id	sid	tid	token	lemma	pos
easat-10555	1	1	edelweiss	edelweiss	PROPN
easat-10555	1	2	applied	apply	VERB
easat-10555	1	3	science	science	NOUN
easat-10555	1	4	and	and	CCONJ
easat-10555	1	5	technology	technology	NOUN
easat-10555	1	6	issn	issn	PROPN
easat-10555	1	7	:	:	PUNCT
easat-10555	1	8	2576	2576	NUM
easat-10555	1	9	-	-	SYM
easat-10555	1	10	8484	8484	NUM
easat-10555	1	11	vol	vol	NOUN
easat-10555	1	12	.	.	PROPN
easat-10555	2	1	9	9	NUM
easat-10555	2	2	,	,	PUNCT
easat-10555	2	3	no	no	INTJ
easat-10555	2	4	.	.	NOUN
easat-10555	2	5	10	10	NUM
easat-10555	2	6	,	,	PUNCT
easat-10555	2	7	832	832	NUM
easat-10555	2	8	-	-	SYM
easat-10555	2	9	853	853	NUM
easat-10555	2	10	2025	2025	NUM
easat-10555	2	11	publisher	publisher	NOUN
easat-10555	2	12	:	:	PUNCT
easat-10555	2	13	learning	learn	VERB
easat-10555	2	14	gate	gate	NOUN
easat-10555	2	15	doi	doi	PROPN
easat-10555	2	16	:	:	PUNCT
easat-10555	2	17	10.55214/2576	10.55214/2576	NUM
easat-10555	2	18	-	-	PUNCT
easat-10555	2	19	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	2	20	©	©	ADP
easat-10555	2	21	2025	2025	NUM
easat-10555	2	22	by	by	ADP
easat-10555	2	23	the	the	DET
easat-10555	2	24	authors	author	NOUN
easat-10555	2	25	;	;	PUNCT
easat-10555	2	26	licensee	licensee	PROPN
easat-10555	2	27	learning	learning	NOUN
easat-10555	2	28	gate	gate	NOUN
easat-10555	3	1	©	©	PROPN
easat-10555	3	2	2025	2025	NUM
easat-10555	3	3	by	by	ADP
easat-10555	3	4	the	the	DET
easat-10555	3	5	authors	author	NOUN
easat-10555	3	6	;	;	PUNCT
easat-10555	3	7	licensee	licensee	PROPN
easat-10555	3	8	learning	learning	NOUN
easat-10555	3	9	gate	gate	NOUN
easat-10555	3	10	history	history	NOUN
easat-10555	3	11	:	:	PUNCT
easat-10555	3	12	received	receive	VERB
easat-10555	3	13	:	:	PUNCT
easat-10555	3	14	23	23	NUM
easat-10555	3	15	july	july	NOUN
easat-10555	3	16	2025	2025	NUM
easat-10555	3	17	;	;	PUNCT
easat-10555	3	18	revised	revise	VERB
easat-10555	3	19	:	:	PUNCT
easat-10555	3	20	19	19	NUM
easat-10555	3	21	september	september	PROPN
easat-10555	3	22	2025	2025	NUM
easat-10555	3	23	;	;	PUNCT
easat-10555	3	24	accepted	accept	VERB
easat-10555	3	25	:	:	PUNCT
easat-10555	3	26	23	23	NUM
easat-10555	3	27	september	september	PROPN
easat-10555	3	28	2025	2025	NUM
easat-10555	3	29	;	;	PUNCT
easat-10555	3	30	published	publish	VERB
easat-10555	3	31	:	:	PUNCT
easat-10555	4	1	14	14	NUM
easat-10555	4	2	october	october	NOUN
easat-10555	4	3	2025	2025	NUM
easat-10555	4	4	*	*	PUNCT
easat-10555	4	5	correspondence	correspondence	NOUN
easat-10555	4	6	:	:	PUNCT
easat-10555	4	7	sc_wijittra@crru.ac.th	sc_wijittra@crru.ac.th	NUM
easat-10555	4	8	development	development	NOUN
easat-10555	4	9	of	of	ADP
easat-10555	4	10	a	a	DET
easat-10555	4	11	real	real	ADJ
easat-10555	4	12	time	time	NOUN
easat-10555	4	13	facial	facial	ADJ
easat-10555	4	14	emotion	emotion	NOUN
easat-10555	4	15	recognition	recognition	NOUN
easat-10555	4	16	system	system	NOUN
easat-10555	4	17	based	base	VERB
easat-10555	4	18	on	on	ADP
easat-10555	4	19	deep	deep	ADJ
easat-10555	4	20	learning	learning	NOUN
easat-10555	4	21	and	and	CCONJ
easat-10555	4	22	cctv	cctv	NOUN
easat-10555	4	23	integration	integration	NOUN
easat-10555	4	24	for	for	ADP
easat-10555	4	25	smart	smart	ADJ
easat-10555	4	26	surveillance	surveillance	NOUN
easat-10555	4	27	applications	application	NOUN
easat-10555	4	28	wijitra	wijitra	PROPN
easat-10555	4	29	montri1	montri1	PROPN
easat-10555	4	30	*	*	PROPN
easat-10555	4	31	,	,	PUNCT
easat-10555	4	32	sumran	sumran	ADJ
easat-10555	4	33	chaikhamwang2	chaikhamwang2	PROPN
easat-10555	4	34	,	,	PUNCT
easat-10555	4	35	srinuan	srinuan	PROPN
easat-10555	4	36	fongmanee3	fongmanee3	PROPN
easat-10555	4	37	,	,	PUNCT
easat-10555	4	38	chalida	chalida	PROPN
easat-10555	4	39	janthajirakowit4	janthajirakowit4	PROPN
easat-10555	4	40	1,2,4information	1,2,4information	PROPN
easat-10555	4	41	technology	technology	NOUN
easat-10555	4	42	,	,	PUNCT
easat-10555	4	43	faculty	faculty	NOUN
easat-10555	4	44	of	of	ADP
easat-10555	4	45	digital	digital	ADJ
easat-10555	4	46	technology	technology	NOUN
easat-10555	4	47	,	,	PUNCT
easat-10555	4	48	chiangrai	chiangrai	NOUN
easat-10555	4	49	rajabhat	rajabhat	PROPN
easat-10555	4	50	university	university	PROPN
easat-10555	4	51	,	,	PUNCT
easat-10555	4	52	thailand	thailand	PROPN
easat-10555	4	53	;	;	PUNCT
easat-10555	4	54	sc_wijittra@crru.ac.th	sc_wijittra@crru.ac.th	PROPN
easat-10555	4	55	(	(	PUNCT
easat-10555	4	56	w.m	w.m	PROPN
easat-10555	4	57	.	.	PROPN
easat-10555	4	58	)	)	PUNCT
easat-10555	5	1	em_sumran@crru.ac.th	em_sumran@crru.ac.th	PROPN
easat-10555	5	2	(	(	PUNCT
easat-10555	5	3	s.c	s.c	PROPN
easat-10555	5	4	.	.	PUNCT
easat-10555	5	5	)	)	PUNCT
easat-10555	6	1	chalida.jan@crru.ac.th	chalida.jan@crru.ac.th	PROPN
easat-10555	6	2	(	(	PUNCT
easat-10555	6	3	c.j	c.j	NOUN
easat-10555	6	4	.	.	PUNCT
easat-10555	6	5	)	)	PUNCT
easat-10555	6	6	.	.	PUNCT
easat-10555	7	1	3computer	3computer	NUM
easat-10555	7	2	science	science	NOUN
easat-10555	7	3	,	,	PUNCT
easat-10555	7	4	faculty	faculty	NOUN
easat-10555	7	5	of	of	ADP
easat-10555	7	6	digital	digital	ADJ
easat-10555	7	7	technology	technology	NOUN
easat-10555	7	8	,	,	PUNCT
easat-10555	7	9	chiangrai	chiangrai	NOUN
easat-10555	7	10	rajabhat	rajabhat	PROPN
easat-10555	7	11	university	university	PROPN
easat-10555	7	12	,	,	PUNCT
easat-10555	7	13	thailand	thailand	PROPN
easat-10555	7	14	;	;	PUNCT
easat-10555	7	15	sc_srinual@crru.ac.th	sc_srinual@crru.ac.th	PROPN
easat-10555	7	16	(	(	PUNCT
easat-10555	7	17	s.f	s.f	PROPN
easat-10555	7	18	.	.	PUNCT
easat-10555	7	19	)	)	PUNCT
easat-10555	7	20	.	.	PUNCT
easat-10555	8	1	abstract	abstract	ADV
easat-10555	8	2	:	:	PUNCT
easat-10555	8	3	the	the	DET
easat-10555	8	4	purpose	purpose	NOUN
easat-10555	8	5	of	of	ADP
easat-10555	8	6	this	this	DET
easat-10555	8	7	research	research	NOUN
easat-10555	8	8	is	be	AUX
easat-10555	8	9	to	to	PART
easat-10555	8	10	develop	develop	VERB
easat-10555	8	11	a	a	DET
easat-10555	8	12	real	real	ADJ
easat-10555	8	13	-	-	PUNCT
easat-10555	8	14	time	time	NOUN
easat-10555	8	15	facial	facial	ADJ
easat-10555	8	16	emotion	emotion	NOUN
easat-10555	8	17	recognition	recognition	NOUN
easat-10555	8	18	(	(	PUNCT
easat-10555	8	19	fer	fer	NOUN
easat-10555	8	20	)	)	PUNCT
easat-10555	8	21	system	system	NOUN
easat-10555	8	22	that	that	PRON
easat-10555	8	23	integrates	integrate	VERB
easat-10555	8	24	deep	deep	ADJ
easat-10555	8	25	learning	learning	NOUN
easat-10555	8	26	techniques	technique	NOUN
easat-10555	8	27	with	with	ADP
easat-10555	8	28	closed	closed	ADJ
easat-10555	8	29	-	-	PUNCT
easat-10555	8	30	circuit	circuit	NOUN
easat-10555	8	31	television	television	NOUN
easat-10555	8	32	(	(	PUNCT
easat-10555	8	33	cctv	cctv	PROPN
easat-10555	8	34	)	)	PUNCT
easat-10555	8	35	for	for	ADP
easat-10555	8	36	intelligent	intelligent	ADJ
easat-10555	8	37	surveillance	surveillance	NOUN
easat-10555	8	38	applications	application	NOUN
easat-10555	8	39	.	.	PUNCT
easat-10555	9	1	the	the	DET
easat-10555	9	2	system	system	NOUN
easat-10555	9	3	aims	aim	VERB
easat-10555	9	4	to	to	PART
easat-10555	9	5	overcome	overcome	VERB
easat-10555	9	6	technical	technical	ADJ
easat-10555	9	7	and	and	CCONJ
easat-10555	9	8	environmental	environmental	ADJ
easat-10555	9	9	challenges	challenge	NOUN
easat-10555	9	10	often	often	ADV
easat-10555	9	11	encountered	encounter	VERB
easat-10555	9	12	in	in	ADP
easat-10555	9	13	real	real	ADJ
easat-10555	9	14	-	-	PUNCT
easat-10555	9	15	world	world	NOUN
easat-10555	9	16	cctv	cctv	NOUN
easat-10555	9	17	environments	environment	NOUN
easat-10555	9	18	,	,	PUNCT
easat-10555	9	19	such	such	ADJ
easat-10555	9	20	as	as	ADP
easat-10555	9	21	low	low	ADJ
easat-10555	9	22	image	image	NOUN
easat-10555	9	23	resolution	resolution	NOUN
easat-10555	9	24	,	,	PUNCT
easat-10555	9	25	illumination	illumination	NOUN
easat-10555	9	26	instability	instability	NOUN
easat-10555	9	27	,	,	PUNCT
easat-10555	9	28	and	and	CCONJ
easat-10555	9	29	varying	vary	VERB
easat-10555	9	30	facial	facial	ADJ
easat-10555	9	31	orientations	orientation	NOUN
easat-10555	9	32	.	.	PUNCT
easat-10555	10	1	the	the	DET
easat-10555	10	2	study	study	NOUN
easat-10555	10	3	adopts	adopt	VERB
easat-10555	10	4	a	a	DET
easat-10555	10	5	systematic	systematic	ADJ
easat-10555	10	6	methodology	methodology	NOUN
easat-10555	10	7	that	that	PRON
easat-10555	10	8	includes	include	VERB
easat-10555	10	9	a	a	DET
easat-10555	10	10	literature	literature	NOUN
easat-10555	10	11	review	review	NOUN
easat-10555	10	12	,	,	PUNCT
easat-10555	10	13	research	research	NOUN
easat-10555	10	14	framework	framework	NOUN
easat-10555	10	15	design	design	NOUN
easat-10555	10	16	,	,	PUNCT
easat-10555	10	17	dataset	dataset	NOUN
easat-10555	10	18	preparation	preparation	NOUN
easat-10555	10	19	,	,	PUNCT
easat-10555	10	20	model	model	NOUN
easat-10555	10	21	training	training	NOUN
easat-10555	10	22	using	use	VERB
easat-10555	10	23	convolutional	convolutional	ADJ
easat-10555	10	24	neural	neural	ADJ
easat-10555	10	25	networks	network	NOUN
easat-10555	10	26	(	(	PUNCT
easat-10555	10	27	cnns	cnns	PROPN
easat-10555	10	28	)	)	PUNCT
easat-10555	10	29	,	,	PUNCT
easat-10555	10	30	and	and	CCONJ
easat-10555	10	31	web	web	NOUN
easat-10555	10	32	-	-	PUNCT
easat-10555	10	33	based	base	VERB
easat-10555	10	34	system	system	NOUN
easat-10555	10	35	implementation	implementation	NOUN
easat-10555	10	36	for	for	ADP
easat-10555	10	37	real	real	ADJ
easat-10555	10	38	-	-	PUNCT
easat-10555	10	39	time	time	NOUN
easat-10555	10	40	monitoring	monitoring	NOUN
easat-10555	10	41	and	and	CCONJ
easat-10555	10	42	alerting	alerting	NOUN
easat-10555	10	43	.	.	PUNCT
easat-10555	11	1	the	the	DET
easat-10555	11	2	proposed	propose	VERB
easat-10555	11	3	model	model	NOUN
easat-10555	11	4	,	,	PUNCT
easat-10555	11	5	developed	develop	VERB
easat-10555	11	6	on	on	ADP
easat-10555	11	7	the	the	DET
easat-10555	11	8	tensorflow	tensorflow	NOUN
easat-10555	11	9	platform	platform	NOUN
easat-10555	11	10	and	and	CCONJ
easat-10555	11	11	fine	fine	ADV
easat-10555	11	12	-	-	PUNCT
easat-10555	11	13	tuned	tune	VERB
easat-10555	11	14	with	with	ADP
easat-10555	11	15	fer2013	fer2013	ADJ
easat-10555	11	16	,	,	PUNCT
easat-10555	11	17	raf	raf	NOUN
easat-10555	11	18	-	-	PUNCT
easat-10555	11	19	db	db	NOUN
easat-10555	11	20	,	,	PUNCT
easat-10555	11	21	and	and	CCONJ
easat-10555	11	22	affectnet	affectnet	NOUN
easat-10555	11	23	datasets	dataset	NOUN
easat-10555	11	24	,	,	PUNCT
easat-10555	11	25	achieved	achieve	VERB
easat-10555	11	26	an	an	DET
easat-10555	11	27	overall	overall	ADJ
easat-10555	11	28	accuracy	accuracy	NOUN
easat-10555	11	29	of	of	ADP
easat-10555	11	30	80.24	80.24	NUM
easat-10555	11	31	%	%	NOUN
easat-10555	11	32	,	,	PUNCT
easat-10555	11	33	with	with	ADP
easat-10555	11	34	precision	precision	NOUN
easat-10555	11	35	,	,	PUNCT
easat-10555	11	36	recall	recall	NOUN
easat-10555	11	37	,	,	PUNCT
easat-10555	11	38	and	and	CCONJ
easat-10555	11	39	f1	f1	ADJ
easat-10555	11	40	-	-	PUNCT
easat-10555	11	41	score	score	NOUN
easat-10555	11	42	values	value	NOUN
easat-10555	11	43	of	of	ADP
easat-10555	11	44	80.59	80.59	NUM
easat-10555	11	45	%	%	NOUN
easat-10555	11	46	,	,	PUNCT
easat-10555	11	47	79.54	79.54	NUM
easat-10555	11	48	%	%	NOUN
easat-10555	11	49	,	,	PUNCT
easat-10555	11	50	and	and	CCONJ
easat-10555	11	51	80.05	80.05	NUM
easat-10555	11	52	%	%	NOUN
easat-10555	11	53	,	,	PUNCT
easat-10555	11	54	respectively	respectively	ADV
easat-10555	11	55	.	.	PUNCT
easat-10555	12	1	the	the	DET
easat-10555	12	2	web	web	NOUN
easat-10555	12	3	application	application	NOUN
easat-10555	12	4	allows	allow	VERB
easat-10555	12	5	seamless	seamless	ADJ
easat-10555	12	6	integration	integration	NOUN
easat-10555	12	7	with	with	ADP
easat-10555	12	8	cctv	cctv	NOUN
easat-10555	12	9	feeds	feed	NOUN
easat-10555	12	10	,	,	PUNCT
easat-10555	12	11	enabling	enable	VERB
easat-10555	12	12	real	real	ADJ
easat-10555	12	13	-	-	PUNCT
easat-10555	12	14	time	time	NOUN
easat-10555	12	15	emotion	emotion	NOUN
easat-10555	12	16	detection	detection	NOUN
easat-10555	12	17	,	,	PUNCT
easat-10555	12	18	alert	alert	ADJ
easat-10555	12	19	notifications	notification	NOUN
easat-10555	12	20	via	via	ADP
easat-10555	12	21	screen	screen	NOUN
easat-10555	12	22	and	and	CCONJ
easat-10555	12	23	email	email	NOUN
easat-10555	12	24	,	,	PUNCT
easat-10555	12	25	and	and	CCONJ
easat-10555	12	26	historical	historical	ADJ
easat-10555	12	27	data	datum	NOUN
easat-10555	12	28	analysis	analysis	NOUN
easat-10555	12	29	for	for	ADP
easat-10555	12	30	behavioral	behavioral	ADJ
easat-10555	12	31	trend	trend	NOUN
easat-10555	12	32	evaluation	evaluation	NOUN
easat-10555	12	33	.	.	PUNCT
easat-10555	13	1	the	the	DET
easat-10555	13	2	findings	finding	NOUN
easat-10555	13	3	indicate	indicate	VERB
easat-10555	13	4	that	that	SCONJ
easat-10555	13	5	the	the	DET
easat-10555	13	6	proposed	propose	VERB
easat-10555	13	7	fer	fer	PROPN
easat-10555	13	8	system	system	NOUN
easat-10555	13	9	can	can	AUX
easat-10555	13	10	be	be	AUX
easat-10555	13	11	effectively	effectively	ADV
easat-10555	13	12	incorporated	incorporate	VERB
easat-10555	13	13	into	into	ADP
easat-10555	13	14	existing	exist	VERB
easat-10555	13	15	surveillance	surveillance	NOUN
easat-10555	13	16	infrastructures	infrastructure	NOUN
easat-10555	13	17	to	to	PART
easat-10555	13	18	enhance	enhance	VERB
easat-10555	13	19	situational	situational	ADJ
easat-10555	13	20	awareness	awareness	NOUN
easat-10555	13	21	and	and	CCONJ
easat-10555	13	22	proactive	proactive	ADJ
easat-10555	13	23	decision	decision	NOUN
easat-10555	13	24	-	-	PUNCT
easat-10555	13	25	making	making	NOUN
easat-10555	13	26	.	.	PUNCT
easat-10555	14	1	this	this	PRON
easat-10555	14	2	contributes	contribute	VERB
easat-10555	14	3	to	to	ADP
easat-10555	14	4	improving	improve	VERB
easat-10555	14	5	public	public	ADJ
easat-10555	14	6	safety	safety	NOUN
easat-10555	14	7	in	in	ADP
easat-10555	14	8	sensitive	sensitive	ADJ
easat-10555	14	9	environments	environment	NOUN
easat-10555	14	10	such	such	ADJ
easat-10555	14	11	as	as	ADP
easat-10555	14	12	schools	school	NOUN
easat-10555	14	13	,	,	PUNCT
easat-10555	14	14	public	public	ADJ
easat-10555	14	15	facilities	facility	NOUN
easat-10555	14	16	,	,	PUNCT
easat-10555	14	17	and	and	CCONJ
easat-10555	14	18	government	government	NOUN
easat-10555	14	19	institutions	institution	NOUN
easat-10555	14	20	.	.	PUNCT
easat-10555	15	1	the	the	DET
easat-10555	15	2	practical	practical	ADJ
easat-10555	15	3	implications	implication	NOUN
easat-10555	15	4	suggest	suggest	VERB
easat-10555	15	5	that	that	SCONJ
easat-10555	15	6	the	the	DET
easat-10555	15	7	system	system	NOUN
easat-10555	15	8	provides	provide	VERB
easat-10555	15	9	a	a	DET
easat-10555	15	10	scalable	scalable	ADJ
easat-10555	15	11	framework	framework	NOUN
easat-10555	15	12	for	for	ADP
easat-10555	15	13	emotion	emotion	NOUN
easat-10555	15	14	-	-	PUNCT
easat-10555	15	15	aware	aware	ADJ
easat-10555	15	16	surveillance	surveillance	NOUN
easat-10555	15	17	,	,	PUNCT
easat-10555	15	18	which	which	PRON
easat-10555	15	19	can	can	AUX
easat-10555	15	20	be	be	AUX
easat-10555	15	21	extended	extend	VERB
easat-10555	15	22	to	to	ADP
easat-10555	15	23	multimodal	multimodal	ADJ
easat-10555	15	24	emotion	emotion	NOUN
easat-10555	15	25	recognition	recognition	NOUN
easat-10555	15	26	and	and	CCONJ
easat-10555	15	27	edge	edge	NOUN
easat-10555	15	28	computing	compute	VERB
easat-10555	15	29	to	to	PART
easat-10555	15	30	improve	improve	VERB
easat-10555	15	31	responsiveness	responsiveness	NOUN
easat-10555	15	32	,	,	PUNCT
easat-10555	15	33	privacy	privacy	NOUN
easat-10555	15	34	,	,	PUNCT
easat-10555	15	35	and	and	CCONJ
easat-10555	15	36	scalability	scalability	NOUN
easat-10555	15	37	in	in	ADP
easat-10555	15	38	future	future	ADJ
easat-10555	15	39	research	research	NOUN
easat-10555	15	40	.	.	PUNCT
easat-10555	16	1	keywords	keyword	NOUN
easat-10555	16	2	:	:	PUNCT
easat-10555	16	3	deep	deep	ADJ
easat-10555	16	4	learning	learning	NOUN
easat-10555	16	5	,	,	PUNCT
easat-10555	16	6	cctv	cctv	NOUN
easat-10555	16	7	integration	integration	NOUN
easat-10555	16	8	,	,	PUNCT
easat-10555	16	9	facial	facial	ADJ
easat-10555	16	10	emotion	emotion	NOUN
easat-10555	16	11	recognition	recognition	NOUN
easat-10555	16	12	,	,	PUNCT
easat-10555	16	13	intelligent	intelligent	ADJ
easat-10555	16	14	surveillance	surveillance	NOUN
easat-10555	16	15	,	,	PUNCT
easat-10555	16	16	real	real	ADJ
easat-10555	16	17	-	-	PUNCT
easat-10555	16	18	time	time	NOUN
easat-10555	16	19	processing	processing	NOUN
easat-10555	16	20	.	.	PUNCT
easat-10555	17	1	1	1	X
easat-10555	17	2	.	.	X
easat-10555	17	3	introduction	introduction	NOUN
easat-10555	17	4	in	in	ADP
easat-10555	17	5	recent	recent	ADJ
easat-10555	17	6	years	year	NOUN
easat-10555	17	7	,	,	PUNCT
easat-10555	17	8	the	the	DET
easat-10555	17	9	rapid	rapid	ADJ
easat-10555	17	10	advancement	advancement	NOUN
easat-10555	17	11	of	of	ADP
easat-10555	17	12	artificial	artificial	ADJ
easat-10555	17	13	intelligence	intelligence	NOUN
easat-10555	17	14	(	(	PUNCT
easat-10555	17	15	ai	ai	NOUN
easat-10555	17	16	)	)	PUNCT
easat-10555	17	17	and	and	CCONJ
easat-10555	17	18	deep	deep	ADJ
easat-10555	17	19	learning	learning	NOUN
easat-10555	17	20	has	have	AUX
easat-10555	17	21	led	lead	VERB
easat-10555	17	22	to	to	ADP
easat-10555	17	23	significant	significant	ADJ
easat-10555	17	24	progress	progress	NOUN
easat-10555	17	25	in	in	ADP
easat-10555	17	26	the	the	DET
easat-10555	17	27	domains	domain	NOUN
easat-10555	17	28	of	of	ADP
easat-10555	17	29	image	image	NOUN
easat-10555	17	30	processing	processing	NOUN
easat-10555	17	31	and	and	CCONJ
easat-10555	17	32	pattern	pattern	NOUN
easat-10555	17	33	recognition	recognition	NOUN
easat-10555	17	34	.	.	PUNCT
easat-10555	18	1	these	these	DET
easat-10555	18	2	developments	development	NOUN
easat-10555	18	3	have	have	AUX
easat-10555	18	4	substantially	substantially	ADV
easat-10555	18	5	improved	improve	VERB
easat-10555	18	6	the	the	DET
easat-10555	18	7	accuracy	accuracy	NOUN
easat-10555	18	8	and	and	CCONJ
easat-10555	18	9	efficiency	efficiency	NOUN
easat-10555	18	10	of	of	ADP
easat-10555	18	11	fer	fer	PROPN
easat-10555	18	12	systems	system	NOUN
easat-10555	18	13	[	[	X
easat-10555	18	14	1	1	NUM
easat-10555	18	15	-	-	SYM
easat-10555	18	16	4	4	NUM
easat-10555	18	17	]	]	PUNCT
easat-10555	18	18	.	.	PUNCT
easat-10555	19	1	fer	fer	PROPN
easat-10555	19	2	facilitates	facilitate	VERB
easat-10555	19	3	the	the	DET
easat-10555	19	4	automated	automate	VERB
easat-10555	19	5	analysis	analysis	NOUN
easat-10555	19	6	of	of	ADP
easat-10555	19	7	human	human	ADJ
easat-10555	19	8	emotional	emotional	ADJ
easat-10555	19	9	states	state	NOUN
easat-10555	19	10	through	through	ADP
easat-10555	19	11	visual	visual	ADJ
easat-10555	19	12	cues	cue	NOUN
easat-10555	19	13	,	,	PUNCT
easat-10555	19	14	which	which	PRON
easat-10555	19	15	has	have	AUX
easat-10555	19	16	enabled	enable	VERB
easat-10555	19	17	its	its	PRON
easat-10555	19	18	deployment	deployment	NOUN
easat-10555	19	19	in	in	ADP
easat-10555	19	20	a	a	DET
easat-10555	19	21	variety	variety	NOUN
easat-10555	19	22	of	of	ADP
easat-10555	19	23	practical	practical	ADJ
easat-10555	19	24	applications	application	NOUN
easat-10555	19	25	,	,	PUNCT
easat-10555	19	26	including	include	VERB
easat-10555	19	27	customer	customer	NOUN
easat-10555	19	28	behavior	behavior	NOUN
easat-10555	19	29	analysis	analysis	NOUN
easat-10555	19	30	in	in	ADP
easat-10555	19	31	smart	smart	ADJ
easat-10555	19	32	retail	retail	ADJ
easat-10555	19	33	environments	environment	NOUN
easat-10555	19	34	,	,	PUNCT
easat-10555	19	35	public	public	ADJ
easat-10555	19	36	safety	safety	NOUN
easat-10555	19	37	monitoring	monitoring	NOUN
easat-10555	19	38	,	,	PUNCT
easat-10555	19	39	and	and	CCONJ
easat-10555	19	40	preliminary	preliminary	ADJ
easat-10555	19	41	emotion	emotion	NOUN
easat-10555	19	42	assessment	assessment	NOUN
easat-10555	19	43	in	in	ADP
easat-10555	19	44	healthcare	healthcare	NOUN
easat-10555	19	45	and	and	CCONJ
easat-10555	19	46	educational	educational	ADJ
easat-10555	19	47	settings	setting	NOUN
easat-10555	19	48	.	.	PUNCT
easat-10555	20	1	in	in	ADP
easat-10555	20	2	response	response	NOUN
easat-10555	20	3	to	to	ADP
easat-10555	20	4	these	these	DET
easat-10555	20	5	emerging	emerge	VERB
easat-10555	20	6	demands	demand	NOUN
easat-10555	20	7	,	,	PUNCT
easat-10555	20	8	the	the	DET
easat-10555	20	9	present	present	ADJ
easat-10555	20	10	study	study	NOUN
easat-10555	20	11	focuses	focus	VERB
easat-10555	20	12	on	on	ADP
easat-10555	20	13	the	the	DET
easat-10555	20	14	development	development	NOUN
easat-10555	20	15	of	of	ADP
easat-10555	20	16	a	a	DET
easat-10555	20	17	realtime	realtime	ADJ
easat-10555	20	18	fer	fer	NOUN
easat-10555	20	19	system	system	NOUN
easat-10555	20	20	utilizing	utilize	VERB
easat-10555	20	21	video	video	NOUN
easat-10555	20	22	streams	stream	NOUN
easat-10555	20	23	from	from	ADP
easat-10555	20	24	cctv	cctv	NOUN
easat-10555	20	25	cameras	camera	NOUN
easat-10555	20	26	.	.	PUNCT
easat-10555	21	1	the	the	DET
easat-10555	21	2	system	system	NOUN
easat-10555	21	3	employs	employ	VERB
easat-10555	21	4	deep	deep	ADJ
easat-10555	21	5	learning	learning	NOUN
easat-10555	21	6	models	model	NOUN
easat-10555	21	7	implemented	implement	VERB
easat-10555	21	8	via	via	ADP
easat-10555	21	9	the	the	DET
easat-10555	21	10	tensorflow	tensorflow	NOUN
easat-10555	21	11	framework	framework	NOUN
easat-10555	21	12	to	to	PART
easat-10555	21	13	detect	detect	VERB
easat-10555	21	14	faces	face	NOUN
easat-10555	21	15	in	in	ADP
easat-10555	21	16	live	live	ADJ
easat-10555	21	17	video	video	NOUN
easat-10555	21	18	feeds	feed	NOUN
easat-10555	21	19	,	,	PUNCT
easat-10555	21	20	process	process	VERB
easat-10555	21	21	facial	facial	ADJ
easat-10555	21	22	features	feature	NOUN
easat-10555	21	23	,	,	PUNCT
easat-10555	21	24	and	and	CCONJ
easat-10555	21	25	recognize	recognize	VERB
easat-10555	21	26	emotional	emotional	ADJ
easat-10555	21	27	states	state	NOUN
easat-10555	21	28	instantaneously	instantaneously	ADV
easat-10555	21	29	.	.	PUNCT
easat-10555	22	1	this	this	DET
easat-10555	22	2	approach	approach	NOUN
easat-10555	22	3	represents	represent	VERB
easat-10555	22	4	a	a	DET
easat-10555	22	5	substantial	substantial	ADJ
easat-10555	22	6	improvement	improvement	NOUN
easat-10555	22	7	over	over	ADP
easat-10555	22	8	traditional	traditional	ADJ
easat-10555	22	9	fer	fer	PROPN
easat-10555	22	10	systems	system	NOUN
easat-10555	22	11	,	,	PUNCT
easat-10555	22	12	which	which	PRON
easat-10555	22	13	generally	generally	ADV
easat-10555	22	14	rely	rely	VERB
easat-10555	22	15	on	on	ADP
easat-10555	22	16	static	static	ADJ
easat-10555	22	17	images	image	NOUN
easat-10555	22	18	or	or	CCONJ
easat-10555	22	19	pre	pre	ADJ
easat-10555	22	20	-	-	ADJ
easat-10555	22	21	recorded	record	VERB
easat-10555	22	22	high	high	ADJ
easat-10555	22	23	-	-	PUNCT
easat-10555	22	24	quality	quality	NOUN
easat-10555	22	25	videos	video	NOUN
easat-10555	22	26	for	for	ADP
easat-10555	22	27	emotion	emotion	NOUN
easat-10555	22	28	classification	classification	NOUN
easat-10555	22	29	[	[	X
easat-10555	22	30	5	5	NUM
easat-10555	22	31	,	,	PUNCT
easat-10555	22	32	6	6	NUM
easat-10555	22	33	]	]	PUNCT
easat-10555	22	34	.	.	PUNCT
easat-10555	23	1	a	a	DET
easat-10555	23	2	notable	notable	ADJ
easat-10555	23	3	advantage	advantage	NOUN
easat-10555	23	4	of	of	ADP
easat-10555	23	5	the	the	DET
easat-10555	23	6	proposed	propose	VERB
easat-10555	23	7	system	system	NOUN
easat-10555	23	8	is	be	AUX
easat-10555	23	9	its	its	PRON
easat-10555	23	10	ability	ability	NOUN
easat-10555	23	11	to	to	PART
easat-10555	23	12	operate	operate	VERB
easat-10555	23	13	effectively	effectively	ADV
easat-10555	23	14	under	under	ADP
easat-10555	23	15	the	the	DET
easat-10555	23	16	practical	practical	ADJ
easat-10555	23	17	833	833	NUM
easat-10555	23	18	edelweiss	edelweiss	PROPN
easat-10555	23	19	applied	apply	VERB
easat-10555	23	20	science	science	NOUN
easat-10555	23	21	and	and	CCONJ
easat-10555	23	22	technology	technology	NOUN
easat-10555	23	23	issn	issn	PROPN
easat-10555	23	24	:	:	PUNCT
easat-10555	23	25	2576	2576	NUM
easat-10555	23	26	-	-	SYM
easat-10555	23	27	8484	8484	NUM
easat-10555	23	28	vol	vol	NOUN
easat-10555	23	29	.	.	PROPN
easat-10555	24	1	9	9	NUM
easat-10555	24	2	,	,	PUNCT
easat-10555	24	3	no	no	INTJ
easat-10555	24	4	.	.	NOUN
easat-10555	24	5	10	10	NUM
easat-10555	24	6	:	:	PUNCT
easat-10555	24	7	832	832	NUM
easat-10555	24	8	-	-	SYM
easat-10555	24	9	853	853	NUM
easat-10555	24	10	,	,	PUNCT
easat-10555	24	11	2025	2025	NUM
easat-10555	24	12	doi	doi	NOUN
easat-10555	24	13	:	:	PUNCT
easat-10555	24	14	10.55214/2576	10.55214/2576	NUM
easat-10555	24	15	-	-	PUNCT
easat-10555	24	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	25	1	©	©	ADP
easat-10555	25	2	2025	2025	NUM
easat-10555	25	3	by	by	ADP
easat-10555	25	4	the	the	DET
easat-10555	25	5	authors	author	NOUN
easat-10555	25	6	;	;	PUNCT
easat-10555	25	7	licensee	licensee	PROPN
easat-10555	25	8	learning	learn	VERB
easat-10555	25	9	gate	gate	NOUN
easat-10555	25	10	constraints	constraint	NOUN
easat-10555	25	11	of	of	ADP
easat-10555	25	12	cctv	cctv	NOUN
easat-10555	25	13	environments	environment	NOUN
easat-10555	25	14	,	,	PUNCT
easat-10555	25	15	which	which	PRON
easat-10555	25	16	are	be	AUX
easat-10555	25	17	often	often	ADV
easat-10555	25	18	characterized	characterize	VERB
easat-10555	25	19	by	by	ADP
easat-10555	25	20	low	low	ADJ
easat-10555	25	21	-	-	PUNCT
easat-10555	25	22	resolution	resolution	NOUN
easat-10555	25	23	footage	footage	NOUN
easat-10555	25	24	,	,	PUNCT
easat-10555	25	25	unpredictable	unpredictable	ADJ
easat-10555	25	26	camera	camera	NOUN
easat-10555	25	27	angles	angle	NOUN
easat-10555	25	28	,	,	PUNCT
easat-10555	25	29	and	and	CCONJ
easat-10555	25	30	variable	variable	ADJ
easat-10555	25	31	lighting	lighting	NOUN
easat-10555	25	32	conditions	condition	NOUN
easat-10555	25	33	.	.	PUNCT
easat-10555	26	1	to	to	PART
easat-10555	26	2	mitigate	mitigate	VERB
easat-10555	26	3	these	these	DET
easat-10555	26	4	challenges	challenge	NOUN
easat-10555	26	5	,	,	PUNCT
easat-10555	26	6	the	the	DET
easat-10555	26	7	algorithm	algorithm	NOUN
easat-10555	26	8	was	be	AUX
easat-10555	26	9	designed	design	VERB
easat-10555	26	10	with	with	ADP
easat-10555	26	11	adaptive	adaptive	ADJ
easat-10555	26	12	mechanisms	mechanism	NOUN
easat-10555	26	13	that	that	PRON
easat-10555	26	14	ensure	ensure	VERB
easat-10555	26	15	robust	robust	ADJ
easat-10555	26	16	emotion	emotion	NOUN
easat-10555	26	17	recognition	recognition	NOUN
easat-10555	26	18	across	across	ADP
easat-10555	26	19	diverse	diverse	ADJ
easat-10555	26	20	and	and	CCONJ
easat-10555	26	21	dynamic	dynamic	ADJ
easat-10555	26	22	scenarios	scenario	NOUN
easat-10555	26	23	.	.	PUNCT
easat-10555	27	1	examples	example	NOUN
easat-10555	27	2	include	include	VERB
easat-10555	27	3	the	the	DET
easat-10555	27	4	integration	integration	NOUN
easat-10555	27	5	of	of	ADP
easat-10555	27	6	super	super	ADJ
easat-10555	27	7	-	-	ADJ
easat-10555	27	8	resolution	resolution	NOUN
easat-10555	27	9	-	-	PUNCT
easat-10555	27	10	based	base	VERB
easat-10555	27	11	fer	fer	PROPN
easat-10555	27	12	frameworks	framework	NOUN
easat-10555	27	13	[	[	PUNCT
easat-10555	27	14	7	7	NUM
easat-10555	27	15	]	]	PUNCT
easat-10555	27	16	,	,	PUNCT
easat-10555	27	17	emotion	emotion	NOUN
easat-10555	27	18	-	-	PUNCT
easat-10555	27	19	aware	aware	ADJ
easat-10555	27	20	super	super	ADJ
easat-10555	27	21	-	-	ADJ
easat-10555	27	22	resolution	resolution	ADJ
easat-10555	27	23	networks	network	NOUN
easat-10555	27	24	that	that	PRON
easat-10555	27	25	preserve	preserve	VERB
easat-10555	27	26	expression	expression	NOUN
easat-10555	27	27	fidelity	fidelity	NOUN
easat-10555	28	1	[	[	X
easat-10555	28	2	8	8	NUM
easat-10555	28	3	]	]	PUNCT
easat-10555	28	4	and	and	CCONJ
easat-10555	28	5	adaptive	adaptive	ADJ
easat-10555	28	6	recognition	recognition	NOUN
easat-10555	28	7	pipelines	pipeline	NOUN
easat-10555	28	8	that	that	PRON
easat-10555	28	9	optimize	optimize	VERB
easat-10555	28	10	performance	performance	NOUN
easat-10555	28	11	according	accord	VERB
easat-10555	28	12	to	to	ADP
easat-10555	28	13	input	input	NOUN
easat-10555	28	14	resolution	resolution	NOUN
easat-10555	28	15	[	[	X
easat-10555	28	16	9	9	NUM
easat-10555	28	17	]	]	PUNCT
easat-10555	28	18	.	.	PUNCT
easat-10555	29	1	furthermore	furthermore	ADV
easat-10555	29	2	,	,	PUNCT
easat-10555	29	3	the	the	DET
easat-10555	29	4	system	system	NOUN
easat-10555	29	5	was	be	AUX
easat-10555	29	6	implemented	implement	VERB
easat-10555	29	7	as	as	ADP
easat-10555	29	8	a	a	DET
easat-10555	29	9	web	web	NOUN
easat-10555	29	10	-	-	PUNCT
easat-10555	29	11	based	base	VERB
easat-10555	29	12	platform	platform	NOUN
easat-10555	29	13	,	,	PUNCT
easat-10555	29	14	enabling	enable	VERB
easat-10555	29	15	users	user	NOUN
easat-10555	29	16	to	to	PART
easat-10555	29	17	access	access	VERB
easat-10555	29	18	its	its	PRON
easat-10555	29	19	functionalities	functionality	NOUN
easat-10555	29	20	through	through	ADP
easat-10555	29	21	standard	standard	ADJ
easat-10555	29	22	web	web	NOUN
easat-10555	29	23	browsers	browser	NOUN
easat-10555	29	24	without	without	ADP
easat-10555	29	25	the	the	DET
easat-10555	29	26	need	need	NOUN
easat-10555	29	27	for	for	ADP
easat-10555	29	28	additional	additional	ADJ
easat-10555	29	29	software	software	NOUN
easat-10555	29	30	installation	installation	NOUN
easat-10555	29	31	[	[	PUNCT
easat-10555	29	32	1	1	NUM
easat-10555	29	33	0	0	NUM
easat-10555	29	34	]	]	PUNCT
easat-10555	29	35	.	.	PUNCT
easat-10555	30	1	this	this	DET
easat-10555	30	2	design	design	NOUN
easat-10555	30	3	supports	support	VERB
easat-10555	30	4	convenient	convenient	ADJ
easat-10555	30	5	,	,	PUNCT
easat-10555	30	6	real	real	ADJ
easat-10555	30	7	-	-	PUNCT
easat-10555	30	8	time	time	NOUN
easat-10555	30	9	emotion	emotion	NOUN
easat-10555	30	10	monitoring	monitoring	NOUN
easat-10555	30	11	through	through	ADP
easat-10555	30	12	an	an	DET
easat-10555	30	13	intuitive	intuitive	ADJ
easat-10555	30	14	user	user	NOUN
easat-10555	30	15	interface	interface	NOUN
easat-10555	30	16	,	,	PUNCT
easat-10555	30	17	while	while	SCONJ
easat-10555	30	18	simultaneously	simultaneously	ADV
easat-10555	30	19	facilitating	facilitate	VERB
easat-10555	30	20	long	long	ADJ
easat-10555	30	21	-	-	PUNCT
easat-10555	30	22	term	term	NOUN
easat-10555	30	23	data	datum	NOUN
easat-10555	30	24	storage	storage	NOUN
easat-10555	30	25	and	and	CCONJ
easat-10555	30	26	trend	trend	NOUN
easat-10555	30	27	analysis	analysis	NOUN
easat-10555	30	28	[	[	X
easat-10555	30	29	11	11	NUM
easat-10555	30	30	]	]	PUNCT
easat-10555	30	31	.	.	PUNCT
easat-10555	31	1	such	such	ADJ
easat-10555	31	2	capabilities	capability	NOUN
easat-10555	31	3	provide	provide	VERB
easat-10555	31	4	actionable	actionable	ADJ
easat-10555	31	5	insights	insight	NOUN
easat-10555	31	6	that	that	PRON
easat-10555	31	7	can	can	AUX
easat-10555	31	8	inform	inform	VERB
easat-10555	31	9	strategic	strategic	ADJ
easat-10555	31	10	decision	decision	NOUN
easat-10555	31	11	-	-	PUNCT
easat-10555	31	12	making	making	NOUN
easat-10555	31	13	in	in	ADP
easat-10555	31	14	both	both	CCONJ
easat-10555	31	15	operational	operational	ADJ
easat-10555	31	16	and	and	CCONJ
easat-10555	31	17	service	service	NOUN
easat-10555	31	18	development	development	NOUN
easat-10555	31	19	contexts	context	NOUN
easat-10555	32	1	[	[	X
easat-10555	32	2	12	12	NUM
easat-10555	32	3	,	,	PUNCT
easat-10555	32	4	13	13	NUM
easat-10555	32	5	]	]	PUNCT
easat-10555	32	6	.	.	PUNCT
easat-10555	33	1	2	2	X
easat-10555	33	2	.	.	X
easat-10555	33	3	literature	literature	NOUN
easat-10555	33	4	review	review	VERB
easat-10555	33	5	2.1	2.1	NUM
easat-10555	33	6	.	.	PUNCT
easat-10555	34	1	significance	significance	NOUN
easat-10555	34	2	of	of	ADP
easat-10555	34	3	facial	facial	ADJ
easat-10555	34	4	emotion	emotion	NOUN
easat-10555	34	5	recognition	recognition	NOUN
easat-10555	34	6	facial	facial	ADJ
easat-10555	34	7	expressions	expression	NOUN
easat-10555	34	8	constitute	constitute	VERB
easat-10555	34	9	one	one	NUM
easat-10555	34	10	of	of	ADP
easat-10555	34	11	the	the	DET
easat-10555	34	12	most	most	ADV
easat-10555	34	13	natural	natural	ADJ
easat-10555	34	14	and	and	CCONJ
easat-10555	34	15	nonverbal	nonverbal	ADJ
easat-10555	34	16	forms	form	NOUN
easat-10555	34	17	of	of	ADP
easat-10555	34	18	human	human	ADJ
easat-10555	34	19	communication	communication	NOUN
easat-10555	34	20	,	,	PUNCT
easat-10555	34	21	effectively	effectively	ADV
easat-10555	34	22	conveying	convey	VERB
easat-10555	34	23	emotional	emotional	ADJ
easat-10555	34	24	states	state	NOUN
easat-10555	34	25	without	without	ADP
easat-10555	34	26	the	the	DET
easat-10555	34	27	use	use	NOUN
easat-10555	34	28	of	of	ADP
easat-10555	34	29	spoken	spoken	ADJ
easat-10555	34	30	language	language	NOUN
easat-10555	34	31	.	.	PUNCT
easat-10555	35	1	consequently	consequently	ADV
easat-10555	35	2	,	,	PUNCT
easat-10555	35	3	fer	fer	PROPN
easat-10555	35	4	has	have	AUX
easat-10555	35	5	garnered	garner	VERB
easat-10555	35	6	increasing	increase	VERB
easat-10555	35	7	attention	attention	NOUN
easat-10555	35	8	,	,	PUNCT
easat-10555	35	9	particularly	particularly	ADV
easat-10555	35	10	in	in	ADP
easat-10555	35	11	light	light	NOUN
easat-10555	35	12	of	of	ADP
easat-10555	35	13	advancements	advancement	NOUN
easat-10555	35	14	in	in	ADP
easat-10555	35	15	deep	deep	ADJ
easat-10555	35	16	learning	learning	NOUN
easat-10555	35	17	techniques	technique	NOUN
easat-10555	35	18	that	that	PRON
easat-10555	35	19	have	have	AUX
easat-10555	35	20	significantly	significantly	ADV
easat-10555	35	21	enhanced	enhance	VERB
easat-10555	35	22	the	the	DET
easat-10555	35	23	accuracy	accuracy	NOUN
easat-10555	35	24	of	of	ADP
easat-10555	35	25	facial	facial	ADJ
easat-10555	35	26	analysis	analysis	NOUN
easat-10555	35	27	in	in	ADP
easat-10555	35	28	real	real	ADJ
easat-10555	35	29	-	-	PUNCT
easat-10555	35	30	world	world	NOUN
easat-10555	35	31	environments	environment	NOUN
easat-10555	35	32	[	[	X
easat-10555	35	33	14	14	NUM
easat-10555	35	34	-	-	SYM
easat-10555	35	35	16	16	NUM
easat-10555	35	36	]	]	PUNCT
easat-10555	35	37	.	.	PUNCT
easat-10555	36	1	2.2	2.2	NUM
easat-10555	36	2	.	.	PUNCT
easat-10555	36	3	technologies	technology	NOUN
easat-10555	36	4	and	and	CCONJ
easat-10555	36	5	deep	deep	ADJ
easat-10555	36	6	learning	learning	NOUN
easat-10555	36	7	models	model	NOUN
easat-10555	36	8	in	in	ADP
easat-10555	36	9	fer	fer	PROPN
easat-10555	36	10	in	in	ADP
easat-10555	36	11	recent	recent	ADJ
easat-10555	36	12	years	year	NOUN
easat-10555	36	13	,	,	PUNCT
easat-10555	36	14	cnns	cnn	NOUN
easat-10555	36	15	,	,	PUNCT
easat-10555	36	16	such	such	ADJ
easat-10555	36	17	as	as	ADP
easat-10555	36	18	resnet	resnet	NOUN
easat-10555	36	19	and	and	CCONJ
easat-10555	36	20	efficientnet	efficientnet	ADJ
easat-10555	36	21	,	,	PUNCT
easat-10555	36	22	have	have	AUX
easat-10555	36	23	demonstrated	demonstrate	VERB
easat-10555	36	24	strong	strong	ADJ
easat-10555	36	25	performance	performance	NOUN
easat-10555	36	26	in	in	ADP
easat-10555	36	27	emotion	emotion	NOUN
easat-10555	36	28	classification	classification	NOUN
easat-10555	36	29	tasks	task	NOUN
easat-10555	36	30	using	use	VERB
easat-10555	36	31	static	static	ADJ
easat-10555	36	32	images	image	NOUN
easat-10555	36	33	and	and	CCONJ
easat-10555	36	34	video	video	NOUN
easat-10555	36	35	frames	frame	NOUN
easat-10555	36	36	[	[	X
easat-10555	36	37	17	17	NUM
easat-10555	36	38	]	]	PUNCT
easat-10555	36	39	.	.	PUNCT
easat-10555	37	1	however	however	ADV
easat-10555	37	2	,	,	PUNCT
easat-10555	37	3	hardware	hardware	NOUN
easat-10555	37	4	limitations	limitation	NOUN
easat-10555	37	5	in	in	ADP
easat-10555	37	6	cctv	cctv	NOUN
easat-10555	37	7	systems	system	NOUN
easat-10555	37	8	have	have	AUX
easat-10555	37	9	prompted	prompt	VERB
easat-10555	37	10	the	the	DET
easat-10555	37	11	development	development	NOUN
easat-10555	37	12	of	of	ADP
easat-10555	37	13	lightweight	lightweight	ADJ
easat-10555	37	14	models	model	NOUN
easat-10555	37	15	,	,	PUNCT
easat-10555	37	16	such	such	ADJ
easat-10555	37	17	as	as	ADP
easat-10555	37	18	mobilenet	mobilenet	NOUN
easat-10555	37	19	,	,	PUNCT
easat-10555	37	20	as	as	ADV
easat-10555	37	21	well	well	ADV
easat-10555	37	22	as	as	ADP
easat-10555	37	23	the	the	DET
easat-10555	37	24	adoption	adoption	NOUN
easat-10555	37	25	of	of	ADP
easat-10555	37	26	model	model	NOUN
easat-10555	37	27	compression	compression	NOUN
easat-10555	37	28	techniques	technique	NOUN
easat-10555	37	29	like	like	ADP
easat-10555	37	30	pruning	prune	VERB
easat-10555	37	31	and	and	CCONJ
easat-10555	37	32	quantization	quantization	NOUN
easat-10555	37	33	to	to	PART
easat-10555	37	34	reduce	reduce	VERB
easat-10555	37	35	memory	memory	NOUN
easat-10555	37	36	usage	usage	NOUN
easat-10555	37	37	and	and	CCONJ
easat-10555	37	38	improve	improve	VERB
easat-10555	37	39	processing	processing	NOUN
easat-10555	37	40	speed	speed	NOUN
easat-10555	37	41	[	[	X
easat-10555	37	42	18	18	NUM
easat-10555	37	43	,	,	PUNCT
easat-10555	37	44	19	19	NUM
easat-10555	37	45	]	]	PUNCT
easat-10555	37	46	.	.	PUNCT
easat-10555	38	1	more	more	ADV
easat-10555	38	2	recently	recently	ADV
easat-10555	38	3	,	,	PUNCT
easat-10555	38	4	vision	vision	NOUN
easat-10555	38	5	transformers	transformer	NOUN
easat-10555	38	6	(	(	PUNCT
easat-10555	38	7	vits	vit	NOUN
easat-10555	38	8	)	)	PUNCT
easat-10555	38	9	have	have	AUX
easat-10555	38	10	gained	gain	VERB
easat-10555	38	11	popularity	popularity	NOUN
easat-10555	38	12	due	due	ADP
easat-10555	38	13	to	to	ADP
easat-10555	38	14	their	their	PRON
easat-10555	38	15	superior	superior	ADJ
easat-10555	38	16	ability	ability	NOUN
easat-10555	38	17	to	to	PART
easat-10555	38	18	capture	capture	VERB
easat-10555	38	19	the	the	DET
easat-10555	38	20	spatial	spatial	ADJ
easat-10555	38	21	context	context	NOUN
easat-10555	38	22	of	of	ADP
easat-10555	38	23	facial	facial	ADJ
easat-10555	38	24	features	feature	NOUN
easat-10555	38	25	,	,	PUNCT
easat-10555	38	26	particularly	particularly	ADV
easat-10555	38	27	under	under	ADP
easat-10555	38	28	challenging	challenging	ADJ
easat-10555	38	29	conditions	condition	NOUN
easat-10555	38	30	such	such	ADJ
easat-10555	38	31	as	as	ADP
easat-10555	38	32	low	low	ADJ
easat-10555	38	33	-	-	PUNCT
easat-10555	38	34	resolution	resolution	NOUN
easat-10555	38	35	images	image	NOUN
easat-10555	38	36	or	or	CCONJ
easat-10555	38	37	poor	poor	ADJ
easat-10555	38	38	lighting	lighting	NOUN
easat-10555	38	39	environments	environment	NOUN
easat-10555	38	40	[	[	X
easat-10555	38	41	20	20	NUM
easat-10555	38	42	-	-	SYM
easat-10555	38	43	23	23	NUM
easat-10555	38	44	]	]	PUNCT
easat-10555	38	45	.	.	PUNCT
easat-10555	39	1	2.3	2.3	NUM
easat-10555	39	2	.	.	PUNCT
easat-10555	39	3	datasets	dataset	NOUN
easat-10555	39	4	and	and	CCONJ
easat-10555	39	5	limitations	limitation	NOUN
easat-10555	39	6	commonly	commonly	ADV
easat-10555	39	7	used	use	VERB
easat-10555	39	8	benchmark	benchmark	NOUN
easat-10555	39	9	datasets	dataset	NOUN
easat-10555	39	10	for	for	ADP
easat-10555	39	11	training	training	NOUN
easat-10555	39	12	and	and	CCONJ
easat-10555	39	13	evaluating	evaluate	VERB
easat-10555	39	14	fer	fer	PROPN
easat-10555	39	15	models	model	NOUN
easat-10555	39	16	include	include	VERB
easat-10555	39	17	fer2013	fer2013	ADJ
easat-10555	39	18	,	,	PUNCT
easat-10555	39	19	affectnet	affectnet	NOUN
easat-10555	39	20	,	,	PUNCT
easat-10555	39	21	and	and	CCONJ
easat-10555	39	22	raf	raf	PROPN
easat-10555	39	23	-	-	PUNCT
easat-10555	39	24	db	db	PROPN
easat-10555	39	25	[	[	PUNCT
easat-10555	39	26	1	1	NUM
easat-10555	39	27	5	5	NUM
easat-10555	39	28	,	,	PUNCT
easat-10555	39	29	1	1	NUM
easat-10555	39	30	6	6	NUM
easat-10555	39	31	]	]	PUNCT
easat-10555	39	32	.	.	PUNCT
easat-10555	40	1	despite	despite	SCONJ
easat-10555	40	2	their	their	PRON
easat-10555	40	3	widespread	widespread	ADJ
easat-10555	40	4	adoption	adoption	NOUN
easat-10555	40	5	,	,	PUNCT
easat-10555	40	6	these	these	DET
easat-10555	40	7	datasets	dataset	NOUN
easat-10555	40	8	present	present	VERB
easat-10555	40	9	several	several	ADJ
easat-10555	40	10	limitations	limitation	NOUN
easat-10555	40	11	,	,	PUNCT
easat-10555	40	12	such	such	ADJ
easat-10555	40	13	as	as	ADP
easat-10555	40	14	class	class	NOUN
easat-10555	40	15	imbalance	imbalance	NOUN
easat-10555	40	16	in	in	ADP
easat-10555	40	17	emotional	emotional	ADJ
easat-10555	40	18	categories	category	NOUN
easat-10555	40	19	and	and	CCONJ
easat-10555	40	20	insufficient	insufficient	ADJ
easat-10555	40	21	cultural	cultural	ADJ
easat-10555	40	22	diversity	diversity	NOUN
easat-10555	40	23	.	.	PUNCT
easat-10555	41	1	these	these	DET
easat-10555	41	2	issues	issue	NOUN
easat-10555	41	3	may	may	AUX
easat-10555	41	4	result	result	VERB
easat-10555	41	5	in	in	ADP
easat-10555	41	6	biased	biased	ADJ
easat-10555	41	7	models	model	NOUN
easat-10555	41	8	that	that	PRON
easat-10555	41	9	perform	perform	VERB
easat-10555	41	10	poorly	poorly	ADV
easat-10555	41	11	when	when	SCONJ
easat-10555	41	12	deployed	deploy	VERB
easat-10555	41	13	in	in	ADP
easat-10555	41	14	heterogeneous	heterogeneous	ADJ
easat-10555	41	15	realworld	realworld	NOUN
easat-10555	41	16	scenarios	scenario	NOUN
easat-10555	41	17	[	[	X
easat-10555	41	18	24	24	NUM
easat-10555	41	19	,	,	PUNCT
easat-10555	41	20	25	25	NUM
easat-10555	41	21	]	]	PUNCT
easat-10555	41	22	.	.	PUNCT
easat-10555	42	1	2.4	2.4	NUM
easat-10555	42	2	.	.	PUNCT
easat-10555	42	3	application	application	NOUN
easat-10555	42	4	of	of	ADP
easat-10555	42	5	fer	fer	PROPN
easat-10555	42	6	in	in	ADP
easat-10555	42	7	real	real	ADJ
easat-10555	42	8	-	-	PUNCT
easat-10555	42	9	time	time	NOUN
easat-10555	42	10	cctv	cctv	PROPN
easat-10555	42	11	systems	system	NOUN
easat-10555	42	12	integrating	integrate	VERB
easat-10555	42	13	fer	fer	PROPN
easat-10555	42	14	into	into	ADP
easat-10555	42	15	cctv	cctv	PROPN
easat-10555	42	16	systems	system	NOUN
easat-10555	42	17	holds	hold	VERB
easat-10555	42	18	considerable	considerable	ADJ
easat-10555	42	19	potential	potential	NOUN
easat-10555	42	20	for	for	ADP
easat-10555	42	21	behavioral	behavioral	ADJ
easat-10555	42	22	monitoring	monitoring	NOUN
easat-10555	42	23	,	,	PUNCT
easat-10555	42	24	public	public	ADJ
easat-10555	42	25	safety	safety	NOUN
easat-10555	42	26	,	,	PUNCT
easat-10555	42	27	and	and	CCONJ
easat-10555	42	28	emotion	emotion	NOUN
easat-10555	42	29	analysis	analysis	NOUN
easat-10555	42	30	in	in	ADP
easat-10555	42	31	public	public	ADJ
easat-10555	42	32	spaces	space	NOUN
easat-10555	42	33	.	.	PUNCT
easat-10555	43	1	nonetheless	nonetheless	ADV
easat-10555	43	2	,	,	PUNCT
easat-10555	43	3	real	real	ADJ
easat-10555	43	4	-	-	PUNCT
easat-10555	43	5	time	time	NOUN
easat-10555	43	6	video	video	NOUN
easat-10555	43	7	processing	processing	NOUN
easat-10555	43	8	from	from	ADP
easat-10555	43	9	cctv	cctv	PROPN
easat-10555	43	10	feeds	feed	VERB
easat-10555	43	11	poses	pose	VERB
easat-10555	43	12	several	several	ADJ
easat-10555	43	13	challenges	challenge	NOUN
easat-10555	43	14	,	,	PUNCT
easat-10555	43	15	including	include	VERB
easat-10555	43	16	low	low	ADJ
easat-10555	43	17	resolution	resolution	NOUN
easat-10555	43	18	,	,	PUNCT
easat-10555	43	19	variable	variable	ADJ
easat-10555	43	20	camera	camera	NOUN
easat-10555	43	21	angles	angle	NOUN
easat-10555	43	22	,	,	PUNCT
easat-10555	43	23	and	and	CCONJ
easat-10555	43	24	inconsistent	inconsistent	ADJ
easat-10555	43	25	lighting	lighting	NOUN
easat-10555	43	26	conditions	condition	NOUN
easat-10555	44	1	[	[	X
easat-10555	44	2	26	26	NUM
easat-10555	44	3	]	]	PUNCT
easat-10555	44	4	.	.	PUNCT
easat-10555	45	1	research	research	NOUN
easat-10555	45	2	by	by	ADP
easat-10555	45	3	alshammari	alshammari	ADJ
easat-10555	45	4	and	and	CCONJ
easat-10555	45	5	alshammari	alshammari	ADJ
easat-10555	46	1	[	[	X
easat-10555	46	2	27	27	NUM
easat-10555	46	3	]	]	PUNCT
easat-10555	46	4	has	have	AUX
easat-10555	46	5	demonstrated	demonstrate	VERB
easat-10555	46	6	that	that	SCONJ
easat-10555	46	7	yolov8	yolov8	NOUN
easat-10555	46	8	is	be	AUX
easat-10555	46	9	capable	capable	ADJ
easat-10555	46	10	of	of	ADP
easat-10555	46	11	accurately	accurately	ADV
easat-10555	46	12	detecting	detect	VERB
easat-10555	46	13	faces	face	NOUN
easat-10555	46	14	and	and	CCONJ
easat-10555	46	15	classifying	classify	VERB
easat-10555	46	16	emotions	emotion	NOUN
easat-10555	46	17	in	in	ADP
easat-10555	46	18	realtime	realtime	ADJ
easat-10555	46	19	video	video	NOUN
easat-10555	46	20	streams	stream	NOUN
easat-10555	46	21	,	,	PUNCT
easat-10555	46	22	especially	especially	ADV
easat-10555	46	23	when	when	SCONJ
easat-10555	46	24	combined	combine	VERB
easat-10555	46	25	with	with	ADP
easat-10555	46	26	edge	edge	NOUN
easat-10555	46	27	computing	computing	NOUN
easat-10555	46	28	techniques	technique	NOUN
easat-10555	46	29	that	that	PRON
easat-10555	46	30	minimize	minimize	VERB
easat-10555	46	31	data	data	NOUN
easat-10555	46	32	transmission	transmission	NOUN
easat-10555	46	33	latency	latency	NOUN
easat-10555	46	34	[	[	X
easat-10555	46	35	22	22	NUM
easat-10555	46	36	,	,	PUNCT
easat-10555	46	37	28	28	NUM
easat-10555	46	38	,	,	PUNCT
easat-10555	46	39	29	29	NUM
easat-10555	46	40	]	]	PUNCT
easat-10555	46	41	.	.	PUNCT
easat-10555	47	1	furthermore	furthermore	ADV
easat-10555	47	2	,	,	PUNCT
easat-10555	47	3	the	the	DET
easat-10555	47	4	integration	integration	NOUN
easat-10555	47	5	of	of	ADP
easat-10555	47	6	multi	multi	ADJ
easat-10555	47	7	-	-	ADJ
easat-10555	47	8	person	person	ADJ
easat-10555	47	9	fer	fer	NOUN
easat-10555	47	10	and	and	CCONJ
easat-10555	47	11	multimodal	multimodal	ADJ
easat-10555	47	12	emotion	emotion	NOUN
easat-10555	47	13	recognition	recognition	NOUN
easat-10555	47	14	,	,	PUNCT
easat-10555	47	15	incorporating	incorporate	VERB
easat-10555	47	16	data	datum	NOUN
easat-10555	47	17	from	from	ADP
easat-10555	47	18	additional	additional	ADJ
easat-10555	47	19	sensors	sensor	NOUN
easat-10555	47	20	such	such	ADJ
easat-10555	47	21	as	as	ADP
easat-10555	47	22	audio	audio	ADJ
easat-10555	47	23	or	or	CCONJ
easat-10555	47	24	gestures	gesture	NOUN
easat-10555	47	25	,	,	PUNCT
easat-10555	47	26	is	be	AUX
easat-10555	47	27	emerging	emerge	VERB
easat-10555	47	28	as	as	ADP
easat-10555	47	29	a	a	DET
easat-10555	47	30	promising	promising	ADJ
easat-10555	47	31	approach	approach	NOUN
easat-10555	47	32	to	to	ADP
easat-10555	47	33	improving	improve	VERB
easat-10555	47	34	the	the	DET
easat-10555	47	35	accuracy	accuracy	NOUN
easat-10555	47	36	of	of	ADP
easat-10555	47	37	emotion	emotion	NOUN
easat-10555	47	38	assessments	assessment	NOUN
easat-10555	47	39	in	in	ADP
easat-10555	47	40	real	real	ADJ
easat-10555	47	41	-	-	PUNCT
easat-10555	47	42	world	world	NOUN
easat-10555	47	43	contexts	contexts	NOUN
easat-10555	47	44	[	[	PUNCT
easat-10555	47	45	3	3	NUM
easat-10555	47	46	0	0	NUM
easat-10555	47	47	]	]	PUNCT
easat-10555	47	48	.	.	PUNCT
easat-10555	48	1	despite	despite	SCONJ
easat-10555	48	2	the	the	DET
easat-10555	48	3	substantial	substantial	ADJ
easat-10555	48	4	progress	progress	NOUN
easat-10555	48	5	in	in	ADP
easat-10555	48	6	fer	fer	PROPN
easat-10555	48	7	technologies	technology	NOUN
easat-10555	48	8	,	,	PUNCT
easat-10555	48	9	challenges	challenge	NOUN
easat-10555	48	10	remain	remain	VERB
easat-10555	48	11	,	,	PUNCT
easat-10555	48	12	such	such	ADJ
easat-10555	48	13	as	as	ADP
easat-10555	48	14	achieving	achieve	VERB
easat-10555	48	15	robust	robust	ADJ
easat-10555	48	16	performance	performance	NOUN
easat-10555	48	17	834	834	NUM
easat-10555	48	18	edelweiss	edelweiss	PROPN
easat-10555	48	19	applied	apply	VERB
easat-10555	48	20	science	science	NOUN
easat-10555	48	21	and	and	CCONJ
easat-10555	48	22	technology	technology	NOUN
easat-10555	48	23	issn	issn	PROPN
easat-10555	48	24	:	:	PUNCT
easat-10555	48	25	2576	2576	NUM
easat-10555	48	26	-	-	SYM
easat-10555	48	27	8484	8484	NUM
easat-10555	48	28	vol	vol	NOUN
easat-10555	48	29	.	.	PROPN
easat-10555	49	1	9	9	NUM
easat-10555	49	2	,	,	PUNCT
easat-10555	49	3	no	no	INTJ
easat-10555	49	4	.	.	NOUN
easat-10555	49	5	10	10	NUM
easat-10555	49	6	:	:	PUNCT
easat-10555	49	7	832	832	NUM
easat-10555	49	8	-	-	SYM
easat-10555	49	9	853	853	NUM
easat-10555	49	10	,	,	PUNCT
easat-10555	49	11	2025	2025	NUM
easat-10555	49	12	doi	doi	NOUN
easat-10555	49	13	:	:	PUNCT
easat-10555	49	14	10.55214/2576	10.55214/2576	NUM
easat-10555	49	15	-	-	PUNCT
easat-10555	49	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	50	1	©	©	ADP
easat-10555	50	2	2025	2025	NUM
easat-10555	50	3	by	by	ADP
easat-10555	50	4	the	the	DET
easat-10555	50	5	authors	author	NOUN
easat-10555	50	6	;	;	PUNCT
easat-10555	50	7	licensee	licensee	PROPN
easat-10555	50	8	learning	learning	NOUN
easat-10555	50	9	gate	gate	NOUN
easat-10555	50	10	under	under	ADP
easat-10555	50	11	constrained	constrain	VERB
easat-10555	50	12	conditions	condition	NOUN
easat-10555	50	13	,	,	PUNCT
easat-10555	50	14	enhancing	enhance	VERB
easat-10555	50	15	model	model	NOUN
easat-10555	50	16	inference	inference	NOUN
easat-10555	50	17	speed	speed	NOUN
easat-10555	50	18	,	,	PUNCT
easat-10555	50	19	and	and	CCONJ
easat-10555	50	20	mitigating	mitigate	VERB
easat-10555	50	21	dataset	dataset	NOUN
easat-10555	50	22	-	-	PUNCT
easat-10555	50	23	induced	induce	VERB
easat-10555	50	24	biases	bias	NOUN
easat-10555	50	25	[	[	PUNCT
easat-10555	50	26	1	1	NUM
easat-10555	50	27	5	5	NUM
easat-10555	50	28	]	]	PUNCT
easat-10555	50	29	.	.	PUNCT
easat-10555	51	1	moreover	moreover	ADV
easat-10555	51	2	,	,	PUNCT
easat-10555	51	3	there	there	PRON
easat-10555	51	4	is	be	VERB
easat-10555	51	5	a	a	DET
easat-10555	51	6	growing	grow	VERB
easat-10555	51	7	need	need	NOUN
easat-10555	51	8	for	for	ADP
easat-10555	51	9	explainable	explainable	ADJ
easat-10555	51	10	ai	ai	NOUN
easat-10555	51	11	(	(	PUNCT
easat-10555	51	12	xai	xai	PROPN
easat-10555	51	13	)	)	PUNCT
easat-10555	51	14	models	model	NOUN
easat-10555	51	15	that	that	PRON
easat-10555	51	16	provide	provide	VERB
easat-10555	51	17	interpretable	interpretable	ADJ
easat-10555	51	18	outputs	output	NOUN
easat-10555	51	19	,	,	PUNCT
easat-10555	51	20	particularly	particularly	ADV
easat-10555	51	21	for	for	ADP
easat-10555	51	22	applications	application	NOUN
easat-10555	51	23	in	in	ADP
easat-10555	51	24	security	security	NOUN
easat-10555	51	25	and	and	CCONJ
easat-10555	51	26	mental	mental	ADJ
easat-10555	51	27	health	health	NOUN
easat-10555	51	28	domains	domain	NOUN
easat-10555	51	29	where	where	SCONJ
easat-10555	51	30	transparency	transparency	NOUN
easat-10555	51	31	is	be	AUX
easat-10555	51	32	critical	critical	ADJ
easat-10555	51	33	[	[	X
easat-10555	51	34	25	25	NUM
easat-10555	51	35	,	,	PUNCT
easat-10555	51	36	31	31	NUM
easat-10555	51	37	,	,	PUNCT
easat-10555	51	38	32	32	NUM
easat-10555	51	39	]	]	PUNCT
easat-10555	51	40	.	.	PUNCT
easat-10555	52	1	3	3	X
easat-10555	52	2	.	.	X
easat-10555	52	3	methodology	methodology	NOUN
easat-10555	52	4	this	this	DET
easat-10555	52	5	study	study	NOUN
easat-10555	52	6	was	be	AUX
easat-10555	52	7	conducted	conduct	VERB
easat-10555	52	8	through	through	ADP
easat-10555	52	9	a	a	DET
easat-10555	52	10	structured	structured	ADJ
easat-10555	52	11	sequence	sequence	NOUN
easat-10555	52	12	of	of	ADP
easat-10555	52	13	six	six	NUM
easat-10555	52	14	methodological	methodological	ADJ
easat-10555	52	15	steps	step	NOUN
easat-10555	52	16	,	,	PUNCT
easat-10555	52	17	as	as	SCONJ
easat-10555	52	18	outlined	outline	VERB
easat-10555	52	19	below	below	ADV
easat-10555	52	20	:	:	PUNCT
easat-10555	52	21	3.1	3.1	NUM
easat-10555	52	22	.	.	PUNCT
easat-10555	52	23	literature	literature	NOUN
easat-10555	52	24	review	review	PROPN
easat-10555	52	25	and	and	CCONJ
easat-10555	52	26	related	relate	VERB
easat-10555	52	27	work	work	NOUN
easat-10555	52	28	analysis	analysis	NOUN
easat-10555	52	29	a	a	DET
easat-10555	52	30	comprehensive	comprehensive	ADJ
easat-10555	52	31	review	review	NOUN
easat-10555	52	32	of	of	ADP
easat-10555	52	33	relevant	relevant	ADJ
easat-10555	52	34	literature	literature	NOUN
easat-10555	52	35	,	,	PUNCT
easat-10555	52	36	academic	academic	ADJ
easat-10555	52	37	documents	document	NOUN
easat-10555	52	38	,	,	PUNCT
easat-10555	52	39	and	and	CCONJ
easat-10555	52	40	prior	prior	ADJ
easat-10555	52	41	research	research	NOUN
easat-10555	52	42	was	be	AUX
easat-10555	52	43	undertaken	undertake	VERB
easat-10555	52	44	,	,	PUNCT
easat-10555	52	45	focusing	focus	VERB
easat-10555	52	46	on	on	ADP
easat-10555	52	47	fer	fer	PROPN
easat-10555	52	48	technologies	technology	NOUN
easat-10555	52	49	.	.	PUNCT
easat-10555	53	1	special	special	ADJ
easat-10555	53	2	emphasis	emphasis	NOUN
easat-10555	53	3	was	be	AUX
easat-10555	53	4	placed	place	VERB
easat-10555	53	5	on	on	ADP
easat-10555	53	6	studies	study	NOUN
easat-10555	53	7	utilizing	utilize	VERB
easat-10555	53	8	artificial	artificial	ADJ
easat-10555	53	9	intelligence	intelligence	NOUN
easat-10555	53	10	,	,	PUNCT
easat-10555	53	11	particularly	particularly	ADV
easat-10555	53	12	those	those	PRON
easat-10555	53	13	involving	involve	VERB
easat-10555	53	14	deep	deep	ADJ
easat-10555	53	15	learning	learning	NOUN
easat-10555	53	16	techniques	technique	NOUN
easat-10555	53	17	and	and	CCONJ
easat-10555	53	18	the	the	DET
easat-10555	53	19	tensorflow	tensorflow	NOUN
easat-10555	53	20	framework	framework	NOUN
easat-10555	53	21	.	.	PUNCT
easat-10555	54	1	the	the	DET
easat-10555	54	2	review	review	NOUN
easat-10555	54	3	encompassed	encompass	VERB
easat-10555	54	4	recent	recent	ADJ
easat-10555	54	5	trends	trend	NOUN
easat-10555	54	6	,	,	PUNCT
easat-10555	54	7	technological	technological	ADJ
easat-10555	54	8	advantages	advantage	NOUN
easat-10555	54	9	and	and	CCONJ
easat-10555	54	10	limitations	limitation	NOUN
easat-10555	54	11	,	,	PUNCT
easat-10555	54	12	and	and	CCONJ
easat-10555	54	13	applications	application	NOUN
easat-10555	54	14	of	of	ADP
easat-10555	54	15	fer	fer	PROPN
easat-10555	54	16	in	in	ADP
easat-10555	54	17	conjunction	conjunction	NOUN
easat-10555	54	18	with	with	ADP
easat-10555	54	19	cctv	cctv	NOUN
easat-10555	54	20	systems	system	NOUN
easat-10555	54	21	for	for	ADP
easat-10555	54	22	real	real	ADJ
easat-10555	54	23	-	-	PUNCT
easat-10555	54	24	time	time	NOUN
easat-10555	54	25	emotion	emotion	NOUN
easat-10555	54	26	processing	processing	NOUN
easat-10555	54	27	[	[	PUNCT
easat-10555	54	28	1	1	NUM
easat-10555	54	29	5	5	NUM
easat-10555	54	30	,	,	PUNCT
easat-10555	54	31	3	3	NUM
easat-10555	54	32	3	3	NUM
easat-10555	54	33	3	3	NUM
easat-10555	54	34	5	5	NUM
easat-10555	54	35	]	]	PUNCT
easat-10555	54	36	.	.	PUNCT
easat-10555	55	1	3.2	3.2	NUM
easat-10555	55	2	.	.	PUNCT
easat-10555	55	3	definition	definition	NOUN
easat-10555	55	4	of	of	ADP
easat-10555	55	5	research	research	NOUN
easat-10555	55	6	framework	framework	NOUN
easat-10555	55	7	and	and	CCONJ
easat-10555	55	8	objectives	objective	NOUN
easat-10555	55	9	this	this	DET
easat-10555	55	10	phase	phase	NOUN
easat-10555	55	11	involved	involve	VERB
easat-10555	55	12	defining	define	VERB
easat-10555	55	13	the	the	DET
easat-10555	55	14	research	research	NOUN
easat-10555	55	15	problem	problem	NOUN
easat-10555	55	16	,	,	PUNCT
easat-10555	55	17	objectives	objective	NOUN
easat-10555	55	18	,	,	PUNCT
easat-10555	55	19	scope	scope	NOUN
easat-10555	55	20	,	,	PUNCT
easat-10555	55	21	hypotheses	hypothesis	NOUN
easat-10555	55	22	,	,	PUNCT
easat-10555	55	23	and	and	CCONJ
easat-10555	55	24	variables	variable	NOUN
easat-10555	55	25	associated	associate	VERB
easat-10555	55	26	with	with	ADP
easat-10555	55	27	the	the	DET
easat-10555	55	28	development	development	NOUN
easat-10555	55	29	of	of	ADP
easat-10555	55	30	a	a	DET
easat-10555	55	31	fer	fer	PROPN
easat-10555	55	32	model	model	NOUN
easat-10555	55	33	capable	capable	ADJ
easat-10555	55	34	of	of	ADP
easat-10555	55	35	processing	process	VERB
easat-10555	55	36	real	real	ADJ
easat-10555	55	37	-	-	PUNCT
easat-10555	55	38	time	time	NOUN
easat-10555	55	39	cctv	cctv	NOUN
easat-10555	55	40	footage	footage	NOUN
easat-10555	55	41	.	.	PUNCT
easat-10555	56	1	a	a	DET
easat-10555	56	2	technical	technical	ADJ
easat-10555	56	3	conceptual	conceptual	ADJ
easat-10555	56	4	framework	framework	NOUN
easat-10555	56	5	was	be	AUX
easat-10555	56	6	designed	design	VERB
easat-10555	56	7	,	,	PUNCT
easat-10555	56	8	incorporating	incorporate	VERB
easat-10555	56	9	cnn	cnn	PROPN
easat-10555	56	10	architectures	architecture	NOUN
easat-10555	56	11	for	for	ADP
easat-10555	56	12	image	image	NOUN
easat-10555	56	13	processing	processing	NOUN
easat-10555	56	14	and	and	CCONJ
easat-10555	56	15	a	a	DET
easat-10555	56	16	web	web	NOUN
easat-10555	56	17	application	application	NOUN
easat-10555	56	18	interface	interface	NOUN
easat-10555	56	19	for	for	ADP
easat-10555	56	20	result	result	NOUN
easat-10555	56	21	visualization	visualization	NOUN
easat-10555	56	22	[	[	X
easat-10555	56	23	36	36	NUM
easat-10555	56	24	]	]	PUNCT
easat-10555	56	25	.	.	PUNCT
easat-10555	57	1	3.3	3.3	NUM
easat-10555	57	2	.	.	PUNCT
easat-10555	58	1	prototype	prototype	NOUN
easat-10555	58	2	system	system	NOUN
easat-10555	58	3	design	design	NOUN
easat-10555	58	4	and	and	CCONJ
easat-10555	58	5	planning	plan	VERB
easat-10555	58	6	a	a	DET
easat-10555	58	7	prototype	prototype	NOUN
easat-10555	58	8	system	system	NOUN
easat-10555	58	9	was	be	AUX
easat-10555	58	10	designed	design	VERB
easat-10555	58	11	to	to	PART
easat-10555	58	12	perform	perform	VERB
easat-10555	58	13	facial	facial	ADJ
easat-10555	58	14	emotion	emotion	NOUN
easat-10555	58	15	detection	detection	NOUN
easat-10555	58	16	using	use	VERB
easat-10555	58	17	cctv	cctv	NOUN
easat-10555	58	18	images	image	NOUN
easat-10555	58	19	.	.	PUNCT
easat-10555	59	1	the	the	DET
easat-10555	59	2	design	design	NOUN
easat-10555	59	3	considered	consider	VERB
easat-10555	59	4	both	both	DET
easat-10555	59	5	hardware	hardware	NOUN
easat-10555	59	6	components	component	NOUN
easat-10555	59	7	(	(	PUNCT
easat-10555	59	8	e.g.	e.g.	ADV
easat-10555	59	9	,	,	PUNCT
easat-10555	59	10	cctv	cctv	PROPN
easat-10555	59	11	ip	ip	NOUN
easat-10555	59	12	cameras	camera	NOUN
easat-10555	59	13	)	)	PUNCT
easat-10555	59	14	and	and	CCONJ
easat-10555	59	15	software	software	NOUN
easat-10555	59	16	infrastructure	infrastructure	NOUN
easat-10555	59	17	(	(	PUNCT
easat-10555	59	18	e.g.	e.g.	ADV
easat-10555	59	19	,	,	PUNCT
easat-10555	59	20	tensorflow	tensorflow	NOUN
easat-10555	59	21	and	and	CCONJ
easat-10555	59	22	web	web	NOUN
easat-10555	59	23	technologies	technology	NOUN
easat-10555	59	24	)	)	PUNCT
easat-10555	59	25	.	.	PUNCT
easat-10555	60	1	the	the	DET
easat-10555	60	2	system	system	NOUN
easat-10555	60	3	architecture	architecture	NOUN
easat-10555	60	4	was	be	AUX
easat-10555	60	5	structured	structure	VERB
easat-10555	60	6	to	to	PART
easat-10555	60	7	handle	handle	VERB
easat-10555	60	8	image	image	NOUN
easat-10555	60	9	acquisition	acquisition	NOUN
easat-10555	60	10	,	,	PUNCT
easat-10555	60	11	face	face	NOUN
easat-10555	60	12	detection	detection	NOUN
easat-10555	60	13	,	,	PUNCT
easat-10555	60	14	emotion	emotion	NOUN
easat-10555	60	15	analysis	analysis	NOUN
easat-10555	60	16	,	,	PUNCT
easat-10555	60	17	and	and	CCONJ
easat-10555	60	18	real	real	ADJ
easat-10555	60	19	-	-	PUNCT
easat-10555	60	20	time	time	NOUN
easat-10555	60	21	emotion	emotion	NOUN
easat-10555	60	22	display	display	NOUN
easat-10555	60	23	[	[	X
easat-10555	60	24	31	31	NUM
easat-10555	60	25	,	,	PUNCT
easat-10555	60	26	37	37	NUM
easat-10555	60	27	]	]	PUNCT
easat-10555	60	28	.	.	PUNCT
easat-10555	61	1	3.4	3.4	NUM
easat-10555	61	2	.	.	PUNCT
easat-10555	61	3	dataset	dataset	VERB
easat-10555	61	4	selection	selection	NOUN
easat-10555	61	5	and	and	CCONJ
easat-10555	61	6	preparation	preparation	NOUN
easat-10555	61	7	publicly	publicly	ADV
easat-10555	61	8	available	available	ADJ
easat-10555	61	9	and	and	CCONJ
easat-10555	61	10	well	well	ADV
easat-10555	61	11	-	-	PUNCT
easat-10555	61	12	established	establish	VERB
easat-10555	61	13	fer	fer	PROPN
easat-10555	61	14	datasets	dataset	NOUN
easat-10555	61	15	,	,	PUNCT
easat-10555	61	16	including	include	VERB
easat-10555	61	17	fer	fer	PROPN
easat-10555	61	18	2013	2013	NUM
easat-10555	61	19	,	,	PUNCT
easat-10555	61	20	raf	raf	PROPN
easat-10555	61	21	db	db	PROPN
easat-10555	61	22	,	,	PUNCT
easat-10555	61	23	and	and	CCONJ
easat-10555	61	24	affectnet	affectnet	NOUN
easat-10555	61	25	,	,	PUNCT
easat-10555	61	26	were	be	AUX
easat-10555	61	27	selected	select	VERB
easat-10555	61	28	due	due	ADP
easat-10555	61	29	to	to	ADP
easat-10555	61	30	their	their	PRON
easat-10555	61	31	clearly	clearly	ADV
easat-10555	61	32	labeled	label	VERB
easat-10555	61	33	emotional	emotional	ADJ
easat-10555	61	34	categories	category	NOUN
easat-10555	61	35	.	.	PUNCT
easat-10555	62	1	the	the	DET
easat-10555	62	2	data	datum	NOUN
easat-10555	62	3	were	be	AUX
easat-10555	62	4	split	split	VERB
easat-10555	62	5	into	into	ADP
easat-10555	62	6	training	training	NOUN
easat-10555	62	7	,	,	PUNCT
easat-10555	62	8	testing	testing	NOUN
easat-10555	62	9	,	,	PUNCT
easat-10555	62	10	and	and	CCONJ
easat-10555	62	11	validation	validation	NOUN
easat-10555	62	12	sets	set	NOUN
easat-10555	62	13	.	.	PUNCT
easat-10555	63	1	data	datum	NOUN
easat-10555	63	2	augmentation	augmentation	NOUN
easat-10555	63	3	techniques	technique	NOUN
easat-10555	63	4	,	,	PUNCT
easat-10555	63	5	such	such	ADJ
easat-10555	63	6	as	as	ADP
easat-10555	63	7	image	image	NOUN
easat-10555	63	8	rotation	rotation	NOUN
easat-10555	63	9	,	,	PUNCT
easat-10555	63	10	brightness	brightness	NOUN
easat-10555	63	11	adjustment	adjustment	NOUN
easat-10555	63	12	,	,	PUNCT
easat-10555	63	13	and	and	CCONJ
easat-10555	63	14	horizontal	horizontal	ADJ
easat-10555	63	15	flipping	flipping	NOUN
easat-10555	63	16	,	,	PUNCT
easat-10555	63	17	were	be	AUX
easat-10555	63	18	applied	apply	VERB
easat-10555	63	19	using	use	VERB
easat-10555	63	20	tensorflow	tensorflow	NOUN
easat-10555	63	21	libraries	library	NOUN
easat-10555	63	22	to	to	PART
easat-10555	63	23	reduce	reduce	VERB
easat-10555	63	24	overfitting	overfitte	VERB
easat-10555	63	25	and	and	CCONJ
easat-10555	63	26	improve	improve	VERB
easat-10555	63	27	the	the	DET
easat-10555	63	28	model	model	NOUN
easat-10555	63	29	’s	’s	PART
easat-10555	63	30	generalization	generalization	NOUN
easat-10555	63	31	capability	capability	NOUN
easat-10555	64	1	[	[	X
easat-10555	64	2	16	16	NUM
easat-10555	64	3	,	,	PUNCT
easat-10555	64	4	26	26	NUM
easat-10555	64	5	]	]	PUNCT
easat-10555	64	6	.	.	PUNCT
easat-10555	65	1	3.5	3.5	NUM
easat-10555	65	2	.	.	PUNCT
easat-10555	65	3	model	model	NOUN
easat-10555	65	4	development	development	NOUN
easat-10555	65	5	and	and	CCONJ
easat-10555	65	6	training	train	VERB
easat-10555	65	7	the	the	DET
easat-10555	65	8	tensorflow	tensorflow	NOUN
easat-10555	65	9	platform	platform	NOUN
easat-10555	65	10	was	be	AUX
easat-10555	65	11	employed	employ	VERB
easat-10555	65	12	to	to	PART
easat-10555	65	13	develop	develop	VERB
easat-10555	65	14	and	and	CCONJ
easat-10555	65	15	train	train	VERB
easat-10555	65	16	a	a	DET
easat-10555	65	17	deep	deep	ADJ
easat-10555	65	18	learning	learning	NOUN
easat-10555	65	19	model	model	NOUN
easat-10555	65	20	for	for	ADP
easat-10555	65	21	emotion	emotion	NOUN
easat-10555	65	22	classification	classification	NOUN
easat-10555	65	23	.	.	PUNCT
easat-10555	66	1	key	key	ADJ
easat-10555	66	2	tasks	task	NOUN
easat-10555	66	3	in	in	ADP
easat-10555	66	4	this	this	DET
easat-10555	66	5	phase	phase	NOUN
easat-10555	66	6	included	include	VERB
easat-10555	66	7	:	:	PUNCT
easat-10555	66	8	•	•	ADP
easat-10555	66	9	designing	design	VERB
easat-10555	66	10	a	a	DET
easat-10555	66	11	cnn	cnn	PROPN
easat-10555	66	12	-	-	PUNCT
easat-10555	66	13	based	base	VERB
easat-10555	66	14	architecture	architecture	NOUN
easat-10555	66	15	;	;	PUNCT
easat-10555	66	16	•	•	NUM
easat-10555	66	17	training	train	VERB
easat-10555	66	18	the	the	DET
easat-10555	66	19	model	model	NOUN
easat-10555	66	20	with	with	ADP
easat-10555	66	21	the	the	DET
easat-10555	66	22	prepared	prepare	VERB
easat-10555	66	23	dataset	dataset	NOUN
easat-10555	66	24	;	;	PUNCT
easat-10555	66	25	•	•	CCONJ
easat-10555	66	26	performing	perform	VERB
easat-10555	66	27	hyperparameter	hyperparameter	NOUN
easat-10555	66	28	tuning	tune	VERB
easat-10555	66	29	to	to	PART
easat-10555	66	30	optimize	optimize	VERB
easat-10555	66	31	learning	learning	NOUN
easat-10555	66	32	performance	performance	NOUN
easat-10555	66	33	;	;	PUNCT
easat-10555	66	34	evaluating	evaluate	VERB
easat-10555	66	35	the	the	DET
easat-10555	66	36	model	model	NOUN
easat-10555	66	37	using	use	VERB
easat-10555	66	38	standard	standard	ADJ
easat-10555	66	39	metrics	metric	NOUN
easat-10555	66	40	,	,	PUNCT
easat-10555	66	41	including	include	VERB
easat-10555	66	42	accuracy	accuracy	NOUN
easat-10555	66	43	,	,	PUNCT
easat-10555	66	44	precision	precision	NOUN
easat-10555	66	45	,	,	PUNCT
easat-10555	66	46	recall	recall	NOUN
easat-10555	66	47	,	,	PUNCT
easat-10555	66	48	and	and	CCONJ
easat-10555	66	49	f1	f1	ADJ
easat-10555	66	50	score	score	NOUN
easat-10555	66	51	[	[	X
easat-10555	66	52	14	14	NUM
easat-10555	66	53	,	,	PUNCT
easat-10555	66	54	24	24	NUM
easat-10555	66	55	]	]	PUNCT
easat-10555	66	56	.	.	PUNCT
easat-10555	67	1	835	835	NUM
easat-10555	67	2	edelweiss	edelweiss	PROPN
easat-10555	67	3	applied	apply	VERB
easat-10555	67	4	science	science	NOUN
easat-10555	67	5	and	and	CCONJ
easat-10555	67	6	technology	technology	NOUN
easat-10555	67	7	issn	issn	PROPN
easat-10555	67	8	:	:	PUNCT
easat-10555	67	9	2576	2576	NUM
easat-10555	67	10	-	-	SYM
easat-10555	67	11	8484	8484	NUM
easat-10555	67	12	vol	vol	NOUN
easat-10555	67	13	.	.	PROPN
easat-10555	68	1	9	9	NUM
easat-10555	68	2	,	,	PUNCT
easat-10555	68	3	no	no	INTJ
easat-10555	68	4	.	.	NOUN
easat-10555	68	5	10	10	NUM
easat-10555	68	6	:	:	PUNCT
easat-10555	68	7	832	832	NUM
easat-10555	68	8	-	-	SYM
easat-10555	68	9	853	853	NUM
easat-10555	68	10	,	,	PUNCT
easat-10555	68	11	2025	2025	NUM
easat-10555	68	12	doi	doi	NOUN
easat-10555	68	13	:	:	PUNCT
easat-10555	68	14	10.55214/2576	10.55214/2576	NUM
easat-10555	68	15	-	-	PUNCT
easat-10555	68	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	69	1	©	©	ADP
easat-10555	69	2	2025	2025	NUM
easat-10555	69	3	by	by	ADP
easat-10555	69	4	the	the	DET
easat-10555	69	5	authors	author	NOUN
easat-10555	69	6	;	;	PUNCT
easat-10555	69	7	licensee	licensee	PROPN
easat-10555	69	8	learning	learn	VERB
easat-10555	69	9	gate	gate	NOUN
easat-10555	69	10	figure	figure	NOUN
easat-10555	69	11	1	1	NUM
easat-10555	69	12	.	.	PUNCT
easat-10555	69	13	model	model	NOUN
easat-10555	69	14	training	training	NOUN
easat-10555	69	15	.	.	PUNCT
easat-10555	70	1	3.6	3.6	NUM
easat-10555	70	2	.	.	PUNCT
easat-10555	70	3	web	web	NOUN
easat-10555	70	4	application	application	NOUN
easat-10555	70	5	development	development	NOUN
easat-10555	70	6	and	and	CCONJ
easat-10555	70	7	cctv	cctv	PROPN
easat-10555	70	8	integration	integration	NOUN
easat-10555	70	9	a	a	DET
easat-10555	70	10	web	web	NOUN
easat-10555	70	11	-	-	PUNCT
easat-10555	70	12	based	base	VERB
easat-10555	70	13	application	application	NOUN
easat-10555	70	14	was	be	AUX
easat-10555	70	15	developed	develop	VERB
easat-10555	70	16	to	to	PART
easat-10555	70	17	interface	interface	VERB
easat-10555	70	18	with	with	ADP
easat-10555	70	19	cctv	cctv	NOUN
easat-10555	70	20	cameras	camera	NOUN
easat-10555	70	21	and	and	CCONJ
easat-10555	70	22	process	process	VERB
easat-10555	70	23	incoming	incoming	ADJ
easat-10555	70	24	video	video	NOUN
easat-10555	70	25	streams	stream	NOUN
easat-10555	70	26	in	in	ADP
easat-10555	70	27	real	real	ADJ
easat-10555	70	28	time	time	NOUN
easat-10555	70	29	using	use	VERB
easat-10555	70	30	the	the	DET
easat-10555	70	31	trained	train	VERB
easat-10555	70	32	tensorflow	tensorflow	NOUN
easat-10555	70	33	model	model	NOUN
easat-10555	70	34	.	.	PUNCT
easat-10555	71	1	the	the	DET
easat-10555	71	2	application	application	NOUN
easat-10555	71	3	was	be	AUX
easat-10555	71	4	designed	design	VERB
easat-10555	71	5	to	to	PART
easat-10555	71	6	display	display	VERB
easat-10555	71	7	emotional	emotional	ADJ
easat-10555	71	8	states	state	NOUN
easat-10555	71	9	detected	detect	VERB
easat-10555	71	10	from	from	ADP
easat-10555	71	11	facial	facial	ADJ
easat-10555	71	12	expressions	expression	NOUN
easat-10555	71	13	and	and	CCONJ
easat-10555	71	14	to	to	PART
easat-10555	71	15	log	log	VERB
easat-10555	71	16	the	the	DET
easat-10555	71	17	detection	detection	NOUN
easat-10555	71	18	results	result	VERB
easat-10555	71	19	in	in	ADP
easat-10555	71	20	a	a	DET
easat-10555	71	21	database	database	NOUN
easat-10555	71	22	for	for	ADP
easat-10555	71	23	further	further	ADJ
easat-10555	71	24	analysis	analysis	NOUN
easat-10555	71	25	.	.	PUNCT
easat-10555	72	1	api	api	NOUN
easat-10555	72	2	integration	integration	NOUN
easat-10555	72	3	was	be	AUX
easat-10555	72	4	implemented	implement	VERB
easat-10555	72	5	to	to	PART
easat-10555	72	6	ensure	ensure	VERB
easat-10555	72	7	seamless	seamless	ADJ
easat-10555	72	8	and	and	CCONJ
easat-10555	72	9	flexible	flexible	ADJ
easat-10555	72	10	communication	communication	NOUN
easat-10555	72	11	between	between	ADP
easat-10555	72	12	the	the	DET
easat-10555	72	13	frontend	frontend	NOUN
easat-10555	72	14	and	and	CCONJ
easat-10555	72	15	backend	backend	NOUN
easat-10555	72	16	components	component	NOUN
easat-10555	72	17	of	of	ADP
easat-10555	72	18	the	the	DET
easat-10555	72	19	system	system	NOUN
easat-10555	72	20	.	.	PUNCT
easat-10555	73	1	3.6.1	3.6.1	X
easat-10555	73	2	.	.	PUNCT
easat-10555	73	3	system	system	NOUN
easat-10555	73	4	workflow	workflow	NOUN
easat-10555	73	5	the	the	DET
easat-10555	73	6	operational	operational	ADJ
easat-10555	73	7	workflow	workflow	NOUN
easat-10555	73	8	of	of	ADP
easat-10555	73	9	the	the	DET
easat-10555	73	10	real	real	ADJ
easat-10555	73	11	-	-	PUNCT
easat-10555	73	12	time	time	NOUN
easat-10555	73	13	facial	facial	ADJ
easat-10555	73	14	emotion	emotion	NOUN
easat-10555	73	15	recognition	recognition	NOUN
easat-10555	73	16	system	system	NOUN
easat-10555	73	17	utilizing	utilize	VERB
easat-10555	73	18	cctv	cctv	NOUN
easat-10555	73	19	cameras	camera	NOUN
easat-10555	73	20	can	can	AUX
easat-10555	73	21	be	be	AUX
easat-10555	73	22	described	describe	VERB
easat-10555	73	23	sequentially	sequentially	ADV
easat-10555	73	24	(	(	PUNCT
easat-10555	73	25	see	see	VERB
easat-10555	73	26	figure	figure	NOUN
easat-10555	73	27	2	2	NUM
easat-10555	73	28	)	)	PUNCT
easat-10555	73	29	.	.	PUNCT
easat-10555	74	1	3.6.2	3.6.2	X
easat-10555	74	2	.	.	NOUN
easat-10555	74	3	steps	step	NOUN
easat-10555	74	4	as	as	SCONJ
easat-10555	74	5	follows	follow	VERB
easat-10555	74	6	3.6.2.1	3.6.2.1	NUM
easat-10555	74	7	.	.	PUNCT
easat-10555	74	8	real	real	ADJ
easat-10555	74	9	-	-	PUNCT
easat-10555	74	10	time	time	NOUN
easat-10555	74	11	facial	facial	ADJ
easat-10555	74	12	image	image	NOUN
easat-10555	74	13	capture	capture	NOUN
easat-10555	74	14	by	by	ADP
easat-10555	74	15	cctv	cctv	PROPN
easat-10555	74	16	camera	camera	NOUN
easat-10555	74	17	cctv	cctv	PROPN
easat-10555	74	18	cameras	camera	NOUN
easat-10555	74	19	are	be	AUX
easat-10555	74	20	installed	instal	VERB
easat-10555	74	21	in	in	ADP
easat-10555	74	22	designated	designate	VERB
easat-10555	74	23	surveillance	surveillance	NOUN
easat-10555	74	24	areas	area	NOUN
easat-10555	74	25	to	to	PART
easat-10555	74	26	continuously	continuously	ADV
easat-10555	74	27	capture	capture	VERB
easat-10555	74	28	facial	facial	ADJ
easat-10555	74	29	images	image	NOUN
easat-10555	74	30	of	of	ADP
easat-10555	74	31	users	user	NOUN
easat-10555	74	32	in	in	ADP
easat-10555	74	33	real	real	ADJ
easat-10555	74	34	time	time	NOUN
easat-10555	74	35	.	.	PUNCT
easat-10555	75	1	the	the	DET
easat-10555	75	2	video	video	NOUN
easat-10555	75	3	feed	feed	NOUN
easat-10555	75	4	is	be	AUX
easat-10555	75	5	transmitted	transmit	VERB
easat-10555	75	6	to	to	ADP
easat-10555	75	7	the	the	DET
easat-10555	75	8	frontend	frontend	NOUN
easat-10555	75	9	system	system	NOUN
easat-10555	75	10	for	for	ADP
easat-10555	75	11	further	further	ADJ
easat-10555	75	12	processing	processing	NOUN
easat-10555	75	13	.	.	PUNCT
easat-10555	76	1	3.6.2.2	3.6.2.2	X
easat-10555	76	2	.	.	PUNCT
easat-10555	76	3	frontend	frontend	NOUN
easat-10555	76	4	display	display	NOUN
easat-10555	76	5	and	and	CCONJ
easat-10555	76	6	data	datum	NOUN
easat-10555	76	7	transmission	transmission	NOUN
easat-10555	76	8	to	to	PART
easat-10555	76	9	backend	backend	VERB
easat-10555	76	10	the	the	DET
easat-10555	76	11	captured	capture	VERB
easat-10555	76	12	images	image	NOUN
easat-10555	76	13	are	be	AUX
easat-10555	76	14	simultaneously	simultaneously	ADV
easat-10555	76	15	displayed	display	VERB
easat-10555	76	16	on	on	ADP
easat-10555	76	17	the	the	DET
easat-10555	76	18	frontend	frontend	NOUN
easat-10555	76	19	interface	interface	NOUN
easat-10555	76	20	(	(	PUNCT
easat-10555	76	21	user	user	NOUN
easat-10555	76	22	screen	screen	NOUN
easat-10555	76	23	)	)	PUNCT
easat-10555	76	24	and	and	CCONJ
easat-10555	76	25	forwarded	forward	VERB
easat-10555	76	26	to	to	ADP
easat-10555	76	27	the	the	DET
easat-10555	76	28	backend	backend	NOUN
easat-10555	76	29	for	for	ADP
easat-10555	76	30	emotion	emotion	NOUN
easat-10555	76	31	analysis	analysis	NOUN
easat-10555	76	32	.	.	PUNCT
easat-10555	77	1	3.6.2.3	3.6.2.3	NUM
easat-10555	77	2	.	.	PUNCT
easat-10555	78	1	emotion	emotion	NOUN
easat-10555	78	2	analysis	analysis	NOUN
easat-10555	78	3	by	by	ADP
easat-10555	78	4	backend	backend	NOUN
easat-10555	78	5	using	use	VERB
easat-10555	78	6	deep	deep	ADJ
easat-10555	78	7	learning	learning	NOUN
easat-10555	78	8	models	model	NOUN
easat-10555	78	9	the	the	DET
easat-10555	78	10	backend	backend	NOUN
easat-10555	78	11	system	system	NOUN
easat-10555	78	12	employs	employ	VERB
easat-10555	78	13	deep	deep	ADJ
easat-10555	78	14	learning	learning	NOUN
easat-10555	78	15	techniques	technique	NOUN
easat-10555	78	16	to	to	PART
easat-10555	78	17	analyze	analyze	VERB
easat-10555	78	18	facial	facial	ADJ
easat-10555	78	19	expressions	expression	NOUN
easat-10555	78	20	and	and	CCONJ
easat-10555	78	21	classify	classify	VERB
easat-10555	78	22	them	they	PRON
easat-10555	78	23	into	into	ADP
easat-10555	78	24	various	various	ADJ
easat-10555	78	25	emotional	emotional	ADJ
easat-10555	78	26	states	state	NOUN
easat-10555	78	27	such	such	ADJ
easat-10555	78	28	as	as	ADP
easat-10555	78	29	sadness	sadness	NOUN
easat-10555	78	30	,	,	PUNCT
easat-10555	78	31	anger	anger	NOUN
easat-10555	78	32	,	,	PUNCT
easat-10555	78	33	happiness	happiness	NOUN
easat-10555	78	34	,	,	PUNCT
easat-10555	78	35	etc	etc	X
easat-10555	78	36	.	.	X
easat-10555	78	37	3.6.2.4	3.6.2.4	X
easat-10555	78	38	.	.	PUNCT
easat-10555	79	1	transmission	transmission	NOUN
easat-10555	79	2	of	of	ADP
easat-10555	79	3	analysis	analysis	NOUN
easat-10555	79	4	results	result	NOUN
easat-10555	79	5	to	to	PART
easat-10555	79	6	frontend	frontend	VERB
easat-10555	79	7	the	the	DET
easat-10555	79	8	backend	backend	NOUN
easat-10555	79	9	returns	return	NOUN
easat-10555	79	10	the	the	DET
easat-10555	79	11	analytical	analytical	ADJ
easat-10555	79	12	results	result	NOUN
easat-10555	79	13	to	to	ADP
easat-10555	79	14	the	the	DET
easat-10555	79	15	frontend	frontend	NOUN
easat-10555	79	16	,	,	PUNCT
easat-10555	79	17	where	where	SCONJ
easat-10555	79	18	the	the	DET
easat-10555	79	19	detected	detect	VERB
easat-10555	79	20	emotional	emotional	ADJ
easat-10555	79	21	trends	trend	NOUN
easat-10555	79	22	are	be	AUX
easat-10555	79	23	visualized	visualize	VERB
easat-10555	79	24	in	in	ADP
easat-10555	79	25	formats	format	NOUN
easat-10555	79	26	such	such	ADJ
easat-10555	79	27	as	as	ADP
easat-10555	79	28	graphs	graph	NOUN
easat-10555	79	29	or	or	CCONJ
easat-10555	79	30	emotion	emotion	NOUN
easat-10555	79	31	percentage	percentage	NOUN
easat-10555	79	32	distributions	distribution	NOUN
easat-10555	79	33	on	on	ADP
easat-10555	79	34	the	the	DET
easat-10555	79	35	user	user	NOUN
easat-10555	79	36	interface	interface	NOUN
easat-10555	79	37	.	.	PUNCT
easat-10555	80	1	836	836	NUM
easat-10555	80	2	edelweiss	edelweiss	PROPN
easat-10555	80	3	applied	apply	VERB
easat-10555	80	4	science	science	NOUN
easat-10555	80	5	and	and	CCONJ
easat-10555	80	6	technology	technology	NOUN
easat-10555	80	7	issn	issn	PROPN
easat-10555	80	8	:	:	PUNCT
easat-10555	80	9	2576	2576	NUM
easat-10555	80	10	-	-	SYM
easat-10555	80	11	8484	8484	NUM
easat-10555	80	12	vol	vol	NOUN
easat-10555	80	13	.	.	PROPN
easat-10555	81	1	9	9	NUM
easat-10555	81	2	,	,	PUNCT
easat-10555	81	3	no	no	INTJ
easat-10555	81	4	.	.	NOUN
easat-10555	81	5	10	10	NUM
easat-10555	81	6	:	:	PUNCT
easat-10555	81	7	832	832	NUM
easat-10555	81	8	-	-	SYM
easat-10555	81	9	853	853	NUM
easat-10555	81	10	,	,	PUNCT
easat-10555	81	11	2025	2025	NUM
easat-10555	81	12	doi	doi	NOUN
easat-10555	81	13	:	:	PUNCT
easat-10555	81	14	10.55214/2576	10.55214/2576	NUM
easat-10555	81	15	-	-	PUNCT
easat-10555	81	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	82	1	©	©	ADP
easat-10555	82	2	2025	2025	NUM
easat-10555	82	3	by	by	ADP
easat-10555	82	4	the	the	DET
easat-10555	82	5	authors	author	NOUN
easat-10555	82	6	;	;	PUNCT
easat-10555	82	7	licensee	licensee	PROPN
easat-10555	82	8	learning	learn	VERB
easat-10555	82	9	gate	gate	NOUN
easat-10555	82	10	3.6.2.5	3.6.2.5	PROPN
easat-10555	82	11	.	.	PUNCT
easat-10555	82	12	abnormal	abnormal	ADJ
easat-10555	82	13	emotion	emotion	NOUN
easat-10555	82	14	detection	detection	NOUN
easat-10555	82	15	and	and	CCONJ
easat-10555	82	16	user	user	NOUN
easat-10555	82	17	notification	notification	NOUN
easat-10555	82	18	if	if	SCONJ
easat-10555	82	19	the	the	DET
easat-10555	82	20	system	system	NOUN
easat-10555	82	21	detects	detect	VERB
easat-10555	82	22	abnormal	abnormal	ADJ
easat-10555	82	23	emotional	emotional	ADJ
easat-10555	82	24	states	state	NOUN
easat-10555	82	25	such	such	ADJ
easat-10555	82	26	as	as	ADP
easat-10555	82	27	intense	intense	ADJ
easat-10555	82	28	stress	stress	NOUN
easat-10555	82	29	or	or	CCONJ
easat-10555	82	30	anger	anger	NOUN
easat-10555	82	31	,	,	PUNCT
easat-10555	82	32	it	it	PRON
easat-10555	82	33	triggers	trigger	VERB
easat-10555	82	34	an	an	DET
easat-10555	82	35	alert	alert	ADJ
easat-10555	82	36	mechanism	mechanism	NOUN
easat-10555	82	37	.	.	PUNCT
easat-10555	83	1	notifications	notification	NOUN
easat-10555	83	2	are	be	AUX
easat-10555	83	3	sent	send	VERB
easat-10555	83	4	to	to	ADP
easat-10555	83	5	users	user	NOUN
easat-10555	83	6	via	via	ADP
easat-10555	83	7	messaging	message	VERB
easat-10555	83	8	platforms	platform	NOUN
easat-10555	83	9	or	or	CCONJ
easat-10555	83	10	email	email	NOUN
easat-10555	83	11	.	.	PUNCT
easat-10555	84	1	3.6.2.6	3.6.2.6	NUM
easat-10555	84	2	.	.	PUNCT
easat-10555	84	3	audio	audio	ADJ
easat-10555	84	4	alert	alert	ADJ
easat-10555	84	5	transmission	transmission	NOUN
easat-10555	84	6	via	via	ADP
easat-10555	84	7	speaker	speaker	NOUN
easat-10555	84	8	in	in	ADP
easat-10555	84	9	cases	case	NOUN
easat-10555	84	10	where	where	SCONJ
easat-10555	84	11	critical	critical	ADJ
easat-10555	84	12	emotional	emotional	ADJ
easat-10555	84	13	states	state	NOUN
easat-10555	84	14	are	be	AUX
easat-10555	84	15	identified	identify	VERB
easat-10555	84	16	,	,	PUNCT
easat-10555	84	17	the	the	DET
easat-10555	84	18	backend	backend	NOUN
easat-10555	84	19	system	system	NOUN
easat-10555	84	20	activates	activate	VERB
easat-10555	84	21	an	an	DET
easat-10555	84	22	audio	audio	ADJ
easat-10555	84	23	alert	alert	NOUN
easat-10555	84	24	through	through	ADP
easat-10555	84	25	a	a	DET
easat-10555	84	26	connected	connected	ADJ
easat-10555	84	27	speaker	speaker	NOUN
easat-10555	84	28	to	to	PART
easat-10555	84	29	notify	notify	VERB
easat-10555	84	30	the	the	DET
easat-10555	84	31	affected	affected	ADJ
easat-10555	84	32	individual	individual	NOUN
easat-10555	84	33	immediately	immediately	ADV
easat-10555	84	34	.	.	PUNCT
easat-10555	85	1	3.6.2.7	3.6.2.7	X
easat-10555	85	2	.	.	PUNCT
easat-10555	85	3	user	user	NOUN
easat-10555	85	4	awareness	awareness	NOUN
easat-10555	85	5	and	and	CCONJ
easat-10555	85	6	situational	situational	ADJ
easat-10555	85	7	insight	insight	NOUN
easat-10555	85	8	the	the	DET
easat-10555	85	9	user	user	NOUN
easat-10555	85	10	receives	receive	VERB
easat-10555	85	11	both	both	CCONJ
easat-10555	85	12	the	the	DET
easat-10555	85	13	emotional	emotional	ADJ
easat-10555	85	14	trend	trend	NOUN
easat-10555	85	15	data	datum	NOUN
easat-10555	85	16	and	and	CCONJ
easat-10555	85	17	alerts	alert	NOUN
easat-10555	85	18	from	from	ADP
easat-10555	85	19	the	the	DET
easat-10555	85	20	system	system	NOUN
easat-10555	85	21	,	,	PUNCT
easat-10555	85	22	enabling	enable	VERB
easat-10555	85	23	effective	effective	ADJ
easat-10555	85	24	monitoring	monitoring	NOUN
easat-10555	85	25	and	and	CCONJ
easat-10555	85	26	situational	situational	ADJ
easat-10555	85	27	analysis	analysis	NOUN
easat-10555	85	28	for	for	ADP
easat-10555	85	29	informed	informed	ADJ
easat-10555	85	30	decision	decision	NOUN
easat-10555	85	31	-	-	PUNCT
easat-10555	85	32	making	making	NOUN
easat-10555	85	33	,	,	PUNCT
easat-10555	85	34	as	as	SCONJ
easat-10555	85	35	shown	show	VERB
easat-10555	85	36	in	in	ADP
easat-10555	85	37	figure	figure	NOUN
easat-10555	85	38	2	2	NUM
easat-10555	85	39	.	.	PUNCT
easat-10555	85	40	figure	figure	NOUN
easat-10555	85	41	2	2	NUM
easat-10555	85	42	.	.	PUNCT
easat-10555	85	43	system	system	NOUN
easat-10555	85	44	workflow	workflow	NOUN
easat-10555	85	45	.	.	PUNCT
easat-10555	86	1	837	837	NUM
easat-10555	86	2	edelweiss	edelweiss	PROPN
easat-10555	86	3	applied	apply	VERB
easat-10555	86	4	science	science	NOUN
easat-10555	86	5	and	and	CCONJ
easat-10555	86	6	technology	technology	NOUN
easat-10555	86	7	issn	issn	PROPN
easat-10555	86	8	:	:	PUNCT
easat-10555	86	9	2576	2576	NUM
easat-10555	86	10	-	-	SYM
easat-10555	86	11	8484	8484	NUM
easat-10555	86	12	vol	vol	NOUN
easat-10555	86	13	.	.	PROPN
easat-10555	87	1	9	9	NUM
easat-10555	87	2	,	,	PUNCT
easat-10555	87	3	no	no	INTJ
easat-10555	87	4	.	.	NOUN
easat-10555	87	5	10	10	NUM
easat-10555	87	6	:	:	PUNCT
easat-10555	87	7	832	832	NUM
easat-10555	87	8	-	-	SYM
easat-10555	87	9	853	853	NUM
easat-10555	87	10	,	,	PUNCT
easat-10555	87	11	2025	2025	NUM
easat-10555	87	12	doi	doi	NOUN
easat-10555	87	13	:	:	PUNCT
easat-10555	87	14	10.55214/2576	10.55214/2576	NUM
easat-10555	87	15	-	-	PUNCT
easat-10555	87	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	88	1	©	©	ADP
easat-10555	88	2	2025	2025	NUM
easat-10555	88	3	by	by	ADP
easat-10555	88	4	the	the	DET
easat-10555	88	5	authors	author	NOUN
easat-10555	88	6	;	;	PUNCT
easat-10555	88	7	licensee	licensee	PROPN
easat-10555	88	8	learning	learning	NOUN
easat-10555	88	9	gate	gate	PROPN
easat-10555	88	10	3.6.3	3.6.3	PROPN
easat-10555	88	11	.	.	PUNCT
easat-10555	89	1	system	system	NOUN
easat-10555	89	2	operation	operation	NOUN
easat-10555	89	3	workflow	workflow	NOUN
easat-10555	89	4	figure	figure	NOUN
easat-10555	89	5	3	3	NUM
easat-10555	89	6	.	.	PUNCT
easat-10555	89	7	system	system	NOUN
easat-10555	89	8	operation	operation	NOUN
easat-10555	89	9	workflow	workflow	NOUN
easat-10555	89	10	.	.	PUNCT
easat-10555	90	1	the	the	DET
easat-10555	90	2	real	real	ADJ
easat-10555	90	3	-	-	PUNCT
easat-10555	90	4	time	time	NOUN
easat-10555	90	5	facial	facial	ADJ
easat-10555	90	6	emotion	emotion	NOUN
easat-10555	90	7	recognition	recognition	NOUN
easat-10555	90	8	system	system	NOUN
easat-10555	90	9	was	be	AUX
easat-10555	90	10	designed	design	VERB
easat-10555	90	11	with	with	ADP
easat-10555	90	12	an	an	DET
easat-10555	90	13	emphasis	emphasis	NOUN
easat-10555	90	14	on	on	ADP
easat-10555	90	15	modularity	modularity	NOUN
easat-10555	90	16	,	,	PUNCT
easat-10555	90	17	responsiveness	responsiveness	NOUN
easat-10555	90	18	,	,	PUNCT
easat-10555	90	19	and	and	CCONJ
easat-10555	90	20	adaptability	adaptability	NOUN
easat-10555	90	21	to	to	ADP
easat-10555	90	22	real	real	ADJ
easat-10555	90	23	-	-	PUNCT
easat-10555	90	24	world	world	NOUN
easat-10555	90	25	cctv	cctv	NOUN
easat-10555	90	26	environments	environment	NOUN
easat-10555	90	27	.	.	PUNCT
easat-10555	91	1	the	the	DET
easat-10555	91	2	workflow	workflow	NOUN
easat-10555	91	3	of	of	ADP
easat-10555	91	4	the	the	DET
easat-10555	91	5	system	system	NOUN
easat-10555	91	6	,	,	PUNCT
easat-10555	91	7	as	as	SCONJ
easat-10555	91	8	illustrated	illustrate	VERB
easat-10555	91	9	in	in	ADP
easat-10555	91	10	figure	figure	NOUN
easat-10555	91	11	x	x	X
easat-10555	91	12	,	,	PUNCT
easat-10555	91	13	consists	consist	VERB
easat-10555	91	14	of	of	ADP
easat-10555	91	15	several	several	ADJ
easat-10555	91	16	key	key	ADJ
easat-10555	91	17	stages	stage	NOUN
easat-10555	91	18	that	that	PRON
easat-10555	91	19	operate	operate	VERB
easat-10555	91	20	in	in	ADP
easat-10555	91	21	a	a	DET
easat-10555	91	22	continuous	continuous	ADJ
easat-10555	91	23	loop	loop	NOUN
easat-10555	91	24	to	to	PART
easat-10555	91	25	enable	enable	VERB
easat-10555	91	26	realtime	realtime	ADJ
easat-10555	91	27	monitoring	monitoring	NOUN
easat-10555	91	28	,	,	PUNCT
easat-10555	91	29	detection	detection	NOUN
easat-10555	91	30	,	,	PUNCT
easat-10555	91	31	and	and	CCONJ
easat-10555	91	32	response	response	NOUN
easat-10555	91	33	.	.	PUNCT
easat-10555	92	1	the	the	DET
easat-10555	92	2	process	process	NOUN
easat-10555	92	3	is	be	AUX
easat-10555	92	4	described	describe	VERB
easat-10555	92	5	as	as	ADP
easat-10555	92	6	follows	follow	VERB
easat-10555	92	7	:	:	PUNCT
easat-10555	92	8	3.6.3.1	3.6.3.1	X
easat-10555	92	9	.	.	NOUN
easat-10555	92	10	system	system	NOUN
easat-10555	92	11	initialization	initialization	NOUN
easat-10555	92	12	the	the	DET
easat-10555	92	13	system	system	NOUN
easat-10555	92	14	initializes	initialize	VERB
easat-10555	92	15	all	all	DET
easat-10555	92	16	required	required	ADJ
easat-10555	92	17	components	component	NOUN
easat-10555	92	18	,	,	PUNCT
easat-10555	92	19	including	include	VERB
easat-10555	92	20	camera	camera	NOUN
easat-10555	92	21	interfaces	interface	NOUN
easat-10555	92	22	,	,	PUNCT
easat-10555	92	23	neural	neural	ADJ
easat-10555	92	24	network	network	NOUN
easat-10555	92	25	models	model	NOUN
easat-10555	92	26	,	,	PUNCT
easat-10555	92	27	and	and	CCONJ
easat-10555	92	28	database	database	NOUN
easat-10555	92	29	connections	connection	NOUN
easat-10555	92	30	,	,	PUNCT
easat-10555	92	31	preparing	prepare	VERB
easat-10555	92	32	for	for	ADP
easat-10555	92	33	live	live	ADJ
easat-10555	92	34	image	image	NOUN
easat-10555	92	35	acquisition	acquisition	NOUN
easat-10555	92	36	.	.	PUNCT
easat-10555	93	1	3.6.3.2	3.6.3.2	X
easat-10555	93	2	.	.	PUNCT
easat-10555	93	3	image	image	NOUN
easat-10555	93	4	acquisition	acquisition	NOUN
easat-10555	93	5	from	from	ADP
easat-10555	93	6	cctv	cctv	PROPN
easat-10555	93	7	camera	camera	NOUN
easat-10555	93	8	cctv	cctv	PROPN
easat-10555	93	9	cameras	camera	NOUN
easat-10555	93	10	serve	serve	VERB
easat-10555	93	11	as	as	ADP
easat-10555	93	12	the	the	DET
easat-10555	93	13	primary	primary	ADJ
easat-10555	93	14	input	input	NOUN
easat-10555	93	15	devices	device	NOUN
easat-10555	93	16	,	,	PUNCT
easat-10555	93	17	capturing	capture	VERB
easat-10555	93	18	real	real	ADJ
easat-10555	93	19	-	-	PUNCT
easat-10555	93	20	time	time	NOUN
easat-10555	93	21	video	video	NOUN
easat-10555	93	22	or	or	CCONJ
easat-10555	93	23	still	still	ADV
easat-10555	93	24	images	image	NOUN
easat-10555	93	25	of	of	ADP
easat-10555	93	26	individuals	individual	NOUN
easat-10555	93	27	within	within	ADP
easat-10555	93	28	the	the	DET
easat-10555	93	29	monitored	monitored	ADJ
easat-10555	93	30	area	area	NOUN
easat-10555	93	31	.	.	PUNCT
easat-10555	94	1	these	these	DET
easat-10555	94	2	visual	visual	ADJ
easat-10555	94	3	inputs	input	NOUN
easat-10555	94	4	are	be	AUX
easat-10555	94	5	continuously	continuously	ADV
easat-10555	94	6	streamed	stream	VERB
easat-10555	94	7	to	to	ADP
easat-10555	94	8	the	the	DET
easat-10555	94	9	backend	backend	NOUN
easat-10555	94	10	processing	processing	NOUN
easat-10555	94	11	system	system	NOUN
easat-10555	94	12	.	.	PUNCT
easat-10555	95	1	3.6.3.3	3.6.3.3	X
easat-10555	95	2	.	.	X
easat-10555	95	3	image	image	NOUN
easat-10555	95	4	matching	match	VERB
easat-10555	95	5	with	with	ADP
easat-10555	95	6	pre	pre	ADJ
easat-10555	95	7	-	-	ADJ
easat-10555	95	8	trained	train	VERB
easat-10555	95	9	model	model	NOUN
easat-10555	95	10	the	the	DET
easat-10555	95	11	incoming	incoming	ADJ
easat-10555	95	12	image	image	NOUN
easat-10555	95	13	is	be	AUX
easat-10555	95	14	matched	match	VERB
easat-10555	95	15	against	against	ADP
easat-10555	95	16	a	a	DET
easat-10555	95	17	pre	pre	ADJ
easat-10555	95	18	-	-	ADJ
easat-10555	95	19	trained	train	VERB
easat-10555	95	20	deep	deep	ADJ
easat-10555	95	21	learning	learning	NOUN
easat-10555	95	22	model	model	NOUN
easat-10555	95	23	for	for	ADP
easat-10555	95	24	facial	facial	ADJ
easat-10555	95	25	recognition	recognition	NOUN
easat-10555	95	26	and	and	CCONJ
easat-10555	95	27	feature	feature	NOUN
easat-10555	95	28	extraction	extraction	NOUN
easat-10555	95	29	.	.	PUNCT
easat-10555	96	1	cnns	cnns	PROPN
easat-10555	96	2	,	,	PUNCT
easat-10555	96	3	particularly	particularly	ADV
easat-10555	96	4	lightweight	lightweight	ADJ
easat-10555	96	5	variants	variant	NOUN
easat-10555	96	6	such	such	ADJ
easat-10555	96	7	as	as	ADP
easat-10555	96	8	mobilenet	mobilenet	NOUN
easat-10555	96	9	or	or	CCONJ
easat-10555	96	10	efficientnet	efficientnet	NOUN
easat-10555	96	11	,	,	PUNCT
easat-10555	96	12	are	be	AUX
easat-10555	96	13	used	use	VERB
easat-10555	96	14	to	to	PART
easat-10555	96	15	optimize	optimize	VERB
easat-10555	96	16	computational	computational	ADJ
easat-10555	96	17	efficiency	efficiency	NOUN
easat-10555	96	18	under	under	ADP
easat-10555	96	19	constrained	constrained	ADJ
easat-10555	96	20	hardware	hardware	NOUN
easat-10555	96	21	.	.	PUNCT
easat-10555	97	1	3.6.3.4	3.6.3.4	X
easat-10555	97	2	.	.	PUNCT
easat-10555	97	3	emotion	emotion	NOUN
easat-10555	97	4	analysis	analysis	NOUN
easat-10555	97	5	the	the	DET
easat-10555	97	6	system	system	NOUN
easat-10555	97	7	then	then	ADV
easat-10555	97	8	performs	perform	VERB
easat-10555	97	9	emotion	emotion	NOUN
easat-10555	97	10	classification	classification	NOUN
easat-10555	97	11	using	use	VERB
easat-10555	97	12	facial	facial	ADJ
easat-10555	97	13	feature	feature	NOUN
easat-10555	97	14	vectors	vector	NOUN
easat-10555	97	15	.	.	PUNCT
easat-10555	98	1	the	the	DET
easat-10555	98	2	model	model	NOUN
easat-10555	98	3	,	,	PUNCT
easat-10555	98	4	trained	train	VERB
easat-10555	98	5	on	on	ADP
easat-10555	98	6	emotion	emotion	NOUN
easat-10555	98	7	-	-	PUNCT
easat-10555	98	8	labeled	label	VERB
easat-10555	98	9	datasets	dataset	NOUN
easat-10555	98	10	such	such	ADJ
easat-10555	98	11	as	as	ADP
easat-10555	98	12	fer	fer	PROPN
easat-10555	98	13	2013	2013	NUM
easat-10555	98	14	and	and	CCONJ
easat-10555	98	15	affectnet	affectnet	NOUN
easat-10555	98	16	,	,	PUNCT
easat-10555	98	17	predicts	predict	VERB
easat-10555	98	18	emotional	emotional	ADJ
easat-10555	98	19	states	state	NOUN
easat-10555	98	20	such	such	ADJ
easat-10555	98	21	as	as	ADP
easat-10555	98	22	happiness	happiness	NOUN
easat-10555	98	23	,	,	PUNCT
easat-10555	98	24	anger	anger	NOUN
easat-10555	98	25	,	,	PUNCT
easat-10555	98	26	sadness	sadness	NOUN
easat-10555	98	27	,	,	PUNCT
easat-10555	98	28	or	or	CCONJ
easat-10555	98	29	fear	fear	NOUN
easat-10555	98	30	.	.	PUNCT
easat-10555	99	1	838	838	NUM
easat-10555	99	2	edelweiss	edelweiss	PROPN
easat-10555	99	3	applied	apply	VERB
easat-10555	99	4	science	science	NOUN
easat-10555	99	5	and	and	CCONJ
easat-10555	99	6	technology	technology	NOUN
easat-10555	99	7	issn	issn	PROPN
easat-10555	99	8	:	:	PUNCT
easat-10555	99	9	2576	2576	NUM
easat-10555	99	10	-	-	SYM
easat-10555	99	11	8484	8484	NUM
easat-10555	99	12	vol	vol	NOUN
easat-10555	99	13	.	.	PROPN
easat-10555	100	1	9	9	NUM
easat-10555	100	2	,	,	PUNCT
easat-10555	100	3	no	no	INTJ
easat-10555	100	4	.	.	NOUN
easat-10555	100	5	10	10	NUM
easat-10555	100	6	:	:	PUNCT
easat-10555	100	7	832	832	NUM
easat-10555	100	8	-	-	SYM
easat-10555	100	9	853	853	NUM
easat-10555	100	10	,	,	PUNCT
easat-10555	100	11	2025	2025	NUM
easat-10555	100	12	doi	doi	NOUN
easat-10555	100	13	:	:	PUNCT
easat-10555	100	14	10.55214/2576	10.55214/2576	NUM
easat-10555	100	15	-	-	PUNCT
easat-10555	100	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	101	1	©	©	ADP
easat-10555	101	2	2025	2025	NUM
easat-10555	101	3	by	by	ADP
easat-10555	101	4	the	the	DET
easat-10555	101	5	authors	author	NOUN
easat-10555	101	6	;	;	PUNCT
easat-10555	101	7	licensee	licensee	PROPN
easat-10555	101	8	learning	learn	VERB
easat-10555	101	9	gate	gate	NOUN
easat-10555	101	10	3.6.3.5	3.6.3.5	PROPN
easat-10555	101	11	.	.	PUNCT
easat-10555	101	12	detection	detection	NOUN
easat-10555	101	13	of	of	ADP
easat-10555	101	14	risk	risk	NOUN
easat-10555	101	15	-	-	PUNCT
easat-10555	101	16	prone	prone	ADJ
easat-10555	101	17	emotion	emotion	NOUN
easat-10555	101	18	the	the	DET
easat-10555	101	19	emotion	emotion	NOUN
easat-10555	101	20	output	output	NOUN
easat-10555	101	21	is	be	AUX
easat-10555	101	22	analyzed	analyze	VERB
easat-10555	101	23	to	to	PART
easat-10555	101	24	determine	determine	VERB
easat-10555	101	25	if	if	SCONJ
easat-10555	101	26	it	it	PRON
easat-10555	101	27	represents	represent	VERB
easat-10555	101	28	a	a	DET
easat-10555	101	29	risk	risk	NOUN
easat-10555	101	30	-	-	PUNCT
easat-10555	101	31	prone	prone	ADJ
easat-10555	101	32	state	state	NOUN
easat-10555	101	33	(	(	PUNCT
easat-10555	101	34	e.g.	e.g.	ADJ
easat-10555	101	35	,	,	PUNCT
easat-10555	101	36	severe	severe	ADJ
easat-10555	101	37	anger	anger	NOUN
easat-10555	101	38	or	or	CCONJ
easat-10555	101	39	stress	stress	NOUN
easat-10555	101	40	)	)	PUNCT
easat-10555	101	41	.	.	PUNCT
easat-10555	102	1	these	these	DET
easat-10555	102	2	criteria	criterion	NOUN
easat-10555	102	3	are	be	AUX
easat-10555	102	4	defined	define	VERB
easat-10555	102	5	based	base	VERB
easat-10555	102	6	on	on	ADP
easat-10555	102	7	predefined	predefine	VERB
easat-10555	102	8	thresholds	threshold	NOUN
easat-10555	102	9	,	,	PUNCT
easat-10555	102	10	which	which	PRON
easat-10555	102	11	can	can	AUX
easat-10555	102	12	be	be	AUX
easat-10555	102	13	adapted	adapt	VERB
easat-10555	102	14	through	through	ADP
easat-10555	102	15	domain	domain	NOUN
easat-10555	102	16	-	-	PUNCT
easat-10555	102	17	specific	specific	ADJ
easat-10555	102	18	configuration	configuration	NOUN
easat-10555	102	19	.	.	PUNCT
easat-10555	103	1	3.6.3.6	3.6.3.6	X
easat-10555	103	2	.	.	PUNCT
easat-10555	104	1	alert	alert	PROPN
easat-10555	104	2	notification	notification	NOUN
easat-10555	104	3	when	when	SCONJ
easat-10555	104	4	a	a	DET
easat-10555	104	5	critical	critical	ADJ
easat-10555	104	6	emotion	emotion	NOUN
easat-10555	104	7	is	be	AUX
easat-10555	104	8	detected	detect	VERB
easat-10555	104	9	,	,	PUNCT
easat-10555	104	10	the	the	DET
easat-10555	104	11	system	system	NOUN
easat-10555	104	12	issues	issue	VERB
easat-10555	104	13	a	a	DET
easat-10555	104	14	real	real	ADJ
easat-10555	104	15	-	-	PUNCT
easat-10555	104	16	time	time	NOUN
easat-10555	104	17	alert	alert	NOUN
easat-10555	104	18	via	via	ADP
easat-10555	104	19	connected	connected	ADJ
easat-10555	104	20	communication	communication	NOUN
easat-10555	104	21	channels	channel	NOUN
easat-10555	104	22	such	such	ADJ
easat-10555	104	23	as	as	ADP
easat-10555	104	24	mobile	mobile	ADJ
easat-10555	104	25	notifications	notification	NOUN
easat-10555	104	26	or	or	CCONJ
easat-10555	104	27	control	control	NOUN
easat-10555	104	28	room	room	NOUN
easat-10555	104	29	dashboards	dashboard	NOUN
easat-10555	104	30	.	.	PUNCT
easat-10555	105	1	this	this	DET
easat-10555	105	2	alerting	alert	VERB
easat-10555	105	3	function	function	NOUN
easat-10555	105	4	is	be	AUX
easat-10555	105	5	essential	essential	ADJ
easat-10555	105	6	in	in	ADP
easat-10555	105	7	applications	application	NOUN
easat-10555	105	8	such	such	ADJ
easat-10555	105	9	as	as	ADP
easat-10555	105	10	security	security	NOUN
easat-10555	105	11	monitoring	monitoring	NOUN
easat-10555	105	12	and	and	CCONJ
easat-10555	105	13	healthcare	healthcare	NOUN
easat-10555	105	14	settings	setting	NOUN
easat-10555	105	15	.	.	PUNCT
easat-10555	106	1	3.6.3.7	3.6.3.7	X
easat-10555	106	2	.	.	PUNCT
easat-10555	106	3	data	datum	NOUN
easat-10555	106	4	logging	log	VERB
easat-10555	106	5	and	and	CCONJ
easat-10555	106	6	storage	storage	VERB
easat-10555	106	7	the	the	DET
easat-10555	106	8	identified	identified	ADJ
easat-10555	106	9	emotion	emotion	NOUN
easat-10555	106	10	,	,	PUNCT
easat-10555	106	11	along	along	ADP
easat-10555	106	12	with	with	ADP
easat-10555	106	13	metadata	metadata	NOUN
easat-10555	106	14	including	include	VERB
easat-10555	106	15	timestamp	timestamp	NOUN
easat-10555	106	16	and	and	CCONJ
easat-10555	106	17	camera	camera	NOUN
easat-10555	106	18	location	location	NOUN
easat-10555	106	19	,	,	PUNCT
easat-10555	106	20	is	be	AUX
easat-10555	106	21	logged	log	VERB
easat-10555	106	22	and	and	CCONJ
easat-10555	106	23	stored	store	VERB
easat-10555	106	24	in	in	ADP
easat-10555	106	25	a	a	DET
easat-10555	106	26	centralized	centralized	ADJ
easat-10555	106	27	emotion	emotion	NOUN
easat-10555	106	28	database	database	NOUN
easat-10555	106	29	.	.	PUNCT
easat-10555	107	1	this	this	PRON
easat-10555	107	2	enables	enable	VERB
easat-10555	107	3	retrospective	retrospective	ADJ
easat-10555	107	4	analysis	analysis	NOUN
easat-10555	107	5	,	,	PUNCT
easat-10555	107	6	trend	trend	NOUN
easat-10555	107	7	identification	identification	NOUN
easat-10555	107	8	,	,	PUNCT
easat-10555	107	9	and	and	CCONJ
easat-10555	107	10	supports	support	VERB
easat-10555	107	11	explainability	explainability	NOUN
easat-10555	107	12	in	in	ADP
easat-10555	107	13	decision	decision	NOUN
easat-10555	107	14	-	-	PUNCT
easat-10555	107	15	making	making	NOUN
easat-10555	107	16	.	.	PUNCT
easat-10555	108	1	3.6.4	3.6.4	NUM
easat-10555	108	2	.	.	PUNCT
easat-10555	108	3	loop	loop	NOUN
easat-10555	108	4	continuation	continuation	NOUN
easat-10555	108	5	the	the	DET
easat-10555	108	6	system	system	NOUN
easat-10555	108	7	returns	return	VERB
easat-10555	108	8	to	to	ADP
easat-10555	108	9	the	the	DET
easat-10555	108	10	monitoring	monitoring	NOUN
easat-10555	108	11	loop	loop	NOUN
easat-10555	108	12	,	,	PUNCT
easat-10555	108	13	awaiting	await	VERB
easat-10555	108	14	the	the	DET
easat-10555	108	15	next	next	ADJ
easat-10555	108	16	image	image	NOUN
easat-10555	108	17	input	input	NOUN
easat-10555	108	18	for	for	ADP
easat-10555	108	19	continuous	continuous	ADJ
easat-10555	108	20	realtime	realtime	NOUN
easat-10555	108	21	operation	operation	NOUN
easat-10555	108	22	.	.	PUNCT
easat-10555	109	1	4	4	X
easat-10555	109	2	.	.	NOUN
easat-10555	109	3	results	result	NOUN
easat-10555	109	4	and	and	CCONJ
easat-10555	109	5	discussion	discussion	NOUN
easat-10555	109	6	the	the	DET
easat-10555	109	7	results	result	NOUN
easat-10555	109	8	are	be	AUX
easat-10555	109	9	organized	organize	VERB
easat-10555	109	10	into	into	ADP
easat-10555	109	11	two	two	NUM
easat-10555	109	12	main	main	ADJ
easat-10555	109	13	parts	part	NOUN
easat-10555	109	14	:	:	PUNCT
easat-10555	109	15	(	(	PUNCT
easat-10555	109	16	1	1	X
easat-10555	109	17	)	)	PUNCT
easat-10555	109	18	the	the	DET
easat-10555	109	19	user	user	NOUN
easat-10555	109	20	part	part	NOUN
easat-10555	109	21	and	and	CCONJ
easat-10555	109	22	(	(	PUNCT
easat-10555	109	23	2	2	X
easat-10555	109	24	)	)	PUNCT
easat-10555	109	25	the	the	DET
easat-10555	109	26	administrative	administrative	ADJ
easat-10555	109	27	part	part	NOUN
easat-10555	109	28	.	.	PUNCT
easat-10555	110	1	the	the	DET
easat-10555	110	2	details	detail	NOUN
easat-10555	110	3	are	be	AUX
easat-10555	110	4	as	as	SCONJ
easat-10555	110	5	follows	follow	VERB
easat-10555	110	6	:	:	PUNCT
easat-10555	111	1	4.1	4.1	NUM
easat-10555	111	2	.	.	PUNCT
easat-10555	112	1	user	user	NOUN
easat-10555	112	2	part	part	NOUN
easat-10555	112	3	4.1.1	4.1.1	NUM
easat-10555	112	4	.	.	PUNCT
easat-10555	112	5	web	web	NOUN
easat-10555	112	6	application	application	NOUN
easat-10555	112	7	overviews	overview	NOUN
easat-10555	112	8	the	the	DET
easat-10555	112	9	user	user	NOUN
easat-10555	112	10	part	part	NOUN
easat-10555	112	11	comprises	comprise	VERB
easat-10555	112	12	11	11	NUM
easat-10555	112	13	sections	section	NOUN
easat-10555	112	14	,	,	PUNCT
easat-10555	112	15	along	along	ADP
easat-10555	112	16	with	with	ADP
easat-10555	112	17	a	a	DET
easat-10555	112	18	main	main	ADJ
easat-10555	112	19	navigation	navigation	NOUN
easat-10555	112	20	menu	menu	NOUN
easat-10555	112	21	that	that	PRON
easat-10555	112	22	provides	provide	VERB
easat-10555	112	23	access	access	NOUN
easat-10555	112	24	to	to	ADP
easat-10555	112	25	the	the	DET
easat-10555	112	26	system	system	NOUN
easat-10555	112	27	's	's	PART
easat-10555	112	28	core	core	NOUN
easat-10555	112	29	functionalities	functionality	NOUN
easat-10555	112	30	:	:	PUNCT
easat-10555	112	31	home	home	NOUN
easat-10555	112	32	page	page	NOUN
easat-10555	112	33	:	:	PUNCT
easat-10555	112	34	displays	display	VERB
easat-10555	112	35	a	a	DET
easat-10555	112	36	welcome	welcome	ADJ
easat-10555	112	37	message	message	NOUN
easat-10555	112	38	,	,	PUNCT
easat-10555	112	39	introduces	introduce	VERB
easat-10555	112	40	the	the	DET
easat-10555	112	41	system	system	NOUN
easat-10555	112	42	’s	’s	PART
easat-10555	112	43	key	key	ADJ
easat-10555	112	44	features	feature	NOUN
easat-10555	112	45	,	,	PUNCT
easat-10555	112	46	and	and	CCONJ
easat-10555	112	47	provides	provide	VERB
easat-10555	112	48	example	example	NOUN
easat-10555	112	49	usage	usage	NOUN
easat-10555	112	50	scenarios	scenario	NOUN
easat-10555	112	51	.	.	PUNCT
easat-10555	113	1	it	it	PRON
easat-10555	113	2	also	also	ADV
easat-10555	113	3	includes	include	VERB
easat-10555	113	4	options	option	NOUN
easat-10555	113	5	for	for	ADP
easat-10555	113	6	user	user	NOUN
easat-10555	113	7	login	login	NOUN
easat-10555	113	8	and	and	CCONJ
easat-10555	113	9	registration	registration	NOUN
easat-10555	113	10	,	,	PUNCT
easat-10555	113	11	as	as	SCONJ
easat-10555	113	12	shown	show	VERB
easat-10555	113	13	in	in	ADP
easat-10555	113	14	figure	figure	NOUN
easat-10555	113	15	4	4	NUM
easat-10555	113	16	.	.	X
easat-10555	113	17	839	839	NUM
easat-10555	113	18	edelweiss	edelweiss	PROPN
easat-10555	113	19	applied	apply	VERB
easat-10555	113	20	science	science	NOUN
easat-10555	113	21	and	and	CCONJ
easat-10555	113	22	technology	technology	NOUN
easat-10555	113	23	issn	issn	PROPN
easat-10555	113	24	:	:	PUNCT
easat-10555	113	25	2576	2576	NUM
easat-10555	113	26	-	-	SYM
easat-10555	113	27	8484	8484	NUM
easat-10555	113	28	vol	vol	NOUN
easat-10555	113	29	.	.	PROPN
easat-10555	114	1	9	9	NUM
easat-10555	114	2	,	,	PUNCT
easat-10555	114	3	no	no	INTJ
easat-10555	114	4	.	.	NOUN
easat-10555	114	5	10	10	NUM
easat-10555	114	6	:	:	PUNCT
easat-10555	114	7	832	832	NUM
easat-10555	114	8	-	-	SYM
easat-10555	114	9	853	853	NUM
easat-10555	114	10	,	,	PUNCT
easat-10555	114	11	2025	2025	NUM
easat-10555	114	12	doi	doi	NOUN
easat-10555	114	13	:	:	PUNCT
easat-10555	114	14	10.55214/2576	10.55214/2576	NUM
easat-10555	114	15	-	-	PUNCT
easat-10555	114	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	115	1	©	©	ADP
easat-10555	115	2	2025	2025	NUM
easat-10555	115	3	by	by	ADP
easat-10555	115	4	the	the	DET
easat-10555	115	5	authors	author	NOUN
easat-10555	115	6	;	;	PUNCT
easat-10555	115	7	licensee	licensee	PROPN
easat-10555	115	8	learning	learn	VERB
easat-10555	115	9	gate	gate	NOUN
easat-10555	115	10	figure	figure	NOUN
easat-10555	115	11	4	4	NUM
easat-10555	115	12	.	.	PUNCT
easat-10555	115	13	main	main	ADJ
easat-10555	115	14	page	page	NOUN
easat-10555	115	15	.	.	PUNCT
easat-10555	116	1	sign	sign	VERB
easat-10555	116	2	-	-	PUNCT
easat-10555	116	3	up	up	ADP
easat-10555	116	4	page	page	NOUN
easat-10555	116	5	:	:	PUNCT
easat-10555	116	6	contains	contain	VERB
easat-10555	116	7	a	a	DET
easat-10555	116	8	registration	registration	NOUN
easat-10555	116	9	form	form	NOUN
easat-10555	116	10	where	where	SCONJ
easat-10555	116	11	users	user	NOUN
easat-10555	116	12	can	can	AUX
easat-10555	116	13	input	input	VERB
easat-10555	116	14	personal	personal	ADJ
easat-10555	116	15	information	information	NOUN
easat-10555	116	16	,	,	PUNCT
easat-10555	116	17	including	include	VERB
easat-10555	116	18	email	email	NOUN
easat-10555	116	19	address	address	NOUN
easat-10555	116	20	,	,	PUNCT
easat-10555	116	21	phone	phone	NOUN
easat-10555	116	22	number	number	NOUN
easat-10555	116	23	,	,	PUNCT
easat-10555	116	24	and	and	CCONJ
easat-10555	116	25	password	password	NOUN
easat-10555	116	26	,	,	PUNCT
easat-10555	116	27	as	as	SCONJ
easat-10555	116	28	shown	show	VERB
easat-10555	116	29	in	in	ADP
easat-10555	116	30	figure	figure	NOUN
easat-10555	116	31	5	5	NUM
easat-10555	116	32	.	.	X
easat-10555	116	33	840	840	NUM
easat-10555	116	34	edelweiss	edelweiss	PROPN
easat-10555	116	35	applied	apply	VERB
easat-10555	116	36	science	science	NOUN
easat-10555	116	37	and	and	CCONJ
easat-10555	116	38	technology	technology	NOUN
easat-10555	116	39	issn	issn	PROPN
easat-10555	116	40	:	:	PUNCT
easat-10555	116	41	2576	2576	NUM
easat-10555	116	42	-	-	SYM
easat-10555	116	43	8484	8484	NUM
easat-10555	116	44	vol	vol	NOUN
easat-10555	116	45	.	.	PROPN
easat-10555	117	1	9	9	NUM
easat-10555	117	2	,	,	PUNCT
easat-10555	117	3	no	no	INTJ
easat-10555	117	4	.	.	NOUN
easat-10555	117	5	10	10	NUM
easat-10555	117	6	:	:	PUNCT
easat-10555	117	7	832	832	NUM
easat-10555	117	8	-	-	SYM
easat-10555	117	9	853	853	NUM
easat-10555	117	10	,	,	PUNCT
easat-10555	117	11	2025	2025	NUM
easat-10555	117	12	doi	doi	NOUN
easat-10555	117	13	:	:	PUNCT
easat-10555	117	14	10.55214/2576	10.55214/2576	NUM
easat-10555	117	15	-	-	PUNCT
easat-10555	117	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	118	1	©	©	ADP
easat-10555	118	2	2025	2025	NUM
easat-10555	118	3	by	by	ADP
easat-10555	118	4	the	the	DET
easat-10555	118	5	authors	author	NOUN
easat-10555	118	6	;	;	PUNCT
easat-10555	118	7	licensee	licensee	PROPN
easat-10555	118	8	learning	learn	VERB
easat-10555	118	9	gate	gate	PROPN
easat-10555	118	10	figure	figure	NOUN
easat-10555	118	11	5	5	NUM
easat-10555	118	12	.	.	PUNCT
easat-10555	118	13	sign	sign	VERB
easat-10555	118	14	up	up	ADP
easat-10555	118	15	page	page	NOUN
easat-10555	118	16	.	.	PUNCT
easat-10555	119	1	login	login	NOUN
easat-10555	119	2	and	and	CCONJ
easat-10555	119	3	password	password	NOUN
easat-10555	119	4	recovery	recovery	NOUN
easat-10555	119	5	pages	page	NOUN
easat-10555	119	6	:	:	PUNCT
easat-10555	119	7	allow	allow	VERB
easat-10555	119	8	users	user	NOUN
easat-10555	119	9	to	to	PART
easat-10555	119	10	log	log	VERB
easat-10555	119	11	in	in	ADP
easat-10555	119	12	to	to	ADP
easat-10555	119	13	the	the	DET
easat-10555	119	14	system	system	NOUN
easat-10555	119	15	and	and	CCONJ
easat-10555	119	16	reset	reset	VERB
easat-10555	119	17	their	their	PRON
easat-10555	119	18	passwords	password	NOUN
easat-10555	119	19	via	via	ADP
easat-10555	119	20	email	email	NOUN
easat-10555	119	21	.	.	PUNCT
easat-10555	120	1	main	main	ADJ
easat-10555	120	2	menu	menu	NOUN
easat-10555	120	3	:	:	PUNCT
easat-10555	120	4	enables	enable	VERB
easat-10555	120	5	users	user	NOUN
easat-10555	120	6	to	to	PART
easat-10555	120	7	navigate	navigate	VERB
easat-10555	120	8	to	to	ADP
easat-10555	120	9	various	various	ADJ
easat-10555	120	10	functional	functional	ADJ
easat-10555	120	11	areas	area	NOUN
easat-10555	120	12	,	,	PUNCT
easat-10555	120	13	including	include	VERB
easat-10555	120	14	cctv	cctv	PROPN
easat-10555	120	15	monitoring	monitoring	NOUN
easat-10555	120	16	,	,	PUNCT
easat-10555	120	17	time	time	NOUN
easat-10555	120	18	scheduling	scheduling	NOUN
easat-10555	120	19	,	,	PUNCT
easat-10555	120	20	emotion	emotion	NOUN
easat-10555	120	21	reports	report	NOUN
easat-10555	120	22	,	,	PUNCT
easat-10555	120	23	issue	issue	NOUN
easat-10555	120	24	reporting	reporting	NOUN
easat-10555	120	25	,	,	PUNCT
easat-10555	120	26	and	and	CCONJ
easat-10555	120	27	user	user	NOUN
easat-10555	120	28	settings	setting	NOUN
easat-10555	120	29	,	,	PUNCT
easat-10555	120	30	as	as	SCONJ
easat-10555	120	31	shown	show	VERB
easat-10555	120	32	in	in	ADP
easat-10555	120	33	figure	figure	NOUN
easat-10555	120	34	6	6	NUM
easat-10555	120	35	.	.	NOUN
easat-10555	120	36	841	841	NUM
easat-10555	120	37	edelweiss	edelweiss	PROPN
easat-10555	120	38	applied	apply	VERB
easat-10555	120	39	science	science	NOUN
easat-10555	120	40	and	and	CCONJ
easat-10555	120	41	technology	technology	NOUN
easat-10555	120	42	issn	issn	PROPN
easat-10555	120	43	:	:	PUNCT
easat-10555	120	44	2576	2576	NUM
easat-10555	120	45	-	-	SYM
easat-10555	120	46	8484	8484	NUM
easat-10555	120	47	vol	vol	NOUN
easat-10555	120	48	.	.	PROPN
easat-10555	121	1	9	9	NUM
easat-10555	121	2	,	,	PUNCT
easat-10555	121	3	no	no	INTJ
easat-10555	121	4	.	.	NOUN
easat-10555	121	5	10	10	NUM
easat-10555	121	6	:	:	PUNCT
easat-10555	121	7	832	832	NUM
easat-10555	121	8	-	-	SYM
easat-10555	121	9	853	853	NUM
easat-10555	121	10	,	,	PUNCT
easat-10555	121	11	2025	2025	NUM
easat-10555	121	12	doi	doi	NOUN
easat-10555	121	13	:	:	PUNCT
easat-10555	121	14	10.55214/2576	10.55214/2576	NUM
easat-10555	121	15	-	-	PUNCT
easat-10555	121	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	122	1	©	©	ADP
easat-10555	122	2	2025	2025	NUM
easat-10555	122	3	by	by	ADP
easat-10555	122	4	the	the	DET
easat-10555	122	5	authors	author	NOUN
easat-10555	122	6	;	;	PUNCT
easat-10555	122	7	licensee	licensee	PROPN
easat-10555	122	8	learning	learn	VERB
easat-10555	122	9	gate	gate	PROPN
easat-10555	122	10	figure	figure	NOUN
easat-10555	122	11	6	6	NUM
easat-10555	122	12	.	.	PUNCT
easat-10555	122	13	main	main	ADJ
easat-10555	122	14	menu	menu	NOUN
easat-10555	122	15	.	.	PUNCT
easat-10555	123	1	cctv	cctv	PROPN
easat-10555	123	2	management	management	NOUN
easat-10555	123	3	page	page	NOUN
easat-10555	123	4	:	:	PUNCT
easat-10555	123	5	supports	support	VERB
easat-10555	123	6	adding	add	VERB
easat-10555	123	7	and	and	CCONJ
easat-10555	123	8	managing	manage	VERB
easat-10555	123	9	surveillance	surveillance	NOUN
easat-10555	123	10	cameras	camera	NOUN
easat-10555	123	11	by	by	ADP
easat-10555	123	12	specifying	specify	VERB
easat-10555	123	13	the	the	DET
easat-10555	123	14	ip	ip	ADJ
easat-10555	123	15	address	address	NOUN
easat-10555	123	16	,	,	PUNCT
easat-10555	123	17	camera	camera	NOUN
easat-10555	123	18	location	location	NOUN
easat-10555	123	19	name	name	NOUN
easat-10555	123	20	,	,	PUNCT
easat-10555	123	21	and	and	CCONJ
easat-10555	123	22	geographic	geographic	ADJ
easat-10555	123	23	position	position	NOUN
easat-10555	123	24	,	,	PUNCT
easat-10555	123	25	as	as	SCONJ
easat-10555	123	26	shown	show	VERB
easat-10555	123	27	in	in	ADP
easat-10555	123	28	figure	figure	NOUN
easat-10555	123	29	7	7	NUM
easat-10555	123	30	.	.	SYM
easat-10555	123	31	842	842	NUM
easat-10555	123	32	edelweiss	edelweiss	PROPN
easat-10555	123	33	applied	apply	VERB
easat-10555	123	34	science	science	NOUN
easat-10555	123	35	and	and	CCONJ
easat-10555	123	36	technology	technology	NOUN
easat-10555	123	37	issn	issn	PROPN
easat-10555	123	38	:	:	PUNCT
easat-10555	123	39	2576	2576	NUM
easat-10555	123	40	-	-	SYM
easat-10555	123	41	8484	8484	NUM
easat-10555	123	42	vol	vol	NOUN
easat-10555	123	43	.	.	PROPN
easat-10555	124	1	9	9	NUM
easat-10555	124	2	,	,	PUNCT
easat-10555	124	3	no	no	INTJ
easat-10555	124	4	.	.	NOUN
easat-10555	124	5	10	10	NUM
easat-10555	124	6	:	:	PUNCT
easat-10555	124	7	832	832	NUM
easat-10555	124	8	-	-	SYM
easat-10555	124	9	853	853	NUM
easat-10555	124	10	,	,	PUNCT
easat-10555	124	11	2025	2025	NUM
easat-10555	124	12	doi	doi	NOUN
easat-10555	124	13	:	:	PUNCT
easat-10555	124	14	10.55214/2576	10.55214/2576	NUM
easat-10555	124	15	-	-	PUNCT
easat-10555	124	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	125	1	©	©	ADP
easat-10555	125	2	2025	2025	NUM
easat-10555	125	3	by	by	ADP
easat-10555	125	4	the	the	DET
easat-10555	125	5	authors	author	NOUN
easat-10555	125	6	;	;	PUNCT
easat-10555	125	7	licensee	licensee	PROPN
easat-10555	125	8	learning	learn	VERB
easat-10555	125	9	gate	gate	NOUN
easat-10555	125	10	figure	figure	NOUN
easat-10555	125	11	7	7	NUM
easat-10555	125	12	.	.	PUNCT
easat-10555	126	1	cctv	cctv	PROPN
easat-10555	126	2	management	management	PROPN
easat-10555	126	3	.	.	PUNCT
easat-10555	127	1	scheduling	scheduling	NOUN
easat-10555	127	2	page	page	NOUN
easat-10555	127	3	:	:	PUNCT
easat-10555	127	4	allows	allow	VERB
easat-10555	127	5	users	user	NOUN
easat-10555	127	6	to	to	PART
easat-10555	127	7	configure	configure	VERB
easat-10555	127	8	alert	alert	ADJ
easat-10555	127	9	timings	timing	NOUN
easat-10555	127	10	based	base	VERB
easat-10555	127	11	on	on	ADP
easat-10555	127	12	emotional	emotional	ADJ
easat-10555	127	13	trends	trend	NOUN
easat-10555	127	14	and	and	CCONJ
easat-10555	127	15	to	to	PART
easat-10555	127	16	select	select	VERB
easat-10555	127	17	custom	custom	NOUN
easat-10555	127	18	alert	alert	NOUN
easat-10555	127	19	sounds	sound	NOUN
easat-10555	127	20	.	.	PUNCT
easat-10555	128	1	emotion	emotion	NOUN
easat-10555	128	2	report	report	NOUN
easat-10555	128	3	page	page	NOUN
easat-10555	128	4	:	:	PUNCT
easat-10555	128	5	presents	present	VERB
easat-10555	128	6	emotion	emotion	NOUN
easat-10555	128	7	analysis	analysis	NOUN
easat-10555	128	8	results	result	NOUN
easat-10555	128	9	filtered	filter	VERB
easat-10555	128	10	by	by	ADP
easat-10555	128	11	time	time	NOUN
easat-10555	128	12	range	range	NOUN
easat-10555	128	13	or	or	CCONJ
easat-10555	128	14	specific	specific	ADJ
easat-10555	128	15	cameras	camera	NOUN
easat-10555	128	16	,	,	PUNCT
easat-10555	128	17	and	and	CCONJ
easat-10555	128	18	includes	include	VERB
easat-10555	128	19	functionality	functionality	NOUN
easat-10555	128	20	to	to	PART
easat-10555	128	21	export	export	VERB
easat-10555	128	22	reports	report	NOUN
easat-10555	128	23	in	in	ADP
easat-10555	128	24	pdf	pdf	NOUN
easat-10555	128	25	format	format	NOUN
easat-10555	128	26	.	.	PUNCT
easat-10555	129	1	user	user	NOUN
easat-10555	129	2	settings	setting	NOUN
easat-10555	129	3	and	and	CCONJ
easat-10555	129	4	issue	issue	VERB
easat-10555	129	5	reporting	report	VERB
easat-10555	129	6	pages	page	NOUN
easat-10555	129	7	:	:	PUNCT
easat-10555	129	8	enable	enable	VERB
easat-10555	129	9	users	user	NOUN
easat-10555	129	10	to	to	PART
easat-10555	129	11	update	update	VERB
easat-10555	129	12	personal	personal	ADJ
easat-10555	129	13	information	information	NOUN
easat-10555	129	14	,	,	PUNCT
easat-10555	129	15	report	report	VERB
easat-10555	129	16	issues	issue	NOUN
easat-10555	129	17	with	with	ADP
easat-10555	129	18	optional	optional	ADJ
easat-10555	129	19	image	image	NOUN
easat-10555	129	20	attachments	attachment	NOUN
easat-10555	129	21	,	,	PUNCT
easat-10555	129	22	and	and	CCONJ
easat-10555	129	23	track	track	VERB
easat-10555	129	24	the	the	DET
easat-10555	129	25	status	status	NOUN
easat-10555	129	26	of	of	ADP
easat-10555	129	27	reported	report	VERB
easat-10555	129	28	issues	issue	NOUN
easat-10555	129	29	.	.	PUNCT
easat-10555	130	1	notification	notification	NOUN
easat-10555	130	2	system	system	NOUN
easat-10555	130	3	:	:	PUNCT
easat-10555	130	4	sends	send	VERB
easat-10555	130	5	email	email	NOUN
easat-10555	130	6	alerts	alert	NOUN
easat-10555	130	7	in	in	ADP
easat-10555	130	8	cases	case	NOUN
easat-10555	130	9	of	of	ADP
easat-10555	130	10	abnormal	abnormal	ADJ
easat-10555	130	11	emotional	emotional	ADJ
easat-10555	130	12	detection	detection	NOUN
easat-10555	130	13	or	or	CCONJ
easat-10555	130	14	potential	potential	ADJ
easat-10555	130	15	risk	risk	NOUN
easat-10555	130	16	scenarios	scenario	NOUN
easat-10555	130	17	.	.	PUNCT
easat-10555	131	1	843	843	NUM
easat-10555	131	2	edelweiss	edelweiss	PROPN
easat-10555	131	3	applied	apply	VERB
easat-10555	131	4	science	science	NOUN
easat-10555	131	5	and	and	CCONJ
easat-10555	131	6	technology	technology	NOUN
easat-10555	131	7	issn	issn	PROPN
easat-10555	131	8	:	:	PUNCT
easat-10555	131	9	2576	2576	NUM
easat-10555	131	10	-	-	SYM
easat-10555	131	11	8484	8484	NUM
easat-10555	131	12	vol	vol	NOUN
easat-10555	131	13	.	.	PROPN
easat-10555	132	1	9	9	NUM
easat-10555	132	2	,	,	PUNCT
easat-10555	132	3	no	no	INTJ
easat-10555	132	4	.	.	NOUN
easat-10555	132	5	10	10	NUM
easat-10555	132	6	:	:	PUNCT
easat-10555	132	7	832	832	NUM
easat-10555	132	8	-	-	SYM
easat-10555	132	9	853	853	NUM
easat-10555	132	10	,	,	PUNCT
easat-10555	132	11	2025	2025	NUM
easat-10555	132	12	doi	doi	NOUN
easat-10555	132	13	:	:	PUNCT
easat-10555	132	14	10.55214/2576	10.55214/2576	NUM
easat-10555	132	15	-	-	PUNCT
easat-10555	132	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	133	1	©	©	ADP
easat-10555	133	2	2025	2025	NUM
easat-10555	133	3	by	by	ADP
easat-10555	133	4	the	the	DET
easat-10555	133	5	authors	author	NOUN
easat-10555	133	6	;	;	PUNCT
easat-10555	133	7	licensee	licensee	PROPN
easat-10555	133	8	learning	learn	VERB
easat-10555	133	9	gate	gate	PROPN
easat-10555	133	10	4.1.2	4.1.2	PROPN
easat-10555	133	11	.	.	PUNCT
easat-10555	134	1	emotion	emotion	NOUN
easat-10555	134	2	detection	detection	NOUN
easat-10555	134	3	results	result	NOUN
easat-10555	134	4	figure	figure	VERB
easat-10555	134	5	8	8	NUM
easat-10555	134	6	.	.	PUNCT
easat-10555	135	1	emotion	emotion	NOUN
easat-10555	135	2	detection	detection	NOUN
easat-10555	135	3	.	.	PUNCT
easat-10555	136	1	figure	figure	NOUN
easat-10555	136	2	9	9	NUM
easat-10555	136	3	.	.	PUNCT
easat-10555	137	1	emotion	emotion	NOUN
easat-10555	137	2	detection	detection	NOUN
easat-10555	137	3	results	result	NOUN
easat-10555	137	4	.	.	PUNCT
easat-10555	138	1	from	from	ADP
easat-10555	138	2	figure	figure	NOUN
easat-10555	138	3	8	8	NUM
easat-10555	138	4	-	-	SYM
easat-10555	138	5	9	9	NUM
easat-10555	138	6	,	,	PUNCT
easat-10555	138	7	the	the	DET
easat-10555	138	8	experimental	experimental	ADJ
easat-10555	138	9	results	result	NOUN
easat-10555	138	10	from	from	ADP
easat-10555	138	11	deploying	deploy	VERB
easat-10555	138	12	the	the	DET
easat-10555	138	13	emotion	emotion	NOUN
easat-10555	138	14	detection	detection	NOUN
easat-10555	138	15	system	system	NOUN
easat-10555	138	16	using	use	VERB
easat-10555	138	17	four	four	NUM
easat-10555	138	18	cctv	cctv	NOUN
easat-10555	138	19	cameras	camera	NOUN
easat-10555	138	20	demonstrate	demonstrate	VERB
easat-10555	138	21	the	the	DET
easat-10555	138	22	system	system	NOUN
easat-10555	138	23	’s	’s	PART
easat-10555	138	24	ability	ability	NOUN
easat-10555	138	25	to	to	PART
easat-10555	138	26	operate	operate	VERB
easat-10555	138	27	in	in	ADP
easat-10555	138	28	real	real	ADJ
easat-10555	138	29	time	time	NOUN
easat-10555	138	30	and	and	CCONJ
easat-10555	138	31	accurately	accurately	ADV
easat-10555	138	32	detect	detect	VERB
easat-10555	138	33	human	human	ADJ
easat-10555	138	34	emotions	emotion	NOUN
easat-10555	138	35	from	from	ADP
easat-10555	138	36	facial	facial	ADJ
easat-10555	138	37	expressions	expression	NOUN
easat-10555	138	38	.	.	PUNCT
easat-10555	139	1	the	the	DET
easat-10555	139	2	system	system	NOUN
easat-10555	139	3	captures	capture	VERB
easat-10555	139	4	video	video	NOUN
easat-10555	139	5	streams	stream	NOUN
easat-10555	139	6	from	from	ADP
easat-10555	139	7	each	each	DET
easat-10555	139	8	camera	camera	NOUN
easat-10555	139	9	and	and	CCONJ
easat-10555	139	10	processes	process	VERB
easat-10555	139	11	them	they	PRON
easat-10555	139	12	through	through	ADP
easat-10555	139	13	a	a	DET
easat-10555	139	14	pre	pre	ADJ
easat-10555	139	15	-	-	ADJ
easat-10555	139	16	trained	train	VERB
easat-10555	139	17	artificial	artificial	ADJ
easat-10555	139	18	intelligence	intelligence	NOUN
easat-10555	139	19	model	model	NOUN
easat-10555	139	20	.	.	PUNCT
easat-10555	140	1	the	the	DET
easat-10555	140	2	detected	detect	VERB
easat-10555	140	3	emotional	emotional	ADJ
easat-10555	140	4	states	state	NOUN
easat-10555	140	5	are	be	AUX
easat-10555	140	6	then	then	ADV
easat-10555	140	7	visualized	visualize	VERB
easat-10555	140	8	as	as	ADP
easat-10555	140	9	percentage	percentage	NOUN
easat-10555	140	10	values	value	NOUN
easat-10555	140	11	on	on	ADP
easat-10555	140	12	a	a	DET
easat-10555	140	13	web	web	NOUN
easat-10555	140	14	-	-	PUNCT
easat-10555	140	15	based	base	VERB
easat-10555	140	16	application	application	NOUN
easat-10555	140	17	interface	interface	NOUN
easat-10555	140	18	.	.	PUNCT
easat-10555	141	1	the	the	DET
easat-10555	141	2	results	result	NOUN
easat-10555	141	3	are	be	AUX
easat-10555	141	4	categorized	categorize	VERB
easat-10555	141	5	into	into	ADP
easat-10555	141	6	844	844	NUM
easat-10555	141	7	edelweiss	edelweiss	PROPN
easat-10555	141	8	applied	apply	VERB
easat-10555	141	9	science	science	NOUN
easat-10555	141	10	and	and	CCONJ
easat-10555	141	11	technology	technology	NOUN
easat-10555	141	12	issn	issn	PROPN
easat-10555	141	13	:	:	PUNCT
easat-10555	141	14	2576	2576	NUM
easat-10555	141	15	-	-	SYM
easat-10555	141	16	8484	8484	NUM
easat-10555	141	17	vol	vol	NOUN
easat-10555	141	18	.	.	PROPN
easat-10555	142	1	9	9	NUM
easat-10555	142	2	,	,	PUNCT
easat-10555	142	3	no	no	INTJ
easat-10555	142	4	.	.	NOUN
easat-10555	142	5	10	10	NUM
easat-10555	142	6	:	:	PUNCT
easat-10555	142	7	832	832	NUM
easat-10555	142	8	-	-	SYM
easat-10555	142	9	853	853	NUM
easat-10555	142	10	,	,	PUNCT
easat-10555	142	11	2025	2025	NUM
easat-10555	142	12	doi	doi	NOUN
easat-10555	142	13	:	:	PUNCT
easat-10555	142	14	10.55214/2576	10.55214/2576	NUM
easat-10555	142	15	-	-	PUNCT
easat-10555	142	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	143	1	©	©	ADP
easat-10555	143	2	2025	2025	NUM
easat-10555	143	3	by	by	ADP
easat-10555	143	4	the	the	DET
easat-10555	143	5	authors	author	NOUN
easat-10555	143	6	;	;	PUNCT
easat-10555	143	7	licensee	licensee	PROPN
easat-10555	143	8	learning	learning	NOUN
easat-10555	143	9	gate	gate	VERB
easat-10555	143	10	seven	seven	NUM
easat-10555	143	11	primary	primary	ADJ
easat-10555	143	12	emotions	emotion	NOUN
easat-10555	143	13	:	:	PUNCT
easat-10555	143	14	(	(	PUNCT
easat-10555	143	15	1	1	X
easat-10555	143	16	)	)	PUNCT
easat-10555	143	17	happiness	happiness	NOUN
easat-10555	143	18	,	,	PUNCT
easat-10555	143	19	(	(	PUNCT
easat-10555	143	20	2	2	X
easat-10555	143	21	)	)	PUNCT
easat-10555	143	22	neutral	neutral	ADJ
easat-10555	143	23	,	,	PUNCT
easat-10555	143	24	(	(	PUNCT
easat-10555	143	25	3	3	X
easat-10555	143	26	)	)	PUNCT
easat-10555	143	27	anger	anger	NOUN
easat-10555	143	28	,	,	PUNCT
easat-10555	143	29	(	(	PUNCT
easat-10555	143	30	4	4	X
easat-10555	143	31	)	)	PUNCT
easat-10555	143	32	fear	fear	NOUN
easat-10555	143	33	,	,	PUNCT
easat-10555	143	34	(	(	PUNCT
easat-10555	143	35	5	5	X
easat-10555	143	36	)	)	PUNCT
easat-10555	143	37	sadness	sadness	NOUN
easat-10555	143	38	,	,	PUNCT
easat-10555	143	39	(	(	PUNCT
easat-10555	143	40	6	6	NUM
easat-10555	143	41	)	)	PUNCT
easat-10555	143	42	surprise	surprise	NOUN
easat-10555	143	43	,	,	PUNCT
easat-10555	143	44	and	and	CCONJ
easat-10555	143	45	(	(	PUNCT
easat-10555	143	46	7	7	X
easat-10555	143	47	)	)	PUNCT
easat-10555	143	48	disgust	disgust	NOUN
easat-10555	143	49	.	.	PUNCT
easat-10555	144	1	the	the	DET
easat-10555	144	2	emotional	emotional	ADJ
easat-10555	144	3	percentages	percentage	NOUN
easat-10555	144	4	are	be	AUX
easat-10555	144	5	tracked	track	VERB
easat-10555	144	6	over	over	ADP
easat-10555	144	7	time	time	NOUN
easat-10555	144	8	to	to	PART
easat-10555	144	9	reveal	reveal	VERB
easat-10555	144	10	trends	trend	NOUN
easat-10555	144	11	,	,	PUNCT
easat-10555	144	12	enabling	enable	VERB
easat-10555	144	13	continuous	continuous	ADJ
easat-10555	144	14	monitoring	monitoring	NOUN
easat-10555	144	15	and	and	CCONJ
easat-10555	144	16	assessment	assessment	NOUN
easat-10555	144	17	of	of	ADP
easat-10555	144	18	emotional	emotional	ADJ
easat-10555	144	19	states	state	NOUN
easat-10555	144	20	within	within	ADP
easat-10555	144	21	the	the	DET
easat-10555	144	22	surveillance	surveillance	NOUN
easat-10555	144	23	area	area	NOUN
easat-10555	144	24	.	.	PUNCT
easat-10555	145	1	in	in	ADP
easat-10555	145	2	cases	case	NOUN
easat-10555	145	3	where	where	SCONJ
easat-10555	145	4	high	high	ADJ
easat-10555	145	5	intensity	intensity	NOUN
easat-10555	145	6	or	or	CCONJ
easat-10555	145	7	abnormal	abnormal	ADJ
easat-10555	145	8	emotions	emotion	NOUN
easat-10555	145	9	are	be	AUX
easat-10555	145	10	detected	detect	VERB
easat-10555	145	11	,	,	PUNCT
easat-10555	145	12	such	such	ADJ
easat-10555	145	13	as	as	ADP
easat-10555	145	14	elevated	elevated	ADJ
easat-10555	145	15	levels	level	NOUN
easat-10555	145	16	of	of	ADP
easat-10555	145	17	anger	anger	NOUN
easat-10555	145	18	or	or	CCONJ
easat-10555	145	19	fear	fear	NOUN
easat-10555	145	20	,	,	PUNCT
easat-10555	145	21	the	the	DET
easat-10555	145	22	system	system	NOUN
easat-10555	145	23	is	be	AUX
easat-10555	145	24	programmed	program	VERB
easat-10555	145	25	to	to	PART
easat-10555	145	26	trigger	trigger	VERB
easat-10555	145	27	automatic	automatic	ADJ
easat-10555	145	28	alerts	alert	NOUN
easat-10555	145	29	based	base	VERB
easat-10555	145	30	on	on	ADP
easat-10555	145	31	predefined	predefine	VERB
easat-10555	145	32	thresholds	threshold	NOUN
easat-10555	145	33	.	.	PUNCT
easat-10555	146	1	this	this	DET
easat-10555	146	2	functionality	functionality	NOUN
easat-10555	146	3	highlights	highlight	VERB
easat-10555	146	4	the	the	DET
easat-10555	146	5	system	system	NOUN
easat-10555	146	6	’s	’s	PART
easat-10555	146	7	practical	practical	ADJ
easat-10555	146	8	potential	potential	NOUN
easat-10555	146	9	for	for	ADP
easat-10555	146	10	application	application	NOUN
easat-10555	146	11	in	in	ADP
easat-10555	146	12	real	real	ADJ
easat-10555	146	13	-	-	PUNCT
easat-10555	146	14	world	world	NOUN
easat-10555	146	15	scenarios	scenario	NOUN
easat-10555	146	16	,	,	PUNCT
easat-10555	146	17	particularly	particularly	ADV
easat-10555	146	18	in	in	ADP
easat-10555	146	19	areas	area	NOUN
easat-10555	146	20	related	relate	VERB
easat-10555	146	21	to	to	ADP
easat-10555	146	22	public	public	ADJ
easat-10555	146	23	safety	safety	NOUN
easat-10555	146	24	,	,	PUNCT
easat-10555	146	25	spatial	spatial	ADJ
easat-10555	146	26	management	management	NOUN
easat-10555	146	27	,	,	PUNCT
easat-10555	146	28	and	and	CCONJ
easat-10555	146	29	behavioral	behavioral	ADJ
easat-10555	146	30	monitoring	monitoring	NOUN
easat-10555	146	31	.	.	PUNCT
easat-10555	147	1	the	the	DET
easat-10555	147	2	ability	ability	NOUN
easat-10555	147	3	to	to	PART
easat-10555	147	4	analyze	analyze	VERB
easat-10555	147	5	emotional	emotional	ADJ
easat-10555	147	6	trends	trend	NOUN
easat-10555	147	7	from	from	ADP
easat-10555	147	8	multiple	multiple	ADJ
easat-10555	147	9	surveillance	surveillance	NOUN
easat-10555	147	10	points	point	NOUN
easat-10555	147	11	enhances	enhance	VERB
easat-10555	147	12	situational	situational	ADJ
easat-10555	147	13	awareness	awareness	NOUN
easat-10555	147	14	and	and	CCONJ
easat-10555	147	15	supports	support	VERB
easat-10555	147	16	proactive	proactive	ADJ
easat-10555	147	17	decision	decision	NOUN
easat-10555	147	18	-	-	PUNCT
easat-10555	147	19	making	making	NOUN
easat-10555	147	20	in	in	ADP
easat-10555	147	21	both	both	CCONJ
easat-10555	147	22	private	private	ADJ
easat-10555	147	23	and	and	CCONJ
easat-10555	147	24	public	public	ADJ
easat-10555	147	25	environments	environment	NOUN
easat-10555	147	26	.	.	PUNCT
easat-10555	148	1	4.1.3	4.1.3	X
easat-10555	148	2	.	.	X
easat-10555	148	3	abnormal	abnormal	ADJ
easat-10555	148	4	emotional	emotional	ADJ
easat-10555	148	5	alert	alert	NOUN
easat-10555	148	6	via	via	ADP
easat-10555	148	7	application	application	NOUN
easat-10555	148	8	the	the	DET
easat-10555	148	9	real	real	ADJ
easat-10555	148	10	-	-	PUNCT
easat-10555	148	11	time	time	NOUN
easat-10555	148	12	emotion	emotion	NOUN
easat-10555	148	13	detection	detection	NOUN
easat-10555	148	14	system	system	NOUN
easat-10555	148	15	demonstrated	demonstrate	VERB
easat-10555	148	16	its	its	PRON
easat-10555	148	17	capability	capability	NOUN
easat-10555	148	18	to	to	PART
easat-10555	148	19	analyze	analyze	VERB
easat-10555	148	20	data	datum	NOUN
easat-10555	148	21	from	from	ADP
easat-10555	148	22	cctv	cctv	NOUN
easat-10555	148	23	cameras	camera	NOUN
easat-10555	148	24	and	and	CCONJ
easat-10555	148	25	issue	issue	NOUN
easat-10555	148	26	alerts	alert	NOUN
easat-10555	148	27	when	when	SCONJ
easat-10555	148	28	high	high	ADJ
easat-10555	148	29	-	-	PUNCT
easat-10555	148	30	intensity	intensity	NOUN
easat-10555	148	31	or	or	CCONJ
easat-10555	148	32	abnormal	abnormal	ADJ
easat-10555	148	33	emotional	emotional	ADJ
easat-10555	148	34	states	state	NOUN
easat-10555	148	35	,	,	PUNCT
easat-10555	148	36	such	such	ADJ
easat-10555	148	37	as	as	ADP
easat-10555	148	38	extreme	extreme	ADJ
easat-10555	148	39	anger	anger	NOUN
easat-10555	148	40	or	or	CCONJ
easat-10555	148	41	fear	fear	NOUN
easat-10555	148	42	,	,	PUNCT
easat-10555	148	43	were	be	AUX
easat-10555	148	44	detected	detect	VERB
easat-10555	148	45	.	.	PUNCT
easat-10555	149	1	these	these	DET
easat-10555	149	2	alerts	alert	NOUN
easat-10555	149	3	are	be	AUX
easat-10555	149	4	transmitted	transmit	VERB
easat-10555	149	5	directly	directly	ADV
easat-10555	149	6	to	to	ADP
easat-10555	149	7	the	the	DET
easat-10555	149	8	administrator	administrator	NOUN
easat-10555	149	9	's	's	PART
easat-10555	149	10	application	application	NOUN
easat-10555	149	11	in	in	ADP
easat-10555	149	12	the	the	DET
easat-10555	149	13	form	form	NOUN
easat-10555	149	14	of	of	ADP
easat-10555	149	15	messages	message	NOUN
easat-10555	149	16	that	that	PRON
easat-10555	149	17	include	include	VERB
easat-10555	149	18	the	the	DET
easat-10555	149	19	camera	camera	NOUN
easat-10555	149	20	i	i	PROPN
easat-10555	149	21	d	d	PROPN
easat-10555	149	22	,	,	PUNCT
easat-10555	149	23	date	date	NOUN
easat-10555	149	24	,	,	PUNCT
easat-10555	149	25	and	and	CCONJ
easat-10555	149	26	time	time	NOUN
easat-10555	149	27	of	of	ADP
easat-10555	149	28	detection	detection	NOUN
easat-10555	149	29	,	,	PUNCT
easat-10555	149	30	enabling	enable	VERB
easat-10555	149	31	timely	timely	ADJ
easat-10555	149	32	monitoring	monitoring	NOUN
easat-10555	149	33	and	and	CCONJ
easat-10555	149	34	responsive	responsive	ADJ
easat-10555	149	35	action	action	NOUN
easat-10555	149	36	.	.	PUNCT
easat-10555	150	1	as	as	SCONJ
easat-10555	150	2	illustrated	illustrate	VERB
easat-10555	150	3	in	in	ADP
easat-10555	150	4	the	the	DET
easat-10555	150	5	accompanying	accompanying	ADJ
easat-10555	150	6	figure	figure	NOUN
easat-10555	150	7	,	,	PUNCT
easat-10555	150	8	the	the	DET
easat-10555	150	9	system	system	NOUN
easat-10555	150	10	detected	detect	VERB
easat-10555	150	11	abnormal	abnormal	ADJ
easat-10555	150	12	emotions	emotion	NOUN
easat-10555	150	13	from	from	ADP
easat-10555	150	14	cctv	cctv	PROPN
easat-10555	150	15	cameras	camera	NOUN
easat-10555	150	16	no	no	NOUN
easat-10555	150	17	.	.	NOUN
easat-10555	150	18	1	1	NUM
easat-10555	150	19	,	,	PUNCT
easat-10555	150	20	2	2	NUM
easat-10555	150	21	,	,	PUNCT
easat-10555	150	22	and	and	CCONJ
easat-10555	150	23	3	3	NUM
easat-10555	150	24	at	at	ADP
easat-10555	150	25	different	different	ADJ
easat-10555	150	26	times	time	NOUN
easat-10555	150	27	,	,	PUNCT
easat-10555	150	28	triggering	trigger	VERB
easat-10555	150	29	automatic	automatic	ADJ
easat-10555	150	30	alerts	alert	NOUN
easat-10555	150	31	displayed	display	VERB
easat-10555	150	32	immediately	immediately	ADV
easat-10555	150	33	through	through	ADP
easat-10555	150	34	the	the	DET
easat-10555	150	35	web	web	NOUN
easat-10555	150	36	application	application	NOUN
easat-10555	150	37	interface	interface	NOUN
easat-10555	150	38	.	.	PUNCT
easat-10555	151	1	this	this	DET
easat-10555	151	2	alert	alert	ADJ
easat-10555	151	3	mechanism	mechanism	NOUN
easat-10555	151	4	serves	serve	VERB
easat-10555	151	5	as	as	ADP
easat-10555	151	6	a	a	DET
easat-10555	151	7	critical	critical	ADJ
easat-10555	151	8	feature	feature	NOUN
easat-10555	151	9	that	that	PRON
easat-10555	151	10	enhances	enhance	VERB
easat-10555	151	11	the	the	DET
easat-10555	151	12	effectiveness	effectiveness	NOUN
easat-10555	151	13	of	of	ADP
easat-10555	151	14	surveillance	surveillance	NOUN
easat-10555	151	15	and	and	CCONJ
easat-10555	151	16	situational	situational	ADJ
easat-10555	151	17	management	management	NOUN
easat-10555	151	18	in	in	ADP
easat-10555	151	19	high	high	ADJ
easat-10555	151	20	-	-	PUNCT
easat-10555	151	21	risk	risk	NOUN
easat-10555	151	22	environments	environment	NOUN
easat-10555	151	23	,	,	PUNCT
easat-10555	151	24	particularly	particularly	ADV
easat-10555	151	25	in	in	ADP
easat-10555	151	26	contexts	context	NOUN
easat-10555	151	27	such	such	ADJ
easat-10555	151	28	as	as	ADP
easat-10555	151	29	educational	educational	ADJ
easat-10555	151	30	institutions	institution	NOUN
easat-10555	151	31	,	,	PUNCT
easat-10555	151	32	government	government	NOUN
easat-10555	151	33	offices	office	NOUN
easat-10555	151	34	,	,	PUNCT
easat-10555	151	35	or	or	CCONJ
easat-10555	151	36	public	public	ADJ
easat-10555	151	37	spaces	space	NOUN
easat-10555	151	38	where	where	SCONJ
easat-10555	151	39	proactive	proactive	ADJ
easat-10555	151	40	safety	safety	NOUN
easat-10555	151	41	measures	measure	NOUN
easat-10555	151	42	are	be	AUX
easat-10555	151	43	essential	essential	ADJ
easat-10555	151	44	,	,	PUNCT
easat-10555	151	45	as	as	SCONJ
easat-10555	151	46	shown	show	VERB
easat-10555	151	47	in	in	ADP
easat-10555	151	48	figure	figure	NOUN
easat-10555	151	49	10	10	NUM
easat-10555	151	50	.	.	PUNCT
easat-10555	152	1	845	845	NUM
easat-10555	152	2	edelweiss	edelweiss	PROPN
easat-10555	152	3	applied	apply	VERB
easat-10555	152	4	science	science	NOUN
easat-10555	152	5	and	and	CCONJ
easat-10555	152	6	technology	technology	NOUN
easat-10555	152	7	issn	issn	PROPN
easat-10555	152	8	:	:	PUNCT
easat-10555	152	9	2576	2576	NUM
easat-10555	152	10	-	-	SYM
easat-10555	152	11	8484	8484	NUM
easat-10555	152	12	vol	vol	NOUN
easat-10555	152	13	.	.	PROPN
easat-10555	153	1	9	9	NUM
easat-10555	153	2	,	,	PUNCT
easat-10555	153	3	no	no	INTJ
easat-10555	153	4	.	.	NOUN
easat-10555	153	5	10	10	NUM
easat-10555	153	6	:	:	PUNCT
easat-10555	153	7	832	832	NUM
easat-10555	153	8	-	-	SYM
easat-10555	153	9	853	853	NUM
easat-10555	153	10	,	,	PUNCT
easat-10555	153	11	2025	2025	NUM
easat-10555	153	12	doi	doi	NOUN
easat-10555	153	13	:	:	PUNCT
easat-10555	153	14	10.55214/2576	10.55214/2576	NUM
easat-10555	153	15	-	-	PUNCT
easat-10555	153	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	154	1	©	©	ADP
easat-10555	154	2	2025	2025	NUM
easat-10555	154	3	by	by	ADP
easat-10555	154	4	the	the	DET
easat-10555	154	5	authors	author	NOUN
easat-10555	154	6	;	;	PUNCT
easat-10555	154	7	licensee	licensee	PROPN
easat-10555	154	8	learning	learn	VERB
easat-10555	154	9	gate	gate	PROPN
easat-10555	154	10	figure	figure	NOUN
easat-10555	154	11	10	10	NUM
easat-10555	154	12	.	.	PUNCT
easat-10555	155	1	emotion	emotion	NOUN
easat-10555	155	2	detection	detection	NOUN
easat-10555	155	3	alert	alert	NOUN
easat-10555	155	4	.	.	PUNCT
easat-10555	156	1	from	from	ADP
easat-10555	156	2	figure	figure	NOUN
easat-10555	156	3	10	10	NUM
easat-10555	156	4	,	,	PUNCT
easat-10555	156	5	the	the	DET
easat-10555	156	6	system	system	NOUN
easat-10555	156	7	has	have	AUX
easat-10555	156	8	detected	detect	VERB
easat-10555	156	9	multiple	multiple	ADJ
easat-10555	156	10	instances	instance	NOUN
easat-10555	156	11	of	of	ADP
easat-10555	156	12	abnormal	abnormal	ADJ
easat-10555	156	13	emotional	emotional	ADJ
easat-10555	156	14	states	state	NOUN
easat-10555	156	15	from	from	ADP
easat-10555	156	16	different	different	ADJ
easat-10555	156	17	cctv	cctv	NOUN
easat-10555	156	18	sources	source	NOUN
easat-10555	156	19	.	.	PUNCT
easat-10555	157	1	the	the	DET
easat-10555	157	2	summarized	summarize	VERB
easat-10555	157	3	alert	alert	NOUN
easat-10555	157	4	data	datum	NOUN
easat-10555	157	5	is	be	AUX
easat-10555	157	6	as	as	SCONJ
easat-10555	157	7	follows	follow	VERB
easat-10555	157	8	:	:	PUNCT
easat-10555	157	9	table	table	NOUN
easat-10555	157	10	1	1	NUM
easat-10555	157	11	.	.	PUNCT
easat-10555	157	12	table	table	NOUN
easat-10555	157	13	1	1	NUM
easat-10555	157	14	.	.	PUNCT
easat-10555	157	15	emotional	emotional	ADJ
easat-10555	157	16	notification	notification	NOUN
easat-10555	157	17	.	.	PUNCT
easat-10555	158	1	no	no	INTJ
easat-10555	158	2	.	.	PUNCT
easat-10555	159	1	cctv	cctv	PROPN
easat-10555	159	2	i	i	PROPN
easat-10555	159	3	d	d	PROPN
easat-10555	159	4	description	description	NOUN
easat-10555	159	5	date	date	NOUN
easat-10555	159	6	&	&	CCONJ
easat-10555	159	7	time	time	PROPN
easat-10555	159	8	1	1	NUM
easat-10555	159	9	cctv	cctv	PROPN
easat-10555	159	10	no	no	NOUN
easat-10555	159	11	.	.	NOUN
easat-10555	159	12	1	1	NUM
easat-10555	159	13	abnormal	abnormal	ADJ
easat-10555	159	14	emotions	emotion	NOUN
easat-10555	159	15	were	be	AUX
easat-10555	159	16	detected	detect	VERB
easat-10555	159	17	at	at	ADP
easat-10555	159	18	a	a	DET
easat-10555	159	19	very	very	ADV
easat-10555	159	20	high	high	ADJ
easat-10555	159	21	level	level	NOUN
easat-10555	159	22	.	.	PUNCT
easat-10555	160	1	15/10/2024	15/10/2024	NUM
easat-10555	160	2	15:05	15:05	NUM
easat-10555	160	3	2	2	NUM
easat-10555	160	4	cctv	cctv	NOUN
easat-10555	160	5	no	no	NOUN
easat-10555	160	6	.	.	NOUN
easat-10555	160	7	2	2	NUM
easat-10555	160	8	abnormal	abnormal	ADJ
easat-10555	160	9	emotions	emotion	NOUN
easat-10555	160	10	were	be	AUX
easat-10555	160	11	detected	detect	VERB
easat-10555	160	12	at	at	ADP
easat-10555	160	13	a	a	DET
easat-10555	160	14	very	very	ADV
easat-10555	160	15	high	high	ADJ
easat-10555	160	16	level	level	NOUN
easat-10555	160	17	.	.	PUNCT
easat-10555	161	1	15/10/2024	15/10/2024	NUM
easat-10555	161	2	15:35	15:35	NUM
easat-10555	161	3	3	3	NUM
easat-10555	161	4	cctv	cctv	PROPN
easat-10555	161	5	no	no	NOUN
easat-10555	161	6	.	.	NOUN
easat-10555	161	7	3	3	NUM
easat-10555	161	8	abnormal	abnormal	ADJ
easat-10555	161	9	emotions	emotion	NOUN
easat-10555	161	10	were	be	AUX
easat-10555	161	11	detected	detect	VERB
easat-10555	161	12	at	at	ADP
easat-10555	161	13	a	a	DET
easat-10555	161	14	very	very	ADV
easat-10555	161	15	high	high	ADJ
easat-10555	161	16	level	level	NOUN
easat-10555	161	17	.	.	PUNCT
easat-10555	162	1	15/10/2024	15/10/2024	NUM
easat-10555	162	2	16:15	16:15	NUM
easat-10555	162	3	4.1.4	4.1.4	NUM
easat-10555	162	4	.	.	PUNCT
easat-10555	163	1	abnormal	abnormal	ADJ
easat-10555	163	2	emotional	emotional	ADJ
easat-10555	163	3	notification	notification	NOUN
easat-10555	163	4	via	via	ADP
easat-10555	163	5	email	email	NOUN
easat-10555	163	6	in	in	ADP
easat-10555	163	7	addition	addition	NOUN
easat-10555	163	8	to	to	ADP
easat-10555	163	9	real	real	ADJ
easat-10555	163	10	-	-	PUNCT
easat-10555	163	11	time	time	NOUN
easat-10555	163	12	alerts	alert	NOUN
easat-10555	163	13	through	through	ADP
easat-10555	163	14	the	the	DET
easat-10555	163	15	web	web	NOUN
easat-10555	163	16	-	-	PUNCT
easat-10555	163	17	based	base	VERB
easat-10555	163	18	application	application	NOUN
easat-10555	163	19	,	,	PUNCT
easat-10555	163	20	the	the	DET
easat-10555	163	21	system	system	NOUN
easat-10555	163	22	is	be	AUX
easat-10555	163	23	also	also	ADV
easat-10555	163	24	equipped	equip	VERB
easat-10555	163	25	with	with	ADP
easat-10555	163	26	an	an	DET
easat-10555	163	27	email	email	NOUN
easat-10555	163	28	notification	notification	NOUN
easat-10555	163	29	feature	feature	NOUN
easat-10555	163	30	to	to	PART
easat-10555	163	31	enhance	enhance	VERB
easat-10555	163	32	accessibility	accessibility	NOUN
easat-10555	163	33	and	and	CCONJ
easat-10555	163	34	responsiveness	responsiveness	NOUN
easat-10555	163	35	for	for	ADP
easat-10555	163	36	administrators	administrator	NOUN
easat-10555	163	37	who	who	PRON
easat-10555	163	38	may	may	AUX
easat-10555	163	39	not	not	PART
easat-10555	163	40	be	be	AUX
easat-10555	163	41	actively	actively	ADV
easat-10555	163	42	monitoring	monitor	VERB
easat-10555	163	43	the	the	DET
easat-10555	163	44	dashboard	dashboard	NOUN
easat-10555	163	45	.	.	PUNCT
easat-10555	164	1	when	when	SCONJ
easat-10555	164	2	the	the	DET
easat-10555	164	3	system	system	NOUN
easat-10555	164	4	detects	detect	VERB
easat-10555	164	5	an	an	DET
easat-10555	164	6	emotional	emotional	ADJ
easat-10555	164	7	trend	trend	NOUN
easat-10555	164	8	that	that	SCONJ
easat-10555	164	9	846	846	NUM
easat-10555	164	10	edelweiss	edelweiss	PROPN
easat-10555	164	11	applied	apply	VERB
easat-10555	164	12	science	science	NOUN
easat-10555	164	13	and	and	CCONJ
easat-10555	164	14	technology	technology	NOUN
easat-10555	164	15	issn	issn	PROPN
easat-10555	164	16	:	:	PUNCT
easat-10555	164	17	2576	2576	NUM
easat-10555	164	18	-	-	SYM
easat-10555	164	19	8484	8484	NUM
easat-10555	164	20	vol	vol	NOUN
easat-10555	164	21	.	.	PROPN
easat-10555	165	1	9	9	NUM
easat-10555	165	2	,	,	PUNCT
easat-10555	165	3	no	no	INTJ
easat-10555	165	4	.	.	NOUN
easat-10555	165	5	10	10	NUM
easat-10555	165	6	:	:	PUNCT
easat-10555	165	7	832	832	NUM
easat-10555	165	8	-	-	SYM
easat-10555	165	9	853	853	NUM
easat-10555	165	10	,	,	PUNCT
easat-10555	165	11	2025	2025	NUM
easat-10555	165	12	doi	doi	NOUN
easat-10555	165	13	:	:	PUNCT
easat-10555	165	14	10.55214/2576	10.55214/2576	NUM
easat-10555	165	15	-	-	PUNCT
easat-10555	165	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	166	1	©	©	ADP
easat-10555	166	2	2025	2025	NUM
easat-10555	166	3	by	by	ADP
easat-10555	166	4	the	the	DET
easat-10555	166	5	authors	author	NOUN
easat-10555	166	6	;	;	PUNCT
easat-10555	166	7	licensee	licensee	PROPN
easat-10555	166	8	learning	learn	VERB
easat-10555	166	9	gate	gate	PROPN
easat-10555	166	10	reaches	reach	VERB
easat-10555	166	11	a	a	DET
easat-10555	166	12	concerning	concern	VERB
easat-10555	166	13	level	level	NOUN
easat-10555	166	14	,	,	PUNCT
easat-10555	166	15	such	such	ADJ
easat-10555	166	16	as	as	ADP
easat-10555	166	17	a	a	DET
easat-10555	166	18	very	very	ADV
easat-10555	166	19	high	high	ADJ
easat-10555	166	20	level	level	NOUN
easat-10555	166	21	of	of	ADP
easat-10555	166	22	sadness	sadness	NOUN
easat-10555	166	23	,	,	PUNCT
easat-10555	166	24	it	it	PRON
easat-10555	166	25	automatically	automatically	ADV
easat-10555	166	26	generates	generate	VERB
easat-10555	166	27	and	and	CCONJ
easat-10555	166	28	sends	send	VERB
easat-10555	166	29	an	an	DET
easat-10555	166	30	email	email	NOUN
easat-10555	166	31	alert	alert	NOUN
easat-10555	166	32	to	to	ADP
easat-10555	166	33	designated	designate	VERB
easat-10555	166	34	personnel	personnel	NOUN
easat-10555	166	35	.	.	PUNCT
easat-10555	167	1	the	the	DET
easat-10555	167	2	email	email	NOUN
easat-10555	167	3	includes	include	VERB
easat-10555	167	4	essential	essential	ADJ
easat-10555	167	5	details	detail	NOUN
easat-10555	167	6	such	such	ADJ
easat-10555	167	7	as	as	ADP
easat-10555	167	8	the	the	DET
easat-10555	167	9	type	type	NOUN
easat-10555	167	10	and	and	CCONJ
easat-10555	167	11	severity	severity	NOUN
easat-10555	167	12	of	of	ADP
easat-10555	167	13	the	the	DET
easat-10555	167	14	detected	detect	VERB
easat-10555	167	15	emotion	emotion	NOUN
easat-10555	167	16	,	,	PUNCT
easat-10555	167	17	the	the	DET
easat-10555	167	18	specific	specific	ADJ
easat-10555	167	19	cctv	cctv	PROPN
easat-10555	167	20	camera	camera	NOUN
easat-10555	167	21	involved	involve	VERB
easat-10555	167	22	,	,	PUNCT
easat-10555	167	23	and	and	CCONJ
easat-10555	167	24	the	the	DET
easat-10555	167	25	location	location	NOUN
easat-10555	167	26	of	of	ADP
easat-10555	167	27	the	the	DET
easat-10555	167	28	incident	incident	NOUN
easat-10555	167	29	(	(	PUNCT
easat-10555	167	30	e.g.	e.g.	ADV
easat-10555	167	31	,	,	PUNCT
easat-10555	167	32	classroom	classroom	NOUN
easat-10555	167	33	or	or	CCONJ
easat-10555	167	34	building	building	NOUN
easat-10555	167	35	area	area	NOUN
easat-10555	167	36	)	)	PUNCT
easat-10555	167	37	.	.	PUNCT
easat-10555	168	1	as	as	SCONJ
easat-10555	168	2	illustrated	illustrate	VERB
easat-10555	168	3	in	in	ADP
easat-10555	168	4	the	the	DET
easat-10555	168	5	sample	sample	NOUN
easat-10555	168	6	email	email	NOUN
easat-10555	168	7	,	,	PUNCT
easat-10555	168	8	the	the	DET
easat-10555	168	9	system	system	NOUN
easat-10555	168	10	identified	identify	VERB
easat-10555	168	11	an	an	DET
easat-10555	168	12	elevated	elevated	ADJ
easat-10555	168	13	level	level	NOUN
easat-10555	168	14	of	of	ADP
easat-10555	168	15	sadness	sadness	NOUN
easat-10555	168	16	from	from	ADP
easat-10555	168	17	cctv	cctv	PROPN
easat-10555	168	18	camera	camera	NOUN
easat-10555	168	19	number	number	NOUN
easat-10555	168	20	1	1	NUM
easat-10555	168	21	,	,	PUNCT
easat-10555	168	22	located	locate	VERB
easat-10555	168	23	in	in	ADP
easat-10555	168	24	classroom	classroom	NOUN
easat-10555	168	25	4919	4919	NUM
easat-10555	168	26	.	.	PUNCT
easat-10555	169	1	this	this	DET
easat-10555	169	2	email	email	NOUN
easat-10555	169	3	-	-	PUNCT
easat-10555	169	4	based	base	VERB
easat-10555	169	5	alert	alert	NOUN
easat-10555	169	6	mechanism	mechanism	NOUN
easat-10555	169	7	plays	play	VERB
easat-10555	169	8	a	a	DET
easat-10555	169	9	crucial	crucial	ADJ
easat-10555	169	10	role	role	NOUN
easat-10555	169	11	in	in	ADP
easat-10555	169	12	extending	extend	VERB
easat-10555	169	13	the	the	DET
easat-10555	169	14	system	system	NOUN
easat-10555	169	15	’s	’s	PART
easat-10555	169	16	surveillance	surveillance	NOUN
easat-10555	169	17	capabilities	capability	NOUN
easat-10555	169	18	,	,	PUNCT
easat-10555	169	19	ensuring	ensure	VERB
easat-10555	169	20	that	that	SCONJ
easat-10555	169	21	emotional	emotional	ADJ
easat-10555	169	22	anomalies	anomaly	NOUN
easat-10555	169	23	can	can	AUX
easat-10555	169	24	be	be	AUX
easat-10555	169	25	promptly	promptly	ADV
easat-10555	169	26	addressed	address	VERB
easat-10555	169	27	even	even	ADV
easat-10555	169	28	when	when	SCONJ
easat-10555	169	29	the	the	DET
easat-10555	169	30	user	user	NOUN
easat-10555	169	31	is	be	AUX
easat-10555	169	32	off	off	ADP
easat-10555	169	33	-	-	PUNCT
easat-10555	169	34	site	site	NOUN
easat-10555	169	35	,	,	PUNCT
easat-10555	169	36	thereby	thereby	ADV
easat-10555	169	37	supporting	support	VERB
easat-10555	169	38	timely	timely	ADJ
easat-10555	169	39	and	and	CCONJ
easat-10555	169	40	effective	effective	ADJ
easat-10555	169	41	intervention	intervention	NOUN
easat-10555	169	42	in	in	ADP
easat-10555	169	43	real	real	ADJ
easat-10555	169	44	-	-	PUNCT
easat-10555	169	45	world	world	NOUN
easat-10555	169	46	environments	environment	NOUN
easat-10555	169	47	,	,	PUNCT
easat-10555	169	48	as	as	SCONJ
easat-10555	169	49	shown	show	VERB
easat-10555	169	50	in	in	ADP
easat-10555	169	51	figure	figure	NOUN
easat-10555	169	52	11	11	NUM
easat-10555	169	53	.	.	PUNCT
easat-10555	170	1	figure	figure	VERB
easat-10555	170	2	11	11	NUM
easat-10555	170	3	.	.	PUNCT
easat-10555	171	1	emotion	emotion	NOUN
easat-10555	171	2	detection	detection	NOUN
easat-10555	171	3	email	email	NOUN
easat-10555	171	4	alert	alert	NOUN
easat-10555	171	5	.	.	PUNCT
easat-10555	172	1	4.1.5	4.1.5	X
easat-10555	172	2	.	.	PUNCT
easat-10555	172	3	model	model	NOUN
easat-10555	172	4	evaluation	evaluation	NOUN
easat-10555	172	5	the	the	DET
easat-10555	172	6	evaluation	evaluation	NOUN
easat-10555	172	7	results	result	NOUN
easat-10555	172	8	of	of	ADP
easat-10555	172	9	the	the	DET
easat-10555	172	10	developed	develop	VERB
easat-10555	172	11	model	model	NOUN
easat-10555	172	12	for	for	ADP
easat-10555	172	13	facial	facial	ADJ
easat-10555	172	14	emotion	emotion	NOUN
easat-10555	172	15	recognition	recognition	NOUN
easat-10555	172	16	revealed	reveal	VERB
easat-10555	172	17	that	that	SCONJ
easat-10555	172	18	the	the	DET
easat-10555	172	19	model	model	NOUN
easat-10555	172	20	achieved	achieve	VERB
easat-10555	172	21	an	an	DET
easat-10555	172	22	accuracy	accuracy	NOUN
easat-10555	172	23	of	of	ADP
easat-10555	172	24	0.8024	0.8024	NUM
easat-10555	172	25	,	,	PUNCT
easat-10555	172	26	equivalent	equivalent	ADJ
easat-10555	172	27	to	to	ADP
easat-10555	172	28	80.24	80.24	NUM
easat-10555	172	29	%	%	NOUN
easat-10555	172	30	,	,	PUNCT
easat-10555	172	31	and	and	CCONJ
easat-10555	172	32	a	a	DET
easat-10555	172	33	loss	loss	NOUN
easat-10555	172	34	value	value	NOUN
easat-10555	172	35	of	of	ADP
easat-10555	172	36	0.5542	0.5542	NUM
easat-10555	172	37	.	.	PUNCT
easat-10555	173	1	these	these	DET
easat-10555	173	2	results	result	NOUN
easat-10555	173	3	indicate	indicate	VERB
easat-10555	173	4	a	a	DET
easat-10555	173	5	satisfactory	satisfactory	ADJ
easat-10555	173	6	level	level	NOUN
easat-10555	173	7	of	of	ADP
easat-10555	173	8	model	model	NOUN
easat-10555	173	9	performance	performance	NOUN
easat-10555	173	10	in	in	ADP
easat-10555	173	11	terms	term	NOUN
easat-10555	173	12	of	of	ADP
easat-10555	173	13	both	both	CCONJ
easat-10555	173	14	its	its	PRON
easat-10555	173	15	ability	ability	NOUN
easat-10555	173	16	to	to	PART
easat-10555	173	17	learn	learn	VERB
easat-10555	173	18	patterns	pattern	NOUN
easat-10555	173	19	from	from	ADP
easat-10555	173	20	the	the	DET
easat-10555	173	21	data	datum	NOUN
easat-10555	173	22	and	and	CCONJ
easat-10555	173	23	to	to	PART
easat-10555	173	24	make	make	VERB
easat-10555	173	25	accurate	accurate	ADJ
easat-10555	173	26	predictions	prediction	NOUN
easat-10555	173	27	,	,	PUNCT
easat-10555	173	28	as	as	SCONJ
easat-10555	173	29	shown	show	VERB
easat-10555	173	30	in	in	ADP
easat-10555	173	31	figure	figure	NOUN
easat-10555	173	32	12	12	NUM
easat-10555	173	33	.	.	PUNCT
easat-10555	174	1	847	847	NUM
easat-10555	174	2	edelweiss	edelweiss	PROPN
easat-10555	174	3	applied	apply	VERB
easat-10555	174	4	science	science	NOUN
easat-10555	174	5	and	and	CCONJ
easat-10555	174	6	technology	technology	NOUN
easat-10555	174	7	issn	issn	PROPN
easat-10555	174	8	:	:	PUNCT
easat-10555	174	9	2576	2576	NUM
easat-10555	174	10	-	-	SYM
easat-10555	174	11	8484	8484	NUM
easat-10555	174	12	vol	vol	NOUN
easat-10555	174	13	.	.	PROPN
easat-10555	175	1	9	9	NUM
easat-10555	175	2	,	,	PUNCT
easat-10555	175	3	no	no	INTJ
easat-10555	175	4	.	.	NOUN
easat-10555	175	5	10	10	NUM
easat-10555	175	6	:	:	PUNCT
easat-10555	175	7	832	832	NUM
easat-10555	175	8	-	-	SYM
easat-10555	175	9	853	853	NUM
easat-10555	175	10	,	,	PUNCT
easat-10555	175	11	2025	2025	NUM
easat-10555	175	12	doi	doi	NOUN
easat-10555	175	13	:	:	PUNCT
easat-10555	175	14	10.55214/2576	10.55214/2576	NUM
easat-10555	175	15	-	-	PUNCT
easat-10555	175	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	176	1	©	©	ADP
easat-10555	176	2	2025	2025	NUM
easat-10555	176	3	by	by	ADP
easat-10555	176	4	the	the	DET
easat-10555	176	5	authors	author	NOUN
easat-10555	176	6	;	;	PUNCT
easat-10555	176	7	licensee	licensee	PROPN
easat-10555	176	8	learning	learn	VERB
easat-10555	176	9	gate	gate	PROPN
easat-10555	176	10	figure	figure	NOUN
easat-10555	176	11	12	12	NUM
easat-10555	176	12	.	.	PUNCT
easat-10555	176	13	model	model	NOUN
easat-10555	176	14	evaluation	evaluation	NOUN
easat-10555	176	15	.	.	PUNCT
easat-10555	177	1	848	848	NUM
easat-10555	177	2	edelweiss	edelweiss	PROPN
easat-10555	177	3	applied	apply	VERB
easat-10555	177	4	science	science	NOUN
easat-10555	177	5	and	and	CCONJ
easat-10555	177	6	technology	technology	NOUN
easat-10555	177	7	issn	issn	PROPN
easat-10555	177	8	:	:	PUNCT
easat-10555	177	9	2576	2576	NUM
easat-10555	177	10	-	-	SYM
easat-10555	177	11	8484	8484	NUM
easat-10555	177	12	vol	vol	NOUN
easat-10555	177	13	.	.	PROPN
easat-10555	178	1	9	9	NUM
easat-10555	178	2	,	,	PUNCT
easat-10555	178	3	no	no	INTJ
easat-10555	178	4	.	.	NOUN
easat-10555	178	5	10	10	NUM
easat-10555	178	6	:	:	PUNCT
easat-10555	178	7	832	832	NUM
easat-10555	178	8	-	-	SYM
easat-10555	178	9	853	853	NUM
easat-10555	178	10	,	,	PUNCT
easat-10555	178	11	2025	2025	NUM
easat-10555	178	12	doi	doi	NOUN
easat-10555	178	13	:	:	PUNCT
easat-10555	178	14	10.55214/2576	10.55214/2576	NUM
easat-10555	178	15	-	-	PUNCT
easat-10555	178	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	179	1	©	©	ADP
easat-10555	179	2	2025	2025	NUM
easat-10555	179	3	by	by	ADP
easat-10555	179	4	the	the	DET
easat-10555	179	5	authors	author	NOUN
easat-10555	179	6	;	;	PUNCT
easat-10555	179	7	licensee	licensee	PROPN
easat-10555	179	8	learning	learn	VERB
easat-10555	179	9	gate	gate	PROPN
easat-10555	179	10	figure	figure	NOUN
easat-10555	179	11	13	13	NUM
easat-10555	179	12	.	.	PUNCT
easat-10555	179	13	confusion	confusion	NOUN
easat-10555	179	14	matrix	matrix	NOUN
easat-10555	179	15	.	.	PUNCT
easat-10555	180	1	table	table	NOUN
easat-10555	180	2	2	2	NUM
easat-10555	180	3	.	.	PUNCT
easat-10555	180	4	model	model	NOUN
easat-10555	180	5	performance	performance	NOUN
easat-10555	180	6	evaluation	evaluation	NOUN
easat-10555	180	7	results	result	NOUN
easat-10555	180	8	.	.	PUNCT
easat-10555	181	1	emotion	emotion	NOUN
easat-10555	181	2	category	category	NOUN
easat-10555	181	3	precision	precision	NOUN
easat-10555	181	4	(	(	PUNCT
easat-10555	181	5	%	%	INTJ
easat-10555	181	6	)	)	PUNCT
easat-10555	181	7	recall	recall	NOUN
easat-10555	181	8	(	(	PUNCT
easat-10555	181	9	%	%	NOUN
easat-10555	181	10	)	)	PUNCT
easat-10555	181	11	f1	f1	NOUN
easat-10555	181	12	score	score	NOUN
easat-10555	181	13	(	(	PUNCT
easat-10555	181	14	%	%	INTJ
easat-10555	181	15	)	)	PUNCT
easat-10555	181	16	support	support	NOUN
easat-10555	181	17	(	(	PUNCT
easat-10555	181	18	images	image	NOUN
easat-10555	181	19	)	)	PUNCT
easat-10555	181	20	happiness	happiness	NOUN
easat-10555	181	21	85.12	85.12	NUM
easat-10555	181	22	88.45	88.45	NUM
easat-10555	181	23	86.75	86.75	NUM
easat-10555	181	24	820	820	NUM
easat-10555	181	25	neutral	neutral	ADJ
easat-10555	181	26	81.34	81.34	NUM
easat-10555	181	27	80.21	80.21	NUM
easat-10555	181	28	80.77	80.77	NUM
easat-10555	181	29	760	760	NUM
easat-10555	181	30	anger	anger	NOUN
easat-10555	181	31	78.56	78.56	NUM
easat-10555	181	32	76.92	76.92	NUM
easat-10555	181	33	77.73	77.73	NUM
easat-10555	181	34	540	540	NUM
easat-10555	181	35	fear	fear	NOUN
easat-10555	181	36	74.21	74.21	NUM
easat-10555	181	37	72.18	72.18	NUM
easat-10555	181	38	73.18	73.18	NUM
easat-10555	181	39	410	410	NUM
easat-10555	181	40	sadness	sadness	NOUN
easat-10555	181	41	79.85	79.85	NUM
easat-10555	181	42	77.64	77.64	NUM
easat-10555	181	43	78.73	78.73	NUM
easat-10555	181	44	500	500	NUM
easat-10555	181	45	surprise	surprise	NOUN
easat-10555	181	46	87.64	87.64	NUM
easat-10555	181	47	85.32	85.32	NUM
easat-10555	181	48	86.46	86.46	NUM
easat-10555	181	49	450	450	NUM
easat-10555	181	50	disgust	disgust	NOUN
easat-10555	181	51	75.42	75.42	NUM
easat-10555	181	52	74.1	74.1	NUM
easat-10555	181	53	74.75	74.75	NUM
easat-10555	181	54	380	380	NUM
easat-10555	181	55	average	average	NOUN
easat-10555	181	56	80.59	80.59	NUM
easat-10555	181	57	79.54	79.54	NUM
easat-10555	181	58	80.05	80.05	NUM
easat-10555	181	59	—	—	PUNCT
easat-10555	181	60	from	from	ADP
easat-10555	181	61	table	table	NOUN
easat-10555	181	62	2	2	NUM
easat-10555	181	63	,	,	PUNCT
easat-10555	181	64	the	the	DET
easat-10555	181	65	model	model	NOUN
easat-10555	181	66	evaluation	evaluation	NOUN
easat-10555	181	67	results	result	NOUN
easat-10555	181	68	indicate	indicate	VERB
easat-10555	181	69	that	that	SCONJ
easat-10555	181	70	the	the	DET
easat-10555	181	71	system	system	NOUN
easat-10555	181	72	can	can	AUX
easat-10555	181	73	classify	classify	VERB
easat-10555	181	74	facial	facial	ADJ
easat-10555	181	75	emotions	emotion	NOUN
easat-10555	181	76	with	with	ADP
easat-10555	181	77	a	a	DET
easat-10555	181	78	high	high	ADJ
easat-10555	181	79	degree	degree	NOUN
easat-10555	181	80	of	of	ADP
easat-10555	181	81	accuracy	accuracy	NOUN
easat-10555	181	82	.	.	PUNCT
easat-10555	182	1	the	the	DET
easat-10555	182	2	average	average	ADJ
easat-10555	182	3	precision	precision	NOUN
easat-10555	182	4	,	,	PUNCT
easat-10555	182	5	recall	recall	NOUN
easat-10555	182	6	,	,	PUNCT
easat-10555	182	7	and	and	CCONJ
easat-10555	182	8	f1	f1	NOUN
easat-10555	182	9	scores	score	NOUN
easat-10555	182	10	were	be	AUX
easat-10555	182	11	80.59	80.59	NUM
easat-10555	182	12	%	%	NOUN
easat-10555	182	13	,	,	PUNCT
easat-10555	182	14	79.54	79.54	NUM
easat-10555	182	15	%	%	NOUN
easat-10555	182	16	,	,	PUNCT
easat-10555	182	17	and	and	CCONJ
easat-10555	182	18	80.05	80.05	NUM
easat-10555	182	19	%	%	NOUN
easat-10555	182	20	,	,	PUNCT
easat-10555	182	21	respectively	respectively	ADV
easat-10555	182	22	.	.	PUNCT
easat-10555	183	1	the	the	DET
easat-10555	183	2	emotions	emotion	NOUN
easat-10555	183	3	"	"	PUNCT
easat-10555	183	4	happiness	happiness	NOUN
easat-10555	183	5	"	"	PUNCT
easat-10555	183	6	and	and	CCONJ
easat-10555	183	7	"	"	PUNCT
easat-10555	183	8	surprise	surprise	NOUN
easat-10555	183	9	"	"	PUNCT
easat-10555	183	10	achieved	achieve	VERB
easat-10555	183	11	the	the	DET
easat-10555	183	12	highest	high	ADJ
easat-10555	183	13	precision	precision	NOUN
easat-10555	183	14	values	value	NOUN
easat-10555	183	15	,	,	PUNCT
easat-10555	183	16	reflecting	reflect	VERB
easat-10555	183	17	the	the	DET
easat-10555	183	18	model	model	NOUN
easat-10555	183	19	’s	’s	PART
easat-10555	183	20	strong	strong	ADJ
easat-10555	183	21	capability	capability	NOUN
easat-10555	183	22	to	to	PART
easat-10555	183	23	recognize	recognize	VERB
easat-10555	183	24	the	the	DET
easat-10555	183	25	distinctive	distinctive	ADJ
easat-10555	183	26	features	feature	NOUN
easat-10555	183	27	of	of	ADP
easat-10555	183	28	these	these	DET
easat-10555	183	29	expressions	expression	NOUN
easat-10555	183	30	849	849	NUM
easat-10555	183	31	edelweiss	edelweiss	PROPN
easat-10555	183	32	applied	apply	VERB
easat-10555	183	33	science	science	NOUN
easat-10555	183	34	and	and	CCONJ
easat-10555	183	35	technology	technology	NOUN
easat-10555	183	36	issn	issn	PROPN
easat-10555	183	37	:	:	PUNCT
easat-10555	183	38	2576	2576	NUM
easat-10555	183	39	-	-	SYM
easat-10555	183	40	8484	8484	NUM
easat-10555	183	41	vol	vol	NOUN
easat-10555	183	42	.	.	PROPN
easat-10555	184	1	9	9	NUM
easat-10555	184	2	,	,	PUNCT
easat-10555	184	3	no	no	INTJ
easat-10555	184	4	.	.	NOUN
easat-10555	184	5	10	10	NUM
easat-10555	184	6	:	:	PUNCT
easat-10555	184	7	832	832	NUM
easat-10555	184	8	-	-	SYM
easat-10555	184	9	853	853	NUM
easat-10555	184	10	,	,	PUNCT
easat-10555	184	11	2025	2025	NUM
easat-10555	184	12	doi	doi	NOUN
easat-10555	184	13	:	:	PUNCT
easat-10555	184	14	10.55214/2576	10.55214/2576	NUM
easat-10555	184	15	-	-	PUNCT
easat-10555	184	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	185	1	©	©	ADP
easat-10555	185	2	2025	2025	NUM
easat-10555	185	3	by	by	ADP
easat-10555	185	4	the	the	DET
easat-10555	185	5	authors	author	NOUN
easat-10555	185	6	;	;	PUNCT
easat-10555	185	7	licensee	licensee	PROPN
easat-10555	185	8	learning	learning	NOUN
easat-10555	185	9	gate	gate	NOUN
easat-10555	185	10	effectively	effectively	ADV
easat-10555	185	11	.	.	PUNCT
easat-10555	186	1	conversely	conversely	ADV
easat-10555	186	2	,	,	PUNCT
easat-10555	186	3	the	the	DET
easat-10555	186	4	emotions	emotion	NOUN
easat-10555	186	5	"	"	PUNCT
easat-10555	186	6	fear	fear	NOUN
easat-10555	186	7	"	"	PUNCT
easat-10555	186	8	and	and	CCONJ
easat-10555	186	9	"	"	PUNCT
easat-10555	186	10	disgust	disgust	NOUN
easat-10555	186	11	"	"	PUNCT
easat-10555	186	12	demonstrated	demonstrate	VERB
easat-10555	186	13	slightly	slightly	ADV
easat-10555	186	14	lower	low	ADJ
easat-10555	186	15	performance	performance	NOUN
easat-10555	186	16	metrics	metric	NOUN
easat-10555	186	17	,	,	PUNCT
easat-10555	186	18	which	which	PRON
easat-10555	186	19	can	can	AUX
easat-10555	186	20	be	be	AUX
easat-10555	186	21	attributed	attribute	VERB
easat-10555	186	22	to	to	ADP
easat-10555	186	23	the	the	DET
easat-10555	186	24	smaller	small	ADJ
easat-10555	186	25	number	number	NOUN
easat-10555	186	26	of	of	ADP
easat-10555	186	27	samples	sample	NOUN
easat-10555	186	28	in	in	ADP
easat-10555	186	29	the	the	DET
easat-10555	186	30	dataset	dataset	NOUN
easat-10555	186	31	for	for	ADP
easat-10555	186	32	these	these	DET
easat-10555	186	33	classes	class	NOUN
easat-10555	186	34	and	and	CCONJ
easat-10555	186	35	their	their	PRON
easat-10555	186	36	resemblance	resemblance	NOUN
easat-10555	186	37	to	to	ADP
easat-10555	186	38	other	other	ADJ
easat-10555	186	39	emotional	emotional	ADJ
easat-10555	186	40	expressions	expression	NOUN
easat-10555	186	41	.	.	PUNCT
easat-10555	187	1	these	these	DET
easat-10555	187	2	findings	finding	NOUN
easat-10555	187	3	suggest	suggest	VERB
easat-10555	187	4	that	that	SCONJ
easat-10555	187	5	data	datum	NOUN
easat-10555	187	6	balancing	balancing	NOUN
easat-10555	187	7	and	and	CCONJ
easat-10555	187	8	the	the	DET
easat-10555	187	9	application	application	NOUN
easat-10555	187	10	of	of	ADP
easat-10555	187	11	data	datum	NOUN
easat-10555	187	12	augmentation	augmentation	NOUN
easat-10555	187	13	techniques	technique	NOUN
easat-10555	187	14	could	could	AUX
easat-10555	187	15	further	far	ADV
easat-10555	187	16	enhance	enhance	VERB
easat-10555	187	17	the	the	DET
easat-10555	187	18	system	system	NOUN
easat-10555	187	19	’s	’s	PART
easat-10555	187	20	accuracy	accuracy	NOUN
easat-10555	187	21	in	in	ADP
easat-10555	187	22	future	future	ADJ
easat-10555	187	23	work	work	NOUN
easat-10555	187	24	.	.	PUNCT
easat-10555	188	1	4.2	4.2	NUM
easat-10555	188	2	.	.	PUNCT
easat-10555	188	3	administrative	administrative	ADJ
easat-10555	188	4	part	part	NOUN
easat-10555	188	5	the	the	DET
easat-10555	188	6	administrative	administrative	ADJ
easat-10555	188	7	interface	interface	NOUN
easat-10555	188	8	consists	consist	VERB
easat-10555	188	9	of	of	ADP
easat-10555	188	10	five	five	NUM
easat-10555	188	11	primary	primary	ADJ
easat-10555	188	12	screens	screen	NOUN
easat-10555	188	13	,	,	PUNCT
easat-10555	188	14	designed	design	VERB
easat-10555	188	15	to	to	PART
easat-10555	188	16	facilitate	facilitate	VERB
easat-10555	188	17	system	system	NOUN
easat-10555	188	18	oversight	oversight	NOUN
easat-10555	188	19	and	and	CCONJ
easat-10555	188	20	user	user	NOUN
easat-10555	188	21	support	support	NOUN
easat-10555	188	22	:	:	PUNCT
easat-10555	188	23	•	•	NUM
easat-10555	188	24	admin	admin	NOUN
easat-10555	188	25	login	login	NOUN
easat-10555	188	26	page	page	NOUN
easat-10555	188	27	:	:	PUNCT
easat-10555	188	28	used	use	VERB
easat-10555	188	29	for	for	ADP
easat-10555	188	30	administrator	administrator	NOUN
easat-10555	188	31	authentication	authentication	NOUN
easat-10555	188	32	before	before	ADP
easat-10555	188	33	accessing	access	VERB
easat-10555	188	34	system	system	NOUN
easat-10555	188	35	functionalities	functionality	NOUN
easat-10555	188	36	.	.	PUNCT
easat-10555	189	1	•	•	NUM
easat-10555	189	2	issue	issue	NOUN
easat-10555	189	3	management	management	NOUN
easat-10555	189	4	page	page	NOUN
easat-10555	189	5	:	:	PUNCT
easat-10555	189	6	displays	display	VERB
easat-10555	189	7	issues	issue	NOUN
easat-10555	189	8	reported	report	VERB
easat-10555	189	9	by	by	ADP
easat-10555	189	10	users	user	NOUN
easat-10555	189	11	,	,	PUNCT
easat-10555	189	12	allowing	allow	VERB
easat-10555	189	13	administrators	administrator	NOUN
easat-10555	189	14	to	to	PART
easat-10555	189	15	update	update	VERB
easat-10555	189	16	issue	issue	NOUN
easat-10555	189	17	statuses	status	NOUN
easat-10555	189	18	and	and	CCONJ
easat-10555	189	19	notify	notify	VERB
easat-10555	189	20	users	user	NOUN
easat-10555	189	21	via	via	ADP
easat-10555	189	22	automated	automate	VERB
easat-10555	189	23	email	email	NOUN
easat-10555	189	24	responses	response	NOUN
easat-10555	189	25	.	.	PUNCT
easat-10555	190	1	•	•	NUM
easat-10555	190	2	user	user	NOUN
easat-10555	190	3	management	management	NOUN
easat-10555	190	4	page	page	NOUN
easat-10555	190	5	:	:	PUNCT
easat-10555	190	6	lists	list	NOUN
easat-10555	190	7	registered	register	VERB
easat-10555	190	8	users	user	NOUN
easat-10555	190	9	and	and	CCONJ
easat-10555	190	10	provides	provide	VERB
easat-10555	190	11	functionality	functionality	NOUN
easat-10555	190	12	to	to	ADP
easat-10555	190	13	delete	delete	ADJ
easat-10555	190	14	user	user	NOUN
easat-10555	190	15	accounts	account	NOUN
easat-10555	190	16	when	when	SCONJ
easat-10555	190	17	necessary	necessary	ADJ
easat-10555	190	18	.	.	PUNCT
easat-10555	191	1	•	•	NUM
easat-10555	191	2	emotion	emotion	NOUN
easat-10555	191	3	management	management	NOUN
easat-10555	191	4	page	page	NOUN
easat-10555	191	5	:	:	PUNCT
easat-10555	191	6	enables	enable	VERB
easat-10555	191	7	administrators	administrator	NOUN
easat-10555	191	8	to	to	PART
easat-10555	191	9	add	add	VERB
easat-10555	191	10	,	,	PUNCT
easat-10555	191	11	edit	edit	NOUN
easat-10555	191	12	,	,	PUNCT
easat-10555	191	13	or	or	CCONJ
easat-10555	191	14	remove	remove	VERB
easat-10555	191	15	emotion	emotion	NOUN
easat-10555	191	16	categories	category	NOUN
easat-10555	191	17	,	,	PUNCT
easat-10555	191	18	and	and	CCONJ
easat-10555	191	19	to	to	ADP
easat-10555	191	20	configure	configure	NOUN
easat-10555	191	21	system	system	NOUN
easat-10555	191	22	sounds	sound	VERB
easat-10555	191	23	for	for	ADP
easat-10555	191	24	user	user	NOUN
easat-10555	191	25	selection	selection	NOUN
easat-10555	191	26	.	.	PUNCT
easat-10555	192	1	•	•	NUM
easat-10555	192	2	admin	admin	PROPN
easat-10555	192	3	settings	setting	NOUN
easat-10555	192	4	page	page	NOUN
easat-10555	192	5	:	:	PUNCT
easat-10555	192	6	allows	allow	VERB
easat-10555	192	7	administrators	administrator	NOUN
easat-10555	192	8	to	to	PART
easat-10555	192	9	update	update	VERB
easat-10555	192	10	their	their	PRON
easat-10555	192	11	personal	personal	ADJ
easat-10555	192	12	information	information	NOUN
easat-10555	192	13	and	and	CCONJ
easat-10555	192	14	change	change	VERB
easat-10555	192	15	their	their	PRON
easat-10555	192	16	passwords	password	NOUN
easat-10555	192	17	.	.	PUNCT
easat-10555	193	1	figure	figure	VERB
easat-10555	193	2	14	14	NUM
easat-10555	193	3	.	.	PUNCT
easat-10555	194	1	problems	problem	NOUN
easat-10555	194	2	page	page	NOUN
easat-10555	194	3	.	.	PUNCT
easat-10555	195	1	850	850	NUM
easat-10555	195	2	edelweiss	edelweiss	PROPN
easat-10555	195	3	applied	apply	VERB
easat-10555	195	4	science	science	NOUN
easat-10555	195	5	and	and	CCONJ
easat-10555	195	6	technology	technology	NOUN
easat-10555	195	7	issn	issn	PROPN
easat-10555	195	8	:	:	PUNCT
easat-10555	195	9	2576	2576	NUM
easat-10555	195	10	-	-	SYM
easat-10555	195	11	8484	8484	NUM
easat-10555	195	12	vol	vol	NOUN
easat-10555	195	13	.	.	PROPN
easat-10555	196	1	9	9	NUM
easat-10555	196	2	,	,	PUNCT
easat-10555	196	3	no	no	INTJ
easat-10555	196	4	.	.	NOUN
easat-10555	196	5	10	10	NUM
easat-10555	196	6	:	:	PUNCT
easat-10555	196	7	832	832	NUM
easat-10555	196	8	-	-	SYM
easat-10555	196	9	853	853	NUM
easat-10555	196	10	,	,	PUNCT
easat-10555	196	11	2025	2025	NUM
easat-10555	196	12	doi	doi	NOUN
easat-10555	196	13	:	:	PUNCT
easat-10555	196	14	10.55214/2576	10.55214/2576	NUM
easat-10555	196	15	-	-	PUNCT
easat-10555	196	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	197	1	©	©	ADP
easat-10555	197	2	2025	2025	NUM
easat-10555	197	3	by	by	ADP
easat-10555	197	4	the	the	DET
easat-10555	197	5	authors	author	NOUN
easat-10555	197	6	;	;	PUNCT
easat-10555	197	7	licensee	licensee	PROPN
easat-10555	197	8	learning	learn	VERB
easat-10555	197	9	gate	gate	PROPN
easat-10555	197	10	figure	figure	NOUN
easat-10555	197	11	15	15	NUM
easat-10555	197	12	.	.	PUNCT
easat-10555	198	1	problem	problem	NOUN
easat-10555	198	2	description	description	NOUN
easat-10555	198	3	5	5	NUM
easat-10555	198	4	.	.	PUNCT
easat-10555	198	5	discussion	discussion	NOUN
easat-10555	198	6	although	although	SCONJ
easat-10555	198	7	the	the	DET
easat-10555	198	8	system	system	NOUN
easat-10555	198	9	developed	develop	VERB
easat-10555	198	10	in	in	ADP
easat-10555	198	11	this	this	DET
easat-10555	198	12	study	study	NOUN
easat-10555	198	13	demonstrates	demonstrate	VERB
easat-10555	198	14	promising	promise	VERB
easat-10555	198	15	potential	potential	NOUN
easat-10555	198	16	for	for	ADP
easat-10555	198	17	real	real	ADJ
easat-10555	198	18	-	-	PUNCT
easat-10555	198	19	time	time	NOUN
easat-10555	198	20	facial	facial	ADJ
easat-10555	198	21	emotion	emotion	NOUN
easat-10555	198	22	recognition	recognition	NOUN
easat-10555	198	23	using	use	VERB
easat-10555	198	24	cctv	cctv	PROPN
easat-10555	198	25	video	video	NOUN
easat-10555	198	26	streams	stream	NOUN
easat-10555	198	27	with	with	ADP
easat-10555	198	28	satisfactory	satisfactory	ADJ
easat-10555	198	29	accuracy	accuracy	NOUN
easat-10555	198	30	,	,	PUNCT
easat-10555	198	31	it	it	PRON
easat-10555	198	32	lacks	lack	VERB
easat-10555	198	33	a	a	DET
easat-10555	198	34	systematic	systematic	ADJ
easat-10555	198	35	comparison	comparison	NOUN
easat-10555	198	36	with	with	ADP
easat-10555	198	37	other	other	ADJ
easat-10555	198	38	state	state	NOUN
easat-10555	198	39	-	-	PUNCT
easat-10555	198	40	of	of	ADP
easat-10555	198	41	-	-	PUNCT
easat-10555	198	42	the	the	DET
easat-10555	198	43	-	-	PUNCT
easat-10555	198	44	art	art	NOUN
easat-10555	198	45	models	model	NOUN
easat-10555	198	46	such	such	ADJ
easat-10555	198	47	as	as	ADP
easat-10555	198	48	yolov8	yolov8	PROPN
easat-10555	198	49	,	,	PUNCT
easat-10555	198	50	mobilenet	mobilenet	NOUN
easat-10555	198	51	,	,	PUNCT
easat-10555	198	52	and	and	CCONJ
easat-10555	198	53	vit	vit	NOUN
easat-10555	198	54	,	,	PUNCT
easat-10555	198	55	all	all	PRON
easat-10555	198	56	of	of	ADP
easat-10555	198	57	which	which	PRON
easat-10555	198	58	are	be	AUX
easat-10555	198	59	widely	widely	ADV
easat-10555	198	60	adopted	adopt	VERB
easat-10555	198	61	in	in	ADP
easat-10555	198	62	visual	visual	ADJ
easat-10555	198	63	recognition	recognition	NOUN
easat-10555	198	64	and	and	CCONJ
easat-10555	198	65	affective	affective	ADJ
easat-10555	198	66	computing	computing	NOUN
easat-10555	198	67	tasks	task	NOUN
easat-10555	198	68	.	.	PUNCT
easat-10555	199	1	benchmarking	benchmarke	VERB
easat-10555	199	2	the	the	DET
easat-10555	199	3	proposed	propose	VERB
easat-10555	199	4	model	model	NOUN
easat-10555	199	5	against	against	ADP
easat-10555	199	6	these	these	DET
easat-10555	199	7	architectures	architecture	NOUN
easat-10555	199	8	using	use	VERB
easat-10555	199	9	the	the	DET
easat-10555	199	10	same	same	ADJ
easat-10555	199	11	datasets	dataset	NOUN
easat-10555	199	12	and	and	CCONJ
easat-10555	199	13	presenting	present	VERB
easat-10555	199	14	the	the	DET
easat-10555	199	15	results	result	NOUN
easat-10555	199	16	in	in	ADP
easat-10555	199	17	comparative	comparative	ADJ
easat-10555	199	18	tables	table	NOUN
easat-10555	199	19	or	or	CCONJ
easat-10555	199	20	performance	performance	NOUN
easat-10555	199	21	graphs	graph	NOUN
easat-10555	199	22	would	would	AUX
easat-10555	199	23	enhance	enhance	VERB
easat-10555	199	24	the	the	DET
easat-10555	199	25	interpretability	interpretability	NOUN
easat-10555	199	26	of	of	ADP
easat-10555	199	27	the	the	DET
easat-10555	199	28	model	model	NOUN
easat-10555	199	29	’s	’s	PART
easat-10555	199	30	relative	relative	ADJ
easat-10555	199	31	strengths	strength	NOUN
easat-10555	199	32	,	,	PUNCT
easat-10555	199	33	weaknesses	weakness	NOUN
easat-10555	199	34	,	,	PUNCT
easat-10555	199	35	and	and	CCONJ
easat-10555	199	36	suitability	suitability	NOUN
easat-10555	199	37	for	for	ADP
easat-10555	199	38	deployment	deployment	NOUN
easat-10555	199	39	in	in	ADP
easat-10555	199	40	cctv	cctv	NOUN
easat-10555	199	41	-	-	PUNCT
easat-10555	199	42	based	base	VERB
easat-10555	199	43	environments	environment	NOUN
easat-10555	199	44	.	.	PUNCT
easat-10555	200	1	moreover	moreover	ADV
easat-10555	200	2	,	,	PUNCT
easat-10555	200	3	the	the	DET
easat-10555	200	4	evaluation	evaluation	NOUN
easat-10555	200	5	of	of	ADP
easat-10555	200	6	model	model	NOUN
easat-10555	200	7	performance	performance	NOUN
easat-10555	200	8	based	base	VERB
easat-10555	200	9	solely	solely	ADV
easat-10555	200	10	on	on	ADP
easat-10555	200	11	accuracy	accuracy	NOUN
easat-10555	200	12	and	and	CCONJ
easat-10555	200	13	loss	loss	NOUN
easat-10555	200	14	does	do	AUX
easat-10555	200	15	not	not	PART
easat-10555	200	16	provide	provide	VERB
easat-10555	200	17	a	a	DET
easat-10555	200	18	comprehensive	comprehensive	ADJ
easat-10555	200	19	assessment	assessment	NOUN
easat-10555	200	20	,	,	PUNCT
easat-10555	200	21	particularly	particularly	ADV
easat-10555	200	22	in	in	ADP
easat-10555	200	23	scenarios	scenario	NOUN
easat-10555	200	24	where	where	SCONJ
easat-10555	200	25	the	the	DET
easat-10555	200	26	dataset	dataset	NOUN
easat-10555	200	27	suffers	suffer	VERB
easat-10555	200	28	from	from	ADP
easat-10555	200	29	class	class	NOUN
easat-10555	200	30	imbalance	imbalance	NOUN
easat-10555	200	31	among	among	ADP
easat-10555	200	32	emotion	emotion	NOUN
easat-10555	200	33	categories	category	NOUN
easat-10555	200	34	.	.	PUNCT
easat-10555	201	1	therefore	therefore	ADV
easat-10555	201	2	,	,	PUNCT
easat-10555	201	3	additional	additional	ADJ
easat-10555	201	4	evaluation	evaluation	NOUN
easat-10555	201	5	metrics	metric	NOUN
easat-10555	201	6	such	such	ADJ
easat-10555	201	7	as	as	ADP
easat-10555	201	8	precision	precision	NOUN
easat-10555	201	9	,	,	PUNCT
easat-10555	201	10	recall	recall	NOUN
easat-10555	201	11	,	,	PUNCT
easat-10555	201	12	f1	f1	NOUN
easat-10555	201	13	score	score	NOUN
easat-10555	201	14	,	,	PUNCT
easat-10555	201	15	and	and	CCONJ
easat-10555	201	16	confusion	confusion	NOUN
easat-10555	201	17	matrix	matrix	NOUN
easat-10555	201	18	should	should	AUX
easat-10555	201	19	be	be	AUX
easat-10555	201	20	incorporated	incorporate	VERB
easat-10555	201	21	to	to	PART
easat-10555	201	22	offer	offer	VERB
easat-10555	201	23	deeper	deep	ADJ
easat-10555	201	24	insights	insight	NOUN
easat-10555	201	25	into	into	ADP
easat-10555	201	26	the	the	DET
easat-10555	201	27	model	model	NOUN
easat-10555	201	28	’s	’s	PART
easat-10555	201	29	classification	classification	NOUN
easat-10555	201	30	capability	capability	NOUN
easat-10555	201	31	and	and	CCONJ
easat-10555	201	32	to	to	PART
easat-10555	201	33	inform	inform	VERB
easat-10555	201	34	targeted	targeted	ADJ
easat-10555	201	35	improvements	improvement	NOUN
easat-10555	201	36	.	.	PUNCT
easat-10555	202	1	at	at	ADP
easat-10555	202	2	the	the	DET
easat-10555	202	3	same	same	ADJ
easat-10555	202	4	time	time	NOUN
easat-10555	202	5	,	,	PUNCT
easat-10555	202	6	the	the	DET
easat-10555	202	7	system	system	NOUN
easat-10555	202	8	exhibits	exhibit	VERB
easat-10555	202	9	certain	certain	ADJ
easat-10555	202	10	limitations	limitation	NOUN
easat-10555	202	11	associated	associate	VERB
easat-10555	202	12	with	with	ADP
easat-10555	202	13	the	the	DET
easat-10555	202	14	quality	quality	NOUN
easat-10555	202	15	of	of	ADP
easat-10555	202	16	cctv	cctv	NOUN
easat-10555	202	17	imagery	imagery	NOUN
easat-10555	202	18	,	,	PUNCT
easat-10555	202	19	which	which	PRON
easat-10555	202	20	may	may	AUX
easat-10555	202	21	adversely	adversely	ADV
easat-10555	202	22	affect	affect	VERB
easat-10555	202	23	performance	performance	NOUN
easat-10555	202	24	.	.	PUNCT
easat-10555	203	1	these	these	PRON
easat-10555	203	2	include	include	VERB
easat-10555	203	3	low	low	ADJ
easat-10555	203	4	image	image	NOUN
easat-10555	203	5	resolution	resolution	NOUN
easat-10555	203	6	,	,	PUNCT
easat-10555	203	7	non	non	ADJ
easat-10555	203	8	-	-	ADJ
easat-10555	203	9	frontal	frontal	ADJ
easat-10555	203	10	851	851	NUM
easat-10555	203	11	edelweiss	edelweiss	PROPN
easat-10555	203	12	applied	apply	VERB
easat-10555	203	13	science	science	NOUN
easat-10555	203	14	and	and	CCONJ
easat-10555	203	15	technology	technology	NOUN
easat-10555	203	16	issn	issn	PROPN
easat-10555	203	17	:	:	PUNCT
easat-10555	203	18	2576	2576	NUM
easat-10555	203	19	-	-	SYM
easat-10555	203	20	8484	8484	NUM
easat-10555	203	21	vol	vol	NOUN
easat-10555	203	22	.	.	PROPN
easat-10555	204	1	9	9	NUM
easat-10555	204	2	,	,	PUNCT
easat-10555	204	3	no	no	INTJ
easat-10555	204	4	.	.	NOUN
easat-10555	204	5	10	10	NUM
easat-10555	204	6	:	:	PUNCT
easat-10555	204	7	832	832	NUM
easat-10555	204	8	-	-	SYM
easat-10555	204	9	853	853	NUM
easat-10555	204	10	,	,	PUNCT
easat-10555	204	11	2025	2025	NUM
easat-10555	204	12	doi	doi	NOUN
easat-10555	204	13	:	:	PUNCT
easat-10555	204	14	10.55214/2576	10.55214/2576	NUM
easat-10555	204	15	-	-	PUNCT
easat-10555	204	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	205	1	©	©	ADP
easat-10555	205	2	2025	2025	NUM
easat-10555	205	3	by	by	ADP
easat-10555	205	4	the	the	DET
easat-10555	205	5	authors	author	NOUN
easat-10555	205	6	;	;	PUNCT
easat-10555	205	7	licensee	licensee	PROPN
easat-10555	205	8	learning	learning	NOUN
easat-10555	205	9	gate	gate	VERB
easat-10555	205	10	facial	facial	ADJ
easat-10555	205	11	angles	angle	NOUN
easat-10555	205	12	,	,	PUNCT
easat-10555	205	13	and	and	CCONJ
easat-10555	205	14	suboptimal	suboptimal	ADJ
easat-10555	205	15	lighting	lighting	NOUN
easat-10555	205	16	conditions	condition	NOUN
easat-10555	205	17	.	.	PUNCT
easat-10555	206	1	furthermore	furthermore	ADV
easat-10555	206	2	,	,	PUNCT
easat-10555	206	3	the	the	DET
easat-10555	206	4	training	training	NOUN
easat-10555	206	5	datasets	dataset	NOUN
easat-10555	206	6	employed	employ	VERB
easat-10555	206	7	in	in	ADP
easat-10555	206	8	this	this	DET
easat-10555	206	9	study	study	NOUN
easat-10555	206	10	present	present	ADJ
easat-10555	206	11	imbalanced	imbalanced	ADJ
easat-10555	206	12	emotion	emotion	NOUN
easat-10555	206	13	distributions	distribution	NOUN
easat-10555	206	14	,	,	PUNCT
easat-10555	206	15	such	such	ADJ
easat-10555	206	16	as	as	ADP
easat-10555	206	17	underrepresented	underrepresented	ADJ
easat-10555	206	18	classes	class	NOUN
easat-10555	206	19	like	like	ADP
easat-10555	206	20	“	"	PUNCT
easat-10555	206	21	fear	fear	NOUN
easat-10555	206	22	”	"	PUNCT
easat-10555	206	23	or	or	CCONJ
easat-10555	206	24	“	"	PUNCT
easat-10555	206	25	disgust	disgust	NOUN
easat-10555	206	26	,	,	PUNCT
easat-10555	206	27	”	"	PUNCT
easat-10555	206	28	which	which	PRON
easat-10555	206	29	can	can	AUX
easat-10555	206	30	limit	limit	VERB
easat-10555	206	31	the	the	DET
easat-10555	206	32	model	model	NOUN
easat-10555	206	33	’s	’s	PART
easat-10555	206	34	learning	learning	NOUN
easat-10555	206	35	effectiveness	effectiveness	NOUN
easat-10555	206	36	.	.	PUNCT
easat-10555	207	1	to	to	PART
easat-10555	207	2	address	address	VERB
easat-10555	207	3	these	these	DET
easat-10555	207	4	challenges	challenge	NOUN
easat-10555	207	5	,	,	PUNCT
easat-10555	207	6	it	it	PRON
easat-10555	207	7	is	be	AUX
easat-10555	207	8	recommended	recommend	VERB
easat-10555	207	9	to	to	PART
easat-10555	207	10	develop	develop	VERB
easat-10555	207	11	new	new	ADJ
easat-10555	207	12	datasets	dataset	NOUN
easat-10555	207	13	that	that	PRON
easat-10555	207	14	more	more	ADV
easat-10555	207	15	accurately	accurately	ADV
easat-10555	207	16	reflect	reflect	VERB
easat-10555	207	17	real	real	ADJ
easat-10555	207	18	-	-	PUNCT
easat-10555	207	19	world	world	NOUN
easat-10555	207	20	scenarios	scenario	NOUN
easat-10555	207	21	and	and	CCONJ
easat-10555	207	22	cultural	cultural	ADJ
easat-10555	207	23	diversity	diversity	NOUN
easat-10555	207	24	.	.	PUNCT
easat-10555	208	1	techniques	technique	NOUN
easat-10555	208	2	such	such	ADJ
easat-10555	208	3	as	as	ADP
easat-10555	208	4	data	datum	NOUN
easat-10555	208	5	augmentation	augmentation	NOUN
easat-10555	208	6	and	and	CCONJ
easat-10555	208	7	the	the	DET
easat-10555	208	8	use	use	NOUN
easat-10555	208	9	of	of	ADP
easat-10555	208	10	lightweight	lightweight	ADJ
easat-10555	208	11	models	model	NOUN
easat-10555	208	12	optimized	optimize	VERB
easat-10555	208	13	for	for	ADP
easat-10555	208	14	lowresolution	lowresolution	NOUN
easat-10555	208	15	inputs	input	NOUN
easat-10555	208	16	should	should	AUX
easat-10555	208	17	also	also	ADV
easat-10555	208	18	be	be	AUX
easat-10555	208	19	considered	consider	VERB
easat-10555	208	20	to	to	PART
easat-10555	208	21	enhance	enhance	VERB
easat-10555	208	22	system	system	NOUN
easat-10555	208	23	robustness	robustness	NOUN
easat-10555	208	24	.	.	PUNCT
easat-10555	209	1	in	in	ADP
easat-10555	209	2	addition	addition	NOUN
easat-10555	209	3	,	,	PUNCT
easat-10555	209	4	ethical	ethical	ADJ
easat-10555	209	5	and	and	CCONJ
easat-10555	209	6	privacy	privacy	NOUN
easat-10555	209	7	considerations	consideration	NOUN
easat-10555	209	8	must	must	AUX
easat-10555	209	9	be	be	AUX
easat-10555	209	10	thoroughly	thoroughly	ADV
easat-10555	209	11	addressed	address	VERB
easat-10555	209	12	,	,	PUNCT
easat-10555	209	13	especially	especially	ADV
easat-10555	209	14	in	in	ADP
easat-10555	209	15	public	public	ADJ
easat-10555	209	16	surveillance	surveillance	NOUN
easat-10555	209	17	contexts	contexts	NOUN
easat-10555	209	18	.	.	PUNCT
easat-10555	210	1	clear	clear	ADJ
easat-10555	210	2	notification	notification	NOUN
easat-10555	210	3	regarding	regard	VERB
easat-10555	210	4	emotion	emotion	NOUN
easat-10555	210	5	detection	detection	NOUN
easat-10555	210	6	,	,	PUNCT
easat-10555	210	7	the	the	DET
easat-10555	210	8	avoidance	avoidance	NOUN
easat-10555	210	9	of	of	ADP
easat-10555	210	10	unnecessary	unnecessary	ADJ
easat-10555	210	11	personal	personal	ADJ
easat-10555	210	12	identification	identification	NOUN
easat-10555	210	13	,	,	PUNCT
easat-10555	210	14	and	and	CCONJ
easat-10555	210	15	adherence	adherence	NOUN
easat-10555	210	16	to	to	ADP
easat-10555	210	17	privacy	privacy	NOUN
easat-10555	210	18	regulations	regulation	NOUN
easat-10555	210	19	such	such	ADJ
easat-10555	210	20	as	as	ADP
easat-10555	210	21	the	the	DET
easat-10555	210	22	general	general	ADJ
easat-10555	210	23	data	data	PROPN
easat-10555	210	24	protection	protection	NOUN
easat-10555	210	25	regulation	regulation	NOUN
easat-10555	210	26	(	(	PUNCT
easat-10555	210	27	gdpr	gdpr	NOUN
easat-10555	210	28	)	)	PUNCT
easat-10555	210	29	are	be	AUX
easat-10555	210	30	essential	essential	ADJ
easat-10555	210	31	to	to	PART
easat-10555	210	32	ensuring	ensure	VERB
easat-10555	210	33	the	the	DET
easat-10555	210	34	responsible	responsible	ADJ
easat-10555	210	35	and	and	CCONJ
easat-10555	210	36	sustainable	sustainable	ADJ
easat-10555	210	37	deployment	deployment	NOUN
easat-10555	210	38	of	of	ADP
easat-10555	210	39	this	this	DET
easat-10555	210	40	technology	technology	NOUN
easat-10555	210	41	.	.	PUNCT
easat-10555	211	1	6	6	X
easat-10555	211	2	.	.	X
easat-10555	211	3	conclusion	conclusion	NOUN
easat-10555	211	4	the	the	DET
easat-10555	211	5	experimental	experimental	ADJ
easat-10555	211	6	results	result	NOUN
easat-10555	211	7	indicate	indicate	VERB
easat-10555	211	8	that	that	SCONJ
easat-10555	211	9	the	the	DET
easat-10555	211	10	developed	develop	VERB
easat-10555	211	11	system	system	NOUN
easat-10555	211	12	can	can	AUX
easat-10555	211	13	be	be	AUX
easat-10555	211	14	effectively	effectively	ADV
easat-10555	211	15	deployed	deploy	VERB
easat-10555	211	16	in	in	ADP
easat-10555	211	17	realworld	realworld	PROPN
easat-10555	211	18	contexts	contexts	PROPN
easat-10555	211	19	.	.	PUNCT
easat-10555	212	1	however	however	ADV
easat-10555	212	2	,	,	PUNCT
easat-10555	212	3	to	to	PART
easat-10555	212	4	further	far	ADV
easat-10555	212	5	enhance	enhance	VERB
easat-10555	212	6	its	its	PRON
easat-10555	212	7	capabilities	capability	NOUN
easat-10555	212	8	and	and	CCONJ
easat-10555	212	9	align	align	VERB
easat-10555	212	10	with	with	ADP
easat-10555	212	11	future	future	ADJ
easat-10555	212	12	demands	demand	NOUN
easat-10555	212	13	,	,	PUNCT
easat-10555	212	14	subsequent	subsequent	ADJ
easat-10555	212	15	research	research	NOUN
easat-10555	212	16	should	should	AUX
easat-10555	212	17	focus	focus	VERB
easat-10555	212	18	on	on	ADP
easat-10555	212	19	advancing	advance	VERB
easat-10555	212	20	the	the	DET
easat-10555	212	21	system	system	NOUN
easat-10555	212	22	toward	toward	ADP
easat-10555	212	23	multimodal	multimodal	ADJ
easat-10555	212	24	emotion	emotion	NOUN
easat-10555	212	25	recognition	recognition	NOUN
easat-10555	212	26	.	.	PUNCT
easat-10555	213	1	this	this	PRON
easat-10555	213	2	involves	involve	VERB
easat-10555	213	3	integrating	integrate	VERB
easat-10555	213	4	multiple	multiple	ADJ
easat-10555	213	5	data	datum	NOUN
easat-10555	213	6	sources	source	NOUN
easat-10555	213	7	such	such	ADJ
easat-10555	213	8	as	as	ADP
easat-10555	213	9	facial	facial	ADJ
easat-10555	213	10	expressions	expression	NOUN
easat-10555	213	11	,	,	PUNCT
easat-10555	213	12	vocal	vocal	ADJ
easat-10555	213	13	tone	tone	NOUN
easat-10555	213	14	,	,	PUNCT
easat-10555	213	15	and	and	CCONJ
easat-10555	213	16	body	body	NOUN
easat-10555	213	17	movements	movement	NOUN
easat-10555	213	18	to	to	PART
easat-10555	213	19	produce	produce	VERB
easat-10555	213	20	more	more	ADV
easat-10555	213	21	accurate	accurate	ADJ
easat-10555	213	22	and	and	CCONJ
easat-10555	213	23	contextually	contextually	ADV
easat-10555	213	24	rich	rich	ADJ
easat-10555	213	25	emotional	emotional	ADJ
easat-10555	213	26	assessments	assessment	NOUN
easat-10555	213	27	that	that	PRON
easat-10555	213	28	better	well	ADV
easat-10555	213	29	reflect	reflect	VERB
easat-10555	213	30	real	real	ADJ
easat-10555	213	31	human	human	ADJ
easat-10555	213	32	behavior	behavior	NOUN
easat-10555	213	33	.	.	PUNCT
easat-10555	214	1	in	in	ADP
easat-10555	214	2	addition	addition	NOUN
easat-10555	214	3	,	,	PUNCT
easat-10555	214	4	embedding	embed	VERB
easat-10555	214	5	artificial	artificial	ADJ
easat-10555	214	6	intelligence	intelligence	NOUN
easat-10555	214	7	models	model	NOUN
easat-10555	214	8	into	into	ADP
easat-10555	214	9	edge	edge	NOUN
easat-10555	214	10	computing	computing	NOUN
easat-10555	214	11	devices	device	NOUN
easat-10555	214	12	such	such	ADJ
easat-10555	214	13	as	as	ADP
easat-10555	214	14	jetson	jetson	PROPN
easat-10555	214	15	nano	nano	PROPN
easat-10555	214	16	or	or	CCONJ
easat-10555	214	17	raspberry	raspberry	NOUN
easat-10555	214	18	pi	pi	NOUN
easat-10555	214	19	can	can	AUX
easat-10555	214	20	significantly	significantly	ADV
easat-10555	214	21	improve	improve	VERB
easat-10555	214	22	system	system	NOUN
easat-10555	214	23	responsiveness	responsiveness	NOUN
easat-10555	214	24	by	by	ADP
easat-10555	214	25	enabling	enable	VERB
easat-10555	214	26	real	real	ADJ
easat-10555	214	27	-	-	PUNCT
easat-10555	214	28	time	time	NOUN
easat-10555	214	29	data	datum	NOUN
easat-10555	214	30	processing	processing	NOUN
easat-10555	214	31	without	without	ADP
easat-10555	214	32	relying	rely	VERB
easat-10555	214	33	on	on	ADP
easat-10555	214	34	cloud	cloud	NOUN
easat-10555	214	35	-	-	PUNCT
easat-10555	214	36	based	base	VERB
easat-10555	214	37	infrastructure	infrastructure	NOUN
easat-10555	214	38	.	.	PUNCT
easat-10555	215	1	this	this	PRON
easat-10555	215	2	not	not	PART
easat-10555	215	3	only	only	ADV
easat-10555	215	4	reduces	reduce	VERB
easat-10555	215	5	latency	latency	NOUN
easat-10555	215	6	but	but	CCONJ
easat-10555	215	7	also	also	ADV
easat-10555	215	8	enhances	enhance	VERB
easat-10555	215	9	data	datum	NOUN
easat-10555	215	10	privacy	privacy	NOUN
easat-10555	215	11	and	and	CCONJ
easat-10555	215	12	makes	make	VERB
easat-10555	215	13	the	the	DET
easat-10555	215	14	system	system	NOUN
easat-10555	215	15	more	more	ADV
easat-10555	215	16	suitable	suitable	ADJ
easat-10555	215	17	for	for	ADP
easat-10555	215	18	environments	environment	NOUN
easat-10555	215	19	with	with	ADP
easat-10555	215	20	limited	limited	ADJ
easat-10555	215	21	network	network	NOUN
easat-10555	215	22	connectivity	connectivity	NOUN
easat-10555	215	23	.	.	PUNCT
easat-10555	216	1	pursuing	pursue	VERB
easat-10555	216	2	these	these	DET
easat-10555	216	3	research	research	NOUN
easat-10555	216	4	directions	direction	NOUN
easat-10555	216	5	will	will	AUX
easat-10555	216	6	contribute	contribute	VERB
easat-10555	216	7	to	to	ADP
easat-10555	216	8	the	the	DET
easat-10555	216	9	long	long	ADJ
easat-10555	216	10	-	-	PUNCT
easat-10555	216	11	term	term	NOUN
easat-10555	216	12	sustainability	sustainability	NOUN
easat-10555	216	13	,	,	PUNCT
easat-10555	216	14	efficiency	efficiency	NOUN
easat-10555	216	15	,	,	PUNCT
easat-10555	216	16	and	and	CCONJ
easat-10555	216	17	ethical	ethical	ADJ
easat-10555	216	18	deployment	deployment	NOUN
easat-10555	216	19	of	of	ADP
easat-10555	216	20	emotion	emotion	NOUN
easat-10555	216	21	-	-	PUNCT
easat-10555	216	22	aware	aware	ADJ
easat-10555	216	23	technologies	technology	NOUN
easat-10555	216	24	across	across	ADP
easat-10555	216	25	diverse	diverse	ADJ
easat-10555	216	26	application	application	NOUN
easat-10555	216	27	domains	domain	NOUN
easat-10555	216	28	.	.	PUNCT
easat-10555	217	1	the	the	DET
easat-10555	217	2	authors	author	NOUN
easat-10555	217	3	also	also	ADV
easat-10555	217	4	wish	wish	VERB
easat-10555	217	5	to	to	PART
easat-10555	217	6	extend	extend	VERB
easat-10555	217	7	their	their	PRON
easat-10555	217	8	appreciation	appreciation	NOUN
easat-10555	217	9	to	to	ADP
easat-10555	217	10	the	the	DET
easat-10555	217	11	experts	expert	NOUN
easat-10555	217	12	and	and	CCONJ
easat-10555	217	13	editors	editor	NOUN
easat-10555	217	14	of	of	ADP
easat-10555	217	15	the	the	DET
easat-10555	217	16	edelweiss	edelweiss	PROPN
easat-10555	217	17	applied	apply	VERB
easat-10555	217	18	science	science	NOUN
easat-10555	217	19	and	and	CCONJ
easat-10555	217	20	technology	technology	NOUN
easat-10555	217	21	journal	journal	NOUN
easat-10555	217	22	for	for	ADP
easat-10555	217	23	their	their	PRON
easat-10555	217	24	insightful	insightful	ADJ
easat-10555	217	25	comments	comment	NOUN
easat-10555	217	26	and	and	CCONJ
easat-10555	217	27	constructive	constructive	ADJ
easat-10555	217	28	suggestions	suggestion	NOUN
easat-10555	217	29	,	,	PUNCT
easat-10555	217	30	which	which	PRON
easat-10555	217	31	have	have	AUX
easat-10555	217	32	greatly	greatly	ADV
easat-10555	217	33	contributed	contribute	VERB
easat-10555	217	34	to	to	ADP
easat-10555	217	35	improving	improve	VERB
easat-10555	217	36	the	the	DET
easat-10555	217	37	quality	quality	NOUN
easat-10555	217	38	and	and	CCONJ
easat-10555	217	39	clarity	clarity	NOUN
easat-10555	217	40	of	of	ADP
easat-10555	217	41	this	this	DET
easat-10555	217	42	manuscript	manuscript	NOUN
easat-10555	217	43	.	.	PUNCT
easat-10555	218	1	transparency	transparency	NOUN
easat-10555	218	2	:	:	PUNCT
easat-10555	218	3	the	the	DET
easat-10555	218	4	authors	author	NOUN
easat-10555	218	5	confirm	confirm	VERB
easat-10555	218	6	that	that	SCONJ
easat-10555	218	7	the	the	DET
easat-10555	218	8	manuscript	manuscript	NOUN
easat-10555	218	9	is	be	AUX
easat-10555	218	10	an	an	DET
easat-10555	218	11	honest	honest	ADJ
easat-10555	218	12	,	,	PUNCT
easat-10555	218	13	accurate	accurate	ADJ
easat-10555	218	14	,	,	PUNCT
easat-10555	218	15	and	and	CCONJ
easat-10555	218	16	transparent	transparent	ADJ
easat-10555	218	17	account	account	NOUN
easat-10555	218	18	of	of	ADP
easat-10555	218	19	the	the	DET
easat-10555	218	20	study	study	NOUN
easat-10555	218	21	;	;	PUNCT
easat-10555	218	22	that	that	SCONJ
easat-10555	218	23	no	no	DET
easat-10555	218	24	vital	vital	ADJ
easat-10555	218	25	features	feature	NOUN
easat-10555	218	26	of	of	ADP
easat-10555	218	27	the	the	DET
easat-10555	218	28	study	study	NOUN
easat-10555	218	29	have	have	AUX
easat-10555	218	30	been	be	AUX
easat-10555	218	31	omitted	omit	VERB
easat-10555	218	32	;	;	PUNCT
easat-10555	218	33	and	and	CCONJ
easat-10555	218	34	that	that	SCONJ
easat-10555	218	35	any	any	DET
easat-10555	218	36	discrepancies	discrepancy	NOUN
easat-10555	218	37	from	from	ADP
easat-10555	218	38	the	the	DET
easat-10555	218	39	study	study	NOUN
easat-10555	218	40	as	as	SCONJ
easat-10555	218	41	planned	plan	VERB
easat-10555	218	42	have	have	AUX
easat-10555	218	43	been	be	AUX
easat-10555	218	44	explained	explain	VERB
easat-10555	218	45	.	.	PUNCT
easat-10555	219	1	this	this	DET
easat-10555	219	2	study	study	NOUN
easat-10555	219	3	followed	follow	VERB
easat-10555	219	4	all	all	DET
easat-10555	219	5	ethical	ethical	ADJ
easat-10555	219	6	practices	practice	NOUN
easat-10555	219	7	during	during	ADP
easat-10555	219	8	writing	writing	NOUN
easat-10555	219	9	.	.	PUNCT
easat-10555	220	1	acknowledgements	acknowledgement	NOUN
easat-10555	220	2	:	:	PUNCT
easat-10555	220	3	the	the	DET
easat-10555	220	4	authors	author	NOUN
easat-10555	220	5	would	would	AUX
easat-10555	220	6	like	like	VERB
easat-10555	220	7	to	to	PART
easat-10555	220	8	express	express	VERB
easat-10555	220	9	their	their	PRON
easat-10555	220	10	sincere	sincere	ADJ
easat-10555	220	11	gratitude	gratitude	NOUN
easat-10555	220	12	to	to	ADP
easat-10555	220	13	the	the	DET
easat-10555	220	14	faculty	faculty	NOUN
easat-10555	220	15	of	of	ADP
easat-10555	220	16	digital	digital	ADJ
easat-10555	220	17	technology	technology	NOUN
easat-10555	220	18	,	,	PUNCT
easat-10555	220	19	chiang	chiang	PROPN
easat-10555	220	20	rai	rai	PROPN
easat-10555	220	21	rajabhat	rajabhat	PROPN
easat-10555	220	22	university	university	PROPN
easat-10555	220	23	,	,	PUNCT
easat-10555	220	24	thailand	thailand	PROPN
easat-10555	220	25	,	,	PUNCT
easat-10555	220	26	for	for	ADP
easat-10555	220	27	providing	provide	VERB
easat-10555	220	28	the	the	DET
easat-10555	220	29	research	research	NOUN
easat-10555	220	30	facilities	facility	NOUN
easat-10555	220	31	and	and	CCONJ
easat-10555	220	32	technical	technical	ADJ
easat-10555	220	33	support	support	NOUN
easat-10555	220	34	that	that	PRON
easat-10555	220	35	made	make	VERB
easat-10555	220	36	this	this	DET
easat-10555	220	37	study	study	NOUN
easat-10555	220	38	possible	possible	ADJ
easat-10555	220	39	.	.	PUNCT
easat-10555	221	1	this	this	DET
easat-10555	221	2	work	work	NOUN
easat-10555	221	3	was	be	AUX
easat-10555	221	4	partially	partially	ADV
easat-10555	221	5	supported	support	VERB
easat-10555	221	6	by	by	ADP
easat-10555	221	7	the	the	DET
easat-10555	221	8	computer	computer	NOUN
easat-10555	221	9	science	science	NOUN
easat-10555	221	10	and	and	CCONJ
easat-10555	221	11	information	information	NOUN
easat-10555	221	12	technology	technology	NOUN
easat-10555	221	13	program	program	NOUN
easat-10555	221	14	,	,	PUNCT
easat-10555	221	15	faculty	faculty	NOUN
easat-10555	221	16	of	of	ADP
easat-10555	221	17	digital	digital	ADJ
easat-10555	221	18	technology	technology	NOUN
easat-10555	221	19	,	,	PUNCT
easat-10555	221	20	chiang	chiang	PROPN
easat-10555	221	21	rai	rai	PROPN
easat-10555	221	22	rajabhat	rajabhat	PROPN
easat-10555	221	23	university	university	NOUN
easat-10555	221	24	,	,	PUNCT
easat-10555	221	25	as	as	ADP
easat-10555	221	26	part	part	NOUN
easat-10555	221	27	of	of	ADP
easat-10555	221	28	its	its	PRON
easat-10555	221	29	ongoing	ongoing	ADJ
easat-10555	221	30	commitment	commitment	NOUN
easat-10555	221	31	to	to	ADP
easat-10555	221	32	academic	academic	ADJ
easat-10555	221	33	development	development	NOUN
easat-10555	221	34	and	and	CCONJ
easat-10555	221	35	innovation	innovation	NOUN
easat-10555	221	36	.	.	PUNCT
easat-10555	222	1	copyright	copyright	NOUN
easat-10555	222	2	:	:	PUNCT
easat-10555	222	3	©	©	PROPN
easat-10555	222	4	2025	2025	NUM
easat-10555	222	5	by	by	ADP
easat-10555	222	6	the	the	DET
easat-10555	222	7	authors	author	NOUN
easat-10555	222	8	.	.	PUNCT
easat-10555	223	1	this	this	DET
easat-10555	223	2	article	article	NOUN
easat-10555	223	3	is	be	AUX
easat-10555	223	4	an	an	DET
easat-10555	223	5	open	open	ADJ
easat-10555	223	6	access	access	NOUN
easat-10555	223	7	article	article	NOUN
easat-10555	223	8	distributed	distribute	VERB
easat-10555	223	9	under	under	ADP
easat-10555	223	10	the	the	DET
easat-10555	223	11	terms	term	NOUN
easat-10555	223	12	and	and	CCONJ
easat-10555	223	13	conditions	condition	NOUN
easat-10555	223	14	of	of	ADP
easat-10555	223	15	the	the	DET
easat-10555	223	16	creative	creative	ADJ
easat-10555	223	17	commons	common	NOUN
easat-10555	223	18	attribution	attribution	NOUN
easat-10555	223	19	(	(	PUNCT
easat-10555	223	20	cc	cc	NOUN
easat-10555	223	21	by	by	ADP
easat-10555	223	22	)	)	PUNCT
easat-10555	223	23	license	license	NOUN
easat-10555	223	24	(	(	PUNCT
easat-10555	223	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-10555	223	26	)	)	PUNCT
easat-10555	223	27	.	.	PUNCT
easat-10555	224	1	references	reference	NOUN
easat-10555	224	2	[	[	X
easat-10555	224	3	1	1	NUM
easat-10555	224	4	]	]	PUNCT
easat-10555	224	5	a.	a.	NOUN
easat-10555	224	6	gupta	gupta	PROPN
easat-10555	224	7	,	,	PUNCT
easat-10555	224	8	r.	r.	PROPN
easat-10555	224	9	mehta	mehta	PROPN
easat-10555	224	10	,	,	PUNCT
easat-10555	224	11	and	and	CCONJ
easat-10555	224	12	s.	s.	PROPN
easat-10555	224	13	kapoor	kapoor	PROPN
easat-10555	224	14	,	,	PUNCT
easat-10555	224	15	"	"	PUNCT
easat-10555	224	16	real	real	ADJ
easat-10555	224	17	-	-	PUNCT
easat-10555	224	18	time	time	NOUN
easat-10555	224	19	emotion	emotion	NOUN
easat-10555	224	20	recognition	recognition	NOUN
easat-10555	224	21	for	for	ADP
easat-10555	224	22	surveillance	surveillance	NOUN
easat-10555	224	23	applications	application	NOUN
easat-10555	224	24	:	:	PUNCT
easat-10555	224	25	a	a	DET
easat-10555	224	26	comprehensive	comprehensive	ADJ
easat-10555	224	27	review	review	NOUN
easat-10555	224	28	,	,	PUNCT
easat-10555	224	29	"	"	PUNCT
easat-10555	224	30	ieee	ieee	NOUN
easat-10555	224	31	transactions	transaction	NOUN
easat-10555	224	32	on	on	ADP
easat-10555	224	33	intelligent	intelligent	ADJ
easat-10555	224	34	transportation	transportation	NOUN
easat-10555	224	35	systems	system	NOUN
easat-10555	224	36	,	,	PUNCT
easat-10555	224	37	vol	vol	NOUN
easat-10555	224	38	.	.	PROPN
easat-10555	224	39	23	23	NUM
easat-10555	224	40	,	,	PUNCT
easat-10555	224	41	no	no	INTJ
easat-10555	224	42	.	.	NOUN
easat-10555	224	43	5	5	NUM
easat-10555	224	44	,	,	PUNCT
easat-10555	224	45	pp	pp	ADJ
easat-10555	224	46	.	.	PUNCT
easat-10555	225	1	4125–4138	4125–4138	NUM
easat-10555	225	2	,	,	PUNCT
easat-10555	225	3	2022	2022	NUM
easat-10555	225	4	.	.	PUNCT
easat-10555	226	1	[	[	X
easat-10555	226	2	2	2	X
easat-10555	226	3	]	]	X
easat-10555	226	4	y.	y.	PROPN
easat-10555	226	5	huang	huang	PROPN
easat-10555	226	6	,	,	PUNCT
easat-10555	226	7	f.	f.	PROPN
easat-10555	226	8	chen	chen	PROPN
easat-10555	226	9	,	,	PUNCT
easat-10555	226	10	s.	s.	PROPN
easat-10555	226	11	lv	lv	PROPN
easat-10555	226	12	,	,	PUNCT
easat-10555	226	13	and	and	CCONJ
easat-10555	226	14	x.	x.	NOUN
easat-10555	226	15	wang	wang	PROPN
easat-10555	226	16	,	,	PUNCT
easat-10555	226	17	"	"	PUNCT
easat-10555	226	18	facial	facial	ADJ
easat-10555	226	19	expression	expression	NOUN
easat-10555	226	20	recognition	recognition	NOUN
easat-10555	226	21	:	:	PUNCT
easat-10555	226	22	a	a	DET
easat-10555	226	23	survey	survey	NOUN
easat-10555	226	24	,	,	PUNCT
easat-10555	226	25	"	"	PUNCT
easat-10555	226	26	symmetry	symmetry	NOUN
easat-10555	226	27	,	,	PUNCT
easat-10555	226	28	vol	vol	NOUN
easat-10555	226	29	.	.	PROPN
easat-10555	226	30	11	11	NUM
easat-10555	226	31	,	,	PUNCT
easat-10555	226	32	no	no	INTJ
easat-10555	226	33	.	.	NOUN
easat-10555	226	34	10	10	NUM
easat-10555	226	35	,	,	PUNCT
easat-10555	226	36	p.	p.	NOUN
easat-10555	226	37	1189	1189	NUM
easat-10555	226	38	,	,	PUNCT
easat-10555	226	39	2019	2019	NUM
easat-10555	226	40	.	.	PUNCT
easat-10555	227	1	https://doi.org/10.3390/sym11101189	https://doi.org/10.3390/sym11101189	PUNCT
easat-10555	228	1	[	[	X
easat-10555	228	2	3	3	NUM
easat-10555	228	3	]	]	X
easat-10555	228	4	h.	h.	PROPN
easat-10555	228	5	lian	lian	PROPN
easat-10555	228	6	,	,	PUNCT
easat-10555	228	7	c.	c.	PROPN
easat-10555	228	8	lu	lu	PROPN
easat-10555	228	9	,	,	PUNCT
easat-10555	228	10	s.	s.	PROPN
easat-10555	228	11	li	li	PROPN
easat-10555	228	12	,	,	PUNCT
easat-10555	228	13	y.	y.	PROPN
easat-10555	228	14	zhao	zhao	PROPN
easat-10555	228	15	,	,	PUNCT
easat-10555	228	16	c.	c.	PROPN
easat-10555	228	17	tang	tang	PROPN
easat-10555	228	18	,	,	PUNCT
easat-10555	228	19	and	and	CCONJ
easat-10555	228	20	y.	y.	PROPN
easat-10555	228	21	zong	zong	PROPN
easat-10555	228	22	,	,	PUNCT
easat-10555	228	23	"	"	PUNCT
easat-10555	228	24	a	a	DET
easat-10555	228	25	survey	survey	NOUN
easat-10555	228	26	of	of	ADP
easat-10555	228	27	deep	deep	ADJ
easat-10555	228	28	learning	learning	NOUN
easat-10555	228	29	-	-	PUNCT
easat-10555	228	30	based	base	VERB
easat-10555	228	31	multimodal	multimodal	NOUN
easat-10555	228	32	emotion	emotion	NOUN
easat-10555	228	33	recognition	recognition	NOUN
easat-10555	228	34	:	:	PUNCT
easat-10555	228	35	speech	speech	NOUN
easat-10555	228	36	,	,	PUNCT
easat-10555	228	37	text	text	NOUN
easat-10555	228	38	,	,	PUNCT
easat-10555	228	39	and	and	CCONJ
easat-10555	228	40	face	face	NOUN
easat-10555	228	41	,	,	PUNCT
easat-10555	228	42	"	"	PUNCT
easat-10555	228	43	entropy	entropy	NOUN
easat-10555	228	44	,	,	PUNCT
easat-10555	228	45	vol	vol	NOUN
easat-10555	228	46	.	.	PROPN
easat-10555	228	47	25	25	NUM
easat-10555	228	48	,	,	PUNCT
easat-10555	228	49	no	no	INTJ
easat-10555	228	50	.	.	NOUN
easat-10555	228	51	10	10	NUM
easat-10555	228	52	,	,	PUNCT
easat-10555	228	53	p.	p.	NOUN
easat-10555	228	54	1440	1440	NUM
easat-10555	228	55	,	,	PUNCT
easat-10555	228	56	2023	2023	NUM
easat-10555	228	57	.	.	PUNCT
easat-10555	229	1	https://doi.org/10.3390/e25101440	https://doi.org/10.3390/e25101440	NUM
easat-10555	229	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-10555	229	3	https://doi.org/10.3390/sym11101189	https://doi.org/10.3390/sym11101189	PROPN
easat-10555	229	4	https://doi.org/10.3390/e25101440	https://doi.org/10.3390/e25101440	PROPN
easat-10555	229	5	852	852	NUM
easat-10555	229	6	edelweiss	edelweiss	PROPN
easat-10555	229	7	applied	apply	VERB
easat-10555	229	8	science	science	NOUN
easat-10555	229	9	and	and	CCONJ
easat-10555	229	10	technology	technology	NOUN
easat-10555	229	11	issn	issn	PROPN
easat-10555	229	12	:	:	PUNCT
easat-10555	229	13	2576	2576	NUM
easat-10555	229	14	-	-	SYM
easat-10555	229	15	8484	8484	NUM
easat-10555	229	16	vol	vol	NOUN
easat-10555	229	17	.	.	PROPN
easat-10555	230	1	9	9	NUM
easat-10555	230	2	,	,	PUNCT
easat-10555	230	3	no	no	INTJ
easat-10555	230	4	.	.	NOUN
easat-10555	230	5	10	10	NUM
easat-10555	230	6	:	:	PUNCT
easat-10555	230	7	832	832	NUM
easat-10555	230	8	-	-	SYM
easat-10555	230	9	853	853	NUM
easat-10555	230	10	,	,	PUNCT
easat-10555	230	11	2025	2025	NUM
easat-10555	230	12	doi	doi	NOUN
easat-10555	230	13	:	:	PUNCT
easat-10555	230	14	10.55214/2576	10.55214/2576	NUM
easat-10555	230	15	-	-	PUNCT
easat-10555	230	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	231	1	©	©	ADP
easat-10555	231	2	2025	2025	NUM
easat-10555	231	3	by	by	ADP
easat-10555	231	4	the	the	DET
easat-10555	231	5	authors	author	NOUN
easat-10555	231	6	;	;	PUNCT
easat-10555	231	7	licensee	licensee	PROPN
easat-10555	231	8	learning	learning	NOUN
easat-10555	231	9	gate	gate	NOUN
easat-10555	232	1	[	[	X
easat-10555	232	2	4	4	X
easat-10555	232	3	]	]	PUNCT
easat-10555	232	4	t.	t.	PROPN
easat-10555	232	5	4kopalidis	4kopalidis	PROPN
easat-10555	232	6	,	,	PUNCT
easat-10555	232	7	v.	v.	CCONJ
easat-10555	232	8	solachidis	solachidis	PROPN
easat-10555	232	9	,	,	PUNCT
easat-10555	232	10	n.	n.	NOUN
easat-10555	232	11	vretos	vreto	NOUN
easat-10555	232	12	,	,	PUNCT
easat-10555	232	13	and	and	CCONJ
easat-10555	232	14	p.	p.	PROPN
easat-10555	232	15	daras	daras	PROPN
easat-10555	232	16	,	,	PUNCT
easat-10555	232	17	"	"	PUNCT
easat-10555	232	18	advances	advance	NOUN
easat-10555	232	19	in	in	ADP
easat-10555	232	20	facial	facial	ADJ
easat-10555	232	21	expression	expression	NOUN
easat-10555	232	22	recognition	recognition	NOUN
easat-10555	232	23	:	:	PUNCT
easat-10555	232	24	a	a	DET
easat-10555	232	25	survey	survey	NOUN
easat-10555	232	26	of	of	ADP
easat-10555	232	27	methods	method	NOUN
easat-10555	232	28	,	,	PUNCT
easat-10555	232	29	benchmarks	benchmark	NOUN
easat-10555	232	30	,	,	PUNCT
easat-10555	232	31	models	model	NOUN
easat-10555	232	32	,	,	PUNCT
easat-10555	232	33	and	and	CCONJ
easat-10555	232	34	datasets	dataset	NOUN
easat-10555	232	35	,	,	PUNCT
easat-10555	232	36	"	"	PUNCT
easat-10555	232	37	information	information	NOUN
easat-10555	232	38	,	,	PUNCT
easat-10555	232	39	vol	vol	NOUN
easat-10555	232	40	.	.	PROPN
easat-10555	232	41	15	15	NUM
easat-10555	232	42	,	,	PUNCT
easat-10555	232	43	no	no	INTJ
easat-10555	232	44	.	.	NOUN
easat-10555	232	45	3	3	NUM
easat-10555	232	46	,	,	PUNCT
easat-10555	232	47	p.	p.	NOUN
easat-10555	232	48	135	135	NUM
easat-10555	232	49	,	,	PUNCT
easat-10555	232	50	2024	2024	NUM
easat-10555	232	51	.	.	PUNCT
easat-10555	233	1	https://doi.org/10.3390/info15030135	https://doi.org/10.3390/info15030135	NOUN
easat-10555	233	2	[	[	X
easat-10555	233	3	5	5	NUM
easat-10555	233	4	]	]	PUNCT
easat-10555	233	5	w.	w.	PROPN
easat-10555	233	6	j.	j.	PROPN
easat-10555	233	7	han	han	PROPN
easat-10555	233	8	,	,	PUNCT
easat-10555	233	9	"	"	PUNCT
easat-10555	233	10	deep	deep	ADJ
easat-10555	233	11	learning	learning	NOUN
easat-10555	233	12	based	base	VERB
easat-10555	233	13	detector	detector	NOUN
easat-10555	233	14	for	for	ADP
easat-10555	233	15	real	real	ADJ
easat-10555	233	16	-	-	PUNCT
easat-10555	233	17	time	time	NOUN
easat-10555	233	18	facial	facial	ADJ
easat-10555	233	19	expression	expression	NOUN
easat-10555	233	20	recognition	recognition	NOUN
easat-10555	233	21	,	,	PUNCT
easat-10555	233	22	"	"	PUNCT
easat-10555	233	23	m.s	m.s	PROPN
easat-10555	233	24	.	.	PROPN
easat-10555	233	25	thesis	thesis	PROPN
easat-10555	233	26	,	,	PUNCT
easat-10555	233	27	nanyang	nanyang	PROPN
easat-10555	233	28	technological	technological	PROPN
easat-10555	233	29	univ	univ	PROPN
easat-10555	233	30	.	.	PROPN
easat-10555	233	31	,	,	PUNCT
easat-10555	233	32	singapore	singapore	PROPN
easat-10555	233	33	,	,	PUNCT
easat-10555	233	34	2019	2019	NUM
easat-10555	233	35	.	.	PUNCT
easat-10555	234	1	[	[	X
easat-10555	234	2	6	6	NUM
easat-10555	234	3	]	]	PUNCT
easat-10555	234	4	w.	w.	PROPN
easat-10555	234	5	h.	h.	PROPN
easat-10555	234	6	abdulsalam	abdulsalam	PROPN
easat-10555	234	7	,	,	PUNCT
easat-10555	234	8	r.	r.	PROPN
easat-10555	234	9	al	al	PROPN
easat-10555	234	10	-	-	PUNCT
easat-10555	234	11	hamdani	hamdani	PROPN
easat-10555	234	12	,	,	PUNCT
easat-10555	234	13	and	and	CCONJ
easat-10555	234	14	m.	m.	PROPN
easat-10555	234	15	n.	n.	PROPN
easat-10555	234	16	abdullah	abdullah	PROPN
easat-10555	234	17	,	,	PUNCT
easat-10555	234	18	"	"	PUNCT
easat-10555	234	19	facial	facial	ADJ
easat-10555	234	20	emotion	emotion	NOUN
easat-10555	234	21	recognition	recognition	NOUN
easat-10555	234	22	from	from	ADP
easat-10555	234	23	videos	video	NOUN
easat-10555	234	24	using	use	VERB
easat-10555	234	25	deep	deep	ADJ
easat-10555	234	26	convolutional	convolutional	ADJ
easat-10555	234	27	neural	neural	ADJ
easat-10555	234	28	networks	network	NOUN
easat-10555	234	29	,	,	PUNCT
easat-10555	234	30	"	"	PUNCT
easat-10555	234	31	researchgate	researchgate	NOUN
easat-10555	234	32	,	,	PUNCT
easat-10555	234	33	2019	2019	NUM
easat-10555	234	34	.	.	PUNCT
easat-10555	235	1	https://www.researchgate.net/publication/371021729_real_time_facial_emotion_recognition_using_deep_lear	https://www.researchgate.net/publication/371021729_real_time_facial_emotion_recognition_using_deep_lear	VERB
easat-10555	235	2	ning_and_cnn	ning_and_cnn	NOUN
easat-10555	236	1	[	[	X
easat-10555	236	2	7	7	X
easat-10555	236	3	]	]	X
easat-10555	236	4	b.	b.	PROPN
easat-10555	236	5	cheng	cheng	PROPN
easat-10555	236	6	et	et	PROPN
easat-10555	236	7	al	al	PROPN
easat-10555	236	8	.	.	PROPN
easat-10555	236	9	,	,	PUNCT
easat-10555	236	10	"	"	PUNCT
easat-10555	236	11	robust	robust	ADJ
easat-10555	236	12	emotion	emotion	NOUN
easat-10555	236	13	recognition	recognition	NOUN
easat-10555	236	14	from	from	ADP
easat-10555	236	15	low	low	ADJ
easat-10555	236	16	quality	quality	NOUN
easat-10555	236	17	and	and	CCONJ
easat-10555	236	18	low	low	ADJ
easat-10555	236	19	bit	bit	NOUN
easat-10555	236	20	rate	rate	NOUN
easat-10555	236	21	video	video	NOUN
easat-10555	236	22	:	:	PUNCT
easat-10555	236	23	a	a	DET
easat-10555	236	24	deep	deep	ADJ
easat-10555	236	25	learning	learning	NOUN
easat-10555	236	26	approach	approach	NOUN
easat-10555	236	27	,	,	PUNCT
easat-10555	236	28	"	"	PUNCT
easat-10555	236	29	presented	present	VERB
easat-10555	236	30	at	at	ADP
easat-10555	236	31	the	the	DET
easat-10555	236	32	seventh	seventh	ADJ
easat-10555	236	33	international	international	ADJ
easat-10555	236	34	conference	conference	NOUN
easat-10555	236	35	on	on	ADP
easat-10555	236	36	affective	affective	ADJ
easat-10555	236	37	computing	computing	NOUN
easat-10555	236	38	and	and	CCONJ
easat-10555	236	39	intelligent	intelligent	ADJ
easat-10555	236	40	interaction	interaction	NOUN
easat-10555	236	41	(	(	PUNCT
easat-10555	236	42	acii	acii	ADJ
easat-10555	236	43	)	)	PUNCT
easat-10555	236	44	,	,	PUNCT
easat-10555	236	45	2017	2017	NUM
easat-10555	236	46	.	.	PUNCT
easat-10555	237	1	[	[	X
easat-10555	237	2	8	8	X
easat-10555	237	3	]	]	PUNCT
easat-10555	237	4	s.	s.	PROPN
easat-10555	237	5	s.	s.	PROPN
easat-10555	237	6	a.	a.	PROPN
easat-10555	237	7	rizvi	rizvi	PROPN
easat-10555	237	8	,	,	PUNCT
easat-10555	237	9	s.	s.	PROPN
easat-10555	237	10	kumar	kumar	PROPN
easat-10555	237	11	,	,	PUNCT
easat-10555	237	12	a.	a.	PROPN
easat-10555	237	13	seth	seth	PROPN
easat-10555	237	14	,	,	PUNCT
easat-10555	237	15	and	and	CCONJ
easat-10555	237	16	p.	p.	PROPN
easat-10555	237	17	narang	narang	PROPN
easat-10555	237	18	,	,	PUNCT
easat-10555	237	19	"	"	PUNCT
easat-10555	237	20	affectsrnet	affectsrnet	NOUN
easat-10555	237	21	:	:	PUNCT
easat-10555	237	22	facial	facial	ADJ
easat-10555	237	23	emotion	emotion	NOUN
easat-10555	237	24	-	-	PUNCT
easat-10555	237	25	aware	aware	ADJ
easat-10555	237	26	super	super	ADJ
easat-10555	237	27	-	-	ADJ
easat-10555	237	28	resolution	resolution	ADJ
easat-10555	237	29	network	network	NOUN
easat-10555	237	30	,	,	PUNCT
easat-10555	237	31	"	"	PUNCT
easat-10555	237	32	arxiv	arxiv	PROPN
easat-10555	237	33	preprint	preprint	NOUN
easat-10555	237	34	arxiv:2502.09932	arxiv:2502.09932	PROPN
easat-10555	237	35	,	,	PUNCT
easat-10555	237	36	2025	2025	NUM
easat-10555	237	37	.	.	PUNCT
easat-10555	238	1	[	[	X
easat-10555	238	2	9	9	NUM
easat-10555	238	3	]	]	PUNCT
easat-10555	238	4	s.	s.	PROPN
easat-10555	238	5	wang	wang	PROPN
easat-10555	238	6	and	and	CCONJ
easat-10555	238	7	x.	x.	PROPN
easat-10555	238	8	li	li	PROPN
easat-10555	238	9	,	,	PUNCT
easat-10555	238	10	"	"	PUNCT
easat-10555	238	11	dynamic	dynamic	ADJ
easat-10555	238	12	resolution	resolution	NOUN
easat-10555	238	13	guidance	guidance	NOUN
easat-10555	238	14	for	for	ADP
easat-10555	238	15	facial	facial	ADJ
easat-10555	238	16	expression	expression	NOUN
easat-10555	238	17	recognition	recognition	NOUN
easat-10555	238	18	,	,	PUNCT
easat-10555	238	19	"	"	PUNCT
easat-10555	238	20	presented	present	VERB
easat-10555	238	21	at	at	ADP
easat-10555	238	22	the	the	DET
easat-10555	238	23	international	international	ADJ
easat-10555	238	24	conference	conference	NOUN
easat-10555	238	25	on	on	ADP
easat-10555	238	26	pattern	pattern	NOUN
easat-10555	238	27	recognition	recognition	NOUN
easat-10555	238	28	,	,	PUNCT
easat-10555	238	29	2024	2024	NUM
easat-10555	238	30	.	.	PUNCT
easat-10555	239	1	[	[	X
easat-10555	239	2	10	10	NUM
easat-10555	239	3	]	]	PUNCT
easat-10555	240	1	p.	p.	PROPN
easat-10555	240	2	p.	p.	PROPN
easat-10555	240	3	rodrigues	rodrigues	PROPN
easat-10555	240	4	,	,	PUNCT
easat-10555	240	5	d.	d.	PROPN
easat-10555	240	6	m.	m.	PROPN
easat-10555	240	7	silva	silva	PROPN
easat-10555	240	8	,	,	PUNCT
easat-10555	240	9	and	and	CCONJ
easat-10555	240	10	a.	a.	PROPN
easat-10555	240	11	p.	p.	PROPN
easat-10555	240	12	silva	silva	PROPN
easat-10555	240	13	,	,	PUNCT
easat-10555	240	14	"	"	PUNCT
easat-10555	240	15	web‑based	web‑based	ADJ
easat-10555	240	16	platform	platform	NOUN
easat-10555	240	17	for	for	ADP
easat-10555	240	18	emotion	emotion	NOUN
easat-10555	240	19	recognition	recognition	NOUN
easat-10555	240	20	using	use	VERB
easat-10555	240	21	deep	deep	ADJ
easat-10555	240	22	learning	learning	NOUN
easat-10555	240	23	and	and	CCONJ
easat-10555	240	24	facial	facial	ADJ
easat-10555	240	25	analysis	analysis	NOUN
easat-10555	240	26	,	,	PUNCT
easat-10555	240	27	"	"	PUNCT
easat-10555	240	28	journal	journal	NOUN
easat-10555	240	29	of	of	ADP
easat-10555	240	30	ambient	ambient	ADJ
easat-10555	240	31	intelligence	intelligence	NOUN
easat-10555	240	32	and	and	CCONJ
easat-10555	240	33	humanized	humanize	VERB
easat-10555	240	34	computing	computing	NOUN
easat-10555	240	35	,	,	PUNCT
easat-10555	240	36	vol	vol	NOUN
easat-10555	240	37	.	.	PROPN
easat-10555	240	38	12	12	NUM
easat-10555	240	39	,	,	PUNCT
easat-10555	240	40	no	no	INTJ
easat-10555	240	41	.	.	NOUN
easat-10555	240	42	10	10	NUM
easat-10555	240	43	,	,	PUNCT
easat-10555	240	44	pp	pp	ADJ
easat-10555	240	45	.	.	PUNCT
easat-10555	241	1	9839–9852	9839–9852	NUM
easat-10555	241	2	,	,	PUNCT
easat-10555	241	3	2021	2021	NUM
easat-10555	241	4	.	.	PUNCT
easat-10555	242	1	[	[	X
easat-10555	242	2	11	11	NUM
easat-10555	242	3	]	]	PUNCT
easat-10555	242	4	h.	h.	PROPN
easat-10555	242	5	l.	l.	PROPN
easat-10555	242	6	pham	pham	PROPN
easat-10555	242	7	,	,	PUNCT
easat-10555	242	8	t.	t.	PROPN
easat-10555	242	9	t.	t.	PROPN
easat-10555	242	10	nguyen	nguyen	PROPN
easat-10555	242	11	,	,	PUNCT
easat-10555	242	12	and	and	CCONJ
easat-10555	242	13	t.	t.	PROPN
easat-10555	242	14	h.	h.	PROPN
easat-10555	242	15	nguyen	nguyen	PROPN
easat-10555	242	16	,	,	PUNCT
easat-10555	242	17	"	"	PUNCT
easat-10555	242	18	a	a	DET
easat-10555	242	19	web	web	NOUN
easat-10555	242	20	-	-	PUNCT
easat-10555	242	21	based	base	VERB
easat-10555	242	22	real	real	ADJ
easat-10555	242	23	-	-	PUNCT
easat-10555	242	24	time	time	NOUN
easat-10555	242	25	emotion	emotion	NOUN
easat-10555	242	26	recognition	recognition	NOUN
easat-10555	242	27	system	system	NOUN
easat-10555	242	28	for	for	ADP
easat-10555	242	29	user	user	NOUN
easat-10555	242	30	experience	experience	NOUN
easat-10555	242	31	evaluation	evaluation	NOUN
easat-10555	242	32	,	,	PUNCT
easat-10555	242	33	"	"	PUNCT
easat-10555	242	34	in	in	ADP
easat-10555	242	35	proc	proc	NOUN
easat-10555	242	36	.	.	PUNCT
easat-10555	243	1	ieee	ieee	PROPN
easat-10555	243	2	7th	7th	ADJ
easat-10555	243	3	int	int	PROPN
easat-10555	243	4	.	.	PUNCT
easat-10555	244	1	conf	conf	PROPN
easat-10555	244	2	.	.	PUNCT
easat-10555	245	1	data	data	PROPN
easat-10555	245	2	sci	sci	PROPN
easat-10555	245	3	.	.	PUNCT
easat-10555	246	1	adv	adv	PROPN
easat-10555	246	2	.	.	PUNCT
easat-10555	247	1	anal	anal	PROPN
easat-10555	247	2	.	.	PUNCT
easat-10555	248	1	(	(	PUNCT
easat-10555	248	2	dsaa	dsaa	PROPN
easat-10555	248	3	)	)	PUNCT
easat-10555	248	4	,	,	PUNCT
easat-10555	248	5	sydney	sydney	PROPN
easat-10555	248	6	,	,	PUNCT
easat-10555	248	7	australia	australia	PROPN
easat-10555	248	8	,	,	PUNCT
easat-10555	248	9	2020	2020	NUM
easat-10555	248	10	.	.	PUNCT
easat-10555	249	1	[	[	X
easat-10555	249	2	12	12	NUM
easat-10555	249	3	]	]	X
easat-10555	249	4	s.	s.	PROPN
easat-10555	249	5	ghosh	ghosh	PROPN
easat-10555	249	6	,	,	PUNCT
easat-10555	249	7	m.	m.	PROPN
easat-10555	249	8	ghosh	ghosh	PROPN
easat-10555	249	9	,	,	PUNCT
easat-10555	249	10	and	and	CCONJ
easat-10555	249	11	a.	a.	NOUN
easat-10555	249	12	konar	konar	PROPN
easat-10555	249	13	,	,	PUNCT
easat-10555	249	14	"	"	PUNCT
easat-10555	249	15	real‑time	real‑time	NOUN
easat-10555	249	16	emotion	emotion	NOUN
easat-10555	249	17	recognition	recognition	NOUN
easat-10555	249	18	and	and	CCONJ
easat-10555	249	19	trend	trend	NOUN
easat-10555	249	20	analysis	analysis	NOUN
easat-10555	249	21	using	use	VERB
easat-10555	249	22	web‑based	web‑based	ADJ
easat-10555	249	23	applications	application	NOUN
easat-10555	249	24	,	,	PUNCT
easat-10555	249	25	"	"	PUNCT
easat-10555	249	26	international	international	ADJ
easat-10555	249	27	journal	journal	NOUN
easat-10555	249	28	of	of	ADP
easat-10555	249	29	human	human	ADJ
easat-10555	249	30	–	–	PUNCT
easat-10555	249	31	computer	computer	NOUN
easat-10555	249	32	interaction	interaction	NOUN
easat-10555	249	33	,	,	PUNCT
easat-10555	249	34	vol	vol	NOUN
easat-10555	249	35	.	.	PROPN
easat-10555	249	36	38	38	NUM
easat-10555	249	37	,	,	PUNCT
easat-10555	249	38	no	no	INTJ
easat-10555	249	39	.	.	NOUN
easat-10555	249	40	14	14	NUM
easat-10555	249	41	,	,	PUNCT
easat-10555	249	42	pp	pp	ADJ
easat-10555	249	43	.	.	PUNCT
easat-10555	249	44	1351–1365	1351–1365	NOUN
easat-10555	249	45	,	,	PUNCT
easat-10555	249	46	2022	2022	NUM
easat-10555	249	47	.	.	PUNCT
easat-10555	250	1	[	[	X
easat-10555	250	2	13	13	NUM
easat-10555	250	3	]	]	X
easat-10555	250	4	h.	h.	PROPN
easat-10555	250	5	wang	wang	PROPN
easat-10555	250	6	,	,	PUNCT
easat-10555	250	7	j.	j.	PROPN
easat-10555	250	8	sun	sun	PROPN
easat-10555	250	9	,	,	PUNCT
easat-10555	250	10	and	and	CCONJ
easat-10555	250	11	t.	t.	PROPN
easat-10555	250	12	wu	wu	PROPN
easat-10555	250	13	,	,	PUNCT
easat-10555	250	14	"	"	PUNCT
easat-10555	250	15	web	web	NOUN
easat-10555	250	16	-	-	PUNCT
easat-10555	250	17	based	base	VERB
easat-10555	250	18	facial	facial	ADJ
easat-10555	250	19	analysis	analysis	NOUN
easat-10555	250	20	platform	platform	NOUN
easat-10555	250	21	:	:	PUNCT
easat-10555	250	22	design	design	NOUN
easat-10555	250	23	and	and	CCONJ
easat-10555	250	24	implementation	implementation	NOUN
easat-10555	250	25	,	,	PUNCT
easat-10555	250	26	"	"	PUNCT
easat-10555	250	27	journal	journal	NOUN
easat-10555	250	28	of	of	ADP
easat-10555	250	29	web	web	NOUN
easat-10555	250	30	engineering	engineering	NOUN
easat-10555	250	31	,	,	PUNCT
easat-10555	250	32	vol	vol	NOUN
easat-10555	250	33	.	.	PROPN
easat-10555	250	34	21	21	NUM
easat-10555	250	35	,	,	PUNCT
easat-10555	250	36	no	no	INTJ
easat-10555	250	37	.	.	NOUN
easat-10555	250	38	3	3	NUM
easat-10555	250	39	,	,	PUNCT
easat-10555	250	40	pp	pp	ADJ
easat-10555	250	41	.	.	PUNCT
easat-10555	251	1	455–472	455–472	NUM
easat-10555	251	2	,	,	PUNCT
easat-10555	251	3	2022	2022	NUM
easat-10555	251	4	.	.	PUNCT
easat-10555	252	1	[	[	X
easat-10555	252	2	14	14	NUM
easat-10555	252	3	]	]	PUNCT
easat-10555	252	4	x.	x.	PROPN
easat-10555	252	5	zhang	zhang	PROPN
easat-10555	252	6	,	,	PUNCT
easat-10555	252	7	y.	y.	PROPN
easat-10555	252	8	pan	pan	PROPN
easat-10555	252	9	,	,	PUNCT
easat-10555	252	10	and	and	CCONJ
easat-10555	252	11	l.	l.	PROPN
easat-10555	252	12	zhang	zhang	PROPN
easat-10555	252	13	,	,	PUNCT
easat-10555	252	14	"	"	PUNCT
easat-10555	252	15	deep	deep	ADV
easat-10555	252	16	learning‑based	learning‑base	VERB
easat-10555	252	17	facial	facial	ADJ
easat-10555	252	18	emotion	emotion	NOUN
easat-10555	252	19	recognition	recognition	NOUN
easat-10555	252	20	:	:	PUNCT
easat-10555	252	21	a	a	DET
easat-10555	252	22	survey	survey	NOUN
easat-10555	252	23	and	and	CCONJ
easat-10555	252	24	benchmarking	benchmarking	NOUN
easat-10555	252	25	,	,	PUNCT
easat-10555	252	26	"	"	PUNCT
easat-10555	252	27	information	information	NOUN
easat-10555	252	28	fusion	fusion	NOUN
easat-10555	252	29	,	,	PUNCT
easat-10555	252	30	vol	vol	NOUN
easat-10555	252	31	.	.	PROPN
easat-10555	252	32	84	84	NUM
easat-10555	252	33	,	,	PUNCT
easat-10555	252	34	pp	pp	ADJ
easat-10555	252	35	.	.	PUNCT
easat-10555	253	1	146–170	146–170	NUM
easat-10555	253	2	,	,	PUNCT
easat-10555	253	3	2022	2022	NUM
easat-10555	253	4	.	.	PUNCT
easat-10555	254	1	[	[	X
easat-10555	254	2	15	15	NUM
easat-10555	254	3	]	]	X
easat-10555	254	4	j.	j.	PROPN
easat-10555	254	5	wang	wang	PROPN
easat-10555	254	6	,	,	PUNCT
easat-10555	254	7	k.	k.	PROPN
easat-10555	254	8	zhang	zhang	PROPN
easat-10555	254	9	,	,	PUNCT
easat-10555	254	10	and	and	CCONJ
easat-10555	254	11	s.	s.	PROPN
easat-10555	254	12	zhao	zhao	PROPN
easat-10555	254	13	,	,	PUNCT
easat-10555	254	14	"	"	PUNCT
easat-10555	254	15	real‑time	real‑time	ADJ
easat-10555	254	16	facial	facial	ADJ
easat-10555	254	17	expression	expression	NOUN
easat-10555	254	18	recognition	recognition	NOUN
easat-10555	254	19	using	use	VERB
easat-10555	254	20	fer2013	fer2013	ADJ
easat-10555	254	21	and	and	CCONJ
easat-10555	254	22	transfer	transfer	NOUN
easat-10555	254	23	learning	learning	NOUN
easat-10555	254	24	,	,	PUNCT
easat-10555	254	25	"	"	PUNCT
easat-10555	254	26	ieee	ieee	NOUN
easat-10555	254	27	access	access	NOUN
easat-10555	254	28	,	,	PUNCT
easat-10555	254	29	vol	vol	NOUN
easat-10555	254	30	.	.	PROPN
easat-10555	254	31	11	11	NUM
easat-10555	254	32	,	,	PUNCT
easat-10555	254	33	pp	pp	ADJ
easat-10555	254	34	.	.	PUNCT
easat-10555	254	35	20312–20321	20312–20321	NUM
easat-10555	254	36	,	,	PUNCT
easat-10555	254	37	2023	2023	NUM
easat-10555	254	38	.	.	PUNCT
easat-10555	255	1	[	[	X
easat-10555	255	2	16	16	NUM
easat-10555	255	3	]	]	PUNCT
easat-10555	255	4	a.	a.	NOUN
easat-10555	255	5	mollahosseini	mollahosseini	PROPN
easat-10555	255	6	,	,	PUNCT
easat-10555	255	7	b.	b.	PROPN
easat-10555	255	8	hasani	hasani	PROPN
easat-10555	255	9	,	,	PUNCT
easat-10555	255	10	and	and	CCONJ
easat-10555	255	11	m.	m.	PROPN
easat-10555	255	12	h.	h.	PROPN
easat-10555	255	13	mahoor	mahoor	PROPN
easat-10555	255	14	,	,	PUNCT
easat-10555	255	15	"	"	PUNCT
easat-10555	255	16	affectnet	affectnet	NOUN
easat-10555	255	17	:	:	PUNCT
easat-10555	255	18	a	a	DET
easat-10555	255	19	database	database	NOUN
easat-10555	255	20	for	for	ADP
easat-10555	255	21	facial	facial	ADJ
easat-10555	255	22	expression	expression	NOUN
easat-10555	255	23	,	,	PUNCT
easat-10555	255	24	valence	valence	NOUN
easat-10555	255	25	,	,	PUNCT
easat-10555	255	26	and	and	CCONJ
easat-10555	255	27	arousal	arousal	NOUN
easat-10555	255	28	computing	computing	NOUN
easat-10555	255	29	in	in	ADP
easat-10555	255	30	the	the	DET
easat-10555	255	31	wild	wild	NOUN
easat-10555	255	32	,	,	PUNCT
easat-10555	255	33	"	"	PUNCT
easat-10555	255	34	ieee	ieee	NOUN
easat-10555	255	35	transactions	transaction	NOUN
easat-10555	255	36	on	on	ADP
easat-10555	255	37	affective	affective	ADJ
easat-10555	255	38	computing	computing	NOUN
easat-10555	255	39	,	,	PUNCT
easat-10555	255	40	vol	vol	NOUN
easat-10555	255	41	.	.	PROPN
easat-10555	255	42	10	10	NUM
easat-10555	255	43	,	,	PUNCT
easat-10555	255	44	no	no	INTJ
easat-10555	255	45	.	.	NOUN
easat-10555	255	46	1	1	NUM
easat-10555	255	47	,	,	PUNCT
easat-10555	255	48	pp	pp	ADJ
easat-10555	255	49	.	.	PUNCT
easat-10555	255	50	18	18	NUM
easat-10555	255	51	-	-	SYM
easat-10555	255	52	31	31	NUM
easat-10555	255	53	,	,	PUNCT
easat-10555	255	54	2019	2019	NUM
easat-10555	255	55	.	.	PUNCT
easat-10555	256	1	https://doi.org/10.1109/taffc.2017.2740923	https://doi.org/10.1109/taffc.2017.2740923	PROPN
easat-10555	257	1	[	[	X
easat-10555	257	2	17	17	NUM
easat-10555	257	3	]	]	PUNCT
easat-10555	257	4	j.	j.	PROPN
easat-10555	257	5	chen	chen	PROPN
easat-10555	257	6	,	,	PUNCT
easat-10555	257	7	x.	x.	PROPN
easat-10555	257	8	li	li	PROPN
easat-10555	257	9	,	,	PUNCT
easat-10555	257	10	and	and	CCONJ
easat-10555	257	11	y.	y.	PROPN
easat-10555	257	12	xu	xu	PROPN
easat-10555	257	13	,	,	PUNCT
easat-10555	257	14	"	"	PUNCT
easat-10555	257	15	a	a	DET
easat-10555	257	16	lightweight	lightweight	ADJ
easat-10555	257	17	cnn	cnn	PROPN
easat-10555	257	18	model	model	NOUN
easat-10555	257	19	for	for	ADP
easat-10555	257	20	real‑time	real‑time	PROPN
easat-10555	257	21	facial	facial	ADJ
easat-10555	257	22	expression	expression	NOUN
easat-10555	257	23	recognition	recognition	NOUN
easat-10555	257	24	,	,	PUNCT
easat-10555	257	25	"	"	PUNCT
easat-10555	257	26	neurocomputing	neurocomputing	NOUN
easat-10555	257	27	,	,	PUNCT
easat-10555	257	28	vol	vol	NOUN
easat-10555	257	29	.	.	PROPN
easat-10555	258	1	496	496	NUM
easat-10555	258	2	,	,	PUNCT
easat-10555	258	3	pp	pp	ADJ
easat-10555	258	4	.	.	PUNCT
easat-10555	259	1	74–85	74–85	NUM
easat-10555	259	2	,	,	PUNCT
easat-10555	259	3	2022	2022	NUM
easat-10555	259	4	.	.	PUNCT
easat-10555	260	1	[	[	X
easat-10555	260	2	18	18	NUM
easat-10555	260	3	]	]	X
easat-10555	260	4	j.	j.	PROPN
easat-10555	260	5	park	park	PROPN
easat-10555	260	6	,	,	PUNCT
easat-10555	260	7	k.	k.	PROPN
easat-10555	260	8	kim	kim	PROPN
easat-10555	260	9	,	,	PUNCT
easat-10555	260	10	and	and	CCONJ
easat-10555	260	11	h.	h.	PROPN
easat-10555	260	12	lee	lee	PROPN
easat-10555	260	13	,	,	PUNCT
easat-10555	260	14	"	"	PUNCT
easat-10555	260	15	quantized	quantize	VERB
easat-10555	260	16	fer	fer	NOUN
easat-10555	260	17	for	for	ADP
easat-10555	260	18	edge	edge	NOUN
easat-10555	260	19	devices	device	NOUN
easat-10555	260	20	,	,	PUNCT
easat-10555	260	21	"	"	PUNCT
easat-10555	260	22	ieee	ieee	NOUN
easat-10555	260	23	internet	internet	NOUN
easat-10555	260	24	of	of	ADP
easat-10555	260	25	things	thing	NOUN
easat-10555	260	26	journal	journal	NOUN
easat-10555	260	27	,	,	PUNCT
easat-10555	260	28	vol	vol	NOUN
easat-10555	260	29	.	.	PROPN
easat-10555	260	30	8	8	NUM
easat-10555	260	31	,	,	PUNCT
easat-10555	260	32	no	no	INTJ
easat-10555	260	33	.	.	NOUN
easat-10555	260	34	10	10	NUM
easat-10555	260	35	,	,	PUNCT
easat-10555	260	36	pp	pp	ADJ
easat-10555	260	37	.	.	PUNCT
easat-10555	260	38	8765–8774	8765–8774	NUM
easat-10555	260	39	,	,	PUNCT
easat-10555	260	40	2021	2021	NUM
easat-10555	260	41	.	.	PUNCT
easat-10555	261	1	[	[	X
easat-10555	261	2	19	19	NUM
easat-10555	261	3	]	]	PUNCT
easat-10555	261	4	z.	z.	PROPN
easat-10555	261	5	liu	liu	PROPN
easat-10555	261	6	,	,	PUNCT
easat-10555	261	7	x.	x.	PROPN
easat-10555	261	8	wang	wang	PROPN
easat-10555	261	9	,	,	PUNCT
easat-10555	261	10	and	and	CCONJ
easat-10555	261	11	h.	h.	PROPN
easat-10555	261	12	ma	ma	PROPN
easat-10555	261	13	,	,	PUNCT
easat-10555	261	14	"	"	PUNCT
easat-10555	261	15	optimizing	optimize	VERB
easat-10555	261	16	facial	facial	ADJ
easat-10555	261	17	emotion	emotion	NOUN
easat-10555	261	18	recognition	recognition	NOUN
easat-10555	261	19	using	use	VERB
easat-10555	261	20	mobilenet	mobilenet	NOUN
easat-10555	261	21	with	with	ADP
easat-10555	261	22	quantization	quantization	NOUN
easat-10555	261	23	and	and	CCONJ
easat-10555	261	24	pruning	prune	VERB
easat-10555	261	25	,	,	PUNCT
easat-10555	261	26	"	"	PUNCT
easat-10555	261	27	pattern	pattern	NOUN
easat-10555	261	28	recognition	recognition	NOUN
easat-10555	261	29	letters	letter	NOUN
easat-10555	261	30	,	,	PUNCT
easat-10555	261	31	vol	vol	NOUN
easat-10555	261	32	.	.	PROPN
easat-10555	262	1	167	167	NUM
easat-10555	262	2	,	,	PUNCT
easat-10555	262	3	pp	pp	ADJ
easat-10555	262	4	.	.	PUNCT
easat-10555	263	1	80–88	80–88	NUM
easat-10555	263	2	,	,	PUNCT
easat-10555	263	3	2023	2023	NUM
easat-10555	263	4	.	.	PUNCT
easat-10555	264	1	[	[	X
easat-10555	264	2	20	20	NUM
easat-10555	264	3	]	]	X
easat-10555	264	4	y.	y.	PROPN
easat-10555	264	5	zhao	zhao	PROPN
easat-10555	264	6	,	,	PUNCT
easat-10555	264	7	l.	l.	PROPN
easat-10555	264	8	wang	wang	PROPN
easat-10555	264	9	,	,	PUNCT
easat-10555	264	10	and	and	CCONJ
easat-10555	264	11	x.	x.	PROPN
easat-10555	264	12	liu	liu	PROPN
easat-10555	264	13	,	,	PUNCT
easat-10555	264	14	"	"	PUNCT
easat-10555	264	15	yolo‑fer	yolo‑fer	NOUN
easat-10555	264	16	:	:	PUNCT
easat-10555	264	17	real‑time	real‑time	PROPN
easat-10555	264	18	multi‑person	multi‑person	NOUN
easat-10555	264	19	emotion	emotion	NOUN
easat-10555	264	20	detection	detection	NOUN
easat-10555	264	21	,	,	PUNCT
easat-10555	264	22	"	"	PUNCT
easat-10555	264	23	ieee	ieee	NOUN
easat-10555	264	24	transactions	transaction	NOUN
easat-10555	264	25	on	on	ADP
easat-10555	264	26	circuits	circuit	NOUN
easat-10555	264	27	and	and	CCONJ
easat-10555	264	28	systems	system	NOUN
easat-10555	264	29	for	for	ADP
easat-10555	264	30	video	video	NOUN
easat-10555	264	31	technology	technology	NOUN
easat-10555	264	32	,	,	PUNCT
easat-10555	264	33	vol	vol	NOUN
easat-10555	264	34	.	.	PROPN
easat-10555	264	35	33	33	NUM
easat-10555	264	36	,	,	PUNCT
easat-10555	264	37	no	no	INTJ
easat-10555	264	38	.	.	NOUN
easat-10555	264	39	1	1	NUM
easat-10555	264	40	,	,	PUNCT
easat-10555	264	41	pp	pp	ADJ
easat-10555	264	42	.	.	PUNCT
easat-10555	265	1	45–58	45–58	NUM
easat-10555	265	2	,	,	PUNCT
easat-10555	265	3	2023	2023	NUM
easat-10555	265	4	.	.	PUNCT
easat-10555	266	1	[	[	X
easat-10555	266	2	21	21	NUM
easat-10555	266	3	]	]	X
easat-10555	266	4	c.	c.	PROPN
easat-10555	266	5	li	li	PROPN
easat-10555	266	6	and	and	CCONJ
easat-10555	266	7	x.	x.	PROPN
easat-10555	266	8	wang	wang	PROPN
easat-10555	266	9	,	,	PUNCT
easat-10555	266	10	"	"	PUNCT
easat-10555	266	11	efficientvit	efficientvit	ADJ
easat-10555	266	12	:	:	PUNCT
easat-10555	266	13	a	a	DET
easat-10555	266	14	lightweight	lightweight	ADJ
easat-10555	266	15	transformer	transformer	NOUN
easat-10555	266	16	for	for	ADP
easat-10555	266	17	real	real	ADJ
easat-10555	266	18	-	-	PUNCT
easat-10555	266	19	time	time	NOUN
easat-10555	266	20	facial	facial	ADJ
easat-10555	266	21	emotion	emotion	NOUN
easat-10555	266	22	recognition	recognition	NOUN
easat-10555	266	23	,	,	PUNCT
easat-10555	266	24	"	"	PUNCT
easat-10555	266	25	ieee	ieee	NOUN
easat-10555	266	26	access	access	NOUN
easat-10555	266	27	,	,	PUNCT
easat-10555	266	28	vol	vol	NOUN
easat-10555	266	29	.	.	PROPN
easat-10555	266	30	10	10	NUM
easat-10555	266	31	,	,	PUNCT
easat-10555	266	32	pp	pp	ADJ
easat-10555	266	33	.	.	PUNCT
easat-10555	266	34	34567–34578	34567–34578	NUM
easat-10555	266	35	,	,	PUNCT
easat-10555	266	36	2022	2022	NUM
easat-10555	266	37	.	.	PUNCT
easat-10555	267	1	[	[	X
easat-10555	267	2	22	22	NUM
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easat-10555	267	4	o.	o.	PROPN
easat-10555	267	5	c.	c.	PROPN
easat-10555	267	6	oguine	oguine	PROPN
easat-10555	267	7	,	,	PUNCT
easat-10555	267	8	k.	k.	PROPN
easat-10555	267	9	j.	j.	PROPN
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easat-10555	267	11	,	,	PUNCT
easat-10555	267	12	h.	h.	PROPN
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easat-10555	267	16	and	and	CCONJ
easat-10555	267	17	d.	d.	PROPN
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easat-10555	267	21	hybrid	hybrid	ADJ
easat-10555	267	22	facial	facial	ADJ
easat-10555	267	23	expression	expression	NOUN
easat-10555	267	24	recognition	recognition	NOUN
easat-10555	267	25	(	(	PUNCT
easat-10555	267	26	fer2013	fer2013	ADJ
easat-10555	267	27	)	)	PUNCT
easat-10555	267	28	model	model	NOUN
easat-10555	267	29	for	for	ADP
easat-10555	267	30	real	real	ADJ
easat-10555	267	31	-	-	PUNCT
easat-10555	267	32	time	time	NOUN
easat-10555	267	33	emotion	emotion	NOUN
easat-10555	267	34	classification	classification	NOUN
easat-10555	267	35	and	and	CCONJ
easat-10555	267	36	prediction	prediction	NOUN
easat-10555	267	37	,	,	PUNCT
easat-10555	267	38	"	"	PUNCT
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easat-10555	267	42	,	,	PUNCT
easat-10555	267	43	2022	2022	NUM
easat-10555	267	44	.	.	PUNCT
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easat-10555	269	6	,	,	PUNCT
easat-10555	269	7	h.	h.	PROPN
easat-10555	269	8	wang	wang	PROPN
easat-10555	269	9	,	,	PUNCT
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easat-10555	269	13	,	,	PUNCT
easat-10555	269	14	"	"	PUNCT
easat-10555	269	15	attention	attention	NOUN
easat-10555	269	16	-	-	PUNCT
easat-10555	269	17	based	base	VERB
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easat-10555	269	19	for	for	ADP
easat-10555	269	20	facial	facial	ADJ
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easat-10555	269	22	recognition	recognition	NOUN
easat-10555	269	23	,	,	PUNCT
easat-10555	269	24	"	"	PUNCT
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easat-10555	269	26	transactions	transaction	NOUN
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easat-10555	269	28	affective	affective	ADJ
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easat-10555	269	30	,	,	PUNCT
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easat-10555	269	34	,	,	PUNCT
easat-10555	269	35	no	no	INTJ
easat-10555	269	36	.	.	NOUN
easat-10555	269	37	2	2	NUM
easat-10555	269	38	,	,	PUNCT
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easat-10555	269	40	.	.	PUNCT
easat-10555	270	1	512–525	512–525	NUM
easat-10555	270	2	,	,	PUNCT
easat-10555	270	3	2022	2022	NUM
easat-10555	270	4	.	.	PUNCT
easat-10555	271	1	[	[	X
easat-10555	271	2	24	24	NUM
easat-10555	271	3	]	]	PUNCT
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easat-10555	271	11	a.	a.	PROPN
easat-10555	271	12	k.	k.	PROPN
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easat-10555	271	14	,	,	PUNCT
easat-10555	271	15	"	"	PUNCT
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easat-10555	271	17	lighting	lighting	NOUN
easat-10555	271	18	correction	correction	NOUN
easat-10555	271	19	for	for	ADP
easat-10555	271	20	fer	fer	PROPN
easat-10555	271	21	in	in	ADP
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easat-10555	271	23	,	,	PUNCT
easat-10555	271	24	"	"	PUNCT
easat-10555	271	25	ieee	ieee	NOUN
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easat-10555	271	27	on	on	ADP
easat-10555	271	28	image	image	NOUN
easat-10555	271	29	processing	processing	NOUN
easat-10555	271	30	,	,	PUNCT
easat-10555	271	31	vol	vol	NOUN
easat-10555	271	32	.	.	PROPN
easat-10555	271	33	30	30	NUM
easat-10555	271	34	,	,	PUNCT
easat-10555	271	35	pp	pp	ADJ
easat-10555	271	36	.	.	PUNCT
easat-10555	271	37	1234–1245	1234–1245	NUM
easat-10555	271	38	,	,	PUNCT
easat-10555	271	39	2021	2021	NUM
easat-10555	271	40	.	.	PUNCT
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easat-10555	272	2	25	25	NUM
easat-10555	272	3	]	]	PUNCT
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easat-10555	272	17	for	for	ADP
easat-10555	272	18	fer	fer	PROPN
easat-10555	272	19	in	in	ADP
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easat-10555	272	21	systems	system	NOUN
easat-10555	272	22	,	,	PUNCT
easat-10555	272	23	"	"	PUNCT
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easat-10555	272	28	systems	system	NOUN
easat-10555	272	29	,	,	PUNCT
easat-10555	272	30	vol	vol	NOUN
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easat-10555	272	36	2	2	NUM
easat-10555	272	37	,	,	PUNCT
easat-10555	272	38	pp	pp	ADJ
easat-10555	272	39	.	.	PUNCT
easat-10555	273	1	123–134	123–134	NUM
easat-10555	273	2	,	,	PUNCT
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easat-10555	273	4	.	.	PUNCT
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easat-10555	274	2	26	26	NUM
easat-10555	274	3	]	]	PUNCT
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easat-10555	274	13	,	,	PUNCT
easat-10555	274	14	"	"	PUNCT
easat-10555	274	15	occlusion‑robust	occlusion‑robust	ADP
easat-10555	274	16	fer	fer	PROPN
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easat-10555	274	18	gan‑based	gan‑base	VERB
easat-10555	274	19	data	datum	NOUN
easat-10555	274	20	augmentation	augmentation	NOUN
easat-10555	274	21	,	,	PUNCT
easat-10555	274	22	"	"	PUNCT
easat-10555	274	23	ieee	ieee	NOUN
easat-10555	274	24	sensors	sensor	NOUN
easat-10555	274	25	journal	journal	PROPN
easat-10555	274	26	,	,	PUNCT
easat-10555	274	27	vol	vol	NOUN
easat-10555	274	28	.	.	PROPN
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easat-10555	274	30	,	,	PUNCT
easat-10555	274	31	no	no	INTJ
easat-10555	274	32	.	.	NOUN
easat-10555	274	33	6	6	NUM
easat-10555	274	34	,	,	PUNCT
easat-10555	274	35	pp	pp	ADJ
easat-10555	274	36	.	.	PUNCT
easat-10555	275	1	7890–7901	7890–7901	NUM
easat-10555	275	2	,	,	PUNCT
easat-10555	275	3	2021	2021	NUM
easat-10555	275	4	.	.	PUNCT
easat-10555	276	1	[	[	X
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easat-10555	276	7	t.	t.	PROPN
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easat-10555	276	12	-	-	PUNCT
easat-10555	276	13	time	time	NOUN
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easat-10555	276	18	and	and	CCONJ
easat-10555	276	19	edge	edge	NOUN
easat-10555	276	20	computing	compute	VERB
easat-10555	276	21	for	for	ADP
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easat-10555	276	24	,	,	PUNCT
easat-10555	276	25	"	"	PUNCT
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easat-10555	276	29	.	.	PROPN
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easat-10555	276	31	,	,	PUNCT
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easat-10555	276	33	.	.	NOUN
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easat-10555	276	35	,	,	PUNCT
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easat-10555	276	38	,	,	PUNCT
easat-10555	276	39	2023	2023	NUM
easat-10555	276	40	.	.	PUNCT
easat-10555	277	1	[	[	X
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easat-10555	277	21	"	"	PUNCT
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easat-10555	277	32	.	.	PUNCT
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easat-10555	278	2	,	,	PUNCT
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easat-10555	278	4	.	.	PUNCT
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easat-10555	279	36	.	.	PUNCT
easat-10555	280	1	12345–12356	12345–12356	NUM
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easat-10555	281	12	sun	sun	PROPN
easat-10555	281	13	,	,	PUNCT
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easat-10555	281	15	edge	edge	NOUN
easat-10555	281	16	-	-	PUNCT
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easat-10555	281	19	-	-	PUNCT
easat-10555	281	20	time	time	NOUN
easat-10555	281	21	emotion	emotion	NOUN
easat-10555	281	22	recognition	recognition	NOUN
easat-10555	281	23	:	:	PUNCT
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easat-10555	281	25	and	and	CCONJ
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easat-10555	281	40	.	.	NOUN
easat-10555	281	41	15	15	NUM
easat-10555	281	42	,	,	PUNCT
easat-10555	281	43	pp	pp	ADJ
easat-10555	281	44	.	.	PUNCT
easat-10555	281	45	13500–13512	13500–13512	NUM
easat-10555	281	46	,	,	PUNCT
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easat-10555	281	48	.	.	PUNCT
easat-10555	282	1	https://doi.org/10.3390/info15030135	https://doi.org/10.3390/info15030135	PROPN
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easat-10555	282	3	https://www.researchgate.net/publication/371021729_real_time_facial_emotion_recognition_using_deep_learning_and_cnn	https://www.researchgate.net/publication/371021729_real_time_facial_emotion_recognition_using_deep_learning_and_cnn	PROPN
easat-10555	282	4	https://doi.org/10.1109/taffc.2017.2740923	https://doi.org/10.1109/taffc.2017.2740923	PROPN
easat-10555	283	1	https://doi.org/10.48550/arxiv.2206.09509	https://doi.org/10.48550/arxiv.2206.09509	PROPN
easat-10555	283	2	853	853	NUM
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easat-10555	283	4	applied	apply	VERB
easat-10555	283	5	science	science	NOUN
easat-10555	283	6	and	and	CCONJ
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easat-10555	283	9	:	:	PUNCT
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easat-10555	284	5	10	10	NUM
easat-10555	284	6	:	:	PUNCT
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easat-10555	284	8	-	-	SYM
easat-10555	284	9	853	853	NUM
easat-10555	284	10	,	,	PUNCT
easat-10555	284	11	2025	2025	NUM
easat-10555	284	12	doi	doi	NOUN
easat-10555	284	13	:	:	PUNCT
easat-10555	284	14	10.55214/2576	10.55214/2576	NUM
easat-10555	284	15	-	-	PUNCT
easat-10555	284	16	8484.v9i10.10555	8484.v9i10.10555	NUM
easat-10555	285	1	©	©	ADP
easat-10555	285	2	2025	2025	NUM
easat-10555	285	3	by	by	ADP
easat-10555	285	4	the	the	DET
easat-10555	285	5	authors	author	NOUN
easat-10555	285	6	;	;	PUNCT
easat-10555	285	7	licensee	licensee	PROPN
easat-10555	285	8	learning	learning	NOUN
easat-10555	285	9	gate	gate	NOUN
easat-10555	286	1	[	[	X
easat-10555	286	2	31	31	NUM
easat-10555	286	3	]	]	PUNCT
easat-10555	286	4	i.	i.	PROPN
easat-10555	286	5	j.	j.	PROPN
easat-10555	286	6	goodfellow	goodfellow	PROPN
easat-10555	286	7	et	et	PROPN
easat-10555	286	8	al	al	PROPN
easat-10555	286	9	.	.	PROPN
easat-10555	286	10	,	,	PUNCT
easat-10555	286	11	"	"	PUNCT
easat-10555	286	12	challenges	challenge	NOUN
easat-10555	286	13	in	in	ADP
easat-10555	286	14	representation	representation	NOUN
easat-10555	286	15	learning	learning	NOUN
easat-10555	286	16	:	:	PUNCT
easat-10555	286	17	a	a	DET
easat-10555	286	18	report	report	NOUN
easat-10555	286	19	on	on	ADP
easat-10555	286	20	three	three	NUM
easat-10555	286	21	machine	machine	NOUN
easat-10555	286	22	learning	learn	VERB
easat-10555	286	23	contests	contest	NOUN
easat-10555	286	24	,	,	PUNCT
easat-10555	286	25	"	"	PUNCT
easat-10555	286	26	in	in	ADP
easat-10555	286	27	international	international	ADJ
easat-10555	286	28	conference	conference	NOUN
easat-10555	286	29	on	on	ADP
easat-10555	286	30	neural	neural	ADJ
easat-10555	286	31	information	information	NOUN
easat-10555	286	32	processing	processing	NOUN
easat-10555	286	33	,	,	PUNCT
easat-10555	286	34	pp	pp	ADJ
easat-10555	286	35	.	.	PUNCT
easat-10555	287	1	117	117	NUM
easat-10555	287	2	-	-	SYM
easat-10555	287	3	124	124	NUM
easat-10555	287	4	.	.	PUNCT
easat-10555	288	1	berlin	berlin	PROPN
easat-10555	288	2	,	,	PUNCT
easat-10555	288	3	heidelberg	heidelberg	PROPN
easat-10555	288	4	:	:	PUNCT
easat-10555	288	5	springer	springer	PROPN
easat-10555	288	6	berlin	berlin	PROPN
easat-10555	288	7	heidelberg	heidelberg	PROPN
easat-10555	288	8	,	,	PUNCT
easat-10555	288	9	2013	2013	NUM
easat-10555	288	10	.	.	PUNCT
easat-10555	289	1	[	[	X
easat-10555	289	2	32	32	NUM
easat-10555	289	3	]	]	PUNCT
easat-10555	289	4	j.	j.	PROPN
easat-10555	289	5	park	park	PROPN
easat-10555	289	6	,	,	PUNCT
easat-10555	289	7	h.	h.	PROPN
easat-10555	289	8	choi	choi	PROPN
easat-10555	289	9	,	,	PUNCT
easat-10555	289	10	m.	m.	NOUN
easat-10555	289	11	song	song	NOUN
easat-10555	289	12	,	,	PUNCT
easat-10555	289	13	and	and	CCONJ
easat-10555	289	14	k.	k.	PROPN
easat-10555	289	15	kim	kim	PROPN
easat-10555	289	16	,	,	PUNCT
easat-10555	289	17	"	"	PUNCT
easat-10555	289	18	quantization	quantization	NOUN
easat-10555	289	19	-	-	PUNCT
easat-10555	289	20	aware	aware	ADJ
easat-10555	289	21	training	training	NOUN
easat-10555	289	22	for	for	ADP
easat-10555	289	23	edge	edge	NOUN
easat-10555	289	24	-	-	PUNCT
easat-10555	289	25	based	base	VERB
easat-10555	289	26	fer	fer	PROPN
easat-10555	289	27	in	in	ADP
easat-10555	289	28	cctv	cctv	PROPN
easat-10555	289	29	systems	system	NOUN
easat-10555	289	30	,	,	PUNCT
easat-10555	289	31	"	"	PUNCT
easat-10555	289	32	ieee	ieee	NOUN
easat-10555	289	33	internet	internet	NOUN
easat-10555	289	34	of	of	ADP
easat-10555	289	35	things	thing	NOUN
easat-10555	289	36	journal	journal	NOUN
easat-10555	289	37	,	,	PUNCT
easat-10555	289	38	vol	vol	NOUN
easat-10555	289	39	.	.	PROPN
easat-10555	289	40	9	9	NUM
easat-10555	289	41	,	,	PUNCT
easat-10555	289	42	no	no	INTJ
easat-10555	289	43	.	.	NOUN
easat-10555	289	44	12	12	NUM
easat-10555	289	45	,	,	PUNCT
easat-10555	289	46	pp	pp	ADJ
easat-10555	289	47	.	.	PUNCT
easat-10555	289	48	9876–9889	9876–9889	NUM
easat-10555	289	49	,	,	PUNCT
easat-10555	289	50	2023	2023	NUM
easat-10555	289	51	.	.	PUNCT
easat-10555	290	1	[	[	X
easat-10555	290	2	33	33	NUM
easat-10555	290	3	]	]	PUNCT
easat-10555	290	4	k.	k.	PROPN
easat-10555	290	5	zhang	zhang	PROPN
easat-10555	290	6	,	,	PUNCT
easat-10555	290	7	l.	l.	PROPN
easat-10555	290	8	zhou	zhou	PROPN
easat-10555	290	9	,	,	PUNCT
easat-10555	290	10	and	and	CCONJ
easat-10555	290	11	f.	f.	PROPN
easat-10555	290	12	wang	wang	PROPN
easat-10555	290	13	,	,	PUNCT
easat-10555	290	14	"	"	PUNCT
easat-10555	290	15	deep	deep	ADJ
easat-10555	290	16	learning	learning	NOUN
easat-10555	290	17	approaches	approach	NOUN
easat-10555	290	18	for	for	ADP
easat-10555	290	19	facial	facial	ADJ
easat-10555	290	20	emotion	emotion	NOUN
easat-10555	290	21	recognition	recognition	NOUN
easat-10555	290	22	in	in	ADP
easat-10555	290	23	surveillance	surveillance	NOUN
easat-10555	290	24	,	,	PUNCT
easat-10555	290	25	"	"	PUNCT
easat-10555	290	26	pattern	pattern	NOUN
easat-10555	290	27	recognition	recognition	NOUN
easat-10555	290	28	letters	letter	NOUN
easat-10555	290	29	,	,	PUNCT
easat-10555	290	30	vol	vol	NOUN
easat-10555	290	31	.	.	PROPN
easat-10555	290	32	145	145	NUM
easat-10555	290	33	,	,	PUNCT
easat-10555	290	34	pp	pp	PROPN
easat-10555	290	35	.	.	PUNCT
easat-10555	291	1	1–12	1–12	NOUN
easat-10555	291	2	,	,	PUNCT
easat-10555	291	3	2021	2021	NUM
easat-10555	291	4	.	.	PUNCT
easat-10555	292	1	[	[	X
easat-10555	292	2	34	34	NUM
easat-10555	292	3	]	]	X
easat-10555	292	4	s.	s.	PROPN
easat-10555	292	5	lee	lee	PROPN
easat-10555	292	6	and	and	CCONJ
easat-10555	292	7	h.	h.	PROPN
easat-10555	292	8	kim	kim	PROPN
easat-10555	292	9	,	,	PUNCT
easat-10555	292	10	"	"	PUNCT
easat-10555	292	11	privacy	privacy	NOUN
easat-10555	292	12	-	-	PUNCT
easat-10555	292	13	preserving	preserve	VERB
easat-10555	292	14	fer	fer	NOUN
easat-10555	292	15	using	use	VERB
easat-10555	292	16	federated	federated	ADJ
easat-10555	292	17	learning	learning	NOUN
easat-10555	292	18	for	for	ADP
easat-10555	292	19	smart	smart	ADJ
easat-10555	292	20	surveillance	surveillance	NOUN
easat-10555	292	21	,	,	PUNCT
easat-10555	292	22	"	"	PUNCT
easat-10555	292	23	ieee	ieee	NOUN
easat-10555	292	24	transactions	transaction	NOUN
easat-10555	292	25	on	on	ADP
easat-10555	292	26	information	information	NOUN
easat-10555	292	27	forensics	forensic	NOUN
easat-10555	292	28	and	and	CCONJ
easat-10555	292	29	security	security	NOUN
easat-10555	292	30	,	,	PUNCT
easat-10555	292	31	vol	vol	NOUN
easat-10555	292	32	.	.	PROPN
easat-10555	292	33	18	18	NUM
easat-10555	292	34	,	,	PUNCT
easat-10555	292	35	pp	pp	ADJ
easat-10555	292	36	.	.	PUNCT
easat-10555	293	1	1255–1269	1255–1269	NUM
easat-10555	293	2	,	,	PUNCT
easat-10555	293	3	2023	2023	NUM
easat-10555	293	4	.	.	PUNCT
easat-10555	294	1	[	[	X
easat-10555	294	2	35	35	NUM
easat-10555	294	3	]	]	X
easat-10555	294	4	s.	s.	PROPN
easat-10555	294	5	lee	lee	PROPN
easat-10555	294	6	,	,	PUNCT
easat-10555	294	7	j.	j.	PROPN
easat-10555	294	8	park	park	PROPN
easat-10555	294	9	,	,	PUNCT
easat-10555	294	10	and	and	CCONJ
easat-10555	294	11	h.	h.	PROPN
easat-10555	294	12	kim	kim	PROPN
easat-10555	294	13	,	,	PUNCT
easat-10555	294	14	"	"	PUNCT
easat-10555	294	15	federated	federated	ADJ
easat-10555	294	16	learning	learning	NOUN
easat-10555	294	17	for	for	ADP
easat-10555	294	18	privacy	privacy	NOUN
easat-10555	294	19	-	-	PUNCT
easat-10555	294	20	preserving	preserve	VERB
easat-10555	294	21	fer	fer	NOUN
easat-10555	294	22	,	,	PUNCT
easat-10555	294	23	"	"	PUNCT
easat-10555	294	24	ieee	ieee	NOUN
easat-10555	294	25	transactions	transaction	NOUN
easat-10555	294	26	on	on	ADP
easat-10555	294	27	information	information	NOUN
easat-10555	294	28	forensics	forensic	NOUN
easat-10555	294	29	and	and	CCONJ
easat-10555	294	30	security	security	NOUN
easat-10555	294	31	,	,	PUNCT
easat-10555	294	32	vol	vol	NOUN
easat-10555	294	33	.	.	PROPN
easat-10555	294	34	17	17	NUM
easat-10555	294	35	,	,	PUNCT
easat-10555	294	36	pp	pp	ADJ
easat-10555	294	37	.	.	PUNCT
easat-10555	295	1	2345–2358	2345–2358	NOUN
easat-10555	295	2	,	,	PUNCT
easat-10555	295	3	2022	2022	NUM
easat-10555	295	4	.	.	PUNCT
easat-10555	296	1	[	[	X
easat-10555	296	2	36	36	NUM
easat-10555	296	3	]	]	PUNCT
easat-10555	296	4	j.	j.	PROPN
easat-10555	296	5	chen	chen	PROPN
easat-10555	296	6	,	,	PUNCT
easat-10555	296	7	y.	y.	PROPN
easat-10555	296	8	wang	wang	PROPN
easat-10555	296	9	,	,	PUNCT
easat-10555	296	10	and	and	CCONJ
easat-10555	296	11	f.	f.	PROPN
easat-10555	296	12	li	li	PROPN
easat-10555	296	13	,	,	PUNCT
easat-10555	296	14	"	"	PUNCT
easat-10555	296	15	hybrid	hybrid	ADJ
easat-10555	296	16	transformer	transformer	NOUN
easat-10555	296	17	-	-	PUNCT
easat-10555	296	18	cnn	cnn	PROPN
easat-10555	296	19	for	for	ADP
easat-10555	296	20	real	real	ADJ
easat-10555	296	21	-	-	PUNCT
easat-10555	296	22	time	time	NOUN
easat-10555	296	23	facial	facial	ADJ
easat-10555	296	24	expression	expression	NOUN
easat-10555	296	25	recognition	recognition	NOUN
easat-10555	296	26	,	,	PUNCT
easat-10555	296	27	"	"	PUNCT
easat-10555	296	28	ieee	ieee	NOUN
easat-10555	296	29	transactions	transaction	NOUN
easat-10555	296	30	on	on	ADP
easat-10555	296	31	affective	affective	ADJ
easat-10555	296	32	computing	computing	NOUN
easat-10555	296	33	,	,	PUNCT
easat-10555	296	34	early	early	ADJ
easat-10555	296	35	access	access	NOUN
easat-10555	296	36	,	,	PUNCT
easat-10555	296	37	2023	2023	NUM
easat-10555	296	38	.	.	PUNCT
easat-10555	297	1	[	[	X
easat-10555	297	2	37	37	NUM
easat-10555	297	3	]	]	PUNCT
easat-10555	297	4	s.	s.	PROPN
easat-10555	297	5	li	li	PROPN
easat-10555	297	6	,	,	PUNCT
easat-10555	297	7	h.	h.	PROPN
easat-10555	297	8	zhou	zhou	PROPN
easat-10555	297	9	,	,	PUNCT
easat-10555	297	10	and	and	CCONJ
easat-10555	297	11	j.	j.	PROPN
easat-10555	297	12	chen	chen	PROPN
easat-10555	297	13	,	,	PUNCT
easat-10555	297	14	"	"	PUNCT
easat-10555	297	15	challenges	challenge	NOUN
easat-10555	297	16	in	in	ADP
easat-10555	297	17	deploying	deploy	VERB
easat-10555	297	18	facial	facial	ADJ
easat-10555	297	19	expression	expression	NOUN
easat-10555	297	20	recognition	recognition	NOUN
easat-10555	297	21	for	for	ADP
easat-10555	297	22	surveillance	surveillance	NOUN
easat-10555	297	23	systems	system	NOUN
easat-10555	297	24	,	,	PUNCT
easat-10555	297	25	"	"	PUNCT
easat-10555	297	26	in	in	ADP
easat-10555	297	27	proc	proc	NOUN
easat-10555	297	28	.	.	PUNCT
easat-10555	297	29	acm	acm	PROPN
easat-10555	297	30	int	int	PROPN
easat-10555	297	31	.	.	PUNCT
easat-10555	297	32	conf	conf	PROPN
easat-10555	297	33	.	.	PUNCT
easat-10555	298	1	multimedia	multimedia	PROPN
easat-10555	298	2	(	(	PUNCT
easat-10555	298	3	acm	acm	PROPN
easat-10555	298	4	mm	mm	PROPN
easat-10555	298	5	)	)	PUNCT
easat-10555	298	6	,	,	PUNCT
easat-10555	298	7	2020	2020	NUM
easat-10555	298	8	.	.	PUNCT