id	sid	tid	token	lemma	pos
easat-3883	1	1	edelweiss	edelweiss	PROPN
easat-3883	1	2	applied	apply	VERB
easat-3883	1	3	science	science	NOUN
easat-3883	1	4	and	and	CCONJ
easat-3883	1	5	technology	technology	NOUN
easat-3883	1	6	issn	issn	PROPN
easat-3883	1	7	:	:	PUNCT
easat-3883	1	8	2576	2576	NUM
easat-3883	1	9	-	-	SYM
easat-3883	1	10	8484	8484	NUM
easat-3883	1	11	vol	vol	NOUN
easat-3883	1	12	.	.	PROPN
easat-3883	2	1	9	9	NUM
easat-3883	2	2	,	,	PUNCT
easat-3883	2	3	no	no	INTJ
easat-3883	2	4	.	.	NOUN
easat-3883	2	5	1	1	NUM
easat-3883	2	6	,	,	PUNCT
easat-3883	2	7	131	131	NUM
easat-3883	2	8	-	-	SYM
easat-3883	2	9	145	145	NUM
easat-3883	2	10	2025	2025	NUM
easat-3883	2	11	publisher	publisher	NOUN
easat-3883	2	12	:	:	PUNCT
easat-3883	2	13	learning	learn	VERB
easat-3883	2	14	gate	gate	NOUN
easat-3883	2	15	doi	doi	PROPN
easat-3883	2	16	:	:	PUNCT
easat-3883	2	17	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	2	18	©	©	PROPN
easat-3883	2	19	2025	2025	NUM
easat-3883	2	20	by	by	ADP
easat-3883	2	21	the	the	DET
easat-3883	2	22	authors	author	NOUN
easat-3883	2	23	;	;	PUNCT
easat-3883	3	1	licensee	licensee	PROPN
easat-3883	3	2	learning	learning	NOUN
easat-3883	3	3	gate	gate	NOUN
easat-3883	3	4	©	©	PROPN
easat-3883	3	5	2025	2025	NUM
easat-3883	3	6	by	by	ADP
easat-3883	3	7	the	the	DET
easat-3883	3	8	authors	author	NOUN
easat-3883	3	9	;	;	PUNCT
easat-3883	3	10	licensee	licensee	PROPN
easat-3883	3	11	learning	learning	NOUN
easat-3883	3	12	gate	gate	NOUN
easat-3883	3	13	history	history	NOUN
easat-3883	3	14	:	:	PUNCT
easat-3883	3	15	received	receive	VERB
easat-3883	3	16	:	:	PUNCT
easat-3883	3	17	7	7	NUM
easat-3883	3	18	november	november	PROPN
easat-3883	3	19	2024	2024	NUM
easat-3883	3	20	;	;	PUNCT
easat-3883	3	21	revised	revise	VERB
easat-3883	3	22	:	:	PUNCT
easat-3883	3	23	5	5	NUM
easat-3883	3	24	december	december	PROPN
easat-3883	3	25	2024	2024	NUM
easat-3883	3	26	;	;	PUNCT
easat-3883	3	27	accepted	accept	VERB
easat-3883	3	28	:	:	PUNCT
easat-3883	3	29	26	26	NUM
easat-3883	3	30	december	december	PROPN
easat-3883	3	31	2024	2024	NUM
easat-3883	3	32	;	;	PUNCT
easat-3883	3	33	published	publish	VERB
easat-3883	3	34	:	:	PUNCT
easat-3883	3	35	6	6	NUM
easat-3883	3	36	january	january	NOUN
easat-3883	3	37	2025	2025	NUM
easat-3883	3	38	*	*	PUNCT
easat-3883	3	39	correspondence	correspondence	NOUN
easat-3883	3	40	:	:	PUNCT
easat-3883	3	41	chaumt@vnu.edu.vn	chaumt@vnu.edu.vn	NOUN
easat-3883	3	42	vn3dface	vn3dface	NOUN
easat-3883	3	43	:	:	PUNCT
easat-3883	3	44	3d	3d	NUM
easat-3883	3	45	facial	facial	ADJ
easat-3883	3	46	expression	expression	NOUN
easat-3883	3	47	database	database	NOUN
easat-3883	3	48	of	of	ADP
easat-3883	3	49	vietnamese	vietnamese	PROPN
easat-3883	3	50	thi	thi	AUX
easat-3883	3	51	chau	chau	VERB
easat-3883	3	52	ma1	ma1	PROPN
easat-3883	3	53	*	*	PROPN
easat-3883	3	54	,	,	PUNCT
easat-3883	3	55	dang	dang	INTJ
easat-3883	3	56	ha	ha	INTJ
easat-3883	3	57	nguyen2	nguyen2	NOUN
easat-3883	4	1	1,2university	1,2university	NUM
easat-3883	4	2	of	of	ADP
easat-3883	4	3	engineering	engineering	NOUN
easat-3883	4	4	and	and	CCONJ
easat-3883	4	5	technology	technology	NOUN
easat-3883	4	6	,	,	PUNCT
easat-3883	4	7	hanoi	hanoi	PROPN
easat-3883	4	8	,	,	PUNCT
easat-3883	4	9	vietnam	vietnam	PROPN
easat-3883	4	10	;	;	PUNCT
easat-3883	4	11	chaumt@vnu.edu.vn	chaumt@vnu.edu.vn	NOUN
easat-3883	4	12	(	(	PUNCT
easat-3883	4	13	t.c.m	t.c.m	NOUN
easat-3883	4	14	.	.	PUNCT
easat-3883	4	15	)	)	PUNCT
easat-3883	5	1	ndhauetvnu@gmail.com	ndhauetvnu@gmail.com	PUNCT
easat-3883	6	1	(	(	PUNCT
easat-3883	6	2	d.h.n	d.h.n	ADJ
easat-3883	6	3	.	.	PUNCT
easat-3883	6	4	)	)	PUNCT
easat-3883	6	5	.	.	PUNCT
easat-3883	7	1	abstract	abstract	ADV
easat-3883	7	2	:	:	PUNCT
easat-3883	7	3	the	the	DET
easat-3883	7	4	availability	availability	NOUN
easat-3883	7	5	of	of	ADP
easat-3883	7	6	3d	3d	NUM
easat-3883	7	7	face	face	NOUN
easat-3883	7	8	datasets	dataset	NOUN
easat-3883	7	9	has	have	AUX
easat-3883	7	10	surged	surge	VERB
easat-3883	7	11	,	,	PUNCT
easat-3883	7	12	enhancing	enhance	VERB
easat-3883	7	13	computer	computer	NOUN
easat-3883	7	14	vision	vision	NOUN
easat-3883	7	15	technologies	technology	NOUN
easat-3883	7	16	and	and	CCONJ
easat-3883	7	17	enabling	enable	VERB
easat-3883	7	18	better	well	ADJ
easat-3883	7	19	facial	facial	ADJ
easat-3883	7	20	recognition	recognition	NOUN
easat-3883	7	21	systems	system	NOUN
easat-3883	7	22	.	.	PUNCT
easat-3883	8	1	however	however	ADV
easat-3883	8	2	,	,	PUNCT
easat-3883	8	3	unique	unique	ADJ
easat-3883	8	4	facial	facial	ADJ
easat-3883	8	5	features	feature	NOUN
easat-3883	8	6	across	across	ADP
easat-3883	8	7	different	different	ADJ
easat-3883	8	8	ethnic	ethnic	ADJ
easat-3883	8	9	groups	group	NOUN
easat-3883	8	10	necessitate	necessitate	ADJ
easat-3883	8	11	tailored	tailor	VERB
easat-3883	8	12	datasets	dataset	NOUN
easat-3883	8	13	.	.	PUNCT
easat-3883	9	1	despite	despite	SCONJ
easat-3883	9	2	their	their	PRON
easat-3883	9	3	importance	importance	NOUN
easat-3883	9	4	,	,	PUNCT
easat-3883	9	5	creating	create	VERB
easat-3883	9	6	3d	3d	NUM
easat-3883	9	7	facial	facial	ADJ
easat-3883	9	8	data	datum	NOUN
easat-3883	9	9	is	be	AUX
easat-3883	9	10	resourceintensive	resourceintensive	NOUN
easat-3883	9	11	,	,	PUNCT
easat-3883	9	12	requiring	require	VERB
easat-3883	9	13	advanced	advanced	ADJ
easat-3883	9	14	hardware	hardware	NOUN
easat-3883	9	15	and	and	CCONJ
easat-3883	9	16	expertise	expertise	NOUN
easat-3883	9	17	.	.	PUNCT
easat-3883	10	1	this	this	DET
easat-3883	10	2	paper	paper	NOUN
easat-3883	10	3	presents	present	VERB
easat-3883	10	4	a	a	DET
easat-3883	10	5	solution	solution	NOUN
easat-3883	10	6	using	use	VERB
easat-3883	10	7	3d	3d	NUM
easat-3883	10	8	face	face	NOUN
easat-3883	10	9	reconstruction	reconstruction	NOUN
easat-3883	10	10	techniques	technique	NOUN
easat-3883	10	11	to	to	PART
easat-3883	10	12	develop	develop	VERB
easat-3883	10	13	a	a	DET
easat-3883	10	14	3d	3d	NUM
easat-3883	10	15	emotional	emotional	ADJ
easat-3883	10	16	face	face	NOUN
easat-3883	10	17	dataset	dataset	VERB
easat-3883	10	18	from	from	ADP
easat-3883	10	19	images	image	NOUN
easat-3883	10	20	of	of	ADP
easat-3883	10	21	vietnamese	vietnamese	ADJ
easat-3883	10	22	individuals	individual	NOUN
easat-3883	10	23	,	,	PUNCT
easat-3883	10	24	named	name	VERB
easat-3883	10	25	vn3dface	vn3dface	NOUN
easat-3883	10	26	.	.	PUNCT
easat-3883	11	1	this	this	DET
easat-3883	11	2	approach	approach	NOUN
easat-3883	11	3	can	can	AUX
easat-3883	11	4	be	be	AUX
easat-3883	11	5	applied	apply	VERB
easat-3883	11	6	to	to	ADP
easat-3883	11	7	any	any	DET
easat-3883	11	8	2d	2d	NUM
easat-3883	11	9	facial	facial	ADJ
easat-3883	11	10	image	image	NOUN
easat-3883	11	11	dataset	dataset	NOUN
easat-3883	11	12	,	,	PUNCT
easat-3883	11	13	facilitating	facilitate	VERB
easat-3883	11	14	the	the	DET
easat-3883	11	15	generation	generation	NOUN
easat-3883	11	16	of	of	ADP
easat-3883	11	17	larger	large	ADJ
easat-3883	11	18	,	,	PUNCT
easat-3883	11	19	diverse	diverse	ADJ
easat-3883	11	20	datasets	dataset	NOUN
easat-3883	11	21	.	.	PUNCT
easat-3883	12	1	vn3dface	vn3dface	PUNCT
easat-3883	12	2	demonstrates	demonstrate	VERB
easat-3883	12	3	promising	promising	ADJ
easat-3883	12	4	results	result	NOUN
easat-3883	12	5	,	,	PUNCT
easat-3883	12	6	achieving	achieve	VERB
easat-3883	12	7	an	an	DET
easat-3883	12	8	lpips	lpip	NOUN
easat-3883	12	9	score	score	NOUN
easat-3883	12	10	of	of	ADP
easat-3883	12	11	0.09	0.09	NUM
easat-3883	12	12	and	and	CCONJ
easat-3883	12	13	a	a	DET
easat-3883	12	14	dfid	dfid	ADJ
easat-3883	12	15	score	score	NOUN
easat-3883	12	16	of	of	ADP
easat-3883	12	17	0.25	0.25	NUM
easat-3883	12	18	,	,	PUNCT
easat-3883	12	19	showcasing	showcase	VERB
easat-3883	12	20	its	its	PRON
easat-3883	12	21	potential	potential	NOUN
easat-3883	12	22	for	for	ADP
easat-3883	12	23	various	various	ADJ
easat-3883	12	24	applications	application	NOUN
easat-3883	12	25	.	.	PUNCT
easat-3883	13	1	keywords	keyword	NOUN
easat-3883	13	2	:	:	PUNCT
easat-3883	13	3	3d	3d	NUM
easat-3883	13	4	facial	facial	ADJ
easat-3883	13	5	reconstruction	reconstruction	NOUN
easat-3883	13	6	,	,	PUNCT
easat-3883	13	7	3d	3d	NUM
easat-3883	13	8	facial	facial	ADJ
easat-3883	13	9	database	database	NOUN
easat-3883	13	10	,	,	PUNCT
easat-3883	13	11	facial	facial	ADJ
easat-3883	13	12	expression	expression	NOUN
easat-3883	13	13	.	.	PUNCT
easat-3883	14	1	1	1	X
easat-3883	14	2	.	.	X
easat-3883	14	3	introduction	introduction	NOUN
easat-3883	14	4	in	in	ADP
easat-3883	14	5	contemporary	contemporary	ADJ
easat-3883	14	6	research	research	NOUN
easat-3883	14	7	across	across	ADP
easat-3883	14	8	diverse	diverse	ADJ
easat-3883	14	9	fields	field	NOUN
easat-3883	14	10	such	such	ADJ
easat-3883	14	11	as	as	ADP
easat-3883	14	12	computer	computer	NOUN
easat-3883	14	13	vision	vision	NOUN
easat-3883	14	14	,	,	PUNCT
easat-3883	14	15	biometrics	biometric	NOUN
easat-3883	14	16	,	,	PUNCT
easat-3883	14	17	facial	facial	ADJ
easat-3883	14	18	recognition	recognition	NOUN
easat-3883	14	19	,	,	PUNCT
easat-3883	14	20	and	and	CCONJ
easat-3883	14	21	virtual	virtual	ADJ
easat-3883	14	22	reality	reality	NOUN
easat-3883	14	23	,	,	PUNCT
easat-3883	14	24	the	the	DET
easat-3883	14	25	importance	importance	NOUN
easat-3883	14	26	of	of	ADP
easat-3883	14	27	3d	3d	NUM
easat-3883	14	28	face	face	NOUN
easat-3883	14	29	model	model	NOUN
easat-3883	14	30	datasets	dataset	NOUN
easat-3883	14	31	can	can	AUX
easat-3883	14	32	not	not	PART
easat-3883	14	33	be	be	AUX
easat-3883	14	34	overstated	overstate	VERB
easat-3883	14	35	.	.	PUNCT
easat-3883	15	1	these	these	DET
easat-3883	15	2	datasets	dataset	NOUN
easat-3883	15	3	play	play	VERB
easat-3883	15	4	a	a	DET
easat-3883	15	5	crucial	crucial	ADJ
easat-3883	15	6	role	role	NOUN
easat-3883	15	7	in	in	ADP
easat-3883	15	8	the	the	DET
easat-3883	15	9	development	development	NOUN
easat-3883	15	10	and	and	CCONJ
easat-3883	15	11	evaluation	evaluation	NOUN
easat-3883	15	12	of	of	ADP
easat-3883	15	13	algorithms	algorithm	NOUN
easat-3883	15	14	,	,	PUNCT
easat-3883	15	15	training	training	NOUN
easat-3883	15	16	machine	machine	NOUN
easat-3883	15	17	learning	learning	NOUN
easat-3883	15	18	models	model	NOUN
easat-3883	15	19	,	,	PUNCT
easat-3883	15	20	and	and	CCONJ
easat-3883	15	21	advancing	advance	VERB
easat-3883	15	22	our	our	PRON
easat-3883	15	23	understanding	understanding	NOUN
easat-3883	15	24	of	of	ADP
easat-3883	15	25	facial	facial	ADJ
easat-3883	15	26	anatomy	anatomy	NOUN
easat-3883	15	27	and	and	CCONJ
easat-3883	15	28	expressions	expression	NOUN
easat-3883	15	29	.	.	PUNCT
easat-3883	16	1	one	one	NUM
easat-3883	16	2	of	of	ADP
easat-3883	16	3	the	the	DET
easat-3883	16	4	primary	primary	ADJ
easat-3883	16	5	benefits	benefit	NOUN
easat-3883	16	6	of	of	ADP
easat-3883	16	7	3d	3d	NUM
easat-3883	16	8	face	face	NOUN
easat-3883	16	9	models	model	NOUN
easat-3883	16	10	is	be	AUX
easat-3883	16	11	their	their	PRON
easat-3883	16	12	ability	ability	NOUN
easat-3883	16	13	to	to	PART
easat-3883	16	14	capture	capture	VERB
easat-3883	16	15	the	the	DET
easat-3883	16	16	intricate	intricate	ADJ
easat-3883	16	17	three	three	NUM
easat-3883	16	18	-	-	PUNCT
easat-3883	16	19	dimensional	dimensional	ADJ
easat-3883	16	20	geometry	geometry	NOUN
easat-3883	16	21	of	of	ADP
easat-3883	16	22	the	the	DET
easat-3883	16	23	human	human	ADJ
easat-3883	16	24	face	face	NOUN
easat-3883	16	25	,	,	PUNCT
easat-3883	16	26	providing	provide	VERB
easat-3883	16	27	a	a	DET
easat-3883	16	28	more	more	ADV
easat-3883	16	29	comprehensive	comprehensive	ADJ
easat-3883	16	30	representation	representation	NOUN
easat-3883	16	31	compared	compare	VERB
easat-3883	16	32	to	to	ADP
easat-3883	16	33	traditional	traditional	ADJ
easat-3883	16	34	2d	2d	NUM
easat-3883	16	35	images	image	NOUN
easat-3883	16	36	.	.	PUNCT
easat-3883	17	1	this	this	DET
easat-3883	17	2	enhanced	enhance	VERB
easat-3883	17	3	representation	representation	NOUN
easat-3883	17	4	contributes	contribute	VERB
easat-3883	17	5	to	to	ADP
easat-3883	17	6	the	the	DET
easat-3883	17	7	precision	precision	NOUN
easat-3883	17	8	and	and	CCONJ
easat-3883	17	9	robustness	robustness	NOUN
easat-3883	17	10	of	of	ADP
easat-3883	17	11	facial	facial	ADJ
easat-3883	17	12	recognition	recognition	NOUN
easat-3883	17	13	systems	system	NOUN
easat-3883	17	14	,	,	PUNCT
easat-3883	17	15	enabling	enable	VERB
easat-3883	17	16	more	more	ADV
easat-3883	17	17	accurate	accurate	ADJ
easat-3883	17	18	identification	identification	NOUN
easat-3883	17	19	and	and	CCONJ
easat-3883	17	20	authentication	authentication	NOUN
easat-3883	17	21	processes	process	NOUN
easat-3883	17	22	,	,	PUNCT
easat-3883	17	23	particularly	particularly	ADV
easat-3883	17	24	in	in	ADP
easat-3883	17	25	security	security	NOUN
easat-3883	17	26	applications	application	NOUN
easat-3883	17	27	.	.	PUNCT
easat-3883	18	1	additionally	additionally	ADV
easat-3883	18	2	,	,	PUNCT
easat-3883	18	3	3d	3d	PROPN
easat-3883	18	4	faces	face	VERB
easat-3883	18	5	datasets	dataset	NOUN
easat-3883	18	6	make	make	VERB
easat-3883	18	7	significant	significant	ADJ
easat-3883	18	8	contributions	contribution	NOUN
easat-3883	18	9	to	to	ADP
easat-3883	18	10	the	the	DET
easat-3883	18	11	creation	creation	NOUN
easat-3883	18	12	of	of	ADP
easat-3883	18	13	realistic	realistic	ADJ
easat-3883	18	14	avatars	avatar	NOUN
easat-3883	18	15	in	in	ADP
easat-3883	18	16	virtual	virtual	ADJ
easat-3883	18	17	environments	environment	NOUN
easat-3883	18	18	.	.	PUNCT
easat-3883	19	1	they	they	PRON
easat-3883	19	2	facilitate	facilitate	VERB
easat-3883	19	3	immersive	immersive	ADJ
easat-3883	19	4	experiences	experience	NOUN
easat-3883	19	5	in	in	ADP
easat-3883	19	6	gaming	gaming	NOUN
easat-3883	19	7	,	,	PUNCT
easat-3883	19	8	simulations	simulation	NOUN
easat-3883	19	9	,	,	PUNCT
easat-3883	19	10	and	and	CCONJ
easat-3883	19	11	virtual	virtual	ADJ
easat-3883	19	12	communication	communication	NOUN
easat-3883	19	13	by	by	ADP
easat-3883	19	14	providing	provide	VERB
easat-3883	19	15	detailed	detailed	ADJ
easat-3883	19	16	facial	facial	ADJ
easat-3883	19	17	structures	structure	NOUN
easat-3883	19	18	and	and	CCONJ
easat-3883	19	19	expressions	expression	NOUN
easat-3883	19	20	.	.	PUNCT
easat-3883	20	1	previously	previously	ADV
easat-3883	20	2	,	,	PUNCT
easat-3883	20	3	research	research	NOUN
easat-3883	20	4	groups	group	NOUN
easat-3883	20	5	had	have	VERB
easat-3883	20	6	to	to	PART
easat-3883	20	7	rely	rely	VERB
easat-3883	20	8	on	on	ADP
easat-3883	20	9	complex	complex	ADJ
easat-3883	20	10	systems	system	NOUN
easat-3883	20	11	to	to	PART
easat-3883	20	12	accurately	accurately	ADV
easat-3883	20	13	capture	capture	VERB
easat-3883	20	14	or	or	CCONJ
easat-3883	20	15	scan	scan	VERB
easat-3883	20	16	subjects	subject	NOUN
easat-3883	20	17	and	and	CCONJ
easat-3883	20	18	generate	generate	VERB
easat-3883	20	19	realistic	realistic	ADJ
easat-3883	20	20	3d	3d	NUM
easat-3883	20	21	face	face	NOUN
easat-3883	20	22	models	model	NOUN
easat-3883	20	23	.	.	PUNCT
easat-3883	21	1	however	however	ADV
easat-3883	21	2	,	,	PUNCT
easat-3883	21	3	the	the	DET
easat-3883	21	4	creation	creation	NOUN
easat-3883	21	5	of	of	ADP
easat-3883	21	6	large	large	ADJ
easat-3883	21	7	datasets	dataset	NOUN
easat-3883	21	8	using	use	VERB
easat-3883	21	9	these	these	DET
easat-3883	21	10	methods	method	NOUN
easat-3883	21	11	posed	pose	VERB
easat-3883	21	12	challenges	challenge	NOUN
easat-3883	21	13	due	due	ADJ
easat-3883	21	14	to	to	ADP
easat-3883	21	15	factors	factor	NOUN
easat-3883	21	16	such	such	ADJ
easat-3883	21	17	as	as	ADP
easat-3883	21	18	expensive	expensive	ADJ
easat-3883	21	19	hardware	hardware	NOUN
easat-3883	21	20	,	,	PUNCT
easat-3883	21	21	lengthy	lengthy	ADJ
easat-3883	21	22	capturing	capturing	NOUN
easat-3883	21	23	processes	process	NOUN
easat-3883	21	24	,	,	PUNCT
easat-3883	21	25	and	and	CCONJ
easat-3883	21	26	the	the	DET
easat-3883	21	27	need	need	NOUN
easat-3883	21	28	figure	figure	NOUN
easat-3883	21	29	1	1	NUM
easat-3883	21	30	.	.	X
easat-3883	21	31	2d	2d	NOUN
easat-3883	21	32	face	face	NOUN
easat-3883	21	33	images	image	NOUN
easat-3883	21	34	.	.	PUNCT
easat-3883	22	1	132	132	NUM
easat-3883	22	2	edelweiss	edelweiss	PROPN
easat-3883	22	3	applied	apply	VERB
easat-3883	22	4	science	science	NOUN
easat-3883	22	5	and	and	CCONJ
easat-3883	22	6	technology	technology	NOUN
easat-3883	22	7	issn	issn	PROPN
easat-3883	22	8	:	:	PUNCT
easat-3883	22	9	2576	2576	NUM
easat-3883	22	10	-	-	SYM
easat-3883	22	11	8484	8484	NUM
easat-3883	22	12	vol	vol	NOUN
easat-3883	22	13	.	.	PROPN
easat-3883	23	1	9	9	NUM
easat-3883	23	2	,	,	PUNCT
easat-3883	23	3	no	no	INTJ
easat-3883	23	4	.	.	NOUN
easat-3883	23	5	1	1	NUM
easat-3883	23	6	:	:	SYM
easat-3883	23	7	131	131	NUM
easat-3883	23	8	-	-	SYM
easat-3883	23	9	145	145	NUM
easat-3883	23	10	,	,	PUNCT
easat-3883	23	11	2025	2025	NUM
easat-3883	23	12	doi	doi	NOUN
easat-3883	23	13	:	:	PUNCT
easat-3883	23	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	23	15	©	©	PROPN
easat-3883	23	16	2025	2025	NUM
easat-3883	23	17	by	by	ADP
easat-3883	23	18	the	the	DET
easat-3883	23	19	authors	author	NOUN
easat-3883	23	20	;	;	PUNCT
easat-3883	23	21	licensee	licensee	PROPN
easat-3883	23	22	learning	learning	NOUN
easat-3883	23	23	gate	gate	NOUN
easat-3883	23	24	for	for	ADP
easat-3883	23	25	physical	physical	ADJ
easat-3883	23	26	presence	presence	NOUN
easat-3883	23	27	of	of	ADP
easat-3883	23	28	subjects	subject	NOUN
easat-3883	23	29	[	[	X
easat-3883	23	30	1	1	NUM
easat-3883	23	31	-	-	SYM
easat-3883	23	32	3	3	NUM
easat-3883	23	33	]	]	PUNCT
easat-3883	23	34	.	.	PUNCT
easat-3883	24	1	to	to	PART
easat-3883	24	2	overcome	overcome	VERB
easat-3883	24	3	these	these	DET
easat-3883	24	4	obstacles	obstacle	NOUN
easat-3883	24	5	,	,	PUNCT
easat-3883	24	6	we	we	PRON
easat-3883	24	7	have	have	AUX
easat-3883	24	8	developed	develop	VERB
easat-3883	24	9	3d	3d	NUM
easat-3883	24	10	face	face	NOUN
easat-3883	24	11	reconstruction	reconstruction	NOUN
easat-3883	24	12	frameworks	framework	NOUN
easat-3883	24	13	aimed	aim	VERB
easat-3883	24	14	at	at	ADP
easat-3883	24	15	creating	create	VERB
easat-3883	24	16	a	a	DET
easat-3883	24	17	dataset	dataset	NOUN
easat-3883	24	18	of	of	ADP
easat-3883	24	19	vietnamese	vietnamese	ADJ
easat-3883	24	20	individuals	individual	NOUN
easat-3883	24	21	without	without	ADP
easat-3883	24	22	encountering	encounter	VERB
easat-3883	24	23	these	these	DET
easat-3883	24	24	limitations	limitation	NOUN
easat-3883	24	25	.	.	PUNCT
easat-3883	25	1	our	our	PRON
easat-3883	25	2	approach	approach	NOUN
easat-3883	25	3	involves	involve	VERB
easat-3883	25	4	leveraging	leverage	VERB
easat-3883	25	5	deca	deca	NOUN
easat-3883	25	6	and	and	CCONJ
easat-3883	25	7	mica	mica	NOUN
easat-3883	25	8	technologies	technology	NOUN
easat-3883	25	9	[	[	X
easat-3883	25	10	4	4	NUM
easat-3883	25	11	,	,	PUNCT
easat-3883	25	12	5	5	NUM
easat-3883	25	13	]	]	PUNCT
easat-3883	25	14	to	to	PART
easat-3883	25	15	extract	extract	VERB
easat-3883	25	16	features	feature	NOUN
easat-3883	25	17	from	from	ADP
easat-3883	25	18	2d	2d	NUM
easat-3883	25	19	images	image	NOUN
easat-3883	25	20	(	(	PUNCT
easat-3883	25	21	figure	figure	NOUN
easat-3883	25	22	1	1	NUM
easat-3883	25	23	)	)	PUNCT
easat-3883	25	24	and	and	CCONJ
easat-3883	25	25	modifying	modify	VERB
easat-3883	25	26	the	the	DET
easat-3883	25	27	flame	flame	NOUN
easat-3883	25	28	model	model	NOUN
easat-3883	25	29	[	[	X
easat-3883	25	30	6	6	NUM
easat-3883	25	31	]	]	PUNCT
easat-3883	25	32	to	to	PART
easat-3883	25	33	transform	transform	VERB
easat-3883	25	34	the	the	DET
easat-3883	25	35	base	base	NOUN
easat-3883	25	36	model	model	NOUN
easat-3883	25	37	into	into	ADP
easat-3883	25	38	desired	desire	VERB
easat-3883	25	39	3d	3d	PROPN
easat-3883	25	40	faces	face	NOUN
easat-3883	25	41	(	(	PUNCT
easat-3883	25	42	figure	figure	NOUN
easat-3883	25	43	2	2	NUM
easat-3883	25	44	)	)	PUNCT
easat-3883	25	45	.	.	PUNCT
easat-3883	26	1	additionally	additionally	ADV
easat-3883	26	2	,	,	PUNCT
easat-3883	26	3	we	we	PRON
easat-3883	26	4	employ	employ	VERB
easat-3883	26	5	a	a	DET
easat-3883	26	6	specialized	specialized	ADJ
easat-3883	26	7	model	model	NOUN
easat-3883	26	8	for	for	ADP
easat-3883	26	9	learning	learn	VERB
easat-3883	26	10	and	and	CCONJ
easat-3883	26	11	transferring	transfer	VERB
easat-3883	26	12	facial	facial	ADJ
easat-3883	26	13	expressions	expression	NOUN
easat-3883	26	14	from	from	ADP
easat-3883	26	15	the	the	DET
easat-3883	26	16	input	input	NOUN
easat-3883	26	17	image	image	NOUN
easat-3883	26	18	to	to	ADP
easat-3883	26	19	the	the	DET
easat-3883	26	20	3d	3d	NUM
easat-3883	26	21	face	face	NOUN
easat-3883	26	22	model	model	NOUN
easat-3883	26	23	.	.	PUNCT
easat-3883	27	1	to	to	PART
easat-3883	27	2	evaluate	evaluate	VERB
easat-3883	27	3	the	the	DET
easat-3883	27	4	effectiveness	effectiveness	NOUN
easat-3883	27	5	of	of	ADP
easat-3883	27	6	our	our	PRON
easat-3883	27	7	method	method	NOUN
easat-3883	27	8	,	,	PUNCT
easat-3883	27	9	we	we	PRON
easat-3883	27	10	conducted	conduct	VERB
easat-3883	27	11	experiments	experiment	NOUN
easat-3883	27	12	using	use	VERB
easat-3883	27	13	the	the	DET
easat-3883	27	14	facescape	facescape	NOUN
easat-3883	27	15	dataset	dataset	NOUN
easat-3883	27	16	in	in	ADP
easat-3883	27	17	various	various	ADJ
easat-3883	27	18	evaluation	evaluation	NOUN
easat-3883	27	19	scenarios	scenario	NOUN
easat-3883	27	20	.	.	PUNCT
easat-3883	28	1	our	our	PRON
easat-3883	28	2	contributions	contribution	NOUN
easat-3883	28	3	include	include	VERB
easat-3883	28	4	:	:	PUNCT
easat-3883	28	5	•	•	ADV
easat-3883	28	6	introducing	introduce	VERB
easat-3883	28	7	an	an	DET
easat-3883	28	8	emotionally	emotionally	ADV
easat-3883	28	9	aggressive	aggressive	ADJ
easat-3883	28	10	model	model	NOUN
easat-3883	28	11	that	that	PRON
easat-3883	28	12	combines	combine	VERB
easat-3883	28	13	with	with	ADP
easat-3883	28	14	other	other	ADJ
easat-3883	28	15	state	state	NOUN
easat-3883	28	16	-	-	PUNCT
easat-3883	28	17	of	of	ADP
easat-3883	28	18	-	-	PUNCT
easat-3883	28	19	the	the	DET
easat-3883	28	20	-	-	PUNCT
easat-3883	28	21	art	art	NOUN
easat-3883	28	22	3d	3d	NUM
easat-3883	28	23	face	face	NOUN
easat-3883	28	24	reconstruction	reconstruction	NOUN
easat-3883	28	25	methods	method	NOUN
easat-3883	28	26	to	to	PART
easat-3883	28	27	accurately	accurately	ADV
easat-3883	28	28	capture	capture	VERB
easat-3883	28	29	the	the	DET
easat-3883	28	30	intricacies	intricacy	NOUN
easat-3883	28	31	of	of	ADP
easat-3883	28	32	the	the	DET
easat-3883	28	33	human	human	ADJ
easat-3883	28	34	face	face	NOUN
easat-3883	28	35	.	.	PUNCT
easat-3883	29	1	•	•	NUM
easat-3883	29	2	creating	create	VERB
easat-3883	29	3	a	a	DET
easat-3883	29	4	new	new	ADJ
easat-3883	29	5	and	and	CCONJ
easat-3883	29	6	unique	unique	ADJ
easat-3883	29	7	3d	3d	NUM
easat-3883	29	8	face	face	NOUN
easat-3883	29	9	database	database	NOUN
easat-3883	29	10	named	name	VERB
easat-3883	29	11	”	"	PUNCT
easat-3883	29	12	vn3d	vn3d	PROPN
easat-3883	29	13	face	face	NOUN
easat-3883	29	14	,	,	PUNCT
easat-3883	29	15	”	"	PUNCT
easat-3883	29	16	specifically	specifically	ADV
easat-3883	29	17	designed	design	VERB
easat-3883	29	18	to	to	PART
easat-3883	29	19	cater	cater	VERB
easat-3883	29	20	to	to	ADP
easat-3883	29	21	the	the	DET
easat-3883	29	22	facial	facial	ADJ
easat-3883	29	23	characteristics	characteristic	NOUN
easat-3883	29	24	of	of	ADP
easat-3883	29	25	vietnamese	vietnamese	ADJ
easat-3883	29	26	individuals	individual	NOUN
easat-3883	29	27	.	.	PUNCT
easat-3883	30	1	figure	figure	NOUN
easat-3883	30	2	2	2	NUM
easat-3883	30	3	.	.	X
easat-3883	30	4	3d	3d	NUM
easat-3883	30	5	face	face	NOUN
easat-3883	30	6	models	model	NOUN
easat-3883	30	7	.	.	PUNCT
easat-3883	31	1	the	the	DET
easat-3883	31	2	paper	paper	NOUN
easat-3883	31	3	is	be	AUX
easat-3883	31	4	organized	organize	VERB
easat-3883	31	5	as	as	SCONJ
easat-3883	31	6	follows	follow	VERB
easat-3883	31	7	session	session	NOUN
easat-3883	31	8	2	2	NUM
easat-3883	31	9	introduces	introduce	NOUN
easat-3883	31	10	the	the	DET
easat-3883	31	11	related	relate	VERB
easat-3883	31	12	works	work	NOUN
easat-3883	31	13	.	.	PUNCT
easat-3883	32	1	the	the	DET
easat-3883	32	2	process	process	NOUN
easat-3883	32	3	of	of	ADP
easat-3883	32	4	constructing	construct	VERB
easat-3883	32	5	our	our	PRON
easat-3883	32	6	3dvnface	3dvnface	NUM
easat-3883	32	7	database	database	NOUN
easat-3883	32	8	is	be	AUX
easat-3883	32	9	described	describe	VERB
easat-3883	32	10	in	in	ADP
easat-3883	32	11	session	session	NOUN
easat-3883	32	12	3	3	NUM
easat-3883	32	13	.	.	PUNCT
easat-3883	33	1	in	in	ADP
easat-3883	33	2	session	session	NOUN
easat-3883	33	3	4	4	NUM
easat-3883	33	4	,	,	PUNCT
easat-3883	33	5	we	we	PRON
easat-3883	33	6	present	present	VERB
easat-3883	33	7	an	an	DET
easat-3883	33	8	application	application	NOUN
easat-3883	33	9	of	of	ADP
easat-3883	33	10	the	the	DET
easat-3883	33	11	3dvnface	3dvnface	NUM
easat-3883	33	12	database	database	NOUN
easat-3883	33	13	to	to	ADP
easat-3883	33	14	the	the	DET
easat-3883	33	15	emotion	emotion	NOUN
easat-3883	33	16	retargeting	retargete	VERB
easat-3883	33	17	problem	problem	NOUN
easat-3883	33	18	.	.	PUNCT
easat-3883	34	1	session	session	NOUN
easat-3883	34	2	5	5	NUM
easat-3883	34	3	outlines	outline	VERB
easat-3883	34	4	the	the	DET
easat-3883	34	5	methods	method	NOUN
easat-3883	34	6	and	and	CCONJ
easat-3883	34	7	scenarios	scenario	NOUN
easat-3883	34	8	for	for	ADP
easat-3883	34	9	qualitative	qualitative	ADJ
easat-3883	34	10	and	and	CCONJ
easat-3883	34	11	quantitative	quantitative	ADJ
easat-3883	34	12	evaluation	evaluation	NOUN
easat-3883	34	13	of	of	ADP
easat-3883	34	14	the	the	DET
easat-3883	34	15	constructed	construct	VERB
easat-3883	34	16	database	database	NOUN
easat-3883	34	17	.	.	PUNCT
easat-3883	35	1	the	the	DET
easat-3883	35	2	conclusion	conclusion	NOUN
easat-3883	35	3	is	be	AUX
easat-3883	35	4	presented	present	VERB
easat-3883	35	5	in	in	ADP
easat-3883	35	6	session	session	NOUN
easat-3883	35	7	6	6	NUM
easat-3883	35	8	.	.	NOUN
easat-3883	35	9	2	2	NUM
easat-3883	35	10	.	.	X
easat-3883	35	11	related	relate	VERB
easat-3883	35	12	works	work	NOUN
easat-3883	35	13	2.1	2.1	NUM
easat-3883	35	14	.	.	PUNCT
easat-3883	36	1	3d	3d	NUM
easat-3883	36	2	face	face	NOUN
easat-3883	36	3	dataset	dataset	VERB
easat-3883	36	4	the	the	DET
easat-3883	36	5	concept	concept	NOUN
easat-3883	36	6	of	of	ADP
easat-3883	36	7	3d	3d	NUM
easat-3883	36	8	morphable	morphable	ADJ
easat-3883	36	9	models	model	NOUN
easat-3883	36	10	(	(	PUNCT
easat-3883	36	11	3dmms	3dmms	NOUN
easat-3883	36	12	)	)	PUNCT
easat-3883	36	13	was	be	AUX
easat-3883	36	14	initially	initially	ADV
easat-3883	36	15	introduced	introduce	VERB
easat-3883	36	16	by	by	ADP
easat-3883	36	17	blanz	blanz	PROPN
easat-3883	36	18	and	and	CCONJ
easat-3883	36	19	vetter	vetter	PROPN
easat-3883	37	1	[	[	X
easat-3883	37	2	7	7	NUM
easat-3883	37	3	]	]	PUNCT
easat-3883	37	4	.	.	PUNCT
easat-3883	38	1	these	these	DET
easat-3883	38	2	models	model	NOUN
easat-3883	38	3	utilize	utilize	VERB
easat-3883	38	4	statistical	statistical	ADJ
easat-3883	38	5	techniques	technique	NOUN
easat-3883	38	6	such	such	ADJ
easat-3883	38	7	as	as	ADP
easat-3883	38	8	principal	principal	ADJ
easat-3883	38	9	component	component	NOUN
easat-3883	38	10	analysis	analysis	NOUN
easat-3883	38	11	(	(	PUNCT
easat-3883	38	12	pca	pca	NOUN
easat-3883	38	13	)	)	PUNCT
easat-3883	38	14	to	to	PART
easat-3883	38	15	capture	capture	VERB
easat-3883	38	16	variations	variation	NOUN
easat-3883	38	17	in	in	ADP
easat-3883	38	18	facial	facial	ADJ
easat-3883	38	19	shape	shape	NOUN
easat-3883	38	20	and	and	CCONJ
easat-3883	38	21	texture	texture	NOUN
easat-3883	38	22	.	.	PUNCT
easat-3883	39	1	by	by	ADP
easat-3883	39	2	doing	do	VERB
easat-3883	39	3	so	so	ADV
easat-3883	39	4	,	,	PUNCT
easat-3883	39	5	they	they	PRON
easat-3883	39	6	can	can	AUX
easat-3883	39	7	represent	represent	VERB
easat-3883	39	8	a	a	DET
easat-3883	39	9	wide	wide	ADJ
easat-3883	39	10	range	range	NOUN
easat-3883	39	11	of	of	ADP
easat-3883	39	12	human	human	ADJ
easat-3883	39	13	faces	face	NOUN
easat-3883	39	14	using	use	VERB
easat-3883	39	15	a	a	DET
easat-3883	39	16	small	small	ADJ
easat-3883	39	17	set	set	NOUN
easat-3883	39	18	of	of	ADP
easat-3883	39	19	parameters	parameter	NOUN
easat-3883	39	20	.	.	PUNCT
easat-3883	40	1	numerous	numerous	ADJ
easat-3883	40	2	studies	study	NOUN
easat-3883	40	3	have	have	AUX
easat-3883	40	4	been	be	AUX
easat-3883	40	5	conducted	conduct	VERB
easat-3883	40	6	to	to	PART
easat-3883	40	7	develop	develop	VERB
easat-3883	40	8	generalized	generalized	ADJ
easat-3883	40	9	3dmms	3dmms	NUM
easat-3883	40	10	.	.	PUNCT
easat-3883	41	1	one	one	NUM
easat-3883	41	2	prominent	prominent	ADJ
easat-3883	41	3	solution	solution	NOUN
easat-3883	41	4	for	for	ADP
easat-3883	41	5	3d	3d	NUM
easat-3883	41	6	face	face	NOUN
easat-3883	41	7	modeling	modeling	NOUN
easat-3883	41	8	is	be	AUX
easat-3883	41	9	the	the	DET
easat-3883	41	10	faces	face	NOUN
easat-3883	41	11	learned	learn	VERB
easat-3883	41	12	with	with	ADP
easat-3883	41	13	an	an	DET
easat-3883	41	14	articulated	articulated	ADJ
easat-3883	41	15	model	model	NOUN
easat-3883	41	16	and	and	CCONJ
easat-3883	41	17	expressions	expression	NOUN
easat-3883	41	18	(	(	PUNCT
easat-3883	41	19	flame	flame	NOUN
easat-3883	41	20	)	)	PUNCT
easat-3883	42	1	[	[	X
easat-3883	42	2	6	6	NUM
easat-3883	42	3	]	]	PUNCT
easat-3883	42	4	.	.	PUNCT
easat-3883	43	1	flame	flame	PROPN
easat-3883	43	2	is	be	AUX
easat-3883	43	3	a	a	DET
easat-3883	43	4	3dmm	3dmm	NUM
easat-3883	43	5	model	model	NOUN
easat-3883	43	6	capable	capable	ADJ
easat-3883	43	7	of	of	ADP
easat-3883	43	8	generating	generate	VERB
easat-3883	43	9	realistic	realistic	ADJ
easat-3883	43	10	and	and	CCONJ
easat-3883	43	11	expressive	expressive	ADJ
easat-3883	43	12	3d	3d	NUM
easat-3883	43	13	face	face	NOUN
easat-3883	43	14	models	model	NOUN
easat-3883	43	15	that	that	PRON
easat-3883	43	16	accurately	accurately	ADV
easat-3883	43	17	capture	capture	VERB
easat-3883	43	18	variations	variation	NOUN
easat-3883	43	19	in	in	ADP
easat-3883	43	20	facial	facial	ADJ
easat-3883	43	21	shape	shape	NOUN
easat-3883	43	22	and	and	CCONJ
easat-3883	43	23	expression	expression	NOUN
easat-3883	43	24	.	.	PUNCT
easat-3883	44	1	it	it	PRON
easat-3883	44	2	combines	combine	VERB
easat-3883	44	3	a	a	DET
easat-3883	44	4	linear	linear	ADJ
easat-3883	44	5	shape	shape	NOUN
easat-3883	44	6	space	space	NOUN
easat-3883	44	7	trained	train	VERB
easat-3883	44	8	with	with	ADP
easat-3883	44	9	thousands	thousand	NOUN
easat-3883	44	10	of	of	ADP
easat-3883	44	11	human	human	ADJ
easat-3883	44	12	head	head	NOUN
easat-3883	44	13	scans	scan	NOUN
easat-3883	44	14	with	with	ADP
easat-3883	44	15	an	an	DET
easat-3883	44	16	articulated	articulated	ADJ
easat-3883	44	17	jaw	jaw	NOUN
easat-3883	44	18	,	,	PUNCT
easat-3883	44	19	neck	neck	NOUN
easat-3883	44	20	,	,	PUNCT
easat-3883	44	21	eyeballs	eyeball	NOUN
easat-3883	44	22	,	,	PUNCT
easat-3883	44	23	pose	pose	VERB
easat-3883	44	24	dependent	dependent	ADJ
easat-3883	44	25	corrective	corrective	ADJ
easat-3883	44	26	blendshapes	blendshape	NOUN
easat-3883	44	27	,	,	PUNCT
easat-3883	44	28	and	and	CCONJ
easat-3883	44	29	additional	additional	ADJ
easat-3883	44	30	global	global	ADJ
easat-3883	44	31	expression	expression	NOUN
easat-3883	44	32	blendshapes	blendshape	NOUN
easat-3883	44	33	.	.	PUNCT
easat-3883	45	1	the	the	DET
easat-3883	45	2	model	model	NOUN
easat-3883	45	3	learns	learn	VERB
easat-3883	45	4	articulations	articulation	NOUN
easat-3883	45	5	based	base	VERB
easat-3883	45	6	on	on	ADP
easat-3883	45	7	pose	pose	NOUN
easat-3883	45	8	and	and	CCONJ
easat-3883	45	9	expression	expression	NOUN
easat-3883	45	10	from	from	ADP
easat-3883	45	11	4d	4d	NUM
easat-3883	45	12	face	face	NOUN
easat-3883	45	13	sequences	sequence	NOUN
easat-3883	45	14	found	find	VERB
easat-3883	45	15	in	in	ADP
easat-3883	45	16	the	the	DET
easat-3883	45	17	d3dfacs	d3dfac	NOUN
easat-3883	45	18	dataset	dataset	NOUN
easat-3883	45	19	and	and	CCONJ
easat-3883	45	20	other	other	ADJ
easat-3883	45	21	sources	source	NOUN
easat-3883	45	22	.	.	PUNCT
easat-3883	46	1	flame	flame	PROPN
easat-3883	46	2	separates	separate	VERB
easat-3883	46	3	the	the	DET
easat-3883	46	4	representation	representation	NOUN
easat-3883	46	5	of	of	ADP
easat-3883	46	6	identity	identity	NOUN
easat-3883	46	7	,	,	PUNCT
easat-3883	46	8	pose	pose	VERB
easat-3883	46	9	,	,	PUNCT
easat-3883	46	10	and	and	CCONJ
easat-3883	46	11	facial	facial	ADJ
easat-3883	46	12	expression	expression	NOUN
easat-3883	46	13	into	into	ADP
easat-3883	46	14	distinct	distinct	ADJ
easat-3883	46	15	parameter	parameter	NOUN
easat-3883	46	16	spaces	space	NOUN
easat-3883	46	17	and	and	CCONJ
easat-3883	46	18	combines	combine	VERB
easat-3883	46	19	them	they	PRON
easat-3883	46	20	using	use	VERB
easat-3883	46	21	linear	linear	NOUN
easat-3883	46	22	blend	blend	NOUN
easat-3883	46	23	skinning	skin	VERB
easat-3883	46	24	(	(	PUNCT
easat-3883	46	25	lbs	lbs	NOUN
easat-3883	46	26	)	)	PUNCT
easat-3883	46	27	and	and	CCONJ
easat-3883	46	28	blendshapes	blendshape	NOUN
easat-3883	46	29	.	.	PUNCT
easat-3883	47	1	its	its	PRON
easat-3883	47	2	ability	ability	NOUN
easat-3883	47	3	to	to	PART
easat-3883	47	4	generate	generate	VERB
easat-3883	47	5	highly	highly	ADV
easat-3883	47	6	expressive	expressive	ADJ
easat-3883	47	7	3d	3d	NUM
easat-3883	47	8	face	face	NOUN
easat-3883	47	9	models	model	NOUN
easat-3883	47	10	makes	make	VERB
easat-3883	47	11	it	it	PRON
easat-3883	47	12	a	a	DET
easat-3883	47	13	fundamental	fundamental	ADJ
easat-3883	47	14	component	component	NOUN
easat-3883	47	15	in	in	ADP
easat-3883	47	16	many	many	ADJ
easat-3883	47	17	advanced	advanced	ADJ
easat-3883	47	18	face	face	NOUN
easat-3883	47	19	reconstruction	reconstruction	NOUN
easat-3883	47	20	models	model	NOUN
easat-3883	47	21	.	.	PUNCT
easat-3883	48	1	133	133	NUM
easat-3883	48	2	edelweiss	edelweiss	PROPN
easat-3883	48	3	applied	apply	VERB
easat-3883	48	4	science	science	NOUN
easat-3883	48	5	and	and	CCONJ
easat-3883	48	6	technology	technology	NOUN
easat-3883	48	7	issn	issn	PROPN
easat-3883	48	8	:	:	PUNCT
easat-3883	48	9	2576	2576	NUM
easat-3883	48	10	-	-	SYM
easat-3883	48	11	8484	8484	NUM
easat-3883	48	12	vol	vol	NOUN
easat-3883	48	13	.	.	PROPN
easat-3883	49	1	9	9	NUM
easat-3883	49	2	,	,	PUNCT
easat-3883	49	3	no	no	INTJ
easat-3883	49	4	.	.	NOUN
easat-3883	49	5	1	1	NUM
easat-3883	49	6	:	:	SYM
easat-3883	49	7	131	131	NUM
easat-3883	49	8	-	-	SYM
easat-3883	49	9	145	145	NUM
easat-3883	49	10	,	,	PUNCT
easat-3883	49	11	2025	2025	NUM
easat-3883	49	12	doi	doi	NOUN
easat-3883	49	13	:	:	PUNCT
easat-3883	49	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	49	15	©	©	PROPN
easat-3883	49	16	2025	2025	NUM
easat-3883	49	17	by	by	ADP
easat-3883	49	18	the	the	DET
easat-3883	49	19	authors	author	NOUN
easat-3883	49	20	;	;	PUNCT
easat-3883	50	1	licensee	licensee	PROPN
easat-3883	50	2	learning	learn	VERB
easat-3883	50	3	gate	gate	PROPN
easat-3883	50	4	facewarehouse	facewarehouse	PROPN
easat-3883	50	5	[	[	X
easat-3883	50	6	8	8	NUM
easat-3883	50	7	]	]	PUNCT
easat-3883	50	8	is	be	AUX
easat-3883	50	9	a	a	DET
easat-3883	50	10	database	database	NOUN
easat-3883	50	11	specifically	specifically	ADV
easat-3883	50	12	designed	design	VERB
easat-3883	50	13	for	for	ADP
easat-3883	50	14	visual	visual	ADJ
easat-3883	50	15	computing	computing	NOUN
easat-3883	50	16	applications	application	NOUN
easat-3883	50	17	,	,	PUNCT
easat-3883	50	18	with	with	ADP
easat-3883	50	19	a	a	DET
easat-3883	50	20	focus	focus	NOUN
easat-3883	50	21	on	on	ADP
easat-3883	50	22	3d	3d	NUM
easat-3883	50	23	facial	facial	ADJ
easat-3883	50	24	expressions	expression	NOUN
easat-3883	50	25	.	.	PUNCT
easat-3883	51	1	this	this	DET
easat-3883	51	2	database	database	NOUN
easat-3883	51	3	demonstrates	demonstrate	VERB
easat-3883	51	4	its	its	PRON
easat-3883	51	5	potential	potential	NOUN
easat-3883	51	6	through	through	ADP
easat-3883	51	7	various	various	ADJ
easat-3883	51	8	applications	application	NOUN
easat-3883	51	9	,	,	PUNCT
easat-3883	51	10	including	include	VERB
easat-3883	51	11	facial	facial	ADJ
easat-3883	51	12	image	image	NOUN
easat-3883	51	13	manipulation	manipulation	NOUN
easat-3883	51	14	,	,	PUNCT
easat-3883	51	15	face	face	NOUN
easat-3883	51	16	component	component	NOUN
easat-3883	51	17	transfer	transfer	NOUN
easat-3883	51	18	,	,	PUNCT
easat-3883	51	19	real	real	ADJ
easat-3883	51	20	-	-	PUNCT
easat-3883	51	21	time	time	NOUN
easat-3883	51	22	performance	performance	NOUN
easat-3883	51	23	-	-	PUNCT
easat-3883	51	24	based	base	VERB
easat-3883	51	25	facial	facial	ADJ
easat-3883	51	26	image	image	NOUN
easat-3883	51	27	animation	animation	NOUN
easat-3883	51	28	,	,	PUNCT
easat-3883	51	29	and	and	CCONJ
easat-3883	51	30	converting	convert	VERB
easat-3883	51	31	facial	facial	ADJ
easat-3883	51	32	animation	animation	NOUN
easat-3883	51	33	from	from	ADP
easat-3883	51	34	video	video	NOUN
easat-3883	51	35	to	to	ADP
easat-3883	51	36	image	image	NOUN
easat-3883	51	37	.	.	PUNCT
easat-3883	52	1	facewarehouse	facewarehouse	PROPN
easat-3883	52	2	was	be	AUX
easat-3883	52	3	created	create	VERB
easat-3883	52	4	by	by	ADP
easat-3883	52	5	capturing	capture	VERB
easat-3883	52	6	data	datum	NOUN
easat-3883	52	7	from	from	ADP
easat-3883	52	8	a	a	DET
easat-3883	52	9	diverse	diverse	ADJ
easat-3883	52	10	group	group	NOUN
easat-3883	52	11	of	of	ADP
easat-3883	52	12	150	150	NUM
easat-3883	52	13	individuals	individual	NOUN
easat-3883	52	14	using	use	VERB
easat-3883	52	15	the	the	DET
easat-3883	52	16	kinect	kinect	ADJ
easat-3883	52	17	rgbd	rgbd	NOUN
easat-3883	52	18	camera	camera	NOUN
easat-3883	52	19	.	.	PUNCT
easat-3883	53	1	each	each	DET
easat-3883	53	2	person	person	NOUN
easat-3883	53	3	had	have	VERB
easat-3883	53	4	multiple	multiple	ADJ
easat-3883	53	5	expressions	expression	NOUN
easat-3883	53	6	recorded	record	VERB
easat-3883	53	7	,	,	PUNCT
easat-3883	53	8	allowing	allow	VERB
easat-3883	53	9	for	for	ADP
easat-3883	53	10	a	a	DET
easat-3883	53	11	comprehensive	comprehensive	ADJ
easat-3883	53	12	collection	collection	NOUN
easat-3883	53	13	of	of	ADP
easat-3883	53	14	matched	match	VERB
easat-3883	53	15	expressions	expression	NOUN
easat-3883	53	16	.	.	PUNCT
easat-3883	54	1	the	the	DET
easat-3883	54	2	database	database	NOUN
easat-3883	54	3	provides	provide	VERB
easat-3883	54	4	a	a	DET
easat-3883	54	5	broad	broad	ADJ
easat-3883	54	6	range	range	NOUN
easat-3883	54	7	of	of	ADP
easat-3883	54	8	facial	facial	ADJ
easat-3883	54	9	actions	action	NOUN
easat-3883	54	10	for	for	ADP
easat-3883	54	11	everyone	everyone	PRON
easat-3883	54	12	,	,	PUNCT
easat-3883	54	13	enabling	enable	VERB
easat-3883	54	14	the	the	DET
easat-3883	54	15	depiction	depiction	NOUN
easat-3883	54	16	of	of	ADP
easat-3883	54	17	various	various	ADJ
easat-3883	54	18	human	human	ADJ
easat-3883	54	19	facial	facial	ADJ
easat-3883	54	20	expressions	expression	NOUN
easat-3883	54	21	.	.	PUNCT
easat-3883	55	1	wood	wood	NOUN
easat-3883	55	2	,	,	PUNCT
easat-3883	55	3	et	et	PROPN
easat-3883	55	4	al	al	PROPN
easat-3883	55	5	.	.	PUNCT
easat-3883	56	1	[	[	X
easat-3883	56	2	9	9	X
easat-3883	56	3	]	]	X
easat-3883	56	4	propose	propose	VERB
easat-3883	56	5	a	a	DET
easat-3883	56	6	novel	novel	ADJ
easat-3883	56	7	method	method	NOUN
easat-3883	56	8	that	that	PRON
easat-3883	56	9	streamlines	streamline	VERB
easat-3883	56	10	the	the	DET
easat-3883	56	11	face	face	NOUN
easat-3883	56	12	reconstruction	reconstruction	NOUN
easat-3883	56	13	process	process	NOUN
easat-3883	56	14	by	by	ADP
easat-3883	56	15	leveraging	leverage	VERB
easat-3883	56	16	an	an	DET
easat-3883	56	17	increased	increase	VERB
easat-3883	56	18	number	number	NOUN
easat-3883	56	19	of	of	ADP
easat-3883	56	20	landmarks	landmark	NOUN
easat-3883	56	21	.	.	PUNCT
easat-3883	57	1	the	the	DET
easat-3883	57	2	study	study	NOUN
easat-3883	57	3	shows	show	VERB
easat-3883	57	4	that	that	SCONJ
easat-3883	57	5	dense	dense	ADJ
easat-3883	57	6	landmarks	landmark	NOUN
easat-3883	57	7	are	be	AUX
easat-3883	57	8	effective	effective	ADJ
easat-3883	57	9	in	in	ADP
easat-3883	57	10	integrating	integrate	VERB
easat-3883	57	11	facial	facial	ADJ
easat-3883	57	12	shape	shape	NOUN
easat-3883	57	13	information	information	NOUN
easat-3883	57	14	across	across	ADP
easat-3883	57	15	frames	frame	NOUN
easat-3883	57	16	,	,	PUNCT
easat-3883	57	17	resulting	result	VERB
easat-3883	57	18	in	in	ADP
easat-3883	57	19	precise	precise	ADJ
easat-3883	57	20	and	and	CCONJ
easat-3883	57	21	expressive	expressive	ADJ
easat-3883	57	22	capture	capture	NOUN
easat-3883	57	23	of	of	ADP
easat-3883	57	24	facial	facial	ADJ
easat-3883	57	25	performance	performance	NOUN
easat-3883	57	26	in	in	ADP
easat-3883	57	27	both	both	CCONJ
easat-3883	57	28	monocular	monocular	ADJ
easat-3883	57	29	and	and	CCONJ
easat-3883	57	30	multi	multi	ADJ
easat-3883	57	31	-	-	ADJ
easat-3883	57	32	view	view	ADJ
easat-3883	57	33	scenarios	scenario	NOUN
easat-3883	57	34	.	.	PUNCT
easat-3883	58	1	the	the	DET
easat-3883	58	2	method	method	NOUN
easat-3883	58	3	can	can	AUX
easat-3883	58	4	accurately	accurately	ADV
easat-3883	58	5	predict	predict	VERB
easat-3883	58	6	dense	dense	ADJ
easat-3883	58	7	landmarks	landmark	NOUN
easat-3883	58	8	and	and	CCONJ
easat-3883	58	9	fit	fit	ADJ
easat-3883	58	10	3d	3d	NUM
easat-3883	58	11	face	face	NOUN
easat-3883	58	12	models	model	NOUN
easat-3883	58	13	at	at	ADP
easat-3883	58	14	a	a	DET
easat-3883	58	15	high	high	ADJ
easat-3883	58	16	speed	speed	NOUN
easat-3883	58	17	,	,	PUNCT
easat-3883	58	18	even	even	ADV
easat-3883	58	19	surpassing	surpass	VERB
easat-3883	58	20	150	150	NUM
easat-3883	58	21	frames	frame	NOUN
easat-3883	58	22	per	per	ADP
easat-3883	58	23	second	second	NOUN
easat-3883	58	24	on	on	ADP
easat-3883	58	25	a	a	DET
easat-3883	58	26	single	single	ADJ
easat-3883	58	27	cpu	cpu	NOUN
easat-3883	58	28	thread	thread	NOUN
easat-3883	58	29	.	.	PUNCT
easat-3883	59	1	by	by	ADP
easat-3883	59	2	accurately	accurately	ADV
easat-3883	59	3	predicting	predict	VERB
easat-3883	59	4	a	a	DET
easat-3883	59	5	larger	large	ADJ
easat-3883	59	6	number	number	NOUN
easat-3883	59	7	of	of	ADP
easat-3883	59	8	landmarks	landmark	NOUN
easat-3883	59	9	,	,	PUNCT
easat-3883	59	10	including	include	VERB
easat-3883	59	11	crucial	crucial	ADJ
easat-3883	59	12	areas	area	NOUN
easat-3883	59	13	like	like	ADP
easat-3883	59	14	the	the	DET
easat-3883	59	15	eyes	eye	NOUN
easat-3883	59	16	and	and	CCONJ
easat-3883	59	17	teeth	tooth	NOUN
easat-3883	59	18	,	,	PUNCT
easat-3883	59	19	the	the	DET
easat-3883	59	20	method	method	NOUN
easat-3883	59	21	achieves	achieve	VERB
easat-3883	59	22	state	state	NOUN
easat-3883	59	23	-	-	PUNCT
easat-3883	59	24	of	of	ADP
easat-3883	59	25	-	-	PUNCT
easat-3883	59	26	the	the	DET
easat-3883	59	27	-	-	PUNCT
easat-3883	59	28	art	art	NOUN
easat-3883	59	29	results	result	NOUN
easat-3883	59	30	in	in	ADP
easat-3883	59	31	monocular	monocular	ADJ
easat-3883	59	32	3d	3d	NUM
easat-3883	59	33	face	face	NOUN
easat-3883	59	34	reconstruction	reconstruction	NOUN
easat-3883	59	35	.	.	PUNCT
easat-3883	60	1	the	the	DET
easat-3883	60	2	facescape	facescape	NOUN
easat-3883	60	3	dataset	dataset	NOUN
easat-3883	60	4	[	[	X
easat-3883	60	5	10	10	NUM
easat-3883	60	6	]	]	PUNCT
easat-3883	60	7	showcases	showcase	VERB
easat-3883	60	8	a	a	DET
easat-3883	60	9	detailed	detailed	ADJ
easat-3883	60	10	collection	collection	NOUN
easat-3883	60	11	of	of	ADP
easat-3883	60	12	3d	3d	NUM
easat-3883	60	13	face	face	NOUN
easat-3883	60	14	models	model	NOUN
easat-3883	60	15	.	.	PUNCT
easat-3883	61	1	it	it	PRON
easat-3883	61	2	introduces	introduce	VERB
easat-3883	61	3	an	an	DET
easat-3883	61	4	algorithm	algorithm	NOUN
easat-3883	61	5	capable	capable	ADJ
easat-3883	61	6	of	of	ADP
easat-3883	61	7	generating	generate	VERB
easat-3883	61	8	intricate	intricate	ADJ
easat-3883	61	9	and	and	CCONJ
easat-3883	61	10	poseable	poseable	ADJ
easat-3883	61	11	3d	3d	NUM
easat-3883	61	12	face	face	NOUN
easat-3883	61	13	models	model	NOUN
easat-3883	61	14	from	from	ADP
easat-3883	61	15	a	a	DET
easat-3883	61	16	single	single	ADJ
easat-3883	61	17	image	image	NOUN
easat-3883	61	18	input	input	NOUN
easat-3883	61	19	.	.	PUNCT
easat-3883	62	1	the	the	DET
easat-3883	62	2	dataset	dataset	NOUN
easat-3883	62	3	consists	consist	VERB
easat-3883	62	4	of	of	ADP
easat-3883	62	5	thousands	thousand	NOUN
easat-3883	62	6	of	of	ADP
easat-3883	62	7	textured	textured	ADJ
easat-3883	62	8	3d	3d	PROPN
easat-3883	62	9	faces	face	NOUN
easat-3883	62	10	obtained	obtain	VERB
easat-3883	62	11	from	from	ADP
easat-3883	62	12	hundreds	hundred	NOUN
easat-3883	62	13	of	of	ADP
easat-3883	62	14	individuals	individual	NOUN
easat-3883	62	15	,	,	PUNCT
easat-3883	62	16	covering	cover	VERB
easat-3883	62	17	a	a	DET
easat-3883	62	18	wide	wide	ADJ
easat-3883	62	19	range	range	NOUN
easat-3883	62	20	of	of	ADP
easat-3883	62	21	expressions	expression	NOUN
easat-3883	62	22	.	.	PUNCT
easat-3883	63	1	these	these	DET
easat-3883	63	2	models	model	NOUN
easat-3883	63	3	provide	provide	VERB
easat-3883	63	4	a	a	DET
easat-3883	63	5	detailed	detailed	ADJ
easat-3883	63	6	representation	representation	NOUN
easat-3883	63	7	of	of	ADP
easat-3883	63	8	facial	facial	ADJ
easat-3883	63	9	geometry	geometry	NOUN
easat-3883	63	10	at	at	ADP
easat-3883	63	11	a	a	DET
easat-3883	63	12	fine	fine	ADJ
easat-3883	63	13	level	level	NOUN
easat-3883	63	14	,	,	PUNCT
easat-3883	63	15	ensuring	ensure	VERB
easat-3883	63	16	topological	topological	ADJ
easat-3883	63	17	uniformity	uniformity	NOUN
easat-3883	63	18	.	.	PUNCT
easat-3883	64	1	these	these	DET
easat-3883	64	2	detailed	detailed	ADJ
easat-3883	64	3	3d	3d	ADJ
easat-3883	64	4	facial	facial	ADJ
easat-3883	64	5	models	model	NOUN
easat-3883	64	6	are	be	AUX
easat-3883	64	7	represented	represent	VERB
easat-3883	64	8	using	use	VERB
easat-3883	64	9	a	a	DET
easat-3883	64	10	combination	combination	NOUN
easat-3883	64	11	of	of	ADP
easat-3883	64	12	a	a	DET
easat-3883	64	13	3d	3d	NUM
easat-3883	64	14	morphable	morphable	ADJ
easat-3883	64	15	model	model	NOUN
easat-3883	64	16	for	for	ADP
easat-3883	64	17	general	general	ADJ
easat-3883	64	18	shapes	shape	NOUN
easat-3883	64	19	and	and	CCONJ
easat-3883	64	20	displacement	displacement	NOUN
easat-3883	64	21	maps	map	NOUN
easat-3883	64	22	for	for	ADP
easat-3883	64	23	precise	precise	ADJ
easat-3883	64	24	geometry	geometry	NOUN
easat-3883	64	25	.	.	PUNCT
easat-3883	65	1	a	a	DET
easat-3883	65	2	pioneering	pioneering	ADJ
easat-3883	65	3	algorithm	algorithm	NOUN
easat-3883	65	4	is	be	AUX
easat-3883	65	5	proposed	propose	VERB
easat-3883	65	6	that	that	SCONJ
easat-3883	65	7	utilizes	utilize	VERB
easat-3883	65	8	a	a	DET
easat-3883	65	9	deep	deep	ADJ
easat-3883	65	10	neural	neural	ADJ
easat-3883	65	11	network	network	NOUN
easat-3883	65	12	to	to	PART
easat-3883	65	13	learn	learn	VERB
easat-3883	65	14	expression	expression	NOUN
easat-3883	65	15	-	-	PUNCT
easat-3883	65	16	specific	specific	ADJ
easat-3883	65	17	dynamic	dynamic	ADJ
easat-3883	65	18	details	detail	NOUN
easat-3883	65	19	from	from	ADP
easat-3883	65	20	the	the	DET
easat-3883	65	21	facescape	facescape	NOUN
easat-3883	65	22	dataset	dataset	NOUN
easat-3883	65	23	.	.	PUNCT
easat-3883	66	1	this	this	DET
easat-3883	66	2	algorithm	algorithm	NOUN
easat-3883	66	3	forms	form	VERB
easat-3883	66	4	the	the	DET
easat-3883	66	5	basis	basis	NOUN
easat-3883	66	6	of	of	ADP
easat-3883	66	7	a	a	DET
easat-3883	66	8	system	system	NOUN
easat-3883	66	9	that	that	PRON
easat-3883	66	10	can	can	AUX
easat-3883	66	11	predict	predict	VERB
easat-3883	66	12	3d	3d	NUM
easat-3883	66	13	face	face	NOUN
easat-3883	66	14	models	model	NOUN
easat-3883	66	15	from	from	ADP
easat-3883	66	16	a	a	DET
easat-3883	66	17	single	single	ADJ
easat-3883	66	18	image	image	NOUN
easat-3883	66	19	input	input	NOUN
easat-3883	66	20	,	,	PUNCT
easat-3883	66	21	distinguishing	distinguish	VERB
easat-3883	66	22	it	it	PRON
easat-3883	66	23	from	from	ADP
easat-3883	66	24	previous	previous	ADJ
easat-3883	66	25	methods	method	NOUN
easat-3883	66	26	.	.	PUNCT
easat-3883	67	1	2.2	2.2	NUM
easat-3883	67	2	.	.	PUNCT
easat-3883	68	1	single	single	ADJ
easat-3883	68	2	image	image	NOUN
easat-3883	68	3	-	-	PUNCT
easat-3883	68	4	based	base	VERB
easat-3883	68	5	3d	3d	PROPN
easat-3883	68	6	face	face	NOUN
easat-3883	68	7	reconstruction	reconstruction	NOUN
easat-3883	68	8	detailed	detailed	ADJ
easat-3883	68	9	expression	expression	NOUN
easat-3883	68	10	capture	capture	NOUN
easat-3883	68	11	and	and	CCONJ
easat-3883	68	12	animation	animation	NOUN
easat-3883	68	13	(	(	PUNCT
easat-3883	68	14	deca	deca	NOUN
easat-3883	68	15	)	)	PUNCT
easat-3883	69	1	[	[	X
easat-3883	69	2	4	4	X
easat-3883	69	3	]	]	PUNCT
easat-3883	69	4	is	be	AUX
easat-3883	69	5	a	a	DET
easat-3883	69	6	method	method	NOUN
easat-3883	69	7	that	that	PRON
easat-3883	69	8	utilizes	utilize	VERB
easat-3883	69	9	flame	flame	NOUN
easat-3883	69	10	as	as	ADP
easat-3883	69	11	a	a	DET
easat-3883	69	12	key	key	ADJ
easat-3883	69	13	component	component	NOUN
easat-3883	69	14	for	for	ADP
easat-3883	69	15	reconstructing	reconstruct	VERB
easat-3883	69	16	3d	3d	NUM
easat-3883	69	17	face	face	NOUN
easat-3883	69	18	models	model	NOUN
easat-3883	69	19	from	from	ADP
easat-3883	69	20	single	single	ADJ
easat-3883	69	21	-	-	PUNCT
easat-3883	69	22	view	view	NOUN
easat-3883	69	23	images	image	NOUN
easat-3883	69	24	.	.	PUNCT
easat-3883	70	1	deca	deca	NOUN
easat-3883	70	2	not	not	PART
easat-3883	70	3	only	only	ADV
easat-3883	70	4	detects	detect	VERB
easat-3883	70	5	facial	facial	ADJ
easat-3883	70	6	shape	shape	NOUN
easat-3883	70	7	and	and	CCONJ
easat-3883	70	8	expression	expression	NOUN
easat-3883	70	9	but	but	CCONJ
easat-3883	70	10	also	also	ADV
easat-3883	70	11	accurately	accurately	ADV
easat-3883	70	12	maps	map	VERB
easat-3883	70	13	facial	facial	ADJ
easat-3883	70	14	texture	texture	NOUN
easat-3883	70	15	from	from	ADP
easat-3883	70	16	the	the	DET
easat-3883	70	17	image	image	NOUN
easat-3883	70	18	to	to	ADP
easat-3883	70	19	the	the	DET
easat-3883	70	20	3d	3d	PROPN
easat-3883	70	21	model	model	NOUN
easat-3883	70	22	by	by	ADP
easat-3883	70	23	leveraging	leverage	VERB
easat-3883	70	24	a	a	DET
easat-3883	70	25	3d	3d	NUM
easat-3883	70	26	texture	texture	NOUN
easat-3883	70	27	space	space	NOUN
easat-3883	70	28	.	.	PUNCT
easat-3883	71	1	during	during	ADP
easat-3883	71	2	training	training	NOUN
easat-3883	71	3	,	,	PUNCT
easat-3883	71	4	deca	deca	PROPN
easat-3883	71	5	achieves	achieve	VERB
easat-3883	71	6	exceptional	exceptional	ADJ
easat-3883	71	7	shape	shape	NOUN
easat-3883	71	8	reconstruction	reconstruction	NOUN
easat-3883	71	9	performance	performance	NOUN
easat-3883	71	10	by	by	ADP
easat-3883	71	11	incorporating	incorporate	VERB
easat-3883	71	12	a	a	DET
easat-3883	71	13	shape	shape	NOUN
easat-3883	71	14	consistency	consistency	NOUN
easat-3883	71	15	loss	loss	NOUN
easat-3883	71	16	.	.	PUNCT
easat-3883	72	1	additionally	additionally	ADV
easat-3883	72	2	,	,	PUNCT
easat-3883	72	3	deca	deca	NOUN
easat-3883	72	4	introduces	introduce	VERB
easat-3883	72	5	a	a	DET
easat-3883	72	6	novel	novel	ADJ
easat-3883	72	7	detail	detail	NOUN
easat-3883	72	8	consistency	consistency	NOUN
easat-3883	72	9	loss	loss	NOUN
easat-3883	72	10	that	that	PRON
easat-3883	72	11	separates	separate	VERB
easat-3883	72	12	expression	expression	NOUN
easat-3883	72	13	-	-	PUNCT
easat-3883	72	14	dependent	dependent	ADJ
easat-3883	72	15	wrinkles	wrinkle	NOUN
easat-3883	72	16	from	from	ADP
easat-3883	72	17	person	person	NOUN
easat-3883	72	18	-	-	PUNCT
easat-3883	72	19	specific	specific	ADJ
easat-3883	72	20	details	detail	NOUN
easat-3883	72	21	.	.	PUNCT
easat-3883	73	1	the	the	DET
easat-3883	73	2	use	use	NOUN
easat-3883	73	3	of	of	ADP
easat-3883	73	4	a	a	DET
easat-3883	73	5	low	low	ADJ
easat-3883	73	6	-	-	PUNCT
easat-3883	73	7	dimensional	dimensional	ADJ
easat-3883	73	8	detail	detail	NOUN
easat-3883	73	9	latent	latent	NOUN
easat-3883	73	10	space	space	NOUN
easat-3883	73	11	enhances	enhance	VERB
easat-3883	73	12	the	the	DET
easat-3883	73	13	robustness	robustness	NOUN
easat-3883	73	14	of	of	ADP
easat-3883	73	15	fine	fine	ADJ
easat-3883	73	16	-	-	PUNCT
easat-3883	73	17	scale	scale	NOUN
easat-3883	73	18	reconstruction	reconstruction	NOUN
easat-3883	73	19	against	against	ADP
easat-3883	73	20	noise	noise	NOUN
easat-3883	73	21	and	and	CCONJ
easat-3883	73	22	occlusions	occlusion	NOUN
easat-3883	73	23	.	.	PUNCT
easat-3883	74	1	the	the	DET
easat-3883	74	2	novel	novel	ADJ
easat-3883	74	3	loss	loss	NOUN
easat-3883	74	4	function	function	NOUN
easat-3883	74	5	facilitates	facilitate	VERB
easat-3883	74	6	the	the	DET
easat-3883	74	7	disentanglement	disentanglement	NOUN
easat-3883	74	8	of	of	ADP
easat-3883	74	9	identity	identity	NOUN
easat-3883	74	10	-	-	PUNCT
easat-3883	74	11	related	relate	VERB
easat-3883	74	12	details	detail	NOUN
easat-3883	74	13	from	from	ADP
easat-3883	74	14	expression	expression	NOUN
easat-3883	74	15	-	-	PUNCT
easat-3883	74	16	dependent	dependent	ADJ
easat-3883	74	17	wrinkle	wrinkle	NOUN
easat-3883	74	18	details	detail	NOUN
easat-3883	74	19	.	.	PUNCT
easat-3883	75	1	metric	metric	ADJ
easat-3883	75	2	face	face	NOUN
easat-3883	75	3	(	(	PUNCT
easat-3883	75	4	mica	mica	NOUN
easat-3883	75	5	)	)	PUNCT
easat-3883	76	1	[	[	X
easat-3883	76	2	5	5	NUM
easat-3883	76	3	]	]	PUNCT
easat-3883	76	4	is	be	AUX
easat-3883	76	5	another	another	DET
easat-3883	76	6	method	method	NOUN
easat-3883	76	7	that	that	PRON
easat-3883	76	8	focuses	focus	VERB
easat-3883	76	9	on	on	ADP
easat-3883	76	10	reconstructing	reconstruct	VERB
easat-3883	76	11	3d	3d	NUM
easat-3883	76	12	face	face	NOUN
easat-3883	76	13	models	model	NOUN
easat-3883	76	14	from	from	ADP
easat-3883	76	15	single	single	ADJ
easat-3883	76	16	-	-	PUNCT
easat-3883	76	17	view	view	NOUN
easat-3883	76	18	images	image	NOUN
easat-3883	76	19	and	and	CCONJ
easat-3883	76	20	also	also	ADV
easat-3883	76	21	incorporates	incorporate	VERB
easat-3883	76	22	flame	flame	NOUN
easat-3883	76	23	as	as	ADP
easat-3883	76	24	a	a	DET
easat-3883	76	25	component	component	NOUN
easat-3883	76	26	in	in	ADP
easat-3883	76	27	the	the	DET
easat-3883	76	28	reconstruction	reconstruction	NOUN
easat-3883	76	29	process	process	NOUN
easat-3883	76	30	.	.	PUNCT
easat-3883	77	1	however	however	ADV
easat-3883	77	2	,	,	PUNCT
easat-3883	77	3	there	there	PRON
easat-3883	77	4	are	be	VERB
easat-3883	77	5	notable	notable	ADJ
easat-3883	77	6	differences	difference	NOUN
easat-3883	77	7	between	between	ADP
easat-3883	77	8	deca	deca	NOUN
easat-3883	77	9	and	and	CCONJ
easat-3883	77	10	mica	mica	NOUN
easat-3883	77	11	.	.	PUNCT
easat-3883	78	1	unlike	unlike	ADP
easat-3883	78	2	deca	deca	PROPN
easat-3883	78	3	,	,	PUNCT
easat-3883	78	4	mica	mica	NOUN
easat-3883	78	5	solely	solely	ADV
easat-3883	78	6	focuses	focus	VERB
easat-3883	78	7	on	on	ADP
easat-3883	78	8	reconstructing	reconstruct	VERB
easat-3883	78	9	the	the	DET
easat-3883	78	10	3d	3d	NUM
easat-3883	78	11	face	face	NOUN
easat-3883	78	12	model	model	NOUN
easat-3883	78	13	using	use	VERB
easat-3883	78	14	shape	shape	NOUN
easat-3883	78	15	parameters	parameter	NOUN
easat-3883	78	16	β	β	X
easat-3883	78	17	and	and	CCONJ
easat-3883	78	18	does	do	AUX
easat-3883	78	19	not	not	PART
easat-3883	78	20	involve	involve	VERB
easat-3883	78	21	the	the	DET
easat-3883	78	22	reconstruction	reconstruction	NOUN
easat-3883	78	23	of	of	ADP
easat-3883	78	24	facial	facial	ADJ
easat-3883	78	25	expressions	expression	NOUN
easat-3883	78	26	or	or	CCONJ
easat-3883	78	27	textures	texture	NOUN
easat-3883	78	28	.	.	PUNCT
easat-3883	79	1	mica	mica	PROPN
easat-3883	79	2	adopts	adopt	VERB
easat-3883	79	3	a	a	DET
easat-3883	79	4	distinct	distinct	ADJ
easat-3883	79	5	approach	approach	NOUN
easat-3883	79	6	for	for	ADP
easat-3883	79	7	reconstructing	reconstruct	VERB
easat-3883	79	8	the	the	DET
easat-3883	79	9	shape	shape	NOUN
easat-3883	79	10	parameters	parameter	NOUN
easat-3883	79	11	by	by	ADP
easat-3883	79	12	utilizing	utilize	VERB
easat-3883	79	13	the	the	DET
easat-3883	79	14	arcface	arcface	NOUN
easat-3883	79	15	architecture	architecture	NOUN
easat-3883	79	16	as	as	ADP
easat-3883	79	17	the	the	DET
easat-3883	79	18	basis	basis	NOUN
easat-3883	79	19	for	for	ADP
easat-3883	79	20	its	its	PRON
easat-3883	79	21	network	network	NOUN
easat-3883	79	22	and	and	CCONJ
easat-3883	79	23	refining	refine	VERB
easat-3883	79	24	the	the	DET
easat-3883	79	25	last	last	ADJ
easat-3883	79	26	three	three	NUM
easat-3883	79	27	resnet	resnet	NOUN
easat-3883	79	28	blocks	block	NOUN
easat-3883	79	29	of	of	ADP
easat-3883	79	30	this	this	DET
easat-3883	79	31	architecture	architecture	NOUN
easat-3883	79	32	.	.	PUNCT
easat-3883	80	1	the	the	DET
easat-3883	80	2	use	use	NOUN
easat-3883	80	3	of	of	ADP
easat-3883	80	4	this	this	DET
easat-3883	80	5	refined	refined	ADJ
easat-3883	80	6	network	network	NOUN
easat-3883	80	7	in	in	ADP
easat-3883	80	8	mica	mica	NOUN
easat-3883	80	9	results	result	NOUN
easat-3883	80	10	in	in	ADP
easat-3883	80	11	a	a	DET
easat-3883	80	12	more	more	ADV
easat-3883	80	13	accurate	accurate	ADJ
easat-3883	80	14	reconstruction	reconstruction	NOUN
easat-3883	80	15	of	of	ADP
easat-3883	80	16	the	the	DET
easat-3883	80	17	shape	shape	NOUN
easat-3883	80	18	parameters	parameter	NOUN
easat-3883	80	19	compared	compare	VERB
easat-3883	80	20	to	to	ADP
easat-3883	80	21	deca	deca	PROPN
easat-3883	80	22	,	,	PUNCT
easat-3883	80	23	as	as	SCONJ
easat-3883	80	24	demonstrated	demonstrate	VERB
easat-3883	80	25	in	in	ADP
easat-3883	80	26	the	the	DET
easat-3883	80	27	now	now	ADV
easat-3883	80	28	benchmark	benchmark	NOUN
easat-3883	80	29	.	.	PUNCT
easat-3883	81	1	the	the	DET
easat-3883	81	2	basel	basel	PROPN
easat-3883	81	3	face	face	NOUN
easat-3883	81	4	model	model	NOUN
easat-3883	81	5	(	(	PUNCT
easat-3883	81	6	bfm	bfm	PROPN
easat-3883	81	7	)	)	PUNCT
easat-3883	81	8	is	be	AUX
easat-3883	81	9	a	a	DET
easat-3883	81	10	morphable	morphable	ADJ
easat-3883	81	11	face	face	NOUN
easat-3883	81	12	model	model	NOUN
easat-3883	81	13	initially	initially	ADV
easat-3883	81	14	introduced	introduce	VERB
easat-3883	81	15	by	by	ADP
easat-3883	81	16	paysan	paysan	PROPN
easat-3883	81	17	et	et	PROPN
easat-3883	81	18	al	al	PROPN
easat-3883	81	19	.	.	PROPN
easat-3883	82	1	in	in	ADP
easat-3883	82	2	2009	2009	NUM
easat-3883	82	3	.	.	PUNCT
easat-3883	83	1	over	over	ADP
easat-3883	83	2	time	time	NOUN
easat-3883	83	3	,	,	PUNCT
easat-3883	83	4	the	the	DET
easat-3883	83	5	university	university	NOUN
easat-3883	83	6	of	of	ADP
easat-3883	83	7	basel	basel	PROPN
easat-3883	83	8	has	have	AUX
easat-3883	83	9	released	release	VERB
easat-3883	83	10	three	three	NUM
easat-3883	83	11	official	official	ADJ
easat-3883	83	12	versions	version	NOUN
easat-3883	83	13	of	of	ADP
easat-3883	83	14	the	the	DET
easat-3883	83	15	bfm	bfm	NOUN
easat-3883	83	16	:	:	PUNCT
easat-3883	83	17	2009	2009	NUM
easat-3883	83	18	,	,	PUNCT
easat-3883	83	19	2017	2017	NUM
easat-3883	83	20	,	,	PUNCT
easat-3883	83	21	and	and	CCONJ
easat-3883	83	22	2019	2019	NUM
easat-3883	83	23	.	.	PUNCT
easat-3883	84	1	in	in	ADP
easat-3883	84	2	the	the	DET
easat-3883	84	3	field	field	NOUN
easat-3883	84	4	of	of	ADP
easat-3883	84	5	3d	3d	NUM
easat-3883	84	6	face	face	NOUN
easat-3883	84	7	reconstruction	reconstruction	NOUN
easat-3883	84	8	,	,	PUNCT
easat-3883	84	9	deng	deng	PROPN
easat-3883	84	10	et	et	PROPN
easat-3883	84	11	al	al	PROPN
easat-3883	84	12	.	.	PROPN
easat-3883	84	13	have	have	AUX
easat-3883	84	14	introduced	introduce	VERB
easat-3883	84	15	a	a	DET
easat-3883	84	16	highly	highly	ADV
easat-3883	84	17	effective	effective	ADJ
easat-3883	84	18	method	method	NOUN
easat-3883	84	19	called	call	VERB
easat-3883	84	20	deep3d	deep3d	PROPN
easat-3883	84	21	[	[	X
easat-3883	84	22	11	11	NUM
easat-3883	84	23	]	]	PUNCT
easat-3883	84	24	.	.	PUNCT
easat-3883	85	1	this	this	DET
easat-3883	85	2	method	method	NOUN
easat-3883	85	3	enables	enable	VERB
easat-3883	85	4	the	the	DET
easat-3883	85	5	reconstruction	reconstruction	NOUN
easat-3883	85	6	of	of	ADP
easat-3883	85	7	a	a	DET
easat-3883	85	8	person	person	NOUN
easat-3883	85	9	’s	’s	PART
easat-3883	85	10	3d	3d	NUM
easat-3883	85	11	face	face	NOUN
easat-3883	85	12	model	model	NOUN
easat-3883	85	13	using	use	VERB
easat-3883	85	14	both	both	CCONJ
easat-3883	85	15	single	single	ADJ
easat-3883	85	16	and	and	CCONJ
easat-3883	85	17	multiple	multiple	ADJ
easat-3883	85	18	images	image	NOUN
easat-3883	85	19	.	.	PUNCT
easat-3883	86	1	to	to	PART
easat-3883	86	2	overcome	overcome	VERB
easat-3883	86	3	the	the	DET
easat-3883	86	4	absence	absence	NOUN
easat-3883	86	5	of	of	ADP
easat-3883	86	6	ground	ground	NOUN
easat-3883	86	7	truth	truth	NOUN
easat-3883	86	8	3d	3d	PROPN
easat-3883	86	9	data	data	PROPN
easat-3883	86	10	,	,	PUNCT
easat-3883	86	11	deng	deng	PROPN
easat-3883	86	12	et	et	PROPN
easat-3883	86	13	al	al	PROPN
easat-3883	86	14	.	.	PROPN
easat-3883	86	15	devised	devise	VERB
easat-3883	86	16	a	a	DET
easat-3883	86	17	new	new	ADJ
easat-3883	86	18	hybrid	hybrid	ADJ
easat-3883	86	19	robust	robust	ADJ
easat-3883	86	20	loss	loss	NOUN
easat-3883	86	21	function	function	NOUN
easat-3883	86	22	that	that	PRON
easat-3883	86	23	incorporates	incorporate	VERB
easat-3883	86	24	both	both	CCONJ
easat-3883	86	25	low	low	ADJ
easat-3883	86	26	-	-	PUNCT
easat-3883	86	27	level	level	NOUN
easat-3883	86	28	and	and	CCONJ
easat-3883	86	29	perception	perception	NOUN
easat-3883	86	30	-	-	PUNCT
easat-3883	86	31	level	level	NOUN
easat-3883	86	32	information	information	NOUN
easat-3883	86	33	.	.	PUNCT
easat-3883	87	1	they	they	PRON
easat-3883	87	2	134	134	NUM
easat-3883	87	3	edelweiss	edelweiss	PROPN
easat-3883	87	4	applied	apply	VERB
easat-3883	87	5	science	science	NOUN
easat-3883	87	6	and	and	CCONJ
easat-3883	87	7	technology	technology	NOUN
easat-3883	87	8	issn	issn	PROPN
easat-3883	87	9	:	:	PUNCT
easat-3883	87	10	2576	2576	NUM
easat-3883	87	11	-	-	SYM
easat-3883	87	12	8484	8484	NUM
easat-3883	87	13	vol	vol	NOUN
easat-3883	87	14	.	.	PROPN
easat-3883	88	1	9	9	NUM
easat-3883	88	2	,	,	PUNCT
easat-3883	88	3	no	no	INTJ
easat-3883	88	4	.	.	NOUN
easat-3883	88	5	1	1	NUM
easat-3883	88	6	:	:	SYM
easat-3883	88	7	131	131	NUM
easat-3883	88	8	-	-	SYM
easat-3883	88	9	145	145	NUM
easat-3883	88	10	,	,	PUNCT
easat-3883	88	11	2025	2025	NUM
easat-3883	88	12	doi	doi	NOUN
easat-3883	88	13	:	:	PUNCT
easat-3883	88	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	88	15	©	©	PROPN
easat-3883	88	16	2025	2025	NUM
easat-3883	88	17	by	by	ADP
easat-3883	88	18	the	the	DET
easat-3883	88	19	authors	author	NOUN
easat-3883	88	20	;	;	PUNCT
easat-3883	88	21	licensee	licensee	PROPN
easat-3883	88	22	learning	learning	NOUN
easat-3883	88	23	gate	gate	NOUN
easat-3883	88	24	employed	employ	VERB
easat-3883	88	25	this	this	DET
easat-3883	88	26	modified	modify	VERB
easat-3883	88	27	loss	loss	NOUN
easat-3883	88	28	function	function	NOUN
easat-3883	88	29	to	to	PART
easat-3883	88	30	train	train	VERB
easat-3883	88	31	a	a	DET
easat-3883	88	32	resnet50	resnet50	NOUN
easat-3883	88	33	network	network	NOUN
easat-3883	88	34	,	,	PUNCT
easat-3883	88	35	with	with	ADP
easat-3883	88	36	the	the	DET
easat-3883	88	37	number	number	NOUN
easat-3883	88	38	of	of	ADP
easat-3883	88	39	neurons	neuron	NOUN
easat-3883	88	40	in	in	ADP
easat-3883	88	41	the	the	DET
easat-3883	88	42	fully	fully	ADV
easat-3883	88	43	connected	connect	VERB
easat-3883	88	44	layer	layer	NOUN
easat-3883	88	45	adjusted	adjust	VERB
easat-3883	88	46	to	to	ADP
easat-3883	88	47	254	254	NUM
easat-3883	88	48	,	,	PUNCT
easat-3883	88	49	corresponding	correspond	VERB
easat-3883	88	50	to	to	ADP
easat-3883	88	51	the	the	DET
easat-3883	88	52	required	require	VERB
easat-3883	88	53	coefficients	coefficient	NOUN
easat-3883	88	54	.	.	PUNCT
easat-3883	89	1	these	these	DET
easat-3883	89	2	coefficients	coefficient	NOUN
easat-3883	89	3	are	be	AUX
easat-3883	89	4	then	then	ADV
easat-3883	89	5	combined	combine	VERB
easat-3883	89	6	with	with	ADP
easat-3883	89	7	the	the	DET
easat-3883	89	8	bfm	bfm	NOUN
easat-3883	89	9	,	,	PUNCT
easat-3883	89	10	a	a	DET
easat-3883	89	11	generic	generic	ADJ
easat-3883	89	12	face	face	NOUN
easat-3883	89	13	model	model	NOUN
easat-3883	89	14	,	,	PUNCT
easat-3883	89	15	to	to	PART
easat-3883	89	16	generate	generate	VERB
easat-3883	89	17	the	the	DET
easat-3883	89	18	desired	desire	VERB
easat-3883	89	19	human	human	ADJ
easat-3883	89	20	face	face	NOUN
easat-3883	89	21	.	.	PUNCT
easat-3883	90	1	in	in	ADP
easat-3883	90	2	another	another	DET
easat-3883	90	3	study	study	NOUN
easat-3883	90	4	paier	paier	NOUN
easat-3883	90	5	,	,	PUNCT
easat-3883	90	6	et	et	PROPN
easat-3883	90	7	al	al	PROPN
easat-3883	90	8	.	.	PUNCT
easat-3883	91	1	[	[	X
easat-3883	91	2	12	12	NUM
easat-3883	91	3	]	]	PUNCT
easat-3883	91	4	the	the	DET
easat-3883	91	5	authors	author	NOUN
easat-3883	91	6	introduce	introduce	VERB
easat-3883	91	7	a	a	DET
easat-3883	91	8	novel	novel	ADJ
easat-3883	91	9	hybrid	hybrid	ADJ
easat-3883	91	10	animation	animation	NOUN
easat-3883	91	11	framework	framework	NOUN
easat-3883	91	12	that	that	PRON
easat-3883	91	13	leverages	leverage	VERB
easat-3883	91	14	recent	recent	ADJ
easat-3883	91	15	advancements	advancement	NOUN
easat-3883	91	16	in	in	ADP
easat-3883	91	17	deep	deep	ADJ
easat-3883	91	18	learning	learning	NOUN
easat-3883	91	19	to	to	PART
easat-3883	91	20	create	create	VERB
easat-3883	91	21	an	an	DET
easat-3883	91	22	interactive	interactive	ADJ
easat-3883	91	23	animation	animation	NOUN
easat-3883	91	24	engine	engine	NOUN
easat-3883	91	25	for	for	ADP
easat-3883	91	26	editing	edit	VERB
easat-3883	91	27	facial	facial	ADJ
easat-3883	91	28	expressions	expression	NOUN
easat-3883	91	29	.	.	PUNCT
easat-3883	92	1	despite	despite	SCONJ
easat-3883	92	2	the	the	DET
easat-3883	92	3	progress	progress	NOUN
easat-3883	92	4	made	make	VERB
easat-3883	92	5	in	in	ADP
easat-3883	92	6	computer	computer	NOUN
easat-3883	92	7	graphics	graphic	NOUN
easat-3883	92	8	,	,	PUNCT
easat-3883	92	9	generating	generate	VERB
easat-3883	92	10	realistic	realistic	ADJ
easat-3883	92	11	animations	animation	NOUN
easat-3883	92	12	of	of	ADP
easat-3883	92	13	human	human	ADJ
easat-3883	92	14	faces	face	NOUN
easat-3883	92	15	remains	remain	VERB
easat-3883	92	16	a	a	DET
easat-3883	92	17	challenging	challenging	ADJ
easat-3883	92	18	task	task	NOUN
easat-3883	92	19	.	.	PUNCT
easat-3883	93	1	to	to	PART
easat-3883	93	2	address	address	VERB
easat-3883	93	3	these	these	DET
easat-3883	93	4	challenges	challenge	NOUN
easat-3883	93	5	,	,	PUNCT
easat-3883	93	6	the	the	DET
easat-3883	93	7	authors	author	NOUN
easat-3883	93	8	propose	propose	VERB
easat-3883	93	9	an	an	DET
easat-3883	93	10	automatic	automatic	ADJ
easat-3883	93	11	pipeline	pipeline	NOUN
easat-3883	93	12	for	for	ADP
easat-3883	93	13	generating	generate	VERB
easat-3883	93	14	training	training	NOUN
easat-3883	93	15	sequences	sequence	NOUN
easat-3883	93	16	that	that	PRON
easat-3883	93	17	combine	combine	VERB
easat-3883	93	18	dynamic	dynamic	ADJ
easat-3883	93	19	textures	texture	NOUN
easat-3883	93	20	with	with	ADP
easat-3883	93	21	consistent	consistent	ADJ
easat-3883	93	22	threedimensional	threedimensional	ADJ
easat-3883	93	23	face	face	NOUN
easat-3883	93	24	models	model	NOUN
easat-3883	93	25	.	.	PUNCT
easat-3883	94	1	they	they	PRON
easat-3883	94	2	use	use	VERB
easat-3883	94	3	this	this	DET
easat-3883	94	4	dataset	dataset	NOUN
easat-3883	94	5	to	to	PART
easat-3883	94	6	train	train	VERB
easat-3883	94	7	a	a	DET
easat-3883	94	8	variational	variational	ADJ
easat-3883	94	9	autoencoder	autoencoder	NOUN
easat-3883	94	10	,	,	PUNCT
easat-3883	94	11	which	which	PRON
easat-3883	94	12	learns	learn	VERB
easat-3883	94	13	a	a	DET
easat-3883	94	14	lowdimensional	lowdimensional	ADJ
easat-3883	94	15	latent	latent	NOUN
easat-3883	94	16	space	space	NOUN
easat-3883	94	17	of	of	ADP
easat-3883	94	18	facial	facial	ADJ
easat-3883	94	19	expressions	expression	NOUN
easat-3883	94	20	.	.	PUNCT
easat-3883	95	1	this	this	DET
easat-3883	95	2	latent	latent	NOUN
easat-3883	95	3	space	space	NOUN
easat-3883	95	4	is	be	AUX
easat-3883	95	5	then	then	ADV
easat-3883	95	6	employed	employ	VERB
easat-3883	95	7	for	for	ADP
easat-3883	95	8	interactive	interactive	ADJ
easat-3883	95	9	facial	facial	ADJ
easat-3883	95	10	animation	animation	NOUN
easat-3883	95	11	,	,	PUNCT
easat-3883	95	12	enabling	enable	VERB
easat-3883	95	13	users	user	NOUN
easat-3883	95	14	to	to	PART
easat-3883	95	15	edit	edit	VERB
easat-3883	95	16	and	and	CCONJ
easat-3883	95	17	manipulate	manipulate	VERB
easat-3883	95	18	facial	facial	ADJ
easat-3883	95	19	expressions	expression	NOUN
easat-3883	95	20	.	.	PUNCT
easat-3883	96	1	yenamandra	yenamandra	PROPN
easat-3883	96	2	,	,	PUNCT
easat-3883	96	3	et	et	PROPN
easat-3883	96	4	al	al	PROPN
easat-3883	96	5	.	.	PUNCT
easat-3883	97	1	[	[	X
easat-3883	97	2	13	13	NUM
easat-3883	97	3	]	]	PUNCT
easat-3883	97	4	introduce	introduce	VERB
easat-3883	97	5	a	a	DET
easat-3883	97	6	novel	novel	ADJ
easat-3883	97	7	deep	deep	ADJ
easat-3883	97	8	implicit	implicit	ADJ
easat-3883	97	9	3d	3d	NUM
easat-3883	97	10	morphable	morphable	ADJ
easat-3883	97	11	model	model	NOUN
easat-3883	97	12	(	(	PUNCT
easat-3883	97	13	i3dmm	i3dmm	PROPN
easat-3883	97	14	)	)	PUNCT
easat-3883	97	15	capable	capable	ADJ
easat-3883	97	16	of	of	ADP
easat-3883	97	17	representing	represent	VERB
easat-3883	97	18	full	full	ADJ
easat-3883	97	19	heads	head	NOUN
easat-3883	97	20	,	,	PUNCT
easat-3883	97	21	including	include	VERB
easat-3883	97	22	hair	hair	NOUN
easat-3883	97	23	,	,	PUNCT
easat-3883	97	24	while	while	SCONJ
easat-3883	97	25	capturing	capture	VERB
easat-3883	97	26	identity	identity	NOUN
easat-3883	97	27	-	-	PUNCT
easat-3883	97	28	specific	specific	ADJ
easat-3883	97	29	geometry	geometry	NOUN
easat-3883	97	30	,	,	PUNCT
easat-3883	97	31	texture	texture	NOUN
easat-3883	97	32	,	,	PUNCT
easat-3883	97	33	and	and	CCONJ
easat-3883	97	34	expressions	expression	NOUN
easat-3883	97	35	of	of	ADP
easat-3883	97	36	the	the	DET
easat-3883	97	37	frontal	frontal	ADJ
easat-3883	97	38	face	face	NOUN
easat-3883	97	39	.	.	PUNCT
easat-3883	98	1	to	to	PART
easat-3883	98	2	train	train	VERB
easat-3883	98	3	the	the	DET
easat-3883	98	4	i3dmm	i3dmm	PROPN
easat-3883	98	5	,	,	PUNCT
easat-3883	98	6	they	they	PRON
easat-3883	98	7	collect	collect	VERB
easat-3883	98	8	a	a	DET
easat-3883	98	9	new	new	ADJ
easat-3883	98	10	dataset	dataset	NOUN
easat-3883	98	11	comprising	comprise	VERB
easat-3883	98	12	64	64	NUM
easat-3883	98	13	individuals	individual	NOUN
easat-3883	98	14	with	with	ADP
easat-3883	98	15	various	various	ADJ
easat-3883	98	16	expressions	expression	NOUN
easat-3883	98	17	and	and	CCONJ
easat-3883	98	18	hairstyles	hairstyle	NOUN
easat-3883	98	19	.	.	PUNCT
easat-3883	99	1	the	the	DET
easat-3883	99	2	proposed	propose	VERB
easat-3883	99	3	approach	approach	NOUN
easat-3883	99	4	offers	offer	VERB
easat-3883	99	5	several	several	ADJ
easat-3883	99	6	advantages	advantage	NOUN
easat-3883	99	7	:	:	PUNCT
easat-3883	99	8	it	it	PRON
easat-3883	99	9	is	be	AUX
easat-3883	99	10	the	the	DET
easat-3883	99	11	first	first	ADJ
easat-3883	99	12	morphable	morphable	ADJ
easat-3883	99	13	model	model	NOUN
easat-3883	99	14	that	that	PRON
easat-3883	99	15	encompasses	encompass	VERB
easat-3883	99	16	the	the	DET
easat-3883	99	17	entire	entire	ADJ
easat-3883	99	18	head	head	NOUN
easat-3883	99	19	,	,	PUNCT
easat-3883	99	20	can	can	AUX
easat-3883	99	21	be	be	AUX
easat-3883	99	22	trained	train	VERB
easat-3883	99	23	on	on	ADP
easat-3883	99	24	rigidly	rigidly	ADV
easat-3883	99	25	aligned	align	VERB
easat-3883	99	26	scans	scan	NOUN
easat-3883	99	27	without	without	ADP
easat-3883	99	28	the	the	DET
easat-3883	99	29	need	need	NOUN
easat-3883	99	30	for	for	ADP
easat-3883	99	31	challenging	challenge	VERB
easat-3883	99	32	non	non	ADJ
easat-3883	99	33	-	-	ADJ
easat-3883	99	34	rigid	rigid	ADJ
easat-3883	99	35	registration	registration	NOUN
easat-3883	99	36	,	,	PUNCT
easat-3883	99	37	decouples	decouple	VERB
easat-3883	99	38	the	the	DET
easat-3883	99	39	shape	shape	NOUN
easat-3883	99	40	model	model	NOUN
easat-3883	99	41	into	into	ADP
easat-3883	99	42	an	an	DET
easat-3883	99	43	implicit	implicit	ADJ
easat-3883	99	44	reference	reference	NOUN
easat-3883	99	45	shape	shape	NOUN
easat-3883	99	46	and	and	CCONJ
easat-3883	99	47	its	its	PRON
easat-3883	99	48	deformations	deformation	NOUN
easat-3883	99	49	,	,	PUNCT
easat-3883	99	50	enabling	enable	VERB
easat-3883	99	51	the	the	DET
easat-3883	99	52	learning	learning	NOUN
easat-3883	99	53	of	of	ADP
easat-3883	99	54	dense	dense	ADJ
easat-3883	99	55	correspondences	correspondence	NOUN
easat-3883	99	56	between	between	ADP
easat-3883	99	57	shapes	shape	NOUN
easat-3883	99	58	implicitly	implicitly	ADV
easat-3883	99	59	,	,	PUNCT
easat-3883	99	60	and	and	CCONJ
easat-3883	99	61	facilitates	facilitate	VERB
easat-3883	99	62	the	the	DET
easat-3883	99	63	semantic	semantic	ADJ
easat-3883	99	64	disentanglement	disentanglement	NOUN
easat-3883	99	65	of	of	ADP
easat-3883	99	66	geometry	geometry	NOUN
easat-3883	99	67	and	and	CCONJ
easat-3883	99	68	color	color	NOUN
easat-3883	99	69	components	component	NOUN
easat-3883	99	70	.	.	PUNCT
easat-3883	100	1	the	the	DET
easat-3883	100	2	authors	author	NOUN
easat-3883	100	3	demonstrate	demonstrate	VERB
easat-3883	100	4	the	the	DET
easat-3883	100	5	effectiveness	effectiveness	NOUN
easat-3883	100	6	of	of	ADP
easat-3883	100	7	the	the	DET
easat-3883	100	8	i3dmm	i3dmm	PROPN
easat-3883	100	9	through	through	ADP
easat-3883	100	10	ablation	ablation	NOUN
easat-3883	100	11	studies	study	NOUN
easat-3883	100	12	and	and	CCONJ
easat-3883	100	13	comparisons	comparison	NOUN
easat-3883	100	14	with	with	ADP
easat-3883	100	15	state	state	NOUN
easat-3883	100	16	-	-	PUNCT
easat-3883	100	17	ofthe	ofthe	NOUN
easat-3883	100	18	-	-	PUNCT
easat-3883	100	19	art	art	NOUN
easat-3883	100	20	models	model	NOUN
easat-3883	100	21	.	.	PUNCT
easat-3883	101	1	in	in	ADP
easat-3883	101	2	their	their	PRON
easat-3883	101	3	research	research	NOUN
easat-3883	101	4	zhuang	zhuang	PROPN
easat-3883	101	5	,	,	PUNCT
easat-3883	101	6	et	et	PROPN
easat-3883	101	7	al	al	PROPN
easat-3883	101	8	.	.	PUNCT
easat-3883	102	1	[	[	X
easat-3883	102	2	14	14	NUM
easat-3883	102	3	]	]	PUNCT
easat-3883	102	4	the	the	DET
easat-3883	102	5	authors	author	NOUN
easat-3883	102	6	propose	propose	VERB
easat-3883	102	7	a	a	DET
easat-3883	102	8	parametric	parametric	ADJ
easat-3883	102	9	model	model	NOUN
easat-3883	102	10	called	call	VERB
easat-3883	102	11	morphable	morphable	ADJ
easat-3883	102	12	facial	facial	ADJ
easat-3883	102	13	nerf	nerf	NOUN
easat-3883	102	14	(	(	PUNCT
easat-3883	102	15	mofanerf	mofanerf	NOUN
easat-3883	102	16	)	)	PUNCT
easat-3883	102	17	,	,	PUNCT
easat-3883	102	18	which	which	PRON
easat-3883	102	19	utilizes	utilize	VERB
easat-3883	102	20	a	a	DET
easat-3883	102	21	neural	neural	ADJ
easat-3883	102	22	radiance	radiance	NOUN
easat-3883	102	23	field	field	NOUN
easat-3883	102	24	to	to	PART
easat-3883	102	25	map	map	VERB
easat-3883	102	26	free	free	ADJ
easat-3883	102	27	-	-	PUNCT
easat-3883	102	28	view	view	NOUN
easat-3883	102	29	images	image	NOUN
easat-3883	102	30	into	into	ADP
easat-3883	102	31	a	a	DET
easat-3883	102	32	vector	vector	NOUN
easat-3883	102	33	space	space	NOUN
easat-3883	102	34	representing	represent	VERB
easat-3883	102	35	coded	code	VERB
easat-3883	102	36	facial	facial	ADJ
easat-3883	102	37	shape	shape	NOUN
easat-3883	102	38	,	,	PUNCT
easat-3883	102	39	expression	expression	NOUN
easat-3883	102	40	,	,	PUNCT
easat-3883	102	41	and	and	CCONJ
easat-3883	102	42	appearance	appearance	NOUN
easat-3883	102	43	.	.	PUNCT
easat-3883	103	1	the	the	DET
easat-3883	103	2	model	model	NOUN
easat-3883	103	3	takes	take	VERB
easat-3883	103	4	coded	code	VERB
easat-3883	103	5	facial	facial	ADJ
easat-3883	103	6	attributes	attribute	NOUN
easat-3883	103	7	,	,	PUNCT
easat-3883	103	8	spatial	spatial	ADJ
easat-3883	103	9	coordinates	coordinate	NOUN
easat-3883	103	10	,	,	PUNCT
easat-3883	103	11	and	and	CCONJ
easat-3883	103	12	view	view	NOUN
easat-3883	103	13	direction	direction	NOUN
easat-3883	103	14	as	as	ADP
easat-3883	103	15	input	input	NOUN
easat-3883	103	16	to	to	ADP
easat-3883	103	17	a	a	DET
easat-3883	103	18	multi	multi	ADJ
easat-3883	103	19	-	-	ADJ
easat-3883	103	20	layer	layer	ADJ
easat-3883	103	21	perceptron	perceptron	NOUN
easat-3883	103	22	(	(	PUNCT
easat-3883	103	23	mlp	mlp	PROPN
easat-3883	103	24	)	)	PUNCT
easat-3883	103	25	and	and	CCONJ
easat-3883	103	26	generates	generate	VERB
easat-3883	103	27	the	the	DET
easat-3883	103	28	radiance	radiance	NOUN
easat-3883	103	29	of	of	ADP
easat-3883	103	30	each	each	DET
easat-3883	103	31	point	point	NOUN
easat-3883	103	32	in	in	ADP
easat-3883	103	33	space	space	NOUN
easat-3883	103	34	for	for	ADP
easat-3883	103	35	photo	photo	NOUN
easat-3883	103	36	-	-	PUNCT
easat-3883	103	37	realistic	realistic	ADJ
easat-3883	103	38	image	image	NOUN
easat-3883	103	39	synthesis	synthesis	NOUN
easat-3883	103	40	.	.	PUNCT
easat-3883	104	1	mofanerf	mofanerf	NOUN
easat-3883	104	2	excels	excel	VERB
easat-3883	104	3	in	in	ADP
easat-3883	104	4	synthesizing	synthesize	VERB
easat-3883	104	5	highly	highly	ADV
easat-3883	104	6	realistic	realistic	ADJ
easat-3883	104	7	facial	facial	ADJ
easat-3883	104	8	details	detail	NOUN
easat-3883	104	9	,	,	PUNCT
easat-3883	104	10	including	include	VERB
easat-3883	104	11	those	those	PRON
easat-3883	104	12	of	of	ADP
easat-3883	104	13	the	the	DET
easat-3883	104	14	eyes	eye	NOUN
easat-3883	104	15	,	,	PUNCT
easat-3883	104	16	mouth	mouth	NOUN
easat-3883	104	17	,	,	PUNCT
easat-3883	104	18	and	and	CCONJ
easat-3883	104	19	beard	beard	NOUN
easat-3883	104	20	.	.	PUNCT
easat-3883	105	1	additionally	additionally	ADV
easat-3883	105	2	,	,	PUNCT
easat-3883	105	3	the	the	DET
easat-3883	105	4	model	model	NOUN
easat-3883	105	5	enables	enable	VERB
easat-3883	105	6	seamless	seamless	ADJ
easat-3883	105	7	face	face	NOUN
easat-3883	105	8	morphing	morph	VERB
easat-3883	105	9	by	by	ADP
easat-3883	105	10	interpolating	interpolate	VERB
easat-3883	105	11	the	the	DET
easat-3883	105	12	input	input	NOUN
easat-3883	105	13	shape	shape	NOUN
easat-3883	105	14	,	,	PUNCT
easat-3883	105	15	expression	expression	NOUN
easat-3883	105	16	,	,	PUNCT
easat-3883	105	17	and	and	CCONJ
easat-3883	105	18	appearance	appearance	NOUN
easat-3883	105	19	codes	code	NOUN
easat-3883	105	20	.	.	PUNCT
easat-3883	106	1	through	through	ADP
easat-3883	106	2	the	the	DET
easat-3883	106	3	incorporation	incorporation	NOUN
easat-3883	106	4	of	of	ADP
easat-3883	106	5	identity	identity	NOUN
easat-3883	106	6	-	-	PUNCT
easat-3883	106	7	specific	specific	ADJ
easat-3883	106	8	modulation	modulation	NOUN
easat-3883	106	9	and	and	CCONJ
easat-3883	106	10	a	a	DET
easat-3883	106	11	texture	texture	ADJ
easat-3883	106	12	encoder	encoder	NOUN
easat-3883	106	13	,	,	PUNCT
easat-3883	106	14	the	the	DET
easat-3883	106	15	model	model	NOUN
easat-3883	106	16	accurately	accurately	ADV
easat-3883	106	17	captures	capture	VERB
easat-3883	106	18	photometric	photometric	ADJ
easat-3883	106	19	details	detail	NOUN
easat-3883	106	20	and	and	CCONJ
easat-3883	106	21	exhibits	exhibit	VERB
easat-3883	106	22	strong	strong	ADJ
easat-3883	106	23	representation	representation	NOUN
easat-3883	106	24	capabilities	capability	NOUN
easat-3883	106	25	.	.	PUNCT
easat-3883	107	1	experimental	experimental	ADJ
easat-3883	107	2	results	result	NOUN
easat-3883	107	3	show	show	VERB
easat-3883	107	4	that	that	SCONJ
easat-3883	107	5	the	the	DET
easat-3883	107	6	proposed	propose	VERB
easat-3883	107	7	method	method	NOUN
easat-3883	107	8	surpasses	surpass	VERB
easat-3883	107	9	previous	previous	ADJ
easat-3883	107	10	parametric	parametric	ADJ
easat-3883	107	11	models	model	NOUN
easat-3883	107	12	in	in	ADP
easat-3883	107	13	terms	term	NOUN
easat-3883	107	14	of	of	ADP
easat-3883	107	15	representation	representation	NOUN
easat-3883	107	16	ability	ability	NOUN
easat-3883	107	17	and	and	CCONJ
easat-3883	107	18	achieves	achieve	VERB
easat-3883	107	19	competitive	competitive	ADJ
easat-3883	107	20	performance	performance	NOUN
easat-3883	107	21	in	in	ADP
easat-3883	107	22	multiple	multiple	ADJ
easat-3883	107	23	applications	application	NOUN
easat-3883	107	24	.	.	PUNCT
easat-3883	108	1	2.3	2.3	NUM
easat-3883	108	2	.	.	PUNCT
easat-3883	108	3	expression	expression	NOUN
easat-3883	108	4	transfer	transfer	VERB
easat-3883	108	5	the	the	DET
easat-3883	108	6	conventional	conventional	ADJ
easat-3883	108	7	metrics	metric	NOUN
easat-3883	108	8	commonly	commonly	ADV
easat-3883	108	9	used	use	VERB
easat-3883	108	10	for	for	ADP
easat-3883	108	11	training	training	NOUN
easat-3883	108	12	,	,	PUNCT
easat-3883	108	13	such	such	ADJ
easat-3883	108	14	as	as	ADP
easat-3883	108	15	landmark	landmark	NOUN
easat-3883	108	16	reprojection	reprojection	NOUN
easat-3883	108	17	error	error	NOUN
easat-3883	108	18	,	,	PUNCT
easat-3883	108	19	photometric	photometric	NOUN
easat-3883	108	20	error	error	NOUN
easat-3883	108	21	,	,	PUNCT
easat-3883	108	22	and	and	CCONJ
easat-3883	108	23	face	face	VERB
easat-3883	108	24	recognition	recognition	NOUN
easat-3883	108	25	loss	loss	NOUN
easat-3883	108	26	,	,	PUNCT
easat-3883	108	27	have	have	VERB
easat-3883	108	28	limitations	limitation	NOUN
easat-3883	108	29	in	in	ADP
easat-3883	108	30	accurately	accurately	ADV
easat-3883	108	31	capturing	capture	VERB
easat-3883	108	32	facial	facial	ADJ
easat-3883	108	33	expressions	expression	NOUN
easat-3883	108	34	with	with	ADP
easat-3883	108	35	a	a	DET
easat-3883	108	36	high	high	ADJ
easat-3883	108	37	level	level	NOUN
easat-3883	108	38	of	of	ADP
easat-3883	108	39	fidelity	fidelity	NOUN
easat-3883	108	40	.	.	PUNCT
easat-3883	109	1	these	these	DET
easat-3883	109	2	metrics	metric	NOUN
easat-3883	109	3	fail	fail	VERB
easat-3883	109	4	to	to	PART
easat-3883	109	5	effectively	effectively	ADV
easat-3883	109	6	convey	convey	VERB
easat-3883	109	7	the	the	DET
easat-3883	109	8	emotional	emotional	ADJ
easat-3883	109	9	nuances	nuance	NOUN
easat-3883	109	10	depicted	depict	VERB
easat-3883	109	11	in	in	ADP
easat-3883	109	12	the	the	DET
easat-3883	109	13	input	input	NOUN
easat-3883	109	14	image	image	NOUN
easat-3883	109	15	,	,	PUNCT
easat-3883	109	16	resulting	result	VERB
easat-3883	109	17	in	in	ADP
easat-3883	109	18	reconstructed	reconstructed	ADJ
easat-3883	109	19	facial	facial	ADJ
easat-3883	109	20	geometries	geometry	NOUN
easat-3883	109	21	that	that	PRON
easat-3883	109	22	do	do	AUX
easat-3883	109	23	not	not	PART
easat-3883	109	24	fully	fully	ADV
easat-3883	109	25	capture	capture	VERB
easat-3883	109	26	the	the	DET
easat-3883	109	27	intended	intend	VERB
easat-3883	109	28	expressions	expression	NOUN
easat-3883	109	29	.	.	PUNCT
easat-3883	110	1	to	to	PART
easat-3883	110	2	address	address	VERB
easat-3883	110	3	this	this	DET
easat-3883	110	4	limitation	limitation	NOUN
easat-3883	110	5	,	,	PUNCT
easat-3883	110	6	a	a	DET
easat-3883	110	7	novel	novel	ADJ
easat-3883	110	8	solution	solution	NOUN
easat-3883	110	9	called	call	VERB
easat-3883	110	10	emotion	emotion	NOUN
easat-3883	110	11	capture	capture	NOUN
easat-3883	110	12	and	and	CCONJ
easat-3883	110	13	animation	animation	NOUN
easat-3883	110	14	(	(	PUNCT
easat-3883	110	15	emoca	emoca	NOUN
easat-3883	110	16	)	)	PUNCT
easat-3883	111	1	[	[	X
easat-3883	111	2	15	15	NUM
easat-3883	111	3	]	]	PUNCT
easat-3883	111	4	has	have	AUX
easat-3883	111	5	been	be	AUX
easat-3883	111	6	proposed	propose	VERB
easat-3883	111	7	.	.	PUNCT
easat-3883	112	1	during	during	ADP
easat-3883	112	2	the	the	DET
easat-3883	112	3	training	training	NOUN
easat-3883	112	4	phase	phase	NOUN
easat-3883	112	5	of	of	ADP
easat-3883	112	6	emoca	emoca	NOUN
easat-3883	112	7	,	,	PUNCT
easat-3883	112	8	a	a	DET
easat-3883	112	9	deep	deep	ADJ
easat-3883	112	10	perceptual	perceptual	ADJ
easat-3883	112	11	emotion	emotion	NOUN
easat-3883	112	12	consistency	consistency	NOUN
easat-3883	112	13	loss	loss	NOUN
easat-3883	112	14	is	be	AUX
easat-3883	112	15	introduced	introduce	VERB
easat-3883	112	16	.	.	PUNCT
easat-3883	113	1	this	this	DET
easat-3883	113	2	loss	loss	NOUN
easat-3883	113	3	ensures	ensure	VERB
easat-3883	113	4	that	that	SCONJ
easat-3883	113	5	the	the	DET
easat-3883	113	6	reconstructed	reconstructed	ADJ
easat-3883	113	7	3d	3d	NUM
easat-3883	113	8	expression	expression	NOUN
easat-3883	113	9	aligns	align	VERB
easat-3883	113	10	with	with	ADP
easat-3883	113	11	the	the	DET
easat-3883	113	12	emotional	emotional	ADJ
easat-3883	113	13	expression	expression	NOUN
easat-3883	113	14	portrayed	portray	VERB
easat-3883	113	15	in	in	ADP
easat-3883	113	16	the	the	DET
easat-3883	113	17	input	input	NOUN
easat-3883	113	18	image	image	NOUN
easat-3883	113	19	.	.	PUNCT
easat-3883	114	1	as	as	SCONJ
easat-3883	114	2	the	the	DET
easat-3883	114	3	use	use	NOUN
easat-3883	114	4	of	of	ADP
easat-3883	114	5	3d	3d	NUM
easat-3883	114	6	facial	facial	ADJ
easat-3883	114	7	avatars	avatar	NOUN
easat-3883	114	8	becomes	become	VERB
easat-3883	114	9	increasingly	increasingly	ADV
easat-3883	114	10	prevalent	prevalent	ADJ
easat-3883	114	11	in	in	ADP
easat-3883	114	12	communication	communication	NOUN
easat-3883	114	13	,	,	PUNCT
easat-3883	114	14	it	it	PRON
easat-3883	114	15	is	be	AUX
easat-3883	114	16	crucial	crucial	ADJ
easat-3883	114	17	that	that	SCONJ
easat-3883	114	18	they	they	PRON
easat-3883	114	19	can	can	AUX
easat-3883	114	20	effectively	effectively	ADV
easat-3883	114	21	convey	convey	VERB
easat-3883	114	22	emotions	emotion	NOUN
easat-3883	114	23	.	.	PUNCT
easat-3883	115	1	unfortunately	unfortunately	ADV
easat-3883	115	2	,	,	PUNCT
easat-3883	115	3	existing	exist	VERB
easat-3883	115	4	state	state	NOUN
easat-3883	115	5	-	-	PUNCT
easat-3883	115	6	of	of	ADP
easat-3883	115	7	-	-	PUNCT
easat-3883	115	8	the	the	DET
easat-3883	115	9	-	-	PUNCT
easat-3883	115	10	art	art	NOUN
easat-3883	115	11	methods	method	NOUN
easat-3883	115	12	that	that	PRON
easat-3883	115	13	regress	regress	ADJ
easat-3883	115	14	parametric	parametric	PROPN
easat-3883	115	15	3d	3d	PROPN
easat-3883	115	16	face	face	NOUN
easat-3883	115	17	models	model	NOUN
easat-3883	115	18	from	from	ADP
easat-3883	115	19	monocular	monocular	ADJ
easat-3883	115	20	images	image	NOUN
easat-3883	115	21	struggle	struggle	VERB
easat-3883	115	22	to	to	PART
easat-3883	115	23	capture	capture	VERB
easat-3883	115	24	the	the	DET
easat-3883	115	25	full	full	ADJ
easat-3883	115	26	spectrum	spectrum	NOUN
easat-3883	115	27	of	of	ADP
easat-3883	115	28	facial	facial	ADJ
easat-3883	115	29	expressions	expression	NOUN
easat-3883	115	30	,	,	PUNCT
easat-3883	115	31	including	include	VERB
easat-3883	115	32	subtle	subtle	ADJ
easat-3883	115	33	or	or	CCONJ
easat-3883	115	34	extreme	extreme	ADJ
easat-3883	115	35	emotions	emotion	NOUN
easat-3883	115	36	.	.	PUNCT
easat-3883	116	1	in	in	ADP
easat-3883	116	2	contrast	contrast	NOUN
easat-3883	116	3	,	,	PUNCT
easat-3883	116	4	emoca	emoca	PROPN
easat-3883	116	5	achieves	achieve	VERB
easat-3883	116	6	comparable	comparable	ADJ
easat-3883	116	7	levels	level	NOUN
easat-3883	116	8	of	of	ADP
easat-3883	116	9	3d	3d	PROPN
easat-3883	116	10	reconstruction	reconstruction	NOUN
easat-3883	116	11	errors	error	NOUN
easat-3883	116	12	as	as	ADP
easat-3883	116	13	the	the	DET
easat-3883	116	14	current	current	ADJ
easat-3883	116	15	best	good	ADJ
easat-3883	116	16	methods	method	NOUN
easat-3883	116	17	while	while	SCONJ
easat-3883	116	18	surpassing	surpass	VERB
easat-3883	116	19	them	they	PRON
easat-3883	116	20	in	in	ADP
easat-3883	116	21	terms	term	NOUN
easat-3883	116	22	of	of	ADP
easat-3883	116	23	the	the	DET
easat-3883	116	24	quality	quality	NOUN
easat-3883	116	25	of	of	ADP
easat-3883	116	26	the	the	DET
easat-3883	116	27	reconstructed	reconstructed	ADJ
easat-3883	116	28	expression	expression	NOUN
easat-3883	116	29	and	and	CCONJ
easat-3883	116	30	the	the	DET
easat-3883	116	31	perceived	perceive	VERB
easat-3883	116	32	emotional	emotional	ADJ
easat-3883	116	33	content	content	NOUN
easat-3883	116	34	.	.	PUNCT
easat-3883	117	1	furthermore	furthermore	ADV
easat-3883	117	2	,	,	PUNCT
easat-3883	117	3	the	the	DET
easat-3883	117	4	research	research	NOUN
easat-3883	117	5	extends	extend	VERB
easat-3883	117	6	to	to	PART
easat-3883	117	7	directly	directly	ADV
easat-3883	117	8	include	include	VERB
easat-3883	117	9	the	the	DET
easat-3883	117	10	regression	regression	NOUN
easat-3883	117	11	of	of	ADP
easat-3883	117	12	valence	valence	NOUN
easat-3883	117	13	and	and	CCONJ
easat-3883	117	14	arousal	arousal	NOUN
easat-3883	117	15	levels	level	NOUN
easat-3883	117	16	,	,	PUNCT
easat-3883	117	17	as	as	ADV
easat-3883	117	18	well	well	ADV
easat-3883	117	19	as	as	ADP
easat-3883	117	20	the	the	DET
easat-3883	117	21	classification	classification	NOUN
easat-3883	117	22	of	of	ADP
easat-3883	117	23	basic	basic	ADJ
easat-3883	117	24	expressions	expression	NOUN
easat-3883	117	25	based	base	VERB
easat-3883	117	26	on	on	ADP
easat-3883	117	27	the	the	DET
easat-3883	117	28	estimated	estimate	VERB
easat-3883	117	29	3d	3d	NUM
easat-3883	117	30	face	face	NOUN
easat-3883	117	31	parameters	parameter	NOUN
easat-3883	117	32	.	.	PUNCT
easat-3883	118	1	in	in	ADP
easat-3883	118	2	the	the	DET
easat-3883	118	3	context	context	NOUN
easat-3883	118	4	of	of	ADP
easat-3883	118	5	recognizing	recognize	VERB
easat-3883	118	6	emotions	emotion	NOUN
easat-3883	118	7	in	in	ADP
easat-3883	118	8	real135	real135	PROPN
easat-3883	118	9	edelweiss	edelweiss	PROPN
easat-3883	118	10	applied	apply	VERB
easat-3883	118	11	science	science	NOUN
easat-3883	118	12	and	and	CCONJ
easat-3883	118	13	technology	technology	NOUN
easat-3883	118	14	issn	issn	PROPN
easat-3883	118	15	:	:	PUNCT
easat-3883	118	16	2576	2576	NUM
easat-3883	118	17	-	-	SYM
easat-3883	118	18	8484	8484	NUM
easat-3883	118	19	vol	vol	NOUN
easat-3883	118	20	.	.	PROPN
easat-3883	119	1	9	9	NUM
easat-3883	119	2	,	,	PUNCT
easat-3883	119	3	no	no	INTJ
easat-3883	119	4	.	.	NOUN
easat-3883	119	5	1	1	NUM
easat-3883	119	6	:	:	SYM
easat-3883	119	7	131	131	NUM
easat-3883	119	8	-	-	SYM
easat-3883	119	9	145	145	NUM
easat-3883	119	10	,	,	PUNCT
easat-3883	119	11	2025	2025	NUM
easat-3883	119	12	doi	doi	NOUN
easat-3883	119	13	:	:	PUNCT
easat-3883	119	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	119	15	©	©	PROPN
easat-3883	119	16	2025	2025	NUM
easat-3883	119	17	by	by	ADP
easat-3883	119	18	the	the	DET
easat-3883	119	19	authors	author	NOUN
easat-3883	119	20	;	;	PUNCT
easat-3883	119	21	licensee	licensee	PROPN
easat-3883	119	22	learning	learning	NOUN
easat-3883	119	23	gate	gate	PROPN
easat-3883	119	24	world	world	NOUN
easat-3883	119	25	situations	situation	NOUN
easat-3883	119	26	,	,	PUNCT
easat-3883	119	27	emoca	emoca	PROPN
easat-3883	119	28	’s	’s	PART
easat-3883	119	29	purely	purely	ADV
easat-3883	119	30	geometric	geometric	ADJ
easat-3883	119	31	approach	approach	NOUN
easat-3883	119	32	performs	perform	VERB
easat-3883	119	33	on	on	ADP
easat-3883	119	34	par	par	NOUN
easat-3883	119	35	with	with	ADP
easat-3883	119	36	the	the	DET
easat-3883	119	37	leading	lead	VERB
easat-3883	119	38	image	image	NOUN
easat-3883	119	39	-	-	PUNCT
easat-3883	119	40	based	base	VERB
easat-3883	119	41	methods	method	NOUN
easat-3883	119	42	,	,	PUNCT
easat-3883	119	43	emphasizing	emphasize	VERB
easat-3883	119	44	the	the	DET
easat-3883	119	45	value	value	NOUN
easat-3883	119	46	of	of	ADP
easat-3883	119	47	3d	3d	NUM
easat-3883	119	48	geometry	geometry	NOUN
easat-3883	119	49	in	in	ADP
easat-3883	119	50	the	the	DET
easat-3883	119	51	analysis	analysis	NOUN
easat-3883	119	52	of	of	ADP
easat-3883	119	53	human	human	ADJ
easat-3883	119	54	behavior	behavior	NOUN
easat-3883	119	55	.	.	PUNCT
easat-3883	120	1	traditional	traditional	ADJ
easat-3883	120	2	methods	method	NOUN
easat-3883	120	3	used	use	VERB
easat-3883	120	4	for	for	ADP
easat-3883	120	5	image	image	NOUN
easat-3883	120	6	-	-	PUNCT
easat-3883	120	7	based	base	VERB
easat-3883	120	8	3d	3d	PROPN
easat-3883	120	9	face	face	NOUN
easat-3883	120	10	reconstruction	reconstruction	NOUN
easat-3883	120	11	and	and	CCONJ
easat-3883	120	12	facial	facial	ADJ
easat-3883	120	13	motion	motion	NOUN
easat-3883	120	14	retargeting	retargeting	NOUN
easat-3883	120	15	,	,	PUNCT
easat-3883	120	16	which	which	PRON
easat-3883	120	17	involve	involve	VERB
easat-3883	120	18	fitting	fit	VERB
easat-3883	120	19	a	a	DET
easat-3883	120	20	3d	3d	NUM
easat-3883	120	21	morphable	morphable	ADJ
easat-3883	120	22	model	model	NOUN
easat-3883	120	23	(	(	PUNCT
easat-3883	120	24	3dmm	3dmm	NUM
easat-3883	120	25	)	)	PUNCT
easat-3883	120	26	to	to	ADP
easat-3883	120	27	the	the	DET
easat-3883	120	28	face	face	NOUN
easat-3883	120	29	,	,	PUNCT
easat-3883	120	30	have	have	VERB
easat-3883	120	31	limitations	limitation	NOUN
easat-3883	120	32	in	in	ADP
easat-3883	120	33	their	their	PRON
easat-3883	120	34	modeling	modeling	NOUN
easat-3883	120	35	capacity	capacity	NOUN
easat-3883	120	36	and	and	CCONJ
easat-3883	120	37	struggle	struggle	VERB
easat-3883	120	38	to	to	PART
easat-3883	120	39	generalize	generalize	VERB
easat-3883	120	40	well	well	ADV
easat-3883	120	41	to	to	PART
easat-3883	120	42	diverse	diverse	VERB
easat-3883	120	43	real	real	ADJ
easat-3883	120	44	-	-	PUNCT
easat-3883	120	45	world	world	NOUN
easat-3883	120	46	data	datum	NOUN
easat-3883	120	47	.	.	PUNCT
easat-3883	121	1	techniques	technique	NOUN
easat-3883	121	2	such	such	ADJ
easat-3883	121	3	as	as	ADP
easat-3883	121	4	deformation	deformation	NOUN
easat-3883	121	5	transfer	transfer	NOUN
easat-3883	121	6	or	or	CCONJ
easat-3883	121	7	multilinear	multilinear	NOUN
easat-3883	121	8	tensor	tensor	NOUN
easat-3883	121	9	fail	fail	VERB
easat-3883	121	10	to	to	PART
easat-3883	121	11	adequately	adequately	ADV
easat-3883	121	12	address	address	VERB
easat-3883	121	13	the	the	DET
easat-3883	121	14	variations	variation	NOUN
easat-3883	121	15	in	in	ADP
easat-3883	121	16	local	local	ADJ
easat-3883	121	17	and	and	CCONJ
easat-3883	121	18	global	global	ADJ
easat-3883	121	19	skin	skin	NOUN
easat-3883	121	20	deformations	deformation	NOUN
easat-3883	121	21	that	that	PRON
easat-3883	121	22	occur	occur	VERB
easat-3883	121	23	in	in	ADP
easat-3883	121	24	different	different	ADJ
easat-3883	121	25	individuals	individual	NOUN
easat-3883	121	26	due	due	ADJ
easat-3883	121	27	to	to	ADP
easat-3883	121	28	facial	facial	ADJ
easat-3883	121	29	expressions	expression	NOUN
easat-3883	121	30	.	.	PUNCT
easat-3883	122	1	additionally	additionally	ADV
easat-3883	122	2	,	,	PUNCT
easat-3883	122	3	these	these	DET
easat-3883	122	4	methods	method	NOUN
easat-3883	122	5	typically	typically	ADV
easat-3883	122	6	learn	learn	VERB
easat-3883	122	7	a	a	DET
easat-3883	122	8	single	single	ADJ
easat-3883	122	9	albedo	albedo	NOUN
easat-3883	122	10	(	(	PUNCT
easat-3883	122	11	surface	surface	NOUN
easat-3883	122	12	reflectance	reflectance	NOUN
easat-3883	122	13	)	)	PUNCT
easat-3883	122	14	per	per	ADP
easat-3883	122	15	user	user	NOUN
easat-3883	122	16	,	,	PUNCT
easat-3883	122	17	failing	fail	VERB
easat-3883	122	18	to	to	PART
easat-3883	122	19	capture	capture	VERB
easat-3883	122	20	expression	expression	NOUN
easat-3883	122	21	-	-	PUNCT
easat-3883	122	22	specific	specific	ADJ
easat-3883	122	23	skin	skin	NOUN
easat-3883	122	24	reflectance	reflectance	NOUN
easat-3883	122	25	variations	variation	NOUN
easat-3883	122	26	.	.	PUNCT
easat-3883	123	1	to	to	PART
easat-3883	123	2	overcome	overcome	VERB
easat-3883	123	3	these	these	DET
easat-3883	123	4	limitations	limitation	NOUN
easat-3883	123	5	,	,	PUNCT
easat-3883	123	6	the	the	DET
easat-3883	123	7	authors	author	NOUN
easat-3883	123	8	propose	propose	VERB
easat-3883	123	9	an	an	DET
easat-3883	123	10	end	end	NOUN
easat-3883	123	11	-	-	PUNCT
easat-3883	123	12	to	to	ADP
easat-3883	123	13	-	-	PUNCT
easat-3883	123	14	end	end	NOUN
easat-3883	123	15	framework	framework	NOUN
easat-3883	123	16	in	in	ADP
easat-3883	123	17	chaudhuri	chaudhuri	PROPN
easat-3883	123	18	,	,	PUNCT
easat-3883	123	19	et	et	PROPN
easat-3883	123	20	al	al	PROPN
easat-3883	123	21	.	.	PUNCT
easat-3883	124	1	[	[	X
easat-3883	124	2	16	16	NUM
easat-3883	124	3	]	]	PUNCT
easat-3883	124	4	that	that	PRON
easat-3883	124	5	simultaneously	simultaneously	ADV
easat-3883	124	6	learns	learn	VERB
easat-3883	124	7	a	a	DET
easat-3883	124	8	personalized	personalized	ADJ
easat-3883	124	9	face	face	NOUN
easat-3883	124	10	model	model	NOUN
easat-3883	124	11	for	for	ADP
easat-3883	124	12	each	each	DET
easat-3883	124	13	user	user	NOUN
easat-3883	124	14	and	and	CCONJ
easat-3883	124	15	per	per	ADP
easat-3883	124	16	-	-	PUNCT
easat-3883	124	17	frame	frame	NOUN
easat-3883	124	18	facial	facial	ADJ
easat-3883	124	19	motion	motion	NOUN
easat-3883	124	20	parameters	parameter	NOUN
easat-3883	124	21	using	use	VERB
easat-3883	124	22	a	a	DET
easat-3883	124	23	large	large	ADJ
easat-3883	124	24	dataset	dataset	NOUN
easat-3883	124	25	of	of	ADP
easat-3883	124	26	in	in	ADP
easat-3883	124	27	-	-	PUNCT
easat-3883	124	28	the	the	DET
easat-3883	124	29	-	-	PUNCT
easat-3883	124	30	wild	wild	ADJ
easat-3883	124	31	videos	video	NOUN
easat-3883	124	32	capturing	capture	VERB
easat-3883	124	33	user	user	NOUN
easat-3883	124	34	expressions	expression	NOUN
easat-3883	124	35	.	.	PUNCT
easat-3883	125	1	this	this	DET
easat-3883	125	2	framework	framework	NOUN
easat-3883	125	3	predicts	predict	VERB
easat-3883	125	4	personalized	personalize	VERB
easat-3883	125	5	corrections	correction	NOUN
easat-3883	125	6	on	on	ADP
easat-3883	125	7	top	top	NOUN
easat-3883	125	8	of	of	ADP
easat-3883	125	9	a	a	DET
easat-3883	125	10	3dmm	3dmm	NUM
easat-3883	125	11	prior	prior	ADV
easat-3883	125	12	,	,	PUNCT
easat-3883	125	13	allowing	allow	VERB
easat-3883	125	14	the	the	DET
easat-3883	125	15	learning	learning	NOUN
easat-3883	125	16	of	of	ADP
easat-3883	125	17	user	user	NOUN
easat-3883	125	18	-	-	PUNCT
easat-3883	125	19	specific	specific	ADJ
easat-3883	125	20	expression	expression	NOUN
easat-3883	125	21	blendshapes	blendshape	NOUN
easat-3883	125	22	and	and	CCONJ
easat-3883	125	23	dynamic	dynamic	ADJ
easat-3883	125	24	albedo	albedo	NOUN
easat-3883	125	25	maps	map	NOUN
easat-3883	125	26	that	that	PRON
easat-3883	125	27	are	be	AUX
easat-3883	125	28	specific	specific	ADJ
easat-3883	125	29	to	to	ADP
easat-3883	125	30	each	each	DET
easat-3883	125	31	expression	expression	NOUN
easat-3883	125	32	.	.	PUNCT
easat-3883	126	1	novel	novel	ADJ
easat-3883	126	2	constraints	constraint	NOUN
easat-3883	126	3	are	be	AUX
easat-3883	126	4	introduced	introduce	VERB
easat-3883	126	5	to	to	PART
easat-3883	126	6	ensure	ensure	VERB
easat-3883	126	7	that	that	SCONJ
easat-3883	126	8	the	the	DET
easat-3883	126	9	corrected	correct	VERB
easat-3883	126	10	blendshapes	blendshape	NOUN
easat-3883	126	11	preserve	preserve	VERB
easat-3883	126	12	their	their	PRON
easat-3883	126	13	semantic	semantic	ADJ
easat-3883	126	14	meanings	meaning	NOUN
easat-3883	126	15	and	and	CCONJ
easat-3883	126	16	that	that	SCONJ
easat-3883	126	17	the	the	DET
easat-3883	126	18	reconstructed	reconstructed	ADJ
easat-3883	126	19	geometry	geometry	NOUN
easat-3883	126	20	is	be	AUX
easat-3883	126	21	separated	separate	VERB
easat-3883	126	22	from	from	ADP
easat-3883	126	23	the	the	DET
easat-3883	126	24	albedo	albedo	NOUN
easat-3883	126	25	.	.	PUNCT
easat-3883	127	1	experimental	experimental	ADJ
easat-3883	127	2	results	result	NOUN
easat-3883	127	3	demonstrate	demonstrate	VERB
easat-3883	127	4	that	that	SCONJ
easat-3883	127	5	this	this	DET
easat-3883	127	6	personalized	personalized	ADJ
easat-3883	127	7	approach	approach	NOUN
easat-3883	127	8	accurately	accurately	ADV
easat-3883	127	9	captures	capture	VERB
easat-3883	127	10	fine	fine	ADV
easat-3883	127	11	-	-	PUNCT
easat-3883	127	12	grained	grain	VERB
easat-3883	127	13	facial	facial	ADJ
easat-3883	127	14	dynamics	dynamic	NOUN
easat-3883	127	15	across	across	ADP
easat-3883	127	16	a	a	DET
easat-3883	127	17	wide	wide	ADJ
easat-3883	127	18	range	range	NOUN
easat-3883	127	19	of	of	ADP
easat-3883	127	20	conditions	condition	NOUN
easat-3883	127	21	,	,	PUNCT
easat-3883	127	22	resulting	result	VERB
easat-3883	127	23	in	in	ADP
easat-3883	127	24	more	more	ADV
easat-3883	127	25	precise	precise	ADJ
easat-3883	127	26	face	face	NOUN
easat-3883	127	27	reconstruction	reconstruction	NOUN
easat-3883	127	28	and	and	CCONJ
easat-3883	127	29	facial	facial	ADJ
easat-3883	127	30	motion	motion	NOUN
easat-3883	127	31	retargeting	retargeting	NOUN
easat-3883	127	32	compared	compare	VERB
easat-3883	127	33	to	to	ADP
easat-3883	127	34	stateof	stateof	ADV
easat-3883	127	35	-	-	PUNCT
easat-3883	127	36	the	the	DET
easat-3883	127	37	-	-	PUNCT
easat-3883	127	38	art	art	NOUN
easat-3883	127	39	methods	method	NOUN
easat-3883	127	40	.	.	PUNCT
easat-3883	128	1	in	in	ADP
easat-3883	128	2	moser	moser	PROPN
easat-3883	128	3	,	,	PUNCT
easat-3883	128	4	et	et	PROPN
easat-3883	128	5	al	al	PROPN
easat-3883	128	6	.	.	PUNCT
easat-3883	129	1	[	[	X
easat-3883	129	2	17	17	NUM
easat-3883	129	3	]	]	PUNCT
easat-3883	129	4	a	a	DET
easat-3883	129	5	simple	simple	ADJ
easat-3883	129	6	algorithm	algorithm	NOUN
easat-3883	129	7	is	be	AUX
easat-3883	129	8	proposed	propose	VERB
easat-3883	129	9	for	for	ADP
easat-3883	129	10	automatically	automatically	ADV
easat-3883	129	11	transferring	transfer	VERB
easat-3883	129	12	facial	facial	ADJ
easat-3883	129	13	expressions	expression	NOUN
easat-3883	129	14	from	from	ADP
easat-3883	129	15	videos	video	NOUN
easat-3883	129	16	to	to	ADP
easat-3883	129	17	a	a	DET
easat-3883	129	18	3d	3d	NUM
easat-3883	129	19	character	character	NOUN
easat-3883	129	20	and	and	CCONJ
easat-3883	129	21	between	between	ADP
easat-3883	129	22	different	different	ADJ
easat-3883	129	23	3d	3d	NOUN
easat-3883	129	24	characters	character	NOUN
easat-3883	129	25	through	through	ADP
easat-3883	129	26	their	their	PRON
easat-3883	129	27	rendered	render	VERB
easat-3883	129	28	animations	animation	NOUN
easat-3883	129	29	.	.	PUNCT
easat-3883	130	1	the	the	DET
easat-3883	130	2	method	method	NOUN
easat-3883	130	3	learns	learn	VERB
easat-3883	130	4	a	a	DET
easat-3883	130	5	shared	share	VERB
easat-3883	130	6	latent	latent	NOUN
easat-3883	130	7	representation	representation	NOUN
easat-3883	130	8	that	that	PRON
easat-3883	130	9	is	be	AUX
easat-3883	130	10	semantically	semantically	ADV
easat-3883	130	11	consistent	consistent	ADJ
easat-3883	130	12	across	across	ADP
easat-3883	130	13	various	various	ADJ
easat-3883	130	14	input	input	NOUN
easat-3883	130	15	image	image	NOUN
easat-3883	130	16	domains	domain	NOUN
easat-3883	130	17	using	use	VERB
easat-3883	130	18	an	an	DET
easat-3883	130	19	unsupervised	unsupervised	ADJ
easat-3883	130	20	image	image	NOUN
easat-3883	130	21	-	-	PUNCT
easat-3883	130	22	to	to	ADP
easat-3883	130	23	-	-	PUNCT
easat-3883	130	24	image	image	NOUN
easat-3883	130	25	translation	translation	NOUN
easat-3883	130	26	model	model	NOUN
easat-3883	130	27	.	.	PUNCT
easat-3883	131	1	it	it	PRON
easat-3883	131	2	also	also	ADV
easat-3883	131	3	learns	learn	VERB
easat-3883	131	4	linear	linear	ADJ
easat-3883	131	5	mapping	mapping	NOUN
easat-3883	131	6	,	,	PUNCT
easat-3883	131	7	in	in	ADP
easat-3883	131	8	a	a	DET
easat-3883	131	9	supervised	supervised	ADJ
easat-3883	131	10	manner	manner	NOUN
easat-3883	131	11	,	,	PUNCT
easat-3883	131	12	from	from	ADP
easat-3883	131	13	the	the	DET
easat-3883	131	14	encoded	encode	VERB
easat-3883	131	15	representation	representation	NOUN
easat-3883	131	16	of	of	ADP
easat-3883	131	17	character	character	NOUN
easat-3883	131	18	images	image	NOUN
easat-3883	131	19	to	to	ADP
easat-3883	131	20	the	the	DET
easat-3883	131	21	animation	animation	NOUN
easat-3883	131	22	coefficients	coefficient	NOUN
easat-3883	131	23	.	.	PUNCT
easat-3883	132	1	during	during	ADP
easat-3883	132	2	inference	inference	NOUN
easat-3883	132	3	,	,	PUNCT
easat-3883	132	4	when	when	SCONJ
easat-3883	132	5	provided	provide	VERB
easat-3883	132	6	with	with	ADP
easat-3883	132	7	the	the	DET
easat-3883	132	8	source	source	NOUN
easat-3883	132	9	domain	domain	NOUN
easat-3883	132	10	(	(	PUNCT
easat-3883	132	11	i.e.	i.e.	X
easat-3883	132	12	,	,	PUNCT
easat-3883	132	13	actor	actor	NOUN
easat-3883	132	14	footage	footage	NOUN
easat-3883	132	15	)	)	PUNCT
easat-3883	132	16	,	,	PUNCT
easat-3883	132	17	the	the	DET
easat-3883	132	18	algorithm	algorithm	NOUN
easat-3883	132	19	predicts	predict	VERB
easat-3883	132	20	the	the	DET
easat-3883	132	21	corresponding	correspond	VERB
easat-3883	132	22	animation	animation	NOUN
easat-3883	132	23	coefficients	coefficient	NOUN
easat-3883	132	24	for	for	ADP
easat-3883	132	25	the	the	DET
easat-3883	132	26	target	target	NOUN
easat-3883	132	27	character	character	NOUN
easat-3883	132	28	,	,	PUNCT
easat-3883	132	29	enabling	enable	VERB
easat-3883	132	30	automatic	automatic	ADJ
easat-3883	132	31	remapping	remapping	NOUN
easat-3883	132	32	of	of	ADP
easat-3883	132	33	expressions	expression	NOUN
easat-3883	132	34	between	between	ADP
easat-3883	132	35	different	different	ADJ
easat-3883	132	36	identities	identity	NOUN
easat-3883	132	37	,	,	PUNCT
easat-3883	132	38	even	even	ADV
easat-3883	132	39	when	when	SCONJ
easat-3883	132	40	there	there	PRON
easat-3883	132	41	are	be	VERB
easat-3883	132	42	differences	difference	NOUN
easat-3883	132	43	in	in	ADP
easat-3883	132	44	physiognomy	physiognomy	NOUN
easat-3883	132	45	.	.	PUNCT
easat-3883	133	1	the	the	DET
easat-3883	133	2	technique	technique	NOUN
easat-3883	133	3	is	be	AUX
easat-3883	133	4	demonstrated	demonstrate	VERB
easat-3883	133	5	in	in	ADP
easat-3883	133	6	the	the	DET
easat-3883	133	7	context	context	NOUN
easat-3883	133	8	of	of	ADP
easat-3883	133	9	marker	marker	NOUN
easat-3883	133	10	less	less	ADJ
easat-3883	133	11	motion	motion	NOUN
easat-3883	133	12	capture	capture	NOUN
easat-3883	133	13	with	with	ADP
easat-3883	133	14	controlled	control	VERB
easat-3883	133	15	lighting	lighting	NOUN
easat-3883	133	16	conditions	condition	NOUN
easat-3883	133	17	,	,	PUNCT
easat-3883	133	18	both	both	PRON
easat-3883	133	19	for	for	ADP
easat-3883	133	20	a	a	DET
easat-3883	133	21	single	single	ADJ
easat-3883	133	22	actor	actor	NOUN
easat-3883	133	23	and	and	CCONJ
easat-3883	133	24	multiple	multiple	ADJ
easat-3883	133	25	actors	actor	NOUN
easat-3883	133	26	.	.	PUNCT
easat-3883	134	1	furthermore	furthermore	ADV
easat-3883	134	2	,	,	PUNCT
easat-3883	134	3	it	it	PRON
easat-3883	134	4	showcases	showcase	VERB
easat-3883	134	5	the	the	DET
easat-3883	134	6	ability	ability	NOUN
easat-3883	134	7	to	to	PART
easat-3883	134	8	automatically	automatically	ADV
easat-3883	134	9	transfer	transfer	VERB
easat-3883	134	10	facial	facial	ADJ
easat-3883	134	11	animation	animation	NOUN
easat-3883	134	12	between	between	ADP
easat-3883	134	13	distinct	distinct	ADJ
easat-3883	134	14	characters	character	NOUN
easat-3883	134	15	without	without	ADP
easat-3883	134	16	relying	rely	VERB
easat-3883	134	17	on	on	ADP
easat-3883	134	18	consistent	consistent	ADJ
easat-3883	134	19	mesh	mesh	NOUN
easat-3883	134	20	parameterization	parameterization	NOUN
easat-3883	134	21	or	or	CCONJ
easat-3883	134	22	engineered	engineer	VERB
easat-3883	134	23	geometric	geometric	ADJ
easat-3883	134	24	priors	prior	NOUN
easat-3883	134	25	.	.	PUNCT
easat-3883	135	1	the	the	DET
easat-3883	135	2	method	method	NOUN
easat-3883	135	3	is	be	AUX
easat-3883	135	4	compared	compare	VERB
easat-3883	135	5	against	against	ADP
easat-3883	135	6	standard	standard	ADJ
easat-3883	135	7	approaches	approach	NOUN
easat-3883	135	8	commonly	commonly	ADV
easat-3883	135	9	used	use	VERB
easat-3883	135	10	in	in	ADP
easat-3883	135	11	production	production	NOUN
easat-3883	135	12	and	and	CCONJ
easat-3883	135	13	recent	recent	ADJ
easat-3883	135	14	state	state	NOUN
easat-3883	135	15	-	-	PUNCT
easat-3883	135	16	of	of	ADP
easat-3883	135	17	-	-	PUNCT
easat-3883	135	18	the	the	DET
easat-3883	135	19	-	-	PUNCT
easat-3883	135	20	art	art	NOUN
easat-3883	135	21	models	model	NOUN
easat-3883	135	22	in	in	ADP
easat-3883	135	23	the	the	DET
easat-3883	135	24	field	field	NOUN
easat-3883	135	25	of	of	ADP
easat-3883	135	26	single	single	ADJ
easat-3883	135	27	-	-	PUNCT
easat-3883	135	28	camera	camera	NOUN
easat-3883	135	29	face	face	NOUN
easat-3883	135	30	tracking	tracking	NOUN
easat-3883	135	31	.	.	PUNCT
easat-3883	136	1	3	3	X
easat-3883	136	2	.	.	X
easat-3883	136	3	vn3d	vn3d	PROPN
easat-3883	136	4	face	face	VERB
easat-3883	136	5	database	database	NOUN
easat-3883	136	6	building	building	NOUN
easat-3883	136	7	𝑇(𝐼	𝑇(𝐼	PROPN
easat-3883	136	8	,	,	PUNCT
easat-3883	136	9	𝑀	𝑀	PROPN
easat-3883	136	10	)	)	PUNCT
easat-3883	136	11	is	be	AUX
easat-3883	136	12	defined	define	VERB
easat-3883	136	13	as	as	ADP
easat-3883	136	14	a	a	DET
easat-3883	136	15	pair	pair	NOUN
easat-3883	136	16	that	that	PRON
easat-3883	136	17	consists	consist	VERB
easat-3883	136	18	of	of	ADP
easat-3883	136	19	a	a	DET
easat-3883	136	20	facial	facial	ADJ
easat-3883	136	21	image	image	NOUN
easat-3883	136	22	i	i	PRON
easat-3883	136	23	and	and	CCONJ
easat-3883	136	24	its	its	PRON
easat-3883	136	25	corresponding	corresponding	ADJ
easat-3883	136	26	3d	3d	PROPN
easat-3883	136	27	model	model	NOUN
easat-3883	136	28	m.	m.	NOUN
easat-3883	136	29	the	the	DET
easat-3883	136	30	vn3dface	vn3dface	NOUN
easat-3883	136	31	database	database	NOUN
easat-3883	136	32	comprises	comprise	VERB
easat-3883	136	33	facial	facial	ADJ
easat-3883	136	34	expression	expression	NOUN
easat-3883	136	35	images	image	NOUN
easat-3883	136	36	and	and	CCONJ
easat-3883	136	37	their	their	PRON
easat-3883	136	38	3d	3d	NOUN
easat-3883	136	39	models	model	NOUN
easat-3883	136	40	of	of	ADP
easat-3883	136	41	400	400	NUM
easat-3883	136	42	vietnamese	vietnamese	ADJ
easat-3883	136	43	individuals	individual	NOUN
easat-3883	136	44	(	(	PUNCT
easat-3883	136	45	subjects	subject	NOUN
easat-3883	136	46	)	)	PUNCT
easat-3883	136	47	.	.	PUNCT
easat-3883	137	1	each	each	DET
easat-3883	137	2	subject	subject	NOUN
easat-3883	137	3	is	be	AUX
easat-3883	137	4	associated	associate	VERB
easat-3883	137	5	with	with	ADP
easat-3883	137	6	7	7	NUM
easat-3883	137	7	pairs	pair	NOUN
easat-3883	137	8	of	of	ADP
easat-3883	137	9	facial	facial	ADJ
easat-3883	137	10	expression	expression	NOUN
easat-3883	137	11	images	image	NOUN
easat-3883	137	12	and	and	CCONJ
easat-3883	137	13	their	their	PRON
easat-3883	137	14	respective	respective	ADJ
easat-3883	137	15	3d	3d	NOUN
easat-3883	137	16	models	model	NOUN
easat-3883	137	17	,	,	PUNCT
easat-3883	137	18	denoted	denote	VERB
easat-3883	137	19	as	as	ADP
easat-3883	137	20	𝑇𝑖(𝐼𝑖	𝑇𝑖(𝐼𝑖	PROPN
easat-3883	137	21	,	,	PUNCT
easat-3883	137	22	𝑀𝑖	𝑀𝑖	PROPN
easat-3883	137	23	)	)	PUNCT
easat-3883	137	24	,	,	PUNCT
easat-3883	137	25	with	with	ADP
easat-3883	137	26	𝑖	𝑖	PROPN
easat-3883	137	27	=	=	SYM
easat-3883	137	28	1	1	NUM
easat-3883	137	29	.	.	X
easat-3883	137	30	.7	.7	PROPN
easat-3883	137	31	.	.	PUNCT
easat-3883	138	1	the	the	DET
easat-3883	138	2	construction	construction	NOUN
easat-3883	138	3	of	of	ADP
easat-3883	138	4	vn3dface	vn3dface	ADP
easat-3883	138	5	involves	involve	VERB
easat-3883	138	6	two	two	NUM
easat-3883	138	7	main	main	ADJ
easat-3883	138	8	steps	step	NOUN
easat-3883	138	9	:	:	PUNCT
easat-3883	138	10	(	(	PUNCT
easat-3883	138	11	i	i	NOUN
easat-3883	138	12	)	)	PUNCT
easat-3883	138	13	collecting	collect	VERB
easat-3883	138	14	facial	facial	ADJ
easat-3883	138	15	expression	expression	NOUN
easat-3883	138	16	images	image	NOUN
easat-3883	138	17	,	,	PUNCT
easat-3883	138	18	which	which	PRON
easat-3883	138	19	involves	involve	VERB
easat-3883	138	20	capturing	capture	VERB
easat-3883	138	21	7	7	NUM
easat-3883	138	22	facial	facial	ADJ
easat-3883	138	23	expression	expression	NOUN
easat-3883	138	24	images	image	NOUN
easat-3883	138	25	for	for	ADP
easat-3883	138	26	each	each	DET
easat-3883	138	27	subject	subject	NOUN
easat-3883	138	28	,	,	PUNCT
easat-3883	138	29	and	and	CCONJ
easat-3883	138	30	(	(	PUNCT
easat-3883	138	31	ii	ii	NOUN
easat-3883	138	32	)	)	PUNCT
easat-3883	138	33	generating	generate	VERB
easat-3883	138	34	the	the	DET
easat-3883	138	35	corresponding	corresponding	ADJ
easat-3883	138	36	facial	facial	ADJ
easat-3883	138	37	expression	expression	NOUN
easat-3883	138	38	3d	3d	NOUN
easat-3883	138	39	models	model	NOUN
easat-3883	138	40	from	from	ADP
easat-3883	138	41	the	the	DET
easat-3883	138	42	captured	capture	VERB
easat-3883	138	43	images	image	NOUN
easat-3883	138	44	.	.	PUNCT
easat-3883	139	1	3.1	3.1	NUM
easat-3883	139	2	.	.	X
easat-3883	139	3	collecting	collect	VERB
easat-3883	139	4	facial	facial	ADJ
easat-3883	139	5	expression	expression	NOUN
easat-3883	139	6	images	image	NOUN
easat-3883	139	7	we	we	PRON
easat-3883	139	8	utilized	utilize	VERB
easat-3883	139	9	a	a	DET
easat-3883	139	10	multi	multi	ADJ
easat-3883	139	11	-	-	ADJ
easat-3883	139	12	camera	camera	NOUN
easat-3883	139	13	system	system	NOUN
easat-3883	139	14	comprising	comprise	VERB
easat-3883	139	15	27	27	NUM
easat-3883	139	16	full	full	ADJ
easat-3883	139	17	hd	hd	NOUN
easat-3883	139	18	dslr	dslr	NOUN
easat-3883	139	19	canon	canon	NOUN
easat-3883	139	20	eos	eos	PROPN
easat-3883	139	21	1500d	1500d	NOUN
easat-3883	139	22	cameras	camera	NOUN
easat-3883	139	23	and	and	CCONJ
easat-3883	139	24	10	10	NUM
easat-3883	139	25	lighting	lighting	NOUN
easat-3883	139	26	devices	device	NOUN
easat-3883	139	27	to	to	PART
easat-3883	139	28	capture	capture	VERB
easat-3883	139	29	images	image	NOUN
easat-3883	139	30	of	of	ADP
easat-3883	139	31	each	each	DET
easat-3883	139	32	subject	subject	NOUN
easat-3883	139	33	.	.	PUNCT
easat-3883	140	1	the	the	DET
easat-3883	140	2	cameras	camera	NOUN
easat-3883	140	3	are	be	AUX
easat-3883	140	4	organized	organize	VERB
easat-3883	140	5	into	into	ADP
easat-3883	140	6	three	three	NUM
easat-3883	140	7	layers	layer	NOUN
easat-3883	140	8	,	,	PUNCT
easat-3883	140	9	with	with	ADP
easat-3883	140	10	each	each	DET
easat-3883	140	11	layer	layer	NOUN
easat-3883	140	12	featuring	feature	VERB
easat-3883	140	13	cameras	camera	NOUN
easat-3883	140	14	evenly	evenly	ADV
easat-3883	140	15	spaced	space	VERB
easat-3883	140	16	apart	apart	ADV
easat-3883	140	17	(	(	PUNCT
easat-3883	140	18	figure	figure	NOUN
easat-3883	140	19	3	3	NUM
easat-3883	140	20	)	)	PUNCT
easat-3883	140	21	.	.	PUNCT
easat-3883	141	1	we	we	PRON
easat-3883	141	2	employed	employ	VERB
easat-3883	141	3	11	11	NUM
easat-3883	141	4	distinct	distinct	ADJ
easat-3883	141	5	lighting	lighting	NOUN
easat-3883	141	6	setups	setup	NOUN
easat-3883	141	7	,	,	PUNCT
easat-3883	141	8	adjusting	adjust	VERB
easat-3883	141	9	intensities	intensity	NOUN
easat-3883	141	10	from	from	ADP
easat-3883	141	11	0	0	NUM
easat-3883	141	12	to	to	PART
easat-3883	141	13	1,000	1,000	NUM
easat-3883	141	14	lux	lux	NOUN
easat-3883	141	15	and	and	CCONJ
easat-3883	141	16	varying	vary	VERB
easat-3883	141	17	lighting	lighting	NOUN
easat-3883	141	18	angles	angle	NOUN
easat-3883	141	19	to	to	PART
easat-3883	141	20	achieve	achieve	VERB
easat-3883	141	21	partial	partial	ADJ
easat-3883	141	22	facial	facial	ADJ
easat-3883	141	23	shadowing	shadowing	NOUN
easat-3883	141	24	.	.	PUNCT
easat-3883	142	1	it	it	PRON
easat-3883	142	2	is	be	AUX
easat-3883	142	3	ensured	ensure	VERB
easat-3883	142	4	that	that	SCONJ
easat-3883	142	5	the	the	DET
easat-3883	142	6	tip	tip	NOUN
easat-3883	142	7	of	of	ADP
easat-3883	142	8	each	each	DET
easat-3883	142	9	subject	subject	NOUN
easat-3883	142	10	’s	’s	PART
easat-3883	142	11	nose	nose	NOUN
easat-3883	142	12	is	be	AUX
easat-3883	142	13	positioned	position	VERB
easat-3883	142	14	centrally	centrally	ADV
easat-3883	142	15	within	within	ADP
easat-3883	142	16	the	the	DET
easat-3883	142	17	frame	frame	NOUN
easat-3883	142	18	.	.	PUNCT
easat-3883	143	1	synchronization	synchronization	NOUN
easat-3883	143	2	of	of	ADP
easat-3883	143	3	all	all	DET
easat-3883	143	4	capturing	capture	VERB
easat-3883	143	5	devices	device	NOUN
easat-3883	143	6	ensures	ensure	VERB
easat-3883	143	7	simultaneous	simultaneous	ADJ
easat-3883	143	8	image	image	NOUN
easat-3883	143	9	capture	capture	NOUN
easat-3883	143	10	,	,	PUNCT
easat-3883	143	11	streamlining	streamline	VERB
easat-3883	143	12	the	the	DET
easat-3883	143	13	process	process	NOUN
easat-3883	143	14	.	.	PUNCT
easat-3883	144	1	each	each	DET
easat-3883	144	2	camera	camera	NOUN
easat-3883	144	3	is	be	AUX
easat-3883	144	4	set	set	VERB
easat-3883	144	5	up	up	ADP
easat-3883	144	6	with	with	ADP
easat-3883	144	7	the	the	DET
easat-3883	144	8	following	follow	VERB
easat-3883	144	9	configurations	configuration	NOUN
easat-3883	144	10	(	(	PUNCT
easat-3883	144	11	table	table	NOUN
easat-3883	144	12	1	1	NUM
easat-3883	144	13	)	)	PUNCT
easat-3883	144	14	.	.	PUNCT
easat-3883	145	1	136	136	NUM
easat-3883	145	2	edelweiss	edelweiss	PROPN
easat-3883	145	3	applied	apply	VERB
easat-3883	145	4	science	science	NOUN
easat-3883	145	5	and	and	CCONJ
easat-3883	145	6	technology	technology	NOUN
easat-3883	145	7	issn	issn	PROPN
easat-3883	145	8	:	:	PUNCT
easat-3883	145	9	2576	2576	NUM
easat-3883	145	10	-	-	SYM
easat-3883	145	11	8484	8484	NUM
easat-3883	145	12	vol	vol	NOUN
easat-3883	145	13	.	.	PROPN
easat-3883	146	1	9	9	NUM
easat-3883	146	2	,	,	PUNCT
easat-3883	146	3	no	no	INTJ
easat-3883	146	4	.	.	NOUN
easat-3883	146	5	1	1	NUM
easat-3883	146	6	:	:	SYM
easat-3883	146	7	131	131	NUM
easat-3883	146	8	-	-	SYM
easat-3883	146	9	145	145	NUM
easat-3883	146	10	,	,	PUNCT
easat-3883	146	11	2025	2025	NUM
easat-3883	146	12	doi	doi	NOUN
easat-3883	146	13	:	:	PUNCT
easat-3883	146	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	146	15	©	©	PROPN
easat-3883	146	16	2025	2025	NUM
easat-3883	146	17	by	by	ADP
easat-3883	146	18	the	the	DET
easat-3883	146	19	authors	author	NOUN
easat-3883	146	20	;	;	PUNCT
easat-3883	146	21	licensee	licensee	PROPN
easat-3883	146	22	learning	learn	VERB
easat-3883	146	23	gate	gate	NOUN
easat-3883	146	24	table	table	NOUN
easat-3883	146	25	1	1	NUM
easat-3883	146	26	.	.	PUNCT
easat-3883	146	27	camera	camera	NOUN
easat-3883	146	28	configuration	configuration	NOUN
easat-3883	146	29	.	.	PUNCT
easat-3883	147	1	shutter	shutter	NOUN
easat-3883	147	2	speed	speed	NOUN
easat-3883	147	3	aperture	aperture	NOUN
easat-3883	147	4	iso	iso	PROPN
easat-3883	147	5	white	white	PROPN
easat-3883	147	6	balance	balance	NOUN
easat-3883	147	7	forcus	forcus	ADJ
easat-3883	147	8	image	image	NOUN
easat-3883	147	9	quality	quality	NOUN
easat-3883	147	10	zoom	zoom	NOUN
easat-3883	147	11	1/40s	1/40s	NUM
easat-3883	147	12	f5.6	f5.6	ADJ
easat-3883	147	13	800	800	NUM
easat-3883	147	14	awb	awb	NOUN
easat-3883	147	15	manual	manual	NOUN
easat-3883	147	16	focus	focus	NOUN
easat-3883	147	17	s1	s1	NOUN
easat-3883	147	18	24	24	NUM
easat-3883	147	19	each	each	DET
easat-3883	147	20	participant	participant	NOUN
easat-3883	147	21	undergoes	undergo	VERB
easat-3883	147	22	a	a	DET
easat-3883	147	23	roughly	roughly	ADV
easat-3883	147	24	one	one	NUM
easat-3883	147	25	-	-	PUNCT
easat-3883	147	26	hour	hour	NOUN
easat-3883	147	27	procedure	procedure	NOUN
easat-3883	147	28	,	,	PUNCT
easat-3883	147	29	divided	divide	VERB
easat-3883	147	30	into	into	ADP
easat-3883	147	31	five	five	NUM
easat-3883	147	32	brief	brief	ADJ
easat-3883	147	33	sessions	session	NOUN
easat-3883	147	34	.	.	PUNCT
easat-3883	148	1	the	the	DET
easat-3883	148	2	initial	initial	ADJ
easat-3883	148	3	three	three	NUM
easat-3883	148	4	sessions	session	NOUN
easat-3883	148	5	involve	involve	VERB
easat-3883	148	6	capturing	capture	VERB
easat-3883	148	7	facial	facial	ADJ
easat-3883	148	8	images	image	NOUN
easat-3883	148	9	without	without	ADP
easat-3883	148	10	any	any	DET
easat-3883	148	11	accessories	accessory	NOUN
easat-3883	148	12	.	.	PUNCT
easat-3883	149	1	in	in	ADP
easat-3883	149	2	the	the	DET
easat-3883	149	3	fourth	fourth	ADJ
easat-3883	149	4	and	and	CCONJ
easat-3883	149	5	fifth	fifth	ADJ
easat-3883	149	6	sessions	session	NOUN
easat-3883	149	7	,	,	PUNCT
easat-3883	149	8	participants	participant	NOUN
easat-3883	149	9	are	be	AUX
easat-3883	149	10	instructed	instruct	VERB
easat-3883	149	11	to	to	PART
easat-3883	149	12	wear	wear	VERB
easat-3883	149	13	a	a	DET
easat-3883	149	14	face	face	NOUN
easat-3883	149	15	mask	mask	NOUN
easat-3883	149	16	and	and	CCONJ
easat-3883	149	17	sunglasses	sunglass	NOUN
easat-3883	149	18	respectively	respectively	ADV
easat-3883	149	19	.	.	PUNCT
easat-3883	150	1	data	datum	NOUN
easat-3883	150	2	gathered	gather	VERB
easat-3883	150	3	from	from	ADP
easat-3883	150	4	these	these	DET
easat-3883	150	5	final	final	ADJ
easat-3883	150	6	two	two	NUM
easat-3883	150	7	sessions	session	NOUN
easat-3883	150	8	contributes	contribute	VERB
easat-3883	150	9	to	to	ADP
easat-3883	150	10	enhancing	enhance	VERB
easat-3883	150	11	facial	facial	ADJ
easat-3883	150	12	reconstruction	reconstruction	NOUN
easat-3883	150	13	in	in	ADP
easat-3883	150	14	scenarios	scenario	NOUN
easat-3883	150	15	involving	involve	VERB
easat-3883	150	16	occlusions	occlusion	NOUN
easat-3883	150	17	.	.	PUNCT
easat-3883	151	1	during	during	ADP
easat-3883	151	2	each	each	DET
easat-3883	151	3	session	session	NOUN
easat-3883	151	4	,	,	PUNCT
easat-3883	151	5	individuals	individual	NOUN
easat-3883	151	6	are	be	AUX
easat-3883	151	7	required	require	VERB
easat-3883	151	8	to	to	PART
easat-3883	151	9	display	display	VERB
easat-3883	151	10	seven	seven	NUM
easat-3883	151	11	distinct	distinct	ADJ
easat-3883	151	12	expressions	expression	NOUN
easat-3883	151	13	:	:	PUNCT
easat-3883	151	14	neutral	neutral	ADJ
easat-3883	151	15	,	,	PUNCT
easat-3883	151	16	happy	happy	ADJ
easat-3883	151	17	,	,	PUNCT
easat-3883	151	18	sad	sad	ADJ
easat-3883	151	19	,	,	PUNCT
easat-3883	151	20	afraid	afraid	ADJ
easat-3883	151	21	,	,	PUNCT
easat-3883	151	22	angry	angry	ADJ
easat-3883	151	23	,	,	PUNCT
easat-3883	151	24	surprised	surprised	ADJ
easat-3883	151	25	,	,	PUNCT
easat-3883	151	26	and	and	CCONJ
easat-3883	151	27	disgusted	disgusted	ADJ
easat-3883	151	28	,	,	PUNCT
easat-3883	151	29	across	across	ADP
easat-3883	151	30	11	11	NUM
easat-3883	151	31	mentioned	mention	VERB
easat-3883	151	32	lighting	lighting	NOUN
easat-3883	151	33	setups	setup	NOUN
easat-3883	151	34	.	.	PUNCT
easat-3883	152	1	consequently	consequently	ADV
easat-3883	152	2	,	,	PUNCT
easat-3883	152	3	the	the	DET
easat-3883	152	4	total	total	ADJ
easat-3883	152	5	number	number	NOUN
easat-3883	152	6	of	of	ADP
easat-3883	152	7	images	image	NOUN
easat-3883	152	8	obtained	obtain	VERB
easat-3883	152	9	from	from	ADP
easat-3883	152	10	each	each	DET
easat-3883	152	11	individual	individual	ADJ
easat-3883	152	12	amount	amount	NOUN
easat-3883	152	13	to	to	ADP
easat-3883	152	14	10,395	10,395	NUM
easat-3883	152	15	,	,	PUNCT
easat-3883	152	16	calculated	calculate	VERB
easat-3883	152	17	as	as	ADP
easat-3883	152	18	5	5	NUM
easat-3883	152	19	(	(	PUNCT
easat-3883	152	20	capturing	capture	VERB
easat-3883	152	21	sessions	session	NOUN
easat-3883	152	22	)	)	PUNCT
easat-3883	152	23	×	×	NOUN
easat-3883	152	24	11	11	NUM
easat-3883	152	25	(	(	PUNCT
easat-3883	152	26	lighting	lighting	NOUN
easat-3883	152	27	conditions	condition	NOUN
easat-3883	152	28	)	)	PUNCT
easat-3883	152	29	×	×	NOUN
easat-3883	152	30	7	7	NUM
easat-3883	152	31	(	(	PUNCT
easat-3883	152	32	facial	facial	ADJ
easat-3883	152	33	expressions	expression	NOUN
easat-3883	152	34	)	)	PUNCT
easat-3883	152	35	×	×	NOUN
easat-3883	152	36	27	27	NUM
easat-3883	152	37	(	(	PUNCT
easat-3883	152	38	poses	pose	NOUN
easat-3883	152	39	)	)	PUNCT
easat-3883	152	40	.	.	PUNCT
easat-3883	153	1	the	the	DET
easat-3883	153	2	dataset	dataset	NOUN
easat-3883	153	3	comprises	comprise	VERB
easat-3883	153	4	data	datum	NOUN
easat-3883	153	5	obtained	obtain	VERB
easat-3883	153	6	from	from	ADP
easat-3883	153	7	subjects	subject	NOUN
easat-3883	153	8	aged	age	VERB
easat-3883	153	9	between	between	ADP
easat-3883	153	10	20	20	NUM
easat-3883	153	11	and	and	CCONJ
easat-3883	153	12	50	50	NUM
easat-3883	153	13	,	,	PUNCT
easat-3883	153	14	with	with	ADP
easat-3883	153	15	a	a	DET
easat-3883	153	16	predominant	predominant	ADJ
easat-3883	153	17	representation	representation	NOUN
easat-3883	153	18	in	in	ADP
easat-3883	153	19	their	their	PRON
easat-3883	153	20	twenties	twenty	NOUN
easat-3883	153	21	.	.	PUNCT
easat-3883	154	1	the	the	DET
easat-3883	154	2	gender	gender	NOUN
easat-3883	154	3	distribution	distribution	NOUN
easat-3883	154	4	is	be	AUX
easat-3883	154	5	nearly	nearly	ADV
easat-3883	154	6	equal	equal	ADJ
easat-3883	154	7	,	,	PUNCT
easat-3883	154	8	with	with	ADP
easat-3883	154	9	48	48	NUM
easat-3883	154	10	%	%	NOUN
easat-3883	154	11	male	male	NOUN
easat-3883	154	12	and	and	CCONJ
easat-3883	154	13	52	52	NUM
easat-3883	154	14	%	%	NOUN
easat-3883	154	15	female	female	ADJ
easat-3883	154	16	subjects	subject	NOUN
easat-3883	154	17	.	.	PUNCT
easat-3883	155	1	additional	additional	ADJ
easat-3883	155	2	information	information	NOUN
easat-3883	155	3	regarding	regard	VERB
easat-3883	155	4	the	the	DET
easat-3883	155	5	dataset	dataset	NOUN
easat-3883	155	6	is	be	AUX
easat-3883	155	7	available	available	ADJ
easat-3883	155	8	in	in	ADP
easat-3883	155	9	[	[	X
easat-3883	155	10	18	18	NUM
easat-3883	155	11	]	]	PUNCT
easat-3883	155	12	.	.	PUNCT
easat-3883	156	1	figure	figure	NOUN
easat-3883	156	2	3	3	NUM
easat-3883	156	3	.	.	PUNCT
easat-3883	156	4	data	datum	NOUN
easat-3883	156	5	capture	capture	NOUN
easat-3883	156	6	system	system	NOUN
easat-3883	156	7	.	.	PUNCT
easat-3883	157	1	3.2	3.2	NUM
easat-3883	157	2	.	.	PUNCT
easat-3883	158	1	generating	generate	VERB
easat-3883	158	2	facial	facial	ADJ
easat-3883	158	3	expression	expression	NOUN
easat-3883	158	4	3d	3d	NOUN
easat-3883	158	5	models	model	NOUN
easat-3883	158	6	to	to	PART
easat-3883	158	7	generate	generate	VERB
easat-3883	158	8	the	the	DET
easat-3883	158	9	3d	3d	NUM
easat-3883	158	10	head	head	NOUN
easat-3883	158	11	from	from	ADP
easat-3883	158	12	a	a	DET
easat-3883	158	13	single	single	ADJ
easat-3883	158	14	input	input	NOUN
easat-3883	158	15	image	image	NOUN
easat-3883	158	16	,	,	PUNCT
easat-3883	158	17	we	we	PRON
easat-3883	158	18	utilized	utilize	VERB
easat-3883	158	19	an	an	DET
easat-3883	158	20	architecture	architecture	NOUN
easat-3883	158	21	that	that	PRON
easat-3883	158	22	combines	combine	VERB
easat-3883	158	23	deca	deca	NOUN
easat-3883	159	1	[	[	X
easat-3883	159	2	4	4	NUM
easat-3883	159	3	]	]	X
easat-3883	159	4	mica	mica	NOUN
easat-3883	160	1	[	[	X
easat-3883	160	2	5	5	NUM
easat-3883	160	3	]	]	PUNCT
easat-3883	160	4	and	and	CCONJ
easat-3883	160	5	our	our	PRON
easat-3883	160	6	emotional	emotional	ADJ
easat-3883	160	7	regressive	regressive	ADJ
easat-3883	160	8	model	model	NOUN
easat-3883	160	9	.	.	PUNCT
easat-3883	161	1	the	the	DET
easat-3883	161	2	architecture	architecture	NOUN
easat-3883	161	3	,	,	PUNCT
easat-3883	161	4	as	as	SCONJ
easat-3883	161	5	depicted	depict	VERB
easat-3883	161	6	in	in	ADP
easat-3883	161	7	figure	figure	NOUN
easat-3883	161	8	4	4	NUM
easat-3883	161	9	,	,	PUNCT
easat-3883	161	10	follows	follow	VERB
easat-3883	161	11	the	the	DET
easat-3883	161	12	following	follow	VERB
easat-3883	161	13	process	process	NOUN
easat-3883	161	14	.	.	PUNCT
easat-3883	162	1	firstly	firstly	ADV
easat-3883	162	2	,	,	PUNCT
easat-3883	162	3	deca	deca	PROPN
easat-3883	162	4	takes	take	VERB
easat-3883	162	5	the	the	DET
easat-3883	162	6	input	input	NOUN
easat-3883	162	7	image	image	NOUN
easat-3883	162	8	and	and	CCONJ
easat-3883	162	9	estimates	estimate	VERB
easat-3883	162	10	parameters	parameter	NOUN
easat-3883	162	11	such	such	ADJ
easat-3883	162	12	as	as	ADP
easat-3883	162	13	camera	camera	NOUN
easat-3883	162	14	(	(	PUNCT
easat-3883	162	15	c	c	NOUN
easat-3883	162	16	)	)	PUNCT
easat-3883	162	17	,	,	PUNCT
easat-3883	162	18	albedo	albedo	PROPN
easat-3883	162	19	(	(	PUNCT
easat-3883	162	20	α	α	NOUN
easat-3883	162	21	)	)	PUNCT
easat-3883	162	22	,	,	PUNCT
easat-3883	162	23	light	light	NOUN
easat-3883	162	24	(	(	PUNCT
easat-3883	162	25	l	l	NOUN
easat-3883	162	26	)	)	PUNCT
easat-3883	162	27	,	,	PUNCT
easat-3883	162	28	expression	expression	NOUN
easat-3883	162	29	(	(	PUNCT
easat-3883	162	30	ψ	ψ	NOUN
easat-3883	162	31	)	)	PUNCT
easat-3883	162	32	,	,	PUNCT
easat-3883	162	33	identity	identity	NOUN
easat-3883	162	34	’s	’s	PART
easat-3883	162	35	shape	shape	NOUN
easat-3883	162	36	(	(	PUNCT
easat-3883	162	37	β	β	NOUN
easat-3883	162	38	)	)	PUNCT
easat-3883	162	39	,	,	PUNCT
easat-3883	162	40	head	head	NOUN
easat-3883	162	41	pose	pose	VERB
easat-3883	162	42	(	(	PUNCT
easat-3883	162	43	θ	θ	NOUN
easat-3883	162	44	)	)	PUNCT
easat-3883	162	45	,	,	PUNCT
easat-3883	162	46	and	and	CCONJ
easat-3883	162	47	detail	detail	NOUN
easat-3883	162	48	(	(	PUNCT
easat-3883	162	49	δ	δ	PROPN
easat-3883	162	50	)	)	PUNCT
easat-3883	162	51	.	.	PUNCT
easat-3883	163	1	however	however	ADV
easat-3883	163	2	,	,	PUNCT
easat-3883	163	3	for	for	ADP
easat-3883	163	4	the	the	DET
easat-3883	163	5	flame	flame	PROPN
easat-3883	163	6	model	model	NOUN
easat-3883	163	7	,	,	PUNCT
easat-3883	163	8	three	three	NUM
easat-3883	163	9	parameters	parameter	NOUN
easat-3883	163	10	—	—	PUNCT
easat-3883	163	11	expression	expression	NOUN
easat-3883	163	12	(	(	PUNCT
easat-3883	163	13	ψ	ψ	NOUN
easat-3883	163	14	)	)	PUNCT
easat-3883	163	15	,	,	PUNCT
easat-3883	163	16	identity	identity	NOUN
easat-3883	163	17	’s	’s	PART
easat-3883	163	18	shape	shape	NOUN
easat-3883	163	19	(	(	PUNCT
easat-3883	163	20	β	β	NOUN
easat-3883	163	21	)	)	PUNCT
easat-3883	163	22	,	,	PUNCT
easat-3883	163	23	and	and	CCONJ
easat-3883	163	24	head	head	NOUN
easat-3883	163	25	pose	pose	VERB
easat-3883	163	26	(	(	PUNCT
easat-3883	163	27	θ)—are	θ)—are	AUX
easat-3883	163	28	replaced	replace	VERB
easat-3883	163	29	by	by	ADP
easat-3883	163	30	the	the	DET
easat-3883	163	31	outputs	output	NOUN
easat-3883	163	32	of	of	ADP
easat-3883	163	33	mica	mica	NOUN
easat-3883	163	34	and	and	CCONJ
easat-3883	163	35	the	the	DET
easat-3883	163	36	emotional	emotional	ADJ
easat-3883	163	37	regressive	regressive	ADJ
easat-3883	163	38	model	model	NOUN
easat-3883	163	39	.	.	PUNCT
easat-3883	164	1	although	although	SCONJ
easat-3883	164	2	deca	deca	NOUN
easat-3883	164	3	could	could	AUX
easat-3883	164	4	be	be	AUX
easat-3883	164	5	used	use	VERB
easat-3883	164	6	for	for	ADP
easat-3883	164	7	the	the	DET
easat-3883	164	8	identity	identity	NOUN
easat-3883	164	9	’s	’s	PART
easat-3883	164	10	shape	shape	NOUN
easat-3883	164	11	parameters	parameter	NOUN
easat-3883	164	12	,	,	PUNCT
easat-3883	164	13	we	we	PRON
easat-3883	164	14	opted	opt	VERB
easat-3883	164	15	for	for	ADP
easat-3883	164	16	mica	mica	NOUN
easat-3883	164	17	due	due	ADP
easat-3883	164	18	to	to	ADP
easat-3883	164	19	its	its	PRON
easat-3883	164	20	ability	ability	NOUN
easat-3883	164	21	to	to	PART
easat-3883	164	22	reconstruct	reconstruct	VERB
easat-3883	164	23	these	these	DET
easat-3883	164	24	parameters	parameter	NOUN
easat-3883	164	25	with	with	ADP
easat-3883	164	26	metric	metric	ADJ
easat-3883	164	27	accuracy	accuracy	NOUN
easat-3883	164	28	and	and	CCONJ
easat-3883	164	29	produce	produce	VERB
easat-3883	164	30	superior	superior	ADJ
easat-3883	164	31	results	result	NOUN
easat-3883	164	32	,	,	PUNCT
easat-3883	164	33	as	as	SCONJ
easat-3883	164	34	evidenced	evidence	VERB
easat-3883	164	35	in	in	ADP
easat-3883	164	36	the	the	DET
easat-3883	164	37	now	now	ADV
easat-3883	164	38	challenge	challenge	ADJ
easat-3883	164	39	benchmarks	benchmark	NOUN
easat-3883	164	40	.	.	PUNCT
easat-3883	165	1	137	137	NUM
easat-3883	165	2	edelweiss	edelweiss	PROPN
easat-3883	165	3	applied	apply	VERB
easat-3883	165	4	science	science	NOUN
easat-3883	165	5	and	and	CCONJ
easat-3883	165	6	technology	technology	NOUN
easat-3883	165	7	issn	issn	PROPN
easat-3883	165	8	:	:	PUNCT
easat-3883	165	9	2576	2576	NUM
easat-3883	165	10	-	-	SYM
easat-3883	165	11	8484	8484	NUM
easat-3883	165	12	vol	vol	NOUN
easat-3883	165	13	.	.	PROPN
easat-3883	166	1	9	9	NUM
easat-3883	166	2	,	,	PUNCT
easat-3883	166	3	no	no	INTJ
easat-3883	166	4	.	.	NOUN
easat-3883	166	5	1	1	NUM
easat-3883	166	6	:	:	SYM
easat-3883	166	7	131	131	NUM
easat-3883	166	8	-	-	SYM
easat-3883	166	9	145	145	NUM
easat-3883	166	10	,	,	PUNCT
easat-3883	166	11	2025	2025	NUM
easat-3883	166	12	doi	doi	NOUN
easat-3883	166	13	:	:	PUNCT
easat-3883	166	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	166	15	©	©	PROPN
easat-3883	166	16	2025	2025	NUM
easat-3883	166	17	by	by	ADP
easat-3883	166	18	the	the	DET
easat-3883	166	19	authors	author	NOUN
easat-3883	166	20	;	;	PUNCT
easat-3883	166	21	licensee	licensee	PROPN
easat-3883	166	22	learning	learn	VERB
easat-3883	166	23	gate	gate	NOUN
easat-3883	166	24	figure	figure	NOUN
easat-3883	166	25	4	4	NUM
easat-3883	166	26	.	.	PUNCT
easat-3883	166	27	process	process	NOUN
easat-3883	166	28	of	of	ADP
easat-3883	166	29	3d	3d	NUM
easat-3883	166	30	expression	expression	NOUN
easat-3883	166	31	reconstruction	reconstruction	NOUN
easat-3883	166	32	from	from	ADP
easat-3883	166	33	images	image	NOUN
easat-3883	166	34	.	.	PUNCT
easat-3883	167	1	the	the	DET
easat-3883	167	2	two	two	NUM
easat-3883	167	3	parameters	parameter	NOUN
easat-3883	167	4	,	,	PUNCT
easat-3883	167	5	expression	expression	NOUN
easat-3883	167	6	(	(	PUNCT
easat-3883	167	7	ψ	ψ	NOUN
easat-3883	167	8	)	)	PUNCT
easat-3883	167	9	and	and	CCONJ
easat-3883	167	10	head	head	NOUN
easat-3883	167	11	pose	pose	VERB
easat-3883	167	12	(	(	PUNCT
easat-3883	167	13	θ	θ	NOUN
easat-3883	167	14	)	)	PUNCT
easat-3883	167	15	,	,	PUNCT
easat-3883	167	16	are	be	AUX
easat-3883	167	17	employed	employ	VERB
easat-3883	167	18	to	to	PART
easat-3883	167	19	generate	generate	VERB
easat-3883	167	20	a	a	DET
easat-3883	167	21	3d	3d	NUM
easat-3883	167	22	facial	facial	ADJ
easat-3883	167	23	model	model	NOUN
easat-3883	167	24	,	,	PUNCT
easat-3883	167	25	with	with	ADP
easat-3883	167	26	the	the	DET
easat-3883	167	27	expressions	expression	NOUN
easat-3883	167	28	being	be	AUX
easat-3883	167	29	replaced	replace	VERB
easat-3883	167	30	by	by	ADP
easat-3883	167	31	the	the	DET
easat-3883	167	32	output	output	NOUN
easat-3883	167	33	of	of	ADP
easat-3883	167	34	our	our	PRON
easat-3883	167	35	emotional	emotional	ADJ
easat-3883	167	36	regression	regression	NOUN
easat-3883	167	37	model	model	NOUN
easat-3883	167	38	(	(	PUNCT
easat-3883	167	39	presented	present	VERB
easat-3883	167	40	in	in	ADP
easat-3883	167	41	section	section	NOUN
easat-3883	167	42	3.2	3.2	NUM
easat-3883	167	43	)	)	PUNCT
easat-3883	167	44	.	.	PUNCT
easat-3883	168	1	the	the	DET
easat-3883	168	2	resulting	result	VERB
easat-3883	168	3	flame	flame	NOUN
easat-3883	168	4	mesh	mesh	NOUN
easat-3883	168	5	,	,	PUNCT
easat-3883	168	6	along	along	ADP
easat-3883	168	7	with	with	ADP
easat-3883	168	8	the	the	DET
easat-3883	168	9	displacement	displacement	NOUN
easat-3883	168	10	map	map	NOUN
easat-3883	168	11	,	,	PUNCT
easat-3883	168	12	is	be	AUX
easat-3883	168	13	used	use	VERB
easat-3883	168	14	to	to	PART
easat-3883	168	15	create	create	VERB
easat-3883	168	16	a	a	DET
easat-3883	168	17	detailed	detailed	ADJ
easat-3883	168	18	3d	3d	ADJ
easat-3883	168	19	facial	facial	ADJ
easat-3883	168	20	model	model	NOUN
easat-3883	168	21	.	.	PUNCT
easat-3883	169	1	additionally	additionally	ADV
easat-3883	169	2	,	,	PUNCT
easat-3883	169	3	the	the	DET
easat-3883	169	4	albedo	albedo	NOUN
easat-3883	169	5	map	map	NOUN
easat-3883	169	6	,	,	PUNCT
easat-3883	169	7	generated	generate	VERB
easat-3883	169	8	from	from	ADP
easat-3883	169	9	the	the	DET
easat-3883	169	10	camera	camera	NOUN
easat-3883	169	11	and	and	CCONJ
easat-3883	169	12	light	light	ADJ
easat-3883	169	13	parameters	parameter	NOUN
easat-3883	169	14	,	,	PUNCT
easat-3883	169	15	is	be	AUX
easat-3883	169	16	applied	apply	VERB
easat-3883	169	17	to	to	ADP
easat-3883	169	18	the	the	DET
easat-3883	169	19	detailed	detailed	ADJ
easat-3883	169	20	3d	3d	NUM
easat-3883	169	21	facial	facial	ADJ
easat-3883	169	22	model	model	NOUN
easat-3883	169	23	,	,	PUNCT
easat-3883	169	24	which	which	PRON
easat-3883	169	25	is	be	AUX
easat-3883	169	26	then	then	ADV
easat-3883	169	27	rendered	render	VERB
easat-3883	169	28	to	to	PART
easat-3883	169	29	produce	produce	VERB
easat-3883	169	30	an	an	DET
easat-3883	169	31	output	output	NOUN
easat-3883	169	32	image	image	NOUN
easat-3883	169	33	,	,	PUNCT
easat-3883	169	34	ir	ir	PROPN
easat-3883	169	35	.	.	PUNCT
easat-3883	170	1	this	this	DET
easat-3883	170	2	output	output	NOUN
easat-3883	170	3	image	image	NOUN
easat-3883	170	4	,	,	PUNCT
easat-3883	170	5	ir	ir	PROPN
easat-3883	170	6	,	,	PUNCT
easat-3883	170	7	is	be	AUX
easat-3883	170	8	further	far	ADV
easat-3883	170	9	utilized	utilize	VERB
easat-3883	170	10	to	to	PART
easat-3883	170	11	evaluate	evaluate	VERB
easat-3883	170	12	the	the	DET
easat-3883	170	13	detailed	detailed	ADJ
easat-3883	170	14	3d	3d	NUM
easat-3883	170	15	facial	facial	ADJ
easat-3883	170	16	model	model	NOUN
easat-3883	170	17	.	.	PUNCT
easat-3883	171	1	3.3	3.3	NUM
easat-3883	171	2	.	.	PUNCT
easat-3883	172	1	expression	expression	NOUN
easat-3883	172	2	learning	learning	NOUN
easat-3883	172	3	ekman	ekman	PROPN
easat-3883	173	1	[	[	X
easat-3883	173	2	19	19	NUM
easat-3883	173	3	]	]	PUNCT
easat-3883	173	4	the	the	DET
easat-3883	173	5	developer	developer	NOUN
easat-3883	173	6	of	of	ADP
easat-3883	173	7	a	a	DET
easat-3883	173	8	widely	widely	ADV
easat-3883	173	9	accepted	accept	VERB
easat-3883	173	10	theory	theory	NOUN
easat-3883	173	11	on	on	ADP
easat-3883	173	12	basic	basic	ADJ
easat-3883	173	13	emotions	emotion	NOUN
easat-3883	173	14	and	and	CCONJ
easat-3883	173	15	their	their	PRON
easat-3883	173	16	expressions	expression	NOUN
easat-3883	173	17	,	,	PUNCT
easat-3883	173	18	proposes	propose	VERB
easat-3883	173	19	that	that	SCONJ
easat-3883	173	20	there	there	PRON
easat-3883	173	21	are	be	VERB
easat-3883	173	22	six	six	NUM
easat-3883	173	23	fundamental	fundamental	ADJ
easat-3883	173	24	emotions	emotion	NOUN
easat-3883	173	25	:	:	PUNCT
easat-3883	173	26	sadness	sadness	NOUN
easat-3883	173	27	,	,	PUNCT
easat-3883	173	28	happiness	happiness	NOUN
easat-3883	173	29	,	,	PUNCT
easat-3883	173	30	fear	fear	NOUN
easat-3883	173	31	,	,	PUNCT
easat-3883	173	32	anger	anger	NOUN
easat-3883	173	33	,	,	PUNCT
easat-3883	173	34	surprise	surprise	NOUN
easat-3883	173	35	,	,	PUNCT
easat-3883	173	36	and	and	CCONJ
easat-3883	173	37	disgust	disgust	NOUN
easat-3883	173	38	.	.	PUNCT
easat-3883	174	1	expression	expression	NOUN
easat-3883	174	2	generation	generation	NOUN
easat-3883	174	3	models	model	NOUN
easat-3883	174	4	significantly	significantly	ADV
easat-3883	174	5	depend	depend	VERB
easat-3883	174	6	on	on	ADP
easat-3883	174	7	datasets	dataset	NOUN
easat-3883	174	8	.	.	PUNCT
easat-3883	175	1	the	the	DET
easat-3883	175	2	quality	quality	NOUN
easat-3883	175	3	and	and	CCONJ
easat-3883	175	4	diversity	diversity	NOUN
easat-3883	175	5	of	of	ADP
easat-3883	175	6	these	these	DET
easat-3883	175	7	datasets	dataset	NOUN
easat-3883	175	8	influence	influence	VERB
easat-3883	175	9	the	the	DET
easat-3883	175	10	model	model	NOUN
easat-3883	175	11	’s	’s	PART
easat-3883	175	12	ability	ability	NOUN
easat-3883	175	13	to	to	PART
easat-3883	175	14	learn	learn	VERB
easat-3883	175	15	and	and	CCONJ
easat-3883	175	16	accurately	accurately	ADV
easat-3883	175	17	reproduce	reproduce	VERB
easat-3883	175	18	expressions	expression	NOUN
easat-3883	175	19	.	.	PUNCT
easat-3883	176	1	a	a	DET
easat-3883	176	2	comprehensive	comprehensive	ADJ
easat-3883	176	3	dataset	dataset	NOUN
easat-3883	176	4	that	that	PRON
easat-3883	176	5	includes	include	VERB
easat-3883	176	6	a	a	DET
easat-3883	176	7	variety	variety	NOUN
easat-3883	176	8	of	of	ADP
easat-3883	176	9	expressions	expression	NOUN
easat-3883	176	10	,	,	PUNCT
easat-3883	176	11	lighting	lighting	NOUN
easat-3883	176	12	conditions	condition	NOUN
easat-3883	176	13	,	,	PUNCT
easat-3883	176	14	angles	angle	NOUN
easat-3883	176	15	,	,	PUNCT
easat-3883	176	16	and	and	CCONJ
easat-3883	176	17	facial	facial	ADJ
easat-3883	176	18	features	feature	NOUN
easat-3883	176	19	will	will	AUX
easat-3883	176	20	enhance	enhance	VERB
easat-3883	176	21	the	the	DET
easat-3883	176	22	model	model	NOUN
easat-3883	176	23	’s	’s	PART
easat-3883	176	24	learning	learning	NOUN
easat-3883	176	25	and	and	CCONJ
easat-3883	176	26	enable	enable	VERB
easat-3883	176	27	it	it	PRON
easat-3883	176	28	to	to	PART
easat-3883	176	29	generate	generate	VERB
easat-3883	176	30	more	more	ADJ
easat-3883	176	31	natural	natural	ADJ
easat-3883	176	32	expressions	expression	NOUN
easat-3883	176	33	.	.	PUNCT
easat-3883	177	1	furthermore	furthermore	ADV
easat-3883	177	2	,	,	PUNCT
easat-3883	177	3	each	each	DET
easat-3883	177	4	ethnicity	ethnicity	NOUN
easat-3883	177	5	possesses	possess	VERB
easat-3883	177	6	unique	unique	ADJ
easat-3883	177	7	and	and	CCONJ
easat-3883	177	8	subtle	subtle	ADJ
easat-3883	177	9	characteristics	characteristic	NOUN
easat-3883	177	10	in	in	ADP
easat-3883	177	11	their	their	PRON
easat-3883	177	12	facial	facial	ADJ
easat-3883	177	13	features	feature	NOUN
easat-3883	177	14	;	;	PUNCT
easat-3883	177	15	therefore	therefore	ADV
easat-3883	177	16	,	,	PUNCT
easat-3883	177	17	if	if	SCONJ
easat-3883	177	18	the	the	DET
easat-3883	177	19	dataset	dataset	NOUN
easat-3883	177	20	represents	represent	VERB
easat-3883	177	21	a	a	DET
easat-3883	177	22	specific	specific	ADJ
easat-3883	177	23	demographic	demographic	ADJ
easat-3883	177	24	or	or	CCONJ
easat-3883	177	25	a	a	DET
easat-3883	177	26	range	range	NOUN
easat-3883	177	27	of	of	ADP
easat-3883	177	28	expressions	expression	NOUN
easat-3883	177	29	,	,	PUNCT
easat-3883	177	30	the	the	DET
easat-3883	177	31	model	model	NOUN
easat-3883	177	32	must	must	AUX
easat-3883	177	33	be	be	AUX
easat-3883	177	34	retrained	retrain	VERB
easat-3883	177	35	on	on	ADP
easat-3883	177	36	a	a	DET
easat-3883	177	37	dataset	dataset	NOUN
easat-3883	177	38	that	that	PRON
easat-3883	177	39	accurately	accurately	ADV
easat-3883	177	40	reflects	reflect	VERB
easat-3883	177	41	that	that	SCONJ
easat-3883	177	42	demographic	demographic	ADJ
easat-3883	177	43	and	and	CCONJ
easat-3883	177	44	the	the	DET
easat-3883	177	45	desired	desire	VERB
easat-3883	177	46	expressions	expression	NOUN
easat-3883	177	47	.	.	PUNCT
easat-3883	178	1	to	to	PART
easat-3883	178	2	generate	generate	VERB
easat-3883	178	3	expression	expression	NOUN
easat-3883	178	4	parameters	parameter	NOUN
easat-3883	178	5	from	from	ADP
easat-3883	178	6	images	image	NOUN
easat-3883	178	7	that	that	PRON
easat-3883	178	8	can	can	AUX
easat-3883	178	9	be	be	AUX
easat-3883	178	10	seamlessly	seamlessly	ADV
easat-3883	178	11	integrated	integrate	VERB
easat-3883	178	12	during	during	ADP
easat-3883	178	13	the	the	DET
easat-3883	178	14	reconstruction	reconstruction	NOUN
easat-3883	178	15	of	of	ADP
easat-3883	178	16	3d	3d	PROPN
easat-3883	178	17	faces	face	NOUN
easat-3883	178	18	based	base	VERB
easat-3883	178	19	on	on	ADP
easat-3883	178	20	deca	deca	PROPN
easat-3883	178	21	/	/	SYM
easat-3883	178	22	mica	mica	PROPN
easat-3883	178	23	,	,	PUNCT
easat-3883	178	24	our	our	PRON
easat-3883	178	25	idea	idea	NOUN
easat-3883	178	26	is	be	AUX
easat-3883	178	27	to	to	PART
easat-3883	178	28	create	create	VERB
easat-3883	178	29	an	an	DET
easat-3883	178	30	emotional	emotional	ADJ
easat-3883	178	31	-	-	PUNCT
easat-3883	178	32	regressive	regressive	ADJ
easat-3883	178	33	model	model	NOUN
easat-3883	178	34	to	to	PART
easat-3883	178	35	convert	convert	VERB
easat-3883	178	36	emotional	emotional	ADJ
easat-3883	178	37	labels	label	NOUN
easat-3883	178	38	to	to	ADP
easat-3883	178	39	flame	flame	PROPN
easat-3883	178	40	’s	’s	PART
easat-3883	178	41	pose	pose	NOUN
easat-3883	178	42	and	and	CCONJ
easat-3883	178	43	expression	expression	NOUN
easat-3883	178	44	parameters	parameter	NOUN
easat-3883	178	45	.	.	PUNCT
easat-3883	179	1	the	the	DET
easat-3883	179	2	emotional	emotional	ADJ
easat-3883	179	3	regressive	regressive	ADJ
easat-3883	179	4	model	model	NOUN
easat-3883	179	5	is	be	AUX
easat-3883	179	6	trained	train	VERB
easat-3883	179	7	on	on	ADP
easat-3883	179	8	the	the	DET
easat-3883	179	9	v	v	NOUN
easat-3883	179	10	-	-	PUNCT
easat-3883	179	11	face	face	NOUN
easat-3883	179	12	dataset	dataset	NOUN
easat-3883	179	13	[	[	X
easat-3883	179	14	18	18	NUM
easat-3883	179	15	]	]	PUNCT
easat-3883	179	16	with	with	ADP
easat-3883	179	17	the	the	DET
easat-3883	179	18	ground	ground	NOUN
easat-3883	179	19	truth	truth	NOUN
easat-3883	179	20	acquired	acquire	VERB
easat-3883	179	21	by	by	ADP
easat-3883	179	22	running	run	VERB
easat-3883	179	23	the	the	DET
easat-3883	179	24	dataset	dataset	NOUN
easat-3883	179	25	through	through	ADP
easat-3883	179	26	the	the	DET
easat-3883	179	27	pre	pre	ADJ
easat-3883	179	28	-	-	ADJ
easat-3883	179	29	trained	train	VERB
easat-3883	179	30	face	face	NOUN
easat-3883	179	31	reconstruction	reconstruction	NOUN
easat-3883	179	32	model	model	NOUN
easat-3883	179	33	(	(	PUNCT
easat-3883	179	34	deca/	deca/	PROPN
easat-3883	179	35	mica	mica	NOUN
easat-3883	179	36	)	)	PUNCT
easat-3883	179	37	.	.	PUNCT
easat-3883	180	1	the	the	DET
easat-3883	180	2	emotional	emotional	ADJ
easat-3883	180	3	regressive	regressive	ADJ
easat-3883	180	4	model	model	NOUN
easat-3883	180	5	architecture	architecture	NOUN
easat-3883	180	6	(	(	PUNCT
easat-3883	180	7	called	call	VERB
easat-3883	180	8	erm	erm	PROPN
easat-3883	180	9	)	)	PUNCT
easat-3883	180	10	is	be	AUX
easat-3883	180	11	shown	show	VERB
easat-3883	180	12	in	in	ADP
easat-3883	180	13	figure	figure	NOUN
easat-3883	180	14	5	5	NUM
easat-3883	180	15	below	below	ADV
easat-3883	180	16	.	.	PUNCT
easat-3883	181	1	the	the	DET
easat-3883	181	2	erm	erm	PROPN
easat-3883	181	3	model	model	NOUN
easat-3883	181	4	is	be	AUX
easat-3883	181	5	a	a	DET
easat-3883	181	6	feed	feed	NOUN
easat-3883	181	7	-	-	PUNCT
easat-3883	181	8	forward	forward	NOUN
easat-3883	181	9	model	model	NOUN
easat-3883	181	10	with	with	ADP
easat-3883	181	11	6	6	NUM
easat-3883	181	12	input	input	NOUN
easat-3883	181	13	nodes	node	NOUN
easat-3883	181	14	(	(	PUNCT
easat-3883	181	15	for	for	ADP
easat-3883	181	16	6	6	NUM
easat-3883	181	17	expressions	expression	NOUN
easat-3883	181	18	)	)	PUNCT
easat-3883	181	19	and	and	CCONJ
easat-3883	181	20	56	56	NUM
easat-3883	181	21	output	output	NOUN
easat-3883	181	22	nodes	node	NOUN
easat-3883	181	23	(	(	PUNCT
easat-3883	181	24	50	50	NUM
easat-3883	181	25	for	for	ADP
easat-3883	181	26	expression	expression	NOUN
easat-3883	181	27	parameters	parameter	NOUN
easat-3883	181	28	and	and	CCONJ
easat-3883	181	29	6	6	NUM
easat-3883	181	30	for	for	ADP
easat-3883	181	31	pose	pose	NOUN
easat-3883	181	32	parameters	parameter	NOUN
easat-3883	181	33	)	)	PUNCT
easat-3883	181	34	.	.	PUNCT
easat-3883	182	1	138	138	NUM
easat-3883	182	2	edelweiss	edelweiss	PROPN
easat-3883	182	3	applied	apply	VERB
easat-3883	182	4	science	science	NOUN
easat-3883	182	5	and	and	CCONJ
easat-3883	182	6	technology	technology	NOUN
easat-3883	182	7	issn	issn	PROPN
easat-3883	182	8	:	:	PUNCT
easat-3883	182	9	2576	2576	NUM
easat-3883	182	10	-	-	SYM
easat-3883	182	11	8484	8484	NUM
easat-3883	182	12	vol	vol	NOUN
easat-3883	182	13	.	.	PROPN
easat-3883	183	1	9	9	NUM
easat-3883	183	2	,	,	PUNCT
easat-3883	183	3	no	no	INTJ
easat-3883	183	4	.	.	NOUN
easat-3883	183	5	1	1	NUM
easat-3883	183	6	:	:	SYM
easat-3883	183	7	131	131	NUM
easat-3883	183	8	-	-	SYM
easat-3883	183	9	145	145	NUM
easat-3883	183	10	,	,	PUNCT
easat-3883	183	11	2025	2025	NUM
easat-3883	183	12	doi	doi	NOUN
easat-3883	183	13	:	:	PUNCT
easat-3883	183	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	183	15	©	©	PROPN
easat-3883	183	16	2025	2025	NUM
easat-3883	183	17	by	by	ADP
easat-3883	183	18	the	the	DET
easat-3883	183	19	authors	author	NOUN
easat-3883	183	20	;	;	PUNCT
easat-3883	183	21	licensee	licensee	PROPN
easat-3883	183	22	learning	learn	VERB
easat-3883	183	23	gate	gate	PROPN
easat-3883	183	24	figure	figure	NOUN
easat-3883	183	25	5	5	NUM
easat-3883	183	26	.	.	PUNCT
easat-3883	184	1	the	the	DET
easat-3883	184	2	emotional	emotional	ADJ
easat-3883	184	3	regressive	regressive	ADJ
easat-3883	184	4	model	model	NOUN
easat-3883	184	5	.	.	PUNCT
easat-3883	185	1	the	the	DET
easat-3883	185	2	”	"	PUNCT
easat-3883	185	3	linear	linear	ADJ
easat-3883	185	4	”	"	PUNCT
easat-3883	185	5	layers	layer	NOUN
easat-3883	185	6	perform	perform	VERB
easat-3883	185	7	linear	linear	ADJ
easat-3883	185	8	transformations	transformation	NOUN
easat-3883	185	9	on	on	ADP
easat-3883	185	10	the	the	DET
easat-3883	185	11	input	input	NOUN
easat-3883	185	12	data	datum	NOUN
easat-3883	185	13	,	,	PUNCT
easat-3883	185	14	which	which	PRON
easat-3883	185	15	means	mean	VERB
easat-3883	185	16	they	they	PRON
easat-3883	185	17	apply	apply	VERB
easat-3883	185	18	a	a	DET
easat-3883	185	19	weight	weight	NOUN
easat-3883	185	20	matrix	matrix	NOUN
easat-3883	185	21	and	and	CCONJ
easat-3883	185	22	a	a	DET
easat-3883	185	23	bias	bias	NOUN
easat-3883	185	24	vector	vector	NOUN
easat-3883	185	25	to	to	ADP
easat-3883	185	26	the	the	DET
easat-3883	185	27	input	input	NOUN
easat-3883	185	28	.	.	PUNCT
easat-3883	186	1	the	the	DET
easat-3883	186	2	relu	relu	NOUN
easat-3883	186	3	activation	activation	NOUN
easat-3883	186	4	function	function	NOUN
easat-3883	186	5	is	be	AUX
easat-3883	186	6	used	use	VERB
easat-3883	186	7	to	to	PART
easat-3883	186	8	introduce	introduce	VERB
easat-3883	186	9	nonlinearity	nonlinearity	NOUN
easat-3883	186	10	into	into	ADP
easat-3883	186	11	the	the	DET
easat-3883	186	12	network	network	NOUN
easat-3883	186	13	.	.	PUNCT
easat-3883	187	1	since	since	SCONJ
easat-3883	187	2	the	the	DET
easat-3883	187	3	emotion	emotion	NOUN
easat-3883	187	4	parameters	parameter	NOUN
easat-3883	187	5	in	in	ADP
easat-3883	187	6	flame	flame	NOUN
easat-3883	187	7	are	be	AUX
easat-3883	187	8	projected	project	VERB
easat-3883	187	9	linearly	linearly	ADV
easat-3883	187	10	to	to	ADP
easat-3883	187	11	the	the	DET
easat-3883	187	12	mesh	mesh	NOUN
easat-3883	187	13	vertices	vertex	NOUN
easat-3883	187	14	,	,	PUNCT
easat-3883	187	15	the	the	DET
easat-3883	187	16	linear	linear	ADJ
easat-3883	187	17	layers	layer	NOUN
easat-3883	187	18	should	should	AUX
easat-3883	187	19	perform	perform	VERB
easat-3883	187	20	well	well	ADV
easat-3883	187	21	as	as	ADP
easat-3883	187	22	a	a	DET
easat-3883	187	23	linear	linear	ADJ
easat-3883	187	24	regressor	regressor	NOUN
easat-3883	187	25	.	.	PUNCT
easat-3883	188	1	the	the	DET
easat-3883	188	2	loss	loss	NOUN
easat-3883	188	3	function	function	NOUN
easat-3883	188	4	used	use	VERB
easat-3883	188	5	is	be	AUX
easat-3883	188	6	the	the	DET
easat-3883	188	7	mean	mean	ADJ
easat-3883	188	8	absolute	absolute	ADJ
easat-3883	188	9	error	error	NOUN
easat-3883	188	10	(	(	PUNCT
easat-3883	188	11	mae	mae	PROPN
easat-3883	188	12	)	)	PUNCT
easat-3883	188	13	loss	loss	NOUN
easat-3883	188	14	function	function	NOUN
easat-3883	188	15	which	which	PRON
easat-3883	188	16	is	be	AUX
easat-3883	188	17	defined	define	VERB
easat-3883	188	18	as	as	ADP
easat-3883	188	19	:	:	PUNCT
easat-3883	188	20	𝐿𝑀𝐴𝐸	𝐿𝑀𝐴𝐸	PROPN
easat-3883	188	21	=	=	SYM
easat-3883	188	22	1	1	NUM
easat-3883	188	23	𝑁	𝑁	PROPN
easat-3883	188	24	∑	∑	PUNCT
easat-3883	188	25	|𝑦𝑖	|𝑦𝑖	X
easat-3883	188	26	−	−	PROPN
easat-3883	188	27	�	�	PROPN
easat-3883	188	28	̂	̂	SYM
easat-3883	188	29	�	�	NOUN
easat-3883	188	30	𝑖|	𝑖|	PROPN
easat-3883	188	31	𝑁	𝑁	PROPN
easat-3883	188	32	𝑖=1	𝑖=1	PROPN
easat-3883	188	33	(	(	PUNCT
easat-3883	188	34	1	1	X
easat-3883	188	35	)	)	PUNCT
easat-3883	188	36	𝑤ℎ𝑒𝑟𝑒	𝑤ℎ𝑒𝑟𝑒	NOUN
easat-3883	189	1	𝑦𝑖	𝑦𝑖	NUM
easat-3883	189	2	𝑖𝑠	𝑖𝑠	PROPN
easat-3883	189	3	𝑡ℎ𝑒	𝑡ℎ𝑒	PROPN
easat-3883	189	4	𝑔𝑟𝑜𝑢𝑛𝑑	𝑔𝑟𝑜𝑢𝑛𝑑	NOUN
easat-3883	189	5	𝑡𝑟𝑢𝑡ℎ	𝑡𝑟𝑢𝑡ℎ	PROPN
easat-3883	189	6	,	,	PUNCT
easat-3883	189	7	�	�	PROPN
easat-3883	189	8	̂	̂	VERB
easat-3883	189	9	�	�	NOUN
easat-3883	189	10	𝑖𝑖𝑠	𝑖𝑖𝑠	NOUN
easat-3883	189	11	𝑡ℎ𝑒	𝑡ℎ𝑒	ADJ
easat-3883	189	12	𝑝𝑟𝑒𝑑𝑖𝑐𝑡𝑒𝑑	𝑝𝑟𝑒𝑑𝑖𝑐𝑡𝑒𝑑	NOUN
easat-3883	189	13	𝑣𝑎𝑙𝑢𝑒	𝑣𝑎𝑙𝑢𝑒	PROPN
easat-3883	189	14	,	,	PUNCT
easat-3883	189	15	𝑎𝑛𝑑	𝑎𝑛𝑑	ADJ
easat-3883	189	16	𝑁	𝑁	PROPN
easat-3883	189	17	𝑖𝑠	𝑖𝑠	NOUN
easat-3883	189	18	𝑡ℎ𝑒	𝑡ℎ𝑒	ADJ
easat-3883	189	19	𝑛𝑢𝑚𝑏𝑒𝑟	𝑛𝑢𝑚𝑏𝑒𝑟	NOUN
easat-3883	189	20	𝑜𝑓	𝑜𝑓	ADP
easat-3883	189	21	𝑠𝑎𝑚𝑝𝑙𝑒𝑠.	𝑠𝑎𝑚𝑝𝑙𝑒𝑠.	ADJ
easat-3883	189	22	𝑇ℎ𝑒	𝑇ℎ𝑒	PROPN
easat-3883	189	23	𝑙𝑜𝑠𝑠	𝑙𝑜𝑠𝑠	NOUN
easat-3883	189	24	𝑓𝑢𝑛𝑐𝑡𝑖𝑜𝑛	𝑓𝑢𝑛𝑐𝑡𝑖𝑜𝑛	PROPN
easat-3883	189	25	𝑖𝑠	𝑖𝑠	CCONJ
easat-3883	189	26	𝑑	𝑑	PRON
easat-3883	189	27	efined	efine	VERB
easat-3883	189	28	as	as	ADP
easat-3883	189	29	:	:	PUNCT
easat-3883	189	30	𝐿𝑜𝑠𝑠	𝐿𝑜𝑠𝑠	PROPN
easat-3883	189	31	=	=	SYM
easat-3883	189	32	𝐿𝑜𝑠𝑠(𝑝𝑒𝑥𝑝	𝐿𝑜𝑠𝑠(𝑝𝑒𝑥𝑝	PROPN
easat-3883	189	33	,	,	PUNCT
easat-3883	189	34	�	�	PROPN
easat-3883	189	35	̂	̂	NOUN
easat-3883	189	36	�	�	NOUN
easat-3883	189	37	𝑒𝑥𝑝	𝑒𝑥𝑝	NOUN
easat-3883	189	38	)	)	PUNCT
easat-3883	189	39	+	+	CCONJ
easat-3883	189	40	𝐿𝑜𝑠𝑠(𝑝𝑝𝑜𝑠𝑒	𝐿𝑜𝑠𝑠(𝑝𝑝𝑜𝑠𝑒	PUNCT
easat-3883	189	41	,	,	PUNCT
easat-3883	189	42	�	�	PROPN
easat-3883	189	43	̂	̂	NOUN
easat-3883	189	44	�	�	NOUN
easat-3883	189	45	𝑝𝑜𝑠𝑒	𝑝𝑜𝑠𝑒	NOUN
easat-3883	189	46	)	)	PUNCT
easat-3883	189	47	(	(	PUNCT
easat-3883	189	48	2	2	X
easat-3883	189	49	)	)	PUNCT
easat-3883	189	50	where	where	SCONJ
easat-3883	189	51	:	:	PUNCT
easat-3883	189	52	𝐿𝑜𝑠𝑠(𝑝𝑒𝑥𝑝	𝐿𝑜𝑠𝑠(𝑝𝑒𝑥𝑝	NOUN
easat-3883	189	53	,	,	PUNCT
easat-3883	189	54	�	�	PROPN
easat-3883	189	55	̂	̂	NOUN
easat-3883	189	56	�	�	NOUN
easat-3883	189	57	𝑒𝑥𝑝	𝑒𝑥𝑝	NOUN
easat-3883	189	58	)	)	PUNCT
easat-3883	189	59	=	=	SYM
easat-3883	189	60	𝐿𝑀𝐴𝐸(𝑝𝑒𝑥𝑝	𝐿𝑀𝐴𝐸(𝑝𝑒𝑥𝑝	PROPN
easat-3883	189	61	,	,	PUNCT
easat-3883	189	62	�	�	PROPN
easat-3883	189	63	̂	̂	NOUN
easat-3883	189	64	�	�	NOUN
easat-3883	189	65	𝑒𝑥𝑝	𝑒𝑥𝑝	NOUN
easat-3883	189	66	)	)	PUNCT
easat-3883	189	67	(	(	PUNCT
easat-3883	189	68	3	3	X
easat-3883	189	69	)	)	PUNCT
easat-3883	189	70	and	and	CCONJ
easat-3883	189	71	𝐿𝑜𝑠𝑠(𝑝𝑝𝑜𝑠𝑒	𝐿𝑜𝑠𝑠(𝑝𝑝𝑜𝑠𝑒	PUNCT
easat-3883	189	72	,	,	PUNCT
easat-3883	189	73	�	�	PROPN
easat-3883	189	74	̂	̂	NOUN
easat-3883	189	75	�	�	NOUN
easat-3883	189	76	𝑝𝑜𝑠𝑒	𝑝𝑜𝑠𝑒	NOUN
easat-3883	189	77	)	)	PUNCT
easat-3883	190	1	=	=	PUNCT
easat-3883	190	2	𝜌𝐿𝑀𝐴𝐸(𝑝𝑛𝑒𝑐𝑘𝑝𝑜𝑠𝑒	𝜌𝐿𝑀𝐴𝐸(𝑝𝑛𝑒𝑐𝑘𝑝𝑜𝑠𝑒	NOUN
easat-3883	190	3	,	,	PUNCT
easat-3883	190	4	�	�	PROPN
easat-3883	190	5	̂	̂	NOUN
easat-3883	190	6	�	�	NOUN
easat-3883	190	7	𝑛𝑒𝑐𝑘𝑝𝑜𝑠𝑒	𝑛𝑒𝑐𝑘𝑝𝑜𝑠𝑒	NOUN
easat-3883	190	8	)	)	PUNCT
easat-3883	191	1	+	+	NUM
easat-3883	191	2	𝜖𝐿𝑀𝐴𝐸(𝑝𝑔𝑙𝑜𝑏𝑎𝑙𝑝𝑜𝑠𝑒	𝜖𝐿𝑀𝐴𝐸(𝑝𝑔𝑙𝑜𝑏𝑎𝑙𝑝𝑜𝑠𝑒	NOUN
easat-3883	191	3	,	,	PUNCT
easat-3883	191	4	�	�	PROPN
easat-3883	191	5	̂	̂	NOUN
easat-3883	191	6	�	�	NOUN
easat-3883	191	7	𝑔𝑙𝑜𝑏𝑎𝑙𝑝𝑜𝑠𝑒	𝑔𝑙𝑜𝑏𝑎𝑙𝑝𝑜𝑠𝑒	NOUN
easat-3883	191	8	)	)	PUNCT
easat-3883	191	9	(	(	PUNCT
easat-3883	191	10	4	4	NUM
easat-3883	191	11	)	)	PUNCT
easat-3883	191	12	and	and	CCONJ
easat-3883	191	13	𝑝𝑒𝑥𝑝	𝑝𝑒𝑥𝑝	NOUN
easat-3883	191	14	is	be	AUX
easat-3883	191	15	the	the	DET
easat-3883	191	16	ground	ground	NOUN
easat-3883	191	17	truth	truth	NOUN
easat-3883	191	18	expression	expression	NOUN
easat-3883	191	19	parameters	parameter	NOUN
easat-3883	191	20	,	,	PUNCT
easat-3883	191	21	�	�	PROPN
easat-3883	191	22	̂	̂	NOUN
easat-3883	191	23	�	�	NOUN
easat-3883	191	24	𝑒𝑥𝑝	𝑒𝑥𝑝	NOUN
easat-3883	191	25	is	be	AUX
easat-3883	191	26	the	the	DET
easat-3883	191	27	predicted	predict	VERB
easat-3883	191	28	expression	expression	NOUN
easat-3883	191	29	parameters	parameter	NOUN
easat-3883	191	30	,	,	PUNCT
easat-3883	191	31	𝑃𝑝𝑜𝑠𝑒	𝑃𝑝𝑜𝑠𝑒	PROPN
easat-3883	191	32	is	be	AUX
easat-3883	191	33	the	the	DET
easat-3883	191	34	ground	ground	NOUN
easat-3883	191	35	truth	truth	NOUN
easat-3883	191	36	pose	pose	VERB
easat-3883	191	37	parameters	parameter	NOUN
easat-3883	191	38	,	,	PUNCT
easat-3883	191	39	�	�	PROPN
easat-3883	191	40	̂	̂	NOUN
easat-3883	191	41	�	�	NOUN
easat-3883	191	42	𝑝𝑜𝑠𝑒is	𝑝𝑜𝑠𝑒i	VERB
easat-3883	191	43	the	the	DET
easat-3883	191	44	predicted	predict	VERB
easat-3883	191	45	pose	pose	NOUN
easat-3883	191	46	parameters	parameter	NOUN
easat-3883	191	47	.	.	PUNCT
easat-3883	192	1	within	within	ADP
easat-3883	192	2	pose	pose	NOUN
easat-3883	192	3	parameters	parameter	NOUN
easat-3883	192	4	,	,	PUNCT
easat-3883	192	5	there	there	PRON
easat-3883	192	6	are	be	VERB
easat-3883	192	7	neck	neck	NOUN
easat-3883	192	8	pose	pose	NOUN
easat-3883	192	9	parameters	parameter	NOUN
easat-3883	192	10	and	and	CCONJ
easat-3883	192	11	global	global	ADJ
easat-3883	192	12	pose	pose	NOUN
easat-3883	192	13	parameters	parameter	NOUN
easat-3883	192	14	.	.	PUNCT
easat-3883	193	1	ρ	ρ	PROPN
easat-3883	193	2	and	and	CCONJ
easat-3883	193	3	ϵ	ϵ	PROPN
easat-3883	193	4	are	be	AUX
easat-3883	193	5	the	the	DET
easat-3883	193	6	weights	weight	NOUN
easat-3883	193	7	for	for	SCONJ
easat-3883	193	8	the	the	DET
easat-3883	193	9	neck	neck	NOUN
easat-3883	193	10	pose	pose	VERB
easat-3883	193	11	and	and	CCONJ
easat-3883	193	12	global	global	ADJ
easat-3883	193	13	pose	pose	NOUN
easat-3883	193	14	loss	loss	NOUN
easat-3883	193	15	,	,	PUNCT
easat-3883	193	16	respectively	respectively	ADV
easat-3883	193	17	.	.	PUNCT
easat-3883	194	1	following	follow	VERB
easat-3883	194	2	the	the	DET
easat-3883	194	3	training	training	NOUN
easat-3883	194	4	process	process	NOUN
easat-3883	194	5	,	,	PUNCT
easat-3883	194	6	we	we	PRON
easat-3883	194	7	successfully	successfully	ADV
easat-3883	194	8	acquired	acquire	VERB
easat-3883	194	9	the	the	DET
easat-3883	194	10	erm	erm	PROPN
easat-3883	194	11	model	model	NOUN
easat-3883	194	12	,	,	PUNCT
easat-3883	194	13	which	which	PRON
easat-3883	194	14	effectively	effectively	ADV
easat-3883	194	15	learns	learn	VERB
easat-3883	194	16	expression	expression	NOUN
easat-3883	194	17	parameters	parameter	NOUN
easat-3883	194	18	and	and	CCONJ
easat-3883	194	19	pose	pose	VERB
easat-3883	194	20	parameters	parameter	NOUN
easat-3883	194	21	for	for	ADP
easat-3883	194	22	the	the	DET
easat-3883	194	23	reconstruction	reconstruction	NOUN
easat-3883	194	24	of	of	ADP
easat-3883	194	25	3d	3d	NUM
easat-3883	194	26	expression	expression	NOUN
easat-3883	194	27	faces	face	VERB
easat-3883	194	28	,	,	PUNCT
easat-3883	194	29	as	as	SCONJ
easat-3883	194	30	depicted	depict	VERB
easat-3883	194	31	in	in	ADP
easat-3883	194	32	figure	figure	NOUN
easat-3883	194	33	4	4	NUM
easat-3883	194	34	.	.	PUNCT
easat-3883	195	1	we	we	PRON
easat-3883	195	2	have	have	AUX
easat-3883	195	3	presented	present	VERB
easat-3883	195	4	an	an	DET
easat-3883	195	5	innovative	innovative	ADJ
easat-3883	195	6	approach	approach	NOUN
easat-3883	195	7	that	that	PRON
easat-3883	195	8	combines	combine	VERB
easat-3883	195	9	emotionally	emotionally	ADV
easat-3883	195	10	aggressive	aggressive	ADJ
easat-3883	195	11	modeling	modeling	NOUN
easat-3883	195	12	with	with	ADP
easat-3883	195	13	advanced	advanced	ADJ
easat-3883	195	14	3d	3d	NUM
easat-3883	195	15	face	face	NOUN
easat-3883	195	16	reconstruction	reconstruction	NOUN
easat-3883	195	17	techniques	technique	NOUN
easat-3883	195	18	to	to	PART
easat-3883	195	19	create	create	VERB
easat-3883	195	20	a	a	DET
easat-3883	195	21	specialized	specialized	ADJ
easat-3883	195	22	and	and	CCONJ
easat-3883	195	23	unique	unique	ADJ
easat-3883	195	24	3d	3d	NUM
easat-3883	195	25	face	face	NOUN
easat-3883	195	26	database	database	NOUN
easat-3883	195	27	specifically	specifically	ADV
easat-3883	195	28	tailored	tailor	VERB
easat-3883	195	29	for	for	ADP
easat-3883	195	30	vietnamese	vietnamese	ADJ
easat-3883	195	31	individuals	individual	NOUN
easat-3883	195	32	,	,	PUNCT
easat-3883	195	33	known	know	VERB
easat-3883	195	34	as	as	ADP
easat-3883	195	35	vn3d	vn3d	PROPN
easat-3883	195	36	face	face	NOUN
easat-3883	195	37	.	.	PUNCT
easat-3883	196	1	by	by	ADP
easat-3883	196	2	integrating	integrate	VERB
easat-3883	196	3	these	these	DET
easat-3883	196	4	methods	method	NOUN
easat-3883	196	5	,	,	PUNCT
easat-3883	196	6	our	our	PRON
easat-3883	196	7	research	research	NOUN
easat-3883	196	8	aims	aim	VERB
easat-3883	196	9	to	to	PART
easat-3883	196	10	improve	improve	VERB
easat-3883	196	11	the	the	DET
easat-3883	196	12	accuracy	accuracy	NOUN
easat-3883	196	13	and	and	CCONJ
easat-3883	196	14	realism	realism	NOUN
easat-3883	196	15	of	of	ADP
easat-3883	196	16	facial	facial	ADJ
easat-3883	196	17	representation	representation	NOUN
easat-3883	196	18	,	,	PUNCT
easat-3883	196	19	considering	consider	VERB
easat-3883	196	20	the	the	DET
easat-3883	196	21	distinctive	distinctive	ADJ
easat-3883	196	22	characteristics	characteristic	NOUN
easat-3883	196	23	of	of	ADP
easat-3883	196	24	vietnamese	vietnamese	ADJ
easat-3883	196	25	subjects	subject	NOUN
easat-3883	196	26	.	.	PUNCT
easat-3883	197	1	the	the	DET
easat-3883	197	2	resulting	result	VERB
easat-3883	197	3	database	database	NOUN
easat-3883	197	4	(	(	PUNCT
easat-3883	197	5	figure	figure	NOUN
easat-3883	197	6	6	6	NUM
easat-3883	197	7	)	)	PUNCT
easat-3883	197	8	has	have	VERB
easat-3883	197	9	significant	significant	ADJ
easat-3883	197	10	potential	potential	NOUN
easat-3883	197	11	for	for	ADP
easat-3883	197	12	diverse	diverse	ADJ
easat-3883	197	13	applications	application	NOUN
easat-3883	197	14	in	in	ADP
easat-3883	197	15	fields	field	NOUN
easat-3883	197	16	such	such	ADJ
easat-3883	197	17	as	as	ADP
easat-3883	197	18	computer	computer	NOUN
easat-3883	197	19	graphics	graphic	NOUN
easat-3883	197	20	,	,	PUNCT
easat-3883	197	21	animation	animation	NOUN
easat-3883	197	22	,	,	PUNCT
easat-3883	197	23	and	and	CCONJ
easat-3883	197	24	facial	facial	ADJ
easat-3883	197	25	analysis	analysis	NOUN
easat-3883	197	26	.	.	PUNCT
easat-3883	198	1	139	139	NUM
easat-3883	198	2	edelweiss	edelweiss	PROPN
easat-3883	198	3	applied	apply	VERB
easat-3883	198	4	science	science	NOUN
easat-3883	198	5	and	and	CCONJ
easat-3883	198	6	technology	technology	NOUN
easat-3883	198	7	issn	issn	PROPN
easat-3883	198	8	:	:	PUNCT
easat-3883	198	9	2576	2576	NUM
easat-3883	198	10	-	-	SYM
easat-3883	198	11	8484	8484	NUM
easat-3883	198	12	vol	vol	NOUN
easat-3883	198	13	.	.	PROPN
easat-3883	199	1	9	9	NUM
easat-3883	199	2	,	,	PUNCT
easat-3883	199	3	no	no	INTJ
easat-3883	199	4	.	.	NOUN
easat-3883	199	5	1	1	NUM
easat-3883	199	6	:	:	SYM
easat-3883	199	7	131	131	NUM
easat-3883	199	8	-	-	SYM
easat-3883	199	9	145	145	NUM
easat-3883	199	10	,	,	PUNCT
easat-3883	199	11	2025	2025	NUM
easat-3883	199	12	doi	doi	NOUN
easat-3883	199	13	:	:	PUNCT
easat-3883	199	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	199	15	©	©	PROPN
easat-3883	199	16	2025	2025	NUM
easat-3883	199	17	by	by	ADP
easat-3883	199	18	the	the	DET
easat-3883	199	19	authors	author	NOUN
easat-3883	199	20	;	;	PUNCT
easat-3883	199	21	licensee	licensee	PROPN
easat-3883	199	22	learning	learn	VERB
easat-3883	199	23	gate	gate	PROPN
easat-3883	199	24	figure	figure	NOUN
easat-3883	199	25	6	6	NUM
easat-3883	199	26	.	.	PUNCT
easat-3883	200	1	expression	expression	NOUN
easat-3883	200	2	facial	facial	ADJ
easat-3883	200	3	3d	3d	PROPN
easat-3883	200	4	face	face	NOUN
easat-3883	200	5	reconstruction	reconstruction	NOUN
easat-3883	200	6	.	.	PUNCT
easat-3883	201	1	the	the	DET
easat-3883	201	2	renderer	renderer	NOUN
easat-3883	201	3	takes	take	VERB
easat-3883	201	4	a	a	DET
easat-3883	201	5	coarse	coarse	ADJ
easat-3883	201	6	shape	shape	NOUN
easat-3883	201	7	(	(	PUNCT
easat-3883	201	8	a	a	DET
easat-3883	201	9	3d	3d	NUM
easat-3883	201	10	mesh	mesh	NOUN
easat-3883	201	11	)	)	PUNCT
easat-3883	201	12	and	and	CCONJ
easat-3883	201	13	an	an	DET
easat-3883	201	14	albedo	albedo	NOUN
easat-3883	201	15	map	map	NOUN
easat-3883	201	16	as	as	ADP
easat-3883	201	17	input	input	NOUN
easat-3883	201	18	.	.	PUNCT
easat-3883	202	1	camera	camera	NOUN
easat-3883	202	2	parameters	parameter	NOUN
easat-3883	202	3	𝑃𝑐𝑎𝑚	𝑃𝑐𝑎𝑚	PROPN
easat-3883	202	4	,	,	PUNCT
easat-3883	202	5	which	which	PRON
easat-3883	202	6	correspond	correspond	VERB
easat-3883	202	7	to	to	ADP
easat-3883	202	8	capturing	capture	VERB
easat-3883	202	9	the	the	DET
easat-3883	202	10	frontal	frontal	ADJ
easat-3883	202	11	3d	3d	NUM
easat-3883	202	12	mesh	mesh	NOUN
easat-3883	202	13	model	model	NOUN
easat-3883	202	14	of	of	ADP
easat-3883	202	15	the	the	DET
easat-3883	202	16	face	face	NOUN
easat-3883	202	17	,	,	PUNCT
easat-3883	202	18	must	must	AUX
easat-3883	202	19	be	be	AUX
easat-3883	202	20	provided	provide	VERB
easat-3883	202	21	.	.	PUNCT
easat-3883	203	1	the	the	DET
easat-3883	203	2	output	output	NOUN
easat-3883	203	3	is	be	AUX
easat-3883	203	4	an	an	DET
easat-3883	203	5	image	image	NOUN
easat-3883	203	6	,	,	PUNCT
easat-3883	203	7	ir	ir	PROPN
easat-3883	203	8	,	,	PUNCT
easat-3883	203	9	representing	represent	VERB
easat-3883	203	10	the	the	DET
easat-3883	203	11	shading	shading	NOUN
easat-3883	203	12	results	result	NOUN
easat-3883	203	13	of	of	ADP
easat-3883	203	14	the	the	DET
easat-3883	203	15	3d	3d	NUM
easat-3883	203	16	mesh	mesh	NOUN
easat-3883	203	17	in	in	ADP
easat-3883	203	18	a	a	DET
easat-3883	203	19	2d	2d	NUM
easat-3883	203	20	format	format	NOUN
easat-3883	203	21	.	.	PUNCT
easat-3883	204	1	4	4	X
easat-3883	204	2	.	.	X
easat-3883	204	3	expression	expression	NOUN
easat-3883	204	4	retargeting	retargete	VERB
easat-3883	204	5	utilizing	utilize	VERB
easat-3883	204	6	the	the	DET
easat-3883	204	7	3dvnface	3dvnface	NUM
easat-3883	204	8	database	database	NOUN
easat-3883	204	9	and	and	CCONJ
easat-3883	204	10	the	the	DET
easat-3883	204	11	emotional	emotional	ADJ
easat-3883	204	12	regressive	regressive	ADJ
easat-3883	204	13	model	model	NOUN
easat-3883	204	14	,	,	PUNCT
easat-3883	204	15	we	we	PRON
easat-3883	204	16	have	have	AUX
easat-3883	204	17	developed	develop	VERB
easat-3883	204	18	an	an	DET
easat-3883	204	19	emotion	emotion	NOUN
easat-3883	204	20	retargeting	retargete	VERB
easat-3883	204	21	application	application	NOUN
easat-3883	204	22	,	,	PUNCT
easat-3883	204	23	as	as	SCONJ
easat-3883	204	24	demonstrated	demonstrate	VERB
easat-3883	204	25	in	in	ADP
easat-3883	204	26	figure	figure	NOUN
easat-3883	204	27	7	7	NUM
easat-3883	204	28	.	.	PUNCT
easat-3883	205	1	the	the	DET
easat-3883	205	2	objective	objective	NOUN
easat-3883	205	3	of	of	ADP
easat-3883	205	4	expression	expression	NOUN
easat-3883	205	5	retargeting	retargete	VERB
easat-3883	205	6	involves	involve	VERB
easat-3883	205	7	taking	take	VERB
easat-3883	205	8	two	two	NUM
easat-3883	205	9	input	input	NOUN
easat-3883	205	10	face	face	NOUN
easat-3883	205	11	images	image	NOUN
easat-3883	205	12	:	:	PUNCT
easat-3883	205	13	a	a	DET
easat-3883	205	14	source	source	NOUN
easat-3883	205	15	face	face	NOUN
easat-3883	205	16	image	image	NOUN
easat-3883	205	17	and	and	CCONJ
easat-3883	205	18	a	a	DET
easat-3883	205	19	target	target	NOUN
easat-3883	205	20	face	face	NOUN
easat-3883	205	21	image	image	NOUN
easat-3883	205	22	.	.	PUNCT
easat-3883	206	1	the	the	DET
easat-3883	206	2	desired	desire	VERB
easat-3883	206	3	outcome	outcome	NOUN
easat-3883	206	4	is	be	AUX
easat-3883	206	5	a	a	DET
easat-3883	206	6	3d	3d	NUM
easat-3883	206	7	avatar	avatar	NOUN
easat-3883	206	8	of	of	ADP
easat-3883	206	9	the	the	DET
easat-3883	206	10	character	character	NOUN
easat-3883	206	11	portrayed	portray	VERB
easat-3883	206	12	in	in	ADP
easat-3883	206	13	the	the	DET
easat-3883	206	14	target	target	NOUN
easat-3883	206	15	face	face	NOUN
easat-3883	206	16	image	image	NOUN
easat-3883	206	17	while	while	SCONJ
easat-3883	206	18	preserving	preserve	VERB
easat-3883	206	19	the	the	DET
easat-3883	206	20	facial	facial	ADJ
easat-3883	206	21	expression	expression	NOUN
easat-3883	206	22	of	of	ADP
easat-3883	206	23	the	the	DET
easat-3883	206	24	character	character	NOUN
easat-3883	206	25	depicted	depict	VERB
easat-3883	206	26	in	in	ADP
easat-3883	206	27	the	the	DET
easat-3883	206	28	source	source	NOUN
easat-3883	206	29	face	face	NOUN
easat-3883	206	30	image	image	NOUN
easat-3883	206	31	.	.	PUNCT
easat-3883	207	1	figure	figure	NOUN
easat-3883	207	2	7	7	NUM
easat-3883	207	3	.	.	PUNCT
easat-3883	207	4	process	process	NOUN
easat-3883	207	5	of	of	ADP
easat-3883	207	6	3d	3d	NUM
easat-3883	207	7	face	face	NOUN
easat-3883	207	8	expression	expression	NOUN
easat-3883	207	9	retargeting	retargeting	NOUN
easat-3883	207	10	.	.	PUNCT
easat-3883	208	1	to	to	PART
easat-3883	208	2	achieve	achieve	VERB
easat-3883	208	3	this	this	PRON
easat-3883	208	4	,	,	PUNCT
easat-3883	208	5	we	we	PRON
easat-3883	208	6	employ	employ	VERB
easat-3883	208	7	the	the	DET
easat-3883	208	8	target	target	NOUN
easat-3883	208	9	face	face	VERB
easat-3883	208	10	image	image	NOUN
easat-3883	208	11	to	to	PART
easat-3883	208	12	reconstruct	reconstruct	VERB
easat-3883	208	13	the	the	DET
easat-3883	208	14	3d	3d	NUM
easat-3883	208	15	face	face	NOUN
easat-3883	208	16	using	use	VERB
easat-3883	208	17	deca	deca	PROPN
easat-3883	208	18	/	/	SYM
easat-3883	208	19	mica	mica	PROPN
easat-3883	208	20	,	,	PUNCT
easat-3883	208	21	as	as	SCONJ
easat-3883	208	22	outlined	outline	VERB
easat-3883	208	23	in	in	ADP
easat-3883	208	24	figure	figure	NOUN
easat-3883	208	25	4	4	NUM
easat-3883	208	26	.	.	PUNCT
easat-3883	208	27	subsequently	subsequently	ADV
easat-3883	208	28	,	,	PUNCT
easat-3883	208	29	the	the	DET
easat-3883	208	30	target	target	NOUN
easat-3883	208	31	face	face	NOUN
easat-3883	208	32	image	image	NOUN
easat-3883	208	33	is	be	AUX
easat-3883	208	34	inputted	inputte	VERB
easat-3883	208	35	into	into	ADP
easat-3883	208	36	our	our	PRON
easat-3883	208	37	erm	erm	NOUN
easat-3883	208	38	to	to	PART
easat-3883	208	39	determine	determine	VERB
easat-3883	208	40	the	the	DET
easat-3883	208	41	expression	expression	NOUN
easat-3883	208	42	and	and	CCONJ
easat-3883	208	43	pose	pose	VERB
easat-3883	208	44	states	state	NOUN
easat-3883	208	45	using	use	VERB
easat-3883	208	46	two	two	NUM
easat-3883	208	47	parameters	parameter	NOUN
easat-3883	208	48	,	,	PUNCT
easat-3883	208	49	ψ	ψ	NOUN
easat-3883	208	50	and	and	CCONJ
easat-3883	208	51	θ	θ	X
easat-3883	208	52	.	.	PUNCT
easat-3883	209	1	these	these	DET
easat-3883	209	2	parameters	parameter	NOUN
easat-3883	209	3	are	be	AUX
easat-3883	209	4	then	then	ADV
easat-3883	209	5	utilized	utilize	VERB
easat-3883	209	6	to	to	PART
easat-3883	209	7	replace	replace	VERB
easat-3883	209	8	the	the	DET
easat-3883	209	9	corresponding	corresponding	NOUN
easat-3883	209	10	ψ	ψ	NOUN
easat-3883	209	11	and	and	CCONJ
easat-3883	209	12	θ	θ	PROPN
easat-3883	209	13	parameters	parameter	NOUN
easat-3883	209	14	in	in	ADP
easat-3883	209	15	the	the	DET
easat-3883	209	16	reconstruction	reconstruction	NOUN
easat-3883	209	17	process	process	NOUN
easat-3883	209	18	of	of	ADP
easat-3883	209	19	the	the	DET
easat-3883	209	20	3d	3d	PROPN
easat-3883	209	21	face	face	NOUN
easat-3883	209	22	model	model	NOUN
easat-3883	209	23	(	(	PUNCT
easat-3883	209	24	figure	figure	NOUN
easat-3883	209	25	8)	8)	NUM
easat-3883	209	26	.	.	NOUN
easat-3883	210	1	140	140	NUM
easat-3883	210	2	edelweiss	edelweiss	PROPN
easat-3883	210	3	applied	apply	VERB
easat-3883	210	4	science	science	NOUN
easat-3883	210	5	and	and	CCONJ
easat-3883	210	6	technology	technology	NOUN
easat-3883	210	7	issn	issn	PROPN
easat-3883	210	8	:	:	PUNCT
easat-3883	210	9	2576	2576	NUM
easat-3883	210	10	-	-	SYM
easat-3883	210	11	8484	8484	NUM
easat-3883	210	12	vol	vol	NOUN
easat-3883	210	13	.	.	PROPN
easat-3883	211	1	9	9	NUM
easat-3883	211	2	,	,	PUNCT
easat-3883	211	3	no	no	INTJ
easat-3883	211	4	.	.	NOUN
easat-3883	211	5	1	1	NUM
easat-3883	211	6	:	:	SYM
easat-3883	211	7	131	131	NUM
easat-3883	211	8	-	-	SYM
easat-3883	211	9	145	145	NUM
easat-3883	211	10	,	,	PUNCT
easat-3883	211	11	2025	2025	NUM
easat-3883	211	12	doi	doi	NOUN
easat-3883	211	13	:	:	PUNCT
easat-3883	211	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	211	15	©	©	PROPN
easat-3883	211	16	2025	2025	NUM
easat-3883	211	17	by	by	ADP
easat-3883	211	18	the	the	DET
easat-3883	211	19	authors	author	NOUN
easat-3883	211	20	;	;	PUNCT
easat-3883	211	21	licensee	licensee	PROPN
easat-3883	211	22	learning	learn	VERB
easat-3883	211	23	gate	gate	PROPN
easat-3883	211	24	figure	figure	NOUN
easat-3883	211	25	8	8	NUM
easat-3883	211	26	.	.	PUNCT
easat-3883	212	1	3d	3d	NUM
easat-3883	212	2	expression	expression	NOUN
easat-3883	212	3	retargeting	retargeting	NOUN
easat-3883	212	4	.	.	PUNCT
easat-3883	213	1	5	5	X
easat-3883	213	2	.	.	X
easat-3883	213	3	experiments	experiment	NOUN
easat-3883	213	4	5.1	5.1	NUM
easat-3883	213	5	.	.	PUNCT
easat-3883	214	1	measurement	measurement	NOUN
easat-3883	214	2	of	of	ADP
easat-3883	214	3	evaluations	evaluation	NOUN
easat-3883	214	4	psnr	psnr	NOUN
easat-3883	214	5	(	(	PUNCT
easat-3883	214	6	peak	peak	NOUN
easat-3883	214	7	signal	signal	NOUN
easat-3883	214	8	-	-	PUNCT
easat-3883	214	9	to	to	ADP
easat-3883	214	10	-	-	PUNCT
easat-3883	214	11	noise	noise	NOUN
easat-3883	214	12	ratio	ratio	NOUN
easat-3883	214	13	)	)	PUNCT
easat-3883	214	14	and	and	CCONJ
easat-3883	214	15	ssim	ssim	NOUN
easat-3883	214	16	(	(	PUNCT
easat-3883	214	17	structural	structural	ADJ
easat-3883	214	18	similarity	similarity	NOUN
easat-3883	214	19	index	index	NOUN
easat-3883	214	20	measurement	measurement	NOUN
easat-3883	214	21	)	)	PUNCT
easat-3883	214	22	are	be	AUX
easat-3883	214	23	widely	widely	ADV
easat-3883	214	24	used	use	VERB
easat-3883	214	25	non	non	ADJ
easat-3883	214	26	-	-	ADJ
easat-3883	214	27	deep	deep	ADJ
easat-3883	214	28	learning	learning	NOUN
easat-3883	214	29	methods	method	NOUN
easat-3883	214	30	that	that	PRON
easat-3883	214	31	measure	measure	VERB
easat-3883	214	32	similarity	similarity	NOUN
easat-3883	214	33	based	base	VERB
easat-3883	214	34	on	on	ADP
easat-3883	214	35	specific	specific	ADJ
easat-3883	214	36	image	image	NOUN
easat-3883	214	37	attributes	attribute	NOUN
easat-3883	214	38	and	and	CCONJ
easat-3883	214	39	provide	provide	VERB
easat-3883	214	40	information	information	NOUN
easat-3883	214	41	about	about	ADP
easat-3883	214	42	the	the	DET
easat-3883	214	43	similarity	similarity	NOUN
easat-3883	214	44	in	in	ADP
easat-3883	214	45	terms	term	NOUN
easat-3883	214	46	of	of	ADP
easat-3883	214	47	noise	noise	NOUN
easat-3883	214	48	and	and	CCONJ
easat-3883	214	49	structure	structure	NOUN
easat-3883	214	50	.	.	PUNCT
easat-3883	215	1	given	give	VERB
easat-3883	215	2	a	a	DET
easat-3883	215	3	noise	noise	NOUN
easat-3883	215	4	-	-	PUNCT
easat-3883	215	5	free	free	ADJ
easat-3883	215	6	m	m	PROPN
easat-3883	215	7	×	×	NOUN
easat-3883	215	8	n	n	PRON
easat-3883	215	9	monochrome	monochrome	NOUN
easat-3883	215	10	image	image	NOUN
easat-3883	215	11	i	i	PRON
easat-3883	215	12	and	and	CCONJ
easat-3883	215	13	its	its	PRON
easat-3883	215	14	noisy	noisy	ADJ
easat-3883	215	15	approximation	approximation	NOUN
easat-3883	215	16	k	k	NOUN
easat-3883	215	17	,	,	PUNCT
easat-3883	215	18	psnr	psnr	NOUN
easat-3883	215	19	is	be	AUX
easat-3883	215	20	defined	define	VERB
easat-3883	215	21	as	as	ADP
easat-3883	215	22	𝑃𝑆𝑁𝑅	𝑃𝑆𝑁𝑅	NOUN
easat-3883	215	23	=	=	PUNCT
easat-3883	215	24	10𝑙𝑜𝑔10	10𝑙𝑜𝑔10	NUM
easat-3883	215	25	𝑀𝐴𝑋2	𝑀𝐴𝑋2	PROPN
easat-3883	215	26	𝑀𝑆𝑆𝐸	𝑀𝑆𝑆𝐸	PROPN
easat-3883	215	27	(	(	PUNCT
easat-3883	215	28	5	5	NUM
easat-3883	215	29	)	)	PUNCT
easat-3883	215	30	where	where	SCONJ
easat-3883	215	31	,	,	PUNCT
easat-3883	215	32	𝑀𝐴𝑋	𝑀𝐴𝑋	PROPN
easat-3883	215	33	is	be	AUX
easat-3883	215	34	the	the	DET
easat-3883	215	35	maximum	maximum	ADJ
easat-3883	215	36	possible	possible	ADJ
easat-3883	215	37	pixel	pixel	NOUN
easat-3883	215	38	value	value	NOUN
easat-3883	215	39	of	of	ADP
easat-3883	215	40	the	the	DET
easat-3883	215	41	image	image	NOUN
easat-3883	215	42	and	and	CCONJ
easat-3883	215	43	𝑀𝑆𝐸	𝑀𝑆𝐸	PROPN
easat-3883	215	44	is	be	AUX
easat-3883	215	45	estimated	estimate	VERB
easat-3883	215	46	as	as	ADP
easat-3883	215	47	follow	follow	NOUN
easat-3883	215	48	:	:	PUNCT
easat-3883	215	49	𝑀𝑆𝐸	𝑀𝑆𝐸	PROPN
easat-3883	215	50	=	=	SYM
easat-3883	215	51	1	1	NUM
easat-3883	215	52	𝑚𝑛	𝑚𝑛	NOUN
easat-3883	215	53	∑	∑	PUNCT
easat-3883	215	54	∑[𝐼(𝑖	∑[𝐼(𝑖	NOUN
easat-3883	215	55	,	,	PUNCT
easat-3883	215	56	𝑗	𝑗	NOUN
easat-3883	215	57	)	)	PUNCT
easat-3883	215	58	−	−	PROPN
easat-3883	215	59	𝐾(𝑖	𝐾(𝑖	PROPN
easat-3883	215	60	,	,	PUNCT
easat-3883	215	61	𝑗)]2	𝑗)]2	PRON
easat-3883	215	62	(	(	PUNCT
easat-3883	215	63	6	6	NUM
easat-3883	215	64	)	)	PUNCT
easat-3883	215	65	𝑛−1	𝑛−1	PROPN
easat-3883	215	66	𝑗=1	𝑗=1	PART
easat-3883	215	67	𝑚−1	𝑚−1	PROPN
easat-3883	215	68	𝑖=1	𝑖=1	PUNCT
easat-3883	215	69	good	good	ADJ
easat-3883	215	70	psnr	psnr	NOUN
easat-3883	215	71	values	value	NOUN
easat-3883	215	72	range	range	VERB
easat-3883	215	73	from	from	ADP
easat-3883	215	74	30	30	NUM
easat-3883	215	75	to	to	PART
easat-3883	215	76	50	50	NUM
easat-3883	215	77	db	db	PROPN
easat-3883	215	78	,	,	PUNCT
easat-3883	215	79	with	with	ADP
easat-3883	215	80	higher	high	ADJ
easat-3883	215	81	values	value	NOUN
easat-3883	215	82	indicating	indicate	VERB
easat-3883	215	83	better	well	ADJ
easat-3883	215	84	quality	quality	NOUN
easat-3883	215	85	.	.	PUNCT
easat-3883	216	1	acceptable	acceptable	ADJ
easat-3883	216	2	values	value	NOUN
easat-3883	216	3	fall	fall	VERB
easat-3883	216	4	between	between	ADP
easat-3883	216	5	20	20	NUM
easat-3883	216	6	db	db	VERB
easat-3883	216	7	and	and	CCONJ
easat-3883	216	8	just	just	ADV
easat-3883	216	9	below	below	ADP
easat-3883	216	10	30	30	NUM
easat-3883	216	11	db	db	NOUN
easat-3883	216	12	.	.	PUNCT
easat-3883	217	1	the	the	DET
easat-3883	217	2	𝑺𝑺𝑰𝑴	𝑺𝑺𝑰𝑴	PROPN
easat-3883	217	3	index	index	NOUN
easat-3883	217	4	is	be	AUX
easat-3883	217	5	calculated	calculate	VERB
easat-3883	217	6	on	on	ADP
easat-3883	217	7	various	various	ADJ
easat-3883	217	8	windows	window	NOUN
easat-3883	217	9	of	of	ADP
easat-3883	217	10	an	an	DET
easat-3883	217	11	image	image	NOUN
easat-3883	217	12	.	.	PUNCT
easat-3883	218	1	the	the	DET
easat-3883	218	2	measure	measure	NOUN
easat-3883	218	3	between	between	ADP
easat-3883	218	4	two	two	NUM
easat-3883	218	5	windows	window	NOUN
easat-3883	218	6	𝑥	𝑥	PROPN
easat-3883	218	7	and	and	CCONJ
easat-3883	218	8	𝑦	𝑦	NOUN
easat-3883	218	9	of	of	ADP
easat-3883	218	10	common	common	ADJ
easat-3883	218	11	size	size	NOUN
easat-3883	218	12	𝑁	𝑁	PROPN
easat-3883	218	13	×	×	NOUN
easat-3883	218	14	𝑁	𝑁	PROPN
easat-3883	218	15	is	be	AUX
easat-3883	218	16	𝑆𝑆𝐼𝑀(𝑥	𝑆𝑆𝐼𝑀(𝑥	NOUN
easat-3883	218	17	,	,	PUNCT
easat-3883	218	18	𝑦	𝑦	NOUN
easat-3883	218	19	)	)	PUNCT
easat-3883	218	20	=	=	SYM
easat-3883	218	21	(	(	PUNCT
easat-3883	218	22	2𝜇𝑥𝜇𝑥	2𝜇𝑥𝜇𝑥	NUM
easat-3883	218	23	+	+	CCONJ
easat-3883	218	24	𝑐1)(2𝜎𝑥𝑦	𝑐1)(2𝜎𝑥𝑦	PROPN
easat-3883	218	25	+	+	NUM
easat-3883	218	26	𝑐2	𝑐2	NOUN
easat-3883	218	27	)	)	PUNCT
easat-3883	219	1	(	(	PUNCT
easat-3883	219	2	𝜇𝑥	𝜇𝑥	VERB
easat-3883	219	3	2	2	NUM
easat-3883	219	4	+	+	CCONJ
easat-3883	219	5	𝜇𝑦	𝜇𝑦	ADV
easat-3883	219	6	2	2	NUM
easat-3883	219	7	+	+	CCONJ
easat-3883	219	8	𝑐1)(𝜎𝑥	𝑐1)(𝜎𝑥	PROPN
easat-3883	219	9	2	2	NUM
easat-3883	219	10	+	+	CCONJ
easat-3883	219	11	𝜎𝑦	𝜎𝑦	DET
easat-3883	219	12	2	2	NUM
easat-3883	219	13	+	+	NUM
easat-3883	219	14	𝑐2	𝑐2	NOUN
easat-3883	219	15	)	)	PUNCT
easat-3883	219	16	(	(	PUNCT
easat-3883	219	17	7	7	X
easat-3883	219	18	)	)	PUNCT
easat-3883	219	19	where	where	SCONJ
easat-3883	219	20	µ𝑥	µ𝑥	NOUN
easat-3883	219	21	and	and	CCONJ
easat-3883	219	22	µ𝑦	µ𝑦	NOUN
easat-3883	219	23	are	be	AUX
easat-3883	219	24	the	the	DET
easat-3883	219	25	averages	average	NOUN
easat-3883	219	26	of	of	ADP
easat-3883	219	27	𝑥	𝑥	PROPN
easat-3883	219	28	and	and	CCONJ
easat-3883	219	29	𝑦	𝑦	NOUN
easat-3883	219	30	,	,	PUNCT
easat-3883	219	31	𝜎𝑥	𝜎𝑥	NOUN
easat-3883	219	32	and	and	CCONJ
easat-3883	219	33	𝜎𝑦	𝜎𝑦	PRON
easat-3883	219	34	are	be	AUX
easat-3883	219	35	the	the	DET
easat-3883	219	36	variance	variance	NOUN
easat-3883	219	37	of	of	ADP
easat-3883	219	38	x	x	PROPN
easat-3883	219	39	and	and	CCONJ
easat-3883	219	40	y	y	PROPN
easat-3883	219	41	,	,	PUNCT
easat-3883	219	42	𝜎𝑥𝑦	𝜎𝑥𝑦	PROPN
easat-3883	219	43	is	be	AUX
easat-3883	219	44	the	the	DET
easat-3883	219	45	covariance	covariance	NOUN
easat-3883	219	46	of	of	ADP
easat-3883	219	47	x	x	PROPN
easat-3883	219	48	and	and	CCONJ
easat-3883	219	49	y	y	PROPN
easat-3883	219	50	,	,	PUNCT
easat-3883	219	51	c1	c1	PROPN
easat-3883	219	52	and	and	CCONJ
easat-3883	219	53	c2	c2	PROPN
easat-3883	219	54	are	be	AUX
easat-3883	219	55	two	two	NUM
easat-3883	219	56	variables	variable	NOUN
easat-3883	219	57	to	to	PART
easat-3883	219	58	stabilize	stabilize	VERB
easat-3883	219	59	the	the	DET
easat-3883	219	60	division	division	NOUN
easat-3883	219	61	with	with	ADP
easat-3883	219	62	a	a	DET
easat-3883	219	63	weak	weak	ADJ
easat-3883	219	64	denominator	denominator	NOUN
easat-3883	219	65	.	.	PUNCT
easat-3883	220	1	ssim	ssim	NOUN
easat-3883	220	2	values	value	NOUN
easat-3883	220	3	range	range	VERB
easat-3883	220	4	from	from	ADP
easat-3883	220	5	-1	-1	INTJ
easat-3883	220	6	to	to	ADP
easat-3883	220	7	1	1	NUM
easat-3883	220	8	,	,	PUNCT
easat-3883	220	9	with	with	ADP
easat-3883	220	10	a	a	DET
easat-3883	220	11	value	value	NOUN
easat-3883	220	12	of	of	ADP
easat-3883	220	13	1	1	NUM
easat-3883	220	14	indicating	indicate	VERB
easat-3883	220	15	that	that	SCONJ
easat-3883	220	16	the	the	DET
easat-3883	220	17	two	two	NUM
easat-3883	220	18	datasets	dataset	NOUN
easat-3883	220	19	are	be	AUX
easat-3883	220	20	identical	identical	ADJ
easat-3883	220	21	.	.	PUNCT
easat-3883	221	1	a	a	DET
easat-3883	221	2	higher	high	ADJ
easat-3883	221	3	index	index	NOUN
easat-3883	221	4	value	value	NOUN
easat-3883	221	5	corresponds	correspond	VERB
easat-3883	221	6	to	to	ADP
easat-3883	221	7	a	a	DET
easat-3883	221	8	better	well	ADJ
easat-3883	221	9	model	model	NOUN
easat-3883	221	10	.	.	PUNCT
easat-3883	222	1	the	the	DET
easat-3883	222	2	lpips	lpip	NOUN
easat-3883	222	3	(	(	PUNCT
easat-3883	222	4	learned	learn	VERB
easat-3883	222	5	perceptual	perceptual	ADJ
easat-3883	222	6	image	image	NOUN
easat-3883	222	7	patch	patch	NOUN
easat-3883	222	8	similarity	similarity	NOUN
easat-3883	222	9	)	)	PUNCT
easat-3883	223	1	[	[	X
easat-3883	223	2	20	20	NUM
easat-3883	223	3	]	]	PUNCT
easat-3883	223	4	:	:	PUNCT
easat-3883	223	5	is	be	AUX
easat-3883	223	6	a	a	DET
easat-3883	223	7	deep	deep	ADJ
easat-3883	223	8	learning	learning	NOUN
easat-3883	223	9	-	-	PUNCT
easat-3883	223	10	based	base	VERB
easat-3883	223	11	metric	metric	NOUN
easat-3883	223	12	that	that	PRON
easat-3883	223	13	employs	employ	VERB
easat-3883	223	14	a	a	DET
easat-3883	223	15	neural	neural	ADJ
easat-3883	223	16	network	network	NOUN
easat-3883	223	17	to	to	PART
easat-3883	223	18	learn	learn	VERB
easat-3883	223	19	image	image	NOUN
easat-3883	223	20	features	feature	NOUN
easat-3883	223	21	and	and	CCONJ
easat-3883	223	22	compute	compute	VERB
easat-3883	223	23	the	the	DET
easat-3883	223	24	similarity	similarity	NOUN
easat-3883	223	25	between	between	ADP
easat-3883	223	26	two	two	NUM
easat-3883	223	27	images	image	NOUN
easat-3883	223	28	based	base	VERB
easat-3883	223	29	on	on	ADP
easat-3883	223	30	these	these	DET
easat-3883	223	31	features	feature	NOUN
easat-3883	223	32	.	.	PUNCT
easat-3883	224	1	two	two	NUM
easat-3883	224	2	images	image	NOUN
easat-3883	224	3	are	be	AUX
easat-3883	224	4	similar	similar	ADJ
easat-3883	224	5	if	if	SCONJ
easat-3883	224	6	their	their	PRON
easat-3883	224	7	lpips	lpip	NOUN
easat-3883	224	8	score	score	NOUN
easat-3883	224	9	is	be	AUX
easat-3883	224	10	less	less	ADJ
easat-3883	224	11	than	than	ADP
easat-3883	224	12	1.1	1.1	NUM
easat-3883	224	13	.	.	PUNCT
easat-3883	225	1	the	the	DET
easat-3883	225	2	dfid	dfid	PROPN
easat-3883	225	3	(	(	PUNCT
easat-3883	225	4	distance	distance	NOUN
easat-3883	225	5	in	in	ADP
easat-3883	225	6	facial	facial	ADJ
easat-3883	225	7	identity	identity	NOUN
easat-3883	225	8	feature	feature	NOUN
easat-3883	225	9	space	space	NOUN
easat-3883	225	10	)	)	PUNCT
easat-3883	226	1	[	[	X
easat-3883	226	2	21	21	NUM
easat-3883	226	3	]	]	X
easat-3883	226	4	:	:	PUNCT
easat-3883	226	5	is	be	AUX
easat-3883	226	6	an	an	DET
easat-3883	226	7	evaluation	evaluation	NOUN
easat-3883	226	8	method	method	NOUN
easat-3883	226	9	determining	determine	VERB
easat-3883	226	10	whether	whether	SCONJ
easat-3883	226	11	two	two	NUM
easat-3883	226	12	portrait	portrait	NOUN
easat-3883	226	13	images	image	NOUN
easat-3883	226	14	belong	belong	VERB
easat-3883	226	15	to	to	ADP
easat-3883	226	16	the	the	DET
easat-3883	226	17	same	same	ADJ
easat-3883	226	18	person	person	NOUN
easat-3883	226	19	by	by	ADP
easat-3883	226	20	comparing	compare	VERB
easat-3883	226	21	the	the	DET
easat-3883	226	22	difference	difference	NOUN
easat-3883	226	23	between	between	ADP
easat-3883	226	24	their	their	PRON
easat-3883	226	25	embedding	embed	VERB
easat-3883	226	26	vectors	vector	NOUN
easat-3883	226	27	.	.	PUNCT
easat-3883	227	1	the	the	DET
easat-3883	227	2	facenet	facenet	NOUN
easat-3883	227	3	framework	framework	NOUN
easat-3883	227	4	,	,	PUNCT
easat-3883	227	5	as	as	SCONJ
easat-3883	227	6	defined	define	VERB
easat-3883	227	7	in	in	ADP
easat-3883	227	8	reference	reference	NOUN
easat-3883	227	9	utilizes	utilize	VERB
easat-3883	227	10	the	the	DET
easat-3883	227	11	concept	concept	NOUN
easat-3883	227	12	of	of	ADP
easat-3883	227	13	dfid	dfid	PROPN
easat-3883	227	14	to	to	PART
easat-3883	227	15	assess	assess	VERB
easat-3883	227	16	the	the	DET
easat-3883	227	17	preservation	preservation	NOUN
easat-3883	227	18	of	of	ADP
easat-3883	227	19	identity	identity	NOUN
easat-3883	227	20	.	.	PUNCT
easat-3883	228	1	according	accord	VERB
easat-3883	228	2	to	to	ADP
easat-3883	228	3	the	the	DET
easat-3883	228	4	facenet	facenet	NOUN
easat-3883	228	5	standard	standard	NOUN
easat-3883	228	6	,	,	PUNCT
easat-3883	228	7	if	if	SCONJ
easat-3883	228	8	the	the	DET
easat-3883	228	9	dfid	dfid	ADJ
easat-3883	228	10	value	value	NOUN
easat-3883	228	11	between	between	ADP
easat-3883	228	12	two	two	NUM
easat-3883	228	13	facial	facial	ADJ
easat-3883	228	14	images	image	NOUN
easat-3883	228	15	is	be	AUX
easat-3883	228	16	less	less	ADJ
easat-3883	228	17	than	than	ADP
easat-3883	228	18	or	or	CCONJ
easat-3883	228	19	equal	equal	ADJ
easat-3883	228	20	to	to	ADP
easat-3883	228	21	1.1	1.1	NUM
easat-3883	228	22	,	,	PUNCT
easat-3883	228	23	they	they	PRON
easat-3883	228	24	are	be	AUX
easat-3883	228	25	considered	consider	VERB
easat-3883	228	26	to	to	PART
easat-3883	228	27	depict	depict	VERB
easat-3883	228	28	the	the	DET
easat-3883	228	29	same	same	ADJ
easat-3883	228	30	individual	individual	NOUN
easat-3883	228	31	.	.	PUNCT
easat-3883	229	1	nowchallenge	nowchallenge	VERB
easat-3883	230	1	[	[	X
easat-3883	230	2	22	22	NUM
easat-3883	230	3	]	]	PUNCT
easat-3883	230	4	:	:	PUNCT
easat-3883	230	5	provides	provide	VERB
easat-3883	230	6	a	a	DET
easat-3883	230	7	benchmark	benchmark	NOUN
easat-3883	230	8	method	method	NOUN
easat-3883	230	9	specialized	specialize	VERB
easat-3883	230	10	in	in	ADP
easat-3883	230	11	measuring	measure	VERB
easat-3883	230	12	the	the	DET
easat-3883	230	13	accuracy	accuracy	NOUN
easat-3883	230	14	and	and	CCONJ
easat-3883	230	15	robustness	robustness	NOUN
easat-3883	230	16	of	of	ADP
easat-3883	230	17	3d	3d	NUM
easat-3883	230	18	face	face	NOUN
easat-3883	230	19	reconstruction	reconstruction	NOUN
easat-3883	230	20	methods	method	NOUN
easat-3883	230	21	.	.	PUNCT
easat-3883	231	1	it	it	PRON
easat-3883	231	2	uses	use	VERB
easat-3883	231	3	a	a	DET
easat-3883	231	4	set	set	NOUN
easat-3883	231	5	of	of	ADP
easat-3883	231	6	7	7	NUM
easat-3883	231	7	landmark	landmark	NOUN
easat-3883	231	8	points	point	NOUN
easat-3883	231	9	to	to	PART
easat-3883	231	10	rigidly	rigidly	ADV
easat-3883	231	11	align	align	VERB
easat-3883	231	12	the	the	DET
easat-3883	231	13	141	141	NUM
easat-3883	231	14	edelweiss	edelweiss	PROPN
easat-3883	231	15	applied	apply	VERB
easat-3883	231	16	science	science	NOUN
easat-3883	231	17	and	and	CCONJ
easat-3883	231	18	technology	technology	NOUN
easat-3883	231	19	issn	issn	PROPN
easat-3883	231	20	:	:	PUNCT
easat-3883	231	21	2576	2576	NUM
easat-3883	231	22	-	-	SYM
easat-3883	231	23	8484	8484	NUM
easat-3883	231	24	vol	vol	NOUN
easat-3883	231	25	.	.	PROPN
easat-3883	232	1	9	9	NUM
easat-3883	232	2	,	,	PUNCT
easat-3883	232	3	no	no	INTJ
easat-3883	232	4	.	.	NOUN
easat-3883	232	5	1	1	NUM
easat-3883	232	6	:	:	SYM
easat-3883	232	7	131	131	NUM
easat-3883	232	8	-	-	SYM
easat-3883	232	9	145	145	NUM
easat-3883	232	10	,	,	PUNCT
easat-3883	232	11	2025	2025	NUM
easat-3883	232	12	doi	doi	NOUN
easat-3883	232	13	:	:	PUNCT
easat-3883	232	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	232	15	©	©	PROPN
easat-3883	232	16	2025	2025	NUM
easat-3883	232	17	by	by	ADP
easat-3883	232	18	the	the	DET
easat-3883	232	19	authors	author	NOUN
easat-3883	232	20	;	;	PUNCT
easat-3883	232	21	licensee	licensee	PROPN
easat-3883	232	22	learning	learning	PROPN
easat-3883	232	23	gate	gate	PROPN
easat-3883	232	24	predicted	predict	VERB
easat-3883	232	25	mesh	mesh	NOUN
easat-3883	232	26	with	with	ADP
easat-3883	232	27	the	the	DET
easat-3883	232	28	ground	ground	NOUN
easat-3883	232	29	truth	truth	NOUN
easat-3883	232	30	mesh	mesh	NOUN
easat-3883	232	31	.	.	PUNCT
easat-3883	233	1	the	the	DET
easat-3883	233	2	landmark	landmark	NOUN
easat-3883	233	3	points	point	NOUN
easat-3883	233	4	are	be	AUX
easat-3883	233	5	the	the	DET
easat-3883	233	6	leftmost	leftmost	NOUN
easat-3883	233	7	and	and	CCONJ
easat-3883	233	8	the	the	DET
easat-3883	233	9	rightmost	rightmost	ADJ
easat-3883	233	10	points	point	NOUN
easat-3883	233	11	of	of	ADP
easat-3883	233	12	the	the	DET
easat-3883	233	13	two	two	NUM
easat-3883	233	14	eyes	eye	NOUN
easat-3883	233	15	,	,	PUNCT
easat-3883	233	16	the	the	DET
easat-3883	233	17	tip	tip	NOUN
easat-3883	233	18	of	of	ADP
easat-3883	233	19	the	the	DET
easat-3883	233	20	nose	nose	NOUN
easat-3883	233	21	,	,	PUNCT
easat-3883	233	22	the	the	DET
easat-3883	233	23	leftmost	leftmost	ADJ
easat-3883	233	24	point	point	NOUN
easat-3883	233	25	,	,	PUNCT
easat-3883	233	26	and	and	CCONJ
easat-3883	233	27	the	the	DET
easat-3883	233	28	rightmost	rightmost	ADJ
easat-3883	233	29	point	point	NOUN
easat-3883	233	30	of	of	ADP
easat-3883	233	31	the	the	DET
easat-3883	233	32	mouth	mouth	NOUN
easat-3883	233	33	.	.	PUNCT
easat-3883	234	1	the	the	DET
easat-3883	234	2	error	error	NOUN
easat-3883	234	3	is	be	AUX
easat-3883	234	4	then	then	ADV
easat-3883	234	5	calculated	calculate	VERB
easat-3883	234	6	using	use	VERB
easat-3883	234	7	the	the	DET
easat-3883	234	8	absolute	absolute	ADJ
easat-3883	234	9	distance	distance	NOUN
easat-3883	234	10	between	between	ADP
easat-3883	234	11	each	each	DET
easat-3883	234	12	scan	scan	ADJ
easat-3883	234	13	vertex	vertex	NOUN
easat-3883	234	14	and	and	CCONJ
easat-3883	234	15	the	the	DET
easat-3883	234	16	closest	close	ADJ
easat-3883	234	17	point	point	NOUN
easat-3883	234	18	in	in	ADP
easat-3883	234	19	the	the	DET
easat-3883	234	20	mesh	mesh	NOUN
easat-3883	234	21	surface	surface	NOUN
easat-3883	234	22	.	.	PUNCT
easat-3883	235	1	5.2	5.2	NUM
easat-3883	235	2	.	.	PUNCT
easat-3883	235	3	dataset	dataset	VERB
easat-3883	235	4	the	the	DET
easat-3883	235	5	v	v	NOUN
easat-3883	235	6	-	-	PUNCT
easat-3883	235	7	face	face	NOUN
easat-3883	235	8	dataset	dataset	NOUN
easat-3883	236	1	[	[	X
easat-3883	236	2	18	18	NUM
easat-3883	236	3	]	]	X
easat-3883	236	4	:	:	PUNCT
easat-3883	236	5	to	to	PART
easat-3883	236	6	train	train	VERB
easat-3883	236	7	the	the	DET
easat-3883	236	8	emotion	emotion	NOUN
easat-3883	236	9	model	model	NOUN
easat-3883	236	10	erm	erm	PROPN
easat-3883	236	11	,	,	PUNCT
easat-3883	236	12	we	we	PRON
easat-3883	236	13	used	use	VERB
easat-3883	236	14	the	the	DET
easat-3883	236	15	dataset	dataset	NOUN
easat-3883	236	16	from	from	ADP
easat-3883	236	17	vkist	vkist	NOUN
easat-3883	236	18	which	which	PRON
easat-3883	236	19	consists	consist	VERB
easat-3883	236	20	of	of	ADP
easat-3883	236	21	889	889	NUM
easat-3883	236	22	images	image	NOUN
easat-3883	236	23	of	of	ADP
easat-3883	236	24	127	127	NUM
easat-3883	236	25	subjects	subject	NOUN
easat-3883	236	26	with	with	ADP
easat-3883	236	27	7	7	NUM
easat-3883	236	28	captured	capture	VERB
easat-3883	236	29	emotions	emotion	NOUN
easat-3883	236	30	(	(	PUNCT
easat-3883	236	31	neutral	neutral	ADJ
easat-3883	236	32	,	,	PUNCT
easat-3883	236	33	anger	anger	NOUN
easat-3883	236	34	,	,	PUNCT
easat-3883	236	35	disgust	disgust	NOUN
easat-3883	236	36	,	,	PUNCT
easat-3883	236	37	fear	fear	NOUN
easat-3883	236	38	,	,	PUNCT
easat-3883	236	39	happiness	happiness	NOUN
easat-3883	236	40	,	,	PUNCT
easat-3883	236	41	sadness	sadness	NOUN
easat-3883	236	42	,	,	PUNCT
easat-3883	236	43	surprise	surprise	NOUN
easat-3883	236	44	)	)	PUNCT
easat-3883	236	45	.	.	PUNCT
easat-3883	237	1	all	all	DET
easat-3883	237	2	images	image	NOUN
easat-3883	237	3	were	be	AUX
easat-3883	237	4	captured	capture	VERB
easat-3883	237	5	from	from	ADP
easat-3883	237	6	the	the	DET
easat-3883	237	7	front	front	ADJ
easat-3883	237	8	view	view	NOUN
easat-3883	237	9	with	with	ADP
easat-3883	237	10	a	a	DET
easat-3883	237	11	resolution	resolution	NOUN
easat-3883	237	12	of	of	ADP
easat-3883	237	13	2976×1984	2976×1984	NUM
easat-3883	237	14	.	.	PUNCT
easat-3883	238	1	the	the	DET
easat-3883	238	2	link	link	NOUN
easat-3883	238	3	to	to	PART
easat-3883	238	4	download	download	VERB
easat-3883	238	5	the	the	DET
easat-3883	238	6	dataset	dataset	NOUN
easat-3883	238	7	is	be	AUX
easat-3883	238	8	available	available	ADJ
easat-3883	238	9	.	.	PUNCT
easat-3883	239	1	90	90	NUM
easat-3883	239	2	%	%	NOUN
easat-3883	239	3	of	of	ADP
easat-3883	239	4	the	the	DET
easat-3883	239	5	images	image	NOUN
easat-3883	239	6	were	be	AUX
easat-3883	239	7	used	use	VERB
easat-3883	239	8	for	for	ADP
easat-3883	239	9	training	training	NOUN
easat-3883	239	10	and	and	CCONJ
easat-3883	239	11	10	10	NUM
easat-3883	239	12	%	%	NOUN
easat-3883	239	13	for	for	ADP
easat-3883	239	14	testing	testing	NOUN
easat-3883	239	15	.	.	PUNCT
easat-3883	240	1	from	from	ADP
easat-3883	240	2	the	the	DET
easat-3883	240	3	dataset	dataset	NOUN
easat-3883	240	4	,	,	PUNCT
easat-3883	240	5	we	we	PRON
easat-3883	240	6	extracted	extract	VERB
easat-3883	240	7	the	the	DET
easat-3883	240	8	face	face	NOUN
easat-3883	240	9	region	region	NOUN
easat-3883	240	10	and	and	CCONJ
easat-3883	240	11	resized	resize	VERB
easat-3883	240	12	it	it	PRON
easat-3883	240	13	to	to	ADP
easat-3883	240	14	256×256	256×256	NUM
easat-3883	240	15	.	.	PUNCT
easat-3883	241	1	we	we	PRON
easat-3883	241	2	then	then	ADV
easat-3883	241	3	used	use	VERB
easat-3883	241	4	the	the	DET
easat-3883	241	5	pre	pre	ADJ
easat-3883	241	6	-	-	ADJ
easat-3883	241	7	trained	train	VERB
easat-3883	241	8	deca	deca	NOUN
easat-3883	241	9	model	model	NOUN
easat-3883	241	10	to	to	PART
easat-3883	241	11	extract	extract	VERB
easat-3883	241	12	the	the	DET
easat-3883	241	13	expression	expression	NOUN
easat-3883	241	14	parameters	parameter	NOUN
easat-3883	241	15	from	from	ADP
easat-3883	241	16	the	the	DET
easat-3883	241	17	face	face	NOUN
easat-3883	241	18	images	image	NOUN
easat-3883	241	19	.	.	PUNCT
easat-3883	242	1	these	these	DET
easat-3883	242	2	expression	expression	NOUN
easat-3883	242	3	parameters	parameter	NOUN
easat-3883	242	4	served	serve	VERB
easat-3883	242	5	as	as	ADP
easat-3883	242	6	the	the	DET
easat-3883	242	7	ground	ground	NOUN
easat-3883	242	8	truth	truth	NOUN
easat-3883	242	9	for	for	ADP
easat-3883	242	10	the	the	DET
easat-3883	242	11	emotion	emotion	NOUN
easat-3883	242	12	model	model	NOUN
easat-3883	242	13	.	.	PUNCT
easat-3883	243	1	the	the	DET
easat-3883	243	2	facescape	facescape	NOUN
easat-3883	243	3	dataset	dataset	NOUN
easat-3883	243	4	[	[	X
easat-3883	243	5	10	10	NUM
easat-3883	243	6	]	]	PUNCT
easat-3883	243	7	:	:	PUNCT
easat-3883	243	8	to	to	PART
easat-3883	243	9	evaluate	evaluate	VERB
easat-3883	243	10	the	the	DET
easat-3883	243	11	emotion	emotion	NOUN
easat-3883	243	12	model	model	NOUN
easat-3883	243	13	,	,	PUNCT
easat-3883	243	14	we	we	PRON
easat-3883	243	15	used	use	VERB
easat-3883	243	16	the	the	DET
easat-3883	243	17	facescape	facescape	NOUN
easat-3883	243	18	dataset	dataset	NOUN
easat-3883	243	19	,	,	PUNCT
easat-3883	243	20	which	which	PRON
easat-3883	243	21	consists	consist	VERB
easat-3883	243	22	of	of	ADP
easat-3883	243	23	847	847	NUM
easat-3883	243	24	subjects	subject	NOUN
easat-3883	243	25	.	.	PUNCT
easat-3883	244	1	the	the	DET
easat-3883	244	2	dataset	dataset	NOUN
easat-3883	244	3	includes	include	VERB
easat-3883	244	4	scanned	scan	VERB
easat-3883	244	5	3d	3d	NUM
easat-3883	244	6	face	face	NOUN
easat-3883	244	7	models	model	NOUN
easat-3883	244	8	of	of	ADP
easat-3883	244	9	20	20	NUM
easat-3883	244	10	different	different	ADJ
easat-3883	244	11	expressions	expression	NOUN
easat-3883	244	12	,	,	PUNCT
easat-3883	244	13	and	and	CCONJ
easat-3883	244	14	56	56	NUM
easat-3883	244	15	images	image	NOUN
easat-3883	244	16	corresponding	correspond	VERB
easat-3883	244	17	to	to	ADP
easat-3883	244	18	56	56	NUM
easat-3883	244	19	camera	camera	NOUN
easat-3883	244	20	angles	angle	NOUN
easat-3883	244	21	to	to	PART
easat-3883	244	22	create	create	VERB
easat-3883	244	23	each	each	PRON
easat-3883	244	24	of	of	ADP
easat-3883	244	25	the	the	DET
easat-3883	244	26	scanned	scan	VERB
easat-3883	244	27	models	model	NOUN
easat-3883	244	28	.	.	PUNCT
easat-3883	245	1	only	only	ADV
easat-3883	245	2	the	the	DET
easat-3883	245	3	data	datum	NOUN
easat-3883	245	4	of	of	ADP
easat-3883	245	5	359	359	NUM
easat-3883	245	6	subjects	subject	NOUN
easat-3883	245	7	were	be	AUX
easat-3883	245	8	used	use	VERB
easat-3883	245	9	because	because	SCONJ
easat-3883	245	10	the	the	DET
easat-3883	245	11	remaining	remain	VERB
easat-3883	245	12	subjects	subject	NOUN
easat-3883	245	13	were	be	AUX
easat-3883	245	14	not	not	PART
easat-3883	245	15	provided	provide	VERB
easat-3883	245	16	with	with	ADP
easat-3883	245	17	the	the	DET
easat-3883	245	18	captured	capture	VERB
easat-3883	245	19	images	image	NOUN
easat-3883	245	20	/	/	SYM
easat-3883	245	21	expressions	expression	NOUN
easat-3883	245	22	,	,	PUNCT
easat-3883	245	23	which	which	PRON
easat-3883	245	24	made	make	VERB
easat-3883	245	25	it	it	PRON
easat-3883	245	26	more	more	ADV
easat-3883	245	27	difficult	difficult	ADJ
easat-3883	245	28	to	to	PART
easat-3883	245	29	evaluate	evaluate	VERB
easat-3883	245	30	the	the	DET
easat-3883	245	31	effectiveness	effectiveness	NOUN
easat-3883	245	32	of	of	ADP
easat-3883	245	33	the	the	DET
easat-3883	245	34	method	method	NOUN
easat-3883	245	35	.	.	PUNCT
easat-3883	246	1	5.3	5.3	NUM
easat-3883	246	2	.	.	PUNCT
easat-3883	246	3	evaluation	evaluation	NOUN
easat-3883	246	4	5.3.1	5.3.1	PROPN
easat-3883	246	5	.	.	PUNCT
easat-3883	246	6	evaluation	evaluation	NOUN
easat-3883	246	7	scenario	scenario	NOUN
easat-3883	246	8	1	1	NUM
easat-3883	246	9	after	after	ADP
easat-3883	246	10	generating	generate	VERB
easat-3883	246	11	the	the	DET
easat-3883	246	12	3d	3d	NUM
easat-3883	246	13	expression	expression	NOUN
easat-3883	246	14	face	face	NOUN
easat-3883	246	15	models	model	NOUN
easat-3883	246	16	within	within	ADP
easat-3883	246	17	the	the	DET
easat-3883	246	18	vn3dface	vn3dface	NOUN
easat-3883	246	19	dataset	dataset	ADJ
easat-3883	246	20	using	use	VERB
easat-3883	246	21	images	image	NOUN
easat-3883	246	22	from	from	ADP
easat-3883	246	23	vface	vface	NOUN
easat-3883	246	24	[	[	X
easat-3883	246	25	18	18	NUM
easat-3883	246	26	]	]	PUNCT
easat-3883	246	27	(	(	PUNCT
easat-3883	246	28	figure	figure	NOUN
easat-3883	246	29	9	9	NUM
easat-3883	246	30	)	)	PUNCT
easat-3883	246	31	,	,	PUNCT
easat-3883	246	32	we	we	PRON
easat-3883	246	33	proceed	proceed	VERB
easat-3883	246	34	to	to	PART
easat-3883	246	35	project	project	VERB
easat-3883	246	36	these	these	DET
easat-3883	246	37	models	model	NOUN
easat-3883	246	38	onto	onto	ADP
easat-3883	246	39	2d	2d	NUM
easat-3883	246	40	images	image	NOUN
easat-3883	246	41	represented	represent	VERB
easat-3883	246	42	as	as	ADP
easat-3883	246	43	ir	ir	PROPN
easat-3883	246	44	.	.	PROPN
easat-3883	246	45	subsequently	subsequently	ADV
easat-3883	246	46	,	,	PUNCT
easat-3883	246	47	we	we	PRON
easat-3883	246	48	evaluate	evaluate	VERB
easat-3883	246	49	the	the	DET
easat-3883	246	50	quality	quality	NOUN
easat-3883	246	51	of	of	ADP
easat-3883	246	52	the	the	DET
easat-3883	246	53	2d	2d	NOUN
easat-3883	246	54	images	image	NOUN
easat-3883	246	55	using	use	VERB
easat-3883	246	56	a	a	DET
easat-3883	246	57	comparative	comparative	ADJ
easat-3883	246	58	analysis	analysis	NOUN
easat-3883	246	59	against	against	ADP
easat-3883	246	60	two	two	NUM
easat-3883	246	61	other	other	ADJ
easat-3883	246	62	methods	method	NOUN
easat-3883	246	63	,	,	PUNCT
easat-3883	246	64	namely	namely	ADV
easat-3883	246	65	i3dmm	i3dmm	NOUN
easat-3883	247	1	[	[	X
easat-3883	247	2	13	13	NUM
easat-3883	247	3	]	]	PUNCT
easat-3883	247	4	and	and	CCONJ
easat-3883	247	5	mofanerf	mofanerf	NOUN
easat-3883	248	1	[	[	X
easat-3883	248	2	14	14	NUM
easat-3883	248	3	]	]	PUNCT
easat-3883	248	4	employing	employ	VERB
easat-3883	248	5	metrics	metric	NOUN
easat-3883	248	6	such	such	ADJ
easat-3883	248	7	as	as	ADP
easat-3883	248	8	psnr	psnr	NOUN
easat-3883	248	9	,	,	PUNCT
easat-3883	248	10	ssim	ssim	NOUN
easat-3883	248	11	,	,	PUNCT
easat-3883	248	12	and	and	CCONJ
easat-3883	248	13	lpips	lpip	NOUN
easat-3883	248	14	.	.	PUNCT
easat-3883	249	1	table	table	NOUN
easat-3883	249	2	2	2	NUM
easat-3883	249	3	presents	present	VERB
easat-3883	249	4	the	the	DET
easat-3883	249	5	results	result	NOUN
easat-3883	249	6	obtained	obtain	VERB
easat-3883	249	7	from	from	ADP
easat-3883	249	8	the	the	DET
easat-3883	249	9	aforementioned	aforementioned	ADJ
easat-3883	249	10	metrics	metric	NOUN
easat-3883	249	11	,	,	PUNCT
easat-3883	249	12	comparing	compare	VERB
easat-3883	249	13	our	our	PRON
easat-3883	249	14	method	method	NOUN
easat-3883	249	15	with	with	ADP
easat-3883	249	16	several	several	ADJ
easat-3883	249	17	other	other	ADJ
easat-3883	249	18	3d	3d	NUM
easat-3883	249	19	face	face	NOUN
easat-3883	249	20	reconstruction	reconstruction	NOUN
easat-3883	249	21	techniques	technique	NOUN
easat-3883	249	22	.	.	PUNCT
easat-3883	250	1	the	the	DET
easat-3883	250	2	findings	finding	NOUN
easat-3883	250	3	indicate	indicate	VERB
easat-3883	250	4	that	that	SCONJ
easat-3883	250	5	,	,	PUNCT
easat-3883	250	6	in	in	ADP
easat-3883	250	7	terms	term	NOUN
easat-3883	250	8	of	of	ADP
easat-3883	250	9	direct	direct	ADJ
easat-3883	250	10	comparison	comparison	NOUN
easat-3883	250	11	,	,	PUNCT
easat-3883	250	12	our	our	PRON
easat-3883	250	13	quantitative	quantitative	ADJ
easat-3883	250	14	results	result	NOUN
easat-3883	250	15	are	be	AUX
easat-3883	250	16	favorable	favorable	ADJ
easat-3883	250	17	compared	compare	VERB
easat-3883	250	18	to	to	ADP
easat-3883	250	19	i3dmm	i3dmm	PROPN
easat-3883	250	20	and	and	CCONJ
easat-3883	250	21	mofanerf	mofanerf	PROPN
easat-3883	250	22	,	,	PUNCT
easat-3883	250	23	suggesting	suggest	VERB
easat-3883	250	24	that	that	SCONJ
easat-3883	250	25	the	the	DET
easat-3883	250	26	vn3dface	vn3dface	ADV
easat-3883	250	27	dataset	dataset	NOUN
easat-3883	250	28	can	can	AUX
easat-3883	250	29	be	be	AUX
easat-3883	250	30	utilized	utilize	VERB
easat-3883	250	31	in	in	ADP
easat-3883	250	32	future	future	ADJ
easat-3883	250	33	studies	study	NOUN
easat-3883	250	34	.	.	PUNCT
easat-3883	251	1	figure	figure	VERB
easat-3883	251	2	9	9	NUM
easat-3883	251	3	.	.	PUNCT
easat-3883	252	1	v	v	NOUN
easat-3883	252	2	-	-	PUNCT
easat-3883	252	3	face	face	NOUN
easat-3883	252	4	2d	2d	NUM
easat-3883	252	5	image	image	NOUN
easat-3883	252	6	input	input	NOUN
easat-3883	252	7	and	and	CCONJ
easat-3883	252	8	3d	3d	NUM
easat-3883	252	9	model	model	NOUN
easat-3883	252	10	output	output	NOUN
easat-3883	252	11	.	.	PUNCT
easat-3883	253	1	due	due	ADP
easat-3883	253	2	to	to	ADP
easat-3883	253	3	outperforming	outperform	VERB
easat-3883	253	4	certain	certain	ADJ
easat-3883	253	5	methods	method	NOUN
easat-3883	253	6	in	in	ADP
easat-3883	253	7	direct	direct	ADJ
easat-3883	253	8	comparison	comparison	NOUN
easat-3883	253	9	,	,	PUNCT
easat-3883	253	10	our	our	PRON
easat-3883	253	11	approach	approach	NOUN
easat-3883	253	12	still	still	ADV
easat-3883	253	13	showcases	showcase	VERB
easat-3883	253	14	promising	promise	VERB
easat-3883	253	15	results	result	NOUN
easat-3883	253	16	and	and	CCONJ
easat-3883	253	17	meets	meet	VERB
easat-3883	253	18	the	the	DET
easat-3883	253	19	necessary	necessary	ADJ
easat-3883	253	20	quality	quality	NOUN
easat-3883	253	21	standards	standard	NOUN
easat-3883	253	22	.	.	PUNCT
easat-3883	254	1	these	these	DET
easat-3883	254	2	findings	finding	NOUN
easat-3883	254	3	highlight	highlight	VERB
easat-3883	254	4	the	the	DET
easat-3883	254	5	potential	potential	NOUN
easat-3883	254	6	and	and	CCONJ
easat-3883	254	7	feasibility	feasibility	NOUN
easat-3883	254	8	of	of	ADP
easat-3883	254	9	our	our	PRON
easat-3883	254	10	method	method	NOUN
easat-3883	254	11	in	in	ADP
easat-3883	254	12	generating	generate	VERB
easat-3883	254	13	3d	3d	NUM
easat-3883	254	14	face	face	NOUN
easat-3883	254	15	models	model	NOUN
easat-3883	254	16	,	,	PUNCT
easat-3883	254	17	particularly	particularly	ADV
easat-3883	254	18	when	when	SCONJ
easat-3883	254	19	considering	consider	VERB
easat-3883	254	20	the	the	DET
easat-3883	254	21	specific	specific	ADJ
easat-3883	254	22	context	context	NOUN
easat-3883	254	23	of	of	ADP
easat-3883	254	24	hairless	hairless	NOUN
easat-3883	254	25	faces	face	NOUN
easat-3883	254	26	.	.	PUNCT
easat-3883	255	1	further	further	ADJ
easat-3883	255	2	research	research	NOUN
easat-3883	255	3	and	and	CCONJ
easat-3883	255	4	refinement	refinement	NOUN
easat-3883	255	5	of	of	ADP
easat-3883	255	6	our	our	PRON
easat-3883	255	7	approach	approach	NOUN
easat-3883	255	8	may	may	AUX
easat-3883	255	9	contribute	contribute	VERB
easat-3883	255	10	to	to	ADP
easat-3883	255	11	achieving	achieve	VERB
easat-3883	255	12	even	even	ADV
easat-3883	255	13	more	more	ADV
easat-3883	255	14	competitive	competitive	ADJ
easat-3883	255	15	results	result	NOUN
easat-3883	255	16	in	in	ADP
easat-3883	255	17	future	future	ADJ
easat-3883	255	18	evaluations	evaluation	NOUN
easat-3883	255	19	and	and	CCONJ
easat-3883	255	20	comparisons	comparison	NOUN
easat-3883	255	21	.	.	PUNCT
easat-3883	256	1	142	142	NUM
easat-3883	256	2	edelweiss	edelweiss	PROPN
easat-3883	256	3	applied	apply	VERB
easat-3883	256	4	science	science	NOUN
easat-3883	256	5	and	and	CCONJ
easat-3883	256	6	technology	technology	NOUN
easat-3883	256	7	issn	issn	PROPN
easat-3883	256	8	:	:	PUNCT
easat-3883	256	9	2576	2576	NUM
easat-3883	256	10	-	-	SYM
easat-3883	256	11	8484	8484	NUM
easat-3883	256	12	vol	vol	NOUN
easat-3883	256	13	.	.	PROPN
easat-3883	257	1	9	9	NUM
easat-3883	257	2	,	,	PUNCT
easat-3883	257	3	no	no	INTJ
easat-3883	257	4	.	.	NOUN
easat-3883	257	5	1	1	NUM
easat-3883	257	6	:	:	SYM
easat-3883	257	7	131	131	NUM
easat-3883	257	8	-	-	SYM
easat-3883	257	9	145	145	NUM
easat-3883	257	10	,	,	PUNCT
easat-3883	257	11	2025	2025	NUM
easat-3883	257	12	doi	doi	NOUN
easat-3883	257	13	:	:	PUNCT
easat-3883	257	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	257	15	©	©	PROPN
easat-3883	257	16	2025	2025	NUM
easat-3883	257	17	by	by	ADP
easat-3883	257	18	the	the	DET
easat-3883	257	19	authors	author	NOUN
easat-3883	257	20	;	;	PUNCT
easat-3883	257	21	licensee	licensee	PROPN
easat-3883	257	22	learning	learn	VERB
easat-3883	257	23	gate	gate	NOUN
easat-3883	257	24	table	table	NOUN
easat-3883	257	25	2	2	NUM
easat-3883	257	26	.	.	PUNCT
easat-3883	257	27	comparison	comparison	NOUN
easat-3883	257	28	of	of	ADP
easat-3883	257	29	our	our	PRON
easat-3883	257	30	proposal	proposal	NOUN
easat-3883	257	31	and	and	CCONJ
easat-3883	257	32	others	other	NOUN
easat-3883	257	33	.	.	PUNCT
easat-3883	258	1	psnr	psnr	PROPN
easat-3883	258	2	↑	↑	PROPN
easat-3883	258	3	ssim	ssim	PROPN
easat-3883	258	4	↑	↑	PROPN
easat-3883	258	5	lpips	lpip	VERB
easat-3883	258	6	↓	↓	PROPN
easat-3883	258	7	ours	ours	PRON
easat-3883	258	8	30.07	30.07	NUM
easat-3883	258	9	0.84	0.84	NUM
easat-3883	258	10	0.09	0.09	NUM
easat-3883	258	11	i3dmm	i3dmm	NOUN
easat-3883	258	12	24.45	24.45	NUM
easat-3883	258	13	0.90	0.90	NUM
easat-3883	258	14	0.11	0.11	NUM
easat-3883	258	15	mofanerf	mofanerf	NOUN
easat-3883	258	16	31.49	31.49	NUM
easat-3883	258	17	0.95	0.95	NUM
easat-3883	258	18	0.06	0.06	NUM
easat-3883	258	19	5.3.2	5.3.2	NUM
easat-3883	258	20	.	.	PUNCT
easat-3883	259	1	evaluation	evaluation	NOUN
easat-3883	259	2	scenario	scenario	NOUN
easat-3883	259	3	2	2	NUM
easat-3883	259	4	in	in	ADP
easat-3883	259	5	our	our	PRON
easat-3883	259	6	evaluation	evaluation	NOUN
easat-3883	259	7	,	,	PUNCT
easat-3883	259	8	we	we	PRON
easat-3883	259	9	specifically	specifically	ADV
easat-3883	259	10	focus	focus	VERB
easat-3883	259	11	on	on	ADP
easat-3883	259	12	assessing	assess	VERB
easat-3883	259	13	the	the	DET
easat-3883	259	14	representation	representation	NOUN
easat-3883	259	15	of	of	ADP
easat-3883	259	16	the	the	DET
easat-3883	259	17	same	same	ADJ
easat-3883	259	18	individual	individual	NOUN
easat-3883	259	19	across	across	ADP
easat-3883	259	20	the	the	DET
easat-3883	259	21	input	input	NOUN
easat-3883	259	22	image	image	NOUN
easat-3883	259	23	pairs	pair	NOUN
easat-3883	259	24	(	(	PUNCT
easat-3883	259	25	ii	ii	NOUN
easat-3883	259	26	)	)	PUNCT
easat-3883	259	27	and	and	CCONJ
easat-3883	259	28	the	the	DET
easat-3883	259	29	corresponding	corresponding	ADJ
easat-3883	259	30	output	output	NOUN
easat-3883	259	31	image	image	NOUN
easat-3883	259	32	pairs	pair	NOUN
easat-3883	259	33	(	(	PUNCT
easat-3883	259	34	ir	ir	NOUN
easat-3883	259	35	)	)	PUNCT
easat-3883	259	36	.	.	PUNCT
easat-3883	260	1	to	to	PART
easat-3883	260	2	measure	measure	VERB
easat-3883	260	3	the	the	DET
easat-3883	260	4	accuracy	accuracy	NOUN
easat-3883	260	5	of	of	ADP
easat-3883	260	6	this	this	DET
easat-3883	260	7	representation	representation	NOUN
easat-3883	260	8	,	,	PUNCT
easat-3883	260	9	we	we	PRON
easat-3883	260	10	employ	employ	VERB
easat-3883	260	11	the	the	DET
easat-3883	260	12	dfid	dfid	PROPN
easat-3883	260	13	model	model	NOUN
easat-3883	260	14	,	,	PUNCT
easat-3883	260	15	which	which	PRON
easat-3883	260	16	quantifies	quantify	VERB
easat-3883	260	17	the	the	DET
easat-3883	260	18	distance	distance	NOUN
easat-3883	260	19	in	in	ADP
easat-3883	260	20	facial	facial	ADJ
easat-3883	260	21	identity	identity	NOUN
easat-3883	260	22	feature	feature	NOUN
easat-3883	260	23	space	space	NOUN
easat-3883	260	24	.	.	PUNCT
easat-3883	261	1	the	the	DET
easat-3883	261	2	average	average	ADJ
easat-3883	261	3	dfid	dfid	PROPN
easat-3883	261	4	value	value	NOUN
easat-3883	261	5	obtained	obtain	VERB
easat-3883	261	6	from	from	ADP
easat-3883	261	7	our	our	PRON
easat-3883	261	8	evaluation	evaluation	NOUN
easat-3883	261	9	is	be	AUX
easat-3883	261	10	0.25	0.25	NUM
easat-3883	261	11	.	.	PUNCT
easat-3883	262	1	this	this	DET
easat-3883	262	2	value	value	NOUN
easat-3883	262	3	indicates	indicate	VERB
easat-3883	262	4	that	that	SCONJ
easat-3883	262	5	the	the	DET
easat-3883	262	6	synthesized	synthesize	VERB
easat-3883	262	7	output	output	NOUN
easat-3883	262	8	images	image	NOUN
easat-3883	262	9	have	have	AUX
easat-3883	262	10	been	be	AUX
easat-3883	262	11	successfully	successfully	ADV
easat-3883	262	12	evaluated	evaluate	VERB
easat-3883	262	13	as	as	ADP
easat-3883	262	14	retaining	retain	VERB
easat-3883	262	15	the	the	DET
easat-3883	262	16	essential	essential	ADJ
easat-3883	262	17	features	feature	NOUN
easat-3883	262	18	that	that	PRON
easat-3883	262	19	represent	represent	VERB
easat-3883	262	20	the	the	DET
easat-3883	262	21	same	same	ADJ
easat-3883	262	22	person	person	NOUN
easat-3883	262	23	as	as	SCONJ
easat-3883	262	24	depicted	depict	VERB
easat-3883	262	25	in	in	ADP
easat-3883	262	26	the	the	DET
easat-3883	262	27	input	input	NOUN
easat-3883	262	28	images	image	NOUN
easat-3883	262	29	.	.	PUNCT
easat-3883	263	1	the	the	DET
easat-3883	263	2	low	low	ADJ
easat-3883	263	3	average	average	ADJ
easat-3883	263	4	dfid	dfid	PROPN
easat-3883	263	5	value	value	NOUN
easat-3883	263	6	reinforces	reinforce	VERB
easat-3883	263	7	the	the	DET
easat-3883	263	8	effectiveness	effectiveness	NOUN
easat-3883	263	9	of	of	ADP
easat-3883	263	10	our	our	PRON
easat-3883	263	11	approach	approach	NOUN
easat-3883	263	12	in	in	ADP
easat-3883	263	13	preserving	preserve	VERB
easat-3883	263	14	the	the	DET
easat-3883	263	15	identity	identity	NOUN
easat-3883	263	16	and	and	CCONJ
easat-3883	263	17	facial	facial	ADJ
easat-3883	263	18	attributes	attribute	NOUN
easat-3883	263	19	of	of	ADP
easat-3883	263	20	the	the	DET
easat-3883	263	21	individuals	individual	NOUN
easat-3883	263	22	throughout	throughout	ADP
easat-3883	263	23	the	the	DET
easat-3883	263	24	synthesis	synthesis	NOUN
easat-3883	263	25	process	process	NOUN
easat-3883	263	26	.	.	PUNCT
easat-3883	264	1	this	this	DET
easat-3883	264	2	evaluation	evaluation	NOUN
easat-3883	264	3	outcome	outcome	NOUN
easat-3883	264	4	highlights	highlight	VERB
easat-3883	264	5	the	the	DET
easat-3883	264	6	reliability	reliability	NOUN
easat-3883	264	7	and	and	CCONJ
easat-3883	264	8	fidelity	fidelity	NOUN
easat-3883	264	9	of	of	ADP
easat-3883	264	10	our	our	PRON
easat-3883	264	11	method	method	NOUN
easat-3883	264	12	in	in	ADP
easat-3883	264	13	capturing	capture	VERB
easat-3883	264	14	and	and	CCONJ
easat-3883	264	15	reproducing	reproduce	VERB
easat-3883	264	16	the	the	DET
easat-3883	264	17	distinctive	distinctive	ADJ
easat-3883	264	18	characteristics	characteristic	NOUN
easat-3883	264	19	of	of	ADP
easat-3883	264	20	individuals	individual	NOUN
easat-3883	264	21	,	,	PUNCT
easat-3883	264	22	ensuring	ensure	VERB
easat-3883	264	23	that	that	SCONJ
easat-3883	264	24	their	their	PRON
easat-3883	264	25	identity	identity	NOUN
easat-3883	264	26	is	be	AUX
easat-3883	264	27	accurately	accurately	ADV
easat-3883	264	28	maintained	maintain	VERB
easat-3883	264	29	in	in	ADP
easat-3883	264	30	the	the	DET
easat-3883	264	31	synthesized	synthesize	VERB
easat-3883	264	32	output	output	NOUN
easat-3883	264	33	images	image	NOUN
easat-3883	264	34	.	.	PUNCT
easat-3883	265	1	5.3.3	5.3.3	X
easat-3883	265	2	.	.	PUNCT
easat-3883	265	3	evaluation	evaluation	NOUN
easat-3883	265	4	scenario	scenario	NOUN
easat-3883	265	5	3	3	NUM
easat-3883	265	6	in	in	ADP
easat-3883	265	7	our	our	PRON
easat-3883	265	8	evaluation	evaluation	NOUN
easat-3883	265	9	,	,	PUNCT
easat-3883	265	10	we	we	PRON
easat-3883	265	11	assess	assess	VERB
easat-3883	265	12	the	the	DET
easat-3883	265	13	representation	representation	NOUN
easat-3883	265	14	of	of	ADP
easat-3883	265	15	the	the	DET
easat-3883	265	16	same	same	ADJ
easat-3883	265	17	individual	individual	NOUN
easat-3883	265	18	exhibiting	exhibit	VERB
easat-3883	265	19	identical	identical	ADJ
easat-3883	265	20	facial	facial	ADJ
easat-3883	265	21	expressions	expression	NOUN
easat-3883	265	22	across	across	ADP
easat-3883	265	23	the	the	DET
easat-3883	265	24	image	image	NOUN
easat-3883	265	25	pairs	pair	NOUN
easat-3883	265	26	ii	ii	PROPN
easat-3883	265	27	and	and	CCONJ
easat-3883	265	28	ir	ir	PROPN
easat-3883	265	29	at	at	ADP
easat-3883	265	30	five	five	NUM
easat-3883	265	31	distinct	distinct	ADJ
easat-3883	265	32	levels	level	NOUN
easat-3883	265	33	:	:	PUNCT
easat-3883	265	34	completely	completely	ADV
easat-3883	265	35	different	different	ADJ
easat-3883	265	36	,	,	PUNCT
easat-3883	265	37	different	different	ADJ
easat-3883	265	38	,	,	PUNCT
easat-3883	265	39	neutral	neutral	ADJ
easat-3883	265	40	,	,	PUNCT
easat-3883	265	41	somewhat	somewhat	ADV
easat-3883	265	42	similar	similar	ADJ
easat-3883	265	43	,	,	PUNCT
easat-3883	265	44	and	and	CCONJ
easat-3883	265	45	very	very	ADV
easat-3883	265	46	similar	similar	ADJ
easat-3883	265	47	.	.	PUNCT
easat-3883	266	1	these	these	DET
easat-3883	266	2	levels	level	NOUN
easat-3883	266	3	are	be	AUX
easat-3883	266	4	measured	measure	VERB
easat-3883	266	5	on	on	ADP
easat-3883	266	6	a	a	DET
easat-3883	266	7	scale	scale	NOUN
easat-3883	266	8	ranging	range	VERB
easat-3883	266	9	from	from	ADP
easat-3883	266	10	1	1	NUM
easat-3883	266	11	to	to	ADP
easat-3883	266	12	5	5	NUM
easat-3883	266	13	.	.	PUNCT
easat-3883	267	1	we	we	PRON
easat-3883	267	2	collect	collect	VERB
easat-3883	267	3	observational	observational	ADJ
easat-3883	267	4	ratings	rating	NOUN
easat-3883	267	5	from	from	ADP
easat-3883	267	6	a	a	DET
easat-3883	267	7	group	group	NOUN
easat-3883	267	8	of	of	ADP
easat-3883	267	9	individuals	individual	NOUN
easat-3883	267	10	aged	age	VERB
easat-3883	267	11	between	between	ADP
easat-3883	267	12	18	18	NUM
easat-3883	267	13	and	and	CCONJ
easat-3883	267	14	30	30	NUM
easat-3883	267	15	to	to	PART
easat-3883	267	16	obtain	obtain	VERB
easat-3883	267	17	a	a	DET
easat-3883	267	18	comprehensive	comprehensive	ADJ
easat-3883	267	19	assessment	assessment	NOUN
easat-3883	267	20	.	.	PUNCT
easat-3883	268	1	the	the	DET
easat-3883	268	2	survey	survey	NOUN
easat-3883	268	3	involved	involve	VERB
easat-3883	268	4	33	33	NUM
easat-3883	268	5	respondents	respondent	NOUN
easat-3883	268	6	,	,	PUNCT
easat-3883	268	7	as	as	SCONJ
easat-3883	268	8	depicted	depict	VERB
easat-3883	268	9	in	in	ADP
easat-3883	268	10	figure	figure	NOUN
easat-3883	268	11	10	10	NUM
easat-3883	268	12	.	.	PUNCT
easat-3883	269	1	remarkably	remarkably	ADV
easat-3883	269	2	,	,	PUNCT
easat-3883	269	3	the	the	DET
easat-3883	269	4	results	result	NOUN
easat-3883	269	5	demonstrate	demonstrate	VERB
easat-3883	269	6	that	that	SCONJ
easat-3883	269	7	an	an	DET
easat-3883	269	8	impressive	impressive	ADJ
easat-3883	269	9	93.8	93.8	NUM
easat-3883	269	10	%	%	NOUN
easat-3883	269	11	of	of	ADP
easat-3883	269	12	the	the	DET
easat-3883	269	13	respondents	respondent	NOUN
easat-3883	269	14	were	be	AUX
easat-3883	269	15	able	able	ADJ
easat-3883	269	16	to	to	PART
easat-3883	269	17	correctly	correctly	ADV
easat-3883	269	18	identify	identify	VERB
easat-3883	269	19	that	that	SCONJ
easat-3883	269	20	the	the	DET
easat-3883	269	21	input	input	NOUN
easat-3883	269	22	image	image	NOUN
easat-3883	269	23	and	and	CCONJ
easat-3883	269	24	the	the	DET
easat-3883	269	25	synthesized	synthesize	VERB
easat-3883	269	26	face	face	NOUN
easat-3883	269	27	image	image	NOUN
easat-3883	269	28	belonged	belong	VERB
easat-3883	269	29	to	to	ADP
easat-3883	269	30	the	the	DET
easat-3883	269	31	same	same	ADJ
easat-3883	269	32	person	person	NOUN
easat-3883	269	33	based	base	VERB
easat-3883	269	34	on	on	ADP
easat-3883	269	35	their	their	PRON
easat-3883	269	36	observational	observational	ADJ
easat-3883	269	37	ratings	rating	NOUN
easat-3883	269	38	(	(	PUNCT
easat-3883	269	39	score	score	NOUN
easat-3883	269	40	≥	≥	NOUN
easat-3883	269	41	3	3	NUM
easat-3883	269	42	)	)	PUNCT
easat-3883	269	43	.	.	PUNCT
easat-3883	270	1	out	out	ADP
easat-3883	270	2	of	of	ADP
easat-3883	270	3	these	these	DET
easat-3883	270	4	respondents	respondent	NOUN
easat-3883	270	5	,	,	PUNCT
easat-3883	270	6	14	14	NUM
easat-3883	270	7	%	%	NOUN
easat-3883	270	8	rated	rate	VERB
easat-3883	270	9	the	the	DET
easat-3883	270	10	similarity	similarity	NOUN
easat-3883	270	11	between	between	ADP
easat-3883	270	12	the	the	DET
easat-3883	270	13	images	image	NOUN
easat-3883	270	14	as	as	ADP
easat-3883	270	15	”	"	PUNCT
easat-3883	270	16	very	very	ADV
easat-3883	270	17	similar	similar	ADJ
easat-3883	270	18	”	"	PUNCT
easat-3883	270	19	with	with	ADP
easat-3883	270	20	a	a	DET
easat-3883	270	21	score	score	NOUN
easat-3883	270	22	of	of	ADP
easat-3883	270	23	5	5	NUM
easat-3883	270	24	,	,	PUNCT
easat-3883	270	25	while	while	SCONJ
easat-3883	270	26	49.3%rated	49.3%rated	NUM
easat-3883	270	27	the	the	DET
easat-3883	270	28	similarity	similarity	NOUN
easat-3883	270	29	as	as	ADP
easat-3883	270	30	”	"	PUNCT
easat-3883	270	31	somewhat	somewhat	ADV
easat-3883	270	32	similar	similar	ADJ
easat-3883	270	33	”	"	PUNCT
easat-3883	270	34	with	with	ADP
easat-3883	270	35	a	a	DET
easat-3883	270	36	score	score	NOUN
easat-3883	270	37	of	of	ADP
easat-3883	270	38	4	4	NUM
easat-3883	270	39	.	.	PUNCT
easat-3883	271	1	these	these	DET
easat-3883	271	2	findings	finding	NOUN
easat-3883	271	3	indicate	indicate	VERB
easat-3883	271	4	that	that	SCONJ
easat-3883	271	5	the	the	DET
easat-3883	271	6	synthesized	synthesize	VERB
easat-3883	271	7	face	face	NOUN
easat-3883	271	8	images	image	NOUN
easat-3883	271	9	successfully	successfully	ADV
easat-3883	271	10	capture	capture	VERB
easat-3883	271	11	and	and	CCONJ
easat-3883	271	12	retain	retain	VERB
easat-3883	271	13	the	the	DET
easat-3883	271	14	essential	essential	ADJ
easat-3883	271	15	facial	facial	ADJ
easat-3883	271	16	attributes	attribute	NOUN
easat-3883	271	17	and	and	CCONJ
easat-3883	271	18	expressions	expression	NOUN
easat-3883	271	19	of	of	ADP
easat-3883	271	20	the	the	DET
easat-3883	271	21	individuals	individual	NOUN
easat-3883	271	22	,	,	PUNCT
easat-3883	271	23	allowing	allow	VERB
easat-3883	271	24	them	they	PRON
easat-3883	271	25	to	to	PART
easat-3883	271	26	be	be	AUX
easat-3883	271	27	correctly	correctly	ADV
easat-3883	271	28	identified	identify	VERB
easat-3883	271	29	by	by	ADP
easat-3883	271	30	most	most	ADJ
easat-3883	271	31	respondents	respondent	NOUN
easat-3883	271	32	.	.	PUNCT
easat-3883	272	1	furthermore	furthermore	ADV
easat-3883	272	2	,	,	PUNCT
easat-3883	272	3	a	a	DET
easat-3883	272	4	substantial	substantial	ADJ
easat-3883	272	5	portion	portion	NOUN
easat-3883	272	6	of	of	ADP
easat-3883	272	7	the	the	DET
easat-3883	272	8	respondents	respondent	NOUN
easat-3883	272	9	rated	rate	VERB
easat-3883	272	10	the	the	DET
easat-3883	272	11	similarity	similarity	NOUN
easat-3883	272	12	between	between	ADP
easat-3883	272	13	the	the	DET
easat-3883	272	14	input	input	NOUN
easat-3883	272	15	and	and	CCONJ
easat-3883	272	16	synthesized	synthesize	VERB
easat-3883	272	17	images	image	NOUN
easat-3883	272	18	as	as	ADV
easat-3883	272	19	high	high	ADJ
easat-3883	272	20	,	,	PUNCT
easat-3883	272	21	indicating	indicate	VERB
easat-3883	272	22	a	a	DET
easat-3883	272	23	close	close	ADJ
easat-3883	272	24	resemblance	resemblance	NOUN
easat-3883	272	25	.	.	PUNCT
easat-3883	273	1	this	this	DET
easat-3883	273	2	evaluation	evaluation	NOUN
easat-3883	273	3	outcome	outcome	NOUN
easat-3883	273	4	underscores	underscore	VERB
easat-3883	273	5	the	the	DET
easat-3883	273	6	effectiveness	effectiveness	NOUN
easat-3883	273	7	of	of	ADP
easat-3883	273	8	our	our	PRON
easat-3883	273	9	approach	approach	NOUN
easat-3883	273	10	in	in	ADP
easat-3883	273	11	accurately	accurately	ADV
easat-3883	273	12	representing	represent	VERB
easat-3883	273	13	and	and	CCONJ
easat-3883	273	14	preserving	preserve	VERB
easat-3883	273	15	the	the	DET
easat-3883	273	16	facial	facial	ADJ
easat-3883	273	17	features	feature	NOUN
easat-3883	273	18	and	and	CCONJ
easat-3883	273	19	expressions	expression	NOUN
easat-3883	273	20	of	of	ADP
easat-3883	273	21	individuals	individual	NOUN
easat-3883	273	22	.	.	PUNCT
easat-3883	274	1	the	the	DET
easat-3883	274	2	results	result	NOUN
easat-3883	274	3	validate	validate	VERB
easat-3883	274	4	the	the	DET
easat-3883	274	5	high	high	ADJ
easat-3883	274	6	-	-	PUNCT
easat-3883	274	7	quality	quality	NOUN
easat-3883	274	8	output	output	NOUN
easat-3883	274	9	of	of	ADP
easat-3883	274	10	our	our	PRON
easat-3883	274	11	synthesis	synthesis	NOUN
easat-3883	274	12	method	method	NOUN
easat-3883	274	13	and	and	CCONJ
easat-3883	274	14	highlight	highlight	VERB
easat-3883	274	15	its	its	PRON
easat-3883	274	16	potential	potential	NOUN
easat-3883	274	17	for	for	ADP
easat-3883	274	18	various	various	ADJ
easat-3883	274	19	applications	application	NOUN
easat-3883	274	20	,	,	PUNCT
easat-3883	274	21	such	such	ADJ
easat-3883	274	22	as	as	ADP
easat-3883	274	23	face	face	NOUN
easat-3883	274	24	recognition	recognition	NOUN
easat-3883	274	25	,	,	PUNCT
easat-3883	274	26	virtual	virtual	ADJ
easat-3883	274	27	avatars	avatar	NOUN
easat-3883	274	28	,	,	PUNCT
easat-3883	274	29	and	and	CCONJ
easat-3883	274	30	animation	animation	NOUN
easat-3883	274	31	.	.	PUNCT
easat-3883	275	1	143	143	DET
easat-3883	275	2	edelweiss	edelweiss	PROPN
easat-3883	275	3	applied	apply	VERB
easat-3883	275	4	science	science	NOUN
easat-3883	275	5	and	and	CCONJ
easat-3883	275	6	technology	technology	NOUN
easat-3883	275	7	issn	issn	PROPN
easat-3883	275	8	:	:	PUNCT
easat-3883	275	9	2576	2576	NUM
easat-3883	275	10	-	-	SYM
easat-3883	275	11	8484	8484	NUM
easat-3883	275	12	vol	vol	NOUN
easat-3883	275	13	.	.	PROPN
easat-3883	276	1	9	9	NUM
easat-3883	276	2	,	,	PUNCT
easat-3883	276	3	no	no	INTJ
easat-3883	276	4	.	.	NOUN
easat-3883	276	5	1	1	NUM
easat-3883	276	6	:	:	SYM
easat-3883	276	7	131	131	NUM
easat-3883	276	8	-	-	SYM
easat-3883	276	9	145	145	NUM
easat-3883	276	10	,	,	PUNCT
easat-3883	276	11	2025	2025	NUM
easat-3883	276	12	doi	doi	NOUN
easat-3883	276	13	:	:	PUNCT
easat-3883	276	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	276	15	©	©	PROPN
easat-3883	276	16	2025	2025	NUM
easat-3883	276	17	by	by	ADP
easat-3883	276	18	the	the	DET
easat-3883	276	19	authors	author	NOUN
easat-3883	276	20	;	;	PUNCT
easat-3883	277	1	licensee	licensee	PROPN
easat-3883	277	2	learning	learn	VERB
easat-3883	277	3	gate	gate	PROPN
easat-3883	277	4	figure	figure	NOUN
easat-3883	277	5	10	10	NUM
easat-3883	277	6	.	.	PUNCT
easat-3883	278	1	survey	survey	NOUN
easat-3883	278	2	result	result	NOUN
easat-3883	278	3	.	.	PUNCT
easat-3883	279	1	5.3.4	5.3.4	X
easat-3883	279	2	.	.	PUNCT
easat-3883	279	3	evaluation	evaluation	NOUN
easat-3883	279	4	scenario	scenario	NOUN
easat-3883	279	5	4	4	NUM
easat-3883	279	6	in	in	ADP
easat-3883	279	7	this	this	DET
easat-3883	279	8	scenario	scenario	NOUN
easat-3883	279	9	,	,	PUNCT
easat-3883	279	10	we	we	PRON
easat-3883	279	11	establish	establish	VERB
easat-3883	279	12	the	the	DET
easat-3883	279	13	emotional	emotional	ADJ
easat-3883	279	14	3d	3d	NUM
easat-3883	279	15	faces	face	NOUN
easat-3883	279	16	within	within	ADP
easat-3883	279	17	the	the	DET
easat-3883	279	18	facescape	facescape	NOUN
easat-3883	279	19	dataset	dataset	NOUN
easat-3883	279	20	as	as	ADP
easat-3883	279	21	the	the	DET
easat-3883	279	22	ground	ground	NOUN
easat-3883	279	23	truth	truth	NOUN
easat-3883	279	24	.	.	PUNCT
easat-3883	280	1	to	to	PART
easat-3883	280	2	generate	generate	VERB
easat-3883	280	3	our	our	PRON
easat-3883	280	4	emotional	emotional	ADJ
easat-3883	280	5	3d	3d	NUM
easat-3883	280	6	face	face	NOUN
easat-3883	280	7	models	model	NOUN
easat-3883	280	8	,	,	PUNCT
easat-3883	280	9	we	we	PRON
easat-3883	280	10	utilize	utilize	VERB
easat-3883	280	11	both	both	CCONJ
easat-3883	280	12	the	the	DET
easat-3883	280	13	original	original	ADJ
easat-3883	280	14	deca	deca	NOUN
easat-3883	280	15	model	model	NOUN
easat-3883	280	16	and	and	CCONJ
easat-3883	280	17	our	our	PRON
easat-3883	280	18	proposed	propose	VERB
easat-3883	280	19	method	method	NOUN
easat-3883	280	20	,	,	PUNCT
easat-3883	280	21	employing	employ	VERB
easat-3883	280	22	the	the	DET
easat-3883	280	23	emotional	emotional	ADJ
easat-3883	280	24	2d	2d	NOUN
easat-3883	280	25	images	image	NOUN
easat-3883	280	26	available	available	ADJ
easat-3883	280	27	in	in	ADP
easat-3883	280	28	the	the	DET
easat-3883	280	29	facescape	facescape	NOUN
easat-3883	280	30	dataset	dataset	NOUN
easat-3883	280	31	.	.	PUNCT
easat-3883	281	1	subsequently	subsequently	ADV
easat-3883	281	2	,	,	PUNCT
easat-3883	281	3	we	we	PRON
easat-3883	281	4	compare	compare	VERB
easat-3883	281	5	the	the	DET
easat-3883	281	6	emotional	emotional	ADJ
easat-3883	281	7	3d	3d	NUM
easat-3883	281	8	face	face	NOUN
easat-3883	281	9	models	model	NOUN
easat-3883	281	10	generated	generate	VERB
easat-3883	281	11	by	by	ADP
easat-3883	281	12	our	our	PRON
easat-3883	281	13	approach	approach	NOUN
easat-3883	281	14	with	with	ADP
easat-3883	281	15	the	the	DET
easat-3883	281	16	emotional	emotional	ADJ
easat-3883	281	17	3d	3d	NUM
easat-3883	281	18	face	face	NOUN
easat-3883	281	19	models	model	NOUN
easat-3883	281	20	present	present	ADJ
easat-3883	281	21	within	within	ADP
easat-3883	281	22	the	the	DET
easat-3883	281	23	facescape	facescape	NOUN
easat-3883	281	24	dataset	dataset	NOUN
easat-3883	281	25	.	.	PUNCT
easat-3883	282	1	the	the	DET
easat-3883	282	2	comparison	comparison	NOUN
easat-3883	282	3	results	result	VERB
easat-3883	282	4	,	,	PUNCT
easat-3883	282	5	as	as	SCONJ
easat-3883	282	6	depicted	depict	VERB
easat-3883	282	7	in	in	ADP
easat-3883	282	8	tables	table	NOUN
easat-3883	282	9	3	3	NUM
easat-3883	282	10	,	,	PUNCT
easat-3883	282	11	along	along	ADP
easat-3883	282	12	with	with	ADP
easat-3883	282	13	the	the	DET
easat-3883	282	14	visual	visual	ADJ
easat-3883	282	15	representation	representation	NOUN
easat-3883	282	16	provided	provide	VERB
easat-3883	282	17	in	in	ADP
easat-3883	282	18	figure	figure	NOUN
easat-3883	282	19	11	11	NUM
easat-3883	282	20	,	,	PUNCT
easat-3883	282	21	reveal	reveal	VERB
easat-3883	282	22	the	the	DET
easat-3883	282	23	quality	quality	NOUN
easat-3883	282	24	and	and	CCONJ
easat-3883	282	25	usability	usability	NOUN
easat-3883	282	26	of	of	ADP
easat-3883	282	27	the	the	DET
easat-3883	282	28	emotional	emotional	ADJ
easat-3883	282	29	3d	3d	PROPN
easat-3883	282	30	face	face	NOUN
easat-3883	282	31	models	model	NOUN
easat-3883	282	32	generated	generate	VERB
easat-3883	282	33	by	by	ADP
easat-3883	282	34	our	our	PRON
easat-3883	282	35	method	method	NOUN
easat-3883	282	36	.	.	PUNCT
easat-3883	283	1	table	table	NOUN
easat-3883	283	2	3	3	NUM
easat-3883	283	3	.	.	PUNCT
easat-3883	284	1	now	now	ADV
easat-3883	284	2	front	front	ADJ
easat-3883	284	3	view	view	NOUN
easat-3883	284	4	and	and	CCONJ
easat-3883	284	5	side	side	NOUN
easat-3883	284	6	view	view	NOUN
easat-3883	284	7	image	image	NOUN
easat-3883	284	8	input	input	NOUN
easat-3883	284	9	.	.	PUNCT
easat-3883	285	1	front	front	ADJ
easat-3883	285	2	view	view	NOUN
easat-3883	285	3	side	side	NOUN
easat-3883	285	4	view	view	NOUN
easat-3883	285	5	mean	mean	VERB
easat-3883	285	6	median	median	ADJ
easat-3883	285	7	std	std	PROPN
easat-3883	285	8	.	.	PUNCT
easat-3883	286	1	mean	mean	ADJ
easat-3883	286	2	median	median	ADJ
easat-3883	286	3	std	std	PROPN
easat-3883	286	4	.	.	PUNCT
easat-3883	287	1	deca	deca	PROPN
easat-3883	287	2	1.83	1.83	NUM
easat-3883	287	3	1.46	1.46	NUM
easat-3883	287	4	1.49	1.49	NUM
easat-3883	287	5	1.77	1.77	NUM
easat-3883	287	6	1.40	1.40	NUM
easat-3883	287	7	1.44	1.44	NUM
easat-3883	287	8	ours	ours	PRON
easat-3883	287	9	1.75	1.75	NUM
easat-3883	287	10	1.45	1.45	NUM
easat-3883	287	11	1.41	1.41	NUM
easat-3883	287	12	1.78	1.78	NUM
easat-3883	287	13	1.42	1.42	NUM
easat-3883	287	14	1.46	1.46	NUM
easat-3883	287	15	our	our	PRON
easat-3883	287	16	evaluation	evaluation	NOUN
easat-3883	287	17	findings	finding	NOUN
easat-3883	287	18	demonstrate	demonstrate	VERB
easat-3883	287	19	that	that	SCONJ
easat-3883	287	20	the	the	DET
easat-3883	287	21	emotional	emotional	ADJ
easat-3883	287	22	3d	3d	PROPN
easat-3883	287	23	face	face	NOUN
easat-3883	287	24	models	model	NOUN
easat-3883	287	25	generated	generate	VERB
easat-3883	287	26	through	through	ADP
easat-3883	287	27	our	our	PRON
easat-3883	287	28	approach	approach	NOUN
easat-3883	287	29	exhibit	exhibit	VERB
easat-3883	287	30	a	a	DET
easat-3883	287	31	high	high	ADJ
easat-3883	287	32	level	level	NOUN
easat-3883	287	33	of	of	ADP
easat-3883	287	34	accuracy	accuracy	NOUN
easat-3883	287	35	and	and	CCONJ
easat-3883	287	36	fidelity	fidelity	NOUN
easat-3883	287	37	when	when	SCONJ
easat-3883	287	38	compared	compare	VERB
easat-3883	287	39	to	to	ADP
easat-3883	287	40	the	the	DET
easat-3883	287	41	emotional	emotional	ADJ
easat-3883	287	42	3d	3d	NUM
easat-3883	287	43	face	face	NOUN
easat-3883	287	44	models	model	NOUN
easat-3883	287	45	in	in	ADP
easat-3883	287	46	the	the	DET
easat-3883	287	47	facescape	facescape	NOUN
easat-3883	287	48	dataset	dataset	NOUN
easat-3883	287	49	.	.	PUNCT
easat-3883	288	1	this	this	PRON
easat-3883	288	2	indicates	indicate	VERB
easat-3883	288	3	that	that	SCONJ
easat-3883	288	4	our	our	PRON
easat-3883	288	5	method	method	NOUN
easat-3883	288	6	successfully	successfully	ADV
easat-3883	288	7	captures	capture	VERB
easat-3883	288	8	and	and	CCONJ
easat-3883	288	9	represents	represent	VERB
easat-3883	288	10	the	the	DET
easat-3883	288	11	emotional	emotional	ADJ
easat-3883	288	12	expressions	expression	NOUN
easat-3883	288	13	present	present	ADJ
easat-3883	288	14	in	in	ADP
easat-3883	288	15	the	the	DET
easat-3883	288	16	2d	2d	NUM
easat-3883	288	17	images	image	NOUN
easat-3883	288	18	,	,	PUNCT
easat-3883	288	19	effectively	effectively	ADV
easat-3883	288	20	translating	translate	VERB
easat-3883	288	21	them	they	PRON
easat-3883	288	22	into	into	ADP
easat-3883	288	23	realistic	realistic	ADJ
easat-3883	288	24	and	and	CCONJ
easat-3883	288	25	accurate	accurate	ADJ
easat-3883	288	26	3d	3d	ADJ
easat-3883	288	27	facial	facial	ADJ
easat-3883	288	28	models	model	NOUN
easat-3883	288	29	.	.	PUNCT
easat-3883	289	1	these	these	DET
easat-3883	289	2	results	result	NOUN
easat-3883	289	3	affirm	affirm	VERB
easat-3883	289	4	the	the	DET
easat-3883	289	5	reliability	reliability	NOUN
easat-3883	289	6	and	and	CCONJ
easat-3883	289	7	efficacy	efficacy	NOUN
easat-3883	289	8	of	of	ADP
easat-3883	289	9	our	our	PRON
easat-3883	289	10	method	method	NOUN
easat-3883	289	11	,	,	PUNCT
easat-3883	289	12	highlighting	highlight	VERB
easat-3883	289	13	its	its	PRON
easat-3883	289	14	potential	potential	NOUN
easat-3883	289	15	for	for	ADP
easat-3883	289	16	various	various	ADJ
easat-3883	289	17	applications	application	NOUN
easat-3883	289	18	that	that	PRON
easat-3883	289	19	rely	rely	VERB
easat-3883	289	20	on	on	ADP
easat-3883	289	21	emotional	emotional	ADJ
easat-3883	289	22	facial	facial	ADJ
easat-3883	289	23	analysis	analysis	NOUN
easat-3883	289	24	and	and	CCONJ
easat-3883	289	25	synthesis	synthesis	NOUN
easat-3883	289	26	.	.	PUNCT
easat-3883	290	1	the	the	DET
easat-3883	290	2	high	high	ADJ
easat-3883	290	3	-	-	PUNCT
easat-3883	290	4	quality	quality	NOUN
easat-3883	290	5	emotional	emotional	ADJ
easat-3883	290	6	3d	3d	NUM
easat-3883	290	7	face	face	NOUN
easat-3883	290	8	models	model	NOUN
easat-3883	290	9	generated	generate	VERB
easat-3883	290	10	through	through	ADP
easat-3883	290	11	our	our	PRON
easat-3883	290	12	approach	approach	NOUN
easat-3883	290	13	can	can	AUX
easat-3883	290	14	be	be	AUX
easat-3883	290	15	utilized	utilize	VERB
easat-3883	290	16	in	in	ADP
easat-3883	290	17	future	future	ADJ
easat-3883	290	18	endeavors	endeavor	NOUN
easat-3883	290	19	,	,	PUNCT
easat-3883	290	20	such	such	ADJ
easat-3883	290	21	as	as	ADP
easat-3883	290	22	emotion	emotion	NOUN
easat-3883	290	23	recognition	recognition	NOUN
easat-3883	290	24	systems	system	NOUN
easat-3883	290	25	,	,	PUNCT
easat-3883	290	26	virtual	virtual	ADJ
easat-3883	290	27	reality	reality	NOUN
easat-3883	290	28	applications	application	NOUN
easat-3883	290	29	,	,	PUNCT
easat-3883	290	30	and	and	CCONJ
easat-3883	290	31	facial	facial	ADJ
easat-3883	290	32	animation	animation	NOUN
easat-3883	290	33	in	in	ADP
easat-3883	290	34	the	the	DET
easat-3883	290	35	entertainment	entertainment	NOUN
easat-3883	290	36	industry	industry	NOUN
easat-3883	290	37	.	.	PUNCT
easat-3883	291	1	by	by	ADP
easat-3883	291	2	establishing	establish	VERB
easat-3883	291	3	a	a	DET
easat-3883	291	4	strong	strong	ADJ
easat-3883	291	5	correlation	correlation	NOUN
easat-3883	291	6	between	between	ADP
easat-3883	291	7	our	our	PRON
easat-3883	291	8	generated	generate	VERB
easat-3883	291	9	emotional	emotional	ADJ
easat-3883	291	10	3d	3d	NUM
easat-3883	291	11	face	face	NOUN
easat-3883	291	12	models	model	NOUN
easat-3883	291	13	and	and	CCONJ
easat-3883	291	14	the	the	DET
easat-3883	291	15	ground	ground	NOUN
easat-3883	291	16	truth	truth	NOUN
easat-3883	291	17	within	within	ADP
easat-3883	291	18	the	the	DET
easat-3883	291	19	facescape	facescape	NOUN
easat-3883	291	20	dataset	dataset	NOUN
easat-3883	291	21	,	,	PUNCT
easat-3883	291	22	we	we	PRON
easat-3883	291	23	ensure	ensure	VERB
easat-3883	291	24	the	the	DET
easat-3883	291	25	validity	validity	NOUN
easat-3883	291	26	and	and	CCONJ
easat-3883	291	27	utility	utility	NOUN
easat-3883	291	28	of	of	ADP
easat-3883	291	29	our	our	PRON
easat-3883	291	30	method	method	NOUN
easat-3883	291	31	for	for	ADP
easat-3883	291	32	advancing	advance	VERB
easat-3883	291	33	research	research	NOUN
easat-3883	291	34	and	and	CCONJ
easat-3883	291	35	practical	practical	ADJ
easat-3883	291	36	applications	application	NOUN
easat-3883	291	37	in	in	ADP
easat-3883	291	38	the	the	DET
easat-3883	291	39	field	field	NOUN
easat-3883	291	40	of	of	ADP
easat-3883	291	41	emotional	emotional	ADJ
easat-3883	291	42	facial	facial	ADJ
easat-3883	291	43	analysis	analysis	NOUN
easat-3883	291	44	and	and	CCONJ
easat-3883	291	45	synthesis	synthesis	NOUN
easat-3883	291	46	.	.	PUNCT
easat-3883	292	1	144	144	NUM
easat-3883	292	2	edelweiss	edelweiss	PROPN
easat-3883	292	3	applied	apply	VERB
easat-3883	292	4	science	science	NOUN
easat-3883	292	5	and	and	CCONJ
easat-3883	292	6	technology	technology	NOUN
easat-3883	292	7	issn	issn	PROPN
easat-3883	292	8	:	:	PUNCT
easat-3883	292	9	2576	2576	NUM
easat-3883	292	10	-	-	SYM
easat-3883	292	11	8484	8484	NUM
easat-3883	292	12	vol	vol	NOUN
easat-3883	292	13	.	.	PROPN
easat-3883	293	1	9	9	NUM
easat-3883	293	2	,	,	PUNCT
easat-3883	293	3	no	no	INTJ
easat-3883	293	4	.	.	NOUN
easat-3883	293	5	1	1	NUM
easat-3883	293	6	:	:	SYM
easat-3883	293	7	131	131	NUM
easat-3883	293	8	-	-	SYM
easat-3883	293	9	145	145	NUM
easat-3883	293	10	,	,	PUNCT
easat-3883	293	11	2025	2025	NUM
easat-3883	293	12	doi	doi	NOUN
easat-3883	293	13	:	:	PUNCT
easat-3883	293	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	293	15	©	©	PROPN
easat-3883	293	16	2025	2025	NUM
easat-3883	293	17	by	by	ADP
easat-3883	293	18	the	the	DET
easat-3883	293	19	authors	author	NOUN
easat-3883	293	20	;	;	PUNCT
easat-3883	293	21	licensee	licensee	PROPN
easat-3883	293	22	learning	learn	VERB
easat-3883	293	23	gate	gate	PROPN
easat-3883	293	24	figure	figure	NOUN
easat-3883	293	25	11	11	NUM
easat-3883	293	26	.	.	PUNCT
easat-3883	294	1	errors	error	NOUN
easat-3883	294	2	.	.	PUNCT
easat-3883	295	1	6	6	X
easat-3883	295	2	.	.	X
easat-3883	295	3	conclusion	conclusion	NOUN
easat-3883	295	4	we	we	PRON
easat-3883	295	5	have	have	AUX
easat-3883	295	6	introduced	introduce	VERB
easat-3883	295	7	a	a	DET
easat-3883	295	8	comprehensive	comprehensive	ADJ
easat-3883	295	9	framework	framework	NOUN
easat-3883	295	10	that	that	PRON
easat-3883	295	11	incorporates	incorporate	VERB
easat-3883	295	12	various	various	ADJ
easat-3883	295	13	methods	method	NOUN
easat-3883	295	14	and	and	CCONJ
easat-3883	295	15	integrates	integrate	NOUN
easat-3883	295	16	an	an	DET
easat-3883	295	17	emotionally	emotionally	ADV
easat-3883	295	18	aggressive	aggressive	ADJ
easat-3883	295	19	model	model	NOUN
easat-3883	295	20	to	to	PART
easat-3883	295	21	generate	generate	VERB
easat-3883	295	22	a	a	DET
easat-3883	295	23	high	high	ADJ
easat-3883	295	24	-	-	PUNCT
easat-3883	295	25	quality	quality	NOUN
easat-3883	295	26	3d	3d	NUM
easat-3883	295	27	face	face	NOUN
easat-3883	295	28	dataset	dataset	VERB
easat-3883	295	29	specifically	specifically	ADV
easat-3883	295	30	designed	design	VERB
easat-3883	295	31	for	for	ADP
easat-3883	295	32	vietnamese	vietnamese	ADJ
easat-3883	295	33	individuals	individual	NOUN
easat-3883	295	34	,	,	PUNCT
easat-3883	295	35	encompassing	encompass	VERB
easat-3883	295	36	a	a	DET
easat-3883	295	37	wide	wide	ADJ
easat-3883	295	38	range	range	NOUN
easat-3883	295	39	of	of	ADP
easat-3883	295	40	facial	facial	ADJ
easat-3883	295	41	expressions	expression	NOUN
easat-3883	295	42	(	(	PUNCT
easat-3883	295	43	see	see	VERB
easat-3883	295	44	figure	figure	NOUN
easat-3883	295	45	6	6	NUM
easat-3883	295	46	)	)	PUNCT
easat-3883	295	47	.	.	PUNCT
easat-3883	296	1	the	the	DET
easat-3883	296	2	results	result	NOUN
easat-3883	296	3	obtained	obtain	VERB
easat-3883	296	4	from	from	ADP
easat-3883	296	5	our	our	PRON
easat-3883	296	6	proposed	propose	VERB
easat-3883	296	7	method	method	NOUN
easat-3883	296	8	have	have	AUX
easat-3883	296	9	demonstrated	demonstrate	VERB
easat-3883	296	10	its	its	PRON
easat-3883	296	11	effectiveness	effectiveness	NOUN
easat-3883	296	12	in	in	ADP
easat-3883	296	13	creating	create	VERB
easat-3883	296	14	significantly	significantly	ADV
easat-3883	296	15	larger	large	ADJ
easat-3883	296	16	and	and	CCONJ
easat-3883	296	17	more	more	ADV
easat-3883	296	18	realistic	realistic	ADJ
easat-3883	296	19	3d	3d	ADJ
easat-3883	296	20	datasets	dataset	NOUN
easat-3883	296	21	using	use	VERB
easat-3883	296	22	only	only	ADV
easat-3883	296	23	2d	2d	NUM
easat-3883	296	24	face	face	NOUN
easat-3883	296	25	images	image	NOUN
easat-3883	296	26	.	.	PUNCT
easat-3883	297	1	this	this	DET
easat-3883	297	2	breakthrough	breakthrough	NOUN
easat-3883	297	3	has	have	VERB
easat-3883	297	4	immense	immense	ADJ
easat-3883	297	5	implications	implication	NOUN
easat-3883	297	6	for	for	ADP
easat-3883	297	7	the	the	DET
easat-3883	297	8	field	field	NOUN
easat-3883	297	9	,	,	PUNCT
easat-3883	297	10	as	as	SCONJ
easat-3883	297	11	it	it	PRON
easat-3883	297	12	opens	open	VERB
easat-3883	297	13	new	new	ADJ
easat-3883	297	14	avenues	avenue	NOUN
easat-3883	297	15	for	for	ADP
easat-3883	297	16	generating	generate	VERB
easat-3883	297	17	extensive	extensive	ADJ
easat-3883	297	18	and	and	CCONJ
easat-3883	297	19	diverse	diverse	ADJ
easat-3883	297	20	3d	3d	NUM
easat-3883	297	21	facial	facial	ADJ
easat-3883	297	22	datasets	dataset	NOUN
easat-3883	297	23	without	without	ADP
easat-3883	297	24	the	the	DET
easat-3883	297	25	need	need	NOUN
easat-3883	297	26	for	for	ADP
easat-3883	297	27	expensive	expensive	ADJ
easat-3883	297	28	and	and	CCONJ
easat-3883	297	29	time	time	NOUN
easat-3883	297	30	-	-	PUNCT
easat-3883	297	31	consuming	consume	VERB
easat-3883	297	32	3d	3d	NUM
easat-3883	297	33	scanning	scanning	NOUN
easat-3883	297	34	technologies	technology	NOUN
easat-3883	297	35	.	.	PUNCT
easat-3883	298	1	with	with	ADP
easat-3883	298	2	this	this	DET
easat-3883	298	3	innovative	innovative	ADJ
easat-3883	298	4	methodology	methodology	NOUN
easat-3883	298	5	,	,	PUNCT
easat-3883	298	6	we	we	PRON
easat-3883	298	7	have	have	AUX
easat-3883	298	8	successfully	successfully	ADV
easat-3883	298	9	curated	curate	VERB
easat-3883	298	10	a	a	DET
easat-3883	298	11	comprehensive	comprehensive	ADJ
easat-3883	298	12	dataset	dataset	NOUN
easat-3883	298	13	called	call	VERB
easat-3883	298	14	3dvnface	3dvnface	NUM
easat-3883	298	15	.	.	PUNCT
easat-3883	299	1	this	this	DET
easat-3883	299	2	dataset	dataset	NOUN
easat-3883	299	3	comprises	comprise	VERB
easat-3883	299	4	both	both	DET
easat-3883	299	5	3d	3d	NUM
easat-3883	299	6	models	model	NOUN
easat-3883	299	7	and	and	CCONJ
easat-3883	299	8	corresponding	correspond	VERB
easat-3883	299	9	2d	2d	NUM
easat-3883	299	10	facial	facial	ADJ
easat-3883	299	11	images	image	NOUN
easat-3883	299	12	,	,	PUNCT
easat-3883	299	13	showcasing	showcase	VERB
easat-3883	299	14	a	a	DET
easat-3883	299	15	rich	rich	ADJ
easat-3883	299	16	variety	variety	NOUN
easat-3883	299	17	of	of	ADP
easat-3883	299	18	expressions	expression	NOUN
easat-3883	299	19	from	from	ADP
easat-3883	299	20	400	400	NUM
easat-3883	299	21	vietnamese	vietnamese	ADJ
easat-3883	299	22	individuals	individual	NOUN
easat-3883	299	23	.	.	PUNCT
easat-3883	300	1	by	by	ADP
easat-3883	300	2	including	include	VERB
easat-3883	300	3	both	both	DET
easat-3883	300	4	types	type	NOUN
easat-3883	300	5	of	of	ADP
easat-3883	300	6	data	datum	NOUN
easat-3883	300	7	,	,	PUNCT
easat-3883	300	8	we	we	PRON
easat-3883	300	9	ensure	ensure	VERB
easat-3883	300	10	a	a	DET
easat-3883	300	11	holistic	holistic	ADJ
easat-3883	300	12	representation	representation	NOUN
easat-3883	300	13	of	of	ADP
easat-3883	300	14	facial	facial	ADJ
easat-3883	300	15	features	feature	NOUN
easat-3883	300	16	and	and	CCONJ
easat-3883	300	17	expressions	expression	NOUN
easat-3883	300	18	,	,	PUNCT
easat-3883	300	19	allowing	allow	VERB
easat-3883	300	20	for	for	ADP
easat-3883	300	21	a	a	DET
easat-3883	300	22	more	more	ADV
easat-3883	300	23	nuanced	nuanced	ADJ
easat-3883	300	24	analysis	analysis	NOUN
easat-3883	300	25	and	and	CCONJ
easat-3883	300	26	application	application	NOUN
easat-3883	300	27	of	of	ADP
easat-3883	300	28	the	the	DET
easat-3883	300	29	dataset	dataset	NOUN
easat-3883	300	30	in	in	ADP
easat-3883	300	31	various	various	ADJ
easat-3883	300	32	research	research	NOUN
easat-3883	300	33	domains	domain	NOUN
easat-3883	300	34	.	.	PUNCT
easat-3883	301	1	we	we	PRON
easat-3883	301	2	extend	extend	VERB
easat-3883	301	3	an	an	DET
easat-3883	301	4	invitation	invitation	NOUN
easat-3883	301	5	to	to	ADP
easat-3883	301	6	fellow	fellow	ADJ
easat-3883	301	7	researchers	researcher	NOUN
easat-3883	301	8	and	and	CCONJ
easat-3883	301	9	professionals	professional	NOUN
easat-3883	301	10	to	to	PART
easat-3883	301	11	utilize	utilize	VERB
easat-3883	301	12	our	our	PRON
easat-3883	301	13	dataset	dataset	NOUN
easat-3883	301	14	,	,	PUNCT
easat-3883	301	15	which	which	PRON
easat-3883	301	16	can	can	AUX
easat-3883	301	17	be	be	AUX
easat-3883	301	18	accessed	access	VERB
easat-3883	301	19	through	through	ADP
easat-3883	301	20	the	the	DET
easat-3883	301	21	dedicated	dedicated	ADJ
easat-3883	301	22	website1	website1	NOUN
easat-3883	301	23	.	.	PUNCT
easat-3883	302	1	we	we	PRON
easat-3883	302	2	believe	believe	VERB
easat-3883	302	3	that	that	SCONJ
easat-3883	302	4	sharing	share	VERB
easat-3883	302	5	this	this	DET
easat-3883	302	6	resource	resource	NOUN
easat-3883	302	7	will	will	AUX
easat-3883	302	8	foster	foster	VERB
easat-3883	302	9	collaboration	collaboration	NOUN
easat-3883	302	10	,	,	PUNCT
easat-3883	302	11	encourage	encourage	VERB
easat-3883	302	12	further	further	ADJ
easat-3883	302	13	advancements	advancement	NOUN
easat-3883	302	14	in	in	ADP
easat-3883	302	15	the	the	DET
easat-3883	302	16	field	field	NOUN
easat-3883	302	17	,	,	PUNCT
easat-3883	302	18	and	and	CCONJ
easat-3883	302	19	contribute	contribute	VERB
easat-3883	302	20	to	to	ADP
easat-3883	302	21	the	the	DET
easat-3883	302	22	development	development	NOUN
easat-3883	302	23	of	of	ADP
easat-3883	302	24	more	more	ADV
easat-3883	302	25	accurate	accurate	ADJ
easat-3883	302	26	and	and	CCONJ
easat-3883	302	27	robust	robust	ADJ
easat-3883	302	28	facial	facial	ADJ
easat-3883	302	29	analysis	analysis	NOUN
easat-3883	302	30	algorithms	algorithm	NOUN
easat-3883	302	31	and	and	CCONJ
easat-3883	302	32	applications	application	NOUN
easat-3883	302	33	.	.	PUNCT
easat-3883	303	1	furthermore	furthermore	ADV
easat-3883	303	2	,	,	PUNCT
easat-3883	303	3	building	build	VERB
easat-3883	303	4	upon	upon	SCONJ
easat-3883	303	5	the	the	DET
easat-3883	303	6	3dvnface	3dvnface	NUM
easat-3883	303	7	dataset	dataset	NOUN
easat-3883	303	8	,	,	PUNCT
easat-3883	303	9	we	we	PRON
easat-3883	303	10	have	have	AUX
easat-3883	303	11	developed	develop	VERB
easat-3883	303	12	an	an	DET
easat-3883	303	13	initial	initial	ADJ
easat-3883	303	14	3d	3d	NOUN
easat-3883	303	15	retargeting	retargete	VERB
easat-3883	303	16	application	application	NOUN
easat-3883	303	17	.	.	PUNCT
easat-3883	304	1	this	this	DET
easat-3883	304	2	application	application	NOUN
easat-3883	304	3	offers	offer	VERB
easat-3883	304	4	a	a	DET
easat-3883	304	5	convenient	convenient	ADJ
easat-3883	304	6	and	and	CCONJ
easat-3883	304	7	efficient	efficient	ADJ
easat-3883	304	8	means	mean	NOUN
easat-3883	304	9	of	of	ADP
easat-3883	304	10	transferring	transfer	VERB
easat-3883	304	11	facial	facial	ADJ
easat-3883	304	12	expressions	expression	NOUN
easat-3883	304	13	between	between	ADP
easat-3883	304	14	different	different	ADJ
easat-3883	304	15	3d	3d	PROPN
easat-3883	304	16	faces	face	NOUN
easat-3883	304	17	.	.	PUNCT
easat-3883	305	1	by	by	ADP
easat-3883	305	2	leveraging	leverage	VERB
easat-3883	305	3	the	the	DET
easat-3883	305	4	rich	rich	ADJ
easat-3883	305	5	data	datum	NOUN
easat-3883	305	6	available	available	ADJ
easat-3883	305	7	in	in	ADP
easat-3883	305	8	the	the	DET
easat-3883	305	9	dataset	dataset	NOUN
easat-3883	305	10	,	,	PUNCT
easat-3883	305	11	this	this	DET
easat-3883	305	12	application	application	NOUN
easat-3883	305	13	facilitates	facilitate	VERB
easat-3883	305	14	the	the	DET
easat-3883	305	15	exploration	exploration	NOUN
easat-3883	305	16	of	of	ADP
easat-3883	305	17	expression	expression	NOUN
easat-3883	305	18	transfer	transfer	NOUN
easat-3883	305	19	techniques	technique	NOUN
easat-3883	305	20	and	and	CCONJ
easat-3883	305	21	starts	start	VERB
easat-3883	305	22	possibilities	possibility	NOUN
easat-3883	305	23	for	for	ADP
easat-3883	305	24	creating	create	VERB
easat-3883	305	25	personalized	personalized	ADJ
easat-3883	305	26	avatars	avatar	NOUN
easat-3883	305	27	,	,	PUNCT
easat-3883	305	28	enhancing	enhance	VERB
easat-3883	305	29	virtual	virtual	ADJ
easat-3883	305	30	reality	reality	NOUN
easat-3883	305	31	experiences	experience	NOUN
easat-3883	305	32	,	,	PUNCT
easat-3883	305	33	and	and	CCONJ
easat-3883	305	34	advancing	advance	VERB
easat-3883	305	35	facial	facial	ADJ
easat-3883	305	36	animation	animation	NOUN
easat-3883	305	37	in	in	ADP
easat-3883	305	38	various	various	ADJ
easat-3883	305	39	domains	domain	NOUN
easat-3883	305	40	such	such	ADJ
easat-3883	305	41	as	as	ADP
easat-3883	305	42	gaming	gaming	NOUN
easat-3883	305	43	,	,	PUNCT
easat-3883	305	44	film	film	NOUN
easat-3883	305	45	,	,	PUNCT
easat-3883	305	46	and	and	CCONJ
easat-3883	305	47	virtual	virtual	ADJ
easat-3883	305	48	communication	communication	NOUN
easat-3883	305	49	platforms	platform	NOUN
easat-3883	305	50	.	.	PUNCT
easat-3883	306	1	in	in	ADP
easat-3883	306	2	summary	summary	NOUN
easat-3883	306	3	,	,	PUNCT
easat-3883	306	4	our	our	PRON
easat-3883	306	5	framework	framework	NOUN
easat-3883	306	6	and	and	CCONJ
easat-3883	306	7	the	the	DET
easat-3883	306	8	resulting	result	VERB
easat-3883	306	9	3dvnface	3dvnface	NUM
easat-3883	306	10	dataset	dataset	NOUN
easat-3883	306	11	represent	represent	VERB
easat-3883	306	12	a	a	DET
easat-3883	306	13	significant	significant	ADJ
easat-3883	306	14	advancement	advancement	NOUN
easat-3883	306	15	in	in	ADP
easat-3883	306	16	the	the	DET
easat-3883	306	17	field	field	NOUN
easat-3883	306	18	of	of	ADP
easat-3883	306	19	3d	3d	NUM
easat-3883	306	20	face	face	NOUN
easat-3883	306	21	modeling	modeling	NOUN
easat-3883	306	22	and	and	CCONJ
easat-3883	306	23	analysis	analysis	NOUN
easat-3883	306	24	.	.	PUNCT
easat-3883	307	1	we	we	PRON
easat-3883	307	2	invite	invite	VERB
easat-3883	307	3	researchers	researcher	NOUN
easat-3883	307	4	to	to	PART
easat-3883	307	5	utilize	utilize	VERB
easat-3883	307	6	this	this	DET
easat-3883	307	7	valuable	valuable	ADJ
easat-3883	307	8	resource	resource	NOUN
easat-3883	307	9	and	and	CCONJ
easat-3883	307	10	explore	explore	VERB
easat-3883	307	11	its	its	PRON
easat-3883	307	12	potential	potential	ADJ
easat-3883	307	13	applications	application	NOUN
easat-3883	307	14	,	,	PUNCT
easat-3883	307	15	while	while	SCONJ
easat-3883	307	16	also	also	ADV
easat-3883	307	17	encouraging	encourage	VERB
easat-3883	307	18	collaboration	collaboration	NOUN
easat-3883	307	19	and	and	CCONJ
easat-3883	307	20	further	further	ADJ
easat-3883	307	21	advancements	advancement	NOUN
easat-3883	307	22	in	in	ADP
easat-3883	307	23	the	the	DET
easat-3883	307	24	field	field	NOUN
easat-3883	307	25	of	of	ADP
easat-3883	307	26	computer	computer	NOUN
easat-3883	307	27	vision	vision	NOUN
easat-3883	307	28	and	and	CCONJ
easat-3883	307	29	facial	facial	ADJ
easat-3883	307	30	analysis	analysis	NOUN
easat-3883	307	31	.	.	PUNCT
easat-3883	308	1	145	145	NUM
easat-3883	308	2	edelweiss	edelweiss	PROPN
easat-3883	308	3	applied	apply	VERB
easat-3883	308	4	science	science	NOUN
easat-3883	308	5	and	and	CCONJ
easat-3883	308	6	technology	technology	NOUN
easat-3883	308	7	issn	issn	PROPN
easat-3883	308	8	:	:	PUNCT
easat-3883	308	9	2576	2576	NUM
easat-3883	308	10	-	-	SYM
easat-3883	308	11	8484	8484	NUM
easat-3883	308	12	vol	vol	NOUN
easat-3883	308	13	.	.	PROPN
easat-3883	309	1	9	9	NUM
easat-3883	309	2	,	,	PUNCT
easat-3883	309	3	no	no	INTJ
easat-3883	309	4	.	.	NOUN
easat-3883	309	5	1	1	NUM
easat-3883	309	6	:	:	SYM
easat-3883	309	7	131	131	NUM
easat-3883	309	8	-	-	SYM
easat-3883	309	9	145	145	NUM
easat-3883	309	10	,	,	PUNCT
easat-3883	309	11	2025	2025	NUM
easat-3883	309	12	doi	doi	NOUN
easat-3883	309	13	:	:	PUNCT
easat-3883	309	14	10.55214/25768484.v9i1.3883	10.55214/25768484.v9i1.3883	NUM
easat-3883	309	15	©	©	PROPN
easat-3883	309	16	2025	2025	NUM
easat-3883	309	17	by	by	ADP
easat-3883	309	18	the	the	DET
easat-3883	309	19	authors	author	NOUN
easat-3883	309	20	;	;	PUNCT
easat-3883	310	1	licensee	licensee	PROPN
easat-3883	310	2	learning	learn	VERB
easat-3883	310	3	gate	gate	NOUN
easat-3883	310	4	transparency	transparency	NOUN
easat-3883	310	5	:	:	PUNCT
easat-3883	310	6	the	the	DET
easat-3883	310	7	authors	author	NOUN
easat-3883	310	8	confirm	confirm	VERB
easat-3883	310	9	that	that	SCONJ
easat-3883	310	10	the	the	DET
easat-3883	310	11	manuscript	manuscript	NOUN
easat-3883	310	12	is	be	AUX
easat-3883	310	13	an	an	DET
easat-3883	310	14	honest	honest	ADJ
easat-3883	310	15	,	,	PUNCT
easat-3883	310	16	accurate	accurate	ADJ
easat-3883	310	17	,	,	PUNCT
easat-3883	310	18	and	and	CCONJ
easat-3883	310	19	transparent	transparent	ADJ
easat-3883	310	20	account	account	NOUN
easat-3883	310	21	of	of	ADP
easat-3883	310	22	the	the	DET
easat-3883	310	23	study	study	NOUN
easat-3883	310	24	;	;	PUNCT
easat-3883	310	25	that	that	SCONJ
easat-3883	310	26	no	no	DET
easat-3883	310	27	vital	vital	ADJ
easat-3883	310	28	features	feature	NOUN
easat-3883	310	29	of	of	ADP
easat-3883	310	30	the	the	DET
easat-3883	310	31	study	study	NOUN
easat-3883	310	32	have	have	AUX
easat-3883	310	33	been	be	AUX
easat-3883	310	34	omitted	omit	VERB
easat-3883	310	35	;	;	PUNCT
easat-3883	310	36	and	and	CCONJ
easat-3883	310	37	that	that	SCONJ
easat-3883	310	38	any	any	DET
easat-3883	310	39	discrepancies	discrepancy	NOUN
easat-3883	310	40	from	from	ADP
easat-3883	310	41	the	the	DET
easat-3883	310	42	study	study	NOUN
easat-3883	310	43	as	as	SCONJ
easat-3883	310	44	planned	plan	VERB
easat-3883	310	45	have	have	AUX
easat-3883	310	46	been	be	AUX
easat-3883	310	47	explained	explain	VERB
easat-3883	310	48	.	.	PUNCT
easat-3883	311	1	this	this	DET
easat-3883	311	2	study	study	NOUN
easat-3883	311	3	followed	follow	VERB
easat-3883	311	4	all	all	DET
easat-3883	311	5	ethical	ethical	ADJ
easat-3883	311	6	practices	practice	NOUN
easat-3883	311	7	during	during	ADP
easat-3883	311	8	writing	writing	NOUN
easat-3883	311	9	.	.	PUNCT
easat-3883	312	1	copyright	copyright	NOUN
easat-3883	312	2	:	:	PUNCT
easat-3883	312	3	©	©	PROPN
easat-3883	312	4	2025	2025	NUM
easat-3883	312	5	by	by	ADP
easat-3883	312	6	the	the	DET
easat-3883	312	7	authors	author	NOUN
easat-3883	312	8	.	.	PUNCT
easat-3883	313	1	this	this	DET
easat-3883	313	2	article	article	NOUN
easat-3883	313	3	is	be	AUX
easat-3883	313	4	an	an	DET
easat-3883	313	5	open	open	ADJ
easat-3883	313	6	access	access	NOUN
easat-3883	313	7	article	article	NOUN
easat-3883	313	8	distributed	distribute	VERB
easat-3883	313	9	under	under	ADP
easat-3883	313	10	the	the	DET
easat-3883	313	11	terms	term	NOUN
easat-3883	313	12	and	and	CCONJ
easat-3883	313	13	conditions	condition	NOUN
easat-3883	313	14	of	of	ADP
easat-3883	313	15	the	the	DET
easat-3883	313	16	creative	creative	ADJ
easat-3883	313	17	commons	common	NOUN
easat-3883	313	18	attribution	attribution	NOUN
easat-3883	313	19	(	(	PUNCT
easat-3883	313	20	cc	cc	NOUN
easat-3883	313	21	by	by	ADP
easat-3883	313	22	)	)	PUNCT
easat-3883	313	23	license	license	NOUN
easat-3883	313	24	(	(	PUNCT
easat-3883	313	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3883	313	26	)	)	PUNCT
easat-3883	313	27	.	.	PUNCT
easat-3883	314	1	references	reference	NOUN
easat-3883	314	2	[	[	X
easat-3883	314	3	1	1	X
easat-3883	314	4	]	]	PUNCT
easat-3883	314	5	t.	t.	PROPN
easat-3883	314	6	zhang	zhang	PROPN
easat-3883	314	7	et	et	PROPN
easat-3883	314	8	al	al	PROPN
easat-3883	314	9	.	.	PROPN
easat-3883	314	10	,	,	PUNCT
easat-3883	314	11	"	"	PUNCT
easat-3883	314	12	accurate	accurate	ADJ
easat-3883	314	13	3d	3d	NUM
easat-3883	314	14	face	face	NOUN
easat-3883	314	15	reconstruction	reconstruction	NOUN
easat-3883	314	16	with	with	ADP
easat-3883	314	17	facial	facial	ADJ
easat-3883	314	18	component	component	NOUN
easat-3883	314	19	tokens	token	NOUN
easat-3883	314	20	,	,	PUNCT
easat-3883	314	21	in	in	ADP
easat-3883	314	22	,	,	PUNCT
easat-3883	314	23	"	"	PUNCT
easat-3883	314	24	in	in	ADP
easat-3883	314	25	proceedings	proceeding	NOUN
easat-3883	314	26	of	of	ADP
easat-3883	314	27	the	the	DET
easat-3883	314	28	ieee	ieee	NOUN
easat-3883	314	29	/	/	SYM
easat-3883	314	30	cvf	cvf	NOUN
easat-3883	314	31	international	international	ADJ
easat-3883	314	32	conference	conference	NOUN
easat-3883	314	33	on	on	ADP
easat-3883	314	34	computer	computer	NOUN
easat-3883	314	35	vision	vision	NOUN
easat-3883	314	36	(	(	PUNCT
easat-3883	314	37	iccv	iccv	PROPN
easat-3883	314	38	)	)	PUNCT
easat-3883	314	39	,	,	PUNCT
easat-3883	314	40	2023	2023	NUM
easat-3883	314	41	.	.	PUNCT
easat-3883	315	1	[	[	X
easat-3883	315	2	2	2	NUM
easat-3883	315	3	]	]	PUNCT
easat-3883	315	4	f.	f.	PROPN
easat-3883	315	5	taubner	taubner	PROPN
easat-3883	315	6	,	,	PUNCT
easat-3883	315	7	p.	p.	PROPN
easat-3883	315	8	raina	raina	PROPN
easat-3883	315	9	,	,	PUNCT
easat-3883	315	10	m.	m.	NOUN
easat-3883	315	11	tuli	tuli	PROPN
easat-3883	315	12	,	,	PUNCT
easat-3883	315	13	e.	e.	PROPN
easat-3883	315	14	w.	w.	PROPN
easat-3883	315	15	teh	teh	PROPN
easat-3883	315	16	,	,	PUNCT
easat-3883	315	17	c.	c.	PROPN
easat-3883	315	18	lee	lee	PROPN
easat-3883	315	19	,	,	PUNCT
easat-3883	315	20	and	and	CCONJ
easat-3883	315	21	j.	j.	PROPN
easat-3883	315	22	huang	huang	PROPN
easat-3883	315	23	,	,	PUNCT
easat-3883	315	24	"	"	PUNCT
easat-3883	315	25	3d	3d	NUM
easat-3883	315	26	face	face	NOUN
easat-3883	315	27	tracking	track	VERB
easat-3883	315	28	from	from	ADP
easat-3883	315	29	2d	2d	NUM
easat-3883	315	30	video	video	NOUN
easat-3883	315	31	through	through	ADP
easat-3883	315	32	iterative	iterative	NOUN
easat-3883	315	33	dense	dense	ADJ
easat-3883	315	34	uv	uv	NOUN
easat-3883	315	35	to	to	ADP
easat-3883	315	36	image	image	NOUN
easat-3883	315	37	flow	flow	NOUN
easat-3883	315	38	,	,	PUNCT
easat-3883	315	39	in	in	ADP
easat-3883	315	40	,	,	PUNCT
easat-3883	315	41	"	"	PUNCT
easat-3883	315	42	in	in	ADP
easat-3883	315	43	proceedings	proceeding	NOUN
easat-3883	315	44	of	of	ADP
easat-3883	315	45	the	the	DET
easat-3883	315	46	ieee	ieee	NOUN
easat-3883	315	47	/	/	SYM
easat-3883	315	48	cvf	cvf	NOUN
easat-3883	315	49	conference	conference	NOUN
easat-3883	315	50	on	on	ADP
easat-3883	315	51	computer	computer	NOUN
easat-3883	315	52	vision	vision	NOUN
easat-3883	315	53	and	and	CCONJ
easat-3883	315	54	pattern	pattern	NOUN
easat-3883	315	55	recognition	recognition	NOUN
easat-3883	315	56	(	(	PUNCT
easat-3883	315	57	cvpr	cvpr	NOUN
easat-3883	315	58	)	)	PUNCT
easat-3883	315	59	,	,	PUNCT
easat-3883	315	60	2024	2024	NUM
easat-3883	315	61	.	.	PUNCT
easat-3883	316	1	[	[	X
easat-3883	316	2	3	3	NUM
easat-3883	316	3	]	]	PUNCT
easat-3883	316	4	a.	a.	NOUN
easat-3883	316	5	rai	rai	PROPN
easat-3883	316	6	et	et	PROPN
easat-3883	316	7	al	al	PROPN
easat-3883	316	8	.	.	PROPN
easat-3883	316	9	,	,	PUNCT
easat-3883	316	10	"	"	PUNCT
easat-3883	316	11	towards	towards	ADP
easat-3883	316	12	realistic	realistic	ADJ
easat-3883	316	13	generative	generative	ADJ
easat-3883	316	14	3d	3d	NUM
easat-3883	316	15	face	face	NOUN
easat-3883	316	16	models	model	NOUN
easat-3883	316	17	,	,	PUNCT
easat-3883	316	18	"	"	PUNCT
easat-3883	316	19	in	in	ADP
easat-3883	316	20	in	in	ADP
easat-3883	316	21	proceedings	proceeding	NOUN
easat-3883	316	22	of	of	ADP
easat-3883	316	23	the	the	DET
easat-3883	316	24	ieee	ieee	NOUN
easat-3883	316	25	/	/	SYM
easat-3883	316	26	cvf	cvf	NOUN
easat-3883	316	27	winter	winter	NOUN
easat-3883	316	28	conference	conference	NOUN
easat-3883	316	29	on	on	ADP
easat-3883	316	30	applications	application	NOUN
easat-3883	316	31	of	of	ADP
easat-3883	316	32	computer	computer	NOUN
easat-3883	316	33	vision	vision	NOUN
easat-3883	316	34	(	(	PUNCT
easat-3883	316	35	pp	pp	ADJ
easat-3883	316	36	.	.	PUNCT
easat-3883	317	1	3738	3738	NUM
easat-3883	317	2	-	-	SYM
easat-3883	317	3	3748	3748	NUM
easat-3883	317	4	)	)	PUNCT
easat-3883	317	5	,	,	PUNCT
easat-3883	317	6	2024	2024	NUM
easat-3883	317	7	.	.	PUNCT
easat-3883	318	1	[	[	X
easat-3883	318	2	4	4	X
easat-3883	318	3	]	]	X
easat-3883	318	4	y.	y.	PROPN
easat-3883	318	5	feng	feng	PROPN
easat-3883	318	6	,	,	PUNCT
easat-3883	318	7	h.	h.	PROPN
easat-3883	318	8	feng	feng	PROPN
easat-3883	318	9	,	,	PUNCT
easat-3883	318	10	m.	m.	NOUN
easat-3883	318	11	j.	j.	PROPN
easat-3883	318	12	black	black	PROPN
easat-3883	318	13	,	,	PUNCT
easat-3883	318	14	and	and	CCONJ
easat-3883	318	15	t.	t.	PROPN
easat-3883	318	16	bolkart	bolkart	PROPN
easat-3883	318	17	,	,	PUNCT
easat-3883	318	18	"	"	PUNCT
easat-3883	318	19	learning	learn	VERB
easat-3883	318	20	an	an	DET
easat-3883	318	21	animatable	animatable	ADJ
easat-3883	318	22	detailed	detail	VERB
easat-3883	318	23	3d	3d	NUM
easat-3883	318	24	face	face	NOUN
easat-3883	318	25	model	model	NOUN
easat-3883	318	26	from	from	ADP
easat-3883	318	27	in	in	ADP
easat-3883	318	28	-	-	PUNCT
easat-3883	318	29	the	the	DET
easat-3883	318	30	-	-	PUNCT
easat-3883	318	31	wild	wild	ADJ
easat-3883	318	32	images	image	NOUN
easat-3883	318	33	,	,	PUNCT
easat-3883	318	34	"	"	PUNCT
easat-3883	318	35	arxiv:2012.04012	arxiv:2012.04012	NOUN
easat-3883	318	36	,	,	PUNCT
easat-3883	318	37	2021	2021	NUM
easat-3883	318	38	.	.	PUNCT
easat-3883	319	1	[	[	X
easat-3883	319	2	5	5	X
easat-3883	319	3	]	]	PUNCT
easat-3883	319	4	w.	w.	PROPN
easat-3883	319	5	zielonka	zielonka	PROPN
easat-3883	319	6	,	,	PUNCT
easat-3883	319	7	t.	t.	PROPN
easat-3883	319	8	bolkart	bolkart	PROPN
easat-3883	319	9	,	,	PUNCT
easat-3883	319	10	and	and	CCONJ
easat-3883	319	11	j.	j.	PROPN
easat-3883	319	12	thies	thies	PROPN
easat-3883	319	13	,	,	PUNCT
easat-3883	319	14	"	"	PUNCT
easat-3883	319	15	towards	towards	ADP
easat-3883	319	16	metrical	metrical	ADJ
easat-3883	319	17	reconstruction	reconstruction	NOUN
easat-3883	319	18	of	of	ADP
easat-3883	319	19	human	human	ADJ
easat-3883	319	20	faces	face	NOUN
easat-3883	319	21	,	,	PUNCT
easat-3883	319	22	"	"	PUNCT
easat-3883	319	23	presented	present	VERB
easat-3883	319	24	at	at	ADP
easat-3883	319	25	the	the	DET
easat-3883	319	26	in	in	NOUN
easat-3883	319	27	:	:	PUNCT
easat-3883	319	28	european	european	ADJ
easat-3883	319	29	conference	conference	NOUN
easat-3883	319	30	on	on	ADP
easat-3883	319	31	computer	computer	NOUN
easat-3883	319	32	vision	vision	NOUN
easat-3883	319	33	,	,	PUNCT
easat-3883	319	34	2022	2022	NUM
easat-3883	319	35	.	.	PUNCT
easat-3883	320	1	url	url	PROPN
easat-3883	320	2	https://api.semanticscholar.org/corpusid:248177832	https://api.semanticscholar.org/corpusid:248177832	NOUN
easat-3883	320	3	,	,	PUNCT
easat-3883	320	4	2022	2022	NUM
easat-3883	320	5	.	.	PUNCT
easat-3883	321	1	[	[	X
easat-3883	321	2	6	6	NUM
easat-3883	321	3	]	]	PUNCT
easat-3883	321	4	t.	t.	PROPN
easat-3883	321	5	li	li	PROPN
easat-3883	321	6	,	,	PUNCT
easat-3883	321	7	t.	t.	PROPN
easat-3883	321	8	bolkart	bolkart	PROPN
easat-3883	321	9	,	,	PUNCT
easat-3883	321	10	m.	m.	NOUN
easat-3883	321	11	j.	j.	PROPN
easat-3883	321	12	black	black	PROPN
easat-3883	321	13	,	,	PUNCT
easat-3883	321	14	h.	h.	PROPN
easat-3883	321	15	li	li	PROPN
easat-3883	321	16	,	,	PUNCT
easat-3883	321	17	and	and	CCONJ
easat-3883	321	18	j.	j.	PROPN
easat-3883	321	19	romero	romero	PROPN
easat-3883	321	20	,	,	PUNCT
easat-3883	321	21	"	"	PUNCT
easat-3883	321	22	learning	learn	VERB
easat-3883	321	23	a	a	DET
easat-3883	321	24	model	model	NOUN
easat-3883	321	25	of	of	ADP
easat-3883	321	26	facial	facial	ADJ
easat-3883	321	27	shape	shape	NOUN
easat-3883	321	28	and	and	CCONJ
easat-3883	321	29	expression	expression	NOUN
easat-3883	321	30	from	from	ADP
easat-3883	321	31	4d	4d	NUM
easat-3883	321	32	scans	scan	NOUN
easat-3883	321	33	,	,	PUNCT
easat-3883	321	34	"	"	PUNCT
easat-3883	321	35	acm	acm	PROPN
easat-3883	321	36	trans	trans	PROPN
easat-3883	321	37	.	.	PUNCT
easat-3883	322	1	graph	graph	NOUN
easat-3883	322	2	,	,	PUNCT
easat-3883	322	3	vol	vol	NOUN
easat-3883	322	4	.	.	PROPN
easat-3883	322	5	36	36	NUM
easat-3883	322	6	,	,	PUNCT
easat-3883	322	7	no	no	INTJ
easat-3883	322	8	.	.	NOUN
easat-3883	322	9	6	6	NUM
easat-3883	322	10	,	,	PUNCT
easat-3883	322	11	pp	pp	ADJ
easat-3883	322	12	.	.	PUNCT
easat-3883	323	1	194:1	194:1	NUM
easat-3883	323	2	-	-	SYM
easat-3883	323	3	194:17	194:17	NUM
easat-3883	323	4	,	,	PUNCT
easat-3883	323	5	2017	2017	NUM
easat-3883	323	6	.	.	PUNCT
easat-3883	324	1	[	[	X
easat-3883	324	2	7	7	X
easat-3883	324	3	]	]	PUNCT
easat-3883	324	4	v.	v.	ADP
easat-3883	324	5	blanz	blanz	PROPN
easat-3883	324	6	and	and	CCONJ
easat-3883	324	7	t.	t.	PROPN
easat-3883	324	8	vetter	vetter	PROPN
easat-3883	324	9	,	,	PUNCT
easat-3883	324	10	"	"	PUNCT
easat-3883	324	11	a	a	DET
easat-3883	324	12	morphable	morphable	ADJ
easat-3883	324	13	model	model	NOUN
easat-3883	324	14	for	for	ADP
easat-3883	324	15	the	the	DET
easat-3883	324	16	synthesis	synthesis	NOUN
easat-3883	324	17	of	of	ADP
easat-3883	324	18	3d	3d	PROPN
easat-3883	324	19	faces	face	NOUN
easat-3883	324	20	,	,	PUNCT
easat-3883	324	21	"	"	PUNCT
easat-3883	324	22	proceedings	proceeding	NOUN
easat-3883	324	23	of	of	ADP
easat-3883	324	24	the	the	DET
easat-3883	324	25	26th	26th	ADJ
easat-3883	324	26	annual	annual	ADJ
easat-3883	324	27	conference	conference	NOUN
easat-3883	324	28	on	on	ADP
easat-3883	324	29	computer	computer	NOUN
easat-3883	324	30	graphics	graphic	NOUN
easat-3883	324	31	and	and	CCONJ
easat-3883	324	32	interactive	interactive	ADJ
easat-3883	324	33	techniques	technique	NOUN
easat-3883	324	34	siggraph	siggraph	NOUN
easat-3883	324	35	’	'	PUNCT
easat-3883	324	36	99	99	NUM
easat-3883	324	37	,	,	PUNCT
easat-3883	324	38	vol	vol	NOUN
easat-3883	324	39	.	.	PROPN
easat-3883	324	40	40	40	NUM
easat-3883	324	41	,	,	PUNCT
easat-3883	324	42	pp	pp	ADJ
easat-3883	324	43	.	.	PUNCT
easat-3883	325	1	187–194	187–194	NUM
easat-3883	325	2	,	,	PUNCT
easat-3883	325	3	1999	1999	NUM
easat-3883	325	4	.	.	PUNCT
easat-3883	325	5	https://doi.org/10.1145/311535.311556	https://doi.org/10.1145/311535.311556	X
easat-3883	326	1	[	[	X
easat-3883	326	2	8	8	NUM
easat-3883	326	3	]	]	X
easat-3883	326	4	c.	c.	PROPN
easat-3883	326	5	cao	cao	PROPN
easat-3883	326	6	,	,	PUNCT
easat-3883	326	7	y.	y.	PROPN
easat-3883	326	8	weng	weng	PROPN
easat-3883	326	9	,	,	PUNCT
easat-3883	326	10	s.	s.	PROPN
easat-3883	326	11	zhou	zhou	PROPN
easat-3883	326	12	,	,	PUNCT
easat-3883	326	13	y.	y.	PROPN
easat-3883	326	14	tong	tong	PROPN
easat-3883	326	15	,	,	PUNCT
easat-3883	326	16	and	and	CCONJ
easat-3883	326	17	k.	k.	PROPN
easat-3883	326	18	zhou	zhou	PROPN
easat-3883	326	19	,	,	PUNCT
easat-3883	326	20	"	"	PUNCT
easat-3883	326	21	facewarehouse	facewarehouse	NOUN
easat-3883	326	22	:	:	PUNCT
easat-3883	326	23	a	a	DET
easat-3883	326	24	3d	3d	ADJ
easat-3883	326	25	facial	facial	ADJ
easat-3883	326	26	expression	expression	NOUN
easat-3883	326	27	database	database	NOUN
easat-3883	326	28	for	for	ADP
easat-3883	326	29	visual	visual	ADJ
easat-3883	326	30	computing	computing	NOUN
easat-3883	326	31	,	,	PUNCT
easat-3883	326	32	"	"	PUNCT
easat-3883	326	33	ieee	ieee	NOUN
easat-3883	326	34	transactions	transaction	NOUN
easat-3883	326	35	on	on	ADP
easat-3883	326	36	visualization	visualization	NOUN
easat-3883	326	37	and	and	CCONJ
easat-3883	326	38	computer	computer	NOUN
easat-3883	326	39	graphics	graphic	NOUN
easat-3883	326	40	,	,	PUNCT
easat-3883	326	41	vol	vol	NOUN
easat-3883	326	42	.	.	PROPN
easat-3883	326	43	20	20	NUM
easat-3883	326	44	,	,	PUNCT
easat-3883	326	45	no	no	INTJ
easat-3883	326	46	.	.	NOUN
easat-3883	326	47	3	3	NUM
easat-3883	326	48	,	,	PUNCT
easat-3883	326	49	pp	pp	ADJ
easat-3883	326	50	.	.	PUNCT
easat-3883	327	1	413	413	NUM
easat-3883	327	2	-	-	SYM
easat-3883	327	3	425	425	NUM
easat-3883	327	4	,	,	PUNCT
easat-3883	327	5	2013	2013	NUM
easat-3883	327	6	.	.	PUNCT
easat-3883	328	1	https://doi.org/10.1109/tvcg.2013.249	https://doi.org/10.1109/tvcg.2013.249	PROPN
easat-3883	328	2	[	[	X
easat-3883	328	3	9	9	NUM
easat-3883	328	4	]	]	PUNCT
easat-3883	328	5	e.	e.	PROPN
easat-3883	328	6	wood	wood	PROPN
easat-3883	328	7	et	et	PROPN
easat-3883	328	8	al	al	PROPN
easat-3883	328	9	.	.	PROPN
easat-3883	328	10	,	,	PUNCT
easat-3883	328	11	"	"	PUNCT
easat-3883	328	12	3d	3d	NUM
easat-3883	328	13	face	face	VERB
easat-3883	328	14	reconstruction	reconstruction	NOUN
easat-3883	328	15	with	with	ADP
easat-3883	328	16	dense	dense	ADJ
easat-3883	328	17	landmarks	landmark	NOUN
easat-3883	328	18	.	.	PUNCT
easat-3883	329	1	in	in	ADP
easat-3883	329	2	european	european	ADJ
easat-3883	329	3	conference	conference	NOUN
easat-3883	329	4	on	on	ADP
easat-3883	329	5	computer	computer	NOUN
easat-3883	329	6	vision	vision	NOUN
easat-3883	329	7	.	.	PUNCT
easat-3883	329	8	"	"	PUNCT
easat-3883	329	9	cham	cham	NOUN
easat-3883	329	10	:	:	PUNCT
easat-3883	329	11	springer	springer	NOUN
easat-3883	329	12	nature	nature	PROPN
easat-3883	329	13	switzerland	switzerland	PROPN
easat-3883	329	14	,	,	PUNCT
easat-3883	329	15	2022	2022	NUM
easat-3883	329	16	,	,	PUNCT
easat-3883	329	17	pp	pp	ADJ
easat-3883	329	18	.	.	PUNCT
easat-3883	330	1	160	160	NUM
easat-3883	330	2	-	-	SYM
easat-3883	330	3	177	177	NUM
easat-3883	330	4	.	.	PUNCT
easat-3883	331	1	[	[	X
easat-3883	331	2	10	10	NUM
easat-3883	331	3	]	]	X
easat-3883	331	4	h.	h.	PROPN
easat-3883	331	5	yang	yang	PROPN
easat-3883	331	6	et	et	PROPN
easat-3883	331	7	al	al	PROPN
easat-3883	331	8	.	.	PROPN
easat-3883	331	9	,	,	PUNCT
easat-3883	331	10	"	"	PUNCT
easat-3883	331	11	facescape	facescape	NOUN
easat-3883	331	12	:	:	PUNCT
easat-3883	331	13	a	a	DET
easat-3883	331	14	large	large	ADJ
easat-3883	331	15	-	-	PUNCT
easat-3883	331	16	scale	scale	NOUN
easat-3883	331	17	high	high	ADJ
easat-3883	331	18	quality	quality	NOUN
easat-3883	331	19	3d	3d	NUM
easat-3883	331	20	face	face	NOUN
easat-3883	331	21	dataset	dataset	NOUN
easat-3883	331	22	and	and	CCONJ
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easat-3883	331	24	riggable	riggable	NOUN
easat-3883	331	25	3d	3d	NUM
easat-3883	331	26	face	face	NOUN
easat-3883	331	27	prediction	prediction	NOUN
easat-3883	331	28	,	,	PUNCT
easat-3883	331	29	"	"	PUNCT
easat-3883	331	30	in	in	ADP
easat-3883	331	31	in	in	ADP
easat-3883	331	32	proceedings	proceeding	NOUN
easat-3883	331	33	of	of	ADP
easat-3883	331	34	the	the	DET
easat-3883	331	35	ieee	ieee	NOUN
easat-3883	331	36	/	/	SYM
easat-3883	331	37	cvf	cvf	NOUN
easat-3883	331	38	conference	conference	NOUN
easat-3883	331	39	on	on	ADP
easat-3883	331	40	computer	computer	NOUN
easat-3883	331	41	vision	vision	NOUN
easat-3883	331	42	and	and	CCONJ
easat-3883	331	43	pattern	pattern	NOUN
easat-3883	331	44	recognition	recognition	NOUN
easat-3883	331	45	(	(	PUNCT
easat-3883	331	46	pp	pp	ADJ
easat-3883	331	47	.	.	PUNCT
easat-3883	332	1	601	601	NUM
easat-3883	332	2	-	-	SYM
easat-3883	332	3	610	610	NUM
easat-3883	332	4	)	)	PUNCT
easat-3883	332	5	,	,	PUNCT
easat-3883	332	6	2020	2020	NUM
easat-3883	332	7	.	.	PUNCT
easat-3883	333	1	[	[	X
easat-3883	333	2	11	11	NUM
easat-3883	333	3	]	]	X
easat-3883	333	4	y.	y.	PROPN
easat-3883	333	5	deng	deng	PROPN
easat-3883	333	6	,	,	PUNCT
easat-3883	333	7	j.	j.	PROPN
easat-3883	333	8	yang	yang	PROPN
easat-3883	333	9	,	,	PUNCT
easat-3883	333	10	s.	s.	PROPN
easat-3883	333	11	xu	xu	PROPN
easat-3883	333	12	,	,	PUNCT
easat-3883	333	13	d.	d.	PROPN
easat-3883	333	14	chen	chen	PROPN
easat-3883	333	15	,	,	PUNCT
easat-3883	333	16	y.	y.	PROPN
easat-3883	333	17	jia	jia	PROPN
easat-3883	333	18	,	,	PUNCT
easat-3883	333	19	and	and	CCONJ
easat-3883	333	20	x.	x.	NOUN
easat-3883	333	21	tong	tong	PROPN
easat-3883	333	22	,	,	PUNCT
easat-3883	333	23	"	"	PUNCT
easat-3883	333	24	accurate	accurate	ADJ
easat-3883	333	25	3d	3d	NUM
easat-3883	333	26	face	face	NOUN
easat-3883	333	27	reconstruction	reconstruction	NOUN
easat-3883	333	28	with	with	ADP
easat-3883	333	29	weakly	weakly	ADV
easat-3883	333	30	-	-	PUNCT
easat-3883	333	31	supervised	supervised	ADJ
easat-3883	333	32	learning	learning	NOUN
easat-3883	333	33	:	:	PUNCT
easat-3883	333	34	from	from	ADP
easat-3883	333	35	single	single	ADJ
easat-3883	333	36	image	image	NOUN
easat-3883	333	37	to	to	ADP
easat-3883	333	38	image	image	NOUN
easat-3883	333	39	set	set	NOUN
easat-3883	333	40	,	,	PUNCT
easat-3883	333	41	"	"	PUNCT
easat-3883	333	42	arxiv:1903.08527	arxiv:1903.08527	NOUN
easat-3883	333	43	,	,	PUNCT
easat-3883	333	44	2020	2020	NUM
easat-3883	333	45	.	.	PUNCT
easat-3883	334	1	[	[	X
easat-3883	334	2	12	12	NUM
easat-3883	334	3	]	]	X
easat-3883	334	4	w.	w.	NOUN
easat-3883	334	5	paier	paier	PROPN
easat-3883	334	6	,	,	PUNCT
easat-3883	334	7	a.	a.	NOUN
easat-3883	334	8	hilsmann	hilsmann	PROPN
easat-3883	334	9	,	,	PUNCT
easat-3883	334	10	and	and	CCONJ
easat-3883	334	11	p.	p.	PROPN
easat-3883	334	12	eisert	eisert	PROPN
easat-3883	334	13	,	,	PUNCT
easat-3883	334	14	"	"	PUNCT
easat-3883	334	15	interactive	interactive	ADJ
easat-3883	334	16	facial	facial	ADJ
easat-3883	334	17	animation	animation	NOUN
easat-3883	334	18	with	with	ADP
easat-3883	334	19	deep	deep	ADJ
easat-3883	334	20	neural	neural	ADJ
easat-3883	334	21	networks	network	NOUN
easat-3883	334	22	,	,	PUNCT
easat-3883	334	23	"	"	PUNCT
easat-3883	334	24	iet	iet	PROPN
easat-3883	334	25	comput	comput	NOUN
easat-3883	334	26	.	.	PUNCT
easat-3883	335	1	vis	vis	X
easat-3883	335	2	,	,	PUNCT
easat-3883	335	3	vol	vol	NOUN
easat-3883	335	4	.	.	PROPN
easat-3883	336	1	14	14	NUM
easat-3883	336	2	,	,	PUNCT
easat-3883	336	3	pp	pp	ADJ
easat-3883	336	4	.	.	PUNCT
easat-3883	337	1	359–369	359–369	NUM
easat-3883	337	2	,	,	PUNCT
easat-3883	337	3	2020	2020	NUM
easat-3883	337	4	.	.	PUNCT
easat-3883	338	1	https://api.semanticscholar.org/corpusid:224806560	https://api.semanticscholar.org/corpusid:224806560	X
easat-3883	339	1	[	[	X
easat-3883	339	2	13	13	NUM
easat-3883	339	3	]	]	PUNCT
easat-3883	339	4	t.	t.	NOUN
easat-3883	339	5	yenamandra	yenamandra	INTJ
easat-3883	339	6	et	et	PROPN
easat-3883	339	7	al	al	PROPN
easat-3883	339	8	.	.	PROPN
easat-3883	339	9	,	,	PUNCT
easat-3883	339	10	"	"	PUNCT
easat-3883	339	11	i3dmm	i3dmm	PROPN
easat-3883	339	12	:	:	PUNCT
easat-3883	340	1	deep	deep	ADJ
easat-3883	340	2	implicit	implicit	ADJ
easat-3883	340	3	3d	3d	NUM
easat-3883	340	4	morphable	morphable	ADJ
easat-3883	340	5	model	model	NOUN
easat-3883	340	6	of	of	ADP
easat-3883	340	7	human	human	ADJ
easat-3883	340	8	heads	head	NOUN
easat-3883	340	9	,	,	PUNCT
easat-3883	340	10	"	"	PUNCT
easat-3883	340	11	in	in	ADP
easat-3883	340	12	proceedings	proceeding	NOUN
easat-3883	340	13	of	of	ADP
easat-3883	340	14	the	the	DET
easat-3883	340	15	ieee	ieee	NOUN
easat-3883	340	16	/	/	SYM
easat-3883	340	17	cvf	cvf	NOUN
easat-3883	340	18	conference	conference	NOUN
easat-3883	340	19	on	on	ADP
easat-3883	340	20	computer	computer	NOUN
easat-3883	340	21	vision	vision	NOUN
easat-3883	340	22	and	and	CCONJ
easat-3883	340	23	pattern	pattern	NOUN
easat-3883	340	24	recognition	recognition	NOUN
easat-3883	340	25	(	(	PUNCT
easat-3883	340	26	cvpr	cvpr	NOUN
easat-3883	340	27	)	)	PUNCT
easat-3883	340	28	,	,	PUNCT
easat-3883	340	29	2021	2021	NUM
easat-3883	340	30	.	.	PUNCT
easat-3883	341	1	[	[	X
easat-3883	341	2	14	14	NUM
easat-3883	341	3	]	]	X
easat-3883	341	4	y.	y.	PROPN
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easat-3883	341	6	,	,	PUNCT
easat-3883	341	7	h.	h.	PROPN
easat-3883	341	8	zhu	zhu	PROPN
easat-3883	341	9	,	,	PUNCT
easat-3883	341	10	x.	x.	PROPN
easat-3883	341	11	sun	sun	PROPN
easat-3883	341	12	,	,	PUNCT
easat-3883	341	13	and	and	CCONJ
easat-3883	341	14	x.	x.	NOUN
easat-3883	341	15	cao	cao	PROPN
easat-3883	341	16	,	,	PUNCT
easat-3883	341	17	"	"	PUNCT
easat-3883	341	18	mofanerf	mofanerf	NOUN
easat-3883	341	19	:	:	PUNCT
easat-3883	341	20	morphable	morphable	ADJ
easat-3883	341	21	facial	facial	ADJ
easat-3883	341	22	neural	neural	ADJ
easat-3883	341	23	radiance	radiance	NOUN
easat-3883	341	24	field	field	NOUN
easat-3883	341	25	,	,	PUNCT
easat-3883	341	26	"	"	PUNCT
easat-3883	341	27	presented	present	VERB
easat-3883	341	28	at	at	ADP
easat-3883	341	29	the	the	DET
easat-3883	341	30	european	european	PROPN
easat-3883	341	31	conference	conference	PROPN
easat-3883	341	32	on	on	ADP
easat-3883	341	33	computer	computer	NOUN
easat-3883	341	34	vision	vision	NOUN
easat-3883	341	35	,	,	PUNCT
easat-3883	341	36	2022	2022	NUM
easat-3883	341	37	.	.	PUNCT
easat-3883	342	1	[	[	X
easat-3883	342	2	15	15	NUM
easat-3883	342	3	]	]	X
easat-3883	342	4	r.	r.	PROPN
easat-3883	342	5	danecek	danecek	PROPN
easat-3883	342	6	,	,	PUNCT
easat-3883	342	7	m.	m.	NOUN
easat-3883	342	8	j.	j.	PROPN
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easat-3883	342	10	,	,	PUNCT
easat-3883	342	11	and	and	CCONJ
easat-3883	342	12	t.	t.	PROPN
easat-3883	342	13	bolkart	bolkart	PROPN
easat-3883	342	14	,	,	PUNCT
easat-3883	342	15	"	"	PUNCT
easat-3883	342	16	emoca	emoca	NOUN
easat-3883	342	17	:	:	PUNCT
easat-3883	342	18	emotion	emotion	NOUN
easat-3883	342	19	driven	drive	VERB
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easat-3883	342	21	face	face	NOUN
easat-3883	342	22	capture	capture	NOUN
easat-3883	342	23	and	and	CCONJ
easat-3883	342	24	animation	animation	NOUN
easat-3883	342	25	,	,	PUNCT
easat-3883	342	26	"	"	PUNCT
easat-3883	342	27	presented	present	VERB
easat-3883	342	28	at	at	ADP
easat-3883	342	29	the	the	DET
easat-3883	342	30	conference	conference	NOUN
easat-3883	342	31	on	on	ADP
easat-3883	342	32	computer	computer	NOUN
easat-3883	342	33	vision	vision	NOUN
easat-3883	342	34	and	and	CCONJ
easat-3883	342	35	pattern	pattern	NOUN
easat-3883	342	36	recognition	recognition	NOUN
easat-3883	342	37	(	(	PUNCT
easat-3883	342	38	cvpr	cvpr	NOUN
easat-3883	342	39	)	)	PUNCT
easat-3883	342	40	,	,	PUNCT
easat-3883	342	41	2022	2022	NUM
easat-3883	342	42	,	,	PUNCT
easat-3883	342	43	pp	pp	ADJ
easat-3883	342	44	.	.	PUNCT
easat-3883	343	1	20311–20322	20311–20322	NUM
easat-3883	343	2	,	,	PUNCT
easat-3883	343	3	2022	2022	NUM
easat-3883	343	4	.	.	PUNCT
easat-3883	344	1	[	[	X
easat-3883	344	2	16	16	NUM
easat-3883	344	3	]	]	PUNCT
easat-3883	344	4	b.	b.	PROPN
easat-3883	344	5	chaudhuri	chaudhuri	PROPN
easat-3883	344	6	,	,	PUNCT
easat-3883	344	7	n.	n.	NOUN
easat-3883	344	8	vesdapunt	vesdapunt	NOUN
easat-3883	344	9	,	,	PUNCT
easat-3883	344	10	l.	l.	PROPN
easat-3883	344	11	shapiro	shapiro	PROPN
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easat-3883	344	13	and	and	CCONJ
easat-3883	344	14	b.	b.	PROPN
easat-3883	344	15	wang	wang	PROPN
easat-3883	344	16	,	,	PUNCT
easat-3883	344	17	"	"	PUNCT
easat-3883	344	18	personalized	personalized	ADJ
easat-3883	344	19	face	face	NOUN
easat-3883	344	20	modeling	modeling	NOUN
easat-3883	344	21	for	for	ADP
easat-3883	344	22	improved	improved	ADJ
easat-3883	344	23	face	face	NOUN
easat-3883	344	24	reconstruction	reconstruction	NOUN
easat-3883	344	25	and	and	CCONJ
easat-3883	344	26	motion	motion	NOUN
easat-3883	344	27	retargeting	retargete	VERB
easat-3883	344	28	,	,	PUNCT
easat-3883	344	29	"	"	PUNCT
easat-3883	344	30	arxiv:2007.06759	arxiv:2007.06759	ADV
easat-3883	344	31	,	,	PUNCT
easat-3883	344	32	2020	2020	NUM
easat-3883	344	33	.	.	PUNCT
easat-3883	345	1	[	[	X
easat-3883	345	2	17	17	NUM
easat-3883	345	3	]	]	X
easat-3883	345	4	l.	l.	PROPN
easat-3883	345	5	moser	moser	PROPN
easat-3883	345	6	,	,	PUNCT
easat-3883	345	7	c.	c.	PROPN
easat-3883	345	8	chien	chien	PROPN
easat-3883	345	9	,	,	PUNCT
easat-3883	345	10	m.	m.	PROPN
easat-3883	345	11	williams	williams	PROPN
easat-3883	345	12	,	,	PUNCT
easat-3883	345	13	j.	j.	PROPN
easat-3883	345	14	serra	serra	PROPN
easat-3883	345	15	,	,	PUNCT
easat-3883	345	16	d.	d.	PROPN
easat-3883	345	17	hendler	hendler	PROPN
easat-3883	345	18	,	,	PUNCT
easat-3883	345	19	and	and	CCONJ
easat-3883	345	20	d.	d.	PROPN
easat-3883	345	21	roble	roble	ADJ
easat-3883	345	22	,	,	PUNCT
easat-3883	345	23	"	"	PUNCT
easat-3883	345	24	semi	semi	ADJ
easat-3883	345	25	-	-	ADJ
easat-3883	345	26	supervised	supervised	ADJ
easat-3883	345	27	video	video	NOUN
easat-3883	345	28	-	-	PUNCT
easat-3883	345	29	driven	drive	VERB
easat-3883	345	30	facial	facial	ADJ
easat-3883	345	31	animation	animation	NOUN
easat-3883	345	32	transfer	transfer	NOUN
easat-3883	345	33	for	for	ADP
easat-3883	345	34	production	production	NOUN
easat-3883	345	35	,	,	PUNCT
easat-3883	345	36	"	"	PUNCT
easat-3883	345	37	acm	acm	NOUN
easat-3883	345	38	transactions	transaction	NOUN
easat-3883	345	39	on	on	ADP
easat-3883	345	40	graphics	graphic	NOUN
easat-3883	345	41	,	,	PUNCT
easat-3883	345	42	vol	vol	NOUN
easat-3883	345	43	.	.	PROPN
easat-3883	345	44	40	40	NUM
easat-3883	345	45	,	,	PUNCT
easat-3883	345	46	no	no	INTJ
easat-3883	345	47	.	.	NOUN
easat-3883	345	48	6	6	NUM
easat-3883	345	49	,	,	PUNCT
easat-3883	345	50	pp	pp	ADJ
easat-3883	345	51	.	.	PUNCT
easat-3883	346	1	1	1	NUM
easat-3883	346	2	-	-	SYM
easat-3883	346	3	18	18	NUM
easat-3883	346	4	,	,	PUNCT
easat-3883	346	5	2021	2021	NUM
easat-3883	346	6	.	.	PUNCT
easat-3883	347	1	https://doi.org/10.1145/3478513.3480515	https://doi.org/10.1145/3478513.3480515	NOUN
easat-3883	347	2	[	[	X
easat-3883	347	3	18	18	NUM
easat-3883	347	4	]	]	X
easat-3883	347	5	h.	h.	PROPN
easat-3883	347	6	duong	duong	PROPN
easat-3883	347	7	,	,	PUNCT
easat-3883	347	8	t.	t.	PROPN
easat-3883	347	9	tran	tran	PROPN
easat-3883	347	10	,	,	PUNCT
easat-3883	347	11	v.-b	v.-b	PROPN
easat-3883	347	12	.	.	PUNCT
easat-3883	348	1	nguyen	nguyen	NOUN
easat-3883	348	2	,	,	PUNCT
easat-3883	348	3	and	and	CCONJ
easat-3883	348	4	v.	v.	ADP
easat-3883	348	5	a.	a.	NOUN
easat-3883	348	6	dao	dao	PROPN
easat-3883	348	7	,	,	PUNCT
easat-3883	348	8	"	"	PUNCT
easat-3883	348	9	v	v	X
easat-3883	348	10	-	-	NOUN
easat-3883	348	11	face	face	NOUN
easat-3883	348	12	:	:	PUNCT
easat-3883	348	13	a	a	DET
easat-3883	348	14	large	large	ADJ
easat-3883	348	15	-	-	PUNCT
easat-3883	348	16	scale	scale	NOUN
easat-3883	348	17	vietnamese	vietnamese	NOUN
easat-3883	348	18	face	face	VERB
easat-3883	348	19	image	image	NOUN
easat-3883	348	20	database	database	NOUN
easat-3883	348	21	in	in	ADP
easat-3883	348	22	unconstrained	unconstrained	ADJ
easat-3883	348	23	environments	environment	NOUN
easat-3883	348	24	,	,	PUNCT
easat-3883	348	25	"	"	PUNCT
easat-3883	348	26	international	international	ADJ
easat-3883	348	27	journal	journal	NOUN
easat-3883	348	28	of	of	ADP
easat-3883	348	29	irobotics	irobotic	NOUN
easat-3883	348	30	,	,	PUNCT
easat-3883	348	31	vol	vol	NOUN
easat-3883	348	32	.	.	PROPN
easat-3883	348	33	5	5	NUM
easat-3883	348	34	,	,	PUNCT
easat-3883	348	35	no	no	INTJ
easat-3883	348	36	.	.	NOUN
easat-3883	348	37	2	2	NUM
easat-3883	348	38	,	,	PUNCT
easat-3883	348	39	pp	pp	PROPN
easat-3883	348	40	.	.	PUNCT
easat-3883	349	1	ˇ36	ˇ36	NOUN
easat-3883	349	2	-	-	PUNCT
easat-3883	349	3	41	41	NUM
easat-3883	349	4	,	,	PUNCT
easat-3883	349	5	2022	2022	NUM
easat-3883	349	6	.	.	PUNCT
easat-3883	350	1	[	[	X
easat-3883	350	2	19	19	NUM
easat-3883	350	3	]	]	PUNCT
easat-3883	350	4	p.	p.	PROPN
easat-3883	350	5	ekman	ekman	PROPN
easat-3883	350	6	,	,	PUNCT
easat-3883	350	7	basic	basic	ADJ
easat-3883	350	8	emotions	emotion	NOUN
easat-3883	350	9	.	.	PUNCT
easat-3883	351	1	sussex	sussex	PROPN
easat-3883	351	2	,	,	PUNCT
easat-3883	351	3	uk	uk	PROPN
easat-3883	351	4	:	:	PUNCT
easat-3883	351	5	john	john	PROPN
easat-3883	351	6	wiley	wiley	PROPN
easat-3883	351	7	sons	son	NOUN
easat-3883	351	8	,	,	PUNCT
easat-3883	351	9	1999	1999	NUM
easat-3883	351	10	.	.	PUNCT
easat-3883	352	1	[	[	X
easat-3883	352	2	20	20	NUM
easat-3883	352	3	]	]	PUNCT
easat-3883	352	4	r.	r.	PROPN
easat-3883	352	5	zhang	zhang	PROPN
easat-3883	352	6	,	,	PUNCT
easat-3883	352	7	p.	p.	PROPN
easat-3883	352	8	isola	isola	PROPN
easat-3883	352	9	,	,	PUNCT
easat-3883	352	10	a.	a.	PROPN
easat-3883	352	11	a.	a.	PROPN
easat-3883	352	12	efros	efros	PROPN
easat-3883	352	13	,	,	PUNCT
easat-3883	352	14	e.	e.	PROPN
easat-3883	352	15	shechtman	shechtman	PROPN
easat-3883	352	16	,	,	PUNCT
easat-3883	352	17	and	and	CCONJ
easat-3883	352	18	o.	o.	PROPN
easat-3883	352	19	wang	wang	PROPN
easat-3883	352	20	,	,	PUNCT
easat-3883	352	21	"	"	PUNCT
easat-3883	352	22	the	the	DET
easat-3883	352	23	unreasonable	unreasonable	ADJ
easat-3883	352	24	effectiveness	effectiveness	NOUN
easat-3883	352	25	of	of	ADP
easat-3883	352	26	deep	deep	ADJ
easat-3883	352	27	features	feature	NOUN
easat-3883	352	28	as	as	ADP
easat-3883	352	29	a	a	DET
easat-3883	352	30	perceptual	perceptual	ADJ
easat-3883	352	31	metric	metric	NOUN
easat-3883	352	32	,	,	PUNCT
easat-3883	352	33	"	"	PUNCT
easat-3883	352	34	presented	present	VERB
easat-3883	352	35	at	at	ADP
easat-3883	352	36	the	the	DET
easat-3883	352	37	2018	2018	NUM
easat-3883	352	38	ieee	ieee	NOUN
easat-3883	352	39	/	/	SYM
easat-3883	352	40	cvf	cvf	NOUN
easat-3883	352	41	conference	conference	NOUN
easat-3883	352	42	on	on	ADP
easat-3883	352	43	computer	computer	NOUN
easat-3883	352	44	vision	vision	NOUN
easat-3883	352	45	and	and	CCONJ
easat-3883	352	46	pattern	pattern	NOUN
easat-3883	352	47	recognition	recognition	NOUN
easat-3883	352	48	,	,	PUNCT
easat-3883	352	49	2018	2018	NUM
easat-3883	352	50	,	,	PUNCT
easat-3883	352	51	pp	pp	ADJ
easat-3883	352	52	.	.	PUNCT
easat-3883	353	1	586–595	586–595	NUM
easat-3883	353	2	.	.	PUNCT
easat-3883	354	1	https://doi.org/10.1109/cvpr.2018.00068	https://doi.org/10.1109/cvpr.2018.00068	PROPN
easat-3883	354	2	,	,	PUNCT
easat-3883	354	3	2018	2018	NUM
easat-3883	354	4	.	.	PUNCT
easat-3883	355	1	[	[	X
easat-3883	355	2	21	21	NUM
easat-3883	355	3	]	]	X
easat-3883	355	4	f.	f.	PROPN
easat-3883	355	5	schroff	schroff	PROPN
easat-3883	355	6	,	,	PUNCT
easat-3883	355	7	d.	d.	PROPN
easat-3883	355	8	kalenichenko	kalenichenko	PROPN
easat-3883	355	9	,	,	PUNCT
easat-3883	355	10	and	and	CCONJ
easat-3883	355	11	j.	j.	PROPN
easat-3883	355	12	philbin	philbin	PROPN
easat-3883	355	13	,	,	PUNCT
easat-3883	355	14	"	"	PUNCT
easat-3883	355	15	facenet	facenet	NOUN
easat-3883	355	16	:	:	PUNCT
easat-3883	355	17	a	a	DET
easat-3883	355	18	unified	unified	ADJ
easat-3883	355	19	embedding	embedding	NOUN
easat-3883	355	20	for	for	ADP
easat-3883	355	21	face	face	NOUN
easat-3883	355	22	recognition	recognition	NOUN
easat-3883	355	23	and	and	CCONJ
easat-3883	355	24	clustering	clustering	NOUN
easat-3883	355	25	,	,	PUNCT
easat-3883	355	26	"	"	PUNCT
easat-3883	355	27	in	in	ADP
easat-3883	355	28	proceedings	proceeding	NOUN
easat-3883	355	29	of	of	ADP
easat-3883	355	30	the	the	DET
easat-3883	355	31	ieee	ieee	NOUN
easat-3883	355	32	conference	conference	NOUN
easat-3883	355	33	on	on	ADP
easat-3883	355	34	computer	computer	NOUN
easat-3883	355	35	vision	vision	NOUN
easat-3883	355	36	and	and	CCONJ
easat-3883	355	37	pattern	pattern	NOUN
easat-3883	355	38	recognition	recognition	NOUN
easat-3883	355	39	(	(	PUNCT
easat-3883	355	40	cvpr	cvpr	NOUN
easat-3883	355	41	)	)	PUNCT
easat-3883	355	42	,	,	PUNCT
easat-3883	355	43	2015	2015	NUM
easat-3883	355	44	.	.	PUNCT
easat-3883	356	1	[	[	X
easat-3883	356	2	22	22	NUM
easat-3883	356	3	]	]	X
easat-3883	356	4	s.	s.	PROPN
easat-3883	356	5	sanyal	sanyal	PROPN
easat-3883	356	6	,	,	PUNCT
easat-3883	356	7	t.	t.	PROPN
easat-3883	356	8	bolkart	bolkart	PROPN
easat-3883	356	9	,	,	PUNCT
easat-3883	356	10	h.	h.	PROPN
easat-3883	356	11	feng	feng	PROPN
easat-3883	356	12	,	,	PUNCT
easat-3883	356	13	and	and	CCONJ
easat-3883	356	14	m.	m.	NOUN
easat-3883	356	15	black	black	NOUN
easat-3883	356	16	,	,	PUNCT
easat-3883	356	17	"	"	PUNCT
easat-3883	356	18	learning	learn	VERB
easat-3883	356	19	to	to	ADP
easat-3883	356	20	regress	regress	NOUN
easat-3883	356	21	3d	3d	PROPN
easat-3883	356	22	face	face	NOUN
easat-3883	356	23	shape	shape	NOUN
easat-3883	356	24	and	and	CCONJ
easat-3883	356	25	expression	expression	NOUN
easat-3883	356	26	from	from	ADP
easat-3883	356	27	an	an	DET
easat-3883	356	28	image	image	NOUN
easat-3883	356	29	without	without	ADP
easat-3883	356	30	3d	3d	PROPN
easat-3883	356	31	supervision	supervision	NOUN
easat-3883	356	32	,	,	PUNCT
easat-3883	356	33	"	"	PUNCT
easat-3883	356	34	in	in	ADP
easat-3883	356	35	proceedings	proceeding	NOUN
easat-3883	356	36	ieee	ieee	NOUN
easat-3883	356	37	conf	conf	NOUN
easat-3883	356	38	.	.	PUNCT
easat-3883	357	1	on	on	ADP
easat-3883	357	2	computer	computer	NOUN
easat-3883	357	3	vision	vision	NOUN
easat-3883	357	4	and	and	CCONJ
easat-3883	357	5	pattern	pattern	NOUN
easat-3883	357	6	recognition	recognition	NOUN
easat-3883	357	7	(	(	PUNCT
easat-3883	357	8	cvpr	cvpr	NOUN
easat-3883	357	9	)	)	PUNCT
easat-3883	357	10	,	,	PUNCT
easat-3883	357	11	2019	2019	NUM
easat-3883	357	12	.	.	PUNCT
easat-3883	358	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3883	358	2	https://api.semanticscholar.org/corpusid:248177832	https://api.semanticscholar.org/corpusid:248177832	PROPN
easat-3883	358	3	https://doi.org/10.1145/311535.311556	https://doi.org/10.1145/311535.311556	PROPN
easat-3883	358	4	https://doi.org/10.1109/tvcg.2013.249	https://doi.org/10.1109/tvcg.2013.249	PROPN
easat-3883	358	5	https://api.semanticscholar.org/corpusid:224806560	https://api.semanticscholar.org/corpusid:224806560	ADV
easat-3883	358	6	https://doi.org/10.1145/3478513.3480515	https://doi.org/10.1145/3478513.3480515	VERB
easat-3883	358	7	https://doi.org/10.1109/cvpr.2018.00068	https://doi.org/10.1109/cvpr.2018.00068	PUNCT