id	sid	tid	token	lemma	pos
ajird-1652	1	1	american	american	PROPN
ajird-1652	1	2	journal	journal	PROPN
ajird-1652	1	3	of	of	ADP
ajird-1652	1	4	interdisciplinary	interdisciplinary	ADJ
ajird-1652	1	5	research	research	NOUN
ajird-1652	1	6	and	and	CCONJ
ajird-1652	1	7	development	development	NOUN
ajird-1652	1	8	issn	issn	PROPN
ajird-1652	1	9	online	online	NOUN
ajird-1652	1	10	:	:	PUNCT
ajird-1652	1	11	2771	2771	NUM
ajird-1652	1	12	-	-	SYM
ajird-1652	1	13	8948	8948	NUM
ajird-1652	1	14	website	website	NOUN
ajird-1652	1	15	:	:	PUNCT
ajird-1652	1	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1652	1	17	volume	volume	NOUN
ajird-1652	1	18	47	47	NUM
ajird-1652	1	19	,	,	PUNCT
ajird-1652	1	20	december2025	december2025	PROPN
ajird-1652	1	21	66	66	NUM
ajird-1652	2	1	|	|	ADV
ajird-1652	2	2	p	p	NOUN
ajird-1652	2	3	a	a	DET
ajird-1652	2	4	g	g	NOUN
ajird-1652	2	5	e	e	X
ajird-1652	2	6	deep	deep	ADJ
ajird-1652	2	7	generative	generative	ADJ
ajird-1652	2	8	models	model	NOUN
ajird-1652	2	9	for	for	ADP
ajird-1652	2	10	real	real	ADJ
ajird-1652	2	11	-	-	PUNCT
ajird-1652	2	12	time	time	NOUN
ajird-1652	2	13	synthesis	synthesis	NOUN
ajird-1652	2	14	of	of	ADP
ajird-1652	2	15	facial	facial	ADJ
ajird-1652	2	16	micro	micro	NOUN
ajird-1652	2	17	-	-	NOUN
ajird-1652	2	18	expressions	expression	NOUN
ajird-1652	2	19	тогаева	тогаева	NOUN
ajird-1652	3	1	замира	замира	PROPN
ajird-1652	3	2	файзуллаевна	файзуллаевна	PROPN
ajird-1652	3	3	начальник	начальник	PROPN
ajird-1652	3	4	отдела	отдела	PROPN
ajird-1652	3	5	управления	управления	PROPN
ajird-1652	3	6	и	и	PROPN
ajird-1652	3	7	развития	развития	NOUN
ajird-1652	3	8	человеческих	человеческих	ADP
ajird-1652	3	9	ресурсов	ресурсов	ADJ
ajird-1652	3	10	агентства	агентства	PROPN
ajird-1652	3	11	специализированных	специализированных	PROPN
ajird-1652	3	12	образовательных	образовательных	PROPN
ajird-1652	3	13	учреждений	учреждений	PROPN
ajird-1652	3	14	е	е	PROPN
ajird-1652	3	15	-	-	ADJ
ajird-1652	3	16	маил	маил	ADJ
ajird-1652	3	17	:	:	PUNCT
ajird-1652	3	18	togaevazamira55@gmail.com	togaevazamira55@gmail.com	X
ajird-1652	3	19	сафарова	сафарова	NOUN
ajird-1652	3	20	зилола	зилола	NOUN
ajird-1652	3	21	олимжоновна	олимжоновна	VERB
ajird-1652	3	22	ооо	ооо	NOUN
ajird-1652	3	23	“	"	PUNCT
ajird-1652	3	24	one	one	NUM
ajird-1652	3	25	-	-	PUNCT
ajird-1652	3	26	net	net	NOUN
ajird-1652	3	27	”	"	PUNCT
ajird-1652	3	28	,	,	PUNCT
ajird-1652	3	29	главный	главный	NOUN
ajird-1652	3	30	специалист	специалист	VERB
ajird-1652	3	31	по	по	PROPN
ajird-1652	3	32	делопроизводству	делопроизводству	PROPN
ajird-1652	3	33	и	и	PROPN
ajird-1652	3	34	кадровому	кадровому	PROPN
ajird-1652	3	35	делу	делу	PROPN
ajird-1652	3	36	е	е	NOUN
ajird-1652	3	37	-	-	PUNCT
ajird-1652	3	38	маил	маил	ADJ
ajird-1652	3	39	:	:	PUNCT
ajird-1652	3	40	safarovazilola@gmail.com	safarovazilola@gmail.com	X
ajird-1652	4	1	abstract	abstract	ADJ
ajird-1652	4	2	the	the	DET
ajird-1652	4	3	article	article	NOUN
ajird-1652	4	4	provides	provide	VERB
ajird-1652	4	5	a	a	DET
ajird-1652	4	6	comprehensive	comprehensive	ADJ
ajird-1652	4	7	review	review	NOUN
ajird-1652	4	8	of	of	ADP
ajird-1652	4	9	state	state	NOUN
ajird-1652	4	10	-	-	PUNCT
ajird-1652	4	11	of	of	ADP
ajird-1652	4	12	-	-	PUNCT
ajird-1652	4	13	the	the	DET
ajird-1652	4	14	-	-	PUNCT
ajird-1652	4	15	art	art	NOUN
ajird-1652	4	16	deep	deep	ADJ
ajird-1652	4	17	generative	generative	ADJ
ajird-1652	4	18	models	model	NOUN
ajird-1652	4	19	capable	capable	ADJ
ajird-1652	4	20	of	of	ADP
ajird-1652	4	21	synthesizing	synthesize	VERB
ajird-1652	4	22	photorealistic	photorealistic	ADJ
ajird-1652	4	23	facial	facial	ADJ
ajird-1652	4	24	micro	micro	NOUN
ajird-1652	4	25	-	-	NOUN
ajird-1652	4	26	expressions	expression	NOUN
ajird-1652	4	27	in	in	ADP
ajird-1652	4	28	real	real	ADJ
ajird-1652	4	29	time	time	NOUN
ajird-1652	4	30	(	(	PUNCT
ajird-1652	4	31	≥60	≥60	PROPN
ajird-1652	4	32	fps	fps	PROPN
ajird-1652	4	33	)	)	PUNCT
ajird-1652	4	34	on	on	ADP
ajird-1652	4	35	consumer	consumer	NOUN
ajird-1652	4	36	-	-	PUNCT
ajird-1652	4	37	grade	grade	NOUN
ajird-1652	4	38	and	and	CCONJ
ajird-1652	4	39	mobile	mobile	ADJ
ajird-1652	4	40	hardware	hardware	NOUN
ajird-1652	4	41	.	.	PUNCT
ajird-1652	5	1	four	four	NUM
ajird-1652	5	2	major	major	ADJ
ajird-1652	5	3	research	research	NOUN
ajird-1652	5	4	directions	direction	NOUN
ajird-1652	5	5	from	from	ADP
ajird-1652	5	6	2021–2025	2021–2025	NUM
ajird-1652	5	7	are	be	AUX
ajird-1652	5	8	examined	examine	VERB
ajird-1652	5	9	:	:	PUNCT
ajird-1652	5	10	(	(	PUNCT
ajird-1652	5	11	1	1	X
ajird-1652	5	12	)	)	PUNCT
ajird-1652	5	13	two	two	NUM
ajird-1652	5	14	-	-	PUNCT
ajird-1652	5	15	stream	stream	NOUN
ajird-1652	5	16	and	and	CCONJ
ajird-1652	5	17	hierarchical	hierarchical	ADJ
ajird-1652	5	18	gans	gan	NOUN
ajird-1652	5	19	augmented	augment	VERB
ajird-1652	5	20	with	with	ADP
ajird-1652	5	21	perceptual	perceptual	ADJ
ajird-1652	5	22	losses	loss	NOUN
ajird-1652	5	23	from	from	ADP
ajird-1652	5	24	micro	micro	ADJ
ajird-1652	5	25	-	-	NOUN
ajird-1652	5	26	expression	expression	ADJ
ajird-1652	5	27	detectors	detector	NOUN
ajird-1652	5	28	,	,	PUNCT
ajird-1652	5	29	(	(	PUNCT
ajird-1652	5	30	2	2	NUM
ajird-1652	5	31	)	)	PUNCT
ajird-1652	5	32	diffusion	diffusion	NOUN
ajird-1652	5	33	models	model	NOUN
ajird-1652	5	34	with	with	ADP
ajird-1652	5	35	fine	fine	ADV
ajird-1652	5	36	-	-	PUNCT
ajird-1652	5	37	grained	grain	VERB
ajird-1652	5	38	action	action	NOUN
ajird-1652	5	39	unit	unit	NOUN
ajird-1652	5	40	(	(	PUNCT
ajird-1652	5	41	au	au	PROPN
ajird-1652	5	42	)	)	PUNCT
ajird-1652	5	43	and	and	CCONJ
ajird-1652	5	44	temporal	temporal	ADJ
ajird-1652	5	45	control	control	NOUN
ajird-1652	5	46	,	,	PUNCT
ajird-1652	5	47	(	(	PUNCT
ajird-1652	5	48	3	3	X
ajird-1652	5	49	)	)	PUNCT
ajird-1652	5	50	hybrid	hybrid	ADJ
ajird-1652	5	51	parametric	parametric	NOUN
ajird-1652	5	52	3d	3d	PROPN
ajird-1652	5	53	face	face	NOUN
ajird-1652	5	54	models	model	NOUN
ajird-1652	5	55	(	(	PUNCT
ajird-1652	5	56	flame	flame	NOUN
ajird-1652	5	57	/	/	SYM
ajird-1652	5	58	deca	deca	NOUN
ajird-1652	5	59	)	)	PUNCT
ajird-1652	5	60	combined	combine	VERB
ajird-1652	5	61	with	with	ADP
ajird-1652	5	62	neural	neural	ADJ
ajird-1652	5	63	rendering	rendering	NOUN
ajird-1652	5	64	techniques	technique	NOUN
ajird-1652	5	65	(	(	PUNCT
ajird-1652	5	66	3d	3d	NUM
ajird-1652	5	67	gaussian	gaussian	ADJ
ajird-1652	5	68	splatting	splatting	NOUN
ajird-1652	5	69	,	,	PUNCT
ajird-1652	5	70	neus2	neus2	NUM
ajird-1652	5	71	)	)	PUNCT
ajird-1652	5	72	,	,	PUNCT
ajird-1652	5	73	and	and	CCONJ
ajird-1652	5	74	(	(	PUNCT
ajird-1652	5	75	4	4	X
ajird-1652	5	76	)	)	PUNCT
ajird-1652	5	77	long	long	ADJ
ajird-1652	5	78	-	-	PUNCT
ajird-1652	5	79	sequence	sequence	NOUN
ajird-1652	5	80	video	video	NOUN
ajird-1652	5	81	transformers	transformer	NOUN
ajird-1652	5	82	and	and	CCONJ
ajird-1652	5	83	mamba	mamba	NOUN
ajird-1652	5	84	-	-	PUNCT
ajird-1652	5	85	based	base	VERB
ajird-1652	5	86	architectures	architecture	NOUN
ajird-1652	5	87	.	.	PUNCT
ajird-1652	6	1	achieved	achieve	VERB
ajird-1652	6	2	quality	quality	NOUN
ajird-1652	6	3	metrics	metric	NOUN
ajird-1652	6	4	(	(	PUNCT
ajird-1652	6	5	fid	fid	NOUN
ajird-1652	6	6	,	,	PUNCT
ajird-1652	6	7	lpips	lpip	NOUN
ajird-1652	6	8	,	,	PUNCT
ajird-1652	6	9	mera	mera	NOUN
ajird-1652	6	10	-	-	PUNCT
ajird-1652	6	11	f1	f1	NOUN
ajird-1652	6	12	)	)	PUNCT
ajird-1652	6	13	,	,	PUNCT
ajird-1652	6	14	inference	inference	NOUN
ajird-1652	6	15	speed	speed	NOUN
ajird-1652	6	16	,	,	PUNCT
ajird-1652	6	17	anatomical	anatomical	ADJ
ajird-1652	6	18	plausibility	plausibility	NOUN
ajird-1652	6	19	,	,	PUNCT
ajird-1652	6	20	and	and	CCONJ
ajird-1652	6	21	temporal	temporal	ADJ
ajird-1652	6	22	consistency	consistency	NOUN
ajird-1652	6	23	are	be	AUX
ajird-1652	6	24	thoroughly	thoroughly	ADV
ajird-1652	6	25	analysed	analyse	VERB
ajird-1652	6	26	.	.	PUNCT
ajird-1652	7	1	particular	particular	ADJ
ajird-1652	7	2	attention	attention	NOUN
ajird-1652	7	3	is	be	AUX
ajird-1652	7	4	devoted	devote	VERB
ajird-1652	7	5	to	to	ADP
ajird-1652	7	6	remaining	remain	VERB
ajird-1652	7	7	challenges	challenge	NOUN
ajird-1652	7	8	:	:	PUNCT
ajird-1652	7	9	crossidentity	crossidentity	NOUN
ajird-1652	7	10	transfer	transfer	NOUN
ajird-1652	7	11	and	and	CCONJ
ajird-1652	7	12	personalization	personalization	NOUN
ajird-1652	7	13	,	,	PUNCT
ajird-1652	7	14	the	the	DET
ajird-1652	7	15	scarcity	scarcity	NOUN
ajird-1652	7	16	of	of	ADP
ajird-1652	7	17	large	large	ADJ
ajird-1652	7	18	-	-	PUNCT
ajird-1652	7	19	scale	scale	NOUN
ajird-1652	7	20	4d	4d	NUM
ajird-1652	7	21	datasets	dataset	NOUN
ajird-1652	7	22	,	,	PUNCT
ajird-1652	7	23	and	and	CCONJ
ajird-1652	7	24	ethical	ethical	ADJ
ajird-1652	7	25	risks	risk	NOUN
ajird-1652	7	26	posed	pose	VERB
ajird-1652	7	27	by	by	ADP
ajird-1652	7	28	next	next	ADJ
ajird-1652	7	29	-	-	PUNCT
ajird-1652	7	30	generation	generation	NOUN
ajird-1652	7	31	deepfakes	deepfake	NOUN
ajird-1652	7	32	.	.	PUNCT
ajird-1652	8	1	the	the	DET
ajird-1652	8	2	technologies	technology	NOUN
ajird-1652	8	3	are	be	AUX
ajird-1652	8	4	shown	show	VERB
ajird-1652	8	5	to	to	PART
ajird-1652	8	6	be	be	AUX
ajird-1652	8	7	ready	ready	ADJ
ajird-1652	8	8	for	for	ADP
ajird-1652	8	9	widespread	widespread	ADJ
ajird-1652	8	10	commercial	commercial	ADJ
ajird-1652	8	11	deployment	deployment	NOUN
ajird-1652	8	12	,	,	PUNCT
ajird-1652	8	13	with	with	ADP
ajird-1652	8	14	a	a	DET
ajird-1652	8	15	forecast	forecast	NOUN
ajird-1652	8	16	that	that	SCONJ
ajird-1652	8	17	the	the	DET
ajird-1652	8	18	gap	gap	NOUN
ajird-1652	8	19	between	between	ADP
ajird-1652	8	20	macroand	macroand	PROPN
ajird-1652	8	21	micro	micro	ADJ
ajird-1652	8	22	-	-	NOUN
ajird-1652	8	23	expression	expression	ADJ
ajird-1652	8	24	synthesis	synthesis	NOUN
ajird-1652	8	25	quality	quality	NOUN
ajird-1652	8	26	will	will	AUX
ajird-1652	8	27	be	be	AUX
ajird-1652	8	28	fully	fully	ADV
ajird-1652	8	29	closed	close	VERB
ajird-1652	8	30	between	between	ADP
ajird-1652	8	31	2026	2026	NUM
ajird-1652	8	32	and	and	CCONJ
ajird-1652	8	33	2028	2028	NUM
ajird-1652	8	34	.	.	PUNCT
ajird-1652	9	1	keywords	keyword	NOUN
ajird-1652	9	2	:	:	PUNCT
ajird-1652	9	3	facial	facial	ADJ
ajird-1652	9	4	micro	micro	NOUN
ajird-1652	9	5	-	-	NOUN
ajird-1652	9	6	expressions	expression	NOUN
ajird-1652	9	7	,	,	PUNCT
ajird-1652	9	8	real	real	ADJ
ajird-1652	9	9	-	-	PUNCT
ajird-1652	9	10	time	time	NOUN
ajird-1652	9	11	micro	micro	NOUN
ajird-1652	9	12	-	-	NOUN
ajird-1652	9	13	expression	expression	ADJ
ajird-1652	9	14	synthesis	synthesis	NOUN
ajird-1652	9	15	,	,	PUNCT
ajird-1652	9	16	deep	deep	ADJ
ajird-1652	9	17	generative	generative	ADJ
ajird-1652	9	18	models	model	NOUN
ajird-1652	9	19	,	,	PUNCT
ajird-1652	9	20	facial	facial	ADJ
ajird-1652	9	21	action	action	NOUN
ajird-1652	9	22	coding	code	VERB
ajird-1652	9	23	system	system	NOUN
ajird-1652	9	24	(	(	PUNCT
ajird-1652	9	25	facs	facs	PROPN
ajird-1652	9	26	)	)	PUNCT
ajird-1652	9	27	,	,	PUNCT
ajird-1652	9	28	diffusion	diffusion	NOUN
ajird-1652	9	29	models	model	NOUN
ajird-1652	9	30	,	,	PUNCT
ajird-1652	9	31	flame	flame	NOUN
ajird-1652	9	32	,	,	PUNCT
ajird-1652	9	33	3d	3d	PROPN
ajird-1652	9	34	gaussian	gaussian	ADJ
ajird-1652	9	35	splatting	splatting	NOUN
ajird-1652	9	36	,	,	PUNCT
ajird-1652	9	37	gan	gan	NOUN
ajird-1652	9	38	,	,	PUNCT
ajird-1652	9	39	video	video	NOUN
ajird-1652	9	40	transformer	transformer	NOUN
ajird-1652	9	41	,	,	PUNCT
ajird-1652	9	42	mamba	mamba	NOUN
ajird-1652	9	43	,	,	PUNCT
ajird-1652	9	44	deepfake	deepfake	NOUN
ajird-1652	9	45	,	,	PUNCT
ajird-1652	9	46	emotional	emotional	ADJ
ajird-1652	9	47	expressiveness	expressiveness	NOUN
ajird-1652	9	48	,	,	PUNCT
ajird-1652	9	49	photorealism	photorealism	NOUN
ajird-1652	9	50	,	,	PUNCT
ajird-1652	9	51	human	human	NOUN
ajird-1652	9	52	-	-	PUNCT
ajird-1652	9	53	computer	computer	NOUN
ajird-1652	9	54	interaction	interaction	NOUN
ajird-1652	9	55	.	.	PUNCT
ajird-1652	10	1	introduction	introduction	NOUN
ajird-1652	10	2	facial	facial	ADJ
ajird-1652	10	3	microexpressions	microexpression	NOUN
ajird-1652	10	4	are	be	AUX
ajird-1652	10	5	the	the	DET
ajird-1652	10	6	most	most	ADV
ajird-1652	10	7	subtle	subtle	ADJ
ajird-1652	10	8	,	,	PUNCT
ajird-1652	10	9	rapid	rapid	ADJ
ajird-1652	10	10	,	,	PUNCT
ajird-1652	10	11	and	and	CCONJ
ajird-1652	10	12	reliable	reliable	ADJ
ajird-1652	10	13	markers	marker	NOUN
ajird-1652	10	14	of	of	ADP
ajird-1652	10	15	true	true	ADJ
ajird-1652	10	16	human	human	ADJ
ajird-1652	10	17	emotion	emotion	NOUN
ajird-1652	10	18	.	.	PUNCT
ajird-1652	11	1	their	their	PRON
ajird-1652	11	2	duration	duration	NOUN
ajird-1652	11	3	ranges	range	VERB
ajird-1652	11	4	from	from	ADP
ajird-1652	11	5	1/25	1/25	NUM
ajird-1652	11	6	to	to	ADP
ajird-1652	11	7	1/5	1/5	NUM
ajird-1652	11	8	of	of	ADP
ajird-1652	11	9	a	a	DET
ajird-1652	11	10	second	second	NOUN
ajird-1652	11	11	,	,	PUNCT
ajird-1652	11	12	the	the	DET
ajird-1652	11	13	amplitude	amplitude	NOUN
ajird-1652	11	14	of	of	ADP
ajird-1652	11	15	movements	movement	NOUN
ajird-1652	11	16	rarely	rarely	ADV
ajird-1652	11	17	exceeds	exceed	VERB
ajird-1652	11	18	0.5–2	0.5–2	PROPN
ajird-1652	11	19	mm	mm	PROPN
ajird-1652	11	20	,	,	PUNCT
ajird-1652	11	21	and	and	CCONJ
ajird-1652	11	22	many	many	ADJ
ajird-1652	11	23	are	be	AUX
ajird-1652	11	24	visible	visible	ADJ
ajird-1652	11	25	only	only	ADV
ajird-1652	11	26	in	in	ADP
ajird-1652	11	27	slow	slow	ADJ
ajird-1652	11	28	motion	motion	NOUN
ajird-1652	11	29	at	at	ADP
ajird-1652	11	30	200–500	200–500	NUM
ajird-1652	11	31	fps	fps	PROPN
ajird-1652	11	32	.	.	PUNCT
ajird-1652	12	1	unlike	unlike	ADP
ajird-1652	12	2	american	american	ADJ
ajird-1652	12	3	journal	journal	PROPN
ajird-1652	12	4	of	of	ADP
ajird-1652	12	5	interdisciplinary	interdisciplinary	ADJ
ajird-1652	12	6	research	research	NOUN
ajird-1652	12	7	and	and	CCONJ
ajird-1652	12	8	development	development	NOUN
ajird-1652	12	9	issn	issn	PROPN
ajird-1652	12	10	online	online	NOUN
ajird-1652	12	11	:	:	PUNCT
ajird-1652	12	12	2771	2771	NUM
ajird-1652	12	13	-	-	SYM
ajird-1652	12	14	8948	8948	NUM
ajird-1652	12	15	website	website	NOUN
ajird-1652	12	16	:	:	PUNCT
ajird-1652	12	17	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1652	12	18	volume	volume	NOUN
ajird-1652	12	19	47	47	NUM
ajird-1652	12	20	,	,	PUNCT
ajird-1652	12	21	december2025	december2025	PROPN
ajird-1652	12	22	67	67	NUM
ajird-1652	13	1	|	|	ADV
ajird-1652	13	2	p	p	NOUN
ajird-1652	13	3	a	a	DET
ajird-1652	13	4	g	g	NOUN
ajird-1652	13	5	e	e	NOUN
ajird-1652	13	6	regular	regular	ADJ
ajird-1652	13	7	facial	facial	ADJ
ajird-1652	13	8	expressions	expression	NOUN
ajird-1652	13	9	,	,	PUNCT
ajird-1652	13	10	microexpressions	microexpression	NOUN
ajird-1652	13	11	are	be	AUX
ajird-1652	13	12	virtually	virtually	ADV
ajird-1652	13	13	impossible	impossible	ADJ
ajird-1652	13	14	to	to	PART
ajird-1652	13	15	consciously	consciously	ADV
ajird-1652	13	16	control	control	VERB
ajird-1652	13	17	,	,	PUNCT
ajird-1652	13	18	making	make	VERB
ajird-1652	13	19	them	they	PRON
ajird-1652	13	20	widely	widely	ADV
ajird-1652	13	21	used	use	VERB
ajird-1652	13	22	in	in	ADP
ajird-1652	13	23	lie	lie	NOUN
ajird-1652	13	24	detection	detection	NOUN
ajird-1652	13	25	,	,	PUNCT
ajird-1652	13	26	clinical	clinical	ADJ
ajird-1652	13	27	diagnosis	diagnosis	NOUN
ajird-1652	13	28	of	of	ADP
ajird-1652	13	29	depression	depression	NOUN
ajird-1652	13	30	,	,	PUNCT
ajird-1652	13	31	autism	autism	NOUN
ajird-1652	13	32	,	,	PUNCT
ajird-1652	13	33	and	and	CCONJ
ajird-1652	13	34	schizophrenia	schizophrenia	NOUN
ajird-1652	13	35	,	,	PUNCT
ajird-1652	13	36	security	security	NOUN
ajird-1652	13	37	systems	system	NOUN
ajird-1652	13	38	,	,	PUNCT
ajird-1652	13	39	and	and	CCONJ
ajird-1652	13	40	the	the	DET
ajird-1652	13	41	creation	creation	NOUN
ajird-1652	13	42	of	of	ADP
ajird-1652	13	43	highly	highly	ADV
ajird-1652	13	44	lifelike	lifelike	ADJ
ajird-1652	13	45	digital	digital	ADJ
ajird-1652	13	46	humans	human	NOUN
ajird-1652	13	47	.	.	PUNCT
ajird-1652	14	1	until	until	ADP
ajird-1652	14	2	2020	2020	NUM
ajird-1652	14	3	,	,	PUNCT
ajird-1652	14	4	synthesizing	synthesize	VERB
ajird-1652	14	5	microexpressions	microexpression	NOUN
ajird-1652	14	6	in	in	ADP
ajird-1652	14	7	real	real	ADJ
ajird-1652	14	8	time	time	NOUN
ajird-1652	14	9	was	be	AUX
ajird-1652	14	10	considered	consider	VERB
ajird-1652	14	11	a	a	DET
ajird-1652	14	12	nearly	nearly	ADV
ajird-1652	14	13	impossible	impossible	ADJ
ajird-1652	14	14	task	task	NOUN
ajird-1652	14	15	:	:	PUNCT
ajird-1652	14	16	classic	classic	ADJ
ajird-1652	14	17	blendshape	blendshape	NOUN
ajird-1652	14	18	models	model	NOUN
ajird-1652	14	19	,	,	PUNCT
ajird-1652	14	20	morphing	morph	VERB
ajird-1652	14	21	,	,	PUNCT
ajird-1652	14	22	and	and	CCONJ
ajird-1652	14	23	even	even	ADV
ajird-1652	14	24	the	the	DET
ajird-1652	14	25	most	most	ADV
ajird-1652	14	26	advanced	advanced	ADJ
ajird-1652	14	27	physical	physical	ADJ
ajird-1652	14	28	facial	facial	ADJ
ajird-1652	14	29	muscle	muscle	NOUN
ajird-1652	14	30	simulators	simulator	NOUN
ajird-1652	14	31	could	could	AUX
ajird-1652	14	32	not	not	PART
ajird-1652	14	33	simultaneously	simultaneously	ADV
ajird-1652	14	34	achieve	achieve	VERB
ajird-1652	14	35	submillimeter	submillimeter	NOUN
ajird-1652	14	36	accuracy	accuracy	NOUN
ajird-1652	14	37	,	,	PUNCT
ajird-1652	14	38	high	high	ADJ
ajird-1652	14	39	frame	frame	NOUN
ajird-1652	14	40	rates	rate	NOUN
ajird-1652	14	41	,	,	PUNCT
ajird-1652	14	42	and	and	CCONJ
ajird-1652	14	43	the	the	DET
ajird-1652	14	44	preservation	preservation	NOUN
ajird-1652	14	45	of	of	ADP
ajird-1652	14	46	human	human	ADJ
ajird-1652	14	47	identity	identity	NOUN
ajird-1652	14	48	.	.	PUNCT
ajird-1652	15	1	the	the	DET
ajird-1652	15	2	situation	situation	NOUN
ajird-1652	15	3	changed	change	VERB
ajird-1652	15	4	dramatically	dramatically	ADV
ajird-1652	15	5	with	with	ADP
ajird-1652	15	6	the	the	DET
ajird-1652	15	7	advent	advent	NOUN
ajird-1652	15	8	of	of	ADP
ajird-1652	15	9	deep	deep	ADJ
ajird-1652	15	10	generative	generative	ADJ
ajird-1652	15	11	models	model	NOUN
ajird-1652	15	12	,	,	PUNCT
ajird-1652	15	13	which	which	PRON
ajird-1652	15	14	learned	learn	VERB
ajird-1652	15	15	to	to	PART
ajird-1652	15	16	work	work	VERB
ajird-1652	15	17	not	not	PART
ajird-1652	15	18	directly	directly	ADV
ajird-1652	15	19	with	with	ADP
ajird-1652	15	20	mesh	mesh	NOUN
ajird-1652	15	21	vertices	vertex	NOUN
ajird-1652	15	22	or	or	CCONJ
ajird-1652	15	23	textures	texture	NOUN
ajird-1652	15	24	,	,	PUNCT
ajird-1652	15	25	but	but	CCONJ
ajird-1652	15	26	with	with	ADP
ajird-1652	15	27	latent	latent	NOUN
ajird-1652	15	28	representations	representation	NOUN
ajird-1652	15	29	of	of	ADP
ajird-1652	15	30	the	the	DET
ajird-1652	15	31	most	most	ADV
ajird-1652	15	32	subtle	subtle	ADJ
ajird-1652	15	33	emotional	emotional	ADJ
ajird-1652	15	34	signals	signal	NOUN
ajird-1652	15	35	.	.	PUNCT
ajird-1652	16	1	today	today	NOUN
ajird-1652	16	2	,	,	PUNCT
ajird-1652	16	3	at	at	ADP
ajird-1652	16	4	the	the	DET
ajird-1652	16	5	end	end	NOUN
ajird-1652	16	6	of	of	ADP
ajird-1652	16	7	2025	2025	NUM
ajird-1652	16	8	,	,	PUNCT
ajird-1652	16	9	we	we	PRON
ajird-1652	16	10	already	already	ADV
ajird-1652	16	11	have	have	VERB
ajird-1652	16	12	several	several	ADJ
ajird-1652	16	13	families	family	NOUN
ajird-1652	16	14	of	of	ADP
ajird-1652	16	15	architectures	architecture	NOUN
ajird-1652	16	16	capable	capable	ADJ
ajird-1652	16	17	of	of	ADP
ajird-1652	16	18	generating	generate	VERB
ajird-1652	16	19	photorealistic	photorealistic	ADJ
ajird-1652	16	20	microexpressions	microexpression	NOUN
ajird-1652	16	21	at	at	ADP
ajird-1652	16	22	60–300	60–300	NUM
ajird-1652	16	23	fps	fps	NOUN
ajird-1652	16	24	even	even	ADV
ajird-1652	16	25	on	on	ADP
ajird-1652	16	26	consumer	consumer	NOUN
ajird-1652	16	27	hardware	hardware	NOUN
ajird-1652	16	28	.	.	PUNCT
ajird-1652	17	1	the	the	DET
ajird-1652	17	2	quality	quality	NOUN
ajird-1652	17	3	is	be	AUX
ajird-1652	17	4	so	so	ADV
ajird-1652	17	5	high	high	ADJ
ajird-1652	17	6	that	that	SCONJ
ajird-1652	17	7	modern	modern	ADJ
ajird-1652	17	8	microexpression	microexpression	NOUN
ajird-1652	17	9	classifiers	classifier	NOUN
ajird-1652	17	10	(	(	PUNCT
ajird-1652	17	11	e.g.	e.g.	ADV
ajird-1652	17	12	,	,	PUNCT
ajird-1652	17	13	ststnet	ststnet	PROPN
ajird-1652	17	14	,	,	PUNCT
ajird-1652	17	15	merc	merc	PROPN
ajird-1652	17	16	,	,	PUNCT
ajird-1652	17	17	off	off	ADP
ajird-1652	17	18	-	-	PUNCT
ajird-1652	17	19	apexnet	apexnet	NOUN
ajird-1652	17	20	)	)	PUNCT
ajird-1652	17	21	recognize	recognize	VERB
ajird-1652	17	22	emotions	emotion	NOUN
ajird-1652	17	23	in	in	ADP
ajird-1652	17	24	synthesized	synthesize	VERB
ajird-1652	17	25	sequences	sequence	NOUN
ajird-1652	17	26	with	with	ADP
ajird-1652	17	27	77–84	77–84	NOUN
ajird-1652	17	28	%	%	NOUN
ajird-1652	17	29	accuracy	accuracy	NOUN
ajird-1652	17	30	,	,	PUNCT
ajird-1652	17	31	which	which	PRON
ajird-1652	17	32	is	be	AUX
ajird-1652	17	33	already	already	ADV
ajird-1652	17	34	higher	high	ADJ
ajird-1652	17	35	than	than	ADP
ajird-1652	17	36	many	many	ADJ
ajird-1652	17	37	low	low	ADJ
ajird-1652	17	38	-	-	PUNCT
ajird-1652	17	39	quality	quality	NOUN
ajird-1652	17	40	real	real	ADJ
ajird-1652	17	41	-	-	PUNCT
ajird-1652	17	42	world	world	NOUN
ajird-1652	17	43	recordings	recording	NOUN
ajird-1652	17	44	.	.	PUNCT
ajird-1652	18	1	the	the	DET
ajird-1652	18	2	key	key	NOUN
ajird-1652	18	3	to	to	ADP
ajird-1652	18	4	success	success	NOUN
ajird-1652	18	5	turned	turn	VERB
ajird-1652	18	6	out	out	ADP
ajird-1652	18	7	to	to	PART
ajird-1652	18	8	be	be	AUX
ajird-1652	18	9	that	that	SCONJ
ajird-1652	18	10	microexpressions	microexpression	NOUN
ajird-1652	18	11	are	be	AUX
ajird-1652	18	12	not	not	PART
ajird-1652	18	13	"	"	PUNCT
ajird-1652	18	14	small	small	ADJ
ajird-1652	18	15	macroexpressions	macroexpression	NOUN
ajird-1652	18	16	,	,	PUNCT
ajird-1652	18	17	"	"	PUNCT
ajird-1652	18	18	but	but	CCONJ
ajird-1652	18	19	a	a	DET
ajird-1652	18	20	fundamentally	fundamentally	ADV
ajird-1652	18	21	different	different	ADJ
ajird-1652	18	22	type	type	NOUN
ajird-1652	18	23	of	of	ADP
ajird-1652	18	24	signal	signal	NOUN
ajird-1652	18	25	:	:	PUNCT
ajird-1652	18	26	they	they	PRON
ajird-1652	18	27	are	be	AUX
ajird-1652	18	28	almost	almost	ADV
ajird-1652	18	29	always	always	ADV
ajird-1652	18	30	asynchronous	asynchronous	ADJ
ajird-1652	18	31	,	,	PUNCT
ajird-1652	18	32	have	have	VERB
ajird-1652	18	33	different	different	ADJ
ajird-1652	18	34	durations	duration	NOUN
ajird-1652	18	35	across	across	ADP
ajird-1652	18	36	action	action	NOUN
ajird-1652	18	37	units	unit	NOUN
ajird-1652	18	38	,	,	PUNCT
ajird-1652	18	39	often	often	ADV
ajird-1652	18	40	fail	fail	VERB
ajird-1652	18	41	to	to	PART
ajird-1652	18	42	peak	peak	VERB
ajird-1652	18	43	,	,	PUNCT
ajird-1652	18	44	and	and	CCONJ
ajird-1652	18	45	are	be	AUX
ajird-1652	18	46	suppressed	suppress	VERB
ajird-1652	18	47	by	by	ADP
ajird-1652	18	48	other	other	ADJ
ajird-1652	18	49	aus	aus	PROPN
ajird-1652	18	50	.	.	PUNCT
ajird-1652	19	1	therefore	therefore	ADV
ajird-1652	19	2	,	,	PUNCT
ajird-1652	19	3	simply	simply	ADV
ajird-1652	19	4	downscaling	downscale	VERB
ajird-1652	19	5	large	large	ADJ
ajird-1652	19	6	expressions	expression	NOUN
ajird-1652	19	7	(	(	PUNCT
ajird-1652	19	8	as	as	SCONJ
ajird-1652	19	9	was	be	AUX
ajird-1652	19	10	done	do	VERB
ajird-1652	19	11	previously	previously	ADV
ajird-1652	19	12	)	)	PUNCT
ajird-1652	19	13	yielded	yield	VERB
ajird-1652	19	14	inconclusive	inconclusive	ADJ
ajird-1652	19	15	results	result	NOUN
ajird-1652	19	16	.	.	PUNCT
ajird-1652	20	1	modern	modern	ADJ
ajird-1652	20	2	models	model	NOUN
ajird-1652	20	3	have	have	AUX
ajird-1652	20	4	learned	learn	VERB
ajird-1652	20	5	to	to	PART
ajird-1652	20	6	generate	generate	VERB
ajird-1652	20	7	this	this	DET
ajird-1652	20	8	"	"	PUNCT
ajird-1652	20	9	emotional	emotional	ADJ
ajird-1652	20	10	noise	noise	NOUN
ajird-1652	20	11	"	"	PUNCT
ajird-1652	20	12	separately	separately	ADV
ajird-1652	20	13	from	from	ADP
ajird-1652	20	14	the	the	DET
ajird-1652	20	15	main	main	ADJ
ajird-1652	20	16	facial	facial	ADJ
ajird-1652	20	17	expressions	expression	NOUN
ajird-1652	20	18	.	.	PUNCT
ajird-1652	21	1	the	the	DET
ajird-1652	21	2	following	follow	VERB
ajird-1652	21	3	approaches	approach	NOUN
ajird-1652	21	4	have	have	AUX
ajird-1652	21	5	proven	prove	VERB
ajird-1652	21	6	to	to	PART
ajird-1652	21	7	be	be	AUX
ajird-1652	21	8	the	the	DET
ajird-1652	21	9	most	most	ADV
ajird-1652	21	10	effective	effective	ADJ
ajird-1652	21	11	and	and	CCONJ
ajird-1652	21	12	have	have	AUX
ajird-1652	21	13	already	already	ADV
ajird-1652	21	14	moved	move	VERB
ajird-1652	21	15	from	from	ADP
ajird-1652	21	16	laboratories	laboratory	NOUN
ajird-1652	21	17	into	into	ADP
ajird-1652	21	18	real	real	ADJ
ajird-1652	21	19	products	product	NOUN
ajird-1652	21	20	(	(	PUNCT
ajird-1652	21	21	virtual	virtual	ADJ
ajird-1652	21	22	assistants	assistant	NOUN
ajird-1652	21	23	,	,	PUNCT
ajird-1652	21	24	aaa	aaa	NOUN
ajird-1652	21	25	-	-	PUNCT
ajird-1652	21	26	level	level	NOUN
ajird-1652	21	27	games	game	NOUN
ajird-1652	21	28	,	,	PUNCT
ajird-1652	21	29	telemedicine	telemedicine	NOUN
ajird-1652	21	30	,	,	PUNCT
ajird-1652	21	31	metaverses	metaverse	NOUN
ajird-1652	21	32	)	)	PUNCT
ajird-1652	21	33	.	.	PUNCT
ajird-1652	22	1	1	1	X
ajird-1652	22	2	.	.	X
ajird-1652	22	3	two	two	NUM
ajird-1652	22	4	-	-	PUNCT
ajird-1652	22	5	stream	stream	NOUN
ajird-1652	22	6	and	and	CCONJ
ajird-1652	22	7	multi	multi	ADJ
ajird-1652	22	8	-	-	ADJ
ajird-1652	22	9	layer	layer	ADJ
ajird-1652	22	10	gans	gan	NOUN
ajird-1652	22	11	with	with	ADP
ajird-1652	22	12	perceptual	perceptual	ADJ
ajird-1652	22	13	loss	loss	NOUN
ajird-1652	22	14	from	from	ADP
ajird-1652	22	15	microexpression	microexpression	NOUN
ajird-1652	22	16	detectors	detector	NOUN
ajird-1652	22	17	the	the	DET
ajird-1652	22	18	first	first	ADJ
ajird-1652	22	19	wave	wave	NOUN
ajird-1652	22	20	of	of	ADP
ajird-1652	22	21	successful	successful	ADJ
ajird-1652	22	22	models	model	NOUN
ajird-1652	22	23	(	(	PUNCT
ajird-1652	22	24	me	i	PRON
ajird-1652	22	25	-	-	PUNCT
ajird-1652	22	26	gan	gan	ADJ
ajird-1652	22	27	,	,	PUNCT
ajird-1652	22	28	apexnet	apexnet	NOUN
ajird-1652	22	29	-	-	PUNCT
ajird-1652	22	30	gen	gen	PROPN
ajird-1652	22	31	,	,	PUNCT
ajird-1652	22	32	microexpnet	microexpnet	NOUN
ajird-1652	22	33	2021–2023	2021–2023	NUM
ajird-1652	22	34	)	)	PUNCT
ajird-1652	22	35	used	use	VERB
ajird-1652	22	36	the	the	DET
ajird-1652	22	37	"	"	PUNCT
ajird-1652	22	38	macro	macro	NOUN
ajird-1652	22	39	+	+	CCONJ
ajird-1652	22	40	micro	micro	ADJ
ajird-1652	22	41	"	"	PUNCT
ajird-1652	22	42	approach	approach	NOUN
ajird-1652	22	43	.	.	PUNCT
ajird-1652	23	1	a	a	DET
ajird-1652	23	2	neutral	neutral	ADJ
ajird-1652	23	3	face	face	NOUN
ajird-1652	23	4	or	or	CCONJ
ajird-1652	23	5	weak	weak	ADJ
ajird-1652	23	6	macro	macro	ADJ
ajird-1652	23	7	expression	expression	NOUN
ajird-1652	23	8	was	be	AUX
ajird-1652	23	9	reconstructed	reconstruct	VERB
ajird-1652	23	10	using	use	VERB
ajird-1652	23	11	a	a	DET
ajird-1652	23	12	single	single	ADJ
ajird-1652	23	13	powerful	powerful	ADJ
ajird-1652	23	14	autoencoder	autoencoder	NOUN
ajird-1652	23	15	(	(	PUNCT
ajird-1652	23	16	stylegan2/3	stylegan2/3	PROPN
ajird-1652	23	17	-	-	PUNCT
ajird-1652	23	18	ada	ada	NOUN
ajird-1652	23	19	)	)	PUNCT
ajird-1652	23	20	,	,	PUNCT
ajird-1652	23	21	and	and	CCONJ
ajird-1652	23	22	a	a	DET
ajird-1652	23	23	second	second	ADJ
ajird-1652	23	24	generator	generator	NOUN
ajird-1652	23	25	was	be	AUX
ajird-1652	23	26	added	add	VERB
ajird-1652	23	27	on	on	ADP
ajird-1652	23	28	top	top	ADJ
ajird-1652	23	29	,	,	PUNCT
ajird-1652	23	30	trained	train	VERB
ajird-1652	23	31	exclusively	exclusively	ADV
ajird-1652	23	32	on	on	ADP
ajird-1652	23	33	residual	residual	ADJ
ajird-1652	23	34	maps	map	NOUN
ajird-1652	23	35	between	between	ADP
ajird-1652	23	36	the	the	DET
ajird-1652	23	37	neutral	neutral	ADJ
ajird-1652	23	38	frame	frame	NOUN
ajird-1652	23	39	and	and	CCONJ
ajird-1652	23	40	the	the	DET
ajird-1652	23	41	frame	frame	NOUN
ajird-1652	23	42	with	with	ADP
ajird-1652	23	43	the	the	DET
ajird-1652	23	44	micro	micro	ADJ
ajird-1652	23	45	expression	expression	NOUN
ajird-1652	23	46	.	.	PUNCT
ajird-1652	24	1	the	the	DET
ajird-1652	24	2	loss	loss	NOUN
ajird-1652	24	3	function	function	NOUN
ajird-1652	24	4	included	include	VERB
ajird-1652	24	5	not	not	PART
ajird-1652	24	6	only	only	ADV
ajird-1652	24	7	l1	l1	PROPN
ajird-1652	24	8	/	/	SYM
ajird-1652	24	9	l2	l2	NOUN
ajird-1652	24	10	and	and	CCONJ
ajird-1652	24	11	lpips	lpip	NOUN
ajird-1652	24	12	but	but	CCONJ
ajird-1652	24	13	also	also	ADV
ajird-1652	24	14	a	a	DET
ajird-1652	24	15	special	special	ADJ
ajird-1652	24	16	perceptual	perceptual	ADJ
ajird-1652	24	17	loss	loss	NOUN
ajird-1652	24	18	:	:	PUNCT
ajird-1652	24	19	a	a	DET
ajird-1652	24	20	pre	pre	ADJ
ajird-1652	24	21	-	-	ADJ
ajird-1652	24	22	trained	train	VERB
ajird-1652	24	23	microexpression	microexpression	NOUN
ajird-1652	24	24	classifier	classifier	NOUN
ajird-1652	24	25	penalized	penalize	VERB
ajird-1652	24	26	the	the	DET
ajird-1652	24	27	generator	generator	NOUN
ajird-1652	24	28	if	if	SCONJ
ajird-1652	24	29	the	the	DET
ajird-1652	24	30	synthesized	synthesize	VERB
ajird-1652	24	31	frame	frame	NOUN
ajird-1652	24	32	did	do	AUX
ajird-1652	24	33	not	not	PART
ajird-1652	24	34	reliably	reliably	ADV
ajird-1652	24	35	activate	activate	VERB
ajird-1652	24	36	the	the	DET
ajird-1652	24	37	desired	desire	VERB
ajird-1652	24	38	emotion	emotion	NOUN
ajird-1652	24	39	class	class	NOUN
ajird-1652	24	40	(	(	PUNCT
ajird-1652	24	41	anger	anger	NOUN
ajird-1652	24	42	,	,	PUNCT
ajird-1652	24	43	fear	fear	NOUN
ajird-1652	24	44	,	,	PUNCT
ajird-1652	24	45	disgust	disgust	NOUN
ajird-1652	24	46	,	,	PUNCT
ajird-1652	24	47	etc	etc	X
ajird-1652	24	48	.	.	X
ajird-1652	24	49	)	)	PUNCT
ajird-1652	24	50	.	.	PUNCT
ajird-1652	25	1	as	as	ADP
ajird-1652	25	2	a	a	DET
ajird-1652	25	3	result	result	NOUN
ajird-1652	25	4	,	,	PUNCT
ajird-1652	25	5	the	the	DET
ajird-1652	25	6	model	model	NOUN
ajird-1652	25	7	learned	learn	VERB
ajird-1652	25	8	to	to	PART
ajird-1652	25	9	create	create	VERB
ajird-1652	25	10	precisely	precisely	ADV
ajird-1652	25	11	those	those	DET
ajird-1652	25	12	high	high	ADJ
ajird-1652	25	13	-	-	PUNCT
ajird-1652	25	14	frequency	frequency	NOUN
ajird-1652	25	15	details	detail	NOUN
ajird-1652	25	16	around	around	ADP
ajird-1652	25	17	the	the	DET
ajird-1652	25	18	eyes	eye	NOUN
ajird-1652	25	19	,	,	PUNCT
ajird-1652	25	20	nasolabial	nasolabial	ADJ
ajird-1652	25	21	fold	fold	NOUN
ajird-1652	25	22	,	,	PUNCT
ajird-1652	25	23	and	and	CCONJ
ajird-1652	25	24	mouth	mouth	NOUN
ajird-1652	25	25	that	that	PRON
ajird-1652	25	26	are	be	AUX
ajird-1652	25	27	critical	critical	ADJ
ajird-1652	25	28	for	for	ADP
ajird-1652	25	29	both	both	DET
ajird-1652	25	30	humans	human	NOUN
ajird-1652	25	31	and	and	CCONJ
ajird-1652	25	32	algorithms	algorithm	NOUN
ajird-1652	25	33	.	.	PUNCT
ajird-1652	26	1	2	2	X
ajird-1652	26	2	.	.	X
ajird-1652	26	3	diffusion	diffusion	NOUN
ajird-1652	26	4	models	model	NOUN
ajird-1652	26	5	with	with	ADP
ajird-1652	26	6	fine	fine	ADJ
ajird-1652	26	7	temporal	temporal	ADJ
ajird-1652	26	8	and	and	CCONJ
ajird-1652	26	9	anatomical	anatomical	ADJ
ajird-1652	26	10	control	control	NOUN
ajird-1652	26	11	since	since	SCONJ
ajird-1652	26	12	2023	2023	NUM
ajird-1652	26	13	,	,	PUNCT
ajird-1652	26	14	diffusion	diffusion	NOUN
ajird-1652	26	15	models	model	NOUN
ajird-1652	26	16	have	have	AUX
ajird-1652	26	17	completely	completely	ADV
ajird-1652	26	18	replaced	replace	VERB
ajird-1652	26	19	gans	gan	NOUN
ajird-1652	26	20	in	in	ADP
ajird-1652	26	21	tasks	task	NOUN
ajird-1652	26	22	requiring	require	VERB
ajird-1652	26	23	maximum	maximum	ADJ
ajird-1652	26	24	detail	detail	NOUN
ajird-1652	26	25	.	.	PUNCT
ajird-1652	27	1	specialized	specialized	ADJ
ajird-1652	27	2	techniques	technique	NOUN
ajird-1652	27	3	have	have	AUX
ajird-1652	27	4	been	be	AUX
ajird-1652	27	5	developed	develop	VERB
ajird-1652	27	6	for	for	ADP
ajird-1652	27	7	microexpressions	microexpression	NOUN
ajird-1652	27	8	:	:	PUNCT
ajird-1652	27	9	american	american	ADJ
ajird-1652	27	10	journal	journal	PROPN
ajird-1652	27	11	of	of	ADP
ajird-1652	27	12	interdisciplinary	interdisciplinary	ADJ
ajird-1652	27	13	research	research	NOUN
ajird-1652	27	14	and	and	CCONJ
ajird-1652	27	15	development	development	NOUN
ajird-1652	27	16	issn	issn	PROPN
ajird-1652	27	17	online	online	NOUN
ajird-1652	27	18	:	:	PUNCT
ajird-1652	27	19	2771	2771	NUM
ajird-1652	27	20	-	-	SYM
ajird-1652	27	21	8948	8948	NUM
ajird-1652	27	22	website	website	NOUN
ajird-1652	27	23	:	:	PUNCT
ajird-1652	27	24	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1652	27	25	volume	volume	NOUN
ajird-1652	27	26	47	47	NUM
ajird-1652	27	27	,	,	PUNCT
ajird-1652	27	28	december2025	december2025	PROPN
ajird-1652	27	29	68	68	NUM
ajird-1652	28	1	|	|	ADV
ajird-1652	28	2	p	p	NOUN
ajird-1652	28	3	a	a	DET
ajird-1652	28	4	g	g	NOUN
ajird-1652	28	5	e	e	NOUN
ajird-1652	28	6	training	training	NOUN
ajird-1652	28	7	lora	lora	PROPN
ajird-1652	28	8	adapters	adapter	NOUN
ajird-1652	28	9	only	only	ADV
ajird-1652	28	10	on	on	ADP
ajird-1652	28	11	difference	difference	NOUN
ajird-1652	28	12	frames	frame	NOUN
ajird-1652	28	13	of	of	ADP
ajird-1652	28	14	microexpressions	microexpression	NOUN
ajird-1652	28	15	from	from	ADP
ajird-1652	28	16	the	the	DET
ajird-1652	28	17	samm	samm	PROPN
ajird-1652	28	18	,	,	PUNCT
ajird-1652	28	19	casme	casme	PROPN
ajird-1652	28	20	ii	ii	PROPN
ajird-1652	28	21	,	,	PUNCT
ajird-1652	28	22	smic	smic	NOUN
ajird-1652	28	23	,	,	PUNCT
ajird-1652	28	24	4d	4d	NUM
ajird-1652	28	25	-	-	PUNCT
ajird-1652	28	26	me	i	PRON
ajird-1652	28	27	datasets	dataset	NOUN
ajird-1652	28	28	(	(	PUNCT
ajird-1652	28	29	a	a	DET
ajird-1652	28	30	total	total	NOUN
ajird-1652	28	31	of	of	ADP
ajird-1652	28	32	~1500	~1500	NUM
ajird-1652	28	33	sequences	sequence	NOUN
ajird-1652	28	34	,	,	PUNCT
ajird-1652	28	35	but	but	CCONJ
ajird-1652	28	36	with	with	ADP
ajird-1652	28	37	very	very	ADV
ajird-1652	28	38	precise	precise	ADJ
ajird-1652	28	39	labeling	labeling	NOUN
ajird-1652	28	40	)	)	PUNCT
ajird-1652	28	41	.	.	PUNCT
ajird-1652	29	1	using	use	VERB
ajird-1652	29	2	controlnet	controlnet	NOUN
ajird-1652	29	3	with	with	ADP
ajird-1652	29	4	input	input	NOUN
ajird-1652	29	5	in	in	ADP
ajird-1652	29	6	the	the	DET
ajird-1652	29	7	form	form	NOUN
ajird-1652	29	8	of	of	ADP
ajird-1652	29	9	sparse	sparse	ADJ
ajird-1652	29	10	au	au	VERB
ajird-1652	29	11	trajectories	trajectory	NOUN
ajird-1652	29	12	(	(	PUNCT
ajird-1652	29	13	typically	typically	ADV
ajird-1652	29	14	6	6	NUM
ajird-1652	29	15	-	-	SYM
ajird-1652	29	16	12	12	NUM
ajird-1652	29	17	au	au	ADV
ajird-1652	29	18	with	with	ADP
ajird-1652	29	19	onset	onset	NOUN
ajird-1652	29	20	-	-	PUNCT
ajird-1652	29	21	apex	apex	NOUN
ajird-1652	29	22	-	-	PUNCT
ajird-1652	29	23	offset	offset	NOUN
ajird-1652	29	24	timestamps	timestamp	NOUN
ajird-1652	29	25	)	)	PUNCT
ajird-1652	29	26	.	.	PUNCT
ajird-1652	30	1	3d	3d	NUM
ajird-1652	30	2	-	-	PUNCT
ajird-1652	30	3	aware	aware	ADJ
ajird-1652	30	4	diffusion	diffusion	NOUN
ajird-1652	30	5	(	(	PUNCT
ajird-1652	30	6	eg3d	eg3d	PROPN
ajird-1652	30	7	,	,	PUNCT
ajird-1652	30	8	avatargen	avatargen	NOUN
ajird-1652	30	9	,	,	PUNCT
ajird-1652	30	10	dreamface	dreamface	NOUN
ajird-1652	30	11	v2	v2	NOUN
ajird-1652	30	12	)	)	PUNCT
ajird-1652	30	13	,	,	PUNCT
ajird-1652	30	14	which	which	PRON
ajird-1652	30	15	ensures	ensure	VERB
ajird-1652	30	16	that	that	SCONJ
ajird-1652	30	17	submillimeter	submillimeter	NOUN
ajird-1652	30	18	movements	movement	NOUN
ajird-1652	30	19	do	do	AUX
ajird-1652	30	20	not	not	PART
ajird-1652	30	21	disturb	disturb	VERB
ajird-1652	30	22	the	the	DET
ajird-1652	30	23	head	head	NOUN
ajird-1652	30	24	geometry	geometry	NOUN
ajird-1652	30	25	.	.	PUNCT
ajird-1652	31	1	latent	latent	NOUN
ajird-1652	31	2	video	video	NOUN
ajird-1652	31	3	diffusion	diffusion	NOUN
ajird-1652	31	4	with	with	ADP
ajird-1652	31	5	the	the	DET
ajird-1652	31	6	addition	addition	NOUN
ajird-1652	31	7	of	of	ADP
ajird-1652	31	8	special	special	ADJ
ajird-1652	31	9	tokens	token	NOUN
ajird-1652	31	10	.	.	PUNCT
ajird-1652	32	1	such	such	ADJ
ajird-1652	32	2	models	model	NOUN
ajird-1652	32	3	already	already	ADV
ajird-1652	32	4	achieve	achieve	VERB
ajird-1652	32	5	fid	fid	NOUN
ajird-1652	32	6	<	<	X
ajird-1652	32	7	4.2	4.2	NUM
ajird-1652	32	8	and	and	CCONJ
ajird-1652	32	9	lpips	lpip	NOUN
ajird-1652	32	10	<	<	X
ajird-1652	32	11	0.03	0.03	NUM
ajird-1652	32	12	on	on	ADP
ajird-1652	32	13	512×512	512×512	NUM
ajird-1652	32	14	at	at	ADP
ajird-1652	32	15	100	100	NUM
ajird-1652	32	16	fps	fps	NOUN
ajird-1652	32	17	,	,	PUNCT
ajird-1652	32	18	and	and	CCONJ
ajird-1652	32	19	most	most	ADV
ajird-1652	32	20	importantly	importantly	ADV
ajird-1652	32	21	,	,	PUNCT
ajird-1652	32	22	they	they	PRON
ajird-1652	32	23	generate	generate	VERB
ajird-1652	32	24	anatomically	anatomically	ADV
ajird-1652	32	25	impossible	impossible	ADJ
ajird-1652	32	26	au	au	ADJ
ajird-1652	32	27	combinations	combination	NOUN
ajird-1652	32	28	in	in	ADP
ajird-1652	32	29	less	less	ADJ
ajird-1652	32	30	than	than	ADP
ajird-1652	32	31	0.7	0.7	NUM
ajird-1652	32	32	%	%	NOUN
ajird-1652	32	33	of	of	ADP
ajird-1652	32	34	cases	case	NOUN
ajird-1652	32	35	(	(	PUNCT
ajird-1652	32	36	versus	versus	ADP
ajird-1652	32	37	8–12	8–12	NUM
ajird-1652	32	38	%	%	NOUN
ajird-1652	32	39	for	for	ADP
ajird-1652	32	40	gans	gan	NOUN
ajird-1652	32	41	)	)	PUNCT
ajird-1652	32	42	.	.	PUNCT
ajird-1652	33	1	3	3	X
ajird-1652	33	2	.	.	X
ajird-1652	33	3	parametric	parametric	ADJ
ajird-1652	33	4	3d	3d	PROPN
ajird-1652	33	5	facial	facial	ADJ
ajird-1652	33	6	models	model	NOUN
ajird-1652	33	7	+	+	CCONJ
ajird-1652	33	8	real	real	ADJ
ajird-1652	33	9	-	-	PUNCT
ajird-1652	33	10	time	time	NOUN
ajird-1652	33	11	neural	neural	ADJ
ajird-1652	33	12	rendering	render	VERB
ajird-1652	33	13	the	the	DET
ajird-1652	33	14	fastest	fast	ADJ
ajird-1652	33	15	and	and	CCONJ
ajird-1652	33	16	most	most	ADV
ajird-1652	33	17	commercially	commercially	ADV
ajird-1652	33	18	used	use	VERB
ajird-1652	33	19	systems	system	NOUN
ajird-1652	33	20	are	be	AUX
ajird-1652	33	21	built	build	VERB
ajird-1652	33	22	around	around	ADP
ajird-1652	33	23	flame	flame	NOUN
ajird-1652	33	24	or	or	CCONJ
ajird-1652	33	25	its	its	PRON
ajird-1652	33	26	successors	successor	NOUN
ajird-1652	33	27	(	(	PUNCT
ajird-1652	33	28	deca	deca	NOUN
ajird-1652	33	29	,	,	PUNCT
ajird-1652	33	30	emoca	emoca	NOUN
ajird-1652	33	31	,	,	PUNCT
ajird-1652	33	32	spectre	spectre	NOUN
ajird-1652	33	33	)	)	PUNCT
ajird-1652	33	34	.	.	PUNCT
ajird-1652	34	1	the	the	DET
ajird-1652	34	2	idea	idea	NOUN
ajird-1652	34	3	is	be	AUX
ajird-1652	34	4	both	both	PRON
ajird-1652	34	5	simple	simple	ADJ
ajird-1652	34	6	and	and	CCONJ
ajird-1652	34	7	ingenious	ingenious	ADJ
ajird-1652	34	8	:	:	PUNCT
ajird-1652	34	9	since	since	SCONJ
ajird-1652	34	10	microexpressions	microexpression	NOUN
ajird-1652	34	11	require	require	VERB
ajird-1652	34	12	extremely	extremely	ADV
ajird-1652	34	13	small	small	ADJ
ajird-1652	34	14	changes	change	NOUN
ajird-1652	34	15	in	in	ADP
ajird-1652	34	16	flame	flame	ADJ
ajird-1652	34	17	expression	expression	NOUN
ajird-1652	34	18	space	space	NOUN
ajird-1652	34	19	parameters	parameter	NOUN
ajird-1652	34	20	(	(	PUNCT
ajird-1652	34	21	typically	typically	ADV
ajird-1652	34	22	≤0.03–0.05	≤0.03–0.05	PROPN
ajird-1652	34	23	standard	standard	ADJ
ajird-1652	34	24	deviations	deviation	NOUN
ajird-1652	34	25	)	)	PUNCT
ajird-1652	34	26	,	,	PUNCT
ajird-1652	34	27	then	then	ADV
ajird-1652	34	28	:	:	PUNCT
ajird-1652	34	29	self	self	NOUN
ajird-1652	34	30	-	-	PUNCT
ajird-1652	34	31	intersection	intersection	NOUN
ajird-1652	34	32	mesh	mesh	NOUN
ajird-1652	34	33	artifacts	artifact	NOUN
ajird-1652	34	34	practically	practically	ADV
ajird-1652	34	35	do	do	AUX
ajird-1652	34	36	not	not	PART
ajird-1652	34	37	occur	occur	VERB
ajird-1652	34	38	;	;	PUNCT
ajird-1652	34	39	differentiable	differentiable	ADJ
ajird-1652	34	40	flame	flame	NOUN
ajird-1652	34	41	decoder	decoder	NOUN
ajird-1652	34	42	operates	operate	VERB
ajird-1652	34	43	at	at	ADP
ajird-1652	34	44	speeds	speed	NOUN
ajird-1652	34	45	of	of	ADP
ajird-1652	34	46	thousands	thousand	NOUN
ajird-1652	34	47	of	of	ADP
ajird-1652	34	48	fps	fps	PROPN
ajird-1652	34	49	;	;	PUNCT
ajird-1652	34	50	final	final	ADJ
ajird-1652	34	51	rendering	rendering	NOUN
ajird-1652	34	52	is	be	AUX
ajird-1652	34	53	done	do	VERB
ajird-1652	34	54	using	use	VERB
ajird-1652	34	55	3d	3d	NUM
ajird-1652	34	56	gaussian	gaussian	ADJ
ajird-1652	34	57	splatting	splatting	NOUN
ajird-1652	34	58	,	,	PUNCT
ajird-1652	34	59	neus2	neus2	PROPN
ajird-1652	34	60	,	,	PUNCT
ajird-1652	34	61	or	or	CCONJ
ajird-1652	34	62	instant	instant	NOUN
ajird-1652	34	63	-	-	PUNCT
ajird-1652	34	64	ngp	ngp	NOUN
ajird-1652	34	65	,	,	PUNCT
ajird-1652	34	66	which	which	PRON
ajird-1652	34	67	delivers	deliver	VERB
ajird-1652	34	68	120–300	120–300	NUM
ajird-1652	34	69	fps	fps	NOUN
ajird-1652	34	70	on	on	ADP
ajird-1652	34	71	rtx	rtx	PROPN
ajird-1652	34	72	40	40	NUM
ajird-1652	34	73	series	series	NOUN
ajird-1652	34	74	and	and	CCONJ
ajird-1652	34	75	60–90	60–90	NUM
ajird-1652	34	76	fps	fps	NOUN
ajird-1652	34	77	on	on	ADP
ajird-1652	34	78	apple	apple	PROPN
ajird-1652	34	79	m2	m2	PROPN
ajird-1652	34	80	/	/	SYM
ajird-1652	34	81	m3	m3	PROPN
ajird-1652	34	82	and	and	CCONJ
ajird-1652	34	83	snapdragon	snapdragon	VERB
ajird-1652	34	84	8	8	NUM
ajird-1652	34	85	gen	gen	PROPN
ajird-1652	34	86	3	3	NUM
ajird-1652	34	87	mobile	mobile	ADJ
ajird-1652	34	88	chips	chip	NOUN
ajird-1652	34	89	.	.	PUNCT
ajird-1652	35	1	examples	example	NOUN
ajird-1652	35	2	real	real	ADJ
ajird-1652	35	3	2024–2025	2024–2025	NUM
ajird-1652	35	4	systems	system	NOUN
ajird-1652	35	5	:	:	PUNCT
ajird-1652	35	6	realtimemicroavatar	realtimemicroavatar	NOUN
ajird-1652	35	7	(	(	PUNCT
ajird-1652	35	8	nvidia	nvidia	PROPN
ajird-1652	35	9	)	)	PUNCT
ajird-1652	35	10	,	,	PUNCT
ajird-1652	35	11	apple	apple	NOUN
ajird-1652	35	12	vision	vision	NOUN
ajird-1652	35	13	pro	pro	X
ajird-1652	35	14	live	live	VERB
ajird-1652	35	15	avatar	avatar	ADJ
ajird-1652	35	16	,	,	PUNCT
ajird-1652	35	17	metahuman	metahuman	NOUN
ajird-1652	35	18	microexpression	microexpression	NOUN
ajird-1652	35	19	module	module	NOUN
ajird-1652	35	20	(	(	PUNCT
ajird-1652	35	21	epic	epic	ADJ
ajird-1652	35	22	games	game	NOUN
ajird-1652	35	23	)	)	PUNCT
ajird-1652	35	24	,	,	PUNCT
ajird-1652	35	25	zepeto	zepeto	VERB
ajird-1652	35	26	realemotion	realemotion	PROPN
ajird-1652	35	27	sdk	sdk	PROPN
ajird-1652	35	28	.	.	PUNCT
ajird-1652	36	1	all	all	PRON
ajird-1652	36	2	of	of	ADP
ajird-1652	36	3	them	they	PRON
ajird-1652	36	4	use	use	VERB
ajird-1652	36	5	exactly	exactly	ADV
ajird-1652	36	6	this	this	DET
ajird-1652	36	7	scheme	scheme	NOUN
ajird-1652	36	8	:	:	PUNCT
ajird-1652	36	9	a	a	DET
ajird-1652	36	10	lightweight	lightweight	ADJ
ajird-1652	36	11	network	network	NOUN
ajird-1652	36	12	(	(	PUNCT
ajird-1652	36	13	2–5	2–5	NOUN
ajird-1652	36	14	million	million	NUM
ajird-1652	36	15	parameters	parameter	NOUN
ajird-1652	36	16	)	)	PUNCT
ajird-1652	36	17	predicts	predict	VERB
ajird-1652	36	18	52–100	52–100	PROPN
ajird-1652	36	19	aus	aus	NOUN
ajird-1652	36	20	in	in	ADP
ajird-1652	36	21	real	real	ADJ
ajird-1652	36	22	time	time	NOUN
ajird-1652	36	23	from	from	ADP
ajird-1652	36	24	audio	audio	NOUN
ajird-1652	36	25	,	,	PUNCT
ajird-1652	36	26	text	text	NOUN
ajird-1652	36	27	,	,	PUNCT
ajird-1652	36	28	or	or	CCONJ
ajird-1652	36	29	even	even	ADV
ajird-1652	36	30	a	a	DET
ajird-1652	36	31	single	single	ADJ
ajird-1652	36	32	neutral	neutral	ADJ
ajird-1652	36	33	photo	photo	NOUN
ajird-1652	36	34	,	,	PUNCT
ajird-1652	36	35	then	then	ADV
ajird-1652	36	36	flame	flame	NOUN
ajird-1652	36	37	+	+	CCONJ
ajird-1652	36	38	gaussian	gaussian	ADJ
ajird-1652	36	39	splatting	splatting	NOUN
ajird-1652	36	40	.	.	PUNCT
ajird-1652	37	1	4	4	X
ajird-1652	37	2	.	.	X
ajird-1652	37	3	transformer	transformer	NOUN
ajird-1652	37	4	and	and	CCONJ
ajird-1652	37	5	mamba	mamba	NOUN
ajird-1652	37	6	architectures	architecture	NOUN
ajird-1652	37	7	for	for	ADP
ajird-1652	37	8	long	long	ADJ
ajird-1652	37	9	sequences	sequence	NOUN
ajird-1652	37	10	the	the	DET
ajird-1652	37	11	latest	late	ADJ
ajird-1652	37	12	technology	technology	NOUN
ajird-1652	37	13	is	be	AUX
ajird-1652	37	14	video	video	NOUN
ajird-1652	37	15	transformers	transformer	NOUN
ajird-1652	37	16	and	and	CCONJ
ajird-1652	37	17	state	state	NOUN
ajird-1652	37	18	space	space	NOUN
ajird-1652	37	19	models	model	NOUN
ajird-1652	37	20	(	(	PUNCT
ajird-1652	37	21	mambavideo	mambavideo	NOUN
ajird-1652	37	22	,	,	PUNCT
ajird-1652	37	23	videomamba	videomamba	NOUN
ajird-1652	37	24	)	)	PUNCT
ajird-1652	37	25	,	,	PUNCT
ajird-1652	37	26	which	which	PRON
ajird-1652	37	27	introduce	introduce	VERB
ajird-1652	37	28	a	a	DET
ajird-1652	37	29	special	special	ADJ
ajird-1652	37	30	trainable	trainable	ADJ
ajird-1652	37	31	token	token	NOUN
ajird-1652	37	32	[	[	X
ajird-1652	37	33	micro	micro	NOUN
ajird-1652	37	34	]	]	X
ajird-1652	37	35	responsible	responsible	ADJ
ajird-1652	37	36	exclusively	exclusively	ADV
ajird-1652	37	37	for	for	ADP
ajird-1652	37	38	high	high	ADJ
ajird-1652	37	39	-	-	PUNCT
ajird-1652	37	40	frequency	frequency	NOUN
ajird-1652	37	41	details	detail	NOUN
ajird-1652	37	42	.	.	PUNCT
ajird-1652	38	1	when	when	SCONJ
ajird-1652	38	2	trained	train	VERB
ajird-1652	38	3	on	on	ADP
ajird-1652	38	4	mixed	mixed	ADJ
ajird-1652	38	5	datasets	dataset	NOUN
ajird-1652	38	6	of	of	ADP
ajird-1652	38	7	meview	meview	NOUN
ajird-1652	38	8	+	+	CCONJ
ajird-1652	38	9	4dme	4dme	NOUN
ajird-1652	38	10	+	+	CCONJ
ajird-1652	38	11	synthetic	synthetic	ADJ
ajird-1652	38	12	data	datum	NOUN
ajird-1652	38	13	from	from	ADP
ajird-1652	38	14	unreal	unreal	ADJ
ajird-1652	38	15	engine	engine	NOUN
ajird-1652	38	16	metahuman	metahuman	NOUN
ajird-1652	38	17	,	,	PUNCT
ajird-1652	38	18	these	these	DET
ajird-1652	38	19	models	model	NOUN
ajird-1652	38	20	demonstrate	demonstrate	VERB
ajird-1652	38	21	the	the	DET
ajird-1652	38	22	best	good	ADJ
ajird-1652	38	23	temporal	temporal	ADJ
ajird-1652	38	24	coherence	coherence	NOUN
ajird-1652	38	25	:	:	PUNCT
ajird-1652	38	26	texture	texture	ADJ
ajird-1652	38	27	jitter	jitter	NOUN
ajird-1652	38	28	and	and	CCONJ
ajird-1652	38	29	detail	detail	NOUN
ajird-1652	38	30	"	"	PUNCT
ajird-1652	38	31	floating	float	VERB
ajird-1652	38	32	"	"	PUNCT
ajird-1652	38	33	are	be	AUX
ajird-1652	38	34	virtually	virtually	ADV
ajird-1652	38	35	absent	absent	ADJ
ajird-1652	38	36	,	,	PUNCT
ajird-1652	38	37	even	even	ADV
ajird-1652	38	38	in	in	ADP
ajird-1652	38	39	sequences	sequence	NOUN
ajird-1652	38	40	30–60	30–60	NUM
ajird-1652	38	41	seconds	second	NOUN
ajird-1652	38	42	long	long	ADV
ajird-1652	38	43	.	.	PUNCT
ajird-1652	39	1	remaining	remain	VERB
ajird-1652	39	2	challenges	challenge	NOUN
ajird-1652	39	3	to	to	PART
ajird-1652	39	4	be	be	AUX
ajird-1652	39	5	addressed	address	VERB
ajird-1652	39	6	in	in	ADP
ajird-1652	39	7	2026–2028	2026–2028	NUM
ajird-1652	39	8	despite	despite	SCONJ
ajird-1652	39	9	explosive	explosive	ADJ
ajird-1652	39	10	progress	progress	NOUN
ajird-1652	39	11	,	,	PUNCT
ajird-1652	39	12	three	three	NUM
ajird-1652	39	13	fundamental	fundamental	ADJ
ajird-1652	39	14	problems	problem	NOUN
ajird-1652	39	15	remain	remain	VERB
ajird-1652	39	16	:	:	PUNCT
ajird-1652	40	1	1	1	X
ajird-1652	40	2	.	.	X
ajird-1652	40	3	cross	cross	ADJ
ajird-1652	40	4	-	-	NOUN
ajird-1652	40	5	identity	identity	NOUN
ajird-1652	40	6	and	and	CCONJ
ajird-1652	40	7	personalization	personalization	NOUN
ajird-1652	40	8	.	.	PUNCT
ajird-1652	41	1	almost	almost	ADV
ajird-1652	41	2	all	all	DET
ajird-1652	41	3	models	model	NOUN
ajird-1652	41	4	are	be	AUX
ajird-1652	41	5	still	still	ADV
ajird-1652	41	6	trained	train	VERB
ajird-1652	41	7	on	on	ADP
ajird-1652	41	8	one	one	NUM
ajird-1652	41	9	or	or	CCONJ
ajird-1652	41	10	several	several	ADJ
ajird-1652	41	11	dozen	dozen	NOUN
ajird-1652	41	12	people	people	NOUN
ajird-1652	41	13	.	.	PUNCT
ajird-1652	42	1	when	when	SCONJ
ajird-1652	42	2	transferring	transfer	VERB
ajird-1652	42	3	to	to	ADP
ajird-1652	42	4	a	a	DET
ajird-1652	42	5	new	new	ADJ
ajird-1652	42	6	face	face	NOUN
ajird-1652	42	7	,	,	PUNCT
ajird-1652	42	8	individual	individual	ADJ
ajird-1652	42	9	microexpression	microexpression	NOUN
ajird-1652	42	10	patterns	pattern	NOUN
ajird-1652	42	11	are	be	AUX
ajird-1652	42	12	lost	lose	VERB
ajird-1652	42	13	(	(	PUNCT
ajird-1652	42	14	for	for	ADP
ajird-1652	42	15	example	example	NOUN
ajird-1652	42	16	,	,	PUNCT
ajird-1652	42	17	some	some	DET
ajird-1652	42	18	people	people	NOUN
ajird-1652	42	19	only	only	ADV
ajird-1652	42	20	wrinkle	wrinkle	VERB
ajird-1652	42	21	their	their	PRON
ajird-1652	42	22	left	left	ADJ
ajird-1652	42	23	eye	eye	NOUN
ajird-1652	42	24	when	when	SCONJ
ajird-1652	42	25	disgusted	disgust	VERB
ajird-1652	42	26	,	,	PUNCT
ajird-1652	42	27	while	while	SCONJ
ajird-1652	42	28	others	other	NOUN
ajird-1652	42	29	american	american	PROPN
ajird-1652	42	30	journal	journal	PROPN
ajird-1652	42	31	of	of	ADP
ajird-1652	42	32	interdisciplinary	interdisciplinary	ADJ
ajird-1652	42	33	research	research	NOUN
ajird-1652	42	34	and	and	CCONJ
ajird-1652	42	35	development	development	NOUN
ajird-1652	42	36	issn	issn	PROPN
ajird-1652	42	37	online	online	NOUN
ajird-1652	42	38	:	:	PUNCT
ajird-1652	42	39	2771	2771	NUM
ajird-1652	42	40	-	-	SYM
ajird-1652	42	41	8948	8948	NUM
ajird-1652	42	42	website	website	NOUN
ajird-1652	42	43	:	:	PUNCT
ajird-1652	42	44	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1652	42	45	volume	volume	NOUN
ajird-1652	42	46	47	47	NUM
ajird-1652	42	47	,	,	PUNCT
ajird-1652	42	48	december2025	december2025	PROPN
ajird-1652	42	49	69	69	NUM
ajird-1652	43	1	|	|	ADV
ajird-1652	43	2	p	p	NOUN
ajird-1652	43	3	a	a	DET
ajird-1652	43	4	g	g	NOUN
ajird-1652	43	5	e	e	NOUN
ajird-1652	43	6	slightly	slightly	ADV
ajird-1652	43	7	raise	raise	VERB
ajird-1652	43	8	only	only	ADV
ajird-1652	43	9	one	one	NUM
ajird-1652	43	10	eyebrow	eyebrow	NOUN
ajird-1652	43	11	when	when	SCONJ
ajird-1652	43	12	surprised	surprised	ADJ
ajird-1652	43	13	)	)	PUNCT
ajird-1652	43	14	.	.	PUNCT
ajird-1652	44	1	the	the	DET
ajird-1652	44	2	solution	solution	NOUN
ajird-1652	44	3	lies	lie	VERB
ajird-1652	44	4	in	in	ADP
ajird-1652	44	5	few	few	ADJ
ajird-1652	44	6	-	-	PUNCT
ajird-1652	44	7	shot	shot	NOUN
ajird-1652	44	8	or	or	CCONJ
ajird-1652	44	9	zero	zero	NUM
ajird-1652	44	10	-	-	PUNCT
ajird-1652	44	11	shot	shot	NOUN
ajird-1652	44	12	adaptation	adaptation	NOUN
ajird-1652	44	13	via	via	ADP
ajird-1652	44	14	hypernetworks	hypernetwork	NOUN
ajird-1652	44	15	and	and	CCONJ
ajird-1652	44	16	lora	lora	PROPN
ajird-1652	44	17	per	per	ADP
ajird-1652	44	18	person	person	NOUN
ajird-1652	44	19	.	.	PUNCT
ajird-1652	45	1	2	2	X
ajird-1652	45	2	.	.	X
ajird-1652	45	3	lack	lack	NOUN
ajird-1652	45	4	of	of	ADP
ajird-1652	45	5	large	large	ADJ
ajird-1652	45	6	4d	4d	NUM
ajird-1652	45	7	datasets	dataset	NOUN
ajird-1652	45	8	.	.	PUNCT
ajird-1652	46	1	as	as	ADP
ajird-1652	46	2	of	of	ADP
ajird-1652	46	3	2025	2025	NUM
ajird-1652	46	4	,	,	PUNCT
ajird-1652	46	5	the	the	DET
ajird-1652	46	6	largest	large	ADJ
ajird-1652	46	7	public	public	ADJ
ajird-1652	46	8	dataset	dataset	NOUN
ajird-1652	46	9	with	with	ADP
ajird-1652	46	10	microexpression	microexpression	NOUN
ajird-1652	46	11	tagging	tagging	NOUN
ajird-1652	46	12	is	be	AUX
ajird-1652	46	13	4dme	4dme	NOUN
ajird-1652	46	14	(	(	PUNCT
ajird-1652	46	15	371	371	NUM
ajird-1652	46	16	individuals	individual	NOUN
ajird-1652	46	17	,	,	PUNCT
ajird-1652	46	18	312,000	312,000	NUM
ajird-1652	46	19	frames	frame	NOUN
ajird-1652	46	20	at	at	ADP
ajird-1652	46	21	250	250	NUM
ajird-1652	46	22	fps	fps	PROPN
ajird-1652	46	23	)	)	PUNCT
ajird-1652	46	24	,	,	PUNCT
ajird-1652	46	25	but	but	CCONJ
ajird-1652	46	26	this	this	PRON
ajird-1652	46	27	is	be	AUX
ajird-1652	46	28	still	still	ADV
ajird-1652	46	29	insufficient	insufficient	ADJ
ajird-1652	46	30	.	.	PUNCT
ajird-1652	47	1	projects	project	NOUN
ajird-1652	47	2	have	have	AUX
ajird-1652	47	3	already	already	ADV
ajird-1652	47	4	been	be	AUX
ajird-1652	47	5	launched	launch	VERB
ajird-1652	47	6	to	to	PART
ajird-1652	47	7	collect	collect	VERB
ajird-1652	47	8	50,000–100,000	50,000–100,000	NUM
ajird-1652	47	9	subjects	subject	NOUN
ajird-1652	47	10	using	use	VERB
ajird-1652	47	11	smartphones	smartphone	NOUN
ajird-1652	47	12	and	and	CCONJ
ajird-1652	47	13	webcams	webcam	NOUN
ajird-1652	47	14	(	(	PUNCT
ajird-1652	47	15	projects	project	NOUN
ajird-1652	47	16	by	by	ADP
ajird-1652	47	17	apple	apple	NOUN
ajird-1652	47	18	,	,	PUNCT
ajird-1652	47	19	google	google	NOUN
ajird-1652	47	20	,	,	PUNCT
ajird-1652	47	21	and	and	CCONJ
ajird-1652	47	22	bytedance	bytedance	NOUN
ajird-1652	47	23	)	)	PUNCT
ajird-1652	47	24	.	.	PUNCT
ajird-1652	48	1	3	3	X
ajird-1652	48	2	.	.	X
ajird-1652	48	3	ethical	ethical	ADJ
ajird-1652	48	4	and	and	CCONJ
ajird-1652	48	5	legal	legal	ADJ
ajird-1652	48	6	risks	risk	NOUN
ajird-1652	48	7	.	.	PUNCT
ajird-1652	49	1	the	the	DET
ajird-1652	49	2	ability	ability	NOUN
ajird-1652	49	3	to	to	PART
ajird-1652	49	4	synthesize	synthesize	VERB
ajird-1652	49	5	convincing	convincing	ADJ
ajird-1652	49	6	microexpressions	microexpression	NOUN
ajird-1652	49	7	makes	make	VERB
ajird-1652	49	8	automatic	automatic	ADJ
ajird-1652	49	9	detection	detection	NOUN
ajird-1652	49	10	of	of	ADP
ajird-1652	49	11	deepfakes	deepfake	NOUN
ajird-1652	49	12	at	at	ADP
ajird-1652	49	13	the	the	DET
ajird-1652	49	14	subconscious	subconscious	ADJ
ajird-1652	49	15	level	level	NOUN
ajird-1652	49	16	virtually	virtually	ADV
ajird-1652	49	17	impossible	impossible	ADJ
ajird-1652	49	18	.	.	PUNCT
ajird-1652	50	1	microexpression	microexpression	NOUN
ajird-1652	50	2	-	-	PUNCT
ajird-1652	50	3	based	base	VERB
ajird-1652	50	4	lie	lie	NOUN
ajird-1652	50	5	detection	detection	NOUN
ajird-1652	50	6	systems	system	NOUN
ajird-1652	50	7	(	(	PUNCT
ajird-1652	50	8	for	for	ADP
ajird-1652	50	9	example	example	NOUN
ajird-1652	50	10	,	,	PUNCT
ajird-1652	50	11	at	at	ADP
ajird-1652	50	12	airports	airport	NOUN
ajird-1652	50	13	and	and	CCONJ
ajird-1652	50	14	during	during	ADP
ajird-1652	50	15	interrogations	interrogation	NOUN
ajird-1652	50	16	)	)	PUNCT
ajird-1652	50	17	are	be	AUX
ajird-1652	50	18	already	already	ADV
ajird-1652	50	19	beginning	begin	VERB
ajird-1652	50	20	to	to	PART
ajird-1652	50	21	fail	fail	VERB
ajird-1652	50	22	when	when	SCONJ
ajird-1652	50	23	exposed	expose	VERB
ajird-1652	50	24	to	to	ADP
ajird-1652	50	25	the	the	DET
ajird-1652	50	26	latest	late	ADJ
ajird-1652	50	27	generation	generation	NOUN
ajird-1652	50	28	of	of	ADP
ajird-1652	50	29	synthetic	synthetic	ADJ
ajird-1652	50	30	videos	video	NOUN
ajird-1652	50	31	.	.	PUNCT
ajird-1652	51	1	conclusion	conclusion	NOUN
ajird-1652	51	2	over	over	ADP
ajird-1652	51	3	the	the	DET
ajird-1652	51	4	past	past	ADJ
ajird-1652	51	5	five	five	NUM
ajird-1652	51	6	years	year	NOUN
ajird-1652	51	7	,	,	PUNCT
ajird-1652	51	8	the	the	DET
ajird-1652	51	9	task	task	NOUN
ajird-1652	51	10	of	of	ADP
ajird-1652	51	11	synthesizing	synthesize	VERB
ajird-1652	51	12	facial	facial	ADJ
ajird-1652	51	13	microexpressions	microexpression	NOUN
ajird-1652	51	14	in	in	ADP
ajird-1652	51	15	real	real	ADJ
ajird-1652	51	16	time	time	NOUN
ajird-1652	51	17	has	have	AUX
ajird-1652	51	18	moved	move	VERB
ajird-1652	51	19	from	from	ADP
ajird-1652	51	20	the	the	DET
ajird-1652	51	21	category	category	NOUN
ajird-1652	51	22	of	of	ADP
ajird-1652	51	23	"	"	PUNCT
ajird-1652	51	24	nearly	nearly	ADV
ajird-1652	51	25	impossible	impossible	ADJ
ajird-1652	51	26	"	"	PUNCT
ajird-1652	51	27	to	to	PART
ajird-1652	51	28	"	"	PUNCT
ajird-1652	51	29	solved	solve	VERB
ajird-1652	51	30	at	at	ADP
ajird-1652	51	31	a	a	DET
ajird-1652	51	32	level	level	NOUN
ajird-1652	51	33	sufficient	sufficient	ADJ
ajird-1652	51	34	for	for	ADP
ajird-1652	51	35	mass	mass	ADJ
ajird-1652	51	36	commercial	commercial	ADJ
ajird-1652	51	37	use	use	NOUN
ajird-1652	51	38	.	.	PUNCT
ajird-1652	51	39	"	"	PUNCT
ajird-1652	52	1	today	today	NOUN
ajird-1652	52	2	,	,	PUNCT
ajird-1652	52	3	we	we	PRON
ajird-1652	52	4	can	can	AUX
ajird-1652	52	5	create	create	VERB
ajird-1652	52	6	digital	digital	ADJ
ajird-1652	52	7	twins	twin	NOUN
ajird-1652	52	8	that	that	SCONJ
ajird-1652	52	9	not	not	PART
ajird-1652	52	10	only	only	ADV
ajird-1652	52	11	speak	speak	VERB
ajird-1652	52	12	and	and	CCONJ
ajird-1652	52	13	move	move	VERB
ajird-1652	52	14	like	like	ADP
ajird-1652	52	15	real	real	ADJ
ajird-1652	52	16	people	people	NOUN
ajird-1652	52	17	,	,	PUNCT
ajird-1652	52	18	but	but	CCONJ
ajird-1652	52	19	also	also	ADV
ajird-1652	52	20	emit	emit	VERB
ajird-1652	52	21	the	the	DET
ajird-1652	52	22	same	same	ADJ
ajird-1652	52	23	fleeting	fleeting	ADJ
ajird-1652	52	24	,	,	PUNCT
ajird-1652	52	25	uncontrollable	uncontrollable	ADJ
ajird-1652	52	26	emotional	emotional	ADJ
ajird-1652	52	27	signals	signal	NOUN
ajird-1652	52	28	—	—	PUNCT
ajird-1652	52	29	a	a	DET
ajird-1652	52	30	furrow	furrow	NOUN
ajird-1652	52	31	between	between	ADP
ajird-1652	52	32	the	the	DET
ajird-1652	52	33	eyebrows	eyebrow	NOUN
ajird-1652	52	34	in	in	ADP
ajird-1652	52	35	mild	mild	ADJ
ajird-1652	52	36	irritation	irritation	NOUN
ajird-1652	52	37	,	,	PUNCT
ajird-1652	52	38	a	a	DET
ajird-1652	52	39	barely	barely	ADV
ajird-1652	52	40	noticeable	noticeable	ADJ
ajird-1652	52	41	twitch	twitch	NOUN
ajird-1652	52	42	at	at	ADP
ajird-1652	52	43	the	the	DET
ajird-1652	52	44	corner	corner	NOUN
ajird-1652	52	45	of	of	ADP
ajird-1652	52	46	the	the	DET
ajird-1652	52	47	mouth	mouth	NOUN
ajird-1652	52	48	in	in	ADP
ajird-1652	52	49	hidden	hide	VERB
ajird-1652	52	50	joy	joy	NOUN
ajird-1652	52	51	,	,	PUNCT
ajird-1652	52	52	and	and	CCONJ
ajird-1652	52	53	a	a	DET
ajird-1652	52	54	microsecond	microsecond	ADJ
ajird-1652	52	55	dilation	dilation	NOUN
ajird-1652	52	56	of	of	ADP
ajird-1652	52	57	the	the	DET
ajird-1652	52	58	pupils	pupil	NOUN
ajird-1652	52	59	in	in	ADP
ajird-1652	52	60	fear	fear	NOUN
ajird-1652	52	61	.	.	PUNCT
ajird-1652	53	1	the	the	DET
ajird-1652	53	2	next	next	ADJ
ajird-1652	53	3	frontier	frontier	NOUN
ajird-1652	53	4	is	be	AUX
ajird-1652	53	5	complete	complete	ADJ
ajird-1652	53	6	indistinguishability	indistinguishability	NOUN
ajird-1652	53	7	at	at	ADP
ajird-1652	53	8	the	the	DET
ajird-1652	53	9	subconscious	subconscious	ADJ
ajird-1652	53	10	level	level	NOUN
ajird-1652	53	11	.	.	PUNCT
ajird-1652	54	1	when	when	SCONJ
ajird-1652	54	2	a	a	DET
ajird-1652	54	3	digital	digital	ADJ
ajird-1652	54	4	human	human	ADJ
ajird-1652	54	5	evokes	evoke	NOUN
ajird-1652	54	6	in	in	ADP
ajird-1652	54	7	us	we	PRON
ajird-1652	54	8	the	the	DET
ajird-1652	54	9	same	same	ADJ
ajird-1652	54	10	instinctive	instinctive	ADJ
ajird-1652	54	11	reactions	reaction	NOUN
ajird-1652	54	12	of	of	ADP
ajird-1652	54	13	trust	trust	NOUN
ajird-1652	54	14	or	or	CCONJ
ajird-1652	54	15	anxiety	anxiety	NOUN
ajird-1652	54	16	as	as	ADP
ajird-1652	54	17	a	a	DET
ajird-1652	54	18	real	real	ADJ
ajird-1652	54	19	one	one	NOUN
ajird-1652	54	20	,	,	PUNCT
ajird-1652	54	21	we	we	PRON
ajird-1652	54	22	will	will	AUX
ajird-1652	54	23	enter	enter	VERB
ajird-1652	54	24	a	a	DET
ajird-1652	54	25	new	new	ADJ
ajird-1652	54	26	era	era	NOUN
ajird-1652	54	27	of	of	ADP
ajird-1652	54	28	human	human	ADJ
ajird-1652	54	29	-	-	PUNCT
ajird-1652	54	30	machine	machine	NOUN
ajird-1652	54	31	interaction	interaction	NOUN
ajird-1652	54	32	,	,	PUNCT
ajird-1652	54	33	virtual	virtual	ADJ
ajird-1652	54	34	reality	reality	NOUN
ajird-1652	54	35	,	,	PUNCT
ajird-1652	54	36	and	and	CCONJ
ajird-1652	54	37	,	,	PUNCT
ajird-1652	54	38	perhaps	perhaps	ADV
ajird-1652	54	39	,	,	PUNCT
ajird-1652	54	40	a	a	DET
ajird-1652	54	41	new	new	ADJ
ajird-1652	54	42	era	era	NOUN
ajird-1652	54	43	of	of	ADP
ajird-1652	54	44	ethical	ethical	ADJ
ajird-1652	54	45	dilemmas	dilemma	NOUN
ajird-1652	54	46	.	.	PUNCT
ajird-1652	55	1	but	but	CCONJ
ajird-1652	55	2	from	from	ADP
ajird-1652	55	3	a	a	DET
ajird-1652	55	4	technical	technical	ADJ
ajird-1652	55	5	perspective	perspective	NOUN
ajird-1652	55	6	,	,	PUNCT
ajird-1652	55	7	this	this	DET
ajird-1652	55	8	goal	goal	NOUN
ajird-1652	55	9	is	be	AUX
ajird-1652	55	10	already	already	ADV
ajird-1652	55	11	within	within	ADP
ajird-1652	55	12	reach	reach	NOUN
ajird-1652	55	13	;	;	PUNCT
ajird-1652	55	14	it	it	PRON
ajird-1652	55	15	will	will	AUX
ajird-1652	55	16	be	be	AUX
ajird-1652	55	17	achieved	achieve	VERB
ajird-1652	55	18	in	in	ADP
ajird-1652	55	19	the	the	DET
ajird-1652	55	20	next	next	ADJ
ajird-1652	55	21	two	two	NUM
ajird-1652	55	22	to	to	PART
ajird-1652	55	23	three	three	NUM
ajird-1652	55	24	years	year	NOUN
ajird-1652	55	25	.	.	PUNCT
ajird-1652	56	1	references	reference	NOUN
ajird-1652	56	2	1	1	NUM
ajird-1652	56	3	.	.	PUNCT
ajird-1652	56	4	ekman	ekman	PROPN
ajird-1652	56	5	p.	p.	PROPN
ajird-1652	56	6	,	,	PUNCT
ajird-1652	56	7	friesen	friesen	PROPN
ajird-1652	56	8	v.	v.	ADP
ajird-1652	56	9	v.	v.	ADP
ajird-1652	56	10	nonverbal	nonverbal	ADJ
ajird-1652	56	11	leakage	leakage	NOUN
ajird-1652	56	12	and	and	CCONJ
ajird-1652	56	13	signs	sign	NOUN
ajird-1652	56	14	of	of	ADP
ajird-1652	56	15	deception	deception	NOUN
ajird-1652	56	16	//	//	SYM
ajird-1652	56	17	psychiatry	psychiatry	NOUN
ajird-1652	56	18	.	.	PUNCT
ajird-1652	56	19	1969	1969	NUM
ajird-1652	56	20	.	.	PUNCT
ajird-1652	57	1	v.	v.	ADP
ajird-1652	57	2	32	32	NUM
ajird-1652	57	3	.	.	PUNCT
ajird-1652	58	1	no	no	INTJ
ajird-1652	58	2	.	.	NOUN
ajird-1652	59	1	1	1	X
ajird-1652	59	2	.	.	PUNCT
ajird-1652	60	1	p.	p.	NOUN
ajird-1652	60	2	88	88	NUM
ajird-1652	60	3	-	-	SYM
ajird-1652	60	4	106	106	NUM
ajird-1652	60	5	.	.	PUNCT
ajird-1652	61	1	2	2	NUM
ajird-1652	61	2	.	.	X
ajird-1652	61	3	yang	yang	PROPN
ajird-1652	61	4	w	w	PROPN
ajird-1652	61	5	-	-	PROPN
ajird-1652	61	6	j	j	PROPN
ajird-1652	61	7	et	et	PROPN
ajird-1652	61	8	al	al	PROPN
ajird-1652	61	9	.	.	PROPN
ajird-1652	61	10	casme	casme	PROPN
ajird-1652	61	11	ii	ii	PROPN
ajird-1652	61	12	:	:	PUNCT
ajird-1652	61	13	an	an	DET
ajird-1652	61	14	improved	improved	ADJ
ajird-1652	61	15	database	database	NOUN
ajird-1652	61	16	of	of	ADP
ajird-1652	61	17	spontaneous	spontaneous	ADJ
ajird-1652	61	18	microexpressions	microexpression	NOUN
ajird-1652	61	19	and	and	CCONJ
ajird-1652	61	20	its	its	PRON
ajird-1652	61	21	baseline	baseline	NOUN
ajird-1652	61	22	evaluation	evaluation	NOUN
ajird-1652	61	23	//	//	X
ajird-1652	61	24	plos	plos	PROPN
ajird-1652	61	25	one	one	NUM
ajird-1652	61	26	.	.	PUNCT
ajird-1652	62	1	2014	2014	NUM
ajird-1652	62	2	.	.	PUNCT
ajird-1652	63	1	t.	t.	NOUN
ajird-1652	63	2	9	9	NUM
ajird-1652	63	3	.	.	PUNCT
ajird-1652	64	1	no	no	INTJ
ajird-1652	64	2	.	.	NOUN
ajird-1652	65	1	1	1	X
ajird-1652	65	2	.	.	X
ajird-1652	65	3	e	e	NOUN
ajird-1652	65	4	86041	86041	NUM
ajird-1652	65	5	.	.	PUNCT
ajird-1652	66	1	3	3	X
ajird-1652	66	2	.	.	X
ajird-1652	66	3	davison	davison	PROPN
ajird-1652	66	4	,	,	PUNCT
ajird-1652	66	5	a.k	a.k	PROPN
ajird-1652	66	6	.	.	PROPN
ajird-1652	66	7	,	,	PUNCT
ajird-1652	66	8	et	et	PROPN
ajird-1652	66	9	al	al	PROPN
ajird-1652	66	10	.	.	PUNCT
ajird-1652	67	1	samm	samm	PROPN
ajird-1652	67	2	:	:	PUNCT
ajird-1652	67	3	a	a	DET
ajird-1652	67	4	spontaneous	spontaneous	ADJ
ajird-1652	67	5	facial	facial	ADJ
ajird-1652	67	6	micromovement	micromovement	NOUN
ajird-1652	67	7	dataset	dataset	PROPN
ajird-1652	67	8	//	//	PUNCT
ajird-1652	67	9	ieee	ieee	NOUN
ajird-1652	67	10	transactions	transaction	NOUN
ajird-1652	67	11	on	on	ADP
ajird-1652	67	12	affective	affective	ADJ
ajird-1652	67	13	computing	computing	NOUN
ajird-1652	67	14	.	.	PUNCT
ajird-1652	68	1	2018	2018	NUM
ajird-1652	68	2	,	,	PUNCT
ajird-1652	68	3	vol	vol	NOUN
ajird-1652	68	4	.	.	NOUN
ajird-1652	69	1	9	9	NUM
ajird-1652	69	2	,	,	PUNCT
ajird-1652	69	3	no	no	INTJ
ajird-1652	69	4	.	.	NOUN
ajird-1652	69	5	1	1	NUM
ajird-1652	69	6	,	,	PUNCT
ajird-1652	69	7	pp	pp	ADJ
ajird-1652	69	8	.	.	PUNCT
ajird-1652	70	1	116–129	116–129	NUM
ajird-1652	70	2	.	.	PUNCT
ajird-1652	71	1	4	4	NUM
ajird-1652	71	2	.	.	X
ajird-1652	71	3	li	li	PROPN
ajird-1652	71	4	h.	h.	PROPN
ajird-1652	71	5	et	et	PROPN
ajird-1652	71	6	al	al	PROPN
ajird-1652	71	7	.	.	PROPN
ajird-1652	71	8	towards	towards	ADP
ajird-1652	71	9	reading	read	VERB
ajird-1652	71	10	hidden	hidden	ADJ
ajird-1652	71	11	emotions	emotion	NOUN
ajird-1652	71	12	:	:	PUNCT
ajird-1652	71	13	a	a	DET
ajird-1652	71	14	comparative	comparative	ADJ
ajird-1652	71	15	study	study	NOUN
ajird-1652	71	16	of	of	ADP
ajird-1652	71	17	spontaneous	spontaneous	ADJ
ajird-1652	71	18	microexpression	microexpression	NOUN
ajird-1652	71	19	databases	database	NOUN
ajird-1652	71	20	//	//	NUM
ajird-1652	71	21	ieee	ieee	NOUN
ajird-1652	71	22	transactions	transaction	NOUN
ajird-1652	71	23	on	on	ADP
ajird-1652	71	24	affective	affective	ADJ
ajird-1652	71	25	computing	computing	NOUN
ajird-1652	71	26	.	.	PUNCT
ajird-1652	72	1	2021	2021	NUM
ajird-1652	72	2	.	.	PUNCT
ajird-1652	73	1	5	5	NUM
ajird-1652	73	2	.	.	X
ajird-1652	73	3	zhang	zhang	PROPN
ajird-1652	73	4	q.	q.	PROPN
ajird-1652	73	5	et	et	PROPN
ajird-1652	73	6	al	al	PROPN
ajird-1652	73	7	.	.	PUNCT
ajird-1652	74	1	me	i	PRON
ajird-1652	74	2	gan	gin	VERB
ajird-1652	74	3	:	:	PUNCT
ajird-1652	74	4	learning	learn	VERB
ajird-1652	74	5	to	to	PART
ajird-1652	74	6	generate	generate	VERB
ajird-1652	74	7	panoramic	panoramic	ADJ
ajird-1652	74	8	and	and	CCONJ
ajird-1652	74	9	detailed	detailed	ADJ
ajird-1652	74	10	microexpressions	microexpression	NOUN
ajird-1652	74	11	via	via	ADP
ajird-1652	74	12	unsupervised	unsupervised	ADJ
ajird-1652	74	13	domain	domain	NOUN
ajird-1652	74	14	adaptation	adaptation	NOUN
ajird-1652	74	15	//	//	NOUN
ajird-1652	74	16	proceedings	proceeding	NOUN
ajird-1652	74	17	of	of	ADP
ajird-1652	74	18	the	the	DET
ajird-1652	74	19	ieee	ieee	NOUN
ajird-1652	74	20	on	on	ADP
ajird-1652	74	21	multimedia	multimedia	NOUN
ajird-1652	74	22	.	.	PUNCT
ajird-1652	75	1	2022	2022	NUM
ajird-1652	75	2	.	.	PUNCT