,	,	PUNCT
fuelectenerg-13855	558	10	s.	s.	PROPN
fuelectenerg-13855	558	11	battiato	battiato	PROPN
fuelectenerg-13855	558	12	,	,	PUNCT
fuelectenerg-13855	558	13	p.	p.	PROPN
fuelectenerg-13855	558	14	bestagini	bestagini	PROPN
fuelectenerg-13855	558	15	,	,	PUNCT
fuelectenerg-13855	558	16	g.	g.	PROPN
fuelectenerg-13855	558	17	boato	boato	PROPN
fuelectenerg-13855	558	18	,	,	PUNCT
fuelectenerg-13855	558	19	t.	t.	PROPN
fuelectenerg-13855	558	20	s.	s.	PROPN
fuelectenerg-13855	558	21	bonaventura	bonaventura	PROPN
fuelectenerg-13855	558	22	et	et	PROPN
fuelectenerg-13855	558	23	al	al	PROPN
fuelectenerg-13855	558	24	.	.	PROPN
fuelectenerg-13855	558	25	,	,	PUNCT
fuelectenerg-13855	558	26	"	"	PUNCT
fuelectenerg-13855	558	27	deepfake	deepfake	VERB
fuelectenerg-13855	558	28	media	medium	NOUN
fuelectenerg-13855	558	29	forensics	forensic	NOUN
fuelectenerg-13855	558	30	:	:	PUNCT
fuelectenerg-13855	558	31	state	state	NOUN
fuelectenerg-13855	558	32	of	of	ADP
fuelectenerg-13855	558	33	the	the	DET
fuelectenerg-13855	558	34	art	art	NOUN
fuelectenerg-13855	558	35	and	and	CCONJ
fuelectenerg-13855	558	36	challenges	challenge	NOUN
fuelectenerg-13855	558	37	ahead	ahead	ADV
fuelectenerg-13855	558	38	"	"	PUNCT
fuelectenerg-13855	558	39	,	,	PUNCT
fuelectenerg-13855	558	40	arxiv	arxiv	PROPN
fuelectenerg-13855	558	41	preprint	preprint	VERB
fuelectenerg-13855	558	42	arxiv:2408.00388	arxiv:2408.00388	NUM
fuelectenerg-13855	558	43	,	,	PUNCT
fuelectenerg-13855	558	44	aug	aug	PROPN
fuelectenerg-13855	558	45	.	.	PROPN
fuelectenerg-13855	558	46	2024	2024	NUM
fuelectenerg-13855	558	47	.	.	PUNCT
fuelectenerg-13855	559	1	[	[	X
fuelectenerg-13855	559	2	43	43	NUM
fuelectenerg-13855	559	3	]	]	X
fuelectenerg-13855	559	4	i.	i.	PROPN
fuelectenerg-13855	559	5	vuković	vuković	PROPN
fuelectenerg-13855	559	6	,	,	PUNCT
fuelectenerg-13855	559	7	p.	p.	PROPN
fuelectenerg-13855	559	8	čisar	čisar	PROPN
fuelectenerg-13855	559	9	,	,	PUNCT
fuelectenerg-13855	559	10	k.	k.	PROPN
fuelectenerg-13855	559	11	kuk	kuk	PROPN
fuelectenerg-13855	559	12	,	,	PUNCT
fuelectenerg-13855	559	13	m.	m.	NOUN
fuelectenerg-13855	559	14	banđur	banđur	NOUN
fuelectenerg-13855	559	15	and	and	CCONJ
fuelectenerg-13855	559	16	b.	b.	PROPN
fuelectenerg-13855	559	17	popović	popović	PROPN
fuelectenerg-13855	559	18	,	,	PUNCT
fuelectenerg-13855	559	19	"	"	PUNCT
fuelectenerg-13855	559	20	influence	influence	NOUN
fuelectenerg-13855	559	21	of	of	ADP
fuelectenerg-13855	559	22	image	image	NOUN
fuelectenerg-13855	559	23	enhancement	enhancement	NOUN
fuelectenerg-13855	559	24	techniques	technique	NOUN
fuelectenerg-13855	559	25	on	on	ADP
fuelectenerg-13855	559	26	effectiveness	effectiveness	NOUN
fuelectenerg-13855	559	27	of	of	ADP
fuelectenerg-13855	559	28	unconstrained	unconstrained	ADJ
fuelectenerg-13855	559	29	face	face	NOUN
fuelectenerg-13855	559	30	detection	detection	NOUN
fuelectenerg-13855	559	31	and	and	CCONJ
fuelectenerg-13855	559	32	identification	identification	NOUN
fuelectenerg-13855	559	33	"	"	PUNCT
fuelectenerg-13855	559	34	,	,	PUNCT
fuelectenerg-13855	559	35	elektronika	elektronika	PROPN
fuelectenerg-13855	559	36	ir	ir	PROPN
fuelectenerg-13855	559	37	elektrotechnika	elektrotechnika	NOUN
fuelectenerg-13855	559	38	,	,	PUNCT
fuelectenerg-13855	559	39	vol	vol	NOUN
fuelectenerg-13855	559	40	.	.	PROPN
fuelectenerg-13855	559	41	27	27	NUM
fuelectenerg-13855	559	42	,	,	PUNCT
fuelectenerg-13855	559	43	no	no	INTJ
fuelectenerg-13855	559	44	.	.	NOUN
fuelectenerg-13855	559	45	5	5	NUM
fuelectenerg-13855	559	46	,	,	PUNCT
fuelectenerg-13855	559	47	pp	pp	ADJ
fuelectenerg-13855	559	48	.	.	PUNCT
fuelectenerg-13855	559	49	49	49	NUM
fuelectenerg-13855	559	50	-	-	SYM
fuelectenerg-13855	559	51	58	58	NUM
fuelectenerg-13855	559	52	,	,	PUNCT
fuelectenerg-13855	559	53	2021	2021	NUM
fuelectenerg-13855	559	54	.	.	PUNCT
fuelectenerg-13855	560	1	[	[	X
fuelectenerg-13855	560	2	44	44	NUM
fuelectenerg-13855	560	3	]	]	X
fuelectenerg-13855	560	4	u.	u.	NOUN
fuelectenerg-13855	560	5	samariya	samariya	PROPN
fuelectenerg-13855	560	6	,	,	PUNCT
fuelectenerg-13855	560	7	s.	s.	PROPN
fuelectenerg-13855	560	8	d.	d.	PROPN
fuelectenerg-13855	560	9	kamble	kamble	PROPN
fuelectenerg-13855	560	10	,	,	PUNCT
fuelectenerg-13855	560	11	s.	s.	PROPN
fuelectenerg-13855	560	12	singh	singh	PROPN
fuelectenerg-13855	560	13	et	et	PROPN
fuelectenerg-13855	560	14	al	al	PROPN
fuelectenerg-13855	560	15	.	.	PROPN
fuelectenerg-13855	560	16	,	,	PUNCT
fuelectenerg-13855	560	17	"	"	PUNCT
fuelectenerg-13855	560	18	a	a	DET
fuelectenerg-13855	560	19	survey	survey	NOUN
fuelectenerg-13855	560	20	on	on	ADP
fuelectenerg-13855	560	21	copy	copy	NOUN
fuelectenerg-13855	560	22	-	-	PUNCT
fuelectenerg-13855	560	23	move	move	NOUN
fuelectenerg-13855	560	24	image	image	NOUN
fuelectenerg-13855	560	25	forgery	forgery	NOUN
fuelectenerg-13855	560	26	detection	detection	NOUN
fuelectenerg-13855	560	27	based	base	VERB
fuelectenerg-13855	560	28	on	on	ADP
fuelectenerg-13855	560	29	deep	deep	ADJ
fuelectenerg-13855	560	30	-	-	PUNCT
fuelectenerg-13855	560	31	learning	learn	VERB
fuelectenerg-13855	560	32	techniques	technique	NOUN
fuelectenerg-13855	560	33	"	"	PUNCT
fuelectenerg-13855	560	34	,	,	PUNCT
fuelectenerg-13855	560	35	multimed	multime	VERB
fuelectenerg-13855	560	36	.	.	PUNCT
fuelectenerg-13855	561	1	tools	tool	NOUN
fuelectenerg-13855	561	2	appl	appl	PROPN
fuelectenerg-13855	561	3	.	.	PUNCT
fuelectenerg-13855	561	4	,	,	PUNCT
fuelectenerg-13855	561	5	vol	vol	NOUN
fuelectenerg-13855	561	6	.	.	PROPN
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fuelectenerg-13855	561	8	,	,	PUNCT
fuelectenerg-13855	561	9	pp	pp	ADJ
fuelectenerg-13855	561	10	.	.	PUNCT
fuelectenerg-13855	562	1	30603	30603	NUM
fuelectenerg-13855	562	2	-	-	SYM
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fuelectenerg-13855	562	4	,	,	PUNCT
fuelectenerg-13855	562	5	2024	2024	NUM
fuelectenerg-13855	562	6	.	.	PUNCT
fuelectenerg-13855	563	1	[	[	X
fuelectenerg-13855	563	2	45	45	NUM
fuelectenerg-13855	563	3	]	]	PUNCT
fuelectenerg-13855	563	4	m.	m.	PROPN
fuelectenerg-13855	563	5	d.	d.	PROPN
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fuelectenerg-13855	563	7	,	,	PUNCT
fuelectenerg-13855	563	8	s.	s.	PROPN
fuelectenerg-13855	563	9	p.	p.	PROPN
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fuelectenerg-13855	563	11	and	and	CCONJ
fuelectenerg-13855	563	12	v.	v.	ADP
fuelectenerg-13855	563	13	tyagi	tyagi	PROPN
fuelectenerg-13855	563	14	,	,	PUNCT
fuelectenerg-13855	563	15	"	"	PUNCT
fuelectenerg-13855	563	16	pixel	pixel	ADJ
fuelectenerg-13855	563	17	-	-	PUNCT
fuelectenerg-13855	563	18	based	base	VERB
fuelectenerg-13855	563	19	image	image	NOUN
fuelectenerg-13855	563	20	forgery	forgery	NOUN
fuelectenerg-13855	563	21	detection	detection	NOUN
fuelectenerg-13855	563	22	:	:	PUNCT
fuelectenerg-13855	563	23	a	a	DET
fuelectenerg-13855	563	24	review	review	NOUN
fuelectenerg-13855	563	25	"	"	PUNCT
fuelectenerg-13855	563	26	,	,	PUNCT
fuelectenerg-13855	563	27	iete	iete	ADJ
fuelectenerg-13855	563	28	j.	j.	PROPN
fuelectenerg-13855	563	29	education	education	PROPN
fuelectenerg-13855	563	30	,	,	PUNCT
fuelectenerg-13855	563	31	vol	vol	NOUN
fuelectenerg-13855	563	32	.	.	PROPN
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fuelectenerg-13855	563	34	,	,	PUNCT
fuelectenerg-13855	563	35	no	no	INTJ
fuelectenerg-13855	563	36	.	.	NOUN
fuelectenerg-13855	563	37	1	1	NUM
fuelectenerg-13855	563	38	,	,	PUNCT
fuelectenerg-13855	563	39	pp	pp	ADJ
fuelectenerg-13855	563	40	.	.	PUNCT
fuelectenerg-13855	564	1	40	40	NUM
fuelectenerg-13855	564	2	-	-	SYM
fuelectenerg-13855	564	3	46	46	NUM
fuelectenerg-13855	564	4	,	,	PUNCT
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fuelectenerg-13855	564	6	.	.	PUNCT
fuelectenerg-13855	565	1	[	[	X
fuelectenerg-13855	565	2	46	46	NUM
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fuelectenerg-13855	565	7	r.	r.	PROPN
fuelectenerg-13855	565	8	kumar	kumar	PROPN
fuelectenerg-13855	565	9	,	,	PUNCT
fuelectenerg-13855	565	10	"	"	PUNCT
fuelectenerg-13855	565	11	image	image	NOUN
fuelectenerg-13855	565	12	forgery	forgery	NOUN
fuelectenerg-13855	565	13	detection	detection	NOUN
fuelectenerg-13855	565	14	:	:	PUNCT
fuelectenerg-13855	565	15	comprehensive	comprehensive	ADJ
fuelectenerg-13855	565	16	review	review	NOUN
fuelectenerg-13855	565	17	of	of	ADP
fuelectenerg-13855	565	18	digital	digital	ADJ
fuelectenerg-13855	565	19	forensics	forensic	NOUN
fuelectenerg-13855	565	20	approaches	approach	NOUN
fuelectenerg-13855	565	21	"	"	PUNCT
fuelectenerg-13855	565	22	,	,	PUNCT
fuelectenerg-13855	565	23	j.	j.	PROPN
fuelectenerg-13855	565	24	computat	computat	PROPN
fuelectenerg-13855	565	25	.	.	PUNCT
fuelectenerg-13855	566	1	soc	soc	PROPN
fuelectenerg-13855	566	2	.	.	PUNCT
fuelectenerg-13855	567	1	sci	sci	PROPN
fuelectenerg-13855	567	2	.	.	PROPN
fuelectenerg-13855	567	3	,	,	PUNCT
fuelectenerg-13855	567	4	vol	vol	NOUN
fuelectenerg-13855	567	5	.	.	PROPN
fuelectenerg-13855	567	6	7	7	NUM
fuelectenerg-13855	567	7	,	,	PUNCT
fuelectenerg-13855	567	8	pp	pp	ADJ
fuelectenerg-13855	567	9	.	.	PUNCT
fuelectenerg-13855	568	1	1	1	NUM
fuelectenerg-13855	568	2	-	-	SYM
fuelectenerg-13855	568	3	39	39	NUM
fuelectenerg-13855	568	4	,	,	PUNCT
fuelectenerg-13855	568	5	2024	2024	NUM
fuelectenerg-13855	568	6	.	.	PUNCT
fuelectenerg-13855	569	1	[	[	X
fuelectenerg-13855	569	2	47	47	NUM
fuelectenerg-13855	569	3	]	]	PUNCT
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fuelectenerg-13855	569	7	and	and	CCONJ
fuelectenerg-13855	569	8	r.	r.	PROPN
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fuelectenerg-13855	569	10	,	,	PUNCT
fuelectenerg-13855	569	11	"	"	PUNCT
fuelectenerg-13855	569	12	detection	detection	NOUN
fuelectenerg-13855	569	13	of	of	ADP
fuelectenerg-13855	569	14	copy	copy	NOUN
fuelectenerg-13855	569	15	-	-	PUNCT
fuelectenerg-13855	569	16	move	move	NOUN
fuelectenerg-13855	569	17	forgery	forgery	NOUN
fuelectenerg-13855	569	18	in	in	ADP
fuelectenerg-13855	569	19	digital	digital	ADJ
fuelectenerg-13855	569	20	image	image	NOUN
fuelectenerg-13855	569	21	using	use	VERB
fuelectenerg-13855	569	22	multi	multi	NOUN
fuelectenerg-13855	569	23	-	-	NOUN
fuelectenerg-13855	569	24	scale	scale	ADJ
fuelectenerg-13855	569	25	,	,	PUNCT
fuelectenerg-13855	569	26	multi	multi	ADJ
fuelectenerg-13855	569	27	-	-	ADJ
fuelectenerg-13855	569	28	stage	stage	ADJ
fuelectenerg-13855	569	29	deep	deep	ADJ
fuelectenerg-13855	569	30	learning	learning	NOUN
fuelectenerg-13855	569	31	model	model	NOUN
fuelectenerg-13855	569	32	"	"	PUNCT
fuelectenerg-13855	569	33	,	,	PUNCT
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fuelectenerg-13855	569	35	process	process	NOUN
fuelectenerg-13855	569	36	.	.	PUNCT
fuelectenerg-13855	570	1	lett	lett	PROPN
fuelectenerg-13855	570	2	.	.	PROPN
fuelectenerg-13855	570	3	,	,	PUNCT
fuelectenerg-13855	570	4	vol	vol	NOUN
fuelectenerg-13855	570	5	.	.	PROPN
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fuelectenerg-13855	571	2	,	,	PUNCT
fuelectenerg-13855	571	3	pp	pp	ADJ
fuelectenerg-13855	571	4	.	.	PUNCT
fuelectenerg-13855	572	1	75	75	NUM
fuelectenerg-13855	572	2	-	-	SYM
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fuelectenerg-13855	572	4	,	,	PUNCT
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