id	sid	tid	token	lemma	pos
cana-4261	1	1	communications	communication	NOUN
cana-4261	1	2	on	on	ADP
cana-4261	1	3	applied	apply	VERB
cana-4261	1	4	nonlinear	nonlinear	ADJ
cana-4261	1	5	analysis	analysis	NOUN
cana-4261	1	6	issn	issn	NOUN
cana-4261	1	7	:	:	PUNCT
cana-4261	1	8	1074	1074	NUM
cana-4261	1	9	-	-	PUNCT
cana-4261	1	10	133x	133x	NUM
cana-4261	1	11	vol	vol	NOUN
cana-4261	1	12	32	32	NUM
cana-4261	1	13	no	no	NOUN
cana-4261	1	14	.	.	PUNCT
cana-4261	2	1	9s	9s	NUM
cana-4261	2	2	(	(	PUNCT
cana-4261	2	3	2025	2025	NUM
cana-4261	2	4	)	)	PUNCT
cana-4261	2	5	1641	1641	NUM
cana-4261	3	1	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-4261	3	2	automated	automate	VERB
cana-4261	3	3	attendance	attendance	NOUN
cana-4261	3	4	system	system	NOUN
cana-4261	3	5	with	with	ADP
cana-4261	3	6	ai	ai	NOUN
cana-4261	3	7	and	and	CCONJ
cana-4261	3	8	real	real	ADJ
cana-4261	3	9	-	-	PUNCT
cana-4261	3	10	time	time	NOUN
cana-4261	3	11	camera	camera	NOUN
cana-4261	3	12	access	access	NOUN
cana-4261	3	13	using	use	VERB
cana-4261	3	14	facial	facial	ADJ
cana-4261	3	15	recognition	recognition	NOUN
cana-4261	3	16	dr	dr	PROPN
cana-4261	3	17	.	.	PROPN
cana-4261	3	18	m.v.b	m.v.b	PROPN
cana-4261	3	19	.	.	PUNCT
cana-4261	4	1	chandrasekhar1	chandrasekhar1	PROPN
cana-4261	4	2	,	,	PUNCT
cana-4261	4	3	ch	ch	NOUN
cana-4261	4	4	.	.	PUNCT
cana-4261	4	5	vamsi2	vamsi2	PROPN
cana-4261	4	6	,	,	PUNCT
cana-4261	4	7	b.	b.	PROPN
cana-4261	4	8	yogeswara	yogeswara	PROPN
cana-4261	4	9	rao2	rao2	PROPN
cana-4261	4	10	,	,	PUNCT
cana-4261	4	11	r.	r.	PROPN
cana-4261	4	12	meghana2	meghana2	PROPN
cana-4261	4	13	,	,	PUNCT
cana-4261	4	14	y.	y.	PROPN
cana-4261	4	15	premkumar2	premkumar2	PROPN
cana-4261	5	1	1professor	1professor	NUM
cana-4261	5	2	&	&	CCONJ
cana-4261	5	3	hod	hod	PROPN
cana-4261	5	4	,	,	PUNCT
cana-4261	5	5	department	department	NOUN
cana-4261	5	6	of	of	ADP
cana-4261	5	7	cse(ai&ml	cse(ai&ml	PROPN
cana-4261	5	8	)	)	PUNCT
cana-4261	5	9	,	,	PUNCT
cana-4261	5	10	aditya	aditya	PROPN
cana-4261	5	11	institute	institute	PROPN
cana-4261	5	12	of	of	ADP
cana-4261	5	13	technology	technology	NOUN
cana-4261	5	14	and	and	CCONJ
cana-4261	5	15	management	management	NOUN
cana-4261	5	16	,	,	PUNCT
cana-4261	5	17	tekkali-532201	tekkali-532201	ADJ
cana-4261	5	18	,	,	PUNCT
cana-4261	5	19	india	india	PROPN
cana-4261	5	20	.	.	PUNCT
cana-4261	6	1	2,3,4,5ug	2,3,4,5ug	NUM
cana-4261	6	2	students	student	NOUN
cana-4261	6	3	,	,	PUNCT
cana-4261	6	4	department	department	NOUN
cana-4261	6	5	of	of	ADP
cana-4261	6	6	computer	computer	NOUN
cana-4261	6	7	science	science	NOUN
cana-4261	6	8	and	and	CCONJ
cana-4261	6	9	engineering	engineering	NOUN
cana-4261	6	10	(	(	PUNCT
cana-4261	6	11	ai&ml	ai&ml	NOUN
cana-4261	6	12	)	)	PUNCT
cana-4261	6	13	,	,	PUNCT
cana-4261	6	14	aditya	aditya	PROPN
cana-4261	6	15	institute	institute	PROPN
cana-4261	6	16	of	of	ADP
cana-4261	6	17	technology	technology	NOUN
cana-4261	6	18	and	and	CCONJ
cana-4261	6	19	management	management	NOUN
cana-4261	6	20	,	,	PUNCT
cana-4261	6	21	tekkali-532201	tekkali-532201	ADJ
cana-4261	6	22	,	,	PUNCT
cana-4261	6	23	india	india	PROPN
cana-4261	6	24	.	.	PUNCT
cana-4261	7	1	corresponding	correspond	VERB
cana-4261	7	2	author	author	NOUN
cana-4261	7	3	email	email	NOUN
cana-4261	7	4	:	:	PUNCT
cana-4261	7	5	chvamsi003@gmail.com	chvamsi003@gmail.com	X
cana-4261	7	6	article	article	NOUN
cana-4261	7	7	history	history	NOUN
cana-4261	7	8	:	:	PUNCT
cana-4261	7	9	received	receive	VERB
cana-4261	7	10	:	:	PUNCT
cana-4261	7	11	12	12	NUM
cana-4261	7	12	-	-	SYM
cana-4261	7	13	01	01	NUM
cana-4261	7	14	-	-	PUNCT
cana-4261	7	15	2025	2025	NUM
cana-4261	7	16	revised	revise	VERB
cana-4261	7	17	:	:	PUNCT
cana-4261	7	18	15	15	NUM
cana-4261	7	19	-	-	NUM
cana-4261	7	20	02	02	NUM
cana-4261	7	21	-	-	PUNCT
cana-4261	7	22	2025	2025	NUM
cana-4261	7	23	accepted	accept	VERB
cana-4261	7	24	:	:	PUNCT
cana-4261	7	25	01	01	NUM
cana-4261	7	26	-	-	SYM
cana-4261	7	27	03	03	NUM
cana-4261	7	28	-	-	PUNCT
cana-4261	7	29	2025	2025	NUM
cana-4261	7	30	abstract	abstract	NOUN
cana-4261	7	31	:	:	PUNCT
cana-4261	7	32	the	the	DET
cana-4261	7	33	project	project	NOUN
cana-4261	7	34	focuses	focus	VERB
cana-4261	7	35	on	on	ADP
cana-4261	7	36	developing	develop	VERB
cana-4261	7	37	an	an	DET
cana-4261	7	38	advanced	advanced	ADJ
cana-4261	7	39	attendance	attendance	NOUN
cana-4261	7	40	management	management	NOUN
cana-4261	7	41	system	system	NOUN
cana-4261	7	42	with	with	ADP
cana-4261	7	43	deep	deep	ADJ
cana-4261	7	44	learning	learning	NOUN
cana-4261	7	45	and	and	CCONJ
cana-4261	7	46	biometric	biometric	ADJ
cana-4261	7	47	technology	technology	NOUN
cana-4261	7	48	to	to	PART
cana-4261	7	49	allow	allow	VERB
cana-4261	7	50	precise	precise	ADJ
cana-4261	7	51	student	student	NOUN
cana-4261	7	52	attendance	attendance	NOUN
cana-4261	7	53	monitoring	monitoring	NOUN
cana-4261	7	54	.	.	PUNCT
cana-4261	8	1	the	the	DET
cana-4261	8	2	system	system	NOUN
cana-4261	8	3	works	work	VERB
cana-4261	8	4	by	by	ADP
cana-4261	8	5	providing	provide	VERB
cana-4261	8	6	live	live	ADJ
cana-4261	8	7	camera	camera	NOUN
cana-4261	8	8	feeds	feed	VERB
cana-4261	8	9	for	for	ADP
cana-4261	8	10	the	the	DET
cana-4261	8	11	clear	clear	ADJ
cana-4261	8	12	photographic	photographic	ADJ
cana-4261	8	13	presentations	presentation	NOUN
cana-4261	8	14	of	of	ADP
cana-4261	8	15	students	student	NOUN
cana-4261	8	16	when	when	SCONJ
cana-4261	8	17	marked	mark	VERB
cana-4261	8	18	present	present	ADJ
cana-4261	8	19	and	and	CCONJ
cana-4261	8	20	then	then	ADV
cana-4261	8	21	going	go	VERB
cana-4261	8	22	through	through	ADP
cana-4261	8	23	with	with	ADP
cana-4261	8	24	modern	modern	ADJ
cana-4261	8	25	facial	facial	ADJ
cana-4261	8	26	recognition	recognition	NOUN
cana-4261	8	27	algorithms	algorithm	VERB
cana-4261	8	28	out	out	ADP
cana-4261	8	29	of	of	ADP
cana-4261	8	30	a	a	DET
cana-4261	8	31	huge	huge	ADJ
cana-4261	8	32	database	database	NOUN
cana-4261	8	33	containing	contain	VERB
cana-4261	8	34	already	already	ADV
cana-4261	8	35	registered	register	VERB
cana-4261	8	36	students	student	NOUN
cana-4261	8	37	.	.	PUNCT
cana-4261	9	1	the	the	DET
cana-4261	9	2	system	system	NOUN
cana-4261	9	3	marks	mark	VERB
cana-4261	9	4	the	the	DET
cana-4261	9	5	student	student	NOUN
cana-4261	9	6	's	's	PART
cana-4261	9	7	presence	presence	NOUN
cana-4261	9	8	in	in	ADP
cana-4261	9	9	nearly	nearly	ADV
cana-4261	9	10	real	real	ADJ
cana-4261	9	11	-	-	PUNCT
cana-4261	9	12	time	time	NOUN
cana-4261	9	13	manner	manner	NOUN
cana-4261	9	14	,	,	PUNCT
cana-4261	9	15	alerted	alert	VERB
cana-4261	9	16	by	by	ADP
cana-4261	9	17	mail	mail	NOUN
cana-4261	9	18	,	,	PUNCT
cana-4261	9	19	sms	sms	PROPN
cana-4261	9	20	,	,	PUNCT
cana-4261	9	21	or	or	CCONJ
cana-4261	9	22	mobile	mobile	NOUN
cana-4261	9	23	applications	application	NOUN
cana-4261	9	24	whenever	whenever	SCONJ
cana-4261	9	25	a	a	DET
cana-4261	9	26	positive	positive	ADJ
cana-4261	9	27	match	match	NOUN
cana-4261	9	28	occurs	occur	VERB
cana-4261	9	29	.	.	PUNCT
cana-4261	10	1	the	the	DET
cana-4261	10	2	system	system	NOUN
cana-4261	10	3	employs	employ	VERB
cana-4261	10	4	automation	automation	NOUN
cana-4261	10	5	in	in	ADP
cana-4261	10	6	this	this	DET
cana-4261	10	7	attendancemarking	attendancemarking	NOUN
cana-4261	10	8	that	that	PRON
cana-4261	10	9	reduces	reduce	VERB
cana-4261	10	10	errors	error	NOUN
cana-4261	10	11	and	and	CCONJ
cana-4261	10	12	the	the	DET
cana-4261	10	13	tiring	tiring	ADJ
cana-4261	10	14	workload	workload	NOUN
cana-4261	10	15	associated	associate	VERB
cana-4261	10	16	with	with	ADP
cana-4261	10	17	it	it	PRON
cana-4261	10	18	.	.	PUNCT
cana-4261	11	1	the	the	DET
cana-4261	11	2	teacher	teacher	NOUN
cana-4261	11	3	continuously	continuously	ADV
cana-4261	11	4	receives	receive	VERB
cana-4261	11	5	information	information	NOUN
cana-4261	11	6	on	on	ADP
cana-4261	11	7	present	present	ADJ
cana-4261	11	8	attendance	attendance	NOUN
cana-4261	11	9	trends	trend	NOUN
cana-4261	11	10	on	on	ADP
cana-4261	11	11	a	a	DET
cana-4261	11	12	macro	macro	NOUN
cana-4261	11	13	or	or	CCONJ
cana-4261	11	14	micro	micro	ADJ
cana-4261	11	15	scale	scale	NOUN
cana-4261	11	16	,	,	PUNCT
cana-4261	11	17	which	which	PRON
cana-4261	11	18	help	help	VERB
cana-4261	11	19	them	they	PRON
cana-4261	11	20	to	to	PART
cana-4261	11	21	spot	spot	VERB
cana-4261	11	22	any	any	PRON
cana-4261	11	23	upward	upward	ADJ
cana-4261	11	24	or	or	CCONJ
cana-4261	11	25	downward	downward	ADJ
cana-4261	11	26	trends	trend	NOUN
cana-4261	11	27	in	in	ADP
cana-4261	11	28	student	student	NOUN
cana-4261	11	29	engagement	engagement	NOUN
cana-4261	11	30	patterns	pattern	NOUN
cana-4261	11	31	with	with	ADP
cana-4261	11	32	this	this	DET
cana-4261	11	33	information	information	NOUN
cana-4261	11	34	used	use	VERB
cana-4261	11	35	for	for	ADP
cana-4261	11	36	data	data	NOUN
cana-4261	11	37	-	-	PUNCT
cana-4261	11	38	driven	drive	VERB
cana-4261	11	39	decisionmaking	decisionmaking	NOUN
cana-4261	11	40	going	go	VERB
cana-4261	11	41	forward	forward	ADV
cana-4261	11	42	.	.	PUNCT
cana-4261	12	1	besides	besides	SCONJ
cana-4261	12	2	that	that	PRON
cana-4261	12	3	,	,	PUNCT
cana-4261	12	4	it	it	PRON
cana-4261	12	5	incorporates	incorporate	VERB
cana-4261	12	6	sufficient	sufficient	ADJ
cana-4261	12	7	encryption	encryption	NOUN
cana-4261	12	8	and	and	CCONJ
cana-4261	12	9	access	access	NOUN
cana-4261	12	10	mechanism	mechanism	NOUN
cana-4261	12	11	,	,	PUNCT
cana-4261	12	12	which	which	PRON
cana-4261	12	13	guarantees	guarantee	VERB
cana-4261	12	14	the	the	DET
cana-4261	12	15	security	security	NOUN
cana-4261	12	16	and	and	CCONJ
cana-4261	12	17	confidentiality	confidentiality	NOUN
cana-4261	12	18	of	of	ADP
cana-4261	12	19	student	student	NOUN
cana-4261	12	20	records	record	NOUN
cana-4261	12	21	,	,	PUNCT
cana-4261	12	22	thus	thus	ADV
cana-4261	12	23	rendering	render	VERB
cana-4261	12	24	the	the	DET
cana-4261	12	25	solution	solution	NOUN
cana-4261	12	26	genuinely	genuinely	ADV
cana-4261	12	27	reliable	reliable	ADJ
cana-4261	12	28	and	and	CCONJ
cana-4261	12	29	efficient	efficient	ADJ
cana-4261	12	30	for	for	ADP
cana-4261	12	31	just	just	ADV
cana-4261	12	32	about	about	ADP
cana-4261	12	33	any	any	DET
cana-4261	12	34	modern	modern	ADJ
cana-4261	12	35	educational	educational	ADJ
cana-4261	12	36	establishment	establishment	NOUN
cana-4261	12	37	.	.	PUNCT
cana-4261	13	1	it	it	PRON
cana-4261	13	2	boasts	boast	VERB
cana-4261	13	3	of	of	ADP
cana-4261	13	4	features	feature	NOUN
cana-4261	13	5	uniquely	uniquely	ADV
cana-4261	13	6	so	so	ADV
cana-4261	13	7	geared	gear	VERB
cana-4261	13	8	in	in	ADP
cana-4261	13	9	dynamic	dynamic	ADJ
cana-4261	13	10	model	model	NOUN
cana-4261	13	11	training	training	NOUN
cana-4261	13	12	and	and	CCONJ
cana-4261	13	13	update	update	NOUN
cana-4261	13	14	operations	operation	NOUN
cana-4261	13	15	,	,	PUNCT
cana-4261	13	16	which	which	PRON
cana-4261	13	17	smoothly	smoothly	ADV
cana-4261	13	18	adjust	adjust	VERB
cana-4261	13	19	to	to	ADP
cana-4261	13	20	varying	vary	VERB
cana-4261	13	21	lighting	lighting	NOUN
cana-4261	13	22	condition	condition	NOUN
cana-4261	13	23	changes	change	NOUN
cana-4261	13	24	and	and	CCONJ
cana-4261	13	25	subsequently	subsequently	ADV
cana-4261	13	26	incorporate	incorporate	VERB
cana-4261	13	27	student	student	NOUN
cana-4261	13	28	appearance	appearance	NOUN
cana-4261	13	29	variation	variation	NOUN
cana-4261	13	30	so	so	SCONJ
cana-4261	13	31	as	as	SCONJ
cana-4261	13	32	to	to	PART
cana-4261	13	33	guarantee	guarantee	VERB
cana-4261	13	34	a	a	DET
cana-4261	13	35	high	high	ADJ
cana-4261	13	36	level	level	NOUN
cana-4261	13	37	of	of	ADP
cana-4261	13	38	accuracy	accuracy	NOUN
cana-4261	13	39	and	and	CCONJ
cana-4261	13	40	reliability	reliability	NOUN
cana-4261	13	41	.	.	PUNCT
cana-4261	14	1	this	this	DET
cana-4261	14	2	new	new	ADJ
cana-4261	14	3	attendance	attendance	NOUN
cana-4261	14	4	system	system	NOUN
cana-4261	14	5	has	have	VERB
cana-4261	14	6	great	great	ADJ
cana-4261	14	7	future	future	ADJ
cana-4261	14	8	use	use	NOUN
cana-4261	14	9	in	in	ADP
cana-4261	14	10	educational	educational	ADJ
cana-4261	14	11	institutions	institution	NOUN
cana-4261	14	12	,	,	PUNCT
cana-4261	14	13	offices	office	NOUN
cana-4261	14	14	,	,	PUNCT
cana-4261	14	15	and	and	CCONJ
cana-4261	14	16	other	other	ADJ
cana-4261	14	17	fields	field	NOUN
cana-4261	14	18	which	which	PRON
cana-4261	14	19	consider	consider	VERB
cana-4261	14	20	attendance	attendance	NOUN
cana-4261	14	21	checking	check	VERB
cana-4261	14	22	to	to	PART
cana-4261	14	23	be	be	AUX
cana-4261	14	24	very	very	ADV
cana-4261	14	25	important	important	ADJ
cana-4261	14	26	.	.	PUNCT
cana-4261	15	1	introduction	introduction	NOUN
cana-4261	15	2	:	:	PUNCT
cana-4261	15	3	an	an	DET
cana-4261	15	4	effective	effective	ADJ
cana-4261	15	5	attendance	attendance	NOUN
cana-4261	15	6	management	management	NOUN
cana-4261	15	7	system	system	NOUN
cana-4261	15	8	(	(	PUNCT
cana-4261	15	9	ams	am	NOUN
cana-4261	15	10	)	)	PUNCT
cana-4261	15	11	for	for	ADP
cana-4261	15	12	recording	recording	NOUN
cana-4261	15	13	student	student	NOUN
cana-4261	15	14	attendance	attendance	NOUN
cana-4261	15	15	is	be	AUX
cana-4261	15	16	an	an	DET
cana-4261	15	17	absolute	absolute	ADJ
cana-4261	15	18	necessity	necessity	NOUN
cana-4261	15	19	for	for	ADP
cana-4261	15	20	monitoring	monitor	VERB
cana-4261	15	21	academic	academic	ADJ
cana-4261	15	22	performance	performance	NOUN
cana-4261	15	23	and	and	CCONJ
cana-4261	15	24	high	high	ADJ
cana-4261	15	25	accountability	accountability	NOUN
cana-4261	15	26	in	in	ADP
cana-4261	15	27	the	the	DET
cana-4261	15	28	prevailing	prevail	VERB
cana-4261	15	29	conditions	condition	NOUN
cana-4261	15	30	of	of	ADP
cana-4261	15	31	education	education	NOUN
cana-4261	15	32	today	today	NOUN
cana-4261	15	33	.	.	PUNCT
cana-4261	16	1	oldfashioned	oldfashioned	ADJ
cana-4261	16	2	ways	way	NOUN
cana-4261	16	3	of	of	ADP
cana-4261	16	4	conducting	conduct	VERB
cana-4261	16	5	attendance	attendance	NOUN
cana-4261	16	6	by	by	ADP
cana-4261	16	7	calling	call	VERB
cana-4261	16	8	names	name	NOUN
cana-4261	16	9	or	or	CCONJ
cana-4261	16	10	physically	physically	ADV
cana-4261	16	11	marking	mark	VERB
cana-4261	16	12	registers	register	NOUN
cana-4261	16	13	are	be	AUX
cana-4261	16	14	never	never	ADV
cana-4261	16	15	only	only	ADV
cana-4261	16	16	time	time	NOUN
cana-4261	16	17	-	-	PUNCT
cana-4261	16	18	consuming	consume	VERB
cana-4261	16	19	,	,	PUNCT
cana-4261	16	20	but	but	CCONJ
cana-4261	16	21	also	also	ADV
cana-4261	16	22	inaccuracyprone	inaccuracyprone	NOUN
cana-4261	16	23	and	and	CCONJ
cana-4261	16	24	insecure	insecure	ADJ
cana-4261	16	25	.	.	PUNCT
cana-4261	17	1	many	many	ADJ
cana-4261	17	2	automatic	automatic	ADJ
cana-4261	17	3	human	human	ADJ
cana-4261	17	4	identification	identification	NOUN
cana-4261	17	5	systems	system	NOUN
cana-4261	17	6	,	,	PUNCT
cana-4261	17	7	such	such	ADJ
cana-4261	17	8	as	as	ADP
cana-4261	17	9	fingerprint	fingerprint	NOUN
cana-4261	17	10	scanners	scanner	NOUN
cana-4261	17	11	and	and	CCONJ
cana-4261	17	12	card	card	NOUN
cana-4261	17	13	reading	reading	NOUN
cana-4261	17	14	systems	system	NOUN
cana-4261	17	15	,	,	PUNCT
cana-4261	17	16	face	face	VERB
cana-4261	17	17	limitations	limitation	NOUN
cana-4261	17	18	in	in	ADP
cana-4261	17	19	the	the	DET
cana-4261	17	20	form	form	NOUN
cana-4261	17	21	of	of	ADP
cana-4261	17	22	forgotten	forget	VERB
cana-4261	17	23	passwords	password	NOUN
cana-4261	17	24	and	and	CCONJ
cana-4261	17	25	misplaced	misplaced	ADJ
cana-4261	17	26	cards	card	NOUN
cana-4261	17	27	.	.	PUNCT
cana-4261	18	1	these	these	DET
cana-4261	18	2	issues	issue	NOUN
cana-4261	18	3	can	can	AUX
cana-4261	18	4	lead	lead	VERB
cana-4261	18	5	to	to	ADP
cana-4261	18	6	unauthorized	unauthorized	ADJ
cana-4261	18	7	entry	entry	NOUN
cana-4261	18	8	onto	onto	ADP
cana-4261	18	9	premises	premise	NOUN
cana-4261	18	10	and	and	CCONJ
cana-4261	18	11	wrong	wrong	ADJ
cana-4261	18	12	attendance	attendance	NOUN
cana-4261	18	13	registers	register	NOUN
cana-4261	18	14	.	.	PUNCT
cana-4261	19	1	the	the	DET
cana-4261	19	2	embracing	embracing	NOUN
cana-4261	19	3	of	of	ADP
cana-4261	19	4	facial	facial	ADJ
cana-4261	19	5	recognition	recognition	NOUN
cana-4261	19	6	technology	technology	NOUN
cana-4261	19	7	in	in	ADP
cana-4261	19	8	attendance	attendance	NOUN
cana-4261	19	9	monitoring	monitoring	NOUN
cana-4261	19	10	systems	system	NOUN
cana-4261	19	11	assures	assure	VERB
cana-4261	19	12	a	a	DET
cana-4261	19	13	viable	viable	ADJ
cana-4261	19	14	solution	solution	NOUN
cana-4261	19	15	to	to	PART
cana-4261	19	16	surmount	surmount	VERB
cana-4261	19	17	all	all	DET
cana-4261	19	18	these	these	DET
cana-4261	19	19	problems	problem	NOUN
cana-4261	19	20	.	.	PUNCT
cana-4261	20	1	communications	communication	NOUN
cana-4261	20	2	on	on	ADP
cana-4261	20	3	applied	apply	VERB
cana-4261	20	4	nonlinear	nonlinear	ADJ
cana-4261	20	5	analysis	analysis	NOUN
cana-4261	20	6	issn	issn	NOUN
cana-4261	20	7	:	:	PUNCT
cana-4261	20	8	1074	1074	NUM
cana-4261	20	9	-	-	PUNCT
cana-4261	20	10	133x	133x	NUM
cana-4261	20	11	vol	vol	NOUN
cana-4261	20	12	32	32	NUM
cana-4261	20	13	no	no	NOUN
cana-4261	20	14	.	.	PUNCT
cana-4261	21	1	9s	9s	NUM
cana-4261	21	2	(	(	PUNCT
cana-4261	21	3	2025	2025	NUM
cana-4261	21	4	)	)	PUNCT
cana-4261	21	5	1642	1642	NUM
cana-4261	22	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4261	22	2	objectives	objective	VERB
cana-4261	22	3	:	:	PUNCT
cana-4261	22	4	the	the	DET
cana-4261	22	5	smart	smart	ADJ
cana-4261	22	6	attendance	attendance	NOUN
cana-4261	22	7	system	system	NOUN
cana-4261	22	8	utilizes	utilize	VERB
cana-4261	22	9	ai	ai	ADJ
cana-4261	22	10	-	-	PUNCT
cana-4261	22	11	powered	powered	ADJ
cana-4261	22	12	facial	facial	ADJ
cana-4261	22	13	recognition	recognition	NOUN
cana-4261	22	14	technology	technology	NOUN
cana-4261	22	15	to	to	PART
cana-4261	22	16	enhance	enhance	VERB
cana-4261	22	17	student	student	NOUN
cana-4261	22	18	attendance	attendance	NOUN
cana-4261	22	19	management	management	NOUN
cana-4261	22	20	.	.	PUNCT
cana-4261	23	1	the	the	DET
cana-4261	23	2	system	system	NOUN
cana-4261	23	3	connects	connect	VERB
cana-4261	23	4	the	the	DET
cana-4261	23	5	cctv	cctv	NOUN
cana-4261	23	6	cameras	camera	NOUN
cana-4261	23	7	with	with	ADP
cana-4261	23	8	the	the	DET
cana-4261	23	9	faculty	faculty	NOUN
cana-4261	23	10	mobile	mobile	NOUN
cana-4261	23	11	cameras	camera	NOUN
cana-4261	23	12	allowing	allow	VERB
cana-4261	23	13	the	the	DET
cana-4261	23	14	faculty	faculty	NOUN
cana-4261	23	15	to	to	PART
cana-4261	23	16	choose	choose	VERB
cana-4261	23	17	between	between	ADP
cana-4261	23	18	either	either	DET
cana-4261	23	19	method	method	NOUN
cana-4261	23	20	of	of	ADP
cana-4261	23	21	attendance	attendance	NOUN
cana-4261	23	22	recording	recording	NOUN
cana-4261	23	23	.	.	PUNCT
cana-4261	24	1	for	for	ADP
cana-4261	24	2	the	the	DET
cana-4261	24	3	cctv	cctv	PROPN
cana-4261	24	4	cameras	camera	NOUN
cana-4261	24	5	,	,	PUNCT
cana-4261	24	6	it	it	PRON
cana-4261	24	7	would	would	AUX
cana-4261	24	8	automatically	automatically	ADV
cana-4261	24	9	detect	detect	VERB
cana-4261	24	10	and	and	CCONJ
cana-4261	24	11	identify	identify	VERB
cana-4261	24	12	the	the	DET
cana-4261	24	13	face	face	NOUN
cana-4261	24	14	of	of	ADP
cana-4261	24	15	every	every	DET
cana-4261	24	16	student	student	NOUN
cana-4261	24	17	when	when	SCONJ
cana-4261	24	18	entering	enter	VERB
cana-4261	24	19	an	an	DET
cana-4261	24	20	attendance	attendance	NOUN
cana-4261	24	21	crook	crook	NOUN
cana-4261	24	22	.	.	PUNCT
cana-4261	25	1	this	this	DET
cana-4261	25	2	entire	entire	ADJ
cana-4261	25	3	process	process	NOUN
cana-4261	25	4	occurs	occur	VERB
cana-4261	25	5	without	without	ADP
cana-4261	25	6	the	the	DET
cana-4261	25	7	need	need	NOUN
cana-4261	25	8	for	for	ADP
cana-4261	25	9	manual	manual	ADJ
cana-4261	25	10	intervention	intervention	NOUN
cana-4261	25	11	.	.	PUNCT
cana-4261	26	1	while	while	SCONJ
cana-4261	26	2	staff	staff	NOUN
cana-4261	26	3	are	be	AUX
cana-4261	26	4	free	free	ADJ
cana-4261	26	5	to	to	PART
cana-4261	26	6	record	record	VERB
cana-4261	26	7	attendance	attendance	NOUN
cana-4261	26	8	via	via	ADP
cana-4261	26	9	their	their	PRON
cana-4261	26	10	mobile	mobile	ADJ
cana-4261	26	11	cameras	camera	NOUN
cana-4261	26	12	and	and	CCONJ
cana-4261	26	13	the	the	DET
cana-4261	26	14	system	system	NOUN
cana-4261	26	15	is	be	AUX
cana-4261	26	16	secure	secure	ADJ
cana-4261	26	17	and	and	CCONJ
cana-4261	26	18	synchronized	synchronize	VERB
cana-4261	26	19	through	through	ADP
cana-4261	26	20	imei	imei	PROPN
cana-4261	26	21	or	or	CCONJ
cana-4261	26	22	faculty	faculty	NOUN
cana-4261	26	23	login	login	NOUN
cana-4261	26	24	.	.	PUNCT
cana-4261	27	1	methods	method	NOUN
cana-4261	27	2	:	:	PUNCT
cana-4261	27	3	the	the	DET
cana-4261	27	4	attendance	attendance	NOUN
cana-4261	27	5	system	system	NOUN
cana-4261	27	6	combines	combine	VERB
cana-4261	27	7	advanced	advanced	ADJ
cana-4261	27	8	technology	technology	NOUN
cana-4261	27	9	for	for	ADP
cana-4261	27	10	real	real	ADJ
cana-4261	27	11	-	-	PUNCT
cana-4261	27	12	time	time	NOUN
cana-4261	27	13	automated	automate	VERB
cana-4261	27	14	attendancemarking	attendancemarking	NOUN
cana-4261	27	15	with	with	ADP
cana-4261	27	16	the	the	DET
cana-4261	27	17	intended	intend	VERB
cana-4261	27	18	outcome	outcome	NOUN
cana-4261	27	19	of	of	ADP
cana-4261	27	20	reducing	reduce	VERB
cana-4261	27	21	human	human	ADJ
cana-4261	27	22	error	error	NOUN
cana-4261	27	23	.	.	PUNCT
cana-4261	28	1	the	the	DET
cana-4261	28	2	system	system	NOUN
cana-4261	28	3	begins	begin	VERB
cana-4261	28	4	streaming	stream	VERB
cana-4261	28	5	video	video	NOUN
cana-4261	28	6	frames	frame	NOUN
cana-4261	28	7	from	from	ADP
cana-4261	28	8	an	an	DET
cana-4261	28	9	rtsp	rtsp	NOUN
cana-4261	28	10	(	(	PUNCT
cana-4261	28	11	real	real	ADJ
cana-4261	28	12	time	time	NOUN
cana-4261	28	13	streaming	streaming	NOUN
cana-4261	28	14	protocol	protocol	NOUN
cana-4261	28	15	)	)	PUNCT
cana-4261	28	16	camera	camera	NOUN
cana-4261	28	17	that	that	PRON
cana-4261	28	18	runs	run	VERB
cana-4261	28	19	continuously	continuously	ADV
cana-4261	28	20	to	to	PART
cana-4261	28	21	capture	capture	VERB
cana-4261	28	22	live	live	ADJ
cana-4261	28	23	video	video	NOUN
cana-4261	28	24	.	.	PUNCT
cana-4261	29	1	the	the	DET
cana-4261	29	2	yolo	yolo	NOUN
cana-4261	29	3	(	(	PUNCT
cana-4261	29	4	you	you	PRON
cana-4261	29	5	only	only	ADV
cana-4261	29	6	look	look	VERB
cana-4261	29	7	once	once	ADV
cana-4261	29	8	)	)	PUNCT
cana-4261	29	9	object	object	NOUN
cana-4261	29	10	detection	detection	NOUN
cana-4261	29	11	algorithm	algorithm	NOUN
cana-4261	29	12	is	be	AUX
cana-4261	29	13	then	then	ADV
cana-4261	29	14	used	use	VERB
cana-4261	29	15	to	to	PART
cana-4261	29	16	detect	detect	VERB
cana-4261	29	17	faces	face	NOUN
cana-4261	29	18	in	in	ADP
cana-4261	29	19	the	the	DET
cana-4261	29	20	frames	frame	NOUN
cana-4261	29	21	.	.	PUNCT
cana-4261	30	1	results	result	NOUN
cana-4261	30	2	:	:	PUNCT
cana-4261	30	3	this	this	DET
cana-4261	30	4	integrated	integrate	VERB
cana-4261	30	5	system	system	NOUN
cana-4261	30	6	employs	employ	VERB
cana-4261	30	7	facial	facial	ADJ
cana-4261	30	8	recognition	recognition	NOUN
cana-4261	30	9	features	feature	NOUN
cana-4261	30	10	,	,	PUNCT
cana-4261	30	11	along	along	ADP
cana-4261	30	12	with	with	ADP
cana-4261	30	13	deep	deep	ADJ
cana-4261	30	14	learning	learning	NOUN
cana-4261	30	15	procedures	procedure	NOUN
cana-4261	30	16	such	such	ADJ
cana-4261	30	17	as	as	ADP
cana-4261	30	18	convolution	convolution	NOUN
cana-4261	30	19	neural	neural	ADJ
cana-4261	30	20	networks	network	NOUN
cana-4261	30	21	and	and	CCONJ
cana-4261	30	22	vits	vit	NOUN
cana-4261	30	23	,	,	PUNCT
cana-4261	30	24	to	to	PART
cana-4261	30	25	develop	develop	VERB
cana-4261	30	26	an	an	DET
cana-4261	30	27	automated	automate	VERB
cana-4261	30	28	attendance	attendance	NOUN
cana-4261	30	29	management	management	NOUN
cana-4261	30	30	system	system	NOUN
cana-4261	30	31	.	.	PUNCT
cana-4261	31	1	the	the	DET
cana-4261	31	2	object	object	NOUN
cana-4261	31	3	detection	detection	NOUN
cana-4261	31	4	algorithm	algorithm	NOUN
cana-4261	31	5	of	of	ADP
cana-4261	31	6	yolo	yolo	PROPN
cana-4261	31	7	will	will	AUX
cana-4261	31	8	thus	thus	ADV
cana-4261	31	9	enable	enable	VERB
cana-4261	31	10	real	real	ADJ
cana-4261	31	11	-	-	PUNCT
cana-4261	31	12	time	time	NOUN
cana-4261	31	13	image	image	NOUN
cana-4261	31	14	processing	processing	NOUN
cana-4261	31	15	for	for	ADP
cana-4261	31	16	the	the	DET
cana-4261	31	17	accurate	accurate	ADJ
cana-4261	31	18	identification	identification	NOUN
cana-4261	31	19	of	of	ADP
cana-4261	31	20	students	student	NOUN
cana-4261	31	21	in	in	ADP
cana-4261	31	22	biometric	biometric	ADJ
cana-4261	31	23	verification	verification	NOUN
cana-4261	31	24	.	.	PUNCT
cana-4261	32	1	the	the	DET
cana-4261	32	2	attendance	attendance	NOUN
cana-4261	32	3	system	system	NOUN
cana-4261	32	4	can	can	AUX
cana-4261	32	5	be	be	AUX
cana-4261	32	6	accessed	access	VERB
cana-4261	32	7	through	through	ADP
cana-4261	32	8	cctv	cctv	NOUN
cana-4261	32	9	cameras	camera	NOUN
cana-4261	32	10	and	and	CCONJ
cana-4261	32	11	mobile	mobile	ADJ
cana-4261	32	12	camera	camera	NOUN
cana-4261	32	13	access	access	NOUN
cana-4261	32	14	so	so	SCONJ
cana-4261	32	15	that	that	SCONJ
cana-4261	32	16	faculty	faculty	NOUN
cana-4261	32	17	can	can	AUX
cana-4261	32	18	take	take	VERB
cana-4261	32	19	attendance	attendance	NOUN
cana-4261	32	20	through	through	ADP
cana-4261	32	21	classroom	classroom	NOUN
cana-4261	32	22	cameras	camera	NOUN
cana-4261	32	23	that	that	PRON
cana-4261	32	24	capture	capture	VERB
cana-4261	32	25	student	student	NOUN
cana-4261	32	26	faces	face	NOUN
cana-4261	32	27	or	or	CCONJ
cana-4261	32	28	via	via	ADP
cana-4261	32	29	the	the	DET
cana-4261	32	30	faculty	faculty	NOUN
cana-4261	32	31	’s	’s	PART
cana-4261	32	32	own	own	ADJ
cana-4261	32	33	mobile	mobile	ADJ
cana-4261	32	34	devices	device	NOUN
cana-4261	32	35	.	.	PUNCT
cana-4261	33	1	the	the	DET
cana-4261	33	2	rtsp	rtsp	NOUN
cana-4261	33	3	protocol	protocol	PROPN
cana-4261	33	4	is	be	AUX
cana-4261	33	5	used	use	VERB
cana-4261	33	6	to	to	PART
cana-4261	33	7	request	request	VERB
cana-4261	33	8	video	video	NOUN
cana-4261	33	9	feeds	feed	NOUN
cana-4261	33	10	,	,	PUNCT
cana-4261	33	11	and	and	CCONJ
cana-4261	33	12	these	these	PRON
cana-4261	33	13	are	be	AUX
cana-4261	33	14	processed	process	VERB
cana-4261	33	15	through	through	ADP
cana-4261	33	16	machine	machine	NOUN
cana-4261	33	17	learning	learning	NOUN
cana-4261	33	18	models	model	NOUN
cana-4261	33	19	that	that	PRON
cana-4261	33	20	detect	detect	VERB
cana-4261	33	21	and	and	CCONJ
cana-4261	33	22	identify	identify	VERB
cana-4261	33	23	students	student	NOUN
cana-4261	33	24	'	'	PART
cana-4261	33	25	faces	face	NOUN
cana-4261	33	26	.	.	PUNCT
cana-4261	34	1	these	these	DET
cana-4261	34	2	recognized	recognize	VERB
cana-4261	34	3	faces	face	NOUN
cana-4261	34	4	are	be	AUX
cana-4261	34	5	saved	save	VERB
cana-4261	34	6	securely	securely	ADV
cana-4261	34	7	in	in	ADP
cana-4261	34	8	a	a	DET
cana-4261	34	9	sqlite	sqlite	ADJ
cana-4261	34	10	database	database	NOUN
cana-4261	34	11	through	through	ADP
cana-4261	34	12	a	a	DET
cana-4261	34	13	python	python	NOUN
cana-4261	34	14	full	full	ADJ
cana-4261	34	15	-	-	PUNCT
cana-4261	34	16	stack	stack	NOUN
cana-4261	34	17	web	web	NOUN
cana-4261	34	18	application	application	NOUN
cana-4261	34	19	developed	develop	VERB
cana-4261	34	20	using	use	VERB
cana-4261	34	21	flask	flask	NOUN
cana-4261	34	22	.	.	PUNCT
cana-4261	35	1	automatic	automatic	ADJ
cana-4261	35	2	generation	generation	NOUN
cana-4261	35	3	of	of	ADP
cana-4261	35	4	an	an	DET
cana-4261	35	5	excel	excel	NOUN
cana-4261	35	6	report	report	NOUN
cana-4261	35	7	and	and	CCONJ
cana-4261	35	8	notifications	notification	NOUN
cana-4261	35	9	to	to	ADP
cana-4261	35	10	the	the	DET
cana-4261	35	11	faculty	faculty	NOUN
cana-4261	35	12	in	in	ADP
cana-4261	35	13	real	real	ADJ
cana-4261	35	14	-	-	PUNCT
cana-4261	35	15	time	time	NOUN
cana-4261	35	16	preserved	preserve	VERB
cana-4261	35	17	through	through	ADP
cana-4261	35	18	a	a	DET
cana-4261	35	19	secured	secure	VERB
cana-4261	35	20	communication	communication	NOUN
cana-4261	35	21	link	link	NOUN
cana-4261	35	22	will	will	AUX
cana-4261	35	23	be	be	AUX
cana-4261	35	24	implemented	implement	VERB
cana-4261	35	25	.	.	PUNCT
cana-4261	36	1	designed	design	VERB
cana-4261	36	2	to	to	PART
cana-4261	36	3	be	be	AUX
cana-4261	36	4	scalable	scalable	ADJ
cana-4261	36	5	and	and	CCONJ
cana-4261	36	6	efficient	efficient	ADJ
cana-4261	36	7	,	,	PUNCT
cana-4261	36	8	this	this	DET
cana-4261	36	9	solution	solution	NOUN
cana-4261	36	10	minimizes	minimize	VERB
cana-4261	36	11	manual	manual	ADJ
cana-4261	36	12	attendance	attendance	NOUN
cana-4261	36	13	errors	error	NOUN
cana-4261	36	14	,	,	PUNCT
cana-4261	36	15	enhances	enhance	VERB
cana-4261	36	16	classroom	classroom	NOUN
cana-4261	36	17	management	management	NOUN
cana-4261	36	18	,	,	PUNCT
cana-4261	36	19	and	and	CCONJ
cana-4261	36	20	improves	improve	VERB
cana-4261	36	21	the	the	DET
cana-4261	36	22	overall	overall	ADJ
cana-4261	36	23	academic	academic	ADJ
cana-4261	36	24	monitoring	monitoring	NOUN
cana-4261	36	25	system	system	NOUN
cana-4261	36	26	.	.	PUNCT
cana-4261	37	1	conclusions	conclusion	NOUN
cana-4261	37	2	:	:	PUNCT
cana-4261	37	3	our	our	PRON
cana-4261	37	4	automated	automate	VERB
cana-4261	37	5	attendance	attendance	NOUN
cana-4261	37	6	system	system	NOUN
cana-4261	37	7	for	for	ADP
cana-4261	37	8	facial	facial	ADJ
cana-4261	37	9	recognition	recognition	NOUN
cana-4261	37	10	offers	offer	VERB
cana-4261	37	11	a	a	DET
cana-4261	37	12	quick	quick	ADJ
cana-4261	37	13	,	,	PUNCT
cana-4261	37	14	accurate	accurate	ADJ
cana-4261	37	15	,	,	PUNCT
cana-4261	37	16	and	and	CCONJ
cana-4261	37	17	easy	easy	ADJ
cana-4261	37	18	way	way	NOUN
cana-4261	37	19	to	to	PART
cana-4261	37	20	track	track	VERB
cana-4261	37	21	student	student	NOUN
cana-4261	37	22	attendance	attendance	NOUN
cana-4261	37	23	.	.	PUNCT
cana-4261	38	1	the	the	DET
cana-4261	38	2	integration	integration	NOUN
cana-4261	38	3	of	of	ADP
cana-4261	38	4	cctv	cctv	PROPN
cana-4261	38	5	cameras	camera	NOUN
cana-4261	38	6	and	and	CCONJ
cana-4261	38	7	mobile	mobile	NOUN
cana-4261	38	8	devices	device	NOUN
cana-4261	38	9	allows	allow	VERB
cana-4261	38	10	the	the	DET
cana-4261	38	11	teacher	teacher	NOUN
cana-4261	38	12	to	to	PART
cana-4261	38	13	mark	mark	VERB
cana-4261	38	14	attendance	attendance	NOUN
cana-4261	38	15	with	with	ADP
cana-4261	38	16	great	great	ADJ
cana-4261	38	17	ease	ease	NOUN
cana-4261	38	18	,	,	PUNCT
cana-4261	38	19	removing	remove	VERB
cana-4261	38	20	as	as	ADV
cana-4261	38	21	much	much	ADJ
cana-4261	38	22	manual	manual	ADJ
cana-4261	38	23	work	work	NOUN
cana-4261	38	24	from	from	ADP
cana-4261	38	25	the	the	DET
cana-4261	38	26	equation	equation	NOUN
cana-4261	38	27	as	as	ADP
cana-4261	38	28	possible	possible	ADJ
cana-4261	38	29	.	.	PUNCT
cana-4261	39	1	the	the	DET
cana-4261	39	2	system	system	NOUN
cana-4261	39	3	provides	provide	VERB
cana-4261	39	4	real	real	ADJ
cana-4261	39	5	-	-	PUNCT
cana-4261	39	6	time	time	NOUN
cana-4261	39	7	processing	processing	NOUN
cana-4261	39	8	,	,	PUNCT
cana-4261	39	9	stores	store	NOUN
cana-4261	39	10	attendance	attendance	NOUN
cana-4261	39	11	records	record	NOUN
cana-4261	39	12	in	in	ADP
cana-4261	39	13	a	a	DET
cana-4261	39	14	secure	secure	ADJ
cana-4261	39	15	manner	manner	NOUN
cana-4261	39	16	,	,	PUNCT
cana-4261	39	17	automatically	automatically	ADV
cana-4261	39	18	generates	generate	VERB
cana-4261	39	19	reports	report	NOUN
cana-4261	39	20	,	,	PUNCT
cana-4261	39	21	and	and	CCONJ
cana-4261	39	22	increases	increase	VERB
cana-4261	39	23	accuracy	accuracy	NOUN
cana-4261	39	24	and	and	CCONJ
cana-4261	39	25	reliability	reliability	NOUN
cana-4261	39	26	with	with	ADP
cana-4261	39	27	the	the	DET
cana-4261	39	28	help	help	NOUN
cana-4261	39	29	of	of	ADP
cana-4261	39	30	deeplearning	deeplearning	NOUN
cana-4261	39	31	and	and	CCONJ
cana-4261	39	32	object	object	NOUN
cana-4261	39	33	-	-	PUNCT
cana-4261	39	34	detection	detection	NOUN
cana-4261	39	35	techniques	technique	NOUN
cana-4261	39	36	.	.	PUNCT
cana-4261	40	1	keywords	keyword	NOUN
cana-4261	40	2	:	:	PUNCT
cana-4261	40	3	facial	facial	ADJ
cana-4261	40	4	recognition	recognition	NOUN
cana-4261	40	5	,	,	PUNCT
cana-4261	40	6	convolutional	convolutional	ADJ
cana-4261	40	7	neural	neural	ADJ
cana-4261	40	8	networks	network	NOUN
cana-4261	40	9	(	(	PUNCT
cana-4261	40	10	cnns	cnns	PROPN
cana-4261	40	11	)	)	PUNCT
cana-4261	40	12	,	,	PUNCT
cana-4261	40	13	yolo	yolo	ADJ
cana-4261	40	14	algorithm	algorithm	NOUN
cana-4261	40	15	,	,	PUNCT
cana-4261	40	16	vision	vision	NOUN
cana-4261	40	17	transformers	transformer	NOUN
cana-4261	40	18	(	(	PUNCT
cana-4261	40	19	vits	vit	NOUN
cana-4261	40	20	)	)	PUNCT
cana-4261	40	21	,	,	PUNCT
cana-4261	40	22	real	real	ADJ
cana-4261	40	23	-	-	PUNCT
cana-4261	40	24	time	time	NOUN
cana-4261	40	25	image	image	NOUN
cana-4261	40	26	processing	processing	NOUN
cana-4261	40	27	,	,	PUNCT
cana-4261	40	28	computer	computer	NOUN
cana-4261	40	29	vision	vision	NOUN
cana-4261	40	30	,	,	PUNCT
cana-4261	40	31	rtsp	rtsp	NOUN
cana-4261	40	32	(	(	PUNCT
cana-4261	40	33	real	real	ADJ
cana-4261	40	34	-	-	PUNCT
cana-4261	40	35	time	time	NOUN
cana-4261	40	36	streaming	streaming	NOUN
cana-4261	40	37	protocol	protocol	NOUN
cana-4261	40	38	)	)	PUNCT
cana-4261	40	39	.	.	PUNCT
cana-4261	41	1	1	1	X
cana-4261	41	2	.	.	X
cana-4261	41	3	introduction	introduction	NOUN
cana-4261	41	4	an	an	DET
cana-4261	41	5	effective	effective	ADJ
cana-4261	41	6	attendance	attendance	NOUN
cana-4261	41	7	management	management	NOUN
cana-4261	41	8	system	system	NOUN
cana-4261	41	9	(	(	PUNCT
cana-4261	41	10	ams	am	NOUN
cana-4261	41	11	)	)	PUNCT
cana-4261	41	12	for	for	ADP
cana-4261	41	13	recording	recording	NOUN
cana-4261	41	14	student	student	NOUN
cana-4261	41	15	attendance	attendance	NOUN
cana-4261	41	16	is	be	AUX
cana-4261	41	17	an	an	DET
cana-4261	41	18	absolute	absolute	ADJ
cana-4261	41	19	necessity	necessity	NOUN
cana-4261	41	20	for	for	ADP
cana-4261	41	21	monitoring	monitor	VERB
cana-4261	41	22	academic	academic	ADJ
cana-4261	41	23	performance	performance	NOUN
cana-4261	41	24	and	and	CCONJ
cana-4261	41	25	high	high	ADJ
cana-4261	41	26	accountability	accountability	NOUN
cana-4261	41	27	in	in	ADP
cana-4261	41	28	the	the	DET
cana-4261	41	29	prevailing	prevail	VERB
cana-4261	41	30	conditions	condition	NOUN
cana-4261	41	31	of	of	ADP
cana-4261	41	32	education	education	NOUN
cana-4261	41	33	today	today	NOUN
cana-4261	41	34	.	.	PUNCT
cana-4261	42	1	old	old	ADJ
cana-4261	42	2	-	-	PUNCT
cana-4261	42	3	fashioned	fashioned	ADJ
cana-4261	42	4	ways	way	NOUN
cana-4261	42	5	of	of	ADP
cana-4261	42	6	conducting	conduct	VERB
cana-4261	42	7	attendance	attendance	NOUN
cana-4261	42	8	by	by	ADP
cana-4261	42	9	calling	call	VERB
cana-4261	42	10	names	name	NOUN
cana-4261	42	11	or	or	CCONJ
cana-4261	42	12	physically	physically	ADV
cana-4261	42	13	marking	mark	VERB
cana-4261	42	14	registers	register	NOUN
cana-4261	42	15	are	be	AUX
cana-4261	42	16	never	never	ADV
cana-4261	42	17	only	only	ADV
cana-4261	42	18	time	time	NOUN
cana-4261	42	19	-	-	PUNCT
cana-4261	42	20	consuming	consume	VERB
cana-4261	42	21	,	,	PUNCT
cana-4261	42	22	but	but	CCONJ
cana-4261	42	23	also	also	ADV
cana-4261	42	24	inaccuracy	inaccuracy	ADJ
cana-4261	42	25	-	-	PUNCT
cana-4261	42	26	prone	prone	ADJ
cana-4261	42	27	and	and	CCONJ
cana-4261	42	28	insecure	insecure	ADJ
cana-4261	42	29	.	.	PUNCT
cana-4261	43	1	many	many	ADJ
cana-4261	43	2	automatic	automatic	ADJ
cana-4261	43	3	human	human	ADJ
cana-4261	43	4	identification	identification	NOUN
cana-4261	43	5	systems	system	NOUN
cana-4261	43	6	,	,	PUNCT
cana-4261	43	7	such	such	ADJ
cana-4261	43	8	as	as	ADP
cana-4261	43	9	fingerprint	fingerprint	NOUN
cana-4261	43	10	scanners	scanner	NOUN
cana-4261	43	11	and	and	CCONJ
cana-4261	43	12	card	card	NOUN
cana-4261	43	13	reading	reading	NOUN
cana-4261	43	14	systems	system	NOUN
cana-4261	43	15	,	,	PUNCT
cana-4261	43	16	face	face	VERB
cana-4261	43	17	limitations	limitation	NOUN
cana-4261	43	18	in	in	ADP
cana-4261	43	19	the	the	DET
cana-4261	43	20	form	form	NOUN
cana-4261	43	21	of	of	ADP
cana-4261	43	22	forgotten	forget	VERB
cana-4261	43	23	passwords	password	NOUN
cana-4261	43	24	and	and	CCONJ
cana-4261	43	25	misplaced	misplaced	ADJ
cana-4261	43	26	cards	card	NOUN
cana-4261	43	27	.	.	PUNCT
cana-4261	44	1	these	these	DET
cana-4261	44	2	issues	issue	NOUN
cana-4261	44	3	can	can	AUX
cana-4261	44	4	lead	lead	VERB
cana-4261	44	5	to	to	ADP
cana-4261	44	6	unauthorized	unauthorized	ADJ
cana-4261	44	7	entry	entry	NOUN
cana-4261	44	8	communications	communication	NOUN
cana-4261	44	9	on	on	ADP
cana-4261	44	10	applied	apply	VERB
cana-4261	44	11	nonlinear	nonlinear	ADJ
cana-4261	44	12	analysis	analysis	NOUN
cana-4261	44	13	issn	issn	NOUN
cana-4261	44	14	:	:	PUNCT
cana-4261	44	15	1074	1074	NUM
cana-4261	44	16	-	-	PUNCT
cana-4261	44	17	133x	133x	NUM
cana-4261	44	18	vol	vol	NOUN
cana-4261	44	19	32	32	NUM
cana-4261	44	20	no	no	NOUN
cana-4261	44	21	.	.	PUNCT
cana-4261	45	1	9s	9s	NUM
cana-4261	45	2	(	(	PUNCT
cana-4261	45	3	2025	2025	NUM
cana-4261	45	4	)	)	PUNCT
cana-4261	45	5	1643	1643	NUM
cana-4261	45	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4261	45	7	onto	onto	ADP
cana-4261	45	8	premises	premise	NOUN
cana-4261	45	9	and	and	CCONJ
cana-4261	45	10	wrong	wrong	ADJ
cana-4261	45	11	attendance	attendance	NOUN
cana-4261	45	12	registers	register	NOUN
cana-4261	45	13	.	.	PUNCT
cana-4261	46	1	the	the	DET
cana-4261	46	2	embracing	embracing	NOUN
cana-4261	46	3	of	of	ADP
cana-4261	46	4	facial	facial	ADJ
cana-4261	46	5	recognition	recognition	NOUN
cana-4261	46	6	technology	technology	NOUN
cana-4261	46	7	in	in	ADP
cana-4261	46	8	attendance	attendance	NOUN
cana-4261	46	9	monitoring	monitoring	NOUN
cana-4261	46	10	systems	system	NOUN
cana-4261	46	11	assures	assure	VERB
cana-4261	46	12	a	a	DET
cana-4261	46	13	viable	viable	ADJ
cana-4261	46	14	solution	solution	NOUN
cana-4261	46	15	to	to	PART
cana-4261	46	16	surmount	surmount	VERB
cana-4261	46	17	all	all	DET
cana-4261	46	18	these	these	DET
cana-4261	46	19	problems	problem	NOUN
cana-4261	46	20	.	.	PUNCT
cana-4261	47	1	this	this	DET
cana-4261	47	2	automated	automate	VERB
cana-4261	47	3	system	system	NOUN
cana-4261	47	4	would	would	AUX
cana-4261	47	5	ensure	ensure	VERB
cana-4261	47	6	that	that	SCONJ
cana-4261	47	7	a	a	DET
cana-4261	47	8	student	student	NOUN
cana-4261	47	9	gets	get	AUX
cana-4261	47	10	identified	identify	VERB
cana-4261	47	11	accurately	accurately	ADV
cana-4261	47	12	while	while	SCONJ
cana-4261	47	13	entering	enter	VERB
cana-4261	47	14	the	the	DET
cana-4261	47	15	classroom	classroom	NOUN
cana-4261	47	16	and	and	CCONJ
cana-4261	47	17	hence	hence	ADV
cana-4261	47	18	reduce	reduce	VERB
cana-4261	47	19	reliance	reliance	NOUN
cana-4261	47	20	on	on	ADP
cana-4261	47	21	roll	roll	NOUN
cana-4261	47	22	calls	call	NOUN
cana-4261	47	23	,	,	PUNCT
cana-4261	47	24	thereby	thereby	ADV
cana-4261	47	25	increasing	increase	VERB
cana-4261	47	26	data	datum	NOUN
cana-4261	47	27	security	security	NOUN
cana-4261	47	28	and	and	CCONJ
cana-4261	47	29	saving	saving	NOUN
cana-4261	47	30	time	time	NOUN
cana-4261	47	31	.	.	PUNCT
cana-4261	48	1	with	with	ADP
cana-4261	48	2	respect	respect	NOUN
cana-4261	48	3	to	to	ADP
cana-4261	48	4	facial	facial	ADJ
cana-4261	48	5	recognition	recognition	NOUN
cana-4261	48	6	,	,	PUNCT
cana-4261	48	7	this	this	DET
cana-4261	48	8	very	very	ADJ
cana-4261	48	9	invention	invention	NOUN
cana-4261	48	10	will	will	AUX
cana-4261	48	11	improve	improve	VERB
cana-4261	48	12	educational	educational	ADJ
cana-4261	48	13	efficiency	efficiency	NOUN
cana-4261	48	14	,	,	PUNCT
cana-4261	48	15	keep	keep	VERB
cana-4261	48	16	accurate	accurate	ADJ
cana-4261	48	17	attendance	attendance	NOUN
cana-4261	48	18	,	,	PUNCT
cana-4261	48	19	offer	offer	VERB
cana-4261	48	20	monitoring	monitoring	NOUN
cana-4261	48	21	use	use	NOUN
cana-4261	48	22	ably	ably	ADV
cana-4261	48	23	in	in	ADP
cana-4261	48	24	real	real	ADJ
cana-4261	48	25	time	time	NOUN
cana-4261	48	26	,	,	PUNCT
cana-4261	48	27	and	and	CCONJ
cana-4261	48	28	sort	sort	VERB
cana-4261	48	29	the	the	DET
cana-4261	48	30	children	child	NOUN
cana-4261	48	31	appropriately	appropriately	ADV
cana-4261	48	32	.	.	PUNCT
cana-4261	49	1	the	the	DET
cana-4261	49	2	effective	effective	ADJ
cana-4261	49	3	modern	modern	ADJ
cana-4261	49	4	-	-	PUNCT
cana-4261	49	5	day	day	NOUN
cana-4261	49	6	ams	am	NOUN
cana-4261	49	7	,	,	PUNCT
cana-4261	49	8	by	by	ADP
cana-4261	49	9	using	use	VERB
cana-4261	49	10	facial	facial	ADJ
cana-4261	49	11	recognition	recognition	NOUN
cana-4261	49	12	,	,	PUNCT
cana-4261	49	13	simply	simply	ADV
cana-4261	49	14	serves	serve	VERB
cana-4261	49	15	to	to	PART
cana-4261	49	16	smoothen	smoothen	VERB
cana-4261	49	17	operations	operation	NOUN
cana-4261	49	18	in	in	ADP
cana-4261	49	19	any	any	DET
cana-4261	49	20	educational	educational	ADJ
cana-4261	49	21	institution	institution	NOUN
cana-4261	49	22	,	,	PUNCT
cana-4261	49	23	fostering	foster	VERB
cana-4261	49	24	accountability	accountability	NOUN
cana-4261	49	25	as	as	ADV
cana-4261	49	26	well	well	ADV
cana-4261	49	27	as	as	ADP
cana-4261	49	28	an	an	DET
cana-4261	49	29	environment	environment	NOUN
cana-4261	49	30	conducive	conducive	ADJ
cana-4261	49	31	to	to	ADP
cana-4261	49	32	academic	academic	ADJ
cana-4261	49	33	excellence	excellence	NOUN
cana-4261	49	34	.	.	PUNCT
cana-4261	50	1	[	[	X
cana-4261	50	2	1	1	NUM
cana-4261	50	3	]	]	PUNCT
cana-4261	50	4	,	,	PUNCT
cana-4261	50	5	[	[	X
cana-4261	50	6	2	2	NUM
cana-4261	50	7	]	]	PUNCT
cana-4261	50	8	.	.	PUNCT
cana-4261	51	1	attendance	attendance	NOUN
cana-4261	51	2	management	management	NOUN
cana-4261	51	3	systems	system	NOUN
cana-4261	51	4	,	,	PUNCT
cana-4261	51	5	in	in	ADP
cana-4261	51	6	essence	essence	NOUN
cana-4261	51	7	,	,	PUNCT
cana-4261	51	8	are	be	AUX
cana-4261	51	9	utilized	utilize	VERB
cana-4261	51	10	widely	widely	ADV
cana-4261	51	11	in	in	ADP
cana-4261	51	12	various	various	ADJ
cana-4261	51	13	educational	educational	ADJ
cana-4261	51	14	institutions	institution	NOUN
cana-4261	51	15	and	and	CCONJ
cana-4261	51	16	organizations	organization	NOUN
cana-4261	51	17	,	,	PUNCT
cana-4261	51	18	improving	improve	VERB
cana-4261	51	19	both	both	CCONJ
cana-4261	51	20	the	the	DET
cana-4261	51	21	speed	speed	NOUN
cana-4261	51	22	and	and	CCONJ
cana-4261	51	23	accuracy	accuracy	NOUN
cana-4261	51	24	involved	involve	VERB
cana-4261	51	25	in	in	ADP
cana-4261	51	26	attendance	attendance	NOUN
cana-4261	51	27	tracking	tracking	NOUN
cana-4261	51	28	.	.	PUNCT
cana-4261	52	1	mostly	mostly	ADV
cana-4261	52	2	through	through	ADP
cana-4261	52	3	schools	school	NOUN
cana-4261	52	4	,	,	PUNCT
cana-4261	52	5	colleges	college	NOUN
cana-4261	52	6	and	and	CCONJ
cana-4261	52	7	universities	university	NOUN
cana-4261	52	8	,	,	PUNCT
cana-4261	52	9	ams	am	NOUN
cana-4261	52	10	have	have	AUX
cana-4261	52	11	entirely	entirely	ADV
cana-4261	52	12	automated	automate	VERB
cana-4261	52	13	the	the	DET
cana-4261	52	14	student	student	NOUN
cana-4261	52	15	attendance	attendance	NOUN
cana-4261	52	16	marking	marking	NOUN
cana-4261	52	17	process	process	NOUN
cana-4261	52	18	.	.	PUNCT
cana-4261	53	1	features	feature	NOUN
cana-4261	53	2	include	include	VERB
cana-4261	53	3	real	real	ADJ
cana-4261	53	4	-	-	PUNCT
cana-4261	53	5	time	time	NOUN
cana-4261	53	6	monitoring	monitoring	NOUN
cana-4261	53	7	,	,	PUNCT
cana-4261	53	8	notifications	notification	NOUN
cana-4261	53	9	to	to	ADP
cana-4261	53	10	parents	parent	NOUN
cana-4261	53	11	of	of	ADP
cana-4261	53	12	a	a	DET
cana-4261	53	13	student	student	NOUN
cana-4261	53	14	's	's	PART
cana-4261	53	15	present	present	ADJ
cana-4261	53	16	or	or	CCONJ
cana-4261	53	17	absent	absent	ADJ
cana-4261	53	18	status	status	NOUN
cana-4261	53	19	and	and	CCONJ
cana-4261	53	20	generated	generate	VERB
cana-4261	53	21	reports	report	NOUN
cana-4261	53	22	that	that	PRON
cana-4261	53	23	show	show	VERB
cana-4261	53	24	a	a	DET
cana-4261	53	25	trend	trend	NOUN
cana-4261	53	26	of	of	ADP
cana-4261	53	27	attendance	attendance	NOUN
cana-4261	53	28	over	over	ADP
cana-4261	53	29	time	time	NOUN
cana-4261	53	30	for	for	ADP
cana-4261	53	31	teachers	teacher	NOUN
cana-4261	53	32	.	.	PUNCT
cana-4261	54	1	besides	besides	SCONJ
cana-4261	54	2	their	their	PRON
cana-4261	54	3	use	use	NOUN
cana-4261	54	4	in	in	ADP
cana-4261	54	5	the	the	DET
cana-4261	54	6	education	education	NOUN
cana-4261	54	7	sector	sector	NOUN
cana-4261	54	8	,	,	PUNCT
cana-4261	54	9	ams	am	NOUN
cana-4261	54	10	is	be	AUX
cana-4261	54	11	applied	apply	VERB
cana-4261	54	12	in	in	ADP
cana-4261	54	13	corporate	corporate	ADJ
cana-4261	54	14	settings	setting	NOUN
cana-4261	54	15	as	as	ADP
cana-4261	54	16	tools	tool	NOUN
cana-4261	54	17	for	for	ADP
cana-4261	54	18	attendance	attendance	NOUN
cana-4261	54	19	management	management	NOUN
cana-4261	54	20	for	for	ADP
cana-4261	54	21	monitoring	monitor	VERB
cana-4261	54	22	employee	employee	NOUN
cana-4261	54	23	attendance	attendance	NOUN
cana-4261	54	24	,	,	PUNCT
cana-4261	54	25	allowing	allow	VERB
cana-4261	54	26	organizations	organization	NOUN
cana-4261	54	27	to	to	PART
cana-4261	54	28	maintain	maintain	VERB
cana-4261	54	29	staff	staff	NOUN
cana-4261	54	30	records	record	NOUN
cana-4261	54	31	and	and	CCONJ
cana-4261	54	32	monitor	monitor	VERB
cana-4261	54	33	applications	application	NOUN
cana-4261	54	34	for	for	ADP
cana-4261	54	35	leaves	leave	NOUN
cana-4261	54	36	in	in	ADP
cana-4261	54	37	a	a	DET
cana-4261	54	38	responsible	responsible	ADJ
cana-4261	54	39	way	way	NOUN
cana-4261	54	40	.	.	PUNCT
cana-4261	55	1	most	most	ADJ
cana-4261	55	2	ams	am	NOUN
cana-4261	55	3	packages	package	NOUN
cana-4261	55	4	work	work	VERB
cana-4261	55	5	in	in	ADP
cana-4261	55	6	conjunction	conjunction	NOUN
cana-4261	55	7	with	with	ADP
cana-4261	55	8	learning	learn	VERB
cana-4261	55	9	management	management	NOUN
cana-4261	55	10	systems	system	NOUN
cana-4261	55	11	;	;	PUNCT
cana-4261	55	12	teachers	teacher	NOUN
cana-4261	55	13	now	now	ADV
cana-4261	55	14	upload	upload	VERB
cana-4261	55	15	lecture	lecture	NOUN
cana-4261	55	16	notes	note	NOUN
cana-4261	55	17	and	and	CCONJ
cana-4261	55	18	assignments	assignment	NOUN
cana-4261	55	19	along	along	ADP
cana-4261	55	20	with	with	ADP
cana-4261	55	21	attendance	attendance	NOUN
cana-4261	55	22	records	record	NOUN
cana-4261	55	23	to	to	PART
cana-4261	55	24	improve	improve	VERB
cana-4261	55	25	academic	academic	ADJ
cana-4261	55	26	delivery	delivery	NOUN
cana-4261	55	27	alongside	alongside	ADP
cana-4261	55	28	parental	parental	ADJ
cana-4261	55	29	participation	participation	NOUN
cana-4261	55	30	.	.	PUNCT
cana-4261	56	1	these	these	DET
cana-4261	56	2	common	common	ADJ
cana-4261	56	3	applications	application	NOUN
cana-4261	56	4	of	of	ADP
cana-4261	56	5	ams	am	NOUN
cana-4261	56	6	have	have	AUX
cana-4261	56	7	enjoyed	enjoy	VERB
cana-4261	56	8	growth	growth	NOUN
cana-4261	56	9	with	with	ADP
cana-4261	56	10	the	the	DET
cana-4261	56	11	emergence	emergence	NOUN
cana-4261	56	12	of	of	ADP
cana-4261	56	13	mobile	mobile	ADJ
cana-4261	56	14	technologies	technology	NOUN
cana-4261	56	15	,	,	PUNCT
cana-4261	56	16	where	where	SCONJ
cana-4261	56	17	teachers	teacher	NOUN
cana-4261	56	18	mark	mark	VERB
cana-4261	56	19	attendance	attendance	NOUN
cana-4261	56	20	with	with	ADP
cana-4261	56	21	smartphones	smartphone	NOUN
cana-4261	56	22	or	or	CCONJ
cana-4261	56	23	tablets	tablet	NOUN
cana-4261	56	24	,	,	PUNCT
cana-4261	56	25	and	and	CCONJ
cana-4261	56	26	notifications	notification	NOUN
cana-4261	56	27	are	be	AUX
cana-4261	56	28	given	give	VERB
cana-4261	56	29	in	in	ADP
cana-4261	56	30	real	real	ADJ
cana-4261	56	31	-	-	PUNCT
cana-4261	56	32	time	time	NOUN
cana-4261	56	33	to	to	ADP
cana-4261	56	34	the	the	DET
cana-4261	56	35	parents	parent	NOUN
cana-4261	56	36	.	.	PUNCT
cana-4261	57	1	again	again	ADV
cana-4261	57	2	,	,	PUNCT
cana-4261	57	3	ams	am	NOUN
cana-4261	57	4	equally	equally	ADV
cana-4261	57	5	turns	turn	VERB
cana-4261	57	6	to	to	ADP
cana-4261	57	7	data	data	NOUN
cana-4261	57	8	analytics	analytic	NOUN
cana-4261	57	9	to	to	PART
cana-4261	57	10	give	give	VERB
cana-4261	57	11	families	family	NOUN
cana-4261	57	12	insight	insight	NOUN
cana-4261	57	13	into	into	ADP
cana-4261	57	14	general	general	ADJ
cana-4261	57	15	patterns	pattern	NOUN
cana-4261	57	16	to	to	PART
cana-4261	57	17	guide	guide	VERB
cana-4261	57	18	institutions	institution	NOUN
cana-4261	57	19	in	in	ADP
cana-4261	57	20	making	make	VERB
cana-4261	57	21	informed	informed	ADJ
cana-4261	57	22	decisions	decision	NOUN
cana-4261	57	23	in	in	ADP
cana-4261	57	24	resource	resource	NOUN
cana-4261	57	25	allocation	allocation	NOUN
cana-4261	57	26	and	and	CCONJ
cana-4261	57	27	curriculum	curriculum	NOUN
cana-4261	57	28	planning	planning	NOUN
cana-4261	57	29	.	.	PUNCT
cana-4261	58	1	with	with	ADP
cana-4261	58	2	this	this	DET
cana-4261	58	3	system	system	NOUN
cana-4261	58	4	that	that	PRON
cana-4261	58	5	automates	automate	VERB
cana-4261	58	6	the	the	DET
cana-4261	58	7	notification	notification	NOUN
cana-4261	58	8	about	about	ADP
cana-4261	58	9	attendance	attendance	NOUN
cana-4261	58	10	,	,	PUNCT
cana-4261	58	11	the	the	DET
cana-4261	58	12	school	school	NOUN
cana-4261	58	13	and	and	CCONJ
cana-4261	58	14	parents	parent	NOUN
cana-4261	58	15	communicate	communicate	VERB
cana-4261	58	16	more	more	ADV
cana-4261	58	17	reliably	reliably	ADV
cana-4261	58	18	;	;	PUNCT
cana-4261	58	19	hence	hence	ADV
cana-4261	58	20	parental	parental	ADJ
cana-4261	58	21	involvement	involvement	NOUN
cana-4261	58	22	and	and	CCONJ
cana-4261	58	23	the	the	DET
cana-4261	58	24	problem	problem	NOUN
cana-4261	58	25	of	of	ADP
cana-4261	58	26	truancy	truancy	NOUN
cana-4261	58	27	is	be	AUX
cana-4261	58	28	effectively	effectively	ADV
cana-4261	58	29	quelled	quell	VERB
cana-4261	58	30	.	.	PUNCT
cana-4261	59	1	in	in	ADP
cana-4261	59	2	brief	brief	NOUN
cana-4261	59	3	,	,	PUNCT
cana-4261	59	4	the	the	DET
cana-4261	59	5	broad	broad	ADJ
cana-4261	59	6	scope	scope	NOUN
cana-4261	59	7	of	of	ADP
cana-4261	59	8	the	the	DET
cana-4261	59	9	application	application	NOUN
cana-4261	59	10	of	of	ADP
cana-4261	59	11	attendance	attendance	NOUN
cana-4261	59	12	management	management	NOUN
cana-4261	59	13	systems	system	NOUN
cana-4261	59	14	is	be	AUX
cana-4261	59	15	by	by	ADP
cana-4261	59	16	and	and	CCONJ
cana-4261	59	17	large	large	ADJ
cana-4261	59	18	affirmative	affirmative	ADJ
cana-4261	59	19	with	with	ADP
cana-4261	59	20	respect	respect	NOUN
cana-4261	59	21	to	to	ADP
cana-4261	59	22	the	the	DET
cana-4261	59	23	special	special	ADJ
cana-4261	59	24	political	political	ADJ
cana-4261	59	25	systems	system	NOUN
cana-4261	59	26	and	and	CCONJ
cana-4261	59	27	environments	environment	NOUN
cana-4261	59	28	,	,	PUNCT
cana-4261	59	29	revealing	reveal	VERB
cana-4261	59	30	efficiency	efficiency	NOUN
cana-4261	59	31	in	in	ADP
cana-4261	59	32	both	both	PRON
cana-4261	59	33	communication	communication	NOUN
cana-4261	59	34	mode	mode	NOUN
cana-4261	59	35	and	and	CCONJ
cana-4261	59	36	decision	decision	NOUN
cana-4261	59	37	-	-	PUNCT
cana-4261	59	38	making	make	VERB
cana-4261	59	39	process	process	NOUN
cana-4261	59	40	.	.	PUNCT
cana-4261	60	1	[	[	X
cana-4261	60	2	5	5	NUM
cana-4261	60	3	]	]	PUNCT
cana-4261	60	4	.	.	PUNCT
cana-4261	61	1	several	several	ADJ
cana-4261	61	2	current	current	ADJ
cana-4261	61	3	attendance	attendance	NOUN
cana-4261	61	4	management	management	NOUN
cana-4261	61	5	systems	system	NOUN
cana-4261	61	6	rely	rely	VERB
cana-4261	61	7	on	on	ADP
cana-4261	61	8	age	age	NOUN
cana-4261	61	9	-	-	PUNCT
cana-4261	61	10	old	old	ADJ
cana-4261	61	11	technologies	technology	NOUN
cana-4261	61	12	that	that	PRON
cana-4261	61	13	suffer	suffer	VERB
cana-4261	61	14	from	from	ADP
cana-4261	61	15	numerous	numerous	ADJ
cana-4261	61	16	other	other	ADJ
cana-4261	61	17	disadvantages	disadvantage	NOUN
cana-4261	61	18	.	.	PUNCT
cana-4261	62	1	most	most	ADJ
cana-4261	62	2	of	of	ADP
cana-4261	62	3	these	these	DET
cana-4261	62	4	systems	system	NOUN
cana-4261	62	5	are	be	AUX
cana-4261	62	6	slow	slow	ADJ
cana-4261	62	7	and	and	CCONJ
cana-4261	62	8	inefficient	inefficient	ADJ
cana-4261	62	9	due	due	ADP
cana-4261	62	10	to	to	ADP
cana-4261	62	11	the	the	DET
cana-4261	62	12	lag	lag	NOUN
cana-4261	62	13	in	in	ADP
cana-4261	62	14	attendance	attendance	NOUN
cana-4261	62	15	tracking	tracking	NOUN
cana-4261	62	16	and	and	CCONJ
cana-4261	62	17	reporting	reporting	NOUN
cana-4261	62	18	.	.	PUNCT
cana-4261	63	1	traditional	traditional	ADJ
cana-4261	63	2	biometric	biometric	ADJ
cana-4261	63	3	systems	system	NOUN
cana-4261	63	4	like	like	ADP
cana-4261	63	5	fingerprint	fingerprint	NOUN
cana-4261	63	6	scanners	scanner	NOUN
cana-4261	63	7	or	or	CCONJ
cana-4261	63	8	older	old	ADJ
cana-4261	63	9	facial	facial	ADJ
cana-4261	63	10	recognition	recognition	NOUN
cana-4261	63	11	technique	technique	NOUN
cana-4261	63	12	often	often	ADV
cana-4261	63	13	show	show	VERB
cana-4261	63	14	inaccuracies	inaccuracy	NOUN
cana-4261	63	15	and	and	CCONJ
cana-4261	63	16	hence	hence	ADV
cana-4261	63	17	this	this	DET
cana-4261	63	18	imprecision	imprecision	NOUN
cana-4261	63	19	property	property	NOUN
cana-4261	63	20	brings	bring	VERB
cana-4261	63	21	about	about	ADP
cana-4261	63	22	some	some	DET
cana-4261	63	23	concern	concern	NOUN
cana-4261	63	24	,	,	PUNCT
cana-4261	63	25	since	since	SCONJ
cana-4261	63	26	for	for	SCONJ
cana-4261	63	27	such	such	DET
cana-4261	63	28	an	an	DET
cana-4261	63	29	arrangement	arrangement	NOUN
cana-4261	63	30	misidentifications	misidentification	NOUN
cana-4261	63	31	or	or	CCONJ
cana-4261	63	32	failure	failure	NOUN
cana-4261	63	33	to	to	PART
cana-4261	63	34	recognize	recognize	VERB
cana-4261	63	35	legitimate	legitimate	ADJ
cana-4261	63	36	students	student	NOUN
cana-4261	63	37	or	or	CCONJ
cana-4261	63	38	employees	employee	NOUN
cana-4261	63	39	could	could	AUX
cana-4261	63	40	occur	occur	VERB
cana-4261	63	41	,	,	PUNCT
cana-4261	63	42	undermining	undermine	VERB
cana-4261	63	43	the	the	DET
cana-4261	63	44	authenticity	authenticity	NOUN
cana-4261	63	45	of	of	ADP
cana-4261	63	46	attendance	attendance	NOUN
cana-4261	63	47	records	record	NOUN
cana-4261	63	48	.	.	PUNCT
cana-4261	64	1	on	on	ADP
cana-4261	64	2	top	top	NOUN
cana-4261	64	3	of	of	ADP
cana-4261	64	4	the	the	DET
cana-4261	64	5	limitations	limitation	NOUN
cana-4261	64	6	,	,	PUNCT
cana-4261	64	7	many	many	ADJ
cana-4261	64	8	of	of	ADP
cana-4261	64	9	these	these	DET
cana-4261	64	10	systems	system	NOUN
cana-4261	64	11	can	can	AUX
cana-4261	64	12	hardly	hardly	ADV
cana-4261	64	13	recognize	recognize	VERB
cana-4261	64	14	a	a	DET
cana-4261	64	15	specific	specific	ADJ
cana-4261	64	16	number	number	NOUN
cana-4261	64	17	of	of	ADP
cana-4261	64	18	faces	face	NOUN
cana-4261	64	19	at	at	ADP
cana-4261	64	20	once	once	ADV
cana-4261	64	21	,	,	PUNCT
cana-4261	64	22	hence	hence	ADV
cana-4261	64	23	a	a	DET
cana-4261	64	24	problematic	problematic	ADJ
cana-4261	64	25	situation	situation	NOUN
cana-4261	64	26	in	in	ADP
cana-4261	64	27	environments	environment	NOUN
cana-4261	64	28	with	with	ADP
cana-4261	64	29	dense	dense	ADJ
cana-4261	64	30	population	population	NOUN
cana-4261	64	31	,	,	PUNCT
cana-4261	64	32	especially	especially	ADV
cana-4261	64	33	in	in	ADP
cana-4261	64	34	classrooms	classroom	NOUN
cana-4261	64	35	or	or	CCONJ
cana-4261	64	36	corporate	corporate	ADJ
cana-4261	64	37	events	event	NOUN
cana-4261	64	38	.	.	PUNCT
cana-4261	65	1	this	this	PRON
cana-4261	65	2	means	mean	VERB
cana-4261	65	3	that	that	SCONJ
cana-4261	65	4	given	give	VERB
cana-4261	65	5	the	the	DET
cana-4261	65	6	attendance	attendance	NOUN
cana-4261	65	7	is	be	AUX
cana-4261	65	8	taken	take	VERB
cana-4261	65	9	where	where	SCONJ
cana-4261	65	10	multiple	multiple	ADJ
cana-4261	65	11	-	-	PUNCT
cana-4261	65	12	person	person	NOUN
cana-4261	65	13	recognition	recognition	NOUN
cana-4261	65	14	is	be	AUX
cana-4261	65	15	required	require	VERB
cana-4261	65	16	,	,	PUNCT
cana-4261	65	17	the	the	DET
cana-4261	65	18	procedure	procedure	NOUN
cana-4261	65	19	slows	slow	VERB
cana-4261	65	20	down	down	ADP
cana-4261	65	21	and	and	CCONJ
cana-4261	65	22	leads	lead	VERB
cana-4261	65	23	to	to	ADP
cana-4261	65	24	potential	potential	ADJ
cana-4261	65	25	errors	error	NOUN
cana-4261	65	26	.	.	PUNCT
cana-4261	66	1	it	it	PRON
cana-4261	66	2	is	be	AUX
cana-4261	66	3	apparent	apparent	ADJ
cana-4261	66	4	that	that	SCONJ
cana-4261	66	5	reliance	reliance	NOUN
cana-4261	66	6	on	on	ADP
cana-4261	66	7	outdated	outdated	ADJ
cana-4261	66	8	technologies	technology	NOUN
cana-4261	66	9	govern	govern	VERB
cana-4261	66	10	present	present	ADJ
cana-4261	66	11	attendance	attendance	NOUN
cana-4261	66	12	management	management	NOUN
cana-4261	66	13	systems	system	NOUN
cana-4261	66	14	and	and	CCONJ
cana-4261	66	15	remain	remain	VERB
cana-4261	66	16	unfit	unfit	ADJ
cana-4261	66	17	,	,	PUNCT
cana-4261	66	18	hence	hence	ADV
cana-4261	66	19	become	become	VERB
cana-4261	66	20	slow	slow	ADJ
cana-4261	66	21	and	and	CCONJ
cana-4261	66	22	inaccurate	inaccurate	ADJ
cana-4261	66	23	especially	especially	ADV
cana-4261	66	24	in	in	ADP
cana-4261	66	25	dynamic	dynamic	ADJ
cana-4261	66	26	setups	setup	NOUN
cana-4261	66	27	where	where	SCONJ
cana-4261	66	28	fast	fast	ADJ
cana-4261	66	29	and	and	CCONJ
cana-4261	66	30	accurate	accurate	ADJ
cana-4261	66	31	identification	identification	NOUN
cana-4261	66	32	becomes	become	VERB
cana-4261	66	33	an	an	DET
cana-4261	66	34	essential	essential	ADJ
cana-4261	66	35	requirement	requirement	NOUN
cana-4261	66	36	.	.	PUNCT
cana-4261	67	1	with	with	ADP
cana-4261	67	2	all	all	PRON
cana-4261	67	3	of	of	ADP
cana-4261	67	4	the	the	DET
cana-4261	67	5	updated	update	VERB
cana-4261	67	6	technologies	technology	NOUN
cana-4261	67	7	that	that	PRON
cana-4261	67	8	focus	focus	VERB
cana-4261	67	9	on	on	ADP
cana-4261	67	10	performing	perform	VERB
cana-4261	67	11	real	real	ADJ
cana-4261	67	12	-	-	PUNCT
cana-4261	67	13	time	time	NOUN
cana-4261	67	14	face	face	NOUN
cana-4261	67	15	recognition	recognition	NOUN
cana-4261	67	16	and	and	CCONJ
cana-4261	67	17	absentee	absentee	NOUN
cana-4261	67	18	tracking	tracking	NOUN
cana-4261	67	19	,	,	PUNCT
cana-4261	67	20	we	we	PRON
cana-4261	67	21	have	have	AUX
cana-4261	67	22	built	build	VERB
cana-4261	67	23	ourselves	ourselves	PRON
cana-4261	67	24	an	an	DET
cana-4261	67	25	advanced	advanced	ADJ
cana-4261	67	26	attendance	attendance	NOUN
cana-4261	67	27	system	system	NOUN
cana-4261	67	28	.	.	PUNCT
cana-4261	68	1	yolo	yolo	INTJ
cana-4261	68	2	(	(	PUNCT
cana-4261	68	3	you	you	PRON
cana-4261	68	4	only	only	ADV
cana-4261	68	5	look	look	VERB
cana-4261	68	6	communications	communication	NOUN
cana-4261	68	7	on	on	ADP
cana-4261	68	8	applied	apply	VERB
cana-4261	68	9	nonlinear	nonlinear	ADJ
cana-4261	68	10	analysis	analysis	NOUN
cana-4261	68	11	issn	issn	NOUN
cana-4261	68	12	:	:	PUNCT
cana-4261	68	13	1074	1074	NUM
cana-4261	68	14	-	-	PUNCT
cana-4261	68	15	133x	133x	NUM
cana-4261	68	16	vol	vol	NOUN
cana-4261	68	17	32	32	NUM
cana-4261	68	18	no	no	NOUN
cana-4261	68	19	.	.	PUNCT
cana-4261	69	1	9s	9s	NUM
cana-4261	69	2	(	(	PUNCT
cana-4261	69	3	2025	2025	NUM
cana-4261	69	4	)	)	PUNCT
cana-4261	69	5	1644	1644	NUM
cana-4261	69	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4261	69	7	once	once	ADV
cana-4261	69	8	)	)	PUNCT
cana-4261	69	9	is	be	AUX
cana-4261	69	10	used	use	VERB
cana-4261	69	11	for	for	ADP
cana-4261	69	12	object	object	NOUN
cana-4261	69	13	detection	detection	NOUN
cana-4261	69	14	,	,	PUNCT
cana-4261	69	15	and	and	CCONJ
cana-4261	69	16	vision	vision	NOUN
cana-4261	69	17	transformers	transformer	NOUN
cana-4261	69	18	(	(	PUNCT
cana-4261	69	19	vits	vit	NOUN
cana-4261	69	20	)	)	PUNCT
cana-4261	69	21	are	be	AUX
cana-4261	69	22	utilized	utilize	VERB
cana-4261	69	23	behind	behind	ADP
cana-4261	69	24	the	the	DET
cana-4261	69	25	scenes	scene	NOUN
cana-4261	69	26	for	for	ADP
cana-4261	69	27	image	image	NOUN
cana-4261	69	28	classification	classification	NOUN
cana-4261	69	29	,	,	PUNCT
cana-4261	69	30	thus	thus	ADV
cana-4261	69	31	allowing	allow	VERB
cana-4261	69	32	detection	detection	NOUN
cana-4261	69	33	and	and	CCONJ
cana-4261	69	34	classification	classification	NOUN
cana-4261	69	35	of	of	ADP
cana-4261	69	36	multiple	multiple	ADJ
cana-4261	69	37	faces	face	NOUN
cana-4261	69	38	in	in	ADP
cana-4261	69	39	real	real	ADJ
cana-4261	69	40	time	time	NOUN
cana-4261	69	41	.	.	PUNCT
cana-4261	70	1	the	the	DET
cana-4261	70	2	system	system	NOUN
cana-4261	70	3	goes	go	VERB
cana-4261	70	4	about	about	ADP
cana-4261	70	5	taking	take	VERB
cana-4261	70	6	video	video	NOUN
cana-4261	70	7	frames	frame	NOUN
cana-4261	70	8	at	at	ADP
cana-4261	70	9	some	some	DET
cana-4261	70	10	interval	interval	NOUN
cana-4261	70	11	,	,	PUNCT
cana-4261	70	12	extracting	extract	VERB
cana-4261	70	13	single	single	ADJ
cana-4261	70	14	objects	object	NOUN
cana-4261	70	15	out	out	ADP
cana-4261	70	16	of	of	ADP
cana-4261	70	17	the	the	DET
cana-4261	70	18	video	video	NOUN
cana-4261	70	19	frames	frame	NOUN
cana-4261	70	20	,	,	PUNCT
cana-4261	70	21	processing	process	VERB
cana-4261	70	22	these	these	PRON
cana-4261	70	23	,	,	PUNCT
cana-4261	70	24	then	then	ADV
cana-4261	70	25	classifying	classify	VERB
cana-4261	70	26	them	they	PRON
cana-4261	70	27	at	at	ADP
cana-4261	70	28	high	high	ADJ
cana-4261	70	29	speed	speed	NOUN
cana-4261	70	30	via	via	ADP
cana-4261	70	31	intelligent	intelligent	ADJ
cana-4261	70	32	algorithms	algorithm	NOUN
cana-4261	70	33	.	.	PUNCT
cana-4261	71	1	this	this	PRON
cana-4261	71	2	allows	allow	VERB
cana-4261	71	3	for	for	ADP
cana-4261	71	4	faster	fast	ADJ
cana-4261	71	5	access	access	NOUN
cana-4261	71	6	,	,	PUNCT
cana-4261	71	7	on	on	ADP
cana-4261	71	8	-	-	PUNCT
cana-4261	71	9	the	the	DET
cana-4261	71	10	-	-	PUNCT
cana-4261	71	11	spot	spot	NOUN
cana-4261	71	12	face	face	NOUN
cana-4261	71	13	recognition	recognition	NOUN
cana-4261	71	14	,	,	PUNCT
cana-4261	71	15	and	and	CCONJ
cana-4261	71	16	accurate	accurate	ADJ
cana-4261	71	17	attendance	attendance	NOUN
cana-4261	71	18	tracking	tracking	NOUN
cana-4261	71	19	.	.	PUNCT
cana-4261	72	1	rtsp	rtsp	NOUN
cana-4261	72	2	(	(	PUNCT
cana-4261	72	3	real	real	ADJ
cana-4261	72	4	-	-	PUNCT
cana-4261	72	5	time	time	NOUN
cana-4261	72	6	streaming	streaming	NOUN
cana-4261	72	7	protocol	protocol	NOUN
cana-4261	72	8	)	)	PUNCT
cana-4261	72	9	provides	provide	VERB
cana-4261	72	10	real	real	ADJ
cana-4261	72	11	-	-	PUNCT
cana-4261	72	12	time	time	NOUN
cana-4261	72	13	access	access	NOUN
cana-4261	72	14	to	to	ADP
cana-4261	72	15	cameras	camera	NOUN
cana-4261	72	16	from	from	ADP
cana-4261	72	17	the	the	DET
cana-4261	72	18	application	application	NOUN
cana-4261	72	19	so	so	SCONJ
cana-4261	72	20	that	that	SCONJ
cana-4261	72	21	integration	integration	NOUN
cana-4261	72	22	can	can	AUX
cana-4261	72	23	be	be	AUX
cana-4261	72	24	done	do	VERB
cana-4261	72	25	seamlessly	seamlessly	ADV
cana-4261	72	26	with	with	ADP
cana-4261	72	27	quick	quick	ADJ
cana-4261	72	28	notifications	notification	NOUN
cana-4261	72	29	for	for	ADP
cana-4261	72	30	absentee	absentee	NOUN
cana-4261	72	31	tracking	tracking	NOUN
cana-4261	72	32	,	,	PUNCT
cana-4261	72	33	which	which	PRON
cana-4261	72	34	is	be	AUX
cana-4261	72	35	why	why	SCONJ
cana-4261	72	36	the	the	DET
cana-4261	72	37	approach	approach	NOUN
cana-4261	72	38	is	be	AUX
cana-4261	72	39	reliable	reliable	ADJ
cana-4261	72	40	and	and	CCONJ
cana-4261	72	41	scalable	scalable	ADJ
cana-4261	72	42	at	at	ADP
cana-4261	72	43	the	the	DET
cana-4261	72	44	same	same	ADJ
cana-4261	72	45	time	time	NOUN
cana-4261	72	46	.	.	PUNCT
cana-4261	73	1	[	[	X
cana-4261	73	2	6	6	NUM
cana-4261	73	3	]	]	PUNCT
cana-4261	73	4	.	.	PUNCT
cana-4261	74	1	2	2	X
cana-4261	74	2	.	.	X
cana-4261	74	3	objectives	objective	VERB
cana-4261	74	4	the	the	DET
cana-4261	74	5	solution	solution	NOUN
cana-4261	74	6	strives	strive	VERB
cana-4261	74	7	to	to	PART
cana-4261	74	8	veer	veer	VERB
cana-4261	74	9	away	away	ADV
cana-4261	74	10	from	from	ADP
cana-4261	74	11	the	the	DET
cana-4261	74	12	shackles	shackle	NOUN
cana-4261	74	13	of	of	ADP
cana-4261	74	14	conventional	conventional	ADJ
cana-4261	74	15	case	case	NOUN
cana-4261	74	16	attendance	attendance	NOUN
cana-4261	74	17	through	through	ADP
cana-4261	74	18	manual	manual	ADJ
cana-4261	74	19	means	mean	NOUN
cana-4261	74	20	,	,	PUNCT
cana-4261	74	21	thus	thus	ADV
cana-4261	74	22	reducing	reduce	VERB
cana-4261	74	23	errors	error	NOUN
cana-4261	74	24	and	and	CCONJ
cana-4261	74	25	minimizing	minimize	VERB
cana-4261	74	26	administrative	administrative	ADJ
cana-4261	74	27	workload	workload	NOUN
cana-4261	74	28	.	.	PUNCT
cana-4261	75	1	it	it	PRON
cana-4261	75	2	allows	allow	VERB
cana-4261	75	3	for	for	ADP
cana-4261	75	4	instantaneous	instantaneous	ADJ
cana-4261	75	5	processing	processing	NOUN
cana-4261	75	6	with	with	ADP
cana-4261	75	7	security	security	NOUN
cana-4261	75	8	of	of	ADP
cana-4261	75	9	data	datum	NOUN
cana-4261	75	10	while	while	SCONJ
cana-4261	75	11	ensuring	ensure	VERB
cana-4261	75	12	high	high	ADJ
cana-4261	75	13	accuracy	accuracy	NOUN
cana-4261	75	14	in	in	ADP
cana-4261	75	15	identifying	identify	VERB
cana-4261	75	16	students	student	NOUN
cana-4261	75	17	.	.	PUNCT
cana-4261	76	1	through	through	ADP
cana-4261	76	2	easy	easy	ADJ
cana-4261	76	3	access	access	NOUN
cana-4261	76	4	via	via	ADP
cana-4261	76	5	a	a	DET
cana-4261	76	6	web	web	NOUN
cana-4261	76	7	interface	interface	NOUN
cana-4261	76	8	,	,	PUNCT
cana-4261	76	9	faculty	faculty	NOUN
cana-4261	76	10	members	member	NOUN
cana-4261	76	11	can	can	AUX
cana-4261	76	12	monitor	monitor	VERB
cana-4261	76	13	attendance	attendance	NOUN
cana-4261	76	14	records	record	NOUN
cana-4261	76	15	,	,	PUNCT
cana-4261	76	16	generate	generate	VERB
cana-4261	76	17	reports	report	NOUN
cana-4261	76	18	,	,	PUNCT
cana-4261	76	19	manage	manage	VERB
cana-4261	76	20	data	datum	NOUN
cana-4261	76	21	effectively	effectively	ADV
cana-4261	76	22	and	and	CCONJ
cana-4261	76	23	its	its	PRON
cana-4261	76	24	scalable	scalable	ADJ
cana-4261	76	25	nature	nature	NOUN
cana-4261	76	26	allows	allow	VERB
cana-4261	76	27	multiple	multiple	ADJ
cana-4261	76	28	classrooms	classroom	NOUN
cana-4261	76	29	,	,	PUNCT
cana-4261	76	30	branches	branch	NOUN
cana-4261	76	31	,	,	PUNCT
cana-4261	76	32	and	and	CCONJ
cana-4261	76	33	faculty	faculty	NOUN
cana-4261	76	34	members	member	NOUN
cana-4261	76	35	to	to	PART
cana-4261	76	36	use	use	VERB
cana-4261	76	37	the	the	DET
cana-4261	76	38	system	system	NOUN
cana-4261	76	39	,	,	PUNCT
cana-4261	76	40	thus	thus	ADV
cana-4261	76	41	providing	provide	VERB
cana-4261	76	42	a	a	DET
cana-4261	76	43	feasible	feasible	ADJ
cana-4261	76	44	and	and	CCONJ
cana-4261	76	45	competent	competent	ADJ
cana-4261	76	46	attendance	attendance	NOUN
cana-4261	76	47	management	management	NOUN
cana-4261	76	48	tool	tool	NOUN
cana-4261	76	49	for	for	ADP
cana-4261	76	50	educational	educational	ADJ
cana-4261	76	51	institutions	institution	NOUN
cana-4261	76	52	.	.	PUNCT
cana-4261	77	1	this	this	DET
cana-4261	77	2	project	project	NOUN
cana-4261	77	3	provides	provide	VERB
cana-4261	77	4	better	well	ADJ
cana-4261	77	5	efficiency	efficiency	NOUN
cana-4261	77	6	and	and	CCONJ
cana-4261	77	7	accuracy	accuracy	NOUN
cana-4261	77	8	of	of	ADP
cana-4261	77	9	attendance	attendance	NOUN
cana-4261	77	10	monitoring	monitoring	NOUN
cana-4261	77	11	with	with	ADP
cana-4261	77	12	a	a	DET
cana-4261	77	13	seamless	seamless	ADJ
cana-4261	77	14	user	user	NOUN
cana-4261	77	15	experience	experience	NOUN
cana-4261	77	16	through	through	ADP
cana-4261	77	17	an	an	DET
cana-4261	77	18	ai	ai	NOUN
cana-4261	77	19	-	-	PUNCT
cana-4261	77	20	based	base	VERB
cana-4261	77	21	facial	facial	ADJ
cana-4261	77	22	recognition	recognition	NOUN
cana-4261	77	23	interface	interface	NOUN
cana-4261	77	24	,	,	PUNCT
cana-4261	77	25	secure	secure	VERB
cana-4261	77	26	data	datum	NOUN
cana-4261	77	27	handling	handling	NOUN
cana-4261	77	28	as	as	ADV
cana-4261	77	29	well	well	ADV
cana-4261	77	30	as	as	ADP
cana-4261	77	31	multi	multi	ADJ
cana-4261	77	32	-	-	ADJ
cana-4261	77	33	device	device	ADJ
cana-4261	77	34	support	support	NOUN
cana-4261	77	35	.	.	PUNCT
cana-4261	78	1	•	•	NUM
cana-4261	78	2	auto	auto	NOUN
cana-4261	78	3	attendance	attendance	NOUN
cana-4261	78	4	marking	marking	NOUN
cana-4261	78	5	:	:	PUNCT
cana-4261	78	6	automated	automate	VERB
cana-4261	78	7	attendance	attendance	NOUN
cana-4261	78	8	via	via	ADP
cana-4261	78	9	facial	facial	ADJ
cana-4261	78	10	recognition	recognition	NOUN
cana-4261	78	11	with	with	ADP
cana-4261	78	12	no	no	DET
cana-4261	78	13	human	human	ADJ
cana-4261	78	14	intervention	intervention	NOUN
cana-4261	78	15	.	.	PUNCT
cana-4261	79	1	•	•	NUM
cana-4261	79	2	multi	multi	ADJ
cana-4261	79	3	-	-	ADJ
cana-4261	79	4	camera	camera	ADJ
cana-4261	79	5	-	-	PUNCT
cana-4261	79	6	mode	mode	NOUN
cana-4261	79	7	integration	integration	NOUN
cana-4261	79	8	:	:	PUNCT
cana-4261	79	9	faculty	faculty	NOUN
cana-4261	79	10	can	can	AUX
cana-4261	79	11	switch	switch	VERB
cana-4261	79	12	between	between	ADP
cana-4261	79	13	cctv	cctv	NOUN
cana-4261	79	14	cameras	camera	NOUN
cana-4261	79	15	for	for	ADP
cana-4261	79	16	auto	auto	NOUN
cana-4261	79	17	attendance	attendance	NOUN
cana-4261	79	18	recording	recording	NOUN
cana-4261	79	19	and	and	CCONJ
cana-4261	79	20	mobile	mobile	NOUN
cana-4261	79	21	cameras	camera	NOUN
cana-4261	79	22	for	for	ADP
cana-4261	79	23	manual	manual	ADJ
cana-4261	79	24	attendance	attendance	NOUN
cana-4261	79	25	recording	recording	NOUN
cana-4261	79	26	.	.	PUNCT
cana-4261	80	1	•	•	NOUN
cana-4261	80	2	simple	simple	ADJ
cana-4261	80	3	faculty	faculty	NOUN
cana-4261	80	4	control	control	NOUN
cana-4261	80	5	:	:	PUNCT
cana-4261	80	6	access	access	NOUN
cana-4261	80	7	to	to	ADP
cana-4261	80	8	a	a	DET
cana-4261	80	9	mobile	mobile	ADJ
cana-4261	80	10	camera	camera	NOUN
cana-4261	80	11	via	via	ADP
cana-4261	80	12	secure	secure	ADJ
cana-4261	80	13	authentication	authentication	NOUN
cana-4261	80	14	(	(	PUNCT
cana-4261	80	15	imei	imei	PROPN
cana-4261	80	16	or	or	CCONJ
cana-4261	80	17	distinctive	distinctive	ADJ
cana-4261	80	18	faculty	faculty	NOUN
cana-4261	80	19	i	i	PROPN
cana-4261	80	20	d	d	PROPN
cana-4261	80	21	)	)	PUNCT
cana-4261	80	22	.	.	PUNCT
cana-4261	81	1	•	•	NUM
cana-4261	81	2	real	real	ADJ
cana-4261	81	3	-	-	PUNCT
cana-4261	81	4	time	time	NOUN
cana-4261	81	5	processing	processing	NOUN
cana-4261	81	6	:	:	PUNCT
cana-4261	81	7	view	view	NOUN
cana-4261	81	8	recorded	record	VERB
cana-4261	81	9	videos	video	NOUN
cana-4261	81	10	in	in	ADP
cana-4261	81	11	real	real	ADJ
cana-4261	81	12	-	-	PUNCT
cana-4261	81	13	time	time	NOUN
cana-4261	81	14	to	to	PART
cana-4261	81	15	extract	extract	VERB
cana-4261	81	16	attendance	attendance	NOUN
cana-4261	81	17	information	information	NOUN
cana-4261	81	18	and	and	CCONJ
cana-4261	81	19	store	store	VERB
cana-4261	81	20	it	it	PRON
cana-4261	81	21	as	as	ADP
cana-4261	81	22	data	datum	NOUN
cana-4261	81	23	.	.	PUNCT
cana-4261	82	1	•	•	NUM
cana-4261	82	2	data	datum	NOUN
cana-4261	82	3	security	security	NOUN
cana-4261	82	4	and	and	CCONJ
cana-4261	82	5	accuracy	accuracy	NOUN
cana-4261	82	6	:	:	PUNCT
cana-4261	82	7	data	datum	NOUN
cana-4261	82	8	security	security	NOUN
cana-4261	82	9	can	can	AUX
cana-4261	82	10	be	be	AUX
cana-4261	82	11	assured	assure	VERB
cana-4261	82	12	to	to	ADP
cana-4261	82	13	a	a	DET
cana-4261	82	14	much	much	ADV
cana-4261	82	15	better	well	ADJ
cana-4261	82	16	extent	extent	NOUN
cana-4261	82	17	through	through	ADP
cana-4261	82	18	methods	method	NOUN
cana-4261	82	19	like	like	ADP
cana-4261	82	20	data	datum	NOUN
cana-4261	82	21	encryption	encryption	NOUN
cana-4261	82	22	.	.	PUNCT
cana-4261	83	1	ai	ai	VERB
cana-4261	83	2	models	model	NOUN
cana-4261	83	3	with	with	ADP
cana-4261	83	4	high	high	ADJ
cana-4261	83	5	accuracy	accuracy	NOUN
cana-4261	83	6	can	can	AUX
cana-4261	83	7	work	work	VERB
cana-4261	83	8	as	as	ADP
cana-4261	83	9	a	a	DET
cana-4261	83	10	reliable	reliable	ADJ
cana-4261	83	11	identification	identification	NOUN
cana-4261	83	12	method	method	NOUN
cana-4261	83	13	with	with	ADP
cana-4261	83	14	better	well	ADJ
cana-4261	83	15	data	datum	NOUN
cana-4261	83	16	codification	codification	NOUN
cana-4261	83	17	.	.	PUNCT
cana-4261	84	1	•	•	NOUN
cana-4261	84	2	user	user	NOUN
cana-4261	84	3	-	-	PUNCT
cana-4261	84	4	friendly	friendly	ADJ
cana-4261	84	5	interface	interface	NOUN
cana-4261	84	6	:	:	PUNCT
cana-4261	84	7	ensure	ensure	VERB
cana-4261	84	8	easy	easy	ADJ
cana-4261	84	9	web	web	NOUN
cana-4261	84	10	-	-	ADJ
cana-4261	84	11	integrated	integrate	VERB
cana-4261	84	12	programs	program	NOUN
cana-4261	84	13	to	to	PART
cana-4261	84	14	facilitate	facilitate	VERB
cana-4261	84	15	faculty	faculty	NOUN
cana-4261	84	16	in	in	ADP
cana-4261	84	17	their	their	PRON
cana-4261	84	18	attendance	attendance	NOUN
cana-4261	84	19	and	and	CCONJ
cana-4261	84	20	reporting	reporting	NOUN
cana-4261	84	21	.	.	PUNCT
cana-4261	85	1	•	•	NUM
cana-4261	85	2	scalability	scalability	NOUN
cana-4261	85	3	and	and	CCONJ
cana-4261	85	4	flexibility	flexibility	NOUN
cana-4261	85	5	:	:	PUNCT
cana-4261	85	6	work	work	NOUN
cana-4261	85	7	with	with	ADP
cana-4261	85	8	multiple	multiple	ADJ
cana-4261	85	9	classes	class	NOUN
cana-4261	85	10	,	,	PUNCT
cana-4261	85	11	branches	branch	NOUN
cana-4261	85	12	,	,	PUNCT
cana-4261	85	13	and	and	CCONJ
cana-4261	85	14	faculties	faculty	NOUN
cana-4261	85	15	under	under	ADP
cana-4261	85	16	one	one	NUM
cana-4261	85	17	centralized	centralized	ADJ
cana-4261	85	18	system	system	NOUN
cana-4261	85	19	.	.	PUNCT
cana-4261	86	1	3	3	X
cana-4261	86	2	.	.	X
cana-4261	86	3	literature	literature	NOUN
cana-4261	86	4	survey	survey	PROPN
cana-4261	86	5	john	john	PROPN
cana-4261	86	6	et	et	PROPN
cana-4261	86	7	al	al	PROPN
cana-4261	86	8	.	.	PROPN
cana-4261	86	9	proposed	propose	VERB
cana-4261	86	10	a	a	DET
cana-4261	86	11	lightweight	lightweight	ADJ
cana-4261	86	12	facial	facial	ADJ
cana-4261	86	13	detection	detection	NOUN
cana-4261	86	14	system	system	NOUN
cana-4261	86	15	optimized	optimize	VERB
cana-4261	86	16	for	for	ADP
cana-4261	86	17	embedded	embed	VERB
cana-4261	86	18	devices	device	NOUN
cana-4261	86	19	such	such	ADJ
cana-4261	86	20	as	as	ADP
cana-4261	86	21	the	the	DET
cana-4261	86	22	jetson	jetson	PROPN
cana-4261	86	23	nano	nano	NOUN
cana-4261	86	24	while	while	SCONJ
cana-4261	86	25	focusing	focus	VERB
cana-4261	86	26	entirely	entirely	ADV
cana-4261	86	27	on	on	ADP
cana-4261	86	28	real	real	ADJ
cana-4261	86	29	-	-	PUNCT
cana-4261	86	30	time	time	NOUN
cana-4261	86	31	speed	speed	NOUN
cana-4261	86	32	in	in	ADP
cana-4261	86	33	highly	highly	ADV
cana-4261	86	34	constrained	constrain	VERB
cana-4261	86	35	environments	environment	NOUN
cana-4261	86	36	.	.	PUNCT
cana-4261	87	1	the	the	DET
cana-4261	87	2	authors	author	NOUN
cana-4261	87	3	applied	apply	VERB
cana-4261	87	4	the	the	DET
cana-4261	87	5	haar	haar	NOUN
cana-4261	87	6	cascade	cascade	NOUN
cana-4261	87	7	algorithm	algorithm	NOUN
cana-4261	87	8	using	use	VERB
cana-4261	87	9	opencv	opencv	PROPN
cana-4261	87	10	in	in	ADP
cana-4261	87	11	python	python	PROPN
cana-4261	87	12	,	,	PUNCT
cana-4261	87	13	utilizing	utilize	VERB
cana-4261	87	14	haar	haar	NOUN
cana-4261	87	15	-	-	PUNCT
cana-4261	87	16	like	like	ADJ
cana-4261	87	17	features	feature	NOUN
cana-4261	87	18	and	and	CCONJ
cana-4261	87	19	the	the	DET
cana-4261	87	20	viola	viola	PROPN
cana-4261	87	21	-	-	PUNCT
cana-4261	87	22	jones	jones	PROPN
cana-4261	87	23	framework	framework	NOUN
cana-4261	87	24	for	for	ADP
cana-4261	87	25	multi	multi	ADJ
cana-4261	87	26	-	-	ADJ
cana-4261	87	27	scaled	scaled	ADJ
cana-4261	87	28	face	face	NOUN
cana-4261	87	29	detections	detection	NOUN
cana-4261	87	30	.	.	PUNCT
cana-4261	88	1	tests	test	NOUN
cana-4261	88	2	were	be	AUX
cana-4261	88	3	carried	carry	VERB
cana-4261	88	4	out	out	ADP
cana-4261	88	5	on	on	ADP
cana-4261	88	6	a	a	DET
cana-4261	88	7	dark	dark	ADJ
cana-4261	88	8	and	and	CCONJ
cana-4261	88	9	bright	bright	ADJ
cana-4261	88	10	communications	communication	NOUN
cana-4261	88	11	on	on	ADP
cana-4261	88	12	applied	apply	VERB
cana-4261	88	13	nonlinear	nonlinear	ADJ
cana-4261	88	14	analysis	analysis	NOUN
cana-4261	88	15	issn	issn	NOUN
cana-4261	88	16	:	:	PUNCT
cana-4261	88	17	1074	1074	NUM
cana-4261	88	18	-	-	PUNCT
cana-4261	88	19	133x	133x	NUM
cana-4261	88	20	vol	vol	NOUN
cana-4261	88	21	32	32	NUM
cana-4261	88	22	no	no	NOUN
cana-4261	88	23	.	.	PUNCT
cana-4261	89	1	9s	9s	NUM
cana-4261	89	2	(	(	PUNCT
cana-4261	89	3	2025	2025	NUM
cana-4261	89	4	)	)	PUNCT
cana-4261	89	5	1645	1645	NUM
cana-4261	89	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4261	89	7	background	background	NOUN
cana-4261	89	8	.	.	PUNCT
cana-4261	90	1	while	while	SCONJ
cana-4261	90	2	the	the	DET
cana-4261	90	3	system	system	NOUN
cana-4261	90	4	performed	perform	VERB
cana-4261	90	5	consistently	consistently	ADV
cana-4261	90	6	yielding	yield	VERB
cana-4261	90	7	90	90	NUM
cana-4261	90	8	%	%	NOUN
cana-4261	90	9	accuracy	accuracy	NOUN
cana-4261	90	10	under	under	ADP
cana-4261	90	11	controlled	control	VERB
cana-4261	90	12	illumination	illumination	NOUN
cana-4261	90	13	,	,	PUNCT
cana-4261	90	14	performance	performance	NOUN
cana-4261	90	15	dropped	drop	VERB
cana-4261	90	16	under	under	ADP
cana-4261	90	17	uncontrolled	uncontrolled	ADJ
cana-4261	90	18	settings	setting	NOUN
cana-4261	90	19	.	.	PUNCT
cana-4261	91	1	the	the	DET
cana-4261	91	2	images	image	NOUN
cana-4261	91	3	were	be	AUX
cana-4261	91	4	processed	process	VERB
cana-4261	91	5	at	at	ADP
cana-4261	91	6	15	15	NUM
cana-4261	91	7	fps	fps	PROPN
cana-4261	91	8	,	,	PUNCT
cana-4261	91	9	a	a	DET
cana-4261	91	10	tradeoff	tradeoff	NOUN
cana-4261	91	11	between	between	ADP
cana-4261	91	12	accuracy	accuracy	NOUN
cana-4261	91	13	and	and	CCONJ
cana-4261	91	14	speed	speed	NOUN
cana-4261	91	15	for	for	ADP
cana-4261	91	16	embedded	embed	VERB
cana-4261	91	17	applications	application	NOUN
cana-4261	91	18	.	.	PUNCT
cana-4261	92	1	the	the	DET
cana-4261	92	2	methodology	methodology	NOUN
cana-4261	92	3	used	use	VERB
cana-4261	92	4	herein	herein	NOUN
cana-4261	92	5	aims	aim	VERB
cana-4261	92	6	to	to	PART
cana-4261	92	7	enable	enable	VERB
cana-4261	92	8	simple	simple	ADJ
cana-4261	92	9	,	,	PUNCT
cana-4261	92	10	low	low	ADJ
cana-4261	92	11	-	-	PUNCT
cana-4261	92	12	cost	cost	NOUN
cana-4261	92	13	facial	facial	ADJ
cana-4261	92	14	detection	detection	NOUN
cana-4261	92	15	for	for	ADP
cana-4261	92	16	resourceconstrained	resourceconstraine	VERB
cana-4261	92	17	applications	application	NOUN
cana-4261	92	18	.	.	PUNCT
cana-4261	93	1	although	although	SCONJ
cana-4261	93	2	the	the	DET
cana-4261	93	3	system	system	NOUN
cana-4261	93	4	is	be	AUX
cana-4261	93	5	effective	effective	ADJ
cana-4261	93	6	in	in	ADP
cana-4261	93	7	static	static	ADJ
cana-4261	93	8	scenarios	scenario	NOUN
cana-4261	93	9	,	,	PUNCT
cana-4261	93	10	its	its	PRON
cana-4261	93	11	response	response	NOUN
cana-4261	93	12	to	to	ADP
cana-4261	93	13	spatialtemporal	spatialtemporal	ADJ
cana-4261	93	14	lighting	lighting	NOUN
cana-4261	93	15	changes	change	NOUN
cana-4261	93	16	and	and	CCONJ
cana-4261	93	17	occlusions	occlusion	NOUN
cana-4261	93	18	can	can	AUX
cana-4261	93	19	be	be	AUX
cana-4261	93	20	further	far	ADV
cana-4261	93	21	improved	improve	VERB
cana-4261	93	22	.	.	PUNCT
cana-4261	94	1	the	the	DET
cana-4261	94	2	authors	author	NOUN
cana-4261	94	3	concluded	conclude	VERB
cana-4261	94	4	that	that	SCONJ
cana-4261	94	5	a	a	DET
cana-4261	94	6	haar	haar	NOUN
cana-4261	94	7	cascadebased	cascadebase	VERB
cana-4261	94	8	system	system	NOUN
cana-4261	94	9	could	could	AUX
cana-4261	94	10	be	be	AUX
cana-4261	94	11	effectively	effectively	ADV
cana-4261	94	12	employed	employ	VERB
cana-4261	94	13	in	in	ADP
cana-4261	94	14	embedded	embed	VERB
cana-4261	94	15	devices	device	NOUN
cana-4261	94	16	with	with	ADP
cana-4261	94	17	an	an	DET
cana-4261	94	18	adequate	adequate	ADJ
cana-4261	94	19	performance	performance	NOUN
cana-4261	94	20	level	level	NOUN
cana-4261	94	21	in	in	ADP
cana-4261	94	22	stable	stable	ADJ
cana-4261	94	23	conditions	condition	NOUN
cana-4261	94	24	,	,	PUNCT
cana-4261	94	25	serving	serve	VERB
cana-4261	94	26	as	as	ADP
cana-4261	94	27	a	a	DET
cana-4261	94	28	departure	departure	NOUN
cana-4261	94	29	point	point	NOUN
cana-4261	94	30	for	for	ADP
cana-4261	94	31	subsequent	subsequent	ADJ
cana-4261	94	32	improvement	improvement	NOUN
cana-4261	94	33	in	in	ADP
cana-4261	94	34	dynamic	dynamic	ADJ
cana-4261	94	35	environments	environment	NOUN
cana-4261	94	36	.	.	PUNCT
cana-4261	95	1	[	[	X
cana-4261	95	2	7	7	NUM
cana-4261	95	3	]	]	PUNCT
cana-4261	95	4	.	.	PUNCT
cana-4261	96	1	any	any	DET
cana-4261	96	2	mobile	mobile	ADJ
cana-4261	96	3	student	student	NOUN
cana-4261	96	4	attendance	attendance	NOUN
cana-4261	96	5	system	system	NOUN
cana-4261	96	6	based	base	VERB
cana-4261	96	7	on	on	ADP
cana-4261	96	8	android	android	PROPN
cana-4261	96	9	developed	develop	VERB
cana-4261	96	10	by	by	ADP
cana-4261	96	11	sunaryono	sunaryono	NOUN
cana-4261	96	12	and	and	CCONJ
cana-4261	96	13	others	other	NOUN
cana-4261	96	14	integrates	integrate	VERB
cana-4261	96	15	facial	facial	ADJ
cana-4261	96	16	recognition	recognition	NOUN
cana-4261	96	17	with	with	ADP
cana-4261	96	18	qr	qr	PROPN
cana-4261	96	19	code	code	NOUN
cana-4261	96	20	scanning	scan	VERB
cana-4261	96	21	whereby	whereby	SCONJ
cana-4261	96	22	students	student	NOUN
cana-4261	96	23	will	will	AUX
cana-4261	96	24	take	take	VERB
cana-4261	96	25	a	a	DET
cana-4261	96	26	capture	capture	NOUN
cana-4261	96	27	of	of	ADP
cana-4261	96	28	their	their	PRON
cana-4261	96	29	face	face	NOUN
cana-4261	96	30	and	and	CCONJ
cana-4261	96	31	qr	qr	ADP
cana-4261	96	32	code	code	NOUN
cana-4261	96	33	by	by	ADP
cana-4261	96	34	a	a	DET
cana-4261	96	35	smartphone	smartphone	NOUN
cana-4261	96	36	to	to	PART
cana-4261	96	37	mark	mark	VERB
cana-4261	96	38	their	their	PRON
cana-4261	96	39	attendance	attendance	NOUN
cana-4261	96	40	.	.	PUNCT
cana-4261	97	1	for	for	ADP
cana-4261	97	2	the	the	DET
cana-4261	97	3	facial	facial	ADJ
cana-4261	97	4	recognition	recognition	NOUN
cana-4261	97	5	process	process	NOUN
cana-4261	97	6	,	,	PUNCT
cana-4261	97	7	this	this	DET
cana-4261	97	8	program	program	NOUN
cana-4261	97	9	utilizes	utilize	VERB
cana-4261	97	10	linear	linear	ADJ
cana-4261	97	11	discriminant	discriminant	ADJ
cana-4261	97	12	analysis	analysis	NOUN
cana-4261	97	13	for	for	ADP
cana-4261	97	14	face	face	NOUN
cana-4261	97	15	recognition	recognition	NOUN
cana-4261	97	16	with	with	ADP
cana-4261	97	17	an	an	DET
cana-4261	97	18	accuracy	accuracy	NOUN
cana-4261	97	19	of	of	ADP
cana-4261	97	20	97.29	97.29	NUM
cana-4261	97	21	%	%	NOUN
cana-4261	97	22	while	while	SCONJ
cana-4261	97	23	processing	processing	NOUN
cana-4261	97	24	face	face	NOUN
cana-4261	97	25	images	image	NOUN
cana-4261	97	26	in	in	ADP
cana-4261	97	27	no	no	ADV
cana-4261	97	28	longer	long	ADJ
cana-4261	97	29	than	than	ADP
cana-4261	97	30	0.000096	0.000096	NUM
cana-4261	97	31	seconds	second	NOUN
cana-4261	97	32	-	-	PUNCT
cana-4261	97	33	a	a	DET
cana-4261	97	34	remarkable	remarkable	ADJ
cana-4261	97	35	achievement	achievement	NOUN
cana-4261	97	36	,	,	PUNCT
cana-4261	97	37	ensuring	ensure	VERB
cana-4261	97	38	high	high	ADJ
cana-4261	97	39	efficiency	efficiency	NOUN
cana-4261	97	40	as	as	ADV
cana-4261	97	41	well	well	ADV
cana-4261	97	42	.	.	PUNCT
cana-4261	98	1	double	double	ADJ
cana-4261	98	2	authentication	authentication	NOUN
cana-4261	98	3	allows	allow	VERB
cana-4261	98	4	for	for	ADP
cana-4261	98	5	the	the	DET
cana-4261	98	6	application	application	NOUN
cana-4261	98	7	of	of	ADP
cana-4261	98	8	modern	modern	ADJ
cana-4261	98	9	facial	facial	ADJ
cana-4261	98	10	recognition	recognition	NOUN
cana-4261	98	11	along	along	ADP
cana-4261	98	12	with	with	ADP
cana-4261	98	13	qr	qr	PROPN
cana-4261	98	14	code	code	NOUN
cana-4261	98	15	technology	technology	NOUN
cana-4261	98	16	for	for	ADP
cana-4261	98	17	user	user	NOUN
cana-4261	98	18	-	-	PUNCT
cana-4261	98	19	friendly	friendly	ADJ
cana-4261	98	20	attendance	attendance	NOUN
cana-4261	98	21	management	management	NOUN
cana-4261	98	22	.	.	PUNCT
cana-4261	99	1	the	the	DET
cana-4261	99	2	conclusions	conclusion	NOUN
cana-4261	99	3	of	of	ADP
cana-4261	99	4	the	the	DET
cana-4261	99	5	study	study	NOUN
cana-4261	99	6	reveal	reveal	VERB
cana-4261	99	7	that	that	SCONJ
cana-4261	99	8	the	the	DET
cana-4261	99	9	system	system	NOUN
cana-4261	99	10	is	be	AUX
cana-4261	99	11	practical	practical	ADJ
cana-4261	99	12	,	,	PUNCT
cana-4261	99	13	reliable	reliable	ADJ
cana-4261	99	14	,	,	PUNCT
cana-4261	99	15	and	and	CCONJ
cana-4261	99	16	suitable	suitable	ADJ
cana-4261	99	17	in	in	ADP
cana-4261	99	18	an	an	DET
cana-4261	99	19	educational	educational	ADJ
cana-4261	99	20	setting	setting	NOUN
cana-4261	99	21	and	and	CCONJ
cana-4261	99	22	offers	offer	VERB
cana-4261	99	23	an	an	DET
cana-4261	99	24	improvement	improvement	NOUN
cana-4261	99	25	earlier	early	ADJ
cana-4261	99	26	methods	method	NOUN
cana-4261	99	27	attendance	attendance	NOUN
cana-4261	99	28	taking	taking	NOUN
cana-4261	99	29	.	.	PUNCT
cana-4261	100	1	[	[	X
cana-4261	100	2	8	8	NUM
cana-4261	100	3	]	]	PUNCT
cana-4261	100	4	.	.	PUNCT
cana-4261	101	1	this	this	DET
cana-4261	101	2	paper	paper	NOUN
cana-4261	101	3	elaborates	elaborate	VERB
cana-4261	101	4	on	on	ADP
cana-4261	101	5	biometric	biometric	ADJ
cana-4261	101	6	identification	identification	NOUN
cana-4261	101	7	techniques	technique	NOUN
cana-4261	101	8	focusing	focus	VERB
cana-4261	101	9	on	on	ADP
cana-4261	101	10	their	their	PRON
cana-4261	101	11	principles	principle	NOUN
cana-4261	101	12	and	and	CCONJ
cana-4261	101	13	applications	application	NOUN
cana-4261	101	14	.	.	PUNCT
cana-4261	102	1	different	different	ADJ
cana-4261	102	2	biometric	biometric	ADJ
cana-4261	102	3	modalities	modality	NOUN
cana-4261	102	4	discussed	discuss	VERB
cana-4261	102	5	are	be	AUX
cana-4261	102	6	fingerprint	fingerprint	NOUN
cana-4261	102	7	,	,	PUNCT
cana-4261	102	8	face	face	NOUN
cana-4261	102	9	,	,	PUNCT
cana-4261	102	10	iris	iris	NOUN
cana-4261	102	11	,	,	PUNCT
cana-4261	102	12	voice	voice	NOUN
cana-4261	102	13	,	,	PUNCT
cana-4261	102	14	etc	etc	X
cana-4261	102	15	.	.	X
cana-4261	102	16	,	,	PUNCT
cana-4261	102	17	and	and	CCONJ
cana-4261	102	18	strengths	strength	NOUN
cana-4261	102	19	and	and	CCONJ
cana-4261	102	20	weaknesses	weakness	NOUN
cana-4261	102	21	of	of	ADP
cana-4261	102	22	each	each	DET
cana-4261	102	23	modality	modality	NOUN
cana-4261	102	24	are	be	AUX
cana-4261	102	25	analyzed	analyze	VERB
cana-4261	102	26	for	for	ADP
cana-4261	102	27	the	the	DET
cana-4261	102	28	appropriateness	appropriateness	NOUN
cana-4261	102	29	of	of	ADP
cana-4261	102	30	use	use	NOUN
cana-4261	102	31	in	in	ADP
cana-4261	102	32	various	various	ADJ
cana-4261	102	33	scenarios	scenario	NOUN
cana-4261	102	34	.	.	PUNCT
cana-4261	103	1	they	they	PRON
cana-4261	103	2	give	give	VERB
cana-4261	103	3	the	the	DET
cana-4261	103	4	view	view	NOUN
cana-4261	103	5	of	of	ADP
cana-4261	103	6	multibiometrics	multibiometric	NOUN
cana-4261	103	7	combining	combine	VERB
cana-4261	103	8	different	different	ADJ
cana-4261	103	9	modalities	modality	NOUN
cana-4261	103	10	of	of	ADP
cana-4261	103	11	biometrics	biometric	NOUN
cana-4261	103	12	and	and	CCONJ
cana-4261	103	13	its	its	PRON
cana-4261	103	14	advantages	advantage	NOUN
cana-4261	103	15	of	of	ADP
cana-4261	103	16	security	security	NOUN
cana-4261	103	17	and	and	CCONJ
cana-4261	103	18	accuracy	accuracy	NOUN
cana-4261	103	19	in	in	ADP
cana-4261	103	20	this	this	DET
cana-4261	103	21	talk	talk	NOUN
cana-4261	103	22	.	.	PUNCT
cana-4261	104	1	the	the	DET
cana-4261	104	2	authors	author	NOUN
cana-4261	104	3	managed	manage	VERB
cana-4261	104	4	to	to	PART
cana-4261	104	5	highlight	highlight	VERB
cana-4261	104	6	the	the	DET
cana-4261	104	7	growing	grow	VERB
cana-4261	104	8	commercial	commercial	ADJ
cana-4261	104	9	importance	importance	NOUN
cana-4261	104	10	of	of	ADP
cana-4261	104	11	biometrics	biometric	NOUN
cana-4261	104	12	and	and	CCONJ
cana-4261	104	13	the	the	DET
cana-4261	104	14	changing	change	VERB
cana-4261	104	15	trends	trend	NOUN
cana-4261	104	16	in	in	ADP
cana-4261	104	17	product	product	NOUN
cana-4261	104	18	markets	market	NOUN
cana-4261	104	19	and	and	CCONJ
cana-4261	104	20	business	business	NOUN
cana-4261	104	21	opportunities	opportunity	NOUN
cana-4261	104	22	in	in	ADP
cana-4261	104	23	this	this	DET
cana-4261	104	24	arena	arena	NOUN
cana-4261	104	25	.	.	PUNCT
cana-4261	105	1	they	they	PRON
cana-4261	105	2	made	make	VERB
cana-4261	105	3	a	a	DET
cana-4261	105	4	thorough	thorough	ADJ
cana-4261	105	5	comparative	comparative	ADJ
cana-4261	105	6	analysis	analysis	NOUN
cana-4261	105	7	of	of	ADP
cana-4261	105	8	these	these	DET
cana-4261	105	9	technologies	technology	NOUN
cana-4261	105	10	on	on	ADP
cana-4261	105	11	the	the	DET
cana-4261	105	12	basis	basis	NOUN
cana-4261	105	13	of	of	ADP
cana-4261	105	14	magnitudes	magnitude	NOUN
cana-4261	105	15	such	such	ADJ
cana-4261	105	16	as	as	ADP
cana-4261	105	17	accuracy	accuracy	NOUN
cana-4261	105	18	,	,	PUNCT
cana-4261	105	19	cost	cost	NOUN
cana-4261	105	20	,	,	PUNCT
cana-4261	105	21	speed	speed	NOUN
cana-4261	105	22	,	,	PUNCT
cana-4261	105	23	user	user	NOUN
cana-4261	105	24	-	-	PUNCT
cana-4261	105	25	friendliness	friendliness	ADJ
cana-4261	105	26	,	,	PUNCT
cana-4261	105	27	and	and	CCONJ
cana-4261	105	28	scalability	scalability	NOUN
cana-4261	105	29	.	.	PUNCT
cana-4261	106	1	they	they	PRON
cana-4261	106	2	evaluated	evaluate	VERB
cana-4261	106	3	the	the	DET
cana-4261	106	4	performance	performance	NOUN
cana-4261	106	5	of	of	ADP
cana-4261	106	6	several	several	ADJ
cana-4261	106	7	biometric	biometric	ADJ
cana-4261	106	8	systems	system	NOUN
cana-4261	106	9	through	through	ADP
cana-4261	106	10	case	case	NOUN
cana-4261	106	11	studies	study	NOUN
cana-4261	106	12	and	and	CCONJ
cana-4261	106	13	real	real	ADJ
cana-4261	106	14	-	-	PUNCT
cana-4261	106	15	life	life	NOUN
cana-4261	106	16	examples	example	NOUN
cana-4261	106	17	.	.	PUNCT
cana-4261	107	1	they	they	PRON
cana-4261	107	2	conclude	conclude	VERB
cana-4261	107	3	that	that	SCONJ
cana-4261	107	4	no	no	DET
cana-4261	107	5	single	single	ADJ
cana-4261	107	6	biometric	biometric	NOUN
cana-4261	107	7	will	will	AUX
cana-4261	107	8	meet	meet	VERB
cana-4261	107	9	all	all	DET
cana-4261	107	10	applications	application	NOUN
cana-4261	107	11	;	;	PUNCT
cana-4261	107	12	nevertheless	nevertheless	ADV
cana-4261	107	13	,	,	PUNCT
cana-4261	107	14	multi	multi	ADJ
cana-4261	107	15	-	-	ADJ
cana-4261	107	16	biometrics	biometric	NOUN
cana-4261	107	17	do	do	AUX
cana-4261	107	18	show	show	VERB
cana-4261	107	19	promise	promise	NOUN
cana-4261	107	20	to	to	PART
cana-4261	107	21	overcome	overcome	VERB
cana-4261	107	22	the	the	DET
cana-4261	107	23	limitations	limitation	NOUN
cana-4261	107	24	of	of	ADP
cana-4261	107	25	single	single	ADJ
cana-4261	107	26	biometric	biometric	ADJ
cana-4261	107	27	systems	system	NOUN
cana-4261	107	28	.	.	PUNCT
cana-4261	108	1	they	they	PRON
cana-4261	108	2	underlined	underline	VERB
cana-4261	108	3	the	the	DET
cana-4261	108	4	rising	rise	VERB
cana-4261	108	5	commercial	commercial	ADJ
cana-4261	108	6	demand	demand	NOUN
cana-4261	108	7	of	of	ADP
cana-4261	108	8	biometrics	biometric	NOUN
cana-4261	108	9	in	in	ADP
cana-4261	108	10	security	security	NOUN
cana-4261	108	11	,	,	PUNCT
cana-4261	108	12	health	health	NOUN
cana-4261	108	13	,	,	PUNCT
cana-4261	108	14	and	and	CCONJ
cana-4261	108	15	finance	finance	NOUN
cana-4261	108	16	.	.	PUNCT
cana-4261	109	1	some	some	DET
cana-4261	109	2	recommendations	recommendation	NOUN
cana-4261	109	3	for	for	ADP
cana-4261	109	4	future	future	ADJ
cana-4261	109	5	research	research	NOUN
cana-4261	109	6	include	include	VERB
cana-4261	109	7	enhancing	enhance	VERB
cana-4261	109	8	multi	multi	ADJ
cana-4261	109	9	-	-	ADJ
cana-4261	109	10	modal	modal	ADJ
cana-4261	109	11	integration	integration	NOUN
cana-4261	109	12	of	of	ADP
cana-4261	109	13	biometrics	biometric	NOUN
cana-4261	109	14	to	to	PART
cana-4261	109	15	allow	allow	VERB
cana-4261	109	16	greater	great	ADJ
cana-4261	109	17	scalability	scalability	NOUN
cana-4261	109	18	for	for	ADP
cana-4261	109	19	widespread	widespread	ADJ
cana-4261	109	20	application	application	NOUN
cana-4261	109	21	.	.	PUNCT
cana-4261	110	1	to	to	PART
cana-4261	110	2	sum	sum	VERB
cana-4261	110	3	up	up	ADP
cana-4261	110	4	,	,	PUNCT
cana-4261	110	5	the	the	DET
cana-4261	110	6	multi	multi	ADJ
cana-4261	110	7	-	-	ADJ
cana-4261	110	8	biometrics	biometrics	ADJ
cana-4261	110	9	system	system	NOUN
cana-4261	110	10	emerged	emerge	VERB
cana-4261	110	11	from	from	ADP
cana-4261	110	12	this	this	DET
cana-4261	110	13	paper	paper	NOUN
cana-4261	110	14	as	as	ADP
cana-4261	110	15	the	the	DET
cana-4261	110	16	next	next	ADJ
cana-4261	110	17	interesting	interesting	ADJ
cana-4261	110	18	area	area	NOUN
cana-4261	110	19	of	of	ADP
cana-4261	110	20	focus	focus	NOUN
cana-4261	110	21	for	for	ADP
cana-4261	110	22	developing	develop	VERB
cana-4261	110	23	secure	secure	ADJ
cana-4261	110	24	and	and	CCONJ
cana-4261	110	25	effective	effective	ADJ
cana-4261	110	26	identification	identification	NOUN
cana-4261	110	27	systems	system	NOUN
cana-4261	110	28	.	.	PUNCT
cana-4261	111	1	[	[	X
cana-4261	111	2	9	9	NUM
cana-4261	111	3	]	]	SYM
cana-4261	111	4	4	4	NUM
cana-4261	111	5	.	.	PUNCT
cana-4261	111	6	methods	method	NOUN
cana-4261	111	7	the	the	DET
cana-4261	111	8	attendance	attendance	NOUN
cana-4261	111	9	system	system	NOUN
cana-4261	111	10	combines	combine	VERB
cana-4261	111	11	advanced	advanced	ADJ
cana-4261	111	12	technology	technology	NOUN
cana-4261	111	13	for	for	ADP
cana-4261	111	14	real	real	ADJ
cana-4261	111	15	-	-	PUNCT
cana-4261	111	16	time	time	NOUN
cana-4261	111	17	automated	automate	VERB
cana-4261	111	18	attendancemarking	attendancemarking	NOUN
cana-4261	111	19	with	with	ADP
cana-4261	111	20	the	the	DET
cana-4261	111	21	intended	intend	VERB
cana-4261	111	22	outcome	outcome	NOUN
cana-4261	111	23	of	of	ADP
cana-4261	111	24	reducing	reduce	VERB
cana-4261	111	25	human	human	ADJ
cana-4261	111	26	error	error	NOUN
cana-4261	111	27	.	.	PUNCT
cana-4261	112	1	the	the	DET
cana-4261	112	2	system	system	NOUN
cana-4261	112	3	begins	begin	VERB
cana-4261	112	4	streaming	stream	VERB
cana-4261	112	5	video	video	NOUN
cana-4261	112	6	frames	frame	NOUN
cana-4261	112	7	from	from	ADP
cana-4261	112	8	an	an	DET
cana-4261	112	9	rtsp	rtsp	NOUN
cana-4261	112	10	(	(	PUNCT
cana-4261	112	11	real	real	ADJ
cana-4261	112	12	time	time	NOUN
cana-4261	112	13	streaming	streaming	NOUN
cana-4261	112	14	protocol	protocol	NOUN
cana-4261	112	15	)	)	PUNCT
cana-4261	112	16	camera	camera	NOUN
cana-4261	112	17	that	that	PRON
cana-4261	112	18	runs	run	VERB
cana-4261	112	19	continuously	continuously	ADV
cana-4261	112	20	to	to	PART
cana-4261	112	21	capture	capture	VERB
cana-4261	112	22	live	live	ADJ
cana-4261	112	23	video	video	NOUN
cana-4261	112	24	.	.	PUNCT
cana-4261	113	1	the	the	DET
cana-4261	113	2	yolo	yolo	NOUN
cana-4261	113	3	(	(	PUNCT
cana-4261	113	4	you	you	PRON
cana-4261	113	5	only	only	ADV
cana-4261	113	6	look	look	VERB
cana-4261	113	7	once	once	ADV
cana-4261	113	8	)	)	PUNCT
cana-4261	113	9	object	object	NOUN
cana-4261	113	10	detection	detection	NOUN
cana-4261	113	11	algorithm	algorithm	NOUN
cana-4261	113	12	is	be	AUX
cana-4261	113	13	then	then	ADV
cana-4261	113	14	used	use	VERB
cana-4261	113	15	to	to	PART
cana-4261	113	16	detect	detect	VERB
cana-4261	113	17	faces	face	NOUN
cana-4261	113	18	in	in	ADP
cana-4261	113	19	the	the	DET
cana-4261	113	20	frames	frame	NOUN
cana-4261	113	21	.	.	PUNCT
cana-4261	114	1	the	the	DET
cana-4261	114	2	face	face	NOUN
cana-4261	114	3	images	image	NOUN
cana-4261	114	4	identified	identify	VERB
cana-4261	114	5	are	be	AUX
cana-4261	114	6	then	then	ADV
cana-4261	114	7	sent	send	VERB
cana-4261	114	8	to	to	ADP
cana-4261	114	9	the	the	DET
cana-4261	114	10	vision	vision	NOUN
cana-4261	114	11	transformer	transformer	NOUN
cana-4261	114	12	(	(	PUNCT
cana-4261	114	13	vit	vit	NOUN
cana-4261	114	14	)	)	PUNCT
cana-4261	114	15	classifier	classifier	NOUN
cana-4261	114	16	or	or	CCONJ
cana-4261	114	17	mobile	mobile	ADJ
cana-4261	114	18	net	net	ADJ
cana-4261	114	19	model	model	NOUN
cana-4261	114	20	for	for	ADP
cana-4261	114	21	feature	feature	NOUN
cana-4261	114	22	extraction	extraction	NOUN
cana-4261	114	23	;	;	PUNCT
cana-4261	114	24	these	these	DET
cana-4261	114	25	classifiers	classifier	NOUN
cana-4261	114	26	are	be	AUX
cana-4261	114	27	pretrained	pretraine	VERB
cana-4261	114	28	to	to	PART
cana-4261	114	29	classify	classify	VERB
cana-4261	114	30	the	the	DET
cana-4261	114	31	face	face	NOUN
cana-4261	114	32	according	accord	VERB
cana-4261	114	33	to	to	ADP
cana-4261	114	34	relevant	relevant	ADJ
cana-4261	114	35	features	feature	NOUN
cana-4261	114	36	.	.	PUNCT
cana-4261	115	1	in	in	ADP
cana-4261	115	2	turn	turn	NOUN
cana-4261	115	3	,	,	PUNCT
cana-4261	115	4	the	the	DET
cana-4261	115	5	classification	classification	NOUN
cana-4261	115	6	results	result	NOUN
cana-4261	115	7	go	go	VERB
cana-4261	115	8	to	to	ADP
cana-4261	115	9	the	the	DET
cana-4261	115	10	attendance	attendance	NOUN
cana-4261	115	11	management	management	NOUN
cana-4261	115	12	system	system	NOUN
cana-4261	115	13	,	,	PUNCT
cana-4261	115	14	which	which	PRON
cana-4261	115	15	marks	mark	VERB
cana-4261	115	16	attendance	attendance	NOUN
cana-4261	115	17	from	from	ADP
cana-4261	115	18	this	this	DET
cana-4261	115	19	result	result	NOUN
cana-4261	115	20	and	and	CCONJ
cana-4261	115	21	subsequently	subsequently	ADV
cana-4261	115	22	records	record	VERB
cana-4261	115	23	data	datum	NOUN
cana-4261	115	24	into	into	ADP
cana-4261	115	25	the	the	DET
cana-4261	115	26	database	database	NOUN
cana-4261	115	27	.	.	PUNCT
cana-4261	116	1	in	in	ADP
cana-4261	116	2	this	this	DET
cana-4261	116	3	way	way	NOUN
cana-4261	116	4	,	,	PUNCT
cana-4261	116	5	the	the	DET
cana-4261	116	6	database	database	NOUN
cana-4261	116	7	communications	communication	NOUN
cana-4261	116	8	on	on	ADP
cana-4261	116	9	applied	apply	VERB
cana-4261	116	10	nonlinear	nonlinear	ADJ
cana-4261	116	11	analysis	analysis	NOUN
cana-4261	116	12	issn	issn	NOUN
cana-4261	116	13	:	:	PUNCT
cana-4261	116	14	1074	1074	NUM
cana-4261	116	15	-	-	PUNCT
cana-4261	116	16	133x	133x	NUM
cana-4261	116	17	vol	vol	NOUN
cana-4261	116	18	32	32	NUM
cana-4261	116	19	no	no	NOUN
cana-4261	116	20	.	.	PUNCT
cana-4261	117	1	9s	9s	NUM
cana-4261	117	2	(	(	PUNCT
cana-4261	117	3	2025	2025	NUM
cana-4261	117	4	)	)	PUNCT
cana-4261	117	5	1646	1646	NUM
cana-4261	118	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4261	118	2	makes	make	VERB
cana-4261	118	3	sure	sure	ADJ
cana-4261	118	4	of	of	ADP
cana-4261	118	5	the	the	DET
cana-4261	118	6	correct	correct	ADJ
cana-4261	118	7	storage	storage	NOUN
cana-4261	118	8	and	and	CCONJ
cana-4261	118	9	retrieval	retrieval	NOUN
cana-4261	118	10	of	of	ADP
cana-4261	118	11	attendance	attendance	NOUN
cana-4261	118	12	data	datum	NOUN
cana-4261	118	13	,	,	PUNCT
cana-4261	118	14	while	while	SCONJ
cana-4261	118	15	also	also	ADV
cana-4261	118	16	assuring	assure	VERB
cana-4261	118	17	the	the	DET
cana-4261	118	18	successful	successful	ADJ
cana-4261	118	19	updating	updating	NOUN
cana-4261	118	20	of	of	ADP
cana-4261	118	21	records	record	NOUN
cana-4261	118	22	.	.	PUNCT
cana-4261	119	1	thereafter	thereafter	ADV
cana-4261	119	2	,	,	PUNCT
cana-4261	119	3	the	the	DET
cana-4261	119	4	system	system	NOUN
cana-4261	119	5	further	far	ADV
cana-4261	119	6	ensures	ensure	VERB
cana-4261	119	7	the	the	DET
cana-4261	119	8	activation	activation	NOUN
cana-4261	119	9	of	of	ADP
cana-4261	119	10	the	the	DET
cana-4261	119	11	notification	notification	NOUN
cana-4261	119	12	mechanism	mechanism	NOUN
cana-4261	119	13	in	in	ADP
cana-4261	119	14	tandem	tandem	NOUN
cana-4261	119	15	to	to	PART
cana-4261	119	16	notify	notify	VERB
cana-4261	119	17	students	student	NOUN
cana-4261	119	18	,	,	PUNCT
cana-4261	119	19	teachers	teacher	NOUN
cana-4261	119	20	,	,	PUNCT
cana-4261	119	21	and	and	CCONJ
cana-4261	119	22	other	other	ADJ
cana-4261	119	23	associated	associated	ADJ
cana-4261	119	24	organizations	organization	NOUN
cana-4261	119	25	of	of	ADP
cana-4261	119	26	updates	update	NOUN
cana-4261	119	27	on	on	ADP
cana-4261	119	28	attendance	attendance	NOUN
cana-4261	119	29	status	status	NOUN
cana-4261	119	30	in	in	ADP
cana-4261	119	31	real	real	ADJ
cana-4261	119	32	time	time	NOUN
cana-4261	119	33	.	.	PUNCT
cana-4261	120	1	so	so	ADV
cana-4261	120	2	,	,	PUNCT
cana-4261	120	3	this	this	PRON
cana-4261	120	4	is	be	AUX
cana-4261	120	5	a	a	DET
cana-4261	120	6	completely	completely	ADV
cana-4261	120	7	automated	automate	VERB
cana-4261	120	8	workflow	workflow	NOUN
cana-4261	120	9	making	making	NOUN
cana-4261	120	10	use	use	NOUN
cana-4261	120	11	of	of	ADP
cana-4261	120	12	object	object	NOUN
cana-4261	120	13	detection	detection	NOUN
cana-4261	120	14	and	and	CCONJ
cana-4261	120	15	deep	deep	ADJ
cana-4261	120	16	learning	learning	NOUN
cana-4261	120	17	models	model	NOUN
cana-4261	120	18	and	and	CCONJ
cana-4261	120	19	hence	hence	ADV
cana-4261	120	20	becomes	become	VERB
cana-4261	120	21	quite	quite	ADV
cana-4261	120	22	robust	robust	ADJ
cana-4261	120	23	and	and	CCONJ
cana-4261	120	24	effective	effective	ADJ
cana-4261	120	25	for	for	ADP
cana-4261	120	26	institutions	institution	NOUN
cana-4261	120	27	of	of	ADP
cana-4261	120	28	modern	modern	ADJ
cana-4261	120	29	educational	educational	ADJ
cana-4261	120	30	settings	setting	NOUN
cana-4261	120	31	and	and	CCONJ
cana-4261	120	32	organization	organization	NOUN
cana-4261	120	33	.	.	PUNCT
cana-4261	121	1	the	the	DET
cana-4261	121	2	system	system	NOUN
cana-4261	121	3	integrates	integrate	VERB
cana-4261	121	4	real	real	ADJ
cana-4261	121	5	-	-	PUNCT
cana-4261	121	6	time	time	NOUN
cana-4261	121	7	video	video	NOUN
cana-4261	121	8	streaming	streaming	NOUN
cana-4261	121	9	,	,	PUNCT
cana-4261	121	10	face	face	NOUN
cana-4261	121	11	detection	detection	NOUN
cana-4261	121	12	,	,	PUNCT
cana-4261	121	13	and	and	CCONJ
cana-4261	121	14	classification	classification	NOUN
cana-4261	121	15	to	to	PART
cana-4261	121	16	automate	automate	VERB
cana-4261	121	17	attendance	attendance	NOUN
cana-4261	121	18	,	,	PUNCT
cana-4261	121	19	ensuring	ensure	VERB
cana-4261	121	20	records	record	NOUN
cana-4261	121	21	are	be	AUX
cana-4261	121	22	updated	update	VERB
cana-4261	121	23	in	in	ADP
cana-4261	121	24	the	the	DET
cana-4261	121	25	database	database	NOUN
cana-4261	121	26	and	and	CCONJ
cana-4261	121	27	notifications	notification	NOUN
cana-4261	121	28	are	be	AUX
cana-4261	121	29	sent	send	VERB
cana-4261	121	30	seamlessly	seamlessly	ADV
cana-4261	121	31	.	.	PUNCT
cana-4261	122	1	this	this	DET
cana-4261	122	2	approach	approach	NOUN
cana-4261	122	3	highlights	highlight	VERB
cana-4261	122	4	efficiency	efficiency	NOUN
cana-4261	122	5	and	and	CCONJ
cana-4261	122	6	accuracy	accuracy	NOUN
cana-4261	122	7	in	in	ADP
cana-4261	122	8	managing	manage	VERB
cana-4261	122	9	attendance	attendance	NOUN
cana-4261	122	10	workflows	workflow	NOUN
cana-4261	122	11	.	.	PUNCT
cana-4261	123	1	fig	fig	NOUN
cana-4261	123	2	.	.	PUNCT
cana-4261	124	1	1	1	NUM
cana-4261	124	2	:	:	PUNCT
cana-4261	124	3	flowchart	flowchart	NOUN
cana-4261	124	4	of	of	ADP
cana-4261	124	5	face	face	NOUN
cana-4261	124	6	detection	detection	NOUN
cana-4261	124	7	the	the	DET
cana-4261	124	8	faculty	faculty	NOUN
cana-4261	124	9	will	will	AUX
cana-4261	124	10	be	be	AUX
cana-4261	124	11	given	give	VERB
cana-4261	124	12	a	a	DET
cana-4261	124	13	choice	choice	NOUN
cana-4261	124	14	of	of	ADP
cana-4261	124	15	use	use	NOUN
cana-4261	124	16	of	of	ADP
cana-4261	124	17	attendance	attendance	NOUN
cana-4261	124	18	based	base	VERB
cana-4261	124	19	on	on	ADP
cana-4261	124	20	cctv	cctv	NOUN
cana-4261	124	21	surveillance	surveillance	NOUN
cana-4261	124	22	or	or	CCONJ
cana-4261	124	23	based	base	VERB
cana-4261	124	24	on	on	ADP
cana-4261	124	25	mobile	mobile	ADJ
cana-4261	124	26	kamera	kamera	NOUN
cana-4261	124	27	surveillance	surveillance	NOUN
cana-4261	124	28	.	.	PUNCT
cana-4261	125	1	the	the	DET
cana-4261	125	2	system	system	NOUN
cana-4261	125	3	captures	capture	VERB
cana-4261	125	4	live	live	ADJ
cana-4261	125	5	video	video	NOUN
cana-4261	125	6	frames	frame	NOUN
cana-4261	125	7	that	that	PRON
cana-4261	125	8	are	be	AUX
cana-4261	125	9	further	far	ADV
cana-4261	125	10	processed	process	VERB
cana-4261	125	11	by	by	ADP
cana-4261	125	12	a	a	DET
cana-4261	125	13	cascade	cascade	NOUN
cana-4261	125	14	of	of	ADP
cana-4261	125	15	yolo	yolo	ADJ
cana-4261	125	16	and	and	CCONJ
cana-4261	125	17	vision	vision	NOUN
cana-4261	125	18	transformers	transformer	NOUN
cana-4261	125	19	(	(	PUNCT
cana-4261	125	20	vits	vit	NOUN
cana-4261	125	21	)	)	PUNCT
cana-4261	125	22	for	for	ADP
cana-4261	125	23	detection	detection	NOUN
cana-4261	125	24	of	of	ADP
cana-4261	125	25	faces	face	NOUN
cana-4261	125	26	and	and	CCONJ
cana-4261	125	27	matching	match	VERB
cana-4261	125	28	them	they	PRON
cana-4261	125	29	with	with	ADP
cana-4261	125	30	members	member	NOUN
cana-4261	125	31	of	of	ADP
cana-4261	125	32	the	the	DET
cana-4261	125	33	student	student	NOUN
cana-4261	125	34	database	database	NOUN
cana-4261	125	35	.	.	PUNCT
cana-4261	126	1	attendance	attendance	NOUN
cana-4261	126	2	is	be	AUX
cana-4261	126	3	then	then	ADV
cana-4261	126	4	automatically	automatically	ADV
cana-4261	126	5	marked	mark	VERB
cana-4261	126	6	into	into	ADP
cana-4261	126	7	the	the	DET
cana-4261	126	8	database	database	NOUN
cana-4261	126	9	and	and	CCONJ
cana-4261	126	10	updated	update	VERB
cana-4261	126	11	in	in	ADP
cana-4261	126	12	real	real	ADJ
cana-4261	126	13	-	-	PUNCT
cana-4261	126	14	time	time	NOUN
cana-4261	126	15	.	.	PUNCT
cana-4261	127	1	notice	notice	NOUN
cana-4261	127	2	will	will	AUX
cana-4261	127	3	be	be	AUX
cana-4261	127	4	issued	issue	VERB
cana-4261	127	5	by	by	ADP
cana-4261	127	6	e	e	NOUN
cana-4261	127	7	-	-	NOUN
cana-4261	127	8	mail	mail	NOUN
cana-4261	127	9	,	,	PUNCT
cana-4261	127	10	sms	sms	PROPN
cana-4261	127	11	,	,	PUNCT
cana-4261	127	12	or	or	CCONJ
cana-4261	127	13	a	a	DET
cana-4261	127	14	mobile	mobile	ADJ
cana-4261	127	15	app	app	NOUN
cana-4261	127	16	.	.	PUNCT
cana-4261	128	1	finally	finally	ADV
cana-4261	128	2	,	,	PUNCT
cana-4261	128	3	the	the	DET
cana-4261	128	4	attendance	attendance	NOUN
cana-4261	128	5	record	record	NOUN
cana-4261	128	6	is	be	AUX
cana-4261	128	7	stored	store	VERB
cana-4261	128	8	and	and	CCONJ
cana-4261	128	9	can	can	AUX
cana-4261	128	10	be	be	AUX
cana-4261	128	11	exported	export	VERB
cana-4261	128	12	to	to	PART
cana-4261	128	13	excel	excel	VERB
cana-4261	128	14	for	for	ADP
cana-4261	128	15	faculty	faculty	NOUN
cana-4261	128	16	access	access	NOUN
cana-4261	128	17	,	,	PUNCT
cana-4261	128	18	thus	thus	ADV
cana-4261	128	19	ensuring	ensure	VERB
cana-4261	128	20	a	a	DET
cana-4261	128	21	system	system	NOUN
cana-4261	128	22	that	that	PRON
cana-4261	128	23	is	be	AUX
cana-4261	128	24	efficient	efficient	ADJ
cana-4261	128	25	and	and	CCONJ
cana-4261	128	26	free	free	ADJ
cana-4261	128	27	from	from	ADP
cana-4261	128	28	error	error	NOUN
cana-4261	128	29	.	.	PUNCT
cana-4261	129	1	communications	communication	NOUN
cana-4261	129	2	on	on	ADP
cana-4261	129	3	applied	apply	VERB
cana-4261	129	4	nonlinear	nonlinear	ADJ
cana-4261	129	5	analysis	analysis	NOUN
cana-4261	129	6	issn	issn	NOUN
cana-4261	129	7	:	:	PUNCT
cana-4261	129	8	1074	1074	NUM
cana-4261	129	9	-	-	PUNCT
cana-4261	129	10	133x	133x	NUM
cana-4261	129	11	vol	vol	NOUN
cana-4261	129	12	32	32	NUM
cana-4261	129	13	no	no	NOUN
cana-4261	129	14	.	.	PUNCT
cana-4261	130	1	9s	9s	NUM
cana-4261	130	2	(	(	PUNCT
cana-4261	130	3	2025	2025	NUM
cana-4261	130	4	)	)	PUNCT
cana-4261	130	5	1647	1647	NUM
cana-4261	130	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4261	130	7	a.	a.	NOUN
cana-4261	130	8	data	data	PROPN
cana-4261	130	9	collection	collection	NOUN
cana-4261	130	10	•	•	ADP
cana-4261	130	11	the	the	DET
cana-4261	130	12	image	image	NOUN
cana-4261	130	13	files	file	NOUN
cana-4261	130	14	of	of	ADP
cana-4261	130	15	students	student	NOUN
cana-4261	130	16	are	be	AUX
cana-4261	130	17	gathered	gather	VERB
cana-4261	130	18	and	and	CCONJ
cana-4261	130	19	stored	store	VERB
cana-4261	130	20	in	in	ADP
cana-4261	130	21	an	an	DET
cana-4261	130	22	organized	organize	VERB
cana-4261	130	23	database	database	NOUN
cana-4261	130	24	.	.	PUNCT
cana-4261	131	1	•	•	NUM
cana-4261	131	2	each	each	DET
cana-4261	131	3	student	student	NOUN
cana-4261	131	4	's	's	PART
cana-4261	131	5	images	image	NOUN
cana-4261	131	6	are	be	AUX
cana-4261	131	7	stored	store	VERB
cana-4261	131	8	in	in	ADP
cana-4261	131	9	a	a	DET
cana-4261	131	10	separate	separate	ADJ
cana-4261	131	11	folder	folder	NOUN
cana-4261	131	12	named	name	VERB
cana-4261	131	13	after	after	ADP
cana-4261	131	14	their	their	PRON
cana-4261	131	15	roll	roll	NOUN
cana-4261	131	16	number	number	NOUN
cana-4261	131	17	.	.	PUNCT
cana-4261	132	1	•	•	NUM
cana-4261	132	2	on	on	ADP
cana-4261	132	3	average	average	ADJ
cana-4261	132	4	,	,	PUNCT
cana-4261	132	5	at	at	ADV
cana-4261	132	6	least	least	ADJ
cana-4261	132	7	20	20	NUM
cana-4261	132	8	images	image	NOUN
cana-4261	132	9	per	per	ADP
cana-4261	132	10	student	student	NOUN
cana-4261	132	11	are	be	AUX
cana-4261	132	12	collected	collect	VERB
cana-4261	132	13	with	with	ADP
cana-4261	132	14	regard	regard	NOUN
cana-4261	132	15	to	to	ADP
cana-4261	132	16	variations	variation	NOUN
cana-4261	132	17	in	in	ADP
cana-4261	132	18	lighting	lighting	NOUN
cana-4261	132	19	,	,	PUNCT
cana-4261	132	20	angles	angle	NOUN
cana-4261	132	21	,	,	PUNCT
cana-4261	132	22	and	and	CCONJ
cana-4261	132	23	expressions	expression	NOUN
cana-4261	132	24	for	for	ADP
cana-4261	132	25	recognition	recognition	NOUN
cana-4261	132	26	accuracy	accuracy	NOUN
cana-4261	132	27	.	.	PUNCT
cana-4261	133	1	fig	fig	NOUN
cana-4261	133	2	.	.	PUNCT
cana-4261	134	1	3	3	X
cana-4261	134	2	:	:	PUNCT
cana-4261	134	3	storing	store	VERB
cana-4261	134	4	images	image	NOUN
cana-4261	134	5	in	in	ADP
cana-4261	134	6	respected	respected	ADJ
cana-4261	134	7	folder	folder	NOUN
cana-4261	134	8	with	with	ADP
cana-4261	134	9	roll	roll	NOUN
cana-4261	134	10	number	number	NOUN
cana-4261	134	11	b.	b.	PROPN
cana-4261	134	12	data	data	PROPN
cana-4261	134	13	preprocessing	preprocesse	VERB
cana-4261	134	14	•	•	NOUN
cana-4261	134	15	resizing	resizing	NOUN
cana-4261	134	16	and	and	CCONJ
cana-4261	134	17	normalization	normalization	NOUN
cana-4261	134	18	allows	allow	VERB
cana-4261	134	19	images	image	NOUN
cana-4261	134	20	to	to	PART
cana-4261	134	21	be	be	AUX
cana-4261	134	22	resized	resize	VERB
cana-4261	134	23	to	to	ADP
cana-4261	134	24	a	a	DET
cana-4261	134	25	standard	standard	ADJ
cana-4261	134	26	dimension	dimension	NOUN
cana-4261	134	27	while	while	SCONJ
cana-4261	134	28	achieving	achieve	VERB
cana-4261	134	29	normalization	normalization	NOUN
cana-4261	134	30	for	for	ADP
cana-4261	134	31	better	well	ADJ
cana-4261	134	32	training	training	NOUN
cana-4261	134	33	.	.	PUNCT
cana-4261	135	1	•	•	ADP
cana-4261	135	2	the	the	DET
cana-4261	135	3	face	face	NOUN
cana-4261	135	4	is	be	AUX
cana-4261	135	5	detected	detect	VERB
cana-4261	135	6	either	either	CCONJ
cana-4261	135	7	by	by	ADP
cana-4261	135	8	mtcnn	mtcnn	PROPN
cana-4261	135	9	for	for	ADP
cana-4261	135	10	multitask	multitask	ADJ
cana-4261	135	11	cascaded	cascade	VERB
cana-4261	135	12	convolutional	convolutional	ADJ
cana-4261	135	13	networks	network	NOUN
cana-4261	135	14	or	or	CCONJ
cana-4261	135	15	using	use	VERB
cana-4261	135	16	haar	haar	NOUN
cana-4261	135	17	cascade	cascade	NOUN
cana-4261	135	18	.	.	PUNCT
cana-4261	136	1	•	•	NOUN
cana-4261	136	2	face	face	NOUN
cana-4261	136	3	alignment	alignment	NOUN
cana-4261	136	4	-	-	PUNCT
cana-4261	136	5	this	this	DET
cana-4261	136	6	way	way	NOUN
cana-4261	136	7	,	,	PUNCT
cana-4261	136	8	it	it	PRON
cana-4261	136	9	further	far	ADV
cana-4261	136	10	improves	improve	VERB
cana-4261	136	11	the	the	DET
cana-4261	136	12	accuracy	accuracy	NOUN
cana-4261	136	13	by	by	ADP
cana-4261	136	14	setting	set	VERB
cana-4261	136	15	standard	standard	ADJ
cana-4261	136	16	positions	position	NOUN
cana-4261	136	17	for	for	ADP
cana-4261	136	18	facial	facial	ADJ
cana-4261	136	19	features	feature	NOUN
cana-4261	136	20	.	.	PUNCT
cana-4261	137	1	•	•	NUM
cana-4261	137	2	data	datum	NOUN
cana-4261	137	3	augmentation	augmentation	NOUN
cana-4261	137	4	techniques	technique	NOUN
cana-4261	137	5	include	include	VERB
cana-4261	137	6	flipping	flip	VERB
cana-4261	137	7	,	,	PUNCT
cana-4261	137	8	rotation	rotation	NOUN
cana-4261	137	9	,	,	PUNCT
cana-4261	137	10	and	and	CCONJ
cana-4261	137	11	adjusting	adjust	VERB
cana-4261	137	12	brightness	brightness	NOUN
cana-4261	137	13	in	in	ADP
cana-4261	137	14	order	order	NOUN
cana-4261	137	15	to	to	PART
cana-4261	137	16	make	make	VERB
cana-4261	137	17	the	the	DET
cana-4261	137	18	model	model	NOUN
cana-4261	137	19	more	more	ADV
cana-4261	137	20	robust	robust	ADJ
cana-4261	137	21	.	.	PUNCT
cana-4261	138	1	c.	c.	NOUN
cana-4261	138	2	storing	store	VERB
cana-4261	138	3	extracted	extract	VERB
cana-4261	138	4	data	datum	NOUN
cana-4261	138	5	•	•	ADP
cana-4261	138	6	grasp	grasp	NOUN
cana-4261	138	7	this	this	DET
cana-4261	138	8	operation	operation	NOUN
cana-4261	138	9	rather	rather	ADV
cana-4261	138	10	as	as	ADP
cana-4261	138	11	the	the	DET
cana-4261	138	12	set	set	NOUN
cana-4261	138	13	of	of	ADP
cana-4261	138	14	numerical	numerical	ADJ
cana-4261	138	15	representations	representation	NOUN
cana-4261	138	16	corresponding	correspond	VERB
cana-4261	138	17	to	to	ADP
cana-4261	138	18	student	student	NOUN
cana-4261	138	19	images	image	NOUN
cana-4261	138	20	by	by	ADP
cana-4261	138	21	using	use	VERB
cana-4261	138	22	already	already	ADV
cana-4261	138	23	trained	train	VERB
cana-4261	138	24	deep	deep	ADJ
cana-4261	138	25	learning	learning	NOUN
cana-4261	138	26	models	model	NOUN
cana-4261	138	27	:	:	PUNCT
cana-4261	138	28	face	face	NOUN
cana-4261	138	29	net	net	NOUN
cana-4261	138	30	,	,	PUNCT
cana-4261	138	31	vggface	vggface	NOUN
cana-4261	138	32	,	,	PUNCT
cana-4261	138	33	or	or	CCONJ
cana-4261	138	34	resnet-50	resnet-50	PROPN
cana-4261	138	35	.	.	NOUN
cana-4261	138	36	•	•	NOUN
cana-4261	138	37	an	an	DET
cana-4261	138	38	embedding	embedding	NOUN
cana-4261	138	39	is	be	AUX
cana-4261	138	40	a	a	DET
cana-4261	138	41	numeric	numeric	ADJ
cana-4261	138	42	vector	vector	NOUN
cana-4261	138	43	that	that	PRON
cana-4261	138	44	is	be	AUX
cana-4261	138	45	representative	representative	NOUN
cana-4261	138	46	of	of	ADP
cana-4261	138	47	an	an	DET
cana-4261	138	48	individual	individual	NOUN
cana-4261	138	49	by	by	ADP
cana-4261	138	50	a	a	DET
cana-4261	138	51	unique	unique	ADJ
cana-4261	138	52	set	set	NOUN
cana-4261	138	53	of	of	ADP
cana-4261	138	54	distinctive	distinctive	ADJ
cana-4261	138	55	characteristics	characteristic	NOUN
cana-4261	138	56	.	.	PUNCT
cana-4261	139	1	•	•	NOUN
cana-4261	139	2	to	to	PART
cana-4261	139	3	do	do	VERB
cana-4261	139	4	efficient	efficient	ADJ
cana-4261	139	5	face	face	NOUN
cana-4261	139	6	recognition	recognition	NOUN
cana-4261	139	7	,	,	PUNCT
cana-4261	139	8	it	it	PRON
cana-4261	139	9	is	be	AUX
cana-4261	139	10	expected	expect	VERB
cana-4261	139	11	to	to	PART
cana-4261	139	12	first	first	ADV
cana-4261	139	13	extract	extract	VERB
cana-4261	139	14	the	the	DET
cana-4261	139	15	embeddings	embedding	NOUN
cana-4261	139	16	from	from	ADP
cana-4261	139	17	the	the	DET
cana-4261	139	18	subject	subject	NOUN
cana-4261	139	19	ever	ever	ADV
cana-4261	139	20	since	since	SCONJ
cana-4261	139	21	it	it	PRON
cana-4261	139	22	was	be	AUX
cana-4261	139	23	taken	take	VERB
cana-4261	139	24	and	and	CCONJ
cana-4261	139	25	save	save	VERB
cana-4261	139	26	it	it	PRON
cana-4261	139	27	in	in	ADP
cana-4261	139	28	a	a	DET
cana-4261	139	29	“	"	PUNCT
cana-4261	139	30	.pkl	.pkl	ADJ
cana-4261	139	31	”	"	PUNCT
cana-4261	139	32	(	(	PUNCT
cana-4261	139	33	pickle	pickle	NOUN
cana-4261	139	34	)	)	PUNCT
cana-4261	139	35	file	file	NOUN
cana-4261	139	36	.	.	PUNCT
cana-4261	140	1	communications	communication	NOUN
cana-4261	140	2	on	on	ADP
cana-4261	140	3	applied	apply	VERB
cana-4261	140	4	nonlinear	nonlinear	ADJ
cana-4261	140	5	analysis	analysis	NOUN
cana-4261	140	6	issn	issn	NOUN
cana-4261	140	7	:	:	PUNCT
cana-4261	140	8	1074	1074	NUM
cana-4261	140	9	-	-	PUNCT
cana-4261	140	10	133x	133x	NUM
cana-4261	140	11	vol	vol	NOUN
cana-4261	140	12	32	32	NUM
cana-4261	140	13	no	no	NOUN
cana-4261	140	14	.	.	PUNCT
cana-4261	141	1	9s	9s	NUM
cana-4261	141	2	(	(	PUNCT
cana-4261	141	3	2025	2025	NUM
cana-4261	141	4	)	)	PUNCT
cana-4261	141	5	1648	1648	NUM
cana-4261	141	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4261	141	7	•	•	ADP
cana-4261	141	8	a	a	DET
cana-4261	141	9	support	support	NOUN
cana-4261	141	10	vector	vector	NOUN
cana-4261	141	11	machine	machine	NOUN
cana-4261	141	12	(	(	PUNCT
cana-4261	141	13	svm	svm	PROPN
cana-4261	141	14	)	)	PUNCT
cana-4261	141	15	or	or	CCONJ
cana-4261	141	16	k	k	ADV
cana-4261	141	17	-	-	PUNCT
cana-4261	141	18	nearest	near	ADJ
cana-4261	141	19	neighbours	neighbour	NOUN
cana-4261	141	20	(	(	PUNCT
cana-4261	141	21	knn	knn	PROPN
cana-4261	141	22	)	)	PUNCT
cana-4261	141	23	classifier	classifier	NOUN
cana-4261	141	24	is	be	AUX
cana-4261	141	25	trained	train	VERB
cana-4261	141	26	on	on	ADP
cana-4261	141	27	the	the	DET
cana-4261	141	28	labelled	label	VERB
cana-4261	141	29	face	face	NOUN
cana-4261	141	30	embedding	embed	VERB
cana-4261	141	31	data	datum	NOUN
cana-4261	141	32	in	in	ADP
cana-4261	141	33	order	order	NOUN
cana-4261	141	34	to	to	PART
cana-4261	141	35	map	map	VERB
cana-4261	141	36	roll	roll	NOUN
cana-4261	141	37	numbers	number	NOUN
cana-4261	141	38	to	to	ADP
cana-4261	141	39	detected	detect	VERB
cana-4261	141	40	faces	face	NOUN
cana-4261	141	41	.	.	PUNCT
cana-4261	142	1	the	the	DET
cana-4261	142	2	trained	train	VERB
cana-4261	142	3	model	model	NOUN
cana-4261	142	4	is	be	AUX
cana-4261	142	5	saved	save	VERB
cana-4261	142	6	for	for	ADP
cana-4261	142	7	real	real	ADJ
cana-4261	142	8	-	-	PUNCT
cana-4261	142	9	time	time	NOUN
cana-4261	142	10	face	face	NOUN
cana-4261	142	11	recognition	recognition	NOUN
cana-4261	142	12	.	.	PUNCT
cana-4261	143	1	fig	fig	NOUN
cana-4261	143	2	.	.	PUNCT
cana-4261	144	1	4	4	NUM
cana-4261	144	2	:	:	PUNCT
cana-4261	144	3	storing	store	VERB
cana-4261	144	4	encodings	encoding	NOUN
cana-4261	144	5	in	in	ADP
cana-4261	144	6	pickle	pickle	NOUN
cana-4261	144	7	file	file	NOUN
cana-4261	144	8	d.	d.	PROPN
cana-4261	144	9	model	model	PROPN
cana-4261	144	10	training	train	VERB
cana-4261	144	11	•	•	NOUN
cana-4261	144	12	five	five	NUM
cana-4261	144	13	frames	frame	NOUN
cana-4261	144	14	had	have	AUX
cana-4261	144	15	been	be	AUX
cana-4261	144	16	extracted	extract	VERB
cana-4261	144	17	from	from	ADP
cana-4261	144	18	the	the	DET
cana-4261	144	19	uploaded	uploaded	ADJ
cana-4261	144	20	video	video	NOUN
cana-4261	144	21	and	and	CCONJ
cana-4261	144	22	stored	store	VERB
cana-4261	144	23	inside	inside	ADP
cana-4261	144	24	the	the	DET
cana-4261	144	25	directory	directory	NOUN
cana-4261	144	26	extractframes	extractframe	NOUN
cana-4261	144	27	by	by	ADP
cana-4261	144	28	the	the	DET
cana-4261	144	29	system	system	NOUN
cana-4261	144	30	.	.	PUNCT
cana-4261	145	1	among	among	ADP
cana-4261	145	2	these	these	PRON
cana-4261	145	3	,	,	PUNCT
cana-4261	145	4	frame_2.jpg	frame_2.jpg	PROPN
cana-4261	145	5	was	be	AUX
cana-4261	145	6	selected	select	VERB
cana-4261	145	7	for	for	ADP
cana-4261	145	8	face	face	NOUN
cana-4261	145	9	detection	detection	NOUN
cana-4261	145	10	.	.	PUNCT
cana-4261	146	1	the	the	DET
cana-4261	146	2	algorithm	algorithm	NOUN
cana-4261	146	3	for	for	ADP
cana-4261	146	4	face	face	NOUN
cana-4261	146	5	detection	detection	NOUN
cana-4261	146	6	then	then	ADV
cana-4261	146	7	processed	process	VERB
cana-4261	146	8	the	the	DET
cana-4261	146	9	frame	frame	NOUN
cana-4261	146	10	and	and	CCONJ
cana-4261	146	11	found	find	VERB
cana-4261	146	12	45	45	NUM
cana-4261	146	13	faces	face	NOUN
cana-4261	146	14	.	.	PUNCT
cana-4261	147	1	•	•	NUM
cana-4261	147	2	finally	finally	ADV
cana-4261	147	3	,	,	PUNCT
cana-4261	147	4	a	a	DET
cana-4261	147	5	successful	successful	ADJ
cana-4261	147	6	post	post	NOUN
cana-4261	147	7	request	request	NOUN
cana-4261	147	8	was	be	AUX
cana-4261	147	9	logged	log	VERB
cana-4261	147	10	in	in	ADP
cana-4261	147	11	the	the	DET
cana-4261	147	12	system	system	NOUN
cana-4261	147	13	confirmation	confirmation	NOUN
cana-4261	147	14	of	of	ADP
cana-4261	147	15	the	the	DET
cana-4261	147	16	video	video	NOUN
cana-4261	147	17	upload	upload	NOUN
cana-4261	147	18	and	and	CCONJ
cana-4261	147	19	face	face	VERB
cana-4261	147	20	detection	detection	NOUN
cana-4261	147	21	completing	complete	VERB
cana-4261	147	22	without	without	ADP
cana-4261	147	23	incident	incident	NOUN
cana-4261	147	24	.	.	PUNCT
cana-4261	148	1	fig	fig	NOUN
cana-4261	148	2	.	.	PUNCT
cana-4261	149	1	5	5	NUM
cana-4261	149	2	:	:	PUNCT
cana-4261	149	3	detecting	detect	VERB
cana-4261	149	4	faces	face	NOUN
cana-4261	149	5	5	5	NUM
cana-4261	149	6	.	.	NOUN
cana-4261	149	7	results	result	NOUN
cana-4261	149	8	&	&	CCONJ
cana-4261	149	9	discussions	discussion	NOUN
cana-4261	149	10	a.	a.	NOUN
cana-4261	149	11	real	real	ADJ
cana-4261	149	12	-	-	PUNCT
cana-4261	149	13	time	time	NOUN
cana-4261	149	14	face	face	NOUN
cana-4261	149	15	recognition	recognition	NOUN
cana-4261	149	16	•	•	NOUN
cana-4261	149	17	users	user	NOUN
cana-4261	149	18	can	can	AUX
cana-4261	149	19	upload	upload	VERB
cana-4261	149	20	recorded	recorded	ADJ
cana-4261	149	21	videos	video	NOUN
cana-4261	149	22	from	from	ADP
cana-4261	149	23	the	the	DET
cana-4261	149	24	camera	camera	NOUN
cana-4261	149	25	(	(	PUNCT
cana-4261	149	26	cctv	cctv	PROPN
cana-4261	149	27	,	,	PUNCT
cana-4261	149	28	mobile	mobile	ADJ
cana-4261	149	29	camera	camera	NOUN
cana-4261	149	30	,	,	PUNCT
cana-4261	149	31	or	or	CCONJ
cana-4261	149	32	webcam	webcam	PROPN
cana-4261	149	33	)	)	PUNCT
cana-4261	149	34	.	.	PUNCT
cana-4261	150	1	•	•	NUM
cana-4261	150	2	the	the	DET
cana-4261	150	3	system	system	NOUN
cana-4261	150	4	extracts	extract	VERB
cana-4261	150	5	5	5	NUM
cana-4261	150	6	frames	frame	NOUN
cana-4261	150	7	from	from	ADP
cana-4261	150	8	each	each	DET
cana-4261	150	9	video	video	NOUN
cana-4261	150	10	for	for	ADP
cana-4261	150	11	face	face	NOUN
cana-4261	150	12	detection	detection	NOUN
cana-4261	150	13	.	.	PUNCT
cana-4261	151	1	•	•	NUM
cana-4261	151	2	haar	haar	NOUN
cana-4261	151	3	cascade	cascade	NOUN
cana-4261	151	4	or	or	CCONJ
cana-4261	151	5	yolo	yolo	ADJ
cana-4261	151	6	object	object	NOUN
cana-4261	151	7	detection	detection	NOUN
cana-4261	151	8	identifies	identify	VERB
cana-4261	151	9	multiple	multiple	ADJ
cana-4261	151	10	faces	face	NOUN
cana-4261	151	11	in	in	ADP
cana-4261	151	12	each	each	DET
cana-4261	151	13	frame	frame	NOUN
cana-4261	151	14	.	.	PUNCT
cana-4261	152	1	•	•	NUM
cana-4261	152	2	the	the	DET
cana-4261	152	3	detected	detect	VERB
cana-4261	152	4	faces	face	NOUN
cana-4261	152	5	will	will	AUX
cana-4261	152	6	be	be	AUX
cana-4261	152	7	cropped	crop	VERB
cana-4261	152	8	and	and	CCONJ
cana-4261	152	9	processed	process	VERB
cana-4261	152	10	for	for	ADP
cana-4261	152	11	recognition	recognition	NOUN
cana-4261	152	12	.	.	PUNCT
cana-4261	153	1	•	•	NOUN
cana-4261	153	2	each	each	DET
cana-4261	153	3	detected	detect	VERB
cana-4261	153	4	face	face	NOUN
cana-4261	153	5	is	be	AUX
cana-4261	153	6	then	then	ADV
cana-4261	153	7	compared	compare	VERB
cana-4261	153	8	against	against	ADP
cana-4261	153	9	the	the	DET
cana-4261	153	10	embeddings	embedding	NOUN
cana-4261	153	11	of	of	ADP
cana-4261	153	12	the	the	DET
cana-4261	153	13	trained	train	VERB
cana-4261	153	14	models	model	NOUN
cana-4261	153	15	.	.	PUNCT
cana-4261	154	1	•	•	NOUN
cana-4261	154	2	the	the	DET
cana-4261	154	3	system	system	NOUN
cana-4261	154	4	compares	compare	VERB
cana-4261	154	5	the	the	DET
cana-4261	154	6	detected	detect	VERB
cana-4261	154	7	faces	face	NOUN
cana-4261	154	8	against	against	ADP
cana-4261	154	9	the	the	DET
cana-4261	154	10	already	already	ADV
cana-4261	154	11	stored	store	VERB
cana-4261	154	12	student	student	NOUN
cana-4261	154	13	face	face	NOUN
cana-4261	154	14	encodings	encoding	NOUN
cana-4261	154	15	.	.	PUNCT
cana-4261	155	1	in	in	ADP
cana-4261	155	2	case	case	NOUN
cana-4261	155	3	of	of	ADP
cana-4261	155	4	a	a	DET
cana-4261	155	5	match	match	NOUN
cana-4261	155	6	,	,	PUNCT
cana-4261	155	7	the	the	DET
cana-4261	155	8	roll	roll	NOUN
cana-4261	155	9	number	number	NOUN
cana-4261	155	10	is	be	AUX
cana-4261	155	11	displayed	display	VERB
cana-4261	155	12	above	above	ADP
cana-4261	155	13	the	the	DET
cana-4261	155	14	bounding	bounding	NOUN
cana-4261	155	15	box	box	NOUN
cana-4261	155	16	on	on	ADP
cana-4261	155	17	the	the	DET
cana-4261	155	18	image	image	NOUN
cana-4261	155	19	.	.	PUNCT
cana-4261	156	1	fig	fig	NOUN
cana-4261	156	2	.	.	PUNCT
cana-4261	157	1	6	6	NUM
cana-4261	157	2	:	:	PUNCT
cana-4261	157	3	identifying	identify	VERB
cana-4261	157	4	faces	face	NOUN
cana-4261	157	5	in	in	ADP
cana-4261	157	6	a	a	DET
cana-4261	157	7	frame	frame	NOUN
cana-4261	157	8	communications	communication	NOUN
cana-4261	157	9	on	on	ADP
cana-4261	157	10	applied	apply	VERB
cana-4261	157	11	nonlinear	nonlinear	ADJ
cana-4261	157	12	analysis	analysis	NOUN
cana-4261	157	13	issn	issn	NOUN
cana-4261	157	14	:	:	PUNCT
cana-4261	157	15	1074	1074	NUM
cana-4261	157	16	-	-	PUNCT
cana-4261	157	17	133x	133x	NUM
cana-4261	157	18	vol	vol	NOUN
cana-4261	157	19	32	32	NUM
cana-4261	157	20	no	no	NOUN
cana-4261	157	21	.	.	PUNCT
cana-4261	158	1	9s	9s	NUM
cana-4261	158	2	(	(	PUNCT
cana-4261	158	3	2025	2025	NUM
cana-4261	158	4	)	)	PUNCT
cana-4261	158	5	1649	1649	NUM
cana-4261	158	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4261	158	7	b.	b.	PROPN
cana-4261	158	8	attendance	attendance	NOUN
cana-4261	158	9	marking	marking	NOUN
cana-4261	158	10	&	&	CCONJ
cana-4261	158	11	storage	storage	NOUN
cana-4261	158	12	•	•	ADP
cana-4261	158	13	the	the	DET
cana-4261	158	14	wide	wide	ADV
cana-4261	158	15	-	-	PUNCT
cana-4261	158	16	sensed	sense	VERB
cana-4261	158	17	identification	identification	NOUN
cana-4261	158	18	numbers	number	NOUN
cana-4261	158	19	of	of	ADP
cana-4261	158	20	all	all	DET
cana-4261	158	21	identified	identify	VERB
cana-4261	158	22	students	student	NOUN
cana-4261	158	23	are	be	AUX
cana-4261	158	24	noted	note	VERB
cana-4261	158	25	and	and	CCONJ
cana-4261	158	26	logged	log	VERB
cana-4261	158	27	into	into	ADP
cana-4261	158	28	the	the	DET
cana-4261	158	29	database	database	NOUN
cana-4261	158	30	.	.	PUNCT
cana-4261	159	1	•	•	NUM
cana-4261	159	2	a	a	DET
cana-4261	159	3	student	student	NOUN
cana-4261	159	4	marked	mark	VERB
cana-4261	159	5	as	as	ADP
cana-4261	159	6	present	present	ADJ
cana-4261	159	7	should	should	AUX
cana-4261	159	8	be	be	AUX
cana-4261	159	9	able	able	ADJ
cana-4261	159	10	to	to	PART
cana-4261	159	11	show	show	VERB
cana-4261	159	12	at	at	ADP
cana-4261	159	13	least	least	ADJ
cana-4261	159	14	person	person	NOUN
cana-4261	159	15	's	's	PART
cana-4261	159	16	presence	presence	NOUN
cana-4261	159	17	in	in	ADP
cana-4261	159	18	3	3	NUM
cana-4261	159	19	out	out	ADP
cana-4261	159	20	of	of	ADP
cana-4261	159	21	5	5	NUM
cana-4261	159	22	frames	frame	NOUN
cana-4261	159	23	.	.	PUNCT
cana-4261	160	1	•	•	NUM
cana-4261	160	2	attendance	attendance	NOUN
cana-4261	160	3	data	datum	NOUN
cana-4261	160	4	can	can	AUX
cana-4261	160	5	be	be	AUX
cana-4261	160	6	saved	save	VERB
cana-4261	160	7	in	in	ADP
cana-4261	160	8	csv	csv	NOUN
cana-4261	160	9	files	file	NOUN
cana-4261	160	10	or	or	CCONJ
cana-4261	160	11	directly	directly	ADV
cana-4261	160	12	into	into	ADP
cana-4261	160	13	the	the	DET
cana-4261	160	14	database	database	NOUN
cana-4261	160	15	for	for	ADP
cana-4261	160	16	further	further	ADJ
cana-4261	160	17	reference	reference	NOUN
cana-4261	160	18	.	.	PUNCT
cana-4261	161	1	•	•	NUM
cana-4261	161	2	the	the	DET
cana-4261	161	3	system	system	NOUN
cana-4261	161	4	marks	mark	VERB
cana-4261	161	5	each	each	DET
cana-4261	161	6	student	student	NOUN
cana-4261	161	7	by	by	ADP
cana-4261	161	8	roll	roll	NOUN
cana-4261	161	9	number	number	NOUN
cana-4261	161	10	as	as	ADP
cana-4261	161	11	"	"	PUNCT
cana-4261	161	12	present	present	ADJ
cana-4261	161	13	"	"	PUNCT
cana-4261	161	14	.	.	PUNCT
cana-4261	162	1	•	•	NUM
cana-4261	162	2	the	the	DET
cana-4261	162	3	date	date	NOUN
cana-4261	162	4	,	,	PUNCT
cana-4261	162	5	time	time	NOUN
cana-4261	162	6	,	,	PUNCT
cana-4261	162	7	and	and	CCONJ
cana-4261	162	8	session	session	NOUN
cana-4261	162	9	details	detail	NOUN
cana-4261	162	10	are	be	AUX
cana-4261	162	11	logged	log	VERB
cana-4261	162	12	in	in	ADP
cana-4261	162	13	the	the	DET
cana-4261	162	14	system	system	NOUN
cana-4261	162	15	.	.	PUNCT
cana-4261	163	1	•	•	NUM
cana-4261	163	2	if	if	SCONJ
cana-4261	163	3	identified	identify	VERB
cana-4261	163	4	absent	absent	ADJ
cana-4261	163	5	by	by	ADP
cana-4261	163	6	the	the	DET
cana-4261	163	7	system	system	NOUN
cana-4261	163	8	,	,	PUNCT
cana-4261	163	9	they	they	PRON
cana-4261	163	10	are	be	AUX
cana-4261	163	11	given	give	VERB
cana-4261	163	12	the	the	DET
cana-4261	163	13	mark	mark	NOUN
cana-4261	163	14	"	"	PUNCT
cana-4261	163	15	absent	absent	ADJ
cana-4261	163	16	"	"	PUNCT
cana-4261	163	17	or	or	CCONJ
cana-4261	163	18	"	"	PUNCT
cana-4261	163	19	late	late	ADJ
cana-4261	163	20	"	"	PUNCT
cana-4261	163	21	,	,	PUNCT
cana-4261	163	22	depending	depend	VERB
cana-4261	163	23	on	on	ADP
cana-4261	163	24	the	the	DET
cana-4261	163	25	rules	rule	NOUN
cana-4261	163	26	laid	lay	VERB
cana-4261	163	27	down	down	ADP
cana-4261	163	28	.	.	PUNCT
cana-4261	164	1	fig	fig	NOUN
cana-4261	164	2	.	.	PUNCT
cana-4261	165	1	7	7	NUM
cana-4261	165	2	:	:	PUNCT
cana-4261	165	3	storingin	storingin	NOUN
cana-4261	165	4	an	an	DET
cana-4261	165	5	excel	excel	ADJ
cana-4261	165	6	sheet	sheet	NOUN
cana-4261	165	7	6	6	NUM
cana-4261	165	8	.	.	PUNCT
cana-4261	165	9	conclusion	conclusion	NOUN
cana-4261	165	10	in	in	ADP
cana-4261	165	11	this	this	DET
cana-4261	165	12	study	study	NOUN
cana-4261	165	13	,	,	PUNCT
cana-4261	165	14	we	we	PRON
cana-4261	165	15	proposed	propose	VERB
cana-4261	165	16	a	a	DET
cana-4261	165	17	new	new	ADJ
cana-4261	165	18	improved	improved	ADJ
cana-4261	165	19	attendance	attendance	NOUN
cana-4261	165	20	system	system	NOUN
cana-4261	165	21	that	that	PRON
cana-4261	165	22	is	be	AUX
cana-4261	165	23	free	free	ADJ
cana-4261	165	24	from	from	ADP
cana-4261	165	25	all	all	DET
cana-4261	165	26	the	the	DET
cana-4261	165	27	defects	defect	NOUN
cana-4261	165	28	and	and	CCONJ
cana-4261	165	29	limitations	limitation	NOUN
cana-4261	165	30	prevalent	prevalent	ADJ
cana-4261	165	31	in	in	ADP
cana-4261	165	32	traditional	traditional	ADJ
cana-4261	165	33	methods	method	NOUN
cana-4261	165	34	.	.	PUNCT
cana-4261	166	1	the	the	DET
cana-4261	166	2	obtained	obtain	VERB
cana-4261	166	3	attendance	attendance	NOUN
cana-4261	166	4	systems	system	NOUN
cana-4261	166	5	generally	generally	ADV
cana-4261	166	6	do	do	AUX
cana-4261	166	7	not	not	PART
cana-4261	166	8	enable	enable	VERB
cana-4261	166	9	real	real	ADJ
cana-4261	166	10	-	-	PUNCT
cana-4261	166	11	time	time	NOUN
cana-4261	166	12	operations	operation	NOUN
cana-4261	166	13	and	and	CCONJ
cana-4261	166	14	are	be	AUX
cana-4261	166	15	not	not	PART
cana-4261	166	16	adaptable	adaptable	ADJ
cana-4261	166	17	to	to	PART
cana-4261	166	18	meet	meet	VERB
cana-4261	166	19	the	the	DET
cana-4261	166	20	changing	change	VERB
cana-4261	166	21	needs	need	NOUN
cana-4261	166	22	of	of	ADP
cana-4261	166	23	the	the	DET
cana-4261	166	24	present	present	NOUN
cana-4261	166	25	.	.	PUNCT
cana-4261	167	1	the	the	DET
cana-4261	167	2	present	present	ADJ
cana-4261	167	3	research	research	NOUN
cana-4261	167	4	employs	employ	VERB
cana-4261	167	5	deep	deep	ADJ
cana-4261	167	6	learning	learning	NOUN
cana-4261	167	7	techniques	technique	NOUN
cana-4261	167	8	to	to	PART
cana-4261	167	9	improve	improve	VERB
cana-4261	167	10	the	the	DET
cana-4261	167	11	efficiency	efficiency	NOUN
cana-4261	167	12	and	and	CCONJ
cana-4261	167	13	accuracy	accuracy	NOUN
cana-4261	167	14	of	of	ADP
cana-4261	167	15	the	the	DET
cana-4261	167	16	system	system	NOUN
cana-4261	167	17	.	.	PUNCT
cana-4261	168	1	video	video	NOUN
cana-4261	168	2	frames	frame	NOUN
cana-4261	168	3	are	be	AUX
cana-4261	168	4	captured	capture	VERB
cana-4261	168	5	at	at	ADP
cana-4261	168	6	irregular	irregular	ADJ
cana-4261	168	7	intervals	interval	NOUN
cana-4261	168	8	from	from	ADP
cana-4261	168	9	a	a	DET
cana-4261	168	10	live	live	ADJ
cana-4261	168	11	video	video	NOUN
cana-4261	168	12	feed	feed	NOUN
cana-4261	168	13	and	and	CCONJ
cana-4261	168	14	processed	process	VERB
cana-4261	168	15	using	use	VERB
cana-4261	168	16	the	the	DET
cana-4261	168	17	yolo	yolo	NOUN
cana-4261	168	18	(	(	PUNCT
cana-4261	168	19	you	you	PRON
cana-4261	168	20	only	only	ADV
cana-4261	168	21	look	look	VERB
cana-4261	168	22	once	once	ADV
cana-4261	168	23	)	)	PUNCT
cana-4261	168	24	framework	framework	NOUN
cana-4261	168	25	for	for	ADP
cana-4261	168	26	object	object	NOUN
cana-4261	168	27	detection	detection	NOUN
cana-4261	168	28	.	.	PUNCT
cana-4261	169	1	each	each	DET
cana-4261	169	2	frame	frame	NOUN
cana-4261	169	3	is	be	AUX
cana-4261	169	4	processed	process	VERB
cana-4261	169	5	and	and	CCONJ
cana-4261	169	6	compared	compare	VERB
cana-4261	169	7	to	to	ADP
cana-4261	169	8	a	a	DET
cana-4261	169	9	set	set	NOUN
cana-4261	169	10	template	template	NOUN
cana-4261	169	11	for	for	ADP
cana-4261	169	12	matching	match	VERB
cana-4261	169	13	students	student	NOUN
cana-4261	169	14	and	and	CCONJ
cana-4261	169	15	staff	staff	NOUN
cana-4261	169	16	with	with	ADP
cana-4261	169	17	an	an	DET
cana-4261	169	18	existing	exist	VERB
cana-4261	169	19	database	database	NOUN
cana-4261	169	20	of	of	ADP
cana-4261	169	21	previously	previously	ADV
cana-4261	169	22	registered	register	VERB
cana-4261	169	23	individuals	individual	NOUN
cana-4261	169	24	.	.	PUNCT
cana-4261	170	1	each	each	DET
cana-4261	170	2	detection	detection	NOUN
cana-4261	170	3	undergoes	undergo	VERB
cana-4261	170	4	further	further	ADJ
cana-4261	170	5	validation	validation	NOUN
cana-4261	170	6	through	through	ADP
cana-4261	170	7	trained	train	VERB
cana-4261	170	8	deep	deep	ADJ
cana-4261	170	9	learning	learning	NOUN
cana-4261	170	10	models	model	NOUN
cana-4261	170	11	so	so	SCONJ
cana-4261	170	12	that	that	DET
cana-4261	170	13	accuracy	accuracy	NOUN
cana-4261	170	14	and	and	CCONJ
cana-4261	170	15	reliability	reliability	NOUN
cana-4261	170	16	might	might	AUX
cana-4261	170	17	be	be	AUX
cana-4261	170	18	ensured	ensure	VERB
cana-4261	170	19	.	.	PUNCT
cana-4261	171	1	eliminating	eliminate	VERB
cana-4261	171	2	errors	error	NOUN
cana-4261	171	3	with	with	ADP
cana-4261	171	4	the	the	DET
cana-4261	171	5	use	use	NOUN
cana-4261	171	6	of	of	ADP
cana-4261	171	7	processed	process	VERB
cana-4261	171	8	image	image	NOUN
cana-4261	171	9	frames	frame	NOUN
cana-4261	171	10	from	from	ADP
cana-4261	171	11	video	video	NOUN
cana-4261	171	12	feeds	feed	NOUN
cana-4261	171	13	will	will	AUX
cana-4261	171	14	reduce	reduce	VERB
cana-4261	171	15	administrative	administrative	ADJ
cana-4261	171	16	overhead	overhead	NOUN
cana-4261	171	17	while	while	SCONJ
cana-4261	171	18	remaining	remain	VERB
cana-4261	171	19	futuristic	futuristic	ADJ
cana-4261	171	20	and	and	CCONJ
cana-4261	171	21	scalable	scalable	ADJ
cana-4261	171	22	to	to	PART
cana-4261	171	23	meet	meet	VERB
cana-4261	171	24	the	the	DET
cana-4261	171	25	demands	demand	NOUN
cana-4261	171	26	of	of	ADP
cana-4261	171	27	modern	modern	ADJ
cana-4261	171	28	learning	learning	NOUN
cana-4261	171	29	and	and	CCONJ
cana-4261	171	30	work	work	NOUN
cana-4261	171	31	environments	environment	NOUN
cana-4261	171	32	.	.	PUNCT
cana-4261	172	1	the	the	DET
cana-4261	172	2	application	application	NOUN
cana-4261	172	3	of	of	ADP
cana-4261	172	4	real	real	ADJ
cana-4261	172	5	-	-	PUNCT
cana-4261	172	6	time	time	NOUN
cana-4261	172	7	video	video	NOUN
cana-4261	172	8	processing	processing	NOUN
cana-4261	172	9	along	along	ADP
cana-4261	172	10	with	with	ADP
cana-4261	172	11	training	train	VERB
cana-4261	172	12	the	the	DET
cana-4261	172	13	dataset	dataset	NOUN
cana-4261	172	14	to	to	PART
cana-4261	172	15	achieve	achieve	VERB
cana-4261	172	16	intelligent	intelligent	ADJ
cana-4261	172	17	face	face	NOUN
cana-4261	172	18	matching	matching	NOUN
cana-4261	172	19	enhances	enhance	NOUN
cana-4261	172	20	overall	overall	ADJ
cana-4261	172	21	efficiency	efficiency	NOUN
cana-4261	172	22	for	for	ADP
cana-4261	172	23	attendance	attendance	NOUN
cana-4261	172	24	tracking	tracking	NOUN
cana-4261	172	25	.	.	PUNCT
cana-4261	173	1	future	future	ADJ
cana-4261	173	2	directions	direction	NOUN
cana-4261	173	3	may	may	AUX
cana-4261	173	4	comprise	comprise	VERB
cana-4261	173	5	cloud	cloud	ADJ
cana-4261	173	6	compatibility	compatibility	NOUN
cana-4261	173	7	,	,	PUNCT
cana-4261	173	8	mobile	mobile	ADJ
cana-4261	173	9	application	application	NOUN
cana-4261	173	10	use	use	NOUN
cana-4261	173	11	,	,	PUNCT
cana-4261	173	12	and	and	CCONJ
cana-4261	173	13	a	a	DET
cana-4261	173	14	multi	multi	ADJ
cana-4261	173	15	-	-	ADJ
cana-4261	173	16	camera	camera	ADJ
cana-4261	173	17	setup	setup	NOUN
cana-4261	173	18	for	for	ADP
cana-4261	173	19	broader	broad	ADJ
cana-4261	173	20	usability	usability	NOUN
cana-4261	173	21	.	.	PUNCT
cana-4261	174	1	communications	communication	NOUN
cana-4261	174	2	on	on	ADP
cana-4261	174	3	applied	apply	VERB
cana-4261	174	4	nonlinear	nonlinear	ADJ
cana-4261	174	5	analysis	analysis	NOUN
cana-4261	174	6	issn	issn	NOUN
cana-4261	174	7	:	:	PUNCT
cana-4261	174	8	1074	1074	NUM
cana-4261	174	9	-	-	PUNCT
cana-4261	174	10	133x	133x	NUM
cana-4261	174	11	vol	vol	NOUN
cana-4261	174	12	32	32	NUM
cana-4261	174	13	no	no	NOUN
cana-4261	174	14	.	.	PUNCT
cana-4261	175	1	9s	9s	NUM
cana-4261	175	2	(	(	PUNCT
cana-4261	175	3	2025	2025	NUM
cana-4261	175	4	)	)	PUNCT
cana-4261	175	5	1650	1650	NUM
cana-4261	176	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4261	176	2	references	reference	NOUN
cana-4261	176	3	[	[	X
cana-4261	176	4	1	1	NUM
cana-4261	176	5	]	]	PUNCT
cana-4261	176	6	gomes	gome	NOUN
cana-4261	176	7	,	,	PUNCT
cana-4261	176	8	c.	c.	NOUN
cana-4261	176	9	,	,	PUNCT
cana-4261	176	10	chanchal	chanchal	NOUN
cana-4261	176	11	,	,	PUNCT
cana-4261	176	12	s.	s.	PROPN
cana-4261	176	13	,	,	PUNCT
cana-4261	176	14	desai	desai	PROPN
cana-4261	176	15	,	,	PUNCT
cana-4261	176	16	t.	t.	PROPN
cana-4261	176	17	,	,	PUNCT
cana-4261	176	18	and	and	CCONJ
cana-4261	176	19	jadhav	jadhav	PROPN
cana-4261	176	20	,	,	PUNCT
cana-4261	176	21	d.	d.	PROPN
cana-4261	176	22	(	(	PUNCT
cana-4261	176	23	2020	2020	NUM
cana-4261	176	24	)	)	PUNCT
cana-4261	176	25	.	.	PUNCT
cana-4261	177	1	class	class	NOUN
cana-4261	177	2	attendance	attendance	NOUN
cana-4261	177	3	management	management	NOUN
cana-4261	177	4	system	system	NOUN
cana-4261	177	5	using	use	VERB
cana-4261	177	6	facial	facial	ADJ
cana-4261	177	7	recognition	recognition	NOUN
cana-4261	177	8	.	.	PUNCT
cana-4261	178	1	in	in	ADP
cana-4261	178	2	itm	itm	PROPN
cana-4261	178	3	web	web	NOUN
cana-4261	178	4	of	of	ADP
cana-4261	178	5	conferences	conference	NOUN
cana-4261	178	6	,	,	PUNCT
cana-4261	178	7	vol	vol	NOUN
cana-4261	178	8	.	.	PROPN
cana-4261	178	9	32	32	NUM
cana-4261	178	10	,	,	PUNCT
cana-4261	178	11	02001	02001	NUM
cana-4261	178	12	.	.	PUNCT
cana-4261	179	1	edp	edp	PROPN
cana-4261	179	2	sciences	sciences	PROPN
cana-4261	179	3	.	.	PUNCT
cana-4261	180	1	[	[	X
cana-4261	180	2	2	2	NUM
cana-4261	180	3	]	]	PUNCT
cana-4261	180	4	shukla	shukla	NOUN
cana-4261	180	5	,	,	PUNCT
cana-4261	180	6	p.	p.	PROPN
cana-4261	180	7	,	,	PUNCT
cana-4261	180	8	shrestha	shrestha	PROPN
cana-4261	180	9	,	,	PUNCT
cana-4261	180	10	r.	r.	PROPN
cana-4261	180	11	,	,	PUNCT
cana-4261	180	12	and	and	CCONJ
cana-4261	180	13	karmacharya	karmacharya	NOUN
cana-4261	180	14	,	,	PUNCT
cana-4261	180	15	a.	a.	NOUN
cana-4261	180	16	(	(	PUNCT
cana-4261	180	17	2022	2022	NUM
cana-4261	180	18	)	)	PUNCT
cana-4261	180	19	.	.	PUNCT
cana-4261	181	1	face	face	NOUN
cana-4261	181	2	recognition	recognition	NOUN
cana-4261	181	3	attendance	attendance	NOUN
cana-4261	181	4	system	system	NOUN
cana-4261	181	5	open	open	ADJ
cana-4261	181	6	cv	cv	PROPN
cana-4261	181	7	.	.	PUNCT
cana-4261	182	1	[	[	X
cana-4261	182	2	3	3	NUM
cana-4261	182	3	]	]	X
cana-4261	182	4	easychair	easychair	ADJ
cana-4261	182	5	,	,	PUNCT
cana-4261	182	6	tech	tech	NOUN
cana-4261	182	7	,	,	PUNCT
cana-4261	182	8	rep	rep	PROPN
cana-4261	182	9	.	.	PROPN
cana-4261	182	10	khan	khan	PROPN
cana-4261	182	11	,	,	PUNCT
cana-4261	182	12	n.	n.	PROPN
cana-4261	182	13	,	,	PUNCT
cana-4261	182	14	&	&	CCONJ
cana-4261	182	15	efthymiou	efthymiou	NOUN
cana-4261	182	16	,	,	PUNCT
cana-4261	182	17	m.	m.	NOUN
cana-4261	182	18	(	(	PUNCT
cana-4261	182	19	2021	2021	NUM
cana-4261	182	20	)	)	PUNCT
cana-4261	182	21	.	.	PUNCT
cana-4261	183	1	the	the	DET
cana-4261	183	2	application	application	NOUN
cana-4261	183	3	of	of	ADP
cana-4261	183	4	biometric	biometric	ADJ
cana-4261	183	5	technology	technology	NOUN
cana-4261	183	6	in	in	ADP
cana-4261	183	7	airports	airport	NOUN
cana-4261	183	8	:	:	PUNCT
cana-4261	183	9	the	the	DET
cana-4261	183	10	case	case	NOUN
cana-4261	183	11	of	of	ADP
cana-4261	183	12	the	the	DET
cana-4261	183	13	customs	custom	NOUN
cana-4261	183	14	and	and	CCONJ
cana-4261	183	15	border	border	NOUN
cana-4261	183	16	protection	protection	NOUN
cana-4261	183	17	(	(	PUNCT
cana-4261	183	18	cbp	cbp	PROPN
cana-4261	183	19	)	)	PUNCT
cana-4261	183	20	.	.	PUNCT
cana-4261	184	1	international	international	ADJ
cana-4261	184	2	journal	journal	PROPN
cana-4261	184	3	of	of	ADP
cana-4261	184	4	information	information	NOUN
cana-4261	184	5	management	management	NOUN
cana-4261	184	6	data	datum	NOUN
cana-4261	184	7	insights	insight	NOUN
cana-4261	184	8	,	,	PUNCT
cana-4261	184	9	1(2):100049	1(2):100049	NUM
cana-4261	184	10	.	.	PUNCT
cana-4261	185	1	[	[	X
cana-4261	185	2	4	4	NUM
cana-4261	185	3	]	]	SYM
cana-4261	185	4	thenuwara	thenuwara	PROPN
cana-4261	185	5	,	,	PUNCT
cana-4261	185	6	s.s	s.s	PROPN
cana-4261	185	7	.	.	PROPN
cana-4261	185	8	,	,	PUNCT
cana-4261	185	9	prema	prema	PROPN
cana-4261	185	10	chandra	chandra	PROPN
cana-4261	185	11	,	,	PUNCT
cana-4261	185	12	c.	c.	PROPN
cana-4261	185	13	,	,	PUNCT
cana-4261	185	14	and	and	CCONJ
cana-4261	185	15	kawanaka	kawanaka	PROPN
cana-4261	185	16	,	,	PUNCT
cana-4261	185	17	h.	h.	PROPN
cana-4261	185	18	(	(	PUNCT
cana-4261	185	19	2022	2022	NUM
cana-4261	185	20	,	,	PUNCT
cana-4261	185	21	march	march	PROPN
cana-4261	185	22	)	)	PUNCT
cana-4261	185	23	.	.	PUNCT
cana-4261	186	1	border	border	NOUN
cana-4261	186	2	control	control	NOUN
cana-4261	186	3	by	by	ADP
cana-4261	186	4	multibiometric	multibiometric	ADJ
cana-4261	186	5	identification	identification	NOUN
cana-4261	186	6	using	use	VERB
cana-4261	186	7	face	face	NOUN
cana-4261	186	8	and	and	CCONJ
cana-4261	186	9	ear	ear	NOUN
cana-4261	186	10	images	image	NOUN
cana-4261	186	11	.	.	PUNCT
cana-4261	187	1	in	in	ADP
cana-4261	187	2	2022	2022	NUM
cana-4261	187	3	2nd	2nd	ADJ
cana-4261	187	4	international	international	ADJ
cana-4261	187	5	conference	conference	NOUN
cana-4261	187	6	on	on	ADP
cana-4261	187	7	image	image	NOUN
cana-4261	187	8	processing	processing	NOUN
cana-4261	187	9	and	and	CCONJ
cana-4261	187	10	robotics	robotic	NOUN
cana-4261	187	11	(	(	PUNCT
cana-4261	187	12	icip	icip	PROPN
cana-4261	187	13	rob	rob	PROPN
cana-4261	187	14	)	)	PUNCT
cana-4261	187	15	,	,	PUNCT
cana-4261	187	16	1	1	NUM
cana-4261	187	17	-	-	SYM
cana-4261	187	18	5	5	NUM
cana-4261	187	19	.	.	PUNCT
cana-4261	187	20	ieee	ieee	NOUN
cana-4261	187	21	.	.	PUNCT
cana-4261	188	1	[	[	X
cana-4261	188	2	5	5	NUM
cana-4261	188	3	]	]	X
cana-4261	188	4	vijay	vijay	NOUN
cana-4261	188	5	,	,	PUNCT
cana-4261	188	6	m.	m.	NOUN
cana-4261	188	7	,	,	PUNCT
cana-4261	188	8	and	and	CCONJ
cana-4261	188	9	indumathi	indumathi	PROPN
cana-4261	188	10	,	,	PUNCT
cana-4261	188	11	g.	g.	PROPN
cana-4261	188	12	(	(	PUNCT
cana-4261	188	13	2019	2019	NUM
cana-4261	188	14	)	)	PUNCT
cana-4261	188	15	.	.	PUNCT
cana-4261	189	1	a	a	DET
cana-4261	189	2	highly	highly	ADV
cana-4261	189	3	secure	secure	ADJ
cana-4261	189	4	multi	multi	ADJ
cana-4261	189	5	-	-	ADJ
cana-4261	189	6	factor	factor	NOUN
cana-4261	189	7	authentication	authentication	NOUN
cana-4261	189	8	system	system	NOUN
cana-4261	189	9	using	use	VERB
cana-4261	189	10	biometrics	biometric	NOUN
cana-4261	189	11	to	to	PART
cana-4261	189	12	enhance	enhance	VERB
cana-4261	189	13	privacy	privacy	NOUN
cana-4261	189	14	in	in	ADP
cana-4261	189	15	internet	internet	NOUN
cana-4261	189	16	of	of	ADP
cana-4261	189	17	things	thing	NOUN
cana-4261	189	18	(	(	PUNCT
cana-4261	189	19	iot	iot	NOUN
cana-4261	189	20	)	)	PUNCT
cana-4261	189	21	.	.	PUNCT
cana-4261	190	1	int	int	NOUN
cana-4261	190	2	.	.	PUNCT
cana-4261	191	1	res	re	NOUN
cana-4261	191	2	.	.	PUNCT
cana-4261	192	1	j.	j.	PROPN
cana-4261	192	2	multi	multi	PROPN
cana-4261	192	3	discipl	discipl	PROPN
cana-4261	192	4	.	.	PUNCT
cana-4261	193	1	technovation	technovation	NOUN
cana-4261	193	2	,	,	PUNCT
cana-4261	193	3	1:26	1:26	NUM
cana-4261	193	4	-	-	SYM
cana-4261	193	5	34	34	NUM
cana-4261	193	6	.	.	PUNCT
cana-4261	194	1	[	[	X
cana-4261	194	2	6	6	NUM
cana-4261	194	3	]	]	PUNCT
cana-4261	194	4	hitelman	hitelman	NOUN
cana-4261	194	5	,	,	PUNCT
cana-4261	194	6	a.	a.	PROPN
cana-4261	194	7	,	,	PUNCT
cana-4261	194	8	edan	edan	PROPN
cana-4261	194	9	,	,	PUNCT
cana-4261	194	10	y.	y.	PROPN
cana-4261	194	11	,	,	PUNCT
cana-4261	194	12	godo	godo	PROPN
cana-4261	194	13	,	,	PUNCT
cana-4261	194	14	a.	a.	PROPN
cana-4261	194	15	,	,	PUNCT
cana-4261	194	16	berenstein	berenstein	PROPN
cana-4261	194	17	,	,	PUNCT
cana-4261	194	18	r.	r.	PROPN
cana-4261	194	19	,	,	PUNCT
cana-4261	194	20	lepar	lepar	PROPN
cana-4261	194	21	,	,	PUNCT
cana-4261	194	22	j.	j.	PROPN
cana-4261	194	23	,	,	PUNCT
cana-4261	194	24	and	and	CCONJ
cana-4261	194	25	halachmi	halachmi	NOUN
cana-4261	194	26	,	,	PUNCT
cana-4261	194	27	i.	i.	NOUN
cana-4261	194	28	biometric	biometric	ADJ
cana-4261	194	29	identification	identification	NOUN
cana-4261	194	30	of	of	ADP
cana-4261	194	31	sheep	sheep	NOUN
cana-4261	194	32	via	via	ADP
cana-4261	194	33	machine	machine	NOUN
cana-4261	194	34	vision	vision	NOUN
cana-4261	194	35	system	system	NOUN
cana-4261	194	36	.	.	PUNCT
cana-4261	195	1	computers	computer	NOUN
cana-4261	195	2	and	and	CCONJ
cana-4261	195	3	electronics	electronic	NOUN
cana-4261	195	4	in	in	ADP
cana-4261	195	5	agriculture	agriculture	NOUN
cana-4261	195	6	,	,	PUNCT
cana-4261	195	7	194:106713	194:106713	NUM
cana-4261	195	8	.	.	PUNCT
cana-4261	196	1	[	[	X
cana-4261	196	2	7	7	NUM
cana-4261	196	3	]	]	X
cana-4261	196	4	awad	awad	NOUN
cana-4261	196	5	,	,	PUNCT
cana-4261	196	6	a.	a.	NOUN
cana-4261	196	7	i.	i.	PROPN
cana-4261	196	8	,	,	PUNCT
cana-4261	196	9	babu	babu	PROPN
cana-4261	196	10	,	,	PUNCT
cana-4261	196	11	a.	a.	PROPN
cana-4261	196	12	,	,	PUNCT
cana-4261	196	13	barka	barka	PROPN
cana-4261	196	14	,	,	PUNCT
cana-4261	196	15	e.	e.	PROPN
cana-4261	196	16	,	,	PUNCT
cana-4261	196	17	and	and	CCONJ
cana-4261	196	18	shuaib	shuaib	PROPN
cana-4261	196	19	,	,	PUNCT
cana-4261	196	20	k.	k.	PROPN
cana-4261	196	21	(	(	PUNCT
cana-4261	196	22	2024	2024	NUM
cana-4261	196	23	)	)	PUNCT
cana-4261	196	24	.	.	PUNCT
cana-4261	197	1	ai	ai	VERB
cana-4261	197	2	-	-	PUNCT
cana-4261	197	3	powered	power	VERB
cana-4261	197	4	biometrics	biometric	NOUN
cana-4261	197	5	for	for	ADP
cana-4261	197	6	internet	internet	NOUN
cana-4261	197	7	of	of	ADP
cana-4261	197	8	things	thing	NOUN
cana-4261	197	9	security	security	NOUN
cana-4261	197	10	:	:	PUNCT
cana-4261	197	11	a	a	DET
cana-4261	197	12	review	review	NOUN
cana-4261	197	13	and	and	CCONJ
cana-4261	197	14	future	future	ADJ
cana-4261	197	15	vision	vision	NOUN
cana-4261	197	16	.	.	PUNCT
cana-4261	198	1	journal	journal	NOUN
cana-4261	198	2	of	of	ADP
cana-4261	198	3	information	information	NOUN
cana-4261	198	4	security	security	NOUN
cana-4261	198	5	and	and	CCONJ
cana-4261	198	6	applications	application	NOUN
cana-4261	198	7	,	,	PUNCT
cana-4261	198	8	82:103748	82:103748	NUM
cana-4261	198	9	.	.	PUNCT
cana-4261	199	1	[	[	X
cana-4261	199	2	8	8	NUM
cana-4261	199	3	]	]	SYM
cana-4261	199	4	sunar	sunar	NOUN
cana-4261	199	5	y	y	PROPN
cana-4261	199	6	o	o	INTJ
cana-4261	199	7	no	no	INTJ
cana-4261	199	8	,	,	PUNCT
cana-4261	199	9	d.	d.	PROPN
cana-4261	199	10	,	,	PUNCT
cana-4261	199	11	siswantoro	siswantoro	NOUN
cana-4261	199	12	,	,	PUNCT
cana-4261	199	13	j.	j.	PROPN
cana-4261	199	14	,	,	PUNCT
cana-4261	199	15	and	and	CCONJ
cana-4261	199	16	angoro	angoro	VERB
cana-4261	199	17	,	,	PUNCT
cana-4261	199	18	r.	r.	PROPN
cana-4261	199	19	(	(	PUNCT
cana-4261	199	20	2021	2021	NUM
cana-4261	199	21	)	)	PUNCT
cana-4261	199	22	.	.	PUNCT
cana-4261	200	1	an	an	DET
cana-4261	200	2	android	android	NOUN
cana-4261	200	3	-	-	PUNCT
cana-4261	200	4	based	base	VERB
cana-4261	200	5	course	course	NOUN
cana-4261	200	6	attendance	attendance	NOUN
cana-4261	200	7	system	system	NOUN
cana-4261	200	8	that	that	PRON
cana-4261	200	9	uses	use	VERB
cana-4261	200	10	face	face	NOUN
cana-4261	200	11	recognition	recognition	NOUN
cana-4261	200	12	.	.	PUNCT
cana-4261	201	1	journal	journal	PROPN
cana-4261	201	2	of	of	ADP
cana-4261	201	3	king	king	PROPN
cana-4261	201	4	saud	saud	PROPN
cana-4261	201	5	university	university	PROPN
cana-4261	201	6	computer	computer	NOUN
cana-4261	201	7	and	and	CCONJ
cana-4261	201	8	information	information	NOUN
cana-4261	201	9	sciences	science	NOUN
cana-4261	201	10	,	,	PUNCT
cana-4261	201	11	33(3):304	33(3):304	NUM
cana-4261	201	12	-	-	SYM
cana-4261	201	13	312	312	NUM
cana-4261	201	14	.	.	PUNCT
cana-4261	202	1	[	[	X
cana-4261	202	2	9	9	NUM
cana-4261	202	3	]	]	SYM
cana-4261	202	4	shatnawi	shatnawi	PROPN
cana-4261	202	5	,	,	PUNCT
cana-4261	202	6	m.	m.	NOUN
cana-4261	202	7	,	,	PUNCT
cana-4261	202	8	almenhali	almenhali	ADJ
cana-4261	202	9	,	,	PUNCT
cana-4261	202	10	n.	n.	NOUN
cana-4261	202	11	,	,	PUNCT
cana-4261	202	12	alhamadi	alhamadi	PROPN
cana-4261	202	13	,	,	PUNCT
cana-4261	202	14	m.	m.	NOUN
cana-4261	202	15	,	,	PUNCT
cana-4261	202	16	and	and	CCONJ
cana-4261	202	17	alhanaee	alhanaee	PROPN
cana-4261	202	18	,	,	PUNCT
cana-4261	202	19	k.	k.	PROPN
cana-4261	202	20	(	(	PUNCT
cana-4261	202	21	2022	2022	NUM
cana-4261	202	22	)	)	PUNCT
cana-4261	202	23	.	.	PUNCT
cana-4261	203	1	deep	deep	ADJ
cana-4261	203	2	learning	learn	VERB
cana-4261	203	3	approach	approach	NOUN
cana-4261	203	4	for	for	ADP
cana-4261	203	5	masked	mask	VERB
cana-4261	203	6	face	face	NOUN
cana-4261	203	7	identification	identification	NOUN
cana-4261	203	8	.	.	PUNCT
cana-4261	204	1	international	international	ADJ
cana-4261	204	2	journal	journal	NOUN
cana-4261	204	3	of	of	ADP
cana-4261	204	4	advanced	advanced	ADJ
cana-4261	204	5	computer	computer	NOUN
cana-4261	204	6	science	science	NOUN
cana-4261	204	7	and	and	CCONJ
cana-4261	204	8	applications	application	NOUN
cana-4261	204	9	,	,	PUNCT
cana-4261	204	10	13(6	13(6	NUM
cana-4261	204	11	)	)	PUNCT
cana-4261	204	12	.	.	PUNCT