id	sid	tid	token	lemma	pos
cet-15106	1	1	doi	doi	NOUN
cet-15106	1	2	:	:	PUNCT
cet-15106	1	3	10.3303	10.3303	NUM
cet-15106	1	4	/	/	SYM
cet-15106	1	5	cet25115013	cet25115013	NOUN
cet-15106	1	6	paper	paper	NOUN
cet-15106	1	7	received	receive	VERB
cet-15106	1	8	:	:	PUNCT
cet-15106	1	9	29	29	NUM
cet-15106	1	10	september	september	PROPN
cet-15106	1	11	2024	2024	NUM
cet-15106	1	12	;	;	PUNCT
cet-15106	1	13	revised	revise	VERB
cet-15106	1	14	:	:	PUNCT
cet-15106	1	15	09	09	NUM
cet-15106	1	16	december	december	PROPN
cet-15106	1	17	2024	2024	NUM
cet-15106	1	18	;	;	PUNCT
cet-15106	1	19	accepted	accept	VERB
cet-15106	1	20	:	:	PUNCT
cet-15106	1	21	05	05	NUM
cet-15106	1	22	march	march	NOUN
cet-15106	1	23	2025	2025	NUM
cet-15106	1	24	please	please	INTJ
cet-15106	1	25	cite	cite	VERB
cet-15106	1	26	this	this	DET
cet-15106	1	27	article	article	NOUN
cet-15106	1	28	as	as	ADP
cet-15106	1	29	:	:	PUNCT
cet-15106	1	30	stuyck	stuyck	PROPN
cet-15106	1	31	t.	t.	PROPN
cet-15106	1	32	,	,	PUNCT
cet-15106	1	33	demeester	demeester	PROPN
cet-15106	1	34	e.	e.	PROPN
cet-15106	1	35	,	,	PUNCT
cet-15106	1	36	2025	2025	NUM
cet-15106	1	37	,	,	PUNCT
cet-15106	1	38	effectiveness	effectiveness	NOUN
cet-15106	1	39	of	of	ADP
cet-15106	1	40	generative	generative	ADJ
cet-15106	1	41	adversarial	adversarial	ADJ
cet-15106	1	42	networks	network	NOUN
cet-15106	1	43	in	in	ADP
cet-15106	1	44	low	low	ADJ
cet-15106	1	45	data	datum	NOUN
cet-15106	1	46	availability	availability	NOUN
cet-15106	1	47	environments	environment	NOUN
cet-15106	1	48	for	for	ADP
cet-15106	1	49	the	the	DET
cet-15106	1	50	detection	detection	NOUN
cet-15106	1	51	of	of	ADP
cet-15106	1	52	chemical	chemical	PROPN
cet-15106	1	53	foam	foam	NOUN
cet-15106	1	54	,	,	PUNCT
cet-15106	1	55	chemical	chemical	ADJ
cet-15106	1	56	engineering	engineering	NOUN
cet-15106	1	57	transactions	transaction	NOUN
cet-15106	1	58	,	,	PUNCT
cet-15106	1	59	115	115	NUM
cet-15106	1	60	,	,	PUNCT
cet-15106	1	61	73	73	NUM
cet-15106	1	62	-	-	SYM
cet-15106	1	63	78	78	NUM
cet-15106	1	64	doi:10.3303	doi:10.3303	NOUN
cet-15106	1	65	/	/	SYM
cet-15106	1	66	cet25115013	cet25115013	NOUN
cet-15106	1	67	chemical	chemical	NOUN
cet-15106	1	68	engineering	engineering	NOUN
cet-15106	1	69	transactions	transaction	NOUN
cet-15106	1	70	vol	vol	NOUN
cet-15106	1	71	.	.	PROPN
cet-15106	1	72	115	115	NUM
cet-15106	1	73	,	,	PUNCT
cet-15106	1	74	2025	2025	NUM
cet-15106	1	75	a	a	DET
cet-15106	1	76	publication	publication	NOUN
cet-15106	1	77	of	of	ADP
cet-15106	1	78	the	the	DET
cet-15106	1	79	italian	italian	ADJ
cet-15106	1	80	association	association	NOUN
cet-15106	1	81	of	of	ADP
cet-15106	1	82	chemical	chemical	PROPN
cet-15106	1	83	engineering	engineering	NOUN
cet-15106	1	84	online	online	ADV
cet-15106	1	85	at	at	ADP
cet-15106	1	86	www.cetjournal.it	www.cetjournal.it	PROPN
cet-15106	1	87	guest	guest	NOUN
cet-15106	1	88	editors	editor	NOUN
cet-15106	1	89	:	:	PUNCT
cet-15106	1	90	carlo	carlo	PROPN
cet-15106	1	91	pirola	pirola	PROPN
cet-15106	1	92	,	,	PUNCT
cet-15106	1	93	antonio	antonio	PROPN
cet-15106	1	94	espuña	espuña	PROPN
cet-15106	1	95	,	,	PUNCT
cet-15106	1	96	sabrina	sabrina	PROPN
cet-15106	1	97	copelli	copelli	PROPN
cet-15106	1	98	copyright	copyright	PROPN
cet-15106	1	99	©	©	PROPN
cet-15106	1	100	2025	2025	NUM
cet-15106	1	101	,	,	PUNCT
cet-15106	1	102	aidic	aidic	ADJ
cet-15106	1	103	servizi	servizi	PROPN
cet-15106	1	104	s.r.l	s.r.l	NOUN
cet-15106	1	105	.	.	PUNCT
cet-15106	2	1	isbn	isbn	PROPN
cet-15106	2	2	979	979	NUM
cet-15106	2	3	-	-	SYM
cet-15106	2	4	12	12	NUM
cet-15106	2	5	-	-	PUNCT
cet-15106	2	6	81206	81206	NUM
cet-15106	2	7	-	-	SYM
cet-15106	2	8	16	16	NUM
cet-15106	2	9	-	-	SYM
cet-15106	2	10	8	8	NUM
cet-15106	3	1	;	;	PUNCT
cet-15106	3	2	issn	issn	PROPN
cet-15106	3	3	2283	2283	NUM
cet-15106	3	4	-	-	SYM
cet-15106	3	5	9216	9216	NUM
cet-15106	3	6	effectiveness	effectiveness	NOUN
cet-15106	3	7	of	of	ADP
cet-15106	3	8	generative	generative	ADJ
cet-15106	3	9	adversarial	adversarial	ADJ
cet-15106	3	10	networks	network	NOUN
cet-15106	3	11	in	in	ADP
cet-15106	3	12	low	low	ADJ
cet-15106	3	13	data	datum	NOUN
cet-15106	3	14	availability	availability	NOUN
cet-15106	3	15	environments	environment	NOUN
cet-15106	3	16	for	for	ADP
cet-15106	3	17	the	the	DET
cet-15106	3	18	detection	detection	NOUN
cet-15106	3	19	of	of	ADP
cet-15106	3	20	chemical	chemical	PROPN
cet-15106	3	21	foam	foam	PROPN
cet-15106	3	22	toon	toon	PROPN
cet-15106	3	23	stuycka	stuycka	PROPN
cet-15106	3	24	,	,	PUNCT
cet-15106	3	25	b	b	PROPN
cet-15106	3	26	*	*	PROPN
cet-15106	3	27	,	,	PUNCT
cet-15106	3	28	eric	eric	PROPN
cet-15106	3	29	demeesterb	demeesterb	PROPN
cet-15106	3	30	abasf	abasf	PROPN
cet-15106	3	31	antwerpen	antwerpen	PROPN
cet-15106	3	32	,	,	PUNCT
cet-15106	3	33	basf	basf	PROPN
cet-15106	3	34	group	group	PROPN
cet-15106	3	35	,	,	PUNCT
cet-15106	3	36	scheldelaan	scheldelaan	NOUN
cet-15106	3	37	600	600	NUM
cet-15106	3	38	,	,	PUNCT
cet-15106	3	39	2040	2040	NUM
cet-15106	3	40	antwerpen	antwerpen	PROPN
cet-15106	3	41	,	,	PUNCT
cet-15106	3	42	belgium	belgium	PROPN
cet-15106	3	43	bdepartment	bdepartment	NOUN
cet-15106	3	44	of	of	ADP
cet-15106	3	45	mechanical	mechanical	ADJ
cet-15106	3	46	engineering	engineering	NOUN
cet-15106	3	47	,	,	PUNCT
cet-15106	3	48	ku	ku	PROPN
cet-15106	3	49	leuven	leuven	PROPN
cet-15106	3	50	,	,	PUNCT
cet-15106	3	51	wetenschapspark	wetenschapspark	NOUN
cet-15106	3	52	27	27	NUM
cet-15106	3	53	,	,	PUNCT
cet-15106	3	54	3590	3590	NUM
cet-15106	3	55	diepenbeek	diepenbeek	ADJ
cet-15106	3	56	,	,	PUNCT
cet-15106	3	57	belgium	belgium	PROPN
cet-15106	3	58	toon.stuyck@basf.com	toon.stuyck@basf.com	PROPN
cet-15106	3	59	the	the	DET
cet-15106	3	60	chemical	chemical	NOUN
cet-15106	3	61	sector	sector	NOUN
cet-15106	3	62	faces	face	VERB
cet-15106	3	63	significant	significant	ADJ
cet-15106	3	64	challenges	challenge	NOUN
cet-15106	3	65	in	in	ADP
cet-15106	3	66	applying	apply	VERB
cet-15106	3	67	deep	deep	ADJ
cet-15106	3	68	learning	learning	NOUN
cet-15106	3	69	techniques	technique	NOUN
cet-15106	3	70	due	due	ADP
cet-15106	3	71	to	to	ADP
cet-15106	3	72	the	the	DET
cet-15106	3	73	scarcity	scarcity	NOUN
cet-15106	3	74	of	of	ADP
cet-15106	3	75	extensive	extensive	ADJ
cet-15106	3	76	and	and	CCONJ
cet-15106	3	77	well	well	ADV
cet-15106	3	78	-	-	PUNCT
cet-15106	3	79	labeled	label	VERB
cet-15106	3	80	datasets	dataset	NOUN
cet-15106	3	81	.	.	PUNCT
cet-15106	4	1	this	this	DET
cet-15106	4	2	research	research	NOUN
cet-15106	4	3	investigates	investigate	VERB
cet-15106	4	4	the	the	DET
cet-15106	4	5	potential	potential	NOUN
cet-15106	4	6	of	of	ADP
cet-15106	4	7	generative	generative	ADJ
cet-15106	4	8	adversarial	adversarial	ADJ
cet-15106	4	9	networks	network	NOUN
cet-15106	4	10	(	(	PUNCT
cet-15106	4	11	gans	gan	NOUN
cet-15106	4	12	)	)	PUNCT
cet-15106	4	13	to	to	PART
cet-15106	4	14	address	address	VERB
cet-15106	4	15	these	these	DET
cet-15106	4	16	limitations	limitation	NOUN
cet-15106	4	17	,	,	PUNCT
cet-15106	4	18	exploring	explore	VERB
cet-15106	4	19	scenarios	scenario	NOUN
cet-15106	4	20	where	where	SCONJ
cet-15106	4	21	limited	limited	ADJ
cet-15106	4	22	or	or	CCONJ
cet-15106	4	23	unlabeled	unlabeled	ADJ
cet-15106	4	24	data	datum	NOUN
cet-15106	4	25	is	be	AUX
cet-15106	4	26	available	available	ADJ
cet-15106	4	27	.	.	PUNCT
cet-15106	5	1	one	one	NUM
cet-15106	5	2	approach	approach	NOUN
cet-15106	5	3	leverages	leverage	VERB
cet-15106	5	4	gan	gan	NOUN
cet-15106	5	5	-	-	PUNCT
cet-15106	5	6	generated	generate	VERB
cet-15106	5	7	synthetic	synthetic	ADJ
cet-15106	5	8	data	datum	NOUN
cet-15106	5	9	to	to	PART
cet-15106	5	10	enhance	enhance	VERB
cet-15106	5	11	classification	classification	NOUN
cet-15106	5	12	accuracy	accuracy	NOUN
cet-15106	5	13	when	when	SCONJ
cet-15106	5	14	dealing	deal	VERB
cet-15106	5	15	with	with	ADP
cet-15106	5	16	small	small	ADJ
cet-15106	5	17	weakly	weakly	ADJ
cet-15106	5	18	labeled	label	VERB
cet-15106	5	19	datasets	dataset	NOUN
cet-15106	5	20	.	.	PUNCT
cet-15106	6	1	this	this	DET
cet-15106	6	2	technique	technique	NOUN
cet-15106	6	3	has	have	VERB
cet-15106	6	4	the	the	DET
cet-15106	6	5	potential	potential	NOUN
cet-15106	6	6	to	to	PART
cet-15106	6	7	improve	improve	VERB
cet-15106	6	8	model	model	NOUN
cet-15106	6	9	performance	performance	NOUN
cet-15106	6	10	without	without	ADP
cet-15106	6	11	the	the	DET
cet-15106	6	12	extensive	extensive	ADJ
cet-15106	6	13	data	datum	NOUN
cet-15106	6	14	collection	collection	NOUN
cet-15106	6	15	and	and	CCONJ
cet-15106	6	16	labeling	labeling	NOUN
cet-15106	6	17	traditionally	traditionally	ADV
cet-15106	6	18	required	require	VERB
cet-15106	6	19	.	.	PUNCT
cet-15106	7	1	additionally	additionally	ADV
cet-15106	7	2	,	,	PUNCT
cet-15106	7	3	a	a	DET
cet-15106	7	4	second	second	ADJ
cet-15106	7	5	approach	approach	NOUN
cet-15106	7	6	leverages	leverage	VERB
cet-15106	7	7	the	the	DET
cet-15106	7	8	application	application	NOUN
cet-15106	7	9	of	of	ADP
cet-15106	7	10	gan	gan	PROPN
cet-15106	7	11	-	-	PUNCT
cet-15106	7	12	based	base	VERB
cet-15106	7	13	anomaly	anomaly	NOUN
cet-15106	7	14	detection	detection	NOUN
cet-15106	7	15	algorithms	algorithm	NOUN
cet-15106	7	16	,	,	PUNCT
cet-15106	7	17	which	which	PRON
cet-15106	7	18	offer	offer	VERB
cet-15106	7	19	the	the	DET
cet-15106	7	20	ability	ability	NOUN
cet-15106	7	21	to	to	PART
cet-15106	7	22	identify	identify	VERB
cet-15106	7	23	anomalies	anomaly	NOUN
cet-15106	7	24	in	in	ADP
cet-15106	7	25	data	datum	NOUN
cet-15106	7	26	without	without	ADP
cet-15106	7	27	the	the	DET
cet-15106	7	28	need	need	NOUN
cet-15106	7	29	for	for	ADP
cet-15106	7	30	manual	manual	ADJ
cet-15106	7	31	labeling	labeling	NOUN
cet-15106	7	32	.	.	PUNCT
cet-15106	8	1	this	this	DET
cet-15106	8	2	study	study	NOUN
cet-15106	8	3	demonstrates	demonstrate	VERB
cet-15106	8	4	the	the	DET
cet-15106	8	5	effectiveness	effectiveness	NOUN
cet-15106	8	6	of	of	ADP
cet-15106	8	7	augmenting	augment	VERB
cet-15106	8	8	small	small	ADJ
cet-15106	8	9	,	,	PUNCT
cet-15106	8	10	weakly	weakly	ADV
cet-15106	8	11	labeled	label	VERB
cet-15106	8	12	datasets	dataset	NOUN
cet-15106	8	13	with	with	ADP
cet-15106	8	14	synthetic	synthetic	ADJ
cet-15106	8	15	data	datum	NOUN
cet-15106	8	16	generated	generate	VERB
cet-15106	8	17	by	by	ADP
cet-15106	8	18	gans	gan	NOUN
cet-15106	8	19	to	to	PART
cet-15106	8	20	significantly	significantly	ADV
cet-15106	8	21	improve	improve	VERB
cet-15106	8	22	the	the	DET
cet-15106	8	23	classification	classification	NOUN
cet-15106	8	24	of	of	ADP
cet-15106	8	25	chemical	chemical	PROPN
cet-15106	8	26	foam	foam	NOUN
cet-15106	8	27	.	.	PUNCT
cet-15106	9	1	it	it	PRON
cet-15106	9	2	is	be	AUX
cet-15106	9	3	shown	show	VERB
cet-15106	9	4	that	that	SCONJ
cet-15106	9	5	trustworthy	trustworthy	ADJ
cet-15106	9	6	models	model	NOUN
cet-15106	9	7	can	can	AUX
cet-15106	9	8	be	be	AUX
cet-15106	9	9	developed	develop	VERB
cet-15106	9	10	that	that	PRON
cet-15106	9	11	are	be	AUX
cet-15106	9	12	able	able	ADJ
cet-15106	9	13	to	to	PART
cet-15106	9	14	increase	increase	VERB
cet-15106	9	15	the	the	DET
cet-15106	9	16	accuracy	accuracy	NOUN
cet-15106	9	17	from	from	ADP
cet-15106	9	18	60	60	NUM
cet-15106	9	19	%	%	NOUN
cet-15106	9	20	up	up	ADP
cet-15106	9	21	to	to	PART
cet-15106	9	22	91	91	NUM
cet-15106	9	23	%	%	NOUN
cet-15106	9	24	.	.	PUNCT
cet-15106	10	1	conversely	conversely	ADV
cet-15106	10	2	,	,	PUNCT
cet-15106	10	3	the	the	DET
cet-15106	10	4	research	research	NOUN
cet-15106	10	5	also	also	ADV
cet-15106	10	6	finds	find	VERB
cet-15106	10	7	that	that	SCONJ
cet-15106	10	8	gan	gan	NOUN
cet-15106	10	9	-	-	PUNCT
cet-15106	10	10	based	base	VERB
cet-15106	10	11	anomaly	anomaly	NOUN
cet-15106	10	12	detection	detection	NOUN
cet-15106	10	13	shows	show	VERB
cet-15106	10	14	less	less	ADJ
cet-15106	10	15	impact	impact	NOUN
cet-15106	10	16	in	in	ADP
cet-15106	10	17	the	the	DET
cet-15106	10	18	context	context	NOUN
cet-15106	10	19	of	of	ADP
cet-15106	10	20	chemical	chemical	NOUN
cet-15106	10	21	foam	foam	NOUN
cet-15106	10	22	detection	detection	NOUN
cet-15106	10	23	and	and	CCONJ
cet-15106	10	24	segmentation	segmentation	NOUN
cet-15106	10	25	.	.	PUNCT
cet-15106	11	1	the	the	DET
cet-15106	11	2	method	method	NOUN
cet-15106	11	3	can	can	AUX
cet-15106	11	4	identify	identify	VERB
cet-15106	11	5	anomalies	anomaly	NOUN
cet-15106	11	6	but	but	CCONJ
cet-15106	11	7	fails	fail	VERB
cet-15106	11	8	to	to	PART
cet-15106	11	9	completely	completely	ADV
cet-15106	11	10	segment	segment	VERB
cet-15106	11	11	them	they	PRON
cet-15106	11	12	.	.	PUNCT
cet-15106	12	1	these	these	DET
cet-15106	12	2	findings	finding	NOUN
cet-15106	12	3	offer	offer	VERB
cet-15106	12	4	valuable	valuable	ADJ
cet-15106	12	5	insights	insight	NOUN
cet-15106	12	6	into	into	ADP
cet-15106	12	7	the	the	DET
cet-15106	12	8	potential	potential	NOUN
cet-15106	12	9	and	and	CCONJ
cet-15106	12	10	limitations	limitation	NOUN
cet-15106	12	11	of	of	ADP
cet-15106	12	12	applying	apply	VERB
cet-15106	12	13	gans	gan	NOUN
cet-15106	12	14	for	for	ADP
cet-15106	12	15	specific	specific	ADJ
cet-15106	12	16	tasks	task	NOUN
cet-15106	12	17	within	within	ADP
cet-15106	12	18	the	the	DET
cet-15106	12	19	chemical	chemical	NOUN
cet-15106	12	20	sector	sector	NOUN
cet-15106	12	21	.	.	PUNCT
cet-15106	13	1	keywords	keyword	NOUN
cet-15106	13	2	:	:	PUNCT
cet-15106	13	3	chemical	chemical	ADJ
cet-15106	13	4	engineering	engineering	NOUN
cet-15106	13	5	;	;	PUNCT
cet-15106	13	6	machine	machine	NOUN
cet-15106	13	7	learning	learning	NOUN
cet-15106	13	8	;	;	PUNCT
cet-15106	13	9	generative	generative	ADJ
cet-15106	13	10	adversarial	adversarial	ADJ
cet-15106	13	11	networks	network	NOUN
cet-15106	13	12	1	1	NUM
cet-15106	13	13	.	.	PUNCT
cet-15106	13	14	introduction	introduction	NOUN
cet-15106	13	15	chemical	chemical	NOUN
cet-15106	13	16	industry	industry	NOUN
cet-15106	13	17	camera	camera	NOUN
cet-15106	13	18	systems	system	NOUN
cet-15106	13	19	are	be	AUX
cet-15106	13	20	often	often	ADV
cet-15106	13	21	monitored	monitor	VERB
cet-15106	13	22	manually	manually	ADV
cet-15106	13	23	because	because	SCONJ
cet-15106	13	24	possible	possible	ADJ
cet-15106	13	25	ai	ai	NOUN
cet-15106	13	26	models	model	NOUN
cet-15106	13	27	,	,	PUNCT
cet-15106	13	28	while	while	SCONJ
cet-15106	13	29	potentially	potentially	ADV
cet-15106	13	30	very	very	ADV
cet-15106	13	31	impactful	impactful	ADJ
cet-15106	13	32	,	,	PUNCT
cet-15106	13	33	still	still	ADV
cet-15106	13	34	lack	lack	VERB
cet-15106	13	35	sufficient	sufficient	ADJ
cet-15106	13	36	trust	trust	NOUN
cet-15106	13	37	due	due	ADP
cet-15106	13	38	to	to	ADP
cet-15106	13	39	limited	limit	VERB
cet-15106	13	40	training	training	NOUN
cet-15106	13	41	or	or	CCONJ
cet-15106	13	42	validation	validation	NOUN
cet-15106	13	43	data	datum	NOUN
cet-15106	13	44	.	.	PUNCT
cet-15106	14	1	for	for	ADP
cet-15106	14	2	the	the	DET
cet-15106	14	3	detection	detection	NOUN
cet-15106	14	4	of	of	ADP
cet-15106	14	5	certain	certain	ADJ
cet-15106	14	6	objects	object	NOUN
cet-15106	14	7	,	,	PUNCT
cet-15106	14	8	augmentation	augmentation	NOUN
cet-15106	14	9	of	of	ADP
cet-15106	14	10	the	the	DET
cet-15106	14	11	data	datum	NOUN
cet-15106	14	12	to	to	PART
cet-15106	14	13	increase	increase	VERB
cet-15106	14	14	the	the	DET
cet-15106	14	15	amount	amount	NOUN
cet-15106	14	16	of	of	ADP
cet-15106	14	17	available	available	ADJ
cet-15106	14	18	data	datum	NOUN
cet-15106	14	19	and	and	CCONJ
cet-15106	14	20	increase	increase	VERB
cet-15106	14	21	classification	classification	NOUN
cet-15106	14	22	results	result	NOUN
cet-15106	14	23	,	,	PUNCT
cet-15106	14	24	is	be	AUX
cet-15106	14	25	already	already	ADV
cet-15106	14	26	widely	widely	ADV
cet-15106	14	27	used	use	VERB
cet-15106	14	28	for	for	ADP
cet-15106	14	29	many	many	ADJ
cet-15106	14	30	deep	deep	ADJ
cet-15106	14	31	learning	learning	NOUN
cet-15106	14	32	techniques	technique	NOUN
cet-15106	14	33	.	.	PUNCT
cet-15106	15	1	the	the	DET
cet-15106	15	2	reason	reason	NOUN
cet-15106	15	3	augmentation	augmentation	NOUN
cet-15106	15	4	techniques	technique	NOUN
cet-15106	15	5	are	be	AUX
cet-15106	15	6	used	use	VERB
cet-15106	15	7	is	be	AUX
cet-15106	15	8	because	because	SCONJ
cet-15106	15	9	the	the	DET
cet-15106	15	10	accuracy	accuracy	NOUN
cet-15106	15	11	of	of	ADP
cet-15106	15	12	deep	deep	ADJ
cet-15106	15	13	learning	learn	VERB
cet-15106	15	14	classification	classification	NOUN
cet-15106	15	15	techniques	technique	NOUN
cet-15106	15	16	such	such	ADJ
cet-15106	15	17	as	as	ADP
cet-15106	15	18	convolutional	convolutional	ADJ
cet-15106	15	19	neural	neural	ADJ
cet-15106	15	20	networks	network	NOUN
cet-15106	15	21	(	(	PUNCT
cet-15106	15	22	cnns	cnns	PROPN
cet-15106	15	23	)	)	PUNCT
cet-15106	15	24	tend	tend	VERB
cet-15106	15	25	to	to	PART
cet-15106	15	26	dramatically	dramatically	ADV
cet-15106	15	27	drop	drop	VERB
cet-15106	15	28	when	when	SCONJ
cet-15106	15	29	confronted	confront	VERB
cet-15106	15	30	with	with	ADP
cet-15106	15	31	limited	limited	ADJ
cet-15106	15	32	data	datum	NOUN
cet-15106	15	33	(	(	PUNCT
cet-15106	15	34	stuyck	stuyck	NOUN
cet-15106	15	35	and	and	CCONJ
cet-15106	15	36	demeester	demeester	NOUN
cet-15106	15	37	,	,	PUNCT
cet-15106	15	38	2024	2024	NUM
cet-15106	15	39	)	)	PUNCT
cet-15106	15	40	.	.	PUNCT
cet-15106	16	1	however	however	ADV
cet-15106	16	2	,	,	PUNCT
cet-15106	16	3	it	it	PRON
cet-15106	16	4	was	be	AUX
cet-15106	16	5	shown	show	VERB
cet-15106	16	6	by	by	ADP
cet-15106	16	7	(	(	PUNCT
cet-15106	16	8	maharana	maharana	PROPN
cet-15106	16	9	et	et	PROPN
cet-15106	16	10	al	al	PROPN
cet-15106	16	11	.	.	PROPN
cet-15106	16	12	,	,	PUNCT
cet-15106	16	13	2022	2022	NUM
cet-15106	16	14	)	)	PUNCT
cet-15106	16	15	that	that	SCONJ
cet-15106	16	16	these	these	DET
cet-15106	16	17	augmentation	augmentation	NOUN
cet-15106	16	18	methods	method	NOUN
cet-15106	16	19	could	could	AUX
cet-15106	16	20	lead	lead	VERB
cet-15106	16	21	to	to	ADP
cet-15106	16	22	overfitting	overfitting	NOUN
cet-15106	16	23	and/or	and/or	CCONJ
cet-15106	16	24	loss	loss	NOUN
cet-15106	16	25	of	of	ADP
cet-15106	16	26	information	information	NOUN
cet-15106	16	27	.	.	PUNCT
cet-15106	17	1	for	for	ADP
cet-15106	17	2	this	this	DET
cet-15106	17	3	reason	reason	NOUN
cet-15106	17	4	it	it	PRON
cet-15106	17	5	might	might	AUX
cet-15106	17	6	be	be	AUX
cet-15106	17	7	more	more	ADV
cet-15106	17	8	interesting	interesting	ADJ
cet-15106	17	9	to	to	PART
cet-15106	17	10	look	look	VERB
cet-15106	17	11	at	at	ADP
cet-15106	17	12	more	more	ADV
cet-15106	17	13	sophisticated	sophisticated	ADJ
cet-15106	17	14	techniques	technique	NOUN
cet-15106	17	15	such	such	ADJ
cet-15106	17	16	as	as	ADP
cet-15106	17	17	generative	generative	ADJ
cet-15106	17	18	adversarial	adversarial	ADJ
cet-15106	17	19	networks	network	NOUN
cet-15106	17	20	(	(	PUNCT
cet-15106	17	21	gans	gan	NOUN
cet-15106	17	22	)	)	PUNCT
cet-15106	17	23	as	as	SCONJ
cet-15106	17	24	introduced	introduce	VERB
cet-15106	17	25	by	by	ADP
cet-15106	17	26	(	(	PUNCT
cet-15106	17	27	goodfellow	goodfellow	PROPN
cet-15106	17	28	et	et	PROPN
cet-15106	17	29	al	al	PROPN
cet-15106	17	30	.	.	PROPN
cet-15106	17	31	,	,	PUNCT
cet-15106	17	32	2014	2014	NUM
cet-15106	17	33	)	)	PUNCT
cet-15106	17	34	.	.	PUNCT
cet-15106	18	1	the	the	DET
cet-15106	18	2	use	use	NOUN
cet-15106	18	3	of	of	ADP
cet-15106	18	4	this	this	DET
cet-15106	18	5	technique	technique	NOUN
cet-15106	18	6	allows	allow	VERB
cet-15106	18	7	many	many	ADJ
cet-15106	18	8	applications	application	NOUN
cet-15106	18	9	such	such	ADJ
cet-15106	18	10	as	as	ADP
cet-15106	18	11	,	,	PUNCT
cet-15106	18	12	e.g.	e.g.	ADV
cet-15106	18	13	:	:	PUNCT
cet-15106	18	14	anomaly	anomaly	NOUN
cet-15106	18	15	detection	detection	NOUN
cet-15106	18	16	or	or	CCONJ
cet-15106	18	17	synthetic	synthetic	ADJ
cet-15106	18	18	data	data	NOUN
cet-15106	18	19	generation	generation	NOUN
cet-15106	18	20	.	.	PUNCT
cet-15106	19	1	anomaly	anomaly	PROPN
cet-15106	19	2	detection	detection	NOUN
cet-15106	19	3	is	be	AUX
cet-15106	19	4	the	the	DET
cet-15106	19	5	ability	ability	NOUN
cet-15106	19	6	to	to	PART
cet-15106	19	7	detect	detect	VERB
cet-15106	19	8	anomalies	anomaly	NOUN
cet-15106	19	9	,	,	PUNCT
cet-15106	19	10	which	which	PRON
cet-15106	19	11	are	be	AUX
cet-15106	19	12	situations	situation	NOUN
cet-15106	19	13	that	that	PRON
cet-15106	19	14	deviate	deviate	VERB
cet-15106	19	15	from	from	ADP
cet-15106	19	16	normal	normal	ADJ
cet-15106	19	17	.	.	PUNCT
cet-15106	20	1	often	often	ADV
cet-15106	20	2	this	this	PRON
cet-15106	20	3	is	be	AUX
cet-15106	20	4	done	do	VERB
cet-15106	20	5	via	via	ADP
cet-15106	20	6	either	either	CCONJ
cet-15106	20	7	the	the	DET
cet-15106	20	8	usage	usage	NOUN
cet-15106	20	9	of	of	ADP
cet-15106	20	10	variational	variational	ADJ
cet-15106	20	11	autoencoders	autoencoder	NOUN
cet-15106	20	12	(	(	PUNCT
cet-15106	20	13	vaes	vaes	ADJ
cet-15106	20	14	)	)	PUNCT
cet-15106	20	15	as	as	SCONJ
cet-15106	20	16	shown	show	VERB
cet-15106	20	17	by	by	ADP
cet-15106	20	18	(	(	PUNCT
cet-15106	20	19	kiran	kiran	PROPN
cet-15106	20	20	et	et	PROPN
cet-15106	20	21	al	al	PROPN
cet-15106	20	22	.	.	PROPN
cet-15106	20	23	,	,	PUNCT
cet-15106	20	24	2018	2018	NUM
cet-15106	20	25	)	)	PUNCT
cet-15106	20	26	or	or	CCONJ
cet-15106	20	27	gans	gan	NOUN
cet-15106	20	28	.	.	PUNCT
cet-15106	21	1	(	(	PUNCT
cet-15106	21	2	akçay	akçay	NOUN
cet-15106	21	3	et	et	PROPN
cet-15106	21	4	al	al	PROPN
cet-15106	21	5	.	.	PROPN
cet-15106	21	6	,	,	PUNCT
cet-15106	21	7	2019	2019	NUM
cet-15106	21	8	)	)	PUNCT
cet-15106	21	9	introduced	introduce	VERB
cet-15106	21	10	a	a	DET
cet-15106	21	11	gan	gan	NOUN
cet-15106	21	12	-	-	PUNCT
cet-15106	21	13	architecture	architecture	NOUN
cet-15106	21	14	for	for	ADP
cet-15106	21	15	anomaly	anomaly	NOUN
cet-15106	21	16	detection	detection	NOUN
cet-15106	21	17	they	they	PRON
cet-15106	21	18	called	call	VERB
cet-15106	21	19	:	:	PUNCT
cet-15106	21	20	ganomaly	ganomaly	PROPN
cet-15106	21	21	.	.	PUNCT
cet-15106	22	1	the	the	DET
cet-15106	22	2	downside	downside	NOUN
cet-15106	22	3	of	of	ADP
cet-15106	22	4	these	these	DET
cet-15106	22	5	techniques	technique	NOUN
cet-15106	22	6	is	be	AUX
cet-15106	22	7	that	that	SCONJ
cet-15106	22	8	they	they	PRON
cet-15106	22	9	are	be	AUX
cet-15106	22	10	only	only	ADV
cet-15106	22	11	able	able	ADJ
cet-15106	22	12	to	to	PART
cet-15106	22	13	label	label	VERB
cet-15106	22	14	or	or	CCONJ
cet-15106	22	15	score	score	VERB
cet-15106	22	16	images	image	NOUN
cet-15106	22	17	as	as	ADP
cet-15106	22	18	anomaly	anomaly	NOUN
cet-15106	22	19	or	or	CCONJ
cet-15106	22	20	not	not	PART
cet-15106	22	21	.	.	PUNCT
cet-15106	23	1	(	(	PUNCT
cet-15106	23	2	stuyck	stuyck	VERB
cet-15106	23	3	et	et	PROPN
cet-15106	23	4	al	al	PROPN
cet-15106	23	5	.	.	PROPN
cet-15106	23	6	,	,	PUNCT
cet-15106	23	7	2022	2022	NUM
cet-15106	23	8	)	)	PUNCT
cet-15106	23	9	used	use	VERB
cet-15106	23	10	this	this	DET
cet-15106	23	11	architecture	architecture	NOUN
cet-15106	23	12	and	and	CCONJ
cet-15106	23	13	adapted	adapt	VERB
cet-15106	23	14	it	it	PRON
cet-15106	23	15	,	,	PUNCT
cet-15106	23	16	so	so	SCONJ
cet-15106	23	17	that	that	PRON
cet-15106	23	18	can	can	AUX
cet-15106	23	19	detect	detect	VERB
cet-15106	23	20	anomalies	anomaly	NOUN
cet-15106	23	21	as	as	ADV
cet-15106	23	22	well	well	ADV
cet-15106	23	23	as	as	ADV
cet-15106	23	24	locate	locate	ADJ
cet-15106	23	25	and	and	CCONJ
cet-15106	23	26	segment	segment	VERB
cet-15106	23	27	them	they	PRON
cet-15106	23	28	.	.	PUNCT
cet-15106	24	1	synthetic	synthetic	ADJ
cet-15106	24	2	data	datum	NOUN
cet-15106	24	3	is	be	AUX
cet-15106	24	4	data	datum	NOUN
cet-15106	24	5	that	that	PRON
cet-15106	24	6	is	be	AUX
cet-15106	24	7	created	create	VERB
cet-15106	24	8	artificially	artificially	ADV
cet-15106	24	9	to	to	PART
cet-15106	24	10	train	train	VERB
cet-15106	24	11	deep	deep	ADJ
cet-15106	24	12	learning	learning	NOUN
cet-15106	24	13	models	model	NOUN
cet-15106	24	14	.	.	PUNCT
cet-15106	25	1	augmentation	augmentation	NOUN
cet-15106	25	2	techniques	technique	NOUN
cet-15106	25	3	,	,	PUNCT
cet-15106	25	4	even	even	ADV
cet-15106	25	5	though	though	SCONJ
cet-15106	25	6	with	with	ADP
cet-15106	25	7	the	the	DET
cet-15106	25	8	shortcomings	shortcoming	NOUN
cet-15106	25	9	described	describe	VERB
cet-15106	25	10	by	by	ADP
cet-15106	25	11	(	(	PUNCT
cet-15106	25	12	maharana	maharana	PROPN
cet-15106	25	13	et	et	PROPN
cet-15106	25	14	al	al	PROPN
cet-15106	25	15	.	.	PROPN
cet-15106	25	16	,	,	PUNCT
cet-15106	25	17	2022	2022	NUM
cet-15106	25	18	)	)	PUNCT
cet-15106	25	19	,	,	PUNCT
cet-15106	25	20	are	be	AUX
cet-15106	25	21	still	still	ADV
cet-15106	25	22	frequently	frequently	ADV
cet-15106	25	23	used	use	VERB
cet-15106	25	24	due	due	ADP
cet-15106	25	25	to	to	ADP
cet-15106	25	26	their	their	PRON
cet-15106	25	27	costeffectiveness	costeffectiveness	NOUN
cet-15106	25	28	to	to	PART
cet-15106	25	29	increase	increase	VERB
cet-15106	25	30	the	the	DET
cet-15106	25	31	amount	amount	NOUN
cet-15106	25	32	of	of	ADP
cet-15106	25	33	available	available	ADJ
cet-15106	25	34	data	datum	NOUN
cet-15106	25	35	with	with	ADP
cet-15106	25	36	factors	factor	NOUN
cet-15106	25	37	of	of	ADP
cet-15106	25	38	thousands	thousand	NOUN
cet-15106	25	39	.	.	PUNCT
cet-15106	26	1	in	in	ADP
cet-15106	26	2	recent	recent	ADJ
cet-15106	26	3	years	year	NOUN
cet-15106	26	4	,	,	PUNCT
cet-15106	26	5	augmentation	augmentation	NOUN
cet-15106	26	6	techniques	technique	NOUN
cet-15106	26	7	were	be	AUX
cet-15106	26	8	used	use	VERB
cet-15106	26	9	to	to	PART
cet-15106	26	10	achieve	achieve	VERB
cet-15106	26	11	better	well	ADJ
cet-15106	26	12	fire	fire	NOUN
cet-15106	26	13	detection	detection	NOUN
cet-15106	26	14	models	model	NOUN
cet-15106	26	15	(	(	PUNCT
cet-15106	26	16	kang	kang	PROPN
cet-15106	26	17	et	et	PROPN
cet-15106	26	18	al	al	PROPN
cet-15106	26	19	.	.	PROPN
cet-15106	26	20	,	,	PUNCT
cet-15106	26	21	2018	2018	NUM
cet-15106	26	22	)	)	PUNCT
cet-15106	26	23	or	or	CCONJ
cet-15106	26	24	for	for	ADP
cet-15106	26	25	the	the	DET
cet-15106	26	26	detection	detection	NOUN
cet-15106	26	27	of	of	ADP
cet-15106	26	28	tomato	tomato	NOUN
cet-15106	26	29	73	73	NUM
cet-15106	26	30	leaf	leaf	NOUN
cet-15106	26	31	diseases	disease	NOUN
cet-15106	26	32	(	(	PUNCT
cet-15106	26	33	agarwal	agarwal	PROPN
cet-15106	26	34	et	et	PROPN
cet-15106	26	35	al	al	PROPN
cet-15106	26	36	.	.	PROPN
cet-15106	26	37	,	,	PUNCT
cet-15106	26	38	2020	2020	NUM
cet-15106	26	39	)	)	PUNCT
cet-15106	26	40	.	.	PUNCT
cet-15106	27	1	however	however	ADV
cet-15106	27	2	,	,	PUNCT
cet-15106	27	3	if	if	SCONJ
cet-15106	27	4	the	the	DET
cet-15106	27	5	augmentation	augmentation	NOUN
cet-15106	27	6	transformations	transformation	NOUN
cet-15106	27	7	are	be	AUX
cet-15106	27	8	applied	apply	VERB
cet-15106	27	9	too	too	ADV
cet-15106	27	10	aggressively	aggressively	ADV
cet-15106	27	11	or	or	CCONJ
cet-15106	27	12	inappropriately	inappropriately	ADV
cet-15106	27	13	,	,	PUNCT
cet-15106	27	14	it	it	PRON
cet-15106	27	15	could	could	AUX
cet-15106	27	16	be	be	AUX
cet-15106	27	17	that	that	DET
cet-15106	27	18	detection	detection	NOUN
cet-15106	27	19	algorithms	algorithm	NOUN
cet-15106	27	20	,	,	PUNCT
cet-15106	27	21	instead	instead	ADV
cet-15106	27	22	of	of	ADP
cet-15106	27	23	learning	learn	VERB
cet-15106	27	24	features	feature	NOUN
cet-15106	27	25	of	of	ADP
cet-15106	27	26	the	the	DET
cet-15106	27	27	original	original	ADJ
cet-15106	27	28	dataset	dataset	NOUN
cet-15106	27	29	,	,	PUNCT
cet-15106	27	30	starts	start	VERB
cet-15106	27	31	learning	learn	VERB
cet-15106	27	32	artifacts	artifact	NOUN
cet-15106	27	33	introduced	introduce	VERB
cet-15106	27	34	due	due	ADP
cet-15106	27	35	to	to	ADP
cet-15106	27	36	the	the	DET
cet-15106	27	37	augmentations	augmentation	NOUN
cet-15106	27	38	,	,	PUNCT
cet-15106	27	39	leading	lead	VERB
cet-15106	27	40	to	to	ADP
cet-15106	27	41	overfitting	overfitting	NOUN
cet-15106	27	42	or	or	CCONJ
cet-15106	27	43	a	a	DET
cet-15106	27	44	loss	loss	NOUN
cet-15106	27	45	of	of	ADP
cet-15106	27	46	information	information	NOUN
cet-15106	27	47	(	(	PUNCT
cet-15106	27	48	shorten	shorten	VERB
cet-15106	27	49	and	and	CCONJ
cet-15106	27	50	khoshgoftaar	khoshgoftaar	NOUN
cet-15106	27	51	.	.	PUNCT
cet-15106	27	52	,	,	PUNCT
cet-15106	27	53	2019	2019	NUM
cet-15106	27	54	)	)	PUNCT
cet-15106	27	55	.	.	PUNCT
cet-15106	28	1	for	for	ADP
cet-15106	28	2	this	this	DET
cet-15106	28	3	reason	reason	NOUN
cet-15106	28	4	,	,	PUNCT
cet-15106	28	5	recently	recently	ADV
cet-15106	28	6	more	more	ADV
cet-15106	28	7	and	and	CCONJ
cet-15106	28	8	more	more	ADJ
cet-15106	28	9	research	research	NOUN
cet-15106	28	10	has	have	AUX
cet-15106	28	11	gone	go	VERB
cet-15106	28	12	into	into	ADP
cet-15106	28	13	the	the	DET
cet-15106	28	14	field	field	NOUN
cet-15106	28	15	of	of	ADP
cet-15106	28	16	artificially	artificially	ADV
cet-15106	28	17	generated	generate	VERB
cet-15106	28	18	synthetic	synthetic	ADJ
cet-15106	28	19	data	datum	NOUN
cet-15106	28	20	.	.	PUNCT
cet-15106	29	1	often	often	ADV
cet-15106	29	2	gans	gan	NOUN
cet-15106	29	3	are	be	AUX
cet-15106	29	4	used	use	VERB
cet-15106	29	5	for	for	ADP
cet-15106	29	6	this	this	DET
cet-15106	29	7	generation	generation	NOUN
cet-15106	29	8	,	,	PUNCT
cet-15106	29	9	however	however	ADV
cet-15106	29	10	it	it	PRON
cet-15106	29	11	is	be	AUX
cet-15106	29	12	also	also	ADV
cet-15106	29	13	possible	possible	ADJ
cet-15106	29	14	to	to	PART
cet-15106	29	15	use	use	VERB
cet-15106	29	16	vaes	vaes	NOUN
cet-15106	29	17	or	or	CCONJ
cet-15106	29	18	transformers	transformer	NOUN
cet-15106	29	19	.	.	PUNCT
cet-15106	30	1	a	a	DET
cet-15106	30	2	large	large	ADJ
cet-15106	30	3	risk	risk	NOUN
cet-15106	30	4	of	of	ADP
cet-15106	30	5	using	use	VERB
cet-15106	30	6	artificially	artificially	ADV
cet-15106	30	7	generated	generate	VERB
cet-15106	30	8	data	datum	NOUN
cet-15106	30	9	when	when	SCONJ
cet-15106	30	10	dealing	deal	VERB
cet-15106	30	11	with	with	ADP
cet-15106	30	12	low	low	ADJ
cet-15106	30	13	data	datum	NOUN
cet-15106	30	14	availability	availability	NOUN
cet-15106	30	15	is	be	AUX
cet-15106	30	16	that	that	SCONJ
cet-15106	30	17	not	not	PART
cet-15106	30	18	all	all	DET
cet-15106	30	19	features	feature	NOUN
cet-15106	30	20	will	will	AUX
cet-15106	30	21	be	be	AUX
cet-15106	30	22	incorporated	incorporate	VERB
cet-15106	30	23	in	in	ADP
cet-15106	30	24	the	the	DET
cet-15106	30	25	generated	generate	VERB
cet-15106	30	26	data	datum	NOUN
cet-15106	30	27	,	,	PUNCT
cet-15106	30	28	and	and	CCONJ
cet-15106	30	29	trained	train	VERB
cet-15106	30	30	models	model	NOUN
cet-15106	30	31	might	might	AUX
cet-15106	30	32	be	be	AUX
cet-15106	30	33	biased	bias	VERB
cet-15106	30	34	(	(	PUNCT
cet-15106	30	35	karras	karras	X
cet-15106	30	36	et	et	PROPN
cet-15106	30	37	al	al	PROPN
cet-15106	30	38	.	.	PROPN
cet-15106	30	39	,	,	PUNCT
cet-15106	30	40	2020	2020	NUM
cet-15106	30	41	)	)	PUNCT
cet-15106	30	42	.	.	PUNCT
cet-15106	31	1	one	one	NUM
cet-15106	31	2	way	way	NOUN
cet-15106	31	3	to	to	PART
cet-15106	31	4	identify	identify	VERB
cet-15106	31	5	this	this	DET
cet-15106	31	6	possible	possible	ADJ
cet-15106	31	7	bias	bias	NOUN
cet-15106	31	8	is	be	AUX
cet-15106	31	9	by	by	ADP
cet-15106	31	10	introducing	introduce	VERB
cet-15106	31	11	explainable	explainable	ADJ
cet-15106	31	12	ai	ai	NOUN
cet-15106	31	13	(	(	PUNCT
cet-15106	31	14	xai	xai	PROPN
cet-15106	31	15	)	)	PUNCT
cet-15106	31	16	.	.	PUNCT
cet-15106	32	1	(	(	PUNCT
cet-15106	32	2	hassan	hassan	PROPN
cet-15106	32	3	et	et	PROPN
cet-15106	32	4	al	al	PROPN
cet-15106	32	5	.	.	PROPN
cet-15106	32	6	,	,	PUNCT
cet-15106	32	7	2022	2022	NUM
cet-15106	32	8	)	)	PUNCT
cet-15106	32	9	made	make	VERB
cet-15106	32	10	a	a	DET
cet-15106	32	11	comparison	comparison	NOUN
cet-15106	32	12	of	of	ADP
cet-15106	32	13	multiple	multiple	ADJ
cet-15106	32	14	pre	pre	ADJ
cet-15106	32	15	-	-	ADJ
cet-15106	32	16	trained	train	VERB
cet-15106	32	17	deep	deep	ADJ
cet-15106	32	18	neural	neural	ADJ
cet-15106	32	19	networks	network	NOUN
cet-15106	32	20	for	for	ADP
cet-15106	32	21	the	the	DET
cet-15106	32	22	classification	classification	NOUN
cet-15106	32	23	task	task	NOUN
cet-15106	32	24	of	of	ADP
cet-15106	32	25	prostate	prostate	NOUN
cet-15106	32	26	cancer	cancer	NOUN
cet-15106	32	27	and	and	CCONJ
cet-15106	32	28	used	use	VERB
cet-15106	32	29	xai	xai	PROPN
cet-15106	32	30	to	to	PART
cet-15106	32	31	gain	gain	VERB
cet-15106	32	32	insights	insight	NOUN
cet-15106	32	33	and	and	CCONJ
cet-15106	32	34	understanding	understanding	NOUN
cet-15106	32	35	of	of	ADP
cet-15106	32	36	the	the	DET
cet-15106	32	37	key	key	ADJ
cet-15106	32	38	features	feature	NOUN
cet-15106	32	39	that	that	PRON
cet-15106	32	40	led	lead	VERB
cet-15106	32	41	the	the	DET
cet-15106	32	42	algorithm	algorithm	NOUN
cet-15106	32	43	to	to	PART
cet-15106	32	44	make	make	VERB
cet-15106	32	45	a	a	DET
cet-15106	32	46	certain	certain	ADJ
cet-15106	32	47	decision	decision	NOUN
cet-15106	32	48	and	and	CCONJ
cet-15106	32	49	classification	classification	NOUN
cet-15106	32	50	.	.	PUNCT
cet-15106	33	1	pioneered	pioneer	VERB
cet-15106	33	2	by	by	ADP
cet-15106	33	3	(	(	PUNCT
cet-15106	33	4	lundberg	lundberg	PROPN
cet-15106	33	5	and	and	CCONJ
cet-15106	33	6	lee	lee	PROPN
cet-15106	33	7	,	,	PUNCT
cet-15106	33	8	2017	2017	NUM
cet-15106	33	9	)	)	PUNCT
cet-15106	33	10	,	,	PUNCT
cet-15106	33	11	shap	shap	PROPN
cet-15106	33	12	(	(	PUNCT
cet-15106	33	13	shapley	shapley	ADJ
cet-15106	33	14	additive	additive	ADJ
cet-15106	33	15	explanations	explanation	NOUN
cet-15106	33	16	)	)	PUNCT
cet-15106	33	17	has	have	AUX
cet-15106	33	18	become	become	VERB
cet-15106	33	19	a	a	DET
cet-15106	33	20	widely	widely	ADV
cet-15106	33	21	adopted	adopt	VERB
cet-15106	33	22	explainable	explainable	ADJ
cet-15106	33	23	ai	ai	NOUN
cet-15106	33	24	(	(	PUNCT
cet-15106	33	25	xai	xai	PROPN
cet-15106	33	26	)	)	PUNCT
cet-15106	33	27	method	method	NOUN
cet-15106	33	28	due	due	ADP
cet-15106	33	29	to	to	ADP
cet-15106	33	30	its	its	PRON
cet-15106	33	31	user	user	NOUN
cet-15106	33	32	-	-	PUNCT
cet-15106	33	33	friendliness	friendliness	ADJ
cet-15106	33	34	and	and	CCONJ
cet-15106	33	35	remarkable	remarkable	ADJ
cet-15106	33	36	explanatory	explanatory	ADJ
cet-15106	33	37	power	power	NOUN
cet-15106	33	38	.	.	PUNCT
cet-15106	34	1	2	2	X
cet-15106	34	2	.	.	X
cet-15106	34	3	methods	method	NOUN
cet-15106	34	4	in	in	ADP
cet-15106	34	5	this	this	DET
cet-15106	34	6	paper	paper	NOUN
cet-15106	34	7	the	the	DET
cet-15106	34	8	usability	usability	NOUN
cet-15106	34	9	of	of	ADP
cet-15106	34	10	different	different	ADJ
cet-15106	34	11	gan	gan	NOUN
cet-15106	34	12	applications	application	NOUN
cet-15106	34	13	for	for	ADP
cet-15106	34	14	the	the	DET
cet-15106	34	15	detection	detection	NOUN
cet-15106	34	16	of	of	ADP
cet-15106	34	17	chemical	chemical	NOUN
cet-15106	34	18	foam	foam	NOUN
cet-15106	34	19	will	will	AUX
cet-15106	34	20	be	be	AUX
cet-15106	34	21	validated	validate	VERB
cet-15106	34	22	.	.	PUNCT
cet-15106	35	1	this	this	PRON
cet-15106	35	2	will	will	AUX
cet-15106	35	3	be	be	AUX
cet-15106	35	4	done	do	VERB
cet-15106	35	5	by	by	ADP
cet-15106	35	6	comparing	compare	VERB
cet-15106	35	7	the	the	DET
cet-15106	35	8	classification	classification	NOUN
cet-15106	35	9	accuracy	accuracy	NOUN
cet-15106	35	10	of	of	ADP
cet-15106	35	11	(	(	PUNCT
cet-15106	35	12	i	i	NOUN
cet-15106	35	13	)	)	PUNCT
cet-15106	35	14	a	a	DET
cet-15106	35	15	convolutional	convolutional	ADJ
cet-15106	35	16	neural	neural	ADJ
cet-15106	35	17	network	network	NOUN
cet-15106	35	18	trained	train	VERB
cet-15106	35	19	on	on	ADP
cet-15106	35	20	a	a	DET
cet-15106	35	21	limited	limited	ADJ
cet-15106	35	22	dataset	dataset	NOUN
cet-15106	35	23	,	,	PUNCT
cet-15106	35	24	with	with	ADP
cet-15106	35	25	(	(	PUNCT
cet-15106	35	26	ii	ii	NOUN
cet-15106	35	27	)	)	PUNCT
cet-15106	35	28	the	the	DET
cet-15106	35	29	accuracy	accuracy	NOUN
cet-15106	35	30	of	of	ADP
cet-15106	35	31	a	a	DET
cet-15106	35	32	classification	classification	NOUN
cet-15106	35	33	by	by	ADP
cet-15106	35	34	a	a	DET
cet-15106	35	35	gan	gan	PROPN
cet-15106	35	36	based	base	VERB
cet-15106	35	37	anomaly	anomaly	PROPN
cet-15106	35	38	detection	detection	NOUN
cet-15106	35	39	method	method	NOUN
cet-15106	35	40	on	on	ADP
cet-15106	35	41	the	the	DET
cet-15106	35	42	same	same	ADJ
cet-15106	35	43	dataset	dataset	NOUN
cet-15106	35	44	and	and	CCONJ
cet-15106	35	45	finally	finally	ADV
cet-15106	35	46	with	with	ADP
cet-15106	35	47	(	(	PUNCT
cet-15106	35	48	iii	iii	X
cet-15106	35	49	)	)	PUNCT
cet-15106	35	50	the	the	DET
cet-15106	35	51	accuracy	accuracy	NOUN
cet-15106	35	52	of	of	ADP
cet-15106	35	53	a	a	DET
cet-15106	35	54	convolutional	convolutional	ADJ
cet-15106	35	55	neural	neural	ADJ
cet-15106	35	56	network	network	NOUN
cet-15106	35	57	trained	train	VERB
cet-15106	35	58	on	on	ADP
cet-15106	35	59	the	the	DET
cet-15106	35	60	original	original	ADJ
cet-15106	35	61	dataset	dataset	NOUN
cet-15106	35	62	enlarged	enlarge	VERB
cet-15106	35	63	with	with	ADP
cet-15106	35	64	gan	gan	PROPN
cet-15106	35	65	based	base	VERB
cet-15106	35	66	synthetic	synthetic	ADJ
cet-15106	35	67	data	datum	NOUN
cet-15106	35	68	.	.	PUNCT
cet-15106	36	1	the	the	DET
cet-15106	36	2	aim	aim	NOUN
cet-15106	36	3	of	of	ADP
cet-15106	36	4	this	this	DET
cet-15106	36	5	research	research	NOUN
cet-15106	36	6	is	be	AUX
cet-15106	36	7	to	to	PART
cet-15106	36	8	contribute	contribute	VERB
cet-15106	36	9	by	by	ADP
cet-15106	36	10	providing	provide	VERB
cet-15106	36	11	a	a	DET
cet-15106	36	12	methodology	methodology	NOUN
cet-15106	36	13	when	when	SCONJ
cet-15106	36	14	dealing	deal	VERB
cet-15106	36	15	with	with	ADP
cet-15106	36	16	detection	detection	NOUN
cet-15106	36	17	questions	question	NOUN
cet-15106	36	18	on	on	ADP
cet-15106	36	19	very	very	ADV
cet-15106	36	20	limited	limited	ADJ
cet-15106	36	21	static	static	ADJ
cet-15106	36	22	datasets	dataset	NOUN
cet-15106	36	23	.	.	PUNCT
cet-15106	37	1	the	the	DET
cet-15106	37	2	dataset	dataset	NOUN
cet-15106	37	3	used	use	VERB
cet-15106	37	4	in	in	ADP
cet-15106	37	5	this	this	DET
cet-15106	37	6	work	work	NOUN
cet-15106	37	7	contains	contain	VERB
cet-15106	37	8	images	image	NOUN
cet-15106	37	9	of	of	ADP
cet-15106	37	10	an	an	DET
cet-15106	37	11	active	active	ADJ
cet-15106	37	12	chemical	chemical	NOUN
cet-15106	37	13	production	production	NOUN
cet-15106	37	14	environment	environment	NOUN
cet-15106	37	15	with	with	ADP
cet-15106	37	16	(	(	PUNCT
cet-15106	37	17	anomaly	anomaly	NOUN
cet-15106	37	18	)	)	PUNCT
cet-15106	37	19	and	and	CCONJ
cet-15106	37	20	without	without	ADP
cet-15106	37	21	(	(	PUNCT
cet-15106	37	22	normal	normal	ADJ
cet-15106	37	23	case	case	NOUN
cet-15106	37	24	)	)	PUNCT
cet-15106	37	25	the	the	DET
cet-15106	37	26	presence	presence	NOUN
cet-15106	37	27	of	of	ADP
cet-15106	37	28	chemical	chemical	PROPN
cet-15106	37	29	foam	foam	NOUN
cet-15106	37	30	.	.	PUNCT
cet-15106	38	1	for	for	ADP
cet-15106	38	2	the	the	DET
cet-15106	38	3	normal	normal	ADJ
cet-15106	38	4	images	image	NOUN
cet-15106	38	5	only	only	ADV
cet-15106	38	6	limited	limited	ADJ
cet-15106	38	7	variation	variation	NOUN
cet-15106	38	8	is	be	AUX
cet-15106	38	9	possible	possible	ADJ
cet-15106	38	10	due	due	ADP
cet-15106	38	11	to	to	ADP
cet-15106	38	12	the	the	DET
cet-15106	38	13	static	static	ADJ
cet-15106	38	14	nature	nature	NOUN
cet-15106	38	15	of	of	ADP
cet-15106	38	16	the	the	DET
cet-15106	38	17	setup	setup	NOUN
cet-15106	38	18	and	and	CCONJ
cet-15106	38	19	camera	camera	NOUN
cet-15106	38	20	.	.	PUNCT
cet-15106	39	1	the	the	DET
cet-15106	39	2	only	only	ADJ
cet-15106	39	3	possible	possible	ADJ
cet-15106	39	4	variation	variation	NOUN
cet-15106	39	5	in	in	ADP
cet-15106	39	6	the	the	DET
cet-15106	39	7	normal	normal	ADJ
cet-15106	39	8	case	case	NOUN
cet-15106	39	9	is	be	AUX
cet-15106	39	10	due	due	ADJ
cet-15106	39	11	to	to	ADP
cet-15106	39	12	residual	residual	ADJ
cet-15106	39	13	foam	foam	NOUN
cet-15106	39	14	that	that	PRON
cet-15106	39	15	sticks	stick	VERB
cet-15106	39	16	on	on	ADP
cet-15106	39	17	the	the	DET
cet-15106	39	18	buffer	buffer	NOUN
cet-15106	39	19	tank	tank	NOUN
cet-15106	39	20	,	,	PUNCT
cet-15106	39	21	or	or	CCONJ
cet-15106	39	22	due	due	ADP
cet-15106	39	23	to	to	ADP
cet-15106	39	24	changes	change	NOUN
cet-15106	39	25	in	in	ADP
cet-15106	39	26	weather	weather	NOUN
cet-15106	39	27	phenomena	phenomenon	NOUN
cet-15106	39	28	.	.	PUNCT
cet-15106	40	1	in	in	ADP
cet-15106	40	2	the	the	DET
cet-15106	40	3	case	case	NOUN
cet-15106	40	4	of	of	ADP
cet-15106	40	5	the	the	DET
cet-15106	40	6	presence	presence	NOUN
cet-15106	40	7	of	of	ADP
cet-15106	40	8	an	an	DET
cet-15106	40	9	anomaly	anomaly	NOUN
cet-15106	40	10	,	,	PUNCT
cet-15106	40	11	or	or	CCONJ
cet-15106	40	12	foam	foam	NOUN
cet-15106	40	13	,	,	PUNCT
cet-15106	40	14	more	more	ADJ
cet-15106	40	15	variation	variation	NOUN
cet-15106	40	16	is	be	AUX
cet-15106	40	17	possible	possible	ADJ
cet-15106	40	18	.	.	PUNCT
cet-15106	41	1	the	the	DET
cet-15106	41	2	importance	importance	NOUN
cet-15106	41	3	of	of	ADP
cet-15106	41	4	fast	fast	ADJ
cet-15106	41	5	detection	detection	NOUN
cet-15106	41	6	is	be	AUX
cet-15106	41	7	extremely	extremely	ADV
cet-15106	41	8	high	high	ADJ
cet-15106	41	9	for	for	ADP
cet-15106	41	10	this	this	DET
cet-15106	41	11	use	use	NOUN
cet-15106	41	12	case	case	NOUN
cet-15106	41	13	since	since	SCONJ
cet-15106	41	14	the	the	DET
cet-15106	41	15	foam	foam	NOUN
cet-15106	41	16	can	can	AUX
cet-15106	41	17	start	start	VERB
cet-15106	41	18	forming	form	VERB
cet-15106	41	19	at	at	ADP
cet-15106	41	20	any	any	DET
cet-15106	41	21	moment	moment	NOUN
cet-15106	41	22	and	and	CCONJ
cet-15106	41	23	is	be	AUX
cet-15106	41	24	very	very	ADV
cet-15106	41	25	unpredictable	unpredictable	ADJ
cet-15106	41	26	.	.	PUNCT
cet-15106	42	1	if	if	SCONJ
cet-15106	42	2	the	the	DET
cet-15106	42	3	foam	foam	NOUN
cet-15106	42	4	starts	start	VERB
cet-15106	42	5	rising	rise	VERB
cet-15106	42	6	and	and	CCONJ
cet-15106	42	7	overflows	overflow	VERB
cet-15106	42	8	from	from	ADP
cet-15106	42	9	the	the	DET
cet-15106	42	10	buffer	buffer	NOUN
cet-15106	42	11	tank	tank	NOUN
cet-15106	42	12	,	,	PUNCT
cet-15106	42	13	the	the	DET
cet-15106	42	14	risk	risk	NOUN
cet-15106	42	15	exists	exist	VERB
cet-15106	42	16	of	of	ADP
cet-15106	42	17	a	a	DET
cet-15106	42	18	potential	potential	ADJ
cet-15106	42	19	environmental	environmental	ADJ
cet-15106	42	20	impact	impact	NOUN
cet-15106	42	21	as	as	ADV
cet-15106	42	22	well	well	ADV
cet-15106	42	23	as	as	ADP
cet-15106	42	24	the	the	DET
cet-15106	42	25	risk	risk	NOUN
cet-15106	42	26	of	of	ADP
cet-15106	42	27	early	early	ADJ
cet-15106	42	28	corrosion	corrosion	NOUN
cet-15106	42	29	of	of	ADP
cet-15106	42	30	nearby	nearby	ADJ
cet-15106	42	31	installations	installation	NOUN
cet-15106	42	32	,	,	PUNCT
cet-15106	42	33	on	on	ADP
cet-15106	42	34	top	top	ADJ
cet-15106	42	35	,	,	PUNCT
cet-15106	42	36	a	a	DET
cet-15106	42	37	dangerous	dangerous	ADJ
cet-15106	42	38	environment	environment	NOUN
cet-15106	42	39	for	for	ADP
cet-15106	42	40	operators	operator	NOUN
cet-15106	42	41	is	be	AUX
cet-15106	42	42	created	create	VERB
cet-15106	42	43	.	.	PUNCT
cet-15106	43	1	a	a	DET
cet-15106	43	2	dataset	dataset	NOUN
cet-15106	43	3	with	with	ADP
cet-15106	43	4	up	up	ADP
cet-15106	43	5	to	to	PART
cet-15106	43	6	326	326	NUM
cet-15106	43	7	images	image	NOUN
cet-15106	43	8	with	with	ADP
cet-15106	43	9	foam	foam	NOUN
cet-15106	43	10	and	and	CCONJ
cet-15106	43	11	up	up	ADP
cet-15106	43	12	to	to	PART
cet-15106	43	13	424	424	NUM
cet-15106	43	14	images	image	NOUN
cet-15106	43	15	without	without	ADP
cet-15106	43	16	foam	foam	NOUN
cet-15106	43	17	of	of	ADP
cet-15106	43	18	the	the	DET
cet-15106	43	19	same	same	ADJ
cet-15106	43	20	active	active	ADJ
cet-15106	43	21	chemical	chemical	NOUN
cet-15106	43	22	production	production	NOUN
cet-15106	43	23	environment	environment	NOUN
cet-15106	43	24	have	have	AUX
cet-15106	43	25	been	be	AUX
cet-15106	43	26	collected	collect	VERB
cet-15106	43	27	over	over	ADP
cet-15106	43	28	the	the	DET
cet-15106	43	29	span	span	NOUN
cet-15106	43	30	of	of	ADP
cet-15106	43	31	multiple	multiple	ADJ
cet-15106	43	32	weeks	week	NOUN
cet-15106	43	33	,	,	PUNCT
cet-15106	43	34	allowing	allow	VERB
cet-15106	43	35	for	for	ADP
cet-15106	43	36	many	many	ADJ
cet-15106	43	37	variations	variation	NOUN
cet-15106	43	38	in	in	ADP
cet-15106	43	39	background	background	NOUN
cet-15106	43	40	,	,	PUNCT
cet-15106	43	41	such	such	ADJ
cet-15106	43	42	as	as	ADP
cet-15106	43	43	:	:	PUNCT
cet-15106	43	44	day	day	NOUN
cet-15106	43	45	/	/	SYM
cet-15106	43	46	night	night	NOUN
cet-15106	43	47	cycle	cycle	NOUN
cet-15106	43	48	,	,	PUNCT
cet-15106	43	49	rain	rain	NOUN
cet-15106	43	50	,	,	PUNCT
cet-15106	43	51	snow	snow	NOUN
cet-15106	43	52	,	,	PUNCT
cet-15106	43	53	sunny	sunny	ADJ
cet-15106	43	54	,	,	PUNCT
cet-15106	43	55	etc	etc	X
cet-15106	43	56	.	.	X
cet-15106	43	57	all	all	DET
cet-15106	43	58	collected	collect	VERB
cet-15106	43	59	images	image	NOUN
cet-15106	43	60	have	have	AUX
cet-15106	43	61	been	be	AUX
cet-15106	43	62	weakly	weakly	ADV
cet-15106	43	63	labelled	label	VERB
cet-15106	43	64	,	,	PUNCT
cet-15106	43	65	meaning	mean	VERB
cet-15106	43	66	that	that	SCONJ
cet-15106	43	67	all	all	DET
cet-15106	43	68	images	image	NOUN
cet-15106	43	69	have	have	AUX
cet-15106	43	70	been	be	AUX
cet-15106	43	71	reviewed	review	VERB
cet-15106	43	72	and	and	CCONJ
cet-15106	43	73	annotated	annotate	VERB
cet-15106	43	74	as	as	ADP
cet-15106	43	75	either	either	CCONJ
cet-15106	43	76	containing	contain	VERB
cet-15106	43	77	foam	foam	NOUN
cet-15106	43	78	of	of	ADP
cet-15106	43	79	no	no	DET
cet-15106	43	80	foam	foam	NOUN
cet-15106	43	81	.	.	PUNCT
cet-15106	44	1	for	for	ADP
cet-15106	44	2	the	the	DET
cet-15106	44	3	generation	generation	NOUN
cet-15106	44	4	of	of	ADP
cet-15106	44	5	synthetic	synthetic	ADJ
cet-15106	44	6	data	datum	NOUN
cet-15106	44	7	many	many	ADJ
cet-15106	44	8	different	different	ADJ
cet-15106	44	9	approaches	approach	NOUN
cet-15106	44	10	exist	exist	VERB
cet-15106	44	11	,	,	PUNCT
cet-15106	44	12	however	however	ADV
cet-15106	44	13	,	,	PUNCT
cet-15106	44	14	since	since	SCONJ
cet-15106	44	15	the	the	DET
cet-15106	44	16	datasets	dataset	NOUN
cet-15106	44	17	used	use	VERB
cet-15106	44	18	in	in	ADP
cet-15106	44	19	this	this	DET
cet-15106	44	20	work	work	NOUN
cet-15106	44	21	are	be	AUX
cet-15106	44	22	limited	limit	VERB
cet-15106	44	23	in	in	ADP
cet-15106	44	24	the	the	DET
cet-15106	44	25	amount	amount	NOUN
cet-15106	44	26	of	of	ADP
cet-15106	44	27	data	datum	NOUN
cet-15106	44	28	,	,	PUNCT
cet-15106	44	29	the	the	DET
cet-15106	44	30	light	light	ADJ
cet-15106	44	31	-	-	PUNCT
cet-15106	44	32	weight	weight	NOUN
cet-15106	44	33	gan	gan	NOUN
cet-15106	44	34	structure	structure	NOUN
cet-15106	44	35	proposed	propose	VERB
cet-15106	44	36	by	by	ADP
cet-15106	44	37	(	(	PUNCT
cet-15106	44	38	liu	liu	PROPN
cet-15106	44	39	et	et	PROPN
cet-15106	44	40	al	al	PROPN
cet-15106	44	41	.	.	PROPN
cet-15106	44	42	,	,	PUNCT
cet-15106	44	43	2020	2020	NUM
cet-15106	44	44	)	)	PUNCT
cet-15106	44	45	is	be	AUX
cet-15106	44	46	used	use	VERB
cet-15106	44	47	.	.	PUNCT
cet-15106	45	1	the	the	DET
cet-15106	45	2	reason	reason	NOUN
cet-15106	45	3	this	this	DET
cet-15106	45	4	light	light	ADJ
cet-15106	45	5	-	-	PUNCT
cet-15106	45	6	weight	weight	NOUN
cet-15106	45	7	approach	approach	NOUN
cet-15106	45	8	is	be	AUX
cet-15106	45	9	used	use	VERB
cet-15106	45	10	,	,	PUNCT
cet-15106	45	11	is	be	AUX
cet-15106	45	12	because	because	SCONJ
cet-15106	45	13	these	these	DET
cet-15106	45	14	models	model	NOUN
cet-15106	45	15	can	can	AUX
cet-15106	45	16	converge	converge	VERB
cet-15106	45	17	within	within	ADP
cet-15106	45	18	hours	hour	NOUN
cet-15106	45	19	and	and	CCONJ
cet-15106	45	20	more	more	ADV
cet-15106	45	21	importantly	importantly	ADV
cet-15106	45	22	,	,	PUNCT
cet-15106	45	23	they	they	PRON
cet-15106	45	24	have	have	VERB
cet-15106	45	25	similar	similar	ADJ
cet-15106	45	26	performances	performance	NOUN
cet-15106	45	27	consistently	consistently	ADV
cet-15106	45	28	even	even	ADV
cet-15106	45	29	when	when	SCONJ
cet-15106	45	30	only	only	ADV
cet-15106	45	31	limited	limited	ADJ
cet-15106	45	32	amounts	amount	NOUN
cet-15106	45	33	of	of	ADP
cet-15106	45	34	data	datum	NOUN
cet-15106	45	35	are	be	AUX
cet-15106	45	36	available	available	ADJ
cet-15106	45	37	.	.	PUNCT
cet-15106	46	1	in	in	ADP
cet-15106	46	2	this	this	DET
cet-15106	46	3	work	work	NOUN
cet-15106	46	4	,	,	PUNCT
cet-15106	46	5	only	only	ADV
cet-15106	46	6	the	the	DET
cet-15106	46	7	impact	impact	NOUN
cet-15106	46	8	of	of	ADP
cet-15106	46	9	gan	gan	NOUN
cet-15106	46	10	-	-	PUNCT
cet-15106	46	11	based	base	VERB
cet-15106	46	12	synthetic	synthetic	NOUN
cet-15106	46	13	generated	generate	VERB
cet-15106	46	14	data	datum	NOUN
cet-15106	46	15	on	on	ADP
cet-15106	46	16	classifier	classifier	ADJ
cet-15106	46	17	accuracy	accuracy	NOUN
cet-15106	46	18	will	will	AUX
cet-15106	46	19	be	be	AUX
cet-15106	46	20	evaluated	evaluate	VERB
cet-15106	46	21	,	,	PUNCT
cet-15106	46	22	since	since	SCONJ
cet-15106	46	23	(	(	PUNCT
cet-15106	46	24	stuyck	stuyck	PROPN
cet-15106	46	25	en	en	PROPN
cet-15106	46	26	demeester	demeester	PROPN
cet-15106	46	27	,	,	PUNCT
cet-15106	46	28	2024	2024	NUM
cet-15106	46	29	)	)	PUNCT
cet-15106	46	30	showed	show	VERB
cet-15106	46	31	that	that	SCONJ
cet-15106	46	32	gan	gan	NOUN
cet-15106	46	33	-	-	PUNCT
cet-15106	46	34	based	base	VERB
cet-15106	46	35	synthetic	synthetic	NOUN
cet-15106	46	36	generated	generate	VERB
cet-15106	46	37	data	datum	NOUN
cet-15106	46	38	consistently	consistently	ADV
cet-15106	46	39	yield	yield	VERB
cet-15106	46	40	superior	superior	ADJ
cet-15106	46	41	results	result	NOUN
cet-15106	46	42	compared	compare	VERB
cet-15106	46	43	to	to	ADP
cet-15106	46	44	standard	standard	ADJ
cet-15106	46	45	augmentation	augmentation	NOUN
cet-15106	46	46	methods	method	NOUN
cet-15106	46	47	for	for	ADP
cet-15106	46	48	classification	classification	NOUN
cet-15106	46	49	.	.	PUNCT
cet-15106	47	1	in	in	ADP
cet-15106	47	2	this	this	DET
cet-15106	47	3	work	work	NOUN
cet-15106	47	4	,	,	PUNCT
cet-15106	47	5	only	only	ADV
cet-15106	47	6	the	the	DET
cet-15106	47	7	light	light	ADJ
cet-15106	47	8	-	-	PUNCT
cet-15106	47	9	weight	weight	NOUN
cet-15106	47	10	approach	approach	NOUN
cet-15106	47	11	will	will	AUX
cet-15106	47	12	be	be	AUX
cet-15106	47	13	used	use	VERB
cet-15106	47	14	since	since	SCONJ
cet-15106	47	15	(	(	PUNCT
cet-15106	47	16	lucic	lucic	PROPN
cet-15106	47	17	et	et	PROPN
cet-15106	47	18	al	al	PROPN
cet-15106	47	19	.	.	PROPN
cet-15106	47	20	,	,	PUNCT
cet-15106	47	21	2018	2018	NUM
cet-15106	47	22	)	)	PUNCT
cet-15106	47	23	suggest	suggest	VERB
cet-15106	47	24	that	that	SCONJ
cet-15106	47	25	on	on	ADP
cet-15106	47	26	average	average	ADJ
cet-15106	47	27	,	,	PUNCT
cet-15106	47	28	different	different	ADJ
cet-15106	47	29	gan	gan	PROPN
cet-15106	47	30	architectures	architecture	NOUN
cet-15106	47	31	have	have	VERB
cet-15106	47	32	limited	limit	VERB
cet-15106	47	33	impact	impact	NOUN
cet-15106	47	34	on	on	ADP
cet-15106	47	35	the	the	DET
cet-15106	47	36	final	final	ADJ
cet-15106	47	37	generated	generate	VERB
cet-15106	47	38	result	result	NOUN
cet-15106	47	39	.	.	PUNCT
cet-15106	48	1	the	the	DET
cet-15106	48	2	generated	generate	VERB
cet-15106	48	3	data	datum	NOUN
cet-15106	48	4	in	in	ADP
cet-15106	48	5	combination	combination	NOUN
cet-15106	48	6	with	with	ADP
cet-15106	48	7	the	the	DET
cet-15106	48	8	original	original	ADJ
cet-15106	48	9	dataset	dataset	NOUN
cet-15106	48	10	will	will	AUX
cet-15106	48	11	be	be	AUX
cet-15106	48	12	used	use	VERB
cet-15106	48	13	to	to	PART
cet-15106	48	14	train	train	VERB
cet-15106	48	15	a	a	DET
cet-15106	48	16	cnn	cnn	NOUN
cet-15106	48	17	for	for	ADP
cet-15106	48	18	the	the	DET
cet-15106	48	19	classification	classification	NOUN
cet-15106	48	20	of	of	ADP
cet-15106	48	21	chemical	chemical	PROPN
cet-15106	48	22	foam	foam	NOUN
cet-15106	48	23	.	.	PUNCT
cet-15106	49	1	these	these	DET
cet-15106	49	2	classification	classification	NOUN
cet-15106	49	3	results	result	NOUN
cet-15106	49	4	will	will	AUX
cet-15106	49	5	be	be	AUX
cet-15106	49	6	subjected	subject	VERB
cet-15106	49	7	to	to	ADP
cet-15106	49	8	the	the	DET
cet-15106	49	9	shap	shap	PROPN
cet-15106	49	10	explanation	explanation	NOUN
cet-15106	49	11	model	model	NOUN
cet-15106	49	12	to	to	PART
cet-15106	49	13	get	get	VERB
cet-15106	49	14	insights	insight	NOUN
cet-15106	49	15	in	in	ADP
cet-15106	49	16	the	the	DET
cet-15106	49	17	performance	performance	NOUN
cet-15106	49	18	and	and	CCONJ
cet-15106	49	19	decision	decision	NOUN
cet-15106	49	20	-	-	PUNCT
cet-15106	49	21	making	make	VERB
cet-15106	49	22	capabilities	capability	NOUN
cet-15106	49	23	of	of	ADP
cet-15106	49	24	the	the	DET
cet-15106	49	25	final	final	ADJ
cet-15106	49	26	proposed	propose	VERB
cet-15106	49	27	classification	classification	NOUN
cet-15106	49	28	models	model	NOUN
cet-15106	49	29	,	,	PUNCT
cet-15106	49	30	as	as	ADV
cet-15106	49	31	well	well	ADV
cet-15106	49	32	as	as	ADP
cet-15106	49	33	map	map	VERB
cet-15106	49	34	possible	possible	ADJ
cet-15106	49	35	biases	bias	NOUN
cet-15106	49	36	of	of	ADP
cet-15106	49	37	the	the	DET
cet-15106	49	38	newly	newly	ADV
cet-15106	49	39	generated	generate	VERB
cet-15106	49	40	data	datum	NOUN
cet-15106	49	41	that	that	PRON
cet-15106	49	42	might	might	AUX
cet-15106	49	43	negatively	negatively	ADV
cet-15106	49	44	impact	impact	VERB
cet-15106	49	45	the	the	DET
cet-15106	49	46	classification	classification	NOUN
cet-15106	49	47	algorithm	algorithm	NOUN
cet-15106	49	48	results	result	NOUN
cet-15106	49	49	.	.	PUNCT
cet-15106	50	1	for	for	ADP
cet-15106	50	2	the	the	DET
cet-15106	50	3	anomaly	anomaly	NOUN
cet-15106	50	4	detection	detection	NOUN
cet-15106	50	5	approach	approach	NOUN
cet-15106	50	6	,	,	PUNCT
cet-15106	50	7	an	an	DET
cet-15106	50	8	adaptation	adaptation	NOUN
cet-15106	50	9	of	of	ADP
cet-15106	50	10	the	the	DET
cet-15106	50	11	skip	skip	NOUN
cet-15106	50	12	-	-	PUNCT
cet-15106	50	13	ganomaly	ganomaly	NOUN
cet-15106	50	14	(	(	PUNCT
cet-15106	50	15	akçay	akçay	NOUN
cet-15106	50	16	et	et	PROPN
cet-15106	50	17	al	al	PROPN
cet-15106	50	18	.	.	PROPN
cet-15106	50	19	,	,	PUNCT
cet-15106	50	20	2019	2019	NUM
cet-15106	50	21	)	)	PUNCT
cet-15106	50	22	is	be	AUX
cet-15106	50	23	used	use	VERB
cet-15106	50	24	.	.	PUNCT
cet-15106	51	1	this	this	DET
cet-15106	51	2	method	method	NOUN
cet-15106	51	3	is	be	AUX
cet-15106	51	4	trained	train	VERB
cet-15106	51	5	only	only	ADV
cet-15106	51	6	on	on	ADP
cet-15106	51	7	images	image	NOUN
cet-15106	51	8	without	without	ADP
cet-15106	51	9	chemical	chemical	NOUN
cet-15106	51	10	foam	foam	NOUN
cet-15106	51	11	and	and	CCONJ
cet-15106	51	12	tries	try	VERB
cet-15106	51	13	to	to	PART
cet-15106	51	14	learn	learn	VERB
cet-15106	51	15	the	the	DET
cet-15106	51	16	features	feature	NOUN
cet-15106	51	17	so	so	SCONJ
cet-15106	51	18	that	that	SCONJ
cet-15106	51	19	it	it	PRON
cet-15106	51	20	can	can	AUX
cet-15106	51	21	recreate	recreate	VERB
cet-15106	51	22	foamless	foamless	NOUN
cet-15106	51	23	images	image	NOUN
cet-15106	51	24	.	.	PUNCT
cet-15106	52	1	it	it	PRON
cet-15106	52	2	does	do	VERB
cet-15106	52	3	this	this	PRON
cet-15106	52	4	by	by	ADP
cet-15106	52	5	using	use	VERB
cet-15106	52	6	a	a	DET
cet-15106	52	7	typical	typical	ADJ
cet-15106	52	8	gan	gan	NOUN
cet-15106	52	9	based	base	VERB
cet-15106	52	10	architecture	architecture	NOUN
cet-15106	52	11	consisting	consist	VERB
cet-15106	52	12	out	out	ADP
cet-15106	52	13	of	of	ADP
cet-15106	52	14	a	a	DET
cet-15106	52	15	generator	generator	NOUN
cet-15106	52	16	network	network	NOUN
cet-15106	52	17	(	(	PUNCT
cet-15106	52	18	g	g	NOUN
cet-15106	52	19	)	)	PUNCT
cet-15106	52	20	and	and	CCONJ
cet-15106	52	21	a	a	DET
cet-15106	52	22	discriminator	discriminator	NOUN
cet-15106	52	23	network	network	NOUN
cet-15106	52	24	(	(	PUNCT
cet-15106	52	25	d	d	NOUN
cet-15106	52	26	)	)	PUNCT
cet-15106	52	27	.	.	PUNCT
cet-15106	53	1	the	the	DET
cet-15106	53	2	goal	goal	NOUN
cet-15106	53	3	of	of	ADP
cet-15106	53	4	the	the	DET
cet-15106	53	5	generator	generator	NOUN
cet-15106	53	6	network	network	NOUN
cet-15106	53	7	is	be	AUX
cet-15106	53	8	to	to	PART
cet-15106	53	9	capture	capture	VERB
cet-15106	53	10	the	the	DET
cet-15106	53	11	distribution	distribution	NOUN
cet-15106	53	12	of	of	ADP
cet-15106	53	13	the	the	DET
cet-15106	53	14	input	input	NOUN
cet-15106	53	15	images	image	NOUN
cet-15106	53	16	and	and	CCONJ
cet-15106	53	17	try	try	VERB
cet-15106	53	18	to	to	PART
cet-15106	53	19	generate	generate	VERB
cet-15106	53	20	new	new	ADJ
cet-15106	53	21	realistic	realistic	ADJ
cet-15106	53	22	images	image	NOUN
cet-15106	53	23	based	base	VERB
cet-15106	53	24	on	on	ADP
cet-15106	53	25	the	the	DET
cet-15106	53	26	features	feature	NOUN
cet-15106	53	27	taken	take	VERB
cet-15106	53	28	from	from	ADP
cet-15106	53	29	this	this	DET
cet-15106	53	30	distribution	distribution	NOUN
cet-15106	53	31	.	.	PUNCT
cet-15106	54	1	the	the	DET
cet-15106	54	2	discriminator	discriminator	NOUN
cet-15106	54	3	network	network	NOUN
cet-15106	54	4	has	have	VERB
cet-15106	54	5	the	the	DET
cet-15106	54	6	goal	goal	NOUN
cet-15106	54	7	to	to	PART
cet-15106	54	8	classify	classify	VERB
cet-15106	54	9	the	the	DET
cet-15106	54	10	original	original	ADJ
cet-15106	54	11	images	image	NOUN
cet-15106	54	12	(	(	PUNCT
cet-15106	54	13	x	x	X
cet-15106	54	14	)	)	PUNCT
cet-15106	54	15	and	and	CCONJ
cet-15106	54	16	the	the	DET
cet-15106	54	17	generated	generate	VERB
cet-15106	54	18	images	image	NOUN
cet-15106	54	19	(	(	PUNCT
cet-15106	54	20	�	�	NOUN
cet-15106	54	21	̂	̂	SYM
cet-15106	54	22	�	�	NOUN
cet-15106	54	23	)	)	PUNCT
cet-15106	54	24	to	to	ADP
cet-15106	54	25	the	the	DET
cet-15106	54	26	correct	correct	ADJ
cet-15106	54	27	class	class	NOUN
cet-15106	54	28	.	.	PUNCT
cet-15106	55	1	these	these	DET
cet-15106	55	2	networks	network	NOUN
cet-15106	55	3	are	be	AUX
cet-15106	55	4	adversarially	adversarially	ADV
cet-15106	55	5	trained	train	VERB
cet-15106	55	6	where	where	SCONJ
cet-15106	55	7	the	the	DET
cet-15106	55	8	goal	goal	NOUN
cet-15106	55	9	of	of	ADP
cet-15106	55	10	the	the	DET
cet-15106	55	11	generator	generator	NOUN
cet-15106	55	12	network	network	NOUN
cet-15106	55	13	is	be	AUX
cet-15106	55	14	to	to	PART
cet-15106	55	15	fool	fool	VERB
cet-15106	55	16	the	the	DET
cet-15106	55	17	discriminator	discriminator	NOUN
cet-15106	55	18	,	,	PUNCT
cet-15106	55	19	and	and	CCONJ
cet-15106	55	20	the	the	DET
cet-15106	55	21	discriminator	discriminator	NOUN
cet-15106	55	22	tries	try	VERB
cet-15106	55	23	to	to	PART
cet-15106	55	24	continuously	continuously	ADV
cet-15106	55	25	improve	improve	VERB
cet-15106	55	26	its	its	PRON
cet-15106	55	27	classification	classification	NOUN
cet-15106	55	28	accuracy	accuracy	NOUN
cet-15106	55	29	.	.	PUNCT
cet-15106	56	1	the	the	DET
cet-15106	56	2	benefit	benefit	NOUN
cet-15106	56	3	of	of	ADP
cet-15106	56	4	utilizing	utilize	VERB
cet-15106	56	5	the	the	DET
cet-15106	56	6	skip	skip	NOUN
cet-15106	56	7	-	-	PUNCT
cet-15106	56	8	ganomaly	ganomaly	NOUN
cet-15106	56	9	proposed	propose	VERB
cet-15106	56	10	architecture	architecture	NOUN
cet-15106	56	11	is	be	AUX
cet-15106	56	12	that	that	SCONJ
cet-15106	56	13	it	it	PRON
cet-15106	56	14	uses	use	VERB
cet-15106	56	15	a	a	DET
cet-15106	56	16	combination	combination	NOUN
cet-15106	56	17	of	of	ADP
cet-15106	56	18	three	three	NUM
cet-15106	56	19	different	different	ADJ
cet-15106	56	20	loss	loss	NOUN
cet-15106	56	21	functions	function	NOUN
cet-15106	56	22	:	:	PUNCT
cet-15106	56	23	the	the	DET
cet-15106	56	24	adversarial	adversarial	ADJ
cet-15106	56	25	loss	loss	NOUN
cet-15106	56	26	,	,	PUNCT
cet-15106	56	27	the	the	DET
cet-15106	56	28	contextual	contextual	ADJ
cet-15106	56	29	loss	loss	NOUN
cet-15106	56	30	and	and	CCONJ
cet-15106	56	31	the	the	DET
cet-15106	56	32	latent	latent	NOUN
cet-15106	56	33	loss	loss	NOUN
cet-15106	56	34	which	which	PRON
cet-15106	56	35	opens	open	VERB
cet-15106	56	36	the	the	DET
cet-15106	56	37	possibility	possibility	NOUN
cet-15106	56	38	for	for	ADP
cet-15106	56	39	an	an	DET
cet-15106	56	40	adaptation	adaptation	NOUN
cet-15106	56	41	that	that	PRON
cet-15106	56	42	allows	allow	VERB
cet-15106	56	43	the	the	DET
cet-15106	56	44	introduction	introduction	NOUN
cet-15106	56	45	of	of	ADP
cet-15106	56	46	structural	structural	ADJ
cet-15106	56	47	similarity	similarity	NOUN
cet-15106	56	48	for	for	ADP
cet-15106	56	49	the	the	DET
cet-15106	56	50	automated	automate	VERB
cet-15106	56	51	segmentation	segmentation	NOUN
cet-15106	56	52	of	of	ADP
cet-15106	56	53	anomalies	anomaly	NOUN
cet-15106	56	54	.	.	PUNCT
cet-15106	57	1	the	the	DET
cet-15106	57	2	adversarial	adversarial	ADJ
cet-15106	57	3	loss	loss	NOUN
cet-15106	57	4	has	have	VERB
cet-15106	57	5	the	the	DET
cet-15106	57	6	objective	objective	NOUN
cet-15106	57	7	to	to	PART
cet-15106	57	8	maximize	maximize	VERB
cet-15106	57	9	the	the	DET
cet-15106	57	10	reconstruction	reconstruction	NOUN
cet-15106	57	11	capability	capability	NOUN
cet-15106	57	12	of	of	ADP
cet-15106	57	13	the	the	DET
cet-15106	57	14	generator	generator	NOUN
cet-15106	57	15	of	of	ADP
cet-15106	57	16	foamless	foamless	NOUN
cet-15106	57	17	images	image	NOUN
cet-15106	57	18	based	base	VERB
cet-15106	57	19	on	on	ADP
cet-15106	57	20	a	a	DET
cet-15106	57	21	given	give	VERB
cet-15106	57	22	input	input	NOUN
cet-15106	57	23	image	image	NOUN
cet-15106	57	24	to	to	PART
cet-15106	57	25	recreate	recreate	VERB
cet-15106	57	26	realistic	realistic	ADJ
cet-15106	57	27	looking	looking	ADJ
cet-15106	57	28	results	result	NOUN
cet-15106	57	29	.	.	PUNCT
cet-15106	58	1	the	the	DET
cet-15106	58	2	discriminator	discriminator	NOUN
cet-15106	58	3	has	have	VERB
cet-15106	58	4	the	the	DET
cet-15106	58	5	objective	objective	NOUN
cet-15106	58	6	to	to	PART
cet-15106	58	7	correctly	correctly	ADV
cet-15106	58	8	classify	classify	VERB
cet-15106	58	9	74	74	NUM
cet-15106	58	10	the	the	DET
cet-15106	58	11	original	original	ADJ
cet-15106	58	12	and	and	CCONJ
cet-15106	58	13	generated	generate	VERB
cet-15106	58	14	images	image	NOUN
cet-15106	58	15	.	.	PUNCT
cet-15106	59	1	the	the	DET
cet-15106	59	2	adversarial	adversarial	ADJ
cet-15106	59	3	loss	loss	NOUN
cet-15106	59	4	needs	need	VERB
cet-15106	59	5	to	to	PART
cet-15106	59	6	be	be	AUX
cet-15106	59	7	maximized	maximize	VERB
cet-15106	59	8	for	for	ADP
cet-15106	59	9	the	the	DET
cet-15106	59	10	discriminator	discriminator	NOUN
cet-15106	59	11	network	network	NOUN
cet-15106	59	12	d	d	PROPN
cet-15106	59	13	,	,	PUNCT
cet-15106	59	14	and	and	CCONJ
cet-15106	59	15	minimized	minimize	VERB
cet-15106	59	16	for	for	ADP
cet-15106	59	17	the	the	DET
cet-15106	59	18	generator	generator	NOUN
cet-15106	59	19	network	network	NOUN
cet-15106	59	20	g.	g.	PROPN
cet-15106	59	21	the	the	DET
cet-15106	59	22	contextual	contextual	ADJ
cet-15106	59	23	loss	loss	NOUN
cet-15106	59	24	has	have	VERB
cet-15106	59	25	the	the	DET
cet-15106	59	26	goal	goal	NOUN
cet-15106	59	27	to	to	PART
cet-15106	59	28	ensure	ensure	VERB
cet-15106	59	29	that	that	SCONJ
cet-15106	59	30	not	not	PART
cet-15106	59	31	only	only	ADV
cet-15106	59	32	realistic	realistic	ADJ
cet-15106	59	33	images	image	NOUN
cet-15106	59	34	are	be	AUX
cet-15106	59	35	generated	generate	VERB
cet-15106	59	36	but	but	CCONJ
cet-15106	59	37	more	more	ADV
cet-15106	59	38	importantly	importantly	ADV
cet-15106	59	39	the	the	DET
cet-15106	59	40	reconstructed	reconstructed	ADJ
cet-15106	59	41	images	image	NOUN
cet-15106	59	42	are	be	AUX
cet-15106	59	43	also	also	ADV
cet-15106	59	44	contextual	contextual	ADJ
cet-15106	59	45	similar	similar	ADJ
cet-15106	59	46	to	to	ADP
cet-15106	59	47	the	the	DET
cet-15106	59	48	original	original	ADJ
cet-15106	59	49	input	input	NOUN
cet-15106	59	50	image	image	NOUN
cet-15106	59	51	.	.	PUNCT
cet-15106	60	1	this	this	PRON
cet-15106	60	2	is	be	AUX
cet-15106	60	3	done	do	VERB
cet-15106	60	4	by	by	ADP
cet-15106	60	5	the	the	DET
cet-15106	60	6	introduction	introduction	NOUN
cet-15106	60	7	of	of	ADP
cet-15106	60	8	the	the	DET
cet-15106	60	9	l1	l1	NOUN
cet-15106	60	10	-	-	PUNCT
cet-15106	60	11	norm	norm	NOUN
cet-15106	60	12	,	,	PUNCT
cet-15106	60	13	which	which	PRON
cet-15106	60	14	ensures	ensure	VERB
cet-15106	60	15	contextual	contextual	ADJ
cet-15106	60	16	similarity	similarity	NOUN
cet-15106	60	17	between	between	ADP
cet-15106	60	18	the	the	DET
cet-15106	60	19	original	original	ADJ
cet-15106	60	20	image	image	NOUN
cet-15106	60	21	(	(	PUNCT
cet-15106	60	22	x	x	NOUN
cet-15106	60	23	)	)	PUNCT
cet-15106	60	24	and	and	CCONJ
cet-15106	60	25	the	the	DET
cet-15106	60	26	generated	generate	VERB
cet-15106	60	27	image	image	NOUN
cet-15106	60	28	(	(	PUNCT
cet-15106	60	29	�	�	NOUN
cet-15106	60	30	̂	̂	NUM
cet-15106	60	31	�	�	NOUN
cet-15106	60	32	)	)	PUNCT
cet-15106	60	33	.	.	PUNCT
cet-15106	61	1	finally	finally	ADV
cet-15106	61	2	,	,	PUNCT
cet-15106	61	3	the	the	DET
cet-15106	61	4	latent	latent	NOUN
cet-15106	61	5	loss	loss	NOUN
cet-15106	61	6	makes	make	VERB
cet-15106	61	7	sure	sure	ADJ
cet-15106	61	8	that	that	SCONJ
cet-15106	61	9	the	the	DET
cet-15106	61	10	latent	latent	NOUN
cet-15106	61	11	representation	representation	NOUN
cet-15106	61	12	of	of	ADP
cet-15106	61	13	both	both	CCONJ
cet-15106	61	14	the	the	DET
cet-15106	61	15	reconstructed	reconstructed	ADJ
cet-15106	61	16	and	and	CCONJ
cet-15106	61	17	original	original	ADJ
cet-15106	61	18	image	image	NOUN
cet-15106	61	19	are	be	AUX
cet-15106	61	20	similar	similar	ADJ
cet-15106	61	21	.	.	PUNCT
cet-15106	62	1	based	base	VERB
cet-15106	62	2	on	on	ADP
cet-15106	62	3	these	these	DET
cet-15106	62	4	loss	loss	NOUN
cet-15106	62	5	functions	function	NOUN
cet-15106	62	6	,	,	PUNCT
cet-15106	62	7	it	it	PRON
cet-15106	62	8	can	can	AUX
cet-15106	62	9	be	be	AUX
cet-15106	62	10	assumed	assume	VERB
cet-15106	62	11	that	that	SCONJ
cet-15106	62	12	reconstructed	reconstructed	ADJ
cet-15106	62	13	images	image	NOUN
cet-15106	62	14	will	will	AUX
cet-15106	62	15	be	be	AUX
cet-15106	62	16	both	both	CCONJ
cet-15106	62	17	realistic	realistic	ADJ
cet-15106	62	18	and	and	CCONJ
cet-15106	62	19	contextually	contextually	ADV
cet-15106	62	20	similar	similar	ADJ
cet-15106	62	21	to	to	ADP
cet-15106	62	22	an	an	DET
cet-15106	62	23	input	input	NOUN
cet-15106	62	24	image	image	NOUN
cet-15106	62	25	,	,	PUNCT
cet-15106	62	26	expect	expect	VERB
cet-15106	62	27	for	for	ADP
cet-15106	62	28	the	the	DET
cet-15106	62	29	part	part	NOUN
cet-15106	62	30	where	where	SCONJ
cet-15106	62	31	the	the	DET
cet-15106	62	32	anomaly	anomaly	NOUN
cet-15106	62	33	is	be	AUX
cet-15106	62	34	located	locate	VERB
cet-15106	62	35	,	,	PUNCT
cet-15106	62	36	there	there	ADV
cet-15106	62	37	the	the	DET
cet-15106	62	38	reconstruction	reconstruction	NOUN
cet-15106	62	39	will	will	AUX
cet-15106	62	40	locally	locally	ADV
cet-15106	62	41	fail	fail	VERB
cet-15106	62	42	.	.	PUNCT
cet-15106	63	1	due	due	ADP
cet-15106	63	2	to	to	ADP
cet-15106	63	3	this	this	PRON
cet-15106	63	4	,	,	PUNCT
cet-15106	63	5	anomalies	anomaly	NOUN
cet-15106	63	6	can	can	AUX
cet-15106	63	7	automatically	automatically	ADV
cet-15106	63	8	be	be	AUX
cet-15106	63	9	segmented	segment	VERB
cet-15106	63	10	using	use	VERB
cet-15106	63	11	structural	structural	ADJ
cet-15106	63	12	similarity	similarity	NOUN
cet-15106	63	13	.	.	PUNCT
cet-15106	64	1	the	the	DET
cet-15106	64	2	effectiveness	effectiveness	NOUN
cet-15106	64	3	of	of	ADP
cet-15106	64	4	this	this	DET
cet-15106	64	5	approach	approach	NOUN
cet-15106	64	6	has	have	AUX
cet-15106	64	7	already	already	ADV
cet-15106	64	8	been	be	AUX
cet-15106	64	9	confirmed	confirm	VERB
cet-15106	64	10	in	in	ADP
cet-15106	64	11	previous	previous	ADJ
cet-15106	64	12	work	work	NOUN
cet-15106	64	13	(	(	PUNCT
cet-15106	64	14	stuyck	stuyck	PROPN
cet-15106	64	15	et	et	PROPN
cet-15106	64	16	al	al	PROPN
cet-15106	64	17	.	.	PROPN
cet-15106	64	18	,	,	PUNCT
cet-15106	64	19	2022	2022	NUM
cet-15106	64	20	)	)	PUNCT
cet-15106	64	21	.	.	PUNCT
cet-15106	65	1	3	3	X
cet-15106	65	2	.	.	NOUN
cet-15106	65	3	results	result	NOUN
cet-15106	65	4	and	and	CCONJ
cet-15106	65	5	discussion	discussion	NOUN
cet-15106	65	6	all	all	DET
cet-15106	65	7	the	the	DET
cet-15106	65	8	experiments	experiment	NOUN
cet-15106	65	9	in	in	ADP
cet-15106	65	10	the	the	DET
cet-15106	65	11	section	section	NOUN
cet-15106	65	12	have	have	AUX
cet-15106	65	13	been	be	AUX
cet-15106	65	14	performed	perform	VERB
cet-15106	65	15	on	on	ADP
cet-15106	65	16	a	a	DET
cet-15106	65	17	pc	pc	NOUN
cet-15106	65	18	with	with	ADP
cet-15106	65	19	an	an	DET
cet-15106	65	20	intel	intel	PROPN
cet-15106	65	21	i7	i7	NOUN
cet-15106	65	22	-	-	PUNCT
cet-15106	65	23	1080h	1080h	NUM
cet-15106	65	24	at	at	ADP
cet-15106	65	25	2.7	2.7	NUM
cet-15106	65	26	ghz	ghz	NOUN
cet-15106	65	27	and	and	CCONJ
cet-15106	65	28	an	an	DET
cet-15106	65	29	nvidia	nvidia	PROPN
cet-15106	65	30	quadro	quadro	PROPN
cet-15106	65	31	rtx	rtx	PROPN
cet-15106	65	32	4000	4000	NUM
cet-15106	65	33	gpu	gpu	PROPN
cet-15106	65	34	.	.	PROPN
cet-15106	66	1	for	for	ADP
cet-15106	66	2	the	the	DET
cet-15106	66	3	synthetic	synthetic	NOUN
cet-15106	66	4	generated	generate	VERB
cet-15106	66	5	data	datum	NOUN
cet-15106	66	6	approach	approach	NOUN
cet-15106	66	7	,	,	PUNCT
cet-15106	66	8	the	the	DET
cet-15106	66	9	training	training	NOUN
cet-15106	66	10	data	datum	NOUN
cet-15106	66	11	has	have	AUX
cet-15106	66	12	been	be	AUX
cet-15106	66	13	collected	collect	VERB
cet-15106	66	14	continuously	continuously	ADV
cet-15106	66	15	over	over	ADP
cet-15106	66	16	multiple	multiple	ADJ
cet-15106	66	17	weeks	week	NOUN
cet-15106	66	18	.	.	PUNCT
cet-15106	67	1	seeing	see	VERB
cet-15106	67	2	that	that	SCONJ
cet-15106	67	3	the	the	DET
cet-15106	67	4	data	data	NOUN
cet-15106	67	5	collection	collection	NOUN
cet-15106	67	6	was	be	AUX
cet-15106	67	7	an	an	DET
cet-15106	67	8	ongoing	ongoing	ADJ
cet-15106	67	9	process	process	NOUN
cet-15106	67	10	,	,	PUNCT
cet-15106	67	11	multiple	multiple	ADJ
cet-15106	67	12	smaller	small	ADJ
cet-15106	67	13	subdatasets	subdataset	NOUN
cet-15106	67	14	have	have	AUX
cet-15106	67	15	been	be	AUX
cet-15106	67	16	collected	collect	VERB
cet-15106	67	17	.	.	PUNCT
cet-15106	68	1	these	these	DET
cet-15106	68	2	small	small	ADJ
cet-15106	68	3	datasets	dataset	NOUN
cet-15106	68	4	have	have	AUX
cet-15106	68	5	also	also	ADV
cet-15106	68	6	been	be	AUX
cet-15106	68	7	used	use	VERB
cet-15106	68	8	to	to	PART
cet-15106	68	9	simulate	simulate	VERB
cet-15106	68	10	environments	environment	NOUN
cet-15106	68	11	for	for	ADP
cet-15106	68	12	which	which	PRON
cet-15106	68	13	it	it	PRON
cet-15106	68	14	is	be	AUX
cet-15106	68	15	not	not	PART
cet-15106	68	16	possible	possible	ADJ
cet-15106	68	17	to	to	PART
cet-15106	68	18	collect	collect	VERB
cet-15106	68	19	additional	additional	ADJ
cet-15106	68	20	datasets	dataset	NOUN
cet-15106	68	21	.	.	PUNCT
cet-15106	69	1	in	in	ADP
cet-15106	69	2	the	the	DET
cet-15106	69	3	end	end	NOUN
cet-15106	69	4	,	,	PUNCT
cet-15106	69	5	five	five	NUM
cet-15106	69	6	different	different	ADJ
cet-15106	69	7	datasets	dataset	NOUN
cet-15106	69	8	have	have	AUX
cet-15106	69	9	been	be	AUX
cet-15106	69	10	collected	collect	VERB
cet-15106	69	11	,	,	PUNCT
cet-15106	69	12	where	where	SCONJ
cet-15106	69	13	the	the	DET
cet-15106	69	14	dataset	dataset	NOUN
cet-15106	69	15	size	size	NOUN
cet-15106	69	16	respectively	respectively	ADV
cet-15106	69	17	represents	represent	VERB
cet-15106	69	18	10	10	NUM
cet-15106	69	19	%	%	NOUN
cet-15106	69	20	,	,	PUNCT
cet-15106	69	21	25	25	NUM
cet-15106	69	22	%	%	NOUN
cet-15106	69	23	,	,	PUNCT
cet-15106	69	24	50	50	NUM
cet-15106	69	25	%	%	NOUN
cet-15106	69	26	,	,	PUNCT
cet-15106	69	27	75	75	NUM
cet-15106	69	28	%	%	NOUN
cet-15106	69	29	and	and	CCONJ
cet-15106	69	30	100	100	NUM
cet-15106	69	31	%	%	NOUN
cet-15106	69	32	of	of	ADP
cet-15106	69	33	the	the	DET
cet-15106	69	34	final	final	ADJ
cet-15106	69	35	complete	complete	ADJ
cet-15106	69	36	dataset	dataset	NOUN
cet-15106	69	37	.	.	PUNCT
cet-15106	70	1	using	use	VERB
cet-15106	70	2	these	these	DET
cet-15106	70	3	different	different	ADJ
cet-15106	70	4	sized	sized	ADJ
cet-15106	70	5	datasets	dataset	NOUN
cet-15106	70	6	and	and	CCONJ
cet-15106	70	7	the	the	DET
cet-15106	70	8	light	light	ADJ
cet-15106	70	9	-	-	PUNCT
cet-15106	70	10	weight	weight	NOUN
cet-15106	70	11	gan	gan	NOUN
cet-15106	70	12	architecture	architecture	NOUN
cet-15106	70	13	,	,	PUNCT
cet-15106	70	14	different	different	ADJ
cet-15106	70	15	models	model	NOUN
cet-15106	70	16	can	can	AUX
cet-15106	70	17	be	be	AUX
cet-15106	70	18	trained	train	VERB
cet-15106	70	19	and	and	CCONJ
cet-15106	70	20	for	for	ADP
cet-15106	70	21	each	each	PRON
cet-15106	70	22	,	,	PUNCT
cet-15106	70	23	an	an	DET
cet-15106	70	24	unlimited	unlimited	ADJ
cet-15106	70	25	set	set	NOUN
cet-15106	70	26	of	of	ADP
cet-15106	70	27	new	new	ADJ
cet-15106	70	28	synthetic	synthetic	ADJ
cet-15106	70	29	images	image	NOUN
cet-15106	70	30	can	can	AUX
cet-15106	70	31	be	be	AUX
cet-15106	70	32	generated	generate	VERB
cet-15106	70	33	.	.	PUNCT
cet-15106	71	1	figure	figure	NOUN
cet-15106	71	2	1	1	NUM
cet-15106	71	3	shows	show	VERB
cet-15106	71	4	some	some	DET
cet-15106	71	5	example	example	NOUN
cet-15106	71	6	images	image	NOUN
cet-15106	71	7	of	of	ADP
cet-15106	71	8	the	the	DET
cet-15106	71	9	generated	generate	VERB
cet-15106	71	10	results	result	NOUN
cet-15106	71	11	.	.	PUNCT
cet-15106	72	1	from	from	ADP
cet-15106	72	2	these	these	DET
cet-15106	72	3	images	image	NOUN
cet-15106	72	4	it	it	PRON
cet-15106	72	5	can	can	AUX
cet-15106	72	6	be	be	AUX
cet-15106	72	7	seen	see	VERB
cet-15106	72	8	that	that	SCONJ
cet-15106	72	9	even	even	ADV
cet-15106	72	10	for	for	ADP
cet-15106	72	11	small	small	ADJ
cet-15106	72	12	datasets	dataset	NOUN
cet-15106	72	13	,	,	PUNCT
cet-15106	72	14	it	it	PRON
cet-15106	72	15	is	be	AUX
cet-15106	72	16	possible	possible	ADJ
cet-15106	72	17	to	to	PART
cet-15106	72	18	create	create	VERB
cet-15106	72	19	realistic	realistic	ADJ
cet-15106	72	20	looking	look	VERB
cet-15106	72	21	new	new	ADJ
cet-15106	72	22	images	image	NOUN
cet-15106	72	23	with	with	ADP
cet-15106	72	24	a	a	DET
cet-15106	72	25	small	small	ADJ
cet-15106	72	26	simulation	simulation	NOUN
cet-15106	72	27	-	-	PUNCT
cet-15106	72	28	to	to	ADP
cet-15106	72	29	-	-	PUNCT
cet-15106	72	30	realism	realism	NOUN
cet-15106	72	31	gap	gap	NOUN
cet-15106	72	32	.	.	PUNCT
cet-15106	73	1	however	however	ADV
cet-15106	73	2	,	,	PUNCT
cet-15106	73	3	when	when	SCONJ
cet-15106	73	4	newly	newly	ADV
cet-15106	73	5	generated	generate	VERB
cet-15106	73	6	images	image	NOUN
cet-15106	73	7	for	for	ADP
cet-15106	73	8	each	each	PRON
cet-15106	73	9	of	of	ADP
cet-15106	73	10	the	the	DET
cet-15106	73	11	models	model	NOUN
cet-15106	73	12	are	be	AUX
cet-15106	73	13	lined	line	VERB
cet-15106	73	14	up	up	ADP
cet-15106	73	15	and	and	CCONJ
cet-15106	73	16	compared	compare	VERB
cet-15106	73	17	,	,	PUNCT
cet-15106	73	18	it	it	PRON
cet-15106	73	19	can	can	AUX
cet-15106	73	20	be	be	AUX
cet-15106	73	21	noticed	notice	VERB
cet-15106	73	22	that	that	SCONJ
cet-15106	73	23	some	some	DET
cet-15106	73	24	visual	visual	ADJ
cet-15106	73	25	differences	difference	NOUN
cet-15106	73	26	exist	exist	VERB
cet-15106	73	27	between	between	ADP
cet-15106	73	28	them	they	PRON
cet-15106	73	29	.	.	PUNCT
cet-15106	74	1	if	if	SCONJ
cet-15106	74	2	the	the	DET
cet-15106	74	3	amount	amount	NOUN
cet-15106	74	4	of	of	ADP
cet-15106	74	5	available	available	ADJ
cet-15106	74	6	data	datum	NOUN
cet-15106	74	7	decreases	decrease	VERB
cet-15106	74	8	,	,	PUNCT
cet-15106	74	9	the	the	DET
cet-15106	74	10	amount	amount	NOUN
cet-15106	74	11	of	of	ADP
cet-15106	74	12	variation	variation	NOUN
cet-15106	74	13	in	in	ADP
cet-15106	74	14	the	the	DET
cet-15106	74	15	generated	generate	VERB
cet-15106	74	16	images	image	NOUN
cet-15106	74	17	decreases	decrease	VERB
cet-15106	74	18	.	.	PUNCT
cet-15106	75	1	this	this	PRON
cet-15106	75	2	is	be	AUX
cet-15106	75	3	to	to	PART
cet-15106	75	4	be	be	AUX
cet-15106	75	5	expected	expect	VERB
cet-15106	75	6	,	,	PUNCT
cet-15106	75	7	since	since	SCONJ
cet-15106	75	8	the	the	DET
cet-15106	75	9	amount	amount	NOUN
cet-15106	75	10	of	of	ADP
cet-15106	75	11	variation	variation	NOUN
cet-15106	75	12	in	in	ADP
cet-15106	75	13	the	the	DET
cet-15106	75	14	training	training	NOUN
cet-15106	75	15	data	datum	NOUN
cet-15106	75	16	also	also	ADV
cet-15106	75	17	decreases	decrease	VERB
cet-15106	75	18	.	.	PUNCT
cet-15106	76	1	on	on	ADP
cet-15106	76	2	top	top	NOUN
cet-15106	76	3	of	of	ADP
cet-15106	76	4	that	that	PRON
cet-15106	76	5	,	,	PUNCT
cet-15106	76	6	it	it	PRON
cet-15106	76	7	can	can	AUX
cet-15106	76	8	also	also	ADV
cet-15106	76	9	be	be	AUX
cet-15106	76	10	observed	observe	VERB
cet-15106	76	11	that	that	SCONJ
cet-15106	76	12	if	if	SCONJ
cet-15106	76	13	the	the	DET
cet-15106	76	14	amount	amount	NOUN
cet-15106	76	15	of	of	ADP
cet-15106	76	16	training	training	NOUN
cet-15106	76	17	data	datum	NOUN
cet-15106	76	18	decreases	decrease	VERB
cet-15106	76	19	,	,	PUNCT
cet-15106	76	20	the	the	DET
cet-15106	76	21	quality	quality	NOUN
cet-15106	76	22	of	of	ADP
cet-15106	76	23	the	the	DET
cet-15106	76	24	generated	generate	VERB
cet-15106	76	25	images	image	NOUN
cet-15106	76	26	decreases	decrease	VERB
cet-15106	76	27	slightly	slightly	ADV
cet-15106	76	28	.	.	PUNCT
cet-15106	77	1	it	it	PRON
cet-15106	77	2	can	can	AUX
cet-15106	77	3	be	be	AUX
cet-15106	77	4	observed	observe	VERB
cet-15106	77	5	that	that	SCONJ
cet-15106	77	6	for	for	ADP
cet-15106	77	7	the	the	DET
cet-15106	77	8	images	image	NOUN
cet-15106	77	9	with	with	ADP
cet-15106	77	10	less	less	ADJ
cet-15106	77	11	training	training	NOUN
cet-15106	77	12	data	datum	NOUN
cet-15106	77	13	,	,	PUNCT
cet-15106	77	14	more	more	ADJ
cet-15106	77	15	noise	noise	NOUN
cet-15106	77	16	is	be	AUX
cet-15106	77	17	visible	visible	ADJ
cet-15106	77	18	on	on	ADP
cet-15106	77	19	the	the	DET
cet-15106	77	20	generated	generate	VERB
cet-15106	77	21	images	image	NOUN
cet-15106	77	22	.	.	PUNCT
cet-15106	78	1	based	base	VERB
cet-15106	78	2	on	on	ADP
cet-15106	78	3	the	the	DET
cet-15106	78	4	created	create	VERB
cet-15106	78	5	datasets	dataset	NOUN
cet-15106	78	6	,	,	PUNCT
cet-15106	78	7	two	two	NUM
cet-15106	78	8	different	different	ADJ
cet-15106	78	9	sets	set	NOUN
cet-15106	78	10	of	of	ADP
cet-15106	78	11	cnns	cnn	NOUN
cet-15106	78	12	can	can	AUX
cet-15106	78	13	be	be	AUX
cet-15106	78	14	trained	train	VERB
cet-15106	78	15	.	.	PUNCT
cet-15106	79	1	the	the	DET
cet-15106	79	2	first	first	ADJ
cet-15106	79	3	set	set	NOUN
cet-15106	79	4	of	of	ADP
cet-15106	79	5	cnns	cnn	NOUN
cet-15106	79	6	are	be	AUX
cet-15106	79	7	trained	train	VERB
cet-15106	79	8	for	for	ADP
cet-15106	79	9	each	each	PRON
cet-15106	79	10	of	of	ADP
cet-15106	79	11	the	the	DET
cet-15106	79	12	different	different	ADJ
cet-15106	79	13	sized	sized	ADJ
cet-15106	79	14	dataset	dataset	NOUN
cet-15106	79	15	that	that	SCONJ
cet-15106	79	16	only	only	ADV
cet-15106	79	17	contain	contain	VERB
cet-15106	79	18	original	original	ADJ
cet-15106	79	19	data	datum	NOUN
cet-15106	79	20	.	.	PUNCT
cet-15106	80	1	the	the	DET
cet-15106	80	2	second	second	ADJ
cet-15106	80	3	set	set	NOUN
cet-15106	80	4	of	of	ADP
cet-15106	80	5	cnns	cnn	NOUN
cet-15106	80	6	are	be	AUX
cet-15106	80	7	trained	train	VERB
cet-15106	80	8	for	for	ADP
cet-15106	80	9	each	each	PRON
cet-15106	80	10	of	of	ADP
cet-15106	80	11	the	the	DET
cet-15106	80	12	different	different	ADJ
cet-15106	80	13	sized	sized	ADJ
cet-15106	80	14	datasets	dataset	NOUN
cet-15106	80	15	combined	combine	VERB
cet-15106	80	16	with	with	ADP
cet-15106	80	17	the	the	DET
cet-15106	80	18	newly	newly	ADV
cet-15106	80	19	generated	generate	VERB
cet-15106	80	20	synthetic	synthetic	ADJ
cet-15106	80	21	data	datum	NOUN
cet-15106	80	22	,	,	PUNCT
cet-15106	80	23	that	that	PRON
cet-15106	80	24	was	be	AUX
cet-15106	80	25	generated	generate	VERB
cet-15106	80	26	based	base	VERB
cet-15106	80	27	on	on	ADP
cet-15106	80	28	each	each	PRON
cet-15106	80	29	of	of	ADP
cet-15106	80	30	the	the	DET
cet-15106	80	31	reduced	reduce	VERB
cet-15106	80	32	datasets	dataset	NOUN
cet-15106	80	33	.	.	PUNCT
cet-15106	81	1	the	the	DET
cet-15106	81	2	accuracy	accuracy	NOUN
cet-15106	81	3	results	result	NOUN
cet-15106	81	4	are	be	AUX
cet-15106	81	5	shown	show	VERB
cet-15106	81	6	in	in	ADP
cet-15106	81	7	figure	figure	NOUN
cet-15106	81	8	2	2	NUM
cet-15106	81	9	.	.	PUNCT
cet-15106	81	10	when	when	SCONJ
cet-15106	81	11	only	only	ADV
cet-15106	81	12	10	10	NUM
cet-15106	81	13	%	%	NOUN
cet-15106	81	14	to	to	PART
cet-15106	81	15	50	50	NUM
cet-15106	81	16	%	%	NOUN
cet-15106	81	17	of	of	ADP
cet-15106	81	18	the	the	DET
cet-15106	81	19	total	total	ADJ
cet-15106	81	20	dataset	dataset	NOUN
cet-15106	81	21	was	be	AUX
cet-15106	81	22	gathered	gather	VERB
cet-15106	81	23	,	,	PUNCT
cet-15106	81	24	the	the	DET
cet-15106	81	25	classifier	classifier	NOUN
cet-15106	81	26	trained	train	VERB
cet-15106	81	27	on	on	ADP
cet-15106	81	28	the	the	DET
cet-15106	81	29	limited	limited	ADJ
cet-15106	81	30	dataset	dataset	NOUN
cet-15106	81	31	is	be	AUX
cet-15106	81	32	unusable	unusable	ADJ
cet-15106	81	33	due	due	ADJ
cet-15106	81	34	to	to	ADP
cet-15106	81	35	very	very	ADV
cet-15106	81	36	poor	poor	ADJ
cet-15106	81	37	performance	performance	NOUN
cet-15106	81	38	.	.	PUNCT
cet-15106	82	1	once	once	ADV
cet-15106	82	2	more	more	ADJ
cet-15106	82	3	data	datum	NOUN
cet-15106	82	4	became	become	VERB
cet-15106	82	5	available	available	ADJ
cet-15106	82	6	,	,	PUNCT
cet-15106	82	7	it	it	PRON
cet-15106	82	8	can	can	AUX
cet-15106	82	9	be	be	AUX
cet-15106	82	10	observed	observe	VERB
cet-15106	82	11	that	that	SCONJ
cet-15106	82	12	the	the	DET
cet-15106	82	13	accuracy	accuracy	NOUN
cet-15106	82	14	quickly	quickly	ADV
cet-15106	82	15	rises	rise	VERB
cet-15106	82	16	and	and	CCONJ
cet-15106	82	17	a	a	DET
cet-15106	82	18	maximum	maximum	ADJ
cet-15106	82	19	accuracy	accuracy	NOUN
cet-15106	82	20	of	of	ADP
cet-15106	82	21	87	87	NUM
cet-15106	82	22	%	%	NOUN
cet-15106	82	23	can	can	AUX
cet-15106	82	24	be	be	AUX
cet-15106	82	25	achieved	achieve	VERB
cet-15106	82	26	on	on	ADP
cet-15106	82	27	the	the	DET
cet-15106	82	28	complete	complete	ADJ
cet-15106	82	29	dataset	dataset	NOUN
cet-15106	82	30	.	.	PUNCT
cet-15106	83	1	however	however	ADV
cet-15106	83	2	if	if	SCONJ
cet-15106	83	3	synthetic	synthetic	ADJ
cet-15106	83	4	data	datum	NOUN
cet-15106	83	5	is	be	AUX
cet-15106	83	6	generated	generate	VERB
cet-15106	83	7	based	base	VERB
cet-15106	83	8	on	on	ADP
cet-15106	83	9	each	each	PRON
cet-15106	83	10	of	of	ADP
cet-15106	83	11	these	these	DET
cet-15106	83	12	smaller	small	ADJ
cet-15106	83	13	datasets	dataset	NOUN
cet-15106	83	14	,	,	PUNCT
cet-15106	83	15	the	the	DET
cet-15106	83	16	accuracy	accuracy	NOUN
cet-15106	83	17	can	can	AUX
cet-15106	83	18	be	be	AUX
cet-15106	83	19	increased	increase	VERB
cet-15106	83	20	to	to	PART
cet-15106	83	21	achieve	achieve	VERB
cet-15106	83	22	much	much	ADV
cet-15106	83	23	better	well	ADJ
cet-15106	83	24	performing	perform	VERB
cet-15106	83	25	models	model	NOUN
cet-15106	83	26	.	.	PUNCT
cet-15106	84	1	when	when	SCONJ
cet-15106	84	2	50	50	NUM
cet-15106	84	3	%	%	NOUN
cet-15106	84	4	of	of	ADP
cet-15106	84	5	the	the	DET
cet-15106	84	6	original	original	ADJ
cet-15106	84	7	dataset	dataset	NOUN
cet-15106	84	8	is	be	AUX
cet-15106	84	9	available	available	ADJ
cet-15106	84	10	,	,	PUNCT
cet-15106	84	11	and	and	CCONJ
cet-15106	84	12	is	be	AUX
cet-15106	84	13	used	use	VERB
cet-15106	84	14	for	for	ADP
cet-15106	84	15	the	the	DET
cet-15106	84	16	generation	generation	NOUN
cet-15106	84	17	of	of	ADP
cet-15106	84	18	additional	additional	ADJ
cet-15106	84	19	data	datum	NOUN
cet-15106	84	20	,	,	PUNCT
cet-15106	84	21	the	the	DET
cet-15106	84	22	accuracy	accuracy	NOUN
cet-15106	84	23	is	be	AUX
cet-15106	84	24	pushed	push	VERB
cet-15106	84	25	to	to	ADP
cet-15106	84	26	91	91	NUM
cet-15106	84	27	%	%	NOUN
cet-15106	84	28	.	.	PUNCT
cet-15106	85	1	the	the	DET
cet-15106	85	2	highest	high	ADJ
cet-15106	85	3	accuracy	accuracy	NOUN
cet-15106	85	4	achieved	achieve	VERB
cet-15106	85	5	by	by	ADP
cet-15106	85	6	extending	extend	VERB
cet-15106	85	7	the	the	DET
cet-15106	85	8	dataset	dataset	NOUN
cet-15106	85	9	is	be	AUX
cet-15106	85	10	94	94	NUM
cet-15106	85	11	%	%	NOUN
cet-15106	85	12	.	.	PUNCT
cet-15106	86	1	this	this	DET
cet-15106	86	2	approach	approach	NOUN
cet-15106	86	3	shows	show	VERB
cet-15106	86	4	that	that	SCONJ
cet-15106	86	5	by	by	ADP
cet-15106	86	6	introducing	introduce	VERB
cet-15106	86	7	gan	gan	PROPN
cet-15106	86	8	based	base	VERB
cet-15106	86	9	synthetic	synthetic	ADJ
cet-15106	86	10	data	datum	NOUN
cet-15106	86	11	,	,	PUNCT
cet-15106	86	12	the	the	DET
cet-15106	86	13	accuracy	accuracy	NOUN
cet-15106	86	14	of	of	ADP
cet-15106	86	15	classifier	classifier	NOUN
cet-15106	86	16	models	model	NOUN
cet-15106	86	17	can	can	AUX
cet-15106	86	18	be	be	AUX
cet-15106	86	19	increased	increase	VERB
cet-15106	86	20	dramatically	dramatically	ADV
cet-15106	86	21	even	even	ADV
cet-15106	86	22	when	when	SCONJ
cet-15106	86	23	dealing	deal	VERB
cet-15106	86	24	with	with	ADP
cet-15106	86	25	substantially	substantially	ADV
cet-15106	86	26	less	less	ADJ
cet-15106	86	27	data	datum	NOUN
cet-15106	86	28	.	.	PUNCT
cet-15106	87	1	it	it	PRON
cet-15106	87	2	can	can	AUX
cet-15106	87	3	be	be	AUX
cet-15106	87	4	observed	observe	VERB
cet-15106	87	5	that	that	SCONJ
cet-15106	87	6	for	for	ADP
cet-15106	87	7	the	the	DET
cet-15106	87	8	75	75	NUM
cet-15106	87	9	%	%	NOUN
cet-15106	87	10	dataset	dataset	NOUN
cet-15106	87	11	,	,	PUNCT
cet-15106	87	12	the	the	DET
cet-15106	87	13	accuracy	accuracy	NOUN
cet-15106	87	14	drops	drop	VERB
cet-15106	87	15	minimally	minimally	ADV
cet-15106	87	16	.	.	PUNCT
cet-15106	88	1	this	this	PRON
cet-15106	88	2	might	might	AUX
cet-15106	88	3	be	be	AUX
cet-15106	88	4	explained	explain	VERB
cet-15106	88	5	by	by	ADP
cet-15106	88	6	the	the	DET
cet-15106	88	7	random	random	ADJ
cet-15106	88	8	sampling	sampling	NOUN
cet-15106	88	9	of	of	ADP
cet-15106	88	10	the	the	DET
cet-15106	88	11	datasets	dataset	NOUN
cet-15106	88	12	,	,	PUNCT
cet-15106	88	13	that	that	SCONJ
cet-15106	88	14	for	for	ADP
cet-15106	88	15	the	the	DET
cet-15106	88	16	75	75	NUM
cet-15106	88	17	%	%	NOUN
cet-15106	88	18	dataset	dataset	VERB
cet-15106	88	19	less	less	ADV
cet-15106	88	20	representative	representative	ADJ
cet-15106	88	21	samples	sample	NOUN
cet-15106	88	22	might	might	AUX
cet-15106	88	23	have	have	AUX
cet-15106	88	24	been	be	AUX
cet-15106	88	25	selected	select	VERB
cet-15106	88	26	.	.	PUNCT
cet-15106	89	1	for	for	ADP
cet-15106	89	2	the	the	DET
cet-15106	89	3	total	total	ADJ
cet-15106	89	4	dataset	dataset	NOUN
cet-15106	89	5	,	,	PUNCT
cet-15106	89	6	the	the	DET
cet-15106	89	7	accuracy	accuracy	NOUN
cet-15106	89	8	increases	increase	VERB
cet-15106	89	9	again	again	ADV
cet-15106	89	10	.	.	PUNCT
cet-15106	90	1	however	however	ADV
cet-15106	90	2	,	,	PUNCT
cet-15106	90	3	to	to	PART
cet-15106	90	4	further	far	ADV
cet-15106	90	5	increase	increase	VERB
cet-15106	90	6	trust	trust	NOUN
cet-15106	90	7	in	in	ADP
cet-15106	90	8	the	the	DET
cet-15106	90	9	developed	develop	VERB
cet-15106	90	10	models	model	NOUN
cet-15106	90	11	,	,	PUNCT
cet-15106	90	12	and	and	CCONJ
cet-15106	90	13	especially	especially	ADV
cet-15106	90	14	those	those	PRON
cet-15106	90	15	with	with	ADP
cet-15106	90	16	low	low	ADJ
cet-15106	90	17	amounts	amount	NOUN
cet-15106	90	18	of	of	ADP
cet-15106	90	19	input	input	NOUN
cet-15106	90	20	data	datum	NOUN
cet-15106	90	21	,	,	PUNCT
cet-15106	90	22	shap	shap	NOUN
cet-15106	90	23	values	value	NOUN
cet-15106	90	24	can	can	AUX
cet-15106	90	25	be	be	AUX
cet-15106	90	26	calculated	calculate	VERB
cet-15106	90	27	for	for	ADP
cet-15106	90	28	all	all	DET
cet-15106	90	29	the	the	DET
cet-15106	90	30	different	different	ADJ
cet-15106	90	31	models	model	NOUN
cet-15106	90	32	where	where	SCONJ
cet-15106	90	33	synthetic	synthetic	ADJ
cet-15106	90	34	data	datum	NOUN
cet-15106	90	35	was	be	AUX
cet-15106	90	36	used	use	VERB
cet-15106	90	37	to	to	PART
cet-15106	90	38	get	get	VERB
cet-15106	90	39	additional	additional	ADJ
cet-15106	90	40	insights	insight	NOUN
cet-15106	90	41	and	and	CCONJ
cet-15106	90	42	understanding	understanding	NOUN
cet-15106	90	43	in	in	ADP
cet-15106	90	44	the	the	DET
cet-15106	90	45	respective	respective	ADJ
cet-15106	90	46	model	model	NOUN
cet-15106	90	47	performance	performance	NOUN
cet-15106	90	48	.	.	PUNCT
cet-15106	91	1	some	some	DET
cet-15106	91	2	example	example	NOUN
cet-15106	91	3	outputs	output	NOUN
cet-15106	91	4	are	be	AUX
cet-15106	91	5	shown	show	VERB
cet-15106	91	6	in	in	ADP
cet-15106	91	7	figure	figure	NOUN
cet-15106	91	8	3	3	NUM
cet-15106	91	9	for	for	ADP
cet-15106	91	10	the	the	DET
cet-15106	91	11	model	model	NOUN
cet-15106	91	12	where	where	SCONJ
cet-15106	91	13	the	the	DET
cet-15106	91	14	complete	complete	ADJ
cet-15106	91	15	dataset	dataset	NOUN
cet-15106	91	16	was	be	AUX
cet-15106	91	17	available	available	ADJ
cet-15106	91	18	and	and	CCONJ
cet-15106	91	19	additional	additional	ADJ
cet-15106	91	20	synthetic	synthetic	ADJ
cet-15106	91	21	data	datum	NOUN
cet-15106	91	22	was	be	AUX
cet-15106	91	23	generated	generate	VERB
cet-15106	91	24	and	and	CCONJ
cet-15106	91	25	for	for	ADP
cet-15106	91	26	the	the	DET
cet-15106	91	27	model	model	NOUN
cet-15106	91	28	where	where	SCONJ
cet-15106	91	29	25	25	NUM
cet-15106	91	30	%	%	NOUN
cet-15106	91	31	of	of	ADP
cet-15106	91	32	the	the	DET
cet-15106	91	33	dataset	dataset	NOUN
cet-15106	91	34	was	be	AUX
cet-15106	91	35	available	available	ADJ
cet-15106	91	36	and	and	CCONJ
cet-15106	91	37	additional	additional	ADJ
cet-15106	91	38	synthetic	synthetic	ADJ
cet-15106	91	39	data	datum	NOUN
cet-15106	91	40	was	be	AUX
cet-15106	91	41	generated	generate	VERB
cet-15106	91	42	.	.	PUNCT
cet-15106	92	1	pixels	pixel	NOUN
cet-15106	92	2	indicated	indicate	VERB
cet-15106	92	3	in	in	ADP
cet-15106	92	4	red	red	ADJ
cet-15106	92	5	show	show	NOUN
cet-15106	92	6	pixels	pixel	NOUN
cet-15106	92	7	that	that	PRON
cet-15106	92	8	contribute	contribute	VERB
cet-15106	92	9	to	to	ADP
cet-15106	92	10	the	the	DET
cet-15106	92	11	decision	decision	NOUN
cet-15106	92	12	to	to	PART
cet-15106	92	13	label	label	VERB
cet-15106	92	14	this	this	DET
cet-15106	92	15	image	image	NOUN
cet-15106	92	16	as	as	ADP
cet-15106	92	17	containing	contain	VERB
cet-15106	92	18	foam	foam	NOUN
cet-15106	92	19	.	.	PUNCT
cet-15106	93	1	blue	blue	ADJ
cet-15106	93	2	pixels	pixel	NOUN
cet-15106	93	3	indicate	indicate	VERB
cet-15106	93	4	pixels	pixel	NOUN
cet-15106	93	5	that	that	PRON
cet-15106	93	6	contribute	contribute	VERB
cet-15106	93	7	negatively	negatively	ADV
cet-15106	93	8	to	to	ADP
cet-15106	93	9	the	the	DET
cet-15106	93	10	decision	decision	NOUN
cet-15106	93	11	to	to	PART
cet-15106	93	12	label	label	VERB
cet-15106	93	13	this	this	DET
cet-15106	93	14	image	image	NOUN
cet-15106	93	15	as	as	ADP
cet-15106	93	16	containing	contain	VERB
cet-15106	93	17	foam	foam	NOUN
cet-15106	93	18	.	.	PUNCT
cet-15106	94	1	it	it	PRON
cet-15106	94	2	can	can	AUX
cet-15106	94	3	be	be	AUX
cet-15106	94	4	seen	see	VERB
cet-15106	94	5	,	,	PUNCT
cet-15106	94	6	that	that	SCONJ
cet-15106	94	7	in	in	ADP
cet-15106	94	8	the	the	DET
cet-15106	94	9	case	case	NOUN
cet-15106	94	10	the	the	DET
cet-15106	94	11	total	total	ADJ
cet-15106	94	12	dataset	dataset	NOUN
cet-15106	94	13	is	be	AUX
cet-15106	94	14	available	available	ADJ
cet-15106	94	15	and	and	CCONJ
cet-15106	94	16	is	be	AUX
cet-15106	94	17	extended	extend	VERB
cet-15106	94	18	with	with	ADP
cet-15106	94	19	synthetically	synthetically	ADV
cet-15106	94	20	generated	generate	VERB
cet-15106	94	21	data	datum	NOUN
cet-15106	94	22	,	,	PUNCT
cet-15106	94	23	the	the	DET
cet-15106	94	24	distribution	distribution	NOUN
cet-15106	94	25	of	of	ADP
cet-15106	94	26	shap	shap	NOUN
cet-15106	94	27	values	value	NOUN
cet-15106	94	28	is	be	AUX
cet-15106	94	29	as	as	SCONJ
cet-15106	94	30	a	a	DET
cet-15106	94	31	human	human	ADJ
cet-15106	94	32	observer	observer	NOUN
cet-15106	94	33	would	would	AUX
cet-15106	94	34	expect	expect	VERB
cet-15106	94	35	.	.	PUNCT
cet-15106	95	1	however	however	ADV
cet-15106	95	2	,	,	PUNCT
cet-15106	95	3	when	when	SCONJ
cet-15106	95	4	the	the	DET
cet-15106	95	5	amount	amount	NOUN
cet-15106	95	6	of	of	ADP
cet-15106	95	7	available	available	ADJ
cet-15106	95	8	data	datum	NOUN
cet-15106	95	9	decreases	decrease	VERB
cet-15106	95	10	,	,	PUNCT
cet-15106	95	11	the	the	DET
cet-15106	95	12	distribution	distribution	NOUN
cet-15106	95	13	of	of	ADP
cet-15106	95	14	the	the	DET
cet-15106	95	15	shap	shap	PROPN
cet-15106	95	16	values	value	NOUN
cet-15106	95	17	is	be	AUX
cet-15106	95	18	no	no	ADV
cet-15106	95	19	longer	long	ADV
cet-15106	95	20	what	what	PRON
cet-15106	95	21	a	a	DET
cet-15106	95	22	human	human	ADJ
cet-15106	95	23	observer	observer	NOUN
cet-15106	95	24	would	would	AUX
cet-15106	95	25	expect	expect	VERB
cet-15106	95	26	.	.	PUNCT
cet-15106	96	1	this	this	PRON
cet-15106	96	2	is	be	AUX
cet-15106	96	3	shown	show	VERB
cet-15106	96	4	in	in	ADP
cet-15106	96	5	figure	figure	NOUN
cet-15106	96	6	3	3	NUM
cet-15106	96	7	(	(	PUNCT
cet-15106	96	8	c	c	NOUN
cet-15106	96	9	and	and	CCONJ
cet-15106	96	10	d	d	NOUN
cet-15106	96	11	)	)	PUNCT
cet-15106	96	12	.	.	PUNCT
cet-15106	97	1	these	these	DET
cet-15106	97	2	figures	figure	NOUN
cet-15106	97	3	show	show	VERB
cet-15106	97	4	that	that	SCONJ
cet-15106	97	5	the	the	DET
cet-15106	97	6	distribution	distribution	NOUN
cet-15106	97	7	seems	seem	VERB
cet-15106	97	8	to	to	PART
cet-15106	97	9	be	be	AUX
cet-15106	97	10	completely	completely	ADV
cet-15106	97	11	random	random	ADJ
cet-15106	97	12	.	.	PUNCT
cet-15106	98	1	this	this	PRON
cet-15106	98	2	visually	visually	ADV
cet-15106	98	3	indicates	indicate	VERB
cet-15106	98	4	that	that	SCONJ
cet-15106	98	5	when	when	SCONJ
cet-15106	98	6	the	the	DET
cet-15106	98	7	available	available	ADJ
cet-15106	98	8	amount	amount	NOUN
cet-15106	98	9	of	of	ADP
cet-15106	98	10	training	training	NOUN
cet-15106	98	11	and	and	CCONJ
cet-15106	98	12	validation	validation	NOUN
cet-15106	98	13	data	datum	NOUN
cet-15106	98	14	decreases	decrease	VERB
cet-15106	98	15	,	,	PUNCT
cet-15106	98	16	the	the	DET
cet-15106	98	17	model	model	NOUN
cet-15106	98	18	might	might	AUX
cet-15106	98	19	be	be	AUX
cet-15106	98	20	overfitting	overfitte	VERB
cet-15106	98	21	,	,	PUNCT
cet-15106	98	22	even	even	ADV
cet-15106	98	23	though	though	SCONJ
cet-15106	98	24	the	the	DET
cet-15106	98	25	accuracy	accuracy	NOUN
cet-15106	98	26	of	of	ADP
cet-15106	98	27	the	the	DET
cet-15106	98	28	model	model	NOUN
cet-15106	98	29	stays	stay	VERB
cet-15106	98	30	high	high	ADJ
cet-15106	98	31	.	.	PUNCT
cet-15106	99	1	the	the	DET
cet-15106	99	2	effectiveness	effectiveness	NOUN
cet-15106	99	3	of	of	ADP
cet-15106	99	4	the	the	DET
cet-15106	99	5	models	model	NOUN
cet-15106	99	6	using	use	VERB
cet-15106	99	7	the	the	DET
cet-15106	99	8	shap	shap	NOUN
cet-15106	99	9	values	value	NOUN
cet-15106	99	10	has	have	AUX
cet-15106	99	11	also	also	ADV
cet-15106	99	12	been	be	AUX
cet-15106	99	13	validated	validate	VERB
cet-15106	99	14	using	use	VERB
cet-15106	99	15	a	a	DET
cet-15106	99	16	quantitative	quantitative	ADJ
cet-15106	99	17	approach	approach	NOUN
cet-15106	99	18	.	.	PUNCT
cet-15106	100	1	to	to	PART
cet-15106	100	2	do	do	VERB
cet-15106	100	3	this	this	PRON
cet-15106	100	4	,	,	PUNCT
cet-15106	100	5	a	a	DET
cet-15106	100	6	performance	performance	NOUN
cet-15106	100	7	indicator	indicator	NOUN
cet-15106	100	8	is	be	AUX
cet-15106	100	9	defined	define	VERB
cet-15106	100	10	using	use	VERB
cet-15106	100	11	a	a	DET
cet-15106	100	12	region	region	NOUN
cet-15106	100	13	of	of	ADP
cet-15106	100	14	interest	interest	NOUN
cet-15106	100	15	(	(	PUNCT
cet-15106	100	16	roi	roi	NOUN
cet-15106	100	17	)	)	PUNCT
cet-15106	100	18	.	.	PUNCT
cet-15106	101	1	the	the	DET
cet-15106	101	2	roi	roi	NOUN
cet-15106	101	3	is	be	AUX
cet-15106	101	4	defined	define	VERB
cet-15106	101	5	as	as	ADP
cet-15106	101	6	the	the	DET
cet-15106	101	7	area	area	NOUN
cet-15106	101	8	inside	inside	ADP
cet-15106	101	9	the	the	DET
cet-15106	101	10	chemical	chemical	NOUN
cet-15106	101	11	installation	installation	NOUN
cet-15106	101	12	.	.	PUNCT
cet-15106	102	1	the	the	DET
cet-15106	102	2	performance	performance	NOUN
cet-15106	102	3	indicator	indicator	NOUN
cet-15106	102	4	is	be	AUX
cet-15106	102	5	defined	define	VERB
cet-15106	102	6	as	as	ADP
cet-15106	102	7	follows	follow	VERB
cet-15106	102	8	,	,	PUNCT
cet-15106	102	9	for	for	ADP
cet-15106	102	10	each	each	DET
cet-15106	102	11	calculated	calculate	VERB
cet-15106	102	12	shap	shap	PROPN
cet-15106	102	13	value	value	NOUN
cet-15106	102	14	,	,	PUNCT
cet-15106	102	15	it	it	PRON
cet-15106	102	16	can	can	AUX
cet-15106	102	17	be	be	AUX
cet-15106	102	18	checked	check	VERB
cet-15106	102	19	if	if	SCONJ
cet-15106	102	20	it	it	PRON
cet-15106	102	21	is	be	AUX
cet-15106	102	22	located	locate	VERB
cet-15106	102	23	within	within	ADP
cet-15106	102	24	the	the	DET
cet-15106	102	25	defined	define	VERB
cet-15106	102	26	roi	roi	NOUN
cet-15106	102	27	or	or	CCONJ
cet-15106	102	28	not	not	PART
cet-15106	102	29	,	,	PUNCT
cet-15106	102	30	and	and	CCONJ
cet-15106	102	31	to	to	PART
cet-15106	102	32	which	which	DET
cet-15106	102	33	category	category	NOUN
cet-15106	102	34	it	it	PRON
cet-15106	102	35	contributed	contribute	VERB
cet-15106	102	36	.	.	PUNCT
cet-15106	103	1	these	these	DET
cet-15106	103	2	results	result	NOUN
cet-15106	103	3	,	,	PUNCT
cet-15106	103	4	given	give	VERB
cet-15106	103	5	in	in	ADP
cet-15106	103	6	table	table	NOUN
cet-15106	103	7	1	1	NUM
cet-15106	103	8	quantitatively	quantitatively	ADV
cet-15106	103	9	confirm	confirm	VERB
cet-15106	103	10	previous	previous	ADJ
cet-15106	103	11	visual	visual	ADJ
cet-15106	103	12	findings	finding	NOUN
cet-15106	103	13	.	.	PUNCT
cet-15106	104	1	when	when	SCONJ
cet-15106	104	2	little	little	ADJ
cet-15106	104	3	data	datum	NOUN
cet-15106	104	4	is	be	AUX
cet-15106	104	5	75	75	NUM
cet-15106	104	6	available	available	ADJ
cet-15106	104	7	and	and	CCONJ
cet-15106	104	8	the	the	DET
cet-15106	104	9	simulation	simulation	NOUN
cet-15106	104	10	-	-	PUNCT
cet-15106	104	11	to	to	ADP
cet-15106	104	12	-	-	PUNCT
cet-15106	104	13	realism	realism	NOUN
cet-15106	104	14	gap	gap	NOUN
cet-15106	104	15	is	be	AUX
cet-15106	104	16	visible	visible	ADJ
cet-15106	104	17	,	,	PUNCT
cet-15106	104	18	the	the	DET
cet-15106	104	19	ratio	ratio	NOUN
cet-15106	104	20	of	of	ADP
cet-15106	104	21	shap	shap	PROPN
cet-15106	104	22	values	value	NOUN
cet-15106	104	23	located	locate	VERB
cet-15106	104	24	inside	inside	ADP
cet-15106	104	25	the	the	DET
cet-15106	104	26	roi	roi	NOUN
cet-15106	104	27	ranges	range	VERB
cet-15106	104	28	between	between	ADP
cet-15106	104	29	40	40	NUM
cet-15106	104	30	%	%	NOUN
cet-15106	104	31	and	and	CCONJ
cet-15106	104	32	50	50	NUM
cet-15106	104	33	%	%	NOUN
cet-15106	104	34	,	,	PUNCT
cet-15106	104	35	indicating	indicate	VERB
cet-15106	104	36	that	that	SCONJ
cet-15106	104	37	these	these	DET
cet-15106	104	38	models	model	NOUN
cet-15106	104	39	might	might	AUX
cet-15106	104	40	not	not	PART
cet-15106	104	41	be	be	AUX
cet-15106	104	42	reliable	reliable	ADJ
cet-15106	104	43	enough	enough	ADV
cet-15106	104	44	to	to	PART
cet-15106	104	45	use	use	VERB
cet-15106	104	46	.	.	PUNCT
cet-15106	105	1	if	if	SCONJ
cet-15106	105	2	the	the	DET
cet-15106	105	3	amount	amount	NOUN
cet-15106	105	4	of	of	ADP
cet-15106	105	5	available	available	ADJ
cet-15106	105	6	data	datum	NOUN
cet-15106	105	7	increases	increase	NOUN
cet-15106	105	8	and	and	CCONJ
cet-15106	105	9	the	the	DET
cet-15106	105	10	simulation	simulation	NOUN
cet-15106	105	11	-	-	PUNCT
cet-15106	105	12	to	to	ADP
cet-15106	105	13	-	-	PUNCT
cet-15106	105	14	realism	realism	NOUN
cet-15106	105	15	gap	gap	NOUN
cet-15106	105	16	becomes	become	VERB
cet-15106	105	17	smaller	small	ADJ
cet-15106	105	18	,	,	PUNCT
cet-15106	105	19	it	it	PRON
cet-15106	105	20	can	can	AUX
cet-15106	105	21	be	be	AUX
cet-15106	105	22	observed	observe	VERB
cet-15106	105	23	that	that	SCONJ
cet-15106	105	24	the	the	DET
cet-15106	105	25	ratio	ratio	NOUN
cet-15106	105	26	increases	increase	VERB
cet-15106	105	27	.	.	PUNCT
cet-15106	106	1	when	when	SCONJ
cet-15106	106	2	using	use	VERB
cet-15106	106	3	the	the	DET
cet-15106	106	4	complete	complete	ADJ
cet-15106	106	5	dataset	dataset	NOUN
cet-15106	106	6	,	,	PUNCT
cet-15106	106	7	a	a	DET
cet-15106	106	8	maximum	maximum	ADJ
cet-15106	106	9	ratio	ratio	NOUN
cet-15106	106	10	of	of	ADP
cet-15106	106	11	86	86	NUM
cet-15106	106	12	%	%	NOUN
cet-15106	106	13	can	can	AUX
cet-15106	106	14	be	be	AUX
cet-15106	106	15	obtained	obtain	VERB
cet-15106	106	16	.	.	PUNCT
cet-15106	107	1	this	this	PRON
cet-15106	107	2	indicates	indicate	VERB
cet-15106	107	3	that	that	SCONJ
cet-15106	107	4	these	these	DET
cet-15106	107	5	models	model	NOUN
cet-15106	107	6	are	be	AUX
cet-15106	107	7	much	much	ADV
cet-15106	107	8	better	well	ADV
cet-15106	107	9	aligned	align	VERB
cet-15106	107	10	with	with	ADP
cet-15106	107	11	how	how	SCONJ
cet-15106	107	12	a	a	DET
cet-15106	107	13	subject	subject	ADJ
cet-15106	107	14	matter	matter	NOUN
cet-15106	107	15	expert	expert	NOUN
cet-15106	107	16	would	would	AUX
cet-15106	107	17	make	make	VERB
cet-15106	107	18	their	their	PRON
cet-15106	107	19	evaluation	evaluation	NOUN
cet-15106	107	20	and	and	CCONJ
cet-15106	107	21	are	be	AUX
cet-15106	107	22	thus	thus	ADV
cet-15106	107	23	more	more	ADV
cet-15106	107	24	reasonable	reasonable	ADJ
cet-15106	107	25	to	to	PART
cet-15106	107	26	trust	trust	VERB
cet-15106	107	27	.	.	PUNCT
cet-15106	108	1	the	the	DET
cet-15106	108	2	benefit	benefit	NOUN
cet-15106	108	3	of	of	ADP
cet-15106	108	4	using	use	VERB
cet-15106	108	5	the	the	DET
cet-15106	108	6	proposed	propose	VERB
cet-15106	108	7	performance	performance	NOUN
cet-15106	108	8	indicator	indicator	NOUN
cet-15106	108	9	is	be	AUX
cet-15106	108	10	that	that	SCONJ
cet-15106	108	11	it	it	PRON
cet-15106	108	12	can	can	AUX
cet-15106	108	13	help	help	VERB
cet-15106	108	14	automate	automate	VERB
cet-15106	108	15	the	the	DET
cet-15106	108	16	procedure	procedure	NOUN
cet-15106	108	17	of	of	ADP
cet-15106	108	18	determining	determine	VERB
cet-15106	108	19	how	how	SCONJ
cet-15106	108	20	much	much	ADJ
cet-15106	108	21	data	datum	NOUN
cet-15106	108	22	is	be	AUX
cet-15106	108	23	needed	need	VERB
cet-15106	108	24	to	to	PART
cet-15106	108	25	train	train	VERB
cet-15106	108	26	useful	useful	ADJ
cet-15106	108	27	and	and	CCONJ
cet-15106	108	28	reliable	reliable	ADJ
cet-15106	108	29	models	model	NOUN
cet-15106	108	30	.	.	PUNCT
cet-15106	109	1	by	by	ADP
cet-15106	109	2	using	use	VERB
cet-15106	109	3	this	this	DET
cet-15106	109	4	performance	performance	NOUN
cet-15106	109	5	indicator	indicator	NOUN
cet-15106	109	6	it	it	PRON
cet-15106	109	7	is	be	AUX
cet-15106	109	8	possible	possible	ADJ
cet-15106	109	9	to	to	PART
cet-15106	109	10	quantify	quantify	VERB
cet-15106	109	11	the	the	DET
cet-15106	109	12	trustworthiness	trustworthiness	NOUN
cet-15106	109	13	and	and	CCONJ
cet-15106	109	14	no	no	ADV
cet-15106	109	15	longer	long	ADV
cet-15106	109	16	make	make	VERB
cet-15106	109	17	it	it	PRON
cet-15106	109	18	based	base	VERB
cet-15106	109	19	on	on	ADP
cet-15106	109	20	subjective	subjective	ADJ
cet-15106	109	21	visual	visual	ADJ
cet-15106	109	22	observations	observation	NOUN
cet-15106	109	23	making	make	VERB
cet-15106	109	24	it	it	PRON
cet-15106	109	25	much	much	ADV
cet-15106	109	26	easier	easy	ADJ
cet-15106	109	27	to	to	PART
cet-15106	109	28	interpret	interpret	VERB
cet-15106	109	29	for	for	ADP
cet-15106	109	30	end	end	NOUN
cet-15106	109	31	-	-	PUNCT
cet-15106	109	32	users	user	NOUN
cet-15106	109	33	.	.	PUNCT
cet-15106	110	1	the	the	DET
cet-15106	110	2	downside	downside	NOUN
cet-15106	110	3	of	of	ADP
cet-15106	110	4	this	this	DET
cet-15106	110	5	approach	approach	NOUN
cet-15106	110	6	is	be	AUX
cet-15106	110	7	that	that	SCONJ
cet-15106	110	8	currently	currently	ADV
cet-15106	110	9	it	it	PRON
cet-15106	110	10	is	be	AUX
cet-15106	110	11	only	only	ADV
cet-15106	110	12	applicable	applicable	ADJ
cet-15106	110	13	on	on	ADP
cet-15106	110	14	static	static	ADJ
cet-15106	110	15	images	image	NOUN
cet-15106	110	16	with	with	ADP
cet-15106	110	17	a	a	DET
cet-15106	110	18	clear	clear	ADJ
cet-15106	110	19	predefined	predefine	VERB
cet-15106	110	20	roi	roi	NOUN
cet-15106	110	21	.	.	PUNCT
cet-15106	111	1	these	these	DET
cet-15106	111	2	results	result	NOUN
cet-15106	111	3	indicate	indicate	VERB
cet-15106	111	4	that	that	SCONJ
cet-15106	111	5	using	use	VERB
cet-15106	111	6	gan	gan	PROPN
cet-15106	111	7	generated	generate	VERB
cet-15106	111	8	synthetic	synthetic	ADJ
cet-15106	111	9	data	datum	NOUN
cet-15106	111	10	to	to	PART
cet-15106	111	11	extend	extend	VERB
cet-15106	111	12	existing	exist	VERB
cet-15106	111	13	dataset	dataset	NOUN
cet-15106	111	14	is	be	AUX
cet-15106	111	15	only	only	ADV
cet-15106	111	16	useful	useful	ADJ
cet-15106	111	17	when	when	SCONJ
cet-15106	111	18	the	the	DET
cet-15106	111	19	simulation	simulation	NOUN
cet-15106	111	20	-	-	PUNCT
cet-15106	111	21	to	to	ADP
cet-15106	111	22	-	-	PUNCT
cet-15106	111	23	realism	realism	NOUN
cet-15106	111	24	gap	gap	NOUN
cet-15106	111	25	can	can	AUX
cet-15106	111	26	be	be	AUX
cet-15106	111	27	made	make	VERB
cet-15106	111	28	sufficiently	sufficiently	ADV
cet-15106	111	29	small	small	ADJ
cet-15106	111	30	.	.	PUNCT
cet-15106	112	1	integrating	integrate	VERB
cet-15106	112	2	shap	shap	NOUN
cet-15106	112	3	values	value	NOUN
cet-15106	112	4	and	and	CCONJ
cet-15106	112	5	the	the	DET
cet-15106	112	6	performance	performance	NOUN
cet-15106	112	7	indicator	indicator	NOUN
cet-15106	112	8	into	into	ADP
cet-15106	112	9	the	the	DET
cet-15106	112	10	workflow	workflow	NOUN
cet-15106	112	11	empowers	empower	VERB
cet-15106	112	12	users	user	NOUN
cet-15106	112	13	with	with	ADP
cet-15106	112	14	additional	additional	ADJ
cet-15106	112	15	information	information	NOUN
cet-15106	112	16	and	and	CCONJ
cet-15106	112	17	insights	insight	NOUN
cet-15106	112	18	into	into	ADP
cet-15106	112	19	the	the	DET
cet-15106	112	20	real	real	ADJ
cet-15106	112	21	-	-	PUNCT
cet-15106	112	22	world	world	NOUN
cet-15106	112	23	performance	performance	NOUN
cet-15106	112	24	of	of	ADP
cet-15106	112	25	the	the	DET
cet-15106	112	26	models	model	NOUN
cet-15106	112	27	.	.	PUNCT
cet-15106	113	1	this	this	PRON
cet-15106	113	2	is	be	AUX
cet-15106	113	3	achieved	achieve	VERB
cet-15106	113	4	by	by	ADP
cet-15106	113	5	comparing	compare	VERB
cet-15106	113	6	the	the	DET
cet-15106	113	7	location	location	NOUN
cet-15106	113	8	of	of	ADP
cet-15106	113	9	features	feature	NOUN
cet-15106	113	10	used	use	VERB
cet-15106	113	11	by	by	ADP
cet-15106	113	12	the	the	DET
cet-15106	113	13	model	model	NOUN
cet-15106	113	14	and	and	CCONJ
cet-15106	113	15	those	those	PRON
cet-15106	113	16	a	a	DET
cet-15106	113	17	human	human	ADJ
cet-15106	113	18	observer	observer	NOUN
cet-15106	113	19	would	would	AUX
cet-15106	113	20	use	use	VERB
cet-15106	113	21	.	.	PUNCT
cet-15106	114	1	figure	figure	NOUN
cet-15106	114	2	1	1	NUM
cet-15106	114	3	:	:	PUNCT
cet-15106	114	4	gan	gan	PROPN
cet-15106	114	5	generated	generate	VERB
cet-15106	114	6	synthetic	synthetic	ADJ
cet-15106	114	7	data	datum	NOUN
cet-15106	114	8	for	for	ADP
cet-15106	114	9	the	the	DET
cet-15106	114	10	five	five	NUM
cet-15106	114	11	different	different	ADJ
cet-15106	114	12	datasets	dataset	NOUN
cet-15106	114	13	with	with	ADP
cet-15106	114	14	decreasing	decrease	VERB
cet-15106	114	15	amounts	amount	NOUN
cet-15106	114	16	of	of	ADP
cet-15106	114	17	training	training	NOUN
cet-15106	114	18	data	datum	NOUN
cet-15106	114	19	.	.	PUNCT
cet-15106	115	1	figure	figure	NOUN
cet-15106	115	2	2	2	NUM
cet-15106	115	3	:	:	PUNCT
cet-15106	115	4	overview	overview	NOUN
cet-15106	115	5	of	of	ADP
cet-15106	115	6	the	the	DET
cet-15106	115	7	accuracy	accuracy	NOUN
cet-15106	115	8	of	of	ADP
cet-15106	115	9	the	the	DET
cet-15106	115	10	trained	train	VERB
cet-15106	115	11	convolutional	convolutional	ADJ
cet-15106	115	12	neural	neural	ADJ
cet-15106	115	13	network	network	NOUN
cet-15106	115	14	for	for	ADP
cet-15106	115	15	the	the	DET
cet-15106	115	16	different	different	ADJ
cet-15106	115	17	variations	variation	NOUN
cet-15106	115	18	in	in	ADP
cet-15106	115	19	available	available	ADJ
cet-15106	115	20	data	datum	NOUN
cet-15106	115	21	.	.	PUNCT
cet-15106	116	1	the	the	DET
cet-15106	116	2	blue	blue	ADJ
cet-15106	116	3	points	point	NOUN
cet-15106	116	4	indicate	indicate	VERB
cet-15106	116	5	the	the	DET
cet-15106	116	6	accuracy	accuracy	NOUN
cet-15106	116	7	results	result	NOUN
cet-15106	116	8	when	when	SCONJ
cet-15106	116	9	only	only	ADV
cet-15106	116	10	the	the	DET
cet-15106	116	11	original	original	ADJ
cet-15106	116	12	dataset	dataset	NOUN
cet-15106	116	13	is	be	AUX
cet-15106	116	14	used	use	VERB
cet-15106	116	15	.	.	PUNCT
cet-15106	117	1	the	the	DET
cet-15106	117	2	red	red	ADJ
cet-15106	117	3	points	point	NOUN
cet-15106	117	4	indicate	indicate	VERB
cet-15106	117	5	the	the	DET
cet-15106	117	6	accuracy	accuracy	NOUN
cet-15106	117	7	results	result	VERB
cet-15106	117	8	when	when	SCONJ
cet-15106	117	9	the	the	DET
cet-15106	117	10	original	original	ADJ
cet-15106	117	11	dataset	dataset	NOUN
cet-15106	117	12	was	be	AUX
cet-15106	117	13	combined	combine	VERB
cet-15106	117	14	with	with	ADP
cet-15106	117	15	synthetic	synthetic	ADJ
cet-15106	117	16	generated	generate	VERB
cet-15106	117	17	data	datum	NOUN
cet-15106	117	18	.	.	PUNCT
cet-15106	118	1	for	for	ADP
cet-15106	118	2	the	the	DET
cet-15106	118	3	anomaly	anomaly	NOUN
cet-15106	118	4	detection	detection	NOUN
cet-15106	118	5	approach	approach	VERB
cet-15106	118	6	the	the	DET
cet-15106	118	7	skip	skip	NOUN
cet-15106	118	8	-	-	PUNCT
cet-15106	118	9	ganomaly	ganomaly	NOUN
cet-15106	118	10	architecture	architecture	NOUN
cet-15106	118	11	is	be	AUX
cet-15106	118	12	used	use	VERB
cet-15106	118	13	.	.	PUNCT
cet-15106	119	1	training	train	VERB
cet-15106	119	2	the	the	DET
cet-15106	119	3	model	model	NOUN
cet-15106	119	4	on	on	ADP
cet-15106	119	5	only	only	ADV
cet-15106	119	6	anomaly	anomaly	NOUN
cet-15106	119	7	free	free	ADJ
cet-15106	119	8	images	image	NOUN
cet-15106	119	9	allows	allow	VERB
cet-15106	119	10	the	the	DET
cet-15106	119	11	model	model	NOUN
cet-15106	119	12	to	to	PART
cet-15106	119	13	learn	learn	VERB
cet-15106	119	14	the	the	DET
cet-15106	119	15	normal	normal	ADJ
cet-15106	119	16	representation	representation	NOUN
cet-15106	119	17	of	of	ADP
cet-15106	119	18	the	the	DET
cet-15106	119	19	dataset	dataset	NOUN
cet-15106	119	20	and	and	CCONJ
cet-15106	119	21	makes	make	VERB
cet-15106	119	22	it	it	PRON
cet-15106	119	23	possible	possible	ADJ
cet-15106	119	24	to	to	PART
cet-15106	119	25	detect	detect	VERB
cet-15106	119	26	deviations	deviation	NOUN
cet-15106	119	27	from	from	ADP
cet-15106	119	28	anomaly	anomaly	NOUN
cet-15106	119	29	free	free	ADJ
cet-15106	119	30	samples	sample	NOUN
cet-15106	119	31	.	.	PUNCT
cet-15106	120	1	the	the	DET
cet-15106	120	2	loss	loss	NOUN
cet-15106	120	3	functions	function	NOUN
cet-15106	120	4	that	that	PRON
cet-15106	120	5	have	have	AUX
cet-15106	120	6	been	be	AUX
cet-15106	120	7	used	use	VERB
cet-15106	120	8	,	,	PUNCT
cet-15106	120	9	ensure	ensure	VERB
cet-15106	120	10	that	that	SCONJ
cet-15106	120	11	reconstructed	reconstructed	ADJ
cet-15106	120	12	images	image	NOUN
cet-15106	120	13	are	be	AUX
cet-15106	120	14	visually	visually	ADV
cet-15106	120	15	similar	similar	ADJ
cet-15106	120	16	to	to	ADP
cet-15106	120	17	the	the	DET
cet-15106	120	18	original	original	ADJ
cet-15106	120	19	input	input	NOUN
cet-15106	120	20	image	image	NOUN
cet-15106	120	21	.	.	PUNCT
cet-15106	121	1	only	only	ADV
cet-15106	121	2	when	when	SCONJ
cet-15106	121	3	an	an	DET
cet-15106	121	4	input	input	NOUN
cet-15106	121	5	image	image	NOUN
cet-15106	121	6	contains	contain	VERB
cet-15106	121	7	an	an	DET
cet-15106	121	8	anomaly	anomaly	NOUN
cet-15106	121	9	the	the	DET
cet-15106	121	10	expectation	expectation	NOUN
cet-15106	121	11	is	be	AUX
cet-15106	121	12	that	that	SCONJ
cet-15106	121	13	the	the	DET
cet-15106	121	14	reconstruction	reconstruction	NOUN
cet-15106	121	15	will	will	AUX
cet-15106	121	16	locally	locally	ADV
cet-15106	121	17	fail	fail	VERB
cet-15106	121	18	where	where	SCONJ
cet-15106	121	19	the	the	DET
cet-15106	121	20	anomaly	anomaly	NOUN
cet-15106	121	21	is	be	AUX
cet-15106	121	22	located	locate	VERB
cet-15106	121	23	.	.	PUNCT
cet-15106	122	1	combining	combine	VERB
cet-15106	122	2	this	this	DET
cet-15106	122	3	knowledge	knowledge	NOUN
cet-15106	122	4	with	with	ADP
cet-15106	122	5	the	the	DET
cet-15106	122	6	ssim	ssim	NOUN
cet-15106	122	7	approach	approach	NOUN
cet-15106	122	8	allows	allow	VERB
cet-15106	122	9	for	for	ADP
cet-15106	122	10	automated	automate	VERB
cet-15106	122	11	segmentation	segmentation	NOUN
cet-15106	122	12	of	of	ADP
cet-15106	122	13	anomalies	anomaly	NOUN
cet-15106	122	14	.	.	PUNCT
cet-15106	123	1	(	(	PUNCT
cet-15106	123	2	a	a	X
cet-15106	123	3	)	)	PUNCT
cet-15106	123	4	100	100	NUM
cet-15106	123	5	%	%	NOUN
cet-15106	123	6	(	(	PUNCT
cet-15106	123	7	b	b	NOUN
cet-15106	123	8	)	)	PUNCT
cet-15106	123	9	75	75	NUM
cet-15106	123	10	%	%	NOUN
cet-15106	123	11	(	(	PUNCT
cet-15106	123	12	c	c	NOUN
cet-15106	123	13	)	)	PUNCT
cet-15106	123	14	50	50	NUM
cet-15106	123	15	%	%	NOUN
cet-15106	123	16	(	(	PUNCT
cet-15106	123	17	d	d	NOUN
cet-15106	123	18	)	)	PUNCT
cet-15106	123	19	25	25	NUM
cet-15106	123	20	%	%	NOUN
cet-15106	123	21	(	(	PUNCT
cet-15106	123	22	e	e	NOUN
cet-15106	123	23	)	)	PUNCT
cet-15106	123	24	10	10	NUM
cet-15106	123	25	%	%	NOUN
cet-15106	123	26	76	76	NUM
cet-15106	123	27	figure	figure	NOUN
cet-15106	123	28	3	3	NUM
cet-15106	123	29	:	:	PUNCT
cet-15106	123	30	example	example	NOUN
cet-15106	123	31	images	image	NOUN
cet-15106	123	32	of	of	ADP
cet-15106	123	33	shap	shap	NOUN
cet-15106	123	34	values	value	NOUN
cet-15106	123	35	for	for	ADP
cet-15106	123	36	models	model	NOUN
cet-15106	123	37	with	with	ADP
cet-15106	123	38	high	high	ADJ
cet-15106	123	39	and	and	CCONJ
cet-15106	123	40	low	low	ADJ
cet-15106	123	41	data	datum	NOUN
cet-15106	123	42	availability	availability	NOUN
cet-15106	123	43	and	and	CCONJ
cet-15106	123	44	where	where	SCONJ
cet-15106	123	45	the	the	DET
cet-15106	123	46	cases	case	NOUN
cet-15106	123	47	foam	foam	VERB
cet-15106	123	48	and	and	CCONJ
cet-15106	123	49	no	no	DET
cet-15106	123	50	foam	foam	NOUN
cet-15106	123	51	are	be	AUX
cet-15106	123	52	present	present	ADJ
cet-15106	123	53	.	.	PUNCT
cet-15106	124	1	red	red	ADJ
cet-15106	124	2	pixels	pixel	NOUN
cet-15106	124	3	indicate	indicate	VERB
cet-15106	124	4	a	a	DET
cet-15106	124	5	contribution	contribution	NOUN
cet-15106	124	6	to	to	ADP
cet-15106	124	7	the	the	DET
cet-15106	124	8	decision	decision	NOUN
cet-15106	124	9	to	to	PART
cet-15106	124	10	label	label	VERB
cet-15106	124	11	this	this	DET
cet-15106	124	12	image	image	NOUN
cet-15106	124	13	as	as	ADP
cet-15106	124	14	containing	contain	VERB
cet-15106	124	15	foam	foam	NOUN
cet-15106	124	16	.	.	PUNCT
cet-15106	125	1	blue	blue	ADJ
cet-15106	125	2	pixels	pixel	NOUN
cet-15106	125	3	indicate	indicate	VERB
cet-15106	125	4	pixels	pixel	NOUN
cet-15106	125	5	that	that	PRON
cet-15106	125	6	contribute	contribute	VERB
cet-15106	125	7	negatively	negatively	ADV
cet-15106	125	8	to	to	ADP
cet-15106	125	9	the	the	DET
cet-15106	125	10	decision	decision	NOUN
cet-15106	125	11	to	to	PART
cet-15106	125	12	label	label	VERB
cet-15106	125	13	this	this	DET
cet-15106	125	14	image	image	NOUN
cet-15106	125	15	as	as	ADP
cet-15106	125	16	containing	contain	VERB
cet-15106	125	17	foam	foam	NOUN
cet-15106	125	18	.	.	PUNCT
cet-15106	126	1	figure	figure	NOUN
cet-15106	126	2	4	4	NUM
cet-15106	126	3	shows	show	VERB
cet-15106	126	4	some	some	DET
cet-15106	126	5	results	result	NOUN
cet-15106	126	6	where	where	SCONJ
cet-15106	126	7	the	the	DET
cet-15106	126	8	reconstruction	reconstruction	NOUN
cet-15106	126	9	of	of	ADP
cet-15106	126	10	the	the	DET
cet-15106	126	11	images	image	NOUN
cet-15106	126	12	with	with	ADP
cet-15106	126	13	foam	foam	NOUN
cet-15106	126	14	fails	fail	NOUN
cet-15106	126	15	partially	partially	ADV
cet-15106	126	16	.	.	PUNCT
cet-15106	127	1	the	the	DET
cet-15106	127	2	failed	fail	VERB
cet-15106	127	3	reconstruction	reconstruction	NOUN
cet-15106	127	4	is	be	AUX
cet-15106	127	5	not	not	PART
cet-15106	127	6	consistent	consistent	ADJ
cet-15106	127	7	due	due	ADP
cet-15106	127	8	to	to	ADP
cet-15106	127	9	parts	part	NOUN
cet-15106	127	10	of	of	ADP
cet-15106	127	11	the	the	DET
cet-15106	127	12	foam	foam	NOUN
cet-15106	127	13	being	being	NOUN
cet-15106	127	14	reconstructed	reconstruct	VERB
cet-15106	127	15	correctly	correctly	ADV
cet-15106	127	16	.	.	PUNCT
cet-15106	128	1	this	this	PRON
cet-15106	128	2	has	have	VERB
cet-15106	128	3	an	an	DET
cet-15106	128	4	impact	impact	NOUN
cet-15106	128	5	on	on	ADP
cet-15106	128	6	the	the	DET
cet-15106	128	7	approach	approach	NOUN
cet-15106	128	8	,	,	PUNCT
cet-15106	128	9	since	since	SCONJ
cet-15106	128	10	the	the	DET
cet-15106	128	11	algorithm	algorithm	NOUN
cet-15106	128	12	will	will	AUX
cet-15106	128	13	not	not	PART
cet-15106	128	14	be	be	AUX
cet-15106	128	15	able	able	ADJ
cet-15106	128	16	to	to	PART
cet-15106	128	17	detect	detect	VERB
cet-15106	128	18	differences	difference	NOUN
cet-15106	128	19	between	between	ADP
cet-15106	128	20	the	the	DET
cet-15106	128	21	correctly	correctly	ADV
cet-15106	128	22	reconstructed	reconstruct	VERB
cet-15106	128	23	foam	foam	NOUN
cet-15106	128	24	,	,	PUNCT
cet-15106	128	25	and	and	CCONJ
cet-15106	128	26	the	the	DET
cet-15106	128	27	original	original	ADJ
cet-15106	128	28	foam	foam	NOUN
cet-15106	128	29	on	on	ADP
cet-15106	128	30	the	the	DET
cet-15106	128	31	image	image	NOUN
cet-15106	128	32	.	.	PUNCT
cet-15106	129	1	this	this	PRON
cet-15106	129	2	will	will	AUX
cet-15106	129	3	lead	lead	VERB
cet-15106	129	4	to	to	ADP
cet-15106	129	5	underestimates	underestimate	NOUN
cet-15106	129	6	of	of	ADP
cet-15106	129	7	the	the	DET
cet-15106	129	8	amount	amount	NOUN
cet-15106	129	9	of	of	ADP
cet-15106	129	10	present	present	ADJ
cet-15106	129	11	foam	foam	NOUN
cet-15106	129	12	.	.	PUNCT
cet-15106	129	13	table	table	NOUN
cet-15106	129	14	1	1	NUM
cet-15106	129	15	:	:	PUNCT
cet-15106	129	16	table	table	NOUN
cet-15106	129	17	showing	show	VERB
cet-15106	129	18	an	an	DET
cet-15106	129	19	overview	overview	NOUN
cet-15106	129	20	of	of	ADP
cet-15106	129	21	the	the	DET
cet-15106	129	22	ratio	ratio	NOUN
cet-15106	129	23	of	of	ADP
cet-15106	129	24	shap	shap	PROPN
cet-15106	129	25	values	value	NOUN
cet-15106	129	26	that	that	PRON
cet-15106	129	27	explain	explain	VERB
cet-15106	129	28	classification	classification	NOUN
cet-15106	129	29	results	result	NOUN
cet-15106	129	30	that	that	PRON
cet-15106	129	31	are	be	AUX
cet-15106	129	32	also	also	ADV
cet-15106	129	33	located	locate	VERB
cet-15106	129	34	inside	inside	ADP
cet-15106	129	35	the	the	DET
cet-15106	129	36	defined	define	VERB
cet-15106	129	37	roi	roi	NOUN
cet-15106	129	38	versus	versus	ADP
cet-15106	129	39	outside	outside	ADP
cet-15106	129	40	the	the	DET
cet-15106	129	41	roi	roi	NOUN
cet-15106	129	42	,	,	PUNCT
cet-15106	129	43	for	for	ADP
cet-15106	129	44	the	the	DET
cet-15106	129	45	different	different	ADJ
cet-15106	129	46	amount	amount	NOUN
cet-15106	129	47	trained	train	VERB
cet-15106	129	48	models	model	NOUN
cet-15106	129	49	and	and	CCONJ
cet-15106	129	50	different	different	ADJ
cet-15106	129	51	amounts	amount	NOUN
cet-15106	129	52	of	of	ADP
cet-15106	129	53	available	available	ADJ
cet-15106	129	54	and	and	CCONJ
cet-15106	129	55	synthetic	synthetic	ADJ
cet-15106	129	56	data	datum	NOUN
cet-15106	129	57	.	.	PUNCT
cet-15106	130	1	amount	amount	NOUN
cet-15106	130	2	of	of	ADP
cet-15106	130	3	available	available	ADJ
cet-15106	130	4	data	datum	NOUN
cet-15106	130	5	from	from	ADP
cet-15106	130	6	complete	complete	ADJ
cet-15106	130	7	dataset	dataset	NOUN
cet-15106	130	8	10	10	NUM
cet-15106	130	9	%	%	NOUN
cet-15106	130	10	25	25	NUM
cet-15106	130	11	%	%	NOUN
cet-15106	130	12	50	50	NUM
cet-15106	130	13	%	%	NOUN
cet-15106	130	14	75	75	NUM
cet-15106	130	15	%	%	NOUN
cet-15106	130	16	100	100	NUM
cet-15106	130	17	%	%	NOUN
cet-15106	130	18	amount	amount	NOUN
cet-15106	130	19	of	of	ADP
cet-15106	130	20	synthetically	synthetically	ADV
cet-15106	130	21	extended	extend	VERB
cet-15106	130	22	data	datum	NOUN
cet-15106	130	23	50	50	NUM
cet-15106	130	24	%	%	NOUN
cet-15106	130	25	100	100	NUM
cet-15106	130	26	%	%	NOUN
cet-15106	130	27	50	50	NUM
cet-15106	130	28	%	%	NOUN
cet-15106	130	29	100	100	NUM
cet-15106	130	30	%	%	NOUN
cet-15106	130	31	50	50	NUM
cet-15106	130	32	%	%	NOUN
cet-15106	130	33	100	100	NUM
cet-15106	130	34	%	%	NOUN
cet-15106	130	35	50	50	NUM
cet-15106	130	36	%	%	NOUN
cet-15106	130	37	100	100	NUM
cet-15106	130	38	%	%	NOUN
cet-15106	130	39	50	50	NUM
cet-15106	130	40	%	%	NOUN
cet-15106	130	41	100	100	NUM
cet-15106	130	42	%	%	NOUN
cet-15106	130	43	ratio	ratio	NOUN
cet-15106	130	44	of	of	ADP
cet-15106	130	45	shap	shap	PROPN
cet-15106	130	46	values	value	NOUN
cet-15106	130	47	that	that	PRON
cet-15106	130	48	explain	explain	VERB
cet-15106	130	49	classification	classification	NOUN
cet-15106	130	50	results	result	NOUN
cet-15106	130	51	that	that	PRON
cet-15106	130	52	are	be	AUX
cet-15106	130	53	located	locate	VERB
cet-15106	130	54	inside	inside	ADP
cet-15106	130	55	the	the	DET
cet-15106	130	56	roi	roi	NOUN
cet-15106	130	57	43	43	NUM
cet-15106	130	58	%	%	NOUN
cet-15106	130	59	40	40	NUM
cet-15106	130	60	%	%	NOUN
cet-15106	130	61	48	48	NUM
cet-15106	130	62	%	%	NOUN
cet-15106	130	63	53	53	NUM
cet-15106	130	64	%	%	NOUN
cet-15106	130	65	75	75	NUM
cet-15106	130	66	%	%	NOUN
cet-15106	130	67	78	78	NUM
cet-15106	130	68	%	%	NOUN
cet-15106	130	69	81	81	NUM
cet-15106	130	70	%	%	NOUN
cet-15106	130	71	79	79	NUM
cet-15106	130	72	%	%	NOUN
cet-15106	130	73	84	84	NUM
cet-15106	130	74	%	%	NOUN
cet-15106	130	75	86	86	NUM
cet-15106	130	76	%	%	NOUN
cet-15106	130	77	figure	figure	NOUN
cet-15106	130	78	4	4	NUM
cet-15106	130	79	:	:	PUNCT
cet-15106	130	80	example	example	NOUN
cet-15106	130	81	images	image	NOUN
cet-15106	130	82	of	of	ADP
cet-15106	130	83	reconstructed	reconstructed	ADJ
cet-15106	130	84	images	image	NOUN
cet-15106	130	85	where	where	SCONJ
cet-15106	130	86	the	the	DET
cet-15106	130	87	reconstruction	reconstruction	NOUN
cet-15106	130	88	of	of	ADP
cet-15106	130	89	the	the	DET
cet-15106	130	90	foam	foam	NOUN
cet-15106	130	91	fails	fail	VERB
cet-15106	130	92	partially	partially	ADV
cet-15106	130	93	.	.	PUNCT
cet-15106	131	1	however	however	ADV
cet-15106	131	2	,	,	PUNCT
cet-15106	131	3	the	the	DET
cet-15106	131	4	reconstruction	reconstruction	NOUN
cet-15106	131	5	should	should	AUX
cet-15106	131	6	fail	fail	VERB
cet-15106	131	7	for	for	SCONJ
cet-15106	131	8	all	all	DET
cet-15106	131	9	the	the	DET
cet-15106	131	10	foam	foam	NOUN
cet-15106	131	11	visible	visible	ADJ
cet-15106	131	12	and	and	CCONJ
cet-15106	131	13	not	not	PART
cet-15106	131	14	only	only	ADV
cet-15106	131	15	a	a	DET
cet-15106	131	16	part	part	NOUN
cet-15106	131	17	.	.	PUNCT
cet-15106	132	1	additional	additional	ADJ
cet-15106	132	2	issues	issue	NOUN
cet-15106	132	3	seem	seem	VERB
cet-15106	132	4	to	to	PART
cet-15106	132	5	surface	surface	VERB
cet-15106	132	6	when	when	SCONJ
cet-15106	132	7	looking	look	VERB
cet-15106	132	8	at	at	ADP
cet-15106	132	9	the	the	DET
cet-15106	132	10	results	result	NOUN
cet-15106	132	11	of	of	ADP
cet-15106	132	12	anomaly	anomaly	NOUN
cet-15106	132	13	free	free	ADJ
cet-15106	132	14	images	image	NOUN
cet-15106	132	15	.	.	PUNCT
cet-15106	133	1	the	the	DET
cet-15106	133	2	small	small	ADJ
cet-15106	133	3	dataset	dataset	NOUN
cet-15106	133	4	size	size	NOUN
cet-15106	133	5	seems	seem	VERB
cet-15106	133	6	to	to	PART
cet-15106	133	7	limit	limit	VERB
cet-15106	133	8	the	the	DET
cet-15106	133	9	model	model	NOUN
cet-15106	133	10	's	's	PART
cet-15106	133	11	ability	ability	NOUN
cet-15106	133	12	to	to	PART
cet-15106	133	13	learn	learn	VERB
cet-15106	133	14	the	the	DET
cet-15106	133	15	"	"	PUNCT
cet-15106	133	16	normal	normal	ADJ
cet-15106	133	17	"	"	PUNCT
cet-15106	133	18	image	image	NOUN
cet-15106	133	19	representation	representation	NOUN
cet-15106	133	20	.	.	PUNCT
cet-15106	134	1	this	this	PRON
cet-15106	134	2	is	be	AUX
cet-15106	134	3	more	more	ADV
cet-15106	134	4	impactful	impactful	ADJ
cet-15106	134	5	than	than	ADP
cet-15106	134	6	the	the	DET
cet-15106	134	7	issues	issue	NOUN
cet-15106	134	8	that	that	PRON
cet-15106	134	9	arise	arise	VERB
cet-15106	134	10	with	with	ADP
cet-15106	134	11	only	only	ADV
cet-15106	134	12	limited	limit	VERB
cet-15106	134	13	failed	fail	VERB
cet-15106	134	14	reconstruction	reconstruction	NOUN
cet-15106	134	15	of	of	ADP
cet-15106	134	16	actual	actual	ADJ
cet-15106	134	17	anomalies	anomaly	NOUN
cet-15106	134	18	,	,	PUNCT
cet-15106	134	19	since	since	SCONJ
cet-15106	134	20	failure	failure	NOUN
cet-15106	134	21	to	to	PART
cet-15106	134	22	use	use	VERB
cet-15106	134	23	structural	structural	ADJ
cet-15106	134	24	similarity	similarity	NOUN
cet-15106	134	25	only	only	ADV
cet-15106	134	26	limits	limit	NOUN
cet-15106	134	27	in	in	ADP
cet-15106	134	28	the	the	DET
cet-15106	134	29	ability	ability	NOUN
cet-15106	134	30	to	to	PART
cet-15106	134	31	apply	apply	VERB
cet-15106	134	32	segmentation	segmentation	NOUN
cet-15106	134	33	,	,	PUNCT
cet-15106	134	34	but	but	CCONJ
cet-15106	134	35	correctly	correctly	ADV
cet-15106	134	36	identifying	identify	VERB
cet-15106	134	37	whether	whether	SCONJ
cet-15106	134	38	foam	foam	NOUN
cet-15106	134	39	is	be	AUX
cet-15106	134	40	present	present	ADJ
cet-15106	134	41	in	in	ADP
cet-15106	134	42	the	the	DET
cet-15106	134	43	image	image	NOUN
cet-15106	134	44	should	should	AUX
cet-15106	134	45	not	not	PART
cet-15106	134	46	be	be	AUX
cet-15106	134	47	hampered	hamper	VERB
cet-15106	134	48	.	.	PUNCT
cet-15106	135	1	however	however	ADV
cet-15106	135	2	,	,	PUNCT
cet-15106	135	3	since	since	SCONJ
cet-15106	135	4	the	the	DET
cet-15106	135	5	algorithm	algorithm	NOUN
cet-15106	135	6	also	also	ADV
cet-15106	135	7	fails	fail	VERB
cet-15106	135	8	to	to	PART
cet-15106	135	9	consistently	consistently	ADV
cet-15106	135	10	classify	classify	VERB
cet-15106	135	11	images	image	NOUN
cet-15106	135	12	correctly	correctly	ADV
cet-15106	135	13	,	,	PUNCT
cet-15106	135	14	(	(	PUNCT
cet-15106	135	15	b	b	NOUN
cet-15106	135	16	)	)	PUNCT
cet-15106	135	17	100	100	NUM
cet-15106	135	18	%	%	NOUN
cet-15106	135	19	data	datum	NOUN
cet-15106	135	20	,	,	PUNCT
cet-15106	135	21	foam	foam	NOUN
cet-15106	135	22	(	(	PUNCT
cet-15106	135	23	c	c	NOUN
cet-15106	135	24	)	)	PUNCT
cet-15106	135	25	25	25	NUM
cet-15106	135	26	%	%	NOUN
cet-15106	135	27	data	datum	NOUN
cet-15106	135	28	,	,	PUNCT
cet-15106	135	29	no	no	DET
cet-15106	135	30	foam	foam	NOUN
cet-15106	135	31	(	(	PUNCT
cet-15106	135	32	d	d	NOUN
cet-15106	135	33	)	)	PUNCT
cet-15106	135	34	25	25	NUM
cet-15106	135	35	%	%	NOUN
cet-15106	135	36	data	datum	NOUN
cet-15106	135	37	,	,	PUNCT
cet-15106	135	38	foam	foam	NOUN
cet-15106	135	39	(	(	PUNCT
cet-15106	135	40	a	a	NOUN
cet-15106	135	41	)	)	PUNCT
cet-15106	135	42	100	100	NUM
cet-15106	135	43	%	%	NOUN
cet-15106	135	44	data	datum	NOUN
cet-15106	135	45	,	,	PUNCT
cet-15106	135	46	no	no	DET
cet-15106	135	47	foam	foam	NOUN
cet-15106	135	48	77	77	NUM
cet-15106	135	49	the	the	DET
cet-15106	135	50	approach	approach	NOUN
cet-15106	135	51	can	can	AUX
cet-15106	135	52	not	not	PART
cet-15106	135	53	effectively	effectively	ADV
cet-15106	135	54	be	be	AUX
cet-15106	135	55	used	use	VERB
cet-15106	135	56	for	for	ADP
cet-15106	135	57	classification	classification	NOUN
cet-15106	135	58	of	of	ADP
cet-15106	135	59	anomalies	anomaly	NOUN
cet-15106	135	60	.	.	PUNCT
cet-15106	136	1	overall	overall	ADJ
cet-15106	136	2	this	this	DET
cet-15106	136	3	approach	approach	NOUN
cet-15106	136	4	was	be	AUX
cet-15106	136	5	able	able	ADJ
cet-15106	136	6	to	to	PART
cet-15106	136	7	achieve	achieve	VERB
cet-15106	136	8	an	an	DET
cet-15106	136	9	accuracy	accuracy	NOUN
cet-15106	136	10	of	of	ADP
cet-15106	136	11	73	73	NUM
cet-15106	136	12	%	%	NOUN
cet-15106	136	13	when	when	SCONJ
cet-15106	136	14	validated	validate	VERB
cet-15106	136	15	on	on	ADP
cet-15106	136	16	the	the	DET
cet-15106	136	17	validation	validation	NOUN
cet-15106	136	18	dataset	dataset	NOUN
cet-15106	136	19	.	.	PUNCT
cet-15106	137	1	in	in	ADP
cet-15106	137	2	comparison	comparison	NOUN
cet-15106	137	3	,	,	PUNCT
cet-15106	137	4	the	the	DET
cet-15106	137	5	cnn	cnn	PROPN
cet-15106	137	6	trained	train	VERB
cet-15106	137	7	on	on	ADP
cet-15106	137	8	the	the	DET
cet-15106	137	9	complete	complete	ADJ
cet-15106	137	10	dataset	dataset	NOUN
cet-15106	137	11	both	both	PRON
cet-15106	137	12	using	use	VERB
cet-15106	137	13	labeled	label	VERB
cet-15106	137	14	images	image	NOUN
cet-15106	137	15	with	with	ADP
cet-15106	137	16	and	and	CCONJ
cet-15106	137	17	without	without	ADP
cet-15106	137	18	anomalies	anomaly	NOUN
cet-15106	137	19	,	,	PUNCT
cet-15106	137	20	was	be	AUX
cet-15106	137	21	able	able	ADJ
cet-15106	137	22	to	to	PART
cet-15106	137	23	achieve	achieve	VERB
cet-15106	137	24	an	an	DET
cet-15106	137	25	accuracy	accuracy	NOUN
cet-15106	137	26	of	of	ADP
cet-15106	137	27	87	87	NUM
cet-15106	137	28	%	%	NOUN
cet-15106	137	29	on	on	ADP
cet-15106	137	30	the	the	DET
cet-15106	137	31	classification	classification	NOUN
cet-15106	137	32	task	task	NOUN
cet-15106	137	33	.	.	PUNCT
cet-15106	138	1	4	4	NUM
cet-15106	138	2	.	.	X
cet-15106	138	3	conclusions	conclusion	NOUN
cet-15106	138	4	the	the	DET
cet-15106	138	5	synthetic	synthetic	ADJ
cet-15106	138	6	data	data	NOUN
cet-15106	138	7	generation	generation	NOUN
cet-15106	138	8	approach	approach	NOUN
cet-15106	138	9	successfully	successfully	ADV
cet-15106	138	10	enhanced	enhance	VERB
cet-15106	138	11	classification	classification	NOUN
cet-15106	138	12	accuracy	accuracy	NOUN
cet-15106	138	13	for	for	ADP
cet-15106	138	14	the	the	DET
cet-15106	138	15	chemical	chemical	NOUN
cet-15106	138	16	foam	foam	NOUN
cet-15106	138	17	dataset	dataset	NOUN
cet-15106	138	18	.	.	PUNCT
cet-15106	139	1	utilizing	utilize	VERB
cet-15106	139	2	gan	gan	NOUN
cet-15106	139	3	-	-	PUNCT
cet-15106	139	4	generated	generate	VERB
cet-15106	139	5	synthetic	synthetic	ADJ
cet-15106	139	6	data	datum	NOUN
cet-15106	139	7	,	,	PUNCT
cet-15106	139	8	it	it	PRON
cet-15106	139	9	was	be	AUX
cet-15106	139	10	possible	possible	ADJ
cet-15106	139	11	to	to	PART
cet-15106	139	12	significantly	significantly	ADV
cet-15106	139	13	improve	improve	VERB
cet-15106	139	14	performance	performance	NOUN
cet-15106	139	15	compared	compare	VERB
cet-15106	139	16	to	to	ADP
cet-15106	139	17	solely	solely	ADV
cet-15106	139	18	using	use	VERB
cet-15106	139	19	a	a	DET
cet-15106	139	20	small	small	ADJ
cet-15106	139	21	,	,	PUNCT
cet-15106	139	22	weakly	weakly	ADV
cet-15106	139	23	labelled	label	VERB
cet-15106	139	24	dataset	dataset	NOUN
cet-15106	139	25	.	.	PUNCT
cet-15106	140	1	notably	notably	ADV
cet-15106	140	2	,	,	PUNCT
cet-15106	140	3	even	even	ADV
cet-15106	140	4	with	with	ADP
cet-15106	140	5	only	only	ADV
cet-15106	140	6	half	half	NOUN
cet-15106	140	7	of	of	ADP
cet-15106	140	8	the	the	DET
cet-15106	140	9	original	original	ADJ
cet-15106	140	10	data	datum	NOUN
cet-15106	140	11	,	,	PUNCT
cet-15106	140	12	accuracy	accuracy	NOUN
cet-15106	140	13	significantly	significantly	ADV
cet-15106	140	14	rose	rise	VERB
cet-15106	140	15	from	from	ADP
cet-15106	140	16	57	57	NUM
cet-15106	140	17	%	%	NOUN
cet-15106	140	18	to	to	PART
cet-15106	140	19	91	91	NUM
cet-15106	140	20	%	%	NOUN
cet-15106	140	21	,	,	PUNCT
cet-15106	140	22	highlighting	highlight	VERB
cet-15106	140	23	the	the	DET
cet-15106	140	24	potential	potential	NOUN
cet-15106	140	25	to	to	PART
cet-15106	140	26	drastically	drastically	ADV
cet-15106	140	27	reduce	reduce	VERB
cet-15106	140	28	the	the	DET
cet-15106	140	29	requirement	requirement	NOUN
cet-15106	140	30	for	for	ADP
cet-15106	140	31	expensive	expensive	ADJ
cet-15106	140	32	and	and	CCONJ
cet-15106	140	33	time	time	NOUN
cet-15106	140	34	-	-	PUNCT
cet-15106	140	35	consuming	consume	VERB
cet-15106	140	36	data	datum	NOUN
cet-15106	140	37	collection	collection	NOUN
cet-15106	140	38	.	.	PUNCT
cet-15106	141	1	by	by	ADP
cet-15106	141	2	introducing	introduce	VERB
cet-15106	141	3	explainable	explainable	ADJ
cet-15106	141	4	ai	ai	ADJ
cet-15106	141	5	methods	method	NOUN
cet-15106	141	6	,	,	PUNCT
cet-15106	141	7	to	to	PART
cet-15106	141	8	further	far	ADV
cet-15106	141	9	validate	validate	VERB
cet-15106	141	10	and	and	CCONJ
cet-15106	141	11	explain	explain	VERB
cet-15106	141	12	the	the	DET
cet-15106	141	13	developed	develop	VERB
cet-15106	141	14	models	model	NOUN
cet-15106	141	15	,	,	PUNCT
cet-15106	141	16	it	it	PRON
cet-15106	141	17	was	be	AUX
cet-15106	141	18	shown	show	VERB
cet-15106	141	19	that	that	SCONJ
cet-15106	141	20	when	when	SCONJ
cet-15106	141	21	the	the	DET
cet-15106	141	22	simulation	simulation	NOUN
cet-15106	141	23	-	-	PUNCT
cet-15106	141	24	to	to	ADP
cet-15106	141	25	-	-	PUNCT
cet-15106	141	26	realism	realism	NOUN
cet-15106	141	27	gap	gap	NOUN
cet-15106	141	28	is	be	AUX
cet-15106	141	29	too	too	ADV
cet-15106	141	30	large	large	ADJ
cet-15106	141	31	,	,	PUNCT
cet-15106	141	32	the	the	DET
cet-15106	141	33	decision	decision	NOUN
cet-15106	141	34	mainly	mainly	ADV
cet-15106	141	35	was	be	AUX
cet-15106	141	36	based	base	VERB
cet-15106	141	37	on	on	ADP
cet-15106	141	38	features	feature	NOUN
cet-15106	141	39	a	a	DET
cet-15106	141	40	human	human	ADJ
cet-15106	141	41	observer	observer	NOUN
cet-15106	141	42	would	would	AUX
cet-15106	141	43	not	not	PART
cet-15106	141	44	use	use	VERB
cet-15106	141	45	,	,	PUNCT
cet-15106	141	46	indicating	indicate	VERB
cet-15106	141	47	that	that	SCONJ
cet-15106	141	48	these	these	DET
cet-15106	141	49	models	model	NOUN
cet-15106	141	50	are	be	AUX
cet-15106	141	51	overfitting	overfitte	VERB
cet-15106	141	52	.	.	PUNCT
cet-15106	142	1	the	the	DET
cet-15106	142	2	ganbased	ganbase	VERB
cet-15106	142	3	anomaly	anomaly	NOUN
cet-15106	142	4	detection	detection	NOUN
cet-15106	142	5	approach	approach	NOUN
cet-15106	142	6	proved	prove	VERB
cet-15106	142	7	less	less	ADV
cet-15106	142	8	impactful	impactful	ADJ
cet-15106	142	9	for	for	ADP
cet-15106	142	10	chemical	chemical	NOUN
cet-15106	142	11	foam	foam	NOUN
cet-15106	142	12	detection	detection	NOUN
cet-15106	142	13	and	and	CCONJ
cet-15106	142	14	segmentation	segmentation	NOUN
cet-15106	142	15	in	in	ADP
cet-15106	142	16	low	low	ADJ
cet-15106	142	17	data	datum	NOUN
cet-15106	142	18	scenarios	scenario	NOUN
cet-15106	142	19	.	.	PUNCT
cet-15106	143	1	the	the	DET
cet-15106	143	2	results	result	NOUN
cet-15106	143	3	revealed	reveal	VERB
cet-15106	143	4	the	the	DET
cet-15106	143	5	method	method	NOUN
cet-15106	143	6	's	's	PART
cet-15106	143	7	inability	inability	NOUN
cet-15106	143	8	to	to	PART
cet-15106	143	9	effectively	effectively	ADV
cet-15106	143	10	learn	learn	VERB
cet-15106	143	11	the	the	DET
cet-15106	143	12	complete	complete	ADJ
cet-15106	143	13	normal	normal	ADJ
cet-15106	143	14	data	datum	NOUN
cet-15106	143	15	distribution	distribution	NOUN
cet-15106	143	16	,	,	PUNCT
cet-15106	143	17	leading	lead	VERB
cet-15106	143	18	to	to	ADP
cet-15106	143	19	inaccurate	inaccurate	ADJ
cet-15106	143	20	reconstructions	reconstruction	NOUN
cet-15106	143	21	in	in	ADP
cet-15106	143	22	both	both	CCONJ
cet-15106	143	23	normal	normal	ADJ
cet-15106	143	24	and	and	CCONJ
cet-15106	143	25	anomaly	anomaly	NOUN
cet-15106	143	26	cases	case	NOUN
cet-15106	143	27	.	.	PUNCT
cet-15106	144	1	this	this	PRON
cet-15106	144	2	suggests	suggest	VERB
cet-15106	144	3	that	that	SCONJ
cet-15106	144	4	ganbased	ganbase	VERB
cet-15106	144	5	anomaly	anomaly	NOUN
cet-15106	144	6	detection	detection	NOUN
cet-15106	144	7	might	might	AUX
cet-15106	144	8	not	not	PART
cet-15106	144	9	be	be	AUX
cet-15106	144	10	suitable	suitable	ADJ
cet-15106	144	11	for	for	ADP
cet-15106	144	12	this	this	DET
cet-15106	144	13	specific	specific	ADJ
cet-15106	144	14	application	application	NOUN
cet-15106	144	15	when	when	SCONJ
cet-15106	144	16	having	have	VERB
cet-15106	144	17	to	to	PART
cet-15106	144	18	deal	deal	VERB
cet-15106	144	19	with	with	ADP
cet-15106	144	20	limited	limited	ADJ
cet-15106	144	21	data	datum	NOUN
cet-15106	144	22	.	.	PUNCT
cet-15106	145	1	it	it	PRON
cet-15106	145	2	was	be	AUX
cet-15106	145	3	even	even	ADV
cet-15106	145	4	shown	show	VERB
cet-15106	145	5	that	that	SCONJ
cet-15106	145	6	for	for	ADP
cet-15106	145	7	this	this	DET
cet-15106	145	8	specific	specific	ADJ
cet-15106	145	9	dataset	dataset	NOUN
cet-15106	145	10	,	,	PUNCT
cet-15106	145	11	a	a	DET
cet-15106	145	12	simple	simple	ADJ
cet-15106	145	13	cnn	cnn	NOUN
cet-15106	145	14	achieved	achieve	VERB
cet-15106	145	15	better	well	ADJ
cet-15106	145	16	results	result	NOUN
cet-15106	145	17	.	.	PUNCT
cet-15106	146	1	overall	overall	ADV
cet-15106	146	2	,	,	PUNCT
cet-15106	146	3	this	this	DET
cet-15106	146	4	research	research	NOUN
cet-15106	146	5	demonstrates	demonstrate	VERB
cet-15106	146	6	the	the	DET
cet-15106	146	7	power	power	NOUN
cet-15106	146	8	of	of	ADP
cet-15106	146	9	gans	gan	NOUN
cet-15106	146	10	in	in	ADP
cet-15106	146	11	overcoming	overcome	VERB
cet-15106	146	12	data	datum	NOUN
cet-15106	146	13	scarcity	scarcity	NOUN
cet-15106	146	14	within	within	ADP
cet-15106	146	15	the	the	DET
cet-15106	146	16	chemical	chemical	NOUN
cet-15106	146	17	sector	sector	NOUN
cet-15106	146	18	.	.	PUNCT
cet-15106	147	1	by	by	ADP
cet-15106	147	2	utilizing	utilize	VERB
cet-15106	147	3	synthetic	synthetic	ADJ
cet-15106	147	4	data	datum	NOUN
cet-15106	147	5	generation	generation	NOUN
cet-15106	147	6	,	,	PUNCT
cet-15106	147	7	the	the	DET
cet-15106	147	8	study	study	NOUN
cet-15106	147	9	showcases	showcase	VERB
cet-15106	147	10	the	the	DET
cet-15106	147	11	potential	potential	NOUN
cet-15106	147	12	to	to	PART
cet-15106	147	13	achieve	achieve	VERB
cet-15106	147	14	high	high	ADJ
cet-15106	147	15	classification	classification	NOUN
cet-15106	147	16	accuracy	accuracy	NOUN
cet-15106	147	17	and	and	CCONJ
cet-15106	147	18	trustworthiness	trustworthiness	NOUN
cet-15106	147	19	even	even	ADV
cet-15106	147	20	with	with	ADP
cet-15106	147	21	significantly	significantly	ADV
cet-15106	147	22	reduced	reduce	VERB
cet-15106	147	23	data	datum	NOUN
cet-15106	147	24	collection	collection	NOUN
cet-15106	147	25	requirements	requirement	NOUN
cet-15106	147	26	,	,	PUNCT
cet-15106	147	27	offering	offer	VERB
cet-15106	147	28	a	a	DET
cet-15106	147	29	more	more	ADV
cet-15106	147	30	cost	cost	NOUN
cet-15106	147	31	-	-	PUNCT
cet-15106	147	32	effective	effective	ADJ
cet-15106	147	33	and	and	CCONJ
cet-15106	147	34	time	time	NOUN
cet-15106	147	35	-	-	PUNCT
cet-15106	147	36	efficient	efficient	ADJ
cet-15106	147	37	solution	solution	NOUN
cet-15106	147	38	for	for	ADP
cet-15106	147	39	deep	deep	ADJ
cet-15106	147	40	learning	learning	NOUN
cet-15106	147	41	applications	application	NOUN
cet-15106	147	42	in	in	ADP
cet-15106	147	43	this	this	DET
cet-15106	147	44	domain	domain	NOUN
cet-15106	147	45	.	.	PUNCT
cet-15106	148	1	acknowledgments	acknowledgment	NOUN
cet-15106	148	2	we	we	PRON
cet-15106	148	3	would	would	AUX
cet-15106	148	4	like	like	VERB
cet-15106	148	5	to	to	PART
cet-15106	148	6	thank	thank	VERB
cet-15106	148	7	vlaio	vlaio	NOUN
cet-15106	148	8	and	and	CCONJ
cet-15106	148	9	basf	basf	PROPN
cet-15106	148	10	antwerpen	antwerpen	PROPN
cet-15106	148	11	for	for	ADP
cet-15106	148	12	funding	fund	VERB
cet-15106	148	13	the	the	DET
cet-15106	148	14	project	project	NOUN
cet-15106	148	15	(	(	PUNCT
cet-15106	148	16	hbc.2020.2876	hbc.2020.2876	NOUN
cet-15106	148	17	)	)	PUNCT
cet-15106	148	18	.	.	PUNCT
cet-15106	149	1	references	reference	NOUN
cet-15106	149	2	agarwal	agarwal	PROPN
cet-15106	149	3	,	,	PUNCT
cet-15106	149	4	m.	m.	NOUN
cet-15106	149	5	singh	singh	PROPN
cet-15106	149	6	,	,	PUNCT
cet-15106	149	7	a.	a.	NOUN
cet-15106	149	8	,	,	PUNCT
cet-15106	149	9	and	and	CCONJ
cet-15106	149	10	gupta	gupta	PROPN
cet-15106	149	11	,	,	PUNCT
cet-15106	149	12	s.	s.	PROPN
cet-15106	149	13	(	(	PUNCT
cet-15106	149	14	2020	2020	NUM
cet-15106	149	15	)	)	PUNCT
cet-15106	149	16	.	.	PUNCT
cet-15106	150	1	toled	tole	VERB
cet-15106	150	2	:	:	PUNCT
cet-15106	150	3	tomato	tomato	NOUN
cet-15106	150	4	leaf	leaf	NOUN
cet-15106	150	5	disease	disease	NOUN
cet-15106	150	6	detection	detection	NOUN
cet-15106	150	7	using	use	VERB
cet-15106	150	8	convolutional	convolutional	ADJ
cet-15106	150	9	neural	neural	ADJ
cet-15106	150	10	network	network	NOUN
cet-15106	150	11	.	.	PUNCT
cet-15106	151	1	procedia	procedia	PROPN
cet-15106	151	2	computer	computer	NOUN
cet-15106	151	3	science	science	NOUN
cet-15106	151	4	,	,	PUNCT
cet-15106	151	5	2020	2020	NUM
cet-15106	151	6	,	,	PUNCT
cet-15106	151	7	pages	page	NOUN
cet-15106	151	8	293	293	NUM
cet-15106	151	9	-	-	SYM
cet-15106	151	10	301	301	NUM
cet-15106	151	11	.	.	PUNCT
cet-15106	152	1	akçay	akçay	PROPN
cet-15106	152	2	,	,	PUNCT
cet-15106	152	3	s.	s.	PROPN
cet-15106	152	4	,	,	PUNCT
cet-15106	152	5	atapour	atapour	PROPN
cet-15106	152	6	,	,	PUNCT
cet-15106	152	7	a.	a.	NOUN
cet-15106	152	8	,	,	PUNCT
cet-15106	152	9	and	and	CCONJ
cet-15106	152	10	breckon	breckon	PROPN
cet-15106	152	11	,	,	PUNCT
cet-15106	152	12	t.	t.	PROPN
cet-15106	152	13	p.	p.	PROPN
cet-15106	152	14	(	(	PUNCT
cet-15106	152	15	2019	2019	NUM
cet-15106	152	16	)	)	PUNCT
cet-15106	152	17	.	.	PUNCT
cet-15106	153	1	skip	skip	VERB
cet-15106	153	2	-	-	PUNCT
cet-15106	153	3	gananomaly	gananomaly	NOUN
cet-15106	153	4	:	:	PUNCT
cet-15106	153	5	skip	skip	VERB
cet-15106	153	6	connected	connected	ADJ
cet-15106	153	7	and	and	CCONJ
cet-15106	153	8	adversarially	adversarially	ADV
cet-15106	153	9	trained	train	VERB
cet-15106	153	10	encoder	encoder	NOUN
cet-15106	153	11	-	-	PUNCT
cet-15106	153	12	decoder	decoder	NOUN
cet-15106	153	13	anomaly	anomaly	NOUN
cet-15106	153	14	detection	detection	NOUN
cet-15106	153	15	.	.	PUNCT
cet-15106	154	1	in	in	ADP
cet-15106	154	2	international	international	ADJ
cet-15106	154	3	joint	joint	ADJ
cet-15106	154	4	conference	conference	NOUN
cet-15106	154	5	on	on	ADP
cet-15106	154	6	neural	neural	ADJ
cet-15106	154	7	networks	network	NOUN
cet-15106	154	8	,	,	PUNCT
cet-15106	154	9	1	1	NUM
cet-15106	154	10	-	-	SYM
cet-15106	154	11	8	8	NUM
cet-15106	154	12	.	.	PUNCT
cet-15106	154	13	goodfellow	goodfellow	PROPN
cet-15106	154	14	,	,	PUNCT
cet-15106	154	15	i.	i.	NOUN
cet-15106	154	16	,	,	PUNCT
cet-15106	154	17	pouget	pouget	NOUN
cet-15106	154	18	-	-	PUNCT
cet-15106	154	19	abadie	abadie	ADJ
cet-15106	154	20	,	,	PUNCT
cet-15106	154	21	j.	j.	PROPN
cet-15106	154	22	,	,	PUNCT
cet-15106	154	23	mirza	mirza	PROPN
cet-15106	154	24	,	,	PUNCT
cet-15106	154	25	m.	m.	NOUN
cet-15106	154	26	,	,	PUNCT
cet-15106	154	27	xu	xu	PROPN
cet-15106	154	28	,	,	PUNCT
cet-15106	154	29	b.	b.	PROPN
cet-15106	154	30	,	,	PUNCT
cet-15106	154	31	warde	warde	PROPN
cet-15106	154	32	-	-	PUNCT
cet-15106	154	33	farley	farley	PROPN
cet-15106	154	34	,	,	PUNCT
cet-15106	154	35	d.	d.	PROPN
cet-15106	154	36	,	,	PUNCT
cet-15106	154	37	ozair	ozair	PROPN
cet-15106	154	38	,	,	PUNCT
cet-15106	154	39	s.	s.	PROPN
cet-15106	154	40	,	,	PUNCT
cet-15106	154	41	courville	courville	NOUN
cet-15106	154	42	,	,	PUNCT
cet-15106	154	43	a.	a.	NOUN
cet-15106	154	44	,	,	PUNCT
cet-15106	154	45	and	and	CCONJ
cet-15106	154	46	bengio	bengio	PROPN
cet-15106	154	47	,	,	PUNCT
cet-15106	154	48	y.	y.	PROPN
cet-15106	154	49	(	(	PUNCT
cet-15106	154	50	2014	2014	NUM
cet-15106	154	51	)	)	PUNCT
cet-15106	154	52	.	.	PUNCT
cet-15106	155	1	generative	generative	ADJ
cet-15106	155	2	adversarial	adversarial	ADJ
cet-15106	155	3	nets	net	NOUN
cet-15106	155	4	.	.	PUNCT
cet-15106	156	1	in	in	ADP
cet-15106	156	2	advances	advance	NOUN
cet-15106	156	3	in	in	ADP
cet-15106	156	4	neural	neural	ADJ
cet-15106	156	5	information	information	NOUN
cet-15106	156	6	processing	processing	NOUN
cet-15106	156	7	systems	system	NOUN
cet-15106	156	8	,	,	PUNCT
cet-15106	156	9	volume	volume	NOUN
cet-15106	156	10	27	27	NUM
cet-15106	156	11	.	.	PUNCT
cet-15106	157	1	hassan	hassan	PROPN
cet-15106	157	2	,	,	PUNCT
cet-15106	157	3	m.	m.	PROPN
cet-15106	157	4	r.	r.	PROPN
cet-15106	157	5	,	,	PUNCT
cet-15106	157	6	islam	islam	PROPN
cet-15106	157	7	,	,	PUNCT
cet-15106	157	8	m.	m.	PROPN
cet-15106	157	9	f.	f.	PROPN
cet-15106	157	10	,	,	PUNCT
cet-15106	157	11	uddin	uddin	PROPN
cet-15106	157	12	,	,	PUNCT
cet-15106	157	13	m.	m.	NOUN
cet-15106	157	14	z.	z.	PROPN
cet-15106	157	15	,	,	PUNCT
cet-15106	157	16	ghoshal	ghoshal	NOUN
cet-15106	157	17	,	,	PUNCT
cet-15106	157	18	g.	g.	PROPN
cet-15106	157	19	,	,	PUNCT
cet-15106	157	20	hassan	hassan	PROPN
cet-15106	157	21	,	,	PUNCT
cet-15106	157	22	m.	m.	NOUN
cet-15106	157	23	m.	m.	NOUN
cet-15106	157	24	,	,	PUNCT
cet-15106	157	25	huda	huda	PROPN
cet-15106	157	26	,	,	PUNCT
cet-15106	157	27	s.	s.	PROPN
cet-15106	157	28	,	,	PUNCT
cet-15106	157	29	and	and	CCONJ
cet-15106	157	30	fortino	fortino	PROPN
cet-15106	157	31	,	,	PUNCT
cet-15106	157	32	g.	g.	PROPN
cet-15106	157	33	(	(	PUNCT
cet-15106	157	34	2022	2022	NUM
cet-15106	157	35	)	)	PUNCT
cet-15106	157	36	.	.	PUNCT
cet-15106	158	1	prostate	prostate	NOUN
cet-15106	158	2	cancer	cancer	NOUN
cet-15106	158	3	classification	classification	NOUN
cet-15106	158	4	from	from	ADP
cet-15106	158	5	ultrasound	ultrasound	NOUN
cet-15106	158	6	and	and	CCONJ
cet-15106	158	7	mri	mri	NOUN
cet-15106	158	8	images	image	NOUN
cet-15106	158	9	using	use	VERB
cet-15106	158	10	deep	deep	ADJ
cet-15106	158	11	learning	learning	NOUN
cet-15106	158	12	based	base	VERB
cet-15106	158	13	explainable	explainable	ADJ
cet-15106	158	14	artificial	artificial	ADJ
cet-15106	158	15	intelligence	intelligence	NOUN
cet-15106	158	16	.	.	PUNCT
cet-15106	159	1	future	future	ADJ
cet-15106	159	2	generation	generation	NOUN
cet-15106	159	3	computer	computer	NOUN
cet-15106	159	4	systems	system	NOUN
cet-15106	159	5	,	,	PUNCT
cet-15106	159	6	127:462	127:462	NUM
cet-15106	159	7	-	-	SYM
cet-15106	159	8	472	472	NUM
cet-15106	159	9	.	.	PUNCT
cet-15106	160	1	kiran	kiran	PROPN
cet-15106	160	2	,	,	PUNCT
cet-15106	160	3	b.	b.	PROPN
cet-15106	160	4	ravi	ravi	PROPN
cet-15106	160	5	,	,	PUNCT
cet-15106	160	6	dilip	dilip	PROPN
cet-15106	160	7	mathew	mathew	PROPN
cet-15106	160	8	thomas	thomas	PROPN
cet-15106	160	9	,	,	PUNCT
cet-15106	160	10	and	and	CCONJ
cet-15106	160	11	ranjith	ranjith	PROPN
cet-15106	160	12	parakkal	parakkal	NOUN
cet-15106	160	13	.	.	PUNCT
cet-15106	161	1	(	(	PUNCT
cet-15106	161	2	2018	2018	NUM
cet-15106	161	3	)	)	PUNCT
cet-15106	161	4	.	.	PUNCT
cet-15106	162	1	an	an	DET
cet-15106	162	2	overview	overview	NOUN
cet-15106	162	3	of	of	ADP
cet-15106	162	4	deep	deep	ADJ
cet-15106	162	5	learning	learning	NOUN
cet-15106	162	6	based	base	VERB
cet-15106	162	7	methods	method	NOUN
cet-15106	162	8	for	for	ADP
cet-15106	162	9	unsupervised	unsupervised	ADJ
cet-15106	162	10	and	and	CCONJ
cet-15106	162	11	semi	semi	ADJ
cet-15106	162	12	-	-	ADJ
cet-15106	162	13	supervised	supervised	ADJ
cet-15106	162	14	anomaly	anomaly	NOUN
cet-15106	162	15	detection	detection	NOUN
cet-15106	162	16	in	in	ADP
cet-15106	162	17	videos	video	NOUN
cet-15106	162	18	,	,	PUNCT
cet-15106	162	19	journal	journal	NOUN
cet-15106	162	20	of	of	ADP
cet-15106	162	21	imaging	imaging	PROPN
cet-15106	162	22	,	,	PUNCT
cet-15106	162	23	4(2):36	4(2):36	NUM
cet-15106	162	24	.	.	PUNCT
cet-15106	163	1	karras	karras	PROPN
cet-15106	163	2	,	,	PUNCT
cet-15106	163	3	t.	t.	PROPN
cet-15106	163	4	,	,	PUNCT
cet-15106	163	5	aittala	aittala	NOUN
cet-15106	163	6	,	,	PUNCT
cet-15106	163	7	m.	m.	NOUN
cet-15106	163	8	,	,	PUNCT
cet-15106	163	9	hellsten	hellsten	ADJ
cet-15106	163	10	,	,	PUNCT
cet-15106	163	11	j.	j.	PROPN
cet-15106	163	12	,	,	PUNCT
cet-15106	163	13	laine	laine	PROPN
cet-15106	163	14	,	,	PUNCT
cet-15106	163	15	s.and	s.and	PROPN
cet-15106	163	16	aila	aila	PROPN
cet-15106	163	17	,	,	PUNCT
cet-15106	163	18	t.	t.	PROPN
cet-15106	163	19	(	(	PUNCT
cet-15106	163	20	2020	2020	NUM
cet-15106	163	21	)	)	PUNCT
cet-15106	163	22	.	.	PUNCT
cet-15106	164	1	training	train	VERB
cet-15106	164	2	generative	generative	ADJ
cet-15106	164	3	adversarial	adversarial	ADJ
cet-15106	164	4	networks	network	NOUN
cet-15106	164	5	with	with	ADP
cet-15106	164	6	limited	limited	ADJ
cet-15106	164	7	data	datum	NOUN
cet-15106	164	8	.	.	PUNCT
cet-15106	165	1	in	in	ADP
cet-15106	165	2	advances	advance	NOUN
cet-15106	165	3	in	in	ADP
cet-15106	165	4	neural	neural	ADJ
cet-15106	165	5	information	information	NOUN
cet-15106	165	6	processing	processing	NOUN
cet-15106	165	7	systems	system	NOUN
cet-15106	165	8	,	,	PUNCT
cet-15106	165	9	volume	volume	NOUN
cet-15106	165	10	33	33	NUM
cet-15106	165	11	,	,	PUNCT
cet-15106	165	12	12104	12104	NUM
cet-15106	165	13	-	-	SYM
cet-15106	165	14	12114	12114	NUM
cet-15106	165	15	.	.	PUNCT
cet-15106	166	1	liu	liu	PROPN
cet-15106	166	2	,	,	PUNCT
cet-15106	166	3	b.	b.	PROPN
cet-15106	166	4	,	,	PUNCT
cet-15106	166	5	zhu	zhu	PROPN
cet-15106	166	6	,	,	PUNCT
cet-15106	166	7	y.	y.	PROPN
cet-15106	166	8	,	,	PUNCT
cet-15106	166	9	song	song	NOUN
cet-15106	166	10	,	,	PUNCT
cet-15106	166	11	k.	k.	PROPN
cet-15106	166	12	,	,	PUNCT
cet-15106	166	13	and	and	CCONJ
cet-15106	166	14	elgammal	elgammal	ADJ
cet-15106	166	15	,	,	PUNCT
cet-15106	166	16	a.	a.	NOUN
cet-15106	166	17	(	(	PUNCT
cet-15106	166	18	2020	2020	NUM
cet-15106	166	19	)	)	PUNCT
cet-15106	166	20	towards	towards	ADP
cet-15106	166	21	faster	fast	ADV
cet-15106	166	22	and	and	CCONJ
cet-15106	166	23	stabilized	stabilize	VERB
cet-15106	166	24	gan	gan	ADJ
cet-15106	166	25	training	training	NOUN
cet-15106	166	26	for	for	ADP
cet-15106	166	27	high	high	ADJ
cet-15106	166	28	fidelity	fidelity	NOUN
cet-15106	166	29	few	few	ADJ
cet-15106	166	30	-	-	PUNCT
cet-15106	166	31	shot	shot	NOUN
cet-15106	166	32	image	image	NOUN
cet-15106	166	33	synthesis	synthesis	NOUN
cet-15106	166	34	.	.	PUNCT
cet-15106	167	1	in	in	ADP
cet-15106	167	2	international	international	ADJ
cet-15106	167	3	conference	conference	NOUN
cet-15106	167	4	on	on	ADP
cet-15106	167	5	learning	learn	VERB
cet-15106	167	6	representations	representation	NOUN
cet-15106	167	7	.	.	PUNCT
cet-15106	168	1	lucic	lucic	PROPN
cet-15106	168	2	,	,	PUNCT
cet-15106	168	3	m.	m.	NOUN
cet-15106	168	4	,	,	PUNCT
cet-15106	168	5	kurach	kurach	NOUN
cet-15106	168	6	,	,	PUNCT
cet-15106	168	7	k.	k.	PROPN
cet-15106	168	8	,	,	PUNCT
cet-15106	168	9	michalski	michalski	NOUN
cet-15106	168	10	,	,	PUNCT
cet-15106	168	11	m.	m.	NOUN
cet-15106	168	12	,	,	PUNCT
cet-15106	168	13	gelly	gelly	ADV
cet-15106	168	14	,	,	PUNCT
cet-15106	168	15	s.	s.	PROPN
cet-15106	168	16	,	,	PUNCT
cet-15106	168	17	and	and	CCONJ
cet-15106	168	18	bousquet	bousquet	VERB
cet-15106	168	19	,	,	PUNCT
cet-15106	168	20	o.	o.	NOUN
cet-15106	168	21	(	(	PUNCT
cet-15106	168	22	2018	2018	NUM
cet-15106	168	23	)	)	PUNCT
cet-15106	168	24	.	.	PUNCT
cet-15106	169	1	are	be	AUX
cet-15106	169	2	gans	gan	NOUN
cet-15106	169	3	created	create	VERB
cet-15106	169	4	equal	equal	ADJ
cet-15106	169	5	?	?	PUNCT
cet-15106	170	1	a	a	DET
cet-15106	170	2	large	large	ADJ
cet-15106	170	3	scale	scale	NOUN
cet-15106	170	4	study	study	NOUN
cet-15106	170	5	.	.	PUNCT
cet-15106	171	1	advances	advance	NOUN
cet-15106	171	2	in	in	ADP
cet-15106	171	3	neural	neural	ADJ
cet-15106	171	4	information	information	NOUN
cet-15106	171	5	processing	processing	NOUN
cet-15106	171	6	systems	system	NOUN
cet-15106	171	7	,	,	PUNCT
cet-15106	171	8	30	30	NUM
cet-15106	171	9	.	.	PUNCT
cet-15106	172	1	lundberg	lundberg	PROPN
cet-15106	172	2	,	,	PUNCT
cet-15106	172	3	s.	s.	PROPN
cet-15106	172	4	m.	m.	PROPN
cet-15106	172	5	and	and	CCONJ
cet-15106	172	6	lee	lee	PROPN
cet-15106	172	7	,	,	PUNCT
cet-15106	172	8	s.-i	s.-i	PROPN
cet-15106	172	9	.	.	PUNCT
cet-15106	173	1	(	(	PUNCT
cet-15106	173	2	2017	2017	NUM
cet-15106	173	3	)	)	PUNCT
cet-15106	173	4	.	.	PUNCT
cet-15106	174	1	a	a	DET
cet-15106	174	2	unified	unified	ADJ
cet-15106	174	3	approach	approach	NOUN
cet-15106	174	4	to	to	ADP
cet-15106	174	5	interpreting	interpret	VERB
cet-15106	174	6	model	model	NOUN
cet-15106	174	7	predictions	prediction	NOUN
cet-15106	174	8	,	,	PUNCT
cet-15106	174	9	advances	advance	NOUN
cet-15106	174	10	in	in	ADP
cet-15106	174	11	neural	neural	ADJ
cet-15106	174	12	information	information	NOUN
cet-15106	174	13	processing	processing	NOUN
cet-15106	174	14	systems	system	NOUN
cet-15106	174	15	,	,	PUNCT
cet-15106	174	16	30	30	NUM
cet-15106	174	17	.	.	PUNCT
cet-15106	175	1	maharana	maharana	PROPN
cet-15106	175	2	,	,	PUNCT
cet-15106	175	3	k.	k.	PROPN
cet-15106	175	4	,	,	PUNCT
cet-15106	175	5	mondal	mondal	PROPN
cet-15106	175	6	,	,	PUNCT
cet-15106	175	7	s.	s.	PROPN
cet-15106	175	8	,	,	PUNCT
cet-15106	175	9	and	and	CCONJ
cet-15106	175	10	nemade	nemade	PROPN
cet-15106	175	11	,	,	PUNCT
cet-15106	175	12	b.	b.	PROPN
cet-15106	175	13	,	,	PUNCT
cet-15106	175	14	(	(	PUNCT
cet-15106	175	15	2022	2022	NUM
cet-15106	175	16	)	)	PUNCT
cet-15106	175	17	,	,	PUNCT
cet-15106	175	18	a	a	DET
cet-15106	175	19	review	review	NOUN
cet-15106	175	20	:	:	PUNCT
cet-15106	175	21	data	datum	NOUN
cet-15106	175	22	pre	pre	ADJ
cet-15106	175	23	-	-	ADJ
cet-15106	175	24	processing	processing	ADJ
cet-15106	175	25	and	and	CCONJ
cet-15106	175	26	data	datum	NOUN
cet-15106	175	27	augmentation	augmentation	NOUN
cet-15106	175	28	techniques	technique	NOUN
cet-15106	175	29	,	,	PUNCT
cet-15106	175	30	global	global	ADJ
cet-15106	175	31	transitions	transition	NOUN
cet-15106	175	32	proceedings	proceeding	NOUN
cet-15106	175	33	,	,	PUNCT
cet-15106	175	34	3(1	3(1	NUM
cet-15106	175	35	)	)	PUNCT
cet-15106	175	36	,	,	PUNCT
cet-15106	175	37	91	91	NUM
cet-15106	175	38	-	-	SYM
cet-15106	175	39	99	99	NUM
cet-15106	175	40	.	.	PUNCT
cet-15106	176	1	shorten	shorten	PROPN
cet-15106	176	2	,	,	PUNCT
cet-15106	176	3	c.	c.	NOUN
cet-15106	176	4	,	,	PUNCT
cet-15106	176	5	and	and	CCONJ
cet-15106	176	6	khoshgoftaar	khoshgoftaar	NOUN
cet-15106	176	7	,	,	PUNCT
cet-15106	176	8	t.	t.	NOUN
cet-15106	176	9	m.	m.	NOUN
cet-15106	176	10	(	(	PUNCT
cet-15106	176	11	2019	2019	NUM
cet-15106	176	12	)	)	PUNCT
cet-15106	176	13	.	.	PUNCT
cet-15106	177	1	a	a	DET
cet-15106	177	2	survey	survey	NOUN
cet-15106	177	3	on	on	ADP
cet-15106	177	4	image	image	NOUN
cet-15106	177	5	data	datum	NOUN
cet-15106	177	6	augmentation	augmentation	NOUN
cet-15106	177	7	for	for	ADP
cet-15106	177	8	deep	deep	ADJ
cet-15106	177	9	learning	learning	NOUN
cet-15106	177	10	.	.	PUNCT
cet-15106	178	1	journal	journal	NOUN
cet-15106	178	2	of	of	ADP
cet-15106	178	3	big	big	ADJ
cet-15106	178	4	data	datum	NOUN
cet-15106	178	5	,	,	PUNCT
cet-15106	178	6	6(1	6(1	NUM
cet-15106	178	7	)	)	PUNCT
cet-15106	178	8	,	,	PUNCT
cet-15106	178	9	1	1	NUM
cet-15106	178	10	-	-	SYM
cet-15106	178	11	48	48	NUM
cet-15106	178	12	.	.	PUNCT
cet-15106	179	1	stuyck	stuyck	PROPN
cet-15106	179	2	,	,	PUNCT
cet-15106	179	3	t.	t.	PROPN
cet-15106	179	4	and	and	CCONJ
cet-15106	179	5	demeester	demeester	PROPN
cet-15106	179	6	,	,	PUNCT
cet-15106	179	7	e.	e.	PROPN
cet-15106	179	8	,	,	PUNCT
cet-15106	179	9	(	(	PUNCT
cet-15106	179	10	2024	2024	NUM
cet-15106	179	11	)	)	PUNCT
cet-15106	179	12	,	,	PUNCT
cet-15106	179	13	impact	impact	NOUN
cet-15106	179	14	of	of	ADP
cet-15106	179	15	using	use	VERB
cet-15106	179	16	gan	gan	PROPN
cet-15106	179	17	generated	generate	VERB
cet-15106	179	18	synthetic	synthetic	ADJ
cet-15106	179	19	data	datum	NOUN
cet-15106	179	20	for	for	ADP
cet-15106	179	21	the	the	DET
cet-15106	179	22	classification	classification	NOUN
cet-15106	179	23	of	of	ADP
cet-15106	179	24	chemical	chemical	NOUN
cet-15106	179	25	foam	foam	NOUN
cet-15106	179	26	in	in	ADP
cet-15106	179	27	low	low	ADJ
cet-15106	179	28	data	datum	NOUN
cet-15106	179	29	availability	availability	NOUN
cet-15106	179	30	environments	environment	NOUN
cet-15106	179	31	,	,	PUNCT
cet-15106	179	32	in	in	ADP
cet-15106	179	33	proceedings	proceeding	NOUN
cet-15106	179	34	of	of	ADP
cet-15106	179	35	the	the	DET
cet-15106	179	36	13th	13th	ADJ
cet-15106	179	37	international	international	ADJ
cet-15106	179	38	conference	conference	NOUN
cet-15106	179	39	on	on	ADP
cet-15106	179	40	pattern	pattern	NOUN
cet-15106	179	41	recognition	recognition	NOUN
cet-15106	179	42	applications	application	NOUN
cet-15106	179	43	and	and	CCONJ
cet-15106	179	44	methods	method	NOUN
cet-15106	179	45	,	,	PUNCT
cet-15106	179	46	620	620	NUM
cet-15106	179	47	-	-	SYM
cet-15106	179	48	627	627	NUM
cet-15106	179	49	.	.	PUNCT
cet-15106	180	1	stuyck	stuyck	PROPN
cet-15106	180	2	,	,	PUNCT
cet-15106	180	3	t	t	PROPN
cet-15106	180	4	,	,	PUNCT
cet-15106	180	5	rousseau	rousseau	PROPN
cet-15106	180	6	,	,	PUNCT
cet-15106	180	7	a.-j	a.-j	PROPN
cet-15106	180	8	.	.	PROPN
cet-15106	180	9	,	,	PUNCT
cet-15106	180	10	vallerio	vallerio	PROPN
cet-15106	180	11	,	,	PUNCT
cet-15106	180	12	m.	m.	NOUN
cet-15106	180	13	,	,	PUNCT
cet-15106	180	14	and	and	CCONJ
cet-15106	180	15	demeester	demeester	NOUN
cet-15106	180	16	,	,	PUNCT
cet-15106	180	17	e.	e.	PROPN
cet-15106	180	18	(	(	PUNCT
cet-15106	180	19	2022	2022	NUM
cet-15106	180	20	)	)	PUNCT
cet-15106	180	21	.	.	PUNCT
cet-15106	181	1	semi	semi	ADJ
cet-15106	181	2	-	-	ADJ
cet-15106	181	3	supervised	supervised	ADJ
cet-15106	181	4	cloud	cloud	NOUN
cet-15106	181	5	detection	detection	NOUN
cet-15106	181	6	with	with	ADP
cet-15106	181	7	weakly	weakly	ADJ
cet-15106	181	8	labeled	label	VERB
cet-15106	181	9	rgb	rgb	PROPN
cet-15106	181	10	aerial	aerial	ADJ
cet-15106	181	11	images	image	NOUN
cet-15106	181	12	using	use	VERB
cet-15106	181	13	generative	generative	ADJ
cet-15106	181	14	adversarial	adversarial	ADJ
cet-15106	181	15	networks	network	NOUN
cet-15106	181	16	.	.	PUNCT
cet-15106	182	1	in	in	ADP
cet-15106	182	2	proceedings	proceeding	NOUN
cet-15106	182	3	of	of	ADP
cet-15106	182	4	the	the	DET
cet-15106	182	5	11th	11th	ADJ
cet-15106	182	6	international	international	ADJ
cet-15106	182	7	conference	conference	NOUN
cet-15106	182	8	on	on	ADP
cet-15106	182	9	pattern	pattern	NOUN
cet-15106	182	10	recognition	recognition	NOUN
cet-15106	182	11	applications	application	NOUN
cet-15106	182	12	and	and	CCONJ
cet-15106	182	13	methods	method	NOUN
cet-15106	182	14	,	,	PUNCT
cet-15106	182	15	630	630	NUM
cet-15106	182	16	-	-	SYM
cet-15106	182	17	635	635	NUM
cet-15106	182	18	.	.	PUNCT
cet-15106	182	19	78	78	NUM
cet-15106	182	20	403stuyck-pagato.pdf	403stuyck-pagato.pdf	NUM
cet-15106	182	21	effectiveness	effectiveness	NOUN
cet-15106	182	22	of	of	ADP
cet-15106	182	23	generative	generative	ADJ
cet-15106	182	24	adversarial	adversarial	ADJ
cet-15106	182	25	networks	network	NOUN
cet-15106	182	26	in	in	ADP
cet-15106	182	27	low	low	ADJ
cet-15106	182	28	data	datum	NOUN
cet-15106	182	29	availability	availability	NOUN
cet-15106	182	30	environments	environment	NOUN
cet-15106	182	31	for	for	ADP
cet-15106	182	32	the	the	DET
cet-15106	182	33	detection	detection	NOUN
cet-15106	182	34	of	of	ADP
cet-15106	182	35	chemical	chemical	NOUN
cet-15106	182	36	foam	foam	NOUN