id	sid	tid	token	lemma	pos
easat-6539	1	1	edelweiss	edelweiss	PROPN
easat-6539	1	2	applied	apply	VERB
easat-6539	1	3	science	science	NOUN
easat-6539	1	4	and	and	CCONJ
easat-6539	1	5	technology	technology	NOUN
easat-6539	1	6	issn	issn	PROPN
easat-6539	1	7	:	:	PUNCT
easat-6539	1	8	2576	2576	NUM
easat-6539	1	9	-	-	SYM
easat-6539	1	10	8484	8484	NUM
easat-6539	1	11	vol	vol	NOUN
easat-6539	1	12	.	.	PROPN
easat-6539	2	1	9	9	NUM
easat-6539	2	2	,	,	PUNCT
easat-6539	2	3	no	no	INTJ
easat-6539	2	4	.	.	NOUN
easat-6539	2	5	4	4	NUM
easat-6539	2	6	,	,	PUNCT
easat-6539	2	7	2222	2222	NUM
easat-6539	2	8	-	-	SYM
easat-6539	2	9	2234	2234	NUM
easat-6539	2	10	2025	2025	NUM
easat-6539	2	11	publisher	publisher	NOUN
easat-6539	2	12	:	:	PUNCT
easat-6539	2	13	learning	learn	VERB
easat-6539	2	14	gate	gate	NOUN
easat-6539	2	15	doi	doi	PROPN
easat-6539	2	16	:	:	PUNCT
easat-6539	2	17	10.55214/25768484.v9i4.6539	10.55214/25768484.v9i4.6539	NUM
easat-6539	2	18	©	©	PROPN
easat-6539	2	19	2025	2025	NUM
easat-6539	2	20	by	by	ADP
easat-6539	2	21	the	the	DET
easat-6539	2	22	authors	author	NOUN
easat-6539	2	23	;	;	PUNCT
easat-6539	2	24	licensee	licensee	PROPN
easat-6539	2	25	learning	learning	NOUN
easat-6539	2	26	gate	gate	NOUN
easat-6539	3	1	©	©	PROPN
easat-6539	3	2	2025	2025	NUM
easat-6539	3	3	by	by	ADP
easat-6539	3	4	the	the	DET
easat-6539	3	5	authors	author	NOUN
easat-6539	3	6	;	;	PUNCT
easat-6539	3	7	licensee	licensee	PROPN
easat-6539	3	8	learning	learning	NOUN
easat-6539	3	9	gate	gate	NOUN
easat-6539	3	10	history	history	NOUN
easat-6539	3	11	:	:	PUNCT
easat-6539	3	12	received	receive	VERB
easat-6539	3	13	:	:	PUNCT
easat-6539	3	14	26	26	NUM
easat-6539	3	15	february	february	NOUN
easat-6539	3	16	2025	2025	NUM
easat-6539	3	17	;	;	PUNCT
easat-6539	3	18	revised	revise	VERB
easat-6539	3	19	:	:	PUNCT
easat-6539	3	20	15	15	NUM
easat-6539	3	21	april	april	PROPN
easat-6539	3	22	2025	2025	NUM
easat-6539	3	23	;	;	PUNCT
easat-6539	3	24	accepted	accept	VERB
easat-6539	3	25	:	:	PUNCT
easat-6539	3	26	17	17	NUM
easat-6539	3	27	april	april	PROPN
easat-6539	3	28	2025	2025	NUM
easat-6539	3	29	;	;	PUNCT
easat-6539	3	30	published	publish	VERB
easat-6539	3	31	:	:	PUNCT
easat-6539	3	32	24	24	NUM
easat-6539	3	33	april	april	PROPN
easat-6539	3	34	2025	2025	NUM
easat-6539	3	35	*	*	PUNCT
easat-6539	3	36	correspondence	correspondence	NOUN
easat-6539	3	37	:	:	PUNCT
easat-6539	3	38	675liuqianru@gmail.com	675liuqianru@gmail.com	NUM
easat-6539	3	39	automated	automate	VERB
easat-6539	3	40	deepfake	deepfake	NOUN
easat-6539	3	41	generation	generation	NOUN
easat-6539	3	42	process	process	NOUN
easat-6539	3	43	based	base	VERB
easat-6539	3	44	on	on	ADP
easat-6539	3	45	ai	ai	PRON
easat-6539	3	46	painting	paint	VERB
easat-6539	3	47	technology	technology	NOUN
easat-6539	3	48	qianru	qianru	PROPN
easat-6539	3	49	liu1	liu1	PROPN
easat-6539	3	50	,	,	PUNCT
easat-6539	3	51	ki	ki	PROPN
easat-6539	3	52	-	-	PUNCT
easat-6539	3	53	hong	hong	PROPN
easat-6539	3	54	kim2	kim2	PROPN
easat-6539	3	55	*	*	PROPN
easat-6539	4	1	1,2department	1,2department	NUM
easat-6539	4	2	of	of	ADP
easat-6539	4	3	visual	visual	ADJ
easat-6539	4	4	contents	content	NOUN
easat-6539	4	5	,	,	PUNCT
easat-6539	4	6	dongseo	dongseo	PROPN
easat-6539	4	7	university	university	PROPN
easat-6539	4	8	,	,	PUNCT
easat-6539	4	9	korea	korea	PROPN
easat-6539	4	10	;	;	PUNCT
easat-6539	4	11	675liuqianru@gmail.com	675liuqianru@gmail.com	NUM
easat-6539	4	12	(	(	PUNCT
easat-6539	4	13	k.h.k	k.h.k	PROPN
easat-6539	4	14	.	.	PUNCT
easat-6539	4	15	)	)	PUNCT
easat-6539	5	1	abstract	abstract	NOUN
easat-6539	5	2	:	:	PUNCT
easat-6539	5	3	this	this	DET
easat-6539	5	4	paper	paper	NOUN
easat-6539	5	5	addresses	address	VERB
easat-6539	5	6	the	the	DET
easat-6539	5	7	significant	significant	ADJ
easat-6539	5	8	data	data	NOUN
easat-6539	5	9	acquisition	acquisition	NOUN
easat-6539	5	10	challenges	challenge	NOUN
easat-6539	5	11	in	in	ADP
easat-6539	5	12	deepfake	deepfake	NOUN
easat-6539	5	13	technology	technology	NOUN
easat-6539	5	14	by	by	ADP
easat-6539	5	15	proposing	propose	VERB
easat-6539	5	16	an	an	DET
easat-6539	5	17	innovative	innovative	ADJ
easat-6539	5	18	methodology	methodology	NOUN
easat-6539	5	19	leveraging	leverage	VERB
easat-6539	5	20	ai	ai	AUX
easat-6539	5	21	painting	paint	VERB
easat-6539	5	22	generation	generation	NOUN
easat-6539	5	23	for	for	ADP
easat-6539	5	24	creating	create	VERB
easat-6539	5	25	facial	facial	ADJ
easat-6539	5	26	datasets	dataset	NOUN
easat-6539	5	27	.	.	PUNCT
easat-6539	6	1	the	the	DET
easat-6539	6	2	study	study	NOUN
easat-6539	6	3	aims	aim	VERB
easat-6539	6	4	to	to	PART
easat-6539	6	5	overcome	overcome	VERB
easat-6539	6	6	traditional	traditional	ADJ
easat-6539	6	7	deepfake	deepfake	NOUN
easat-6539	6	8	limitations	limitation	NOUN
easat-6539	6	9	,	,	PUNCT
easat-6539	6	10	including	include	VERB
easat-6539	6	11	privacy	privacy	NOUN
easat-6539	6	12	concerns	concern	NOUN
easat-6539	6	13	,	,	PUNCT
easat-6539	6	14	copyright	copyright	NOUN
easat-6539	6	15	issues	issue	NOUN
easat-6539	6	16	,	,	PUNCT
easat-6539	6	17	and	and	CCONJ
easat-6539	6	18	high	high	ADJ
easat-6539	6	19	costs	cost	NOUN
easat-6539	6	20	associated	associate	VERB
easat-6539	6	21	with	with	ADP
easat-6539	6	22	acquiring	acquire	VERB
easat-6539	6	23	authentic	authentic	ADJ
easat-6539	6	24	portrait	portrait	NOUN
easat-6539	6	25	data	datum	NOUN
easat-6539	6	26	.	.	PUNCT
easat-6539	7	1	the	the	DET
easat-6539	7	2	research	research	NOUN
easat-6539	7	3	integrates	integrate	NOUN
easat-6539	7	4	ai	ai	VERB
easat-6539	7	5	art	art	NOUN
easat-6539	7	6	generation	generation	NOUN
easat-6539	7	7	software	software	NOUN
easat-6539	7	8	(	(	PUNCT
easat-6539	7	9	midjourney	midjourney	NOUN
easat-6539	7	10	with	with	ADP
easat-6539	7	11	insightfaceswap	insightfaceswap	NOUN
easat-6539	7	12	)	)	PUNCT
easat-6539	7	13	with	with	ADP
easat-6539	7	14	deepfake	deepfake	NOUN
easat-6539	7	15	production	production	NOUN
easat-6539	7	16	software	software	NOUN
easat-6539	7	17	(	(	PUNCT
easat-6539	7	18	deepface	deepface	NOUN
easat-6539	7	19	lab	lab	NOUN
easat-6539	7	20	)	)	PUNCT
easat-6539	7	21	to	to	PART
easat-6539	7	22	create	create	VERB
easat-6539	7	23	an	an	DET
easat-6539	7	24	automated	automate	VERB
easat-6539	7	25	workflow	workflow	NOUN
easat-6539	7	26	that	that	PRON
easat-6539	7	27	generates	generate	VERB
easat-6539	7	28	diverse	diverse	ADJ
easat-6539	7	29	,	,	PUNCT
easat-6539	7	30	consistent	consistent	ADJ
easat-6539	7	31	facial	facial	ADJ
easat-6539	7	32	datasets	dataset	NOUN
easat-6539	7	33	for	for	ADP
easat-6539	7	34	model	model	NOUN
easat-6539	7	35	training	training	NOUN
easat-6539	7	36	.	.	PUNCT
easat-6539	8	1	results	result	NOUN
easat-6539	8	2	demonstrate	demonstrate	VERB
easat-6539	8	3	that	that	SCONJ
easat-6539	8	4	ai	ai	NOUN
easat-6539	8	5	-	-	PUNCT
easat-6539	8	6	generated	generate	VERB
easat-6539	8	7	facial	facial	ADJ
easat-6539	8	8	datasets	dataset	NOUN
easat-6539	8	9	can	can	AUX
easat-6539	8	10	effectively	effectively	ADV
easat-6539	8	11	substitute	substitute	VERB
easat-6539	8	12	authentic	authentic	ADJ
easat-6539	8	13	human	human	ADJ
easat-6539	8	14	images	image	NOUN
easat-6539	8	15	while	while	SCONJ
easat-6539	8	16	maintaining	maintain	VERB
easat-6539	8	17	high	high	ADJ
easat-6539	8	18	-	-	PUNCT
easat-6539	8	19	quality	quality	NOUN
easat-6539	8	20	outputs	output	NOUN
easat-6539	8	21	.	.	PUNCT
easat-6539	9	1	the	the	DET
easat-6539	9	2	proposed	propose	VERB
easat-6539	9	3	workflow	workflow	NOUN
easat-6539	9	4	significantly	significantly	ADV
easat-6539	9	5	reduces	reduce	VERB
easat-6539	9	6	data	datum	NOUN
easat-6539	9	7	acquisition	acquisition	NOUN
easat-6539	9	8	bottlenecks	bottleneck	NOUN
easat-6539	9	9	,	,	PUNCT
easat-6539	9	10	mitigates	mitigate	VERB
easat-6539	9	11	legal	legal	ADJ
easat-6539	9	12	risks	risk	NOUN
easat-6539	9	13	,	,	PUNCT
easat-6539	9	14	and	and	CCONJ
easat-6539	9	15	substantially	substantially	ADV
easat-6539	9	16	lowers	lower	VERB
easat-6539	9	17	production	production	NOUN
easat-6539	9	18	costs	cost	NOUN
easat-6539	9	19	.	.	PUNCT
easat-6539	10	1	combining	combine	VERB
easat-6539	10	2	ai	ai	INTJ
easat-6539	10	3	art	art	NOUN
easat-6539	10	4	generation	generation	NOUN
easat-6539	10	5	with	with	ADP
easat-6539	10	6	deepfake	deepfake	NOUN
easat-6539	10	7	technology	technology	NOUN
easat-6539	10	8	offers	offer	VERB
easat-6539	10	9	a	a	DET
easat-6539	10	10	promising	promising	ADJ
easat-6539	10	11	direction	direction	NOUN
easat-6539	10	12	for	for	ADP
easat-6539	10	13	advancing	advance	VERB
easat-6539	10	14	synthetic	synthetic	ADJ
easat-6539	10	15	media	medium	NOUN
easat-6539	10	16	creation	creation	NOUN
easat-6539	10	17	while	while	SCONJ
easat-6539	10	18	balancing	balance	VERB
easat-6539	10	19	innovation	innovation	NOUN
easat-6539	10	20	with	with	ADP
easat-6539	10	21	ethical	ethical	ADJ
easat-6539	10	22	considerations	consideration	NOUN
easat-6539	10	23	.	.	PUNCT
easat-6539	11	1	this	this	DET
easat-6539	11	2	methodology	methodology	NOUN
easat-6539	11	3	enhances	enhance	VERB
easat-6539	11	4	the	the	DET
easat-6539	11	5	ethical	ethical	ADJ
easat-6539	11	6	application	application	NOUN
easat-6539	11	7	of	of	ADP
easat-6539	11	8	deepfake	deepfake	NOUN
easat-6539	11	9	technology	technology	NOUN
easat-6539	11	10	across	across	ADP
easat-6539	11	11	entertainment	entertainment	NOUN
easat-6539	11	12	,	,	PUNCT
easat-6539	11	13	education	education	NOUN
easat-6539	11	14	,	,	PUNCT
easat-6539	11	15	and	and	CCONJ
easat-6539	11	16	digital	digital	ADJ
easat-6539	11	17	media	medium	NOUN
easat-6539	11	18	production	production	NOUN
easat-6539	11	19	,	,	PUNCT
easat-6539	11	20	potentially	potentially	ADV
easat-6539	11	21	transforming	transform	VERB
easat-6539	11	22	how	how	SCONJ
easat-6539	11	23	synthetic	synthetic	ADJ
easat-6539	11	24	visual	visual	ADJ
easat-6539	11	25	content	content	NOUN
easat-6539	11	26	is	be	AUX
easat-6539	11	27	created	create	VERB
easat-6539	11	28	and	and	CCONJ
easat-6539	11	29	used	use	VERB
easat-6539	11	30	.	.	PUNCT
easat-6539	12	1	keywords	keyword	NOUN
easat-6539	12	2	:	:	PUNCT
easat-6539	12	3	artificial	artificial	ADJ
easat-6539	12	4	intelligence	intelligence	NOUN
easat-6539	12	5	painting	painting	NOUN
easat-6539	12	6	,	,	PUNCT
easat-6539	12	7	deepfake	deepfake	NOUN
easat-6539	12	8	,	,	PUNCT
easat-6539	12	9	model	model	NOUN
easat-6539	12	10	training	training	NOUN
easat-6539	12	11	,	,	PUNCT
easat-6539	12	12	workflow	workflow	NOUN
easat-6539	12	13	.	.	PUNCT
easat-6539	13	1	1	1	X
easat-6539	13	2	.	.	X
easat-6539	13	3	introduction	introduction	NOUN
easat-6539	13	4	the	the	DET
easat-6539	13	5	term	term	NOUN
easat-6539	13	6	"	"	PUNCT
easat-6539	13	7	deepfake	deepfake	NOUN
easat-6539	13	8	"	"	PUNCT
easat-6539	13	9	entered	enter	VERB
easat-6539	13	10	public	public	ADJ
easat-6539	13	11	consciousness	consciousness	NOUN
easat-6539	13	12	2017	2017	NUM
easat-6539	13	13	when	when	SCONJ
easat-6539	13	14	a	a	DET
easat-6539	13	15	reddit	reddit	NOUN
easat-6539	13	16	moderator	moderator	NOUN
easat-6539	13	17	created	create	VERB
easat-6539	13	18	a	a	DET
easat-6539	13	19	subreddit	subreddit	NOUN
easat-6539	13	20	dedicated	dedicate	VERB
easat-6539	13	21	to	to	ADP
easat-6539	13	22	videos	video	NOUN
easat-6539	13	23	using	use	VERB
easat-6539	13	24	facial	facial	ADJ
easat-6539	13	25	replacement	replacement	NOUN
easat-6539	13	26	technology	technology	NOUN
easat-6539	13	27	.	.	PUNCT
easat-6539	14	1	since	since	SCONJ
easat-6539	14	2	then	then	ADV
easat-6539	14	3	,	,	PUNCT
easat-6539	14	4	deepfake	deepfake	NOUN
easat-6539	14	5	technology	technology	NOUN
easat-6539	14	6	has	have	AUX
easat-6539	14	7	been	be	AUX
easat-6539	14	8	used	use	VERB
easat-6539	14	9	to	to	PART
easat-6539	14	10	develop	develop	VERB
easat-6539	14	11	various	various	ADJ
easat-6539	14	12	synthetic	synthetic	ADJ
easat-6539	14	13	media	medium	NOUN
easat-6539	14	14	,	,	PUNCT
easat-6539	14	15	from	from	ADP
easat-6539	14	16	celebrity	celebrity	NOUN
easat-6539	14	17	impersonations	impersonation	NOUN
easat-6539	14	18	to	to	ADP
easat-6539	14	19	fabricated	fabricate	VERB
easat-6539	14	20	political	political	ADJ
easat-6539	14	21	speeches	speech	NOUN
easat-6539	14	22	.	.	PUNCT
easat-6539	15	1	while	while	SCONJ
easat-6539	15	2	deepfake	deepfake	NOUN
easat-6539	15	3	technology	technology	NOUN
easat-6539	15	4	offers	offer	VERB
easat-6539	15	5	extensive	extensive	ADJ
easat-6539	15	6	potential	potential	ADJ
easat-6539	15	7	applications	application	NOUN
easat-6539	15	8	in	in	ADP
easat-6539	15	9	entertainment	entertainment	NOUN
easat-6539	15	10	and	and	CCONJ
easat-6539	15	11	virtual	virtual	ADJ
easat-6539	15	12	reality	reality	NOUN
easat-6539	15	13	,	,	PUNCT
easat-6539	15	14	its	its	PRON
easat-6539	15	15	development	development	NOUN
easat-6539	15	16	faces	face	VERB
easat-6539	15	17	significant	significant	ADJ
easat-6539	15	18	challenges	challenge	NOUN
easat-6539	15	19	.	.	PUNCT
easat-6539	16	1	the	the	DET
easat-6539	16	2	primary	primary	ADJ
easat-6539	16	3	obstacle	obstacle	NOUN
easat-6539	16	4	is	be	AUX
easat-6539	16	5	the	the	DET
easat-6539	16	6	need	need	NOUN
easat-6539	16	7	for	for	ADP
easat-6539	16	8	substantial	substantial	ADJ
easat-6539	16	9	quantities	quantity	NOUN
easat-6539	16	10	of	of	ADP
easat-6539	16	11	authentic	authentic	ADJ
easat-6539	16	12	human	human	ADJ
easat-6539	16	13	facial	facial	ADJ
easat-6539	16	14	data	datum	NOUN
easat-6539	16	15	for	for	ADP
easat-6539	16	16	training	training	NOUN
easat-6539	16	17	.	.	PUNCT
easat-6539	17	1	this	this	DET
easat-6539	17	2	requirement	requirement	NOUN
easat-6539	17	3	presents	present	VERB
easat-6539	17	4	numerous	numerous	ADJ
easat-6539	17	5	privacy	privacy	NOUN
easat-6539	17	6	,	,	PUNCT
easat-6539	17	7	copyright	copyright	NOUN
easat-6539	17	8	,	,	PUNCT
easat-6539	17	9	and	and	CCONJ
easat-6539	17	10	cost	cost	NOUN
easat-6539	17	11	issues	issue	NOUN
easat-6539	17	12	,	,	PUNCT
easat-6539	17	13	creating	create	VERB
easat-6539	17	14	a	a	DET
easat-6539	17	15	significant	significant	ADJ
easat-6539	17	16	bottleneck	bottleneck	NOUN
easat-6539	17	17	in	in	ADP
easat-6539	17	18	the	the	DET
easat-6539	17	19	advancement	advancement	NOUN
easat-6539	17	20	of	of	ADP
easat-6539	17	21	deepfake	deepfake	NOUN
easat-6539	17	22	technology	technology	NOUN
easat-6539	17	23	.	.	PUNCT
easat-6539	18	1	concurrently	concurrently	ADV
easat-6539	18	2	,	,	PUNCT
easat-6539	18	3	recent	recent	ADJ
easat-6539	18	4	years	year	NOUN
easat-6539	18	5	have	have	AUX
easat-6539	18	6	seen	see	VERB
easat-6539	18	7	rapid	rapid	ADJ
easat-6539	18	8	progress	progress	NOUN
easat-6539	18	9	in	in	ADP
easat-6539	18	10	ai	ai	ADJ
easat-6539	18	11	-	-	PUNCT
easat-6539	18	12	generated	generate	VERB
easat-6539	18	13	imagery	imagery	NOUN
easat-6539	18	14	.	.	PUNCT
easat-6539	19	1	models	model	NOUN
easat-6539	19	2	such	such	ADJ
easat-6539	19	3	as	as	ADP
easat-6539	19	4	midjourney	midjourney	NOUN
easat-6539	19	5	,	,	PUNCT
easat-6539	19	6	fooocus	fooocus	NOUN
easat-6539	19	7	,	,	PUNCT
easat-6539	19	8	and	and	CCONJ
easat-6539	19	9	stable	stable	ADJ
easat-6539	19	10	diffusion	diffusion	NOUN
easat-6539	19	11	can	can	AUX
easat-6539	19	12	produce	produce	VERB
easat-6539	19	13	highly	highly	ADV
easat-6539	19	14	realistic	realistic	ADJ
easat-6539	19	15	facial	facial	ADJ
easat-6539	19	16	images	image	NOUN
easat-6539	19	17	.	.	PUNCT
easat-6539	20	1	these	these	PRON
easat-6539	20	2	ai	ai	VERB
easat-6539	20	3	image	image	NOUN
easat-6539	20	4	generation	generation	NOUN
easat-6539	20	5	models	model	NOUN
easat-6539	20	6	can	can	AUX
easat-6539	20	7	create	create	VERB
easat-6539	20	8	unlimited	unlimited	ADJ
easat-6539	20	9	quantities	quantity	NOUN
easat-6539	20	10	of	of	ADP
easat-6539	20	11	diverse	diverse	ADJ
easat-6539	20	12	facial	facial	ADJ
easat-6539	20	13	images	image	NOUN
easat-6539	20	14	on	on	ADP
easat-6539	20	15	demand	demand	NOUN
easat-6539	20	16	,	,	PUNCT
easat-6539	20	17	potentially	potentially	ADV
easat-6539	20	18	addressing	address	VERB
easat-6539	20	19	the	the	DET
easat-6539	20	20	data	data	NOUN
easat-6539	20	21	constraints	constraint	NOUN
easat-6539	20	22	inherent	inherent	ADJ
easat-6539	20	23	in	in	ADP
easat-6539	20	24	deepfake	deepfake	NOUN
easat-6539	20	25	model	model	NOUN
easat-6539	20	26	training	training	NOUN
easat-6539	20	27	.	.	PUNCT
easat-6539	21	1	this	this	DET
easat-6539	21	2	study	study	NOUN
easat-6539	21	3	aims	aim	VERB
easat-6539	21	4	to	to	PART
easat-6539	21	5	explore	explore	VERB
easat-6539	21	6	several	several	ADJ
easat-6539	21	7	key	key	ADJ
easat-6539	21	8	questions	question	NOUN
easat-6539	21	9	.	.	PUNCT
easat-6539	22	1	can	can	AUX
easat-6539	22	2	ai	ai	AUX
easat-6539	22	3	-	-	PUNCT
easat-6539	22	4	generated	generate	VERB
easat-6539	22	5	facial	facial	ADJ
easat-6539	22	6	images	image	NOUN
easat-6539	22	7	serve	serve	VERB
easat-6539	22	8	as	as	ADP
easat-6539	22	9	effective	effective	ADJ
easat-6539	22	10	training	training	NOUN
easat-6539	22	11	data	datum	NOUN
easat-6539	22	12	for	for	ADP
easat-6539	22	13	deepfake	deepfake	NOUN
easat-6539	22	14	models	model	NOUN
easat-6539	22	15	?	?	PUNCT
easat-6539	23	1	how	how	SCONJ
easat-6539	23	2	does	do	AUX
easat-6539	23	3	using	use	VERB
easat-6539	23	4	ai	ai	AUX
easat-6539	23	5	-	-	PUNCT
easat-6539	23	6	generated	generate	VERB
easat-6539	23	7	facial	facial	ADJ
easat-6539	23	8	data	datum	NOUN
easat-6539	23	9	impact	impact	NOUN
easat-6539	23	10	the	the	DET
easat-6539	23	11	ethical	ethical	ADJ
easat-6539	23	12	and	and	CCONJ
easat-6539	23	13	legal	legal	ADJ
easat-6539	23	14	concerns	concern	NOUN
easat-6539	23	15	associated	associate	VERB
easat-6539	23	16	with	with	ADP
easat-6539	23	17	deepfake	deepfake	NOUN
easat-6539	23	18	technology	technology	NOUN
easat-6539	23	19	?	?	PUNCT
easat-6539	24	1	what	what	PRON
easat-6539	24	2	are	be	AUX
easat-6539	24	3	the	the	DET
easat-6539	24	4	potential	potential	ADJ
easat-6539	24	5	cost	cost	NOUN
easat-6539	24	6	and	and	CCONJ
easat-6539	24	7	efficiency	efficiency	NOUN
easat-6539	24	8	benefits	benefit	NOUN
easat-6539	24	9	of	of	ADP
easat-6539	24	10	using	use	VERB
easat-6539	24	11	ai	ai	NOUN
easat-6539	24	12	-	-	PUNCT
easat-6539	24	13	generated	generate	VERB
easat-6539	24	14	facial	facial	ADJ
easat-6539	24	15	data	datum	NOUN
easat-6539	24	16	in	in	ADP
easat-6539	24	17	deepfake	deepfake	NOUN
easat-6539	24	18	production	production	NOUN
easat-6539	24	19	?	?	PUNCT
easat-6539	25	1	the	the	DET
easat-6539	25	2	researcher	researcher	NOUN
easat-6539	25	3	hypothesize	hypothesize	NOUN
easat-6539	25	4	that	that	PRON
easat-6539	25	5	ai	ai	AUX
easat-6539	25	6	-	-	PUNCT
easat-6539	25	7	generated	generate	VERB
easat-6539	25	8	facial	facial	ADJ
easat-6539	25	9	images	image	NOUN
easat-6539	25	10	can	can	AUX
easat-6539	25	11	provide	provide	VERB
easat-6539	25	12	high	high	ADJ
easat-6539	25	13	-	-	PUNCT
easat-6539	25	14	quality	quality	NOUN
easat-6539	25	15	,	,	PUNCT
easat-6539	25	16	diverse	diverse	ADJ
easat-6539	25	17	training	training	NOUN
easat-6539	25	18	data	datum	NOUN
easat-6539	25	19	for	for	ADP
easat-6539	25	20	deepfake	deepfake	NOUN
easat-6539	25	21	models	model	NOUN
easat-6539	25	22	comparable	comparable	ADJ
easat-6539	25	23	to	to	ADP
easat-6539	25	24	real	real	ADJ
easat-6539	25	25	facial	facial	ADJ
easat-6539	25	26	images	image	NOUN
easat-6539	25	27	.	.	PUNCT
easat-6539	26	1	the	the	DET
easat-6539	26	2	researcher	researcher	NOUN
easat-6539	26	3	also	also	ADV
easat-6539	26	4	expects	expect	VERB
easat-6539	26	5	that	that	PRON
easat-6539	26	6	expects	expect	VERB
easat-6539	26	7	using	use	VERB
easat-6539	26	8	ai	ai	AUX
easat-6539	26	9	-	-	PUNCT
easat-6539	26	10	generated	generate	VERB
easat-6539	26	11	facial	facial	ADJ
easat-6539	26	12	data	datum	NOUN
easat-6539	26	13	will	will	AUX
easat-6539	26	14	significantly	significantly	ADV
easat-6539	26	15	reduce	reduce	VERB
easat-6539	26	16	legal	legal	ADJ
easat-6539	26	17	and	and	CCONJ
easat-6539	26	18	ethical	ethical	ADJ
easat-6539	26	19	risks	risk	NOUN
easat-6539	26	20	associated	associate	VERB
easat-6539	26	21	with	with	ADP
easat-6539	26	22	privacy	privacy	NOUN
easat-6539	26	23	infringement	infringement	NOUN
easat-6539	26	24	and	and	CCONJ
easat-6539	26	25	intellectual	intellectual	ADJ
easat-6539	26	26	property	property	NOUN
easat-6539	26	27	violations	violation	NOUN
easat-6539	26	28	.	.	PUNCT
easat-6539	27	1	finally	finally	ADV
easat-6539	27	2	,	,	PUNCT
easat-6539	27	3	we	we	PRON
easat-6539	27	4	anticipate	anticipate	VERB
easat-6539	27	5	that	that	SCONJ
easat-6539	27	6	utilizing	utilize	VERB
easat-6539	27	7	ai2223	ai2223	PROPN
easat-6539	27	8	edelweiss	edelweiss	PROPN
easat-6539	27	9	applied	apply	VERB
easat-6539	27	10	science	science	NOUN
easat-6539	27	11	and	and	CCONJ
easat-6539	27	12	technology	technology	NOUN
easat-6539	27	13	issn	issn	PROPN
easat-6539	27	14	:	:	PUNCT
easat-6539	27	15	2576	2576	NUM
easat-6539	27	16	-	-	SYM
easat-6539	27	17	8484	8484	NUM
easat-6539	27	18	vol	vol	NOUN
easat-6539	27	19	.	.	PROPN
easat-6539	28	1	9	9	NUM
easat-6539	28	2	,	,	PUNCT
easat-6539	28	3	no	no	INTJ
easat-6539	28	4	.	.	NOUN
easat-6539	28	5	4	4	NUM
easat-6539	28	6	:	:	SYM
easat-6539	28	7	2222	2222	NUM
easat-6539	28	8	-	-	SYM
easat-6539	28	9	2234	2234	NUM
easat-6539	28	10	,	,	PUNCT
easat-6539	28	11	2025	2025	NUM
easat-6539	28	12	doi	doi	NOUN
easat-6539	28	13	:	:	PUNCT
easat-6539	28	14	10.55214/25768484.v9i4.6539	10.55214/25768484.v9i4.6539	NOUN
easat-6539	28	15	©	©	PROPN
easat-6539	28	16	2025	2025	NUM
easat-6539	28	17	by	by	ADP
easat-6539	28	18	the	the	DET
easat-6539	28	19	authors	author	NOUN
easat-6539	28	20	;	;	PUNCT
easat-6539	28	21	licensee	licensee	PROPN
easat-6539	28	22	learning	learning	PROPN
easat-6539	28	23	gate	gate	PROPN
easat-6539	28	24	generated	generate	VERB
easat-6539	28	25	imagery	imagery	NOUN
easat-6539	28	26	will	will	AUX
easat-6539	28	27	substantially	substantially	ADV
easat-6539	28	28	reduce	reduce	VERB
easat-6539	28	29	the	the	DET
easat-6539	28	30	costs	cost	NOUN
easat-6539	28	31	and	and	CCONJ
easat-6539	28	32	increase	increase	VERB
easat-6539	28	33	the	the	DET
easat-6539	28	34	accessibility	accessibility	NOUN
easat-6539	28	35	of	of	ADP
easat-6539	28	36	deepfake	deepfake	NOUN
easat-6539	28	37	technology	technology	NOUN
easat-6539	28	38	.	.	PUNCT
easat-6539	29	1	this	this	DET
easat-6539	29	2	study	study	NOUN
easat-6539	29	3	proposes	propose	VERB
easat-6539	29	4	an	an	DET
easat-6539	29	5	automated	automate	VERB
easat-6539	29	6	deepfake	deepfake	NOUN
easat-6539	29	7	generation	generation	NOUN
easat-6539	29	8	process	process	NOUN
easat-6539	29	9	based	base	VERB
easat-6539	29	10	on	on	ADP
easat-6539	29	11	ai	ai	PRON
easat-6539	29	12	image	image	NOUN
easat-6539	29	13	generation	generation	NOUN
easat-6539	29	14	technology	technology	NOUN
easat-6539	29	15	.	.	PUNCT
easat-6539	30	1	unlike	unlike	ADP
easat-6539	30	2	traditional	traditional	ADJ
easat-6539	30	3	methods	method	NOUN
easat-6539	30	4	that	that	PRON
easat-6539	30	5	rely	rely	VERB
easat-6539	30	6	on	on	ADP
easat-6539	30	7	real	real	ADJ
easat-6539	30	8	image	image	NOUN
easat-6539	30	9	data	datum	NOUN
easat-6539	30	10	,	,	PUNCT
easat-6539	30	11	our	our	PRON
easat-6539	30	12	approach	approach	NOUN
easat-6539	30	13	explores	explore	VERB
easat-6539	30	14	the	the	DET
easat-6539	30	15	use	use	NOUN
easat-6539	30	16	of	of	ADP
easat-6539	30	17	ai	ai	VERB
easat-6539	30	18	-	-	PUNCT
easat-6539	30	19	generated	generate	VERB
easat-6539	30	20	facial	facial	ADJ
easat-6539	30	21	images	image	NOUN
easat-6539	30	22	exhibiting	exhibit	VERB
easat-6539	30	23	consistent	consistent	ADJ
easat-6539	30	24	appearances	appearance	NOUN
easat-6539	30	25	across	across	ADP
easat-6539	30	26	various	various	ADJ
easat-6539	30	27	angles	angle	NOUN
easat-6539	30	28	and	and	CCONJ
easat-6539	30	29	expressions	expression	NOUN
easat-6539	30	30	as	as	ADP
easat-6539	30	31	a	a	DET
easat-6539	30	32	training	training	NOUN
easat-6539	30	33	dataset	dataset	NOUN
easat-6539	30	34	for	for	ADP
easat-6539	30	35	deepfake	deepfake	NOUN
easat-6539	30	36	model	model	NOUN
easat-6539	30	37	development	development	NOUN
easat-6539	30	38	.	.	PUNCT
easat-6539	31	1	by	by	ADP
easat-6539	31	2	addressing	address	VERB
easat-6539	31	3	these	these	DET
easat-6539	31	4	questions	question	NOUN
easat-6539	31	5	and	and	CCONJ
easat-6539	31	6	testing	test	VERB
easat-6539	31	7	these	these	DET
easat-6539	31	8	hypotheses	hypothesis	NOUN
easat-6539	31	9	,	,	PUNCT
easat-6539	31	10	this	this	DET
easat-6539	31	11	study	study	NOUN
easat-6539	31	12	aims	aim	VERB
easat-6539	31	13	to	to	PART
easat-6539	31	14	contribute	contribute	VERB
easat-6539	31	15	to	to	ADP
easat-6539	31	16	developing	develop	VERB
easat-6539	31	17	more	more	ADV
easat-6539	31	18	ethical	ethical	ADJ
easat-6539	31	19	,	,	PUNCT
easat-6539	31	20	cost	cost	NOUN
easat-6539	31	21	-	-	PUNCT
easat-6539	31	22	effective	effective	ADJ
easat-6539	31	23	,	,	PUNCT
easat-6539	31	24	and	and	CCONJ
easat-6539	31	25	accessible	accessible	ADJ
easat-6539	31	26	deepfake	deepfake	NOUN
easat-6539	31	27	technology	technology	NOUN
easat-6539	31	28	,	,	PUNCT
easat-6539	31	29	potentially	potentially	ADV
easat-6539	31	30	broadening	broaden	VERB
easat-6539	31	31	its	its	PRON
easat-6539	31	32	applications	application	NOUN
easat-6539	31	33	across	across	ADP
easat-6539	31	34	various	various	ADJ
easat-6539	31	35	fields	field	NOUN
easat-6539	31	36	,	,	PUNCT
easat-6539	31	37	including	include	VERB
easat-6539	31	38	entertainment	entertainment	NOUN
easat-6539	31	39	,	,	PUNCT
easat-6539	31	40	education	education	NOUN
easat-6539	31	41	,	,	PUNCT
easat-6539	31	42	and	and	CCONJ
easat-6539	31	43	digital	digital	ADJ
easat-6539	31	44	media	medium	NOUN
easat-6539	31	45	production	production	NOUN
easat-6539	31	46	.	.	PUNCT
easat-6539	32	1	2	2	X
easat-6539	32	2	.	.	X
easat-6539	32	3	literature	literature	NOUN
easat-6539	32	4	review	review	VERB
easat-6539	32	5	2.1	2.1	NUM
easat-6539	32	6	.	.	PUNCT
easat-6539	33	1	deepfake	deepfake	NOUN
easat-6539	33	2	deepfake	deepfake	NOUN
easat-6539	33	3	technology	technology	NOUN
easat-6539	33	4	is	be	AUX
easat-6539	33	5	a	a	DET
easat-6539	33	6	form	form	NOUN
easat-6539	33	7	of	of	ADP
easat-6539	33	8	media	medium	NOUN
easat-6539	33	9	manipulation	manipulation	NOUN
easat-6539	33	10	that	that	PRON
easat-6539	33	11	employs	employ	VERB
easat-6539	33	12	machine	machine	NOUN
easat-6539	33	13	learning	learning	NOUN
easat-6539	33	14	models	model	NOUN
easat-6539	33	15	such	such	ADJ
easat-6539	33	16	as	as	ADP
easat-6539	33	17	vae	vae	PROPN
easat-6539	33	18	(	(	PUNCT
easat-6539	33	19	variational	variational	ADJ
easat-6539	33	20	autoencoders	autoencoder	NOUN
easat-6539	33	21	)	)	PUNCT
easat-6539	33	22	and	and	CCONJ
easat-6539	33	23	gan	gan	PROPN
easat-6539	33	24	(	(	PUNCT
easat-6539	33	25	generative	generative	ADJ
easat-6539	33	26	adversarial	adversarial	ADJ
easat-6539	33	27	networks	network	NOUN
easat-6539	33	28	)	)	PUNCT
easat-6539	33	29	to	to	PART
easat-6539	33	30	merge	merge	VERB
easat-6539	33	31	and	and	CCONJ
easat-6539	33	32	superimpose	superimpose	VERB
easat-6539	33	33	facial	facial	ADJ
easat-6539	33	34	images	image	NOUN
easat-6539	33	35	or	or	CCONJ
easat-6539	33	36	videos	video	NOUN
easat-6539	33	37	onto	onto	ADP
easat-6539	33	38	source	source	NOUN
easat-6539	33	39	material	material	NOUN
easat-6539	33	40	.	.	PUNCT
easat-6539	34	1	by	by	ADP
easat-6539	34	2	applying	apply	VERB
easat-6539	34	3	neural	neural	ADJ
easat-6539	34	4	network	network	NOUN
easat-6539	34	5	techniques	technique	NOUN
easat-6539	34	6	and	and	CCONJ
easat-6539	34	7	large	large	ADJ
easat-6539	34	8	-	-	PUNCT
easat-6539	34	9	scale	scale	NOUN
easat-6539	34	10	sample	sample	NOUN
easat-6539	34	11	learning	learning	NOUN
easat-6539	34	12	,	,	PUNCT
easat-6539	34	13	this	this	DET
easat-6539	34	14	technology	technology	NOUN
easat-6539	34	15	synthesizes	synthesize	VERB
easat-6539	34	16	counterfeit	counterfeit	ADJ
easat-6539	34	17	content	content	NOUN
easat-6539	34	18	by	by	ADP
easat-6539	34	19	integrating	integrate	VERB
easat-6539	34	20	individual	individual	ADJ
easat-6539	34	21	facial	facial	ADJ
easat-6539	34	22	expressions	expression	NOUN
easat-6539	34	23	and	and	CCONJ
easat-6539	34	24	bodily	bodily	ADJ
easat-6539	34	25	movements	movement	NOUN
easat-6539	34	26	into	into	ADP
easat-6539	34	27	source	source	NOUN
easat-6539	34	28	images	image	NOUN
easat-6539	34	29	or	or	CCONJ
easat-6539	34	30	videos	video	NOUN
easat-6539	34	31	[	[	X
easat-6539	34	32	1	1	NUM
easat-6539	34	33	]	]	PUNCT
easat-6539	34	34	.	.	PUNCT
easat-6539	35	1	deepfake	deepfake	NOUN
easat-6539	35	2	techniques	technique	NOUN
easat-6539	35	3	can	can	AUX
easat-6539	35	4	be	be	AUX
easat-6539	35	5	categorized	categorize	VERB
easat-6539	35	6	into	into	ADP
easat-6539	35	7	three	three	NUM
easat-6539	35	8	main	main	ADJ
easat-6539	35	9	types	type	NOUN
easat-6539	35	10	based	base	VERB
easat-6539	35	11	on	on	ADP
easat-6539	35	12	the	the	DET
easat-6539	35	13	manipulated	manipulate	VERB
easat-6539	35	14	facial	facial	ADJ
easat-6539	35	15	regions	region	NOUN
easat-6539	35	16	and	and	CCONJ
easat-6539	35	17	the	the	DET
easat-6539	35	18	intended	intended	ADJ
easat-6539	35	19	purpose	purpose	NOUN
easat-6539	35	20	:	:	PUNCT
easat-6539	35	21	identity	identity	NOUN
easat-6539	35	22	swapping	swapping	NOUN
easat-6539	35	23	,	,	PUNCT
easat-6539	35	24	facial	facial	ADJ
easat-6539	35	25	reenactment	reenactment	NOUN
easat-6539	35	26	,	,	PUNCT
easat-6539	35	27	and	and	CCONJ
easat-6539	35	28	attribute	attribute	NOUN
easat-6539	35	29	editing	editing	NOUN
easat-6539	35	30	.	.	PUNCT
easat-6539	36	1	identity	identity	NOUN
easat-6539	36	2	swapping	swapping	NOUN
easat-6539	36	3	involves	involve	VERB
easat-6539	36	4	replacing	replace	VERB
easat-6539	36	5	the	the	DET
easat-6539	36	6	identity	identity	NOUN
easat-6539	36	7	of	of	ADP
easat-6539	36	8	an	an	DET
easat-6539	36	9	individual	individual	NOUN
easat-6539	36	10	in	in	ADP
easat-6539	36	11	a	a	DET
easat-6539	36	12	source	source	NOUN
easat-6539	36	13	image	image	NOUN
easat-6539	36	14	with	with	ADP
easat-6539	36	15	that	that	PRON
easat-6539	36	16	of	of	ADP
easat-6539	36	17	a	a	DET
easat-6539	36	18	target	target	NOUN
easat-6539	36	19	image	image	NOUN
easat-6539	36	20	while	while	SCONJ
easat-6539	36	21	maintaining	maintain	VERB
easat-6539	36	22	the	the	DET
easat-6539	36	23	background	background	NOUN
easat-6539	36	24	,	,	PUNCT
easat-6539	36	25	effectively	effectively	ADV
easat-6539	36	26	achieving	achieve	VERB
easat-6539	36	27	a	a	DET
easat-6539	36	28	face	face	NOUN
easat-6539	36	29	-	-	PUNCT
easat-6539	36	30	swapping	swap	VERB
easat-6539	36	31	effect	effect	NOUN
easat-6539	36	32	.	.	PUNCT
easat-6539	37	1	utilizing	utilize	VERB
easat-6539	37	2	deep	deep	ADJ
easat-6539	37	3	learning	learning	NOUN
easat-6539	37	4	algorithms	algorithm	NOUN
easat-6539	37	5	,	,	PUNCT
easat-6539	37	6	deepfacelab	deepfacelab	PROPN
easat-6539	37	7	has	have	AUX
easat-6539	37	8	proposed	propose	VERB
easat-6539	37	9	df	df	NOUN
easat-6539	37	10	and	and	CCONJ
easat-6539	37	11	liae	liae	PROPN
easat-6539	37	12	structures	structure	NOUN
easat-6539	38	1	[	[	X
easat-6539	38	2	2	2	NUM
easat-6539	38	3	]	]	PUNCT
easat-6539	38	4	based	base	VERB
easat-6539	38	5	on	on	ADP
easat-6539	38	6	the	the	DET
easat-6539	38	7	deepfake	deepfake	NOUN
easat-6539	38	8	model	model	NOUN
easat-6539	38	9	,	,	PUNCT
easat-6539	38	10	which	which	PRON
easat-6539	38	11	currently	currently	ADV
easat-6539	38	12	represents	represent	VERB
easat-6539	38	13	the	the	DET
easat-6539	38	14	most	most	ADV
easat-6539	38	15	natural	natural	ADJ
easat-6539	38	16	and	and	CCONJ
easat-6539	38	17	stable	stable	ADJ
easat-6539	38	18	methods	method	NOUN
easat-6539	38	19	for	for	ADP
easat-6539	38	20	identity	identity	NOUN
easat-6539	38	21	swapping	swapping	NOUN
easat-6539	38	22	.	.	PUNCT
easat-6539	39	1	facial	facial	ADJ
easat-6539	39	2	reenactment	reenactment	NOUN
easat-6539	39	3	refers	refer	VERB
easat-6539	39	4	to	to	ADP
easat-6539	39	5	identifying	identify	VERB
easat-6539	39	6	facial	facial	ADJ
easat-6539	39	7	expressions	expression	NOUN
easat-6539	39	8	without	without	ADP
easat-6539	39	9	altering	alter	VERB
easat-6539	39	10	the	the	DET
easat-6539	39	11	individual	individual	NOUN
easat-6539	39	12	's	's	PART
easat-6539	39	13	identity	identity	NOUN
easat-6539	39	14	.	.	PUNCT
easat-6539	40	1	this	this	DET
easat-6539	40	2	field	field	NOUN
easat-6539	40	3	has	have	AUX
easat-6539	40	4	evolved	evolve	VERB
easat-6539	40	5	through	through	ADP
easat-6539	40	6	various	various	ADJ
easat-6539	40	7	approaches	approach	NOUN
easat-6539	40	8	,	,	PUNCT
easat-6539	40	9	including	include	VERB
easat-6539	40	10	three	three	NUM
easat-6539	40	11	-	-	PUNCT
easat-6539	40	12	dimensional	dimensional	ADJ
easat-6539	40	13	facial	facial	ADJ
easat-6539	40	14	reconstruction	reconstruction	NOUN
easat-6539	40	15	techniques	technique	NOUN
easat-6539	40	16	[	[	X
easat-6539	40	17	3	3	X
easat-6539	40	18	]	]	PUNCT
easat-6539	40	19	the	the	DET
easat-6539	40	20	x2face	x2face	PROPN
easat-6539	40	21	network	network	NOUN
easat-6539	40	22	[	[	X
easat-6539	40	23	4	4	NUM
easat-6539	40	24	]	]	PUNCT
easat-6539	40	25	and	and	CCONJ
easat-6539	40	26	occlusion	occlusion	NOUN
easat-6539	40	27	-	-	PUNCT
easat-6539	40	28	aware	aware	ADJ
easat-6539	40	29	generators	generator	NOUN
easat-6539	41	1	[	[	X
easat-6539	41	2	5	5	NUM
easat-6539	41	3	]	]	PUNCT
easat-6539	41	4	.	.	PUNCT
easat-6539	42	1	recently	recently	ADV
easat-6539	42	2	,	,	PUNCT
easat-6539	42	3	hsu	hsu	PROPN
easat-6539	42	4	,	,	PUNCT
easat-6539	42	5	et	et	PROPN
easat-6539	42	6	al	al	PROPN
easat-6539	42	7	.	.	PUNCT
easat-6539	43	1	[	[	X
easat-6539	43	2	6	6	NUM
easat-6539	43	3	]	]	PUNCT
easat-6539	43	4	introduced	introduce	VERB
easat-6539	43	5	a	a	DET
easat-6539	43	6	threedimensional	threedimensional	ADJ
easat-6539	43	7	facial	facial	ADJ
easat-6539	43	8	keypoint	keypoint	NOUN
easat-6539	43	9	detector	detector	NOUN
easat-6539	43	10	with	with	ADP
easat-6539	43	11	impressive	impressive	ADJ
easat-6539	43	12	visual	visual	ADJ
easat-6539	43	13	results	result	NOUN
easat-6539	43	14	.	.	PUNCT
easat-6539	44	1	attribute	attribute	NOUN
easat-6539	44	2	editing	edit	VERB
easat-6539	44	3	involves	involve	VERB
easat-6539	44	4	adjusting	adjust	VERB
easat-6539	44	5	specific	specific	ADJ
easat-6539	44	6	facial	facial	ADJ
easat-6539	44	7	appearance	appearance	NOUN
easat-6539	44	8	attributes	attribute	VERB
easat-6539	44	9	such	such	ADJ
easat-6539	44	10	as	as	ADP
easat-6539	44	11	skin	skin	NOUN
easat-6539	44	12	tone	tone	NOUN
easat-6539	44	13	,	,	PUNCT
easat-6539	44	14	age	age	NOUN
easat-6539	44	15	,	,	PUNCT
easat-6539	44	16	and	and	CCONJ
easat-6539	44	17	hair	hair	NOUN
easat-6539	44	18	.	.	PUNCT
easat-6539	45	1	while	while	SCONJ
easat-6539	45	2	early	early	ADJ
easat-6539	45	3	attempts	attempt	NOUN
easat-6539	45	4	at	at	ADP
easat-6539	45	5	attribute	attribute	NOUN
easat-6539	45	6	editing	edit	VERB
easat-6539	45	7	by	by	ADP
easat-6539	45	8	perarnau	perarnau	NOUN
easat-6539	45	9	,	,	PUNCT
easat-6539	45	10	et	et	PROPN
easat-6539	45	11	al	al	PROPN
easat-6539	45	12	.	.	PUNCT
easat-6539	46	1	[	[	X
easat-6539	46	2	7	7	X
easat-6539	46	3	]	]	PUNCT
easat-6539	46	4	successfully	successfully	ADV
easat-6539	46	5	modified	modify	VERB
easat-6539	46	6	targeted	target	VERB
easat-6539	46	7	attributes	attribute	NOUN
easat-6539	46	8	,	,	PUNCT
easat-6539	46	9	they	they	PRON
easat-6539	46	10	struggled	struggle	VERB
easat-6539	46	11	to	to	PART
easat-6539	46	12	maintain	maintain	VERB
easat-6539	46	13	the	the	DET
easat-6539	46	14	stability	stability	NOUN
easat-6539	46	15	of	of	ADP
easat-6539	46	16	non	non	ADJ
easat-6539	46	17	-	-	ADJ
easat-6539	46	18	edited	edited	ADJ
easat-6539	46	19	attributes	attribute	NOUN
easat-6539	46	20	.	.	PUNCT
easat-6539	47	1	subsequent	subsequent	ADJ
easat-6539	47	2	research	research	NOUN
easat-6539	47	3	has	have	AUX
easat-6539	47	4	explored	explore	VERB
easat-6539	47	5	various	various	ADJ
easat-6539	47	6	methods	method	NOUN
easat-6539	47	7	,	,	PUNCT
easat-6539	47	8	including	include	VERB
easat-6539	47	9	facial	facial	ADJ
easat-6539	47	10	attribute	attribute	NOUN
easat-6539	47	11	classification	classification	NOUN
easat-6539	47	12	[	[	X
easat-6539	47	13	8	8	NUM
easat-6539	47	14	]	]	X
easat-6539	47	15	graf	graf	NOUN
easat-6539	47	16	(	(	PUNCT
easat-6539	47	17	generative	generative	ADJ
easat-6539	47	18	radiance	radiance	NOUN
easat-6539	47	19	field	field	NOUN
easat-6539	47	20	)	)	PUNCT
easat-6539	48	1	[	[	X
easat-6539	48	2	9	9	NUM
easat-6539	48	3	]	]	PUNCT
easat-6539	48	4	and	and	CCONJ
easat-6539	48	5	pi	pi	NOUN
easat-6539	48	6	-	-	PUNCT
easat-6539	48	7	gan	gan	NOUN
easat-6539	48	8	[	[	X
easat-6539	48	9	10	10	NUM
easat-6539	48	10	]	]	PUNCT
easat-6539	48	11	.	.	PUNCT
easat-6539	49	1	more	more	ADV
easat-6539	49	2	recently	recently	ADV
easat-6539	49	3	,	,	PUNCT
easat-6539	49	4	xu	xu	PROPN
easat-6539	49	5	,	,	PUNCT
easat-6539	49	6	et	et	PROPN
easat-6539	49	7	al	al	PROPN
easat-6539	49	8	.	.	PUNCT
easat-6539	50	1	[	[	X
easat-6539	50	2	11	11	NUM
easat-6539	50	3	]	]	PUNCT
easat-6539	50	4	employed	employ	VERB
easat-6539	50	5	a	a	DET
easat-6539	50	6	transformer	transformer	NOUN
easat-6539	50	7	-	-	PUNCT
easat-6539	50	8	based	base	VERB
easat-6539	50	9	framework	framework	NOUN
easat-6539	50	10	to	to	PART
easat-6539	50	11	enhance	enhance	VERB
easat-6539	50	12	the	the	DET
easat-6539	50	13	interaction	interaction	NOUN
easat-6539	50	14	between	between	ADP
easat-6539	50	15	dual	dual	ADJ
easat-6539	50	16	-	-	PUNCT
easat-6539	50	17	space	space	NOUN
easat-6539	50	18	gans	gan	NOUN
easat-6539	50	19	,	,	PUNCT
easat-6539	50	20	decoupling	decouple	VERB
easat-6539	50	21	attributes	attribute	VERB
easat-6539	50	22	’	'	PUNCT
easat-6539	50	23	style	style	NOUN
easat-6539	50	24	and	and	CCONJ
easat-6539	50	25	content	content	NOUN
easat-6539	50	26	representations	representation	NOUN
easat-6539	50	27	,	,	PUNCT
easat-6539	50	28	thereby	thereby	ADV
easat-6539	50	29	improving	improve	VERB
easat-6539	50	30	the	the	DET
easat-6539	50	31	quality	quality	NOUN
easat-6539	50	32	of	of	ADP
easat-6539	50	33	generated	generate	VERB
easat-6539	50	34	images	image	NOUN
easat-6539	50	35	and	and	CCONJ
easat-6539	50	36	the	the	DET
easat-6539	50	37	flexibility	flexibility	NOUN
easat-6539	50	38	of	of	ADP
easat-6539	50	39	attribute	attribute	NOUN
easat-6539	50	40	editing	edit	VERB
easat-6539	50	41	.	.	PUNCT
easat-6539	51	1	2.2	2.2	NUM
easat-6539	51	2	.	.	PUNCT
easat-6539	52	1	artificial	artificial	ADJ
easat-6539	52	2	intelligence	intelligence	NOUN
easat-6539	52	3	painting	paint	VERB
easat-6539	52	4	artificial	artificial	ADJ
easat-6539	52	5	intelligence	intelligence	NOUN
easat-6539	52	6	(	(	PUNCT
easat-6539	52	7	ai	ai	AUX
easat-6539	52	8	)	)	PUNCT
easat-6539	52	9	painting	painting	NOUN
easat-6539	52	10	refers	refer	VERB
easat-6539	52	11	to	to	PART
easat-6539	52	12	automatically	automatically	ADV
easat-6539	52	13	generating	generate	VERB
easat-6539	52	14	or	or	CCONJ
easat-6539	52	15	creating	create	VERB
easat-6539	52	16	visual	visual	ADJ
easat-6539	52	17	artworks	artwork	NOUN
easat-6539	52	18	using	use	VERB
easat-6539	52	19	ai	ai	NOUN
easat-6539	52	20	algorithms	algorithm	NOUN
easat-6539	52	21	and	and	CCONJ
easat-6539	52	22	models	model	NOUN
easat-6539	52	23	through	through	ADP
easat-6539	52	24	computational	computational	ADJ
easat-6539	52	25	means	mean	NOUN
easat-6539	52	26	.	.	PUNCT
easat-6539	53	1	this	this	DET
easat-6539	53	2	technology	technology	NOUN
easat-6539	53	3	transcends	transcend	VERB
easat-6539	53	4	the	the	DET
easat-6539	53	5	limitations	limitation	NOUN
easat-6539	53	6	of	of	ADP
easat-6539	53	7	traditional	traditional	ADJ
easat-6539	53	8	painting	painting	NOUN
easat-6539	53	9	methods	method	NOUN
easat-6539	53	10	,	,	PUNCT
easat-6539	53	11	offering	offer	VERB
easat-6539	53	12	new	new	ADJ
easat-6539	53	13	possibilities	possibility	NOUN
easat-6539	53	14	for	for	ADP
easat-6539	53	15	artistic	artistic	ADJ
easat-6539	53	16	creation	creation	NOUN
easat-6539	53	17	.	.	PUNCT
easat-6539	54	1	ai	ai	AUX
easat-6539	54	2	painting	paint	VERB
easat-6539	54	3	techniques	technique	NOUN
easat-6539	54	4	are	be	AUX
easat-6539	54	5	primarily	primarily	ADV
easat-6539	54	6	categorized	categorize	VERB
easat-6539	54	7	into	into	ADP
easat-6539	54	8	two	two	NUM
easat-6539	54	9	modes	mode	NOUN
easat-6539	54	10	:	:	PUNCT
easat-6539	54	11	text	text	NOUN
easat-6539	54	12	-	-	PUNCT
easat-6539	54	13	to	to	ADP
easat-6539	54	14	-	-	PUNCT
easat-6539	54	15	image	image	NOUN
easat-6539	54	16	and	and	CCONJ
easat-6539	54	17	image	image	NOUN
easat-6539	54	18	-	-	PUNCT
easat-6539	54	19	to	to	ADP
easat-6539	54	20	-	-	PUNCT
easat-6539	54	21	image	image	NOUN
easat-6539	54	22	.	.	PUNCT
easat-6539	55	1	text	text	NOUN
easat-6539	55	2	-	-	PUNCT
easat-6539	55	3	toimage	toimage	NOUN
easat-6539	55	4	technology	technology	NOUN
easat-6539	55	5	generates	generate	VERB
easat-6539	55	6	corresponding	corresponding	ADJ
easat-6539	55	7	image	image	NOUN
easat-6539	55	8	outputs	output	NOUN
easat-6539	55	9	based	base	VERB
easat-6539	55	10	on	on	ADP
easat-6539	55	11	textual	textual	ADJ
easat-6539	55	12	input	input	NOUN
easat-6539	55	13	descriptions	description	NOUN
easat-6539	55	14	.	.	PUNCT
easat-6539	56	1	currently	currently	ADV
easat-6539	56	2	,	,	PUNCT
easat-6539	56	3	the	the	DET
easat-6539	56	4	most	most	ADV
easat-6539	56	5	widely	widely	ADV
easat-6539	56	6	utilized	utilize	VERB
easat-6539	56	7	text	text	NOUN
easat-6539	56	8	-	-	PUNCT
easat-6539	56	9	to	to	ADP
easat-6539	56	10	-	-	PUNCT
easat-6539	56	11	image	image	NOUN
easat-6539	56	12	models	model	NOUN
easat-6539	56	13	are	be	AUX
easat-6539	56	14	diffusion	diffusion	NOUN
easat-6539	56	15	models	model	NOUN
easat-6539	56	16	.	.	PUNCT
easat-6539	57	1	these	these	DET
easat-6539	57	2	models	model	NOUN
easat-6539	57	3	simulate	simulate	VERB
easat-6539	57	4	data	datum	NOUN
easat-6539	57	5	by	by	ADP
easat-6539	57	6	employing	employ	VERB
easat-6539	57	7	a	a	DET
easat-6539	57	8	diffusion	diffusion	NOUN
easat-6539	57	9	process	process	NOUN
easat-6539	57	10	from	from	ADP
easat-6539	57	11	data	datum	NOUN
easat-6539	57	12	distribution	distribution	NOUN
easat-6539	57	13	to	to	ADP
easat-6539	57	14	gaussian	gaussian	ADJ
easat-6539	57	15	distribution	distribution	NOUN
easat-6539	57	16	and	and	CCONJ
easat-6539	57	17	a	a	DET
easat-6539	57	18	denoising	denoising	NOUN
easat-6539	57	19	process	process	NOUN
easat-6539	57	20	from	from	ADP
easat-6539	57	21	gaussian	gaussian	ADJ
easat-6539	57	22	distribution	distribution	NOUN
easat-6539	57	23	back	back	ADV
easat-6539	57	24	to	to	ADP
easat-6539	57	25	data	datum	NOUN
easat-6539	57	26	distribution	distribution	NOUN
easat-6539	57	27	.	.	PUNCT
easat-6539	58	1	chen	chen	PROPN
easat-6539	58	2	,	,	PUNCT
easat-6539	58	3	et	et	PROPN
easat-6539	58	4	al	al	PROPN
easat-6539	58	5	.	.	PUNCT
easat-6539	59	1	[	[	X
easat-6539	59	2	12	12	NUM
easat-6539	59	3	]	]	PUNCT
easat-6539	59	4	proposed	propose	VERB
easat-6539	59	5	stable	stable	ADJ
easat-6539	59	6	diffusion	diffusion	NOUN
easat-6539	59	7	,	,	PUNCT
easat-6539	59	8	a	a	DET
easat-6539	59	9	text	text	NOUN
easat-6539	59	10	-	-	PUNCT
easat-6539	59	11	to	to	ADP
easat-6539	59	12	-	-	PUNCT
easat-6539	59	13	image	image	NOUN
easat-6539	59	14	model	model	NOUN
easat-6539	59	15	capable	capable	ADJ
easat-6539	59	16	of	of	ADP
easat-6539	59	17	generating	generate	VERB
easat-6539	59	18	high	high	ADJ
easat-6539	59	19	-	-	PUNCT
easat-6539	59	20	resolution	resolution	NOUN
easat-6539	59	21	images	image	NOUN
easat-6539	59	22	with	with	ADP
easat-6539	59	23	rich	rich	ADJ
easat-6539	59	24	details	detail	NOUN
easat-6539	59	25	and	and	CCONJ
easat-6539	59	26	semantic	semantic	ADJ
easat-6539	59	27	consistency	consistency	NOUN
easat-6539	59	28	.	.	PUNCT
easat-6539	60	1	this	this	DET
easat-6539	60	2	model	model	NOUN
easat-6539	60	3	adopts	adopt	VERB
easat-6539	60	4	the	the	DET
easat-6539	60	5	latent	latent	NOUN
easat-6539	60	6	diffusion	diffusion	NOUN
easat-6539	60	7	model	model	NOUN
easat-6539	60	8	(	(	PUNCT
easat-6539	60	9	ldm	ldm	NOUN
easat-6539	60	10	)	)	PUNCT
easat-6539	60	11	paradigm	paradigm	NOUN
easat-6539	60	12	for	for	ADP
easat-6539	60	13	image	image	NOUN
easat-6539	60	14	generation	generation	NOUN
easat-6539	60	15	.	.	PUNCT
easat-6539	61	1	unlike	unlike	ADP
easat-6539	61	2	traditional	traditional	ADJ
easat-6539	61	3	diffusion	diffusion	NOUN
easat-6539	61	4	models	model	NOUN
easat-6539	61	5	that	that	PRON
easat-6539	61	6	operate	operate	VERB
easat-6539	61	7	in	in	ADP
easat-6539	61	8	pixel	pixel	PROPN
easat-6539	61	9	space	space	NOUN
easat-6539	61	10	,	,	PUNCT
easat-6539	61	11	ldm	ldm	PROPN
easat-6539	61	12	conducts	conduct	NOUN
easat-6539	61	13	diffusion	diffusion	NOUN
easat-6539	61	14	in	in	ADP
easat-6539	61	15	a	a	DET
easat-6539	61	16	lower	lower	ADV
easat-6539	61	17	-	-	PUNCT
easat-6539	61	18	dimensional	dimensional	ADJ
easat-6539	61	19	latent	latent	NOUN
easat-6539	61	20	space	space	NOUN
easat-6539	61	21	.	.	PUNCT
easat-6539	62	1	this	this	DET
easat-6539	62	2	approach	approach	NOUN
easat-6539	62	3	significantly	significantly	ADV
easat-6539	62	4	reduces	reduce	VERB
easat-6539	62	5	the	the	DET
easat-6539	62	6	computational	computational	ADJ
easat-6539	62	7	time	time	NOUN
easat-6539	62	8	required	require	VERB
easat-6539	62	9	for	for	ADP
easat-6539	62	10	training	training	NOUN
easat-6539	62	11	and	and	CCONJ
easat-6539	62	12	inference	inference	NOUN
easat-6539	62	13	while	while	SCONJ
easat-6539	62	14	maintaining	maintain	VERB
easat-6539	62	15	textual	textual	ADJ
easat-6539	62	16	control	control	NOUN
easat-6539	62	17	over	over	ADP
easat-6539	62	18	image	image	NOUN
easat-6539	62	19	content	content	NOUN
easat-6539	62	20	.	.	PUNCT
easat-6539	63	1	image	image	NOUN
easat-6539	63	2	-	-	PUNCT
easat-6539	63	3	to	to	ADP
easat-6539	63	4	-	-	PUNCT
easat-6539	63	5	image	image	NOUN
easat-6539	63	6	technology	technology	NOUN
easat-6539	63	7	,	,	PUNCT
easat-6539	63	8	conversely	conversely	ADV
easat-6539	63	9	,	,	PUNCT
easat-6539	63	10	utilizes	utilize	VERB
easat-6539	63	11	ai	ai	VERB
easat-6539	63	12	algorithms	algorithm	NOUN
easat-6539	63	13	to	to	PART
easat-6539	63	14	perform	perform	VERB
easat-6539	63	15	image	image	NOUN
easat-6539	63	16	transformation	transformation	NOUN
easat-6539	63	17	,	,	PUNCT
easat-6539	63	18	restoration	restoration	NOUN
easat-6539	63	19	,	,	PUNCT
easat-6539	63	20	or	or	CCONJ
easat-6539	63	21	2224	2224	NUM
easat-6539	63	22	edelweiss	edelweiss	PROPN
easat-6539	63	23	applied	apply	VERB
easat-6539	63	24	science	science	NOUN
easat-6539	63	25	and	and	CCONJ
easat-6539	63	26	technology	technology	NOUN
easat-6539	63	27	issn	issn	PROPN
easat-6539	63	28	:	:	PUNCT
easat-6539	63	29	2576	2576	NUM
easat-6539	63	30	-	-	SYM
easat-6539	63	31	8484	8484	NUM
easat-6539	63	32	vol	vol	NOUN
easat-6539	63	33	.	.	PROPN
easat-6539	64	1	9	9	NUM
easat-6539	64	2	,	,	PUNCT
easat-6539	64	3	no	no	INTJ
easat-6539	64	4	.	.	NOUN
easat-6539	64	5	4	4	NUM
easat-6539	64	6	:	:	SYM
easat-6539	64	7	2222	2222	NUM
easat-6539	64	8	-	-	SYM
easat-6539	64	9	2234	2234	NUM
easat-6539	64	10	,	,	PUNCT
easat-6539	64	11	2025	2025	NUM
easat-6539	64	12	doi	doi	NOUN
easat-6539	64	13	:	:	PUNCT
easat-6539	64	14	10.55214/25768484.v9i4.6539	10.55214/25768484.v9i4.6539	NOUN
easat-6539	64	15	©	©	PROPN
easat-6539	64	16	2025	2025	NUM
easat-6539	64	17	by	by	ADP
easat-6539	64	18	the	the	DET
easat-6539	64	19	authors	author	NOUN
easat-6539	64	20	;	;	PUNCT
easat-6539	64	21	licensee	licensee	PROPN
easat-6539	64	22	learning	learning	NOUN
easat-6539	64	23	gate	gate	VERB
easat-6539	64	24	secondary	secondary	ADJ
easat-6539	64	25	creation	creation	NOUN
easat-6539	64	26	based	base	VERB
easat-6539	64	27	on	on	ADP
easat-6539	64	28	existing	exist	VERB
easat-6539	64	29	source	source	NOUN
easat-6539	64	30	images	image	NOUN
easat-6539	64	31	,	,	PUNCT
easat-6539	64	32	generating	generate	VERB
easat-6539	64	33	new	new	ADJ
easat-6539	64	34	images	image	NOUN
easat-6539	64	35	.	.	PUNCT
easat-6539	65	1	the	the	DET
easat-6539	65	2	underlying	underlying	ADJ
easat-6539	65	3	principle	principle	NOUN
easat-6539	65	4	involves	involve	VERB
easat-6539	65	5	generative	generative	ADJ
easat-6539	65	6	adversarial	adversarial	ADJ
easat-6539	65	7	networks	network	NOUN
easat-6539	65	8	(	(	PUNCT
easat-6539	65	9	gans	gan	NOUN
easat-6539	65	10	)	)	PUNCT
easat-6539	65	11	learning	learn	VERB
easat-6539	65	12	the	the	DET
easat-6539	65	13	distribution	distribution	NOUN
easat-6539	65	14	of	of	ADP
easat-6539	65	15	real	real	ADJ
easat-6539	65	16	images	image	NOUN
easat-6539	65	17	to	to	PART
easat-6539	65	18	generate	generate	VERB
easat-6539	65	19	convincing	convince	VERB
easat-6539	65	20	new	new	ADJ
easat-6539	65	21	ones	one	NOUN
easat-6539	65	22	.	.	PUNCT
easat-6539	66	1	although	although	SCONJ
easat-6539	66	2	gans	gan	NOUN
easat-6539	66	3	have	have	AUX
easat-6539	66	4	made	make	VERB
easat-6539	66	5	significant	significant	ADJ
easat-6539	66	6	advancements	advancement	NOUN
easat-6539	66	7	in	in	ADP
easat-6539	66	8	promoting	promote	VERB
easat-6539	66	9	ai	ai	PRON
easat-6539	66	10	painting	painting	NOUN
easat-6539	66	11	and	and	CCONJ
easat-6539	66	12	image	image	NOUN
easat-6539	66	13	generation	generation	NOUN
easat-6539	66	14	techniques	technique	NOUN
easat-6539	66	15	,	,	PUNCT
easat-6539	66	16	they	they	PRON
easat-6539	66	17	exhibit	exhibit	VERB
easat-6539	66	18	limited	limited	ADJ
easat-6539	66	19	control	control	NOUN
easat-6539	66	20	over	over	ADP
easat-6539	66	21	output	output	NOUN
easat-6539	66	22	results	result	NOUN
easat-6539	66	23	when	when	SCONJ
easat-6539	66	24	confronted	confront	VERB
easat-6539	66	25	with	with	ADP
easat-6539	66	26	complex	complex	ADJ
easat-6539	66	27	and	and	CCONJ
easat-6539	66	28	diverse	diverse	ADJ
easat-6539	66	29	data	datum	NOUN
easat-6539	66	30	,	,	PUNCT
easat-6539	66	31	often	often	ADV
easat-6539	66	32	producing	produce	VERB
easat-6539	66	33	random	random	ADJ
easat-6539	66	34	images	image	NOUN
easat-6539	66	35	.	.	PUNCT
easat-6539	67	1	furthermore	furthermore	ADV
easat-6539	67	2	,	,	PUNCT
easat-6539	67	3	the	the	DET
easat-6539	67	4	images	image	NOUN
easat-6539	67	5	output	output	NOUN
easat-6539	67	6	by	by	ADP
easat-6539	67	7	gans	gan	NOUN
easat-6539	67	8	tend	tend	VERB
easat-6539	67	9	to	to	PART
easat-6539	67	10	imitate	imitate	VERB
easat-6539	67	11	existing	exist	VERB
easat-6539	67	12	works	work	NOUN
easat-6539	67	13	rather	rather	ADV
easat-6539	67	14	than	than	ADP
easat-6539	67	15	innovate	innovate	VERB
easat-6539	67	16	.	.	PUNCT
easat-6539	68	1	it	it	PRON
easat-6539	68	2	lacks	lack	VERB
easat-6539	68	3	human	human	ADJ
easat-6539	68	4	emotion	emotion	NOUN
easat-6539	68	5	and	and	CCONJ
easat-6539	68	6	rationality	rationality	NOUN
easat-6539	68	7	,	,	PUNCT
easat-6539	68	8	can	can	AUX
easat-6539	68	9	not	not	PART
easat-6539	68	10	truly	truly	ADV
easat-6539	68	11	understand	understand	VERB
easat-6539	68	12	and	and	CCONJ
easat-6539	68	13	express	express	VERB
easat-6539	68	14	the	the	DET
easat-6539	68	15	connotation	connotation	NOUN
easat-6539	68	16	and	and	CCONJ
easat-6539	68	17	meaning	meaning	NOUN
easat-6539	68	18	of	of	ADP
easat-6539	68	19	painting	painting	NOUN
easat-6539	68	20	,	,	PUNCT
easat-6539	68	21	and	and	CCONJ
easat-6539	68	22	can	can	AUX
easat-6539	68	23	not	not	PART
easat-6539	68	24	reflect	reflect	VERB
easat-6539	68	25	and	and	CCONJ
easat-6539	68	26	respond	respond	VERB
easat-6539	68	27	to	to	ADP
easat-6539	68	28	the	the	DET
easat-6539	68	29	social	social	ADJ
easat-6539	68	30	and	and	CCONJ
easat-6539	68	31	cultural	cultural	ADJ
easat-6539	68	32	background	background	NOUN
easat-6539	68	33	of	of	ADP
easat-6539	68	34	painting	paint	VERB
easat-6539	68	35	[	[	X
easat-6539	68	36	13	13	NUM
easat-6539	68	37	]	]	PUNCT
easat-6539	68	38	.	.	PUNCT
easat-6539	69	1	despite	despite	SCONJ
easat-6539	69	2	the	the	DET
easat-6539	69	3	remarkable	remarkable	ADJ
easat-6539	69	4	progress	progress	NOUN
easat-6539	69	5	in	in	ADP
easat-6539	69	6	ai	ai	PROPN
easat-6539	69	7	painting	painting	NOUN
easat-6539	69	8	technologies	technology	NOUN
easat-6539	69	9	,	,	PUNCT
easat-6539	69	10	several	several	ADJ
easat-6539	69	11	challenges	challenge	NOUN
easat-6539	69	12	persist	persist	VERB
easat-6539	69	13	.	.	PUNCT
easat-6539	70	1	the	the	DET
easat-6539	70	2	control	control	NOUN
easat-6539	70	3	over	over	ADP
easat-6539	70	4	specific	specific	ADJ
easat-6539	70	5	image	image	NOUN
easat-6539	70	6	elements	element	NOUN
easat-6539	70	7	and	and	CCONJ
easat-6539	70	8	the	the	DET
easat-6539	70	9	ability	ability	NOUN
easat-6539	70	10	to	to	PART
easat-6539	70	11	generate	generate	VERB
easat-6539	70	12	truly	truly	ADV
easat-6539	70	13	novel	novel	ADJ
easat-6539	70	14	content	content	NOUN
easat-6539	70	15	remain	remain	VERB
easat-6539	70	16	areas	area	NOUN
easat-6539	70	17	for	for	ADP
easat-6539	70	18	improvement	improvement	NOUN
easat-6539	70	19	.	.	PUNCT
easat-6539	71	1	additionally	additionally	ADV
easat-6539	71	2	,	,	PUNCT
easat-6539	71	3	ethical	ethical	ADJ
easat-6539	71	4	considerations	consideration	NOUN
easat-6539	71	5	surrounding	surround	VERB
easat-6539	71	6	the	the	DET
easat-6539	71	7	use	use	NOUN
easat-6539	71	8	of	of	ADP
easat-6539	71	9	training	training	NOUN
easat-6539	71	10	data	datum	NOUN
easat-6539	71	11	and	and	CCONJ
easat-6539	71	12	the	the	DET
easat-6539	71	13	potential	potential	NOUN
easat-6539	71	14	for	for	ADP
easat-6539	71	15	misuse	misuse	NOUN
easat-6539	71	16	of	of	ADP
easat-6539	71	17	these	these	DET
easat-6539	71	18	technologies	technology	NOUN
easat-6539	71	19	in	in	ADP
easat-6539	71	20	creating	create	VERB
easat-6539	71	21	deceptive	deceptive	ADJ
easat-6539	71	22	content	content	NOUN
easat-6539	71	23	are	be	AUX
easat-6539	71	24	ongoing	ongoing	ADJ
easat-6539	71	25	concerns	concern	NOUN
easat-6539	71	26	in	in	ADP
easat-6539	71	27	the	the	DET
easat-6539	71	28	field	field	NOUN
easat-6539	71	29	.	.	PUNCT
easat-6539	72	1	as	as	SCONJ
easat-6539	72	2	ai	ai	PRON
easat-6539	72	3	painting	paint	VERB
easat-6539	72	4	continues	continue	VERB
easat-6539	72	5	to	to	PART
easat-6539	72	6	evolve	evolve	VERB
easat-6539	72	7	,	,	PUNCT
easat-6539	72	8	researchers	researcher	NOUN
easat-6539	72	9	focus	focus	VERB
easat-6539	72	10	on	on	ADP
easat-6539	72	11	enhancing	enhance	VERB
easat-6539	72	12	model	model	NOUN
easat-6539	72	13	interpretability	interpretability	NOUN
easat-6539	72	14	,	,	PUNCT
easat-6539	72	15	improving	improve	VERB
easat-6539	72	16	fine	fine	ADV
easat-6539	72	17	-	-	PUNCT
easat-6539	72	18	grained	grain	VERB
easat-6539	72	19	control	control	NOUN
easat-6539	72	20	over	over	ADP
easat-6539	72	21	generated	generate	VERB
easat-6539	72	22	images	image	NOUN
easat-6539	72	23	,	,	PUNCT
easat-6539	72	24	and	and	CCONJ
easat-6539	72	25	developing	develop	VERB
easat-6539	72	26	more	more	ADV
easat-6539	72	27	sophisticated	sophisticated	ADJ
easat-6539	72	28	techniques	technique	NOUN
easat-6539	72	29	for	for	ADP
easat-6539	72	30	blending	blend	VERB
easat-6539	72	31	human	human	ADJ
easat-6539	72	32	creativity	creativity	NOUN
easat-6539	72	33	with	with	ADP
easat-6539	72	34	ai	ai	ADJ
easat-6539	72	35	capabilities	capability	NOUN
easat-6539	72	36	.	.	PUNCT
easat-6539	73	1	2.3	2.3	NUM
easat-6539	73	2	.	.	PUNCT
easat-6539	74	1	gaps	gap	NOUN
easat-6539	74	2	in	in	ADP
easat-6539	74	3	existing	exist	VERB
easat-6539	74	4	literature	literature	NOUN
easat-6539	74	5	while	while	SCONJ
easat-6539	74	6	extensive	extensive	ADJ
easat-6539	74	7	research	research	NOUN
easat-6539	74	8	has	have	AUX
easat-6539	74	9	been	be	AUX
easat-6539	74	10	conducted	conduct	VERB
easat-6539	74	11	on	on	ADP
easat-6539	74	12	deepfake	deepfake	NOUN
easat-6539	74	13	techniques	technique	NOUN
easat-6539	74	14	and	and	CCONJ
easat-6539	74	15	ai	ai	AUX
easat-6539	74	16	painting	painting	NOUN
easat-6539	74	17	technologies	technology	NOUN
easat-6539	74	18	separately	separately	ADV
easat-6539	74	19	,	,	PUNCT
easat-6539	74	20	there	there	PRON
easat-6539	74	21	is	be	VERB
easat-6539	74	22	a	a	DET
easat-6539	74	23	notable	notable	ADJ
easat-6539	74	24	lack	lack	NOUN
easat-6539	74	25	of	of	ADP
easat-6539	74	26	studies	study	NOUN
easat-6539	74	27	that	that	PRON
easat-6539	74	28	explore	explore	VERB
easat-6539	74	29	the	the	DET
easat-6539	74	30	integration	integration	NOUN
easat-6539	74	31	of	of	ADP
easat-6539	74	32	these	these	DET
easat-6539	74	33	two	two	NUM
easat-6539	74	34	fields	field	NOUN
easat-6539	74	35	.	.	PUNCT
easat-6539	75	1	specifically	specifically	ADV
easat-6539	75	2	,	,	PUNCT
easat-6539	75	3	the	the	DET
easat-6539	75	4	potential	potential	NOUN
easat-6539	75	5	of	of	ADP
easat-6539	75	6	using	use	VERB
easat-6539	75	7	ai	ai	NOUN
easat-6539	75	8	-	-	PUNCT
easat-6539	75	9	generated	generate	VERB
easat-6539	75	10	images	image	NOUN
easat-6539	75	11	as	as	SCONJ
easat-6539	75	12	training	training	NOUN
easat-6539	75	13	data	datum	NOUN
easat-6539	75	14	for	for	ADP
easat-6539	75	15	deepfake	deepfake	NOUN
easat-6539	75	16	models	model	NOUN
easat-6539	75	17	remains	remain	VERB
easat-6539	75	18	largely	largely	ADV
easat-6539	75	19	unexplored	unexplored	ADJ
easat-6539	75	20	.	.	PUNCT
easat-6539	76	1	this	this	DET
easat-6539	76	2	gap	gap	NOUN
easat-6539	76	3	presents	present	VERB
easat-6539	76	4	an	an	DET
easat-6539	76	5	opportunity	opportunity	NOUN
easat-6539	76	6	to	to	PART
easat-6539	76	7	address	address	VERB
easat-6539	76	8	the	the	DET
easat-6539	76	9	ethical	ethical	ADJ
easat-6539	76	10	and	and	CCONJ
easat-6539	76	11	legal	legal	ADJ
easat-6539	76	12	concerns	concern	NOUN
easat-6539	76	13	of	of	ADP
easat-6539	76	14	using	use	VERB
easat-6539	76	15	real	real	ADJ
easat-6539	76	16	human	human	ADJ
easat-6539	76	17	images	image	NOUN
easat-6539	76	18	in	in	ADP
easat-6539	76	19	deepfake	deepfake	NOUN
easat-6539	76	20	production	production	NOUN
easat-6539	76	21	.	.	PUNCT
easat-6539	77	1	furthermore	furthermore	ADV
easat-6539	77	2	,	,	PUNCT
easat-6539	77	3	existing	exist	VERB
easat-6539	77	4	literature	literature	NOUN
easat-6539	77	5	often	often	ADV
easat-6539	77	6	focuses	focus	VERB
easat-6539	77	7	on	on	ADP
easat-6539	77	8	improving	improve	VERB
easat-6539	77	9	the	the	DET
easat-6539	77	10	technical	technical	ADJ
easat-6539	77	11	aspects	aspect	NOUN
easat-6539	77	12	of	of	ADP
easat-6539	77	13	deepfake	deepfake	NOUN
easat-6539	77	14	and	and	CCONJ
easat-6539	77	15	ai	ai	VERB
easat-6539	77	16	painting	painting	NOUN
easat-6539	77	17	technologies	technology	NOUN
easat-6539	77	18	,	,	PUNCT
easat-6539	77	19	with	with	ADP
easat-6539	77	20	less	less	ADJ
easat-6539	77	21	emphasis	emphasis	NOUN
easat-6539	77	22	on	on	ADP
easat-6539	77	23	developing	develop	VERB
easat-6539	77	24	workflows	workflow	NOUN
easat-6539	77	25	that	that	PRON
easat-6539	77	26	could	could	AUX
easat-6539	77	27	make	make	VERB
easat-6539	77	28	these	these	DET
easat-6539	77	29	technologies	technology	NOUN
easat-6539	77	30	more	more	ADV
easat-6539	77	31	accessible	accessible	ADJ
easat-6539	77	32	and	and	CCONJ
easat-6539	77	33	cost	cost	NOUN
easat-6539	77	34	-	-	PUNCT
easat-6539	77	35	effective	effective	ADJ
easat-6539	77	36	for	for	ADP
easat-6539	77	37	a	a	DET
easat-6539	77	38	broader	broad	ADJ
easat-6539	77	39	range	range	NOUN
easat-6539	77	40	of	of	ADP
easat-6539	77	41	applications	application	NOUN
easat-6539	77	42	.	.	PUNCT
easat-6539	78	1	our	our	PRON
easat-6539	78	2	research	research	NOUN
easat-6539	78	3	aims	aim	VERB
easat-6539	78	4	to	to	PART
easat-6539	78	5	address	address	VERB
easat-6539	78	6	these	these	DET
easat-6539	78	7	gaps	gap	NOUN
easat-6539	78	8	by	by	ADP
easat-6539	78	9	proposing	propose	VERB
easat-6539	78	10	an	an	DET
easat-6539	78	11	innovative	innovative	ADJ
easat-6539	78	12	workflow	workflow	NOUN
easat-6539	78	13	that	that	PRON
easat-6539	78	14	combines	combine	VERB
easat-6539	78	15	ai	ai	VERB
easat-6539	78	16	art	art	NOUN
easat-6539	78	17	generation	generation	NOUN
easat-6539	78	18	with	with	ADP
easat-6539	78	19	deepfake	deepfake	NOUN
easat-6539	78	20	production	production	NOUN
easat-6539	78	21	,	,	PUNCT
easat-6539	78	22	potentially	potentially	ADV
easat-6539	78	23	opening	open	VERB
easat-6539	78	24	new	new	ADJ
easat-6539	78	25	avenues	avenue	NOUN
easat-6539	78	26	for	for	ADP
easat-6539	78	27	ethical	ethical	ADJ
easat-6539	78	28	and	and	CCONJ
easat-6539	78	29	efficient	efficient	ADJ
easat-6539	78	30	synthetic	synthetic	ADJ
easat-6539	78	31	media	medium	NOUN
easat-6539	78	32	creation	creation	NOUN
easat-6539	78	33	.	.	PUNCT
easat-6539	79	1	3	3	X
easat-6539	79	2	.	.	X
easat-6539	79	3	comparison	comparison	NOUN
easat-6539	79	4	of	of	ADP
easat-6539	79	5	the	the	DET
easat-6539	79	6	results	result	NOUN
easat-6539	79	7	of	of	ADP
easat-6539	79	8	different	different	ADJ
easat-6539	79	9	deepfake	deepfake	NOUN
easat-6539	79	10	compositing	compositing	NOUN
easat-6539	79	11	software	software	NOUN
easat-6539	79	12	3.1	3.1	NUM
easat-6539	79	13	.	.	PUNCT
easat-6539	80	1	rope	rope	NOUN
easat-6539	80	2	as	as	ADP
easat-6539	80	3	an	an	DET
easat-6539	80	4	emerging	emerge	VERB
easat-6539	80	5	ai	ai	NOUN
easat-6539	80	6	face	face	NOUN
easat-6539	80	7	-	-	PUNCT
easat-6539	80	8	swapping	swap	VERB
easat-6539	80	9	tool	tool	NOUN
easat-6539	80	10	,	,	PUNCT
easat-6539	80	11	rope	rope	NOUN
easat-6539	80	12	is	be	AUX
easat-6539	80	13	characterized	characterize	VERB
easat-6539	80	14	primarily	primarily	ADV
easat-6539	80	15	by	by	ADP
easat-6539	80	16	its	its	PRON
easat-6539	80	17	rapid	rapid	ADJ
easat-6539	80	18	processing	processing	NOUN
easat-6539	80	19	speed	speed	NOUN
easat-6539	80	20	and	and	CCONJ
easat-6539	80	21	operational	operational	ADJ
easat-6539	80	22	simplicity	simplicity	NOUN
easat-6539	80	23	.	.	PUNCT
easat-6539	81	1	rope	rope	NOUN
easat-6539	81	2	demonstrates	demonstrate	VERB
easat-6539	81	3	exceptional	exceptional	ADJ
easat-6539	81	4	performance	performance	NOUN
easat-6539	81	5	in	in	ADP
easat-6539	81	6	face	face	NOUN
easat-6539	81	7	-	-	PUNCT
easat-6539	81	8	swapping	swap	VERB
easat-6539	81	9	completion	completion	NOUN
easat-6539	81	10	time	time	NOUN
easat-6539	81	11	,	,	PUNCT
easat-6539	81	12	attributable	attributable	ADJ
easat-6539	81	13	to	to	ADP
easat-6539	81	14	its	its	PRON
easat-6539	81	15	implementation	implementation	NOUN
easat-6539	81	16	of	of	ADP
easat-6539	81	17	optimized	optimize	VERB
easat-6539	81	18	algorithms	algorithm	NOUN
easat-6539	81	19	and	and	CCONJ
easat-6539	81	20	efficient	efficient	ADJ
easat-6539	81	21	parallel	parallel	ADJ
easat-6539	81	22	processing	processing	NOUN
easat-6539	81	23	techniques	technique	NOUN
easat-6539	81	24	.	.	PUNCT
easat-6539	82	1	by	by	ADP
easat-6539	82	2	leveraging	leverage	VERB
easat-6539	82	3	gpu	gpu	NOUN
easat-6539	82	4	acceleration	acceleration	NOUN
easat-6539	82	5	and	and	CCONJ
easat-6539	82	6	multi	multi	ADJ
easat-6539	82	7	-	-	ADJ
easat-6539	82	8	threaded	threaded	ADJ
easat-6539	82	9	processing	processing	NOUN
easat-6539	82	10	,	,	PUNCT
easat-6539	82	11	rope	rope	NOUN
easat-6539	82	12	can	can	AUX
easat-6539	82	13	quickly	quickly	ADV
easat-6539	82	14	accomplish	accomplish	VERB
easat-6539	82	15	complex	complex	ADJ
easat-6539	82	16	face	face	NOUN
easat-6539	82	17	-	-	PUNCT
easat-6539	82	18	swapping	swap	VERB
easat-6539	82	19	tasks	task	NOUN
easat-6539	82	20	.	.	PUNCT
easat-6539	83	1	this	this	DET
easat-6539	83	2	high	high	ADJ
easat-6539	83	3	-	-	PUNCT
easat-6539	83	4	efficiency	efficiency	NOUN
easat-6539	83	5	processing	processing	NOUN
easat-6539	83	6	capability	capability	NOUN
easat-6539	83	7	renders	render	VERB
easat-6539	83	8	rope	rope	NOUN
easat-6539	83	9	particularly	particularly	ADV
easat-6539	83	10	suitable	suitable	ADJ
easat-6539	83	11	for	for	ADP
easat-6539	83	12	applications	application	NOUN
easat-6539	83	13	requiring	require	VERB
easat-6539	83	14	rapid	rapid	ADJ
easat-6539	83	15	generation	generation	NOUN
easat-6539	83	16	of	of	ADP
easat-6539	83	17	face	face	NOUN
easat-6539	83	18	-	-	PUNCT
easat-6539	83	19	swapped	swap	VERB
easat-6539	83	20	content	content	NOUN
easat-6539	83	21	.	.	PUNCT
easat-6539	84	1	furthermore	furthermore	ADV
easat-6539	84	2	,	,	PUNCT
easat-6539	84	3	rope	rope	NOUN
easat-6539	84	4	's	's	PART
easat-6539	84	5	user	user	NOUN
easat-6539	84	6	interface	interface	NOUN
easat-6539	84	7	is	be	AUX
easat-6539	84	8	designed	design	VERB
easat-6539	84	9	with	with	ADP
easat-6539	84	10	simplicity	simplicity	NOUN
easat-6539	84	11	and	and	CCONJ
easat-6539	84	12	intuitiveness	intuitiveness	NOUN
easat-6539	84	13	,	,	PUNCT
easat-6539	84	14	significantly	significantly	ADV
easat-6539	84	15	lowering	lower	VERB
easat-6539	84	16	the	the	DET
easat-6539	84	17	barrier	barrier	NOUN
easat-6539	84	18	to	to	ADP
easat-6539	84	19	entry	entry	NOUN
easat-6539	84	20	for	for	ADP
easat-6539	84	21	users	user	NOUN
easat-6539	84	22	.	.	PUNCT
easat-6539	85	1	this	this	DET
easat-6539	85	2	design	design	NOUN
easat-6539	85	3	philosophy	philosophy	NOUN
easat-6539	85	4	enhances	enhance	VERB
easat-6539	85	5	user	user	NOUN
easat-6539	85	6	experience	experience	NOUN
easat-6539	85	7	and	and	CCONJ
easat-6539	85	8	expands	expand	VERB
easat-6539	85	9	the	the	DET
easat-6539	85	10	applicability	applicability	NOUN
easat-6539	85	11	of	of	ADP
easat-6539	85	12	ai	ai	ADJ
easat-6539	85	13	face	face	NOUN
easat-6539	85	14	-	-	PUNCT
easat-6539	85	15	swapping	swap	VERB
easat-6539	85	16	technology	technology	NOUN
easat-6539	85	17	.	.	PUNCT
easat-6539	86	1	non	non	ADJ
easat-6539	86	2	-	-	ADJ
easat-6539	86	3	professional	professional	ADJ
easat-6539	86	4	users	user	NOUN
easat-6539	86	5	can	can	AUX
easat-6539	86	6	quickly	quickly	ADV
easat-6539	86	7	familiarize	familiarize	VERB
easat-6539	86	8	themselves	themselves	PRON
easat-6539	86	9	with	with	ADP
easat-6539	86	10	the	the	DET
easat-6539	86	11	tool	tool	NOUN
easat-6539	86	12	and	and	CCONJ
easat-6539	86	13	generate	generate	VERB
easat-6539	86	14	satisfactory	satisfactory	ADJ
easat-6539	86	15	face	face	NOUN
easat-6539	86	16	-	-	PUNCT
easat-6539	86	17	swapping	swap	VERB
easat-6539	86	18	results	result	NOUN
easat-6539	86	19	without	without	ADP
easat-6539	86	20	in	in	ADP
easat-6539	86	21	-	-	PUNCT
easat-6539	86	22	depth	depth	NOUN
easat-6539	86	23	knowledge	knowledge	NOUN
easat-6539	86	24	of	of	ADP
easat-6539	86	25	the	the	DET
easat-6539	86	26	underlying	underlie	VERB
easat-6539	86	27	technical	technical	ADJ
easat-6539	86	28	principles	principle	NOUN
easat-6539	86	29	.	.	PUNCT
easat-6539	87	1	while	while	SCONJ
easat-6539	87	2	emphasizing	emphasize	VERB
easat-6539	87	3	processing	processing	NOUN
easat-6539	87	4	speed	speed	NOUN
easat-6539	87	5	,	,	PUNCT
easat-6539	87	6	rope	rope	NOUN
easat-6539	87	7	maintains	maintain	VERB
easat-6539	87	8	a	a	DET
easat-6539	87	9	commendable	commendable	ADJ
easat-6539	87	10	output	output	NOUN
easat-6539	87	11	quality	quality	NOUN
easat-6539	87	12	level	level	NOUN
easat-6539	87	13	by	by	ADP
easat-6539	87	14	optimizing	optimize	VERB
easat-6539	87	15	the	the	DET
easat-6539	87	16	model	model	NOUN
easat-6539	87	17	structure	structure	NOUN
easat-6539	87	18	and	and	CCONJ
easat-6539	87	19	training	training	NOUN
easat-6539	87	20	strategies	strategy	NOUN
easat-6539	87	21	.	.	PUNCT
easat-6539	88	1	this	this	DET
easat-6539	88	2	approach	approach	NOUN
easat-6539	88	3	enables	enable	VERB
easat-6539	88	4	rope	rope	NOUN
easat-6539	88	5	to	to	PART
easat-6539	88	6	significantly	significantly	ADV
easat-6539	88	7	improve	improve	VERB
easat-6539	88	8	processing	process	VERB
easat-6539	88	9	speed	speed	NOUN
easat-6539	88	10	without	without	ADP
easat-6539	88	11	compromising	compromise	VERB
easat-6539	88	12	quality	quality	NOUN
easat-6539	88	13	,	,	PUNCT
easat-6539	88	14	achieving	achieve	VERB
easat-6539	88	15	a	a	DET
easat-6539	88	16	favorable	favorable	ADJ
easat-6539	88	17	balance	balance	NOUN
easat-6539	88	18	between	between	ADP
easat-6539	88	19	efficiency	efficiency	NOUN
easat-6539	88	20	and	and	CCONJ
easat-6539	88	21	effectiveness	effectiveness	NOUN
easat-6539	88	22	in	in	ADP
easat-6539	88	23	its	its	PRON
easat-6539	88	24	algorithmic	algorithmic	ADJ
easat-6539	88	25	design	design	NOUN
easat-6539	88	26	.	.	PUNCT
easat-6539	89	1	however	however	ADV
easat-6539	89	2	,	,	PUNCT
easat-6539	89	3	rope	rope	NOUN
easat-6539	89	4	is	be	AUX
easat-6539	89	5	not	not	PART
easat-6539	89	6	without	without	ADP
easat-6539	89	7	limitations	limitation	NOUN
easat-6539	89	8	.	.	PUNCT
easat-6539	90	1	to	to	PART
easat-6539	90	2	enhance	enhance	VERB
easat-6539	90	3	processing	processing	NOUN
easat-6539	90	4	speed	speed	NOUN
easat-6539	90	5	,	,	PUNCT
easat-6539	90	6	rope	rope	NOUN
easat-6539	90	7	reduces	reduce	VERB
easat-6539	90	8	the	the	DET
easat-6539	90	9	resolution	resolution	NOUN
easat-6539	90	10	of	of	ADP
easat-6539	90	11	source	source	NOUN
easat-6539	90	12	videos	video	NOUN
easat-6539	90	13	during	during	ADP
easat-6539	90	14	the	the	DET
easat-6539	90	15	face	face	NOUN
easat-6539	90	16	-	-	PUNCT
easat-6539	90	17	swapping	swap	VERB
easat-6539	90	18	process	process	NOUN
easat-6539	90	19	.	.	PUNCT
easat-6539	91	1	while	while	SCONJ
easat-6539	91	2	this	this	DET
easat-6539	91	3	approach	approach	NOUN
easat-6539	91	4	improves	improve	VERB
easat-6539	91	5	efficiency	efficiency	NOUN
easat-6539	91	6	,	,	PUNCT
easat-6539	91	7	it	it	PRON
easat-6539	91	8	presents	present	VERB
easat-6539	91	9	a	a	DET
easat-6539	91	10	significant	significant	ADJ
easat-6539	91	11	limitation	limitation	NOUN
easat-6539	91	12	in	in	ADP
easat-6539	91	13	professional	professional	ADJ
easat-6539	91	14	applications	application	NOUN
easat-6539	91	15	requiring	require	VERB
easat-6539	91	16	high	high	ADJ
easat-6539	91	17	-	-	PUNCT
easat-6539	91	18	definition	definition	NOUN
easat-6539	91	19	output	output	NOUN
easat-6539	91	20	.	.	PUNCT
easat-6539	92	1	additionally	additionally	ADV
easat-6539	92	2	,	,	PUNCT
easat-6539	92	3	rope	rope	NOUN
easat-6539	92	4	's	's	PART
easat-6539	92	5	inability	inability	NOUN
easat-6539	92	6	to	to	PART
easat-6539	92	7	train	train	VERB
easat-6539	92	8	models	model	NOUN
easat-6539	92	9	for	for	ADP
easat-6539	92	10	specific	specific	ADJ
easat-6539	92	11	tasks	task	NOUN
easat-6539	92	12	results	result	NOUN
easat-6539	92	13	in	in	ADP
easat-6539	92	14	suboptimal	suboptimal	ADJ
easat-6539	92	15	performance	performance	NOUN
easat-6539	92	16	when	when	SCONJ
easat-6539	92	17	processing	processing	NOUN
easat-6539	92	18	complex	complex	ADJ
easat-6539	92	19	scenarios	scenario	NOUN
easat-6539	92	20	,	,	PUNCT
easat-6539	92	21	such	such	ADJ
easat-6539	92	22	as	as	ADP
easat-6539	92	23	profile	profile	NOUN
easat-6539	92	24	faces	face	NOUN
easat-6539	92	25	or	or	CCONJ
easat-6539	92	26	faces	face	NOUN
easat-6539	92	27	under	under	ADP
easat-6539	92	28	extreme	extreme	ADJ
easat-6539	92	29	lighting	lighting	NOUN
easat-6539	92	30	conditions	condition	NOUN
easat-6539	92	31	.	.	PUNCT
easat-6539	93	1	2225	2225	NUM
easat-6539	93	2	edelweiss	edelweiss	PROPN
easat-6539	93	3	applied	apply	VERB
easat-6539	93	4	science	science	NOUN
easat-6539	93	5	and	and	CCONJ
easat-6539	93	6	technology	technology	NOUN
easat-6539	93	7	issn	issn	PROPN
easat-6539	93	8	:	:	PUNCT
easat-6539	93	9	2576	2576	NUM
easat-6539	93	10	-	-	SYM
easat-6539	93	11	8484	8484	NUM
easat-6539	93	12	vol	vol	NOUN
easat-6539	93	13	.	.	PROPN
easat-6539	94	1	9	9	NUM
easat-6539	94	2	,	,	PUNCT
easat-6539	94	3	no	no	INTJ
easat-6539	94	4	.	.	NOUN
easat-6539	94	5	4	4	NUM
easat-6539	94	6	:	:	SYM
easat-6539	94	7	2222	2222	NUM
easat-6539	94	8	-	-	SYM
easat-6539	94	9	2234	2234	NUM
easat-6539	94	10	,	,	PUNCT
easat-6539	94	11	2025	2025	NUM
easat-6539	94	12	doi	doi	NOUN
easat-6539	94	13	:	:	PUNCT
easat-6539	94	14	10.55214/25768484.v9i4.6539	10.55214/25768484.v9i4.6539	NOUN
easat-6539	94	15	©	©	PROPN
easat-6539	94	16	2025	2025	NUM
easat-6539	94	17	by	by	ADP
easat-6539	94	18	the	the	DET
easat-6539	94	19	authors	author	NOUN
easat-6539	94	20	;	;	PUNCT
easat-6539	95	1	licensee	licensee	PROPN
easat-6539	95	2	learning	learn	VERB
easat-6539	95	3	gate	gate	NOUN
easat-6539	95	4	table	table	NOUN
easat-6539	95	5	1	1	NUM
easat-6539	95	6	.	.	PUNCT
easat-6539	95	7	rope	rope	NOUN
easat-6539	95	8	performance	performance	NOUN
easat-6539	95	9	summary	summary	NOUN
easat-6539	95	10	.	.	PUNCT
easat-6539	96	1	ease	ease	NOUN
easat-6539	96	2	of	of	ADP
easat-6539	96	3	use	use	NOUN
easat-6539	96	4	quality	quality	NOUN
easat-6539	96	5	of	of	ADP
easat-6539	96	6	project	project	NOUN
easat-6539	96	7	completion	completion	NOUN
easat-6539	96	8	time	time	NOUN
easat-6539	96	9	cost	cost	VERB
easat-6539	96	10	economic	economic	ADJ
easat-6539	96	11	cost	cost	NOUN
easat-6539	96	12	data	datum	NOUN
easat-6539	96	13	requirement	requirement	NOUN
easat-6539	96	14	2.0	2.0	NUM
easat-6539	96	15	3.5	3.5	NUM
easat-6539	96	16	1.0	1.0	NUM
easat-6539	96	17	0.0	0.0	NUM
easat-6539	96	18	1.0	1.0	NUM
easat-6539	96	19	*	*	PUNCT
easat-6539	96	20	note	note	NOUN
easat-6539	96	21	:	:	PUNCT
easat-6539	96	22	the	the	DET
easat-6539	96	23	evaluation	evaluation	NOUN
easat-6539	96	24	is	be	AUX
easat-6539	96	25	on	on	ADP
easat-6539	96	26	a	a	DET
easat-6539	96	27	scale	scale	NOUN
easat-6539	96	28	of	of	ADP
easat-6539	96	29	1	1	NUM
easat-6539	96	30	-	-	SYM
easat-6539	96	31	5	5	NUM
easat-6539	96	32	points	point	NOUN
easat-6539	96	33	.	.	PUNCT
easat-6539	97	1	3.2	3.2	NUM
easat-6539	97	2	.	.	PUNCT
easat-6539	97	3	swapface	swapface	NOUN
easat-6539	97	4	swapface	swapface	NOUN
easat-6539	97	5	,	,	PUNCT
easat-6539	97	6	as	as	ADP
easat-6539	97	7	a	a	DET
easat-6539	97	8	mature	mature	ADJ
easat-6539	97	9	ai	ai	VERB
easat-6539	97	10	face	face	NOUN
easat-6539	97	11	-	-	PUNCT
easat-6539	97	12	swapping	swap	VERB
easat-6539	97	13	tool	tool	NOUN
easat-6539	97	14	,	,	PUNCT
easat-6539	97	15	primarily	primarily	ADV
easat-6539	97	16	focuses	focus	VERB
easat-6539	97	17	on	on	ADP
easat-6539	97	18	user	user	NOUN
easat-6539	97	19	-	-	PUNCT
easat-6539	97	20	friendliness	friendliness	ADJ
easat-6539	97	21	and	and	CCONJ
easat-6539	97	22	technical	technical	ADJ
easat-6539	97	23	reliability	reliability	NOUN
easat-6539	97	24	in	in	ADP
easat-6539	97	25	its	its	PRON
easat-6539	97	26	design	design	NOUN
easat-6539	97	27	philosophy	philosophy	NOUN
easat-6539	97	28	.	.	PUNCT
easat-6539	98	1	the	the	DET
easat-6539	98	2	platform	platform	NOUN
easat-6539	98	3	offers	offer	VERB
easat-6539	98	4	a	a	DET
easat-6539	98	5	simple	simple	ADJ
easat-6539	98	6	and	and	CCONJ
easat-6539	98	7	intuitive	intuitive	ADJ
easat-6539	98	8	user	user	NOUN
easat-6539	98	9	interface	interface	NOUN
easat-6539	98	10	,	,	PUNCT
easat-6539	98	11	enhancing	enhance	VERB
easat-6539	98	12	user	user	NOUN
easat-6539	98	13	experience	experience	NOUN
easat-6539	98	14	and	and	CCONJ
easat-6539	98	15	broadening	broaden	VERB
easat-6539	98	16	its	its	PRON
easat-6539	98	17	user	user	NOUN
easat-6539	98	18	base	base	NOUN
easat-6539	98	19	.	.	PUNCT
easat-6539	99	1	by	by	ADP
easat-6539	99	2	simplifying	simplify	VERB
easat-6539	99	3	operational	operational	ADJ
easat-6539	99	4	processes	process	NOUN
easat-6539	99	5	and	and	CCONJ
easat-6539	99	6	providing	provide	VERB
easat-6539	99	7	clear	clear	ADJ
easat-6539	99	8	guidance	guidance	NOUN
easat-6539	99	9	,	,	PUNCT
easat-6539	99	10	swapface	swapface	NOUN
easat-6539	99	11	enables	enable	VERB
easat-6539	99	12	users	user	NOUN
easat-6539	99	13	without	without	ADP
easat-6539	99	14	technical	technical	ADJ
easat-6539	99	15	backgrounds	background	NOUN
easat-6539	99	16	to	to	PART
easat-6539	99	17	efficiently	efficiently	ADV
easat-6539	99	18	complete	complete	VERB
easat-6539	99	19	face	face	NOUN
easat-6539	99	20	-	-	PUNCT
easat-6539	99	21	swapping	swap	VERB
easat-6539	99	22	tasks	task	NOUN
easat-6539	99	23	.	.	PUNCT
easat-6539	100	1	this	this	DET
easat-6539	100	2	ease	ease	NOUN
easat-6539	100	3	of	of	ADP
easat-6539	100	4	use	use	NOUN
easat-6539	100	5	is	be	AUX
easat-6539	100	6	crucial	crucial	ADJ
easat-6539	100	7	for	for	ADP
easat-6539	100	8	the	the	DET
easat-6539	100	9	large	large	ADJ
easat-6539	100	10	-	-	PUNCT
easat-6539	100	11	scale	scale	NOUN
easat-6539	100	12	commercial	commercial	ADJ
easat-6539	100	13	application	application	NOUN
easat-6539	100	14	of	of	ADP
easat-6539	100	15	ai	ai	PROPN
easat-6539	100	16	technology	technology	NOUN
easat-6539	100	17	.	.	PUNCT
easat-6539	101	1	as	as	ADP
easat-6539	101	2	a	a	DET
easat-6539	101	3	mature	mature	ADJ
easat-6539	101	4	solution	solution	NOUN
easat-6539	101	5	,	,	PUNCT
easat-6539	101	6	swapface	swapface	NOUN
easat-6539	101	7	maintains	maintain	VERB
easat-6539	101	8	consistent	consistent	ADJ
easat-6539	101	9	performance	performance	NOUN
easat-6539	101	10	across	across	ADP
easat-6539	101	11	various	various	ADJ
easat-6539	101	12	scenarios	scenario	NOUN
easat-6539	101	13	.	.	PUNCT
easat-6539	102	1	this	this	DET
easat-6539	102	2	stability	stability	NOUN
easat-6539	102	3	is	be	AUX
easat-6539	102	4	particularly	particularly	ADV
easat-6539	102	5	important	important	ADJ
easat-6539	102	6	for	for	ADP
easat-6539	102	7	commercial	commercial	ADJ
easat-6539	102	8	applications	application	NOUN
easat-6539	102	9	,	,	PUNCT
easat-6539	102	10	as	as	SCONJ
easat-6539	102	11	it	it	PRON
easat-6539	102	12	ensures	ensure	VERB
easat-6539	102	13	consistency	consistency	NOUN
easat-6539	102	14	and	and	CCONJ
easat-6539	102	15	predictability	predictability	NOUN
easat-6539	102	16	of	of	ADP
easat-6539	102	17	output	output	NOUN
easat-6539	102	18	results	result	NOUN
easat-6539	102	19	.	.	PUNCT
easat-6539	103	1	whether	whether	SCONJ
easat-6539	103	2	processing	process	VERB
easat-6539	103	3	single	single	ADJ
easat-6539	103	4	photographs	photograph	NOUN
easat-6539	103	5	or	or	CCONJ
easat-6539	103	6	extended	extended	ADJ
easat-6539	103	7	video	video	NOUN
easat-6539	103	8	sequences	sequence	NOUN
easat-6539	103	9	,	,	PUNCT
easat-6539	103	10	swapface	swapface	NOUN
easat-6539	103	11	delivers	deliver	VERB
easat-6539	103	12	commendable	commendable	ADJ
easat-6539	103	13	face	face	NOUN
easat-6539	103	14	-	-	PUNCT
easat-6539	103	15	swapping	swap	VERB
easat-6539	103	16	effects	effect	NOUN
easat-6539	103	17	.	.	PUNCT
easat-6539	104	1	like	like	ADP
easat-6539	104	2	rope	rope	NOUN
easat-6539	104	3	,	,	PUNCT
easat-6539	104	4	swapface	swapface	NOUN
easat-6539	104	5	requires	require	VERB
easat-6539	104	6	only	only	ADV
easat-6539	104	7	a	a	DET
easat-6539	104	8	photograph	photograph	NOUN
easat-6539	104	9	to	to	PART
easat-6539	104	10	complete	complete	VERB
easat-6539	104	11	faceswapping	faceswapping	NOUN
easat-6539	104	12	,	,	PUNCT
easat-6539	104	13	significantly	significantly	ADV
easat-6539	104	14	streamlining	streamline	VERB
easat-6539	104	15	user	user	NOUN
easat-6539	104	16	operations	operation	NOUN
easat-6539	104	17	.	.	PUNCT
easat-6539	105	1	this	this	DET
easat-6539	105	2	design	design	NOUN
easat-6539	105	3	improves	improve	VERB
easat-6539	105	4	efficiency	efficiency	NOUN
easat-6539	105	5	and	and	CCONJ
easat-6539	105	6	reduces	reduce	VERB
easat-6539	105	7	the	the	DET
easat-6539	105	8	psychological	psychological	ADJ
easat-6539	105	9	burden	burden	NOUN
easat-6539	105	10	on	on	ADP
easat-6539	105	11	users	user	NOUN
easat-6539	105	12	.	.	PUNCT
easat-6539	106	1	users	user	NOUN
easat-6539	106	2	can	can	AUX
easat-6539	106	3	obtain	obtain	VERB
easat-6539	106	4	satisfactory	satisfactory	ADJ
easat-6539	106	5	face	face	NOUN
easat-6539	106	6	-	-	PUNCT
easat-6539	106	7	swapping	swap	VERB
easat-6539	106	8	results	result	NOUN
easat-6539	106	9	without	without	ADP
easat-6539	106	10	providing	provide	VERB
easat-6539	106	11	extensive	extensive	ADJ
easat-6539	106	12	training	training	NOUN
easat-6539	106	13	data	datum	NOUN
easat-6539	106	14	or	or	CCONJ
easat-6539	106	15	engaging	engage	VERB
easat-6539	106	16	in	in	ADP
easat-6539	106	17	complex	complex	ADJ
easat-6539	106	18	parameter	parameter	NOUN
easat-6539	106	19	adjustments	adjustment	NOUN
easat-6539	106	20	.	.	PUNCT
easat-6539	107	1	furthermore	furthermore	ADV
easat-6539	107	2	,	,	PUNCT
easat-6539	107	3	swapface	swapface	NOUN
easat-6539	107	4	supports	support	VERB
easat-6539	107	5	real	real	ADJ
easat-6539	107	6	-	-	PUNCT
easat-6539	107	7	time	time	NOUN
easat-6539	107	8	preview	preview	NOUN
easat-6539	107	9	functionality	functionality	NOUN
easat-6539	107	10	,	,	PUNCT
easat-6539	107	11	allowing	allow	VERB
easat-6539	107	12	users	user	NOUN
easat-6539	107	13	to	to	PART
easat-6539	107	14	view	view	VERB
easat-6539	107	15	effects	effect	NOUN
easat-6539	107	16	before	before	ADP
easat-6539	107	17	finalizing	finalize	VERB
easat-6539	107	18	the	the	DET
easat-6539	107	19	replacement	replacement	NOUN
easat-6539	107	20	operation	operation	NOUN
easat-6539	107	21	.	.	PUNCT
easat-6539	108	1	this	this	DET
easat-6539	108	2	feature	feature	NOUN
easat-6539	108	3	contributes	contribute	VERB
easat-6539	108	4	to	to	ADP
easat-6539	108	5	improving	improve	VERB
easat-6539	108	6	the	the	DET
easat-6539	108	7	accuracy	accuracy	NOUN
easat-6539	108	8	of	of	ADP
easat-6539	108	9	face	face	NOUN
easat-6539	108	10	-	-	PUNCT
easat-6539	108	11	swapping	swap	VERB
easat-6539	108	12	results	result	NOUN
easat-6539	108	13	and	and	CCONJ
easat-6539	108	14	user	user	NOUN
easat-6539	108	15	satisfaction	satisfaction	NOUN
easat-6539	108	16	.	.	PUNCT
easat-6539	109	1	users	user	NOUN
easat-6539	109	2	can	can	AUX
easat-6539	109	3	make	make	VERB
easat-6539	109	4	fine	fine	ADJ
easat-6539	109	5	-	-	PUNCT
easat-6539	109	6	tuning	tune	VERB
easat-6539	109	7	adjustments	adjustment	NOUN
easat-6539	109	8	based	base	VERB
easat-6539	109	9	on	on	ADP
easat-6539	109	10	preview	preview	NOUN
easat-6539	109	11	results	result	NOUN
easat-6539	109	12	to	to	PART
easat-6539	109	13	achieve	achieve	VERB
easat-6539	109	14	outcomes	outcome	NOUN
easat-6539	109	15	more	more	ADV
easat-6539	109	16	aligned	aligned	ADJ
easat-6539	109	17	with	with	ADP
easat-6539	109	18	their	their	PRON
easat-6539	109	19	expectations	expectation	NOUN
easat-6539	109	20	.	.	PUNCT
easat-6539	110	1	however	however	ADV
easat-6539	110	2	,	,	PUNCT
easat-6539	110	3	swapface	swapface	NOUN
easat-6539	110	4	is	be	AUX
easat-6539	110	5	not	not	PART
easat-6539	110	6	without	without	ADP
easat-6539	110	7	limitations	limitation	NOUN
easat-6539	110	8	.	.	PUNCT
easat-6539	111	1	its	its	PRON
easat-6539	111	2	business	business	NOUN
easat-6539	111	3	model	model	NOUN
easat-6539	111	4	requires	require	VERB
easat-6539	111	5	users	user	NOUN
easat-6539	111	6	to	to	PART
easat-6539	111	7	subscribe	subscribe	VERB
easat-6539	111	8	to	to	PART
easat-6539	111	9	paid	pay	VERB
easat-6539	111	10	memberships	membership	NOUN
easat-6539	111	11	for	for	ADP
easat-6539	111	12	substantial	substantial	ADJ
easat-6539	111	13	face	face	NOUN
easat-6539	111	14	-	-	PUNCT
easat-6539	111	15	swapping	swap	VERB
easat-6539	111	16	tasks	task	NOUN
easat-6539	111	17	.	.	PUNCT
easat-6539	112	1	while	while	SCONJ
easat-6539	112	2	this	this	DET
easat-6539	112	3	model	model	NOUN
easat-6539	112	4	ensures	ensure	VERB
easat-6539	112	5	service	service	NOUN
easat-6539	112	6	quality	quality	NOUN
easat-6539	112	7	and	and	CCONJ
easat-6539	112	8	continuous	continuous	ADJ
easat-6539	112	9	technical	technical	ADJ
easat-6539	112	10	updates	update	NOUN
easat-6539	112	11	,	,	PUNCT
easat-6539	112	12	it	it	PRON
easat-6539	112	13	restricts	restrict	VERB
easat-6539	112	14	its	its	PRON
easat-6539	112	15	application	application	NOUN
easat-6539	112	16	in	in	ADP
easat-6539	112	17	certain	certain	ADJ
easat-6539	112	18	high	high	ADJ
easat-6539	112	19	-	-	PUNCT
easat-6539	112	20	frequency	frequency	NOUN
easat-6539	112	21	usage	usage	NOUN
easat-6539	112	22	scenarios	scenario	NOUN
easat-6539	112	23	.	.	PUNCT
easat-6539	113	1	it	it	PRON
easat-6539	113	2	may	may	AUX
easat-6539	113	3	incur	incur	VERB
easat-6539	113	4	high	high	ADJ
easat-6539	113	5	costs	cost	NOUN
easat-6539	113	6	for	for	ADP
easat-6539	113	7	users	user	NOUN
easat-6539	113	8	requiring	require	VERB
easat-6539	113	9	large	large	ADJ
easat-6539	113	10	-	-	PUNCT
easat-6539	113	11	scale	scale	NOUN
easat-6539	113	12	face	face	NOUN
easat-6539	113	13	-	-	PUNCT
easat-6539	113	14	swapping	swap	VERB
easat-6539	113	15	processing	processing	NOUN
easat-6539	113	16	.	.	PUNCT
easat-6539	114	1	moreover	moreover	ADV
easat-6539	114	2	,	,	PUNCT
easat-6539	114	3	compared	compare	VERB
easat-6539	114	4	to	to	ADP
easat-6539	114	5	some	some	DET
easat-6539	114	6	open	open	ADJ
easat-6539	114	7	-	-	PUNCT
easat-6539	114	8	source	source	NOUN
easat-6539	114	9	solutions	solution	NOUN
easat-6539	114	10	,	,	PUNCT
easat-6539	114	11	swapface	swapface	NOUN
easat-6539	114	12	offers	offer	VERB
easat-6539	114	13	limited	limited	ADJ
easat-6539	114	14	customization	customization	NOUN
easat-6539	114	15	capabilities	capability	NOUN
easat-6539	114	16	.	.	PUNCT
easat-6539	115	1	users	user	NOUN
easat-6539	115	2	can	can	AUX
easat-6539	115	3	not	not	PART
easat-6539	115	4	deeply	deeply	ADV
easat-6539	115	5	adjust	adjust	VERB
easat-6539	115	6	algorithm	algorithm	NOUN
easat-6539	115	7	parameters	parameter	NOUN
easat-6539	115	8	or	or	CCONJ
easat-6539	115	9	train	train	VERB
easat-6539	115	10	custom	custom	NOUN
easat-6539	115	11	models	model	NOUN
easat-6539	115	12	,	,	PUNCT
easat-6539	115	13	which	which	PRON
easat-6539	115	14	may	may	AUX
easat-6539	115	15	limit	limit	VERB
easat-6539	115	16	its	its	PRON
easat-6539	115	17	flexibility	flexibility	NOUN
easat-6539	115	18	in	in	ADP
easat-6539	115	19	certain	certain	ADJ
easat-6539	115	20	specialized	specialized	ADJ
easat-6539	115	21	application	application	NOUN
easat-6539	115	22	scenarios	scenario	NOUN
easat-6539	115	23	.	.	PUNCT
easat-6539	116	1	table	table	NOUN
easat-6539	116	2	2	2	NUM
easat-6539	116	3	.	.	X
easat-6539	116	4	swapface	swapface	NOUN
easat-6539	116	5	performance	performance	NOUN
easat-6539	116	6	summary	summary	NOUN
easat-6539	116	7	ease	ease	NOUN
easat-6539	116	8	of	of	ADP
easat-6539	116	9	use	use	NOUN
easat-6539	116	10	quality	quality	NOUN
easat-6539	116	11	of	of	ADP
easat-6539	116	12	project	project	NOUN
easat-6539	116	13	completion	completion	NOUN
easat-6539	116	14	time	time	NOUN
easat-6539	116	15	cost	cost	VERB
easat-6539	116	16	economic	economic	ADJ
easat-6539	116	17	cost	cost	NOUN
easat-6539	116	18	data	datum	NOUN
easat-6539	116	19	requirement	requirement	NOUN
easat-6539	116	20	1.0	1.0	NUM
easat-6539	116	21	4.5	4.5	NUM
easat-6539	116	22	2.0	2.0	NUM
easat-6539	116	23	5.0	5.0	NUM
easat-6539	116	24	1.0	1.0	NUM
easat-6539	116	25	*	*	PUNCT
easat-6539	116	26	note	note	NOUN
easat-6539	116	27	:	:	PUNCT
easat-6539	116	28	the	the	DET
easat-6539	116	29	evaluation	evaluation	NOUN
easat-6539	116	30	is	be	AUX
easat-6539	116	31	on	on	ADP
easat-6539	116	32	a	a	DET
easat-6539	116	33	scale	scale	NOUN
easat-6539	116	34	of	of	ADP
easat-6539	116	35	1	1	NUM
easat-6539	116	36	-	-	SYM
easat-6539	116	37	5	5	NUM
easat-6539	116	38	points	point	NOUN
easat-6539	116	39	.	.	PUNCT
easat-6539	117	1	3.3	3.3	NUM
easat-6539	117	2	.	.	PUNCT
easat-6539	118	1	faceswap	faceswap	PROPN
easat-6539	118	2	faceswap	faceswap	PROPN
easat-6539	118	3	,	,	PUNCT
easat-6539	118	4	as	as	ADP
easat-6539	118	5	a	a	DET
easat-6539	118	6	deep	deep	ADJ
easat-6539	118	7	learning	learning	NOUN
easat-6539	118	8	-	-	PUNCT
easat-6539	118	9	based	base	VERB
easat-6539	118	10	face	face	NOUN
easat-6539	118	11	-	-	PUNCT
easat-6539	118	12	swapping	swap	VERB
easat-6539	118	13	tool	tool	NOUN
easat-6539	118	14	,	,	PUNCT
easat-6539	118	15	is	be	AUX
easat-6539	118	16	characterized	characterize	VERB
easat-6539	118	17	by	by	ADP
easat-6539	118	18	its	its	PRON
easat-6539	118	19	robust	robust	ADJ
easat-6539	118	20	model	model	NOUN
easat-6539	118	21	training	training	NOUN
easat-6539	118	22	capabilities	capability	NOUN
easat-6539	118	23	and	and	CCONJ
easat-6539	118	24	user	user	NOUN
easat-6539	118	25	-	-	PUNCT
easat-6539	118	26	friendly	friendly	ADJ
easat-6539	118	27	graphical	graphical	ADJ
easat-6539	118	28	interface	interface	NOUN
easat-6539	118	29	.	.	PUNCT
easat-6539	119	1	the	the	DET
easat-6539	119	2	tool	tool	NOUN
easat-6539	119	3	excels	excel	VERB
easat-6539	119	4	in	in	ADP
easat-6539	119	5	model	model	NOUN
easat-6539	119	6	training	training	NOUN
easat-6539	119	7	speed	speed	NOUN
easat-6539	119	8	,	,	PUNCT
easat-6539	119	9	rapidly	rapidly	ADV
easat-6539	119	10	achieving	achieve	VERB
easat-6539	119	11	low	low	ADJ
easat-6539	119	12	loss	loss	NOUN
easat-6539	119	13	values	value	NOUN
easat-6539	119	14	.	.	PUNCT
easat-6539	120	1	this	this	DET
easat-6539	120	2	feature	feature	NOUN
easat-6539	120	3	enhances	enhance	VERB
easat-6539	120	4	model	model	NOUN
easat-6539	120	5	iteration	iteration	NOUN
easat-6539	120	6	efficiency	efficiency	NOUN
easat-6539	120	7	and	and	CCONJ
easat-6539	120	8	enables	enable	VERB
easat-6539	120	9	faceswap	faceswap	NOUN
easat-6539	120	10	to	to	PART
easat-6539	120	11	adapt	adapt	VERB
easat-6539	120	12	quickly	quickly	ADV
easat-6539	120	13	to	to	ADP
easat-6539	120	14	new	new	ADJ
easat-6539	120	15	face	face	NOUN
easat-6539	120	16	replacement	replacement	NOUN
easat-6539	120	17	tasks	task	NOUN
easat-6539	120	18	.	.	PUNCT
easat-6539	121	1	the	the	DET
easat-6539	121	2	efficient	efficient	ADJ
easat-6539	121	3	training	training	NOUN
easat-6539	121	4	process	process	NOUN
easat-6539	121	5	allows	allow	VERB
easat-6539	121	6	users	user	NOUN
easat-6539	121	7	to	to	PART
easat-6539	121	8	obtain	obtain	VERB
easat-6539	121	9	satisfactory	satisfactory	ADJ
easat-6539	121	10	face	face	NOUN
easat-6539	121	11	-	-	PUNCT
easat-6539	121	12	swapping	swap	VERB
easat-6539	121	13	models	model	NOUN
easat-6539	121	14	relatively	relatively	ADV
easat-6539	121	15	quickly	quickly	ADV
easat-6539	121	16	,	,	PUNCT
easat-6539	121	17	which	which	PRON
easat-6539	121	18	is	be	AUX
easat-6539	121	19	particularly	particularly	ADV
easat-6539	121	20	valuable	valuable	ADJ
easat-6539	121	21	for	for	ADP
easat-6539	121	22	applications	application	NOUN
easat-6539	121	23	requiring	require	VERB
easat-6539	121	24	frequent	frequent	ADJ
easat-6539	121	25	model	model	NOUN
easat-6539	121	26	updates	update	NOUN
easat-6539	121	27	.	.	PUNCT
easat-6539	122	1	furthermore	furthermore	ADV
easat-6539	122	2	,	,	PUNCT
easat-6539	122	3	faceswap	faceswap	NOUN
easat-6539	122	4	provides	provide	VERB
easat-6539	122	5	an	an	DET
easat-6539	122	6	intuitive	intuitive	ADJ
easat-6539	122	7	graphical	graphical	ADJ
easat-6539	122	8	user	user	NOUN
easat-6539	122	9	interface	interface	NOUN
easat-6539	122	10	that	that	PRON
easat-6539	122	11	simplifies	simplify	VERB
easat-6539	122	12	the	the	DET
easat-6539	122	13	operational	operational	ADJ
easat-6539	122	14	process	process	NOUN
easat-6539	122	15	.	.	PUNCT
easat-6539	123	1	users	user	NOUN
easat-6539	123	2	need	need	VERB
easat-6539	123	3	only	only	ADV
easat-6539	123	4	import	import	NOUN
easat-6539	123	5	source	source	NOUN
easat-6539	123	6	,	,	PUNCT
easat-6539	123	7	target	target	NOUN
easat-6539	123	8	face	face	NOUN
easat-6539	123	9	videos	video	NOUN
easat-6539	123	10	,	,	PUNCT
easat-6539	123	11	and	and	CCONJ
easat-6539	123	12	select	select	VERB
easat-6539	123	13	appropriate	appropriate	ADJ
easat-6539	123	14	algorithms	algorithm	NOUN
easat-6539	123	15	and	and	CCONJ
easat-6539	123	16	parameters	parameter	NOUN
easat-6539	123	17	to	to	PART
easat-6539	123	18	generate	generate	VERB
easat-6539	123	19	face	face	NOUN
easat-6539	123	20	-	-	PUNCT
easat-6539	123	21	swapping	swap	VERB
easat-6539	123	22	results	result	NOUN
easat-6539	123	23	.	.	PUNCT
easat-6539	124	1	this	this	DET
easat-6539	124	2	design	design	NOUN
easat-6539	124	3	significantly	significantly	ADV
easat-6539	124	4	lowers	lower	VERB
easat-6539	124	5	the	the	DET
easat-6539	124	6	technical	technical	ADJ
easat-6539	124	7	barrier	barrier	NOUN
easat-6539	124	8	,	,	PUNCT
easat-6539	124	9	making	make	VERB
easat-6539	124	10	complex	complex	ADJ
easat-6539	124	11	ai	ai	VERB
easat-6539	124	12	face	face	NOUN
easat-6539	124	13	-	-	PUNCT
easat-6539	124	14	swapping	swap	VERB
easat-6539	124	15	technology	technology	NOUN
easat-6539	124	16	accessible	accessible	ADJ
easat-6539	124	17	to	to	ADP
easat-6539	124	18	a	a	DET
easat-6539	124	19	broader	broad	ADJ
easat-6539	124	20	user	user	NOUN
easat-6539	124	21	base	base	NOUN
easat-6539	124	22	.	.	PUNCT
easat-6539	125	1	the	the	DET
easat-6539	125	2	graphical	graphical	ADJ
easat-6539	125	3	interface	interface	NOUN
easat-6539	125	4	offers	offer	VERB
easat-6539	125	5	basic	basic	ADJ
easat-6539	125	6	operational	operational	ADJ
easat-6539	125	7	functions	function	NOUN
easat-6539	125	8	and	and	CCONJ
easat-6539	125	9	includes	include	VERB
easat-6539	125	10	advanced	advanced	ADJ
easat-6539	125	11	features	feature	NOUN
easat-6539	125	12	such	such	ADJ
easat-6539	125	13	as	as	ADP
easat-6539	125	14	data	data	NOUN
easat-6539	125	15	preprocessing	preprocessing	NOUN
easat-6539	125	16	and	and	CCONJ
easat-6539	125	17	model	model	NOUN
easat-6539	125	18	training	training	NOUN
easat-6539	125	19	progress	progress	NOUN
easat-6539	125	20	visualization	visualization	NOUN
easat-6539	125	21	,	,	PUNCT
easat-6539	125	22	providing	provide	VERB
easat-6539	125	23	users	user	NOUN
easat-6539	125	24	with	with	ADP
easat-6539	125	25	comprehensive	comprehensive	ADJ
easat-6539	125	26	control	control	NOUN
easat-6539	125	27	capabilities	capability	NOUN
easat-6539	125	28	.	.	PUNCT
easat-6539	126	1	faceswap	faceswap	NOUN
easat-6539	126	2	supports	support	VERB
easat-6539	126	3	multiple	multiple	ADJ
easat-6539	126	4	face	face	NOUN
easat-6539	126	5	-	-	PUNCT
easat-6539	126	6	swapping	swap	VERB
easat-6539	126	7	algorithms	algorithm	NOUN
easat-6539	126	8	,	,	PUNCT
easat-6539	126	9	allowing	allow	VERB
easat-6539	126	10	users	user	NOUN
easat-6539	126	11	to	to	PART
easat-6539	126	12	select	select	VERB
easat-6539	126	13	the	the	DET
easat-6539	126	14	most	most	ADV
easat-6539	126	15	suitable	suitable	ADJ
easat-6539	126	16	algorithm	algorithm	NOUN
easat-6539	126	17	based	base	VERB
easat-6539	126	18	on	on	ADP
easat-6539	126	19	specific	specific	ADJ
easat-6539	126	20	requirements	requirement	NOUN
easat-6539	126	21	.	.	PUNCT
easat-6539	127	1	this	this	DET
easat-6539	127	2	flexibility	flexibility	NOUN
easat-6539	127	3	enables	enable	VERB
easat-6539	127	4	faceswap	faceswap	ADJ
easat-6539	127	5	to	to	PART
easat-6539	127	6	adapt	adapt	VERB
easat-6539	127	7	to	to	ADP
easat-6539	127	8	2226	2226	NUM
easat-6539	127	9	edelweiss	edelweiss	PROPN
easat-6539	127	10	applied	apply	VERB
easat-6539	127	11	science	science	NOUN
easat-6539	127	12	and	and	CCONJ
easat-6539	127	13	technology	technology	NOUN
easat-6539	127	14	issn	issn	PROPN
easat-6539	127	15	:	:	PUNCT
easat-6539	127	16	2576	2576	NUM
easat-6539	127	17	-	-	SYM
easat-6539	127	18	8484	8484	NUM
easat-6539	127	19	vol	vol	NOUN
easat-6539	127	20	.	.	PROPN
easat-6539	128	1	9	9	NUM
easat-6539	128	2	,	,	PUNCT
easat-6539	128	3	no	no	INTJ
easat-6539	128	4	.	.	NOUN
easat-6539	128	5	4	4	NUM
easat-6539	128	6	:	:	SYM
easat-6539	128	7	2222	2222	NUM
easat-6539	128	8	-	-	SYM
easat-6539	128	9	2234	2234	NUM
easat-6539	128	10	,	,	PUNCT
easat-6539	128	11	2025	2025	NUM
easat-6539	128	12	doi	doi	NOUN
easat-6539	128	13	:	:	PUNCT
easat-6539	128	14	10.55214/25768484.v9i4.6539	10.55214/25768484.v9i4.6539	NOUN
easat-6539	128	15	©	©	PROPN
easat-6539	128	16	2025	2025	NUM
easat-6539	128	17	by	by	ADP
easat-6539	128	18	the	the	DET
easat-6539	128	19	authors	author	NOUN
easat-6539	128	20	;	;	PUNCT
easat-6539	128	21	licensee	licensee	PROPN
easat-6539	128	22	learning	learning	NOUN
easat-6539	128	23	gate	gate	VERB
easat-6539	128	24	various	various	ADJ
easat-6539	128	25	application	application	NOUN
easat-6539	128	26	scenarios	scenario	NOUN
easat-6539	128	27	,	,	PUNCT
easat-6539	128	28	from	from	ADP
easat-6539	128	29	simple	simple	ADJ
easat-6539	128	30	photo	photo	NOUN
easat-6539	128	31	face	face	NOUN
easat-6539	128	32	-	-	PUNCT
easat-6539	128	33	swapping	swapping	NOUN
easat-6539	128	34	to	to	ADP
easat-6539	128	35	complex	complex	ADJ
easat-6539	128	36	video	video	NOUN
easat-6539	128	37	face	face	NOUN
easat-6539	128	38	-	-	PUNCT
easat-6539	128	39	swapping	swapping	NOUN
easat-6539	128	40	.	.	PUNCT
easat-6539	129	1	as	as	ADP
easat-6539	129	2	an	an	DET
easat-6539	129	3	open	open	ADJ
easat-6539	129	4	-	-	PUNCT
easat-6539	129	5	source	source	NOUN
easat-6539	129	6	project	project	NOUN
easat-6539	129	7	,	,	PUNCT
easat-6539	129	8	faceswap	faceswap	NOUN
easat-6539	129	9	benefits	benefit	NOUN
easat-6539	129	10	from	from	ADP
easat-6539	129	11	the	the	DET
easat-6539	129	12	support	support	NOUN
easat-6539	129	13	of	of	ADP
easat-6539	129	14	an	an	DET
easat-6539	129	15	active	active	ADJ
easat-6539	129	16	developer	developer	NOUN
easat-6539	129	17	community	community	NOUN
easat-6539	129	18	,	,	PUNCT
easat-6539	129	19	ensuring	ensure	VERB
easat-6539	129	20	continuous	continuous	ADJ
easat-6539	129	21	software	software	NOUN
easat-6539	129	22	updates	update	NOUN
easat-6539	129	23	and	and	CCONJ
easat-6539	129	24	improvements	improvement	NOUN
easat-6539	129	25	while	while	SCONJ
easat-6539	129	26	providing	provide	VERB
easat-6539	129	27	users	user	NOUN
easat-6539	129	28	with	with	ADP
easat-6539	129	29	rich	rich	ADJ
easat-6539	129	30	learning	learning	NOUN
easat-6539	129	31	resources	resource	NOUN
easat-6539	129	32	and	and	CCONJ
easat-6539	129	33	technical	technical	ADJ
easat-6539	129	34	support	support	NOUN
easat-6539	129	35	.	.	PUNCT
easat-6539	130	1	however	however	ADV
easat-6539	130	2	,	,	PUNCT
easat-6539	130	3	faceswap	faceswap	NOUN
easat-6539	130	4	is	be	AUX
easat-6539	130	5	not	not	PART
easat-6539	130	6	without	without	ADP
easat-6539	130	7	limitations	limitation	NOUN
easat-6539	130	8	.	.	PUNCT
easat-6539	131	1	training	training	NOUN
easat-6539	131	2	models	model	NOUN
easat-6539	131	3	solely	solely	ADV
easat-6539	131	4	through	through	ADP
easat-6539	131	5	source	source	NOUN
easat-6539	131	6	video	video	NOUN
easat-6539	131	7	materials	material	NOUN
easat-6539	131	8	may	may	AUX
easat-6539	131	9	result	result	VERB
easat-6539	131	10	in	in	ADP
easat-6539	131	11	less	less	ADJ
easat-6539	131	12	refined	refined	ADJ
easat-6539	131	13	generation	generation	NOUN
easat-6539	131	14	results	result	NOUN
easat-6539	131	15	.	.	PUNCT
easat-6539	132	1	this	this	DET
easat-6539	132	2	limitation	limitation	NOUN
easat-6539	132	3	may	may	AUX
easat-6539	132	4	become	become	VERB
easat-6539	132	5	apparent	apparent	ADJ
easat-6539	132	6	when	when	SCONJ
easat-6539	132	7	handling	handle	VERB
easat-6539	132	8	high	high	ADJ
easat-6539	132	9	-	-	PUNCT
easat-6539	132	10	quality	quality	NOUN
easat-6539	132	11	face	face	NOUN
easat-6539	132	12	-	-	PUNCT
easat-6539	132	13	swapping	swap	VERB
easat-6539	132	14	tasks	task	NOUN
easat-6539	132	15	,	,	PUNCT
easat-6539	132	16	particularly	particularly	ADV
easat-6539	132	17	in	in	ADP
easat-6539	132	18	scenarios	scenario	NOUN
easat-6539	132	19	requiring	require	VERB
easat-6539	132	20	precise	precise	ADJ
easat-6539	132	21	capture	capture	NOUN
easat-6539	132	22	of	of	ADP
easat-6539	132	23	facial	facial	ADJ
easat-6539	132	24	details	detail	NOUN
easat-6539	132	25	and	and	CCONJ
easat-6539	132	26	expressions	expression	NOUN
easat-6539	132	27	.	.	PUNCT
easat-6539	133	1	additionally	additionally	ADV
easat-6539	133	2	,	,	PUNCT
easat-6539	133	3	faceswap	faceswap	NOUN
easat-6539	133	4	's	's	PART
easat-6539	133	5	installation	installation	NOUN
easat-6539	133	6	environment	environment	NOUN
easat-6539	133	7	is	be	AUX
easat-6539	133	8	relatively	relatively	ADV
easat-6539	133	9	complex	complex	ADJ
easat-6539	133	10	,	,	PUNCT
easat-6539	133	11	which	which	PRON
easat-6539	133	12	may	may	AUX
easat-6539	133	13	create	create	VERB
easat-6539	133	14	usage	usage	NOUN
easat-6539	133	15	barriers	barrier	NOUN
easat-6539	133	16	for	for	ADP
easat-6539	133	17	some	some	DET
easat-6539	133	18	users	user	NOUN
easat-6539	133	19	,	,	PUNCT
easat-6539	133	20	especially	especially	ADV
easat-6539	133	21	those	those	PRON
easat-6539	133	22	without	without	ADP
easat-6539	133	23	technical	technical	ADJ
easat-6539	133	24	backgrounds	background	NOUN
easat-6539	133	25	.	.	PUNCT
easat-6539	134	1	the	the	DET
easat-6539	134	2	complex	complex	ADJ
easat-6539	134	3	environment	environment	NOUN
easat-6539	134	4	configuration	configuration	NOUN
easat-6539	134	5	increases	increase	VERB
easat-6539	134	6	the	the	DET
easat-6539	134	7	difficulty	difficulty	NOUN
easat-6539	134	8	of	of	ADP
easat-6539	134	9	initial	initial	ADJ
easat-6539	134	10	use	use	NOUN
easat-6539	134	11	and	and	CCONJ
easat-6539	134	12	may	may	AUX
easat-6539	134	13	also	also	ADV
easat-6539	134	14	affect	affect	VERB
easat-6539	134	15	software	software	NOUN
easat-6539	134	16	stability	stability	NOUN
easat-6539	134	17	and	and	CCONJ
easat-6539	134	18	performance	performance	NOUN
easat-6539	134	19	.	.	PUNCT
easat-6539	135	1	this	this	DET
easat-6539	135	2	complexity	complexity	NOUN
easat-6539	135	3	may	may	AUX
easat-6539	135	4	limit	limit	VERB
easat-6539	135	5	faceswap	faceswap	NOUN
easat-6539	135	6	's	's	PART
easat-6539	135	7	widespread	widespread	ADJ
easat-6539	135	8	adoption	adoption	NOUN
easat-6539	135	9	,	,	PUNCT
easat-6539	135	10	particularly	particularly	ADV
easat-6539	135	11	in	in	ADP
easat-6539	135	12	commercial	commercial	ADJ
easat-6539	135	13	applications	application	NOUN
easat-6539	135	14	requiring	require	VERB
easat-6539	135	15	rapid	rapid	ADJ
easat-6539	135	16	deployment	deployment	NOUN
easat-6539	135	17	.	.	PUNCT
easat-6539	136	1	table	table	NOUN
easat-6539	136	2	3	3	NUM
easat-6539	136	3	.	.	PUNCT
easat-6539	136	4	faceswap	faceswap	NOUN
easat-6539	136	5	performance	performance	NOUN
easat-6539	136	6	summary	summary	NOUN
easat-6539	136	7	.	.	PUNCT
easat-6539	137	1	ease	ease	NOUN
easat-6539	137	2	of	of	ADP
easat-6539	137	3	use	use	NOUN
easat-6539	137	4	quality	quality	NOUN
easat-6539	137	5	of	of	ADP
easat-6539	137	6	project	project	NOUN
easat-6539	137	7	completion	completion	NOUN
easat-6539	137	8	time	time	NOUN
easat-6539	137	9	cost	cost	VERB
easat-6539	137	10	economic	economic	ADJ
easat-6539	137	11	cost	cost	NOUN
easat-6539	137	12	data	datum	NOUN
easat-6539	137	13	requirement	requirement	NOUN
easat-6539	137	14	5.0	5.0	NUM
easat-6539	137	15	4.0	4.0	NUM
easat-6539	137	16	3.0	3.0	NUM
easat-6539	137	17	0.0	0.0	NUM
easat-6539	137	18	3.0	3.0	NUM
easat-6539	137	19	*	*	PUNCT
easat-6539	137	20	note	note	NOUN
easat-6539	137	21	:	:	PUNCT
easat-6539	137	22	the	the	DET
easat-6539	137	23	evaluation	evaluation	NOUN
easat-6539	137	24	is	be	AUX
easat-6539	137	25	on	on	ADP
easat-6539	137	26	a	a	DET
easat-6539	137	27	scale	scale	NOUN
easat-6539	137	28	of	of	ADP
easat-6539	137	29	1	1	NUM
easat-6539	137	30	-	-	SYM
easat-6539	137	31	5	5	NUM
easat-6539	137	32	points	point	NOUN
easat-6539	137	33	.	.	PUNCT
easat-6539	138	1	3.4	3.4	NUM
easat-6539	138	2	.	.	PUNCT
easat-6539	138	3	deepface	deepface	NOUN
easat-6539	138	4	lab	lab	NOUN
easat-6539	138	5	deepface	deepface	NOUN
easat-6539	138	6	lab	lab	NOUN
easat-6539	138	7	,	,	PUNCT
easat-6539	138	8	as	as	ADP
easat-6539	138	9	an	an	DET
easat-6539	138	10	open	open	ADJ
easat-6539	138	11	-	-	PUNCT
easat-6539	138	12	source	source	NOUN
easat-6539	138	13	deepfake	deepfake	NOUN
easat-6539	138	14	system	system	NOUN
easat-6539	138	15	,	,	PUNCT
easat-6539	138	16	is	be	AUX
easat-6539	138	17	renowned	renowned	ADJ
easat-6539	138	18	for	for	ADP
easat-6539	138	19	its	its	PRON
easat-6539	138	20	powerful	powerful	ADJ
easat-6539	138	21	customization	customization	NOUN
easat-6539	138	22	capabilities	capability	NOUN
easat-6539	138	23	and	and	CCONJ
easat-6539	138	24	high	high	ADJ
easat-6539	138	25	-	-	PUNCT
easat-6539	138	26	quality	quality	NOUN
easat-6539	138	27	output	output	NOUN
easat-6539	138	28	results	result	NOUN
easat-6539	138	29	.	.	PUNCT
easat-6539	139	1	as	as	ADP
easat-6539	139	2	an	an	DET
easat-6539	139	3	open	open	ADJ
easat-6539	139	4	-	-	PUNCT
easat-6539	139	5	source	source	NOUN
easat-6539	139	6	project	project	NOUN
easat-6539	139	7	,	,	PUNCT
easat-6539	139	8	deepface	deepface	NOUN
easat-6539	139	9	lab	lab	NOUN
easat-6539	139	10	reduces	reduce	VERB
easat-6539	139	11	usage	usage	NOUN
easat-6539	139	12	costs	cost	NOUN
easat-6539	139	13	and	and	CCONJ
easat-6539	139	14	provides	provide	VERB
easat-6539	139	15	a	a	DET
easat-6539	139	16	platform	platform	NOUN
easat-6539	139	17	for	for	ADP
easat-6539	139	18	community	community	NOUN
easat-6539	139	19	contributions	contribution	NOUN
easat-6539	139	20	and	and	CCONJ
easat-6539	139	21	technological	technological	ADJ
easat-6539	139	22	innovation	innovation	NOUN
easat-6539	139	23	.	.	PUNCT
easat-6539	140	1	developers	developer	NOUN
easat-6539	140	2	and	and	CCONJ
easat-6539	140	3	researchers	researcher	NOUN
easat-6539	140	4	can	can	AUX
easat-6539	140	5	freely	freely	ADV
easat-6539	140	6	access	access	VERB
easat-6539	140	7	and	and	CCONJ
easat-6539	140	8	modify	modify	VERB
easat-6539	140	9	the	the	DET
easat-6539	140	10	source	source	NOUN
easat-6539	140	11	code	code	NOUN
easat-6539	140	12	,	,	PUNCT
easat-6539	140	13	fostering	foster	VERB
easat-6539	140	14	rapid	rapid	ADJ
easat-6539	140	15	development	development	NOUN
easat-6539	140	16	and	and	CCONJ
easat-6539	140	17	innovation	innovation	NOUN
easat-6539	140	18	in	in	ADP
easat-6539	140	19	ai	ai	ADJ
easat-6539	140	20	face	face	NOUN
easat-6539	140	21	-	-	PUNCT
easat-6539	140	22	swapping	swap	VERB
easat-6539	140	23	technology	technology	NOUN
easat-6539	140	24	.	.	PUNCT
easat-6539	141	1	the	the	DET
easat-6539	141	2	active	active	ADJ
easat-6539	141	3	participation	participation	NOUN
easat-6539	141	4	of	of	ADP
easat-6539	141	5	the	the	DET
easat-6539	141	6	open	open	ADJ
easat-6539	141	7	-	-	PUNCT
easat-6539	141	8	source	source	NOUN
easat-6539	141	9	community	community	NOUN
easat-6539	141	10	ensures	ensure	VERB
easat-6539	141	11	that	that	SCONJ
easat-6539	141	12	deepface	deepface	NOUN
easat-6539	141	13	lab	lab	NOUN
easat-6539	141	14	continuously	continuously	ADV
easat-6539	141	15	improves	improve	VERB
easat-6539	141	16	and	and	CCONJ
easat-6539	141	17	adapts	adapt	VERB
easat-6539	141	18	to	to	ADP
easat-6539	141	19	new	new	ADJ
easat-6539	141	20	technological	technological	ADJ
easat-6539	141	21	trends	trend	NOUN
easat-6539	141	22	.	.	PUNCT
easat-6539	142	1	deepface	deepface	NOUN
easat-6539	142	2	lab	lab	NOUN
easat-6539	142	3	boasts	boast	VERB
easat-6539	142	4	robust	robust	ADJ
easat-6539	142	5	customization	customization	NOUN
easat-6539	142	6	capabilities	capability	NOUN
easat-6539	142	7	,	,	PUNCT
easat-6539	142	8	allowing	allow	VERB
easat-6539	142	9	users	user	NOUN
easat-6539	142	10	to	to	PART
easat-6539	142	11	train	train	VERB
easat-6539	142	12	customized	customize	VERB
easat-6539	142	13	models	model	NOUN
easat-6539	142	14	based	base	VERB
easat-6539	142	15	on	on	ADP
easat-6539	142	16	specific	specific	ADJ
easat-6539	142	17	requirements	requirement	NOUN
easat-6539	142	18	,	,	PUNCT
easat-6539	142	19	significantly	significantly	ADV
easat-6539	142	20	enhancing	enhance	VERB
easat-6539	142	21	the	the	DET
easat-6539	142	22	quality	quality	NOUN
easat-6539	142	23	and	and	CCONJ
easat-6539	142	24	adaptability	adaptability	NOUN
easat-6539	142	25	of	of	ADP
easat-6539	142	26	face	face	NOUN
easat-6539	142	27	-	-	PUNCT
easat-6539	142	28	swapping	swap	VERB
easat-6539	142	29	results	result	NOUN
easat-6539	142	30	.	.	PUNCT
easat-6539	143	1	it	it	PRON
easat-6539	143	2	offers	offer	VERB
easat-6539	143	3	a	a	DET
easat-6539	143	4	rich	rich	ADJ
easat-6539	143	5	array	array	NOUN
easat-6539	143	6	of	of	ADP
easat-6539	143	7	parameter	parameter	NOUN
easat-6539	143	8	settings	setting	NOUN
easat-6539	143	9	and	and	CCONJ
easat-6539	143	10	model	model	NOUN
easat-6539	143	11	selection	selection	NOUN
easat-6539	143	12	options	option	NOUN
easat-6539	143	13	,	,	PUNCT
easat-6539	143	14	enabling	enable	VERB
easat-6539	143	15	users	user	NOUN
easat-6539	143	16	to	to	ADP
easat-6539	143	17	fine	fine	ADJ
easat-6539	143	18	-	-	PUNCT
easat-6539	143	19	tune	tune	NOUN
easat-6539	143	20	various	various	ADJ
easat-6539	143	21	aspects	aspect	NOUN
easat-6539	143	22	of	of	ADP
easat-6539	143	23	the	the	DET
easat-6539	143	24	face	face	NOUN
easat-6539	143	25	-	-	PUNCT
easat-6539	143	26	swapping	swap	VERB
easat-6539	143	27	process	process	NOUN
easat-6539	143	28	.	.	PUNCT
easat-6539	144	1	this	this	DET
easat-6539	144	2	high	high	ADJ
easat-6539	144	3	customizability	customizability	NOUN
easat-6539	144	4	allows	allow	VERB
easat-6539	144	5	deepface	deepface	NOUN
easat-6539	144	6	lab	lab	NOUN
easat-6539	144	7	to	to	PART
easat-6539	144	8	adapt	adapt	VERB
easat-6539	144	9	to	to	PART
easat-6539	144	10	diverse	diverse	VERB
easat-6539	144	11	and	and	CCONJ
easat-6539	144	12	complex	complex	ADJ
easat-6539	144	13	face	face	NOUN
easat-6539	144	14	-	-	PUNCT
easat-6539	144	15	swapping	swap	VERB
easat-6539	144	16	needs	need	NOUN
easat-6539	144	17	,	,	PUNCT
easat-6539	144	18	distinguishing	distinguish	VERB
easat-6539	144	19	it	it	PRON
easat-6539	144	20	in	in	ADP
easat-6539	144	21	professional	professional	ADJ
easat-6539	144	22	applications	application	NOUN
easat-6539	144	23	.	.	PUNCT
easat-6539	145	1	the	the	DET
easat-6539	145	2	system	system	NOUN
easat-6539	145	3	can	can	AUX
easat-6539	145	4	generate	generate	VERB
easat-6539	145	5	high	high	ADJ
easat-6539	145	6	-	-	PUNCT
easat-6539	145	7	fidelity	fidelity	NOUN
easat-6539	145	8	face	face	NOUN
easat-6539	145	9	-	-	PUNCT
easat-6539	145	10	swapping	swap	VERB
easat-6539	145	11	results	result	NOUN
easat-6539	145	12	suitable	suitable	ADJ
easat-6539	145	13	for	for	ADP
easat-6539	145	14	long	long	ADJ
easat-6539	145	15	-	-	PUNCT
easat-6539	145	16	duration	duration	NOUN
easat-6539	145	17	video	video	NOUN
easat-6539	145	18	processing	processing	NOUN
easat-6539	145	19	and	and	CCONJ
easat-6539	145	20	cinema	cinema	NOUN
easat-6539	145	21	-	-	PUNCT
easat-6539	145	22	grade	grade	NOUN
easat-6539	145	23	faceswapping	faceswappe	VERB
easat-6539	145	24	requirements[2	requirements[2	NOUN
easat-6539	145	25	]	]	PUNCT
easat-6539	145	26	.	.	PUNCT
easat-6539	146	1	through	through	ADP
easat-6539	146	2	advanced	advanced	ADJ
easat-6539	146	3	deep	deep	ADJ
easat-6539	146	4	learning	learning	NOUN
easat-6539	146	5	algorithms	algorithm	NOUN
easat-6539	146	6	and	and	CCONJ
easat-6539	146	7	sophisticated	sophisticated	ADJ
easat-6539	146	8	facial	facial	ADJ
easat-6539	146	9	feature	feature	NOUN
easat-6539	146	10	extraction	extraction	NOUN
easat-6539	146	11	techniques	technique	NOUN
easat-6539	146	12	,	,	PUNCT
easat-6539	146	13	deepface	deepface	NOUN
easat-6539	146	14	lab	lab	NOUN
easat-6539	146	15	precisely	precisely	ADV
easat-6539	146	16	captures	capture	NOUN
easat-6539	146	17	and	and	CCONJ
easat-6539	146	18	reproduces	reproduce	VERB
easat-6539	146	19	facial	facial	ADJ
easat-6539	146	20	expressions	expression	NOUN
easat-6539	146	21	,	,	PUNCT
easat-6539	146	22	lighting	lighting	NOUN
easat-6539	146	23	changes	change	NOUN
easat-6539	146	24	,	,	PUNCT
easat-6539	146	25	and	and	CCONJ
easat-6539	146	26	subtle	subtle	ADJ
easat-6539	146	27	movements	movement	NOUN
easat-6539	146	28	.	.	PUNCT
easat-6539	147	1	this	this	DET
easat-6539	147	2	high	high	ADJ
easat-6539	147	3	-	-	PUNCT
easat-6539	147	4	quality	quality	NOUN
easat-6539	147	5	output	output	NOUN
easat-6539	147	6	gives	give	VERB
easat-6539	147	7	deepface	deepface	NOUN
easat-6539	147	8	lab	lab	NOUN
easat-6539	147	9	a	a	DET
easat-6539	147	10	significant	significant	ADJ
easat-6539	147	11	advantage	advantage	NOUN
easat-6539	147	12	in	in	ADP
easat-6539	147	13	professional	professional	ADJ
easat-6539	147	14	visual	visual	ADJ
easat-6539	147	15	effects	effect	NOUN
easat-6539	147	16	production	production	NOUN
easat-6539	147	17	.	.	PUNCT
easat-6539	148	1	furthermore	furthermore	ADV
easat-6539	148	2	,	,	PUNCT
easat-6539	148	3	deepface	deepface	NOUN
easat-6539	148	4	lab	lab	NOUN
easat-6539	148	5	provides	provide	VERB
easat-6539	148	6	a	a	DET
easat-6539	148	7	comprehensive	comprehensive	ADJ
easat-6539	148	8	workflow	workflow	NOUN
easat-6539	148	9	encompassing	encompass	VERB
easat-6539	148	10	multiple	multiple	ADJ
easat-6539	148	11	stages	stage	NOUN
easat-6539	148	12	,	,	PUNCT
easat-6539	148	13	including	include	VERB
easat-6539	148	14	data	datum	NOUN
easat-6539	148	15	preprocessing	preprocessing	NOUN
easat-6539	148	16	,	,	PUNCT
easat-6539	148	17	model	model	NOUN
easat-6539	148	18	training	training	NOUN
easat-6539	148	19	,	,	PUNCT
easat-6539	148	20	face	face	NOUN
easat-6539	148	21	-	-	PUNCT
easat-6539	148	22	swapping	swap	VERB
easat-6539	148	23	generation	generation	NOUN
easat-6539	148	24	,	,	PUNCT
easat-6539	148	25	and	and	CCONJ
easat-6539	148	26	post	post	ADJ
easat-6539	148	27	-	-	ADJ
easat-6539	148	28	processing	processing	NOUN
easat-6539	148	29	.	.	PUNCT
easat-6539	149	1	this	this	DET
easat-6539	149	2	holistic	holistic	ADJ
easat-6539	149	3	functional	functional	ADJ
easat-6539	149	4	design	design	NOUN
easat-6539	149	5	allows	allow	VERB
easat-6539	149	6	users	user	NOUN
easat-6539	149	7	to	to	PART
easat-6539	149	8	complete	complete	VERB
easat-6539	149	9	entire	entire	ADJ
easat-6539	149	10	face	face	NOUN
easat-6539	149	11	-	-	PUNCT
easat-6539	149	12	swapping	swap	VERB
easat-6539	149	13	projects	project	NOUN
easat-6539	149	14	on	on	ADP
easat-6539	149	15	a	a	DET
easat-6539	149	16	unified	unified	ADJ
easat-6539	149	17	platform	platform	NOUN
easat-6539	149	18	,	,	PUNCT
easat-6539	149	19	improving	improve	VERB
easat-6539	149	20	work	work	NOUN
easat-6539	149	21	efficiency	efficiency	NOUN
easat-6539	149	22	and	and	CCONJ
easat-6539	149	23	result	result	NOUN
easat-6539	149	24	consistency	consistency	NOUN
easat-6539	149	25	.	.	PUNCT
easat-6539	150	1	however	however	ADV
easat-6539	150	2	,	,	PUNCT
easat-6539	150	3	deepface	deepface	NOUN
easat-6539	150	4	lab	lab	NOUN
easat-6539	150	5	's	's	PART
easat-6539	150	6	high	high	ADJ
easat-6539	150	7	-	-	PUNCT
easat-6539	150	8	quality	quality	NOUN
easat-6539	150	9	output	output	NOUN
easat-6539	150	10	comes	come	VERB
easat-6539	150	11	at	at	ADP
easat-6539	150	12	the	the	DET
easat-6539	150	13	cost	cost	NOUN
easat-6539	150	14	of	of	ADP
easat-6539	150	15	high	high	ADJ
easat-6539	150	16	data	datum	NOUN
easat-6539	150	17	requirements	requirement	NOUN
easat-6539	150	18	.	.	PUNCT
easat-6539	151	1	it	it	PRON
easat-6539	151	2	necessitates	necessitate	VERB
easat-6539	151	3	a	a	DET
easat-6539	151	4	large	large	ADJ
easat-6539	151	5	amount	amount	NOUN
easat-6539	151	6	of	of	ADP
easat-6539	151	7	material	material	NOUN
easat-6539	151	8	for	for	ADP
easat-6539	151	9	model	model	NOUN
easat-6539	151	10	training	training	NOUN
easat-6539	151	11	,	,	PUNCT
easat-6539	151	12	which	which	PRON
easat-6539	151	13	not	not	PART
easat-6539	151	14	only	only	ADV
easat-6539	151	15	increases	increase	VERB
easat-6539	151	16	usage	usage	NOUN
easat-6539	151	17	costs	cost	NOUN
easat-6539	151	18	but	but	CCONJ
easat-6539	151	19	may	may	AUX
easat-6539	151	20	also	also	ADV
easat-6539	151	21	involve	involve	VERB
easat-6539	151	22	legal	legal	ADJ
easat-6539	151	23	issues	issue	NOUN
easat-6539	151	24	related	relate	VERB
easat-6539	151	25	to	to	ADP
easat-6539	151	26	data	datum	NOUN
easat-6539	151	27	privacy	privacy	NOUN
easat-6539	151	28	and	and	CCONJ
easat-6539	151	29	copyright	copyright	NOUN
easat-6539	151	30	.	.	PUNCT
easat-6539	152	1	in	in	ADP
easat-6539	152	2	scenarios	scenario	NOUN
easat-6539	152	3	with	with	ADP
easat-6539	152	4	limited	limited	ADJ
easat-6539	152	5	resources	resource	NOUN
easat-6539	152	6	,	,	PUNCT
easat-6539	152	7	these	these	DET
easat-6539	152	8	high	high	ADJ
easat-6539	152	9	data	data	NOUN
easat-6539	152	10	requirements	requirement	NOUN
easat-6539	152	11	may	may	AUX
easat-6539	152	12	somewhat	somewhat	ADV
easat-6539	152	13	restrict	restrict	VERB
easat-6539	152	14	deepface	deepface	NOUN
easat-6539	152	15	lab	lab	NOUN
easat-6539	152	16	's	's	PART
easat-6539	152	17	application	application	NOUN
easat-6539	152	18	.	.	PUNCT
easat-6539	153	1	table	table	NOUN
easat-6539	153	2	4	4	NUM
easat-6539	153	3	.	.	PUNCT
easat-6539	153	4	deepface	deepface	NOUN
easat-6539	153	5	lab	lab	NOUN
easat-6539	153	6	performance	performance	NOUN
easat-6539	153	7	summary	summary	NOUN
easat-6539	153	8	.	.	PUNCT
easat-6539	154	1	ease	ease	NOUN
easat-6539	154	2	of	of	ADP
easat-6539	154	3	use	use	NOUN
easat-6539	154	4	quality	quality	NOUN
easat-6539	154	5	of	of	ADP
easat-6539	154	6	project	project	NOUN
easat-6539	154	7	completion	completion	NOUN
easat-6539	154	8	time	time	NOUN
easat-6539	154	9	cost	cost	VERB
easat-6539	154	10	economic	economic	ADJ
easat-6539	154	11	cost	cost	NOUN
easat-6539	154	12	data	datum	NOUN
easat-6539	154	13	requirement	requirement	NOUN
easat-6539	154	14	3.5	3.5	NUM
easat-6539	154	15	5.0	5.0	NUM
easat-6539	154	16	4.0	4.0	NUM
easat-6539	154	17	0.0	0.0	NUM
easat-6539	154	18	5.0	5.0	NUM
easat-6539	154	19	*	*	PUNCT
easat-6539	154	20	note	note	NOUN
easat-6539	154	21	:	:	PUNCT
easat-6539	154	22	the	the	DET
easat-6539	154	23	evaluation	evaluation	NOUN
easat-6539	154	24	is	be	AUX
easat-6539	154	25	on	on	ADP
easat-6539	154	26	a	a	DET
easat-6539	154	27	scale	scale	NOUN
easat-6539	154	28	of	of	ADP
easat-6539	154	29	1	1	NUM
easat-6539	154	30	-	-	SYM
easat-6539	154	31	5	5	NUM
easat-6539	154	32	points	point	NOUN
easat-6539	154	33	.	.	PUNCT
easat-6539	155	1	2227	2227	NUM
easat-6539	155	2	edelweiss	edelweiss	PROPN
easat-6539	155	3	applied	apply	VERB
easat-6539	155	4	science	science	NOUN
easat-6539	155	5	and	and	CCONJ
easat-6539	155	6	technology	technology	NOUN
easat-6539	155	7	issn	issn	PROPN
easat-6539	155	8	:	:	PUNCT
easat-6539	155	9	2576	2576	NUM
easat-6539	155	10	-	-	SYM
easat-6539	155	11	8484	8484	NUM
easat-6539	155	12	vol	vol	NOUN
easat-6539	155	13	.	.	PROPN
easat-6539	156	1	9	9	NUM
easat-6539	156	2	,	,	PUNCT
easat-6539	156	3	no	no	INTJ
easat-6539	156	4	.	.	NOUN
easat-6539	156	5	4	4	NUM
easat-6539	156	6	:	:	SYM
easat-6539	156	7	2222	2222	NUM
easat-6539	156	8	-	-	SYM
easat-6539	156	9	2234	2234	NUM
easat-6539	156	10	,	,	PUNCT
easat-6539	156	11	2025	2025	NUM
easat-6539	156	12	doi	doi	NOUN
easat-6539	156	13	:	:	PUNCT
easat-6539	156	14	10.55214/25768484.v9i4.6539	10.55214/25768484.v9i4.6539	NOUN
easat-6539	156	15	©	©	PROPN
easat-6539	156	16	2025	2025	NUM
easat-6539	156	17	by	by	ADP
easat-6539	156	18	the	the	DET
easat-6539	156	19	authors	author	NOUN
easat-6539	156	20	;	;	PUNCT
easat-6539	156	21	licensee	licensee	PROPN
easat-6539	156	22	learning	learning	NOUN
easat-6539	156	23	gate	gate	NOUN
easat-6539	156	24	in	in	ADP
easat-6539	156	25	conclusion	conclusion	NOUN
easat-6539	156	26	,	,	PUNCT
easat-6539	156	27	rope	rope	NOUN
easat-6539	156	28	's	's	PART
easat-6539	156	29	performance	performance	NOUN
easat-6539	156	30	in	in	ADP
easat-6539	156	31	complex	complex	ADJ
easat-6539	156	32	scenarios	scenario	NOUN
easat-6539	156	33	and	and	CCONJ
easat-6539	156	34	output	output	NOUN
easat-6539	156	35	quality	quality	NOUN
easat-6539	156	36	still	still	ADV
easat-6539	156	37	has	have	VERB
easat-6539	156	38	room	room	NOUN
easat-6539	156	39	for	for	ADP
easat-6539	156	40	improvement	improvement	NOUN
easat-6539	156	41	.	.	PUNCT
easat-6539	157	1	the	the	DET
easat-6539	157	2	economic	economic	ADJ
easat-6539	157	3	costs	cost	NOUN
easat-6539	157	4	associated	associate	VERB
easat-6539	157	5	with	with	ADP
easat-6539	157	6	swapface	swapface	NOUN
easat-6539	157	7	’s	’s	PART
easat-6539	157	8	business	business	NOUN
easat-6539	157	9	model	model	NOUN
easat-6539	157	10	may	may	AUX
easat-6539	157	11	limit	limit	VERB
easat-6539	157	12	its	its	PRON
easat-6539	157	13	application	application	NOUN
easat-6539	157	14	in	in	ADP
easat-6539	157	15	certain	certain	ADJ
easat-6539	157	16	high	high	ADJ
easat-6539	157	17	-	-	PUNCT
easat-6539	157	18	frequency	frequency	NOUN
easat-6539	157	19	usage	usage	NOUN
easat-6539	157	20	scenarios	scenario	NOUN
easat-6539	157	21	.	.	PUNCT
easat-6539	158	1	the	the	DET
easat-6539	158	2	complexity	complexity	NOUN
easat-6539	158	3	of	of	ADP
easat-6539	158	4	faceswap	faceswap	NOUN
easat-6539	158	5	’s	’s	PART
easat-6539	158	6	installation	installation	NOUN
easat-6539	158	7	environment	environment	NOUN
easat-6539	158	8	and	and	CCONJ
easat-6539	158	9	issues	issue	NOUN
easat-6539	158	10	with	with	ADP
easat-6539	158	11	result	result	NOUN
easat-6539	158	12	refinement	refinement	NOUN
easat-6539	158	13	may	may	AUX
easat-6539	158	14	affect	affect	VERB
easat-6539	158	15	its	its	PRON
easat-6539	158	16	application	application	NOUN
easat-6539	158	17	in	in	ADP
easat-6539	158	18	certain	certain	ADJ
easat-6539	158	19	professional	professional	ADJ
easat-6539	158	20	scenarios	scenario	NOUN
easat-6539	158	21	.	.	PUNCT
easat-6539	159	1	so	so	ADV
easat-6539	159	2	,	,	PUNCT
easat-6539	159	3	the	the	DET
easat-6539	159	4	author	author	NOUN
easat-6539	159	5	considers	consider	VERB
easat-6539	159	6	deepface	deepface	NOUN
easat-6539	159	7	lab	lab	NOUN
easat-6539	159	8	the	the	DET
easat-6539	159	9	optimal	optimal	ADJ
easat-6539	159	10	choice	choice	NOUN
easat-6539	159	11	for	for	ADP
easat-6539	159	12	the	the	DET
easat-6539	159	13	current	current	ADJ
easat-6539	159	14	workflow	workflow	NOUN
easat-6539	159	15	.	.	PUNCT
easat-6539	160	1	this	this	DET
easat-6539	160	2	assessment	assessment	NOUN
easat-6539	160	3	is	be	AUX
easat-6539	160	4	based	base	VERB
easat-6539	160	5	on	on	ADP
easat-6539	160	6	its	its	PRON
easat-6539	160	7	superior	superior	ADJ
easat-6539	160	8	output	output	NOUN
easat-6539	160	9	quality	quality	NOUN
easat-6539	160	10	,	,	PUNCT
easat-6539	160	11	extensive	extensive	ADJ
easat-6539	160	12	customization	customization	NOUN
easat-6539	160	13	options	option	NOUN
easat-6539	160	14	,	,	PUNCT
easat-6539	160	15	and	and	CCONJ
easat-6539	160	16	suitability	suitability	NOUN
easat-6539	160	17	for	for	ADP
easat-6539	160	18	professional	professional	ADJ
easat-6539	160	19	-	-	PUNCT
easat-6539	160	20	grade	grade	NOUN
easat-6539	160	21	applications	application	NOUN
easat-6539	160	22	.	.	PUNCT
easat-6539	161	1	table	table	NOUN
easat-6539	161	2	5	5	NUM
easat-6539	161	3	.	.	PUNCT
easat-6539	162	1	performance	performance	NOUN
easat-6539	162	2	comparison	comparison	NOUN
easat-6539	162	3	of	of	ADP
easat-6539	162	4	various	various	ADJ
easat-6539	162	5	deepfake	deepfake	NOUN
easat-6539	162	6	software	software	NOUN
easat-6539	162	7	.	.	PUNCT
easat-6539	163	1	software	software	NOUN
easat-6539	163	2	ease	ease	NOUN
easat-6539	163	3	of	of	ADP
easat-6539	163	4	use	use	NOUN
easat-6539	163	5	quality	quality	NOUN
easat-6539	163	6	of	of	ADP
easat-6539	163	7	project	project	NOUN
easat-6539	163	8	completion	completion	NOUN
easat-6539	163	9	time	time	NOUN
easat-6539	163	10	cost	cost	VERB
easat-6539	163	11	economic	economic	ADJ
easat-6539	163	12	cost	cost	NOUN
easat-6539	163	13	data	datum	NOUN
easat-6539	163	14	requirement	requirement	NOUN
easat-6539	163	15	rope	rope	NOUN
easat-6539	163	16	2.0	2.0	NUM
easat-6539	163	17	3.5	3.5	NUM
easat-6539	163	18	1.0	1.0	NUM
easat-6539	163	19	0.0	0.0	NUM
easat-6539	163	20	1.0	1.0	NUM
easat-6539	163	21	swapface	swapface	NOUN
easat-6539	163	22	1.0	1.0	NUM
easat-6539	163	23	4.5	4.5	NUM
easat-6539	163	24	2.0	2.0	NUM
easat-6539	163	25	5.0	5.0	NUM
easat-6539	163	26	1.0	1.0	NUM
easat-6539	163	27	faceswap	faceswap	NOUN
easat-6539	163	28	5.0	5.0	NUM
easat-6539	163	29	4.0	4.0	NUM
easat-6539	163	30	3.0	3.0	NUM
easat-6539	163	31	0.0	0.0	NUM
easat-6539	163	32	3.0	3.0	NUM
easat-6539	163	33	deepface	deepface	NOUN
easat-6539	163	34	lab	lab	NOUN
easat-6539	163	35	3.5	3.5	NUM
easat-6539	163	36	5.0	5.0	NUM
easat-6539	163	37	4.0	4.0	NUM
easat-6539	163	38	0.0	0.0	NUM
easat-6539	163	39	5.0	5.0	NUM
easat-6539	163	40	*	*	PUNCT
easat-6539	163	41	note	note	NOUN
easat-6539	163	42	:	:	PUNCT
easat-6539	163	43	the	the	DET
easat-6539	163	44	evaluation	evaluation	NOUN
easat-6539	163	45	is	be	AUX
easat-6539	163	46	on	on	ADP
easat-6539	163	47	a	a	DET
easat-6539	163	48	scale	scale	NOUN
easat-6539	163	49	of	of	ADP
easat-6539	163	50	1	1	NUM
easat-6539	163	51	-	-	SYM
easat-6539	163	52	5	5	NUM
easat-6539	163	53	points	point	NOUN
easat-6539	163	54	.	.	PUNCT
easat-6539	164	1	4	4	X
easat-6539	164	2	.	.	X
easat-6539	164	3	comparison	comparison	NOUN
easat-6539	164	4	of	of	ADP
easat-6539	164	5	the	the	DET
easat-6539	164	6	effect	effect	NOUN
easat-6539	164	7	of	of	ADP
easat-6539	164	8	different	different	ADJ
easat-6539	164	9	ai	ai	AUX
easat-6539	164	10	drawing	draw	VERB
easat-6539	164	11	software	software	NOUN
easat-6539	164	12	in	in	ADP
easat-6539	164	13	generating	generate	VERB
easat-6539	164	14	the	the	DET
easat-6539	164	15	face	face	NOUN
easat-6539	164	16	material	material	NOUN
easat-6539	164	17	needed	need	VERB
easat-6539	164	18	for	for	ADP
easat-6539	164	19	deepfake	deepfake	NOUN
easat-6539	164	20	4.1	4.1	NUM
easat-6539	164	21	.	.	PUNCT
easat-6539	165	1	stable	stable	ADJ
easat-6539	165	2	diffusion	diffusion	NOUN
easat-6539	165	3	as	as	ADP
easat-6539	165	4	one	one	NUM
easat-6539	165	5	of	of	ADP
easat-6539	165	6	the	the	DET
easat-6539	165	7	leading	lead	VERB
easat-6539	165	8	ai	ai	NOUN
easat-6539	165	9	image	image	NOUN
easat-6539	165	10	generation	generation	NOUN
easat-6539	165	11	models	model	NOUN
easat-6539	165	12	,	,	PUNCT
easat-6539	165	13	stable	stable	ADJ
easat-6539	165	14	diffusion	diffusion	NOUN
easat-6539	165	15	has	have	AUX
easat-6539	165	16	been	be	AUX
easat-6539	165	17	widely	widely	ADV
easat-6539	165	18	applied	apply	VERB
easat-6539	165	19	to	to	ADP
easat-6539	165	20	various	various	ADJ
easat-6539	165	21	image	image	NOUN
easat-6539	165	22	generation	generation	NOUN
easat-6539	165	23	tasks	task	NOUN
easat-6539	165	24	.	.	PUNCT
easat-6539	166	1	however	however	ADV
easat-6539	166	2	,	,	PUNCT
easat-6539	166	3	testing	testing	NOUN
easat-6539	166	4	has	have	AUX
easat-6539	166	5	revealed	reveal	VERB
easat-6539	166	6	significant	significant	ADJ
easat-6539	166	7	deficiencies	deficiency	NOUN
easat-6539	166	8	when	when	SCONJ
easat-6539	166	9	directly	directly	ADV
easat-6539	166	10	utilizing	utilize	VERB
easat-6539	166	11	the	the	DET
easat-6539	166	12	image	image	NOUN
easat-6539	166	13	-	-	PUNCT
easat-6539	166	14	to	to	ADP
easat-6539	166	15	-	-	PUNCT
easat-6539	166	16	image	image	NOUN
easat-6539	166	17	mode	mode	NOUN
easat-6539	166	18	to	to	PART
easat-6539	166	19	generate	generate	VERB
easat-6539	166	20	human	human	ADJ
easat-6539	166	21	faces	face	NOUN
easat-6539	166	22	.	.	PUNCT
easat-6539	167	1	as	as	SCONJ
easat-6539	167	2	shown	show	VERB
easat-6539	167	3	in	in	ADP
easat-6539	167	4	figure	figure	NOUN
easat-6539	167	5	1	1	NUM
easat-6539	167	6	[	[	X
easat-6539	167	7	14	14	NUM
easat-6539	167	8	]	]	PUNCT
easat-6539	167	9	the	the	DET
easat-6539	167	10	facial	facial	ADJ
easat-6539	167	11	expressions	expression	NOUN
easat-6539	167	12	in	in	ADP
easat-6539	167	13	the	the	DET
easat-6539	167	14	generated	generate	VERB
easat-6539	167	15	images	image	NOUN
easat-6539	167	16	often	often	ADV
easat-6539	167	17	have	have	VERB
easat-6539	167	18	insufficient	insufficient	ADJ
easat-6539	167	19	range	range	NOUN
easat-6539	167	20	or	or	CCONJ
easat-6539	167	21	are	be	AUX
easat-6539	167	22	uncontrollable	uncontrollable	ADJ
easat-6539	167	23	,	,	PUNCT
easat-6539	167	24	to	to	PART
easat-6539	167	25	simulate	simulate	VERB
easat-6539	167	26	the	the	DET
easat-6539	167	27	rich	rich	ADJ
easat-6539	167	28	spectrum	spectrum	NOUN
easat-6539	167	29	of	of	ADP
easat-6539	167	30	human	human	ADJ
easat-6539	167	31	facial	facial	ADJ
easat-6539	167	32	expressions	expression	NOUN
easat-6539	167	33	authentically	authentically	ADV
easat-6539	167	34	.	.	PUNCT
easat-6539	168	1	these	these	DET
easat-6539	168	2	issues	issue	NOUN
easat-6539	168	3	render	render	VERB
easat-6539	168	4	ai	ai	VERB
easat-6539	168	5	-	-	PUNCT
easat-6539	168	6	generated	generate	VERB
easat-6539	168	7	facial	facial	ADJ
easat-6539	168	8	images	image	NOUN
easat-6539	168	9	produced	produce	VERB
easat-6539	168	10	in	in	ADP
easat-6539	168	11	this	this	DET
easat-6539	168	12	manner	manner	NOUN
easat-6539	168	13	inadequate	inadequate	ADJ
easat-6539	168	14	for	for	ADP
easat-6539	168	15	meeting	meet	VERB
easat-6539	168	16	the	the	DET
easat-6539	168	17	high	high	ADJ
easat-6539	168	18	-	-	PUNCT
easat-6539	168	19	quality	quality	NOUN
easat-6539	168	20	requirements	requirement	NOUN
easat-6539	168	21	necessary	necessary	ADJ
easat-6539	168	22	for	for	ADP
easat-6539	168	23	deepfake	deepfake	NOUN
easat-6539	168	24	training	training	NOUN
easat-6539	168	25	.	.	PUNCT
easat-6539	169	1	figure	figure	NOUN
easat-6539	169	2	1	1	NUM
easat-6539	169	3	.	.	PUNCT
easat-6539	170	1	rigidity	rigidity	NOUN
easat-6539	170	2	of	of	ADP
easat-6539	170	3	expression	expression	NOUN
easat-6539	170	4	[	[	X
easat-6539	170	5	14	14	NUM
easat-6539	170	6	]	]	PUNCT
easat-6539	170	7	.	.	PUNCT
easat-6539	171	1	to	to	PART
easat-6539	171	2	overcome	overcome	VERB
easat-6539	171	3	this	this	DET
easat-6539	171	4	challenge	challenge	NOUN
easat-6539	171	5	,	,	PUNCT
easat-6539	171	6	a	a	DET
easat-6539	171	7	currently	currently	ADV
easat-6539	171	8	viable	viable	ADJ
easat-6539	171	9	approach	approach	NOUN
easat-6539	171	10	is	be	AUX
easat-6539	171	11	to	to	PART
easat-6539	171	12	utilize	utilize	VERB
easat-6539	171	13	the	the	DET
easat-6539	171	14	local	local	ADJ
easat-6539	171	15	redrawing	redrawing	NOUN
easat-6539	171	16	(	(	PUNCT
easat-6539	171	17	inpaint	inpaint	NOUN
easat-6539	171	18	)	)	PUNCT
easat-6539	171	19	function	function	NOUN
easat-6539	171	20	within	within	ADP
easat-6539	171	21	the	the	DET
easat-6539	171	22	image	image	NOUN
easat-6539	171	23	-	-	PUNCT
easat-6539	171	24	to	to	ADP
easat-6539	171	25	-	-	PUNCT
easat-6539	171	26	image	image	NOUN
easat-6539	171	27	mode	mode	NOUN
easat-6539	171	28	,	,	PUNCT
easat-6539	171	29	obtaining	obtain	VERB
easat-6539	171	30	the	the	DET
easat-6539	171	31	required	require	VERB
easat-6539	171	32	facial	facial	ADJ
easat-6539	171	33	image	image	NOUN
easat-6539	171	34	materials	material	NOUN
easat-6539	171	35	through	through	ADP
easat-6539	171	36	face	face	NOUN
easat-6539	171	37	swapping	swap	VERB
easat-6539	171	38	.	.	PUNCT
easat-6539	172	1	this	this	DET
easat-6539	172	2	method	method	NOUN
easat-6539	172	3	primarily	primarily	ADV
easat-6539	172	4	relies	rely	VERB
easat-6539	172	5	on	on	ADP
easat-6539	172	6	a	a	DET
easat-6539	172	7	model	model	NOUN
easat-6539	172	8	called	call	VERB
easat-6539	172	9	"	"	PUNCT
easat-6539	172	10	ip	ip	ADJ
easat-6539	172	11	-	-	ADJ
easat-6539	172	12	adapter	adapter	NOUN
easat-6539	172	13	face	face	NOUN
easat-6539	172	14	i	i	PROPN
easat-6539	172	15	d	d	PROPN
easat-6539	172	16	plus	plus	CCONJ
easat-6539	172	17	v2	v2	PROPN
easat-6539	172	18	,	,	PUNCT
easat-6539	172	19	"	"	PUNCT
easat-6539	172	20	which	which	PRON
easat-6539	172	21	can	can	AUX
easat-6539	172	22	precisely	precisely	ADV
easat-6539	172	23	control	control	VERB
easat-6539	172	24	the	the	DET
easat-6539	172	25	image	image	NOUN
easat-6539	172	26	generation	generation	NOUN
easat-6539	172	27	process	process	NOUN
easat-6539	172	28	under	under	ADP
easat-6539	172	29	stable	stable	ADJ
easat-6539	172	30	diffusion	diffusion	NOUN
easat-6539	172	31	's	's	PART
easat-6539	172	32	controlnet	controlnet	NOUN
easat-6539	172	33	architecture	architecture	NOUN
easat-6539	172	34	.	.	PUNCT
easat-6539	173	1	as	as	SCONJ
easat-6539	173	2	shown	show	VERB
easat-6539	173	3	in	in	ADP
easat-6539	173	4	figure	figure	NOUN
easat-6539	173	5	2	2	NUM
easat-6539	173	6	,	,	PUNCT
easat-6539	173	7	while	while	SCONJ
easat-6539	173	8	this	this	DET
easat-6539	173	9	method	method	NOUN
easat-6539	173	10	can	can	AUX
easat-6539	173	11	,	,	PUNCT
easat-6539	173	12	to	to	ADP
easat-6539	173	13	some	some	DET
easat-6539	173	14	extent	extent	NOUN
easat-6539	173	15	,	,	PUNCT
easat-6539	173	16	address	address	VERB
easat-6539	173	17	the	the	DET
easat-6539	173	18	issues	issue	NOUN
easat-6539	173	19	of	of	ADP
easat-6539	173	20	rigid	rigid	ADJ
easat-6539	173	21	expressions	expression	NOUN
easat-6539	173	22	and	and	CCONJ
easat-6539	173	23	2228	2228	NUM
easat-6539	173	24	edelweiss	edelweiss	PROPN
easat-6539	173	25	applied	apply	VERB
easat-6539	173	26	science	science	NOUN
easat-6539	173	27	and	and	CCONJ
easat-6539	173	28	technology	technology	NOUN
easat-6539	173	29	issn	issn	PROPN
easat-6539	173	30	:	:	PUNCT
easat-6539	173	31	2576	2576	NUM
easat-6539	173	32	-	-	SYM
easat-6539	173	33	8484	8484	NUM
easat-6539	173	34	vol	vol	NOUN
easat-6539	173	35	.	.	PROPN
easat-6539	174	1	9	9	NUM
easat-6539	174	2	,	,	PUNCT
easat-6539	174	3	no	no	INTJ
easat-6539	174	4	.	.	NOUN
easat-6539	174	5	4	4	NUM
easat-6539	174	6	:	:	SYM
easat-6539	174	7	2222	2222	NUM
easat-6539	174	8	-	-	SYM
easat-6539	174	9	2234	2234	NUM
easat-6539	174	10	,	,	PUNCT
easat-6539	174	11	2025	2025	NUM
easat-6539	174	12	doi	doi	NOUN
easat-6539	174	13	:	:	PUNCT
easat-6539	174	14	10.55214/25768484.v9i4.6539	10.55214/25768484.v9i4.6539	NOUN
easat-6539	174	15	©	©	PROPN
easat-6539	174	16	2025	2025	NUM
easat-6539	174	17	by	by	ADP
easat-6539	174	18	the	the	DET
easat-6539	174	19	authors	author	NOUN
easat-6539	174	20	;	;	PUNCT
easat-6539	174	21	licensee	licensee	PROPN
easat-6539	174	22	learning	learning	NOUN
easat-6539	174	23	gate	gate	VERB
easat-6539	174	24	facial	facial	ADJ
easat-6539	174	25	instability	instability	NOUN
easat-6539	174	26	,	,	PUNCT
easat-6539	174	27	it	it	PRON
easat-6539	174	28	often	often	ADV
easat-6539	174	29	fails	fail	VERB
easat-6539	174	30	to	to	PART
easat-6539	174	31	achieve	achieve	VERB
easat-6539	174	32	a	a	DET
easat-6539	174	33	natural	natural	ADJ
easat-6539	174	34	transition	transition	NOUN
easat-6539	174	35	when	when	SCONJ
easat-6539	174	36	replacing	replace	VERB
easat-6539	174	37	faces	face	NOUN
easat-6539	174	38	with	with	ADP
easat-6539	174	39	significantly	significantly	ADV
easat-6539	174	40	different	different	ADJ
easat-6539	174	41	skin	skin	NOUN
easat-6539	174	42	tones	tone	NOUN
easat-6539	174	43	.	.	PUNCT
easat-6539	175	1	this	this	DET
easat-6539	175	2	results	result	VERB
easat-6539	175	3	in	in	ADP
easat-6539	175	4	output	output	NOUN
easat-6539	175	5	images	image	NOUN
easat-6539	175	6	that	that	PRON
easat-6539	175	7	appear	appear	VERB
easat-6539	175	8	artificial	artificial	ADJ
easat-6539	175	9	and	and	CCONJ
easat-6539	175	10	mask	mask	NOUN
easat-6539	175	11	-	-	PUNCT
easat-6539	175	12	like	like	ADJ
easat-6539	175	13	,	,	PUNCT
easat-6539	175	14	falling	fall	VERB
easat-6539	175	15	short	short	ADV
easat-6539	175	16	of	of	ADP
easat-6539	175	17	the	the	DET
easat-6539	175	18	required	require	VERB
easat-6539	175	19	quality	quality	NOUN
easat-6539	175	20	level	level	NOUN
easat-6539	175	21	for	for	ADP
easat-6539	175	22	training	training	NOUN
easat-6539	175	23	.	.	PUNCT
easat-6539	176	1	figure	figure	NOUN
easat-6539	176	2	2	2	NUM
easat-6539	176	3	.	.	PUNCT
easat-6539	177	1	mask	mask	NOUN
easat-6539	177	2	-	-	PUNCT
easat-6539	177	3	like	like	ADJ
easat-6539	177	4	due	due	ADP
easat-6539	177	5	to	to	ADP
easat-6539	177	6	inconsistent	inconsistent	ADJ
easat-6539	177	7	skin	skin	NOUN
easat-6539	177	8	tone	tone	NOUN
easat-6539	177	9	[	[	X
easat-6539	177	10	14	14	NUM
easat-6539	177	11	]	]	PUNCT
easat-6539	177	12	.	.	PUNCT
easat-6539	178	1	in	in	ADP
easat-6539	178	2	the	the	DET
easat-6539	178	3	context	context	NOUN
easat-6539	178	4	of	of	ADP
easat-6539	178	5	deepfake	deepfake	NOUN
easat-6539	178	6	technology	technology	NOUN
easat-6539	178	7	,	,	PUNCT
easat-6539	178	8	these	these	DET
easat-6539	178	9	limitations	limitation	NOUN
easat-6539	178	10	of	of	ADP
easat-6539	178	11	stable	stable	ADJ
easat-6539	178	12	diffusion	diffusion	NOUN
easat-6539	178	13	present	present	ADJ
easat-6539	178	14	significant	significant	ADJ
easat-6539	178	15	challenges	challenge	NOUN
easat-6539	178	16	.	.	PUNCT
easat-6539	179	1	the	the	DET
easat-6539	179	2	lack	lack	NOUN
easat-6539	179	3	of	of	ADP
easat-6539	179	4	diverse	diverse	ADJ
easat-6539	179	5	and	and	CCONJ
easat-6539	179	6	natural	natural	ADJ
easat-6539	179	7	facial	facial	ADJ
easat-6539	179	8	expressions	expression	NOUN
easat-6539	179	9	in	in	ADP
easat-6539	179	10	the	the	DET
easat-6539	179	11	generated	generate	VERB
easat-6539	179	12	images	image	NOUN
easat-6539	179	13	could	could	AUX
easat-6539	179	14	lead	lead	VERB
easat-6539	179	15	to	to	AUX
easat-6539	179	16	deepfake	deepfake	VERB
easat-6539	179	17	models	model	NOUN
easat-6539	179	18	that	that	PRON
easat-6539	179	19	struggle	struggle	VERB
easat-6539	179	20	to	to	PART
easat-6539	179	21	reproduce	reproduce	VERB
easat-6539	179	22	a	a	DET
easat-6539	179	23	wide	wide	ADJ
easat-6539	179	24	range	range	NOUN
easat-6539	179	25	of	of	ADP
easat-6539	179	26	human	human	ADJ
easat-6539	179	27	emotions	emotion	NOUN
easat-6539	179	28	and	and	CCONJ
easat-6539	179	29	expressions	expression	NOUN
easat-6539	179	30	accurately	accurately	ADV
easat-6539	179	31	.	.	PUNCT
easat-6539	180	1	furthermore	furthermore	ADV
easat-6539	180	2	,	,	PUNCT
easat-6539	180	3	the	the	DET
easat-6539	180	4	issues	issue	NOUN
easat-6539	180	5	with	with	ADP
easat-6539	180	6	skin	skin	NOUN
easat-6539	180	7	tone	tone	NOUN
easat-6539	180	8	transitions	transition	NOUN
easat-6539	180	9	could	could	AUX
easat-6539	180	10	result	result	VERB
easat-6539	180	11	in	in	ADP
easat-6539	180	12	unrealistic	unrealistic	ADJ
easat-6539	180	13	or	or	CCONJ
easat-6539	180	14	inconsistent	inconsistent	ADJ
easat-6539	180	15	appearances	appearance	NOUN
easat-6539	180	16	in	in	ADP
easat-6539	180	17	the	the	DET
easat-6539	180	18	final	final	ADJ
easat-6539	180	19	deepfake	deepfake	NOUN
easat-6539	180	20	outputs	output	NOUN
easat-6539	180	21	,	,	PUNCT
easat-6539	180	22	particularly	particularly	ADV
easat-6539	180	23	when	when	SCONJ
easat-6539	180	24	applied	apply	VERB
easat-6539	180	25	to	to	ADP
easat-6539	180	26	individuals	individual	NOUN
easat-6539	180	27	with	with	ADP
easat-6539	180	28	diverse	diverse	ADJ
easat-6539	180	29	ethnic	ethnic	ADJ
easat-6539	180	30	backgrounds	background	NOUN
easat-6539	180	31	.	.	PUNCT
easat-6539	181	1	4.2	4.2	NUM
easat-6539	181	2	.	.	PUNCT
easat-6539	182	1	midjourney	midjourney	PROPN
easat-6539	182	2	midjourney	midjourney	PROPN
easat-6539	182	3	,	,	PUNCT
easat-6539	182	4	a	a	DET
easat-6539	182	5	mainstream	mainstream	NOUN
easat-6539	182	6	ai	ai	NOUN
easat-6539	182	7	painting	paint	VERB
easat-6539	182	8	software	software	NOUN
easat-6539	182	9	,	,	PUNCT
easat-6539	182	10	provides	provide	VERB
easat-6539	182	11	users	user	NOUN
easat-6539	182	12	with	with	ADP
easat-6539	182	13	an	an	DET
easat-6539	182	14	efficient	efficient	ADJ
easat-6539	182	15	and	and	CCONJ
easat-6539	182	16	convenient	convenient	ADJ
easat-6539	182	17	creative	creative	ADJ
easat-6539	182	18	platform	platform	NOUN
easat-6539	182	19	.	.	PUNCT
easat-6539	183	1	currently	currently	ADV
easat-6539	183	2	,	,	PUNCT
easat-6539	183	3	there	there	PRON
easat-6539	183	4	are	be	VERB
easat-6539	183	5	two	two	NUM
easat-6539	183	6	methods	method	NOUN
easat-6539	183	7	to	to	PART
easat-6539	183	8	generate	generate	VERB
easat-6539	183	9	a	a	DET
easat-6539	183	10	series	series	NOUN
easat-6539	183	11	of	of	ADP
easat-6539	183	12	facial	facial	ADJ
easat-6539	183	13	images	image	NOUN
easat-6539	183	14	with	with	ADP
easat-6539	183	15	consistent	consistent	ADJ
easat-6539	183	16	features	feature	NOUN
easat-6539	183	17	using	use	VERB
easat-6539	183	18	midjourney	midjourney	NOUN
easat-6539	183	19	:	:	PUNCT
easat-6539	183	20	adding	add	VERB
easat-6539	183	21	command	command	NOUN
easat-6539	183	22	parameters	parameter	NOUN
easat-6539	183	23	and	and	CCONJ
easat-6539	183	24	using	use	VERB
easat-6539	183	25	plugins	plugin	NOUN
easat-6539	183	26	.	.	PUNCT
easat-6539	184	1	by	by	ADP
easat-6539	184	2	utilizing	utilize	VERB
easat-6539	184	3	midjourney	midjourney	NOUN
easat-6539	184	4	's	's	PART
easat-6539	184	5	character	character	NOUN
easat-6539	184	6	feature	feature	NOUN
easat-6539	184	7	control	control	NOUN
easat-6539	184	8	parameter	parameter	NOUN
easat-6539	184	9	"	"	PUNCT
easat-6539	184	10	--cref	--cref	PROPN
easat-6539	184	11	"	"	PUNCT
easat-6539	184	12	and	and	CCONJ
easat-6539	184	13	source	source	NOUN
easat-6539	184	14	image	image	NOUN
easat-6539	184	15	style	style	NOUN
easat-6539	184	16	inheritance	inheritance	NOUN
easat-6539	184	17	parameter	parameter	NOUN
easat-6539	184	18	"	"	PUNCT
easat-6539	184	19	--sref	--sref	PROPN
easat-6539	184	20	"	"	PUNCT
easat-6539	184	21	,	,	PUNCT
easat-6539	184	22	users	user	NOUN
easat-6539	184	23	can	can	AUX
easat-6539	184	24	generate	generate	VERB
easat-6539	184	25	facial	facial	ADJ
easat-6539	184	26	images	image	NOUN
easat-6539	184	27	with	with	ADP
easat-6539	184	28	realistic	realistic	ADJ
easat-6539	184	29	and	and	CCONJ
easat-6539	184	30	vivid	vivid	ADJ
easat-6539	184	31	expressions	expression	NOUN
easat-6539	184	32	while	while	SCONJ
easat-6539	184	33	ensuring	ensure	VERB
easat-6539	184	34	consistency	consistency	NOUN
easat-6539	184	35	in	in	ADP
easat-6539	184	36	prominent	prominent	ADJ
easat-6539	184	37	facial	facial	ADJ
easat-6539	184	38	features	feature	NOUN
easat-6539	184	39	.	.	PUNCT
easat-6539	185	1	however	however	ADV
easat-6539	185	2	,	,	PUNCT
easat-6539	185	3	even	even	ADV
easat-6539	185	4	with	with	ADP
easat-6539	185	5	these	these	DET
easat-6539	185	6	methods	method	NOUN
easat-6539	185	7	,	,	PUNCT
easat-6539	185	8	the	the	DET
easat-6539	185	9	series	series	NOUN
easat-6539	185	10	of	of	ADP
easat-6539	185	11	images	image	NOUN
easat-6539	185	12	generated	generate	VERB
easat-6539	185	13	by	by	ADP
easat-6539	185	14	midjourney	midjourney	NOUN
easat-6539	185	15	may	may	AUX
easat-6539	185	16	still	still	ADV
easat-6539	185	17	inevitably	inevitably	ADV
easat-6539	185	18	contain	contain	VERB
easat-6539	185	19	subtle	subtle	ADJ
easat-6539	185	20	differences	difference	NOUN
easat-6539	185	21	.	.	PUNCT
easat-6539	186	1	as	as	SCONJ
easat-6539	186	2	illustrated	illustrate	VERB
easat-6539	186	3	in	in	ADP
easat-6539	186	4	figure	figure	NOUN
easat-6539	186	5	3	3	NUM
easat-6539	187	1	[	[	X
easat-6539	187	2	14	14	NUM
easat-6539	187	3	]	]	PUNCT
easat-6539	187	4	within	within	ADP
easat-6539	187	5	images	image	NOUN
easat-6539	187	6	of	of	ADP
easat-6539	187	7	the	the	DET
easat-6539	187	8	same	same	ADJ
easat-6539	187	9	girl	girl	NOUN
easat-6539	187	10	,	,	PUNCT
easat-6539	187	11	details	detail	NOUN
easat-6539	187	12	such	such	ADJ
easat-6539	187	13	as	as	ADP
easat-6539	187	14	the	the	DET
easat-6539	187	15	density	density	NOUN
easat-6539	187	16	and	and	CCONJ
easat-6539	187	17	distribution	distribution	NOUN
easat-6539	187	18	of	of	ADP
easat-6539	187	19	freckles	freckle	NOUN
easat-6539	187	20	on	on	ADP
easat-6539	187	21	the	the	DET
easat-6539	187	22	face	face	NOUN
easat-6539	187	23	and	and	CCONJ
easat-6539	187	24	eye	eye	NOUN
easat-6539	187	25	color	color	NOUN
easat-6539	187	26	can	can	AUX
easat-6539	187	27	vary	vary	VERB
easat-6539	187	28	to	to	ADP
easat-6539	187	29	some	some	DET
easat-6539	187	30	degree	degree	NOUN
easat-6539	187	31	.	.	PUNCT
easat-6539	188	1	when	when	SCONJ
easat-6539	188	2	creating	create	VERB
easat-6539	188	3	a	a	DET
easat-6539	188	4	series	series	NOUN
easat-6539	188	5	of	of	ADP
easat-6539	188	6	portraits	portrait	NOUN
easat-6539	188	7	,	,	PUNCT
easat-6539	188	8	these	these	DET
easat-6539	188	9	differences	difference	NOUN
easat-6539	188	10	tend	tend	VERB
easat-6539	188	11	to	to	PART
easat-6539	188	12	be	be	AUX
easat-6539	188	13	amplified	amplify	VERB
easat-6539	188	14	as	as	ADP
easat-6539	188	15	the	the	DET
easat-6539	188	16	number	number	NOUN
easat-6539	188	17	of	of	ADP
easat-6539	188	18	generated	generate	VERB
easat-6539	188	19	images	image	NOUN
easat-6539	188	20	increases	increase	NOUN
easat-6539	188	21	,	,	PUNCT
easat-6539	188	22	resulting	result	VERB
easat-6539	188	23	in	in	ADP
easat-6539	188	24	decreased	decrease	VERB
easat-6539	188	25	uniformity	uniformity	NOUN
easat-6539	188	26	as	as	SCONJ
easat-6539	188	27	more	more	ADJ
easat-6539	188	28	images	image	NOUN
easat-6539	188	29	are	be	AUX
easat-6539	188	30	produced	produce	VERB
easat-6539	188	31	.	.	PUNCT
easat-6539	189	1	2229	2229	NUM
easat-6539	189	2	edelweiss	edelweiss	PROPN
easat-6539	189	3	applied	apply	VERB
easat-6539	189	4	science	science	NOUN
easat-6539	189	5	and	and	CCONJ
easat-6539	189	6	technology	technology	NOUN
easat-6539	189	7	issn	issn	PROPN
easat-6539	189	8	:	:	PUNCT
easat-6539	189	9	2576	2576	NUM
easat-6539	189	10	-	-	SYM
easat-6539	189	11	8484	8484	NUM
easat-6539	189	12	vol	vol	NOUN
easat-6539	189	13	.	.	PROPN
easat-6539	190	1	9	9	NUM
easat-6539	190	2	,	,	PUNCT
easat-6539	190	3	no	no	INTJ
easat-6539	190	4	.	.	NOUN
easat-6539	190	5	4	4	NUM
easat-6539	190	6	:	:	SYM
easat-6539	190	7	2222	2222	NUM
easat-6539	190	8	-	-	SYM
easat-6539	190	9	2234	2234	NUM
easat-6539	190	10	,	,	PUNCT
easat-6539	190	11	2025	2025	NUM
easat-6539	190	12	doi	doi	NOUN
easat-6539	190	13	:	:	PUNCT
easat-6539	190	14	10.55214/25768484.v9i4.6539	10.55214/25768484.v9i4.6539	NOUN
easat-6539	190	15	©	©	PROPN
easat-6539	190	16	2025	2025	NUM
easat-6539	190	17	by	by	ADP
easat-6539	190	18	the	the	DET
easat-6539	190	19	authors	author	NOUN
easat-6539	190	20	;	;	PUNCT
easat-6539	190	21	licensee	licensee	PROPN
easat-6539	190	22	learning	learn	VERB
easat-6539	190	23	gate	gate	PROPN
easat-6539	190	24	figure	figure	NOUN
easat-6539	190	25	3	3	NUM
easat-6539	190	26	.	.	PUNCT
easat-6539	190	27	creating	create	VERB
easat-6539	190	28	faces	face	NOUN
easat-6539	190	29	by	by	ADP
easat-6539	190	30	adding	add	VERB
easat-6539	190	31	commands	command	NOUN
easat-6539	190	32	[	[	X
easat-6539	190	33	14	14	NUM
easat-6539	190	34	]	]	PUNCT
easat-6539	190	35	.	.	PUNCT
easat-6539	191	1	to	to	PART
easat-6539	191	2	address	address	VERB
easat-6539	191	3	this	this	DET
easat-6539	191	4	issue	issue	NOUN
easat-6539	191	5	,	,	PUNCT
easat-6539	191	6	a	a	DET
easat-6539	191	7	plugin	plugin	NOUN
easat-6539	191	8	called	call	VERB
easat-6539	191	9	insightfaceswap	insightfaceswap	NOUN
easat-6539	191	10	presents	present	VERB
easat-6539	191	11	a	a	DET
easat-6539	191	12	more	more	ADV
easat-6539	191	13	effective	effective	ADJ
easat-6539	191	14	alternative	alternative	NOUN
easat-6539	191	15	.	.	PUNCT
easat-6539	192	1	users	user	NOUN
easat-6539	192	2	only	only	ADV
easat-6539	192	3	need	need	VERB
easat-6539	192	4	to	to	PART
easat-6539	192	5	add	add	VERB
easat-6539	192	6	the	the	DET
easat-6539	192	7	insightfaceswap	insightfaceswap	NOUN
easat-6539	192	8	bot	bot	NOUN
easat-6539	192	9	to	to	ADP
easat-6539	192	10	their	their	PRON
easat-6539	192	11	server	server	NOUN
easat-6539	192	12	to	to	PART
easat-6539	192	13	input	input	VERB
easat-6539	192	14	a	a	DET
easat-6539	192	15	source	source	NOUN
easat-6539	192	16	face	face	NOUN
easat-6539	192	17	,	,	PUNCT
easat-6539	192	18	save	save	VERB
easat-6539	192	19	it	it	PRON
easat-6539	192	20	as	as	ADP
easat-6539	192	21	a	a	DET
easat-6539	192	22	face	face	NOUN
easat-6539	192	23	i	i	NOUN
easat-6539	192	24	d	d	PROPN
easat-6539	192	25	,	,	PUNCT
easat-6539	192	26	and	and	CCONJ
easat-6539	192	27	proceed	proceed	VERB
easat-6539	192	28	with	with	ADP
easat-6539	192	29	face	face	NOUN
easat-6539	192	30	swapping	swap	VERB
easat-6539	192	31	.	.	PUNCT
easat-6539	193	1	leveraging	leverage	VERB
easat-6539	193	2	advanced	advanced	ADJ
easat-6539	193	3	algorithms	algorithm	NOUN
easat-6539	193	4	,	,	PUNCT
easat-6539	193	5	the	the	DET
easat-6539	193	6	insightfaceswap	insightfaceswap	NOUN
easat-6539	193	7	plugin	plugin	NOUN
easat-6539	193	8	demonstrates	demonstrate	VERB
easat-6539	193	9	excellent	excellent	ADJ
easat-6539	193	10	performance	performance	NOUN
easat-6539	193	11	in	in	ADP
easat-6539	193	12	terms	term	NOUN
easat-6539	193	13	of	of	ADP
easat-6539	193	14	both	both	DET
easat-6539	193	15	uniformity	uniformity	NOUN
easat-6539	193	16	and	and	CCONJ
easat-6539	193	17	stability	stability	NOUN
easat-6539	193	18	,	,	PUNCT
easat-6539	193	19	significantly	significantly	ADV
easat-6539	193	20	enhancing	enhance	VERB
easat-6539	193	21	the	the	DET
easat-6539	193	22	consistency	consistency	NOUN
easat-6539	193	23	and	and	CCONJ
easat-6539	193	24	reliability	reliability	NOUN
easat-6539	193	25	of	of	ADP
easat-6539	193	26	generated	generate	VERB
easat-6539	193	27	images	image	NOUN
easat-6539	193	28	.	.	PUNCT
easat-6539	194	1	the	the	DET
easat-6539	194	2	integration	integration	NOUN
easat-6539	194	3	of	of	ADP
easat-6539	194	4	midjourney	midjourney	NOUN
easat-6539	194	5	with	with	ADP
easat-6539	194	6	deepfake	deepfake	NOUN
easat-6539	194	7	technology	technology	NOUN
easat-6539	194	8	offers	offer	VERB
easat-6539	194	9	several	several	ADJ
easat-6539	194	10	advantages	advantage	NOUN
easat-6539	194	11	.	.	PUNCT
easat-6539	195	1	the	the	DET
easat-6539	195	2	high	high	ADJ
easat-6539	195	3	degree	degree	NOUN
easat-6539	195	4	of	of	ADP
easat-6539	195	5	control	control	NOUN
easat-6539	195	6	over	over	ADP
easat-6539	195	7	facial	facial	ADJ
easat-6539	195	8	features	feature	NOUN
easat-6539	195	9	and	and	CCONJ
easat-6539	195	10	expressions	expression	NOUN
easat-6539	195	11	provided	provide	VERB
easat-6539	195	12	by	by	ADP
easat-6539	195	13	midjourney	midjourney	PROPN
easat-6539	195	14	's	's	PART
easat-6539	195	15	command	command	NOUN
easat-6539	195	16	parameters	parameter	NOUN
easat-6539	195	17	allows	allow	VERB
easat-6539	195	18	for	for	ADP
easat-6539	195	19	creating	create	VERB
easat-6539	195	20	diverse	diverse	ADJ
easat-6539	195	21	yet	yet	ADV
easat-6539	195	22	consistent	consistent	ADJ
easat-6539	195	23	training	training	NOUN
easat-6539	195	24	datasets	dataset	NOUN
easat-6539	195	25	.	.	PUNCT
easat-6539	196	1	this	this	PRON
easat-6539	196	2	is	be	AUX
easat-6539	196	3	particularly	particularly	ADV
easat-6539	196	4	valuable	valuable	ADJ
easat-6539	196	5	for	for	ADP
easat-6539	196	6	deepfake	deepfake	NOUN
easat-6539	196	7	models	model	NOUN
easat-6539	196	8	,	,	PUNCT
easat-6539	196	9	as	as	SCONJ
easat-6539	196	10	it	it	PRON
easat-6539	196	11	enables	enable	VERB
easat-6539	196	12	the	the	DET
easat-6539	196	13	generation	generation	NOUN
easat-6539	196	14	of	of	ADP
easat-6539	196	15	a	a	DET
easat-6539	196	16	wide	wide	ADJ
easat-6539	196	17	range	range	NOUN
easat-6539	196	18	of	of	ADP
easat-6539	196	19	facial	facial	ADJ
easat-6539	196	20	expressions	expression	NOUN
easat-6539	196	21	and	and	CCONJ
easat-6539	196	22	angles	angle	NOUN
easat-6539	196	23	while	while	SCONJ
easat-6539	196	24	maintaining	maintain	VERB
easat-6539	196	25	the	the	DET
easat-6539	196	26	core	core	NOUN
easat-6539	196	27	identity	identity	NOUN
easat-6539	196	28	of	of	ADP
easat-6539	196	29	the	the	DET
easat-6539	196	30	subject	subject	NOUN
easat-6539	196	31	.	.	PUNCT
easat-6539	197	1	as	as	SCONJ
easat-6539	197	2	shown	show	VERB
easat-6539	197	3	in	in	ADP
easat-6539	197	4	figure	figure	NOUN
easat-6539	197	5	4	4	NUM
easat-6539	197	6	,	,	PUNCT
easat-6539	197	7	the	the	DET
easat-6539	197	8	insightfaceswap	insightfaceswap	NOUN
easat-6539	197	9	plugin	plugin	NOUN
easat-6539	197	10	further	far	ADV
easat-6539	197	11	enhances	enhance	VERB
easat-6539	197	12	this	this	DET
easat-6539	197	13	capability	capability	NOUN
easat-6539	197	14	by	by	ADP
easat-6539	197	15	ensuring	ensure	VERB
easat-6539	197	16	high	high	ADJ
easat-6539	197	17	consistency	consistency	NOUN
easat-6539	197	18	across	across	ADP
easat-6539	197	19	multiple	multiple	ADJ
easat-6539	197	20	generated	generate	VERB
easat-6539	197	21	images	image	NOUN
easat-6539	197	22	,	,	PUNCT
easat-6539	197	23	which	which	PRON
easat-6539	197	24	is	be	AUX
easat-6539	197	25	essential	essential	ADJ
easat-6539	197	26	for	for	ADP
easat-6539	197	27	training	train	VERB
easat-6539	197	28	robust	robust	ADJ
easat-6539	197	29	deepfake	deepfake	NOUN
easat-6539	197	30	models	model	NOUN
easat-6539	197	31	.	.	PUNCT
easat-6539	198	1	figure	figure	NOUN
easat-6539	198	2	4	4	NUM
easat-6539	198	3	.	.	PUNCT
easat-6539	198	4	creating	create	VERB
easat-6539	198	5	faces	face	NOUN
easat-6539	198	6	with	with	ADP
easat-6539	198	7	insightfaceswap	insightfaceswap	NOUN
easat-6539	198	8	moreover	moreover	ADV
easat-6539	198	9	,	,	PUNCT
easat-6539	198	10	the	the	DET
easat-6539	198	11	ability	ability	NOUN
easat-6539	198	12	to	to	PART
easat-6539	198	13	generate	generate	VERB
easat-6539	198	14	diverse	diverse	ADJ
easat-6539	198	15	facial	facial	ADJ
easat-6539	198	16	images	image	NOUN
easat-6539	198	17	without	without	ADP
easat-6539	198	18	relying	rely	VERB
easat-6539	198	19	on	on	ADP
easat-6539	198	20	real	real	ADJ
easat-6539	198	21	human	human	ADJ
easat-6539	198	22	subjects	subject	NOUN
easat-6539	198	23	addresses	address	VERB
easat-6539	198	24	some	some	DET
easat-6539	198	25	ethical	ethical	ADJ
easat-6539	198	26	concerns	concern	NOUN
easat-6539	198	27	associated	associate	VERB
easat-6539	198	28	with	with	ADP
easat-6539	198	29	deepfake	deepfake	NOUN
easat-6539	198	30	technology	technology	NOUN
easat-6539	198	31	,	,	PUNCT
easat-6539	198	32	such	such	ADJ
easat-6539	198	33	as	as	ADP
easat-6539	198	34	privacy	privacy	NOUN
easat-6539	198	35	infringement	infringement	NOUN
easat-6539	198	36	and	and	CCONJ
easat-6539	198	37	2230	2230	NUM
easat-6539	198	38	edelweiss	edelweiss	PROPN
easat-6539	198	39	applied	apply	VERB
easat-6539	198	40	science	science	NOUN
easat-6539	198	41	and	and	CCONJ
easat-6539	198	42	technology	technology	NOUN
easat-6539	198	43	issn	issn	PROPN
easat-6539	198	44	:	:	PUNCT
easat-6539	198	45	2576	2576	NUM
easat-6539	198	46	-	-	SYM
easat-6539	198	47	8484	8484	NUM
easat-6539	198	48	vol	vol	NOUN
easat-6539	198	49	.	.	PROPN
easat-6539	199	1	9	9	NUM
easat-6539	199	2	,	,	PUNCT
easat-6539	199	3	no	no	INTJ
easat-6539	199	4	.	.	NOUN
easat-6539	199	5	4	4	NUM
easat-6539	199	6	:	:	SYM
easat-6539	199	7	2222	2222	NUM
easat-6539	199	8	-	-	SYM
easat-6539	199	9	2234	2234	NUM
easat-6539	199	10	,	,	PUNCT
easat-6539	199	11	2025	2025	NUM
easat-6539	199	12	doi	doi	NOUN
easat-6539	199	13	:	:	PUNCT
easat-6539	199	14	10.55214/25768484.v9i4.6539	10.55214/25768484.v9i4.6539	NOUN
easat-6539	199	15	©	©	PROPN
easat-6539	199	16	2025	2025	NUM
easat-6539	199	17	by	by	ADP
easat-6539	199	18	the	the	DET
easat-6539	199	19	authors	author	NOUN
easat-6539	199	20	;	;	PUNCT
easat-6539	199	21	licensee	licensee	PROPN
easat-6539	199	22	learning	learn	VERB
easat-6539	199	23	gate	gate	PROPN
easat-6539	199	24	consent	consent	NOUN
easat-6539	199	25	issues	issue	NOUN
easat-6539	199	26	.	.	PUNCT
easat-6539	200	1	using	use	VERB
easat-6539	200	2	ai	ai	NOUN
easat-6539	200	3	-	-	PUNCT
easat-6539	200	4	generated	generate	VERB
easat-6539	200	5	faces	face	NOUN
easat-6539	200	6	as	as	ADP
easat-6539	200	7	the	the	DET
easat-6539	200	8	source	source	NOUN
easat-6539	200	9	material	material	NOUN
easat-6539	200	10	for	for	ADP
easat-6539	200	11	deepfake	deepfake	NOUN
easat-6539	200	12	training	training	NOUN
easat-6539	200	13	,	,	PUNCT
easat-6539	200	14	researchers	researcher	NOUN
easat-6539	200	15	and	and	CCONJ
easat-6539	200	16	developers	developer	NOUN
easat-6539	200	17	can	can	AUX
easat-6539	200	18	explore	explore	VERB
easat-6539	200	19	and	and	CCONJ
easat-6539	200	20	advance	advance	VERB
easat-6539	200	21	the	the	DET
easat-6539	200	22	technology	technology	NOUN
easat-6539	200	23	while	while	SCONJ
easat-6539	200	24	mitigating	mitigate	VERB
easat-6539	200	25	some	some	DET
easat-6539	200	26	potential	potential	ADJ
easat-6539	200	27	negative	negative	ADJ
easat-6539	200	28	societal	societal	ADJ
easat-6539	200	29	impacts	impact	NOUN
easat-6539	200	30	.	.	PUNCT
easat-6539	201	1	however	however	ADV
easat-6539	201	2	,	,	PUNCT
easat-6539	201	3	it	it	PRON
easat-6539	201	4	's	be	AUX
easat-6539	201	5	important	important	ADJ
easat-6539	201	6	to	to	PART
easat-6539	201	7	note	note	VERB
easat-6539	201	8	that	that	SCONJ
easat-6539	201	9	integrating	integrate	VERB
easat-6539	201	10	ai	ai	AUX
easat-6539	201	11	-	-	PUNCT
easat-6539	201	12	generated	generate	VERB
easat-6539	201	13	images	image	NOUN
easat-6539	201	14	into	into	ADP
easat-6539	201	15	deepfake	deepfake	NOUN
easat-6539	201	16	workflows	workflow	NOUN
easat-6539	201	17	is	be	AUX
easat-6539	201	18	not	not	PART
easat-6539	201	19	without	without	ADP
easat-6539	201	20	challenges	challenge	NOUN
easat-6539	201	21	.	.	PUNCT
easat-6539	202	1	the	the	DET
easat-6539	202	2	subtle	subtle	ADJ
easat-6539	202	3	inconsistencies	inconsistency	NOUN
easat-6539	202	4	in	in	ADP
easat-6539	202	5	midjourney	midjourney	ADJ
easat-6539	202	6	-	-	PUNCT
easat-6539	202	7	generated	generate	VERB
easat-6539	202	8	images	image	NOUN
easat-6539	202	9	,	,	PUNCT
easat-6539	202	10	such	such	ADJ
easat-6539	202	11	as	as	ADP
easat-6539	202	12	freckle	freckle	ADJ
easat-6539	202	13	patterns	pattern	NOUN
easat-6539	202	14	or	or	CCONJ
easat-6539	202	15	eye	eye	NOUN
easat-6539	202	16	color	color	NOUN
easat-6539	202	17	variations	variation	NOUN
easat-6539	202	18	,	,	PUNCT
easat-6539	202	19	could	could	AUX
easat-6539	202	20	potentially	potentially	ADV
easat-6539	202	21	lead	lead	VERB
easat-6539	202	22	to	to	ADP
easat-6539	202	23	artifacts	artifact	NOUN
easat-6539	202	24	or	or	CCONJ
easat-6539	202	25	inconsistencies	inconsistency	NOUN
easat-6539	202	26	in	in	ADP
easat-6539	202	27	the	the	DET
easat-6539	202	28	final	final	ADJ
easat-6539	202	29	deepfake	deepfake	NOUN
easat-6539	202	30	output	output	NOUN
easat-6539	202	31	.	.	PUNCT
easat-6539	203	1	careful	careful	ADJ
easat-6539	203	2	quality	quality	NOUN
easat-6539	203	3	control	control	NOUN
easat-6539	203	4	and	and	CCONJ
easat-6539	203	5	additional	additional	ADJ
easat-6539	203	6	post	post	ADJ
easat-6539	203	7	-	-	ADJ
easat-6539	203	8	processing	processing	ADJ
easat-6539	203	9	steps	step	NOUN
easat-6539	203	10	may	may	AUX
easat-6539	203	11	be	be	AUX
easat-6539	203	12	necessary	necessary	ADJ
easat-6539	203	13	to	to	PART
easat-6539	203	14	ensure	ensure	VERB
easat-6539	203	15	the	the	DET
easat-6539	203	16	highest	high	ADJ
easat-6539	203	17	quality	quality	NOUN
easat-6539	203	18	results	result	NOUN
easat-6539	203	19	.	.	PUNCT
easat-6539	204	1	in	in	ADP
easat-6539	204	2	conclusion	conclusion	NOUN
easat-6539	204	3	,	,	PUNCT
easat-6539	204	4	the	the	DET
easat-6539	204	5	most	most	ADV
easat-6539	204	6	viable	viable	ADJ
easat-6539	204	7	solution	solution	NOUN
easat-6539	204	8	is	be	AUX
easat-6539	204	9	employing	employ	VERB
easat-6539	204	10	midjourney	midjourney	NOUN
easat-6539	204	11	with	with	ADP
easat-6539	204	12	the	the	DET
easat-6539	204	13	insightfaceswap	insightfaceswap	NOUN
easat-6539	204	14	plugin	plugin	NOUN
easat-6539	204	15	to	to	PART
easat-6539	204	16	produce	produce	VERB
easat-6539	204	17	the	the	DET
easat-6539	204	18	facial	facial	ADJ
easat-6539	204	19	materials	material	NOUN
easat-6539	204	20	required	require	VERB
easat-6539	204	21	for	for	ADP
easat-6539	204	22	deepfake	deepfake	NOUN
easat-6539	204	23	training	training	NOUN
easat-6539	204	24	.	.	PUNCT
easat-6539	205	1	this	this	DET
easat-6539	205	2	approach	approach	NOUN
easat-6539	205	3	organically	organically	ADV
easat-6539	205	4	integrates	integrate	VERB
easat-6539	205	5	ai	ai	AUX
easat-6539	205	6	painting	paint	VERB
easat-6539	205	7	models	model	NOUN
easat-6539	205	8	with	with	ADP
easat-6539	205	9	facial	facial	ADJ
easat-6539	205	10	recognition	recognition	NOUN
easat-6539	205	11	technology	technology	NOUN
easat-6539	205	12	,	,	PUNCT
easat-6539	205	13	fully	fully	ADV
easat-6539	205	14	exploiting	exploit	VERB
easat-6539	205	15	both	both	DET
easat-6539	205	16	advantages	advantage	NOUN
easat-6539	205	17	.	.	PUNCT
easat-6539	206	1	it	it	PRON
easat-6539	206	2	generates	generate	VERB
easat-6539	206	3	facial	facial	ADJ
easat-6539	206	4	images	image	NOUN
easat-6539	206	5	with	with	ADP
easat-6539	206	6	highly	highly	ADV
easat-6539	206	7	consistent	consistent	ADJ
easat-6539	206	8	features	feature	NOUN
easat-6539	206	9	and	and	CCONJ
easat-6539	206	10	ensures	ensure	VERB
easat-6539	206	11	a	a	DET
easat-6539	206	12	rich	rich	ADJ
easat-6539	206	13	diversity	diversity	NOUN
easat-6539	206	14	of	of	ADP
easat-6539	206	15	expressions	expression	NOUN
easat-6539	206	16	while	while	SCONJ
easat-6539	206	17	maintaining	maintain	VERB
easat-6539	206	18	natural	natural	ADJ
easat-6539	206	19	perspective	perspective	NOUN
easat-6539	206	20	angles	angle	NOUN
easat-6539	206	21	and	and	CCONJ
easat-6539	206	22	a	a	DET
easat-6539	206	23	high	high	ADJ
easat-6539	206	24	degree	degree	NOUN
easat-6539	206	25	of	of	ADP
easat-6539	206	26	realism	realism	NOUN
easat-6539	206	27	.	.	PUNCT
easat-6539	207	1	these	these	DET
easat-6539	207	2	characteristics	characteristic	NOUN
easat-6539	207	3	make	make	VERB
easat-6539	207	4	it	it	PRON
easat-6539	207	5	particularly	particularly	ADV
easat-6539	207	6	wellsuited	wellsuite	VERB
easat-6539	207	7	for	for	ADP
easat-6539	207	8	creating	create	VERB
easat-6539	207	9	high	high	ADJ
easat-6539	207	10	-	-	PUNCT
easat-6539	207	11	quality	quality	NOUN
easat-6539	207	12	training	training	NOUN
easat-6539	207	13	datasets	dataset	NOUN
easat-6539	207	14	for	for	ADP
easat-6539	207	15	deepfake	deepfake	NOUN
easat-6539	207	16	models	model	NOUN
easat-6539	207	17	,	,	PUNCT
easat-6539	207	18	potentially	potentially	ADV
easat-6539	207	19	advancing	advance	VERB
easat-6539	207	20	the	the	DET
easat-6539	207	21	field	field	NOUN
easat-6539	207	22	while	while	SCONJ
easat-6539	207	23	addressing	address	VERB
easat-6539	207	24	some	some	PRON
easat-6539	207	25	of	of	ADP
easat-6539	207	26	its	its	PRON
easat-6539	207	27	ethical	ethical	ADJ
easat-6539	207	28	challenges	challenge	NOUN
easat-6539	207	29	[	[	X
easat-6539	207	30	14	14	NUM
easat-6539	207	31	]	]	SYM
easat-6539	207	32	.	.	PUNCT
easat-6539	208	1	5	5	X
easat-6539	208	2	.	.	X
easat-6539	208	3	workflow	workflow	NOUN
easat-6539	208	4	deepfake	deepfake	NOUN
easat-6539	208	5	video	video	NOUN
easat-6539	208	6	production	production	NOUN
easat-6539	208	7	techniques	technique	NOUN
easat-6539	208	8	are	be	AUX
easat-6539	208	9	garnering	garner	VERB
easat-6539	208	10	increasing	increase	VERB
easat-6539	208	11	attention	attention	NOUN
easat-6539	208	12	and	and	CCONJ
easat-6539	208	13	application	application	NOUN
easat-6539	208	14	in	in	ADP
easat-6539	208	15	the	the	DET
easat-6539	208	16	rapid	rapid	ADJ
easat-6539	208	17	development	development	NOUN
easat-6539	208	18	of	of	ADP
easat-6539	208	19	artificial	artificial	ADJ
easat-6539	208	20	intelligence	intelligence	NOUN
easat-6539	208	21	technology	technology	NOUN
easat-6539	208	22	.	.	PUNCT
easat-6539	209	1	however	however	ADV
easat-6539	209	2	,	,	PUNCT
easat-6539	209	3	traditional	traditional	ADJ
easat-6539	209	4	deepfake	deepfake	NOUN
easat-6539	209	5	video	video	NOUN
easat-6539	209	6	production	production	NOUN
easat-6539	209	7	methods	method	NOUN
easat-6539	209	8	typically	typically	ADV
easat-6539	209	9	require	require	VERB
easat-6539	209	10	a	a	DET
easat-6539	209	11	substantial	substantial	ADJ
easat-6539	209	12	quantity	quantity	NOUN
easat-6539	209	13	of	of	ADP
easat-6539	209	14	authentic	authentic	ADJ
easat-6539	209	15	human	human	ADJ
easat-6539	209	16	facial	facial	ADJ
easat-6539	209	17	images	image	NOUN
easat-6539	209	18	as	as	ADP
easat-6539	209	19	training	training	NOUN
easat-6539	209	20	data	datum	NOUN
easat-6539	209	21	,	,	PUNCT
easat-6539	209	22	which	which	PRON
easat-6539	209	23	is	be	AUX
easat-6539	209	24	costly	costly	ADJ
easat-6539	209	25	and	and	CCONJ
easat-6539	209	26	fraught	fraught	ADJ
easat-6539	209	27	with	with	ADP
easat-6539	209	28	legal	legal	ADJ
easat-6539	209	29	risks	risk	NOUN
easat-6539	209	30	pertaining	pertain	VERB
easat-6539	209	31	to	to	ADP
easat-6539	209	32	privacy	privacy	NOUN
easat-6539	209	33	and	and	CCONJ
easat-6539	209	34	copyright	copyright	NOUN
easat-6539	209	35	issues	issue	NOUN
easat-6539	209	36	.	.	PUNCT
easat-6539	210	1	consequently	consequently	ADV
easat-6539	210	2	,	,	PUNCT
easat-6539	210	3	this	this	DET
easat-6539	210	4	paper	paper	NOUN
easat-6539	210	5	will	will	AUX
easat-6539	210	6	elucidate	elucidate	VERB
easat-6539	210	7	an	an	DET
easat-6539	210	8	innovative	innovative	ADJ
easat-6539	210	9	workflow	workflow	NOUN
easat-6539	210	10	that	that	PRON
easat-6539	210	11	optimizes	optimize	VERB
easat-6539	210	12	the	the	DET
easat-6539	210	13	existing	exist	VERB
easat-6539	210	14	deepfake	deepfake	NOUN
easat-6539	210	15	video	video	NOUN
easat-6539	210	16	production	production	NOUN
easat-6539	210	17	process	process	NOUN
easat-6539	210	18	by	by	ADP
easat-6539	210	19	utilizing	utilize	VERB
easat-6539	210	20	the	the	DET
easat-6539	210	21	ai	ai	ADJ
easat-6539	210	22	art	art	NOUN
easat-6539	210	23	generation	generation	NOUN
easat-6539	210	24	software	software	NOUN
easat-6539	210	25	midjourney	midjourney	NOUN
easat-6539	210	26	and	and	CCONJ
easat-6539	210	27	the	the	DET
easat-6539	210	28	deepfake	deepfake	NOUN
easat-6539	210	29	production	production	NOUN
easat-6539	210	30	software	software	NOUN
easat-6539	210	31	deepface	deepface	NOUN
easat-6539	210	32	lab	lab	NOUN
easat-6539	210	33	.	.	PUNCT
easat-6539	211	1	as	as	SCONJ
easat-6539	211	2	shown	show	VERB
easat-6539	211	3	in	in	ADP
easat-6539	211	4	figure	figure	NOUN
easat-6539	211	5	5	5	NUM
easat-6539	211	6	,	,	PUNCT
easat-6539	211	7	the	the	DET
easat-6539	211	8	core	core	ADJ
easat-6539	211	9	logic	logic	NOUN
easat-6539	211	10	of	of	ADP
easat-6539	211	11	this	this	DET
easat-6539	211	12	workflow	workflow	NOUN
easat-6539	211	13	revolves	revolve	VERB
easat-6539	211	14	around	around	ADP
easat-6539	211	15	employing	employ	VERB
easat-6539	211	16	ai	ai	NOUN
easat-6539	211	17	art	art	NOUN
easat-6539	211	18	generation	generation	NOUN
easat-6539	211	19	software	software	NOUN
easat-6539	211	20	to	to	PART
easat-6539	211	21	create	create	VERB
easat-6539	211	22	the	the	DET
easat-6539	211	23	source	source	NOUN
easat-6539	211	24	(	(	PUNCT
easat-6539	211	25	src	src	NOUN
easat-6539	211	26	)	)	PUNCT
easat-6539	211	27	materials	material	NOUN
easat-6539	211	28	required	require	VERB
easat-6539	211	29	for	for	ADP
easat-6539	211	30	training	training	NOUN
easat-6539	211	31	deepface	deepface	NOUN
easat-6539	211	32	lab	lab	NOUN
easat-6539	211	33	models	model	NOUN
easat-6539	211	34	,	,	PUNCT
easat-6539	211	35	thereby	thereby	ADV
easat-6539	211	36	supplanting	supplant	VERB
easat-6539	211	37	the	the	DET
easat-6539	211	38	need	need	NOUN
easat-6539	211	39	for	for	ADP
easat-6539	211	40	src	src	NOUN
easat-6539	211	41	materials	material	NOUN
easat-6539	211	42	obtained	obtain	VERB
easat-6539	211	43	through	through	ADP
easat-6539	211	44	photographing	photograph	VERB
easat-6539	211	45	real	real	ADJ
easat-6539	211	46	individuals	individual	NOUN
easat-6539	211	47	.	.	PUNCT
easat-6539	212	1	this	this	DET
easat-6539	212	2	approach	approach	NOUN
easat-6539	212	3	significantly	significantly	ADV
easat-6539	212	4	reduces	reduce	VERB
easat-6539	212	5	production	production	NOUN
easat-6539	212	6	costs	cost	NOUN
easat-6539	212	7	and	and	CCONJ
easat-6539	212	8	simplifies	simplify	VERB
easat-6539	212	9	the	the	DET
easat-6539	212	10	production	production	NOUN
easat-6539	212	11	process	process	NOUN
easat-6539	212	12	.	.	PUNCT
easat-6539	213	1	furthermore	furthermore	ADV
easat-6539	213	2	,	,	PUNCT
easat-6539	213	3	since	since	SCONJ
easat-6539	213	4	all	all	DET
easat-6539	213	5	materials	material	NOUN
easat-6539	213	6	used	use	VERB
easat-6539	213	7	are	be	AUX
easat-6539	213	8	ai	ai	AUX
easat-6539	213	9	-	-	PUNCT
easat-6539	213	10	generated	generate	VERB
easat-6539	213	11	virtual	virtual	ADJ
easat-6539	213	12	characters	character	NOUN
easat-6539	213	13	,	,	PUNCT
easat-6539	213	14	it	it	PRON
easat-6539	213	15	circumvents	circumvent	VERB
easat-6539	213	16	any	any	DET
easat-6539	213	17	issues	issue	NOUN
easat-6539	213	18	related	relate	VERB
easat-6539	213	19	to	to	ADP
easat-6539	213	20	real	real	ADJ
easat-6539	213	21	individuals	individual	NOUN
easat-6539	213	22	'	'	PART
easat-6539	213	23	publicity	publicity	NOUN
easat-6539	213	24	rights	right	NOUN
easat-6539	213	25	.	.	PUNCT
easat-6539	214	1	consequently	consequently	ADV
easat-6539	214	2	,	,	PUNCT
easat-6539	214	3	the	the	DET
easat-6539	214	4	deepfake	deepfake	NOUN
easat-6539	214	5	models	model	NOUN
easat-6539	214	6	trained	train	VERB
easat-6539	214	7	through	through	ADP
easat-6539	214	8	this	this	DET
easat-6539	214	9	method	method	NOUN
easat-6539	214	10	will	will	AUX
easat-6539	214	11	have	have	VERB
easat-6539	214	12	broader	broad	ADJ
easat-6539	214	13	applications	application	NOUN
easat-6539	214	14	across	across	ADP
easat-6539	214	15	various	various	ADJ
easat-6539	214	16	scenarios	scenario	NOUN
easat-6539	214	17	.	.	PUNCT
easat-6539	215	1	this	this	DET
easat-6539	215	2	innovative	innovative	ADJ
easat-6539	215	3	methodology	methodology	NOUN
easat-6539	215	4	addresses	address	VERB
easat-6539	215	5	several	several	ADJ
easat-6539	215	6	critical	critical	ADJ
easat-6539	215	7	issues	issue	NOUN
easat-6539	215	8	in	in	ADP
easat-6539	215	9	deepfake	deepfake	NOUN
easat-6539	215	10	technology	technology	NOUN
easat-6539	215	11	,	,	PUNCT
easat-6539	215	12	including	include	VERB
easat-6539	215	13	cost	cost	NOUN
easat-6539	215	14	reduction	reduction	NOUN
easat-6539	215	15	,	,	PUNCT
easat-6539	215	16	simplification	simplification	NOUN
easat-6539	215	17	of	of	ADP
easat-6539	215	18	processes	process	NOUN
easat-6539	215	19	,	,	PUNCT
easat-6539	215	20	and	and	CCONJ
easat-6539	215	21	mitigation	mitigation	NOUN
easat-6539	215	22	of	of	ADP
easat-6539	215	23	legal	legal	ADJ
easat-6539	215	24	risks	risk	NOUN
easat-6539	215	25	.	.	PUNCT
easat-6539	216	1	by	by	ADP
easat-6539	216	2	leveraging	leverage	VERB
easat-6539	216	3	the	the	DET
easat-6539	216	4	capabilities	capability	NOUN
easat-6539	216	5	of	of	ADP
easat-6539	216	6	ai	ai	ADJ
easat-6539	216	7	art	art	NOUN
easat-6539	216	8	generation	generation	NOUN
easat-6539	216	9	,	,	PUNCT
easat-6539	216	10	it	it	PRON
easat-6539	216	11	opens	open	VERB
easat-6539	216	12	up	up	ADP
easat-6539	216	13	new	new	ADJ
easat-6539	216	14	possibilities	possibility	NOUN
easat-6539	216	15	for	for	ADP
easat-6539	216	16	the	the	DET
easat-6539	216	17	ethical	ethical	ADJ
easat-6539	216	18	and	and	CCONJ
easat-6539	216	19	efficient	efficient	ADJ
easat-6539	216	20	production	production	NOUN
easat-6539	216	21	of	of	ADP
easat-6539	216	22	deepfake	deepfake	NOUN
easat-6539	216	23	content	content	NOUN
easat-6539	216	24	,	,	PUNCT
easat-6539	216	25	potentially	potentially	ADV
easat-6539	216	26	revolutionizing	revolutionize	VERB
easat-6539	216	27	the	the	DET
easat-6539	216	28	landscape	landscape	NOUN
easat-6539	216	29	of	of	ADP
easat-6539	216	30	digital	digital	ADJ
easat-6539	216	31	media	medium	NOUN
easat-6539	216	32	creation	creation	NOUN
easat-6539	216	33	and	and	CCONJ
easat-6539	216	34	manipulation	manipulation	NOUN
easat-6539	216	35	.	.	PUNCT
easat-6539	217	1	figure	figure	NOUN
easat-6539	217	2	5	5	NUM
easat-6539	217	3	.	.	PUNCT
easat-6539	217	4	workflow	workflow	NOUN
easat-6539	217	5	design	design	NOUN
easat-6539	217	6	.	.	PUNCT
easat-6539	218	1	2231	2231	NUM
easat-6539	218	2	edelweiss	edelweiss	PROPN
easat-6539	218	3	applied	apply	VERB
easat-6539	218	4	science	science	NOUN
easat-6539	218	5	and	and	CCONJ
easat-6539	218	6	technology	technology	NOUN
easat-6539	218	7	issn	issn	PROPN
easat-6539	218	8	:	:	PUNCT
easat-6539	218	9	2576	2576	NUM
easat-6539	218	10	-	-	SYM
easat-6539	218	11	8484	8484	NUM
easat-6539	218	12	vol	vol	NOUN
easat-6539	218	13	.	.	PROPN
easat-6539	219	1	9	9	NUM
easat-6539	219	2	,	,	PUNCT
easat-6539	219	3	no	no	INTJ
easat-6539	219	4	.	.	NOUN
easat-6539	219	5	4	4	NUM
easat-6539	219	6	:	:	SYM
easat-6539	219	7	2222	2222	NUM
easat-6539	219	8	-	-	SYM
easat-6539	219	9	2234	2234	NUM
easat-6539	219	10	,	,	PUNCT
easat-6539	219	11	2025	2025	NUM
easat-6539	219	12	doi	doi	NOUN
easat-6539	219	13	:	:	PUNCT
easat-6539	219	14	10.55214/25768484.v9i4.6539	10.55214/25768484.v9i4.6539	NOUN
easat-6539	219	15	©	©	PROPN
easat-6539	219	16	2025	2025	NUM
easat-6539	219	17	by	by	ADP
easat-6539	219	18	the	the	DET
easat-6539	219	19	authors	author	NOUN
easat-6539	219	20	;	;	PUNCT
easat-6539	219	21	licensee	licensee	PROPN
easat-6539	219	22	learning	learning	NOUN
easat-6539	219	23	gate	gate	NOUN
easat-6539	219	24	as	as	SCONJ
easat-6539	219	25	shown	show	VERB
easat-6539	219	26	in	in	ADP
easat-6539	219	27	figure	figure	NOUN
easat-6539	219	28	6	6	NUM
easat-6539	219	29	,	,	PUNCT
easat-6539	219	30	the	the	DET
easat-6539	219	31	proposed	propose	VERB
easat-6539	219	32	workflow	workflow	NOUN
easat-6539	219	33	for	for	ADP
easat-6539	219	34	creating	create	VERB
easat-6539	219	35	high	high	ADJ
easat-6539	219	36	-	-	PUNCT
easat-6539	219	37	quality	quality	NOUN
easat-6539	219	38	deepfake	deepfake	NOUN
easat-6539	219	39	videos	video	NOUN
easat-6539	219	40	using	use	VERB
easat-6539	219	41	aigenerated	aigenerate	VERB
easat-6539	219	42	images	image	NOUN
easat-6539	219	43	involves	involve	VERB
easat-6539	219	44	several	several	ADJ
easat-6539	219	45	interconnected	interconnected	ADJ
easat-6539	219	46	steps	step	NOUN
easat-6539	219	47	.	.	PUNCT
easat-6539	220	1	first	first	ADV
easat-6539	220	2	,	,	PUNCT
easat-6539	220	3	the	the	DET
easat-6539	220	4	researcher	researcher	NOUN
easat-6539	220	5	generates	generate	VERB
easat-6539	220	6	a	a	DET
easat-6539	220	7	photorealistic	photorealistic	ADJ
easat-6539	220	8	facial	facial	ADJ
easat-6539	220	9	image	image	NOUN
easat-6539	220	10	using	use	VERB
easat-6539	220	11	midjourney	midjourney	NOUN
easat-6539	220	12	as	as	ADP
easat-6539	220	13	the	the	DET
easat-6539	220	14	source	source	NOUN
easat-6539	220	15	face	face	NOUN
easat-6539	220	16	.	.	PUNCT
easat-6539	221	1	this	this	DET
easat-6539	221	2	image	image	NOUN
easat-6539	221	3	is	be	AUX
easat-6539	221	4	then	then	ADV
easat-6539	221	5	saved	save	VERB
easat-6539	221	6	as	as	ADP
easat-6539	221	7	a	a	DET
easat-6539	221	8	face	face	NOUN
easat-6539	221	9	i	i	NOUN
easat-6539	221	10	d	d	PROPN
easat-6539	221	11	within	within	ADP
easat-6539	221	12	midjourney	midjourney	PROPN
easat-6539	221	13	's	's	PART
easat-6539	221	14	insightfaceswap	insightfaceswap	NOUN
easat-6539	221	15	plugin	plugin	NOUN
easat-6539	221	16	.	.	PUNCT
easat-6539	222	1	concurrently	concurrently	ADV
easat-6539	222	2	,	,	PUNCT
easat-6539	222	3	the	the	DET
easat-6539	222	4	researcher	researcher	NOUN
easat-6539	222	5	uses	use	VERB
easat-6539	222	6	metahuman	metahuman	NOUN
easat-6539	222	7	or	or	CCONJ
easat-6539	222	8	similar	similar	ADJ
easat-6539	222	9	threedimensional	threedimensional	ADJ
easat-6539	222	10	character	character	NOUN
easat-6539	222	11	creation	creation	NOUN
easat-6539	222	12	software	software	NOUN
easat-6539	222	13	to	to	PART
easat-6539	222	14	render	render	VERB
easat-6539	222	15	facial	facial	ADJ
easat-6539	222	16	close	close	VERB
easat-6539	222	17	-	-	PUNCT
easat-6539	222	18	up	up	ADP
easat-6539	222	19	images	image	NOUN
easat-6539	222	20	encompassing	encompass	VERB
easat-6539	222	21	various	various	ADJ
easat-6539	222	22	angles	angle	NOUN
easat-6539	222	23	and	and	CCONJ
easat-6539	222	24	expressions	expression	NOUN
easat-6539	222	25	,	,	PUNCT
easat-6539	222	26	which	which	PRON
easat-6539	222	27	serve	serve	VERB
easat-6539	222	28	as	as	ADP
easat-6539	222	29	target	target	NOUN
easat-6539	222	30	images	image	NOUN
easat-6539	222	31	for	for	ADP
easat-6539	222	32	face	face	NOUN
easat-6539	222	33	swapping	swap	VERB
easat-6539	222	34	and	and	CCONJ
easat-6539	222	35	training	training	NOUN
easat-6539	222	36	materials	material	NOUN
easat-6539	222	37	.	.	PUNCT
easat-6539	223	1	the	the	DET
easat-6539	223	2	data	datum	NOUN
easat-6539	223	3	preprocessing	preprocessing	NOUN
easat-6539	223	4	stage	stage	NOUN
easat-6539	223	5	is	be	AUX
easat-6539	223	6	critical	critical	ADJ
easat-6539	223	7	for	for	ADP
easat-6539	223	8	ensuring	ensure	VERB
easat-6539	223	9	the	the	DET
easat-6539	223	10	quality	quality	NOUN
easat-6539	223	11	and	and	CCONJ
easat-6539	223	12	consistency	consistency	NOUN
easat-6539	223	13	of	of	ADP
easat-6539	223	14	the	the	DET
easat-6539	223	15	training	training	NOUN
easat-6539	223	16	data	datum	NOUN
easat-6539	223	17	.	.	PUNCT
easat-6539	224	1	the	the	DET
easat-6539	224	2	researcher	researcher	NOUN
easat-6539	224	3	imports	import	VERB
easat-6539	224	4	the	the	DET
easat-6539	224	5	generated	generate	VERB
easat-6539	224	6	images	image	NOUN
easat-6539	224	7	into	into	ADP
easat-6539	224	8	deepface	deepface	NOUN
easat-6539	224	9	lab	lab	NOUN
easat-6539	224	10	software	software	NOUN
easat-6539	224	11	,	,	PUNCT
easat-6539	224	12	which	which	PRON
easat-6539	224	13	employs	employ	VERB
easat-6539	224	14	advanced	advanced	ADJ
easat-6539	224	15	facial	facial	ADJ
easat-6539	224	16	detection	detection	NOUN
easat-6539	224	17	and	and	CCONJ
easat-6539	224	18	alignment	alignment	ADJ
easat-6539	224	19	algorithms	algorithm	NOUN
easat-6539	224	20	.	.	PUNCT
easat-6539	225	1	these	these	DET
easat-6539	225	2	algorithms	algorithm	NOUN
easat-6539	225	3	identify	identify	VERB
easat-6539	225	4	key	key	ADJ
easat-6539	225	5	facial	facial	ADJ
easat-6539	225	6	landmarks	landmark	NOUN
easat-6539	225	7	and	and	CCONJ
easat-6539	225	8	normalize	normalize	VERB
easat-6539	225	9	the	the	DET
easat-6539	225	10	images	image	NOUN
easat-6539	225	11	for	for	ADP
easat-6539	225	12	orientation	orientation	NOUN
easat-6539	225	13	,	,	PUNCT
easat-6539	225	14	size	size	NOUN
easat-6539	225	15	,	,	PUNCT
easat-6539	225	16	and	and	CCONJ
easat-6539	225	17	position	position	NOUN
easat-6539	225	18	.	.	PUNCT
easat-6539	226	1	this	this	DET
easat-6539	226	2	normalization	normalization	NOUN
easat-6539	226	3	process	process	NOUN
easat-6539	226	4	is	be	AUX
easat-6539	226	5	essential	essential	ADJ
easat-6539	226	6	for	for	ADP
easat-6539	226	7	reducing	reduce	VERB
easat-6539	226	8	variability	variability	NOUN
easat-6539	226	9	in	in	ADP
easat-6539	226	10	the	the	DET
easat-6539	226	11	training	training	NOUN
easat-6539	226	12	data	datum	NOUN
easat-6539	226	13	that	that	PRON
easat-6539	226	14	could	could	AUX
easat-6539	226	15	negatively	negatively	ADV
easat-6539	226	16	impact	impact	VERB
easat-6539	226	17	model	model	NOUN
easat-6539	226	18	performance	performance	NOUN
easat-6539	226	19	.	.	PUNCT
easat-6539	227	1	figure	figure	VERB
easat-6539	227	2	6	6	NUM
easat-6539	227	3	.	.	PUNCT
easat-6539	227	4	workflow	workflow	NOUN
easat-6539	227	5	.	.	PUNCT
easat-6539	228	1	an	an	DET
easat-6539	228	2	appropriate	appropriate	ADJ
easat-6539	228	3	training	training	NOUN
easat-6539	228	4	model	model	NOUN
easat-6539	228	5	within	within	ADP
easat-6539	228	6	deepface	deepface	NOUN
easat-6539	228	7	lab	lab	NOUN
easat-6539	228	8	is	be	AUX
easat-6539	228	9	selected	select	VERB
easat-6539	228	10	based	base	VERB
easat-6539	228	11	on	on	ADP
easat-6539	228	12	several	several	ADJ
easat-6539	228	13	factors	factor	NOUN
easat-6539	228	14	.	.	PUNCT
easat-6539	229	1	the	the	DET
easat-6539	229	2	researcher	researcher	NOUN
easat-6539	229	3	considers	consider	VERB
easat-6539	229	4	the	the	DET
easat-6539	229	5	complexity	complexity	NOUN
easat-6539	229	6	of	of	ADP
easat-6539	229	7	the	the	DET
easat-6539	229	8	facial	facial	ADJ
easat-6539	229	9	features	feature	NOUN
easat-6539	229	10	,	,	PUNCT
easat-6539	229	11	the	the	DET
easat-6539	229	12	diversity	diversity	NOUN
easat-6539	229	13	of	of	ADP
easat-6539	229	14	expressions	expression	NOUN
easat-6539	229	15	and	and	CCONJ
easat-6539	229	16	angles	angle	NOUN
easat-6539	229	17	in	in	ADP
easat-6539	229	18	the	the	DET
easat-6539	229	19	dataset	dataset	NOUN
easat-6539	229	20	,	,	PUNCT
easat-6539	229	21	and	and	CCONJ
easat-6539	229	22	the	the	DET
easat-6539	229	23	desired	desire	VERB
easat-6539	229	24	output	output	NOUN
easat-6539	229	25	quality	quality	NOUN
easat-6539	229	26	.	.	PUNCT
easat-6539	230	1	for	for	ADP
easat-6539	230	2	datasets	dataset	NOUN
easat-6539	230	3	with	with	ADP
easat-6539	230	4	high	high	ADJ
easat-6539	230	5	variability	variability	NOUN
easat-6539	230	6	in	in	ADP
easat-6539	230	7	expressions	expression	NOUN
easat-6539	230	8	and	and	CCONJ
easat-6539	230	9	angles	angle	NOUN
easat-6539	230	10	,	,	PUNCT
easat-6539	230	11	the	the	DET
easat-6539	230	12	researcher	researcher	NOUN
easat-6539	230	13	opts	opt	VERB
easat-6539	230	14	for	for	ADP
easat-6539	230	15	models	model	NOUN
easat-6539	230	16	with	with	ADP
easat-6539	230	17	greater	great	ADJ
easat-6539	230	18	capacity	capacity	NOUN
easat-6539	230	19	for	for	ADP
easat-6539	230	20	learning	learn	VERB
easat-6539	230	21	complex	complex	ADJ
easat-6539	230	22	representations	representation	NOUN
easat-6539	230	23	,	,	PUNCT
easat-6539	230	24	such	such	ADJ
easat-6539	230	25	as	as	ADP
easat-6539	230	26	those	those	PRON
easat-6539	230	27	based	base	VERB
easat-6539	230	28	on	on	ADP
easat-6539	230	29	deeper	deep	ADJ
easat-6539	230	30	neural	neural	ADJ
easat-6539	230	31	network	network	NOUN
easat-6539	230	32	architectures	architecture	NOUN
easat-6539	230	33	.	.	PUNCT
easat-6539	231	1	conversely	conversely	ADV
easat-6539	231	2	,	,	PUNCT
easat-6539	231	3	the	the	DET
easat-6539	231	4	researcher	researcher	NOUN
easat-6539	231	5	chooses	choose	VERB
easat-6539	231	6	simpler	simple	ADJ
easat-6539	231	7	models	model	NOUN
easat-6539	231	8	for	for	ADP
easat-6539	231	9	more	more	ADV
easat-6539	231	10	homogeneous	homogeneous	ADJ
easat-6539	231	11	datasets	dataset	NOUN
easat-6539	231	12	to	to	PART
easat-6539	231	13	avoid	avoid	VERB
easat-6539	231	14	overfitting	overfitte	VERB
easat-6539	231	15	.	.	PUNCT
easat-6539	232	1	once	once	SCONJ
easat-6539	232	2	the	the	DET
easat-6539	232	3	model	model	NOUN
easat-6539	232	4	is	be	AUX
easat-6539	232	5	selected	select	VERB
easat-6539	232	6	and	and	CCONJ
easat-6539	232	7	the	the	DET
easat-6539	232	8	data	datum	NOUN
easat-6539	232	9	is	be	AUX
easat-6539	232	10	preprocessed	preprocesse	VERB
easat-6539	232	11	,	,	PUNCT
easat-6539	232	12	the	the	DET
easat-6539	232	13	researcher	researcher	NOUN
easat-6539	232	14	initiates	initiate	VERB
easat-6539	232	15	the	the	DET
easat-6539	232	16	training	training	NOUN
easat-6539	232	17	using	use	VERB
easat-6539	232	18	the	the	DET
easat-6539	232	19	prepared	prepared	ADJ
easat-6539	232	20	source	source	NOUN
easat-6539	232	21	materials	material	NOUN
easat-6539	232	22	.	.	PUNCT
easat-6539	233	1	this	this	DET
easat-6539	233	2	training	training	NOUN
easat-6539	233	3	process	process	NOUN
easat-6539	233	4	involves	involve	VERB
easat-6539	233	5	iterative	iterative	ADJ
easat-6539	233	6	optimization	optimization	NOUN
easat-6539	233	7	of	of	ADP
easat-6539	233	8	the	the	DET
easat-6539	233	9	model	model	NOUN
easat-6539	233	10	parameters	parameter	NOUN
easat-6539	233	11	to	to	PART
easat-6539	233	12	minimize	minimize	VERB
easat-6539	233	13	the	the	DET
easat-6539	233	14	difference	difference	NOUN
easat-6539	233	15	between	between	ADP
easat-6539	233	16	the	the	DET
easat-6539	233	17	generated	generate	VERB
easat-6539	233	18	and	and	CCONJ
easat-6539	233	19	target	target	NOUN
easat-6539	233	20	faces	face	NOUN
easat-6539	233	21	.	.	PUNCT
easat-6539	234	1	the	the	DET
easat-6539	234	2	researcher	researcher	NOUN
easat-6539	234	3	monitors	monitor	VERB
easat-6539	234	4	key	key	ADJ
easat-6539	234	5	metrics	metric	NOUN
easat-6539	234	6	such	such	ADJ
easat-6539	234	7	as	as	ADP
easat-6539	234	8	loss	loss	NOUN
easat-6539	234	9	values	value	NOUN
easat-6539	234	10	and	and	CCONJ
easat-6539	234	11	the	the	DET
easat-6539	234	12	visual	visual	ADJ
easat-6539	234	13	quality	quality	NOUN
easat-6539	234	14	of	of	ADP
easat-6539	234	15	interim	interim	ADJ
easat-6539	234	16	outputs	output	NOUN
easat-6539	234	17	to	to	PART
easat-6539	234	18	gauge	gauge	VERB
easat-6539	234	19	training	training	NOUN
easat-6539	234	20	progress	progress	NOUN
easat-6539	234	21	and	and	CCONJ
easat-6539	234	22	make	make	VERB
easat-6539	234	23	necessary	necessary	ADJ
easat-6539	234	24	adjustments	adjustment	NOUN
easat-6539	234	25	.	.	PUNCT
easat-6539	235	1	upon	upon	SCONJ
easat-6539	235	2	completion	completion	NOUN
easat-6539	235	3	of	of	ADP
easat-6539	235	4	training	training	NOUN
easat-6539	235	5	,	,	PUNCT
easat-6539	235	6	the	the	DET
easat-6539	235	7	resultant	resultant	NOUN
easat-6539	235	8	model	model	NOUN
easat-6539	235	9	can	can	AUX
easat-6539	235	10	be	be	AUX
easat-6539	235	11	employed	employ	VERB
easat-6539	235	12	to	to	PART
easat-6539	235	13	swiftly	swiftly	ADV
easat-6539	235	14	produce	produce	VERB
easat-6539	235	15	high	high	ADJ
easat-6539	235	16	-	-	PUNCT
easat-6539	235	17	quality	quality	NOUN
easat-6539	235	18	deepfake	deepfake	NOUN
easat-6539	235	19	video	video	NOUN
easat-6539	235	20	content	content	NOUN
easat-6539	235	21	.	.	PUNCT
easat-6539	236	1	2232	2232	NUM
easat-6539	236	2	edelweiss	edelweiss	PROPN
easat-6539	236	3	applied	apply	VERB
easat-6539	236	4	science	science	NOUN
easat-6539	236	5	and	and	CCONJ
easat-6539	236	6	technology	technology	NOUN
easat-6539	236	7	issn	issn	PROPN
easat-6539	236	8	:	:	PUNCT
easat-6539	236	9	2576	2576	NUM
easat-6539	236	10	-	-	SYM
easat-6539	236	11	8484	8484	NUM
easat-6539	236	12	vol	vol	NOUN
easat-6539	236	13	.	.	PROPN
easat-6539	237	1	9	9	NUM
easat-6539	237	2	,	,	PUNCT
easat-6539	237	3	no	no	INTJ
easat-6539	237	4	.	.	NOUN
easat-6539	237	5	4	4	NUM
easat-6539	237	6	:	:	SYM
easat-6539	237	7	2222	2222	NUM
easat-6539	237	8	-	-	SYM
easat-6539	237	9	2234	2234	NUM
easat-6539	237	10	,	,	PUNCT
easat-6539	237	11	2025	2025	NUM
easat-6539	237	12	doi	doi	NOUN
easat-6539	237	13	:	:	PUNCT
easat-6539	237	14	10.55214/25768484.v9i4.6539	10.55214/25768484.v9i4.6539	NOUN
easat-6539	237	15	©	©	PROPN
easat-6539	237	16	2025	2025	NUM
easat-6539	237	17	by	by	ADP
easat-6539	237	18	the	the	DET
easat-6539	237	19	authors	author	NOUN
easat-6539	237	20	;	;	PUNCT
easat-6539	237	21	licensee	licensee	PROPN
easat-6539	237	22	learning	learning	NOUN
easat-6539	237	23	gate	gate	NOUN
easat-6539	237	24	this	this	DET
easat-6539	237	25	approach	approach	NOUN
easat-6539	237	26	synergistically	synergistically	ADV
easat-6539	237	27	combines	combine	VERB
easat-6539	237	28	ai	ai	VERB
easat-6539	237	29	art	art	NOUN
easat-6539	237	30	generation	generation	NOUN
easat-6539	237	31	and	and	CCONJ
easat-6539	237	32	deepfake	deepfake	VERB
easat-6539	237	33	technology	technology	NOUN
easat-6539	237	34	to	to	PART
easat-6539	237	35	create	create	VERB
easat-6539	237	36	a	a	DET
easat-6539	237	37	streamlined	streamlined	ADJ
easat-6539	237	38	,	,	PUNCT
easat-6539	237	39	cost	cost	NOUN
easat-6539	237	40	-	-	PUNCT
easat-6539	237	41	effective	effective	ADJ
easat-6539	237	42	,	,	PUNCT
easat-6539	237	43	and	and	CCONJ
easat-6539	237	44	legally	legally	ADV
easat-6539	237	45	compliant	compliant	ADJ
easat-6539	237	46	workflow	workflow	NOUN
easat-6539	237	47	.	.	PUNCT
easat-6539	238	1	it	it	PRON
easat-6539	238	2	mitigates	mitigate	VERB
easat-6539	238	3	privacy	privacy	NOUN
easat-6539	238	4	and	and	CCONJ
easat-6539	238	5	image	image	NOUN
easat-6539	238	6	rights	right	NOUN
easat-6539	238	7	concerns	concern	NOUN
easat-6539	238	8	while	while	SCONJ
easat-6539	238	9	maintaining	maintain	VERB
easat-6539	238	10	a	a	DET
easat-6539	238	11	high	high	ADJ
easat-6539	238	12	quality	quality	NOUN
easat-6539	238	13	and	and	CCONJ
easat-6539	238	14	realism	realism	NOUN
easat-6539	238	15	standard	standard	NOUN
easat-6539	238	16	in	in	ADP
easat-6539	238	17	the	the	DET
easat-6539	238	18	final	final	ADJ
easat-6539	238	19	output	output	NOUN
easat-6539	238	20	.	.	PUNCT
easat-6539	239	1	consequently	consequently	ADV
easat-6539	239	2	,	,	PUNCT
easat-6539	239	3	this	this	DET
easat-6539	239	4	methodology	methodology	NOUN
easat-6539	239	5	has	have	VERB
easat-6539	239	6	the	the	DET
easat-6539	239	7	potential	potential	NOUN
easat-6539	239	8	to	to	PART
easat-6539	239	9	significantly	significantly	ADV
easat-6539	239	10	broaden	broaden	VERB
easat-6539	239	11	the	the	DET
easat-6539	239	12	applications	application	NOUN
easat-6539	239	13	of	of	ADP
easat-6539	239	14	deepfake	deepfake	NOUN
easat-6539	239	15	technology	technology	NOUN
easat-6539	239	16	across	across	ADP
easat-6539	239	17	various	various	ADJ
easat-6539	239	18	fields	field	NOUN
easat-6539	239	19	,	,	PUNCT
easat-6539	239	20	including	include	VERB
easat-6539	239	21	entertainment	entertainment	NOUN
easat-6539	239	22	,	,	PUNCT
easat-6539	239	23	education	education	NOUN
easat-6539	239	24	,	,	PUNCT
easat-6539	239	25	and	and	CCONJ
easat-6539	239	26	digital	digital	ADJ
easat-6539	239	27	media	medium	NOUN
easat-6539	239	28	production	production	NOUN
easat-6539	239	29	.	.	PUNCT
easat-6539	240	1	6	6	NUM
easat-6539	240	2	.	.	X
easat-6539	240	3	conclusions	conclusion	NOUN
easat-6539	240	4	deepfake	deepfake	VERB
easat-6539	240	5	video	video	NOUN
easat-6539	240	6	production	production	NOUN
easat-6539	240	7	has	have	AUX
easat-6539	240	8	emerged	emerge	VERB
easat-6539	240	9	as	as	ADP
easat-6539	240	10	an	an	DET
easat-6539	240	11	increasingly	increasingly	ADV
easat-6539	240	12	prominent	prominent	ADJ
easat-6539	240	13	and	and	CCONJ
easat-6539	240	14	intriguing	intriguing	ADJ
easat-6539	240	15	field	field	NOUN
easat-6539	240	16	in	in	ADP
easat-6539	240	17	the	the	DET
easat-6539	240	18	rapidly	rapidly	ADV
easat-6539	240	19	evolving	evolve	VERB
easat-6539	240	20	landscape	landscape	NOUN
easat-6539	240	21	of	of	ADP
easat-6539	240	22	artificial	artificial	ADJ
easat-6539	240	23	intelligence	intelligence	NOUN
easat-6539	240	24	technology	technology	NOUN
easat-6539	240	25	.	.	PUNCT
easat-6539	241	1	this	this	DET
easat-6539	241	2	technology	technology	NOUN
easat-6539	241	3	,	,	PUNCT
easat-6539	241	4	which	which	PRON
easat-6539	241	5	employs	employ	VERB
easat-6539	241	6	aidriven	aidriven	ADJ
easat-6539	241	7	facial	facial	ADJ
easat-6539	241	8	modifications	modification	NOUN
easat-6539	241	9	to	to	PART
easat-6539	241	10	merge	merge	VERB
easat-6539	241	11	source	source	NOUN
easat-6539	241	12	and	and	CCONJ
easat-6539	241	13	target	target	VERB
easat-6539	241	14	facial	facial	ADJ
easat-6539	241	15	features	feature	NOUN
easat-6539	241	16	in	in	ADP
easat-6539	241	17	videos	video	NOUN
easat-6539	241	18	seamlessly	seamlessly	ADV
easat-6539	241	19	,	,	PUNCT
easat-6539	241	20	has	have	AUX
easat-6539	241	21	ushered	usher	VERB
easat-6539	241	22	in	in	ADP
easat-6539	241	23	unprecedented	unprecedented	ADJ
easat-6539	241	24	creativity	creativity	NOUN
easat-6539	241	25	and	and	CCONJ
easat-6539	241	26	novel	novel	ADJ
easat-6539	241	27	experiences	experience	NOUN
easat-6539	241	28	in	in	ADP
easat-6539	241	29	video	video	NOUN
easat-6539	241	30	production	production	NOUN
easat-6539	241	31	.	.	PUNCT
easat-6539	242	1	however	however	ADV
easat-6539	242	2	,	,	PUNCT
easat-6539	242	3	traditional	traditional	ADJ
easat-6539	242	4	deepfake	deepfake	NOUN
easat-6539	242	5	video	video	NOUN
easat-6539	242	6	creation	creation	NOUN
easat-6539	242	7	methods	method	NOUN
easat-6539	242	8	are	be	AUX
easat-6539	242	9	fraught	fraught	ADJ
easat-6539	242	10	with	with	ADP
easat-6539	242	11	numerous	numerous	ADJ
easat-6539	242	12	drawbacks	drawback	NOUN
easat-6539	242	13	,	,	PUNCT
easat-6539	242	14	such	such	ADJ
easat-6539	242	15	as	as	ADP
easat-6539	242	16	the	the	DET
easat-6539	242	17	requirement	requirement	NOUN
easat-6539	242	18	for	for	ADP
easat-6539	242	19	extensive	extensive	ADJ
easat-6539	242	20	real	real	ADJ
easat-6539	242	21	human	human	ADJ
easat-6539	242	22	facial	facial	ADJ
easat-6539	242	23	imagery	imagery	NOUN
easat-6539	242	24	as	as	ADP
easat-6539	242	25	training	training	NOUN
easat-6539	242	26	data	datum	NOUN
easat-6539	242	27	,	,	PUNCT
easat-6539	242	28	which	which	PRON
easat-6539	242	29	not	not	PART
easat-6539	242	30	only	only	ADV
easat-6539	242	31	incurs	incur	VERB
easat-6539	242	32	substantial	substantial	ADJ
easat-6539	242	33	costs	cost	NOUN
easat-6539	242	34	but	but	CCONJ
easat-6539	242	35	also	also	ADV
easat-6539	242	36	poses	pose	VERB
easat-6539	242	37	legal	legal	ADJ
easat-6539	242	38	risks	risk	NOUN
easat-6539	242	39	related	relate	VERB
easat-6539	242	40	to	to	ADP
easat-6539	242	41	privacy	privacy	NOUN
easat-6539	242	42	breaches	breach	NOUN
easat-6539	242	43	and	and	CCONJ
easat-6539	242	44	infringement	infringement	NOUN
easat-6539	242	45	of	of	ADP
easat-6539	242	46	image	image	NOUN
easat-6539	242	47	rights	right	NOUN
easat-6539	242	48	.	.	PUNCT
easat-6539	243	1	the	the	DET
easat-6539	243	2	advent	advent	NOUN
easat-6539	243	3	of	of	ADP
easat-6539	243	4	ai	ai	ADJ
easat-6539	243	5	-	-	PUNCT
easat-6539	243	6	generated	generate	VERB
easat-6539	243	7	art	art	NOUN
easat-6539	243	8	technologies	technology	NOUN
easat-6539	243	9	has	have	AUX
easat-6539	243	10	provided	provide	VERB
easat-6539	243	11	a	a	DET
easat-6539	243	12	unique	unique	ADJ
easat-6539	243	13	approach	approach	NOUN
easat-6539	243	14	to	to	ADP
easat-6539	243	15	addressing	address	VERB
easat-6539	243	16	these	these	DET
easat-6539	243	17	challenges	challenge	NOUN
easat-6539	243	18	.	.	PUNCT
easat-6539	244	1	this	this	DET
easat-6539	244	2	paper	paper	NOUN
easat-6539	244	3	proposes	propose	VERB
easat-6539	244	4	an	an	DET
easat-6539	244	5	innovative	innovative	ADJ
easat-6539	244	6	workflow	workflow	NOUN
easat-6539	244	7	that	that	PRON
easat-6539	244	8	integrates	integrate	VERB
easat-6539	244	9	the	the	DET
easat-6539	244	10	ai	ai	ADJ
easat-6539	244	11	art	art	NOUN
easat-6539	244	12	generation	generation	NOUN
easat-6539	244	13	software	software	NOUN
easat-6539	244	14	midjourney	midjourney	NOUN
easat-6539	244	15	with	with	ADP
easat-6539	244	16	the	the	DET
easat-6539	244	17	deepfake	deepfake	NOUN
easat-6539	244	18	production	production	NOUN
easat-6539	244	19	software	software	NOUN
easat-6539	244	20	deepface	deepface	NOUN
easat-6539	244	21	lab	lab	NOUN
easat-6539	244	22	,	,	PUNCT
easat-6539	244	23	alongside	alongside	ADP
easat-6539	244	24	metahuman	metahuman	NOUN
easat-6539	244	25	rendering	rendering	NOUN
easat-6539	244	26	imagery	imagery	NOUN
easat-6539	244	27	,	,	PUNCT
easat-6539	244	28	to	to	PART
easat-6539	244	29	create	create	VERB
easat-6539	244	30	deepfake	deepfake	NOUN
easat-6539	244	31	videos	video	NOUN
easat-6539	244	32	.	.	PUNCT
easat-6539	245	1	this	this	DET
easat-6539	245	2	methodology	methodology	NOUN
easat-6539	245	3	organically	organically	ADV
easat-6539	245	4	combines	combine	VERB
easat-6539	245	5	ai	ai	VERB
easat-6539	245	6	art	art	NOUN
easat-6539	245	7	generation	generation	NOUN
easat-6539	245	8	,	,	PUNCT
easat-6539	245	9	facial	facial	ADJ
easat-6539	245	10	recognition	recognition	NOUN
easat-6539	245	11	technology	technology	NOUN
easat-6539	245	12	,	,	PUNCT
easat-6539	245	13	and	and	CCONJ
easat-6539	245	14	deepfake	deepfake	VERB
easat-6539	245	15	video	video	NOUN
easat-6539	245	16	production	production	NOUN
easat-6539	245	17	techniques	technique	NOUN
easat-6539	245	18	,	,	PUNCT
easat-6539	245	19	leveraging	leverage	VERB
easat-6539	245	20	the	the	DET
easat-6539	245	21	strengths	strength	NOUN
easat-6539	245	22	of	of	ADP
easat-6539	245	23	various	various	ADJ
easat-6539	245	24	ai	ai	PROPN
easat-6539	245	25	technologies	technology	NOUN
easat-6539	245	26	.	.	PUNCT
easat-6539	246	1	it	it	PRON
easat-6539	246	2	serves	serve	VERB
easat-6539	246	3	as	as	ADP
easat-6539	246	4	a	a	DET
easat-6539	246	5	vivid	vivid	ADJ
easat-6539	246	6	example	example	NOUN
easat-6539	246	7	of	of	ADP
easat-6539	246	8	promoting	promote	VERB
easat-6539	246	9	cross	cross	ADJ
easat-6539	246	10	-	-	ADJ
easat-6539	246	11	disciplinary	disciplinary	ADJ
easat-6539	246	12	integration	integration	NOUN
easat-6539	246	13	and	and	CCONJ
easat-6539	246	14	innovative	innovative	ADJ
easat-6539	246	15	applications	application	NOUN
easat-6539	246	16	of	of	ADP
easat-6539	246	17	ai	ai	ADJ
easat-6539	246	18	technology	technology	NOUN
easat-6539	246	19	.	.	PUNCT
easat-6539	247	1	the	the	DET
easat-6539	247	2	proposed	propose	VERB
easat-6539	247	3	workflow	workflow	NOUN
easat-6539	247	4	addresses	address	NOUN
easat-6539	247	5	several	several	ADJ
easat-6539	247	6	challenges	challenge	NOUN
easat-6539	247	7	in	in	ADP
easat-6539	247	8	traditional	traditional	ADJ
easat-6539	247	9	deepfake	deepfake	NOUN
easat-6539	247	10	video	video	NOUN
easat-6539	247	11	production	production	NOUN
easat-6539	247	12	.	.	PUNCT
easat-6539	248	1	by	by	ADP
easat-6539	248	2	utilizing	utilize	VERB
easat-6539	248	3	ai	ai	INTJ
easat-6539	248	4	art	art	NOUN
easat-6539	248	5	generation	generation	NOUN
easat-6539	248	6	technology	technology	NOUN
easat-6539	248	7	to	to	PART
easat-6539	248	8	create	create	VERB
easat-6539	248	9	source	source	NOUN
easat-6539	248	10	materials	material	NOUN
easat-6539	248	11	(	(	PUNCT
easat-6539	248	12	src	src	NOUN
easat-6539	248	13	)	)	PUNCT
easat-6539	248	14	,	,	PUNCT
easat-6539	248	15	the	the	DET
easat-6539	248	16	need	need	NOUN
easat-6539	248	17	to	to	PART
easat-6539	248	18	hire	hire	VERB
easat-6539	248	19	human	human	ADJ
easat-6539	248	20	models	model	NOUN
easat-6539	248	21	or	or	CCONJ
easat-6539	248	22	conduct	conduct	VERB
easat-6539	248	23	expensive	expensive	ADJ
easat-6539	248	24	photoshoots	photoshoot	NOUN
easat-6539	248	25	is	be	AUX
easat-6539	248	26	eliminated	eliminate	VERB
easat-6539	248	27	,	,	PUNCT
easat-6539	248	28	significantly	significantly	ADV
easat-6539	248	29	reducing	reduce	VERB
easat-6539	248	30	production	production	NOUN
easat-6539	248	31	costs	cost	NOUN
easat-6539	248	32	.	.	PUNCT
easat-6539	249	1	the	the	DET
easat-6539	249	2	ai	ai	PROPN
easat-6539	249	3	art	art	PROPN
easat-6539	249	4	software	software	PROPN
easat-6539	249	5	midjourney	midjourney	NOUN
easat-6539	249	6	,	,	PUNCT
easat-6539	249	7	equipped	equip	VERB
easat-6539	249	8	with	with	ADP
easat-6539	249	9	the	the	DET
easat-6539	249	10	insightfaceswap	insightfaceswap	NOUN
easat-6539	249	11	plugin	plugin	NOUN
easat-6539	249	12	,	,	PUNCT
easat-6539	249	13	generates	generate	VERB
easat-6539	249	14	src	src	NOUN
easat-6539	249	15	materials	material	NOUN
easat-6539	249	16	with	with	ADP
easat-6539	249	17	highly	highly	ADV
easat-6539	249	18	consistent	consistent	ADJ
easat-6539	249	19	facial	facial	ADJ
easat-6539	249	20	features	feature	NOUN
easat-6539	249	21	while	while	SCONJ
easat-6539	249	22	offering	offer	VERB
easat-6539	249	23	diverse	diverse	ADJ
easat-6539	249	24	expressions	expression	NOUN
easat-6539	249	25	and	and	CCONJ
easat-6539	249	26	angles	angle	NOUN
easat-6539	249	27	,	,	PUNCT
easat-6539	249	28	meeting	meet	VERB
easat-6539	249	29	training	training	NOUN
easat-6539	249	30	requirements	requirement	NOUN
easat-6539	249	31	for	for	ADP
easat-6539	249	32	various	various	ADJ
easat-6539	249	33	scenarios	scenario	NOUN
easat-6539	249	34	and	and	CCONJ
easat-6539	249	35	needs	need	NOUN
easat-6539	249	36	.	.	PUNCT
easat-6539	250	1	the	the	DET
easat-6539	250	2	workflow	workflow	NOUN
easat-6539	250	3	is	be	AUX
easat-6539	250	4	highly	highly	ADV
easat-6539	250	5	automated	automate	VERB
easat-6539	250	6	,	,	PUNCT
easat-6539	250	7	requiring	require	VERB
easat-6539	250	8	operators	operator	NOUN
easat-6539	250	9	to	to	PART
easat-6539	250	10	provide	provide	VERB
easat-6539	250	11	only	only	ADV
easat-6539	250	12	necessary	necessary	ADJ
easat-6539	250	13	textual	textual	ADJ
easat-6539	250	14	descriptions	description	NOUN
easat-6539	250	15	and	and	CCONJ
easat-6539	250	16	control	control	NOUN
easat-6539	250	17	parameters	parameter	NOUN
easat-6539	250	18	,	,	PUNCT
easat-6539	250	19	enhancing	enhance	VERB
easat-6539	250	20	production	production	NOUN
easat-6539	250	21	efficiency	efficiency	NOUN
easat-6539	250	22	.	.	PUNCT
easat-6539	251	1	moreover	moreover	ADV
easat-6539	251	2	,	,	PUNCT
easat-6539	251	3	since	since	SCONJ
easat-6539	251	4	the	the	DET
easat-6539	251	5	image	image	NOUN
easat-6539	251	6	materials	material	NOUN
easat-6539	251	7	generated	generate	VERB
easat-6539	251	8	by	by	ADP
easat-6539	251	9	ai	ai	PRON
easat-6539	251	10	art	art	NOUN
easat-6539	251	11	are	be	AUX
easat-6539	251	12	virtual	virtual	ADJ
easat-6539	251	13	character	character	NOUN
easat-6539	251	14	representations	representation	NOUN
easat-6539	251	15	,	,	PUNCT
easat-6539	251	16	they	they	PRON
easat-6539	251	17	do	do	AUX
easat-6539	251	18	not	not	PART
easat-6539	251	19	involve	involve	VERB
easat-6539	251	20	any	any	DET
easat-6539	251	21	real	real	ADJ
easat-6539	251	22	human	human	ADJ
easat-6539	251	23	image	image	NOUN
easat-6539	251	24	rights	right	NOUN
easat-6539	251	25	issues	issue	NOUN
easat-6539	251	26	,	,	PUNCT
easat-6539	251	27	reducing	reduce	VERB
easat-6539	251	28	potential	potential	ADJ
easat-6539	251	29	legal	legal	ADJ
easat-6539	251	30	risks	risk	NOUN
easat-6539	251	31	.	.	PUNCT
easat-6539	252	1	these	these	DET
easat-6539	252	2	advantages	advantage	NOUN
easat-6539	252	3	position	position	VERB
easat-6539	252	4	the	the	DET
easat-6539	252	5	proposed	propose	VERB
easat-6539	252	6	methodology	methodology	NOUN
easat-6539	252	7	as	as	ADP
easat-6539	252	8	a	a	DET
easat-6539	252	9	promising	promising	ADJ
easat-6539	252	10	approach	approach	NOUN
easat-6539	252	11	for	for	ADP
easat-6539	252	12	the	the	DET
easat-6539	252	13	ethical	ethical	ADJ
easat-6539	252	14	and	and	CCONJ
easat-6539	252	15	efficient	efficient	ADJ
easat-6539	252	16	production	production	NOUN
easat-6539	252	17	of	of	ADP
easat-6539	252	18	deepfake	deepfake	NOUN
easat-6539	252	19	content	content	NOUN
easat-6539	252	20	,	,	PUNCT
easat-6539	252	21	with	with	ADP
easat-6539	252	22	potential	potential	ADJ
easat-6539	252	23	applications	application	NOUN
easat-6539	252	24	across	across	ADP
easat-6539	252	25	multiple	multiple	ADJ
easat-6539	252	26	domains	domain	NOUN
easat-6539	252	27	,	,	PUNCT
easat-6539	252	28	including	include	VERB
easat-6539	252	29	video	video	NOUN
easat-6539	252	30	production	production	NOUN
easat-6539	252	31	,	,	PUNCT
easat-6539	252	32	ip	ip	NOUN
easat-6539	252	33	creation	creation	NOUN
easat-6539	252	34	,	,	PUNCT
easat-6539	252	35	virtual	virtual	ADJ
easat-6539	252	36	reality	reality	NOUN
easat-6539	252	37	,	,	PUNCT
easat-6539	252	38	and	and	CCONJ
easat-6539	252	39	the	the	DET
easat-6539	252	40	metaverse	metaverse	NOUN
easat-6539	252	41	.	.	PUNCT
easat-6539	253	1	this	this	DET
easat-6539	253	2	innovative	innovative	ADJ
easat-6539	253	3	approach	approach	NOUN
easat-6539	253	4	addresses	address	VERB
easat-6539	253	5	the	the	DET
easat-6539	253	6	practical	practical	ADJ
easat-6539	253	7	challenges	challenge	NOUN
easat-6539	253	8	in	in	ADP
easat-6539	253	9	deepfake	deepfake	NOUN
easat-6539	253	10	video	video	NOUN
easat-6539	253	11	production	production	NOUN
easat-6539	253	12	and	and	CCONJ
easat-6539	253	13	exemplifies	exemplify	VERB
easat-6539	253	14	the	the	DET
easat-6539	253	15	synergistic	synergistic	ADJ
easat-6539	253	16	potential	potential	NOUN
easat-6539	253	17	of	of	ADP
easat-6539	253	18	integrating	integrate	VERB
easat-6539	253	19	various	various	ADJ
easat-6539	253	20	ai	ai	PROPN
easat-6539	253	21	technologies	technology	NOUN
easat-6539	253	22	.	.	PUNCT
easat-6539	254	1	by	by	ADP
easat-6539	254	2	leveraging	leverage	VERB
easat-6539	254	3	the	the	DET
easat-6539	254	4	strengths	strength	NOUN
easat-6539	254	5	of	of	ADP
easat-6539	254	6	ai	ai	ADJ
easat-6539	254	7	art	art	NOUN
easat-6539	254	8	generation	generation	NOUN
easat-6539	254	9	,	,	PUNCT
easat-6539	254	10	facial	facial	ADJ
easat-6539	254	11	recognition	recognition	NOUN
easat-6539	254	12	,	,	PUNCT
easat-6539	254	13	and	and	CCONJ
easat-6539	254	14	deepfake	deepfake	VERB
easat-6539	254	15	techniques	technique	NOUN
easat-6539	254	16	,	,	PUNCT
easat-6539	254	17	it	it	PRON
easat-6539	254	18	opens	open	VERB
easat-6539	254	19	up	up	ADP
easat-6539	254	20	new	new	ADJ
easat-6539	254	21	possibilities	possibility	NOUN
easat-6539	254	22	for	for	ADP
easat-6539	254	23	creative	creative	ADJ
easat-6539	254	24	content	content	NOUN
easat-6539	254	25	production	production	NOUN
easat-6539	254	26	while	while	SCONJ
easat-6539	254	27	mitigating	mitigate	VERB
easat-6539	254	28	ethical	ethical	ADJ
easat-6539	254	29	and	and	CCONJ
easat-6539	254	30	legal	legal	ADJ
easat-6539	254	31	concerns	concern	NOUN
easat-6539	254	32	.	.	PUNCT
easat-6539	255	1	as	as	ADP
easat-6539	255	2	such	such	ADJ
easat-6539	255	3	,	,	PUNCT
easat-6539	255	4	this	this	DET
easat-6539	255	5	methodology	methodology	NOUN
easat-6539	255	6	represents	represent	VERB
easat-6539	255	7	a	a	DET
easat-6539	255	8	significant	significant	ADJ
easat-6539	255	9	step	step	NOUN
easat-6539	255	10	forward	forward	ADV
easat-6539	255	11	in	in	ADP
easat-6539	255	12	the	the	DET
easat-6539	255	13	evolution	evolution	NOUN
easat-6539	255	14	of	of	ADP
easat-6539	255	15	ai	ai	ADJ
easat-6539	255	16	-	-	PUNCT
easat-6539	255	17	driven	drive	VERB
easat-6539	255	18	media	medium	NOUN
easat-6539	255	19	creation	creation	NOUN
easat-6539	255	20	,	,	PUNCT
easat-6539	255	21	offering	offer	VERB
easat-6539	255	22	a	a	DET
easat-6539	255	23	glimpse	glimpse	NOUN
easat-6539	255	24	into	into	ADP
easat-6539	255	25	the	the	DET
easat-6539	255	26	future	future	NOUN
easat-6539	255	27	of	of	ADP
easat-6539	255	28	digital	digital	ADJ
easat-6539	255	29	content	content	NOUN
easat-6539	255	30	production	production	NOUN
easat-6539	255	31	and	and	CCONJ
easat-6539	255	32	manipulation	manipulation	NOUN
easat-6539	255	33	.	.	PUNCT
easat-6539	256	1	however	however	ADV
easat-6539	256	2	,	,	PUNCT
easat-6539	256	3	this	this	DET
easat-6539	256	4	study	study	NOUN
easat-6539	256	5	has	have	VERB
easat-6539	256	6	several	several	ADJ
easat-6539	256	7	limitations	limitation	NOUN
easat-6539	256	8	that	that	PRON
easat-6539	256	9	should	should	AUX
easat-6539	256	10	be	be	AUX
easat-6539	256	11	acknowledged	acknowledge	VERB
easat-6539	256	12	.	.	PUNCT
easat-6539	257	1	while	while	SCONJ
easat-6539	257	2	the	the	DET
easat-6539	257	3	proposed	propose	VERB
easat-6539	257	4	method	method	NOUN
easat-6539	257	5	generates	generate	VERB
easat-6539	257	6	high	high	ADJ
easat-6539	257	7	-	-	PUNCT
easat-6539	257	8	quality	quality	NOUN
easat-6539	257	9	deepfake	deepfake	NOUN
easat-6539	257	10	videos	video	NOUN
easat-6539	257	11	,	,	PUNCT
easat-6539	257	12	a	a	DET
easat-6539	257	13	systematic	systematic	ADJ
easat-6539	257	14	comparison	comparison	NOUN
easat-6539	257	15	with	with	ADP
easat-6539	257	16	traditional	traditional	ADJ
easat-6539	257	17	methods	method	NOUN
easat-6539	257	18	using	use	VERB
easat-6539	257	19	real	real	ADJ
easat-6539	257	20	human	human	ADJ
easat-6539	257	21	images	image	NOUN
easat-6539	257	22	as	as	SCONJ
easat-6539	257	23	training	training	NOUN
easat-6539	257	24	data	datum	NOUN
easat-6539	257	25	was	be	AUX
easat-6539	257	26	not	not	PART
easat-6539	257	27	conducted	conduct	VERB
easat-6539	257	28	.	.	PUNCT
easat-6539	258	1	although	although	SCONJ
easat-6539	258	2	using	use	VERB
easat-6539	258	3	ai	ai	NOUN
easat-6539	258	4	-	-	PUNCT
easat-6539	258	5	generated	generate	VERB
easat-6539	258	6	images	image	NOUN
easat-6539	258	7	mitigates	mitigate	VERB
easat-6539	258	8	some	some	DET
easat-6539	258	9	ethical	ethical	ADJ
easat-6539	258	10	concerns	concern	NOUN
easat-6539	258	11	,	,	PUNCT
easat-6539	258	12	it	it	PRON
easat-6539	258	13	does	do	AUX
easat-6539	258	14	n't	not	PART
easat-6539	258	15	eliminate	eliminate	VERB
easat-6539	258	16	all	all	DET
easat-6539	258	17	ethical	ethical	ADJ
easat-6539	258	18	issues	issue	NOUN
easat-6539	258	19	surrounding	surround	VERB
easat-6539	258	20	deepfake	deepfake	NOUN
easat-6539	258	21	technology	technology	NOUN
easat-6539	258	22	.	.	PUNCT
easat-6539	259	1	the	the	DET
easat-6539	259	2	long	long	ADJ
easat-6539	259	3	-	-	PUNCT
easat-6539	259	4	term	term	NOUN
easat-6539	259	5	stability	stability	NOUN
easat-6539	259	6	and	and	CCONJ
easat-6539	259	7	consistency	consistency	NOUN
easat-6539	259	8	of	of	ADP
easat-6539	259	9	ai	ai	ADV
easat-6539	259	10	-	-	PUNCT
easat-6539	259	11	generated	generate	VERB
easat-6539	259	12	facial	facial	ADJ
easat-6539	259	13	datasets	dataset	NOUN
easat-6539	259	14	in	in	ADP
easat-6539	259	15	deepfake	deepfake	NOUN
easat-6539	259	16	model	model	NOUN
easat-6539	259	17	training	training	NOUN
easat-6539	259	18	have	have	AUX
easat-6539	259	19	not	not	PART
easat-6539	259	20	been	be	AUX
easat-6539	259	21	thoroughly	thoroughly	ADV
easat-6539	259	22	tested	test	VERB
easat-6539	259	23	.	.	PUNCT
easat-6539	260	1	additionally	additionally	ADV
easat-6539	260	2	,	,	PUNCT
easat-6539	260	3	while	while	SCONJ
easat-6539	260	4	the	the	DET
easat-6539	260	5	potential	potential	NOUN
easat-6539	260	6	for	for	ADP
easat-6539	260	7	broad	broad	ADJ
easat-6539	260	8	application	application	NOUN
easat-6539	260	9	is	be	AUX
easat-6539	260	10	discussed	discuss	VERB
easat-6539	260	11	,	,	PUNCT
easat-6539	260	12	the	the	DET
easat-6539	260	13	study	study	NOUN
easat-6539	260	14	primarily	primarily	ADV
easat-6539	260	15	focused	focus	VERB
easat-6539	260	16	on	on	ADP
easat-6539	260	17	video	video	NOUN
easat-6539	260	18	production	production	NOUN
easat-6539	260	19	.	.	PUNCT
easat-6539	261	1	future	future	ADJ
easat-6539	261	2	research	research	NOUN
easat-6539	261	3	directions	direction	NOUN
easat-6539	261	4	include	include	VERB
easat-6539	261	5	conducting	conduct	VERB
easat-6539	261	6	rigorous	rigorous	ADJ
easat-6539	261	7	comparisons	comparison	NOUN
easat-6539	261	8	between	between	ADP
easat-6539	261	9	deepfake	deepfake	NOUN
easat-6539	261	10	models	model	NOUN
easat-6539	261	11	trained	train	VERB
easat-6539	261	12	on	on	ADP
easat-6539	261	13	ai	ai	ADJ
easat-6539	261	14	-	-	PUNCT
easat-6539	261	15	generated	generate	VERB
easat-6539	261	16	images	image	NOUN
easat-6539	261	17	versus	versus	ADP
easat-6539	261	18	those	those	PRON
easat-6539	261	19	trained	train	VERB
easat-6539	261	20	on	on	ADP
easat-6539	261	21	real	real	ADJ
easat-6539	261	22	human	human	ADJ
easat-6539	261	23	images	image	NOUN
easat-6539	261	24	,	,	PUNCT
easat-6539	261	25	focusing	focus	VERB
easat-6539	261	26	on	on	ADP
easat-6539	261	27	quality	quality	NOUN
easat-6539	261	28	,	,	PUNCT
easat-6539	261	29	efficiency	efficiency	NOUN
easat-6539	261	30	,	,	PUNCT
easat-6539	261	31	and	and	CCONJ
easat-6539	261	32	ethical	ethical	ADJ
easat-6539	261	33	considerations	consideration	NOUN
easat-6539	261	34	.	.	PUNCT
easat-6539	262	1	developing	develop	VERB
easat-6539	262	2	a	a	DET
easat-6539	262	3	comprehensive	comprehensive	ADJ
easat-6539	262	4	ethical	ethical	ADJ
easat-6539	262	5	framework	framework	NOUN
easat-6539	262	6	for	for	ADP
easat-6539	262	7	using	use	VERB
easat-6539	262	8	aigenerated	aigenerate	VERB
easat-6539	262	9	imagery	imagery	NOUN
easat-6539	262	10	in	in	ADP
easat-6539	262	11	deepfake	deepfake	NOUN
easat-6539	262	12	production	production	NOUN
easat-6539	262	13	,	,	PUNCT
easat-6539	262	14	and	and	CCONJ
easat-6539	262	15	addressing	address	VERB
easat-6539	262	16	potential	potential	ADJ
easat-6539	262	17	misuse	misuse	NOUN
easat-6539	262	18	and	and	CCONJ
easat-6539	262	19	societal	societal	ADJ
easat-6539	262	20	impacts	impact	NOUN
easat-6539	262	21	is	be	AUX
easat-6539	262	22	2233	2233	NUM
easat-6539	262	23	edelweiss	edelweiss	PROPN
easat-6539	262	24	applied	apply	VERB
easat-6539	262	25	science	science	NOUN
easat-6539	262	26	and	and	CCONJ
easat-6539	262	27	technology	technology	NOUN
easat-6539	262	28	issn	issn	PROPN
easat-6539	262	29	:	:	PUNCT
easat-6539	262	30	2576	2576	NUM
easat-6539	262	31	-	-	SYM
easat-6539	262	32	8484	8484	NUM
easat-6539	262	33	vol	vol	NOUN
easat-6539	262	34	.	.	PROPN
easat-6539	263	1	9	9	NUM
easat-6539	263	2	,	,	PUNCT
easat-6539	263	3	no	no	INTJ
easat-6539	263	4	.	.	NOUN
easat-6539	263	5	4	4	NUM
easat-6539	263	6	:	:	SYM
easat-6539	263	7	2222	2222	NUM
easat-6539	263	8	-	-	SYM
easat-6539	263	9	2234	2234	NUM
easat-6539	263	10	,	,	PUNCT
easat-6539	263	11	2025	2025	NUM
easat-6539	263	12	doi	doi	NOUN
easat-6539	263	13	:	:	PUNCT
easat-6539	263	14	10.55214/25768484.v9i4.6539	10.55214/25768484.v9i4.6539	NOUN
easat-6539	263	15	©	©	PROPN
easat-6539	263	16	2025	2025	NUM
easat-6539	263	17	by	by	ADP
easat-6539	263	18	the	the	DET
easat-6539	263	19	authors	author	NOUN
easat-6539	263	20	;	;	PUNCT
easat-6539	263	21	licensee	licensee	PROPN
easat-6539	263	22	learning	learning	NOUN
easat-6539	263	23	gate	gate	VERB
easat-6539	263	24	another	another	DET
easat-6539	263	25	important	important	ADJ
easat-6539	263	26	avenue	avenue	NOUN
easat-6539	263	27	.	.	PUNCT
easat-6539	264	1	exploring	explore	VERB
easat-6539	264	2	the	the	DET
easat-6539	264	3	application	application	NOUN
easat-6539	264	4	of	of	ADP
easat-6539	264	5	this	this	DET
easat-6539	264	6	methodology	methodology	NOUN
easat-6539	264	7	in	in	ADP
easat-6539	264	8	fields	field	NOUN
easat-6539	264	9	beyond	beyond	ADP
easat-6539	264	10	video	video	NOUN
easat-6539	264	11	production	production	NOUN
easat-6539	264	12	,	,	PUNCT
easat-6539	264	13	such	such	ADJ
easat-6539	264	14	as	as	ADP
easat-6539	264	15	virtual	virtual	ADJ
easat-6539	264	16	reality	reality	NOUN
easat-6539	264	17	,	,	PUNCT
easat-6539	264	18	augmented	augment	VERB
easat-6539	264	19	reality	reality	NOUN
easat-6539	264	20	,	,	PUNCT
easat-6539	264	21	and	and	CCONJ
easat-6539	264	22	interactive	interactive	ADJ
easat-6539	264	23	media	medium	NOUN
easat-6539	264	24	,	,	PUNCT
easat-6539	264	25	could	could	AUX
easat-6539	264	26	yield	yield	VERB
easat-6539	264	27	valuable	valuable	ADJ
easat-6539	264	28	insights	insight	NOUN
easat-6539	264	29	.	.	PUNCT
easat-6539	265	1	investigating	investigate	VERB
easat-6539	265	2	ways	way	NOUN
easat-6539	265	3	further	far	ADV
easat-6539	265	4	to	to	PART
easat-6539	265	5	improve	improve	VERB
easat-6539	265	6	the	the	DET
easat-6539	265	7	quality	quality	NOUN
easat-6539	265	8	and	and	CCONJ
easat-6539	265	9	diversity	diversity	NOUN
easat-6539	265	10	of	of	ADP
easat-6539	265	11	ai	ai	ADJ
easat-6539	265	12	-	-	PUNCT
easat-6539	265	13	generated	generate	VERB
easat-6539	265	14	facial	facial	ADJ
easat-6539	265	15	datasets	dataset	NOUN
easat-6539	265	16	,	,	PUNCT
easat-6539	265	17	incorporating	incorporate	VERB
easat-6539	265	18	more	more	ADV
easat-6539	265	19	advanced	advanced	ADJ
easat-6539	265	20	ai	ai	NOUN
easat-6539	265	21	models	model	NOUN
easat-6539	265	22	as	as	SCONJ
easat-6539	265	23	they	they	PRON
easat-6539	265	24	become	become	VERB
easat-6539	265	25	available	available	ADJ
easat-6539	265	26	,	,	PUNCT
easat-6539	265	27	is	be	AUX
easat-6539	265	28	also	also	ADV
easat-6539	265	29	a	a	DET
easat-6539	265	30	promising	promising	ADJ
easat-6539	265	31	direction	direction	NOUN
easat-6539	265	32	.	.	PUNCT
easat-6539	266	1	lastly	lastly	ADV
easat-6539	266	2	,	,	PUNCT
easat-6539	266	3	conducting	conduct	VERB
easat-6539	266	4	user	user	NOUN
easat-6539	266	5	perception	perception	NOUN
easat-6539	266	6	studies	study	NOUN
easat-6539	266	7	to	to	PART
easat-6539	266	8	gauge	gauge	VERB
easat-6539	266	9	public	public	ADJ
easat-6539	266	10	reception	reception	NOUN
easat-6539	266	11	and	and	CCONJ
easat-6539	266	12	potential	potential	ADJ
easat-6539	266	13	concerns	concern	NOUN
easat-6539	266	14	regarding	regard	VERB
easat-6539	266	15	deepfake	deepfake	NOUN
easat-6539	266	16	content	content	NOUN
easat-6539	266	17	created	create	VERB
easat-6539	266	18	using	use	VERB
easat-6539	266	19	ai	ai	NOUN
easat-6539	266	20	-	-	PUNCT
easat-6539	266	21	generated	generate	VERB
easat-6539	266	22	imagery	imagery	NOUN
easat-6539	266	23	could	could	AUX
easat-6539	266	24	provide	provide	VERB
easat-6539	266	25	valuable	valuable	ADJ
easat-6539	266	26	feedback	feedback	NOUN
easat-6539	266	27	for	for	ADP
easat-6539	266	28	future	future	ADJ
easat-6539	266	29	developments	development	NOUN
easat-6539	266	30	.	.	PUNCT
easat-6539	267	1	future	future	ADJ
easat-6539	267	2	studies	study	NOUN
easat-6539	267	3	can	can	AUX
easat-6539	267	4	build	build	VERB
easat-6539	267	5	upon	upon	SCONJ
easat-6539	267	6	this	this	DET
easat-6539	267	7	work	work	NOUN
easat-6539	267	8	by	by	ADP
easat-6539	267	9	addressing	address	VERB
easat-6539	267	10	these	these	DET
easat-6539	267	11	limitations	limitation	NOUN
easat-6539	267	12	and	and	CCONJ
easat-6539	267	13	pursuing	pursue	VERB
easat-6539	267	14	these	these	DET
easat-6539	267	15	research	research	NOUN
easat-6539	267	16	directions	direction	NOUN
easat-6539	267	17	further	far	ADV
easat-6539	267	18	to	to	PART
easat-6539	267	19	advance	advance	VERB
easat-6539	267	20	the	the	DET
easat-6539	267	21	ethical	ethical	ADJ
easat-6539	267	22	and	and	CCONJ
easat-6539	267	23	efficient	efficient	ADJ
easat-6539	267	24	deepfake	deepfake	NOUN
easat-6539	267	25	production	production	NOUN
easat-6539	267	26	field	field	NOUN
easat-6539	267	27	.	.	PUNCT
easat-6539	268	1	this	this	DET
easat-6539	268	2	innovative	innovative	ADJ
easat-6539	268	3	approach	approach	NOUN
easat-6539	268	4	offers	offer	VERB
easat-6539	268	5	solutions	solution	NOUN
easat-6539	268	6	to	to	ADP
easat-6539	268	7	current	current	ADJ
easat-6539	268	8	challenges	challenge	NOUN
easat-6539	268	9	in	in	ADP
easat-6539	268	10	deepfake	deepfake	NOUN
easat-6539	268	11	technology	technology	NOUN
easat-6539	268	12	and	and	CCONJ
easat-6539	268	13	opens	open	VERB
easat-6539	268	14	up	up	ADP
easat-6539	268	15	new	new	ADJ
easat-6539	268	16	possibilities	possibility	NOUN
easat-6539	268	17	for	for	ADP
easat-6539	268	18	ai	ai	PROPN
easat-6539	268	19	's	's	PART
easat-6539	268	20	creative	creative	ADJ
easat-6539	268	21	and	and	CCONJ
easat-6539	268	22	responsible	responsible	ADJ
easat-6539	268	23	use	use	NOUN
easat-6539	268	24	in	in	ADP
easat-6539	268	25	media	medium	NOUN
easat-6539	268	26	production	production	NOUN
easat-6539	268	27	.	.	PUNCT
easat-6539	269	1	transparency	transparency	NOUN
easat-6539	269	2	:	:	PUNCT
easat-6539	269	3	the	the	DET
easat-6539	269	4	authors	author	NOUN
easat-6539	269	5	confirm	confirm	VERB
easat-6539	269	6	that	that	SCONJ
easat-6539	269	7	the	the	DET
easat-6539	269	8	manuscript	manuscript	NOUN
easat-6539	269	9	is	be	AUX
easat-6539	269	10	an	an	DET
easat-6539	269	11	honest	honest	ADJ
easat-6539	269	12	,	,	PUNCT
easat-6539	269	13	accurate	accurate	ADJ
easat-6539	269	14	,	,	PUNCT
easat-6539	269	15	and	and	CCONJ
easat-6539	269	16	transparent	transparent	ADJ
easat-6539	269	17	account	account	NOUN
easat-6539	269	18	of	of	ADP
easat-6539	269	19	the	the	DET
easat-6539	269	20	study	study	NOUN
easat-6539	269	21	;	;	PUNCT
easat-6539	269	22	that	that	SCONJ
easat-6539	269	23	no	no	DET
easat-6539	269	24	vital	vital	ADJ
easat-6539	269	25	features	feature	NOUN
easat-6539	269	26	of	of	ADP
easat-6539	269	27	the	the	DET
easat-6539	269	28	study	study	NOUN
easat-6539	269	29	have	have	AUX
easat-6539	269	30	been	be	AUX
easat-6539	269	31	omitted	omit	VERB
easat-6539	269	32	;	;	PUNCT
easat-6539	269	33	and	and	CCONJ
easat-6539	269	34	that	that	SCONJ
easat-6539	269	35	any	any	DET
easat-6539	269	36	discrepancies	discrepancy	NOUN
easat-6539	269	37	from	from	ADP
easat-6539	269	38	the	the	DET
easat-6539	269	39	study	study	NOUN
easat-6539	269	40	as	as	SCONJ
easat-6539	269	41	planned	plan	VERB
easat-6539	269	42	have	have	AUX
easat-6539	269	43	been	be	AUX
easat-6539	269	44	explained	explain	VERB
easat-6539	269	45	.	.	PUNCT
easat-6539	270	1	this	this	DET
easat-6539	270	2	study	study	NOUN
easat-6539	270	3	followed	follow	VERB
easat-6539	270	4	all	all	DET
easat-6539	270	5	ethical	ethical	ADJ
easat-6539	270	6	practices	practice	NOUN
easat-6539	270	7	during	during	ADP
easat-6539	270	8	writing	writing	NOUN
easat-6539	270	9	.	.	PUNCT
easat-6539	271	1	acknowledgement	acknowledgement	NOUN
easat-6539	271	2	:	:	PUNCT
easat-6539	271	3	this	this	DET
easat-6539	271	4	research	research	NOUN
easat-6539	271	5	was	be	AUX
easat-6539	271	6	supported	support	VERB
easat-6539	271	7	by	by	ADP
easat-6539	271	8	bk21	bk21	PROPN
easat-6539	271	9	four	four	NUM
easat-6539	271	10	future	future	ADJ
easat-6539	271	11	visual	visual	ADJ
easat-6539	271	12	contents	content	NOUN
easat-6539	271	13	for	for	ADP
easat-6539	271	14	creative	creative	ADJ
easat-6539	271	15	convergence	convergence	NOUN
easat-6539	271	16	education	education	NOUN
easat-6539	271	17	research	research	NOUN
easat-6539	271	18	group	group	NOUN
easat-6539	271	19	in	in	ADP
easat-6539	271	20	dongseo	dongseo	PROPN
easat-6539	271	21	university	university	PROPN
easat-6539	271	22	.	.	PUNCT
easat-6539	272	1	copyright	copyright	NOUN
easat-6539	272	2	:	:	PUNCT
easat-6539	272	3	©	©	PROPN
easat-6539	272	4	2025	2025	NUM
easat-6539	272	5	by	by	ADP
easat-6539	272	6	the	the	DET
easat-6539	272	7	authors	author	NOUN
easat-6539	272	8	.	.	PUNCT
easat-6539	273	1	this	this	DET
easat-6539	273	2	open	open	ADJ
easat-6539	273	3	-	-	PUNCT
easat-6539	273	4	access	access	NOUN
easat-6539	273	5	article	article	NOUN
easat-6539	273	6	is	be	AUX
easat-6539	273	7	distributed	distribute	VERB
easat-6539	273	8	under	under	ADP
easat-6539	273	9	the	the	DET
easat-6539	273	10	terms	term	NOUN
easat-6539	273	11	and	and	CCONJ
easat-6539	273	12	conditions	condition	NOUN
easat-6539	273	13	of	of	ADP
easat-6539	273	14	the	the	DET
easat-6539	273	15	creative	creative	ADJ
easat-6539	273	16	commons	common	NOUN
easat-6539	273	17	attribution	attribution	NOUN
easat-6539	273	18	(	(	PUNCT
easat-6539	273	19	cc	cc	NOUN
easat-6539	273	20	by	by	ADP
easat-6539	273	21	)	)	PUNCT
easat-6539	273	22	license	license	NOUN
easat-6539	273	23	(	(	PUNCT
easat-6539	273	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-6539	273	25	)	)	PUNCT
easat-6539	273	26	.	.	PUNCT
easat-6539	274	1	transparency	transparency	NOUN
easat-6539	274	2	:	:	PUNCT
easat-6539	274	3	the	the	DET
easat-6539	274	4	authors	author	NOUN
easat-6539	274	5	confirm	confirm	VERB
easat-6539	274	6	that	that	SCONJ
easat-6539	274	7	the	the	DET
easat-6539	274	8	manuscript	manuscript	NOUN
easat-6539	274	9	is	be	AUX
easat-6539	274	10	an	an	DET
easat-6539	274	11	honest	honest	ADJ
easat-6539	274	12	,	,	PUNCT
easat-6539	274	13	accurate	accurate	ADJ
easat-6539	274	14	,	,	PUNCT
easat-6539	274	15	and	and	CCONJ
easat-6539	274	16	transparent	transparent	ADJ
easat-6539	274	17	account	account	NOUN
easat-6539	274	18	of	of	ADP
easat-6539	274	19	the	the	DET
easat-6539	274	20	study	study	NOUN
easat-6539	274	21	;	;	PUNCT
easat-6539	274	22	that	that	SCONJ
easat-6539	274	23	no	no	DET
easat-6539	274	24	vital	vital	ADJ
easat-6539	274	25	features	feature	NOUN
easat-6539	274	26	of	of	ADP
easat-6539	274	27	the	the	DET
easat-6539	274	28	study	study	NOUN
easat-6539	274	29	have	have	AUX
easat-6539	274	30	been	be	AUX
easat-6539	274	31	omitted	omit	VERB
easat-6539	274	32	;	;	PUNCT
easat-6539	274	33	and	and	CCONJ
easat-6539	274	34	that	that	SCONJ
easat-6539	274	35	any	any	DET
easat-6539	274	36	discrepancies	discrepancy	NOUN
easat-6539	274	37	from	from	ADP
easat-6539	274	38	the	the	DET
easat-6539	274	39	study	study	NOUN
easat-6539	274	40	as	as	SCONJ
easat-6539	274	41	planned	plan	VERB
easat-6539	274	42	have	have	AUX
easat-6539	274	43	been	be	AUX
easat-6539	274	44	explained	explain	VERB
easat-6539	274	45	.	.	PUNCT
easat-6539	275	1	this	this	DET
easat-6539	275	2	study	study	NOUN
easat-6539	275	3	followed	follow	VERB
easat-6539	275	4	all	all	DET
easat-6539	275	5	ethical	ethical	ADJ
easat-6539	275	6	practices	practice	NOUN
easat-6539	275	7	during	during	ADP
easat-6539	275	8	writing	writing	NOUN
easat-6539	275	9	.	.	PUNCT
easat-6539	276	1	copyright	copyright	NOUN
easat-6539	276	2	:	:	PUNCT
easat-6539	276	3	©	©	PROPN
easat-6539	276	4	2025	2025	NUM
easat-6539	276	5	by	by	ADP
easat-6539	276	6	the	the	DET
easat-6539	276	7	authors	author	NOUN
easat-6539	276	8	.	.	PUNCT
easat-6539	277	1	this	this	DET
easat-6539	277	2	open	open	ADJ
easat-6539	277	3	-	-	PUNCT
easat-6539	277	4	access	access	NOUN
easat-6539	277	5	article	article	NOUN
easat-6539	277	6	is	be	AUX
easat-6539	277	7	distributed	distribute	VERB
easat-6539	277	8	under	under	ADP
easat-6539	277	9	the	the	DET
easat-6539	277	10	terms	term	NOUN
easat-6539	277	11	and	and	CCONJ
easat-6539	277	12	conditions	condition	NOUN
easat-6539	277	13	of	of	ADP
easat-6539	277	14	the	the	DET
easat-6539	277	15	creative	creative	ADJ
easat-6539	277	16	commons	common	NOUN
easat-6539	277	17	attribution	attribution	NOUN
easat-6539	277	18	(	(	PUNCT
easat-6539	277	19	cc	cc	NOUN
easat-6539	277	20	by	by	ADP
easat-6539	277	21	)	)	PUNCT
easat-6539	277	22	license	license	NOUN
easat-6539	277	23	(	(	PUNCT
easat-6539	277	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-6539	277	25	)	)	PUNCT
easat-6539	277	26	.	.	PUNCT
easat-6539	278	1	references	reference	NOUN
easat-6539	278	2	[	[	X
easat-6539	278	3	1	1	NUM
easat-6539	278	4	]	]	PUNCT
easat-6539	278	5	w.-b	w.-b	PROPN
easat-6539	278	6	.	.	PUNCT
easat-6539	279	1	zhou	zhou	PROPN
easat-6539	279	2	,	,	PUNCT
easat-6539	279	3	w.-m	w.-m	PROPN
easat-6539	279	4	.	.	PUNCT
easat-6539	280	1	zhang	zhang	PROPN
easat-6539	280	2	,	,	PUNCT
easat-6539	280	3	n.-h	n.-h	PROPN
easat-6539	280	4	.	.	PUNCT
easat-6539	280	5	yu	yu	PROPN
easat-6539	280	6	,	,	PUNCT
easat-6539	280	7	h.	h.	PROPN
easat-6539	280	8	zhao	zhao	PROPN
easat-6539	280	9	,	,	PUNCT
easat-6539	280	10	h.	h.	PROPN
easat-6539	280	11	liu	liu	PROPN
easat-6539	280	12	,	,	PUNCT
easat-6539	280	13	and	and	CCONJ
easat-6539	280	14	t.	t.	PROPN
easat-6539	280	15	wei	wei	PROPN
easat-6539	280	16	,	,	PUNCT
easat-6539	280	17	"	"	PUNCT
easat-6539	280	18	an	an	DET
easat-6539	280	19	overview	overview	NOUN
easat-6539	280	20	of	of	ADP
easat-6539	280	21	deepfake	deepfake	NOUN
easat-6539	280	22	forgery	forgery	NOUN
easat-6539	280	23	and	and	CCONJ
easat-6539	280	24	defense	defense	NOUN
easat-6539	280	25	techniques	technique	NOUN
easat-6539	280	26	,	,	PUNCT
easat-6539	280	27	"	"	PUNCT
easat-6539	280	28	journal	journal	NOUN
easat-6539	280	29	of	of	ADP
easat-6539	280	30	signal	signal	PROPN
easat-6539	280	31	processing	processing	NOUN
easat-6539	280	32	,	,	PUNCT
easat-6539	280	33	vol	vol	NOUN
easat-6539	280	34	.	.	PROPN
easat-6539	280	35	37	37	NUM
easat-6539	280	36	,	,	PUNCT
easat-6539	280	37	no	no	INTJ
easat-6539	280	38	.	.	NOUN
easat-6539	280	39	12	12	NUM
easat-6539	280	40	,	,	PUNCT
easat-6539	280	41	pp	pp	ADJ
easat-6539	280	42	.	.	PUNCT
easat-6539	280	43	2338–2355	2338–2355	NUM
easat-6539	280	44	,	,	PUNCT
easat-6539	280	45	2021	2021	NUM
easat-6539	280	46	.	.	PUNCT
easat-6539	280	47	https://doi.org/10.16798/j.issn.10030530.2021.12.007	https://doi.org/10.16798/j.issn.10030530.2021.12.007	PROPN
easat-6539	281	1	[	[	X
easat-6539	281	2	2	2	X
easat-6539	281	3	]	]	PUNCT
easat-6539	281	4	k.	k.	PROPN
easat-6539	281	5	liu	liu	PROPN
easat-6539	281	6	,	,	PUNCT
easat-6539	281	7	i.	i.	PROPN
easat-6539	281	8	perov	perov	PROPN
easat-6539	281	9	,	,	PUNCT
easat-6539	281	10	d.	d.	PROPN
easat-6539	281	11	gao	gao	PROPN
easat-6539	281	12	,	,	PUNCT
easat-6539	281	13	n.	n.	PROPN
easat-6539	281	14	chervoniy	chervoniy	PROPN
easat-6539	281	15	,	,	PUNCT
easat-6539	281	16	w.	w.	PROPN
easat-6539	281	17	zhou	zhou	PROPN
easat-6539	281	18	,	,	PUNCT
easat-6539	281	19	and	and	CCONJ
easat-6539	281	20	w.	w.	PROPN
easat-6539	281	21	zhang	zhang	PROPN
easat-6539	281	22	,	,	PUNCT
easat-6539	281	23	"	"	PUNCT
easat-6539	281	24	deepfacelab	deepfacelab	NOUN
easat-6539	281	25	:	:	PUNCT
easat-6539	281	26	integrated	integrate	VERB
easat-6539	281	27	,	,	PUNCT
easat-6539	281	28	flexible	flexible	ADJ
easat-6539	281	29	and	and	CCONJ
easat-6539	281	30	extensible	extensible	ADJ
easat-6539	281	31	face	face	NOUN
easat-6539	281	32	-	-	PUNCT
easat-6539	281	33	swapping	swap	VERB
easat-6539	281	34	framework	framework	NOUN
easat-6539	281	35	,	,	PUNCT
easat-6539	281	36	"	"	PUNCT
easat-6539	281	37	pattern	pattern	NOUN
easat-6539	281	38	recognition	recognition	NOUN
easat-6539	281	39	,	,	PUNCT
easat-6539	281	40	vol	vol	NOUN
easat-6539	281	41	.	.	PROPN
easat-6539	281	42	141	141	NUM
easat-6539	281	43	,	,	PUNCT
easat-6539	281	44	p.	p.	NOUN
easat-6539	281	45	109628	109628	NUM
easat-6539	281	46	,	,	PUNCT
easat-6539	281	47	2023	2023	NUM
easat-6539	281	48	.	.	PUNCT
easat-6539	282	1	https://doi.org/10.1016/j.patcog.2023.109628	https://doi.org/10.1016/j.patcog.2023.109628	NOUN
easat-6539	283	1	[	[	X
easat-6539	283	2	3	3	X
easat-6539	283	3	]	]	X
easat-6539	283	4	j.	j.	PROPN
easat-6539	283	5	thies	thies	PROPN
easat-6539	283	6	,	,	PUNCT
easat-6539	283	7	m.	m.	NOUN
easat-6539	283	8	zollhofer	zollhofer	NOUN
easat-6539	283	9	,	,	PUNCT
easat-6539	283	10	m.	m.	NOUN
easat-6539	283	11	stamminger	stamminger	PROPN
easat-6539	283	12	,	,	PUNCT
easat-6539	283	13	c.	c.	PROPN
easat-6539	283	14	theobalt	theobalt	NOUN
easat-6539	283	15	,	,	PUNCT
easat-6539	283	16	and	and	CCONJ
easat-6539	283	17	m.	m.	NOUN
easat-6539	283	18	nießner	nießner	NOUN
easat-6539	283	19	,	,	PUNCT
easat-6539	283	20	"	"	PUNCT
easat-6539	283	21	face2face	face2face	NOUN
easat-6539	283	22	:	:	PUNCT
easat-6539	283	23	real	real	ADJ
easat-6539	283	24	-	-	PUNCT
easat-6539	283	25	time	time	NOUN
easat-6539	283	26	face	face	NOUN
easat-6539	283	27	capture	capture	NOUN
easat-6539	283	28	and	and	CCONJ
easat-6539	283	29	reenactment	reenactment	NOUN
easat-6539	283	30	of	of	ADP
easat-6539	283	31	rgb	rgb	PROPN
easat-6539	283	32	videos	video	NOUN
easat-6539	283	33	,	,	PUNCT
easat-6539	283	34	"	"	PUNCT
easat-6539	283	35	in	in	ADP
easat-6539	283	36	proceedings	proceeding	NOUN
easat-6539	283	37	of	of	ADP
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easat-6539	283	42	computer	computer	NOUN
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easat-6539	285	42	(	(	PUNCT
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easat-6539	287	42	.	.	PUNCT
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easat-6539	292	2	-	-	SYM
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easat-6539	301	53	,	,	PUNCT
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easat-6539	301	55	,	,	PUNCT
easat-6539	301	56	pp	pp	ADV
easat-6539	301	57	.	.	PUNCT
easat-6539	302	1	5799	5799	NUM
easat-6539	302	2	-	-	SYM
easat-6539	302	3	5809	5809	NUM
easat-6539	302	4	.	.	PUNCT
easat-6539	303	1	[	[	X
easat-6539	303	2	11	11	NUM
easat-6539	303	3	]	]	X
easat-6539	303	4	y.	y.	PROPN
easat-6539	303	5	xu	xu	PROPN
easat-6539	303	6	et	et	PROPN
easat-6539	303	7	al	al	PROPN
easat-6539	303	8	.	.	PROPN
easat-6539	303	9	,	,	PUNCT
easat-6539	303	10	"	"	PUNCT
easat-6539	303	11	transeditor	transeditor	NOUN
easat-6539	303	12	:	:	PUNCT
easat-6539	303	13	transformer	transformer	NOUN
easat-6539	303	14	-	-	PUNCT
easat-6539	303	15	based	base	VERB
easat-6539	303	16	dual	dual	ADJ
easat-6539	303	17	-	-	PUNCT
easat-6539	303	18	space	space	NOUN
easat-6539	303	19	gan	gan	NOUN
easat-6539	303	20	for	for	ADP
easat-6539	303	21	highly	highly	ADV
easat-6539	303	22	controllable	controllable	ADJ
easat-6539	303	23	facial	facial	ADJ
easat-6539	303	24	editing	editing	NOUN
easat-6539	303	25	,	,	PUNCT
easat-6539	303	26	"	"	PUNCT
easat-6539	303	27	in	in	ADP
easat-6539	303	28	proceedings	proceeding	NOUN
easat-6539	303	29	of	of	ADP
easat-6539	303	30	the	the	DET
easat-6539	303	31	ieee	ieee	NOUN
easat-6539	303	32	/	/	SYM
easat-6539	303	33	cvf	cvf	NOUN
easat-6539	303	34	conference	conference	NOUN
easat-6539	303	35	on	on	ADP
easat-6539	303	36	computer	computer	NOUN
easat-6539	303	37	vision	vision	NOUN
easat-6539	303	38	and	and	CCONJ
easat-6539	303	39	pattern	pattern	NOUN
easat-6539	303	40	recognition	recognition	NOUN
easat-6539	303	41	(	(	PUNCT
easat-6539	303	42	cvpr	cvpr	NOUN
easat-6539	303	43	)	)	PUNCT
easat-6539	303	44	,	,	PUNCT
easat-6539	303	45	2022	2022	NUM
easat-6539	303	46	,	,	PUNCT
easat-6539	303	47	pp	pp	ADJ
easat-6539	303	48	.	.	PUNCT
easat-6539	304	1	7683	7683	NUM
easat-6539	304	2	-	-	SYM
easat-6539	304	3	7692	7692	NUM
easat-6539	304	4	.	.	PUNCT
easat-6539	305	1	[	[	X
easat-6539	305	2	12	12	NUM
easat-6539	305	3	]	]	PUNCT
easat-6539	305	4	l.	l.	PROPN
easat-6539	305	5	chen	chen	PROPN
easat-6539	305	6	,	,	PUNCT
easat-6539	305	7	z.	z.	PROPN
easat-6539	305	8	li	li	PROPN
easat-6539	305	9	,	,	PUNCT
easat-6539	305	10	r.	r.	PROPN
easat-6539	305	11	k.	k.	PROPN
easat-6539	305	12	maddox	maddox	PROPN
easat-6539	305	13	,	,	PUNCT
easat-6539	305	14	z.	z.	PROPN
easat-6539	305	15	duan	duan	PROPN
easat-6539	305	16	,	,	PUNCT
easat-6539	305	17	and	and	CCONJ
easat-6539	305	18	c.	c.	PROPN
easat-6539	305	19	xu	xu	PROPN
easat-6539	305	20	,	,	PUNCT
easat-6539	305	21	"	"	PUNCT
easat-6539	305	22	lip	lip	NOUN
easat-6539	305	23	movements	movement	NOUN
easat-6539	305	24	generation	generation	NOUN
easat-6539	305	25	at	at	ADP
easat-6539	305	26	a	a	DET
easat-6539	305	27	glance	glance	NOUN
easat-6539	305	28	,	,	PUNCT
easat-6539	305	29	"	"	PUNCT
easat-6539	305	30	in	in	ADP
easat-6539	305	31	proceedings	proceeding	NOUN
easat-6539	305	32	of	of	ADP
easat-6539	305	33	the	the	DET
easat-6539	305	34	european	european	PROPN
easat-6539	305	35	conference	conference	PROPN
easat-6539	305	36	on	on	ADP
easat-6539	305	37	computer	computer	NOUN
easat-6539	305	38	vision	vision	NOUN
easat-6539	305	39	(	(	PUNCT
easat-6539	305	40	eccv	eccv	ADV
easat-6539	305	41	)	)	PUNCT
easat-6539	305	42	,	,	PUNCT
easat-6539	305	43	2018	2018	NUM
easat-6539	305	44	,	,	PUNCT
easat-6539	305	45	pp	pp	ADJ
easat-6539	305	46	.	.	PUNCT
easat-6539	306	1	520	520	NUM
easat-6539	306	2	-	-	SYM
easat-6539	306	3	535	535	NUM
easat-6539	306	4	.	.	PUNCT
easat-6539	307	1	[	[	X
easat-6539	307	2	13	13	NUM
easat-6539	307	3	]	]	PUNCT
easat-6539	307	4	j.	j.	PROPN
easat-6539	307	5	li	li	PROPN
easat-6539	307	6	,	,	PUNCT
easat-6539	307	7	j.	j.	PROPN
easat-6539	307	8	zhong	zhong	PROPN
easat-6539	307	9	,	,	PUNCT
easat-6539	307	10	s.	s.	PROPN
easat-6539	307	11	liu	liu	PROPN
easat-6539	307	12	,	,	PUNCT
easat-6539	307	13	and	and	CCONJ
easat-6539	307	14	x.	x.	PROPN
easat-6539	307	15	fan	fan	PROPN
easat-6539	307	16	,	,	PUNCT
easat-6539	307	17	"	"	PUNCT
easat-6539	307	18	opportunities	opportunity	NOUN
easat-6539	307	19	and	and	CCONJ
easat-6539	307	20	challenges	challenge	NOUN
easat-6539	307	21	in	in	ADP
easat-6539	307	22	ai	ai	PRON
easat-6539	307	23	painting	paint	VERB
easat-6539	307	24	:	:	PUNCT
easat-6539	307	25	the	the	DET
easat-6539	307	26	game	game	NOUN
easat-6539	307	27	between	between	ADP
easat-6539	307	28	artificial	artificial	ADJ
easat-6539	307	29	intelligence	intelligence	NOUN
easat-6539	307	30	and	and	CCONJ
easat-6539	307	31	humanity	humanity	NOUN
easat-6539	307	32	.	.	PUNCT
easat-6539	307	33	,	,	PUNCT
easat-6539	307	34	"	"	PUNCT
easat-6539	307	35	journal	journal	NOUN
easat-6539	307	36	of	of	ADP
easat-6539	307	37	big	big	ADJ
easat-6539	307	38	data	datum	NOUN
easat-6539	307	39	and	and	CCONJ
easat-6539	307	40	computing	computing	NOUN
easat-6539	307	41	,	,	PUNCT
easat-6539	307	42	vol	vol	NOUN
easat-6539	307	43	.	.	PROPN
easat-6539	307	44	2	2	NUM
easat-6539	307	45	,	,	PUNCT
easat-6539	307	46	no	no	INTJ
easat-6539	307	47	.	.	NOUN
easat-6539	307	48	1	1	NUM
easat-6539	307	49	,	,	PUNCT
easat-6539	307	50	pp	pp	ADJ
easat-6539	307	51	.	.	PUNCT
easat-6539	308	1	1	1	NUM
easat-6539	308	2	-	-	SYM
easat-6539	308	3	15	15	NUM
easat-6539	308	4	,	,	PUNCT
easat-6539	308	5	2024	2024	NUM
easat-6539	308	6	.	.	PUNCT
easat-6539	309	1	https://doi.org/10.1007/978-3-030-01234-2_32	https://doi.org/10.1007/978-3-030-01234-2_32	PROPN
easat-6539	309	2	[	[	X
easat-6539	309	3	14	14	NUM
easat-6539	309	4	]	]	PUNCT
easat-6539	309	5	q.-r	q.-r	PROPN
easat-6539	309	6	.	.	PUNCT
easat-6539	310	1	liu	liu	PROPN
easat-6539	310	2	and	and	CCONJ
easat-6539	310	3	k.-h	k.-h	PROPN
easat-6539	310	4	.	.	PUNCT
easat-6539	311	1	kim	kim	PROPN
easat-6539	311	2	,	,	PUNCT
easat-6539	311	3	"	"	PUNCT
easat-6539	311	4	a	a	DET
easat-6539	311	5	comparative	comparative	ADJ
easat-6539	311	6	study	study	NOUN
easat-6539	311	7	of	of	ADP
easat-6539	311	8	uniformity	uniformity	NOUN
easat-6539	311	9	and	and	CCONJ
easat-6539	311	10	stability	stability	NOUN
easat-6539	311	11	of	of	ADP
easat-6539	311	12	real	real	ADJ
easat-6539	311	13	faces	face	NOUN
easat-6539	311	14	generated	generate	VERB
easat-6539	311	15	by	by	ADP
easat-6539	311	16	ai	ai	PROPN
easat-6539	311	17	painting	painting	NOUN
easat-6539	311	18	software	software	NOUN
easat-6539	311	19	,	,	PUNCT
easat-6539	311	20	"	"	PUNCT
easat-6539	311	21	in	in	ADP
easat-6539	311	22	proceedings	proceeding	NOUN
easat-6539	311	23	of	of	ADP
easat-6539	311	24	the	the	DET
easat-6539	311	25	general	general	ADJ
easat-6539	311	26	assembly	assembly	NOUN
easat-6539	311	27	of	of	ADP
easat-6539	311	28	the	the	DET
easat-6539	311	29	korea	korea	PROPN
easat-6539	311	30	content	content	PROPN
easat-6539	311	31	association	association	PROPN
easat-6539	311	32	,	,	PUNCT
easat-6539	311	33	2023	2023	NUM
easat-6539	311	34	,	,	PUNCT
easat-6539	311	35	pp	pp	ADJ
easat-6539	311	36	.	.	PUNCT
easat-6539	312	1	435–436	435–436	NUM
easat-6539	312	2	.	.	PUNCT
easat-6539	313	1	https://doi.org/10.1109/tip.2019.2917986	https://doi.org/10.1109/tip.2019.2917986	SCONJ
easat-6539	313	2	https://doi.org/10.5555/3495724.3497416	https://doi.org/10.5555/3495724.3497416	NOUN
easat-6539	313	3	https://doi.org/10.1007/978-3-030-01234-2_32	https://doi.org/10.1007/978-3-030-01234-2_32	PROPN