id	sid	tid	token	lemma	pos
fcis-12445	1	1	frontiers	frontier	NOUN
fcis-12445	1	2	in	in	ADP
fcis-12445	1	3	computing	computing	NOUN
fcis-12445	1	4	and	and	CCONJ
fcis-12445	1	5	intelligent	intelligent	ADJ
fcis-12445	1	6	systems	system	NOUN
fcis-12445	1	7	issn	issn	VERB
fcis-12445	1	8	:	:	PUNCT
fcis-12445	1	9	2832	2832	NUM
fcis-12445	1	10	-	-	SYM
fcis-12445	1	11	6024	6024	NUM
fcis-12445	1	12	|	|	NOUN
fcis-12445	1	13	vol	vol	NOUN
fcis-12445	1	14	.	.	PROPN
fcis-12445	2	1	5	5	NUM
fcis-12445	2	2	,	,	PUNCT
fcis-12445	2	3	no	no	INTJ
fcis-12445	2	4	.	.	NOUN
fcis-12445	2	5	2	2	NUM
fcis-12445	2	6	,	,	PUNCT
fcis-12445	2	7	2023	2023	NUM
fcis-12445	2	8	56	56	NUM
fcis-12445	2	9	a	a	DET
fcis-12445	2	10	survey	survey	NOUN
fcis-12445	2	11	of	of	ADP
fcis-12445	2	12	deep	deep	ADJ
fcis-12445	2	13	learning‐based	learning‐based	ADJ
fcis-12445	2	14	facial	facial	ADJ
fcis-12445	2	15	expression	expression	NOUN
fcis-12445	2	16	recognition	recognition	NOUN
fcis-12445	2	17	research	research	PROPN
fcis-12445	2	18	chengxu	chengxu	PROPN
fcis-12445	2	19	liang	liang	PROPN
fcis-12445	2	20	,	,	PUNCT
fcis-12445	2	21	jianshe	jianshe	PROPN
fcis-12445	2	22	dong	dong	PROPN
fcis-12445	3	1	*	*	PUNCT
fcis-12445	3	2	school	school	NOUN
fcis-12445	3	3	of	of	ADP
fcis-12445	3	4	information	information	NOUN
fcis-12445	3	5	technology	technology	NOUN
fcis-12445	3	6	and	and	CCONJ
fcis-12445	3	7	engineering	engineering	NOUN
fcis-12445	3	8	,	,	PUNCT
fcis-12445	3	9	tianjin	tianjin	PROPN
fcis-12445	3	10	university	university	PROPN
fcis-12445	3	11	of	of	ADP
fcis-12445	3	12	technology	technology	NOUN
fcis-12445	3	13	and	and	CCONJ
fcis-12445	3	14	education	education	NOUN
fcis-12445	3	15	,	,	PUNCT
fcis-12445	3	16	tianjin	tianjin	PROPN
fcis-12445	3	17	300222	300222	NUM
fcis-12445	3	18	,	,	PUNCT
fcis-12445	3	19	china	china	PROPN
fcis-12445	3	20	*	*	PUNCT
fcis-12445	3	21	corresponding	correspond	VERB
fcis-12445	3	22	author	author	NOUN
fcis-12445	3	23	:	:	PUNCT
fcis-12445	3	24	jianshe	jianshe	PROPN
fcis-12445	3	25	dong	dong	PROPN
fcis-12445	3	26	(	(	PUNCT
fcis-12445	3	27	email	email	NOUN
fcis-12445	3	28	:	:	PUNCT
fcis-12445	3	29	dongjianshe@tute.edu.cn	dongjianshe@tute.edu.cn	NOUN
fcis-12445	3	30	)	)	PUNCT
fcis-12445	3	31	abstract	abstract	ADJ
fcis-12445	3	32	:	:	PUNCT
fcis-12445	3	33	facial	facial	ADJ
fcis-12445	3	34	expression	expression	NOUN
fcis-12445	3	35	is	be	AUX
fcis-12445	3	36	one	one	NUM
fcis-12445	3	37	of	of	ADP
fcis-12445	3	38	the	the	DET
fcis-12445	3	39	ways	way	NOUN
fcis-12445	3	40	to	to	PART
fcis-12445	3	41	convey	convey	VERB
fcis-12445	3	42	emotional	emotional	ADJ
fcis-12445	3	43	expression	expression	NOUN
fcis-12445	3	44	.	.	PUNCT
fcis-12445	4	1	deep	deep	ADJ
fcis-12445	4	2	learning	learning	NOUN
fcis-12445	4	3	is	be	AUX
fcis-12445	4	4	used	use	VERB
fcis-12445	4	5	to	to	PART
fcis-12445	4	6	analyze	analyze	VERB
fcis-12445	4	7	facial	facial	ADJ
fcis-12445	4	8	expression	expression	NOUN
fcis-12445	4	9	to	to	PART
fcis-12445	4	10	understand	understand	VERB
fcis-12445	4	11	people	people	NOUN
fcis-12445	4	12	's	's	PART
fcis-12445	4	13	true	true	ADJ
fcis-12445	4	14	feelings	feeling	NOUN
fcis-12445	4	15	,	,	PUNCT
fcis-12445	4	16	and	and	CCONJ
fcis-12445	4	17	human	human	ADJ
fcis-12445	4	18	-	-	PUNCT
fcis-12445	4	19	computer	computer	NOUN
fcis-12445	4	20	interaction	interaction	NOUN
fcis-12445	4	21	is	be	AUX
fcis-12445	4	22	integrated	integrate	VERB
fcis-12445	4	23	into	into	ADP
fcis-12445	4	24	it	it	PRON
fcis-12445	4	25	.	.	PUNCT
fcis-12445	5	1	however	however	ADV
fcis-12445	5	2	,	,	PUNCT
fcis-12445	5	3	in	in	ADP
fcis-12445	5	4	the	the	DET
fcis-12445	5	5	natural	natural	ADJ
fcis-12445	5	6	real	real	ADJ
fcis-12445	5	7	environment	environment	NOUN
fcis-12445	5	8	and	and	CCONJ
fcis-12445	5	9	various	various	ADJ
fcis-12445	5	10	interference	interference	NOUN
fcis-12445	5	11	(	(	PUNCT
fcis-12445	5	12	such	such	ADJ
fcis-12445	5	13	as	as	ADP
fcis-12445	5	14	lighting	lighting	NOUN
fcis-12445	5	15	,	,	PUNCT
fcis-12445	5	16	age	age	NOUN
fcis-12445	5	17	and	and	CCONJ
fcis-12445	5	18	ethnicity	ethnicity	NOUN
fcis-12445	5	19	)	)	PUNCT
fcis-12445	5	20	,	,	PUNCT
fcis-12445	5	21	facial	facial	ADJ
fcis-12445	5	22	expression	expression	NOUN
fcis-12445	5	23	recognition	recognition	NOUN
fcis-12445	5	24	will	will	AUX
fcis-12445	5	25	face	face	VERB
fcis-12445	5	26	many	many	ADJ
fcis-12445	5	27	challenges	challenge	NOUN
fcis-12445	5	28	.	.	PUNCT
fcis-12445	6	1	in	in	ADP
fcis-12445	6	2	recent	recent	ADJ
fcis-12445	6	3	years	year	NOUN
fcis-12445	6	4	,	,	PUNCT
fcis-12445	6	5	with	with	ADP
fcis-12445	6	6	the	the	DET
fcis-12445	6	7	development	development	NOUN
fcis-12445	6	8	of	of	ADP
fcis-12445	6	9	artificial	artificial	ADJ
fcis-12445	6	10	intelligence	intelligence	NOUN
fcis-12445	6	11	,	,	PUNCT
fcis-12445	6	12	scholars	scholar	NOUN
fcis-12445	6	13	have	have	AUX
fcis-12445	6	14	studied	study	VERB
fcis-12445	6	15	more	more	ADJ
fcis-12445	6	16	and	and	CCONJ
fcis-12445	6	17	more	more	ADV
fcis-12445	6	18	facial	facial	ADJ
fcis-12445	6	19	expression	expression	NOUN
fcis-12445	6	20	recognition	recognition	NOUN
fcis-12445	6	21	in	in	ADP
fcis-12445	6	22	the	the	DET
fcis-12445	6	23	case	case	NOUN
fcis-12445	6	24	of	of	ADP
fcis-12445	6	25	interference	interference	NOUN
fcis-12445	6	26	,	,	PUNCT
fcis-12445	6	27	which	which	PRON
fcis-12445	6	28	not	not	PART
fcis-12445	6	29	only	only	ADV
fcis-12445	6	30	promotes	promote	VERB
fcis-12445	6	31	the	the	DET
fcis-12445	6	32	theoretical	theoretical	ADJ
fcis-12445	6	33	research	research	NOUN
fcis-12445	6	34	,	,	PUNCT
fcis-12445	6	35	but	but	CCONJ
fcis-12445	6	36	also	also	ADV
fcis-12445	6	37	makes	make	VERB
fcis-12445	6	38	it	it	PRON
fcis-12445	6	39	popularized	popularize	VERB
fcis-12445	6	40	in	in	ADP
fcis-12445	6	41	the	the	DET
fcis-12445	6	42	application	application	NOUN
fcis-12445	6	43	.	.	PUNCT
fcis-12445	7	1	facial	facial	ADJ
fcis-12445	7	2	expression	expression	NOUN
fcis-12445	7	3	recognition	recognition	NOUN
fcis-12445	7	4	is	be	AUX
fcis-12445	7	5	to	to	PART
fcis-12445	7	6	identify	identify	VERB
fcis-12445	7	7	facial	facial	ADJ
fcis-12445	7	8	expressions	expression	NOUN
fcis-12445	7	9	to	to	PART
fcis-12445	7	10	carry	carry	VERB
fcis-12445	7	11	out	out	ADP
fcis-12445	7	12	emotion	emotion	NOUN
fcis-12445	7	13	analysis	analysis	NOUN
fcis-12445	7	14	,	,	PUNCT
fcis-12445	7	15	and	and	CCONJ
fcis-12445	7	16	emotion	emotion	NOUN
fcis-12445	7	17	analysis	analysis	NOUN
fcis-12445	7	18	can	can	AUX
fcis-12445	7	19	be	be	AUX
fcis-12445	7	20	analyzed	analyze	VERB
fcis-12445	7	21	with	with	ADP
fcis-12445	7	22	the	the	DET
fcis-12445	7	23	help	help	NOUN
fcis-12445	7	24	of	of	ADP
fcis-12445	7	25	facial	facial	ADJ
fcis-12445	7	26	expressions	expression	NOUN
fcis-12445	7	27	,	,	PUNCT
fcis-12445	7	28	speech	speech	NOUN
fcis-12445	7	29	,	,	PUNCT
fcis-12445	7	30	text	text	NOUN
fcis-12445	7	31	,	,	PUNCT
fcis-12445	7	32	video	video	NOUN
fcis-12445	7	33	and	and	CCONJ
fcis-12445	7	34	other	other	ADJ
fcis-12445	7	35	signals	signal	NOUN
fcis-12445	7	36	.	.	PUNCT
fcis-12445	8	1	therefore	therefore	ADV
fcis-12445	8	2	,	,	PUNCT
fcis-12445	8	3	facial	facial	ADJ
fcis-12445	8	4	expression	expression	NOUN
fcis-12445	8	5	recognition	recognition	NOUN
fcis-12445	8	6	can	can	AUX
fcis-12445	8	7	be	be	AUX
fcis-12445	8	8	regarded	regard	VERB
fcis-12445	8	9	as	as	ADP
fcis-12445	8	10	a	a	DET
fcis-12445	8	11	research	research	NOUN
fcis-12445	8	12	direction	direction	NOUN
fcis-12445	8	13	of	of	ADP
fcis-12445	8	14	emotion	emotion	NOUN
fcis-12445	8	15	analysis	analysis	NOUN
fcis-12445	8	16	.	.	PUNCT
fcis-12445	9	1	this	this	DET
fcis-12445	9	2	paper	paper	NOUN
fcis-12445	9	3	focuses	focus	VERB
fcis-12445	9	4	on	on	ADP
fcis-12445	9	5	the	the	DET
fcis-12445	9	6	perspective	perspective	NOUN
fcis-12445	9	7	of	of	ADP
fcis-12445	9	8	facial	facial	ADJ
fcis-12445	9	9	expression	expression	NOUN
fcis-12445	9	10	recognition	recognition	NOUN
fcis-12445	9	11	to	to	PART
fcis-12445	9	12	summarize	summarize	VERB
fcis-12445	9	13	.	.	PUNCT
fcis-12445	10	1	in	in	ADP
fcis-12445	10	2	the	the	DET
fcis-12445	10	3	process	process	NOUN
fcis-12445	10	4	of	of	ADP
fcis-12445	10	5	facial	facial	ADJ
fcis-12445	10	6	expression	expression	NOUN
fcis-12445	10	7	recognition	recognition	NOUN
fcis-12445	10	8	,	,	PUNCT
fcis-12445	10	9	researchers	researcher	NOUN
fcis-12445	10	10	usually	usually	ADV
fcis-12445	10	11	try	try	VERB
fcis-12445	10	12	to	to	PART
fcis-12445	10	13	combine	combine	VERB
fcis-12445	10	14	multiple	multiple	ADJ
fcis-12445	10	15	modal	modal	ADJ
fcis-12445	10	16	information	information	NOUN
fcis-12445	10	17	such	such	ADJ
fcis-12445	10	18	as	as	ADP
fcis-12445	10	19	voice	voice	NOUN
fcis-12445	10	20	,	,	PUNCT
fcis-12445	10	21	text	text	NOUN
fcis-12445	10	22	,	,	PUNCT
fcis-12445	10	23	picture	picture	NOUN
fcis-12445	10	24	and	and	CCONJ
fcis-12445	10	25	video	video	NOUN
fcis-12445	10	26	for	for	ADP
fcis-12445	10	27	analysis	analysis	NOUN
fcis-12445	10	28	.	.	PUNCT
fcis-12445	11	1	due	due	ADP
fcis-12445	11	2	to	to	ADP
fcis-12445	11	3	the	the	DET
fcis-12445	11	4	differences	difference	NOUN
fcis-12445	11	5	between	between	ADP
fcis-12445	11	6	single	single	ADJ
fcis-12445	11	7	-	-	PUNCT
fcis-12445	11	8	modal	modal	NOUN
fcis-12445	11	9	data	datum	NOUN
fcis-12445	11	10	set	set	VERB
fcis-12445	11	11	and	and	CCONJ
fcis-12445	11	12	multi	multi	ADJ
fcis-12445	11	13	-	-	ADJ
fcis-12445	11	14	modal	modal	ADJ
fcis-12445	11	15	data	datum	NOUN
fcis-12445	11	16	set	set	VERB
fcis-12445	11	17	,	,	PUNCT
fcis-12445	11	18	this	this	DET
fcis-12445	11	19	paper	paper	NOUN
fcis-12445	11	20	will	will	AUX
fcis-12445	11	21	analyze	analyze	VERB
fcis-12445	11	22	static	static	ADJ
fcis-12445	11	23	facial	facial	ADJ
fcis-12445	11	24	expression	expression	NOUN
fcis-12445	11	25	recognition	recognition	NOUN
fcis-12445	11	26	,	,	PUNCT
fcis-12445	11	27	dynamic	dynamic	ADJ
fcis-12445	11	28	facial	facial	ADJ
fcis-12445	11	29	expression	expression	NOUN
fcis-12445	11	30	recognition	recognition	NOUN
fcis-12445	11	31	and	and	CCONJ
fcis-12445	11	32	multi	multi	ADJ
fcis-12445	11	33	-	-	ADJ
fcis-12445	11	34	modal	modal	ADJ
fcis-12445	11	35	fusion	fusion	NOUN
fcis-12445	11	36	.	.	PUNCT
fcis-12445	12	1	this	this	DET
fcis-12445	12	2	research	research	NOUN
fcis-12445	12	3	has	have	VERB
fcis-12445	12	4	a	a	DET
fcis-12445	12	5	wide	wide	ADJ
fcis-12445	12	6	range	range	NOUN
fcis-12445	12	7	of	of	ADP
fcis-12445	12	8	applications	application	NOUN
fcis-12445	12	9	,	,	PUNCT
fcis-12445	12	10	such	such	ADJ
fcis-12445	12	11	as	as	ADP
fcis-12445	12	12	:	:	PUNCT
fcis-12445	12	13	smart	smart	ADJ
fcis-12445	12	14	elderly	elderly	ADJ
fcis-12445	12	15	care	care	NOUN
fcis-12445	12	16	,	,	PUNCT
fcis-12445	12	17	medical	medical	ADJ
fcis-12445	12	18	research	research	NOUN
fcis-12445	12	19	,	,	PUNCT
fcis-12445	12	20	detection	detection	NOUN
fcis-12445	12	21	of	of	ADP
fcis-12445	12	22	fatigue	fatigue	NOUN
fcis-12445	12	23	driving	driving	NOUN
fcis-12445	12	24	and	and	CCONJ
fcis-12445	12	25	other	other	ADJ
fcis-12445	12	26	fields	field	NOUN
fcis-12445	12	27	.	.	PUNCT
fcis-12445	13	1	keywords	keyword	NOUN
fcis-12445	13	2	:	:	PUNCT
fcis-12445	13	3	expression	expression	NOUN
fcis-12445	13	4	recognition	recognition	NOUN
fcis-12445	13	5	;	;	PUNCT
fcis-12445	13	6	deep	deep	ADJ
fcis-12445	13	7	learning	learning	NOUN
fcis-12445	13	8	;	;	PUNCT
fcis-12445	13	9	multimodality	multimodality	NOUN
fcis-12445	13	10	.	.	PUNCT
fcis-12445	14	1	1	1	X
fcis-12445	14	2	.	.	X
fcis-12445	14	3	introduction	introduction	NOUN
fcis-12445	14	4	in	in	ADP
fcis-12445	14	5	recent	recent	ADJ
fcis-12445	14	6	years	year	NOUN
fcis-12445	14	7	,	,	PUNCT
fcis-12445	14	8	facial	facial	ADJ
fcis-12445	14	9	expression	expression	NOUN
fcis-12445	14	10	recognition	recognition	NOUN
fcis-12445	14	11	has	have	AUX
fcis-12445	14	12	been	be	AUX
fcis-12445	14	13	one	one	NUM
fcis-12445	14	14	of	of	ADP
fcis-12445	14	15	the	the	DET
fcis-12445	14	16	important	important	ADJ
fcis-12445	14	17	research	research	NOUN
fcis-12445	14	18	topics	topic	NOUN
fcis-12445	14	19	in	in	ADP
fcis-12445	14	20	computer	computer	NOUN
fcis-12445	14	21	vision	vision	NOUN
fcis-12445	14	22	,	,	PUNCT
fcis-12445	14	23	through	through	ADP
fcis-12445	14	24	the	the	DET
fcis-12445	14	25	recognition	recognition	NOUN
fcis-12445	14	26	and	and	CCONJ
fcis-12445	14	27	analysis	analysis	NOUN
fcis-12445	14	28	of	of	ADP
fcis-12445	14	29	various	various	ADJ
fcis-12445	14	30	facial	facial	ADJ
fcis-12445	14	31	expressions	expression	NOUN
fcis-12445	14	32	,	,	PUNCT
fcis-12445	14	33	to	to	PART
fcis-12445	14	34	determine	determine	VERB
fcis-12445	14	35	a	a	DET
fcis-12445	14	36	person	person	NOUN
fcis-12445	14	37	's	's	PART
fcis-12445	14	38	emotional	emotional	ADJ
fcis-12445	14	39	state	state	NOUN
fcis-12445	14	40	.	.	PUNCT
fcis-12445	15	1	this	this	PRON
fcis-12445	15	2	will	will	AUX
fcis-12445	15	3	not	not	PART
fcis-12445	15	4	only	only	ADV
fcis-12445	15	5	help	help	VERB
fcis-12445	15	6	us	we	PRON
fcis-12445	15	7	better	well	ADV
fcis-12445	15	8	understand	understand	VERB
fcis-12445	15	9	human	human	ADJ
fcis-12445	15	10	communication	communication	NOUN
fcis-12445	15	11	,	,	PUNCT
fcis-12445	15	12	but	but	CCONJ
fcis-12445	15	13	also	also	ADV
fcis-12445	15	14	expand	expand	VERB
fcis-12445	15	15	the	the	DET
fcis-12445	15	16	scope	scope	NOUN
fcis-12445	15	17	of	of	ADP
fcis-12445	15	18	human	human	ADJ
fcis-12445	15	19	-	-	PUNCT
fcis-12445	15	20	computer	computer	NOUN
fcis-12445	15	21	interaction	interaction	NOUN
fcis-12445	15	22	to	to	PART
fcis-12445	15	23	include	include	VERB
fcis-12445	15	24	more	more	ADJ
fcis-12445	15	25	emotional	emotional	ADJ
fcis-12445	15	26	elements	element	NOUN
fcis-12445	15	27	of	of	ADP
fcis-12445	15	28	people	people	NOUN
fcis-12445	15	29	.	.	PUNCT
fcis-12445	16	1	facial	facial	ADJ
fcis-12445	16	2	expression	expression	NOUN
fcis-12445	16	3	recognition	recognition	NOUN
fcis-12445	16	4	originated	originate	VERB
fcis-12445	16	5	from	from	ADP
fcis-12445	16	6	psychological	psychological	ADJ
fcis-12445	16	7	research	research	NOUN
fcis-12445	16	8	.	.	PUNCT
fcis-12445	17	1	in	in	ADP
fcis-12445	17	2	1872	1872	NUM
fcis-12445	17	3	,	,	PUNCT
fcis-12445	17	4	darwin	darwin	PROPN
fcis-12445	17	5	[	[	X
fcis-12445	17	6	1	1	X
fcis-12445	17	7	]	]	PUNCT
fcis-12445	17	8	proposed	propose	VERB
fcis-12445	17	9	for	for	ADP
fcis-12445	17	10	the	the	DET
fcis-12445	17	11	first	first	ADJ
fcis-12445	17	12	time	time	NOUN
fcis-12445	17	13	that	that	PRON
fcis-12445	17	14	human	human	ADJ
fcis-12445	17	15	expression	expression	NOUN
fcis-12445	17	16	evolved	evolve	VERB
fcis-12445	17	17	from	from	ADP
fcis-12445	17	18	the	the	DET
fcis-12445	17	19	expression	expression	NOUN
fcis-12445	17	20	features	feature	NOUN
fcis-12445	17	21	of	of	ADP
fcis-12445	17	22	animals	animal	NOUN
fcis-12445	17	23	,	,	PUNCT
fcis-12445	17	24	and	and	CCONJ
fcis-12445	17	25	also	also	ADV
fcis-12445	17	26	elaborated	elaborate	VERB
fcis-12445	17	27	the	the	DET
fcis-12445	17	28	correlation	correlation	NOUN
fcis-12445	17	29	between	between	ADP
fcis-12445	17	30	humans	human	NOUN
fcis-12445	17	31	and	and	CCONJ
fcis-12445	17	32	animals	animal	NOUN
fcis-12445	17	33	.	.	PUNCT
fcis-12445	18	1	since	since	SCONJ
fcis-12445	18	2	then	then	ADV
fcis-12445	18	3	,	,	PUNCT
fcis-12445	18	4	expression	expression	NOUN
fcis-12445	18	5	recognition	recognition	NOUN
fcis-12445	18	6	technology	technology	NOUN
fcis-12445	18	7	began	begin	VERB
fcis-12445	18	8	to	to	PART
fcis-12445	18	9	rise	rise	VERB
fcis-12445	18	10	,	,	PUNCT
fcis-12445	18	11	and	and	CCONJ
fcis-12445	18	12	research	research	NOUN
fcis-12445	18	13	on	on	ADP
fcis-12445	18	14	expression	expression	NOUN
fcis-12445	18	15	continues	continue	VERB
fcis-12445	18	16	until	until	ADP
fcis-12445	18	17	now	now	ADV
fcis-12445	18	18	.	.	PUNCT
fcis-12445	19	1	in	in	ADP
fcis-12445	19	2	the	the	DET
fcis-12445	19	3	1970s	1970	NOUN
fcis-12445	19	4	,	,	PUNCT
fcis-12445	19	5	ekman	ekman	PROPN
fcis-12445	19	6	and	and	CCONJ
fcis-12445	19	7	friesen	friesen	PROPN
fcis-12445	19	8	[	[	X
fcis-12445	19	9	2	2	NUM
fcis-12445	19	10	]	]	PUNCT
fcis-12445	19	11	defined	define	VERB
fcis-12445	19	12	human	human	ADJ
fcis-12445	19	13	expressions	expression	NOUN
fcis-12445	19	14	into	into	ADP
fcis-12445	19	15	six	six	NUM
fcis-12445	19	16	types	type	NOUN
fcis-12445	19	17	through	through	ADP
fcis-12445	19	18	research	research	NOUN
fcis-12445	19	19	,	,	PUNCT
fcis-12445	19	20	including	include	VERB
fcis-12445	19	21	happiness	happiness	NOUN
fcis-12445	19	22	,	,	PUNCT
fcis-12445	19	23	surprise	surprise	NOUN
fcis-12445	19	24	,	,	PUNCT
fcis-12445	19	25	sadness	sadness	NOUN
fcis-12445	19	26	,	,	PUNCT
fcis-12445	19	27	fear	fear	NOUN
fcis-12445	19	28	,	,	PUNCT
fcis-12445	19	29	disgust	disgust	NOUN
fcis-12445	19	30	,	,	PUNCT
fcis-12445	19	31	and	and	CCONJ
fcis-12445	19	32	anger	anger	NOUN
fcis-12445	19	33	,	,	PUNCT
fcis-12445	19	34	and	and	CCONJ
fcis-12445	19	35	first	first	ADV
fcis-12445	19	36	proposed	propose	VERB
fcis-12445	19	37	the	the	DET
fcis-12445	19	38	facial	facial	ADJ
fcis-12445	19	39	behavior	behavior	NOUN
fcis-12445	19	40	coding	code	VERB
fcis-12445	19	41	system	system	NOUN
fcis-12445	19	42	,	,	PUNCT
fcis-12445	19	43	the	the	DET
fcis-12445	19	44	most	most	ADV
fcis-12445	19	45	important	important	ADJ
fcis-12445	19	46	of	of	ADP
fcis-12445	19	47	which	which	PRON
fcis-12445	19	48	is	be	AUX
fcis-12445	19	49	to	to	PART
fcis-12445	19	50	use	use	VERB
fcis-12445	19	51	computers	computer	NOUN
fcis-12445	19	52	to	to	PART
fcis-12445	19	53	recognize	recognize	VERB
fcis-12445	19	54	facial	facial	ADJ
fcis-12445	19	55	expressions	expression	NOUN
fcis-12445	19	56	.	.	PUNCT
fcis-12445	20	1	in	in	ADP
fcis-12445	20	2	recent	recent	ADJ
fcis-12445	20	3	years	year	NOUN
fcis-12445	20	4	,	,	PUNCT
fcis-12445	20	5	with	with	ADP
fcis-12445	20	6	the	the	DET
fcis-12445	20	7	rapid	rapid	ADJ
fcis-12445	20	8	development	development	NOUN
fcis-12445	20	9	of	of	ADP
fcis-12445	20	10	artificial	artificial	ADJ
fcis-12445	20	11	intelligence	intelligence	NOUN
fcis-12445	20	12	and	and	CCONJ
fcis-12445	20	13	deep	deep	ADJ
fcis-12445	20	14	learning	learning	NOUN
fcis-12445	20	15	,	,	PUNCT
fcis-12445	20	16	more	more	ADJ
fcis-12445	20	17	and	and	CCONJ
fcis-12445	20	18	more	more	ADJ
fcis-12445	20	19	experts	expert	NOUN
fcis-12445	20	20	and	and	CCONJ
fcis-12445	20	21	scholars	scholar	NOUN
fcis-12445	20	22	pay	pay	VERB
fcis-12445	20	23	more	more	ADJ
fcis-12445	20	24	attention	attention	NOUN
fcis-12445	20	25	to	to	ADP
fcis-12445	20	26	facial	facial	ADJ
fcis-12445	20	27	expression	expression	NOUN
fcis-12445	20	28	recognition	recognition	NOUN
fcis-12445	20	29	.	.	PUNCT
fcis-12445	21	1	the	the	DET
fcis-12445	21	2	advent	advent	NOUN
fcis-12445	21	3	of	of	ADP
fcis-12445	21	4	the	the	DET
fcis-12445	21	5	data	data	NOUN
fcis-12445	21	6	era	era	NOUN
fcis-12445	21	7	has	have	AUX
fcis-12445	21	8	promoted	promote	VERB
fcis-12445	21	9	the	the	DET
fcis-12445	21	10	explosive	explosive	ADJ
fcis-12445	21	11	growth	growth	NOUN
fcis-12445	21	12	of	of	ADP
fcis-12445	21	13	multimodal	multimodal	NOUN
fcis-12445	21	14	data	datum	NOUN
fcis-12445	21	15	,	,	PUNCT
fcis-12445	21	16	and	and	CCONJ
fcis-12445	21	17	many	many	ADJ
fcis-12445	21	18	researchers	researcher	NOUN
fcis-12445	21	19	have	have	AUX
fcis-12445	21	20	carried	carry	VERB
fcis-12445	21	21	out	out	ADP
fcis-12445	21	22	the	the	DET
fcis-12445	21	23	work	work	NOUN
fcis-12445	21	24	of	of	ADP
fcis-12445	21	25	establishing	establish	VERB
fcis-12445	21	26	multimodal	multimodal	ADJ
fcis-12445	21	27	data	datum	NOUN
fcis-12445	21	28	sets	set	NOUN
fcis-12445	21	29	to	to	PART
fcis-12445	21	30	provide	provide	VERB
fcis-12445	21	31	data	data	NOUN
fcis-12445	21	32	support	support	NOUN
fcis-12445	21	33	and	and	CCONJ
fcis-12445	21	34	research	research	NOUN
fcis-12445	21	35	basis	basis	NOUN
fcis-12445	21	36	for	for	ADP
fcis-12445	21	37	future	future	ADJ
fcis-12445	21	38	experiments	experiment	NOUN
fcis-12445	21	39	.	.	PUNCT
fcis-12445	22	1	multimodal	multimodal	ADJ
fcis-12445	22	2	emotional	emotional	ADJ
fcis-12445	22	3	information	information	NOUN
fcis-12445	22	4	can	can	AUX
fcis-12445	22	5	be	be	AUX
fcis-12445	22	6	obtained	obtain	VERB
fcis-12445	22	7	from	from	ADP
fcis-12445	22	8	different	different	ADJ
fcis-12445	22	9	emotional	emotional	ADJ
fcis-12445	22	10	expression	expression	NOUN
fcis-12445	22	11	modes	mode	NOUN
fcis-12445	22	12	,	,	PUNCT
fcis-12445	22	13	including	include	VERB
fcis-12445	22	14	video	video	NOUN
fcis-12445	22	15	,	,	PUNCT
fcis-12445	22	16	voice	voice	NOUN
fcis-12445	22	17	,	,	PUNCT
fcis-12445	22	18	text	text	NOUN
fcis-12445	22	19	,	,	PUNCT
fcis-12445	22	20	body	body	NOUN
fcis-12445	22	21	posture	posture	NOUN
fcis-12445	22	22	,	,	PUNCT
fcis-12445	22	23	walking	walk	VERB
fcis-12445	22	24	style	style	NOUN
fcis-12445	22	25	and	and	CCONJ
fcis-12445	22	26	facial	facial	ADJ
fcis-12445	22	27	expression	expression	NOUN
fcis-12445	22	28	.	.	PUNCT
fcis-12445	23	1	multimodal	multimodal	ADJ
fcis-12445	23	2	emotion	emotion	NOUN
fcis-12445	23	3	recognition	recognition	NOUN
fcis-12445	23	4	uses	use	VERB
fcis-12445	23	5	clues	clue	NOUN
fcis-12445	23	6	from	from	ADP
fcis-12445	23	7	various	various	ADJ
fcis-12445	23	8	modes	mode	NOUN
fcis-12445	23	9	in	in	ADP
fcis-12445	23	10	the	the	DET
fcis-12445	23	11	same	same	ADJ
fcis-12445	23	12	data	data	NOUN
fcis-12445	23	13	segment	segment	NOUN
fcis-12445	23	14	to	to	PART
fcis-12445	23	15	identify	identify	VERB
fcis-12445	23	16	emotions	emotion	NOUN
fcis-12445	23	17	,	,	PUNCT
fcis-12445	23	18	and	and	CCONJ
fcis-12445	23	19	uses	use	VERB
fcis-12445	23	20	the	the	DET
fcis-12445	23	21	complementarity	complementarity	NOUN
fcis-12445	23	22	between	between	ADP
fcis-12445	23	23	modes	mode	NOUN
fcis-12445	23	24	to	to	PART
fcis-12445	23	25	eliminate	eliminate	VERB
fcis-12445	23	26	ambiguity	ambiguity	NOUN
fcis-12445	23	27	in	in	ADP
fcis-12445	23	28	emotion	emotion	NOUN
fcis-12445	23	29	recognition	recognition	NOUN
fcis-12445	24	1	[	[	X
fcis-12445	24	2	3	3	NUM
fcis-12445	24	3	]	]	PUNCT
fcis-12445	24	4	.	.	PUNCT
fcis-12445	25	1	early	early	ADJ
fcis-12445	25	2	expression	expression	NOUN
fcis-12445	25	3	recognition	recognition	NOUN
fcis-12445	25	4	mainly	mainly	ADV
fcis-12445	25	5	focused	focus	VERB
fcis-12445	25	6	on	on	ADP
fcis-12445	25	7	the	the	DET
fcis-12445	25	8	expression	expression	NOUN
fcis-12445	25	9	recognition	recognition	NOUN
fcis-12445	25	10	of	of	ADP
fcis-12445	25	11	single	single	ADJ
fcis-12445	25	12	-	-	PUNCT
fcis-12445	25	13	mode	mode	NOUN
fcis-12445	25	14	data	datum	NOUN
fcis-12445	25	15	.	.	PUNCT
fcis-12445	26	1	although	although	SCONJ
fcis-12445	26	2	the	the	DET
fcis-12445	26	3	research	research	NOUN
fcis-12445	26	4	effect	effect	NOUN
fcis-12445	26	5	is	be	AUX
fcis-12445	26	6	getting	get	VERB
fcis-12445	26	7	better	well	ADJ
fcis-12445	26	8	and	and	CCONJ
fcis-12445	26	9	better	well	ADJ
fcis-12445	26	10	,	,	PUNCT
fcis-12445	26	11	the	the	DET
fcis-12445	26	12	emotion	emotion	NOUN
fcis-12445	26	13	information	information	NOUN
fcis-12445	26	14	contained	contain	VERB
fcis-12445	26	15	in	in	ADP
fcis-12445	26	16	a	a	DET
fcis-12445	26	17	single	single	ADJ
fcis-12445	26	18	mode	mode	NOUN
fcis-12445	26	19	is	be	AUX
fcis-12445	26	20	not	not	PART
fcis-12445	26	21	comprehensive	comprehensive	ADJ
fcis-12445	26	22	,	,	PUNCT
fcis-12445	26	23	and	and	CCONJ
fcis-12445	26	24	the	the	DET
fcis-12445	26	25	complex	complex	ADJ
fcis-12445	26	26	emotions	emotion	NOUN
fcis-12445	26	27	expressed	express	VERB
fcis-12445	26	28	by	by	ADP
fcis-12445	26	29	human	human	ADJ
fcis-12445	26	30	beings	being	NOUN
fcis-12445	26	31	can	can	AUX
fcis-12445	26	32	not	not	PART
fcis-12445	26	33	be	be	AUX
fcis-12445	26	34	accurately	accurately	ADV
fcis-12445	26	35	recognized	recognize	VERB
fcis-12445	26	36	.	.	PUNCT
fcis-12445	27	1	with	with	ADP
fcis-12445	27	2	the	the	DET
fcis-12445	27	3	development	development	NOUN
fcis-12445	27	4	of	of	ADP
fcis-12445	27	5	multimedia	multimedia	NOUN
fcis-12445	27	6	,	,	PUNCT
fcis-12445	27	7	people	people	NOUN
fcis-12445	27	8	will	will	AUX
fcis-12445	27	9	use	use	VERB
fcis-12445	27	10	multimedia	multimedia	NOUN
fcis-12445	27	11	platforms	platform	NOUN
fcis-12445	27	12	to	to	PART
fcis-12445	27	13	share	share	VERB
fcis-12445	27	14	daily	daily	ADJ
fcis-12445	27	15	life	life	NOUN
fcis-12445	27	16	and	and	CCONJ
fcis-12445	27	17	express	express	VERB
fcis-12445	27	18	complex	complex	ADJ
fcis-12445	27	19	emotions	emotion	NOUN
fcis-12445	27	20	through	through	ADP
fcis-12445	27	21	rich	rich	ADJ
fcis-12445	27	22	channels	channel	NOUN
fcis-12445	27	23	such	such	ADJ
fcis-12445	27	24	as	as	ADP
fcis-12445	27	25	images	image	NOUN
fcis-12445	27	26	,	,	PUNCT
fcis-12445	27	27	videos	video	NOUN
fcis-12445	27	28	and	and	CCONJ
fcis-12445	27	29	texts	text	NOUN
fcis-12445	27	30	.	.	PUNCT
fcis-12445	28	1	cai	cai	PROPN
fcis-12445	28	2	et	et	PROPN
fcis-12445	28	3	al	al	PROPN
fcis-12445	28	4	.	.	PUNCT
fcis-12445	29	1	[	[	X
fcis-12445	29	2	4	4	NUM
fcis-12445	29	3	]	]	PUNCT
fcis-12445	29	4	combined	combined	ADJ
fcis-12445	29	5	speech	speech	NOUN
fcis-12445	29	6	and	and	CCONJ
fcis-12445	29	7	facial	facial	ADJ
fcis-12445	29	8	expression	expression	NOUN
fcis-12445	29	9	features	feature	NOUN
fcis-12445	29	10	,	,	PUNCT
fcis-12445	29	11	used	use	VERB
fcis-12445	29	12	cnn	cnn	PROPN
fcis-12445	29	13	and	and	CCONJ
fcis-12445	29	14	lstm	lstm	NOUN
fcis-12445	29	15	to	to	PART
fcis-12445	29	16	learn	learn	VERB
fcis-12445	29	17	the	the	DET
fcis-12445	29	18	emotional	emotional	ADJ
fcis-12445	29	19	features	feature	NOUN
fcis-12445	29	20	of	of	ADP
fcis-12445	29	21	speech	speech	NOUN
fcis-12445	29	22	,	,	PUNCT
fcis-12445	29	23	designed	design	VERB
fcis-12445	29	24	multiple	multiple	ADJ
fcis-12445	29	25	small	small	ADJ
fcis-12445	29	26	-	-	PUNCT
fcis-12445	29	27	scale	scale	NOUN
fcis-12445	29	28	nuclear	nuclear	ADJ
fcis-12445	29	29	convolution	convolution	NOUN
fcis-12445	29	30	blocks	block	NOUN
fcis-12445	29	31	to	to	PART
fcis-12445	29	32	extract	extract	VERB
fcis-12445	29	33	facial	facial	ADJ
fcis-12445	29	34	expression	expression	NOUN
fcis-12445	29	35	features	feature	NOUN
fcis-12445	29	36	,	,	PUNCT
fcis-12445	29	37	and	and	CCONJ
fcis-12445	29	38	finally	finally	ADV
fcis-12445	29	39	used	use	VERB
fcis-12445	29	40	dnn	dnn	PROPN
fcis-12445	29	41	to	to	PART
fcis-12445	29	42	integrate	integrate	VERB
fcis-12445	29	43	the	the	DET
fcis-12445	29	44	two	two	NUM
fcis-12445	29	45	.	.	PUNCT
fcis-12445	30	1	li	li	PROPN
fcis-12445	30	2	et	et	PROPN
fcis-12445	30	3	al	al	PROPN
fcis-12445	30	4	.	.	PUNCT
fcis-12445	31	1	[	[	X
fcis-12445	31	2	5	5	NUM
fcis-12445	31	3	]	]	PUNCT
fcis-12445	31	4	used	use	VERB
fcis-12445	31	5	several	several	ADJ
fcis-12445	31	6	multimodal	multimodal	NOUN
fcis-12445	31	7	fusion	fusion	NOUN
fcis-12445	31	8	strategies	strategy	NOUN
fcis-12445	31	9	to	to	PART
fcis-12445	31	10	combine	combine	VERB
fcis-12445	31	11	various	various	ADJ
fcis-12445	31	12	features	feature	NOUN
fcis-12445	31	13	of	of	ADP
fcis-12445	31	14	acoustic	acoustic	ADJ
fcis-12445	31	15	,	,	PUNCT
fcis-12445	31	16	visual	visual	ADJ
fcis-12445	31	17	and	and	CCONJ
fcis-12445	31	18	textual	textual	ADJ
fcis-12445	31	19	modes	mode	NOUN
fcis-12445	31	20	.	.	PUNCT
fcis-12445	32	1	mittal	mittal	PROPN
fcis-12445	32	2	et	et	PROPN
fcis-12445	32	3	al	al	PROPN
fcis-12445	32	4	.	.	PUNCT
fcis-12445	33	1	[	[	X
fcis-12445	33	2	6	6	NUM
fcis-12445	33	3	]	]	PUNCT
fcis-12445	33	4	combinational	combinational	ADJ
fcis-12445	33	5	cues	cue	NOUN
fcis-12445	33	6	from	from	ADP
fcis-12445	33	7	multiple	multiple	ADJ
fcis-12445	33	8	simultaneous	simultaneous	ADJ
fcis-12445	33	9	modes	mode	NOUN
fcis-12445	33	10	such	such	ADJ
fcis-12445	33	11	as	as	ADP
fcis-12445	33	12	face	face	NOUN
fcis-12445	33	13	,	,	PUNCT
fcis-12445	33	14	text	text	NOUN
fcis-12445	33	15	,	,	PUNCT
fcis-12445	33	16	and	and	CCONJ
fcis-12445	33	17	speech	speech	NOUN
fcis-12445	33	18	.	.	PUNCT
fcis-12445	34	1	it	it	PRON
fcis-12445	34	2	can	can	AUX
fcis-12445	34	3	be	be	AUX
fcis-12445	34	4	seen	see	VERB
fcis-12445	34	5	that	that	SCONJ
fcis-12445	34	6	the	the	DET
fcis-12445	34	7	fusion	fusion	NOUN
fcis-12445	34	8	of	of	ADP
fcis-12445	34	9	information	information	NOUN
fcis-12445	34	10	of	of	ADP
fcis-12445	34	11	multiple	multiple	ADJ
fcis-12445	34	12	modes	mode	NOUN
fcis-12445	34	13	can	can	AUX
fcis-12445	34	14	achieve	achieve	VERB
fcis-12445	34	15	information	information	NOUN
fcis-12445	34	16	supplement	supplement	NOUN
fcis-12445	34	17	,	,	PUNCT
fcis-12445	34	18	improve	improve	VERB
fcis-12445	34	19	the	the	DET
fcis-12445	34	20	accuracy	accuracy	NOUN
fcis-12445	34	21	of	of	ADP
fcis-12445	34	22	prediction	prediction	NOUN
fcis-12445	34	23	results	result	NOUN
fcis-12445	34	24	,	,	PUNCT
fcis-12445	34	25	improve	improve	VERB
fcis-12445	34	26	the	the	DET
fcis-12445	34	27	robustness	robustness	NOUN
fcis-12445	34	28	of	of	ADP
fcis-12445	34	29	prediction	prediction	NOUN
fcis-12445	34	30	models	model	NOUN
fcis-12445	34	31	,	,	PUNCT
fcis-12445	34	32	and	and	CCONJ
fcis-12445	34	33	make	make	VERB
fcis-12445	34	34	the	the	DET
fcis-12445	34	35	final	final	ADJ
fcis-12445	34	36	results	result	NOUN
fcis-12445	34	37	more	more	ADV
fcis-12445	34	38	reliable	reliable	ADJ
fcis-12445	34	39	.	.	PUNCT
fcis-12445	35	1	facial	facial	ADJ
fcis-12445	35	2	expression	expression	NOUN
fcis-12445	35	3	recognition	recognition	NOUN
fcis-12445	35	4	is	be	AUX
fcis-12445	35	5	widely	widely	ADV
fcis-12445	35	6	used	use	VERB
fcis-12445	35	7	in	in	ADP
fcis-12445	35	8	many	many	ADJ
fcis-12445	35	9	fields	field	NOUN
fcis-12445	35	10	,	,	PUNCT
fcis-12445	35	11	such	such	ADJ
fcis-12445	35	12	as	as	ADP
fcis-12445	35	13	medicine	medicine	NOUN
fcis-12445	35	14	,	,	PUNCT
fcis-12445	35	15	education	education	NOUN
fcis-12445	35	16	,	,	PUNCT
fcis-12445	35	17	games	game	NOUN
fcis-12445	35	18	,	,	PUNCT
fcis-12445	35	19	security	security	NOUN
fcis-12445	35	20	and	and	CCONJ
fcis-12445	35	21	entertainment	entertainment	NOUN
fcis-12445	35	22	.	.	PUNCT
fcis-12445	36	1	in	in	ADP
fcis-12445	36	2	medicine	medicine	NOUN
fcis-12445	36	3	,	,	PUNCT
fcis-12445	36	4	for	for	ADP
fcis-12445	36	5	example	example	NOUN
fcis-12445	36	6	,	,	PUNCT
fcis-12445	36	7	doctors	doctor	NOUN
fcis-12445	36	8	could	could	AUX
fcis-12445	36	9	use	use	VERB
fcis-12445	36	10	the	the	DET
fcis-12445	36	11	technology	technology	NOUN
fcis-12445	36	12	to	to	PART
fcis-12445	36	13	help	help	VERB
fcis-12445	36	14	identify	identify	VERB
fcis-12445	36	15	what	what	PRON
fcis-12445	36	16	patients	patient	NOUN
fcis-12445	36	17	are	be	AUX
fcis-12445	36	18	really	really	ADV
fcis-12445	36	19	feeling	feel	VERB
fcis-12445	36	20	when	when	SCONJ
fcis-12445	36	21	they	they	PRON
fcis-12445	36	22	ca	can	AUX
fcis-12445	36	23	n't	not	PART
fcis-12445	36	24	accurately	accurately	ADV
fcis-12445	36	25	express	express	VERB
fcis-12445	36	26	their	their	PRON
fcis-12445	36	27	pain	pain	NOUN
fcis-12445	36	28	.	.	PUNCT
fcis-12445	37	1	in	in	ADP
fcis-12445	37	2	the	the	DET
fcis-12445	37	3	field	field	NOUN
fcis-12445	37	4	of	of	ADP
fcis-12445	37	5	education	education	NOUN
fcis-12445	37	6	,	,	PUNCT
fcis-12445	37	7	teachers	teacher	NOUN
fcis-12445	37	8	can	can	AUX
fcis-12445	37	9	analyze	analyze	VERB
fcis-12445	37	10	students	student	NOUN
fcis-12445	37	11	'	'	PART
fcis-12445	37	12	facial	facial	ADJ
fcis-12445	37	13	expressions	expression	NOUN
fcis-12445	37	14	to	to	PART
fcis-12445	37	15	determine	determine	VERB
fcis-12445	37	16	whether	whether	SCONJ
fcis-12445	37	17	they	they	PRON
fcis-12445	37	18	truly	truly	ADV
fcis-12445	37	19	understand	understand	VERB
fcis-12445	37	20	what	what	PRON
fcis-12445	37	21	is	be	AUX
fcis-12445	37	22	being	be	AUX
fcis-12445	37	23	taught	teach	VERB
fcis-12445	37	24	;	;	PUNCT
fcis-12445	37	25	in	in	ADP
fcis-12445	37	26	the	the	DET
fcis-12445	37	27	entertainment	entertainment	NOUN
fcis-12445	37	28	industry	industry	NOUN
fcis-12445	37	29	,	,	PUNCT
fcis-12445	37	30	facial	facial	ADJ
fcis-12445	37	31	expression	expression	NOUN
fcis-12445	37	32	recognition	recognition	NOUN
fcis-12445	37	33	can	can	AUX
fcis-12445	37	34	create	create	VERB
fcis-12445	37	35	more	more	ADV
fcis-12445	37	36	interactive	interactive	ADJ
fcis-12445	37	37	and	and	CCONJ
fcis-12445	37	38	immersive	immersive	ADJ
fcis-12445	37	39	experiences	experience	NOUN
fcis-12445	37	40	.	.	PUNCT
fcis-12445	38	1	however	however	ADV
fcis-12445	38	2	,	,	PUNCT
fcis-12445	38	3	facial	facial	ADJ
fcis-12445	38	4	expression	expression	NOUN
fcis-12445	38	5	recognition	recognition	NOUN
fcis-12445	38	6	also	also	ADV
fcis-12445	38	7	has	have	VERB
fcis-12445	38	8	its	its	PRON
fcis-12445	38	9	challenges	challenge	NOUN
fcis-12445	38	10	and	and	CCONJ
fcis-12445	38	11	issues	issue	NOUN
fcis-12445	38	12	,	,	PUNCT
fcis-12445	38	13	including	include	VERB
fcis-12445	38	14	accuracy	accuracy	NOUN
fcis-12445	38	15	,	,	PUNCT
fcis-12445	38	16	privacy	privacy	NOUN
fcis-12445	38	17	concerns	concern	NOUN
fcis-12445	38	18	,	,	PUNCT
fcis-12445	38	19	and	and	CCONJ
fcis-12445	38	20	cultural	cultural	ADJ
fcis-12445	38	21	differences	difference	NOUN
fcis-12445	38	22	.	.	PUNCT
fcis-12445	39	1	despite	despite	SCONJ
fcis-12445	39	2	these	these	DET
fcis-12445	39	3	challenges	challenge	NOUN
fcis-12445	39	4	,	,	PUNCT
fcis-12445	39	5	we	we	PRON
fcis-12445	39	6	must	must	AUX
fcis-12445	39	7	also	also	ADV
fcis-12445	39	8	acknowledge	acknowledge	VERB
fcis-12445	39	9	that	that	SCONJ
fcis-12445	39	10	facial	facial	ADJ
fcis-12445	39	11	expression	expression	NOUN
fcis-12445	39	12	recognition	recognition	NOUN
fcis-12445	39	13	offers	offer	VERB
fcis-12445	39	14	great	great	ADJ
fcis-12445	39	15	potential	potential	NOUN
fcis-12445	39	16	to	to	PART
fcis-12445	39	17	enrich	enrich	VERB
fcis-12445	39	18	and	and	CCONJ
fcis-12445	39	19	enhance	enhance	VERB
fcis-12445	39	20	human	human	NOUN
fcis-12445	39	21	-	-	PUNCT
fcis-12445	39	22	computer	computer	NOUN
fcis-12445	39	23	57	57	NUM
fcis-12445	39	24	interaction	interaction	NOUN
fcis-12445	39	25	.	.	PUNCT
fcis-12445	40	1	2	2	X
fcis-12445	40	2	.	.	X
fcis-12445	40	3	single	single	ADJ
fcis-12445	40	4	mode	mode	NOUN
fcis-12445	40	5	facial	facial	ADJ
fcis-12445	40	6	expression	expression	NOUN
fcis-12445	40	7	recognition	recognition	NOUN
fcis-12445	40	8	facial	facial	ADJ
fcis-12445	40	9	expression	expression	NOUN
fcis-12445	40	10	recognition	recognition	NOUN
fcis-12445	40	11	based	base	VERB
fcis-12445	40	12	on	on	ADP
fcis-12445	40	13	single	single	ADJ
fcis-12445	40	14	mode	mode	NOUN
fcis-12445	40	15	refers	refer	VERB
fcis-12445	40	16	to	to	AUX
fcis-12445	40	17	emotion	emotion	VERB
fcis-12445	40	18	classification	classification	NOUN
fcis-12445	40	19	through	through	ADP
fcis-12445	40	20	the	the	DET
fcis-12445	40	21	analysis	analysis	NOUN
fcis-12445	40	22	and	and	CCONJ
fcis-12445	40	23	recognition	recognition	NOUN
fcis-12445	40	24	of	of	ADP
fcis-12445	40	25	facial	facial	ADJ
fcis-12445	40	26	expression	expression	NOUN
fcis-12445	40	27	,	,	PUNCT
fcis-12445	40	28	which	which	PRON
fcis-12445	40	29	mainly	mainly	ADV
fcis-12445	40	30	relies	rely	VERB
fcis-12445	40	31	on	on	ADP
fcis-12445	40	32	the	the	DET
fcis-12445	40	33	data	datum	NOUN
fcis-12445	40	34	of	of	ADP
fcis-12445	40	35	the	the	DET
fcis-12445	40	36	single	single	ADJ
fcis-12445	40	37	mode	mode	NOUN
fcis-12445	40	38	of	of	ADP
fcis-12445	40	39	facial	facial	ADJ
fcis-12445	40	40	expression	expression	NOUN
fcis-12445	40	41	for	for	ADP
fcis-12445	40	42	analysis	analysis	NOUN
fcis-12445	40	43	.	.	PUNCT
fcis-12445	41	1	first	first	ADV
fcis-12445	41	2	,	,	PUNCT
fcis-12445	41	3	we	we	PRON
fcis-12445	41	4	need	need	VERB
fcis-12445	41	5	to	to	PART
fcis-12445	41	6	collect	collect	VERB
fcis-12445	41	7	the	the	DET
fcis-12445	41	8	data	datum	NOUN
fcis-12445	41	9	set	set	NOUN
fcis-12445	41	10	,	,	PUNCT
fcis-12445	41	11	then	then	ADV
fcis-12445	41	12	preprocess	preprocess	VERB
fcis-12445	41	13	the	the	DET
fcis-12445	41	14	image	image	NOUN
fcis-12445	41	15	,	,	PUNCT
fcis-12445	41	16	and	and	CCONJ
fcis-12445	41	17	then	then	ADV
fcis-12445	41	18	use	use	VERB
fcis-12445	41	19	machine	machine	NOUN
fcis-12445	41	20	learning	learning	NOUN
fcis-12445	41	21	or	or	CCONJ
fcis-12445	41	22	deep	deep	ADJ
fcis-12445	41	23	learning	learning	NOUN
fcis-12445	41	24	algorithms	algorithm	NOUN
fcis-12445	41	25	to	to	PART
fcis-12445	41	26	recognize	recognize	VERB
fcis-12445	41	27	and	and	CCONJ
fcis-12445	41	28	determine	determine	VERB
fcis-12445	41	29	the	the	DET
fcis-12445	41	30	category	category	NOUN
fcis-12445	41	31	of	of	ADP
fcis-12445	41	32	facial	facial	ADJ
fcis-12445	41	33	expressions	expression	NOUN
fcis-12445	41	34	.	.	PUNCT
fcis-12445	42	1	through	through	ADP
fcis-12445	42	2	these	these	DET
fcis-12445	42	3	steps	step	NOUN
fcis-12445	42	4	,	,	PUNCT
fcis-12445	42	5	we	we	PRON
fcis-12445	42	6	can	can	AUX
fcis-12445	42	7	effectively	effectively	ADV
fcis-12445	42	8	understand	understand	VERB
fcis-12445	42	9	and	and	CCONJ
fcis-12445	42	10	interpret	interpret	VERB
fcis-12445	42	11	the	the	DET
fcis-12445	42	12	emotional	emotional	ADJ
fcis-12445	42	13	information	information	NOUN
fcis-12445	42	14	conveyed	convey	VERB
fcis-12445	42	15	by	by	ADP
fcis-12445	42	16	facial	facial	ADJ
fcis-12445	42	17	expressions	expression	NOUN
fcis-12445	42	18	.	.	PUNCT
fcis-12445	43	1	figure	figure	NOUN
fcis-12445	43	2	1	1	NUM
fcis-12445	43	3	shows	show	VERB
fcis-12445	43	4	the	the	DET
fcis-12445	43	5	flow	flow	NOUN
fcis-12445	43	6	chart	chart	NOUN
fcis-12445	43	7	of	of	ADP
fcis-12445	43	8	facial	facial	ADJ
fcis-12445	43	9	expression	expression	NOUN
fcis-12445	43	10	recognition	recognition	NOUN
fcis-12445	43	11	based	base	VERB
fcis-12445	43	12	on	on	ADP
fcis-12445	43	13	single	single	ADJ
fcis-12445	43	14	mode	mode	NOUN
fcis-12445	43	15	.	.	PUNCT
fcis-12445	44	1	figure	figure	NOUN
fcis-12445	44	2	1	1	NUM
fcis-12445	44	3	.	.	PUNCT
fcis-12445	44	4	single	single	ADJ
fcis-12445	44	5	-	-	PUNCT
fcis-12445	44	6	mode	mode	NOUN
fcis-12445	44	7	facial	facial	ADJ
fcis-12445	44	8	expression	expression	NOUN
fcis-12445	44	9	recognition	recognition	NOUN
fcis-12445	44	10	flow	flow	NOUN
fcis-12445	44	11	chart	chart	NOUN
fcis-12445	44	12	2.1	2.1	NUM
fcis-12445	44	13	.	.	PUNCT
fcis-12445	45	1	correlation	correlation	NOUN
fcis-12445	45	2	data	datum	NOUN
fcis-12445	45	3	set	set	VERB
fcis-12445	45	4	this	this	DET
fcis-12445	45	5	paper	paper	NOUN
fcis-12445	45	6	lists	list	VERB
fcis-12445	45	7	common	common	ADJ
fcis-12445	45	8	unimodal	unimodal	ADJ
fcis-12445	45	9	expression	expression	NOUN
fcis-12445	45	10	recognition	recognition	NOUN
fcis-12445	45	11	data	data	NOUN
fcis-12445	45	12	sets	set	NOUN
fcis-12445	45	13	,	,	PUNCT
fcis-12445	45	14	and	and	CCONJ
fcis-12445	45	15	provides	provide	VERB
fcis-12445	45	16	descriptions	description	NOUN
fcis-12445	45	17	of	of	ADP
fcis-12445	45	18	their	their	PRON
fcis-12445	45	19	acquisition	acquisition	NOUN
fcis-12445	45	20	methods	method	NOUN
fcis-12445	45	21	,	,	PUNCT
fcis-12445	45	22	sample	sample	NOUN
fcis-12445	45	23	numbers	number	NOUN
fcis-12445	45	24	and	and	CCONJ
fcis-12445	45	25	annotated	annotated	ADJ
fcis-12445	45	26	categories	category	NOUN
fcis-12445	45	27	.	.	PUNCT
fcis-12445	46	1	some	some	PRON
fcis-12445	46	2	of	of	ADP
fcis-12445	46	3	the	the	DET
fcis-12445	46	4	data	data	NOUN
fcis-12445	46	5	sets	set	NOUN
fcis-12445	46	6	listed	list	VERB
fcis-12445	46	7	in	in	ADP
fcis-12445	46	8	the	the	DET
fcis-12445	46	9	table	table	NOUN
fcis-12445	46	10	were	be	AUX
fcis-12445	46	11	collected	collect	VERB
fcis-12445	46	12	under	under	ADP
fcis-12445	46	13	laboratory	laboratory	NOUN
fcis-12445	46	14	shooting	shooting	NOUN
fcis-12445	46	15	.	.	PUNCT
fcis-12445	47	1	the	the	DET
fcis-12445	47	2	common	common	ADJ
fcis-12445	47	3	features	feature	NOUN
fcis-12445	47	4	of	of	ADP
fcis-12445	47	5	these	these	DET
fcis-12445	47	6	data	datum	NOUN
fcis-12445	47	7	sets	set	NOUN
fcis-12445	47	8	are	be	AUX
fcis-12445	47	9	small	small	ADJ
fcis-12445	47	10	data	datum	NOUN
fcis-12445	47	11	size	size	NOUN
fcis-12445	47	12	and	and	CCONJ
fcis-12445	47	13	clear	clear	ADJ
fcis-12445	47	14	frontal	frontal	ADJ
fcis-12445	47	15	face	face	NOUN
fcis-12445	47	16	images	image	NOUN
fcis-12445	47	17	,	,	PUNCT
fcis-12445	47	18	whose	whose	DET
fcis-12445	47	19	annotations	annotation	NOUN
fcis-12445	47	20	have	have	AUX
fcis-12445	47	21	been	be	AUX
fcis-12445	47	22	repeatedly	repeatedly	ADV
fcis-12445	47	23	confirmed	confirm	VERB
fcis-12445	47	24	by	by	ADP
fcis-12445	47	25	psychological	psychological	ADJ
fcis-12445	47	26	experts	expert	NOUN
fcis-12445	47	27	.	.	PUNCT
fcis-12445	48	1	therefore	therefore	ADV
fcis-12445	48	2	,	,	PUNCT
fcis-12445	48	3	it	it	PRON
fcis-12445	48	4	is	be	AUX
fcis-12445	48	5	generally	generally	ADV
fcis-12445	48	6	considered	consider	VERB
fcis-12445	48	7	to	to	PART
fcis-12445	48	8	be	be	AUX
fcis-12445	48	9	reliable	reliable	ADJ
fcis-12445	48	10	,	,	PUNCT
fcis-12445	48	11	such	such	ADJ
fcis-12445	48	12	as	as	ADP
fcis-12445	48	13	ck+	ck+	NOUN
fcis-12445	48	14	and	and	CCONJ
fcis-12445	48	15	jaffe	jaffe	PROPN
fcis-12445	48	16	.	.	PUNCT
fcis-12445	49	1	however	however	ADV
fcis-12445	49	2	,	,	PUNCT
fcis-12445	49	3	there	there	PRON
fcis-12445	49	4	are	be	VERB
fcis-12445	49	5	also	also	ADV
fcis-12445	49	6	data	data	NOUN
fcis-12445	49	7	sets	set	NOUN
fcis-12445	49	8	,	,	PUNCT
fcis-12445	49	9	such	such	ADJ
fcis-12445	49	10	as	as	ADP
fcis-12445	49	11	raf	raf	NOUN
fcis-12445	49	12	-	-	PUNCT
fcis-12445	49	13	db	db	PROPN
fcis-12445	49	14	and	and	CCONJ
fcis-12445	49	15	fer2013	fer2013	ADJ
fcis-12445	49	16	,	,	PUNCT
fcis-12445	49	17	which	which	PRON
fcis-12445	49	18	are	be	AUX
fcis-12445	49	19	large	large	ADJ
fcis-12445	49	20	-	-	PUNCT
fcis-12445	49	21	scale	scale	NOUN
fcis-12445	49	22	data	datum	NOUN
fcis-12445	49	23	sets	set	NOUN
fcis-12445	49	24	collected	collect	VERB
fcis-12445	49	25	in	in	ADP
fcis-12445	49	26	uncontrolled	uncontrolled	ADJ
fcis-12445	49	27	environments	environment	NOUN
fcis-12445	49	28	,	,	PUNCT
fcis-12445	49	29	and	and	CCONJ
fcis-12445	49	30	the	the	DET
fcis-12445	49	31	quality	quality	NOUN
fcis-12445	49	32	of	of	ADP
fcis-12445	49	33	these	these	DET
fcis-12445	49	34	data	datum	NOUN
fcis-12445	49	35	sets	set	NOUN
fcis-12445	49	36	is	be	AUX
fcis-12445	49	37	relatively	relatively	ADV
fcis-12445	49	38	low	low	ADJ
fcis-12445	49	39	,	,	PUNCT
fcis-12445	49	40	which	which	PRON
fcis-12445	49	41	will	will	AUX
fcis-12445	49	42	be	be	AUX
fcis-12445	49	43	greatly	greatly	ADV
fcis-12445	49	44	affected	affect	VERB
fcis-12445	49	45	by	by	ADP
fcis-12445	49	46	the	the	DET
fcis-12445	49	47	subjective	subjective	ADJ
fcis-12445	49	48	feelings	feeling	NOUN
fcis-12445	49	49	of	of	ADP
fcis-12445	49	50	the	the	DET
fcis-12445	49	51	tagger	tagger	NOUN
fcis-12445	49	52	.	.	PUNCT
fcis-12445	50	1	common	common	ADJ
fcis-12445	50	2	unimodal	unimodal	ADJ
fcis-12445	50	3	data	data	NOUN
fcis-12445	50	4	sets	set	NOUN
fcis-12445	50	5	are	be	AUX
fcis-12445	50	6	shown	show	VERB
fcis-12445	50	7	in	in	ADP
fcis-12445	50	8	table	table	NOUN
fcis-12445	50	9	1	1	NUM
fcis-12445	50	10	.	.	PUNCT
fcis-12445	50	11	table	table	NOUN
fcis-12445	50	12	1	1	NUM
fcis-12445	50	13	.	.	PUNCT
fcis-12445	50	14	common	common	ADJ
fcis-12445	50	15	unimodal	unimodal	ADJ
fcis-12445	50	16	data	datum	NOUN
fcis-12445	50	17	sets	set	VERB
fcis-12445	50	18	dataset	dataset	NOUN
fcis-12445	50	19	access	access	NOUN
fcis-12445	50	20	sample	sample	NOUN
fcis-12445	50	21	quantity	quantity	NOUN
fcis-12445	50	22	expression	expression	NOUN
fcis-12445	50	23	category	category	NOUN
fcis-12445	50	24	fer2013[7	fer2013[7	PROPN
fcis-12445	50	25	]	]	PUNCT
fcis-12445	50	26	network	network	NOUN
fcis-12445	50	27	collection	collection	NOUN
fcis-12445	50	28	35887	35887	NUM
fcis-12445	50	29	7	7	NUM
fcis-12445	50	30	ck+[8	ck+[8	NOUN
fcis-12445	50	31	]	]	PUNCT
fcis-12445	50	32	laboratory	laboratory	NOUN
fcis-12445	50	33	shooting	shoot	VERB
fcis-12445	50	34	593	593	NUM
fcis-12445	50	35	8	8	NUM
fcis-12445	50	36	jaffe[9	jaffe[9	NUM
fcis-12445	50	37	]	]	X
fcis-12445	50	38	laboratory	laboratory	NOUN
fcis-12445	50	39	shooting	shoot	VERB
fcis-12445	50	40	213	213	NUM
fcis-12445	50	41	7	7	NUM
fcis-12445	50	42	sfew2.0[10	sfew2.0[10	PROPN
fcis-12445	50	43	]	]	PUNCT
fcis-12445	50	44	video	video	NOUN
fcis-12445	50	45	capture	capture	NOUN
fcis-12445	50	46	1766	1766	NUM
fcis-12445	50	47	7	7	NUM
fcis-12445	50	48	multi	multi	ADJ
fcis-12445	50	49	-	-	ADJ
fcis-12445	50	50	pie	pie	ADJ
fcis-12445	50	51	[	[	X
fcis-12445	50	52	11	11	NUM
fcis-12445	50	53	]	]	PUNCT
fcis-12445	50	54	laboratory	laboratory	NOUN
fcis-12445	50	55	shooting	shoot	VERB
fcis-12445	50	56	755370	755370	NUM
fcis-12445	50	57	6	6	NUM
fcis-12445	51	1	bu-3dfe	bu-3dfe	NOUN
fcis-12445	52	1	[	[	X
fcis-12445	52	2	12	12	NUM
fcis-12445	52	3	]	]	PUNCT
fcis-12445	52	4	laboratory	laboratory	NOUN
fcis-12445	52	5	shooting	shoot	VERB
fcis-12445	52	6	2500	2500	NUM
fcis-12445	52	7	7	7	NUM
fcis-12445	52	8	oulu	oulu	PROPN
fcis-12445	52	9	-	-	PUNCT
fcis-12445	52	10	casia	casia	NOUN
fcis-12445	52	11	[	[	X
fcis-12445	52	12	13	13	NUM
fcis-12445	52	13	]	]	PUNCT
fcis-12445	52	14	laboratory	laboratory	NOUN
fcis-12445	52	15	shooting	shoot	VERB
fcis-12445	52	16	2880	2880	NUM
fcis-12445	52	17	6	6	NUM
fcis-12445	52	18	rafd[14	rafd[14	PROPN
fcis-12445	52	19	]	]	X
fcis-12445	52	20	laboratory	laboratory	NOUN
fcis-12445	52	21	shooting	shoot	VERB
fcis-12445	52	22	1608	1608	NUM
fcis-12445	52	23	7	7	NUM
fcis-12445	52	24	kdef[15	kdef[15	PROPN
fcis-12445	52	25	]	]	PUNCT
fcis-12445	52	26	laboratory	laboratory	NOUN
fcis-12445	52	27	shooting	shoot	VERB
fcis-12445	52	28	4900	4900	NUM
fcis-12445	52	29	7	7	NUM
fcis-12445	52	30	raf	raf	NOUN
fcis-12445	52	31	-	-	PUNCT
fcis-12445	52	32	db	db	NOUN
fcis-12445	53	1	[	[	X
fcis-12445	53	2	16][17	16][17	NUM
fcis-12445	53	3	]	]	PUNCT
fcis-12445	53	4	network	network	NOUN
fcis-12445	53	5	collection	collection	NOUN
fcis-12445	53	6	29672	29672	NUM
fcis-12445	53	7	7	7	NUM
fcis-12445	53	8	+	+	NOUN
fcis-12445	53	9	12	12	NUM
fcis-12445	53	10	baum-1s	baum-1s	ADP
fcis-12445	54	1	[	[	X
fcis-12445	54	2	18	18	NUM
fcis-12445	54	3	]	]	PUNCT
fcis-12445	54	4	laboratory	laboratory	NOUN
fcis-12445	54	5	shooting	shoot	VERB
fcis-12445	54	6	1222	1222	NUM
fcis-12445	54	7	8	8	NUM
fcis-12445	54	8	rml[19	rml[19	NOUN
fcis-12445	54	9	]	]	PUNCT
fcis-12445	54	10	laboratory	laboratory	NOUN
fcis-12445	54	11	shooting	shoot	VERB
fcis-12445	54	12	720	720	NUM
fcis-12445	54	13	6	6	NUM
fcis-12445	54	14	dfew[20	dfew[20	NOUN
fcis-12445	54	15	]	]	X
fcis-12445	54	16	video	video	NOUN
fcis-12445	54	17	capture	capture	NOUN
fcis-12445	54	18	16372	16372	NUM
fcis-12445	54	19	7	7	NUM
fcis-12445	54	20	current	current	ADJ
fcis-12445	54	21	data	datum	NOUN
fcis-12445	54	22	sets	set	NOUN
fcis-12445	54	23	are	be	AUX
fcis-12445	54	24	scarce	scarce	ADJ
fcis-12445	54	25	in	in	ADP
fcis-12445	54	26	quantity	quantity	NOUN
fcis-12445	54	27	and	and	CCONJ
fcis-12445	54	28	quality	quality	NOUN
fcis-12445	54	29	,	,	PUNCT
fcis-12445	54	30	and	and	CCONJ
fcis-12445	54	31	the	the	DET
fcis-12445	54	32	data	data	NOUN
fcis-12445	54	33	volume	volume	NOUN
fcis-12445	54	34	is	be	AUX
fcis-12445	54	35	small	small	ADJ
fcis-12445	54	36	enough	enough	ADV
fcis-12445	54	37	to	to	PART
fcis-12445	54	38	train	train	VERB
fcis-12445	54	39	well	well	ADV
fcis-12445	54	40	on	on	ADP
fcis-12445	54	41	large	large	ADJ
fcis-12445	54	42	deep	deep	ADJ
fcis-12445	54	43	network	network	NOUN
fcis-12445	54	44	structures	structure	NOUN
fcis-12445	54	45	.	.	PUNCT
fcis-12445	55	1	the	the	DET
fcis-12445	55	2	current	current	ADJ
fcis-12445	55	3	lack	lack	NOUN
fcis-12445	55	4	of	of	ADP
fcis-12445	55	5	large	large	ADJ
fcis-12445	55	6	-	-	PUNCT
fcis-12445	55	7	scale	scale	NOUN
fcis-12445	55	8	facial	facial	ADJ
fcis-12445	55	9	expression	expression	NOUN
fcis-12445	55	10	datasets	dataset	NOUN
fcis-12445	55	11	with	with	ADP
fcis-12445	55	12	occlusive	occlusive	ADJ
fcis-12445	55	13	types	type	NOUN
fcis-12445	55	14	and	and	CCONJ
fcis-12445	55	15	head	head	NOUN
fcis-12445	55	16	pose	pose	NOUN
fcis-12445	55	17	labeling	labeling	NOUN
fcis-12445	55	18	also	also	ADV
fcis-12445	55	19	affects	affect	VERB
fcis-12445	55	20	the	the	DET
fcis-12445	55	21	ability	ability	NOUN
fcis-12445	55	22	of	of	ADP
fcis-12445	55	23	deep	deep	ADJ
fcis-12445	55	24	networks	network	NOUN
fcis-12445	55	25	to	to	PART
fcis-12445	55	26	address	address	VERB
fcis-12445	55	27	gaps	gap	NOUN
fcis-12445	55	28	within	within	ADP
fcis-12445	55	29	larger	large	ADJ
fcis-12445	55	30	classes	class	NOUN
fcis-12445	55	31	and	and	CCONJ
fcis-12445	55	32	efficiently	efficiently	ADV
fcis-12445	55	33	identify	identify	VERB
fcis-12445	55	34	facial	facial	ADJ
fcis-12445	55	35	features	feature	NOUN
fcis-12445	55	36	.	.	PUNCT
fcis-12445	56	1	2.2	2.2	NUM
fcis-12445	56	2	.	.	PUNCT
fcis-12445	57	1	recognition	recognition	NOUN
fcis-12445	57	2	network	network	NOUN
fcis-12445	57	3	the	the	DET
fcis-12445	57	4	facial	facial	ADJ
fcis-12445	57	5	expression	expression	NOUN
fcis-12445	57	6	recognition	recognition	NOUN
fcis-12445	57	7	method	method	NOUN
fcis-12445	57	8	based	base	VERB
fcis-12445	57	9	on	on	ADP
fcis-12445	57	10	deep	deep	ADJ
fcis-12445	57	11	learning	learning	NOUN
fcis-12445	57	12	is	be	AUX
fcis-12445	57	13	applied	apply	VERB
fcis-12445	57	14	to	to	ADP
fcis-12445	57	15	the	the	DET
fcis-12445	57	16	facial	facial	ADJ
fcis-12445	57	17	expression	expression	NOUN
fcis-12445	57	18	recognition	recognition	NOUN
fcis-12445	57	19	of	of	ADP
fcis-12445	57	20	static	static	ADJ
fcis-12445	57	21	images	image	NOUN
fcis-12445	57	22	and	and	CCONJ
fcis-12445	57	23	dynamic	dynamic	ADJ
fcis-12445	57	24	videos	video	NOUN
fcis-12445	57	25	.	.	PUNCT
fcis-12445	58	1	due	due	ADP
fcis-12445	58	2	to	to	ADP
fcis-12445	58	3	the	the	DET
fcis-12445	58	4	relative	relative	ADJ
fcis-12445	58	5	scarcity	scarcity	NOUN
fcis-12445	58	6	of	of	ADP
fcis-12445	58	7	video	video	NOUN
fcis-12445	58	8	data	datum	NOUN
fcis-12445	58	9	sets	set	NOUN
fcis-12445	58	10	and	and	CCONJ
fcis-12445	58	11	the	the	DET
fcis-12445	58	12	difficulty	difficulty	NOUN
fcis-12445	58	13	in	in	ADP
fcis-12445	58	14	processing	process	VERB
fcis-12445	58	15	the	the	DET
fcis-12445	58	16	relationship	relationship	NOUN
fcis-12445	58	17	between	between	ADP
fcis-12445	58	18	frames	frame	NOUN
fcis-12445	58	19	,	,	PUNCT
fcis-12445	58	20	there	there	PRON
fcis-12445	58	21	are	be	VERB
fcis-12445	58	22	few	few	ADJ
fcis-12445	58	23	methods	method	NOUN
fcis-12445	58	24	to	to	PART
fcis-12445	58	25	train	train	VERB
fcis-12445	58	26	video	video	NOUN
fcis-12445	58	27	data	datum	NOUN
fcis-12445	58	28	sets	set	NOUN
fcis-12445	58	29	on	on	ADP
fcis-12445	58	30	deep	deep	ADJ
fcis-12445	58	31	learning	learning	NOUN
fcis-12445	58	32	models	model	NOUN
fcis-12445	58	33	,	,	PUNCT
fcis-12445	58	34	most	most	ADJ
fcis-12445	58	35	of	of	ADP
fcis-12445	58	36	which	which	PRON
fcis-12445	58	37	are	be	AUX
fcis-12445	58	38	facial	facial	ADJ
fcis-12445	58	39	expression	expression	NOUN
fcis-12445	58	40	recognition	recognition	NOUN
fcis-12445	58	41	of	of	ADP
fcis-12445	58	42	static	static	ADJ
fcis-12445	58	43	images	image	NOUN
fcis-12445	58	44	.	.	PUNCT
fcis-12445	59	1	the	the	DET
fcis-12445	59	2	singlemode	singlemode	ADJ
fcis-12445	59	3	facial	facial	ADJ
fcis-12445	59	4	expression	expression	NOUN
fcis-12445	59	5	recognition	recognition	NOUN
fcis-12445	59	6	method	method	NOUN
fcis-12445	59	7	is	be	AUX
fcis-12445	59	8	shown	show	VERB
fcis-12445	59	9	in	in	ADP
fcis-12445	59	10	table	table	NOUN
fcis-12445	59	11	2	2	NUM
fcis-12445	59	12	.	.	PUNCT
fcis-12445	60	1	despite	despite	SCONJ
fcis-12445	60	2	the	the	DET
fcis-12445	60	3	exploration	exploration	NOUN
fcis-12445	60	4	and	and	CCONJ
fcis-12445	60	5	research	research	NOUN
fcis-12445	60	6	of	of	ADP
fcis-12445	60	7	these	these	DET
fcis-12445	60	8	methods	method	NOUN
fcis-12445	60	9	,	,	PUNCT
fcis-12445	60	10	the	the	DET
fcis-12445	60	11	accuracy	accuracy	NOUN
fcis-12445	60	12	rate	rate	NOUN
fcis-12445	60	13	of	of	ADP
fcis-12445	60	14	facial	facial	ADJ
fcis-12445	60	15	expression	expression	NOUN
fcis-12445	60	16	recognition	recognition	NOUN
fcis-12445	60	17	based	base	VERB
fcis-12445	60	18	on	on	ADP
fcis-12445	60	19	single	single	ADJ
fcis-12445	60	20	mode	mode	NOUN
fcis-12445	60	21	is	be	AUX
fcis-12445	60	22	generally	generally	ADV
fcis-12445	60	23	low	low	ADJ
fcis-12445	60	24	,	,	PUNCT
fcis-12445	60	25	and	and	CCONJ
fcis-12445	60	26	it	it	PRON
fcis-12445	60	27	is	be	AUX
fcis-12445	60	28	still	still	ADV
fcis-12445	60	29	in	in	ADP
fcis-12445	60	30	the	the	DET
fcis-12445	60	31	research	research	NOUN
fcis-12445	60	32	stage	stage	NOUN
fcis-12445	60	33	and	and	CCONJ
fcis-12445	60	34	can	can	AUX
fcis-12445	60	35	not	not	PART
fcis-12445	60	36	be	be	AUX
fcis-12445	60	37	widely	widely	ADV
fcis-12445	60	38	used	use	VERB
fcis-12445	60	39	in	in	ADP
fcis-12445	60	40	real	real	ADJ
fcis-12445	60	41	life	life	NOUN
fcis-12445	60	42	.	.	PUNCT
fcis-12445	61	1	therefore	therefore	ADV
fcis-12445	61	2	,	,	PUNCT
fcis-12445	61	3	we	we	PRON
fcis-12445	61	4	should	should	AUX
fcis-12445	61	5	continue	continue	VERB
fcis-12445	61	6	to	to	PART
fcis-12445	61	7	study	study	VERB
fcis-12445	61	8	and	and	CCONJ
fcis-12445	61	9	improve	improve	VERB
fcis-12445	61	10	the	the	DET
fcis-12445	61	11	recognition	recognition	NOUN
fcis-12445	61	12	method	method	NOUN
fcis-12445	61	13	,	,	PUNCT
fcis-12445	61	14	constantly	constantly	ADV
fcis-12445	61	15	optimize	optimize	VERB
fcis-12445	61	16	and	and	CCONJ
fcis-12445	61	17	improve	improve	VERB
fcis-12445	61	18	the	the	DET
fcis-12445	61	19	accuracy	accuracy	NOUN
fcis-12445	61	20	,	,	PUNCT
fcis-12445	61	21	so	so	SCONJ
fcis-12445	61	22	that	that	SCONJ
fcis-12445	61	23	it	it	PRON
fcis-12445	61	24	can	can	AUX
fcis-12445	61	25	be	be	AUX
fcis-12445	61	26	better	well	ADV
fcis-12445	61	27	applied	apply	VERB
fcis-12445	61	28	to	to	ADP
fcis-12445	61	29	practical	practical	ADJ
fcis-12445	61	30	scenarios	scenario	NOUN
fcis-12445	61	31	.	.	PUNCT
fcis-12445	62	1	table	table	NOUN
fcis-12445	62	2	2	2	NUM
fcis-12445	62	3	.	.	PUNCT
fcis-12445	63	1	the	the	DET
fcis-12445	63	2	single	single	ADJ
fcis-12445	63	3	-	-	PUNCT
fcis-12445	63	4	mode	mode	NOUN
fcis-12445	63	5	facial	facial	ADJ
fcis-12445	63	6	expression	expression	NOUN
fcis-12445	63	7	recognition	recognition	NOUN
fcis-12445	63	8	method	method	NOUN
fcis-12445	63	9	network	network	NOUN
fcis-12445	63	10	model	model	NOUN
fcis-12445	63	11	reference	reference	NOUN
fcis-12445	63	12	cnn+lstm+transformer	cnn+lstm+transformer	PROPN
fcis-12445	63	13	[	[	X
fcis-12445	63	14	21	21	NUM
fcis-12445	63	15	]	]	X
fcis-12445	63	16	vgg+se	vgg+se	NOUN
fcis-12445	63	17	[	[	X
fcis-12445	63	18	22	22	NUM
fcis-12445	63	19	]	]	X
fcis-12445	63	20	vgg19+cbam+ign+den	vgg19+cbam+ign+den	PROPN
fcis-12445	63	21	[	[	X
fcis-12445	63	22	23	23	NUM
fcis-12445	63	23	]	]	PUNCT
fcis-12445	63	24	aren+csaf+	aren+csaf+	PROPN
fcis-12445	63	25	zonal	zonal	ADJ
fcis-12445	63	26	loss	loss	NOUN
fcis-12445	63	27	[	[	X
fcis-12445	63	28	24	24	NUM
fcis-12445	63	29	]	]	PUNCT
fcis-12445	63	30	resnet+csam+gap	resnet+csam+gap	PROPN
fcis-12445	64	1	[	[	X
fcis-12445	64	2	25	25	NUM
fcis-12445	64	3	]	]	PUNCT
fcis-12445	64	4	cbm	cbm	PROPN
fcis-12445	64	5	-	-	ADJ
fcis-12445	64	6	net	net	NOUN
fcis-12445	64	7	[	[	X
fcis-12445	64	8	26	26	NUM
fcis-12445	64	9	]	]	X
fcis-12445	64	10	frr	frr	PROPN
fcis-12445	64	11	-	-	PUNCT
fcis-12445	64	12	cnn	cnn	PROPN
fcis-12445	64	13	[	[	X
fcis-12445	64	14	27	27	NUM
fcis-12445	64	15	]	]	PUNCT
fcis-12445	64	16	squeezenext	squeezenext	NOUN
fcis-12445	65	1	[	[	X
fcis-12445	65	2	28	28	NUM
fcis-12445	65	3	]	]	X
fcis-12445	65	4	shufflenetv3	shufflenetv3	NOUN
fcis-12445	66	1	[	[	X
fcis-12445	66	2	29	29	NUM
fcis-12445	66	3	]	]	SYM
fcis-12445	66	4	3dresnet18	3dresnet18	NUM
fcis-12445	67	1	[	[	X
fcis-12445	67	2	30	30	NUM
fcis-12445	67	3	]	]	PUNCT
fcis-12445	67	4	resnet	resnet	NOUN
fcis-12445	67	5	-	-	NOUN
fcis-12445	67	6	vit	vit	NOUN
fcis-12445	67	7	[	[	X
fcis-12445	67	8	31	31	NUM
fcis-12445	67	9	]	]	SYM
fcis-12445	67	10	3	3	NUM
fcis-12445	67	11	.	.	PUNCT
fcis-12445	67	12	multimodal	multimodal	ADJ
fcis-12445	67	13	facial	facial	ADJ
fcis-12445	67	14	expression	expression	NOUN
fcis-12445	67	15	recognition	recognition	NOUN
fcis-12445	67	16	multi	multi	ADJ
fcis-12445	67	17	-	-	ADJ
fcis-12445	67	18	modal	modal	ADJ
fcis-12445	67	19	facial	facial	ADJ
fcis-12445	67	20	expression	expression	NOUN
fcis-12445	67	21	recognition	recognition	NOUN
fcis-12445	67	22	refers	refer	VERB
fcis-12445	67	23	to	to	ADP
fcis-12445	67	24	the	the	DET
fcis-12445	67	25	use	use	NOUN
fcis-12445	67	26	of	of	ADP
fcis-12445	67	27	multiple	multiple	ADJ
fcis-12445	67	28	information	information	NOUN
fcis-12445	67	29	sources	source	NOUN
fcis-12445	67	30	or	or	CCONJ
fcis-12445	67	31	multiple	multiple	ADJ
fcis-12445	67	32	modal	modal	ADJ
fcis-12445	67	33	data	datum	NOUN
fcis-12445	67	34	for	for	ADP
fcis-12445	67	35	facial	facial	ADJ
fcis-12445	67	36	expression	expression	NOUN
fcis-12445	67	37	recognition	recognition	NOUN
fcis-12445	67	38	and	and	CCONJ
fcis-12445	67	39	classification	classification	NOUN
fcis-12445	67	40	.	.	PUNCT
fcis-12445	68	1	facial	facial	ADJ
fcis-12445	68	2	expression	expression	NOUN
fcis-12445	68	3	recognition	recognition	NOUN
fcis-12445	68	4	based	base	VERB
fcis-12445	68	5	on	on	ADP
fcis-12445	68	6	single	single	ADJ
fcis-12445	68	7	mode	mode	NOUN
fcis-12445	68	8	only	only	ADV
fcis-12445	68	9	uses	use	VERB
fcis-12445	68	10	the	the	DET
fcis-12445	68	11	information	information	NOUN
fcis-12445	68	12	of	of	ADP
fcis-12445	68	13	the	the	DET
fcis-12445	68	14	visual	visual	ADJ
fcis-12445	68	15	mode	mode	NOUN
fcis-12445	68	16	of	of	ADP
fcis-12445	68	17	facial	facial	ADJ
fcis-12445	68	18	expression	expression	NOUN
fcis-12445	68	19	for	for	ADP
fcis-12445	68	20	analysis	analysis	NOUN
fcis-12445	68	21	.	.	PUNCT
fcis-12445	69	1	however	however	ADV
fcis-12445	69	2	,	,	PUNCT
fcis-12445	69	3	facial	facial	ADJ
fcis-12445	69	4	expressions	expression	NOUN
fcis-12445	69	5	are	be	AUX
fcis-12445	69	6	often	often	ADV
fcis-12445	69	7	accompanied	accompany	VERB
fcis-12445	69	8	by	by	ADP
fcis-12445	69	9	other	other	ADJ
fcis-12445	69	10	modes	mode	NOUN
fcis-12445	69	11	of	of	ADP
fcis-12445	69	12	information	information	NOUN
fcis-12445	69	13	,	,	PUNCT
fcis-12445	69	14	such	such	ADJ
fcis-12445	69	15	as	as	ADP
fcis-12445	69	16	text	text	NOUN
fcis-12445	69	17	,	,	PUNCT
fcis-12445	69	18	voice	voice	NOUN
fcis-12445	69	19	,	,	PUNCT
fcis-12445	69	20	movement	movement	NOUN
fcis-12445	69	21	,	,	PUNCT
fcis-12445	69	22	and	and	CCONJ
fcis-12445	69	23	eeg	eeg	NOUN
fcis-12445	69	24	signals	signal	NOUN
fcis-12445	69	25	.	.	PUNCT
fcis-12445	70	1	therefore	therefore	ADV
fcis-12445	70	2	,	,	PUNCT
fcis-12445	70	3	multi	multi	ADJ
fcis-12445	70	4	-	-	ADJ
fcis-12445	70	5	modal	modal	ADJ
fcis-12445	70	6	facial	facial	ADJ
fcis-12445	70	7	expression	expression	NOUN
fcis-12445	70	8	recognition	recognition	NOUN
fcis-12445	70	9	uses	use	VERB
fcis-12445	70	10	the	the	DET
fcis-12445	70	11	information	information	NOUN
fcis-12445	70	12	relationship	relationship	NOUN
fcis-12445	70	13	between	between	ADP
fcis-12445	70	14	different	different	ADJ
fcis-12445	70	15	modes	mode	NOUN
fcis-12445	70	16	to	to	PART
fcis-12445	70	17	improve	improve	VERB
fcis-12445	70	18	the	the	DET
fcis-12445	70	19	recognition	recognition	NOUN
fcis-12445	70	20	accuracy	accuracy	NOUN
fcis-12445	70	21	and	and	CCONJ
fcis-12445	70	22	enhance	enhance	VERB
fcis-12445	70	23	the	the	DET
fcis-12445	70	24	robustness	robustness	NOUN
fcis-12445	70	25	.	.	PUNCT
fcis-12445	71	1	the	the	DET
fcis-12445	71	2	methods	method	NOUN
fcis-12445	71	3	of	of	ADP
fcis-12445	71	4	multimodal	multimodal	ADJ
fcis-12445	71	5	facial	facial	ADJ
fcis-12445	71	6	expression	expression	NOUN
fcis-12445	71	7	recognition	recognition	NOUN
fcis-12445	71	8	mainly	mainly	ADV
fcis-12445	71	9	include	include	VERB
fcis-12445	71	10	two	two	NUM
fcis-12445	71	11	aspects	aspect	NOUN
fcis-12445	71	12	:	:	PUNCT
fcis-12445	71	13	modal	modal	ADJ
fcis-12445	71	14	fusion	fusion	NOUN
fcis-12445	71	15	and	and	CCONJ
fcis-12445	71	16	multimodal	multimodal	NOUN
fcis-12445	71	17	learning	learning	NOUN
fcis-12445	71	18	.	.	PUNCT
fcis-12445	72	1	modal	modal	ADJ
fcis-12445	72	2	fusion	fusion	NOUN
fcis-12445	72	3	is	be	AUX
fcis-12445	72	4	the	the	DET
fcis-12445	72	5	fusion	fusion	NOUN
fcis-12445	72	6	of	of	ADP
fcis-12445	72	7	features	feature	NOUN
fcis-12445	72	8	of	of	ADP
fcis-12445	72	9	different	different	ADJ
fcis-12445	72	10	modes	mode	NOUN
fcis-12445	72	11	,	,	PUNCT
fcis-12445	72	12	which	which	PRON
fcis-12445	72	13	can	can	AUX
fcis-12445	72	14	be	be	AUX
fcis-12445	72	15	either	either	CCONJ
fcis-12445	72	16	feature	feature	NOUN
fcis-12445	72	17	level	level	NOUN
fcis-12445	72	18	fusion	fusion	NOUN
fcis-12445	72	19	,	,	PUNCT
fcis-12445	72	20	decision	decision	NOUN
fcis-12445	72	21	level	level	NOUN
fcis-12445	72	22	fusion	fusion	NOUN
fcis-12445	72	23	,	,	PUNCT
fcis-12445	72	24	or	or	CCONJ
fcis-12445	72	25	hybrid	hybrid	NOUN
fcis-12445	72	26	.	.	PUNCT
fcis-12445	73	1	multimodal	multimodal	ADJ
fcis-12445	73	2	learning	learning	NOUN
fcis-12445	73	3	is	be	AUX
fcis-12445	73	4	to	to	PART
fcis-12445	73	5	synthesize	synthesize	VERB
fcis-12445	73	6	the	the	DET
fcis-12445	73	7	information	information	NOUN
fcis-12445	73	8	of	of	ADP
fcis-12445	73	9	different	different	ADJ
fcis-12445	73	10	modes	mode	NOUN
fcis-12445	73	11	by	by	ADP
fcis-12445	73	12	means	mean	NOUN
fcis-12445	73	13	of	of	ADP
fcis-12445	73	14	joint	joint	ADJ
fcis-12445	73	15	modeling	modeling	NOUN
fcis-12445	73	16	or	or	CCONJ
fcis-12445	73	17	joint	joint	ADJ
fcis-12445	73	18	training	training	NOUN
fcis-12445	73	19	.	.	PUNCT
fcis-12445	74	1	the	the	DET
fcis-12445	74	2	use	use	NOUN
fcis-12445	74	3	of	of	ADP
fcis-12445	74	4	multi	multi	ADJ
fcis-12445	74	5	-	-	NOUN
fcis-12445	74	6	modality	modality	NOUN
fcis-12445	74	7	can	can	AUX
fcis-12445	74	8	more	more	ADV
fcis-12445	74	9	comprehensively	comprehensively	ADV
fcis-12445	74	10	understand	understand	VERB
fcis-12445	74	11	the	the	DET
fcis-12445	74	12	emotional	emotional	ADJ
fcis-12445	74	13	state	state	NOUN
fcis-12445	74	14	of	of	ADP
fcis-12445	74	15	people	people	NOUN
fcis-12445	74	16	and	and	CCONJ
fcis-12445	74	17	provide	provide	VERB
fcis-12445	74	18	more	more	ADV
fcis-12445	74	19	accurate	accurate	ADJ
fcis-12445	74	20	recognition	recognition	NOUN
fcis-12445	74	21	results	result	NOUN
fcis-12445	74	22	.	.	PUNCT
fcis-12445	75	1	although	although	SCONJ
fcis-12445	75	2	multimodal	multimodal	ADJ
fcis-12445	75	3	facial	facial	ADJ
fcis-12445	75	4	expression	expression	NOUN
fcis-12445	75	5	recognition	recognition	NOUN
fcis-12445	75	6	faces	face	VERB
fcis-12445	75	7	challenges	challenge	NOUN
fcis-12445	75	8	such	such	ADJ
fcis-12445	75	9	as	as	ADP
fcis-12445	75	10	data	datum	NOUN
fcis-12445	75	11	set	set	VERB
fcis-12445	75	12	58	58	NUM
fcis-12445	75	13	acquisition	acquisition	NOUN
fcis-12445	75	14	,	,	PUNCT
fcis-12445	75	15	modal	modal	ADJ
fcis-12445	75	16	fusion	fusion	NOUN
fcis-12445	75	17	,	,	PUNCT
fcis-12445	75	18	and	and	CCONJ
fcis-12445	75	19	model	model	NOUN
fcis-12445	75	20	optimization	optimization	NOUN
fcis-12445	75	21	,	,	PUNCT
fcis-12445	75	22	it	it	PRON
fcis-12445	75	23	has	have	VERB
fcis-12445	75	24	broad	broad	ADJ
fcis-12445	75	25	application	application	NOUN
fcis-12445	75	26	prospects	prospect	NOUN
fcis-12445	75	27	and	and	CCONJ
fcis-12445	75	28	can	can	AUX
fcis-12445	75	29	provide	provide	VERB
fcis-12445	75	30	more	more	ADJ
fcis-12445	75	31	possibilities	possibility	NOUN
fcis-12445	75	32	and	and	CCONJ
fcis-12445	75	33	solutions	solution	NOUN
fcis-12445	75	34	for	for	ADP
fcis-12445	75	35	sentiment	sentiment	NOUN
fcis-12445	75	36	analysis	analysis	NOUN
fcis-12445	75	37	,	,	PUNCT
fcis-12445	75	38	humancomputer	humancomputer	NOUN
fcis-12445	75	39	interaction	interaction	NOUN
fcis-12445	75	40	,	,	PUNCT
fcis-12445	75	41	virtual	virtual	ADJ
fcis-12445	75	42	reality	reality	NOUN
fcis-12445	75	43	and	and	CCONJ
fcis-12445	75	44	other	other	ADJ
fcis-12445	75	45	fields	field	NOUN
fcis-12445	75	46	.	.	PUNCT
fcis-12445	76	1	figure	figure	NOUN
fcis-12445	76	2	2	2	NUM
fcis-12445	76	3	shows	show	VERB
fcis-12445	76	4	the	the	DET
fcis-12445	76	5	flow	flow	NOUN
fcis-12445	76	6	chart	chart	NOUN
fcis-12445	76	7	of	of	ADP
fcis-12445	76	8	facial	facial	ADJ
fcis-12445	76	9	expression	expression	NOUN
fcis-12445	76	10	recognition	recognition	NOUN
fcis-12445	76	11	based	base	VERB
fcis-12445	76	12	on	on	ADP
fcis-12445	76	13	multimode	multimode	PROPN
fcis-12445	76	14	.	.	PUNCT
fcis-12445	77	1	figure	figure	NOUN
fcis-12445	77	2	2	2	NUM
fcis-12445	77	3	.	.	PUNCT
fcis-12445	77	4	multimodal	multimodal	ADJ
fcis-12445	77	5	facial	facial	ADJ
fcis-12445	77	6	expression	expression	NOUN
fcis-12445	77	7	recognition	recognition	NOUN
fcis-12445	77	8	flow	flow	NOUN
fcis-12445	77	9	chart	chart	NOUN
fcis-12445	77	10	3.1	3.1	NUM
fcis-12445	77	11	.	.	PUNCT
fcis-12445	78	1	section	section	NOUN
fcis-12445	78	2	headings	heading	VERB
fcis-12445	78	3	several	several	ADJ
fcis-12445	78	4	common	common	ADJ
fcis-12445	78	5	multimodal	multimodal	NOUN
fcis-12445	78	6	data	datum	NOUN
fcis-12445	78	7	sets	set	NOUN
fcis-12445	78	8	are	be	AUX
fcis-12445	78	9	summarized	summarize	VERB
fcis-12445	78	10	.	.	PUNCT
fcis-12445	79	1	in	in	ADP
fcis-12445	79	2	the	the	DET
fcis-12445	79	3	following	follow	VERB
fcis-12445	79	4	multimodal	multimodal	NOUN
fcis-12445	79	5	data	datum	NOUN
fcis-12445	79	6	sets	set	NOUN
fcis-12445	79	7	,	,	PUNCT
fcis-12445	79	8	most	most	ADJ
fcis-12445	79	9	of	of	ADP
fcis-12445	79	10	them	they	PRON
fcis-12445	79	11	have	have	VERB
fcis-12445	79	12	expression	expression	NOUN
fcis-12445	79	13	pictures	picture	NOUN
fcis-12445	79	14	or	or	CCONJ
fcis-12445	79	15	videos	video	NOUN
fcis-12445	79	16	,	,	PUNCT
fcis-12445	79	17	assisted	assist	VERB
fcis-12445	79	18	by	by	ADP
fcis-12445	79	19	one	one	NUM
fcis-12445	79	20	or	or	CCONJ
fcis-12445	79	21	more	more	ADJ
fcis-12445	79	22	modes	mode	NOUN
fcis-12445	79	23	such	such	ADJ
fcis-12445	79	24	as	as	ADP
fcis-12445	79	25	audio	audio	NOUN
fcis-12445	79	26	,	,	PUNCT
fcis-12445	79	27	text	text	NOUN
fcis-12445	79	28	and	and	CCONJ
fcis-12445	79	29	eeg	eeg	NOUN
fcis-12445	79	30	signals	signal	NOUN
fcis-12445	79	31	,	,	PUNCT
fcis-12445	79	32	so	so	SCONJ
fcis-12445	79	33	as	as	SCONJ
fcis-12445	79	34	to	to	PART
fcis-12445	79	35	improve	improve	VERB
fcis-12445	79	36	the	the	DET
fcis-12445	79	37	recognition	recognition	NOUN
fcis-12445	79	38	accuracy	accuracy	NOUN
fcis-12445	79	39	.	.	PUNCT
fcis-12445	80	1	the	the	DET
fcis-12445	80	2	following	follow	VERB
fcis-12445	80	3	data	data	NOUN
fcis-12445	80	4	sets	set	NOUN
fcis-12445	80	5	include	include	VERB
fcis-12445	80	6	laboratory	laboratory	NOUN
fcis-12445	80	7	collection	collection	NOUN
fcis-12445	80	8	,	,	PUNCT
fcis-12445	80	9	talk	talk	NOUN
fcis-12445	80	10	show	show	NOUN
fcis-12445	80	11	collection	collection	NOUN
fcis-12445	80	12	,	,	PUNCT
fcis-12445	80	13	news	news	NOUN
fcis-12445	80	14	video	video	NOUN
fcis-12445	80	15	collection	collection	NOUN
fcis-12445	80	16	,	,	PUNCT
fcis-12445	80	17	natural	natural	ADJ
fcis-12445	80	18	environment	environment	NOUN
fcis-12445	80	19	recording	recording	NOUN
fcis-12445	80	20	,	,	PUNCT
fcis-12445	80	21	film	film	NOUN
fcis-12445	80	22	and	and	CCONJ
fcis-12445	80	23	television	television	NOUN
fcis-12445	80	24	clips	clip	NOUN
fcis-12445	80	25	,	,	PUNCT
fcis-12445	80	26	etc	etc	X
fcis-12445	80	27	.	.	X
fcis-12445	81	1	among	among	ADP
fcis-12445	81	2	them	they	PRON
fcis-12445	81	3	,	,	PUNCT
fcis-12445	81	4	the	the	DET
fcis-12445	81	5	data	data	NOUN
fcis-12445	81	6	mode	mode	NOUN
fcis-12445	81	7	conforms	conform	VERB
fcis-12445	81	8	to	to	ADP
fcis-12445	81	9	the	the	DET
fcis-12445	81	10	representative	representative	ADJ
fcis-12445	81	11	meaning	meaning	NOUN
fcis-12445	81	12	:	:	PUNCT
fcis-12445	81	13	video	video	NOUN
fcis-12445	81	14	(	(	PUNCT
fcis-12445	81	15	v	v	NOUN
fcis-12445	81	16	)	)	PUNCT
fcis-12445	81	17	,	,	PUNCT
fcis-12445	81	18	physiological	physiological	ADJ
fcis-12445	81	19	signal	signal	NOUN
fcis-12445	81	20	(	(	PUNCT
fcis-12445	81	21	ps	ps	NOUN
fcis-12445	81	22	)	)	PUNCT
fcis-12445	81	23	,	,	PUNCT
fcis-12445	81	24	audio	audio	NOUN
fcis-12445	81	25	(	(	PUNCT
fcis-12445	81	26	a	a	NOUN
fcis-12445	81	27	)	)	PUNCT
fcis-12445	81	28	,	,	PUNCT
fcis-12445	81	29	text	text	NOUN
fcis-12445	81	30	(	(	PUNCT
fcis-12445	81	31	t	t	PROPN
fcis-12445	81	32	)	)	PUNCT
fcis-12445	81	33	,	,	PUNCT
fcis-12445	81	34	body	body	NOUN
fcis-12445	81	35	movement	movement	NOUN
fcis-12445	81	36	(	(	PUNCT
fcis-12445	81	37	bm	bm	PROPN
fcis-12445	81	38	)	)	PUNCT
fcis-12445	81	39	,	,	PUNCT
fcis-12445	81	40	facial	facial	ADJ
fcis-12445	81	41	movement	movement	NOUN
fcis-12445	81	42	(	(	PUNCT
fcis-12445	81	43	fm	fm	NOUN
fcis-12445	81	44	)	)	PUNCT
fcis-12445	81	45	,	,	PUNCT
fcis-12445	81	46	image	image	NOUN
fcis-12445	81	47	(	(	PUNCT
fcis-12445	81	48	i	i	NOUN
fcis-12445	81	49	)	)	PUNCT
fcis-12445	81	50	,	,	PUNCT
fcis-12445	81	51	electroencephalogram(e	electroencephalogram(e	NOUN
fcis-12445	81	52	)	)	PUNCT
fcis-12445	81	53	etc	etc	X
fcis-12445	81	54	.	.	X
fcis-12445	81	55	common	common	ADJ
fcis-12445	81	56	multimodal	multimodal	NOUN
fcis-12445	81	57	data	datum	NOUN
fcis-12445	81	58	sets	set	NOUN
fcis-12445	81	59	are	be	AUX
fcis-12445	81	60	shown	show	VERB
fcis-12445	81	61	in	in	ADP
fcis-12445	81	62	table	table	NOUN
fcis-12445	81	63	3	3	NUM
fcis-12445	81	64	.	.	PUNCT
fcis-12445	81	65	table	table	NOUN
fcis-12445	81	66	3	3	NUM
fcis-12445	81	67	.	.	PUNCT
fcis-12445	81	68	common	common	ADJ
fcis-12445	81	69	multimodal	multimodal	NOUN
fcis-12445	81	70	data	datum	NOUN
fcis-12445	81	71	sets	set	VERB
fcis-12445	81	72	dataset	dataset	NOUN
fcis-12445	81	73	modality	modality	NOUN
fcis-12445	81	74	dataset	dataset	NOUN
fcis-12445	81	75	access	access	NOUN
fcis-12445	81	76	sample	sample	NOUN
fcis-12445	81	77	distribution	distribution	NOUN
fcis-12445	81	78	expression	expression	NOUN
fcis-12445	81	79	category	category	NOUN
fcis-12445	81	80	v	v	NOUN
fcis-12445	81	81	,	,	PUNCT
fcis-12445	81	82	ps	ps	PROPN
fcis-12445	81	83	deap	deap	NOUN
fcis-12445	82	1	[	[	X
fcis-12445	82	2	32	32	NUM
fcis-12445	82	3	]	]	PUNCT
fcis-12445	82	4	laboratory	laboratory	NOUN
fcis-12445	82	5	shooting	shoot	VERB
fcis-12445	82	6	thirty	thirty	NUM
fcis-12445	82	7	-	-	PUNCT
fcis-12445	82	8	two	two	NUM
fcis-12445	82	9	test	test	NOUN
fcis-12445	82	10	subjects	subject	NOUN
fcis-12445	82	11	9	9	NUM
fcis-12445	82	12	v	v	NOUN
fcis-12445	82	13	,	,	PUNCT
fcis-12445	82	14	a	a	PRON
fcis-12445	82	15	,	,	PUNCT
fcis-12445	82	16	t	t	PROPN
fcis-12445	82	17	casia	casia	NOUN
fcis-12445	83	1	[	[	X
fcis-12445	83	2	33	33	NUM
fcis-12445	83	3	]	]	PUNCT
fcis-12445	83	4	talk	talk	NOUN
fcis-12445	83	5	show	show	NOUN
fcis-12445	83	6	collection	collection	NOUN
fcis-12445	83	7	9,600	9,600	NUM
fcis-12445	83	8	different	different	ADJ
fcis-12445	83	9	sound	sound	NOUN
fcis-12445	83	10	fragments	fragment	NOUN
fcis-12445	83	11	6	6	NUM
fcis-12445	83	12	v	v	NOUN
fcis-12445	83	13	,	,	PUNCT
fcis-12445	83	14	a	a	PRON
fcis-12445	83	15	,	,	PUNCT
fcis-12445	83	16	bm	bm	PROPN
fcis-12445	83	17	,	,	PUNCT
fcis-12445	83	18	fm	fm	PROPN
fcis-12445	83	19	,	,	PUNCT
fcis-12445	83	20	t	t	PROPN
fcis-12445	83	21	iemocap	iemocap	NOUN
fcis-12445	84	1	[	[	X
fcis-12445	84	2	34	34	NUM
fcis-12445	84	3	]	]	PUNCT
fcis-12445	84	4	laboratory	laboratory	NOUN
fcis-12445	84	5	shooting	shoot	VERB
fcis-12445	84	6	12	12	NUM
fcis-12445	84	7	hours	hour	NOUN
fcis-12445	84	8	of	of	ADP
fcis-12445	84	9	audio	audio	ADJ
fcis-12445	84	10	-	-	ADJ
fcis-12445	84	11	visual	visual	ADJ
fcis-12445	84	12	data	datum	NOUN
fcis-12445	84	13	category	category	NOUN
fcis-12445	84	14	+	+	CCONJ
fcis-12445	84	15	dimension	dimension	NOUN
fcis-12445	84	16	v	v	NOUN
fcis-12445	84	17	,	,	PUNCT
fcis-12445	84	18	a	a	DET
fcis-12445	84	19	savee	savee	NOUN
fcis-12445	84	20	[	[	X
fcis-12445	84	21	35	35	NUM
fcis-12445	84	22	]	]	PUNCT
fcis-12445	84	23	laboratory	laboratory	NOUN
fcis-12445	84	24	shooting	shooting	NOUN
fcis-12445	84	25	480	480	NUM
fcis-12445	84	26	recordings	recording	NOUN
fcis-12445	84	27	7	7	NUM
fcis-12445	84	28	t	t	NOUN
fcis-12445	84	29	,	,	PUNCT
fcis-12445	84	30	i	i	PRON
fcis-12445	84	31	,	,	PUNCT
fcis-12445	84	32	a	a	DET
fcis-12445	84	33	news	news	NOUN
fcis-12445	84	34	rover	rover	NOUN
fcis-12445	84	35	sentiment	sentiment	NOUN
fcis-12445	84	36	[	[	X
fcis-12445	84	37	36	36	NUM
fcis-12445	84	38	]	]	PUNCT
fcis-12445	84	39	news	news	NOUN
fcis-12445	84	40	video	video	NOUN
fcis-12445	84	41	capture	capture	NOUN
fcis-12445	84	42	929	929	NUM
fcis-12445	84	43	videos	video	NOUN
fcis-12445	84	44	3	3	NUM
fcis-12445	84	45	v	v	NOUN
fcis-12445	84	46	,	,	PUNCT
fcis-12445	84	47	bm	bm	PROPN
fcis-12445	84	48	,	,	PUNCT
fcis-12445	84	49	a	a	DET
fcis-12445	84	50	afew	afew	NOUN
fcis-12445	85	1	[	[	X
fcis-12445	85	2	37	37	NUM
fcis-12445	85	3	]	]	X
fcis-12445	85	4	natural	natural	ADJ
fcis-12445	85	5	environment	environment	NOUN
fcis-12445	85	6	recording	record	VERB
fcis-12445	85	7	1,809	1,809	NUM
fcis-12445	85	8	videos	video	NOUN
fcis-12445	85	9	7	7	NUM
fcis-12445	85	10	3.2	3.2	NUM
fcis-12445	85	11	.	.	PUNCT
fcis-12445	86	1	recognition	recognition	NOUN
fcis-12445	86	2	network	network	NOUN
fcis-12445	86	3	there	there	PRON
fcis-12445	86	4	are	be	VERB
fcis-12445	86	5	many	many	ADJ
fcis-12445	86	6	kinds	kind	NOUN
fcis-12445	86	7	of	of	ADP
fcis-12445	86	8	facial	facial	ADJ
fcis-12445	86	9	expression	expression	NOUN
fcis-12445	86	10	recognition	recognition	NOUN
fcis-12445	86	11	methods	method	NOUN
fcis-12445	86	12	based	base	VERB
fcis-12445	86	13	on	on	ADP
fcis-12445	86	14	multi	multi	ADJ
fcis-12445	86	15	-	-	ADJ
fcis-12445	86	16	mode	mode	NOUN
fcis-12445	86	17	,	,	PUNCT
fcis-12445	86	18	among	among	ADP
fcis-12445	86	19	which	which	PRON
fcis-12445	86	20	the	the	DET
fcis-12445	86	21	most	most	ADV
fcis-12445	86	22	important	important	ADJ
fcis-12445	86	23	is	be	AUX
fcis-12445	86	24	the	the	DET
fcis-12445	86	25	fusion	fusion	NOUN
fcis-12445	86	26	between	between	ADP
fcis-12445	86	27	modes	mode	NOUN
fcis-12445	86	28	,	,	PUNCT
fcis-12445	86	29	modal	modal	ADJ
fcis-12445	86	30	fusion	fusion	NOUN
fcis-12445	86	31	is	be	AUX
fcis-12445	86	32	divided	divide	VERB
fcis-12445	86	33	into	into	ADP
fcis-12445	86	34	three	three	NUM
fcis-12445	86	35	ways	way	NOUN
fcis-12445	86	36	:	:	PUNCT
fcis-12445	86	37	feature	feature	NOUN
fcis-12445	86	38	fusion	fusion	NOUN
fcis-12445	86	39	,	,	PUNCT
fcis-12445	86	40	decision	decision	NOUN
fcis-12445	86	41	fusion	fusion	NOUN
fcis-12445	86	42	and	and	CCONJ
fcis-12445	86	43	hybrid	hybrid	ADJ
fcis-12445	86	44	fusion	fusion	NOUN
fcis-12445	86	45	.	.	PUNCT
fcis-12445	87	1	effective	effective	ADJ
fcis-12445	87	2	multi	multi	ADJ
fcis-12445	87	3	-	-	ADJ
fcis-12445	87	4	modal	modal	ADJ
fcis-12445	87	5	fusion	fusion	NOUN
fcis-12445	87	6	can	can	AUX
fcis-12445	87	7	share	share	VERB
fcis-12445	87	8	and	and	CCONJ
fcis-12445	87	9	complement	complement	VERB
fcis-12445	87	10	information	information	NOUN
fcis-12445	87	11	between	between	ADP
fcis-12445	87	12	different	different	ADJ
fcis-12445	87	13	modes	mode	NOUN
fcis-12445	87	14	,	,	PUNCT
fcis-12445	87	15	and	and	CCONJ
fcis-12445	87	16	thus	thus	ADV
fcis-12445	87	17	improve	improve	VERB
fcis-12445	87	18	the	the	DET
fcis-12445	87	19	accuracy	accuracy	NOUN
fcis-12445	87	20	of	of	ADP
fcis-12445	87	21	single	single	ADJ
fcis-12445	87	22	mode	mode	NOUN
fcis-12445	87	23	recognition	recognition	NOUN
fcis-12445	87	24	.	.	PUNCT
fcis-12445	88	1	the	the	DET
fcis-12445	88	2	process	process	NOUN
fcis-12445	88	3	of	of	ADP
fcis-12445	88	4	feature	feature	NOUN
fcis-12445	88	5	fusion	fusion	NOUN
fcis-12445	88	6	is	be	AUX
fcis-12445	88	7	to	to	PART
fcis-12445	88	8	integrate	integrate	VERB
fcis-12445	88	9	the	the	DET
fcis-12445	88	10	corresponding	corresponding	ADJ
fcis-12445	88	11	features	feature	NOUN
fcis-12445	88	12	obtained	obtain	VERB
fcis-12445	88	13	from	from	ADP
fcis-12445	88	14	different	different	ADJ
fcis-12445	88	15	modal	modal	ADJ
fcis-12445	88	16	data	datum	NOUN
fcis-12445	88	17	through	through	ADP
fcis-12445	88	18	feature	feature	NOUN
fcis-12445	88	19	extraction	extraction	NOUN
fcis-12445	88	20	.	.	PUNCT
fcis-12445	89	1	this	this	DET
fcis-12445	89	2	method	method	NOUN
fcis-12445	89	3	can	can	AUX
fcis-12445	89	4	effectively	effectively	ADV
fcis-12445	89	5	learn	learn	VERB
fcis-12445	89	6	the	the	DET
fcis-12445	89	7	correlation	correlation	NOUN
fcis-12445	89	8	and	and	CCONJ
fcis-12445	89	9	complementarity	complementarity	NOUN
fcis-12445	89	10	between	between	ADP
fcis-12445	89	11	different	different	ADJ
fcis-12445	89	12	modal	modal	ADJ
fcis-12445	89	13	features	feature	NOUN
fcis-12445	89	14	.	.	PUNCT
fcis-12445	90	1	decision	decision	NOUN
fcis-12445	90	2	fusion	fusion	NOUN
fcis-12445	90	3	is	be	AUX
fcis-12445	90	4	to	to	PART
fcis-12445	90	5	use	use	VERB
fcis-12445	90	6	the	the	DET
fcis-12445	90	7	output	output	NOUN
fcis-12445	90	8	data	datum	NOUN
fcis-12445	90	9	obtained	obtain	VERB
fcis-12445	90	10	after	after	ADP
fcis-12445	90	11	the	the	DET
fcis-12445	90	12	deep	deep	ADJ
fcis-12445	90	13	learning	learning	NOUN
fcis-12445	90	14	model	model	NOUN
fcis-12445	90	15	is	be	AUX
fcis-12445	90	16	trained	train	VERB
fcis-12445	90	17	on	on	ADP
fcis-12445	90	18	different	different	ADJ
fcis-12445	90	19	modal	modal	NOUN
fcis-12445	90	20	features	feature	NOUN
fcis-12445	90	21	as	as	ADP
fcis-12445	90	22	the	the	DET
fcis-12445	90	23	input	input	NOUN
fcis-12445	90	24	of	of	ADP
fcis-12445	90	25	the	the	DET
fcis-12445	90	26	regression	regression	NOUN
fcis-12445	90	27	model	model	NOUN
fcis-12445	90	28	in	in	ADP
fcis-12445	90	29	the	the	DET
fcis-12445	90	30	next	next	ADJ
fcis-12445	90	31	stage	stage	NOUN
fcis-12445	90	32	.	.	PUNCT
fcis-12445	91	1	hybrid	hybrid	ADJ
fcis-12445	91	2	fusion	fusion	NOUN
fcis-12445	91	3	is	be	AUX
fcis-12445	91	4	a	a	DET
fcis-12445	91	5	combination	combination	NOUN
fcis-12445	91	6	of	of	ADP
fcis-12445	91	7	feature	feature	NOUN
fcis-12445	91	8	-	-	PUNCT
fcis-12445	91	9	level	level	NOUN
fcis-12445	91	10	fusion	fusion	NOUN
fcis-12445	91	11	and	and	CCONJ
fcis-12445	91	12	decision	decision	NOUN
fcis-12445	91	13	-	-	PUNCT
fcis-12445	91	14	level	level	NOUN
fcis-12445	91	15	fusion	fusion	NOUN
fcis-12445	91	16	.	.	PUNCT
fcis-12445	92	1	the	the	DET
fcis-12445	92	2	network	network	NOUN
fcis-12445	92	3	model	model	NOUN
fcis-12445	92	4	is	be	AUX
fcis-12445	92	5	very	very	ADV
fcis-12445	92	6	difficult	difficult	ADJ
fcis-12445	92	7	.	.	PUNCT
fcis-12445	93	1	although	although	SCONJ
fcis-12445	93	2	it	it	PRON
fcis-12445	93	3	combines	combine	VERB
fcis-12445	93	4	the	the	DET
fcis-12445	93	5	advantages	advantage	NOUN
fcis-12445	93	6	of	of	ADP
fcis-12445	93	7	feature	feature	NOUN
fcis-12445	93	8	fusion	fusion	NOUN
fcis-12445	93	9	and	and	CCONJ
fcis-12445	93	10	decision	decision	NOUN
fcis-12445	93	11	fusion	fusion	NOUN
fcis-12445	93	12	,	,	PUNCT
fcis-12445	93	13	it	it	PRON
fcis-12445	93	14	is	be	AUX
fcis-12445	93	15	relatively	relatively	ADV
fcis-12445	93	16	poor	poor	ADJ
fcis-12445	93	17	in	in	ADP
fcis-12445	93	18	practical	practical	ADJ
fcis-12445	93	19	application	application	NOUN
fcis-12445	93	20	.	.	PUNCT
fcis-12445	94	1	table	table	NOUN
fcis-12445	94	2	4	4	NUM
fcis-12445	94	3	.	.	PUNCT
fcis-12445	95	1	the	the	DET
fcis-12445	95	2	multimodal	multimodal	ADJ
fcis-12445	95	3	facial	facial	ADJ
fcis-12445	95	4	expression	expression	NOUN
fcis-12445	95	5	recognition	recognition	NOUN
fcis-12445	95	6	method	method	NOUN
fcis-12445	95	7	dataset	dataset	NOUN
fcis-12445	95	8	modality	modality	NOUN
fcis-12445	95	9	network	network	NOUN
fcis-12445	95	10	model	model	NOUN
fcis-12445	95	11	reference	reference	NOUN
fcis-12445	95	12	v+a	v+a	PRON
fcis-12445	95	13	lbp+	lbp+	ADJ
fcis-12445	95	14	random	random	ADJ
fcis-12445	95	15	forest	forest	NOUN
fcis-12445	95	16	model	model	NOUN
fcis-12445	96	1	[	[	X
fcis-12445	96	2	38	38	NUM
fcis-12445	96	3	]	]	X
fcis-12445	96	4	vggnet-19	vggnet-19	PROPN
fcis-12445	97	1	[	[	X
fcis-12445	97	2	39	39	NUM
fcis-12445	97	3	]	]	PUNCT
fcis-12445	97	4	deep	deep	ADJ
fcis-12445	97	5	learning	learning	NOUN
fcis-12445	97	6	algorithm	algorithm	PROPN
fcis-12445	98	1	+	+	NOUN
fcis-12445	99	1	gabor	gabor	NOUN
fcis-12445	99	2	[	[	X
fcis-12445	99	3	40	40	NUM
fcis-12445	99	4	]	]	SYM
fcis-12445	99	5	v+e	v+e	PROPN
fcis-12445	99	6	histogram	histogram	NOUN
fcis-12445	99	7	equalization	equalization	NOUN
fcis-12445	99	8	+	+	NOUN
fcis-12445	99	9	lbp	lbp	NOUN
fcis-12445	99	10	[	[	X
fcis-12445	99	11	41	41	NUM
fcis-12445	99	12	]	]	X
fcis-12445	99	13	bcn	bcn	PROPN
fcis-12445	100	1	[	[	X
fcis-12445	100	2	42	42	NUM
fcis-12445	100	3	]	]	SYM
fcis-12445	100	4	rgb+3d(i	rgb+3d(i	NOUN
fcis-12445	100	5	)	)	PUNCT
fcis-12445	100	6	dfdn	dfdn	NOUN
fcis-12445	101	1	[	[	X
fcis-12445	101	2	43	43	NUM
fcis-12445	101	3	]	]	PUNCT
fcis-12445	101	4	the	the	DET
fcis-12445	101	5	current	current	ADJ
fcis-12445	101	6	facial	facial	ADJ
fcis-12445	101	7	expression	expression	NOUN
fcis-12445	101	8	recognition	recognition	NOUN
fcis-12445	101	9	methods	method	NOUN
fcis-12445	101	10	applied	apply	VERB
fcis-12445	101	11	in	in	ADP
fcis-12445	101	12	bimodal	bimodal	NOUN
fcis-12445	101	13	and	and	CCONJ
fcis-12445	101	14	multi	multi	ADJ
fcis-12445	101	15	-	-	ADJ
fcis-12445	101	16	modal	modal	ADJ
fcis-12445	101	17	are	be	AUX
fcis-12445	101	18	summarized	summarize	VERB
fcis-12445	101	19	as	as	SCONJ
fcis-12445	101	20	follows	follow	VERB
fcis-12445	101	21	.	.	PUNCT
fcis-12445	102	1	there	there	PRON
fcis-12445	102	2	are	be	VERB
fcis-12445	102	3	many	many	ADJ
fcis-12445	102	4	methods	method	NOUN
fcis-12445	102	5	also	also	ADV
fcis-12445	102	6	studying	study	VERB
fcis-12445	102	7	multi	multi	ADJ
fcis-12445	102	8	-	-	ADJ
fcis-12445	102	9	modal	modal	ADJ
fcis-12445	102	10	facial	facial	ADJ
fcis-12445	102	11	expression	expression	NOUN
fcis-12445	102	12	recognition	recognition	NOUN
fcis-12445	102	13	.	.	PUNCT
fcis-12445	103	1	in	in	ADP
fcis-12445	103	2	this	this	DET
fcis-12445	103	3	field	field	NOUN
fcis-12445	103	4	,	,	PUNCT
fcis-12445	103	5	multi	multi	ADJ
fcis-12445	103	6	-	-	ADJ
fcis-12445	103	7	modal	modal	ADJ
fcis-12445	103	8	recognition	recognition	NOUN
fcis-12445	103	9	is	be	AUX
fcis-12445	103	10	challenging	challenging	ADJ
fcis-12445	103	11	and	and	CCONJ
fcis-12445	103	12	innovative	innovative	ADJ
fcis-12445	103	13	,	,	PUNCT
fcis-12445	103	14	and	and	CCONJ
fcis-12445	103	15	it	it	PRON
fcis-12445	103	16	will	will	AUX
fcis-12445	103	17	be	be	AUX
fcis-12445	103	18	widely	widely	ADV
fcis-12445	103	19	used	use	VERB
fcis-12445	103	20	in	in	ADP
fcis-12445	103	21	the	the	DET
fcis-12445	103	22	future	future	NOUN
fcis-12445	103	23	.	.	PUNCT
fcis-12445	104	1	the	the	DET
fcis-12445	104	2	multimodal	multimodal	ADJ
fcis-12445	104	3	facial	facial	ADJ
fcis-12445	104	4	expression	expression	NOUN
fcis-12445	104	5	recognition	recognition	NOUN
fcis-12445	104	6	method	method	NOUN
fcis-12445	104	7	is	be	AUX
fcis-12445	104	8	shown	show	VERB
fcis-12445	104	9	in	in	ADP
fcis-12445	104	10	table	table	NOUN
fcis-12445	104	11	4	4	NUM
fcis-12445	104	12	.	.	NOUN
fcis-12445	105	1	4	4	NUM
fcis-12445	105	2	.	.	X
fcis-12445	105	3	conclusion	conclusion	NOUN
fcis-12445	105	4	with	with	ADP
fcis-12445	105	5	the	the	DET
fcis-12445	105	6	continuous	continuous	ADJ
fcis-12445	105	7	improvement	improvement	NOUN
fcis-12445	105	8	of	of	ADP
fcis-12445	105	9	computer	computer	NOUN
fcis-12445	105	10	processing	processing	NOUN
fcis-12445	105	11	power	power	NOUN
fcis-12445	105	12	,	,	PUNCT
fcis-12445	105	13	deep	deep	ADJ
fcis-12445	105	14	learning	learning	NOUN
fcis-12445	105	15	network	network	NOUN
fcis-12445	105	16	and	and	CCONJ
fcis-12445	105	17	fusion	fusion	NOUN
fcis-12445	105	18	algorithm	algorithm	NOUN
fcis-12445	105	19	,	,	PUNCT
fcis-12445	105	20	expression	expression	NOUN
fcis-12445	105	21	recognition	recognition	NOUN
fcis-12445	105	22	based	base	VERB
fcis-12445	105	23	on	on	ADP
fcis-12445	105	24	multi	multi	ADJ
fcis-12445	105	25	-	-	ADJ
fcis-12445	105	26	modal	modal	ADJ
fcis-12445	105	27	data	datum	NOUN
fcis-12445	105	28	will	will	AUX
fcis-12445	105	29	be	be	AUX
fcis-12445	105	30	rapidly	rapidly	ADV
fcis-12445	105	31	developed	develop	VERB
fcis-12445	105	32	,	,	PUNCT
fcis-12445	105	33	but	but	CCONJ
fcis-12445	105	34	there	there	PRON
fcis-12445	105	35	are	be	VERB
fcis-12445	105	36	still	still	ADV
fcis-12445	105	37	some	some	DET
fcis-12445	105	38	shortcomings	shortcoming	NOUN
fcis-12445	105	39	in	in	ADP
fcis-12445	105	40	the	the	DET
fcis-12445	105	41	progress	progress	NOUN
fcis-12445	105	42	,	,	PUNCT
fcis-12445	105	43	such	such	ADJ
fcis-12445	105	44	as	as	ADP
fcis-12445	105	45	:	:	PUNCT
fcis-12445	105	46	(	(	PUNCT
fcis-12445	105	47	1	1	X
fcis-12445	105	48	)	)	PUNCT
fcis-12445	105	49	the	the	DET
fcis-12445	105	50	multi	multi	ADJ
fcis-12445	105	51	-	-	ADJ
fcis-12445	105	52	modal	modal	ADJ
fcis-12445	105	53	facial	facial	ADJ
fcis-12445	105	54	expression	expression	NOUN
fcis-12445	105	55	data	datum	NOUN
fcis-12445	105	56	set	set	VERB
fcis-12445	105	57	is	be	AUX
fcis-12445	105	58	seriously	seriously	ADV
fcis-12445	105	59	insufficient	insufficient	ADJ
fcis-12445	105	60	,	,	PUNCT
fcis-12445	105	61	and	and	CCONJ
fcis-12445	105	62	the	the	DET
fcis-12445	105	63	distribution	distribution	NOUN
fcis-12445	105	64	of	of	ADP
fcis-12445	105	65	data	datum	NOUN
fcis-12445	105	66	categories	category	NOUN
fcis-12445	105	67	is	be	AUX
fcis-12445	105	68	unbalanced	unbalanced	ADJ
fcis-12445	105	69	.	.	PUNCT
fcis-12445	106	1	at	at	ADP
fcis-12445	106	2	present	present	ADJ
fcis-12445	106	3	,	,	PUNCT
fcis-12445	106	4	the	the	DET
fcis-12445	106	5	data	datum	NOUN
fcis-12445	106	6	of	of	ADP
fcis-12445	106	7	each	each	DET
fcis-12445	106	8	expression	expression	NOUN
fcis-12445	106	9	in	in	ADP
fcis-12445	106	10	the	the	DET
fcis-12445	106	11	existing	exist	VERB
fcis-12445	106	12	expression	expression	NOUN
fcis-12445	106	13	database	database	NOUN
fcis-12445	106	14	is	be	AUX
fcis-12445	106	15	relatively	relatively	ADV
fcis-12445	106	16	small	small	ADJ
fcis-12445	106	17	,	,	PUNCT
fcis-12445	106	18	and	and	CCONJ
fcis-12445	106	19	they	they	PRON
fcis-12445	106	20	are	be	AUX
fcis-12445	106	21	very	very	ADV
fcis-12445	106	22	deliberate	deliberate	ADJ
fcis-12445	106	23	,	,	PUNCT
fcis-12445	106	24	and	and	CCONJ
fcis-12445	106	25	the	the	DET
fcis-12445	106	26	expression	expression	NOUN
fcis-12445	106	27	is	be	AUX
fcis-12445	106	28	not	not	PART
fcis-12445	106	29	natural	natural	ADJ
fcis-12445	106	30	,	,	PUNCT
fcis-12445	106	31	there	there	PRON
fcis-12445	106	32	are	be	VERB
fcis-12445	106	33	certain	certain	ADJ
fcis-12445	106	34	differences	difference	NOUN
fcis-12445	106	35	with	with	ADP
fcis-12445	106	36	the	the	DET
fcis-12445	106	37	expression	expression	NOUN
fcis-12445	106	38	in	in	ADP
fcis-12445	106	39	the	the	DET
fcis-12445	106	40	natural	natural	ADJ
fcis-12445	106	41	situation	situation	NOUN
fcis-12445	106	42	,	,	PUNCT
fcis-12445	106	43	it	it	PRON
fcis-12445	106	44	is	be	AUX
fcis-12445	106	45	difficult	difficult	ADJ
fcis-12445	106	46	to	to	PART
fcis-12445	106	47	become	become	VERB
fcis-12445	106	48	a	a	DET
fcis-12445	106	49	very	very	ADV
fcis-12445	106	50	accurate	accurate	ADJ
fcis-12445	106	51	and	and	CCONJ
fcis-12445	106	52	effective	effective	ADJ
fcis-12445	106	53	data	datum	NOUN
fcis-12445	106	54	,	,	PUNCT
fcis-12445	106	55	and	and	CCONJ
fcis-12445	106	56	the	the	DET
fcis-12445	106	57	dynamic	dynamic	ADJ
fcis-12445	106	58	sequence	sequence	NOUN
fcis-12445	106	59	image	image	NOUN
fcis-12445	106	60	is	be	AUX
fcis-12445	106	61	seriously	seriously	ADV
fcis-12445	106	62	lacking	lack	VERB
fcis-12445	106	63	.	.	PUNCT
fcis-12445	107	1	category	category	NOUN
fcis-12445	107	2	distribution	distribution	NOUN
fcis-12445	107	3	happy	happy	ADJ
fcis-12445	107	4	,	,	PUNCT
fcis-12445	107	5	happy	happy	ADJ
fcis-12445	107	6	recognition	recognition	NOUN
fcis-12445	107	7	rate	rate	NOUN
fcis-12445	107	8	is	be	AUX
fcis-12445	107	9	high	high	ADJ
fcis-12445	107	10	,	,	PUNCT
fcis-12445	107	11	anger	anger	NOUN
fcis-12445	107	12	,	,	PUNCT
fcis-12445	107	13	contempt	contempt	NOUN
fcis-12445	107	14	recognition	recognition	NOUN
fcis-12445	107	15	rate	rate	NOUN
fcis-12445	107	16	is	be	AUX
fcis-12445	107	17	low	low	ADJ
fcis-12445	107	18	.	.	PUNCT
fcis-12445	108	1	(	(	PUNCT
fcis-12445	108	2	2	2	X
fcis-12445	108	3	)	)	PUNCT
fcis-12445	108	4	research	research	NOUN
fcis-12445	108	5	sites	site	NOUN
fcis-12445	108	6	are	be	AUX
fcis-12445	108	7	mostly	mostly	ADV
fcis-12445	108	8	laboratories	laboratory	NOUN
fcis-12445	108	9	,	,	PUNCT
fcis-12445	108	10	lacking	lack	VERB
fcis-12445	108	11	training	training	NOUN
fcis-12445	108	12	in	in	ADP
fcis-12445	108	13	real	real	ADJ
fcis-12445	108	14	situations	situation	NOUN
fcis-12445	108	15	.	.	PUNCT
fcis-12445	109	1	most	most	ADJ
fcis-12445	109	2	of	of	ADP
fcis-12445	109	3	the	the	DET
fcis-12445	109	4	research	research	NOUN
fcis-12445	109	5	on	on	ADP
fcis-12445	109	6	expression	expression	NOUN
fcis-12445	109	7	recognition	recognition	NOUN
fcis-12445	109	8	is	be	AUX
fcis-12445	109	9	carried	carry	VERB
fcis-12445	109	10	out	out	ADP
fcis-12445	109	11	under	under	ADP
fcis-12445	109	12	ideal	ideal	ADJ
fcis-12445	109	13	conditions	condition	NOUN
fcis-12445	109	14	.	.	PUNCT
fcis-12445	110	1	however	however	ADV
fcis-12445	110	2	,	,	PUNCT
fcis-12445	110	3	due	due	ADP
fcis-12445	110	4	to	to	ADP
fcis-12445	110	5	the	the	DET
fcis-12445	110	6	natural	natural	ADJ
fcis-12445	110	7	environment	environment	NOUN
fcis-12445	110	8	will	will	AUX
fcis-12445	110	9	block	block	VERB
fcis-12445	110	10	objects	object	NOUN
fcis-12445	110	11	,	,	PUNCT
fcis-12445	110	12	block	block	NOUN
fcis-12445	110	13	faces	face	NOUN
fcis-12445	110	14	,	,	PUNCT
fcis-12445	110	15	different	different	ADJ
fcis-12445	110	16	brightness	brightness	NOUN
fcis-12445	110	17	at	at	ADP
fcis-12445	110	18	different	different	ADJ
fcis-12445	110	19	times	time	NOUN
fcis-12445	110	20	,	,	PUNCT
fcis-12445	110	21	and	and	CCONJ
fcis-12445	110	22	other	other	ADJ
fcis-12445	110	23	circumstances	circumstance	NOUN
fcis-12445	110	24	such	such	ADJ
fcis-12445	110	25	as	as	ADP
fcis-12445	110	26	the	the	DET
fcis-12445	110	27	surrounding	surround	VERB
fcis-12445	110	28	environment	environment	NOUN
fcis-12445	110	29	,	,	PUNCT
fcis-12445	110	30	will	will	AUX
fcis-12445	110	31	have	have	VERB
fcis-12445	110	32	a	a	DET
fcis-12445	110	33	greater	great	ADJ
fcis-12445	110	34	impact	impact	NOUN
fcis-12445	110	35	on	on	ADP
fcis-12445	110	36	the	the	DET
fcis-12445	110	37	facial	facial	ADJ
fcis-12445	110	38	expression	expression	NOUN
fcis-12445	110	39	recognition	recognition	NOUN
fcis-12445	110	40	results	result	VERB
fcis-12445	110	41	,	,	PUNCT
fcis-12445	110	42	and	and	CCONJ
fcis-12445	110	43	eventually	eventually	ADV
fcis-12445	110	44	lead	lead	VERB
fcis-12445	110	45	to	to	ADP
fcis-12445	110	46	the	the	DET
fcis-12445	110	47	actual	actual	ADJ
fcis-12445	110	48	results	result	NOUN
fcis-12445	110	49	and	and	CCONJ
fcis-12445	110	50	experimental	experimental	ADJ
fcis-12445	110	51	results	result	NOUN
fcis-12445	110	52	are	be	AUX
fcis-12445	110	53	different	different	ADJ
fcis-12445	110	54	.	.	PUNCT
fcis-12445	111	1	(	(	PUNCT
fcis-12445	111	2	3	3	X
fcis-12445	111	3	)	)	PUNCT
fcis-12445	111	4	there	there	PRON
fcis-12445	111	5	are	be	VERB
fcis-12445	111	6	differences	difference	NOUN
fcis-12445	111	7	in	in	ADP
fcis-12445	111	8	the	the	DET
fcis-12445	111	9	faces	face	NOUN
fcis-12445	111	10	of	of	ADP
fcis-12445	111	11	different	different	ADJ
fcis-12445	111	12	races	race	NOUN
fcis-12445	111	13	.	.	PUNCT
fcis-12445	112	1	because	because	SCONJ
fcis-12445	112	2	each	each	DET
fcis-12445	112	3	person	person	NOUN
fcis-12445	112	4	's	's	PART
fcis-12445	112	5	nationality	nationality	NOUN
fcis-12445	112	6	,	,	PUNCT
fcis-12445	112	7	age	age	NOUN
fcis-12445	112	8	,	,	PUNCT
fcis-12445	112	9	growth	growth	NOUN
fcis-12445	112	10	conditions	condition	NOUN
fcis-12445	112	11	and	and	CCONJ
fcis-12445	112	12	other	other	ADJ
fcis-12445	112	13	factors	factor	NOUN
fcis-12445	112	14	will	will	AUX
fcis-12445	112	15	affect	affect	VERB
fcis-12445	112	16	the	the	DET
fcis-12445	112	17	correctness	correctness	NOUN
fcis-12445	112	18	of	of	ADP
fcis-12445	112	19	the	the	DET
fcis-12445	112	20	identification	identification	NOUN
fcis-12445	112	21	.	.	PUNCT
fcis-12445	113	1	and	and	CCONJ
fcis-12445	113	2	there	there	PRON
fcis-12445	113	3	are	be	VERB
fcis-12445	113	4	differences	difference	NOUN
fcis-12445	113	5	in	in	ADP
fcis-12445	113	6	the	the	DET
fcis-12445	113	7	habits	habit	NOUN
fcis-12445	113	8	of	of	ADP
fcis-12445	113	9	people	people	NOUN
fcis-12445	113	10	of	of	ADP
fcis-12445	113	11	different	different	ADJ
fcis-12445	113	12	races	race	NOUN
fcis-12445	113	13	,	,	PUNCT
fcis-12445	113	14	which	which	PRON
fcis-12445	113	15	makes	make	VERB
fcis-12445	113	16	it	it	PRON
fcis-12445	113	17	difficult	difficult	ADJ
fcis-12445	113	18	to	to	PART
fcis-12445	113	19	use	use	VERB
fcis-12445	113	20	a	a	DET
fcis-12445	113	21	unified	unified	ADJ
fcis-12445	113	22	model	model	NOUN
fcis-12445	113	23	to	to	PART
fcis-12445	113	24	classify	classify	VERB
fcis-12445	113	25	faces	face	NOUN
fcis-12445	113	26	,	,	PUNCT
fcis-12445	113	27	increasing	increase	VERB
fcis-12445	113	28	the	the	DET
fcis-12445	113	29	difficulty	difficulty	NOUN
fcis-12445	113	30	of	of	ADP
fcis-12445	113	31	recognition	recognition	NOUN
fcis-12445	113	32	.	.	PUNCT
fcis-12445	114	1	(	(	PUNCT
fcis-12445	114	2	4	4	X
fcis-12445	114	3	)	)	PUNCT
fcis-12445	114	4	there	there	PRON
fcis-12445	114	5	are	be	VERB
fcis-12445	114	6	still	still	ADV
fcis-12445	114	7	problems	problem	NOUN
fcis-12445	114	8	in	in	ADP
fcis-12445	114	9	the	the	DET
fcis-12445	114	10	optimization	optimization	NOUN
fcis-12445	114	11	of	of	ADP
fcis-12445	114	12	effective	effective	ADJ
fcis-12445	114	13	fusion	fusion	NOUN
fcis-12445	114	14	methods	method	NOUN
fcis-12445	114	15	between	between	ADP
fcis-12445	114	16	modes	mode	NOUN
fcis-12445	114	17	.	.	PUNCT
fcis-12445	115	1	can	can	AUX
fcis-12445	115	2	not	not	PART
fcis-12445	115	3	integrate	integrate	VERB
fcis-12445	115	4	the	the	DET
fcis-12445	115	5	59	59	NUM
fcis-12445	115	6	information	information	NOUN
fcis-12445	115	7	between	between	ADP
fcis-12445	115	8	multiple	multiple	ADJ
fcis-12445	115	9	modes	mode	NOUN
fcis-12445	115	10	well	well	ADV
fcis-12445	115	11	,	,	PUNCT
fcis-12445	115	12	multi	multi	ADJ
fcis-12445	115	13	-	-	NOUN
fcis-12445	115	14	angle	angle	ADJ
fcis-12445	115	15	,	,	PUNCT
fcis-12445	115	16	multifaceted	multifaceted	ADJ
fcis-12445	115	17	analysis	analysis	NOUN
fcis-12445	115	18	of	of	ADP
fcis-12445	115	19	the	the	DET
fcis-12445	115	20	facial	facial	ADJ
fcis-12445	115	21	expression	expression	NOUN
fcis-12445	115	22	at	at	ADP
fcis-12445	115	23	this	this	DET
fcis-12445	115	24	time	time	NOUN
fcis-12445	115	25	closer	close	ADV
fcis-12445	115	26	to	to	ADP
fcis-12445	115	27	which	which	PRON
fcis-12445	115	28	category	category	NOUN
fcis-12445	115	29	acknowledgments	acknowledgment	NOUN
fcis-12445	115	30	i	i	PRON
fcis-12445	115	31	would	would	AUX
fcis-12445	115	32	like	like	VERB
fcis-12445	115	33	to	to	PART
fcis-12445	115	34	thank	thank	VERB
fcis-12445	115	35	the	the	DET
fcis-12445	115	36	school	school	NOUN
fcis-12445	115	37	and	and	CCONJ
fcis-12445	115	38	my	my	PRON
fcis-12445	115	39	tutor	tutor	NOUN
fcis-12445	115	40	for	for	ADP
fcis-12445	115	41	their	their	PRON
fcis-12445	115	42	guidance	guidance	NOUN
fcis-12445	115	43	and	and	CCONJ
fcis-12445	115	44	training	training	NOUN
fcis-12445	115	45	of	of	ADP
fcis-12445	115	46	my	my	PRON
fcis-12445	115	47	research	research	NOUN
fcis-12445	115	48	,	,	PUNCT
fcis-12445	115	49	and	and	CCONJ
fcis-12445	115	50	the	the	DET
fcis-12445	115	51	anonymous	anonymous	ADJ
fcis-12445	115	52	reviewers	reviewer	NOUN
fcis-12445	115	53	for	for	ADP
fcis-12445	115	54	their	their	PRON
fcis-12445	115	55	review	review	NOUN
fcis-12445	115	56	of	of	ADP
fcis-12445	115	57	this	this	DET
fcis-12445	115	58	paper	paper	NOUN
fcis-12445	115	59	.	.	PUNCT
fcis-12445	116	1	references	reference	NOUN
fcis-12445	116	2	[	[	X
fcis-12445	116	3	1	1	NUM
fcis-12445	116	4	]	]	X
fcis-12445	116	5	darwin	darwin	PROPN
fcis-12445	116	6	c.	c.	PROPN
fcis-12445	116	7	the	the	DET
fcis-12445	116	8	expression	expression	NOUN
fcis-12445	116	9	of	of	ADP
fcis-12445	116	10	the	the	DET
fcis-12445	116	11	emotions	emotion	NOUN
fcis-12445	116	12	in	in	ADP
fcis-12445	116	13	man	man	NOUN
fcis-12445	116	14	and	and	CCONJ
fcis-12445	116	15	animals[m]//the	animals[m]//the	ADJ
fcis-12445	116	16	expression	expression	NOUN
fcis-12445	116	17	of	of	ADP
fcis-12445	116	18	the	the	DET
fcis-12445	116	19	emotions	emotion	NOUN
fcis-12445	116	20	in	in	ADP
fcis-12445	116	21	man	man	NOUN
fcis-12445	116	22	and	and	CCONJ
fcis-12445	116	23	animals	animal	NOUN
fcis-12445	116	24	.	.	PUNCT
fcis-12445	117	1	university	university	NOUN
fcis-12445	117	2	of	of	ADP
fcis-12445	117	3	chicago	chicago	PROPN
fcis-12445	117	4	press	press	NOUN
fcis-12445	117	5	,	,	PUNCT
fcis-12445	117	6	2015	2015	NUM
fcis-12445	117	7	.	.	PUNCT
fcis-12445	118	1	[	[	X
fcis-12445	118	2	2	2	NUM
fcis-12445	118	3	]	]	PUNCT
fcis-12445	118	4	ekman	ekman	NOUN
fcis-12445	118	5	p	p	PROPN
fcis-12445	118	6	,	,	PUNCT
fcis-12445	118	7	friesen	friesen	PROPN
fcis-12445	118	8	w	w	PROPN
fcis-12445	118	9	v	v	PROPN
fcis-12445	118	10	.	.	PUNCT
fcis-12445	119	1	facial	facial	ADJ
fcis-12445	119	2	action	action	NOUN
fcis-12445	119	3	coding	code	VERB
fcis-12445	119	4	system	system	NOUN
fcis-12445	119	5	:	:	PUNCT
fcis-12445	119	6	a	a	DET
fcis-12445	119	7	technique	technique	NOUN
fcis-12445	119	8	for	for	ADP
fcis-12445	119	9	the	the	DET
fcis-12445	119	10	measurement	measurement	NOUN
fcis-12445	119	11	of	of	ADP
fcis-12445	119	12	facial	facial	ADJ
fcis-12445	119	13	movement[j	movement[j	NOUN
fcis-12445	119	14	]	]	PUNCT
fcis-12445	119	15	.	.	PUNCT
fcis-12445	120	1	a	a	DET
fcis-12445	120	2	technique	technique	NOUN
fcis-12445	120	3	for	for	ADP
fcis-12445	120	4	the	the	DET
fcis-12445	120	5	measurement	measurement	NOUN
fcis-12445	120	6	of	of	ADP
fcis-12445	120	7	facial	facial	ADJ
fcis-12445	120	8	action	action	NOUN
fcis-12445	120	9	,	,	PUNCT
fcis-12445	120	10	1978	1978	NUM
fcis-12445	120	11	.	.	PUNCT
fcis-12445	121	1	[	[	X
fcis-12445	121	2	3	3	X
fcis-12445	121	3	]	]	X
fcis-12445	121	4	han	han	PROPN
fcis-12445	121	5	w	w	PROPN
fcis-12445	121	6	,	,	PUNCT
fcis-12445	121	7	chen	chen	PROPN
fcis-12445	121	8	h	h	PROPN
fcis-12445	121	9	,	,	PUNCT
fcis-12445	121	10	gelbukh	gelbukh	PROPN
fcis-12445	121	11	a	a	PRON
fcis-12445	121	12	,	,	PUNCT
fcis-12445	121	13	et	et	PROPN
fcis-12445	121	14	al.bi	al.bi	PROPN
fcis-12445	121	15	-	-	PUNCT
fcis-12445	121	16	bimodal	bimodal	NOUN
fcis-12445	121	17	modality	modality	NOUN
fcis-12445	121	18	fusion	fusion	NOUN
fcis-12445	121	19	for	for	ADP
fcis-12445	121	20	correlation	correlation	NOUN
fcis-12445	121	21	-	-	PUNCT
fcis-12445	121	22	controlled	control	VERB
fcis-12445	121	23	multimodal	multimodal	NOUN
fcis-12445	121	24	sentiment	sentiment	NOUN
fcis-12445	121	25	analysis	analysis	NOUN
fcis-12445	121	26	[	[	X
fcis-12445	121	27	c	c	X
fcis-12445	121	28	]	]	PUNCT
fcis-12445	121	29	.	.	PUNCT
fcis-12445	122	1	proc.of	proc.of	PROPN
fcis-12445	122	2	the	the	DET
fcis-12445	122	3	2021	2021	NUM
fcis-12445	122	4	international	international	ADJ
fcis-12445	122	5	conference	conference	NOUN
fcis-12445	122	6	on	on	ADP
fcis-12445	122	7	multimodal	multimodal	NOUN
fcis-12445	122	8	interaction.2021.6	interaction.2021.6	NOUN
fcis-12445	122	9	-	-	SYM
fcis-12445	122	10	15	15	NUM
fcis-12445	122	11	.	.	PUNCT
fcis-12445	123	1	[	[	X
fcis-12445	123	2	4	4	X
fcis-12445	123	3	]	]	X
fcis-12445	123	4	cai	cai	PROPN
fcis-12445	123	5	l	l	PROPN
fcis-12445	123	6	,	,	PUNCT
fcis-12445	123	7	dong	dong	PROPN
fcis-12445	123	8	j	j	PROPN
fcis-12445	123	9	,	,	PUNCT
fcis-12445	123	10	wei	wei	PROPN
fcis-12445	123	11	m.	m.	PROPN
fcis-12445	123	12	multi	multi	ADJ
fcis-12445	123	13	-	-	ADJ
fcis-12445	123	14	modal	modal	ADJ
fcis-12445	123	15	emotion	emotion	NOUN
fcis-12445	123	16	recognition	recognition	NOUN
fcis-12445	123	17	from	from	ADP
fcis-12445	123	18	speech	speech	NOUN
fcis-12445	123	19	and	and	CCONJ
fcis-12445	123	20	facial	facial	ADJ
fcis-12445	123	21	expression	expression	NOUN
fcis-12445	123	22	based	base	VERB
fcis-12445	123	23	on	on	ADP
fcis-12445	123	24	deep	deep	ADJ
fcis-12445	123	25	learning[c].proc	learning[c].proc	NOUN
fcis-12445	123	26	.	.	PUNCT
fcis-12445	124	1	of	of	ADP
fcis-12445	124	2	the	the	DET
fcis-12445	124	3	chinese	chinese	ADJ
fcis-12445	124	4	automation	automation	NOUN
fcis-12445	124	5	congress	congress	PROPN
fcis-12445	124	6	(	(	PUNCT
fcis-12445	124	7	cac	cac	PROPN
fcis-12445	124	8	)	)	PUNCT
fcis-12445	124	9	.	.	PUNCT
fcis-12445	125	1	2020.5726	2020.5726	X
fcis-12445	125	2	-	-	NOUN
fcis-12445	125	3	5729	5729	NUM
fcis-12445	125	4	.	.	PUNCT
fcis-12445	126	1	[	[	X
fcis-12445	126	2	5	5	NUM
fcis-12445	126	3	]	]	SYM
fcis-12445	126	4	li	li	PROPN
fcis-12445	126	5	r	r	PROPN
fcis-12445	126	6	,	,	PUNCT
fcis-12445	126	7	zhao	zhao	PROPN
fcis-12445	126	8	j	j	PROPN
fcis-12445	126	9	,	,	PUNCT
fcis-12445	126	10	hu	hu	PROPN
fcis-12445	126	11	j	j	PROPN
fcis-12445	126	12	,	,	PUNCT
fcis-12445	126	13	et	et	NOUN
fcis-12445	126	14	al.multi	al.multi	NOUN
fcis-12445	126	15	-	-	PUNCT
fcis-12445	126	16	modal	modal	ADJ
fcis-12445	126	17	fusion	fusion	NOUN
fcis-12445	126	18	for	for	ADP
fcis-12445	126	19	video	video	NOUN
fcis-12445	126	20	sentiment	sentiment	NOUN
fcis-12445	126	21	analysis[c	analysis[c	PROPN
fcis-12445	126	22	]	]	PUNCT
fcis-12445	126	23	.	.	PUNCT
fcis-12445	127	1	proc	proc	PROPN
fcis-12445	127	2	.	.	PUNCT
fcis-12445	128	1	of	of	ADP
fcis-12445	128	2	the	the	DET
fcis-12445	128	3	1st	1st	ADJ
fcis-12445	128	4	international	international	ADJ
fcis-12445	128	5	on	on	ADP
fcis-12445	128	6	multimodal	multimodal	ADJ
fcis-12445	128	7	sentiment	sentiment	NOUN
fcis-12445	128	8	analysis	analysis	NOUN
fcis-12445	128	9	in	in	ADP
fcis-12445	128	10	real	real	ADJ
fcis-12445	128	11	-	-	PUNCT
fcis-12445	128	12	life	life	NOUN
fcis-12445	128	13	media	medium	NOUN
fcis-12445	128	14	challenge	challenge	NOUN
fcis-12445	128	15	and	and	CCONJ
fcis-12445	128	16	workshop	workshop	NOUN
fcis-12445	128	17	.	.	PUNCT
fcis-12445	129	1	2020.27	2020.27	NUM
fcis-12445	129	2	-	-	SYM
fcis-12445	129	3	34	34	NUM
fcis-12445	129	4	.	.	PUNCT
fcis-12445	130	1	[	[	X
fcis-12445	130	2	6	6	NUM
fcis-12445	130	3	]	]	SYM
fcis-12445	130	4	mittal	mittal	PROPN
fcis-12445	130	5	t	t	PROPN
fcis-12445	130	6	,	,	PUNCT
fcis-12445	130	7	bhattacharya	bhattacharya	PROPN
fcis-12445	130	8	u	u	PROPN
fcis-12445	130	9	,	,	PUNCT
fcis-12445	130	10	chandra	chandra	PROPN
fcis-12445	130	11	r	r	PROPN
fcis-12445	130	12	,	,	PUNCT
fcis-12445	130	13	et	et	NOUN
fcis-12445	130	14	al.m3er	al.m3er	NOUN
fcis-12445	130	15	:	:	PUNCT
fcis-12445	130	16	multiplicative	multiplicative	ADJ
fcis-12445	130	17	multimodal	multimodal	NOUN
fcis-12445	130	18	emotion	emotion	NOUN
fcis-12445	130	19	recognition	recognition	NOUN
fcis-12445	130	20	using	use	VERB
fcis-12445	130	21	facial	facial	ADJ
fcis-12445	130	22	,	,	PUNCT
fcis-12445	130	23	textual	textual	ADJ
fcis-12445	130	24	,	,	PUNCT
fcis-12445	130	25	and	and	CCONJ
fcis-12445	130	26	speech	speech	NOUN
fcis-12445	130	27	cues[c].proc	cues[c].proc	NOUN
fcis-12445	130	28	.	.	PUNCT
fcis-12445	131	1	of	of	ADP
fcis-12445	131	2	the	the	DET
fcis-12445	131	3	aaai	aaai	PROPN
fcis-12445	131	4	conference	conference	PROPN
fcis-12445	131	5	onartificial	onartificial	ADJ
fcis-12445	131	6	intelligence	intelligence	NOUN
fcis-12445	131	7	.	.	PUNCT
fcis-12445	132	1	2020.1359	2020.1359	X
fcis-12445	132	2	-	-	SYM
fcis-12445	132	3	1367	1367	NUM
fcis-12445	132	4	.	.	PUNCT
fcis-12445	133	1	[	[	X
fcis-12445	133	2	7	7	NUM
fcis-12445	133	3	]	]	X
fcis-12445	133	4	goodfellow	goodfellow	PROPN
fcis-12445	133	5	i	i	PROPN
fcis-12445	133	6	j	j	PROPN
fcis-12445	133	7	,	,	PUNCT
fcis-12445	133	8	erhan	erhan	ADP
fcis-12445	133	9	d	d	PROPN
fcis-12445	133	10	,	,	PUNCT
fcis-12445	133	11	carrier	carrier	NOUN
fcis-12445	133	12	p	p	PROPN
fcis-12445	133	13	l	l	PROPN
fcis-12445	133	14	,	,	PUNCT
fcis-12445	133	15	et	et	PROPN
fcis-12445	133	16	al	al	PROPN
fcis-12445	133	17	.	.	PUNCT
fcis-12445	133	18	challenges	challenge	NOUN
fcis-12445	133	19	in	in	ADP
fcis-12445	133	20	representation	representation	NOUN
fcis-12445	133	21	learning	learning	NOUN
fcis-12445	133	22	:	:	PUNCT
fcis-12445	133	23	a	a	DET
fcis-12445	133	24	report	report	NOUN
fcis-12445	133	25	on	on	ADP
fcis-12445	133	26	three	three	NUM
fcis-12445	133	27	machine	machine	NOUN
fcis-12445	133	28	learning	learn	VERB
fcis-12445	133	29	contests[c]//20thinternational	contests[c]//20thinternational	PROPN
fcis-12445	133	30	conference	conference	PROPN
fcis-12445	133	31	on	on	ADP
fcis-12445	133	32	neural	neural	ADJ
fcis-12445	133	33	information	information	NOUN
fcis-12445	133	34	processing	processing	NOUN
fcis-12445	133	35	,	,	PUNCT
fcis-12445	133	36	daegu	daegu	NOUN
fcis-12445	133	37	,	,	PUNCT
fcis-12445	133	38	korea	korea	PROPN
fcis-12445	133	39	,	,	PUNCT
fcis-12445	133	40	3	3	NUM
fcis-12445	133	41	-	-	SYM
fcis-12445	133	42	7	7	NUM
fcis-12445	133	43	november	november	PROPN
fcis-12445	133	44	,	,	PUNCT
fcis-12445	133	45	2013	2013	NUM
fcis-12445	133	46	.	.	PUNCT
fcis-12445	134	1	uk	uk	PROPN
fcis-12445	134	2	,	,	PUNCT
fcis-12445	134	3	neural	neural	ADJ
fcis-12445	134	4	networks	network	NOUN
fcis-12445	134	5	,	,	PUNCT
fcis-12445	134	6	2015	2015	NUM
fcis-12445	134	7	,	,	PUNCT
fcis-12445	134	8	64	64	NUM
fcis-12445	134	9	:	:	SYM
fcis-12445	134	10	59	59	NUM
fcis-12445	134	11	-	-	SYM
fcis-12445	134	12	63	63	NUM
fcis-12445	134	13	.	.	PUNCT
fcis-12445	135	1	[	[	X
fcis-12445	135	2	8	8	NUM
fcis-12445	135	3	]	]	X
fcis-12445	135	4	lucey	lucey	NOUN
fcis-12445	135	5	p	p	PROPN
fcis-12445	135	6	,	,	PUNCT
fcis-12445	135	7	cohn	cohn	PROPN
fcis-12445	135	8	j	j	PROPN
fcis-12445	135	9	f	f	PROPN
fcis-12445	135	10	,	,	PUNCT
fcis-12445	135	11	kanade	kanade	PROPN
fcis-12445	135	12	t	t	PROPN
fcis-12445	135	13	,	,	PUNCT
fcis-12445	135	14	et	et	PROPN
fcis-12445	135	15	al	al	PROPN
fcis-12445	135	16	.	.	PUNCT
fcis-12445	136	1	the	the	DET
fcis-12445	136	2	extended	extend	VERB
fcis-12445	136	3	cohnkanade	cohnkanade	NOUN
fcis-12445	136	4	dataset	dataset	NOUN
fcis-12445	136	5	(	(	PUNCT
fcis-12445	136	6	ck+	ck+	NOUN
fcis-12445	136	7	):	):	PUNCT
fcis-12445	136	8	a	a	DET
fcis-12445	136	9	complete	complete	ADJ
fcis-12445	136	10	dataset	dataset	NOUN
fcis-12445	136	11	for	for	ADP
fcis-12445	136	12	action	action	NOUN
fcis-12445	136	13	unit	unit	NOUN
fcis-12445	136	14	and	and	CCONJ
fcis-12445	136	15	emotion	emotion	NOUN
fcis-12445	136	16	-	-	PUNCT
fcis-12445	136	17	specified	specify	VERB
fcis-12445	136	18	expression[c]//	expression[c]//	PROPN
fcis-12445	136	19	proceedings	proceeding	NOUN
fcis-12445	136	20	of	of	ADP
fcis-12445	136	21	2010	2010	NUM
fcis-12445	136	22	ieee	ieee	NOUN
fcis-12445	136	23	computer	computer	NOUN
fcis-12445	136	24	society	society	PROPN
fcis-12445	136	25	conference	conference	NOUN
fcis-12445	136	26	on	on	ADP
fcis-12445	136	27	computer	computer	NOUN
fcis-12445	136	28	vision	vision	NOUN
fcis-12445	136	29	and	and	CCONJ
fcis-12445	136	30	pattern	pattern	NOUN
fcis-12445	136	31	recognitionworkshops	recognitionworkshop	NOUN
fcis-12445	136	32	.	.	PUNCT
fcis-12445	137	1	san	san	PROPN
fcis-12445	137	2	francisco	francisco	PROPN
fcis-12445	137	3	,	,	PUNCT
fcis-12445	137	4	2010	2010	NUM
fcis-12445	137	5	.	.	PUNCT
fcis-12445	138	1	los	los	PROPN
fcis-12445	138	2	alamitos	alamitos	PROPN
fcis-12445	138	3	,	,	PUNCT
fcis-12445	138	4	ieee	ieee	NOUN
fcis-12445	138	5	:	:	PUNCT
fcis-12445	138	6	94	94	NUM
fcis-12445	138	7	-	-	SYM
fcis-12445	138	8	101	101	NUM
fcis-12445	138	9	.	.	PUNCT
fcis-12445	139	1	[	[	X
fcis-12445	139	2	9	9	NUM
fcis-12445	139	3	]	]	X
fcis-12445	139	4	lyons	lyons	PROPN
fcis-12445	139	5	m	m	PROPN
fcis-12445	139	6	,	,	PUNCT
fcis-12445	139	7	akamatsu	akamatsu	PROPN
fcis-12445	139	8	s	s	PROPN
fcis-12445	139	9	,	,	PUNCT
fcis-12445	139	10	kamachi	kamachi	PROPN
fcis-12445	139	11	m	m	PROPN
fcis-12445	139	12	,	,	PUNCT
fcis-12445	139	13	et	et	PROPN
fcis-12445	139	14	al	al	PROPN
fcis-12445	139	15	..	..	PUNCT
fcis-12445	139	16	coding	code	VERB
fcis-12445	139	17	facial	facial	ADJ
fcis-12445	139	18	expressions	expression	NOUN
fcis-12445	139	19	with	with	ADP
fcis-12445	139	20	gabor	gabor	PROPN
fcis-12445	139	21	wavelets[c]//	wavelets[c]//	PROPN
fcis-12445	139	22	third	third	ADJ
fcis-12445	139	23	ieee	ieee	NOUN
fcis-12445	139	24	international	international	PROPN
fcis-12445	139	25	conference	conference	NOUN
fcis-12445	139	26	onautomatic	onautomatic	ADJ
fcis-12445	139	27	face	face	NOUN
fcis-12445	139	28	and	and	CCONJ
fcis-12445	139	29	gesture	gesture	NOUN
fcis-12445	139	30	recognition	recognition	NOUN
fcis-12445	139	31	,	,	PUNCT
fcis-12445	139	32	nara	nara	PROPN
fcis-12445	139	33	japan	japan	PROPN
fcis-12445	139	34	,	,	PUNCT
fcis-12445	139	35	april	april	PROPN
fcis-12445	139	36	14	14	NUM
fcis-12445	139	37	-	-	SYM
fcis-12445	139	38	16	16	NUM
fcis-12445	139	39	1998	1998	NUM
fcis-12445	139	40	.	.	PUNCT
fcis-12445	140	1	los	los	PROPN
fcis-12445	140	2	alamitos	alamitos	PROPN
fcis-12445	140	3	,	,	PUNCT
fcis-12445	140	4	ieee	ieee	NOUN
fcis-12445	140	5	computer	computer	NOUN
fcis-12445	140	6	society	society	NOUN
fcis-12445	140	7	,	,	PUNCT
fcis-12445	140	8	1998:200	1998:200	NUM
fcis-12445	140	9	-	-	SYM
fcis-12445	140	10	205	205	NUM
fcis-12445	140	11	.	.	PUNCT
fcis-12445	141	1	[	[	X
fcis-12445	141	2	10	10	NUM
fcis-12445	141	3	]	]	X
fcis-12445	141	4	levi	levi	PROPN
fcis-12445	141	5	g	g	PROPN
fcis-12445	141	6	,	,	PUNCT
fcis-12445	141	7	hassner	hassner	NOUN
fcis-12445	141	8	t.	t.	PROPN
fcis-12445	141	9	emotion	emotion	NOUN
fcis-12445	141	10	recognition	recognition	NOUN
fcis-12445	141	11	in	in	ADP
fcis-12445	141	12	the	the	DET
fcis-12445	141	13	wild	wild	NOUN
fcis-12445	141	14	via	via	ADP
fcis-12445	141	15	convolutional	convolutional	ADJ
fcis-12445	141	16	neural	neural	ADJ
fcis-12445	141	17	networks	network	NOUN
fcis-12445	141	18	and	and	CCONJ
fcis-12445	141	19	mapped	map	VERB
fcis-12445	141	20	binary	binary	ADJ
fcis-12445	141	21	patterns	pattern	NOUN
fcis-12445	141	22	[	[	X
fcis-12445	141	23	c]//proceedings	c]//proceeding	NOUN
fcis-12445	141	24	of	of	ADP
fcis-12445	141	25	the	the	DET
fcis-12445	141	26	2015	2015	NUM
fcis-12445	141	27	acm	acm	NOUN
fcis-12445	141	28	on	on	ADP
fcis-12445	141	29	international	international	ADJ
fcis-12445	141	30	conference	conference	NOUN
fcis-12445	141	31	on	on	ADP
fcis-12445	141	32	multimodal	multimodal	NOUN
fcis-12445	141	33	interaction	interaction	NOUN
fcis-12445	141	34	.	.	PUNCT
fcis-12445	142	1	new	new	PROPN
fcis-12445	142	2	york	york	PROPN
fcis-12445	142	3	:	:	PUNCT
fcis-12445	142	4	acm	acm	PROPN
fcis-12445	142	5	,	,	PUNCT
fcis-12445	142	6	2015	2015	NUM
fcis-12445	142	7	:	:	PUNCT
fcis-12445	142	8	503	503	NUM
fcis-12445	142	9	-	-	SYM
fcis-12445	142	10	510	510	NUM
fcis-12445	142	11	.	.	PUNCT
fcis-12445	143	1	[	[	X
fcis-12445	143	2	11	11	NUM
fcis-12445	143	3	]	]	X
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fcis-12445	143	5	r	r	NOUN
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fcis-12445	143	7	matthews	matthews	PROPN
fcis-12445	143	8	i	i	PROPN
fcis-12445	143	9	,	,	PUNCT
fcis-12445	143	10	cohn	cohn	PROPN
fcis-12445	143	11	j	j	PROPN
fcis-12445	143	12	,	,	PUNCT
fcis-12445	143	13	et	et	PROPN
fcis-12445	143	14	al	al	PROPN
fcis-12445	143	15	.	.	PUNCT
fcis-12445	143	16	multipie[j	multipie[j	PROPN
fcis-12445	143	17	]	]	PUNCT
fcis-12445	143	18	.	.	PUNCT
fcis-12445	144	1	image	image	NOUN
fcis-12445	144	2	and	and	CCONJ
fcis-12445	144	3	vision	vision	NOUN
fcis-12445	144	4	computing,2010.28(5	computing,2010.28(5	PROPN
fcis-12445	144	5	):	):	PUNCT
fcis-12445	144	6	807	807	NUM
fcis-12445	144	7	-	-	SYM
fcis-12445	144	8	813	813	NUM
fcis-12445	144	9	.	.	PUNCT
fcis-12445	145	1	[	[	X
fcis-12445	145	2	12	12	NUM
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fcis-12445	145	4	yin	yin	PROPN
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fcis-12445	145	6	,	,	PUNCT
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fcis-12445	145	9	,	,	PUNCT
fcis-12445	145	10	sun	sun	PROPN
fcis-12445	145	11	y	y	PROPN
fcis-12445	145	12	,	,	PUNCT
fcis-12445	145	13	et	et	PROPN
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fcis-12445	145	15	.	.	PUNCT
fcis-12445	146	1	a	a	DET
fcis-12445	146	2	3d	3d	NUM
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fcis-12445	146	4	expression	expression	NOUN
fcis-12445	146	5	database	database	NOUN
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fcis-12445	146	7	facial	facial	ADJ
fcis-12445	146	8	behavior	behavior	NOUN
fcis-12445	146	9	research[c]//automatic	research[c]//automatic	ADJ
fcis-12445	146	10	face	face	NOUN
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fcis-12445	146	12	gesture	gesture	NOUN
fcis-12445	146	13	recognition	recognition	NOUN
fcis-12445	146	14	,	,	PUNCT
fcis-12445	146	15	fgr	fgr	PROPN
fcis-12445	146	16	2006	2006	NUM
fcis-12445	146	17	7th	7th	NOUN
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fcis-12445	146	19	conference	conference	NOUN
fcis-12445	146	20	,	,	PUNCT
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fcis-12445	146	22	,	,	PUNCT
fcis-12445	146	23	uk,10	uk,10	PROPN
fcis-12445	146	24	-	-	SYM
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fcis-12445	146	27	2006	2006	NUM
fcis-12445	146	28	.	.	PUNCT
fcis-12445	147	1	piscataway	piscataway	PROPN
fcis-12445	147	2	,	,	PUNCT
fcis-12445	147	3	ieee	ieee	NOUN
fcis-12445	147	4	,	,	PUNCT
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fcis-12445	147	6	:	:	PUNCT
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fcis-12445	147	8	-	-	SYM
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fcis-12445	148	9	,	,	PUNCT
fcis-12445	148	10	taini	taini	PROPN
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fcis-12445	148	12	,	,	PUNCT
fcis-12445	148	13	et	et	PROPN
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fcis-12445	148	17	expression	expression	NOUN
fcis-12445	148	18	recognition	recognition	NOUN
fcis-12445	148	19	from	from	ADP
fcis-12445	148	20	near	near	ADV
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fcis-12445	148	23	videos[j	videos[j	PROPN
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fcis-12445	148	25	.	.	PUNCT
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fcis-12445	149	4	computing	computing	NOUN
fcis-12445	149	5	,	,	PUNCT
fcis-12445	149	6	2011	2011	NUM
fcis-12445	149	7	,	,	PUNCT
fcis-12445	149	8	2(9	2(9	NUM
fcis-12445	149	9	):	):	PUNCT
fcis-12445	149	10	607	607	NUM
fcis-12445	149	11	-	-	SYM
fcis-12445	149	12	619	619	NUM
fcis-12445	149	13	.	.	PUNCT
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fcis-12445	150	2	14	14	NUM
fcis-12445	150	3	]	]	PUNCT
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fcis-12445	150	7	dotsch	dotsch	ADV
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fcis-12445	150	10	bijlstra	bijlstra	PROPN
fcis-12445	150	11	g	g	PROPN
fcis-12445	150	12	,	,	PUNCT
fcis-12445	150	13	et	et	PROPN
fcis-12445	150	14	al	al	PROPN
fcis-12445	150	15	.	.	PROPN
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fcis-12445	150	18	validation	validation	NOUN
fcis-12445	150	19	of	of	ADP
fcis-12445	150	20	the	the	DET
fcis-12445	150	21	radboud	radboud	PROPN
fcis-12445	150	22	faces	face	VERB
fcis-12445	150	23	database[j	database[j	NOUN
fcis-12445	150	24	]	]	PUNCT
fcis-12445	150	25	.	.	PUNCT
fcis-12445	151	1	cognition	cognition	NOUN
fcis-12445	151	2	and	and	CCONJ
fcis-12445	151	3	emotion	emotion	NOUN
fcis-12445	151	4	,	,	PUNCT
fcis-12445	151	5	2010	2010	NUM
fcis-12445	151	6	,	,	PUNCT
fcis-12445	151	7	24(8	24(8	NUM
fcis-12445	151	8	):	):	PUNCT
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fcis-12445	151	10	.	.	PUNCT
fcis-12445	152	1	[	[	X
fcis-12445	152	2	15	15	NUM
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fcis-12445	152	15	faces	face	NOUN
fcis-12445	152	16	(	(	PUNCT
fcis-12445	152	17	kdef)[m	kdef)[m	NOUN
fcis-12445	152	18	/	/	SYM
fcis-12445	152	19	cd].cd	cd].cd	NOUN
fcis-12445	152	20	rom	rom	NOUN
fcis-12445	152	21	from	from	ADP
fcis-12445	152	22	department	department	NOUN
fcis-12445	152	23	of	of	ADP
fcis-12445	152	24	clinical	clinical	ADJ
fcis-12445	152	25	neuroscience	neuroscience	NOUN
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fcis-12445	152	27	psychology	psychology	NOUN
fcis-12445	152	28	section	section	NOUN
fcis-12445	152	29	,	,	PUNCT
fcis-12445	152	30	karolinska	karolinska	PROPN
fcis-12445	152	31	institutet	institutet	NOUN
fcis-12445	152	32	,	,	PUNCT
fcis-12445	152	33	sweden,1998	sweden,1998	ADV
fcis-12445	152	34	.	.	PUNCT
fcis-12445	153	1	[	[	X
fcis-12445	153	2	16	16	NUM
fcis-12445	153	3	]	]	X
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fcis-12445	153	6	,	,	PUNCT
fcis-12445	153	7	deng	deng	PROPN
fcis-12445	153	8	w	w	PROPN
fcis-12445	153	9	,	,	PUNCT
fcis-12445	153	10	du	du	PROPN
fcis-12445	153	11	j.	j.	PROPN
fcis-12445	153	12	reliable	reliable	PROPN
fcis-12445	153	13	crowdsourcing	crowdsourcing	PROPN
fcis-12445	153	14	and	and	CCONJ
fcis-12445	153	15	deep	deep	ADJ
fcis-12445	153	16	locality	locality	NOUN
fcis-12445	153	17	preserving	preserve	VERB
fcis-12445	153	18	learning	learning	NOUN
fcis-12445	153	19	for	for	ADP
fcis-12445	153	20	expression	expression	NOUN
fcis-12445	153	21	recognition	recognition	NOUN
fcis-12445	153	22	in	in	ADP
fcis-12445	153	23	the	the	DET
fcis-12445	153	24	wild[c]//in	wild[c]//in	NOUN
fcis-12445	153	25	ieee	ieee	NOUN
fcis-12445	153	26	conference	conference	NOUN
fcis-12445	153	27	on	on	ADP
fcis-12445	153	28	computer	computer	NOUN
fcis-12445	153	29	vision	vision	NOUN
fcis-12445	153	30	and	and	CCONJ
fcis-12445	153	31	pattern	pattern	NOUN
fcis-12445	153	32	recognition	recognition	NOUN
fcis-12445	153	33	(	(	PUNCT
fcis-12445	153	34	cvpr).venice	cvpr).venice	NOUN
fcis-12445	153	35	,	,	PUNCT
fcis-12445	153	36	italy	italy	PROPN
fcis-12445	153	37	,	,	PUNCT
fcis-12445	153	38	21	21	NUM
fcis-12445	153	39	-	-	SYM
fcis-12445	153	40	16	16	NUM
fcis-12445	153	41	july	july	PROPN
fcis-12445	153	42	,	,	PUNCT
fcis-12445	153	43	2017	2017	NUM
fcis-12445	153	44	.	.	PUNCT
fcis-12445	154	1	piscataway	piscataway	PROPN
fcis-12445	154	2	,	,	PUNCT
fcis-12445	154	3	ieee	ieee	NOUN
fcis-12445	154	4	,	,	PUNCT
fcis-12445	154	5	2017	2017	NUM
fcis-12445	154	6	,	,	PUNCT
fcis-12445	154	7	2584	2584	NUM
fcis-12445	154	8	-	-	SYM
fcis-12445	154	9	2593	2593	NUM
fcis-12445	154	10	.	.	PUNCT
fcis-12445	155	1	[	[	X
fcis-12445	155	2	17	17	NUM
fcis-12445	155	3	]	]	X
fcis-12445	155	4	li	li	PROPN
fcis-12445	155	5	s	s	PROPN
fcis-12445	155	6	,	,	PUNCT
fcis-12445	155	7	deng	deng	PROPN
fcis-12445	155	8	w.	w.	PROPN
fcis-12445	155	9	reliable	reliable	PROPN
fcis-12445	155	10	crowdsourcing	crowdsourcing	PROPN
fcis-12445	155	11	and	and	CCONJ
fcis-12445	155	12	deep	deep	ADJ
fcis-12445	155	13	locality	locality	NOUN
fcis-12445	155	14	preserving	preserve	VERB
fcis-12445	155	15	learning	learning	NOUN
fcis-12445	155	16	for	for	ADP
fcis-12445	155	17	unconstrained	unconstrained	ADJ
fcis-12445	155	18	facial	facial	ADJ
fcis-12445	155	19	expression	expression	NOUN
fcis-12445	155	20	recognition	recognition	NOUN
fcis-12445	156	1	[	[	X
fcis-12445	156	2	j	j	X
fcis-12445	156	3	]	]	X
fcis-12445	156	4	.	.	PUNCT
fcis-12445	157	1	ieee	ieee	NOUN
fcis-12445	157	2	transactions	transaction	NOUN
fcis-12445	157	3	on	on	ADP
fcis-12445	157	4	image	image	NOUN
fcis-12445	157	5	processing	processing	NOUN
fcis-12445	157	6	,	,	PUNCT
fcis-12445	157	7	2018	2018	NUM
fcis-12445	157	8	.	.	PUNCT
fcis-12445	158	1	[	[	X
fcis-12445	158	2	18	18	NUM
fcis-12445	158	3	]	]	X
fcis-12445	158	4	wang	wang	PROPN
fcis-12445	158	5	y	y	PROPN
fcis-12445	158	6	j	j	PROPN
fcis-12445	158	7	,	,	PUNCT
fcis-12445	158	8	guan	guan	PROPN
fcis-12445	158	9	l	l	PROPN
fcis-12445	158	10	and	and	CCONJ
fcis-12445	158	11	venetsanopoulos	venetsanopoulo	VERB
fcis-12445	158	12	a	a	DET
fcis-12445	158	13	n.	n.	PROPN
fcis-12445	158	14	2012	2012	NUM
fcis-12445	158	15	.	.	PUNCT
fcis-12445	159	1	kernel	kernel	PROPN
fcis-12445	159	2	cross	cross	ADJ
fcis-12445	159	3	-	-	ADJ
fcis-12445	159	4	modal	modal	ADJ
fcis-12445	159	5	factor	factor	NOUN
fcis-12445	159	6	analysis	analysis	NOUN
fcis-12445	159	7	for	for	ADP
fcis-12445	159	8	information	information	NOUN
fcis-12445	159	9	fusion	fusion	NOUN
fcis-12445	159	10	with	with	ADP
fcis-12445	159	11	application	application	NOUN
fcis-12445	159	12	to	to	PART
fcis-12445	159	13	bimodal	bimodal	VERB
fcis-12445	159	14	emotion	emotion	NOUN
fcis-12445	159	15	recognition	recognition	NOUN
fcis-12445	159	16	.	.	PUNCT
fcis-12445	160	1	ieee	ieee	NOUN
fcis-12445	160	2	transactions	transaction	NOUN
fcis-12445	160	3	on	on	ADP
fcis-12445	160	4	multimedia	multimedia	NOUN
fcis-12445	160	5	,	,	PUNCT
fcis-12445	160	6	14	14	NUM
fcis-12445	160	7	(	(	PUNCT
fcis-12445	160	8	3	3	NUM
fcis-12445	160	9	):	):	PUNCT
fcis-12445	160	10	597	597	NUM
fcis-12445	160	11	-	-	NUM
fcis-12445	160	12	607	607	NUM
fcis-12445	160	13	[	[	X
fcis-12445	160	14	doi	doi	NOUN
fcis-12445	160	15	:	:	PUNCT
fcis-12445	160	16	10	10	NUM
fcis-12445	160	17	.	.	X
fcis-12445	160	18	1109	1109	NUM
fcis-12445	160	19	/	/	SYM
fcis-12445	160	20	tmm	tmm	PROPN
fcis-12445	160	21	.	.	PROPN
fcis-12445	160	22	2012	2012	NUM
fcis-12445	160	23	.	.	PUNCT
fcis-12445	161	1	2189550	2189550	NUM
fcis-12445	161	2	]	]	PUNCT
fcis-12445	161	3	.	.	PUNCT
fcis-12445	162	1	[	[	X
fcis-12445	162	2	19	19	NUM
fcis-12445	162	3	]	]	X
fcis-12445	162	4	zhalehpour	zhalehpour	PROPN
fcis-12445	162	5	s	s	PART
fcis-12445	162	6	,	,	PUNCT
fcis-12445	162	7	onder	onder	PROPN
fcis-12445	162	8	o	o	PROPN
fcis-12445	162	9	,	,	PUNCT
fcis-12445	162	10	akhtar	akhtar	PROPN
fcis-12445	162	11	z	z	PROPN
fcis-12445	162	12	and	and	CCONJ
fcis-12445	162	13	erdem	erdem	PROPN
fcis-12445	162	14	c	c	PROPN
fcis-12445	162	15	e.	e.	PROPN
fcis-12445	162	16	2017	2017	NUM
fcis-12445	162	17	.	.	PUNCT
fcis-12445	163	1	baum-1	baum-1	VERB
fcis-12445	163	2	:	:	PUNCT
fcis-12445	163	3	a	a	DET
fcis-12445	163	4	spontaneous	spontaneous	ADJ
fcis-12445	163	5	audio	audio	ADJ
fcis-12445	163	6	-	-	ADJ
fcis-12445	163	7	visual	visual	ADJ
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fcis-12445	163	9	database	database	NOUN
fcis-12445	163	10	of	of	ADP
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fcis-12445	163	12	and	and	CCONJ
fcis-12445	163	13	mental	mental	ADJ
fcis-12445	163	14	states	state	NOUN
fcis-12445	163	15	.	.	PUNCT
fcis-12445	164	1	ieee	ieee	NOUN
fcis-12445	164	2	transactions	transaction	NOUN
fcis-12445	164	3	on	on	ADP
fcis-12445	164	4	affective	affective	ADJ
fcis-12445	164	5	computing	computing	NOUN
fcis-12445	164	6	,	,	PUNCT
fcis-12445	164	7	8(3	8(3	NUM
fcis-12445	164	8	):	):	PUNCT
fcis-12445	164	9	300	300	NUM
fcis-12445	164	10	-	-	SYM
fcis-12445	164	11	313	313	NUM
fcis-12445	164	12	[	[	X
fcis-12445	164	13	doi	doi	NOUN
fcis-12445	164	14	:	:	PUNCT
fcis-12445	164	15	10	10	NUM
fcis-12445	164	16	.	.	X
fcis-12445	164	17	1109	1109	NUM
fcis-12445	164	18	/	/	SYM
fcis-12445	164	19	taffc	taffc	NOUN
fcis-12445	164	20	.	.	PUNCT
fcis-12445	165	1	2016	2016	NUM
fcis-12445	165	2	.	.	PUNCT
fcis-12445	166	1	2553038	2553038	NUM
fcis-12445	166	2	.	.	PUNCT
fcis-12445	167	1	[	[	X
fcis-12445	167	2	20	20	NUM
fcis-12445	167	3	]	]	SYM
fcis-12445	167	4	xingxun	xingxun	PROPN
fcis-12445	167	5	jiang	jiang	PROPN
fcis-12445	167	6	,	,	PUNCT
fcis-12445	167	7	yuan	yuan	PROPN
fcis-12445	167	8	zong	zong	PROPN
fcis-12445	167	9	,	,	PUNCT
fcis-12445	167	10	wenming	wenme	VERB
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fcis-12445	167	12	,	,	PUNCT
fcis-12445	167	13	chuangao	chuangao	PROPN
fcis-12445	167	14	tang	tang	PROPN
fcis-12445	167	15	,	,	PUNCT
fcis-12445	167	16	wanchuang	wanchuang	PROPN
fcis-12445	167	17	xia	xia	PROPN
fcis-12445	167	18	,	,	PUNCT
fcis-12445	167	19	cheng	cheng	PROPN
fcis-12445	167	20	lu	lu	PROPN
fcis-12445	167	21	,	,	PUNCT
fcis-12445	167	22	and	and	CCONJ
fcis-12445	167	23	jiateng	jiateng	PROPN
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fcis-12445	168	1	dfew	dfew	PROPN
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fcis-12445	168	9	facial	facial	ADJ
fcis-12445	168	10	expressions	expression	NOUN
fcis-12445	168	11	in	in	ADP
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fcis-12445	169	4	the	the	DET
fcis-12445	169	5	28th	28th	ADJ
fcis-12445	169	6	acm	acm	PROPN
fcis-12445	169	7	international	international	ADJ
fcis-12445	169	8	conference	conference	NOUN
fcis-12445	169	9	on	on	ADP
fcis-12445	169	10	multimedia	multimedia	NOUN
fcis-12445	169	11	,	,	PUNCT
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fcis-12445	169	13	2881–2889	2881–2889	NUM
fcis-12445	169	14	,	,	PUNCT
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fcis-12445	169	16	.	.	PUNCT
fcis-12445	170	1	1	1	NUM
fcis-12445	170	2	,	,	PUNCT
fcis-12445	170	3	5	5	NUM
fcis-12445	170	4	,	,	PUNCT
fcis-12445	170	5	6	6	NUM
fcis-12445	170	6	.	.	PUNCT
fcis-12445	171	1	[	[	X
fcis-12445	171	2	21	21	NUM
fcis-12445	171	3	]	]	X
fcis-12445	171	4	chen	chen	PROPN
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fcis-12445	171	11	zhao	zhao	PROPN
fcis-12445	171	12	x	x	SYM
fcis-12445	171	13	m.	m.	NOUN
fcis-12445	171	14	2022	2022	NUM
fcis-12445	171	15	.	.	PUNCT
fcis-12445	172	1	video	video	NOUN
fcis-12445	172	2	sequencebased	sequencebase	VERB
fcis-12445	172	3	human	human	ADJ
fcis-12445	172	4	facial	facial	ADJ
fcis-12445	172	5	expression	expression	NOUN
fcis-12445	172	6	recognition	recognition	NOUN
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fcis-12445	172	10	.	.	PUNCT
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fcis-12445	179	1	8	8	NUM
fcis-12445	179	2	:	:	SYM
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fcis-12445	179	5	7393	7393	NUM
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fcis-12445	180	1	[	[	X
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fcis-12445	182	1	[	[	X
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fcis-12445	191	7	science	science	NOUN
fcis-12445	191	8	)	)	PUNCT
fcis-12445	191	9	.	.	PUNCT
fcis-12445	192	1	https://doi.org/10.13229/j.cnki.jdxbgxb20221345	https://doi.org/10.13229/j.cnki.jdxbgxb20221345	PROPN
fcis-12445	192	2	.	.	PUNCT
fcis-12445	193	1	[	[	X
fcis-12445	193	2	26	26	NUM
fcis-12445	193	3	]	]	X
fcis-12445	193	4	liu	liu	PROPN
fcis-12445	193	5	cheng	cheng	PROPN
fcis-12445	193	6	-	-	PUNCT
fcis-12445	193	7	guang	guang	PROPN
fcis-12445	193	8	,	,	PUNCT
fcis-12445	193	9	wang	wang	PROPN
fcis-12445	193	10	shan	shan	PROPN
fcis-12445	193	11	-	-	PUNCT
fcis-12445	193	12	min	min	PROPN
fcis-12445	193	13	,	,	PUNCT
fcis-12445	193	14	liu	liu	PROPN
fcis-12445	193	15	qingshan	qingshan	PROPN
fcis-12445	193	16	.	.	PUNCT
fcis-12445	193	17	category	category	NOUN
fcis-12445	193	18	balance	balance	NOUN
fcis-12445	193	19	modulation	modulation	NOUN
fcis-12445	193	20	of	of	ADP
fcis-12445	193	21	facial	facial	ADJ
fcis-12445	193	22	expression	expression	NOUN
fcis-12445	193	23	recognition	recognition	NOUN
fcis-12445	194	1	[	[	X
fcis-12445	194	2	j	j	X
fcis-12445	194	3	/	/	SYM
fcis-12445	194	4	ol	ol	PROPN
fcis-12445	194	5	]	]	PUNCT
fcis-12445	194	6	.	.	PUNCT
fcis-12445	195	1	computer	computer	NOUN
fcis-12445	195	2	science	science	NOUN
fcis-12445	195	3	and	and	CCONJ
fcis-12445	195	4	exploration	exploration	NOUN
fcis-12445	195	5	.	.	PUNCT
fcis-12445	196	1	https://kns	https://kns	PROPN
fcis-12445	196	2	.	.	PUNCT
fcis-12445	197	1	cnki	cnki	PROPN
fcis-12445	197	2	.	.	PUNCT
fcis-12445	198	1	net	net	PROPN
fcis-12445	198	2	/	/	SYM
fcis-12445	198	3	kcms	kcms	PROPN
fcis-12445	198	4	/	/	SYM
fcis-12445	198	5	detail//11.5602.tp.20230203.1654.004.html	detail//11.5602.tp.20230203.1654.004.html	PROPN
fcis-12445	198	6	.	.	PUNCT
fcis-12445	199	1	[	[	X
fcis-12445	199	2	27	27	NUM
fcis-12445	199	3	]	]	X
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fcis-12445	199	5	j	j	PROPN
fcis-12445	199	6	,	,	PUNCT
fcis-12445	199	7	zheng	zheng	PROPN
fcis-12445	199	8	y	y	PROPN
fcis-12445	199	9	,	,	PUNCT
fcis-12445	199	10	qi	qi	PROPN
fcis-12445	199	11	d.deep	d.deep	VERB
fcis-12445	199	12	spatio	spatio	PROPN
fcis-12445	199	13	-temporal	-temporal	ADJ
fcis-12445	199	14	residualnetworks	residualnetwork	NOUN
fcis-12445	199	15	for	for	ADP
fcis-12445	199	16	citywide	citywide	ADJ
fcis-12445	199	17	crow	crow	NOUN
fcis-12445	199	18	d	d	NOUN
fcis-12445	199	19	flows	flow	VERB
fcis-12445	199	20	prediction[c	prediction[c	NOUN
fcis-12445	199	21	]	]	PUNCT
fcis-12445	199	22	/	/	SYM
fcis-12445	199	23	/proceed	/proceed	NOUN
fcis-12445	199	24	-	-	PUNCT
fcis-12445	199	25	ings	ing	NOUN
fcis-12445	199	26	of	of	ADP
fcis-12445	199	27	the	the	DET
fcis-12445	199	28	thirty	thirty	NUM
fcis-12445	199	29	-one	-one	NOUN
fcis-12445	199	30	the	the	DET
fcis-12445	199	31	association	association	NOUN
fcis-12445	199	32	for	for	ADP
fcis-12445	199	33	the	the	DET
fcis-12445	199	34	advance	advance	NOUN
fcis-12445	199	35	of	of	ADP
fcis-12445	199	36	arti1ficial	arti1ficial	ADJ
fcis-12445	199	37	intelligence	intelligence	NOUN
fcis-12445	199	38	.	.	PUNCT
fcis-12445	200	1	san	san	PROPN
fcis-12445	200	2	francisco	francisco	PROPN
fcis-12445	200	3	:	:	PUNCT
fcis-12445	200	4	aaai	aaai	PROPN
fcis-12445	200	5	association	association	PROPN
fcis-12445	200	6	,	,	PUNCT
fcis-12445	200	7	2017:1655	2017:1655	PROPN
fcis-12445	200	8	-	-	PUNCT
fcis-12445	200	9	1661	1661	NUM
fcis-12445	200	10	.	.	PUNCT
fcis-12445	201	1	[	[	X
fcis-12445	201	2	28	28	NUM
fcis-12445	201	3	]	]	AUX
fcis-12445	201	4	cholami	cholami	NOUN
fcis-12445	201	5	a	a	PRON
fcis-12445	201	6	,	,	PUNCT
fcis-12445	201	7	kwon	kwon	PROPN
fcis-12445	201	8	k	k	PROPN
fcis-12445	201	9	,	,	PUNCT
fcis-12445	201	10	wu	wu	PROPN
fcis-12445	201	11	b	b	PROPN
fcis-12445	201	12	,	,	PUNCT
fcis-12445	201	13	et	et	PROPN
fcis-12445	201	14	al	al	PROPN
fcis-12445	201	15	.	.	PROPN
fcis-12445	201	16	squeezenext	squeezenext	PROPN
fcis-12445	201	17	:	:	PUNCT
fcis-12445	201	18	hardware	hardware	NOUN
fcis-12445	201	19	-	-	PUNCT
fcis-12445	201	20	aware	aware	ADJ
fcis-12445	201	21	neural	neural	ADJ
fcis-12445	201	22	network	network	NOUN
fcis-12445	201	23	design	design	NOUN
fcis-12445	201	24	[	[	X
fcis-12445	201	25	eb].arxiv	eb].arxiv	PROPN
fcis-12445	201	26	:	:	PUNCT
fcis-12445	201	27	1803	1803	NUM
fcis-12445	201	28	.	.	PUNCT
fcis-12445	202	1	10615	10615	NUM
fcis-12445	202	2	.	.	PUNCT
fcis-12445	203	1	2018	2018	NUM
fcis-12445	203	2	.	.	PUNCT
fcis-12445	204	1	[	[	X
fcis-12445	204	2	29	29	NUM
fcis-12445	204	3	]	]	X
fcis-12445	204	4	howard	howard	PROPN
fcis-12445	204	5	a	a	PROPN
fcis-12445	204	6	,	,	PUNCT
fcis-12445	204	7	sandler	sandler	PROPN
fcis-12445	204	8	m	m	PROPN
fcis-12445	204	9	,	,	PUNCT
fcis-12445	204	10	chu	chu	PROPN
fcis-12445	204	11	g	g	PROPN
fcis-12445	204	12	,	,	PUNCT
fcis-12445	204	13	et	et	PROPN
fcis-12445	204	14	al	al	PROPN
fcis-12445	204	15	.	.	PUNCT
fcis-12445	204	16	searching	search	VERB
fcis-12445	204	17	for	for	ADP
fcis-12445	204	18	mobilenetv3[eb	mobilenetv3[eb	NOUN
fcis-12445	204	19	]	]	PUNCT
fcis-12445	204	20	.	.	PUNCT
fcis-12445	205	1	arxiv:1905.02244,2019	arxiv:1905.02244,2019	PROPN
fcis-12445	205	2	.	.	PUNCT
fcis-12445	206	1	60	60	NUM
fcis-12445	207	1	[	[	SYM
fcis-12445	207	2	30	30	NUM
fcis-12445	207	3	]	]	PUNCT
fcis-12445	207	4	kensho	kensho	PROPN
fcis-12445	207	5	hara	hara	PROPN
fcis-12445	207	6	,	,	PUNCT
fcis-12445	207	7	hirokatsu	hirokatsu	PROPN
fcis-12445	207	8	k	k	PROPN
fcis-12445	207	9	ataoka	ataoka	PROPN
fcis-12445	207	10	,	,	PUNCT
fcis-12445	207	11	and	and	CCONJ
fcis-12445	207	12	yutaka	yutaka	PROPN
fcis-12445	207	13	satoh	satoh	PROPN
fcis-12445	207	14	.	.	PUNCT
fcis-12445	208	1	can	can	AUX
fcis-12445	208	2	spatiotemporal	spatiotemporal	VERB
fcis-12445	208	3	3d	3d	PROPN
fcis-12445	208	4	cnns	cnns	PROPN
fcis-12445	208	5	retrace	retrace	VERB
fcis-12445	208	6	the	the	DET
fcis-12445	208	7	history	history	NOUN
fcis-12445	208	8	of	of	ADP
fcis-12445	208	9	2d	2d	PROPN
fcis-12445	208	10	cnns	cnn	NOUN
fcis-12445	208	11	and	and	CCONJ
fcis-12445	208	12	imagenet	imagenet	NOUN
fcis-12445	208	13	in	in	ADP
fcis-12445	208	14	cvpr	cvpr	NOUN
fcis-12445	208	15	,	,	PUNCT
fcis-12445	208	16	pages	page	NOUN
fcis-12445	208	17	65466555	65466555	NUM
fcis-12445	208	18	,	,	PUNCT
fcis-12445	208	19	2018	2018	NUM
fcis-12445	208	20	.	.	PUNCT
fcis-12445	209	1	[	[	X
fcis-12445	209	2	31	31	NUM
fcis-12445	209	3	]	]	PUNCT
fcis-12445	209	4	kaiming	kaime	VERB
fcis-12445	209	5	he	he	PRON
fcis-12445	209	6	,	,	PUNCT
fcis-12445	209	7	xiangyu	xiangyu	PROPN
fcis-12445	209	8	zhang	zhang	PROPN
fcis-12445	209	9	,	,	PUNCT
fcis-12445	209	10	shaoqing	shaoqe	VERB
fcis-12445	209	11	ren	ren	PROPN
fcis-12445	209	12	,	,	PUNCT
fcis-12445	209	13	and	and	CCONJ
fcis-12445	209	14	jian	jian	PROPN
fcis-12445	209	15	sun	sun	PROPN
fcis-12445	209	16	.	.	PUNCT
fcis-12445	210	1	deep	deep	ADJ
fcis-12445	210	2	residual	residual	ADJ
fcis-12445	210	3	learning	learning	NOUN
fcis-12445	210	4	for	for	ADP
fcis-12445	210	5	image	image	NOUN
fcis-12445	210	6	recognition	recognition	NOUN
fcis-12445	210	7	.	.	PUNCT
fcis-12445	211	1	in	in	ADP
fcis-12445	211	2	cvpr	cvpr	NOUN
fcis-12445	211	3	,	,	PUNCT
fcis-12445	211	4	pages	page	NOUN
fcis-12445	211	5	770	770	NUM
fcis-12445	211	6	-	-	SYM
fcis-12445	211	7	778	778	NUM
fcis-12445	211	8	,	,	PUNCT
fcis-12445	211	9	2016	2016	NUM
fcis-12445	211	10	.	.	PUNCT
fcis-12445	212	1	[	[	X
fcis-12445	212	2	32	32	NUM
fcis-12445	212	3	]	]	PUNCT
fcis-12445	212	4	koelstra	koelstra	PROPN
fcis-12445	212	5	s	s	PROPN
fcis-12445	212	6	,	,	PUNCT
fcis-12445	212	7	muhl	muhl	PROPN
fcis-12445	212	8	c	c	PROPN
fcis-12445	212	9	,	,	PUNCT
fcis-12445	212	10	soleymani	soleymani	PROPN
fcis-12445	212	11	m	m	PROPN
fcis-12445	212	12	,	,	PUNCT
fcis-12445	212	13	et	et	PROPN
fcis-12445	212	14	al	al	PROPN
fcis-12445	212	15	..	..	PROPN
fcis-12445	212	16	deap	deap	PROPN
fcis-12445	212	17	:	:	PUNCT
fcis-12445	212	18	a	a	DET
fcis-12445	212	19	database	database	NOUN
fcis-12445	212	20	foremotion	foremotion	NOUN
fcis-12445	212	21	analysis	analysis	NOUN
fcis-12445	212	22	using	use	VERB
fcis-12445	212	23	physiological	physiological	ADJ
fcis-12445	212	24	signals[j	signals[j	NOUN
fcis-12445	212	25	]	]	PUNCT
fcis-12445	212	26	.	.	PUNCT
fcis-12445	213	1	ieee	ieee	NOUN
fcis-12445	213	2	transactions	transaction	NOUN
fcis-12445	213	3	on	on	ADP
fcis-12445	213	4	affective	affective	ADJ
fcis-12445	213	5	computing	computing	NOUN
fcis-12445	213	6	,	,	PUNCT
fcis-12445	213	7	2011	2011	NUM
fcis-12445	213	8	,	,	PUNCT
fcis-12445	213	9	3(1	3(1	NUM
fcis-12445	213	10	):	):	PUNCT
fcis-12445	213	11	18	18	NUM
fcis-12445	213	12	-	-	SYM
fcis-12445	213	13	31	31	NUM
fcis-12445	213	14	.	.	PUNCT
fcis-12445	214	1	[	[	X
fcis-12445	214	2	33	33	NUM
fcis-12445	214	3	]	]	PUNCT
fcis-12445	214	4	li	li	PROPN
fcis-12445	214	5	y	y	PROPN
fcis-12445	214	6	,	,	PUNCT
fcis-12445	214	7	tao	tao	PROPN
fcis-12445	214	8	j	j	PROPN
fcis-12445	214	9	h	h	PROPN
fcis-12445	214	10	,	,	PUNCT
fcis-12445	214	11	chao	chao	PROPN
fcis-12445	214	12	l	l	PROPN
fcis-12445	214	13	l	l	PROPN
fcis-12445	214	14	,	,	PUNCT
fcis-12445	214	15	et	et	PROPN
fcis-12445	214	16	al	al	PROPN
fcis-12445	214	17	..	..	PROPN
fcis-12445	214	18	cheavd	cheavd	PROPN
fcis-12445	214	19	:	:	PUNCT
fcis-12445	214	20	a	a	DET
fcis-12445	214	21	chinese	chinese	ADJ
fcis-12445	214	22	natural	natural	ADJ
fcis-12445	214	23	emotional	emotional	ADJ
fcis-12445	214	24	audio	audio	ADJ
fcis-12445	214	25	-	-	ADJ
fcis-12445	214	26	visual	visual	ADJ
fcis-12445	214	27	database[j	database[j	NOUN
fcis-12445	214	28	]	]	PUNCT
fcis-12445	214	29	.	.	PUNCT
fcis-12445	215	1	journal	journal	PROPN
fcis-12445	215	2	of	of	ADP
fcis-12445	215	3	ambient	ambient	ADJ
fcis-12445	215	4	intelligence	intelligence	NOUN
fcis-12445	215	5	and	and	CCONJ
fcis-12445	215	6	humanized	humanize	VERB
fcis-12445	215	7	computing	computing	NOUN
fcis-12445	215	8	,	,	PUNCT
fcis-12445	215	9	2017	2017	NUM
fcis-12445	215	10	,	,	PUNCT
fcis-12445	215	11	8(6):913	8(6):913	NUM
fcis-12445	215	12	-	-	SYM
fcis-12445	215	13	924	924	NUM
fcis-12445	215	14	.	.	PUNCT
fcis-12445	216	1	[	[	X
fcis-12445	216	2	34	34	NUM
fcis-12445	216	3	]	]	PUNCT
fcis-12445	216	4	busso	busso	NOUN
fcis-12445	216	5	c	c	NOUN
fcis-12445	216	6	,	,	PUNCT
fcis-12445	216	7	bulut	bulut	NOUN
fcis-12445	216	8	m	m	PROPN
fcis-12445	216	9	,	,	PUNCT
fcis-12445	216	10	lee	lee	PROPN
fcis-12445	216	11	c	c	AUX
fcis-12445	216	12	,	,	PUNCT
fcis-12445	216	13	et	et	PROPN
fcis-12445	216	14	al	al	PROPN
fcis-12445	216	15	..	..	PUNCT
fcis-12445	216	16	iemocap	iemocap	NOUN
fcis-12445	216	17	:	:	PUNCT
fcis-12445	216	18	interactive	interactive	ADJ
fcis-12445	216	19	emotional	emotional	ADJ
fcis-12445	216	20	dyadic	dyadic	ADJ
fcis-12445	216	21	motion	motion	NOUN
fcis-12445	216	22	capture	capture	NOUN
fcis-12445	216	23	database[j	database[j	NOUN
fcis-12445	216	24	]	]	PUNCT
fcis-12445	216	25	,	,	PUNCT
fcis-12445	216	26	journal	journal	NOUN
fcis-12445	216	27	of	of	ADP
fcis-12445	216	28	language	language	NOUN
fcis-12445	216	29	resources	resource	NOUN
fcis-12445	216	30	and	and	CCONJ
fcis-12445	216	31	evaluation	evaluation	NOUN
fcis-12445	216	32	,	,	PUNCT
fcis-12445	216	33	2008	2008	NUM
fcis-12445	216	34	,	,	PUNCT
fcis-12445	216	35	42(4	42(4	PROPN
fcis-12445	216	36	)	)	PUNCT
fcis-12445	216	37	,	,	PUNCT
fcis-12445	216	38	335	335	NUM
fcis-12445	216	39	-	-	SYM
fcis-12445	216	40	359	359	NUM
fcis-12445	216	41	.	.	PUNCT
fcis-12445	217	1	[	[	X
fcis-12445	217	2	35	35	NUM
fcis-12445	217	3	]	]	X
fcis-12445	217	4	wu	wu	PROPN
fcis-12445	217	5	m	m	PROPN
fcis-12445	217	6	,	,	PUNCT
fcis-12445	217	7	su	su	PROPN
fcis-12445	217	8	w	w	PROPN
fcis-12445	217	9	j	j	PROPN
fcis-12445	217	10	,	,	PUNCT
fcis-12445	218	1	chen	chen	PROPN
fcis-12445	218	2	l	l	PROPN
fcis-12445	218	3	f	f	PROPN
fcis-12445	218	4	,	,	PUNCT
fcis-12445	218	5	et	et	PROPN
fcis-12445	218	6	al	al	PROPN
fcis-12445	218	7	..	..	PROPN
fcis-12445	218	8	two	two	NUM
fcis-12445	218	9	-	-	PUNCT
fcis-12445	218	10	stage	stage	NOUN
fcis-12445	218	11	fuzzy	fuzzy	ADJ
fcis-12445	218	12	fusion	fusion	NOUN
fcis-12445	218	13	based	base	VERB
fcis-12445	218	14	-	-	PUNCT
fcis-12445	218	15	convolution	convolution	NOUN
fcis-12445	218	16	neural	neural	ADJ
fcis-12445	218	17	network	network	NOUN
fcis-12445	218	18	for	for	ADP
fcis-12445	218	19	dynamic	dynamic	ADJ
fcis-12445	218	20	emotion	emotion	NOUN
fcis-12445	218	21	recognition	recognition	NOUN
fcis-12445	219	1	[	[	X
fcis-12445	219	2	j	j	X
fcis-12445	219	3	]	]	X
fcis-12445	219	4	.	.	PUNCT
fcis-12445	220	1	ieee	ieee	NOUN
fcis-12445	220	2	transactions	transaction	NOUN
fcis-12445	220	3	on	on	ADP
fcis-12445	220	4	affective	affective	ADJ
fcis-12445	220	5	computing	computing	NOUN
fcis-12445	220	6	,	,	PUNCT
fcis-12445	220	7	2020	2020	NUM
fcis-12445	220	8	.	.	PUNCT
fcis-12445	221	1	[	[	X
fcis-12445	221	2	36	36	NUM
fcis-12445	221	3	]	]	X
fcis-12445	221	4	ellis	ellis	PROPN
fcis-12445	221	5	j	j	PROPN
fcis-12445	221	6	g	g	PROPN
fcis-12445	221	7	,	,	PUNCT
fcis-12445	221	8	jou	jou	PROPN
fcis-12445	221	9	b	b	PROPN
fcis-12445	221	10	,	,	PUNCT
fcis-12445	221	11	chang	chang	PROPN
fcis-12445	221	12	s	s	PROPN
fcis-12445	221	13	f.	f.	PROPN
fcis-12445	221	14	why	why	SCONJ
fcis-12445	221	15	we	we	PRON
fcis-12445	221	16	watch	watch	VERB
fcis-12445	221	17	the	the	DET
fcis-12445	221	18	news	news	NOUN
fcis-12445	221	19	:	:	PUNCT
fcis-12445	221	20	a	a	DET
fcis-12445	221	21	dataset	dataset	NOUN
fcis-12445	221	22	for	for	ADP
fcis-12445	221	23	exploring	explore	VERB
fcis-12445	221	24	sentiment	sentiment	NOUN
fcis-12445	221	25	in	in	ADP
fcis-12445	221	26	broadcast	broadcast	NOUN
fcis-12445	221	27	video	video	NOUN
fcis-12445	221	28	news[c	news[c	PROPN
fcis-12445	221	29	]	]	PUNCT
fcis-12445	221	30	.	.	PUNCT
fcis-12445	222	1	proceedings	proceeding	NOUN
fcis-12445	222	2	of	of	ADP
fcis-12445	222	3	the	the	DET
fcis-12445	222	4	16th	16th	ADJ
fcis-12445	222	5	international	international	ADJ
fcis-12445	222	6	conference	conference	NOUN
fcis-12445	222	7	on	on	ADP
fcis-12445	222	8	multimodal	multimodal	NOUN
fcis-12445	222	9	interaction	interaction	NOUN
fcis-12445	222	10	,	,	PUNCT
fcis-12445	222	11	istanbul	istanbul	PROPN
fcis-12445	222	12	turkey	turkey	PROPN
fcis-12445	222	13	,	,	PUNCT
fcis-12445	222	14	nov	nov	PROPN
fcis-12445	222	15	12	12	NUM
fcis-12445	222	16	-	-	SYM
fcis-12445	222	17	16,2014	16,2014	NUM
fcis-12445	222	18	.	.	PUNCT
fcis-12445	223	1	new	new	PROPN
fcis-12445	223	2	york	york	PROPN
fcis-12445	223	3	:	:	PUNCT
fcis-12445	223	4	acm	acm	PROPN
fcis-12445	223	5	,	,	PUNCT
fcis-12445	223	6	2014:104	2014:104	NOUN
fcis-12445	223	7	-	-	PUNCT
fcis-12445	223	8	111	111	NUM
fcis-12445	223	9	.	.	PUNCT
fcis-12445	224	1	[	[	X
fcis-12445	224	2	37	37	NUM
fcis-12445	224	3	]	]	PUNCT
fcis-12445	224	4	dhall	dhall	NOUN
fcis-12445	224	5	a	a	PRON
fcis-12445	224	6	,	,	PUNCT
fcis-12445	224	7	goecke	goecke	NOUN
fcis-12445	224	8	r	r	PROPN
fcis-12445	224	9	,	,	PUNCT
fcis-12445	224	10	lucey	lucey	PROPN
fcis-12445	224	11	s	s	PROPN
fcis-12445	224	12	,	,	PUNCT
fcis-12445	224	13	et	et	PROPN
fcis-12445	224	14	al	al	PROPN
fcis-12445	224	15	..	..	PUNCT
fcis-12445	224	16	collecting	collect	VERB
fcis-12445	224	17	large	large	ADJ
fcis-12445	224	18	,	,	PUNCT
fcis-12445	224	19	richly	richly	ADV
fcis-12445	224	20	annotated	annotate	VERB
fcis-12445	224	21	facial	facial	ADJ
fcis-12445	224	22	-	-	PUNCT
fcis-12445	224	23	expression	expression	NOUN
fcis-12445	224	24	databases	database	NOUN
fcis-12445	224	25	from	from	ADP
fcis-12445	224	26	movies	movie	NOUN
fcis-12445	224	27	[	[	X
fcis-12445	224	28	j	j	X
fcis-12445	224	29	]	]	X
fcis-12445	224	30	.	.	PUNCT
fcis-12445	225	1	ieee	ieee	PROPN
fcis-12445	225	2	multi	multi	PROPN
fcis-12445	225	3	media,2012,19(3):34	media,2012,19(3):34	PROPN
fcis-12445	225	4	-	-	PUNCT
fcis-12445	225	5	41	41	NUM
fcis-12445	225	6	.	.	PUNCT
fcis-12445	226	1	[	[	X
fcis-12445	226	2	38	38	NUM
fcis-12445	226	3	]	]	PUNCT
fcis-12445	226	4	wei	wei	PROPN
fcis-12445	226	5	f	f	PROPN
fcis-12445	226	6	g	g	PROPN
fcis-12445	226	7	,	,	PUNCT
fcis-12445	226	8	zhang	zhang	PROPN
fcis-12445	226	9	s	s	PROPN
fcis-12445	226	10	d	d	PROPN
fcis-12445	226	11	,	,	PUNCT
fcis-12445	226	12	fu	fu	PROPN
fcis-12445	226	13	x	x	PROPN
fcis-12445	226	14	h.	h.	PROPN
fcis-12445	226	15	audio	audio	ADJ
fcis-12445	226	16	-	-	ADJ
fcis-12445	226	17	visual	visual	ADJ
fcis-12445	226	18	bimodal	bimodal	NOUN
fcis-12445	226	19	emotion	emotion	NOUN
fcis-12445	226	20	recognition	recognition	NOUN
fcis-12445	226	21	based	base	VERB
fcis-12445	226	22	on	on	ADP
fcis-12445	226	23	emotional	emotional	ADJ
fcis-12445	226	24	tone[j	tone[j	NOUN
fcis-12445	226	25	]	]	PUNCT
fcis-12445	226	26	.	.	PUNCT
fcis-12445	227	1	computer	computer	NOUN
fcis-12445	227	2	applications	application	NOUN
fcis-12445	227	3	and	and	CCONJ
fcis-12445	227	4	software	software	NOUN
fcis-12445	227	5	,	,	PUNCT
fcis-12445	227	6	2018	2018	NUM
fcis-12445	227	7	,	,	PUNCT
fcis-12445	227	8	35(8	35(8	NUM
fcis-12445	227	9	):	):	PUNCT
fcis-12445	227	10	238	238	NUM
fcis-12445	227	11	-	-	SYM
fcis-12445	227	12	242	242	NUM
fcis-12445	227	13	.	.	PUNCT
fcis-12445	228	1	[	[	X
fcis-12445	228	2	39	39	NUM
fcis-12445	228	3	]	]	PUNCT
fcis-12445	228	4	song	song	NOUN
fcis-12445	228	5	g	g	PROPN
fcis-12445	228	6	j	j	PROPN
fcis-12445	228	7	,	,	PUNCT
fcis-12445	228	8	zhang	zhang	PROPN
fcis-12445	228	9	s	s	PROPN
fcis-12445	228	10	d	d	PROPN
fcis-12445	228	11	,	,	PUNCT
fcis-12445	228	12	wei	wei	PROPN
fcis-12445	228	13	f	f	PROPN
fcis-12445	228	14	g.	g.	PROPN
fcis-12445	228	15	research	research	PROPN
fcis-12445	228	16	on	on	ADP
fcis-12445	228	17	audio	audio	ADJ
fcis-12445	228	18	-	-	ADJ
fcis-12445	228	19	visual	visual	ADJ
fcis-12445	228	20	dual	dual	ADJ
fcis-12445	228	21	-	-	PUNCT
fcis-12445	228	22	modal	modal	NOUN
fcis-12445	228	23	emotion	emotion	NOUN
fcis-12445	228	24	recognition	recognition	NOUN
fcis-12445	228	25	fusion	fusion	NOUN
fcis-12445	228	26	frame	frame	NOUN
fcis-12445	228	27	-	-	PUNCT
fcis-12445	228	28	work[j	work[j	NOUN
fcis-12445	228	29	]	]	PUNCT
fcis-12445	228	30	.	.	PUNCT
fcis-12445	229	1	computer	computer	NOUN
fcis-12445	229	2	engineering	engineering	NOUN
fcis-12445	229	3	and	and	CCONJ
fcis-12445	229	4	applications	application	NOUN
fcis-12445	229	5	,	,	PUNCT
fcis-12445	229	6	2020	2020	NUM
fcis-12445	229	7	,	,	PUNCT
fcis-12445	229	8	56(6):140	56(6):140	NUM
fcis-12445	229	9	-	-	SYM
fcis-12445	229	10	146	146	NUM
fcis-12445	229	11	.	.	PUNCT
fcis-12445	230	1	[	[	X
fcis-12445	230	2	40	40	NUM
fcis-12445	230	3	]	]	PUNCT
fcis-12445	230	4	zhang	zhang	PROPN
fcis-12445	230	5	l.	l.	PROPN
fcis-12445	230	6	multimodal	multimodal	PROPN
fcis-12445	230	7	emotion	emotion	NOUN
fcis-12445	230	8	recognition	recognition	NOUN
fcis-12445	230	9	based	base	VERB
fcis-12445	230	10	on	on	ADP
fcis-12445	230	11	face	face	NOUN
fcis-12445	230	12	and	and	CCONJ
fcis-12445	230	13	speech	speech	NOUN
fcis-12445	230	14	and	and	CCONJ
fcis-12445	230	15	the	the	DET
fcis-12445	230	16	application	application	NOUN
fcis-12445	230	17	in	in	ADP
fcis-12445	230	18	reasoning	reasoning	NOUN
fcis-12445	230	19	of	of	ADP
fcis-12445	230	20	robot	robot	NOUN
fcis-12445	230	21	service	service	NOUN
fcis-12445	230	22	tasks	task	NOUN
fcis-12445	231	1	[	[	X
fcis-12445	231	2	d	d	X
fcis-12445	231	3	]	]	X
fcis-12445	231	4	.	.	PUNCT
fcis-12445	232	1	shandong	shandong	PROPN
fcis-12445	232	2	university,2021	university,2021	PROPN
fcis-12445	232	3	.	.	PUNCT
fcis-12445	233	1	[	[	X
fcis-12445	233	2	41	41	NUM
fcis-12445	233	3	]	]	X
fcis-12445	233	4	shen	shen	PROPN
fcis-12445	233	5	j.	j.	PROPN
fcis-12445	233	6	bimodal	bimodal	PROPN
fcis-12445	233	7	emotion	emotion	NOUN
fcis-12445	233	8	recognition	recognition	NOUN
fcis-12445	233	9	system	system	NOUN
fcis-12445	233	10	based	base	VERB
fcis-12445	233	11	on	on	ADP
fcis-12445	233	12	eeg	eeg	NOUN
fcis-12445	233	13	and	and	CCONJ
fcis-12445	233	14	facial	facial	ADJ
fcis-12445	233	15	expression[d	expression[d	NOUN
fcis-12445	233	16	]	]	PUNCT
fcis-12445	233	17	.	.	PUNCT
fcis-12445	234	1	nanjing	nanjing	PROPN
fcis-12445	234	2	:	:	PUNCT
fcis-12445	234	3	nanjing	nanjing	PROPN
fcis-12445	234	4	university	university	PROPN
fcis-12445	234	5	of	of	ADP
fcis-12445	234	6	posts	post	NOUN
fcis-12445	234	7	and	and	CCONJ
fcis-12445	234	8	telecommunications,2020	telecommunications,2020	NOUN
fcis-12445	234	9	.	.	PUNCT
fcis-12445	235	1	[	[	X
fcis-12445	235	2	42	42	NUM
fcis-12445	235	3	]	]	X
fcis-12445	235	4	zhao	zhao	PROPN
fcis-12445	235	5	y	y	PROPN
fcis-12445	235	6	f	f	PROPN
fcis-12445	235	7	,	,	PUNCT
fcis-12445	235	8	chen	chen	PROPN
fcis-12445	235	9	d	d	PROPN
fcis-12445	235	10	y.	y.	PROPN
fcis-12445	235	11	expression	expression	NOUN
fcis-12445	235	12	eeg	eeg	PROPN
fcis-12445	235	13	multimodal	multimodal	NOUN
fcis-12445	235	14	emotion	emotion	NOUN
fcis-12445	235	15	recognition	recognition	NOUN
fcis-12445	235	16	method	method	NOUN
fcis-12445	235	17	based	base	VERB
fcis-12445	235	18	on	on	ADP
fcis-12445	235	19	the	the	DET
fcis-12445	235	20	bidirectional	bidirectional	ADJ
fcis-12445	235	21	lstm	lstm	NOUN
fcis-12445	235	22	and	and	CCONJ
fcis-12445	235	23	attention	attention	NOUN
fcis-12445	235	24	mechanism[j	mechanism[j	PROPN
fcis-12445	235	25	]	]	PUNCT
fcis-12445	235	26	.	.	PUNCT
fcis-12445	236	1	computational	computational	ADJ
fcis-12445	236	2	and	and	CCONJ
fcis-12445	236	3	mathematical	mathematical	ADJ
fcis-12445	236	4	methods	method	NOUN
fcis-12445	236	5	in	in	ADP
fcis-12445	236	6	medicine	medicine	NOUN
fcis-12445	236	7	,	,	PUNCT
fcis-12445	236	8	2021	2021	NUM
fcis-12445	236	9	(	(	PUNCT
fcis-12445	236	10	2021	2021	NUM
fcis-12445	236	11	):	):	PUNCT
fcis-12445	236	12	9967592	9967592	NUM
fcis-12445	236	13	,	,	PUNCT
fcis-12445	236	14	1	1	NUM
fcis-12445	236	15	-	-	SYM
fcis-12445	236	16	12	12	NUM
fcis-12445	236	17	.	.	PUNCT
fcis-12445	237	1	[	[	X
fcis-12445	237	2	43	43	NUM
fcis-12445	237	3	]	]	X
fcis-12445	237	4	xinwang	xinwang	PROPN
fcis-12445	237	5	li	li	PROPN
fcis-12445	237	6	.	.	PROPN
fcis-12445	237	7	human	human	ADJ
fcis-12445	237	8	sentiment	sentiment	NOUN
fcis-12445	237	9	analysis	analysis	NOUN
fcis-12445	237	10	with	with	ADP
fcis-12445	237	11	multimodal	multimodal	ADJ
fcis-12445	237	12	information	information	NOUN
fcis-12445	237	13	fusion[d	fusion[d	NOUN
fcis-12445	237	14	]	]	PUNCT
fcis-12445	237	15	.	.	PUNCT
fcis-12445	238	1	guangzhou	guangzhou	PROPN
fcis-12445	238	2	:	:	PUNCT
fcis-12445	238	3	guangdong	guangdong	PROPN
fcis-12445	238	4	university	university	PROPN
fcis-12445	238	5	of	of	ADP
fcis-12445	238	6	technology	technology	NOUN
fcis-12445	238	7	,	,	PUNCT
fcis-12445	238	8	2022	2022	NUM
fcis-12445	238	9	.	.	PUNCT