id	sid	tid	token	lemma	pos
fcis-31420	1	1	frontiers	frontier	NOUN
fcis-31420	1	2	in	in	ADP
fcis-31420	1	3	computing	computing	NOUN
fcis-31420	1	4	and	and	CCONJ
fcis-31420	1	5	intelligent	intelligent	ADJ
fcis-31420	1	6	systems	system	NOUN
fcis-31420	1	7	issn	issn	VERB
fcis-31420	1	8	:	:	PUNCT
fcis-31420	1	9	2832	2832	NUM
fcis-31420	1	10	-	-	SYM
fcis-31420	1	11	6024	6024	NUM
fcis-31420	1	12	|	|	NOUN
fcis-31420	1	13	vol	vol	NOUN
fcis-31420	1	14	.	.	PROPN
fcis-31420	2	1	13	13	NUM
fcis-31420	2	2	,	,	PUNCT
fcis-31420	2	3	no	no	INTJ
fcis-31420	2	4	.	.	NOUN
fcis-31420	2	5	1	1	NUM
fcis-31420	2	6	,	,	PUNCT
fcis-31420	2	7	2025	2025	NUM
fcis-31420	2	8	47	47	NUM
fcis-31420	2	9	design	design	NOUN
fcis-31420	2	10	of	of	ADP
fcis-31420	2	11	face	face	NOUN
fcis-31420	2	12	recognition	recognition	NOUN
fcis-31420	2	13	course	course	NOUN
fcis-31420	2	14	checking	check	VERB
fcis-31420	2	15	system	system	NOUN
fcis-31420	2	16	zixi	zixi	PROPN
fcis-31420	3	1	cheng	cheng	PROPN
fcis-31420	3	2	*	*	PUNCT
fcis-31420	3	3	silesian	silesian	PROPN
fcis-31420	3	4	institute	institute	PROPN
fcis-31420	3	5	of	of	ADP
fcis-31420	3	6	intelligent	intelligent	ADJ
fcis-31420	3	7	science	science	NOUN
fcis-31420	3	8	and	and	CCONJ
fcis-31420	3	9	engineering	engineering	NOUN
fcis-31420	3	10	,	,	PUNCT
fcis-31420	3	11	yanshan	yanshan	ADP
fcis-31420	3	12	university	university	NOUN
fcis-31420	3	13	,	,	PUNCT
fcis-31420	3	14	qinhuangdao	qinhuangdao	ADV
fcis-31420	3	15	,	,	PUNCT
fcis-31420	3	16	hebei	hebei	PROPN
fcis-31420	3	17	,	,	PUNCT
fcis-31420	3	18	066000	066000	NUM
fcis-31420	3	19	,	,	PUNCT
fcis-31420	3	20	china	china	PROPN
fcis-31420	3	21	*	*	PUNCT
fcis-31420	3	22	corresponding	correspond	VERB
fcis-31420	3	23	author	author	NOUN
fcis-31420	3	24	email	email	NOUN
fcis-31420	3	25	:	:	PUNCT
fcis-31420	4	1	czx0420@outlook.com	czx0420@outlook.com	X
fcis-31420	4	2	abstract	abstract	NOUN
fcis-31420	4	3	:	:	PUNCT
fcis-31420	4	4	this	this	DET
fcis-31420	4	5	paper	paper	NOUN
fcis-31420	4	6	proposes	propose	VERB
fcis-31420	4	7	a	a	DET
fcis-31420	4	8	deep	deep	ADJ
fcis-31420	4	9	learning	learning	NOUN
fcis-31420	4	10	based	base	VERB
fcis-31420	4	11	facial	facial	ADJ
fcis-31420	4	12	recognition	recognition	NOUN
fcis-31420	4	13	course	course	NOUN
fcis-31420	4	14	checking	check	VERB
fcis-31420	4	15	system	system	NOUN
fcis-31420	4	16	to	to	PART
fcis-31420	4	17	address	address	VERB
fcis-31420	4	18	the	the	DET
fcis-31420	4	19	issues	issue	NOUN
fcis-31420	4	20	of	of	ADP
fcis-31420	4	21	low	low	ADJ
fcis-31420	4	22	attendance	attendance	NOUN
fcis-31420	4	23	efficiency	efficiency	NOUN
fcis-31420	4	24	and	and	CCONJ
fcis-31420	4	25	easy	easy	ADJ
fcis-31420	4	26	proxy	proxy	NOUN
fcis-31420	4	27	signing	signing	NOUN
fcis-31420	4	28	in	in	ADP
fcis-31420	4	29	traditional	traditional	ADJ
fcis-31420	4	30	universities	university	NOUN
fcis-31420	4	31	.	.	PUNCT
fcis-31420	5	1	extracting	extract	VERB
fcis-31420	5	2	128	128	NUM
fcis-31420	5	3	dimensional	dimensional	ADJ
fcis-31420	5	4	facial	facial	ADJ
fcis-31420	5	5	feature	feature	NOUN
fcis-31420	5	6	vectors	vector	NOUN
fcis-31420	5	7	through	through	ADP
fcis-31420	5	8	the	the	DET
fcis-31420	5	9	mobilefacenet	mobilefacenet	NOUN
fcis-31420	5	10	lightweight	lightweight	NOUN
fcis-31420	5	11	model	model	NOUN
fcis-31420	5	12	,	,	PUNCT
fcis-31420	5	13	combined	combine	VERB
fcis-31420	5	14	with	with	ADP
fcis-31420	5	15	the	the	DET
fcis-31420	5	16	siamese	siamese	ADJ
fcis-31420	5	17	network	network	NOUN
fcis-31420	5	18	's	's	PART
fcis-31420	5	19	dual	dual	ADJ
fcis-31420	5	20	tower	tower	NOUN
fcis-31420	5	21	structure	structure	NOUN
fcis-31420	5	22	similarity	similarity	NOUN
fcis-31420	5	23	measurement	measurement	NOUN
fcis-31420	5	24	mechanism	mechanism	NOUN
fcis-31420	5	25	,	,	PUNCT
fcis-31420	5	26	implementing	implement	VERB
fcis-31420	5	27	identity	identity	NOUN
fcis-31420	5	28	recognition	recognition	NOUN
fcis-31420	5	29	with	with	ADP
fcis-31420	5	30	a	a	DET
fcis-31420	5	31	euclidean	euclidean	ADJ
fcis-31420	5	32	distance	distance	NOUN
fcis-31420	5	33	threshold	threshold	NOUN
fcis-31420	5	34	of	of	ADP
fcis-31420	5	35	0.5	0.5	NUM
fcis-31420	5	36	,	,	PUNCT
fcis-31420	5	37	and	and	CCONJ
fcis-31420	5	38	introducing	introduce	VERB
fcis-31420	5	39	liveness	liveness	NOUN
fcis-31420	5	40	detection	detection	NOUN
fcis-31420	5	41	to	to	PART
fcis-31420	5	42	prevent	prevent	VERB
fcis-31420	5	43	image	image	NOUN
fcis-31420	5	44	spoofing	spoofing	NOUN
fcis-31420	5	45	.	.	PUNCT
fcis-31420	6	1	the	the	DET
fcis-31420	6	2	experiment	experiment	NOUN
fcis-31420	6	3	was	be	AUX
fcis-31420	6	4	based	base	VERB
fcis-31420	6	5	on	on	ADP
fcis-31420	6	6	the	the	DET
fcis-31420	6	7	casia	casia	NOUN
fcis-31420	6	8	and	and	CCONJ
fcis-31420	6	9	ms1m	ms1m	PROPN
fcis-31420	6	10	-	-	PUNCT
fcis-31420	6	11	v2	v2	NOUN
fcis-31420	6	12	datasets	dataset	NOUN
fcis-31420	6	13	,	,	PUNCT
fcis-31420	6	14	and	and	CCONJ
fcis-31420	6	15	the	the	DET
fcis-31420	6	16	results	result	NOUN
fcis-31420	6	17	showed	show	VERB
fcis-31420	6	18	that	that	SCONJ
fcis-31420	6	19	the	the	DET
fcis-31420	6	20	recognition	recognition	NOUN
fcis-31420	6	21	accuracy	accuracy	NOUN
fcis-31420	6	22	of	of	ADP
fcis-31420	6	23	mobilefacenet	mobilefacenet	NOUN
fcis-31420	6	24	alone	alone	ADV
fcis-31420	6	25	reached	reach	VERB
fcis-31420	6	26	98.6	98.6	NUM
fcis-31420	6	27	%	%	NOUN
fcis-31420	6	28	.	.	PUNCT
fcis-31420	7	1	after	after	ADP
fcis-31420	7	2	100	100	NUM
fcis-31420	7	3	iterations	iteration	NOUN
fcis-31420	7	4	of	of	ADP
fcis-31420	7	5	integrating	integrate	VERB
fcis-31420	7	6	siamese	siamese	ADJ
fcis-31420	7	7	network	network	NOUN
fcis-31420	7	8	,	,	PUNCT
fcis-31420	7	9	the	the	DET
fcis-31420	7	10	accuracy	accuracy	NOUN
fcis-31420	7	11	improved	improve	VERB
fcis-31420	7	12	to	to	ADP
fcis-31420	7	13	100	100	NUM
fcis-31420	7	14	%	%	NOUN
fcis-31420	7	15	.	.	PUNCT
fcis-31420	8	1	the	the	DET
fcis-31420	8	2	model	model	NOUN
fcis-31420	8	3	file	file	NOUN
fcis-31420	8	4	was	be	AUX
fcis-31420	8	5	only	only	ADV
fcis-31420	8	6	65	65	NUM
fcis-31420	8	7	kb	kb	PROPN
fcis-31420	8	8	,	,	PUNCT
fcis-31420	8	9	which	which	PRON
fcis-31420	8	10	meets	meet	VERB
fcis-31420	8	11	the	the	DET
fcis-31420	8	12	real	real	ADJ
fcis-31420	8	13	-	-	PUNCT
fcis-31420	8	14	time	time	NOUN
fcis-31420	8	15	update	update	NOUN
fcis-31420	8	16	and	and	CCONJ
fcis-31420	8	17	lightweight	lightweight	ADJ
fcis-31420	8	18	requirements	requirement	NOUN
fcis-31420	8	19	of	of	ADP
fcis-31420	8	20	embedded	embed	VERB
fcis-31420	8	21	devices	device	NOUN
fcis-31420	8	22	.	.	PUNCT
fcis-31420	9	1	this	this	DET
fcis-31420	9	2	system	system	NOUN
fcis-31420	9	3	can	can	AUX
fcis-31420	9	4	achieve	achieve	VERB
fcis-31420	9	5	non	non	ADJ
fcis-31420	9	6	-	-	NOUN
fcis-31420	9	7	contact	contact	NOUN
fcis-31420	9	8	and	and	CCONJ
fcis-31420	9	9	efficient	efficient	ADJ
fcis-31420	9	10	attendance	attendance	NOUN
fcis-31420	9	11	,	,	PUNCT
fcis-31420	9	12	support	support	NOUN
fcis-31420	9	13	cross	cross	NOUN
fcis-31420	9	14	campus	campus	NOUN
fcis-31420	9	15	management	management	NOUN
fcis-31420	9	16	and	and	CCONJ
fcis-31420	9	17	academic	academic	ADJ
fcis-31420	9	18	analysis	analysis	NOUN
fcis-31420	9	19	related	relate	VERB
fcis-31420	9	20	to	to	ADP
fcis-31420	9	21	attendance	attendance	NOUN
fcis-31420	9	22	data	datum	NOUN
fcis-31420	9	23	.	.	PUNCT
fcis-31420	10	1	in	in	ADP
fcis-31420	10	2	the	the	DET
fcis-31420	10	3	future	future	NOUN
fcis-31420	10	4	,	,	PUNCT
fcis-31420	10	5	we	we	PRON
fcis-31420	10	6	plan	plan	VERB
fcis-31420	10	7	to	to	PART
fcis-31420	10	8	optimize	optimize	VERB
fcis-31420	10	9	model	model	NOUN
fcis-31420	10	10	compression	compression	NOUN
fcis-31420	10	11	technology	technology	NOUN
fcis-31420	10	12	and	and	CCONJ
fcis-31420	10	13	integrate	integrate	VERB
fcis-31420	10	14	multimodal	multimodal	ADJ
fcis-31420	10	15	biometric	biometric	ADJ
fcis-31420	10	16	features	feature	NOUN
fcis-31420	10	17	to	to	PART
fcis-31420	10	18	expand	expand	VERB
fcis-31420	10	19	to	to	ADP
fcis-31420	10	20	scenarios	scenario	NOUN
fcis-31420	10	21	such	such	ADJ
fcis-31420	10	22	as	as	ADP
fcis-31420	10	23	enterprise	enterprise	NOUN
fcis-31420	10	24	attendance	attendance	NOUN
fcis-31420	10	25	and	and	CCONJ
fcis-31420	10	26	security	security	NOUN
fcis-31420	10	27	access	access	NOUN
fcis-31420	10	28	control	control	NOUN
fcis-31420	10	29	.	.	PUNCT
fcis-31420	11	1	keywords	keyword	NOUN
fcis-31420	11	2	:	:	PUNCT
fcis-31420	11	3	facial	facial	ADJ
fcis-31420	11	4	recognition	recognition	NOUN
fcis-31420	11	5	;	;	PUNCT
fcis-31420	11	6	course	course	NOUN
fcis-31420	11	7	checking	check	VERB
fcis-31420	11	8	system	system	NOUN
fcis-31420	11	9	;	;	PUNCT
fcis-31420	11	10	mobilefacenet	mobilefacenet	NOUN
fcis-31420	11	11	;	;	PUNCT
fcis-31420	11	12	siamese	siamese	ADJ
fcis-31420	11	13	network	network	NOUN
fcis-31420	11	14	.	.	PUNCT
fcis-31420	12	1	1	1	X
fcis-31420	12	2	.	.	X
fcis-31420	12	3	introduction	introduction	NOUN
fcis-31420	12	4	the	the	DET
fcis-31420	12	5	research	research	NOUN
fcis-31420	12	6	inspiration	inspiration	NOUN
fcis-31420	12	7	for	for	ADP
fcis-31420	12	8	this	this	DET
fcis-31420	12	9	topic	topic	NOUN
fcis-31420	12	10	is	be	AUX
fcis-31420	12	11	based	base	VERB
fcis-31420	12	12	on	on	ADP
fcis-31420	12	13	the	the	DET
fcis-31420	12	14	current	current	ADJ
fcis-31420	12	15	learning	learn	VERB
fcis-31420	12	16	situation	situation	NOUN
fcis-31420	12	17	of	of	ADP
fcis-31420	12	18	college	college	NOUN
fcis-31420	12	19	students	student	NOUN
fcis-31420	12	20	.	.	PUNCT
fcis-31420	13	1	1.1	1.1	NUM
fcis-31420	13	2	.	.	PUNCT
fcis-31420	13	3	research	research	NOUN
fcis-31420	13	4	background	background	NOUN
fcis-31420	13	5	firstly	firstly	ADV
fcis-31420	13	6	,	,	PUNCT
fcis-31420	13	7	the	the	DET
fcis-31420	13	8	college	college	NOUN
fcis-31420	13	9	has	have	AUX
fcis-31420	13	10	installed	instal	VERB
fcis-31420	13	11	high	high	ADJ
fcis-31420	13	12	-	-	PUNCT
fcis-31420	13	13	definition	definition	NOUN
fcis-31420	13	14	cameras	camera	NOUN
fcis-31420	13	15	to	to	PART
fcis-31420	13	16	enhance	enhance	VERB
fcis-31420	13	17	security	security	NOUN
fcis-31420	13	18	,	,	PUNCT
fcis-31420	13	19	which	which	PRON
fcis-31420	13	20	can	can	AUX
fcis-31420	13	21	make	make	VERB
fcis-31420	13	22	full	full	ADJ
fcis-31420	13	23	use	use	NOUN
fcis-31420	13	24	of	of	ADP
fcis-31420	13	25	them	they	PRON
fcis-31420	13	26	and	and	CCONJ
fcis-31420	13	27	achieve	achieve	VERB
fcis-31420	13	28	optimal	optimal	ADJ
fcis-31420	13	29	utilization	utilization	NOUN
fcis-31420	13	30	of	of	ADP
fcis-31420	13	31	resources	resource	NOUN
fcis-31420	13	32	;	;	PUNCT
fcis-31420	13	33	secondly	secondly	ADV
fcis-31420	13	34	,	,	PUNCT
fcis-31420	13	35	college	college	NOUN
fcis-31420	13	36	students	student	NOUN
fcis-31420	13	37	who	who	PRON
fcis-31420	13	38	have	have	AUX
fcis-31420	13	39	been	be	AUX
fcis-31420	13	40	studying	study	VERB
fcis-31420	13	41	for	for	ADP
fcis-31420	13	42	three	three	NUM
fcis-31420	13	43	years	year	NOUN
fcis-31420	13	44	have	have	AUX
fcis-31420	13	45	become	become	VERB
fcis-31420	13	46	less	less	ADV
fcis-31420	13	47	disciplined	disciplined	ADJ
fcis-31420	13	48	and	and	CCONJ
fcis-31420	13	49	gradually	gradually	ADV
fcis-31420	13	50	lazy	lazy	ADJ
fcis-31420	13	51	.	.	PUNCT
fcis-31420	14	1	conducting	conduct	VERB
fcis-31420	14	2	course	course	NOUN
fcis-31420	14	3	inspections	inspection	NOUN
fcis-31420	14	4	can	can	AUX
fcis-31420	14	5	effectively	effectively	ADV
fcis-31420	14	6	supervise	supervise	VERB
fcis-31420	14	7	and	and	CCONJ
fcis-31420	14	8	urge	urge	VERB
fcis-31420	14	9	their	their	PRON
fcis-31420	14	10	learning	learning	NOUN
fcis-31420	14	11	;	;	PUNCT
fcis-31420	14	12	once	once	ADV
fcis-31420	14	13	again	again	ADV
fcis-31420	14	14	,	,	PUNCT
fcis-31420	14	15	the	the	DET
fcis-31420	14	16	college	college	NOUN
fcis-31420	14	17	or	or	CCONJ
fcis-31420	14	18	teachers	teacher	NOUN
fcis-31420	14	19	need	need	VERB
fcis-31420	14	20	to	to	PART
fcis-31420	14	21	check	check	VERB
fcis-31420	14	22	the	the	DET
fcis-31420	14	23	attendance	attendance	NOUN
fcis-31420	14	24	of	of	ADP
fcis-31420	14	25	students	student	NOUN
fcis-31420	14	26	.	.	PUNCT
fcis-31420	15	1	when	when	SCONJ
fcis-31420	15	2	there	there	PRON
fcis-31420	15	3	are	be	VERB
fcis-31420	15	4	too	too	ADV
fcis-31420	15	5	many	many	ADJ
fcis-31420	15	6	students	student	NOUN
fcis-31420	15	7	,	,	PUNCT
fcis-31420	15	8	calling	call	VERB
fcis-31420	15	9	them	they	PRON
fcis-31420	15	10	names	name	NOUN
fcis-31420	15	11	one	one	NUM
fcis-31420	15	12	by	by	ADP
fcis-31420	15	13	one	one	NUM
fcis-31420	15	14	not	not	PART
fcis-31420	15	15	only	only	ADV
fcis-31420	15	16	wastes	waste	VERB
fcis-31420	15	17	the	the	DET
fcis-31420	15	18	energy	energy	NOUN
fcis-31420	15	19	and	and	CCONJ
fcis-31420	15	20	time	time	NOUN
fcis-31420	15	21	of	of	ADP
fcis-31420	15	22	teachers	teacher	NOUN
fcis-31420	15	23	and	and	CCONJ
fcis-31420	15	24	classmates	classmate	NOUN
fcis-31420	15	25	,	,	PUNCT
fcis-31420	15	26	but	but	CCONJ
fcis-31420	15	27	also	also	ADV
fcis-31420	15	28	largely	largely	ADV
fcis-31420	15	29	leads	lead	VERB
fcis-31420	15	30	to	to	ADP
fcis-31420	15	31	the	the	DET
fcis-31420	15	32	phenomenon	phenomenon	NOUN
fcis-31420	15	33	of	of	ADP
fcis-31420	15	34	signing	sign	VERB
fcis-31420	15	35	in	in	ADP
fcis-31420	15	36	on	on	ADP
fcis-31420	15	37	behalf	behalf	NOUN
fcis-31420	15	38	of	of	ADP
fcis-31420	15	39	others	other	NOUN
fcis-31420	15	40	,	,	PUNCT
fcis-31420	15	41	which	which	PRON
fcis-31420	15	42	can	can	AUX
fcis-31420	15	43	easily	easily	ADV
fcis-31420	15	44	disrupt	disrupt	VERB
fcis-31420	15	45	the	the	DET
fcis-31420	15	46	normal	normal	ADJ
fcis-31420	15	47	order	order	NOUN
fcis-31420	15	48	of	of	ADP
fcis-31420	15	49	the	the	DET
fcis-31420	15	50	classroom	classroom	NOUN
fcis-31420	15	51	.	.	PUNCT
fcis-31420	16	1	to	to	PART
fcis-31420	16	2	address	address	VERB
fcis-31420	16	3	these	these	DET
fcis-31420	16	4	drawbacks	drawback	NOUN
fcis-31420	16	5	,	,	PUNCT
fcis-31420	16	6	we	we	PRON
fcis-31420	16	7	plan	plan	VERB
fcis-31420	16	8	to	to	PART
fcis-31420	16	9	use	use	VERB
fcis-31420	16	10	facial	facial	ADJ
fcis-31420	16	11	recognition	recognition	NOUN
fcis-31420	16	12	to	to	PART
fcis-31420	16	13	design	design	VERB
fcis-31420	16	14	a	a	DET
fcis-31420	16	15	fully	fully	ADV
fcis-31420	16	16	automated	automate	VERB
fcis-31420	16	17	course	course	NOUN
fcis-31420	16	18	checking	checking	NOUN
fcis-31420	16	19	system	system	NOUN
fcis-31420	16	20	.	.	PUNCT
fcis-31420	17	1	as	as	ADP
fcis-31420	17	2	an	an	DET
fcis-31420	17	3	emerging	emerge	VERB
fcis-31420	17	4	attendance	attendance	NOUN
fcis-31420	17	5	method	method	NOUN
fcis-31420	17	6	,	,	PUNCT
fcis-31420	17	7	the	the	DET
fcis-31420	17	8	application	application	NOUN
fcis-31420	17	9	of	of	ADP
fcis-31420	17	10	multi	multi	ADJ
fcis-31420	17	11	face	face	NOUN
fcis-31420	17	12	recognition	recognition	NOUN
fcis-31420	17	13	intelligent	intelligent	ADJ
fcis-31420	17	14	attendance	attendance	NOUN
fcis-31420	17	15	system	system	NOUN
fcis-31420	17	16	in	in	ADP
fcis-31420	17	17	university	university	NOUN
fcis-31420	17	18	management	management	NOUN
fcis-31420	17	19	has	have	VERB
fcis-31420	17	20	significant	significant	ADJ
fcis-31420	17	21	necessity	necessity	NOUN
fcis-31420	17	22	and	and	CCONJ
fcis-31420	17	23	advantages	advantage	NOUN
fcis-31420	17	24	[	[	X
fcis-31420	17	25	1,2	1,2	NUM
fcis-31420	17	26	]	]	PUNCT
fcis-31420	17	27	.	.	PUNCT
fcis-31420	18	1	in	in	ADP
fcis-31420	18	2	recent	recent	ADJ
fcis-31420	18	3	years	year	NOUN
fcis-31420	18	4	,	,	PUNCT
fcis-31420	18	5	with	with	ADP
fcis-31420	18	6	the	the	DET
fcis-31420	18	7	rapid	rapid	ADJ
fcis-31420	18	8	development	development	NOUN
fcis-31420	18	9	of	of	ADP
fcis-31420	18	10	internet	internet	NOUN
fcis-31420	18	11	software	software	NOUN
fcis-31420	18	12	and	and	CCONJ
fcis-31420	18	13	hardware	hardware	NOUN
fcis-31420	18	14	technology	technology	NOUN
fcis-31420	18	15	,	,	PUNCT
fcis-31420	18	16	artificial	artificial	ADJ
fcis-31420	18	17	intelligence	intelligence	NOUN
fcis-31420	18	18	technology	technology	NOUN
fcis-31420	18	19	has	have	AUX
fcis-31420	18	20	been	be	AUX
fcis-31420	18	21	greatly	greatly	ADV
fcis-31420	18	22	improved	improve	VERB
fcis-31420	18	23	,	,	PUNCT
fcis-31420	18	24	and	and	CCONJ
fcis-31420	18	25	it	it	PRON
fcis-31420	18	26	also	also	ADV
fcis-31420	18	27	affects	affect	VERB
fcis-31420	18	28	other	other	ADJ
fcis-31420	18	29	industries	industry	NOUN
fcis-31420	18	30	,	,	PUNCT
fcis-31420	18	31	imperceptibly	imperceptibly	ADV
fcis-31420	18	32	changing	change	VERB
fcis-31420	18	33	life	life	NOUN
fcis-31420	18	34	.	.	PUNCT
fcis-31420	19	1	deep	deep	ADJ
fcis-31420	19	2	learning	learning	NOUN
fcis-31420	19	3	technology	technology	NOUN
fcis-31420	19	4	is	be	AUX
fcis-31420	19	5	also	also	ADV
fcis-31420	19	6	growing	grow	VERB
fcis-31420	19	7	explosively	explosively	ADJ
fcis-31420	19	8	,	,	PUNCT
fcis-31420	19	9	and	and	CCONJ
fcis-31420	19	10	the	the	DET
fcis-31420	19	11	implementation	implementation	NOUN
fcis-31420	19	12	of	of	ADP
fcis-31420	19	13	related	related	ADJ
fcis-31420	19	14	applications	application	NOUN
fcis-31420	19	15	has	have	AUX
fcis-31420	19	16	brought	bring	VERB
fcis-31420	19	17	significant	significant	ADJ
fcis-31420	19	18	economic	economic	ADJ
fcis-31420	19	19	value	value	NOUN
fcis-31420	19	20	,	,	PUNCT
fcis-31420	19	21	such	such	ADJ
fcis-31420	19	22	as	as	ADP
fcis-31420	19	23	biometric	biometric	ADJ
fcis-31420	19	24	fusion	fusion	NOUN
fcis-31420	19	25	technology	technology	NOUN
fcis-31420	19	26	in	in	ADP
fcis-31420	19	27	the	the	DET
fcis-31420	19	28	construction	construction	NOUN
fcis-31420	19	29	of	of	ADP
fcis-31420	19	30	smart	smart	ADJ
fcis-31420	19	31	classrooms	classroom	NOUN
fcis-31420	19	32	in	in	ADP
fcis-31420	19	33	universities	university	NOUN
fcis-31420	19	34	,	,	PUNCT
fcis-31420	19	35	as	as	SCONJ
fcis-31420	19	36	seen	see	VERB
fcis-31420	19	37	in	in	ADP
fcis-31420	19	38	[	[	X
fcis-31420	19	39	3,4	3,4	NUM
fcis-31420	19	40	]	]	PUNCT
fcis-31420	19	41	.	.	PUNCT
fcis-31420	20	1	because	because	SCONJ
fcis-31420	20	2	the	the	DET
fcis-31420	20	3	information	information	NOUN
fcis-31420	20	4	contained	contain	VERB
fcis-31420	20	5	in	in	ADP
fcis-31420	20	6	the	the	DET
fcis-31420	20	7	face	face	NOUN
fcis-31420	20	8	is	be	AUX
fcis-31420	20	9	very	very	ADV
fcis-31420	20	10	rich	rich	ADJ
fcis-31420	20	11	,	,	PUNCT
fcis-31420	20	12	it	it	PRON
fcis-31420	20	13	is	be	AUX
fcis-31420	20	14	the	the	DET
fcis-31420	20	15	most	most	ADV
fcis-31420	20	16	important	important	ADJ
fcis-31420	20	17	feature	feature	NOUN
fcis-31420	20	18	in	in	ADP
fcis-31420	20	19	personal	personal	ADJ
fcis-31420	20	20	identification	identification	NOUN
fcis-31420	20	21	,	,	PUNCT
fcis-31420	20	22	unique	unique	ADJ
fcis-31420	20	23	and	and	CCONJ
fcis-31420	20	24	can	can	AUX
fcis-31420	20	25	not	not	PART
fcis-31420	20	26	be	be	AUX
fcis-31420	20	27	replicated	replicate	VERB
fcis-31420	20	28	,	,	PUNCT
fcis-31420	20	29	making	make	VERB
fcis-31420	20	30	it	it	PRON
fcis-31420	20	31	an	an	DET
fcis-31420	20	32	important	important	ADJ
fcis-31420	20	33	way	way	NOUN
fcis-31420	20	34	of	of	ADP
fcis-31420	20	35	individual	individual	ADJ
fcis-31420	20	36	recognition	recognition	NOUN
fcis-31420	20	37	.	.	PUNCT
fcis-31420	21	1	the	the	DET
fcis-31420	21	2	facial	facial	ADJ
fcis-31420	21	3	recognition	recognition	NOUN
fcis-31420	21	4	technology	technology	NOUN
fcis-31420	21	5	based	base	VERB
fcis-31420	21	6	on	on	ADP
fcis-31420	21	7	deep	deep	ADJ
fcis-31420	21	8	learning	learning	NOUN
fcis-31420	21	9	has	have	AUX
fcis-31420	21	10	made	make	VERB
fcis-31420	21	11	significant	significant	ADJ
fcis-31420	21	12	progress	progress	NOUN
fcis-31420	21	13	in	in	ADP
fcis-31420	21	14	hardware	hardware	NOUN
fcis-31420	21	15	computing	computing	NOUN
fcis-31420	21	16	power	power	NOUN
fcis-31420	21	17	and	and	CCONJ
fcis-31420	21	18	algorithms	algorithm	NOUN
fcis-31420	21	19	.	.	PUNCT
fcis-31420	22	1	1.2	1.2	NUM
fcis-31420	22	2	.	.	PUNCT
fcis-31420	22	3	technological	technological	ADJ
fcis-31420	22	4	significance	significance	NOUN
fcis-31420	22	5	facial	facial	ADJ
fcis-31420	22	6	recognition	recognition	NOUN
fcis-31420	22	7	has	have	AUX
fcis-31420	22	8	been	be	AUX
fcis-31420	22	9	applied	apply	VERB
fcis-31420	22	10	in	in	ADP
fcis-31420	22	11	multiple	multiple	ADJ
fcis-31420	22	12	fields	field	NOUN
fcis-31420	22	13	,	,	PUNCT
fcis-31420	22	14	bringing	bring	VERB
fcis-31420	22	15	revolutionary	revolutionary	ADJ
fcis-31420	22	16	convenience	convenience	NOUN
fcis-31420	22	17	to	to	ADP
fcis-31420	22	18	people	people	NOUN
fcis-31420	22	19	's	's	PART
fcis-31420	22	20	lives	life	NOUN
fcis-31420	22	21	.	.	PUNCT
fcis-31420	23	1	facial	facial	ADJ
fcis-31420	23	2	recognition	recognition	NOUN
fcis-31420	23	3	is	be	AUX
fcis-31420	23	4	imperceptible	imperceptible	ADJ
fcis-31420	23	5	to	to	ADP
fcis-31420	23	6	humans	human	NOUN
fcis-31420	23	7	,	,	PUNCT
fcis-31420	23	8	and	and	CCONJ
fcis-31420	23	9	users	user	NOUN
fcis-31420	23	10	do	do	AUX
fcis-31420	23	11	not	not	PART
fcis-31420	23	12	need	need	VERB
fcis-31420	23	13	to	to	PART
fcis-31420	23	14	actively	actively	ADV
fcis-31420	23	15	participate	participate	VERB
fcis-31420	23	16	to	to	PART
fcis-31420	23	17	complete	complete	VERB
fcis-31420	23	18	it	it	PRON
fcis-31420	23	19	.	.	PUNCT
fcis-31420	24	1	it	it	PRON
fcis-31420	24	2	also	also	ADV
fcis-31420	24	3	does	do	AUX
fcis-31420	24	4	not	not	PART
fcis-31420	24	5	have	have	VERB
fcis-31420	24	6	any	any	DET
fcis-31420	24	7	impact	impact	NOUN
fcis-31420	24	8	on	on	ADP
fcis-31420	24	9	the	the	DET
fcis-31420	24	10	human	human	ADJ
fcis-31420	24	11	body	body	NOUN
fcis-31420	24	12	and	and	CCONJ
fcis-31420	24	13	requires	require	VERB
fcis-31420	24	14	small	small	ADJ
fcis-31420	24	15	hardware	hardware	NOUN
fcis-31420	24	16	size	size	NOUN
fcis-31420	24	17	.	.	PUNCT
fcis-31420	25	1	prior	prior	ADV
fcis-31420	25	2	to	to	ADP
fcis-31420	25	3	this	this	PRON
fcis-31420	25	4	,	,	PUNCT
fcis-31420	25	5	multi	multi	ADJ
fcis-31420	25	6	face	face	NOUN
fcis-31420	25	7	recognition	recognition	NOUN
fcis-31420	25	8	,	,	PUNCT
fcis-31420	25	9	as	as	ADP
fcis-31420	25	10	an	an	DET
fcis-31420	25	11	important	important	ADJ
fcis-31420	25	12	component	component	NOUN
fcis-31420	25	13	branch	branch	NOUN
fcis-31420	25	14	in	in	ADP
fcis-31420	25	15	the	the	DET
fcis-31420	25	16	field	field	NOUN
fcis-31420	25	17	of	of	ADP
fcis-31420	25	18	facial	facial	ADJ
fcis-31420	25	19	recognition	recognition	NOUN
fcis-31420	25	20	,	,	PUNCT
fcis-31420	25	21	has	have	AUX
fcis-31420	25	22	shown	show	VERB
fcis-31420	25	23	extensive	extensive	ADJ
fcis-31420	25	24	application	application	NOUN
fcis-31420	25	25	potential	potential	NOUN
fcis-31420	25	26	in	in	ADP
fcis-31420	25	27	areas	area	NOUN
fcis-31420	25	28	such	such	ADJ
fcis-31420	25	29	as	as	ADP
fcis-31420	25	30	public	public	ADJ
fcis-31420	25	31	safety	safety	NOUN
fcis-31420	25	32	,	,	PUNCT
fcis-31420	25	33	identity	identity	NOUN
fcis-31420	25	34	verification	verification	NOUN
fcis-31420	25	35	,	,	PUNCT
fcis-31420	25	36	and	and	CCONJ
fcis-31420	25	37	intelligent	intelligent	ADJ
fcis-31420	25	38	monitoring	monitoring	NOUN
fcis-31420	25	39	,	,	PUNCT
fcis-31420	25	40	such	such	ADJ
fcis-31420	25	41	as	as	ADP
fcis-31420	25	42	real	real	ADJ
fcis-31420	25	43	-	-	PUNCT
fcis-31420	25	44	time	time	NOUN
fcis-31420	25	45	monitoring	monitoring	NOUN
fcis-31420	25	46	systems	system	NOUN
fcis-31420	25	47	in	in	ADP
fcis-31420	25	48	public	public	ADJ
fcis-31420	25	49	safety	safety	NOUN
fcis-31420	25	50	,	,	PUNCT
fcis-31420	25	51	as	as	SCONJ
fcis-31420	25	52	seen	see	VERB
fcis-31420	25	53	in	in	ADP
fcis-31420	25	54	[	[	X
fcis-31420	25	55	5,6	5,6	NUM
fcis-31420	25	56	]	]	PUNCT
fcis-31420	25	57	.	.	PUNCT
fcis-31420	26	1	multi	multi	PROPN
fcis-31420	26	2	face	face	NOUN
fcis-31420	26	3	recognition	recognition	NOUN
fcis-31420	26	4	technology	technology	NOUN
fcis-31420	26	5	can	can	AUX
fcis-31420	26	6	simultaneously	simultaneously	ADV
fcis-31420	26	7	process	process	VERB
fcis-31420	26	8	multiple	multiple	ADJ
fcis-31420	26	9	facial	facial	ADJ
fcis-31420	26	10	information	information	NOUN
fcis-31420	26	11	,	,	PUNCT
fcis-31420	26	12	significantly	significantly	ADV
fcis-31420	26	13	improving	improve	VERB
fcis-31420	26	14	the	the	DET
fcis-31420	26	15	efficiency	efficiency	NOUN
fcis-31420	26	16	of	of	ADP
fcis-31420	26	17	attendance	attendance	NOUN
fcis-31420	26	18	.	.	PUNCT
fcis-31420	27	1	in	in	ADP
fcis-31420	27	2	a	a	DET
fcis-31420	27	3	crowded	crowded	ADJ
fcis-31420	27	4	and	and	CCONJ
fcis-31420	27	5	time	time	NOUN
fcis-31420	27	6	constrained	constrain	VERB
fcis-31420	27	7	university	university	NOUN
fcis-31420	27	8	environment	environment	NOUN
fcis-31420	27	9	,	,	PUNCT
fcis-31420	27	10	traditional	traditional	ADJ
fcis-31420	27	11	attendance	attendance	NOUN
fcis-31420	27	12	methods	method	NOUN
fcis-31420	27	13	often	often	ADV
fcis-31420	27	14	require	require	VERB
fcis-31420	27	15	individual	individual	ADJ
fcis-31420	27	16	identity	identity	NOUN
fcis-31420	27	17	verification	verification	NOUN
fcis-31420	27	18	,	,	PUNCT
fcis-31420	27	19	which	which	PRON
fcis-31420	27	20	is	be	AUX
fcis-31420	27	21	time	time	NOUN
fcis-31420	27	22	-	-	PUNCT
fcis-31420	27	23	consuming	consume	VERB
fcis-31420	27	24	and	and	CCONJ
fcis-31420	27	25	inefficient	inefficient	ADJ
fcis-31420	27	26	.	.	PUNCT
fcis-31420	28	1	and	and	CCONJ
fcis-31420	28	2	multi	multi	ADJ
fcis-31420	28	3	face	face	NOUN
fcis-31420	28	4	recognition	recognition	NOUN
fcis-31420	28	5	technology	technology	NOUN
fcis-31420	28	6	can	can	AUX
fcis-31420	28	7	complete	complete	VERB
fcis-31420	28	8	a	a	DET
fcis-31420	28	9	large	large	ADJ
fcis-31420	28	10	number	number	NOUN
fcis-31420	28	11	of	of	ADP
fcis-31420	28	12	student	student	NOUN
fcis-31420	28	13	check	check	NOUN
fcis-31420	28	14	-	-	PUNCT
fcis-31420	28	15	in	in	ADP
fcis-31420	28	16	tasks	task	NOUN
fcis-31420	28	17	in	in	ADP
fcis-31420	28	18	a	a	DET
fcis-31420	28	19	short	short	ADJ
fcis-31420	28	20	period	period	NOUN
fcis-31420	28	21	of	of	ADP
fcis-31420	28	22	time	time	NOUN
fcis-31420	28	23	,	,	PUNCT
fcis-31420	28	24	effectively	effectively	ADV
fcis-31420	28	25	saving	save	VERB
fcis-31420	28	26	time	time	NOUN
fcis-31420	28	27	and	and	CCONJ
fcis-31420	28	28	improving	improve	VERB
fcis-31420	28	29	the	the	DET
fcis-31420	28	30	efficiency	efficiency	NOUN
fcis-31420	28	31	of	of	ADP
fcis-31420	28	32	the	the	DET
fcis-31420	28	33	entire	entire	ADJ
fcis-31420	28	34	attendance	attendance	NOUN
fcis-31420	28	35	process	process	NOUN
fcis-31420	28	36	[	[	X
fcis-31420	28	37	7	7	NUM
fcis-31420	28	38	]	]	PUNCT
fcis-31420	28	39	.	.	PUNCT
fcis-31420	29	1	1.3	1.3	NUM
fcis-31420	29	2	.	.	PUNCT
fcis-31420	29	3	educational	educational	ADJ
fcis-31420	29	4	informatization	informatization	NOUN
fcis-31420	29	5	value	value	NOUN
fcis-31420	29	6	in	in	ADP
fcis-31420	29	7	the	the	DET
fcis-31420	29	8	field	field	NOUN
fcis-31420	29	9	of	of	ADP
fcis-31420	29	10	education	education	NOUN
fcis-31420	29	11	,	,	PUNCT
fcis-31420	29	12	the	the	DET
fcis-31420	29	13	facial	facial	ADJ
fcis-31420	29	14	recognition	recognition	NOUN
fcis-31420	29	15	course	course	NOUN
fcis-31420	29	16	inspection	inspection	NOUN
fcis-31420	29	17	system	system	NOUN
fcis-31420	29	18	is	be	AUX
fcis-31420	29	19	not	not	PART
fcis-31420	29	20	only	only	ADV
fcis-31420	29	21	an	an	DET
fcis-31420	29	22	attendance	attendance	NOUN
fcis-31420	29	23	tool	tool	NOUN
fcis-31420	29	24	,	,	PUNCT
fcis-31420	29	25	but	but	CCONJ
fcis-31420	29	26	also	also	ADV
fcis-31420	29	27	a	a	DET
fcis-31420	29	28	key	key	ADJ
fcis-31420	29	29	step	step	NOUN
fcis-31420	29	30	in	in	ADP
fcis-31420	29	31	promoting	promote	VERB
fcis-31420	29	32	the	the	DET
fcis-31420	29	33	process	process	NOUN
fcis-31420	29	34	of	of	ADP
fcis-31420	29	35	educational	educational	ADJ
fcis-31420	29	36	informatization	informatization	NOUN
fcis-31420	29	37	.	.	PUNCT
fcis-31420	30	1	by	by	ADP
fcis-31420	30	2	integrating	integrate	VERB
fcis-31420	30	3	facial	facial	ADJ
fcis-31420	30	4	recognition	recognition	NOUN
fcis-31420	30	5	technology	technology	NOUN
fcis-31420	30	6	into	into	ADP
fcis-31420	30	7	teaching	teaching	NOUN
fcis-31420	30	8	management	management	NOUN
fcis-31420	30	9	,	,	PUNCT
fcis-31420	30	10	precise	precise	ADJ
fcis-31420	30	11	analysis	analysis	NOUN
fcis-31420	30	12	of	of	ADP
fcis-31420	30	13	students	student	NOUN
fcis-31420	30	14	'	'	PART
fcis-31420	30	15	learning	learn	VERB
fcis-31420	30	16	behavior	behavior	NOUN
fcis-31420	30	17	can	can	AUX
fcis-31420	30	18	be	be	AUX
fcis-31420	30	19	achieved	achieve	VERB
fcis-31420	30	20	.	.	PUNCT
fcis-31420	31	1	for	for	ADP
fcis-31420	31	2	example	example	NOUN
fcis-31420	31	3	,	,	PUNCT
fcis-31420	31	4	attendance	attendance	NOUN
fcis-31420	31	5	data	datum	NOUN
fcis-31420	31	6	recorded	record	VERB
fcis-31420	31	7	by	by	ADP
fcis-31420	31	8	the	the	DET
fcis-31420	31	9	system	system	NOUN
fcis-31420	31	10	can	can	AUX
fcis-31420	31	11	be	be	AUX
fcis-31420	31	12	connected	connect	VERB
fcis-31420	31	13	to	to	ADP
fcis-31420	31	14	a	a	DET
fcis-31420	31	15	learning	learn	VERB
fcis-31420	31	16	management	management	NOUN
fcis-31420	31	17	system	system	NOUN
fcis-31420	31	18	,	,	PUNCT
fcis-31420	31	19	which	which	PRON
fcis-31420	31	20	teachers	teacher	NOUN
fcis-31420	31	21	can	can	AUX
fcis-31420	31	22	use	use	VERB
fcis-31420	31	23	to	to	PART
fcis-31420	31	24	analyze	analyze	VERB
fcis-31420	31	25	the	the	DET
fcis-31420	31	26	correlation	correlation	NOUN
fcis-31420	31	27	between	between	ADP
fcis-31420	31	28	students	student	NOUN
fcis-31420	31	29	'	'	PART
fcis-31420	31	30	attendance	attendance	NOUN
fcis-31420	31	31	patterns	pattern	NOUN
fcis-31420	31	32	and	and	CCONJ
fcis-31420	31	33	academic	academic	ADJ
fcis-31420	31	34	performance	performance	NOUN
fcis-31420	31	35	,	,	PUNCT
fcis-31420	31	36	thereby	thereby	ADV
fcis-31420	31	37	providing	provide	VERB
fcis-31420	31	38	data	datum	NOUN
fcis-31420	31	39	support	support	NOUN
fcis-31420	31	40	for	for	ADP
fcis-31420	31	41	personalized	personalized	ADJ
fcis-31420	31	42	teaching	teaching	NOUN
fcis-31420	31	43	.	.	PUNCT
fcis-31420	32	1	for	for	ADP
fcis-31420	32	2	students	student	NOUN
fcis-31420	32	3	who	who	PRON
fcis-31420	32	4	are	be	AUX
fcis-31420	32	5	frequently	frequently	ADV
fcis-31420	32	6	absent	absent	ADJ
fcis-31420	32	7	,	,	PUNCT
fcis-31420	32	8	teachers	teacher	NOUN
fcis-31420	32	9	can	can	AUX
fcis-31420	32	10	intervene	intervene	VERB
fcis-31420	32	11	in	in	ADP
fcis-31420	32	12	a	a	DET
fcis-31420	32	13	timely	timely	ADJ
fcis-31420	32	14	manner	manner	NOUN
fcis-31420	32	15	,	,	PUNCT
fcis-31420	32	16	understand	understand	VERB
fcis-31420	32	17	their	their	PRON
fcis-31420	32	18	learning	learning	NOUN
fcis-31420	32	19	difficulties	difficulty	NOUN
fcis-31420	32	20	or	or	CCONJ
fcis-31420	32	21	life	life	NOUN
fcis-31420	32	22	problems	problem	NOUN
fcis-31420	32	23	,	,	PUNCT
fcis-31420	32	24	implement	implement	VERB
fcis-31420	32	25	targeted	target	VERB
fcis-31420	32	26	counseling	counseling	NOUN
fcis-31420	32	27	,	,	PUNCT
fcis-31420	32	28	and	and	CCONJ
fcis-31420	32	29	promote	promote	VERB
fcis-31420	32	30	educational	educational	ADJ
fcis-31420	32	31	care	care	NOUN
fcis-31420	32	32	.	.	PUNCT
fcis-31420	33	1	in	in	ADP
fcis-31420	33	2	addition	addition	NOUN
fcis-31420	33	3	,	,	PUNCT
fcis-31420	33	4	the	the	DET
fcis-31420	33	5	system	system	NOUN
fcis-31420	33	6	helps	help	VERB
fcis-31420	33	7	to	to	PART
fcis-31420	33	8	build	build	VERB
fcis-31420	33	9	an	an	DET
fcis-31420	33	10	intelligent	intelligent	ADJ
fcis-31420	33	11	classroom	classroom	NOUN
fcis-31420	33	12	environment	environment	NOUN
fcis-31420	33	13	.	.	PUNCT
fcis-31420	34	1	facial	facial	ADJ
fcis-31420	34	2	recognition	recognition	NOUN
fcis-31420	34	3	technology	technology	NOUN
fcis-31420	34	4	can	can	AUX
fcis-31420	34	5	be	be	AUX
fcis-31420	34	6	connected	connect	VERB
fcis-31420	34	7	to	to	ADP
fcis-31420	34	8	intelligent	intelligent	ADJ
fcis-31420	34	9	teaching	teaching	NOUN
fcis-31420	34	10	devices	device	NOUN
fcis-31420	34	11	.	.	PUNCT
fcis-31420	35	1	when	when	SCONJ
fcis-31420	35	2	students	student	NOUN
fcis-31420	35	3	enter	enter	VERB
fcis-31420	35	4	the	the	DET
fcis-31420	35	5	classroom	classroom	NOUN
fcis-31420	35	6	,	,	PUNCT
fcis-31420	35	7	the	the	DET
fcis-31420	35	8	system	system	NOUN
fcis-31420	35	9	automatically	automatically	ADV
fcis-31420	35	10	recognizes	recognize	VERB
fcis-31420	35	11	their	their	PRON
fcis-31420	35	12	identity	identity	NOUN
fcis-31420	35	13	and	and	CCONJ
fcis-31420	35	14	adjusts	adjust	VERB
fcis-31420	35	15	seating	seating	NOUN
fcis-31420	35	16	arrangements	arrangement	NOUN
fcis-31420	35	17	,	,	PUNCT
fcis-31420	35	18	loads	load	VERB
fcis-31420	35	19	personal	personal	ADJ
fcis-31420	35	20	learning	learning	NOUN
fcis-31420	35	21	materials	material	NOUN
fcis-31420	35	22	onto	onto	ADP
fcis-31420	35	23	terminal	terminal	ADJ
fcis-31420	35	24	devices	device	NOUN
fcis-31420	35	25	,	,	PUNCT
fcis-31420	35	26	and	and	CCONJ
fcis-31420	35	27	even	even	ADV
fcis-31420	35	28	pre	pre	ADJ
fcis-31420	35	29	-	-	ADJ
fcis-31420	35	30	set	set	ADJ
fcis-31420	35	31	preferred	preferred	ADJ
fcis-31420	35	32	48	48	NUM
fcis-31420	35	33	learning	learning	NOUN
fcis-31420	35	34	environments	environment	NOUN
fcis-31420	35	35	based	base	VERB
fcis-31420	35	36	on	on	ADP
fcis-31420	35	37	historical	historical	ADJ
fcis-31420	35	38	data	datum	NOUN
fcis-31420	35	39	(	(	PUNCT
fcis-31420	35	40	such	such	ADJ
fcis-31420	35	41	as	as	ADP
fcis-31420	35	42	lighting	lighting	NOUN
fcis-31420	35	43	,	,	PUNCT
fcis-31420	35	44	temperature	temperature	NOUN
fcis-31420	35	45	,	,	PUNCT
fcis-31420	35	46	etc	etc	X
fcis-31420	35	47	.	.	X
fcis-31420	35	48	)	)	PUNCT
fcis-31420	35	49	to	to	PART
fcis-31420	35	50	create	create	VERB
fcis-31420	35	51	personalized	personalized	ADJ
fcis-31420	35	52	learning	learning	NOUN
fcis-31420	35	53	spaces	space	NOUN
fcis-31420	35	54	centered	center	VERB
fcis-31420	35	55	around	around	ADP
fcis-31420	35	56	students	student	NOUN
fcis-31420	35	57	.	.	PUNCT
fcis-31420	36	1	at	at	ADP
fcis-31420	36	2	the	the	DET
fcis-31420	36	3	same	same	ADJ
fcis-31420	36	4	time	time	NOUN
fcis-31420	36	5	,	,	PUNCT
fcis-31420	36	6	in	in	ADP
fcis-31420	36	7	large	large	ADJ
fcis-31420	36	8	universities	university	NOUN
fcis-31420	36	9	,	,	PUNCT
fcis-31420	36	10	this	this	DET
fcis-31420	36	11	system	system	NOUN
fcis-31420	36	12	can	can	AUX
fcis-31420	36	13	effectively	effectively	ADV
fcis-31420	36	14	manage	manage	VERB
fcis-31420	36	15	the	the	DET
fcis-31420	36	16	attendance	attendance	NOUN
fcis-31420	36	17	of	of	ADP
fcis-31420	36	18	elective	elective	ADJ
fcis-31420	36	19	courses	course	NOUN
fcis-31420	36	20	across	across	ADP
fcis-31420	36	21	campuses	campus	NOUN
fcis-31420	36	22	,	,	PUNCT
fcis-31420	36	23	break	break	VERB
fcis-31420	36	24	down	down	ADP
fcis-31420	36	25	management	management	NOUN
fcis-31420	36	26	barriers	barrier	NOUN
fcis-31420	36	27	between	between	ADP
fcis-31420	36	28	campuses	campus	NOUN
fcis-31420	36	29	,	,	PUNCT
fcis-31420	36	30	promote	promote	VERB
fcis-31420	36	31	the	the	DET
fcis-31420	36	32	balanced	balanced	ADJ
fcis-31420	36	33	utilization	utilization	NOUN
fcis-31420	36	34	and	and	CCONJ
fcis-31420	36	35	sharing	sharing	NOUN
fcis-31420	36	36	of	of	ADP
fcis-31420	36	37	educational	educational	ADJ
fcis-31420	36	38	resources	resource	NOUN
fcis-31420	36	39	,	,	PUNCT
fcis-31420	36	40	and	and	CCONJ
fcis-31420	36	41	improve	improve	VERB
fcis-31420	36	42	the	the	DET
fcis-31420	36	43	overall	overall	ADJ
fcis-31420	36	44	teaching	teaching	NOUN
fcis-31420	36	45	management	management	NOUN
fcis-31420	36	46	efficiency	efficiency	NOUN
fcis-31420	36	47	of	of	ADP
fcis-31420	36	48	universities	university	NOUN
fcis-31420	36	49	.	.	PUNCT
fcis-31420	37	1	2	2	X
fcis-31420	37	2	.	.	X
fcis-31420	37	3	method	method	PROPN
fcis-31420	37	4	2.1	2.1	NUM
fcis-31420	37	5	.	.	PUNCT
fcis-31420	38	1	facial	facial	ADJ
fcis-31420	38	2	recognition	recognition	NOUN
fcis-31420	38	3	workflow	workflow	NOUN
fcis-31420	38	4	at	at	ADP
fcis-31420	38	5	present	present	ADJ
fcis-31420	39	1	,	,	PUNCT
fcis-31420	39	2	the	the	DET
fcis-31420	39	3	implementation	implementation	NOUN
fcis-31420	39	4	of	of	ADP
fcis-31420	39	5	facial	facial	ADJ
fcis-31420	39	6	recognition	recognition	NOUN
fcis-31420	39	7	technology	technology	NOUN
fcis-31420	39	8	generally	generally	ADV
fcis-31420	39	9	involves	involve	VERB
fcis-31420	39	10	the	the	DET
fcis-31420	39	11	following	follow	VERB
fcis-31420	39	12	steps	step	NOUN
fcis-31420	39	13	:	:	PUNCT
fcis-31420	39	14	first	first	ADV
fcis-31420	39	15	,	,	PUNCT
fcis-31420	39	16	collect	collect	VERB
fcis-31420	39	17	and	and	CCONJ
fcis-31420	39	18	record	record	VERB
fcis-31420	39	19	a	a	DET
fcis-31420	39	20	local	local	ADJ
fcis-31420	39	21	facial	facial	ADJ
fcis-31420	39	22	database	database	NOUN
fcis-31420	39	23	,	,	PUNCT
fcis-31420	39	24	which	which	PRON
fcis-31420	39	25	should	should	AUX
fcis-31420	39	26	contain	contain	VERB
fcis-31420	39	27	multiple	multiple	ADJ
fcis-31420	39	28	facial	facial	ADJ
fcis-31420	39	29	data	datum	NOUN
fcis-31420	39	30	;	;	PUNCT
fcis-31420	39	31	second	second	ADV
fcis-31420	39	32	,	,	PUNCT
fcis-31420	39	33	obtain	obtain	VERB
fcis-31420	39	34	preliminary	preliminary	ADJ
fcis-31420	39	35	facial	facial	ADJ
fcis-31420	39	36	feature	feature	NOUN
fcis-31420	39	37	data	datum	NOUN
fcis-31420	39	38	for	for	ADP
fcis-31420	39	39	recognition	recognition	NOUN
fcis-31420	39	40	,	,	PUNCT
fcis-31420	39	41	compare	compare	VERB
fcis-31420	39	42	the	the	DET
fcis-31420	39	43	collected	collect	VERB
fcis-31420	39	44	facial	facial	ADJ
fcis-31420	39	45	feature	feature	NOUN
fcis-31420	39	46	data	datum	NOUN
fcis-31420	39	47	with	with	ADP
fcis-31420	39	48	the	the	DET
fcis-31420	39	49	data	datum	NOUN
fcis-31420	39	50	in	in	ADP
fcis-31420	39	51	the	the	DET
fcis-31420	39	52	database	database	NOUN
fcis-31420	39	53	,	,	PUNCT
fcis-31420	39	54	and	and	CCONJ
fcis-31420	39	55	obtain	obtain	VERB
fcis-31420	39	56	the	the	DET
fcis-31420	39	57	recognition	recognition	NOUN
fcis-31420	39	58	result	result	NOUN
fcis-31420	39	59	.	.	PUNCT
fcis-31420	40	1	simply	simply	ADV
fcis-31420	40	2	put	put	VERB
fcis-31420	40	3	,	,	PUNCT
fcis-31420	40	4	it	it	PRON
fcis-31420	40	5	means	mean	VERB
fcis-31420	40	6	using	use	VERB
fcis-31420	40	7	a	a	DET
fcis-31420	40	8	camera	camera	NOUN
fcis-31420	40	9	to	to	PART
fcis-31420	40	10	capture	capture	VERB
fcis-31420	40	11	portrait	portrait	NOUN
fcis-31420	40	12	images	image	NOUN
fcis-31420	40	13	,	,	PUNCT
fcis-31420	40	14	distinguishing	distinguish	VERB
fcis-31420	40	15	facial	facial	ADJ
fcis-31420	40	16	features	feature	NOUN
fcis-31420	40	17	in	in	ADP
fcis-31420	40	18	the	the	DET
fcis-31420	40	19	image	image	NOUN
fcis-31420	40	20	according	accord	VERB
fcis-31420	40	21	to	to	ADP
fcis-31420	40	22	established	establish	VERB
fcis-31420	40	23	rules	rule	NOUN
fcis-31420	40	24	,	,	PUNCT
fcis-31420	40	25	and	and	CCONJ
fcis-31420	40	26	locating	locate	VERB
fcis-31420	40	27	key	key	ADJ
fcis-31420	40	28	points	point	NOUN
fcis-31420	40	29	.	.	PUNCT
fcis-31420	41	1	if	if	SCONJ
fcis-31420	41	2	a	a	DET
fcis-31420	41	3	face	face	NOUN
fcis-31420	41	4	can	can	AUX
fcis-31420	41	5	be	be	AUX
fcis-31420	41	6	detected	detect	VERB
fcis-31420	41	7	,	,	PUNCT
fcis-31420	41	8	facial	facial	ADJ
fcis-31420	41	9	feature	feature	NOUN
fcis-31420	41	10	data	datum	NOUN
fcis-31420	41	11	is	be	AUX
fcis-31420	41	12	extracted	extract	VERB
fcis-31420	41	13	according	accord	VERB
fcis-31420	41	14	to	to	ADP
fcis-31420	41	15	regulations	regulation	NOUN
fcis-31420	41	16	and	and	CCONJ
fcis-31420	41	17	integrated	integrate	VERB
fcis-31420	41	18	for	for	ADP
fcis-31420	41	19	analysis	analysis	NOUN
fcis-31420	41	20	.	.	PUNCT
fcis-31420	42	1	essentially	essentially	ADV
fcis-31420	42	2	,	,	PUNCT
fcis-31420	42	3	the	the	DET
fcis-31420	42	4	extracted	extract	VERB
fcis-31420	42	5	facial	facial	ADJ
fcis-31420	42	6	feature	feature	NOUN
fcis-31420	42	7	data	datum	NOUN
fcis-31420	42	8	is	be	AUX
fcis-31420	42	9	compared	compare	VERB
fcis-31420	42	10	with	with	ADP
fcis-31420	42	11	the	the	DET
fcis-31420	42	12	feature	feature	NOUN
fcis-31420	42	13	data	datum	NOUN
fcis-31420	42	14	in	in	ADP
fcis-31420	42	15	the	the	DET
fcis-31420	42	16	database	database	NOUN
fcis-31420	42	17	.	.	PUNCT
fcis-31420	43	1	if	if	SCONJ
fcis-31420	43	2	the	the	DET
fcis-31420	43	3	similarity	similarity	NOUN
fcis-31420	43	4	of	of	ADP
fcis-31420	43	5	the	the	DET
fcis-31420	43	6	data	data	NOUN
fcis-31420	43	7	is	be	AUX
fcis-31420	43	8	not	not	PART
fcis-31420	43	9	less	less	ADJ
fcis-31420	43	10	than	than	ADP
fcis-31420	43	11	a	a	DET
fcis-31420	43	12	reasonable	reasonable	ADJ
fcis-31420	43	13	value	value	NOUN
fcis-31420	43	14	set	set	VERB
fcis-31420	43	15	in	in	ADP
fcis-31420	43	16	advance	advance	NOUN
fcis-31420	43	17	,	,	PUNCT
fcis-31420	43	18	it	it	PRON
fcis-31420	43	19	indicates	indicate	VERB
fcis-31420	43	20	successful	successful	ADJ
fcis-31420	43	21	recognition	recognition	NOUN
fcis-31420	43	22	and	and	CCONJ
fcis-31420	43	23	determines	determine	VERB
fcis-31420	43	24	that	that	SCONJ
fcis-31420	43	25	the	the	DET
fcis-31420	43	26	facial	facial	ADJ
fcis-31420	43	27	feature	feature	NOUN
fcis-31420	43	28	identity	identity	NOUN
fcis-31420	43	29	is	be	AUX
fcis-31420	43	30	consistent	consistent	ADJ
fcis-31420	43	31	.	.	PUNCT
fcis-31420	44	1	to	to	PART
fcis-31420	44	2	prevent	prevent	VERB
fcis-31420	44	3	image	image	NOUN
fcis-31420	44	4	deception	deception	NOUN
fcis-31420	44	5	,	,	PUNCT
fcis-31420	44	6	liveness	liveness	NOUN
fcis-31420	44	7	detection	detection	NOUN
fcis-31420	44	8	algorithms	algorithm	NOUN
fcis-31420	44	9	are	be	AUX
fcis-31420	44	10	used	use	VERB
fcis-31420	44	11	to	to	PART
fcis-31420	44	12	determine	determine	VERB
fcis-31420	44	13	whether	whether	SCONJ
fcis-31420	44	14	the	the	DET
fcis-31420	44	15	face	face	NOUN
fcis-31420	44	16	in	in	ADP
fcis-31420	44	17	front	front	NOUN
fcis-31420	44	18	of	of	ADP
fcis-31420	44	19	the	the	DET
fcis-31420	44	20	recognition	recognition	NOUN
fcis-31420	44	21	camera	camera	NOUN
fcis-31420	44	22	is	be	AUX
fcis-31420	44	23	a	a	DET
fcis-31420	44	24	real	real	ADJ
fcis-31420	44	25	existence	existence	NOUN
fcis-31420	44	26	rather	rather	ADV
fcis-31420	44	27	than	than	ADP
fcis-31420	44	28	an	an	DET
fcis-31420	44	29	image	image	NOUN
fcis-31420	44	30	.	.	PUNCT
fcis-31420	45	1	existing	exist	VERB
fcis-31420	45	2	liveness	liveness	NOUN
fcis-31420	45	3	detection	detection	NOUN
fcis-31420	45	4	algorithms	algorithm	NOUN
fcis-31420	45	5	are	be	AUX
fcis-31420	45	6	based	base	VERB
fcis-31420	45	7	on	on	ADP
fcis-31420	45	8	the	the	DET
fcis-31420	45	9	principle	principle	NOUN
fcis-31420	45	10	that	that	SCONJ
fcis-31420	45	11	the	the	DET
fcis-31420	45	12	face	face	NOUN
fcis-31420	45	13	is	be	AUX
fcis-31420	45	14	moving	move	VERB
fcis-31420	45	15	rather	rather	ADV
fcis-31420	45	16	than	than	ADP
fcis-31420	45	17	stationary	stationary	ADJ
fcis-31420	45	18	,	,	PUNCT
fcis-31420	45	19	and	and	CCONJ
fcis-31420	45	20	verify	verify	VERB
fcis-31420	45	21	that	that	SCONJ
fcis-31420	45	22	the	the	DET
fcis-31420	45	23	face	face	NOUN
fcis-31420	45	24	is	be	AUX
fcis-31420	45	25	a	a	DET
fcis-31420	45	26	real	real	ADJ
fcis-31420	45	27	living	living	NOUN
fcis-31420	45	28	being	be	AUX
fcis-31420	45	29	for	for	ADP
fcis-31420	45	30	detection	detection	NOUN
fcis-31420	45	31	and	and	CCONJ
fcis-31420	45	32	recognition	recognition	NOUN
fcis-31420	45	33	rather	rather	ADV
fcis-31420	45	34	than	than	ADP
fcis-31420	45	35	for	for	ADP
fcis-31420	45	36	image	image	NOUN
fcis-31420	45	37	recognition	recognition	NOUN
fcis-31420	45	38	through	through	ADP
fcis-31420	45	39	a	a	DET
fcis-31420	45	40	series	series	NOUN
fcis-31420	45	41	of	of	ADP
fcis-31420	45	42	individual	individual	ADJ
fcis-31420	45	43	or	or	CCONJ
fcis-31420	45	44	combined	combine	VERB
fcis-31420	45	45	actions	action	NOUN
fcis-31420	45	46	such	such	ADJ
fcis-31420	45	47	as	as	ADP
fcis-31420	45	48	shaking	shake	VERB
fcis-31420	45	49	head	head	NOUN
fcis-31420	45	50	left	leave	VERB
fcis-31420	45	51	and	and	CCONJ
fcis-31420	45	52	right	right	ADJ
fcis-31420	45	53	,	,	PUNCT
fcis-31420	45	54	nodding	nod	VERB
fcis-31420	45	55	up	up	ADV
fcis-31420	45	56	and	and	CCONJ
fcis-31420	45	57	down	down	ADV
fcis-31420	45	58	,	,	PUNCT
fcis-31420	45	59	blinking	blink	VERB
fcis-31420	45	60	and	and	CCONJ
fcis-31420	45	61	opening	opening	NOUN
fcis-31420	45	62	mouth	mouth	NOUN
fcis-31420	45	63	,	,	PUNCT
fcis-31420	45	64	etc	etc	X
fcis-31420	45	65	.	.	X
fcis-31420	46	1	[	[	X
fcis-31420	46	2	8,9	8,9	NUM
fcis-31420	46	3	]	]	PUNCT
fcis-31420	46	4	.	.	PUNCT
fcis-31420	47	1	the	the	DET
fcis-31420	47	2	live	live	ADJ
fcis-31420	47	3	detection	detection	NOUN
fcis-31420	47	4	technology	technology	NOUN
fcis-31420	47	5	based	base	VERB
fcis-31420	47	6	on	on	ADP
fcis-31420	47	7	3d	3d	NUM
fcis-31420	47	8	structured	structured	ADJ
fcis-31420	47	9	light	light	NOUN
fcis-31420	47	10	can	can	AUX
fcis-31420	47	11	enhance	enhance	VERB
fcis-31420	47	12	anti	anti	ADJ
fcis-31420	47	13	deception	deception	NOUN
fcis-31420	47	14	,	,	PUNCT
fcis-31420	47	15	as	as	SCONJ
fcis-31420	47	16	shown	show	VERB
fcis-31420	47	17	in	in	ADP
fcis-31420	47	18	[	[	X
fcis-31420	47	19	10,11	10,11	NOUN
fcis-31420	47	20	]	]	PUNCT
fcis-31420	47	21	.	.	PUNCT
fcis-31420	48	1	2.2	2.2	NUM
fcis-31420	48	2	.	.	PUNCT
fcis-31420	48	3	technological	technological	ADJ
fcis-31420	48	4	evolution	evolution	NOUN
fcis-31420	48	5	and	and	CCONJ
fcis-31420	48	6	model	model	NOUN
fcis-31420	48	7	comparison	comparison	NOUN
fcis-31420	48	8	facial	facial	ADJ
fcis-31420	48	9	recognition	recognition	NOUN
fcis-31420	48	10	technology	technology	NOUN
fcis-31420	48	11	was	be	AUX
fcis-31420	48	12	first	first	ADV
fcis-31420	48	13	proposed	propose	VERB
fcis-31420	48	14	in	in	ADP
fcis-31420	48	15	the	the	DET
fcis-31420	48	16	1950s	1950	NOUN
fcis-31420	48	17	and	and	CCONJ
fcis-31420	48	18	1960s	1960	NOUN
fcis-31420	48	19	,	,	PUNCT
fcis-31420	48	20	and	and	CCONJ
fcis-31420	48	21	since	since	SCONJ
fcis-31420	48	22	then	then	ADV
fcis-31420	48	23	,	,	PUNCT
fcis-31420	48	24	research	research	NOUN
fcis-31420	48	25	and	and	CCONJ
fcis-31420	48	26	development	development	NOUN
fcis-31420	48	27	have	have	AUX
fcis-31420	48	28	been	be	AUX
fcis-31420	48	29	continuously	continuously	ADV
fcis-31420	48	30	updated	update	VERB
fcis-31420	48	31	and	and	CCONJ
fcis-31420	48	32	advanced	advanced	ADJ
fcis-31420	48	33	.	.	PUNCT
fcis-31420	49	1	previously	previously	ADV
fcis-31420	49	2	,	,	PUNCT
fcis-31420	49	3	research	research	NOUN
fcis-31420	49	4	mainly	mainly	ADV
fcis-31420	49	5	focused	focus	VERB
fcis-31420	49	6	on	on	ADP
fcis-31420	49	7	the	the	DET
fcis-31420	49	8	relative	relative	ADJ
fcis-31420	49	9	positional	positional	ADJ
fcis-31420	49	10	geometric	geometric	ADJ
fcis-31420	49	11	relationships	relationship	NOUN
fcis-31420	49	12	of	of	ADP
fcis-31420	49	13	key	key	ADJ
fcis-31420	49	14	facial	facial	ADJ
fcis-31420	49	15	feature	feature	NOUN
fcis-31420	49	16	points	point	NOUN
fcis-31420	49	17	,	,	PUNCT
fcis-31420	49	18	such	such	ADJ
fcis-31420	49	19	as	as	ADP
fcis-31420	49	20	kernel	kernel	PROPN
fcis-31420	49	21	methods	method	NOUN
fcis-31420	49	22	,	,	PUNCT
fcis-31420	49	23	active	active	ADJ
fcis-31420	49	24	shape	shape	NOUN
fcis-31420	49	25	models	model	NOUN
fcis-31420	49	26	,	,	PUNCT
fcis-31420	49	27	"	"	PUNCT
fcis-31420	49	28	feature	feature	NOUN
fcis-31420	49	29	faces	face	NOUN
fcis-31420	49	30	"	"	PUNCT
fcis-31420	49	31	and	and	CCONJ
fcis-31420	49	32	fisher	fisher	PROPN
fcis-31420	49	33	's	's	PART
fcis-31420	49	34	algorithm	algorithm	NOUN
fcis-31420	49	35	,	,	PUNCT
fcis-31420	49	36	boosting	boost	VERB
fcis-31420	49	37	algorithm	algorithm	NOUN
fcis-31420	49	38	,	,	PUNCT
fcis-31420	49	39	genetic	genetic	ADJ
fcis-31420	49	40	algorithm	algorithm	NOUN
fcis-31420	49	41	,	,	PUNCT
fcis-31420	49	42	etc	etc	X
fcis-31420	49	43	.	.	X
fcis-31420	49	44	however	however	ADV
fcis-31420	49	45	,	,	PUNCT
fcis-31420	49	46	traditional	traditional	ADJ
fcis-31420	49	47	facial	facial	ADJ
fcis-31420	49	48	recognition	recognition	NOUN
fcis-31420	49	49	technology	technology	NOUN
fcis-31420	49	50	is	be	AUX
fcis-31420	49	51	not	not	PART
fcis-31420	49	52	ideal	ideal	ADJ
fcis-31420	49	53	for	for	ADP
fcis-31420	49	54	certain	certain	ADJ
fcis-31420	49	55	complex	complex	ADJ
fcis-31420	49	56	scenarios	scenario	NOUN
fcis-31420	49	57	,	,	PUNCT
fcis-31420	49	58	with	with	ADP
fcis-31420	49	59	a	a	DET
fcis-31420	49	60	high	high	ADJ
fcis-31420	49	61	error	error	NOUN
fcis-31420	49	62	rate	rate	NOUN
fcis-31420	49	63	.	.	PUNCT
fcis-31420	50	1	factors	factor	NOUN
fcis-31420	50	2	such	such	ADJ
fcis-31420	50	3	as	as	ADP
fcis-31420	50	4	changes	change	NOUN
fcis-31420	50	5	in	in	ADP
fcis-31420	50	6	lighting	lighting	NOUN
fcis-31420	50	7	,	,	PUNCT
fcis-31420	50	8	facial	facial	ADJ
fcis-31420	50	9	expressions	expression	NOUN
fcis-31420	50	10	caused	cause	VERB
fcis-31420	50	11	by	by	ADP
fcis-31420	50	12	individual	individual	ADJ
fcis-31420	50	13	emotions	emotion	NOUN
fcis-31420	50	14	,	,	PUNCT
fcis-31420	50	15	and	and	CCONJ
fcis-31420	50	16	partial	partial	ADJ
fcis-31420	50	17	occlusion	occlusion	NOUN
fcis-31420	50	18	have	have	VERB
fcis-31420	50	19	a	a	DET
fcis-31420	50	20	significant	significant	ADJ
fcis-31420	50	21	impact	impact	NOUN
fcis-31420	50	22	on	on	ADP
fcis-31420	50	23	it	it	PRON
fcis-31420	50	24	.	.	PUNCT
fcis-31420	51	1	with	with	ADP
fcis-31420	51	2	the	the	DET
fcis-31420	51	3	support	support	NOUN
fcis-31420	51	4	of	of	ADP
fcis-31420	51	5	modern	modern	ADJ
fcis-31420	51	6	technology	technology	NOUN
fcis-31420	51	7	,	,	PUNCT
fcis-31420	51	8	deep	deep	ADJ
fcis-31420	51	9	learning	learning	NOUN
fcis-31420	51	10	based	base	VERB
fcis-31420	51	11	facial	facial	ADJ
fcis-31420	51	12	recognition	recognition	NOUN
fcis-31420	51	13	technology	technology	NOUN
fcis-31420	51	14	has	have	AUX
fcis-31420	51	15	solved	solve	VERB
fcis-31420	51	16	many	many	ADJ
fcis-31420	51	17	problems	problem	NOUN
fcis-31420	51	18	in	in	ADP
fcis-31420	51	19	previous	previous	ADJ
fcis-31420	51	20	technologies	technology	NOUN
fcis-31420	51	21	and	and	CCONJ
fcis-31420	51	22	has	have	AUX
fcis-31420	51	23	shown	show	VERB
fcis-31420	51	24	good	good	ADJ
fcis-31420	51	25	performance	performance	NOUN
fcis-31420	51	26	in	in	ADP
fcis-31420	51	27	terms	term	NOUN
fcis-31420	51	28	of	of	ADP
fcis-31420	51	29	facial	facial	ADJ
fcis-31420	51	30	recognition	recognition	NOUN
fcis-31420	51	31	accuracy[12	accuracy[12	PROPN
fcis-31420	51	32	]	]	PUNCT
fcis-31420	51	33	.	.	PUNCT
fcis-31420	52	1	there	there	PRON
fcis-31420	52	2	are	be	VERB
fcis-31420	52	3	many	many	ADJ
fcis-31420	52	4	commonly	commonly	ADV
fcis-31420	52	5	used	use	VERB
fcis-31420	52	6	technologies	technology	NOUN
fcis-31420	52	7	or	or	CCONJ
fcis-31420	52	8	models	model	NOUN
fcis-31420	52	9	in	in	ADP
fcis-31420	52	10	the	the	DET
fcis-31420	52	11	field	field	NOUN
fcis-31420	52	12	of	of	ADP
fcis-31420	52	13	facial	facial	ADJ
fcis-31420	52	14	recognition	recognition	NOUN
fcis-31420	52	15	,	,	PUNCT
fcis-31420	52	16	including	include	VERB
fcis-31420	52	17	methods	method	NOUN
fcis-31420	52	18	based	base	VERB
fcis-31420	52	19	on	on	ADP
fcis-31420	52	20	geometric	geometric	ADJ
fcis-31420	52	21	features	feature	NOUN
fcis-31420	52	22	,	,	PUNCT
fcis-31420	52	23	template	template	NOUN
fcis-31420	52	24	matching	matching	NOUN
fcis-31420	52	25	,	,	PUNCT
fcis-31420	52	26	pca	pca	PROPN
fcis-31420	52	27	,	,	PUNCT
fcis-31420	52	28	lbp	lbp	PROPN
fcis-31420	52	29	,	,	PUNCT
fcis-31420	52	30	cnn	cnn	PROPN
fcis-31420	52	31	,	,	PUNCT
fcis-31420	52	32	siamese	siamese	ADJ
fcis-31420	52	33	networks	network	NOUN
fcis-31420	52	34	,	,	PUNCT
fcis-31420	52	35	triplet	triplet	NOUN
fcis-31420	52	36	loss	loss	NOUN
fcis-31420	52	37	functions	function	NOUN
fcis-31420	52	38	,	,	PUNCT
fcis-31420	52	39	mobilefacenet	mobilefacenet	NOUN
fcis-31420	52	40	,	,	PUNCT
fcis-31420	52	41	and	and	CCONJ
fcis-31420	52	42	facenet	facenet	NOUN
fcis-31420	52	43	.	.	PUNCT
fcis-31420	53	1	however	however	ADV
fcis-31420	53	2	,	,	PUNCT
fcis-31420	53	3	through	through	ADP
fcis-31420	53	4	analysis	analysis	NOUN
fcis-31420	53	5	and	and	CCONJ
fcis-31420	53	6	search	search	NOUN
fcis-31420	53	7	,	,	PUNCT
fcis-31420	53	8	the	the	DET
fcis-31420	53	9	combination	combination	NOUN
fcis-31420	53	10	of	of	ADP
fcis-31420	53	11	mobilefacenet	mobilefacenet	NOUN
fcis-31420	53	12	and	and	CCONJ
fcis-31420	53	13	siamese	siamese	NOUN
fcis-31420	53	14	can	can	AUX
fcis-31420	53	15	improve	improve	VERB
fcis-31420	53	16	the	the	DET
fcis-31420	53	17	accuracy	accuracy	NOUN
fcis-31420	53	18	of	of	ADP
fcis-31420	53	19	facial	facial	ADJ
fcis-31420	53	20	recognition	recognition	NOUN
fcis-31420	54	1	[	[	X
fcis-31420	54	2	12	12	NUM
fcis-31420	54	3	]	]	PUNCT
fcis-31420	54	4	.	.	PUNCT
fcis-31420	55	1	2.3	2.3	NUM
fcis-31420	55	2	.	.	PUNCT
fcis-31420	55	3	mobilefacenet	mobilefacenet	NOUN
fcis-31420	55	4	model	model	NOUN
fcis-31420	55	5	architecture	architecture	NOUN
fcis-31420	55	6	mobilefacenet	mobilefacenet	NOUN
fcis-31420	55	7	is	be	AUX
fcis-31420	55	8	an	an	DET
fcis-31420	55	9	efficient	efficient	ADJ
fcis-31420	55	10	facial	facial	ADJ
fcis-31420	55	11	recognition	recognition	NOUN
fcis-31420	55	12	model	model	NOUN
fcis-31420	55	13	designed	design	VERB
fcis-31420	55	14	specifically	specifically	ADV
fcis-31420	55	15	for	for	ADP
fcis-31420	55	16	mobile	mobile	ADJ
fcis-31420	55	17	and	and	CCONJ
fcis-31420	55	18	embedded	embed	VERB
fcis-31420	55	19	devices	device	NOUN
fcis-31420	55	20	,	,	PUNCT
fcis-31420	55	21	with	with	ADP
fcis-31420	55	22	a	a	DET
fcis-31420	55	23	focus	focus	NOUN
fcis-31420	55	24	on	on	ADP
fcis-31420	55	25	lightweight	lightweight	ADJ
fcis-31420	55	26	structure	structure	NOUN
fcis-31420	55	27	and	and	CCONJ
fcis-31420	55	28	high	high	ADJ
fcis-31420	55	29	computational	computational	ADJ
fcis-31420	55	30	performance	performance	NOUN
fcis-31420	55	31	.	.	PUNCT
fcis-31420	56	1	it	it	PRON
fcis-31420	56	2	uses	use	VERB
fcis-31420	56	3	deeply	deeply	ADV
fcis-31420	56	4	separable	separable	ADJ
fcis-31420	56	5	convolution	convolution	NOUN
fcis-31420	56	6	instead	instead	ADV
fcis-31420	56	7	of	of	ADP
fcis-31420	56	8	traditional	traditional	ADJ
fcis-31420	56	9	convolution	convolution	NOUN
fcis-31420	56	10	to	to	PART
fcis-31420	56	11	significantly	significantly	ADV
fcis-31420	56	12	reduce	reduce	VERB
fcis-31420	56	13	the	the	DET
fcis-31420	56	14	amount	amount	NOUN
fcis-31420	56	15	of	of	ADP
fcis-31420	56	16	parameters	parameter	NOUN
fcis-31420	56	17	and	and	CCONJ
fcis-31420	56	18	computation	computation	NOUN
fcis-31420	56	19	.	.	PUNCT
fcis-31420	57	1	the	the	DET
fcis-31420	57	2	size	size	NOUN
fcis-31420	57	3	of	of	ADP
fcis-31420	57	4	the	the	DET
fcis-31420	57	5	model	model	NOUN
fcis-31420	57	6	is	be	AUX
fcis-31420	57	7	only	only	ADV
fcis-31420	57	8	about	about	ADV
fcis-31420	57	9	4	4	NUM
fcis-31420	57	10	mb	mb	NOUN
fcis-31420	57	11	,	,	PUNCT
fcis-31420	57	12	and	and	CCONJ
fcis-31420	57	13	the	the	DET
fcis-31420	57	14	number	number	NOUN
fcis-31420	57	15	of	of	ADP
fcis-31420	57	16	multiplication	multiplication	NOUN
fcis-31420	57	17	and	and	CCONJ
fcis-31420	57	18	addition	addition	NOUN
fcis-31420	57	19	operations	operation	NOUN
fcis-31420	57	20	is	be	AUX
fcis-31420	57	21	only	only	ADV
fcis-31420	57	22	2.17b	2.17b	NUM
fcis-31420	57	23	.	.	PUNCT
fcis-31420	58	1	it	it	PRON
fcis-31420	58	2	can	can	AUX
fcis-31420	58	3	run	run	VERB
fcis-31420	58	4	in	in	ADP
fcis-31420	58	5	real	real	ADJ
fcis-31420	58	6	time	time	NOUN
fcis-31420	58	7	on	on	ADP
fcis-31420	58	8	mobile	mobile	ADJ
fcis-31420	58	9	devices	device	NOUN
fcis-31420	58	10	to	to	PART
fcis-31420	58	11	meet	meet	VERB
fcis-31420	58	12	the	the	DET
fcis-31420	58	13	needs	need	NOUN
fcis-31420	58	14	of	of	ADP
fcis-31420	58	15	real	real	ADJ
fcis-31420	58	16	-	-	PUNCT
fcis-31420	58	17	time	time	NOUN
fcis-31420	58	18	face	face	NOUN
fcis-31420	58	19	recognition	recognition	NOUN
fcis-31420	58	20	,	,	PUNCT
fcis-31420	58	21	such	such	ADJ
fcis-31420	58	22	as	as	ADP
fcis-31420	58	23	the	the	DET
fcis-31420	58	24	application	application	NOUN
fcis-31420	58	25	of	of	ADP
fcis-31420	58	26	lightweight	lightweight	ADJ
fcis-31420	58	27	design	design	NOUN
fcis-31420	58	28	in	in	ADP
fcis-31420	58	29	edge	edge	NOUN
fcis-31420	58	30	computing	compute	VERB
fcis-31420	58	31	scenarios	scenario	NOUN
fcis-31420	58	32	such	such	ADJ
fcis-31420	58	33	as	as	ADP
fcis-31420	58	34	smartphone	smartphone	NOUN
fcis-31420	58	35	unlocking	unlocking	NOUN
fcis-31420	58	36	,	,	PUNCT
fcis-31420	58	37	mobile	mobile	ADJ
fcis-31420	58	38	payment	payment	NOUN
fcis-31420	58	39	,	,	PUNCT
fcis-31420	58	40	etc	etc	X
fcis-31420	58	41	.	.	X
fcis-31420	58	42	see	see	VERB
fcis-31420	58	43	[	[	X
fcis-31420	58	44	3,13	3,13	NUM
fcis-31420	58	45	]	]	PUNCT
fcis-31420	58	46	.	.	PUNCT
fcis-31420	59	1	the	the	DET
fcis-31420	59	2	network	network	NOUN
fcis-31420	59	3	structure	structure	NOUN
fcis-31420	59	4	of	of	ADP
fcis-31420	59	5	mobilefacenet	mobilefacenet	NOUN
fcis-31420	59	6	consists	consist	VERB
fcis-31420	59	7	of	of	ADP
fcis-31420	59	8	convolutional	convolutional	ADJ
fcis-31420	59	9	layers	layer	NOUN
fcis-31420	59	10	,	,	PUNCT
fcis-31420	59	11	deep	deep	ADJ
fcis-31420	59	12	convolutional	convolutional	ADJ
fcis-31420	59	13	layers	layer	NOUN
fcis-31420	59	14	,	,	PUNCT
fcis-31420	59	15	bottleneck	bottleneck	NOUN
fcis-31420	59	16	layers	layer	NOUN
fcis-31420	59	17	,	,	PUNCT
fcis-31420	59	18	etc	etc	X
fcis-31420	59	19	.	.	X
fcis-31420	60	1	the	the	DET
fcis-31420	60	2	input	input	NOUN
fcis-31420	60	3	is	be	AUX
fcis-31420	60	4	a	a	DET
fcis-31420	60	5	112	112	NUM
fcis-31420	60	6	×	×	NOUN
fcis-31420	60	7	112	112	NUM
fcis-31420	60	8	×	×	NOUN
fcis-31420	60	9	3	3	NUM
fcis-31420	60	10	image	image	NOUN
fcis-31420	60	11	,	,	PUNCT
fcis-31420	60	12	which	which	PRON
fcis-31420	60	13	undergoes	undergo	VERB
fcis-31420	60	14	a	a	DET
fcis-31420	60	15	series	series	NOUN
fcis-31420	60	16	of	of	ADP
fcis-31420	60	17	convolution	convolution	NOUN
fcis-31420	60	18	and	and	CCONJ
fcis-31420	60	19	pooling	pool	VERB
fcis-31420	60	20	operations	operation	NOUN
fcis-31420	60	21	to	to	PART
fcis-31420	60	22	finally	finally	ADV
fcis-31420	60	23	output	output	VERB
fcis-31420	60	24	a	a	DET
fcis-31420	60	25	128	128	NUM
fcis-31420	60	26	dimensional	dimensional	ADJ
fcis-31420	60	27	feature	feature	NOUN
fcis-31420	60	28	vector	vector	NOUN
fcis-31420	60	29	for	for	ADP
fcis-31420	60	30	face	face	NOUN
fcis-31420	60	31	recognition	recognition	NOUN
fcis-31420	60	32	.	.	PUNCT
fcis-31420	61	1	the	the	DET
fcis-31420	61	2	loss	loss	NOUN
fcis-31420	61	3	function	function	NOUN
fcis-31420	61	4	used	use	VERB
fcis-31420	61	5	is	be	AUX
fcis-31420	61	6	the	the	DET
fcis-31420	61	7	arcface	arcface	NOUN
fcis-31420	61	8	loss	loss	NOUN
fcis-31420	61	9	function	function	NOUN
fcis-31420	61	10	,	,	PUNCT
fcis-31420	61	11	which	which	PRON
fcis-31420	61	12	enhances	enhance	VERB
fcis-31420	61	13	discriminative	discriminative	NOUN
fcis-31420	61	14	ability	ability	NOUN
fcis-31420	61	15	and	and	CCONJ
fcis-31420	61	16	improves	improve	VERB
fcis-31420	61	17	accuracy	accuracy	NOUN
fcis-31420	61	18	by	by	ADP
fcis-31420	61	19	adding	add	VERB
fcis-31420	61	20	angular	angular	ADJ
fcis-31420	61	21	margins	margin	NOUN
fcis-31420	61	22	between	between	ADP
fcis-31420	61	23	the	the	DET
fcis-31420	61	24	feature	feature	NOUN
fcis-31420	61	25	vector	vector	NOUN
fcis-31420	61	26	and	and	CCONJ
fcis-31420	61	27	classification	classification	NOUN
fcis-31420	61	28	weights	weight	NOUN
fcis-31420	61	29	.	.	PUNCT
fcis-31420	62	1	mobilefacenet	mobilefacenet	PROPN
fcis-31420	62	2	achieves	achieve	VERB
fcis-31420	62	3	an	an	DET
fcis-31420	62	4	accuracy	accuracy	NOUN
fcis-31420	62	5	of	of	ADP
fcis-31420	62	6	99.55	99.55	NUM
fcis-31420	62	7	%	%	NOUN
fcis-31420	62	8	on	on	ADP
fcis-31420	62	9	the	the	DET
fcis-31420	62	10	lfw	lfw	NOUN
fcis-31420	62	11	dataset	dataset	VERB
fcis-31420	62	12	and	and	CCONJ
fcis-31420	62	13	on	on	ADP
fcis-31420	62	14	the	the	DET
fcis-31420	62	15	megaface	megaface	NOUN
fcis-31420	62	16	dataset	dataset	VERB
fcis-31420	62	17	tar@far1e-6	tar@far1e-6	PRON
fcis-31420	62	18	the	the	DET
fcis-31420	62	19	accuracy	accuracy	NOUN
fcis-31420	62	20	reaches	reach	VERB
fcis-31420	62	21	92.59	92.59	NUM
fcis-31420	62	22	%	%	NOUN
fcis-31420	62	23	,	,	PUNCT
fcis-31420	62	24	which	which	PRON
fcis-31420	62	25	is	be	AUX
fcis-31420	62	26	comparable	comparable	ADJ
fcis-31420	62	27	to	to	ADP
fcis-31420	62	28	large	large	ADJ
fcis-31420	62	29	cnn	cnn	PROPN
fcis-31420	62	30	models	model	NOUN
fcis-31420	62	31	[	[	X
fcis-31420	62	32	12	12	NUM
fcis-31420	62	33	]	]	PUNCT
fcis-31420	62	34	.	.	PUNCT
fcis-31420	63	1	its	its	PRON
fcis-31420	63	2	advantages	advantage	NOUN
fcis-31420	63	3	lie	lie	VERB
fcis-31420	63	4	in	in	ADP
fcis-31420	63	5	high	high	ADJ
fcis-31420	63	6	efficiency	efficiency	NOUN
fcis-31420	63	7	,	,	PUNCT
fcis-31420	63	8	high	high	ADJ
fcis-31420	63	9	precision	precision	NOUN
fcis-31420	63	10	,	,	PUNCT
fcis-31420	63	11	and	and	CCONJ
fcis-31420	63	12	good	good	ADJ
fcis-31420	63	13	compatibility	compatibility	NOUN
fcis-31420	63	14	.	.	PUNCT
fcis-31420	64	1	it	it	PRON
fcis-31420	64	2	can	can	AUX
fcis-31420	64	3	be	be	AUX
fcis-31420	64	4	used	use	VERB
fcis-31420	64	5	as	as	ADP
fcis-31420	64	6	a	a	DET
fcis-31420	64	7	standalone	standalone	ADJ
fcis-31420	64	8	facial	facial	ADJ
fcis-31420	64	9	recognition	recognition	NOUN
fcis-31420	64	10	model	model	NOUN
fcis-31420	64	11	or	or	CCONJ
fcis-31420	64	12	combined	combine	VERB
fcis-31420	64	13	with	with	ADP
fcis-31420	64	14	other	other	ADJ
fcis-31420	64	15	facial	facial	ADJ
fcis-31420	64	16	detection	detection	NOUN
fcis-31420	64	17	algorithms	algorithm	NOUN
fcis-31420	64	18	(	(	PUNCT
fcis-31420	64	19	such	such	ADJ
fcis-31420	64	20	as	as	ADP
fcis-31420	64	21	mtcnn	mtcnn	NOUN
fcis-31420	64	22	)	)	PUNCT
fcis-31420	64	23	to	to	PART
fcis-31420	64	24	form	form	VERB
fcis-31420	64	25	a	a	DET
fcis-31420	64	26	complete	complete	ADJ
fcis-31420	64	27	facial	facial	ADJ
fcis-31420	64	28	recognition	recognition	NOUN
fcis-31420	64	29	system	system	NOUN
fcis-31420	64	30	[	[	X
fcis-31420	64	31	12	12	NUM
fcis-31420	64	32	]	]	PUNCT
fcis-31420	64	33	.	.	PUNCT
fcis-31420	65	1	2.4	2.4	NUM
fcis-31420	65	2	.	.	PUNCT
fcis-31420	66	1	siamese	siamese	ADJ
fcis-31420	66	2	network	network	NOUN
fcis-31420	66	3	mechanism	mechanism	NOUN
fcis-31420	66	4	the	the	DET
fcis-31420	66	5	siamese	siamese	ADJ
fcis-31420	66	6	model	model	NOUN
fcis-31420	66	7	is	be	AUX
fcis-31420	66	8	a	a	DET
fcis-31420	66	9	special	special	ADJ
fcis-31420	66	10	neural	neural	ADJ
fcis-31420	66	11	network	network	NOUN
fcis-31420	66	12	architecture	architecture	NOUN
fcis-31420	66	13	primarily	primarily	ADV
fcis-31420	66	14	used	use	VERB
fcis-31420	66	15	to	to	PART
fcis-31420	66	16	compare	compare	VERB
fcis-31420	66	17	the	the	DET
fcis-31420	66	18	similarity	similarity	NOUN
fcis-31420	66	19	or	or	CCONJ
fcis-31420	66	20	difference	difference	NOUN
fcis-31420	66	21	between	between	ADP
fcis-31420	66	22	two	two	NUM
fcis-31420	66	23	inputs	input	NOUN
fcis-31420	66	24	.	.	PUNCT
fcis-31420	67	1	its	its	PRON
fcis-31420	67	2	structure	structure	NOUN
fcis-31420	67	3	consists	consist	VERB
fcis-31420	67	4	of	of	ADP
fcis-31420	67	5	two	two	NUM
fcis-31420	67	6	or	or	CCONJ
fcis-31420	67	7	more	more	ADV
fcis-31420	67	8	identical	identical	ADJ
fcis-31420	67	9	and	and	CCONJ
fcis-31420	67	10	weighted	weight	VERB
fcis-31420	67	11	sub	sub	NOUN
fcis-31420	67	12	networks	network	NOUN
fcis-31420	67	13	that	that	PRON
fcis-31420	67	14	map	map	VERB
fcis-31420	67	15	input	input	NOUN
fcis-31420	67	16	data	datum	NOUN
fcis-31420	67	17	to	to	ADP
fcis-31420	67	18	a	a	DET
fcis-31420	67	19	feature	feature	NOUN
fcis-31420	67	20	space	space	NOUN
fcis-31420	67	21	,	,	PUNCT
fcis-31420	67	22	and	and	CCONJ
fcis-31420	67	23	then	then	ADV
fcis-31420	67	24	determine	determine	VERB
fcis-31420	67	25	the	the	DET
fcis-31420	67	26	similarity	similarity	NOUN
fcis-31420	67	27	of	of	ADP
fcis-31420	67	28	input	input	NOUN
fcis-31420	67	29	data	datum	NOUN
fcis-31420	67	30	through	through	ADP
fcis-31420	67	31	distance	distance	NOUN
fcis-31420	67	32	metrics	metric	NOUN
fcis-31420	67	33	such	such	ADJ
fcis-31420	67	34	as	as	ADP
fcis-31420	67	35	euclidean	euclidean	ADJ
fcis-31420	67	36	distance	distance	NOUN
fcis-31420	67	37	and	and	CCONJ
fcis-31420	67	38	cosine	cosine	NOUN
fcis-31420	67	39	similarity	similarity	NOUN
fcis-31420	67	40	.	.	PUNCT
fcis-31420	68	1	during	during	ADP
fcis-31420	68	2	training	training	NOUN
fcis-31420	68	3	,	,	PUNCT
fcis-31420	68	4	siamese	siamese	ADJ
fcis-31420	68	5	models	model	NOUN
fcis-31420	68	6	often	often	ADV
fcis-31420	68	7	combine	combine	VERB
fcis-31420	68	8	contrastive	contrastive	ADJ
fcis-31420	68	9	loss	loss	NOUN
fcis-31420	68	10	functions	function	NOUN
fcis-31420	68	11	or	or	CCONJ
fcis-31420	68	12	triplet	triplet	NOUN
fcis-31420	68	13	loss	loss	NOUN
fcis-31420	68	14	functions	function	NOUN
fcis-31420	68	15	to	to	PART
fcis-31420	68	16	learn	learn	VERB
fcis-31420	68	17	effective	effective	ADJ
fcis-31420	68	18	feature	feature	NOUN
fcis-31420	68	19	representations	representation	NOUN
fcis-31420	68	20	,	,	PUNCT
fcis-31420	68	21	making	make	VERB
fcis-31420	68	22	similar	similar	ADJ
fcis-31420	68	23	inputs	input	NOUN
fcis-31420	68	24	closer	close	ADV
fcis-31420	68	25	in	in	ADP
fcis-31420	68	26	the	the	DET
fcis-31420	68	27	feature	feature	NOUN
fcis-31420	68	28	space	space	NOUN
fcis-31420	68	29	and	and	CCONJ
fcis-31420	68	30	dissimilar	dissimilar	ADJ
fcis-31420	68	31	inputs	input	NOUN
fcis-31420	68	32	farther	far	ADV
fcis-31420	68	33	away	away	ADV
fcis-31420	68	34	[	[	X
fcis-31420	68	35	12	12	NUM
fcis-31420	68	36	]	]	PUNCT
fcis-31420	68	37	.	.	PUNCT
fcis-31420	69	1	its	its	PRON
fcis-31420	69	2	core	core	NOUN
fcis-31420	69	3	advantage	advantage	NOUN
fcis-31420	69	4	is	be	AUX
fcis-31420	69	5	sharing	share	VERB
fcis-31420	69	6	weights	weight	NOUN
fcis-31420	69	7	,	,	PUNCT
fcis-31420	69	8	reducing	reduce	VERB
fcis-31420	69	9	the	the	DET
fcis-31420	69	10	number	number	NOUN
fcis-31420	69	11	of	of	ADP
fcis-31420	69	12	parameters	parameter	NOUN
fcis-31420	69	13	,	,	PUNCT
fcis-31420	69	14	and	and	CCONJ
fcis-31420	69	15	improving	improve	VERB
fcis-31420	69	16	generalization	generalization	NOUN
fcis-31420	69	17	ability	ability	NOUN
fcis-31420	69	18	;	;	PUNCT
fcis-31420	69	19	focusing	focus	VERB
fcis-31420	69	20	on	on	ADP
fcis-31420	69	21	similarity	similarity	NOUN
fcis-31420	69	22	measurement	measurement	NOUN
fcis-31420	69	23	,	,	PUNCT
fcis-31420	69	24	suitable	suitable	ADJ
fcis-31420	69	25	for	for	ADP
fcis-31420	69	26	tasks	task	NOUN
fcis-31420	69	27	such	such	ADJ
fcis-31420	69	28	as	as	ADP
fcis-31420	69	29	facial	facial	ADJ
fcis-31420	69	30	recognition	recognition	NOUN
fcis-31420	69	31	,	,	PUNCT
fcis-31420	69	32	signature	signature	NOUN
fcis-31420	69	33	verification	verification	NOUN
fcis-31420	69	34	,	,	PUNCT
fcis-31420	69	35	image	image	NOUN
fcis-31420	69	36	matching	matching	NOUN
fcis-31420	69	37	,	,	PUNCT
fcis-31420	69	38	etc	etc	X
fcis-31420	69	39	.	.	X
fcis-31420	70	1	that	that	PRON
fcis-31420	70	2	require	require	VERB
fcis-31420	70	3	comparison	comparison	NOUN
fcis-31420	70	4	of	of	ADP
fcis-31420	70	5	inputs	input	NOUN
fcis-31420	70	6	.	.	PUNCT
fcis-31420	71	1	in	in	ADP
fcis-31420	71	2	the	the	DET
fcis-31420	71	3	field	field	NOUN
fcis-31420	71	4	of	of	ADP
fcis-31420	71	5	facial	facial	ADJ
fcis-31420	71	6	recognition	recognition	NOUN
fcis-31420	71	7	,	,	PUNCT
fcis-31420	71	8	siamese	siamese	ADJ
fcis-31420	71	9	models	model	NOUN
fcis-31420	71	10	can	can	AUX
fcis-31420	71	11	be	be	AUX
fcis-31420	71	12	used	use	VERB
fcis-31420	71	13	for	for	ADP
fcis-31420	71	14	facial	facial	ADJ
fcis-31420	71	15	verification	verification	NOUN
fcis-31420	71	16	and	and	CCONJ
fcis-31420	71	17	recognition	recognition	NOUN
fcis-31420	71	18	tasks	task	NOUN
fcis-31420	71	19	.	.	PUNCT
fcis-31420	72	1	input	input	NOUN
fcis-31420	72	2	two	two	NUM
fcis-31420	72	3	facial	facial	ADJ
fcis-31420	72	4	images	image	NOUN
fcis-31420	72	5	into	into	ADP
fcis-31420	72	6	the	the	DET
fcis-31420	72	7	model	model	NOUN
fcis-31420	72	8	,	,	PUNCT
fcis-31420	72	9	and	and	CCONJ
fcis-31420	72	10	the	the	DET
fcis-31420	72	11	network	network	NOUN
fcis-31420	72	12	learns	learn	VERB
fcis-31420	72	13	their	their	PRON
fcis-31420	72	14	similarity	similarity	NOUN
fcis-31420	72	15	to	to	PART
fcis-31420	72	16	achieve	achieve	VERB
fcis-31420	72	17	identity	identity	NOUN
fcis-31420	72	18	authentication	authentication	NOUN
fcis-31420	72	19	and	and	CCONJ
fcis-31420	72	20	recognition	recognition	NOUN
fcis-31420	72	21	.	.	PUNCT
fcis-31420	73	1	its	its	PRON
fcis-31420	73	2	unique	unique	ADJ
fcis-31420	73	3	dual	dual	ADJ
fcis-31420	73	4	tower	tower	NOUN
fcis-31420	73	5	network	network	NOUN
fcis-31420	73	6	structure	structure	NOUN
fcis-31420	73	7	and	and	CCONJ
fcis-31420	73	8	similarity	similarity	NOUN
fcis-31420	73	9	measurement	measurement	NOUN
fcis-31420	73	10	mechanism	mechanism	NOUN
fcis-31420	73	11	make	make	VERB
fcis-31420	73	12	it	it	PRON
fcis-31420	73	13	perform	perform	VERB
fcis-31420	73	14	well	well	ADV
fcis-31420	73	15	in	in	ADP
fcis-31420	73	16	handling	handle	VERB
fcis-31420	73	17	one	one	NUM
fcis-31420	73	18	to	to	ADP
fcis-31420	73	19	many	many	ADJ
fcis-31420	73	20	comparison	comparison	NOUN
fcis-31420	73	21	tasks	task	NOUN
fcis-31420	73	22	[	[	X
fcis-31420	73	23	12	12	NUM
fcis-31420	73	24	]	]	PUNCT
fcis-31420	73	25	.	.	PUNCT
fcis-31420	74	1	however	however	ADV
fcis-31420	74	2	,	,	PUNCT
fcis-31420	74	3	siamese	siamese	ADJ
fcis-31420	74	4	models	model	NOUN
fcis-31420	74	5	only	only	ADV
fcis-31420	74	6	output	output	NOUN
fcis-31420	74	7	similarity	similarity	NOUN
fcis-31420	74	8	scores	score	NOUN
fcis-31420	74	9	and	and	CCONJ
fcis-31420	74	10	require	require	VERB
fcis-31420	74	11	two	two	NUM
fcis-31420	74	12	sub	sub	NOUN
fcis-31420	74	13	network	network	NOUN
fcis-31420	74	14	structures	structure	NOUN
fcis-31420	74	15	to	to	PART
fcis-31420	74	16	be	be	AUX
fcis-31420	74	17	strictly	strictly	ADV
fcis-31420	74	18	identical	identical	ADJ
fcis-31420	74	19	to	to	PART
fcis-31420	74	20	ensure	ensure	VERB
fcis-31420	74	21	that	that	SCONJ
fcis-31420	74	22	the	the	DET
fcis-31420	74	23	input	input	NOUN
fcis-31420	74	24	image	image	NOUN
fcis-31420	74	25	can	can	AUX
fcis-31420	74	26	be	be	AUX
fcis-31420	74	27	mapped	map	VERB
fcis-31420	74	28	to	to	ADP
fcis-31420	74	29	the	the	DET
fcis-31420	74	30	same	same	ADJ
fcis-31420	74	31	feature	feature	NOUN
fcis-31420	74	32	space	space	NOUN
fcis-31420	74	33	.	.	PUNCT
fcis-31420	75	1	compared	compare	VERB
fcis-31420	75	2	to	to	ADP
fcis-31420	75	3	mobilefacenet	mobilefacenet	NOUN
fcis-31420	75	4	outputting	outputting	NOUN
fcis-31420	75	5	category	category	NOUN
fcis-31420	75	6	labels	label	NOUN
fcis-31420	75	7	,	,	PUNCT
fcis-31420	75	8	siamese	siamese	ADJ
fcis-31420	75	9	models	model	NOUN
fcis-31420	75	10	focus	focus	VERB
fcis-31420	75	11	more	more	ADV
fcis-31420	75	12	on	on	ADP
fcis-31420	75	13	comparing	compare	VERB
fcis-31420	75	14	the	the	DET
fcis-31420	75	15	similarity	similarity	NOUN
fcis-31420	75	16	between	between	ADP
fcis-31420	75	17	inputs	input	NOUN
fcis-31420	75	18	,	,	PUNCT
fcis-31420	75	19	and	and	CCONJ
fcis-31420	75	20	both	both	PRON
fcis-31420	75	21	have	have	VERB
fcis-31420	75	22	their	their	PRON
fcis-31420	75	23	own	own	ADJ
fcis-31420	75	24	strengths	strength	NOUN
fcis-31420	75	25	in	in	ADP
fcis-31420	75	26	the	the	DET
fcis-31420	75	27	field	field	NOUN
fcis-31420	75	28	of	of	ADP
fcis-31420	75	29	facial	facial	ADJ
fcis-31420	75	30	recognition	recognition	NOUN
fcis-31420	75	31	.	.	PUNCT
fcis-31420	76	1	49	49	NUM
fcis-31420	76	2	3	3	NUM
fcis-31420	76	3	.	.	PUNCT
fcis-31420	76	4	test	test	NOUN
fcis-31420	76	5	3.1	3.1	NUM
fcis-31420	76	6	.	.	PUNCT
fcis-31420	76	7	model	model	NOUN
fcis-31420	76	8	structure	structure	NOUN
fcis-31420	76	9	and	and	CCONJ
fcis-31420	76	10	parameter	parameter	NOUN
fcis-31420	76	11	challenges	challenge	VERB
fcis-31420	76	12	facial	facial	ADJ
fcis-31420	76	13	recognition	recognition	NOUN
fcis-31420	76	14	aims	aim	VERB
fcis-31420	76	15	to	to	PART
fcis-31420	76	16	use	use	VERB
fcis-31420	76	17	image	image	NOUN
fcis-31420	76	18	path	path	NOUN
fcis-31420	76	19	reading	read	VERB
fcis-31420	76	20	to	to	PART
fcis-31420	76	21	complete	complete	VERB
fcis-31420	76	22	facial	facial	ADJ
fcis-31420	76	23	recognition	recognition	NOUN
fcis-31420	76	24	operations	operation	NOUN
fcis-31420	76	25	.	.	PUNCT
fcis-31420	77	1	the	the	DET
fcis-31420	77	2	mobilefacenet	mobilefacenet	NOUN
fcis-31420	77	3	model	model	NOUN
fcis-31420	77	4	is	be	AUX
fcis-31420	77	5	used	use	VERB
fcis-31420	77	6	to	to	PART
fcis-31420	77	7	predict	predict	VERB
fcis-31420	77	8	facial	facial	ADJ
fcis-31420	77	9	features	feature	NOUN
fcis-31420	77	10	in	in	ADP
fcis-31420	77	11	order	order	NOUN
fcis-31420	77	12	to	to	PART
fcis-31420	77	13	obtain	obtain	VERB
fcis-31420	77	14	comparative	comparative	ADJ
fcis-31420	77	15	similarity	similarity	NOUN
fcis-31420	77	16	between	between	ADP
fcis-31420	77	17	features	feature	NOUN
fcis-31420	77	18	and	and	CCONJ
fcis-31420	77	19	feature	feature	NOUN
fcis-31420	77	20	values	value	NOUN
fcis-31420	77	21	in	in	ADP
fcis-31420	77	22	the	the	DET
fcis-31420	77	23	facial	facial	ADJ
fcis-31420	77	24	database	database	NOUN
fcis-31420	77	25	,	,	PUNCT
fcis-31420	77	26	and	and	CCONJ
fcis-31420	77	27	finally	finally	ADV
fcis-31420	77	28	obtain	obtain	VERB
fcis-31420	77	29	the	the	DET
fcis-31420	77	30	highest	high	ADJ
fcis-31420	77	31	similarity	similarity	NOUN
fcis-31420	77	32	result	result	NOUN
fcis-31420	77	33	with	with	ADP
fcis-31420	77	34	a	a	DET
fcis-31420	77	35	threshold	threshold	NOUN
fcis-31420	77	36	value	value	NOUN
fcis-31420	77	37	greater	great	ADJ
fcis-31420	77	38	than	than	ADP
fcis-31420	77	39	0.6	0.6	NUM
fcis-31420	77	40	,	,	PUNCT
fcis-31420	77	41	thus	thus	ADV
fcis-31420	77	42	achieving	achieve	VERB
fcis-31420	77	43	high	high	ADJ
fcis-31420	77	44	accuracy	accuracy	NOUN
fcis-31420	77	45	.	.	PUNCT
fcis-31420	78	1	the	the	DET
fcis-31420	78	2	mobilefacenet	mobilefacenet	NOUN
fcis-31420	78	3	model	model	NOUN
fcis-31420	78	4	involves	involve	VERB
fcis-31420	78	5	a	a	DET
fcis-31420	78	6	large	large	ADJ
fcis-31420	78	7	number	number	NOUN
fcis-31420	78	8	of	of	ADP
fcis-31420	78	9	parameters	parameter	NOUN
fcis-31420	78	10	to	to	PART
fcis-31420	78	11	meet	meet	VERB
fcis-31420	78	12	the	the	DET
fcis-31420	78	13	requirements	requirement	NOUN
fcis-31420	78	14	that	that	PRON
fcis-31420	78	15	can	can	AUX
fcis-31420	78	16	be	be	AUX
fcis-31420	78	17	adjusted	adjust	VERB
fcis-31420	78	18	on	on	ADP
fcis-31420	78	19	personal	personal	ADJ
fcis-31420	78	20	computers	computer	NOUN
fcis-31420	78	21	or	or	CCONJ
fcis-31420	78	22	servers	server	NOUN
fcis-31420	78	23	.	.	PUNCT
fcis-31420	79	1	due	due	ADP
fcis-31420	79	2	to	to	ADP
fcis-31420	79	3	the	the	DET
fcis-31420	79	4	influence	influence	NOUN
fcis-31420	79	5	of	of	ADP
fcis-31420	79	6	algorithms	algorithm	NOUN
fcis-31420	79	7	,	,	PUNCT
fcis-31420	79	8	some	some	DET
fcis-31420	79	9	devices	device	NOUN
fcis-31420	79	10	are	be	AUX
fcis-31420	79	11	unable	unable	ADJ
fcis-31420	79	12	to	to	PART
fcis-31420	79	13	meet	meet	VERB
fcis-31420	79	14	the	the	DET
fcis-31420	79	15	requirements	requirement	NOUN
fcis-31420	79	16	of	of	ADP
fcis-31420	79	17	online	online	ADJ
fcis-31420	79	18	training	training	NOUN
fcis-31420	79	19	for	for	ADP
fcis-31420	79	20	the	the	DET
fcis-31420	79	21	entire	entire	ADJ
fcis-31420	79	22	network	network	NOUN
fcis-31420	79	23	[	[	X
fcis-31420	79	24	12	12	NUM
fcis-31420	79	25	]	]	PUNCT
fcis-31420	79	26	.	.	PUNCT
fcis-31420	80	1	the	the	DET
fcis-31420	80	2	structure	structure	NOUN
fcis-31420	80	3	of	of	ADP
fcis-31420	80	4	the	the	DET
fcis-31420	80	5	mobilefacenet	mobilefacenet	NOUN
fcis-31420	80	6	model	model	NOUN
fcis-31420	80	7	is	be	AUX
fcis-31420	80	8	shown	show	VERB
fcis-31420	80	9	in	in	ADP
fcis-31420	80	10	table	table	NOUN
fcis-31420	80	11	1	1	NUM
fcis-31420	80	12	.	.	PUNCT
fcis-31420	80	13	table	table	NOUN
fcis-31420	80	14	1	1	NUM
fcis-31420	80	15	.	.	PUNCT
fcis-31420	80	16	table	table	NOUN
fcis-31420	80	17	of	of	ADP
fcis-31420	80	18	mobilefacenet	mobilefacenet	NOUN
fcis-31420	80	19	model	model	NOUN
fcis-31420	80	20	structure	structure	NOUN
fcis-31420	80	21	and	and	CCONJ
fcis-31420	80	22	parameters	parameter	NOUN
fcis-31420	80	23	input	input	VERB
fcis-31420	80	24	7×7×512	7×7×512	NOUN
fcis-31420	80	25	56×56×64	56×56×64	NUM
fcis-31420	80	26	14×14×128	14×14×128	NUM
fcis-31420	80	27	112×112×3	112×112×3	NUM
fcis-31420	80	28	7×7×128	7×7×128	NUM
fcis-31420	80	29	7×7×512	7×7×512	NUM
fcis-31420	80	30	28×28×64	28×28×64	NUM
fcis-31420	81	1	56×56×64	56×56×64	NUM
fcis-31420	81	2	14×14×128	14×14×128	NUM
fcis-31420	81	3	7×7×128	7×7×128	NUM
fcis-31420	81	4	operator	operator	NOUN
fcis-31420	81	5	linear	linear	PROPN
fcis-31420	81	6	gdconv	gdconv	NOUN
fcis-31420	81	7	7×7	7×7	NUM
fcis-31420	81	8	bottleneck	bottleneck	NOUN
fcis-31420	81	9	bottleneck	bottleneck	NOUN
fcis-31420	81	10	conv	conv	ADJ
fcis-31420	81	11	3×3	3×3	NUM
fcis-31420	81	12	bottleneck	bottleneck	NOUN
fcis-31420	81	13	linear	linear	PROPN
fcis-31420	81	14	conv	conv	ADJ
fcis-31420	81	15	1×1	1×1	PROPN
fcis-31420	81	16	bottleneck	bottleneck	NOUN
fcis-31420	81	17	depthwise	depthwise	VERB
fcis-31420	81	18	conv	conv	ADJ
fcis-31420	81	19	3×3	3×3	NUM
fcis-31420	81	20	bottleneck	bottleneck	NOUN
fcis-31420	81	21	conv	conv	ADJ
fcis-31420	81	22	1×1	1×1	PROPN
fcis-31420	82	1	t	t	NOUN
fcis-31420	83	1	-2	-2	NOUN
fcis-31420	83	2	4	4	NUM
fcis-31420	83	3	-2	-2	INTJ
fcis-31420	83	4	-4	-4	INTJ
fcis-31420	83	5	-2	-2	INTJ
fcis-31420	84	1	-	-	PUNCT
fcis-31420	84	2	c	c	NOUN
fcis-31420	84	3	512	512	NUM
fcis-31420	84	4	64	64	NUM
fcis-31420	84	5	128	128	NUM
fcis-31420	84	6	64	64	NUM
fcis-31420	84	7	128	128	NUM
fcis-31420	84	8	128	128	NUM
fcis-31420	84	9	128	128	NUM
fcis-31420	84	10	64	64	NUM
fcis-31420	84	11	128	128	NUM
fcis-31420	84	12	512	512	NUM
fcis-31420	84	13	n	n	CCONJ
fcis-31420	84	14	1	1	NUM
fcis-31420	84	15	5	5	NUM
fcis-31420	84	16	1	1	NUM
fcis-31420	84	17	1	1	NUM
fcis-31420	84	18	2	2	NUM
fcis-31420	84	19	1	1	NUM
fcis-31420	84	20	1	1	NUM
fcis-31420	84	21	1	1	NUM
fcis-31420	84	22	6	6	NUM
fcis-31420	84	23	1	1	NUM
fcis-31420	84	24	s	s	NOUN
fcis-31420	84	25	1	1	NUM
fcis-31420	84	26	2	2	NUM
fcis-31420	84	27	2	2	NUM
fcis-31420	84	28	2	2	NUM
fcis-31420	84	29	1	1	NUM
fcis-31420	84	30	1	1	NUM
fcis-31420	84	31	2	2	NUM
fcis-31420	84	32	1	1	NUM
fcis-31420	84	33	1	1	NUM
fcis-31420	84	34	1	1	NUM
fcis-31420	84	35	due	due	ADP
fcis-31420	84	36	to	to	ADP
fcis-31420	84	37	the	the	DET
fcis-31420	84	38	limitations	limitation	NOUN
fcis-31420	84	39	of	of	ADP
fcis-31420	84	40	embedded	embed	VERB
fcis-31420	84	41	terminal	terminal	ADJ
fcis-31420	84	42	algorithms	algorithm	NOUN
fcis-31420	85	1	,	,	PUNCT
fcis-31420	85	2	it	it	PRON
fcis-31420	85	3	is	be	AUX
fcis-31420	85	4	difficult	difficult	ADJ
fcis-31420	85	5	to	to	PART
fcis-31420	85	6	add	add	VERB
fcis-31420	85	7	new	new	ADJ
fcis-31420	85	8	detected	detect	VERB
fcis-31420	85	9	facial	facial	ADJ
fcis-31420	85	10	feature	feature	NOUN
fcis-31420	85	11	values	value	NOUN
fcis-31420	85	12	and	and	CCONJ
fcis-31420	85	13	original	original	ADJ
fcis-31420	85	14	functional	functional	ADJ
fcis-31420	85	15	libraries	library	NOUN
fcis-31420	85	16	,	,	PUNCT
fcis-31420	85	17	so	so	ADV
fcis-31420	85	18	mobilefacenet	mobilefacenet	NOUN
fcis-31420	85	19	model	model	NOUN
fcis-31420	85	20	training	training	NOUN
fcis-31420	85	21	can	can	AUX
fcis-31420	85	22	not	not	PART
fcis-31420	85	23	proceed	proceed	VERB
fcis-31420	85	24	smoothly	smoothly	ADV
fcis-31420	85	25	.	.	PUNCT
fcis-31420	86	1	at	at	ADP
fcis-31420	86	2	the	the	DET
fcis-31420	86	3	same	same	ADJ
fcis-31420	86	4	time	time	NOUN
fcis-31420	86	5	,	,	PUNCT
fcis-31420	86	6	the	the	DET
fcis-31420	86	7	above	above	ADJ
fcis-31420	86	8	operations	operation	NOUN
fcis-31420	86	9	require	require	VERB
fcis-31420	86	10	a	a	DET
fcis-31420	86	11	large	large	ADJ
fcis-31420	86	12	amount	amount	NOUN
fcis-31420	86	13	of	of	ADP
fcis-31420	86	14	work	work	NOUN
fcis-31420	86	15	and	and	CCONJ
fcis-31420	86	16	high	high	ADJ
fcis-31420	86	17	professional	professional	ADJ
fcis-31420	86	18	spirit	spirit	NOUN
fcis-31420	86	19	,	,	PUNCT
fcis-31420	86	20	which	which	PRON
fcis-31420	86	21	is	be	AUX
fcis-31420	86	22	difficult	difficult	ADJ
fcis-31420	86	23	to	to	PART
fcis-31420	86	24	apply	apply	VERB
fcis-31420	86	25	to	to	ADP
fcis-31420	86	26	practical	practical	ADJ
fcis-31420	86	27	scenarios	scenario	NOUN
fcis-31420	86	28	[	[	X
fcis-31420	86	29	12	12	NUM
fcis-31420	86	30	]	]	PUNCT
fcis-31420	86	31	.	.	PUNCT
fcis-31420	87	1	3.2	3.2	NUM
fcis-31420	87	2	.	.	PUNCT
fcis-31420	88	1	siamese	siamese	ADJ
fcis-31420	88	2	network	network	NOUN
fcis-31420	88	3	integration	integration	NOUN
fcis-31420	88	4	solution	solution	NOUN
fcis-31420	88	5	however	however	ADV
fcis-31420	88	6	,	,	PUNCT
fcis-31420	88	7	the	the	DET
fcis-31420	88	8	siamese	siamese	ADJ
fcis-31420	88	9	model	model	NOUN
fcis-31420	88	10	based	base	VERB
fcis-31420	88	11	on	on	ADP
fcis-31420	88	12	the	the	DET
fcis-31420	88	13	combination	combination	NOUN
fcis-31420	88	14	of	of	ADP
fcis-31420	88	15	mobilefacenet	mobilefacenet	NOUN
fcis-31420	88	16	model	model	NOUN
fcis-31420	88	17	and	and	CCONJ
fcis-31420	88	18	online	online	ADJ
fcis-31420	88	19	learning	learning	NOUN
fcis-31420	88	20	can	can	AUX
fcis-31420	88	21	solve	solve	VERB
fcis-31420	88	22	the	the	DET
fcis-31420	88	23	above	above	ADJ
fcis-31420	88	24	problems	problem	NOUN
fcis-31420	88	25	.	.	PUNCT
fcis-31420	89	1	it	it	PRON
fcis-31420	89	2	supports	support	VERB
fcis-31420	89	3	porting	port	VERB
fcis-31420	89	4	trained	train	VERB
fcis-31420	89	5	models	model	NOUN
fcis-31420	89	6	to	to	ADP
fcis-31420	89	7	embedded	embed	VERB
fcis-31420	89	8	devices	device	NOUN
fcis-31420	89	9	on	on	ADP
fcis-31420	89	10	pc	pc	NOUN
fcis-31420	89	11	/	/	SYM
fcis-31420	89	12	servers	server	NOUN
fcis-31420	89	13	to	to	PART
fcis-31420	89	14	achieve	achieve	VERB
fcis-31420	89	15	initial	initial	ADJ
fcis-31420	89	16	function	function	NOUN
fcis-31420	89	17	extraction	extraction	NOUN
fcis-31420	89	18	operations	operation	NOUN
fcis-31420	89	19	,	,	PUNCT
fcis-31420	89	20	obtain	obtain	VERB
fcis-31420	89	21	new	new	ADJ
fcis-31420	89	22	function	function	NOUN
fcis-31420	89	23	vectors	vector	NOUN
fcis-31420	89	24	,	,	PUNCT
fcis-31420	89	25	and	and	CCONJ
fcis-31420	89	26	update	update	VERB
fcis-31420	89	27	the	the	DET
fcis-31420	89	28	function	function	NOUN
fcis-31420	89	29	vector	vector	NOUN
fcis-31420	89	30	dataset	dataset	NOUN
fcis-31420	89	31	in	in	ADP
fcis-31420	89	32	real	real	ADJ
fcis-31420	89	33	-	-	PUNCT
fcis-31420	89	34	time	time	NOUN
fcis-31420	89	35	.	.	PUNCT
fcis-31420	90	1	the	the	DET
fcis-31420	90	2	real	real	ADJ
fcis-31420	90	3	-	-	PUNCT
fcis-31420	90	4	time	time	NOUN
fcis-31420	90	5	update	update	NOUN
fcis-31420	90	6	function	function	NOUN
fcis-31420	90	7	configured	configure	VERB
fcis-31420	90	8	by	by	ADP
fcis-31420	90	9	siamese	siamese	ADJ
fcis-31420	90	10	models	model	NOUN
fcis-31420	90	11	can	can	AUX
fcis-31420	90	12	effectively	effectively	ADV
fcis-31420	90	13	improve	improve	VERB
fcis-31420	90	14	the	the	DET
fcis-31420	90	15	effectiveness	effectiveness	NOUN
fcis-31420	90	16	of	of	ADP
fcis-31420	90	17	facial	facial	ADJ
fcis-31420	90	18	recognition	recognition	NOUN
fcis-31420	90	19	.	.	PUNCT
fcis-31420	91	1	the	the	DET
fcis-31420	91	2	siamese	siamese	ADJ
fcis-31420	91	3	model	model	NOUN
fcis-31420	91	4	is	be	AUX
fcis-31420	91	5	a	a	DET
fcis-31420	91	6	neural	neural	ADJ
fcis-31420	91	7	network	network	NOUN
fcis-31420	91	8	used	use	VERB
fcis-31420	91	9	to	to	PART
fcis-31420	91	10	evaluate	evaluate	VERB
fcis-31420	91	11	input	input	NOUN
fcis-31420	91	12	feature	feature	NOUN
fcis-31420	91	13	vectors	vector	NOUN
fcis-31420	91	14	.	.	PUNCT
fcis-31420	92	1	the	the	DET
fcis-31420	92	2	input	input	NOUN
fcis-31420	92	3	meets	meet	VERB
fcis-31420	92	4	the	the	DET
fcis-31420	92	5	sharing	sharing	NOUN
fcis-31420	92	6	requirements	requirement	NOUN
fcis-31420	92	7	.	.	PUNCT
fcis-31420	93	1	the	the	DET
fcis-31420	93	2	new	new	ADJ
fcis-31420	93	3	input	input	NOUN
fcis-31420	93	4	space	space	NOUN
fcis-31420	93	5	is	be	AUX
fcis-31420	93	6	determined	determine	VERB
fcis-31420	93	7	by	by	ADP
fcis-31420	93	8	the	the	DET
fcis-31420	93	9	shared	share	VERB
fcis-31420	93	10	model	model	NOUN
fcis-31420	93	11	,	,	PUNCT
fcis-31420	93	12	and	and	CCONJ
fcis-31420	93	13	the	the	DET
fcis-31420	93	14	similarity	similarity	NOUN
fcis-31420	93	15	of	of	ADP
fcis-31420	93	16	input	input	NOUN
fcis-31420	93	17	values	value	NOUN
fcis-31420	93	18	is	be	AUX
fcis-31420	93	19	evaluated	evaluate	VERB
fcis-31420	93	20	by	by	ADP
fcis-31420	93	21	the	the	DET
fcis-31420	93	22	loss	loss	NOUN
fcis-31420	93	23	function	function	NOUN
fcis-31420	93	24	.	.	PUNCT
fcis-31420	94	1	since	since	SCONJ
fcis-31420	94	2	the	the	DET
fcis-31420	94	3	parameters	parameter	NOUN
fcis-31420	94	4	set	set	VERB
fcis-31420	94	5	for	for	ADP
fcis-31420	94	6	each	each	DET
fcis-31420	94	7	network	network	NOUN
fcis-31420	94	8	are	be	AUX
fcis-31420	94	9	the	the	DET
fcis-31420	94	10	same	same	ADJ
fcis-31420	94	11	,	,	PUNCT
fcis-31420	94	12	only	only	ADV
fcis-31420	94	13	one	one	NUM
fcis-31420	94	14	model	model	NOUN
fcis-31420	94	15	needs	need	VERB
fcis-31420	94	16	to	to	PART
fcis-31420	94	17	be	be	AUX
fcis-31420	94	18	trained	train	VERB
fcis-31420	94	19	during	during	ADP
fcis-31420	94	20	the	the	DET
fcis-31420	94	21	training	training	NOUN
fcis-31420	94	22	operation	operation	NOUN
fcis-31420	94	23	,	,	PUNCT
fcis-31420	94	24	which	which	PRON
fcis-31420	94	25	can	can	AUX
fcis-31420	94	26	effectively	effectively	ADV
fcis-31420	94	27	reduce	reduce	VERB
fcis-31420	94	28	the	the	DET
fcis-31420	94	29	number	number	NOUN
fcis-31420	94	30	of	of	ADP
fcis-31420	94	31	training	training	NOUN
fcis-31420	94	32	samples	sample	NOUN
fcis-31420	94	33	.	.	PUNCT
fcis-31420	95	1	input	input	NOUN
fcis-31420	95	2	the	the	DET
fcis-31420	95	3	extracted	extract	VERB
fcis-31420	95	4	facial	facial	ADJ
fcis-31420	95	5	feature	feature	NOUN
fcis-31420	95	6	vectors	vector	NOUN
fcis-31420	95	7	and	and	CCONJ
fcis-31420	95	8	other	other	ADJ
fcis-31420	95	9	information	information	NOUN
fcis-31420	95	10	into	into	ADP
fcis-31420	95	11	the	the	DET
fcis-31420	95	12	siamese	siamese	ADJ
fcis-31420	95	13	model	model	NOUN
fcis-31420	95	14	to	to	PART
fcis-31420	95	15	obtain	obtain	VERB
fcis-31420	95	16	the	the	DET
fcis-31420	95	17	corresponding	correspond	VERB
fcis-31420	95	18	64	64	NUM
fcis-31420	95	19	dimensional	dimensional	ADJ
fcis-31420	95	20	feature	feature	NOUN
fcis-31420	95	21	vectors	vector	NOUN
fcis-31420	95	22	,	,	PUNCT
fcis-31420	95	23	and	and	CCONJ
fcis-31420	95	24	then	then	ADV
fcis-31420	95	25	solve	solve	VERB
fcis-31420	95	26	for	for	ADP
fcis-31420	95	27	the	the	DET
fcis-31420	95	28	euclidean	euclidean	ADJ
fcis-31420	95	29	distance	distance	NOUN
fcis-31420	95	30	[	[	X
fcis-31420	95	31	14	14	NUM
fcis-31420	95	32	]	]	PUNCT
fcis-31420	95	33	.	.	PUNCT
fcis-31420	96	1	when	when	SCONJ
fcis-31420	96	2	the	the	DET
fcis-31420	96	3	euclidean	euclidean	ADJ
fcis-31420	96	4	minimum	minimum	ADJ
fcis-31420	96	5	distance	distance	NOUN
fcis-31420	96	6	is	be	AUX
fcis-31420	96	7	less	less	ADJ
fcis-31420	96	8	than	than	ADP
fcis-31420	96	9	the	the	DET
fcis-31420	96	10	set	set	NOUN
fcis-31420	96	11	threshold	threshold	NOUN
fcis-31420	96	12	,	,	PUNCT
fcis-31420	96	13	it	it	PRON
fcis-31420	96	14	indicates	indicate	VERB
fcis-31420	96	15	that	that	SCONJ
fcis-31420	96	16	the	the	DET
fcis-31420	96	17	facial	facial	ADJ
fcis-31420	96	18	image	image	NOUN
fcis-31420	96	19	to	to	PART
fcis-31420	96	20	be	be	AUX
fcis-31420	96	21	recognized	recognize	VERB
fcis-31420	96	22	is	be	AUX
fcis-31420	96	23	in	in	ADP
fcis-31420	96	24	the	the	DET
fcis-31420	96	25	database	database	NOUN
fcis-31420	96	26	.	.	PUNCT
fcis-31420	97	1	when	when	SCONJ
fcis-31420	97	2	the	the	DET
fcis-31420	97	3	minimum	minimum	ADJ
fcis-31420	97	4	euclidean	euclidean	ADJ
fcis-31420	97	5	distance	distance	NOUN
fcis-31420	97	6	is	be	AUX
fcis-31420	97	7	greater	great	ADJ
fcis-31420	97	8	than	than	ADP
fcis-31420	97	9	the	the	DET
fcis-31420	97	10	set	set	NOUN
fcis-31420	97	11	threshold	threshold	NOUN
fcis-31420	97	12	,	,	PUNCT
fcis-31420	97	13	it	it	PRON
fcis-31420	97	14	means	mean	VERB
fcis-31420	97	15	that	that	SCONJ
fcis-31420	97	16	the	the	DET
fcis-31420	97	17	person	person	NOUN
fcis-31420	97	18	signing	sign	VERB
fcis-31420	97	19	during	during	ADP
fcis-31420	97	20	this	this	DET
fcis-31420	97	21	period	period	NOUN
fcis-31420	97	22	is	be	AUX
fcis-31420	97	23	a	a	DET
fcis-31420	97	24	stranger	stranger	NOUN
fcis-31420	97	25	.	.	PUNCT
fcis-31420	98	1	if	if	SCONJ
fcis-31420	98	2	the	the	DET
fcis-31420	98	3	system	system	NOUN
fcis-31420	98	4	needs	need	VERB
fcis-31420	98	5	to	to	PART
fcis-31420	98	6	add	add	VERB
fcis-31420	98	7	strangers	stranger	NOUN
fcis-31420	98	8	,	,	PUNCT
fcis-31420	98	9	the	the	DET
fcis-31420	98	10	mobilefacenet	mobilefacenet	NOUN
fcis-31420	98	11	model	model	NOUN
fcis-31420	98	12	is	be	AUX
fcis-31420	98	13	used	use	VERB
fcis-31420	98	14	to	to	PART
fcis-31420	98	15	extract	extract	VERB
fcis-31420	98	16	relevant	relevant	ADJ
fcis-31420	98	17	feature	feature	NOUN
fcis-31420	98	18	values	value	NOUN
fcis-31420	98	19	and	and	CCONJ
fcis-31420	98	20	create	create	VERB
fcis-31420	98	21	a	a	DET
fcis-31420	98	22	dataset	dataset	NOUN
fcis-31420	98	23	,	,	PUNCT
fcis-31420	98	24	and	and	CCONJ
fcis-31420	98	25	the	the	DET
fcis-31420	98	26	siamese	siamese	ADJ
fcis-31420	98	27	model	model	NOUN
fcis-31420	98	28	network	network	NOUN
fcis-31420	98	29	is	be	AUX
fcis-31420	98	30	trained	train	VERB
fcis-31420	98	31	.	.	PUNCT
fcis-31420	99	1	this	this	DET
fcis-31420	99	2	time	time	NOUN
fcis-31420	99	3	,	,	PUNCT
fcis-31420	99	4	siamese	siamese	ADJ
fcis-31420	99	5	models	model	NOUN
fcis-31420	99	6	can	can	AUX
fcis-31420	99	7	be	be	AUX
fcis-31420	99	8	used	use	VERB
fcis-31420	99	9	for	for	ADP
fcis-31420	99	10	facial	facial	ADJ
fcis-31420	99	11	recognition	recognition	NOUN
fcis-31420	99	12	and	and	CCONJ
fcis-31420	99	13	model	model	NOUN
fcis-31420	99	14	training	training	NOUN
fcis-31420	99	15	on	on	ADP
fcis-31420	99	16	embedded	embed	VERB
fcis-31420	99	17	devices	device	NOUN
fcis-31420	99	18	[	[	X
fcis-31420	99	19	12	12	NUM
fcis-31420	99	20	]	]	PUNCT
fcis-31420	99	21	.	.	PUNCT
fcis-31420	100	1	here	here	ADV
fcis-31420	100	2	,	,	PUNCT
fcis-31420	100	3	this	this	PRON
fcis-31420	100	4	is	be	AUX
fcis-31420	100	5	a	a	DET
fcis-31420	100	6	relatively	relatively	ADV
fcis-31420	100	7	complete	complete	ADJ
fcis-31420	100	8	facial	facial	ADJ
fcis-31420	100	9	recognition	recognition	NOUN
fcis-31420	100	10	system	system	NOUN
fcis-31420	100	11	.	.	PUNCT
fcis-31420	101	1	3.3	3.3	NUM
fcis-31420	101	2	.	.	PUNCT
fcis-31420	102	1	dataset	dataset	VERB
fcis-31420	102	2	collection	collection	NOUN
fcis-31420	102	3	and	and	CCONJ
fcis-31420	102	4	preprocessing	preprocesse	VERB
fcis-31420	102	5	the	the	DET
fcis-31420	102	6	casia	casia	NOUN
fcis-31420	102	7	dataset	dataset	NOUN
fcis-31420	102	8	contains	contain	VERB
fcis-31420	102	9	2500	2500	NUM
fcis-31420	102	10	asian	asian	ADJ
fcis-31420	102	11	facial	facial	ADJ
fcis-31420	102	12	images	image	NOUN
fcis-31420	102	13	of	of	ADP
fcis-31420	102	14	500	500	NUM
fcis-31420	102	15	people	people	NOUN
fcis-31420	102	16	.	.	PUNCT
fcis-31420	103	1	100	100	NUM
fcis-31420	103	2	facial	facial	ADJ
fcis-31420	103	3	images	image	NOUN
fcis-31420	103	4	of	of	ADP
fcis-31420	103	5	people	people	NOUN
fcis-31420	103	6	were	be	AUX
fcis-31420	103	7	extracted	extract	VERB
fcis-31420	103	8	from	from	ADP
fcis-31420	103	9	the	the	DET
fcis-31420	103	10	images	image	NOUN
fcis-31420	103	11	and	and	CCONJ
fcis-31420	103	12	the	the	DET
fcis-31420	103	13	dataset	dataset	NOUN
fcis-31420	103	14	was	be	AUX
fcis-31420	103	15	preprocessed	preprocesse	VERB
fcis-31420	103	16	.	.	PUNCT
fcis-31420	104	1	the	the	DET
fcis-31420	104	2	facial	facial	ADJ
fcis-31420	104	3	detection	detection	NOUN
fcis-31420	104	4	algorithm	algorithm	NOUN
fcis-31420	104	5	of	of	ADP
fcis-31420	104	6	mtcnn	mtcnn	PROPN
fcis-31420	104	7	is	be	AUX
fcis-31420	104	8	used	use	VERB
fcis-31420	104	9	for	for	ADP
fcis-31420	104	10	facial	facial	ADJ
fcis-31420	104	11	detection	detection	NOUN
fcis-31420	104	12	,	,	PUNCT
fcis-31420	104	13	and	and	CCONJ
fcis-31420	104	14	the	the	DET
fcis-31420	104	15	facial	facial	ADJ
fcis-31420	104	16	size	size	NOUN
fcis-31420	104	17	is	be	AUX
fcis-31420	104	18	modified	modify	VERB
fcis-31420	104	19	to	to	ADP
fcis-31420	104	20	112x112	112x112	PROPN
fcis-31420	104	21	.	.	PUNCT
fcis-31420	105	1	the	the	DET
fcis-31420	105	2	mobilefacenet	mobilefacenet	NOUN
fcis-31420	105	3	model	model	NOUN
fcis-31420	105	4	has	have	AUX
fcis-31420	105	5	been	be	AUX
fcis-31420	105	6	pre	pre	VERB
fcis-31420	105	7	trained	train	VERB
fcis-31420	105	8	on	on	ADP
fcis-31420	105	9	the	the	DET
fcis-31420	105	10	ms1m	ms1m	NOUN
fcis-31420	105	11	-	-	PUNCT
fcis-31420	105	12	v2	v2	NOUN
fcis-31420	105	13	facial	facial	ADJ
fcis-31420	105	14	dataset	dataset	NOUN
fcis-31420	105	15	and	and	CCONJ
fcis-31420	105	16	used	use	VERB
fcis-31420	105	17	to	to	PART
fcis-31420	105	18	extract	extract	VERB
fcis-31420	105	19	facial	facial	ADJ
fcis-31420	105	20	features	feature	NOUN
fcis-31420	105	21	.	.	PUNCT
fcis-31420	106	1	3.4	3.4	NUM
fcis-31420	106	2	.	.	PUNCT
fcis-31420	106	3	model	model	NOUN
fcis-31420	106	4	training	training	NOUN
fcis-31420	106	5	and	and	CCONJ
fcis-31420	106	6	accuracy	accuracy	NOUN
fcis-31420	106	7	metrics	metric	NOUN
fcis-31420	106	8	after	after	ADP
fcis-31420	106	9	continuous	continuous	ADJ
fcis-31420	106	10	debugging	debugging	NOUN
fcis-31420	106	11	,	,	PUNCT
fcis-31420	106	12	set	set	VERB
fcis-31420	106	13	the	the	DET
fcis-31420	106	14	euclidean	euclidean	ADJ
fcis-31420	106	15	distance	distance	NOUN
fcis-31420	106	16	threshold	threshold	NOUN
fcis-31420	106	17	to	to	ADP
fcis-31420	106	18	0.5	0.5	NUM
fcis-31420	106	19	,	,	PUNCT
fcis-31420	106	20	which	which	PRON
fcis-31420	106	21	means	mean	VERB
fcis-31420	106	22	that	that	SCONJ
fcis-31420	106	23	when	when	SCONJ
fcis-31420	106	24	the	the	DET
fcis-31420	106	25	distance	distance	NOUN
fcis-31420	106	26	between	between	ADP
fcis-31420	106	27	facial	facial	ADJ
fcis-31420	106	28	feature	feature	NOUN
fcis-31420	106	29	vectors	vector	NOUN
fcis-31420	106	30	is	be	AUX
fcis-31420	106	31	less	less	ADJ
fcis-31420	106	32	than	than	ADP
fcis-31420	106	33	0.5	0.5	NUM
fcis-31420	106	34	,	,	PUNCT
fcis-31420	106	35	it	it	PRON
fcis-31420	106	36	will	will	AUX
fcis-31420	106	37	be	be	AUX
fcis-31420	106	38	judged	judge	VERB
fcis-31420	106	39	as	as	ADP
fcis-31420	106	40	the	the	DET
fcis-31420	106	41	same	same	ADJ
fcis-31420	106	42	person	person	NOUN
fcis-31420	106	43	,	,	PUNCT
fcis-31420	106	44	otherwise	otherwise	ADV
fcis-31420	106	45	it	it	PRON
fcis-31420	106	46	will	will	AUX
fcis-31420	106	47	be	be	AUX
fcis-31420	106	48	judged	judge	VERB
fcis-31420	106	49	as	as	ADP
fcis-31420	106	50	another	another	DET
fcis-31420	106	51	person	person	NOUN
fcis-31420	106	52	.	.	PUNCT
fcis-31420	107	1	when	when	SCONJ
fcis-31420	107	2	only	only	ADV
fcis-31420	107	3	running	run	VERB
fcis-31420	107	4	mobilefacenet	mobilefacenet	NOUN
fcis-31420	107	5	,	,	PUNCT
fcis-31420	107	6	the	the	DET
fcis-31420	107	7	recognition	recognition	NOUN
fcis-31420	107	8	accuracy	accuracy	NOUN
fcis-31420	107	9	is	be	AUX
fcis-31420	107	10	98.6	98.6	NUM
fcis-31420	107	11	%	%	NOUN
fcis-31420	107	12	.	.	PUNCT
fcis-31420	108	1	to	to	PART
fcis-31420	108	2	validate	validate	VERB
fcis-31420	108	3	the	the	DET
fcis-31420	108	4	new	new	ADJ
fcis-31420	108	5	method	method	NOUN
fcis-31420	108	6	,	,	PUNCT
fcis-31420	108	7	the	the	DET
fcis-31420	108	8	mobilefacenet	mobilefacenet	NOUN
fcis-31420	108	9	model	model	NOUN
fcis-31420	108	10	was	be	AUX
fcis-31420	108	11	used	use	VERB
fcis-31420	108	12	to	to	PART
fcis-31420	108	13	extract	extract	VERB
fcis-31420	108	14	facial	facial	ADJ
fcis-31420	108	15	features	feature	NOUN
fcis-31420	108	16	to	to	PART
fcis-31420	108	17	construct	construct	VERB
fcis-31420	108	18	the	the	DET
fcis-31420	108	19	training	training	NOUN
fcis-31420	108	20	set	set	VERB
fcis-31420	108	21	for	for	ADP
fcis-31420	108	22	the	the	DET
fcis-31420	108	23	siamese	siamese	ADJ
fcis-31420	108	24	model	model	NOUN
fcis-31420	108	25	,	,	PUNCT
fcis-31420	108	26	which	which	PRON
fcis-31420	108	27	was	be	AUX
fcis-31420	108	28	trained	train	VERB
fcis-31420	108	29	using	use	VERB
fcis-31420	108	30	the	the	DET
fcis-31420	108	31	tensorflow	tensorflow	NOUN
fcis-31420	108	32	neural	neural	ADJ
fcis-31420	108	33	network	network	NOUN
fcis-31420	108	34	framework	framework	NOUN
fcis-31420	108	35	to	to	PART
fcis-31420	108	36	evaluate	evaluate	VERB
fcis-31420	108	37	the	the	DET
fcis-31420	108	38	effectiveness	effectiveness	NOUN
fcis-31420	108	39	of	of	ADP
fcis-31420	108	40	the	the	DET
fcis-31420	108	41	online	online	ADJ
fcis-31420	108	42	update	update	NOUN
fcis-31420	108	43	mechanism	mechanism	NOUN
fcis-31420	108	44	,	,	PUNCT
fcis-31420	108	45	as	as	SCONJ
fcis-31420	108	46	shown	show	VERB
fcis-31420	108	47	in	in	ADP
fcis-31420	108	48	[	[	X
fcis-31420	108	49	15	15	NUM
fcis-31420	108	50	]	]	PUNCT
fcis-31420	108	51	.	.	PUNCT
fcis-31420	109	1	in	in	ADP
fcis-31420	109	2	contrast	contrast	NOUN
fcis-31420	109	3	,	,	PUNCT
fcis-31420	109	4	the	the	DET
fcis-31420	109	5	recognition	recognition	NOUN
fcis-31420	109	6	results	result	VERB
fcis-31420	109	7	using	use	VERB
fcis-31420	109	8	the	the	DET
fcis-31420	109	9	mobilefacenet+siamese	mobilefacenet+siamese	ADJ
fcis-31420	109	10	new	new	ADJ
fcis-31420	109	11	model	model	NOUN
fcis-31420	109	12	are	be	AUX
fcis-31420	109	13	better	well	ADJ
fcis-31420	109	14	than	than	ADP
fcis-31420	109	15	those	those	PRON
fcis-31420	109	16	using	use	VERB
fcis-31420	109	17	only	only	ADV
fcis-31420	109	18	the	the	DET
fcis-31420	109	19	mobilefacenet	mobilefacenet	NOUN
fcis-31420	109	20	model	model	NOUN
fcis-31420	109	21	,	,	PUNCT
fcis-31420	109	22	that	that	ADV
fcis-31420	109	23	is	is	ADV
fcis-31420	109	24	,	,	PUNCT
fcis-31420	109	25	without	without	ADP
fcis-31420	109	26	adjusting	adjust	VERB
fcis-31420	109	27	the	the	DET
fcis-31420	109	28	mobilefacenet	mobilefacenet	NOUN
fcis-31420	109	29	model	model	NOUN
fcis-31420	109	30	,	,	PUNCT
fcis-31420	109	31	retraining	retrain	VERB
fcis-31420	109	32	only	only	ADV
fcis-31420	109	33	the	the	DET
fcis-31420	109	34	siamese	siamese	ADJ
fcis-31420	109	35	model	model	NOUN
fcis-31420	109	36	can	can	AUX
fcis-31420	109	37	improve	improve	VERB
fcis-31420	109	38	the	the	DET
fcis-31420	109	39	accuracy	accuracy	NOUN
fcis-31420	109	40	of	of	ADP
fcis-31420	109	41	face	face	NOUN
fcis-31420	109	42	recognition	recognition	NOUN
fcis-31420	110	1	[	[	X
fcis-31420	110	2	12	12	NUM
fcis-31420	110	3	]	]	PUNCT
fcis-31420	110	4	.	.	PUNCT
fcis-31420	111	1	3.5	3.5	NUM
fcis-31420	111	2	.	.	PUNCT
fcis-31420	111	3	offline	offline	ADJ
fcis-31420	111	4	testing	testing	NOUN
fcis-31420	111	5	and	and	CCONJ
fcis-31420	111	6	update	update	NOUN
fcis-31420	111	7	mechanism	mechanism	NOUN
fcis-31420	111	8	the	the	DET
fcis-31420	111	9	next	next	ADJ
fcis-31420	111	10	step	step	NOUN
fcis-31420	111	11	is	be	AUX
fcis-31420	111	12	the	the	DET
fcis-31420	111	13	offline	offline	ADJ
fcis-31420	111	14	testing	testing	NOUN
fcis-31420	111	15	of	of	ADP
fcis-31420	111	16	the	the	DET
fcis-31420	111	17	facial	facial	ADJ
fcis-31420	111	18	recognition	recognition	NOUN
fcis-31420	111	19	system	system	NOUN
fcis-31420	111	20	,	,	PUNCT
fcis-31420	111	21	which	which	PRON
fcis-31420	111	22	collected	collect	VERB
fcis-31420	111	23	facial	facial	ADJ
fcis-31420	111	24	photos	photo	NOUN
fcis-31420	111	25	of	of	ADP
fcis-31420	111	26	15	15	NUM
fcis-31420	111	27	people	people	NOUN
fcis-31420	111	28	.	.	PUNCT
fcis-31420	112	1	among	among	ADP
fcis-31420	112	2	them	they	PRON
fcis-31420	112	3	,	,	PUNCT
fcis-31420	112	4	10	10	NUM
fcis-31420	112	5	are	be	AUX
fcis-31420	112	6	known	know	VERB
fcis-31420	112	7	,	,	PUNCT
fcis-31420	112	8	while	while	SCONJ
fcis-31420	112	9	the	the	DET
fcis-31420	112	10	other	other	ADJ
fcis-31420	112	11	5	5	NUM
fcis-31420	112	12	are	be	AUX
fcis-31420	112	13	unknown	unknown	ADJ
fcis-31420	112	14	,	,	PUNCT
fcis-31420	112	15	that	that	ADV
fcis-31420	112	16	is	is	ADV
fcis-31420	112	17	,	,	PUNCT
fcis-31420	112	18	strangers	stranger	NOUN
fcis-31420	112	19	.	.	PUNCT
fcis-31420	113	1	the	the	DET
fcis-31420	113	2	facial	facial	ADJ
fcis-31420	113	3	features	feature	NOUN
fcis-31420	113	4	of	of	ADP
fcis-31420	113	5	these	these	DET
fcis-31420	113	6	10	10	NUM
fcis-31420	113	7	people	people	NOUN
fcis-31420	113	8	were	be	AUX
fcis-31420	113	9	extracted	extract	VERB
fcis-31420	113	10	using	use	VERB
fcis-31420	113	11	the	the	DET
fcis-31420	113	12	mobilefacenet	mobilefacenet	NOUN
fcis-31420	113	13	model	model	NOUN
fcis-31420	113	14	,	,	PUNCT
fcis-31420	113	15	and	and	CCONJ
fcis-31420	113	16	the	the	DET
fcis-31420	113	17	siamese	siamese	ADJ
fcis-31420	113	18	model	model	NOUN
fcis-31420	113	19	was	be	AUX
fcis-31420	113	20	trained	train	VERB
fcis-31420	113	21	using	use	VERB
fcis-31420	113	22	the	the	DET
fcis-31420	113	23	numpy	numpy	NOUN
fcis-31420	113	24	library	library	NOUN
fcis-31420	113	25	in	in	ADP
fcis-31420	113	26	the	the	DET
fcis-31420	113	27	stm32mp157	stm32mp157	NOUN
fcis-31420	113	28	processor	processor	NOUN
fcis-31420	113	29	.	.	PUNCT
fcis-31420	114	1	the	the	DET
fcis-31420	114	2	training	training	NOUN
fcis-31420	114	3	lasted	last	VERB
fcis-31420	114	4	for	for	ADP
fcis-31420	114	5	about	about	ADV
fcis-31420	114	6	10	10	NUM
fcis-31420	114	7	minutes	minute	NOUN
fcis-31420	114	8	and	and	CCONJ
fcis-31420	114	9	underwent	undergo	VERB
fcis-31420	114	10	100	100	NUM
fcis-31420	114	11	iterations	iteration	NOUN
fcis-31420	114	12	.	.	PUNCT
fcis-31420	115	1	the	the	DET
fcis-31420	115	2	size	size	NOUN
fcis-31420	115	3	of	of	ADP
fcis-31420	115	4	the	the	DET
fcis-31420	115	5	welltrained	welltraine	VERB
fcis-31420	115	6	model	model	NOUN
fcis-31420	115	7	file	file	NOUN
fcis-31420	115	8	is	be	AUX
fcis-31420	115	9	only	only	ADV
fcis-31420	115	10	65	65	NUM
fcis-31420	115	11	kb	kb	PROPN
fcis-31420	115	12	[	[	X
fcis-31420	115	13	12	12	NUM
fcis-31420	115	14	]	]	PUNCT
fcis-31420	115	15	.	.	PUNCT
fcis-31420	116	1	after	after	ADP
fcis-31420	116	2	training	training	NOUN
fcis-31420	116	3	,	,	PUNCT
fcis-31420	116	4	noncontact	noncontact	ADJ
fcis-31420	116	5	signature	signature	NOUN
fcis-31420	116	6	or	or	CCONJ
fcis-31420	116	7	login	login	NOUN
fcis-31420	116	8	can	can	AUX
fcis-31420	116	9	be	be	AUX
fcis-31420	116	10	implemented	implement	VERB
fcis-31420	116	11	on	on	ADP
fcis-31420	116	12	the	the	DET
fcis-31420	116	13	flags	flag	NOUN
fcis-31420	116	14	in	in	ADP
fcis-31420	116	15	the	the	DET
fcis-31420	116	16	system	system	NOUN
fcis-31420	116	17	[	[	X
fcis-31420	116	18	12	12	NUM
fcis-31420	116	19	]	]	PUNCT
fcis-31420	116	20	.	.	PUNCT
fcis-31420	117	1	when	when	SCONJ
fcis-31420	117	2	meeting	meet	VERB
fcis-31420	117	3	strangers	stranger	NOUN
fcis-31420	117	4	,	,	PUNCT
fcis-31420	117	5	the	the	DET
fcis-31420	117	6	boarding	boarding	NOUN
fcis-31420	117	7	system	system	NOUN
fcis-31420	117	8	can	can	AUX
fcis-31420	117	9	add	add	VERB
fcis-31420	117	10	new	new	ADJ
fcis-31420	117	11	friends	friend	NOUN
fcis-31420	117	12	online	online	ADV
fcis-31420	117	13	(	(	PUNCT
fcis-31420	117	14	saving	save	VERB
fcis-31420	117	15	the	the	DET
fcis-31420	117	16	corresponding	correspond	VERB
fcis-31420	117	17	function	function	NOUN
fcis-31420	117	18	vectors	vector	NOUN
fcis-31420	117	19	to	to	ADP
fcis-31420	117	20	the	the	DET
fcis-31420	117	21	function	function	NOUN
fcis-31420	117	22	library	library	NOUN
fcis-31420	117	23	)	)	PUNCT
fcis-31420	117	24	.	.	PUNCT
fcis-31420	118	1	when	when	SCONJ
fcis-31420	118	2	the	the	DET
fcis-31420	118	3	number	number	NOUN
fcis-31420	118	4	of	of	ADP
fcis-31420	118	5	strangers	stranger	NOUN
fcis-31420	118	6	is	be	AUX
fcis-31420	118	7	small	small	ADJ
fcis-31420	118	8	,	,	PUNCT
fcis-31420	118	9	the	the	DET
fcis-31420	118	10	accuracy	accuracy	NOUN
fcis-31420	118	11	of	of	ADP
fcis-31420	118	12	not	not	PART
fcis-31420	118	13	updating	update	VERB
fcis-31420	118	14	the	the	DET
fcis-31420	118	15	existing	exist	VERB
fcis-31420	118	16	siamese	siamese	ADJ
fcis-31420	118	17	model	model	NOUN
fcis-31420	118	18	is	be	AUX
fcis-31420	118	19	also	also	ADV
fcis-31420	118	20	high	high	ADJ
fcis-31420	118	21	.	.	PUNCT
fcis-31420	119	1	however	however	ADV
fcis-31420	119	2	,	,	PUNCT
fcis-31420	119	3	as	as	SCONJ
fcis-31420	119	4	the	the	DET
fcis-31420	119	5	number	number	NOUN
fcis-31420	119	6	of	of	ADP
fcis-31420	119	7	strangers	stranger	NOUN
fcis-31420	119	8	increases	increase	VERB
fcis-31420	119	9	,	,	PUNCT
fcis-31420	119	10	the	the	DET
fcis-31420	119	11	accuracy	accuracy	NOUN
fcis-31420	119	12	gradually	gradually	ADV
fcis-31420	119	13	decreases	decrease	VERB
fcis-31420	119	14	.	.	PUNCT
fcis-31420	120	1	on	on	ADP
fcis-31420	120	2	the	the	DET
fcis-31420	120	3	contrary	contrary	NOUN
fcis-31420	120	4	,	,	PUNCT
fcis-31420	120	5	every	every	DET
fcis-31420	120	6	time	time	NOUN
fcis-31420	120	7	a	a	DET
fcis-31420	120	8	new	new	ADJ
fcis-31420	120	9	person	person	NOUN
fcis-31420	120	10	is	be	AUX
fcis-31420	120	11	added	add	VERB
fcis-31420	120	12	,	,	PUNCT
fcis-31420	120	13	the	the	DET
fcis-31420	120	14	parameters	parameter	NOUN
fcis-31420	120	15	of	of	ADP
fcis-31420	120	16	the	the	DET
fcis-31420	120	17	siamese	siamese	ADJ
fcis-31420	120	18	model	model	NOUN
fcis-31420	120	19	are	be	AUX
fcis-31420	120	20	fine	fine	ADJ
fcis-31420	120	21	tuned	tune	VERB
fcis-31420	120	22	.	.	PUNCT
fcis-31420	121	1	the	the	DET
fcis-31420	121	2	more	more	ADV
fcis-31420	121	3	fine	fine	ADJ
fcis-31420	121	4	-	-	PUNCT
fcis-31420	121	5	tuning	tune	VERB
fcis-31420	121	6	time	time	NOUN
fcis-31420	121	7	,	,	PUNCT
fcis-31420	121	8	the	the	PRON
fcis-31420	121	9	stronger	strong	ADJ
fcis-31420	121	10	the	the	DET
fcis-31420	121	11	function	function	NOUN
fcis-31420	121	12	extraction	extraction	NOUN
fcis-31420	121	13	ability	ability	NOUN
fcis-31420	121	14	,	,	PUNCT
fcis-31420	121	15	and	and	CCONJ
fcis-31420	121	16	the	the	PRON
fcis-31420	121	17	higher	high	ADJ
fcis-31420	121	18	the	the	DET
fcis-31420	121	19	50	50	NUM
fcis-31420	121	20	accuracy	accuracy	NOUN
fcis-31420	121	21	of	of	ADP
fcis-31420	121	22	the	the	DET
fcis-31420	121	23	entire	entire	ADJ
fcis-31420	121	24	system	system	NOUN
fcis-31420	121	25	after	after	ADP
fcis-31420	121	26	updating	update	VERB
fcis-31420	121	27	the	the	DET
fcis-31420	121	28	model	model	NOUN
fcis-31420	121	29	.	.	PUNCT
fcis-31420	122	1	from	from	ADP
fcis-31420	122	2	the	the	DET
fcis-31420	122	3	training	training	NOUN
fcis-31420	122	4	results	result	NOUN
fcis-31420	122	5	,	,	PUNCT
fcis-31420	122	6	it	it	PRON
fcis-31420	122	7	can	can	AUX
fcis-31420	122	8	be	be	AUX
fcis-31420	122	9	seen	see	VERB
fcis-31420	122	10	that	that	SCONJ
fcis-31420	122	11	online	online	ADJ
fcis-31420	122	12	update	update	NOUN
fcis-31420	122	13	methods	method	NOUN
fcis-31420	122	14	can	can	AUX
fcis-31420	122	15	greatly	greatly	ADV
fcis-31420	122	16	improve	improve	VERB
fcis-31420	122	17	accuracy	accuracy	NOUN
fcis-31420	122	18	.	.	PUNCT
fcis-31420	123	1	after	after	ADP
fcis-31420	123	2	100	100	NUM
fcis-31420	123	3	iterations	iteration	NOUN
fcis-31420	123	4	,	,	PUNCT
fcis-31420	123	5	the	the	DET
fcis-31420	123	6	accuracy	accuracy	NOUN
fcis-31420	123	7	has	have	AUX
fcis-31420	123	8	reached	reach	VERB
fcis-31420	123	9	100	100	NUM
fcis-31420	123	10	%	%	NOUN
fcis-31420	123	11	and	and	CCONJ
fcis-31420	123	12	training	training	NOUN
fcis-31420	123	13	can	can	AUX
fcis-31420	123	14	be	be	AUX
fcis-31420	123	15	stopped	stop	VERB
fcis-31420	123	16	[	[	PUNCT
fcis-31420	123	17	12	12	NUM
fcis-31420	123	18	]	]	PUNCT
fcis-31420	123	19	.	.	PUNCT
fcis-31420	124	1	in	in	ADP
fcis-31420	124	2	summary	summary	NOUN
fcis-31420	124	3	,	,	PUNCT
fcis-31420	124	4	non	non	ADJ
fcis-31420	124	5	-	-	ADJ
fcis-31420	124	6	contact	contact	ADJ
fcis-31420	124	7	sign	sign	NOUN
fcis-31420	124	8	in	in	ADP
fcis-31420	124	9	in	in	ADP
fcis-31420	124	10	systems	system	NOUN
fcis-31420	124	11	based	base	VERB
fcis-31420	124	12	on	on	ADP
fcis-31420	124	13	artificial	artificial	ADJ
fcis-31420	124	14	intelligence	intelligence	NOUN
fcis-31420	124	15	can	can	AUX
fcis-31420	124	16	be	be	AUX
fcis-31420	124	17	detected	detect	VERB
fcis-31420	124	18	with	with	ADP
fcis-31420	124	19	the	the	DET
fcis-31420	124	20	help	help	NOUN
fcis-31420	124	21	of	of	ADP
fcis-31420	124	22	infrared	infrared	ADJ
fcis-31420	124	23	sensors	sensor	NOUN
fcis-31420	124	24	.	.	PUNCT
fcis-31420	125	1	by	by	ADP
fcis-31420	125	2	opening	open	VERB
fcis-31420	125	3	the	the	DET
fcis-31420	125	4	camera	camera	NOUN
fcis-31420	125	5	to	to	PART
fcis-31420	125	6	capture	capture	VERB
fcis-31420	125	7	the	the	DET
fcis-31420	125	8	face	face	NOUN
fcis-31420	125	9	and	and	CCONJ
fcis-31420	125	10	accurately	accurately	ADV
fcis-31420	125	11	extracting	extract	VERB
fcis-31420	125	12	facial	facial	ADJ
fcis-31420	125	13	features	feature	NOUN
fcis-31420	125	14	that	that	PRON
fcis-31420	125	15	can	can	AUX
fcis-31420	125	16	be	be	AUX
fcis-31420	125	17	detected	detect	VERB
fcis-31420	125	18	using	use	VERB
fcis-31420	125	19	mobilefacenet	mobilefacenet	NOUN
fcis-31420	125	20	,	,	PUNCT
fcis-31420	125	21	the	the	DET
fcis-31420	125	22	siamese	siamese	ADJ
fcis-31420	125	23	model	model	NOUN
fcis-31420	125	24	can	can	AUX
fcis-31420	125	25	obtain	obtain	VERB
fcis-31420	125	26	the	the	DET
fcis-31420	125	27	corresponding	corresponding	ADJ
fcis-31420	125	28	feature	feature	NOUN
fcis-31420	125	29	vectors	vector	NOUN
fcis-31420	125	30	and	and	CCONJ
fcis-31420	125	31	fully	fully	ADV
fcis-31420	125	32	recognize	recognize	VERB
fcis-31420	125	33	the	the	DET
fcis-31420	125	34	face	face	NOUN
fcis-31420	125	35	based	base	VERB
fcis-31420	125	36	on	on	ADP
fcis-31420	125	37	euclidean	euclidean	ADJ
fcis-31420	125	38	distance	distance	NOUN
fcis-31420	125	39	[	[	X
fcis-31420	125	40	12	12	NUM
fcis-31420	125	41	]	]	PUNCT
fcis-31420	125	42	.	.	PUNCT
fcis-31420	126	1	the	the	DET
fcis-31420	126	2	system	system	NOUN
fcis-31420	126	3	has	have	VERB
fcis-31420	126	4	good	good	ADJ
fcis-31420	126	5	stability	stability	NOUN
fcis-31420	126	6	and	and	CCONJ
fcis-31420	126	7	accuracy	accuracy	NOUN
fcis-31420	126	8	.	.	PUNCT
fcis-31420	127	1	this	this	DET
fcis-31420	127	2	system	system	NOUN
fcis-31420	127	3	is	be	AUX
fcis-31420	127	4	used	use	VERB
fcis-31420	127	5	in	in	ADP
fcis-31420	127	6	collective	collective	ADJ
fcis-31420	127	7	symbols	symbol	NOUN
fcis-31420	127	8	,	,	PUNCT
fcis-31420	127	9	only	only	ADV
fcis-31420	127	10	requiring	require	VERB
fcis-31420	127	11	the	the	DET
fcis-31420	127	12	collection	collection	NOUN
fcis-31420	127	13	of	of	ADP
fcis-31420	127	14	a	a	DET
fcis-31420	127	15	few	few	ADJ
fcis-31420	127	16	images	image	NOUN
fcis-31420	127	17	,	,	PUNCT
fcis-31420	127	18	and	and	CCONJ
fcis-31420	127	19	has	have	VERB
fcis-31420	127	20	a	a	DET
fcis-31420	127	21	recognition	recognition	NOUN
fcis-31420	127	22	accuracy	accuracy	NOUN
fcis-31420	127	23	rate	rate	NOUN
fcis-31420	127	24	of	of	ADP
fcis-31420	127	25	over	over	ADP
fcis-31420	127	26	99	99	NUM
fcis-31420	127	27	%	%	NOUN
fcis-31420	127	28	through	through	ADP
fcis-31420	127	29	preprocessing	preprocessing	NOUN
fcis-31420	127	30	and	and	CCONJ
fcis-31420	127	31	algorithm	algorithm	NOUN
fcis-31420	127	32	optimization	optimization	NOUN
fcis-31420	127	33	,	,	PUNCT
fcis-31420	127	34	which	which	PRON
fcis-31420	127	35	is	be	AUX
fcis-31420	127	36	beneficial	beneficial	ADJ
fcis-31420	127	37	for	for	ADP
fcis-31420	127	38	solving	solve	VERB
fcis-31420	127	39	the	the	DET
fcis-31420	127	40	slow	slow	ADJ
fcis-31420	127	41	traditional	traditional	ADJ
fcis-31420	127	42	problems	problem	NOUN
fcis-31420	127	43	of	of	ADP
fcis-31420	127	44	speed	speed	NOUN
fcis-31420	127	45	and	and	CCONJ
fcis-31420	127	46	low	low	ADJ
fcis-31420	127	47	data	datum	NOUN
fcis-31420	127	48	utilization	utilization	NOUN
fcis-31420	127	49	.	.	PUNCT
fcis-31420	128	1	4	4	X
fcis-31420	128	2	.	.	X
fcis-31420	128	3	prospect	prospect	NOUN
fcis-31420	128	4	in	in	ADP
fcis-31420	128	5	practical	practical	ADJ
fcis-31420	128	6	applications	application	NOUN
fcis-31420	128	7	,	,	PUNCT
fcis-31420	128	8	the	the	DET
fcis-31420	128	9	non	non	ADJ
fcis-31420	128	10	-	-	ADJ
fcis-31420	128	11	contact	contact	ADJ
fcis-31420	128	12	check	check	NOUN
fcis-31420	128	13	-	-	PUNCT
fcis-31420	128	14	in	in	ADP
fcis-31420	128	15	system	system	NOUN
fcis-31420	128	16	proposed	propose	VERB
fcis-31420	128	17	in	in	ADP
fcis-31420	128	18	this	this	DET
fcis-31420	128	19	study	study	NOUN
fcis-31420	128	20	has	have	AUX
fcis-31420	128	21	shown	show	VERB
fcis-31420	128	22	great	great	ADJ
fcis-31420	128	23	potential	potential	NOUN
fcis-31420	128	24	for	for	ADP
fcis-31420	128	25	application	application	NOUN
fcis-31420	128	26	.	.	PUNCT
fcis-31420	129	1	4.1	4.1	NUM
fcis-31420	129	2	.	.	PUNCT
fcis-31420	129	3	application	application	NOUN
fcis-31420	129	4	scenarios	scenario	NOUN
fcis-31420	129	5	except	except	SCONJ
fcis-31420	129	6	for	for	ADP
fcis-31420	129	7	university	university	NOUN
fcis-31420	129	8	scenarios	scenario	NOUN
fcis-31420	129	9	,	,	PUNCT
fcis-31420	129	10	this	this	DET
fcis-31420	129	11	system	system	NOUN
fcis-31420	129	12	can	can	AUX
fcis-31420	129	13	be	be	AUX
fcis-31420	129	14	widely	widely	ADV
fcis-31420	129	15	applied	apply	VERB
fcis-31420	129	16	in	in	ADP
fcis-31420	129	17	enterprise	enterprise	NOUN
fcis-31420	129	18	attendance	attendance	NOUN
fcis-31420	129	19	,	,	PUNCT
fcis-31420	129	20	conference	conference	NOUN
fcis-31420	129	21	attendance	attendance	NOUN
fcis-31420	129	22	,	,	PUNCT
fcis-31420	129	23	security	security	NOUN
fcis-31420	129	24	access	access	NOUN
fcis-31420	129	25	control	control	NOUN
fcis-31420	129	26	,	,	PUNCT
fcis-31420	129	27	and	and	CCONJ
fcis-31420	129	28	other	other	ADJ
fcis-31420	129	29	scenarios	scenario	NOUN
fcis-31420	129	30	after	after	ADP
fcis-31420	129	31	simple	simple	ADJ
fcis-31420	129	32	adaptation	adaptation	NOUN
fcis-31420	129	33	[	[	X
fcis-31420	129	34	1	1	NUM
fcis-31420	129	35	]	]	PUNCT
fcis-31420	129	36	.	.	PUNCT
fcis-31420	130	1	in	in	ADP
fcis-31420	130	2	enterprise	enterprise	NOUN
fcis-31420	130	3	attendance	attendance	NOUN
fcis-31420	130	4	,	,	PUNCT
fcis-31420	130	5	multi	multi	ADJ
fcis-31420	130	6	face	face	NOUN
fcis-31420	130	7	recognition	recognition	NOUN
fcis-31420	130	8	function	function	NOUN
fcis-31420	130	9	can	can	AUX
fcis-31420	130	10	quickly	quickly	ADV
fcis-31420	130	11	complete	complete	VERB
fcis-31420	130	12	daily	daily	ADJ
fcis-31420	130	13	attendance	attendance	NOUN
fcis-31420	130	14	of	of	ADP
fcis-31420	130	15	employees	employee	NOUN
fcis-31420	130	16	,	,	PUNCT
fcis-31420	130	17	effectively	effectively	ADV
fcis-31420	130	18	avoiding	avoid	VERB
fcis-31420	130	19	cheating	cheat	VERB
fcis-31420	130	20	behavior	behavior	NOUN
fcis-31420	130	21	in	in	ADP
fcis-31420	130	22	traditional	traditional	ADJ
fcis-31420	130	23	attendance	attendance	NOUN
fcis-31420	130	24	methods	method	NOUN
fcis-31420	130	25	and	and	CCONJ
fcis-31420	130	26	improving	improve	VERB
fcis-31420	130	27	management	management	NOUN
fcis-31420	130	28	efficiency	efficiency	NOUN
fcis-31420	130	29	;	;	PUNCT
fcis-31420	130	30	in	in	ADP
fcis-31420	130	31	the	the	DET
fcis-31420	130	32	scenario	scenario	NOUN
fcis-31420	130	33	of	of	ADP
fcis-31420	130	34	conference	conference	NOUN
fcis-31420	130	35	check	check	NOUN
fcis-31420	130	36	-	-	PUNCT
fcis-31420	130	37	in	in	ADP
fcis-31420	130	38	,	,	PUNCT
fcis-31420	130	39	the	the	DET
fcis-31420	130	40	system	system	NOUN
fcis-31420	130	41	can	can	AUX
fcis-31420	130	42	complete	complete	VERB
fcis-31420	130	43	identity	identity	NOUN
fcis-31420	130	44	recognition	recognition	NOUN
fcis-31420	130	45	and	and	CCONJ
fcis-31420	130	46	check	check	NOUN
fcis-31420	130	47	-	-	PUNCT
fcis-31420	130	48	in	in	ADP
fcis-31420	130	49	records	record	NOUN
fcis-31420	130	50	at	at	ADP
fcis-31420	130	51	the	the	DET
fcis-31420	130	52	moment	moment	NOUN
fcis-31420	130	53	of	of	ADP
fcis-31420	130	54	participant	participant	ADJ
fcis-31420	130	55	entry	entry	NOUN
fcis-31420	130	56	,	,	PUNCT
fcis-31420	130	57	reducing	reduce	VERB
fcis-31420	130	58	conference	conference	NOUN
fcis-31420	130	59	preparation	preparation	NOUN
fcis-31420	130	60	time	time	NOUN
fcis-31420	130	61	and	and	CCONJ
fcis-31420	130	62	making	make	VERB
fcis-31420	130	63	the	the	DET
fcis-31420	130	64	conference	conference	NOUN
fcis-31420	130	65	process	process	NOUN
fcis-31420	130	66	smoother	smooth	ADJ
fcis-31420	130	67	and	and	CCONJ
fcis-31420	130	68	more	more	ADV
fcis-31420	130	69	efficient	efficient	ADJ
fcis-31420	130	70	;	;	PUNCT
fcis-31420	130	71	in	in	ADP
fcis-31420	130	72	the	the	DET
fcis-31420	130	73	field	field	NOUN
fcis-31420	130	74	of	of	ADP
fcis-31420	130	75	security	security	NOUN
fcis-31420	130	76	access	access	NOUN
fcis-31420	130	77	control	control	NOUN
fcis-31420	130	78	,	,	PUNCT
fcis-31420	130	79	compared	compare	VERB
fcis-31420	130	80	with	with	ADP
fcis-31420	130	81	traditional	traditional	ADJ
fcis-31420	130	82	access	access	NOUN
fcis-31420	130	83	control	control	NOUN
fcis-31420	130	84	systems	system	NOUN
fcis-31420	130	85	,	,	PUNCT
fcis-31420	130	86	facial	facial	ADJ
fcis-31420	130	87	recognition	recognition	NOUN
fcis-31420	130	88	access	access	NOUN
fcis-31420	130	89	control	control	NOUN
fcis-31420	130	90	not	not	PART
fcis-31420	130	91	only	only	ADV
fcis-31420	130	92	improves	improve	VERB
fcis-31420	130	93	the	the	DET
fcis-31420	130	94	speed	speed	NOUN
fcis-31420	130	95	of	of	ADP
fcis-31420	130	96	passage	passage	NOUN
fcis-31420	130	97	,	,	PUNCT
fcis-31420	130	98	but	but	CCONJ
fcis-31420	130	99	also	also	ADV
fcis-31420	130	100	enhances	enhance	VERB
fcis-31420	130	101	security	security	NOUN
fcis-31420	130	102	,	,	PUNCT
fcis-31420	130	103	prevents	prevent	VERB
fcis-31420	130	104	security	security	NOUN
fcis-31420	130	105	risks	risk	NOUN
fcis-31420	130	106	such	such	ADJ
fcis-31420	130	107	as	as	ADP
fcis-31420	130	108	tailgating	tailgating	NOUN
fcis-31420	130	109	,	,	PUNCT
fcis-31420	130	110	and	and	CCONJ
fcis-31420	130	111	reduces	reduce	VERB
fcis-31420	130	112	the	the	DET
fcis-31420	130	113	production	production	NOUN
fcis-31420	130	114	and	and	CCONJ
fcis-31420	130	115	management	management	NOUN
fcis-31420	130	116	costs	cost	NOUN
fcis-31420	130	117	of	of	ADP
fcis-31420	130	118	physical	physical	ADJ
fcis-31420	130	119	cards	card	NOUN
fcis-31420	130	120	.	.	PUNCT
fcis-31420	131	1	4.2	4.2	NUM
fcis-31420	131	2	.	.	PUNCT
fcis-31420	132	1	future	future	ADJ
fcis-31420	132	2	research	research	NOUN
fcis-31420	132	3	directions	direction	NOUN
fcis-31420	132	4	future	future	ADJ
fcis-31420	132	5	work	work	NOUN
fcis-31420	132	6	will	will	AUX
fcis-31420	132	7	focus	focus	VERB
fcis-31420	132	8	on	on	ADP
fcis-31420	132	9	further	further	ADJ
fcis-31420	132	10	optimizing	optimize	VERB
fcis-31420	132	11	system	system	NOUN
fcis-31420	132	12	performance	performance	NOUN
fcis-31420	132	13	and	and	CCONJ
fcis-31420	132	14	expanding	expand	VERB
fcis-31420	132	15	functionality	functionality	NOUN
fcis-31420	132	16	.	.	PUNCT
fcis-31420	133	1	on	on	ADP
fcis-31420	133	2	the	the	DET
fcis-31420	133	3	one	one	NUM
fcis-31420	133	4	hand	hand	NOUN
fcis-31420	133	5	,	,	PUNCT
fcis-31420	133	6	we	we	PRON
fcis-31420	133	7	will	will	AUX
fcis-31420	133	8	continue	continue	VERB
fcis-31420	133	9	to	to	PART
fcis-31420	133	10	explore	explore	VERB
fcis-31420	133	11	model	model	NOUN
fcis-31420	133	12	compression	compression	NOUN
fcis-31420	133	13	and	and	CCONJ
fcis-31420	133	14	optimization	optimization	NOUN
fcis-31420	133	15	techniques	technique	NOUN
fcis-31420	133	16	to	to	PART
fcis-31420	133	17	reduce	reduce	VERB
fcis-31420	133	18	the	the	DET
fcis-31420	133	19	system	system	NOUN
fcis-31420	133	20	's	's	PART
fcis-31420	133	21	dependence	dependence	NOUN
fcis-31420	133	22	on	on	ADP
fcis-31420	133	23	hardware	hardware	NOUN
fcis-31420	133	24	resources	resource	NOUN
fcis-31420	133	25	while	while	SCONJ
fcis-31420	133	26	ensuring	ensure	VERB
fcis-31420	133	27	recognition	recognition	NOUN
fcis-31420	133	28	accuracy	accuracy	NOUN
fcis-31420	133	29	,	,	PUNCT
fcis-31420	133	30	achieve	achieve	VERB
fcis-31420	133	31	wider	wide	ADJ
fcis-31420	133	32	device	device	NOUN
fcis-31420	133	33	compatibility	compatibility	NOUN
fcis-31420	133	34	,	,	PUNCT
fcis-31420	133	35	including	include	VERB
fcis-31420	133	36	efficient	efficient	ADJ
fcis-31420	133	37	operation	operation	NOUN
fcis-31420	133	38	on	on	ADP
fcis-31420	133	39	low	low	ADJ
fcis-31420	133	40	-	-	PUNCT
fcis-31420	133	41	power	power	NOUN
fcis-31420	133	42	,	,	PUNCT
fcis-31420	133	43	low	low	ADJ
fcis-31420	133	44	-	-	PUNCT
fcis-31420	133	45	cost	cost	NOUN
fcis-31420	133	46	embedded	embed	VERB
fcis-31420	133	47	devices	device	NOUN
fcis-31420	133	48	,	,	PUNCT
fcis-31420	133	49	and	and	CCONJ
fcis-31420	133	50	promote	promote	VERB
fcis-31420	133	51	the	the	DET
fcis-31420	133	52	popularization	popularization	NOUN
fcis-31420	133	53	and	and	CCONJ
fcis-31420	133	54	application	application	NOUN
fcis-31420	133	55	of	of	ADP
fcis-31420	133	56	facial	facial	ADJ
fcis-31420	133	57	recognition	recognition	NOUN
fcis-31420	133	58	technology	technology	NOUN
fcis-31420	133	59	in	in	ADP
fcis-31420	133	60	resource	resource	NOUN
fcis-31420	133	61	constrained	constrain	VERB
fcis-31420	133	62	environments	environment	NOUN
fcis-31420	133	63	.	.	PUNCT
fcis-31420	134	1	on	on	ADP
fcis-31420	134	2	the	the	DET
fcis-31420	134	3	other	other	ADJ
fcis-31420	134	4	hand	hand	NOUN
fcis-31420	134	5	,	,	PUNCT
fcis-31420	134	6	we	we	PRON
fcis-31420	134	7	will	will	AUX
fcis-31420	134	8	conduct	conduct	VERB
fcis-31420	134	9	in	in	ADP
fcis-31420	134	10	-	-	PUNCT
fcis-31420	134	11	depth	depth	NOUN
fcis-31420	134	12	research	research	NOUN
fcis-31420	134	13	on	on	ADP
fcis-31420	134	14	how	how	SCONJ
fcis-31420	134	15	to	to	PART
fcis-31420	134	16	combine	combine	VERB
fcis-31420	134	17	other	other	ADJ
fcis-31420	134	18	biometric	biometric	ADJ
fcis-31420	134	19	recognition	recognition	NOUN
fcis-31420	134	20	technologies	technology	NOUN
fcis-31420	134	21	(	(	PUNCT
fcis-31420	134	22	such	such	ADJ
fcis-31420	134	23	as	as	ADP
fcis-31420	134	24	fingerprint	fingerprint	NOUN
fcis-31420	134	25	recognition	recognition	NOUN
fcis-31420	134	26	,	,	PUNCT
fcis-31420	134	27	iris	iris	NOUN
fcis-31420	134	28	recognition	recognition	NOUN
fcis-31420	134	29	,	,	PUNCT
fcis-31420	134	30	etc	etc	X
fcis-31420	134	31	.	.	X
fcis-31420	134	32	)	)	PUNCT
fcis-31420	134	33	to	to	PART
fcis-31420	134	34	construct	construct	VERB
fcis-31420	134	35	a	a	DET
fcis-31420	134	36	robust	robust	ADJ
fcis-31420	134	37	multimodal	multimodal	ADJ
fcis-31420	134	38	biometric	biometric	ADJ
fcis-31420	134	39	recognition	recognition	NOUN
fcis-31420	134	40	system	system	NOUN
fcis-31420	134	41	for	for	ADP
fcis-31420	134	42	fingerprint	fingerprint	NOUN
fcis-31420	134	43	face	face	NOUN
fcis-31420	134	44	fusion	fusion	NOUN
fcis-31420	134	45	recognition	recognition	NOUN
fcis-31420	134	46	,	,	PUNCT
fcis-31420	134	47	as	as	SCONJ
fcis-31420	134	48	shown	show	VERB
fcis-31420	134	49	in	in	ADP
fcis-31420	134	50	[	[	X
fcis-31420	134	51	4,10	4,10	NUM
fcis-31420	134	52	]	]	PUNCT
fcis-31420	134	53	.	.	PUNCT
fcis-31420	135	1	multimodal	multimodal	ADJ
fcis-31420	135	2	biometric	biometric	ADJ
fcis-31420	135	3	recognition	recognition	NOUN
fcis-31420	135	4	can	can	AUX
fcis-31420	135	5	significantly	significantly	ADV
fcis-31420	135	6	improve	improve	VERB
fcis-31420	135	7	the	the	DET
fcis-31420	135	8	robustness	robustness	NOUN
fcis-31420	135	9	and	and	CCONJ
fcis-31420	135	10	accuracy	accuracy	NOUN
fcis-31420	135	11	of	of	ADP
fcis-31420	135	12	recognition	recognition	NOUN
fcis-31420	135	13	systems	system	NOUN
fcis-31420	135	14	by	by	ADP
fcis-31420	135	15	integrating	integrate	VERB
fcis-31420	135	16	multiple	multiple	ADJ
fcis-31420	135	17	biometric	biometric	ADJ
fcis-31420	135	18	information	information	NOUN
fcis-31420	135	19	.	.	PUNCT
fcis-31420	136	1	especially	especially	ADV
fcis-31420	136	2	in	in	ADP
fcis-31420	136	3	complex	complex	ADJ
fcis-31420	136	4	environments	environment	NOUN
fcis-31420	136	5	or	or	CCONJ
fcis-31420	136	6	facing	face	VERB
fcis-31420	136	7	special	special	ADJ
fcis-31420	136	8	groups	group	NOUN
fcis-31420	136	9	,	,	PUNCT
fcis-31420	136	10	it	it	PRON
fcis-31420	136	11	can	can	AUX
fcis-31420	136	12	effectively	effectively	ADV
fcis-31420	136	13	compensate	compensate	VERB
fcis-31420	136	14	for	for	ADP
fcis-31420	136	15	the	the	DET
fcis-31420	136	16	shortcomings	shortcoming	NOUN
fcis-31420	136	17	of	of	ADP
fcis-31420	136	18	single	single	ADJ
fcis-31420	136	19	biometric	biometric	ADJ
fcis-31420	136	20	recognition	recognition	NOUN
fcis-31420	136	21	,	,	PUNCT
fcis-31420	136	22	provide	provide	VERB
fcis-31420	136	23	more	more	ADV
fcis-31420	136	24	reliable	reliable	ADJ
fcis-31420	136	25	and	and	CCONJ
fcis-31420	136	26	accurate	accurate	ADJ
fcis-31420	136	27	solutions	solution	NOUN
fcis-31420	136	28	for	for	ADP
fcis-31420	136	29	identity	identity	NOUN
fcis-31420	136	30	authentication	authentication	NOUN
fcis-31420	136	31	,	,	PUNCT
fcis-31420	136	32	further	far	ADV
fcis-31420	136	33	expand	expand	VERB
fcis-31420	136	34	the	the	DET
fcis-31420	136	35	application	application	NOUN
fcis-31420	136	36	fields	field	NOUN
fcis-31420	136	37	and	and	CCONJ
fcis-31420	136	38	scenarios	scenario	NOUN
fcis-31420	136	39	of	of	ADP
fcis-31420	136	40	facial	facial	ADJ
fcis-31420	136	41	recognition	recognition	NOUN
fcis-31420	136	42	technology	technology	NOUN
fcis-31420	136	43	,	,	PUNCT
fcis-31420	136	44	and	and	CCONJ
fcis-31420	136	45	bring	bring	VERB
fcis-31420	136	46	more	more	ADJ
fcis-31420	136	47	convenience	convenience	NOUN
fcis-31420	136	48	and	and	CCONJ
fcis-31420	136	49	security	security	NOUN
fcis-31420	136	50	guarantees	guarantee	NOUN
fcis-31420	136	51	to	to	ADP
fcis-31420	136	52	people	people	NOUN
fcis-31420	136	53	's	's	PART
fcis-31420	136	54	lives	life	NOUN
fcis-31420	136	55	and	and	CCONJ
fcis-31420	136	56	work	work	NOUN
fcis-31420	136	57	.	.	PUNCT
fcis-31420	137	1	references	reference	NOUN
fcis-31420	137	2	[	[	X
fcis-31420	137	3	1	1	NUM
fcis-31420	137	4	]	]	X
fcis-31420	137	5	lu	lu	PROPN
fcis-31420	137	6	,	,	PUNCT
fcis-31420	137	7	l.	l.	PROPN
fcis-31420	137	8	x.	x.	PROPN
fcis-31420	137	9	,	,	PUNCT
fcis-31420	137	10	qiang	qiang	PROPN
fcis-31420	137	11	,	,	PUNCT
fcis-31420	137	12	z.	z.	PROPN
fcis-31420	137	13	c.	c.	PROPN
fcis-31420	137	14	,	,	PUNCT
fcis-31420	137	15	yu	yu	PROPN
fcis-31420	137	16	,	,	PUNCT
fcis-31420	137	17	m.	m.	NOUN
fcis-31420	137	18	,	,	PUNCT
fcis-31420	137	19	&	&	CCONJ
fcis-31420	137	20	ren	ren	PROPN
fcis-31420	137	21	,	,	PUNCT
fcis-31420	137	22	q.	q.	PROPN
fcis-31420	137	23	y.	y.	PROPN
fcis-31420	137	24	(	(	PUNCT
fcis-31420	137	25	2023	2023	NUM
fcis-31420	137	26	)	)	PUNCT
fcis-31420	137	27	.	.	PUNCT
fcis-31420	138	1	design	design	NOUN
fcis-31420	138	2	of	of	ADP
fcis-31420	138	3	contactless	contactless	ADJ
fcis-31420	138	4	check	check	NOUN
fcis-31420	138	5	-	-	PUNCT
fcis-31420	138	6	in	in	ADP
fcis-31420	138	7	system	system	NOUN
fcis-31420	138	8	based	base	VERB
fcis-31420	138	9	on	on	ADP
fcis-31420	138	10	embedded	embed	VERB
fcis-31420	138	11	artificial	artificial	ADJ
fcis-31420	138	12	intelligence	intelligence	NOUN
fcis-31420	138	13	.	.	PUNCT
fcis-31420	139	1	laboratory	laboratory	NOUN
fcis-31420	139	2	research	research	NOUN
fcis-31420	139	3	and	and	CCONJ
fcis-31420	139	4	exploration	exploration	NOUN
fcis-31420	139	5	,	,	PUNCT
fcis-31420	139	6	42(03	42(03	NOUN
fcis-31420	139	7	)	)	PUNCT
fcis-31420	139	8	,	,	PUNCT
fcis-31420	139	9	130–134	130–134	NUM
fcis-31420	139	10	,	,	PUNCT
fcis-31420	139	11	170	170	NUM
fcis-31420	139	12	.	.	PUNCT
fcis-31420	140	1	[	[	X
fcis-31420	140	2	2	2	NUM
fcis-31420	140	3	]	]	X
fcis-31420	140	4	liu	liu	PROPN
fcis-31420	140	5	,	,	PUNCT
fcis-31420	140	6	h.	h.	PROPN
fcis-31420	140	7	h.	h.	PROPN
fcis-31420	140	8	,	,	PUNCT
fcis-31420	140	9	&	&	CCONJ
fcis-31420	140	10	yin	yin	PROPN
fcis-31420	140	11	,	,	PUNCT
fcis-31420	140	12	s.	s.	PROPN
fcis-31420	140	13	q.	q.	PROPN
fcis-31420	140	14	(	(	PUNCT
fcis-31420	140	15	2024	2024	NUM
fcis-31420	140	16	)	)	PUNCT
fcis-31420	140	17	.	.	PUNCT
fcis-31420	141	1	multi	multi	PROPN
fcis-31420	141	2	face	face	NOUN
fcis-31420	141	3	recognition	recognition	NOUN
fcis-31420	141	4	intelligent	intelligent	ADJ
fcis-31420	141	5	attendance	attendance	NOUN
fcis-31420	141	6	system	system	NOUN
fcis-31420	141	7	for	for	ADP
fcis-31420	141	8	universities	university	NOUN
fcis-31420	141	9	based	base	VERB
fcis-31420	141	10	on	on	ADP
fcis-31420	141	11	seetaface	seetaface	NOUN
fcis-31420	141	12	.	.	PUNCT
fcis-31420	142	1	information	information	NOUN
fcis-31420	142	2	technology	technology	NOUN
fcis-31420	142	3	and	and	CCONJ
fcis-31420	142	4	informatization	informatization	NOUN
fcis-31420	142	5	,	,	PUNCT
fcis-31420	142	6	(	(	PUNCT
fcis-31420	142	7	07	07	NUM
fcis-31420	142	8	)	)	PUNCT
fcis-31420	142	9	,	,	PUNCT
fcis-31420	142	10	199–202	199–202	NUM
fcis-31420	142	11	.	.	PUNCT
fcis-31420	143	1	[	[	X
fcis-31420	143	2	3	3	NUM
fcis-31420	143	3	]	]	X
fcis-31420	143	4	wang	wang	PROPN
fcis-31420	143	5	,	,	PUNCT
fcis-31420	143	6	z.	z.	PROPN
fcis-31420	143	7	h.	h.	PROPN
fcis-31420	143	8	,	,	PUNCT
fcis-31420	143	9	&	&	CCONJ
fcis-31420	143	10	li	li	PROPN
fcis-31420	143	11	,	,	PUNCT
fcis-31420	143	12	j.	j.	PROPN
fcis-31420	143	13	g.	g.	PROPN
fcis-31420	143	14	(	(	PUNCT
fcis-31420	143	15	2024	2024	NUM
fcis-31420	143	16	)	)	PUNCT
fcis-31420	143	17	.	.	PUNCT
fcis-31420	144	1	optimization	optimization	NOUN
fcis-31420	144	2	of	of	ADP
fcis-31420	144	3	lightweight	lightweight	ADJ
fcis-31420	144	4	face	face	NOUN
fcis-31420	144	5	recognition	recognition	NOUN
fcis-31420	144	6	model	model	NOUN
fcis-31420	144	7	based	base	VERB
fcis-31420	144	8	on	on	ADP
fcis-31420	144	9	edge	edge	NOUN
fcis-31420	144	10	computing	computing	NOUN
fcis-31420	144	11	.	.	PUNCT
fcis-31420	145	1	computer	computer	NOUN
fcis-31420	145	2	engineering	engineering	NOUN
fcis-31420	145	3	and	and	CCONJ
fcis-31420	145	4	applications	application	NOUN
fcis-31420	145	5	,	,	PUNCT
fcis-31420	145	6	60(12	60(12	NUM
fcis-31420	145	7	)	)	PUNCT
fcis-31420	145	8	,	,	PUNCT
fcis-31420	145	9	189–195	189–195	NUM
fcis-31420	145	10	.	.	PUNCT
fcis-31420	146	1	[	[	X
fcis-31420	146	2	4	4	NUM
fcis-31420	146	3	]	]	X
fcis-31420	146	4	chen	chen	PROPN
fcis-31420	146	5	,	,	PUNCT
fcis-31420	146	6	y.	y.	PROPN
fcis-31420	146	7	j.	j.	PROPN
fcis-31420	146	8	,	,	PUNCT
fcis-31420	146	9	&	&	CCONJ
fcis-31420	146	10	zhang	zhang	PROPN
fcis-31420	146	11	,	,	PUNCT
fcis-31420	146	12	w.	w.	PROPN
fcis-31420	146	13	(	(	PUNCT
fcis-31420	146	14	2023	2023	NUM
fcis-31420	146	15	)	)	PUNCT
fcis-31420	146	16	.	.	PUNCT
fcis-31420	147	1	design	design	NOUN
fcis-31420	147	2	of	of	ADP
fcis-31420	147	3	multi	multi	ADJ
fcis-31420	147	4	modal	modal	ADJ
fcis-31420	147	5	biometric	biometric	ADJ
fcis-31420	147	6	recognition	recognition	NOUN
fcis-31420	147	7	system	system	NOUN
fcis-31420	147	8	for	for	ADP
fcis-31420	147	9	smart	smart	ADJ
fcis-31420	147	10	classroom	classroom	NOUN
fcis-31420	147	11	in	in	ADP
fcis-31420	147	12	universities	university	NOUN
fcis-31420	147	13	.	.	PUNCT
fcis-31420	148	1	modern	modern	ADJ
fcis-31420	148	2	educational	educational	ADJ
fcis-31420	148	3	technology	technology	NOUN
fcis-31420	148	4	,	,	PUNCT
fcis-31420	148	5	33(08	33(08	NUM
fcis-31420	148	6	)	)	PUNCT
fcis-31420	148	7	,	,	PUNCT
fcis-31420	148	8	112	112	NUM
fcis-31420	148	9	–	–	PUNCT
fcis-31420	148	10	118	118	NUM
fcis-31420	148	11	.	.	PUNCT
fcis-31420	149	1	[	[	X
fcis-31420	149	2	5	5	NUM
fcis-31420	149	3	]	]	X
fcis-31420	149	4	liu	liu	PROPN
fcis-31420	149	5	,	,	PUNCT
fcis-31420	149	6	h.	h.	PROPN
fcis-31420	149	7	r.	r.	PROPN
fcis-31420	149	8	,	,	PUNCT
fcis-31420	149	9	&	&	CCONJ
fcis-31420	149	10	zhou	zhou	PROPN
fcis-31420	149	11	,	,	PUNCT
fcis-31420	149	12	m.	m.	NOUN
fcis-31420	149	13	(	(	PUNCT
fcis-31420	149	14	2024	2024	NUM
fcis-31420	149	15	)	)	PUNCT
fcis-31420	149	16	.	.	PUNCT
fcis-31420	150	1	research	research	NOUN
fcis-31420	150	2	on	on	ADP
fcis-31420	150	3	public	public	ADJ
fcis-31420	150	4	safety	safety	NOUN
fcis-31420	150	5	monitoring	monitoring	NOUN
fcis-31420	150	6	system	system	NOUN
fcis-31420	150	7	based	base	VERB
fcis-31420	150	8	on	on	ADP
fcis-31420	150	9	multi	multi	ADJ
fcis-31420	150	10	face	face	NOUN
fcis-31420	150	11	recognition	recognition	NOUN
fcis-31420	150	12	.	.	PUNCT
fcis-31420	151	1	security	security	NOUN
fcis-31420	151	2	technology	technology	NOUN
fcis-31420	151	3	,	,	PUNCT
fcis-31420	151	4	(	(	PUNCT
fcis-31420	151	5	05	05	NUM
fcis-31420	151	6	)	)	PUNCT
fcis-31420	151	7	,	,	PUNCT
fcis-31420	151	8	45–49	45–49	X
fcis-31420	151	9	.	.	PUNCT
fcis-31420	152	1	[	[	X
fcis-31420	152	2	6	6	NUM
fcis-31420	152	3	]	]	X
fcis-31420	152	4	zhang	zhang	PROPN
fcis-31420	152	5	,	,	PUNCT
fcis-31420	152	6	j.	j.	PROPN
fcis-31420	152	7	j.	j.	PROPN
fcis-31420	152	8	,	,	PUNCT
fcis-31420	152	9	&	&	CCONJ
fcis-31420	152	10	yang	yang	PROPN
fcis-31420	152	11	,	,	PUNCT
fcis-31420	152	12	l.	l.	PROPN
fcis-31420	152	13	(	(	PUNCT
fcis-31420	152	14	2023	2023	NUM
fcis-31420	152	15	)	)	PUNCT
fcis-31420	152	16	.	.	PUNCT
fcis-31420	153	1	application	application	NOUN
fcis-31420	153	2	of	of	ADP
fcis-31420	153	3	real	real	ADJ
fcis-31420	153	4	time	time	NOUN
fcis-31420	153	5	multi	multi	X
fcis-31420	153	6	face	face	NOUN
fcis-31420	153	7	recognition	recognition	NOUN
fcis-31420	153	8	in	in	ADP
fcis-31420	153	9	intelligent	intelligent	ADJ
fcis-31420	153	10	monitoring	monitoring	NOUN
fcis-31420	153	11	.	.	PUNCT
fcis-31420	154	1	information	information	NOUN
fcis-31420	154	2	technology	technology	NOUN
fcis-31420	154	3	,	,	PUNCT
fcis-31420	154	4	47(06	47(06	PROPN
fcis-31420	154	5	)	)	PUNCT
fcis-31420	154	6	,	,	PUNCT
fcis-31420	154	7	102–106	102–106	NUM
fcis-31420	154	8	.	.	PUNCT
fcis-31420	155	1	[	[	X
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fcis-31420	155	3	]	]	SYM
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fcis-31420	155	8	2024	2024	NUM
fcis-31420	155	9	)	)	PUNCT
fcis-31420	155	10	.	.	PUNCT
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fcis-31420	156	2	of	of	ADP
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fcis-31420	156	4	check	check	NOUN
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fcis-31420	157	6	)	)	PUNCT
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fcis-31420	158	3	]	]	X
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fcis-31420	158	15	)	)	PUNCT
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fcis-31420	160	5	)	)	PUNCT
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fcis-31420	160	8	.	.	PUNCT
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fcis-31420	161	3	]	]	SYM
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fcis-31420	161	11	,	,	PUNCT
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fcis-31420	161	15	2022	2022	NUM
fcis-31420	161	16	)	)	PUNCT
fcis-31420	161	17	.	.	PUNCT
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fcis-31420	162	2	liveness	liveness	NOUN
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fcis-31420	162	9	fusion	fusion	NOUN
fcis-31420	162	10	.	.	PUNCT
fcis-31420	163	1	computer	computer	NOUN
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fcis-31420	163	5	)	)	PUNCT
fcis-31420	163	6	,	,	PUNCT
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fcis-31420	164	2	10	10	NUM
fcis-31420	164	3	]	]	X
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fcis-31420	164	13	2024	2024	NUM
fcis-31420	164	14	)	)	PUNCT
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fcis-31420	166	1	electronic	electronic	ADJ
fcis-31420	166	2	technology	technology	NOUN
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fcis-31420	166	4	,	,	PUNCT
fcis-31420	166	5	50(04	50(04	NUM
fcis-31420	166	6	)	)	PUNCT
fcis-31420	166	7	,	,	PUNCT
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fcis-31420	166	9	.	.	PUNCT
fcis-31420	167	1	[	[	X
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fcis-31420	167	3	]	]	X
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fcis-31420	167	11	,	,	PUNCT
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fcis-31420	167	15	2023	2023	NUM
fcis-31420	167	16	)	)	PUNCT
fcis-31420	167	17	.	.	PUNCT
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fcis-31420	168	11	.	.	PUNCT
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fcis-31420	169	2	application	application	NOUN
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fcis-31420	169	5	40(11	40(11	PROPN
fcis-31420	169	6	)	)	PUNCT
fcis-31420	169	7	,	,	PUNCT
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fcis-31420	169	9	.	.	PUNCT
fcis-31420	170	1	[	[	X
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fcis-31420	170	3	]	]	X
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fcis-31420	170	5	,	,	PUNCT
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fcis-31420	170	10	)	)	PUNCT
fcis-31420	170	11	.	.	PUNCT
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fcis-31420	171	11	.	.	PUNCT
fcis-31420	172	1	(	(	PUNCT
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fcis-31420	172	5	)	)	PUNCT
fcis-31420	172	6	.	.	PUNCT
fcis-31420	173	1	beijing	beijing	PROPN
fcis-31420	173	2	university	university	PROPN
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fcis-31420	173	4	posts	post	NOUN
fcis-31420	173	5	and	and	CCONJ
fcis-31420	173	6	telecommunications	telecommunication	NOUN
fcis-31420	173	7	,	,	PUNCT
fcis-31420	173	8	beijing	beijing	PROPN
fcis-31420	173	9	.	.	PUNCT
fcis-31420	174	1	[	[	X
fcis-31420	174	2	13	13	NUM
fcis-31420	174	3	]	]	X
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fcis-31420	174	5	,	,	PUNCT
fcis-31420	174	6	b.	b.	PROPN
fcis-31420	174	7	,	,	PUNCT
fcis-31420	174	8	&	&	CCONJ
fcis-31420	174	9	xu	xu	PROPN
fcis-31420	174	10	,	,	PUNCT
fcis-31420	174	11	l.	l.	PROPN
fcis-31420	174	12	(	(	PUNCT
fcis-31420	174	13	2024	2024	NUM
fcis-31420	174	14	)	)	PUNCT
fcis-31420	174	15	.	.	PUNCT
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fcis-31420	174	24	.	.	PUNCT
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fcis-31420	175	4	,	,	PUNCT
fcis-31420	175	5	43(03	43(03	NUM
fcis-31420	175	6	)	)	PUNCT
fcis-31420	175	7	,	,	PUNCT
fcis-31420	175	8	38–62	38–62	NUM
fcis-31420	175	9	.	.	PUNCT
fcis-31420	176	1	[	[	X
fcis-31420	176	2	14	14	NUM
fcis-31420	176	3	]	]	X
fcis-31420	176	4	zhang	zhang	PROPN
fcis-31420	176	5	,	,	PUNCT
fcis-31420	176	6	h.	h.	PROPN
fcis-31420	176	7	,	,	PUNCT
fcis-31420	176	8	sun	sun	PROPN
fcis-31420	176	9	,	,	PUNCT
fcis-31420	176	10	w.	w.	PROPN
fcis-31420	176	11	y.	y.	PROPN
fcis-31420	176	12	,	,	PUNCT
fcis-31420	176	13	&	&	CCONJ
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fcis-31420	176	15	,	,	PUNCT
fcis-31420	176	16	g.	g.	PROPN
fcis-31420	176	17	p.	p.	PROPN
fcis-31420	176	18	(	(	PUNCT
fcis-31420	176	19	2024	2024	NUM
fcis-31420	176	20	)	)	PUNCT
fcis-31420	176	21	.	.	PUNCT
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fcis-31420	176	23	roll	roll	NOUN
fcis-31420	176	24	call	call	NOUN
fcis-31420	176	25	software	software	NOUN
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fcis-31420	176	27	on	on	ADP
fcis-31420	176	28	facial	facial	ADJ
fcis-31420	176	29	recognition	recognition	NOUN
fcis-31420	176	30	.	.	PUNCT
fcis-31420	177	1	journal	journal	PROPN
fcis-31420	177	2	of	of	ADP
fcis-31420	177	3	jilin	jilin	PROPN
fcis-31420	177	4	radio	radio	PROPN
fcis-31420	177	5	and	and	CCONJ
fcis-31420	177	6	television	television	NOUN
fcis-31420	177	7	university	university	NOUN
fcis-31420	177	8	,	,	PUNCT
fcis-31420	177	9	(	(	PUNCT
fcis-31420	177	10	01	01	NUM
fcis-31420	177	11	)	)	PUNCT
fcis-31420	177	12	,	,	PUNCT
fcis-31420	177	13	19–21	19–21	NUM
fcis-31420	177	14	.	.	PUNCT
fcis-31420	178	1	[	[	X
fcis-31420	178	2	15	15	NUM
fcis-31420	178	3	]	]	X
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fcis-31420	178	5	,	,	PUNCT
fcis-31420	178	6	m.	m.	NOUN
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fcis-31420	178	8	,	,	PUNCT
fcis-31420	178	9	&	&	CCONJ
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fcis-31420	178	11	,	,	PUNCT
fcis-31420	178	12	h.	h.	PROPN
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fcis-31420	178	14	(	(	PUNCT
fcis-31420	178	15	2023	2023	NUM
fcis-31420	178	16	)	)	PUNCT
fcis-31420	178	17	.	.	PUNCT
fcis-31420	179	1	update	update	NOUN
fcis-31420	179	2	mechanism	mechanism	NOUN
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fcis-31420	179	6	model	model	NOUN
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fcis-31420	179	11	.	.	PUNCT
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fcis-31420	180	6	38(05	38(05	PROPN
fcis-31420	180	7	)	)	PUNCT
fcis-31420	180	8	,	,	PUNCT
fcis-31420	180	9	923–930	923–930	NUM
fcis-31420	180	10	.	.	PUNCT