id	sid	tid	token	lemma	pos
cana-6147	1	1	communications	communication	NOUN
cana-6147	1	2	on	on	ADP
cana-6147	1	3	applied	apply	VERB
cana-6147	1	4	nonlinear	nonlinear	ADJ
cana-6147	1	5	analysis	analysis	NOUN
cana-6147	1	6	issn	issn	NOUN
cana-6147	1	7	:	:	PUNCT
cana-6147	1	8	1074	1074	NUM
cana-6147	1	9	-	-	PUNCT
cana-6147	1	10	133x	133x	NUM
cana-6147	1	11	vol	vol	NOUN
cana-6147	1	12	32	32	NUM
cana-6147	1	13	no	no	NOUN
cana-6147	1	14	.	.	PUNCT
cana-6147	2	1	2s	2s	NUM
cana-6147	2	2	(	(	PUNCT
cana-6147	2	3	2025	2025	NUM
cana-6147	2	4	)	)	PUNCT
cana-6147	2	5	619	619	NUM
cana-6147	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6147	2	7	artificial	artificial	ADJ
cana-6147	2	8	intelligence	intelligence	NOUN
cana-6147	2	9	based	base	VERB
cana-6147	2	10	automated	automate	VERB
cana-6147	2	11	suspicious	suspicious	ADJ
cana-6147	2	12	activity	activity	NOUN
cana-6147	2	13	detection	detection	NOUN
cana-6147	2	14	for	for	ADP
cana-6147	2	15	smart	smart	ADJ
cana-6147	2	16	surveillance	surveillance	NOUN
cana-6147	2	17	systems	system	NOUN
cana-6147	2	18	1cijin	1cijin	NUM
cana-6147	2	19	k.	k.	PROPN
cana-6147	2	20	paul	paul	PROPN
cana-6147	2	21	,	,	PUNCT
cana-6147	2	22	2dr	2dr	NOUN
cana-6147	2	23	.	.	PUNCT
cana-6147	3	1	tarun	tarun	PROPN
cana-6147	3	2	kumar	kumar	PROPN
cana-6147	3	3	research	research	PROPN
cana-6147	3	4	scholar	scholar	NOUN
cana-6147	3	5	,	,	PUNCT
cana-6147	3	6	department	department	NOUN
cana-6147	3	7	of	of	ADP
cana-6147	3	8	computer	computer	NOUN
cana-6147	3	9	science	science	NOUN
cana-6147	3	10	and	and	CCONJ
cana-6147	3	11	engineering	engineering	NOUN
cana-6147	3	12	shri	shri	PROPN
cana-6147	3	13	venkateshwara	venkateshwara	PROPN
cana-6147	3	14	university	university	PROPN
cana-6147	3	15	,	,	PUNCT
cana-6147	3	16	gajraula	gajraula	NOUN
cana-6147	3	17	,	,	PUNCT
cana-6147	3	18	up	up	ADP
cana-6147	3	19	,	,	PUNCT
cana-6147	3	20	india	india	PROPN
cana-6147	3	21	email	email	NOUN
cana-6147	3	22	:	:	PUNCT
cana-6147	4	1	cijinkpaul@gmail.com	cijinkpaul@gmail.com	X
cana-6147	4	2	research	research	NOUN
cana-6147	4	3	guide	guide	NOUN
cana-6147	4	4	,	,	PUNCT
cana-6147	4	5	department	department	NOUN
cana-6147	4	6	of	of	ADP
cana-6147	4	7	computer	computer	NOUN
cana-6147	4	8	science	science	NOUN
cana-6147	4	9	and	and	CCONJ
cana-6147	4	10	engineering	engineering	NOUN
cana-6147	4	11	shri	shri	PROPN
cana-6147	4	12	venkateshwara	venkateshwara	PROPN
cana-6147	4	13	university	university	PROPN
cana-6147	4	14	,	,	PUNCT
cana-6147	4	15	gajraula	gajraula	NOUN
cana-6147	4	16	,	,	PUNCT
cana-6147	4	17	up	up	ADP
cana-6147	4	18	,	,	PUNCT
cana-6147	4	19	india	india	PROPN
cana-6147	4	20	email	email	NOUN
cana-6147	4	21	:	:	PUNCT
cana-6147	4	22	taruncdac@gmail.com	taruncdac@gmail.com	X
cana-6147	5	1	article	article	NOUN
cana-6147	5	2	history	history	NOUN
cana-6147	5	3	:	:	PUNCT
cana-6147	5	4	received:02/01/2025	received:02/01/2025	PROPN
cana-6147	5	5	revised	revise	VERB
cana-6147	5	6	:	:	PUNCT
cana-6147	5	7	18/02/2025	18/02/2025	NUM
cana-6147	5	8	accepted:26/02/2025	accepted:26/02/2025	PROPN
cana-6147	5	9	abstract	abstract	NOUN
cana-6147	5	10	:	:	PUNCT
cana-6147	5	11	in	in	ADP
cana-6147	5	12	recent	recent	ADJ
cana-6147	5	13	years	year	NOUN
cana-6147	5	14	,	,	PUNCT
cana-6147	5	15	the	the	DET
cana-6147	5	16	demand	demand	NOUN
cana-6147	5	17	for	for	ADP
cana-6147	5	18	intelligent	intelligent	ADJ
cana-6147	5	19	surveillance	surveillance	NOUN
cana-6147	5	20	systems	system	NOUN
cana-6147	5	21	has	have	AUX
cana-6147	5	22	increased	increase	VERB
cana-6147	5	23	due	due	ADJ
cana-6147	5	24	to	to	ADP
cana-6147	5	25	escalating	escalate	VERB
cana-6147	5	26	security	security	NOUN
cana-6147	5	27	concerns	concern	NOUN
cana-6147	5	28	across	across	ADP
cana-6147	5	29	public	public	ADJ
cana-6147	5	30	,	,	PUNCT
cana-6147	5	31	commercial	commercial	ADJ
cana-6147	5	32	,	,	PUNCT
cana-6147	5	33	and	and	CCONJ
cana-6147	5	34	residential	residential	ADJ
cana-6147	5	35	spaces	space	NOUN
cana-6147	5	36	.	.	PUNCT
cana-6147	6	1	traditional	traditional	ADJ
cana-6147	6	2	cctv	cctv	NOUN
cana-6147	6	3	systems	system	NOUN
cana-6147	6	4	rely	rely	VERB
cana-6147	6	5	heavily	heavily	ADV
cana-6147	6	6	on	on	ADP
cana-6147	6	7	manual	manual	ADJ
cana-6147	6	8	monitoring	monitoring	NOUN
cana-6147	6	9	,	,	PUNCT
cana-6147	6	10	which	which	PRON
cana-6147	6	11	is	be	AUX
cana-6147	6	12	both	both	PRON
cana-6147	6	13	labor	labor	NOUN
cana-6147	6	14	-	-	PUNCT
cana-6147	6	15	intensive	intensive	ADJ
cana-6147	6	16	and	and	CCONJ
cana-6147	6	17	prone	prone	ADJ
cana-6147	6	18	to	to	ADP
cana-6147	6	19	human	human	ADJ
cana-6147	6	20	error	error	NOUN
cana-6147	6	21	.	.	PUNCT
cana-6147	7	1	this	this	DET
cana-6147	7	2	research	research	NOUN
cana-6147	7	3	presents	present	VERB
cana-6147	7	4	a	a	DET
cana-6147	7	5	smart	smart	ADJ
cana-6147	7	6	cctv	cctv	NOUN
cana-6147	7	7	surveillance	surveillance	NOUN
cana-6147	7	8	system	system	NOUN
cana-6147	7	9	that	that	PRON
cana-6147	7	10	integrates	integrate	VERB
cana-6147	7	11	computer	computer	NOUN
cana-6147	7	12	vision	vision	NOUN
cana-6147	7	13	and	and	CCONJ
cana-6147	7	14	artificial	artificial	ADJ
cana-6147	7	15	intelligence	intelligence	NOUN
cana-6147	7	16	to	to	PART
cana-6147	7	17	enhance	enhance	VERB
cana-6147	7	18	real	real	ADJ
cana-6147	7	19	-	-	PUNCT
cana-6147	7	20	time	time	NOUN
cana-6147	7	21	security	security	NOUN
cana-6147	7	22	monitoring	monitoring	NOUN
cana-6147	7	23	.	.	PUNCT
cana-6147	8	1	the	the	DET
cana-6147	8	2	system	system	NOUN
cana-6147	8	3	employs	employ	VERB
cana-6147	8	4	advanced	advanced	ADJ
cana-6147	8	5	deep	deep	ADJ
cana-6147	8	6	learning	learning	NOUN
cana-6147	8	7	models	model	NOUN
cana-6147	8	8	and	and	CCONJ
cana-6147	8	9	machine	machine	NOUN
cana-6147	8	10	learning	learn	VERB
cana-6147	8	11	algorithms	algorithm	NOUN
cana-6147	8	12	for	for	ADP
cana-6147	8	13	tasks	task	NOUN
cana-6147	8	14	such	such	ADJ
cana-6147	8	15	as	as	ADP
cana-6147	8	16	object	object	NOUN
cana-6147	8	17	detection	detection	NOUN
cana-6147	8	18	,	,	PUNCT
cana-6147	8	19	motion	motion	NOUN
cana-6147	8	20	tracking	tracking	NOUN
cana-6147	8	21	,	,	PUNCT
cana-6147	8	22	and	and	CCONJ
cana-6147	8	23	suspicious	suspicious	ADJ
cana-6147	8	24	activity	activity	NOUN
cana-6147	8	25	recognition	recognition	NOUN
cana-6147	8	26	.	.	PUNCT
cana-6147	9	1	by	by	ADP
cana-6147	9	2	leveraging	leverage	VERB
cana-6147	9	3	these	these	DET
cana-6147	9	4	technologies	technology	NOUN
cana-6147	9	5	,	,	PUNCT
cana-6147	9	6	the	the	DET
cana-6147	9	7	system	system	NOUN
cana-6147	9	8	improves	improve	VERB
cana-6147	9	9	situational	situational	ADJ
cana-6147	9	10	awareness	awareness	NOUN
cana-6147	9	11	and	and	CCONJ
cana-6147	9	12	enables	enable	VERB
cana-6147	9	13	proactive	proactive	ADJ
cana-6147	9	14	threat	threat	NOUN
cana-6147	9	15	detection	detection	NOUN
cana-6147	9	16	.	.	PUNCT
cana-6147	10	1	the	the	DET
cana-6147	10	2	proposed	propose	VERB
cana-6147	10	3	system	system	NOUN
cana-6147	10	4	advances	advance	VERB
cana-6147	10	5	conventional	conventional	ADJ
cana-6147	10	6	surveillance	surveillance	NOUN
cana-6147	10	7	by	by	ADP
cana-6147	10	8	reducing	reduce	VERB
cana-6147	10	9	reliance	reliance	NOUN
cana-6147	10	10	on	on	ADP
cana-6147	10	11	human	human	ADJ
cana-6147	10	12	intervention	intervention	NOUN
cana-6147	10	13	while	while	SCONJ
cana-6147	10	14	enhancing	enhance	VERB
cana-6147	10	15	accuracy	accuracy	NOUN
cana-6147	10	16	in	in	ADP
cana-6147	10	17	detecting	detect	VERB
cana-6147	10	18	abnormal	abnormal	ADJ
cana-6147	10	19	and	and	CCONJ
cana-6147	10	20	potentially	potentially	ADV
cana-6147	10	21	dangerous	dangerous	ADJ
cana-6147	10	22	activities	activity	NOUN
cana-6147	10	23	.	.	PUNCT
cana-6147	11	1	experimental	experimental	ADJ
cana-6147	11	2	evaluations	evaluation	NOUN
cana-6147	11	3	demonstrate	demonstrate	VERB
cana-6147	11	4	the	the	DET
cana-6147	11	5	effectiveness	effectiveness	NOUN
cana-6147	11	6	of	of	ADP
cana-6147	11	7	the	the	DET
cana-6147	11	8	system	system	NOUN
cana-6147	11	9	in	in	ADP
cana-6147	11	10	identifying	identify	VERB
cana-6147	11	11	suspicious	suspicious	ADJ
cana-6147	11	12	behaviors	behavior	NOUN
cana-6147	11	13	,	,	PUNCT
cana-6147	11	14	improving	improve	VERB
cana-6147	11	15	response	response	NOUN
cana-6147	11	16	times	time	NOUN
cana-6147	11	17	,	,	PUNCT
cana-6147	11	18	and	and	CCONJ
cana-6147	11	19	minimizing	minimize	VERB
cana-6147	11	20	false	false	ADJ
cana-6147	11	21	alarms	alarm	NOUN
cana-6147	11	22	.	.	PUNCT
cana-6147	12	1	this	this	DET
cana-6147	12	2	work	work	NOUN
cana-6147	12	3	contributes	contribute	VERB
cana-6147	12	4	to	to	ADP
cana-6147	12	5	the	the	DET
cana-6147	12	6	development	development	NOUN
cana-6147	12	7	of	of	ADP
cana-6147	12	8	cost	cost	NOUN
cana-6147	12	9	-	-	PUNCT
cana-6147	12	10	effective	effective	ADJ
cana-6147	12	11	and	and	CCONJ
cana-6147	12	12	scalable	scalable	ADJ
cana-6147	12	13	intelligent	intelligent	ADJ
cana-6147	12	14	surveillance	surveillance	NOUN
cana-6147	12	15	solutions	solution	NOUN
cana-6147	12	16	,	,	PUNCT
cana-6147	12	17	offering	offer	VERB
cana-6147	12	18	significant	significant	ADJ
cana-6147	12	19	benefits	benefit	NOUN
cana-6147	12	20	for	for	ADP
cana-6147	12	21	public	public	ADJ
cana-6147	12	22	safety	safety	NOUN
cana-6147	12	23	,	,	PUNCT
cana-6147	12	24	critical	critical	ADJ
cana-6147	12	25	infrastructure	infrastructure	NOUN
cana-6147	12	26	protection	protection	NOUN
cana-6147	12	27	,	,	PUNCT
cana-6147	12	28	and	and	CCONJ
cana-6147	12	29	smart	smart	ADJ
cana-6147	12	30	city	city	NOUN
cana-6147	12	31	security	security	NOUN
cana-6147	12	32	initiatives	initiative	NOUN
cana-6147	12	33	.	.	PUNCT
cana-6147	13	1	keywords	keyword	NOUN
cana-6147	13	2	:	:	PUNCT
cana-6147	13	3	automated	automated	ADJ
cana-6147	13	4	surveillance	surveillance	NOUN
cana-6147	13	5	,	,	PUNCT
cana-6147	13	6	suspicious	suspicious	ADJ
cana-6147	13	7	activity	activity	NOUN
cana-6147	13	8	detection	detection	NOUN
cana-6147	13	9	,	,	PUNCT
cana-6147	13	10	long	long	ADJ
cana-6147	13	11	-	-	PUNCT
cana-6147	13	12	term	term	NOUN
cana-6147	13	13	recurrent	recurrent	ADJ
cana-6147	13	14	convolutional	convolutional	ADJ
cana-6147	13	15	networks	network	NOUN
cana-6147	13	16	(	(	PUNCT
cana-6147	13	17	lrcn	lrcn	PROPN
cana-6147	13	18	)	)	PUNCT
cana-6147	13	19	,	,	PUNCT
cana-6147	13	20	deep	deep	ADJ
cana-6147	13	21	learning	learning	NOUN
cana-6147	13	22	,	,	PUNCT
cana-6147	13	23	video	video	NOUN
cana-6147	13	24	analytics	analytic	NOUN
cana-6147	13	25	1	1	NUM
cana-6147	13	26	.	.	PUNCT
cana-6147	13	27	introduction	introduction	NOUN
cana-6147	13	28	in	in	ADP
cana-6147	13	29	today	today	NOUN
cana-6147	13	30	’s	’s	PART
cana-6147	13	31	rapidly	rapidly	ADV
cana-6147	13	32	urbanizing	urbanizing	ADJ
cana-6147	13	33	and	and	CCONJ
cana-6147	13	34	security	security	NOUN
cana-6147	13	35	-	-	PUNCT
cana-6147	13	36	conscious	conscious	ADJ
cana-6147	13	37	world	world	NOUN
cana-6147	13	38	,	,	PUNCT
cana-6147	13	39	the	the	DET
cana-6147	13	40	need	need	NOUN
cana-6147	13	41	for	for	ADP
cana-6147	13	42	efficient	efficient	ADJ
cana-6147	13	43	surveillance	surveillance	NOUN
cana-6147	13	44	systems	system	NOUN
cana-6147	13	45	has	have	AUX
cana-6147	13	46	grown	grow	VERB
cana-6147	13	47	significantly	significantly	ADV
cana-6147	13	48	.	.	PUNCT
cana-6147	14	1	traditional	traditional	ADJ
cana-6147	14	2	closed	close	VERB
cana-6147	14	3	-	-	PUNCT
cana-6147	14	4	circuit	circuit	NOUN
cana-6147	14	5	television	television	NOUN
cana-6147	14	6	(	(	PUNCT
cana-6147	14	7	cctv	cctv	NOUN
cana-6147	14	8	)	)	PUNCT
cana-6147	14	9	systems	system	NOUN
cana-6147	14	10	,	,	PUNCT
cana-6147	14	11	while	while	SCONJ
cana-6147	14	12	widely	widely	ADV
cana-6147	14	13	deployed	deploy	VERB
cana-6147	14	14	,	,	PUNCT
cana-6147	14	15	largely	largely	ADV
cana-6147	14	16	depend	depend	VERB
cana-6147	14	17	on	on	ADP
cana-6147	14	18	manual	manual	ADJ
cana-6147	14	19	monitoring	monitoring	NOUN
cana-6147	14	20	by	by	ADP
cana-6147	14	21	security	security	NOUN
cana-6147	14	22	personnel	personnel	NOUN
cana-6147	14	23	[	[	X
cana-6147	14	24	11	11	NUM
cana-6147	14	25	-	-	SYM
cana-6147	14	26	12	12	NUM
cana-6147	14	27	]	]	PUNCT
cana-6147	14	28	.	.	PUNCT
cana-6147	15	1	this	this	DET
cana-6147	15	2	approach	approach	NOUN
cana-6147	15	3	is	be	AUX
cana-6147	15	4	labor	labor	NOUN
cana-6147	15	5	-	-	PUNCT
cana-6147	15	6	intensive	intensive	ADJ
cana-6147	15	7	,	,	PUNCT
cana-6147	15	8	prone	prone	ADJ
cana-6147	15	9	to	to	ADP
cana-6147	15	10	human	human	ADJ
cana-6147	15	11	error	error	NOUN
cana-6147	15	12	,	,	PUNCT
cana-6147	15	13	and	and	CCONJ
cana-6147	15	14	often	often	ADV
cana-6147	15	15	fails	fail	VERB
cana-6147	15	16	to	to	PART
cana-6147	15	17	ensure	ensure	VERB
cana-6147	15	18	real	real	ADJ
cana-6147	15	19	-	-	PUNCT
cana-6147	15	20	time	time	NOUN
cana-6147	15	21	detection	detection	NOUN
cana-6147	15	22	of	of	ADP
cana-6147	15	23	suspicious	suspicious	ADJ
cana-6147	15	24	or	or	CCONJ
cana-6147	15	25	anomalous	anomalous	ADJ
cana-6147	15	26	activities	activity	NOUN
cana-6147	15	27	.	.	PUNCT
cana-6147	16	1	with	with	ADP
cana-6147	16	2	the	the	DET
cana-6147	16	3	increasing	increase	VERB
cana-6147	16	4	complexity	complexity	NOUN
cana-6147	16	5	of	of	ADP
cana-6147	16	6	human	human	ADJ
cana-6147	16	7	behavior	behavior	NOUN
cana-6147	16	8	and	and	CCONJ
cana-6147	16	9	the	the	DET
cana-6147	16	10	rising	rise	VERB
cana-6147	16	11	number	number	NOUN
cana-6147	16	12	of	of	ADP
cana-6147	16	13	public	public	ADJ
cana-6147	16	14	and	and	CCONJ
cana-6147	16	15	private	private	ADJ
cana-6147	16	16	spaces	space	NOUN
cana-6147	16	17	requiring	require	VERB
cana-6147	16	18	constant	constant	ADJ
cana-6147	16	19	monitoring	monitoring	NOUN
cana-6147	16	20	,	,	PUNCT
cana-6147	16	21	conventional	conventional	ADJ
cana-6147	16	22	surveillance	surveillance	NOUN
cana-6147	16	23	methods	method	NOUN
cana-6147	16	24	have	have	AUX
cana-6147	16	25	become	become	VERB
cana-6147	16	26	insufficient	insufficient	ADJ
cana-6147	16	27	to	to	PART
cana-6147	16	28	meet	meet	VERB
cana-6147	16	29	modern	modern	ADJ
cana-6147	16	30	security	security	NOUN
cana-6147	16	31	demands	demand	NOUN
cana-6147	16	32	.	.	PUNCT
cana-6147	17	1	this	this	PRON
cana-6147	17	2	has	have	AUX
cana-6147	17	3	led	lead	VERB
cana-6147	17	4	to	to	ADP
cana-6147	17	5	the	the	DET
cana-6147	17	6	integration	integration	NOUN
cana-6147	17	7	of	of	ADP
cana-6147	17	8	artificial	artificial	ADJ
cana-6147	17	9	intelligence	intelligence	NOUN
cana-6147	17	10	(	(	PUNCT
cana-6147	17	11	ai	ai	NOUN
cana-6147	17	12	)	)	PUNCT
cana-6147	17	13	and	and	CCONJ
cana-6147	17	14	computer	computer	NOUN
cana-6147	17	15	vision	vision	NOUN
cana-6147	17	16	technologies	technology	NOUN
cana-6147	17	17	into	into	ADP
cana-6147	17	18	video	video	NOUN
cana-6147	17	19	surveillance	surveillance	NOUN
cana-6147	17	20	systems	system	NOUN
cana-6147	18	1	[	[	X
cana-6147	18	2	13	13	NUM
cana-6147	18	3	]	]	PUNCT
cana-6147	18	4	,	,	PUNCT
cana-6147	18	5	enabling	enable	VERB
cana-6147	18	6	intelligent	intelligent	ADJ
cana-6147	18	7	,	,	PUNCT
cana-6147	18	8	automated	automate	VERB
cana-6147	18	9	monitoring	monitoring	NOUN
cana-6147	18	10	that	that	PRON
cana-6147	18	11	can	can	AUX
cana-6147	18	12	analyze	analyze	VERB
cana-6147	18	13	vast	vast	ADJ
cana-6147	18	14	amounts	amount	NOUN
cana-6147	18	15	of	of	ADP
cana-6147	18	16	video	video	NOUN
cana-6147	18	17	data	datum	NOUN
cana-6147	18	18	in	in	ADP
cana-6147	18	19	real	real	ADJ
cana-6147	18	20	-	-	PUNCT
cana-6147	18	21	time	time	NOUN
cana-6147	18	22	with	with	ADP
cana-6147	18	23	high	high	ADJ
cana-6147	18	24	accuracy	accuracy	NOUN
cana-6147	18	25	.	.	PUNCT
cana-6147	19	1	automated	automate	VERB
cana-6147	19	2	suspicious	suspicious	ADJ
cana-6147	19	3	activity	activity	NOUN
cana-6147	19	4	detection	detection	NOUN
cana-6147	19	5	leverages	leverage	NOUN
cana-6147	19	6	advanced	advanced	ADJ
cana-6147	19	7	deep	deep	ADJ
cana-6147	19	8	learning	learning	NOUN
cana-6147	19	9	models	model	NOUN
cana-6147	20	1	[	[	X
cana-6147	20	2	14	14	NUM
cana-6147	20	3	-	-	SYM
cana-6147	20	4	15	15	NUM
cana-6147	20	5	]	]	PUNCT
cana-6147	20	6	and	and	CCONJ
cana-6147	20	7	machine	machine	NOUN
cana-6147	20	8	learning	learn	VERB
cana-6147	20	9	algorithms	algorithm	NOUN
cana-6147	20	10	[	[	X
cana-6147	20	11	16	16	NUM
cana-6147	20	12	-	-	SYM
cana-6147	20	13	19	19	NUM
cana-6147	20	14	]	]	PUNCT
cana-6147	20	15	to	to	PART
cana-6147	20	16	identify	identify	VERB
cana-6147	20	17	unusual	unusual	ADJ
cana-6147	20	18	or	or	CCONJ
cana-6147	20	19	potentially	potentially	ADV
cana-6147	20	20	dangerous	dangerous	ADJ
cana-6147	20	21	behaviors	behavior	NOUN
cana-6147	20	22	in	in	ADP
cana-6147	20	23	videos	video	NOUN
cana-6147	20	24	.	.	PUNCT
cana-6147	21	1	these	these	DET
cana-6147	21	2	systems	system	NOUN
cana-6147	21	3	go	go	VERB
cana-6147	21	4	beyond	beyond	ADP
cana-6147	21	5	mere	mere	ADJ
cana-6147	21	6	recording	recording	NOUN
cana-6147	21	7	and	and	CCONJ
cana-6147	21	8	playback	playback	NOUN
cana-6147	21	9	,	,	PUNCT
cana-6147	21	10	allowing	allow	VERB
cana-6147	21	11	real	real	ADJ
cana-6147	21	12	-	-	PUNCT
cana-6147	21	13	time	time	NOUN
cana-6147	21	14	analysis	analysis	NOUN
cana-6147	21	15	of	of	ADP
cana-6147	21	16	actions	action	NOUN
cana-6147	21	17	such	such	ADJ
cana-6147	21	18	as	as	ADP
cana-6147	21	19	loitering	loiter	VERB
cana-6147	21	20	,	,	PUNCT
cana-6147	21	21	running	run	VERB
cana-6147	21	22	in	in	ADP
cana-6147	21	23	restricted	restricted	ADJ
cana-6147	21	24	areas	area	NOUN
cana-6147	21	25	,	,	PUNCT
cana-6147	21	26	mailto:cijinkpaul@gmail.com	mailto:cijinkpaul@gmail.com	X
cana-6147	21	27	mailto:taruncdac@gmail.com	mailto:taruncdac@gmail.com	X
cana-6147	21	28	communications	communication	NOUN
cana-6147	21	29	on	on	ADP
cana-6147	21	30	applied	apply	VERB
cana-6147	21	31	nonlinear	nonlinear	ADJ
cana-6147	21	32	analysis	analysis	NOUN
cana-6147	21	33	issn	issn	NOUN
cana-6147	21	34	:	:	PUNCT
cana-6147	21	35	1074	1074	NUM
cana-6147	21	36	-	-	PUNCT
cana-6147	21	37	133x	133x	NUM
cana-6147	21	38	vol	vol	NOUN
cana-6147	21	39	32	32	NUM
cana-6147	21	40	no	no	NOUN
cana-6147	21	41	.	.	PUNCT
cana-6147	22	1	2s	2s	NUM
cana-6147	22	2	(	(	PUNCT
cana-6147	22	3	2025	2025	NUM
cana-6147	22	4	)	)	PUNCT
cana-6147	22	5	620	620	NUM
cana-6147	22	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6147	22	7	trespassing	trespassing	NOUN
cana-6147	22	8	,	,	PUNCT
cana-6147	22	9	theft	theft	NOUN
cana-6147	22	10	,	,	PUNCT
cana-6147	22	11	or	or	CCONJ
cana-6147	22	12	fights	fight	NOUN
cana-6147	22	13	.	.	PUNCT
cana-6147	23	1	the	the	DET
cana-6147	23	2	use	use	NOUN
cana-6147	23	3	of	of	ADP
cana-6147	23	4	convolutional	convolutional	ADJ
cana-6147	23	5	neural	neural	ADJ
cana-6147	23	6	networks	network	NOUN
cana-6147	23	7	(	(	PUNCT
cana-6147	23	8	cnns	cnns	PROPN
cana-6147	23	9	)	)	PUNCT
cana-6147	24	1	[	[	X
cana-6147	24	2	12	12	NUM
cana-6147	24	3	]	]	PUNCT
cana-6147	24	4	for	for	ADP
cana-6147	24	5	spatial	spatial	ADJ
cana-6147	24	6	feature	feature	NOUN
cana-6147	24	7	extraction	extraction	NOUN
cana-6147	24	8	and	and	CCONJ
cana-6147	24	9	recurrent	recurrent	ADJ
cana-6147	24	10	neural	neural	ADJ
cana-6147	24	11	networks	network	NOUN
cana-6147	24	12	(	(	PUNCT
cana-6147	24	13	rnns	rnns	PROPN
cana-6147	24	14	)	)	PUNCT
cana-6147	25	1	[	[	X
cana-6147	25	2	14	14	NUM
cana-6147	25	3	]	]	PUNCT
cana-6147	25	4	or	or	CCONJ
cana-6147	25	5	long	long	ADJ
cana-6147	25	6	short	short	ADJ
cana-6147	25	7	-	-	PUNCT
cana-6147	25	8	term	term	NOUN
cana-6147	25	9	memory	memory	NOUN
cana-6147	25	10	(	(	PUNCT
cana-6147	25	11	lstm	lstm	NOUN
cana-6147	25	12	)	)	PUNCT
cana-6147	26	1	[	[	X
cana-6147	26	2	15	15	NUM
cana-6147	26	3	]	]	X
cana-6147	26	4	networks	network	NOUN
cana-6147	26	5	for	for	ADP
cana-6147	26	6	temporal	temporal	ADJ
cana-6147	26	7	sequence	sequence	NOUN
cana-6147	26	8	modeling	modeling	NOUN
cana-6147	26	9	enables	enable	VERB
cana-6147	26	10	the	the	DET
cana-6147	26	11	system	system	NOUN
cana-6147	26	12	to	to	PART
cana-6147	26	13	capture	capture	VERB
cana-6147	26	14	both	both	DET
cana-6147	26	15	the	the	DET
cana-6147	26	16	appearance	appearance	NOUN
cana-6147	26	17	and	and	CCONJ
cana-6147	26	18	motion	motion	NOUN
cana-6147	26	19	patterns	pattern	NOUN
cana-6147	26	20	of	of	ADP
cana-6147	26	21	objects	object	NOUN
cana-6147	26	22	or	or	CCONJ
cana-6147	26	23	individuals	individual	NOUN
cana-6147	26	24	across	across	ADP
cana-6147	26	25	video	video	NOUN
cana-6147	26	26	frames	frame	NOUN
cana-6147	26	27	.	.	PUNCT
cana-6147	27	1	this	this	DET
cana-6147	27	2	dual	dual	ADJ
cana-6147	27	3	capability	capability	NOUN
cana-6147	27	4	significantly	significantly	ADV
cana-6147	27	5	improves	improve	VERB
cana-6147	27	6	the	the	DET
cana-6147	27	7	accuracy	accuracy	NOUN
cana-6147	27	8	and	and	CCONJ
cana-6147	27	9	reliability	reliability	NOUN
cana-6147	27	10	of	of	ADP
cana-6147	27	11	anomaly	anomaly	NOUN
cana-6147	27	12	detection	detection	NOUN
cana-6147	27	13	compared	compare	VERB
cana-6147	27	14	to	to	ADP
cana-6147	27	15	traditional	traditional	ADJ
cana-6147	27	16	video	video	NOUN
cana-6147	27	17	analytics	analytic	NOUN
cana-6147	27	18	techniques	technique	NOUN
cana-6147	27	19	.	.	PUNCT
cana-6147	28	1	the	the	DET
cana-6147	28	2	deployment	deployment	NOUN
cana-6147	28	3	of	of	ADP
cana-6147	28	4	ai	ai	NOUN
cana-6147	28	5	-	-	PUNCT
cana-6147	28	6	based	base	VERB
cana-6147	28	7	surveillance	surveillance	NOUN
cana-6147	28	8	systems	system	NOUN
cana-6147	28	9	offers	offer	VERB
cana-6147	28	10	multiple	multiple	ADJ
cana-6147	28	11	advantages	advantage	NOUN
cana-6147	28	12	.	.	PUNCT
cana-6147	29	1	firstly	firstly	ADV
cana-6147	29	2	,	,	PUNCT
cana-6147	29	3	it	it	PRON
cana-6147	29	4	reduces	reduce	VERB
cana-6147	29	5	human	human	ADJ
cana-6147	29	6	workload	workload	NOUN
cana-6147	29	7	by	by	ADP
cana-6147	29	8	automating	automate	VERB
cana-6147	29	9	the	the	DET
cana-6147	29	10	process	process	NOUN
cana-6147	29	11	of	of	ADP
cana-6147	29	12	video	video	NOUN
cana-6147	29	13	analysis	analysis	NOUN
cana-6147	29	14	,	,	PUNCT
cana-6147	29	15	allowing	allow	VERB
cana-6147	29	16	security	security	NOUN
cana-6147	29	17	personnel	personnel	NOUN
cana-6147	29	18	to	to	PART
cana-6147	29	19	focus	focus	VERB
cana-6147	29	20	on	on	ADP
cana-6147	29	21	critical	critical	ADJ
cana-6147	29	22	decision	decision	NOUN
cana-6147	29	23	-	-	PUNCT
cana-6147	29	24	making	making	NOUN
cana-6147	29	25	rather	rather	ADV
cana-6147	29	26	than	than	ADP
cana-6147	29	27	continuous	continuous	ADJ
cana-6147	29	28	monitoring	monitoring	NOUN
cana-6147	29	29	.	.	PUNCT
cana-6147	30	1	secondly	secondly	ADV
cana-6147	30	2	,	,	PUNCT
cana-6147	30	3	it	it	PRON
cana-6147	30	4	improves	improve	VERB
cana-6147	30	5	situational	situational	ADJ
cana-6147	30	6	awareness	awareness	NOUN
cana-6147	30	7	and	and	CCONJ
cana-6147	30	8	ensures	ensure	VERB
cana-6147	30	9	timely	timely	ADJ
cana-6147	30	10	alerts	alert	NOUN
cana-6147	30	11	in	in	ADP
cana-6147	30	12	response	response	NOUN
cana-6147	30	13	to	to	ADP
cana-6147	30	14	suspicious	suspicious	ADJ
cana-6147	30	15	activities	activity	NOUN
cana-6147	30	16	,	,	PUNCT
cana-6147	30	17	which	which	PRON
cana-6147	30	18	is	be	AUX
cana-6147	30	19	crucial	crucial	ADJ
cana-6147	30	20	for	for	ADP
cana-6147	30	21	mitigating	mitigate	VERB
cana-6147	30	22	risks	risk	NOUN
cana-6147	30	23	in	in	ADP
cana-6147	30	24	sensitive	sensitive	ADJ
cana-6147	30	25	areas	area	NOUN
cana-6147	30	26	such	such	ADJ
cana-6147	30	27	as	as	ADP
cana-6147	30	28	airports	airport	NOUN
cana-6147	30	29	,	,	PUNCT
cana-6147	30	30	banks	bank	NOUN
cana-6147	30	31	,	,	PUNCT
cana-6147	30	32	hospitals	hospital	NOUN
cana-6147	30	33	,	,	PUNCT
cana-6147	30	34	and	and	CCONJ
cana-6147	30	35	public	public	ADJ
cana-6147	30	36	gatherings	gathering	NOUN
cana-6147	30	37	[	[	X
cana-6147	30	38	9	9	NUM
cana-6147	30	39	]	]	PUNCT
cana-6147	30	40	.	.	PUNCT
cana-6147	31	1	additionally	additionally	ADV
cana-6147	31	2	,	,	PUNCT
cana-6147	31	3	the	the	DET
cana-6147	31	4	scalability	scalability	NOUN
cana-6147	31	5	of	of	ADP
cana-6147	31	6	ai	ai	ADJ
cana-6147	31	7	-	-	PUNCT
cana-6147	31	8	driven	drive	VERB
cana-6147	31	9	surveillance	surveillance	NOUN
cana-6147	31	10	allows	allow	VERB
cana-6147	31	11	monitoring	monitoring	NOUN
cana-6147	31	12	of	of	ADP
cana-6147	31	13	large	large	ADJ
cana-6147	31	14	areas	area	NOUN
cana-6147	31	15	with	with	ADP
cana-6147	31	16	multiple	multiple	ADJ
cana-6147	31	17	cameras	camera	NOUN
cana-6147	31	18	,	,	PUNCT
cana-6147	31	19	providing	provide	VERB
cana-6147	31	20	a	a	DET
cana-6147	31	21	unified	unified	ADJ
cana-6147	31	22	system	system	NOUN
cana-6147	31	23	capable	capable	ADJ
cana-6147	31	24	of	of	ADP
cana-6147	31	25	handling	handle	VERB
cana-6147	31	26	high	high	ADJ
cana-6147	31	27	-	-	PUNCT
cana-6147	31	28	resolution	resolution	NOUN
cana-6147	31	29	video	video	NOUN
cana-6147	31	30	streams	stream	NOUN
cana-6147	31	31	and	and	CCONJ
cana-6147	31	32	complex	complex	ADJ
cana-6147	31	33	scenarios	scenario	NOUN
cana-6147	31	34	efficiently	efficiently	ADV
cana-6147	31	35	.	.	PUNCT
cana-6147	32	1	the	the	DET
cana-6147	32	2	primary	primary	ADJ
cana-6147	32	3	objective	objective	NOUN
cana-6147	32	4	of	of	ADP
cana-6147	32	5	this	this	DET
cana-6147	32	6	research	research	NOUN
cana-6147	32	7	is	be	AUX
cana-6147	32	8	to	to	PART
cana-6147	32	9	design	design	VERB
cana-6147	32	10	and	and	CCONJ
cana-6147	32	11	develop	develop	VERB
cana-6147	32	12	an	an	DET
cana-6147	32	13	ai	ai	NOUN
cana-6147	32	14	-	-	PUNCT
cana-6147	32	15	based	base	VERB
cana-6147	32	16	automated	automate	VERB
cana-6147	32	17	suspicious	suspicious	ADJ
cana-6147	32	18	activity	activity	NOUN
cana-6147	32	19	detection	detection	NOUN
cana-6147	32	20	system	system	NOUN
cana-6147	32	21	for	for	ADP
cana-6147	32	22	smart	smart	ADJ
cana-6147	32	23	surveillance	surveillance	NOUN
cana-6147	32	24	that	that	PRON
cana-6147	32	25	overcomes	overcome	VERB
cana-6147	32	26	these	these	DET
cana-6147	32	27	challenges	challenge	NOUN
cana-6147	32	28	.	.	PUNCT
cana-6147	33	1	by	by	ADP
cana-6147	33	2	integrating	integrate	VERB
cana-6147	33	3	state	state	NOUN
cana-6147	33	4	-	-	PUNCT
cana-6147	33	5	of	of	ADP
cana-6147	33	6	-	-	PUNCT
cana-6147	33	7	the	the	DET
cana-6147	33	8	-	-	PUNCT
cana-6147	33	9	art	art	NOUN
cana-6147	33	10	deep	deep	ADJ
cana-6147	33	11	learning	learning	NOUN
cana-6147	33	12	techniques	technique	NOUN
cana-6147	33	13	for	for	ADP
cana-6147	33	14	both	both	CCONJ
cana-6147	33	15	spatial	spatial	ADJ
cana-6147	33	16	and	and	CCONJ
cana-6147	33	17	temporal	temporal	ADJ
cana-6147	33	18	analysis	analysis	NOUN
cana-6147	33	19	,	,	PUNCT
cana-6147	33	20	the	the	DET
cana-6147	33	21	system	system	NOUN
cana-6147	33	22	aims	aim	VERB
cana-6147	33	23	to	to	PART
cana-6147	33	24	enhance	enhance	VERB
cana-6147	33	25	real	real	ADJ
cana-6147	33	26	-	-	PUNCT
cana-6147	33	27	time	time	NOUN
cana-6147	33	28	monitoring	monitoring	NOUN
cana-6147	33	29	capabilities	capability	NOUN
cana-6147	33	30	,	,	PUNCT
cana-6147	33	31	improve	improve	VERB
cana-6147	33	32	detection	detection	NOUN
cana-6147	33	33	accuracy	accuracy	NOUN
cana-6147	33	34	,	,	PUNCT
cana-6147	33	35	and	and	CCONJ
cana-6147	33	36	reduce	reduce	VERB
cana-6147	33	37	human	human	ADJ
cana-6147	33	38	intervention	intervention	NOUN
cana-6147	33	39	.	.	PUNCT
cana-6147	34	1	this	this	DET
cana-6147	34	2	work	work	NOUN
cana-6147	34	3	contributes	contribute	VERB
cana-6147	34	4	to	to	ADP
cana-6147	34	5	the	the	DET
cana-6147	34	6	growing	grow	VERB
cana-6147	34	7	field	field	NOUN
cana-6147	34	8	of	of	ADP
cana-6147	34	9	intelligent	intelligent	ADJ
cana-6147	34	10	surveillance	surveillance	NOUN
cana-6147	34	11	,	,	PUNCT
cana-6147	34	12	offering	offer	VERB
cana-6147	34	13	potential	potential	ADJ
cana-6147	34	14	solutions	solution	NOUN
cana-6147	34	15	for	for	ADP
cana-6147	34	16	public	public	ADJ
cana-6147	34	17	safety	safety	NOUN
cana-6147	34	18	,	,	PUNCT
cana-6147	34	19	critical	critical	ADJ
cana-6147	34	20	infrastructure	infrastructure	NOUN
cana-6147	34	21	protection	protection	NOUN
cana-6147	34	22	,	,	PUNCT
cana-6147	34	23	and	and	CCONJ
cana-6147	34	24	smart	smart	ADJ
cana-6147	34	25	city	city	NOUN
cana-6147	34	26	security	security	NOUN
cana-6147	34	27	,	,	PUNCT
cana-6147	34	28	thereby	thereby	ADV
cana-6147	34	29	addressing	address	VERB
cana-6147	34	30	the	the	DET
cana-6147	34	31	evolving	evolve	VERB
cana-6147	34	32	demands	demand	NOUN
cana-6147	34	33	of	of	ADP
cana-6147	34	34	modern	modern	ADJ
cana-6147	34	35	security	security	NOUN
cana-6147	34	36	landscapes	landscape	NOUN
cana-6147	34	37	.	.	PUNCT
cana-6147	35	1	2	2	X
cana-6147	35	2	.	.	X
cana-6147	35	3	review	review	NOUN
cana-6147	35	4	of	of	ADP
cana-6147	35	5	literature	literature	NOUN
cana-6147	35	6	recent	recent	ADJ
cana-6147	35	7	advancements	advancement	NOUN
cana-6147	35	8	in	in	ADP
cana-6147	35	9	video	video	NOUN
cana-6147	35	10	surveillance	surveillance	NOUN
cana-6147	35	11	have	have	VERB
cana-6147	35	12	increasingly	increasingly	ADV
cana-6147	35	13	leveraged	leverage	VERB
cana-6147	35	14	deep	deep	ADJ
cana-6147	35	15	learning	learning	NOUN
cana-6147	35	16	and	and	CCONJ
cana-6147	35	17	artificial	artificial	ADJ
cana-6147	35	18	intelligence	intelligence	NOUN
cana-6147	35	19	techniques	technique	NOUN
cana-6147	35	20	(	(	PUNCT
cana-6147	35	21	table	table	NOUN
cana-6147	35	22	1	1	NUM
cana-6147	35	23	)	)	PUNCT
cana-6147	35	24	to	to	PART
cana-6147	35	25	enhance	enhance	VERB
cana-6147	35	26	automated	automate	VERB
cana-6147	35	27	monitoring	monitoring	NOUN
cana-6147	35	28	and	and	CCONJ
cana-6147	35	29	anomaly	anomaly	NOUN
cana-6147	35	30	detection	detection	NOUN
cana-6147	35	31	[	[	X
cana-6147	35	32	1][2][3	1][2][3	NUM
cana-6147	35	33	]	]	PUNCT
cana-6147	35	34	.	.	PUNCT
cana-6147	36	1	studies	study	NOUN
cana-6147	36	2	highlight	highlight	VERB
cana-6147	36	3	the	the	DET
cana-6147	36	4	effectiveness	effectiveness	NOUN
cana-6147	36	5	of	of	ADP
cana-6147	36	6	cnns	cnn	NOUN
cana-6147	36	7	,	,	PUNCT
cana-6147	36	8	rnns	rnn	NOUN
cana-6147	36	9	,	,	PUNCT
cana-6147	36	10	and	and	CCONJ
cana-6147	36	11	lstm	lstm	NOUN
cana-6147	36	12	networks	network	NOUN
cana-6147	36	13	for	for	ADP
cana-6147	36	14	extracting	extract	VERB
cana-6147	36	15	spatial	spatial	ADJ
cana-6147	36	16	and	and	CCONJ
cana-6147	36	17	temporal	temporal	ADJ
cana-6147	36	18	features	feature	NOUN
cana-6147	36	19	from	from	ADP
cana-6147	36	20	video	video	NOUN
cana-6147	36	21	streams	stream	NOUN
cana-6147	36	22	,	,	PUNCT
cana-6147	36	23	enabling	enable	VERB
cana-6147	36	24	accurate	accurate	ADJ
cana-6147	36	25	recognition	recognition	NOUN
cana-6147	36	26	of	of	ADP
cana-6147	36	27	normal	normal	ADJ
cana-6147	36	28	and	and	CCONJ
cana-6147	36	29	abnormal	abnormal	ADJ
cana-6147	36	30	behaviors	behavior	NOUN
cana-6147	36	31	in	in	ADP
cana-6147	36	32	diverse	diverse	ADJ
cana-6147	36	33	environments	environment	NOUN
cana-6147	37	1	[	[	X
cana-6147	37	2	1][2][7	1][2][7	NUM
cana-6147	37	3	]	]	PUNCT
cana-6147	37	4	.	.	PUNCT
cana-6147	38	1	research	research	NOUN
cana-6147	38	2	on	on	ADP
cana-6147	38	3	anomaly	anomaly	NOUN
cana-6147	38	4	detection	detection	NOUN
cana-6147	38	5	demonstrates	demonstrate	VERB
cana-6147	38	6	that	that	SCONJ
cana-6147	38	7	deep	deep	ADJ
cana-6147	38	8	models	model	NOUN
cana-6147	38	9	can	can	AUX
cana-6147	38	10	identify	identify	VERB
cana-6147	38	11	unusual	unusual	ADJ
cana-6147	38	12	activities	activity	NOUN
cana-6147	38	13	in	in	ADP
cana-6147	38	14	real	real	ADJ
cana-6147	38	15	time	time	NOUN
cana-6147	38	16	,	,	PUNCT
cana-6147	38	17	improving	improve	VERB
cana-6147	38	18	situational	situational	ADJ
cana-6147	38	19	awareness	awareness	NOUN
cana-6147	38	20	and	and	CCONJ
cana-6147	38	21	security	security	NOUN
cana-6147	39	1	[	[	X
cana-6147	39	2	2][10	2][10	NUM
cana-6147	39	3	]	]	PUNCT
cana-6147	39	4	.	.	PUNCT
cana-6147	40	1	traditional	traditional	ADJ
cana-6147	40	2	human	human	ADJ
cana-6147	40	3	motion	motion	NOUN
cana-6147	40	4	analysis	analysis	NOUN
cana-6147	40	5	and	and	CCONJ
cana-6147	40	6	object	object	VERB
cana-6147	40	7	detection	detection	NOUN
cana-6147	40	8	techniques	technique	NOUN
cana-6147	40	9	provide	provide	VERB
cana-6147	40	10	foundational	foundational	ADJ
cana-6147	40	11	approaches	approach	NOUN
cana-6147	40	12	for	for	ADP
cana-6147	40	13	tracking	tracking	NOUN
cana-6147	40	14	and	and	CCONJ
cana-6147	40	15	activity	activity	NOUN
cana-6147	40	16	recognition	recognition	NOUN
cana-6147	40	17	but	but	CCONJ
cana-6147	40	18	often	often	ADV
cana-6147	40	19	face	face	VERB
cana-6147	40	20	limitations	limitation	NOUN
cana-6147	40	21	in	in	ADP
cana-6147	40	22	handling	handle	VERB
cana-6147	40	23	occlusions	occlusion	NOUN
cana-6147	40	24	,	,	PUNCT
cana-6147	40	25	crowded	crowded	ADJ
cana-6147	40	26	scenes	scene	NOUN
cana-6147	40	27	,	,	PUNCT
cana-6147	40	28	and	and	CCONJ
cana-6147	40	29	complex	complex	ADJ
cana-6147	40	30	movements	movement	NOUN
cana-6147	40	31	[	[	X
cana-6147	40	32	4][5][6	4][5][6	NUM
cana-6147	40	33	]	]	PUNCT
cana-6147	40	34	.	.	PUNCT
cana-6147	41	1	modern	modern	ADJ
cana-6147	41	2	machine	machine	NOUN
cana-6147	41	3	learning	learning	NOUN
cana-6147	41	4	and	and	CCONJ
cana-6147	41	5	deep	deep	ADJ
cana-6147	41	6	learning	learning	NOUN
cana-6147	41	7	frameworks	framework	NOUN
cana-6147	41	8	have	have	AUX
cana-6147	41	9	shown	show	VERB
cana-6147	41	10	significant	significant	ADJ
cana-6147	41	11	potential	potential	NOUN
cana-6147	41	12	for	for	ADP
cana-6147	41	13	intelligent	intelligent	ADJ
cana-6147	41	14	surveillance	surveillance	NOUN
cana-6147	41	15	systems	system	NOUN
cana-6147	41	16	,	,	PUNCT
cana-6147	41	17	offering	offer	VERB
cana-6147	41	18	high	high	ADJ
cana-6147	41	19	accuracy	accuracy	NOUN
cana-6147	41	20	,	,	PUNCT
cana-6147	41	21	real	real	ADJ
cana-6147	41	22	-	-	PUNCT
cana-6147	41	23	time	time	NOUN
cana-6147	41	24	processing	processing	NOUN
cana-6147	41	25	,	,	PUNCT
cana-6147	41	26	and	and	CCONJ
cana-6147	41	27	proactive	proactive	ADJ
cana-6147	41	28	threat	threat	NOUN
cana-6147	41	29	detection	detection	NOUN
cana-6147	41	30	[	[	X
cana-6147	41	31	7][8][10	7][8][10	NUM
cana-6147	41	32	]	]	PUNCT
cana-6147	41	33	.	.	PUNCT
cana-6147	42	1	despite	despite	SCONJ
cana-6147	42	2	these	these	DET
cana-6147	42	3	advancements	advancement	NOUN
cana-6147	42	4	,	,	PUNCT
cana-6147	42	5	challenges	challenge	NOUN
cana-6147	42	6	remain	remain	VERB
cana-6147	42	7	,	,	PUNCT
cana-6147	42	8	including	include	VERB
cana-6147	42	9	the	the	DET
cana-6147	42	10	need	need	NOUN
cana-6147	42	11	for	for	ADP
cana-6147	42	12	large	large	ADJ
cana-6147	42	13	and	and	CCONJ
cana-6147	42	14	diverse	diverse	ADJ
cana-6147	42	15	datasets	dataset	NOUN
cana-6147	42	16	,	,	PUNCT
cana-6147	42	17	computational	computational	ADJ
cana-6147	42	18	efficiency	efficiency	NOUN
cana-6147	42	19	,	,	PUNCT
cana-6147	42	20	and	and	CCONJ
cana-6147	42	21	adaptability	adaptability	NOUN
cana-6147	42	22	to	to	ADP
cana-6147	42	23	dynamic	dynamic	ADJ
cana-6147	42	24	real	real	ADJ
cana-6147	42	25	-	-	PUNCT
cana-6147	42	26	world	world	NOUN
cana-6147	42	27	conditions	condition	NOUN
cana-6147	42	28	,	,	PUNCT
cana-6147	42	29	emphasizing	emphasize	VERB
cana-6147	42	30	the	the	DET
cana-6147	42	31	importance	importance	NOUN
cana-6147	42	32	of	of	ADP
cana-6147	42	33	developing	develop	VERB
cana-6147	42	34	robust	robust	ADJ
cana-6147	42	35	and	and	CCONJ
cana-6147	42	36	scalable	scalable	ADJ
cana-6147	42	37	automated	automate	VERB
cana-6147	42	38	surveillance	surveillance	NOUN
cana-6147	42	39	solutions	solution	NOUN
cana-6147	43	1	[	[	X
cana-6147	43	2	9	9	NUM
cana-6147	43	3	]	]	PUNCT
cana-6147	43	4	.	.	PUNCT
cana-6147	44	1	table	table	NOUN
cana-6147	44	2	1	1	NUM
cana-6147	44	3	.	.	X
cana-6147	44	4	review	review	NOUN
cana-6147	44	5	of	of	ADP
cana-6147	44	6	literature	literature	NOUN
cana-6147	44	7	on	on	ADP
cana-6147	44	8	video	video	NOUN
cana-6147	44	9	surveillance	surveillance	NOUN
cana-6147	44	10	using	use	VERB
cana-6147	44	11	deep	deep	ADJ
cana-6147	44	12	learning	learning	NOUN
cana-6147	44	13	and	and	CCONJ
cana-6147	44	14	ai	ai	NOUN
cana-6147	44	15	-	-	PUNCT
cana-6147	44	16	based	base	VERB
cana-6147	44	17	techniques	technique	NOUN
cana-6147	44	18	.	.	PUNCT
cana-6147	45	1	ref	ref	NOUN
cana-6147	45	2	.	.	PUNCT
cana-6147	46	1	algorithm	algorithm	PROPN
cana-6147	46	2	dataset	dataset	PROPN
cana-6147	46	3	features	feature	VERB
cana-6147	46	4	weakness	weakness	NOUN
cana-6147	46	5	[	[	X
cana-6147	46	6	1	1	X
cana-6147	46	7	]	]	X
cana-6147	46	8	deep	deep	ADJ
cana-6147	46	9	learning	learning	NOUN
cana-6147	46	10	methods	method	NOUN
cana-6147	46	11	for	for	ADP
cana-6147	46	12	video	video	NOUN
cana-6147	46	13	surveillance	surveillance	NOUN
cana-6147	46	14	various	various	ADJ
cana-6147	46	15	benchmark	benchmark	NOUN
cana-6147	46	16	datasets	dataset	NOUN
cana-6147	46	17	survey	survey	NOUN
cana-6147	46	18	of	of	ADP
cana-6147	46	19	cnn	cnn	PROPN
cana-6147	46	20	,	,	PUNCT
cana-6147	46	21	rnn	rnn	PROPN
cana-6147	46	22	,	,	PUNCT
cana-6147	46	23	lstm	lstm	NOUN
cana-6147	46	24	,	,	PUNCT
cana-6147	46	25	and	and	CCONJ
cana-6147	46	26	hybrid	hybrid	NOUN
cana-6147	46	27	models	model	NOUN
cana-6147	46	28	for	for	ADP
cana-6147	46	29	surveillance	surveillance	NOUN
cana-6147	46	30	tasks	task	NOUN
cana-6147	46	31	lacks	lack	VERB
cana-6147	46	32	experimental	experimental	ADJ
cana-6147	46	33	comparison	comparison	NOUN
cana-6147	46	34	;	;	PUNCT
cana-6147	46	35	mostly	mostly	ADV
cana-6147	46	36	theoretical	theoretical	ADJ
cana-6147	46	37	review	review	NOUN
cana-6147	46	38	[	[	X
cana-6147	46	39	2	2	NUM
cana-6147	46	40	]	]	PUNCT
cana-6147	46	41	anomaly	anomaly	NOUN
cana-6147	46	42	detection	detection	NOUN
cana-6147	46	43	using	use	VERB
cana-6147	46	44	deep	deep	ADJ
cana-6147	46	45	learning	learn	VERB
cana-6147	46	46	ucsd	ucsd	PROPN
cana-6147	46	47	pedestrian	pedestrian	PROPN
cana-6147	46	48	,	,	PUNCT
cana-6147	46	49	avenue	avenue	NOUN
cana-6147	46	50	dataset	dataset	NOUN
cana-6147	46	51	detects	detect	NOUN
cana-6147	46	52	unusual	unusual	ADJ
cana-6147	46	53	behavior	behavior	NOUN
cana-6147	46	54	and	and	CCONJ
cana-6147	46	55	anomalies	anomaly	NOUN
cana-6147	46	56	in	in	ADP
cana-6147	46	57	crowded	crowded	ADJ
cana-6147	46	58	scenes	scene	NOUN
cana-6147	46	59	limited	limit	VERB
cana-6147	46	60	evaluation	evaluation	NOUN
cana-6147	46	61	on	on	ADP
cana-6147	46	62	complex	complex	ADJ
cana-6147	46	63	multi	multi	ADJ
cana-6147	46	64	-	-	ADJ
cana-6147	46	65	camera	camera	ADJ
cana-6147	46	66	setups	setup	NOUN
cana-6147	46	67	[	[	X
cana-6147	46	68	3	3	NUM
cana-6147	46	69	]	]	SYM
cana-6147	46	70	ai	ai	NOUN
cana-6147	46	71	-	-	PUNCT
cana-6147	46	72	based	base	VERB
cana-6147	46	73	video	video	NOUN
cana-6147	46	74	surveillance	surveillance	NOUN
cana-6147	46	75	public	public	ADJ
cana-6147	46	76	surveillance	surveillance	NOUN
cana-6147	46	77	footage	footage	NOUN
cana-6147	46	78	real	real	ADJ
cana-6147	46	79	-	-	PUNCT
cana-6147	46	80	time	time	NOUN
cana-6147	46	81	monitoring	monitoring	NOUN
cana-6147	46	82	,	,	PUNCT
cana-6147	46	83	scalability	scalability	NOUN
cana-6147	46	84	and	and	CCONJ
cana-6147	46	85	privacy	privacy	NOUN
cana-6147	46	86	concerns	concern	NOUN
cana-6147	46	87	not	not	PART
cana-6147	46	88	fully	fully	ADV
cana-6147	46	89	addressed	address	VERB
cana-6147	46	90	communications	communication	NOUN
cana-6147	46	91	on	on	ADP
cana-6147	46	92	applied	apply	VERB
cana-6147	46	93	nonlinear	nonlinear	ADJ
cana-6147	46	94	analysis	analysis	NOUN
cana-6147	46	95	issn	issn	NOUN
cana-6147	46	96	:	:	PUNCT
cana-6147	46	97	1074	1074	NUM
cana-6147	46	98	-	-	PUNCT
cana-6147	46	99	133x	133x	NUM
cana-6147	46	100	vol	vol	NOUN
cana-6147	46	101	32	32	NUM
cana-6147	46	102	no	no	NOUN
cana-6147	46	103	.	.	PUNCT
cana-6147	47	1	2s	2s	NUM
cana-6147	47	2	(	(	PUNCT
cana-6147	47	3	2025	2025	NUM
cana-6147	47	4	)	)	PUNCT
cana-6147	47	5	621	621	NUM
cana-6147	47	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-6147	47	7	automated	automate	VERB
cana-6147	47	8	threat	threat	NOUN
cana-6147	47	9	detection	detection	NOUN
cana-6147	47	10	,	,	PUNCT
cana-6147	47	11	smart	smart	ADJ
cana-6147	47	12	alerts	alert	NOUN
cana-6147	47	13	[	[	X
cana-6147	47	14	4	4	X
cana-6147	47	15	]	]	PUNCT
cana-6147	47	16	human	human	ADJ
cana-6147	47	17	motion	motion	NOUN
cana-6147	47	18	analysis	analysis	NOUN
cana-6147	47	19	pets	pet	NOUN
cana-6147	47	20	,	,	PUNCT
cana-6147	47	21	kth	kth	PROPN
cana-6147	47	22	,	,	PUNCT
cana-6147	47	23	weizmann	weizmann	PROPN
cana-6147	47	24	motion	motion	NOUN
cana-6147	47	25	tracking	tracking	NOUN
cana-6147	47	26	,	,	PUNCT
cana-6147	47	27	activity	activity	NOUN
cana-6147	47	28	recognition	recognition	NOUN
cana-6147	47	29	,	,	PUNCT
cana-6147	47	30	background	background	NOUN
cana-6147	47	31	subtraction	subtraction	NOUN
cana-6147	47	32	computationally	computationally	ADV
cana-6147	47	33	intensive	intensive	ADJ
cana-6147	47	34	;	;	PUNCT
cana-6147	47	35	struggles	struggle	VERB
cana-6147	47	36	with	with	ADP
cana-6147	47	37	occlusions	occlusion	NOUN
cana-6147	47	38	[	[	X
cana-6147	47	39	5	5	NUM
cana-6147	47	40	]	]	PUNCT
cana-6147	47	41	object	object	NOUN
cana-6147	47	42	detection	detection	NOUN
cana-6147	47	43	and	and	CCONJ
cana-6147	47	44	tracking	track	VERB
cana-6147	47	45	surveillance	surveillance	NOUN
cana-6147	47	46	camera	camera	NOUN
cana-6147	47	47	datasets	dataset	NOUN
cana-6147	47	48	tracking	track	VERB
cana-6147	47	49	moving	move	VERB
cana-6147	47	50	objects	object	NOUN
cana-6147	47	51	,	,	PUNCT
cana-6147	47	52	real	real	ADJ
cana-6147	47	53	-	-	PUNCT
cana-6147	47	54	time	time	NOUN
cana-6147	47	55	object	object	NOUN
cana-6147	47	56	detection	detection	NOUN
cana-6147	47	57	performance	performance	NOUN
cana-6147	47	58	decreases	decrease	VERB
cana-6147	47	59	in	in	ADP
cana-6147	47	60	crowded	crowded	ADJ
cana-6147	47	61	or	or	CCONJ
cana-6147	47	62	dynamic	dynamic	ADJ
cana-6147	47	63	environments	environment	NOUN
cana-6147	47	64	[	[	X
cana-6147	47	65	6	6	NUM
cana-6147	47	66	]	]	PUNCT
cana-6147	47	67	object	object	NOUN
cana-6147	47	68	detection	detection	NOUN
cana-6147	47	69	methods	method	NOUN
cana-6147	47	70	multiple	multiple	ADJ
cana-6147	47	71	surveillance	surveillance	NOUN
cana-6147	47	72	datasets	dataset	NOUN
cana-6147	47	73	focus	focus	VERB
cana-6147	47	74	on	on	ADP
cana-6147	47	75	detection	detection	NOUN
cana-6147	47	76	accuracy	accuracy	NOUN
cana-6147	47	77	,	,	PUNCT
cana-6147	47	78	bounding	bound	VERB
cana-6147	47	79	box	box	NOUN
cana-6147	47	80	prediction	prediction	NOUN
cana-6147	47	81	,	,	PUNCT
cana-6147	47	82	feature	feature	NOUN
cana-6147	47	83	extraction	extraction	NOUN
cana-6147	47	84	limited	limited	ADJ
cana-6147	47	85	discussion	discussion	NOUN
cana-6147	47	86	on	on	ADP
cana-6147	47	87	temporal	temporal	ADJ
cana-6147	47	88	context	context	NOUN
cana-6147	47	89	and	and	CCONJ
cana-6147	47	90	anomaly	anomaly	NOUN
cana-6147	47	91	detection	detection	NOUN
cana-6147	47	92	[	[	X
cana-6147	47	93	7	7	X
cana-6147	47	94	]	]	X
cana-6147	47	95	machine	machine	NOUN
cana-6147	47	96	learning	learning	NOUN
cana-6147	47	97	-	-	PUNCT
cana-6147	47	98	based	base	VERB
cana-6147	47	99	surveillance	surveillance	NOUN
cana-6147	47	100	custom	custom	NOUN
cana-6147	47	101	and	and	CCONJ
cana-6147	47	102	standard	standard	ADJ
cana-6147	47	103	datasets	dataset	NOUN
cana-6147	47	104	feature	feature	NOUN
cana-6147	47	105	-	-	PUNCT
cana-6147	47	106	based	base	VERB
cana-6147	47	107	ml	ml	NOUN
cana-6147	47	108	approaches	approach	NOUN
cana-6147	47	109	(	(	PUNCT
cana-6147	47	110	svm	svm	ADJ
cana-6147	47	111	,	,	PUNCT
cana-6147	47	112	random	random	ADJ
cana-6147	47	113	forest	forest	NOUN
cana-6147	47	114	,	,	PUNCT
cana-6147	47	115	knn	knn	PROPN
cana-6147	47	116	)	)	PUNCT
cana-6147	47	117	for	for	ADP
cana-6147	47	118	event	event	NOUN
cana-6147	47	119	detection	detection	NOUN
cana-6147	47	120	can	can	AUX
cana-6147	47	121	not	not	PART
cana-6147	47	122	fully	fully	ADV
cana-6147	47	123	capture	capture	VERB
cana-6147	47	124	complex	complex	ADJ
cana-6147	47	125	temporal	temporal	ADJ
cana-6147	47	126	patterns	pattern	NOUN
cana-6147	47	127	compared	compare	VERB
cana-6147	47	128	to	to	ADP
cana-6147	47	129	deep	deep	ADJ
cana-6147	47	130	learning	learning	NOUN
cana-6147	48	1	[	[	X
cana-6147	48	2	8	8	NUM
cana-6147	48	3	]	]	X
cana-6147	48	4	real	real	ADJ
cana-6147	48	5	-	-	PUNCT
cana-6147	48	6	time	time	NOUN
cana-6147	48	7	video	video	NOUN
cana-6147	48	8	surveillance	surveillance	NOUN
cana-6147	48	9	with	with	ADP
cana-6147	48	10	deep	deep	ADJ
cana-6147	48	11	learning	learn	VERB
cana-6147	48	12	custom	custom	NOUN
cana-6147	48	13	cctv	cctv	PROPN
cana-6147	48	14	feeds	feed	VERB
cana-6147	48	15	real	real	ADJ
cana-6147	48	16	-	-	PUNCT
cana-6147	48	17	time	time	NOUN
cana-6147	48	18	detection	detection	NOUN
cana-6147	48	19	,	,	PUNCT
cana-6147	48	20	end	end	NOUN
cana-6147	48	21	-	-	PUNCT
cana-6147	48	22	to	to	ADP
cana-6147	48	23	-	-	PUNCT
cana-6147	48	24	end	end	NOUN
cana-6147	48	25	learning	learning	NOUN
cana-6147	48	26	,	,	PUNCT
cana-6147	48	27	high	high	ADJ
cana-6147	48	28	accuracy	accuracy	NOUN
cana-6147	48	29	for	for	ADP
cana-6147	48	30	specific	specific	ADJ
cana-6147	48	31	tasks	task	NOUN
cana-6147	48	32	limited	limited	ADJ
cana-6147	48	33	generalization	generalization	NOUN
cana-6147	48	34	across	across	ADP
cana-6147	48	35	diverse	diverse	ADJ
cana-6147	48	36	environments	environment	NOUN
cana-6147	48	37	[	[	X
cana-6147	48	38	9	9	NUM
cana-6147	48	39	]	]	PUNCT
cana-6147	48	40	survey	survey	NOUN
cana-6147	48	41	of	of	ADP
cana-6147	48	42	video	video	NOUN
cana-6147	48	43	surveillance	surveillance	NOUN
cana-6147	48	44	systems	system	NOUN
cana-6147	48	45	n	n	CCONJ
cana-6147	48	46	/	/	SYM
cana-6147	48	47	a	a	PRON
cana-6147	48	48	discusses	discuss	VERB
cana-6147	48	49	challenges	challenge	NOUN
cana-6147	48	50	,	,	PUNCT
cana-6147	48	51	trends	trend	NOUN
cana-6147	48	52	,	,	PUNCT
cana-6147	48	53	hardware	hardware	NOUN
cana-6147	48	54	/	/	SYM
cana-6147	48	55	software	software	NOUN
cana-6147	48	56	integration	integration	NOUN
cana-6147	48	57	mainly	mainly	ADV
cana-6147	48	58	descriptive	descriptive	ADJ
cana-6147	48	59	;	;	PUNCT
cana-6147	48	60	lacks	lack	VERB
cana-6147	48	61	practical	practical	ADJ
cana-6147	48	62	implementation	implementation	NOUN
cana-6147	48	63	results	result	NOUN
cana-6147	48	64	[	[	X
cana-6147	48	65	10	10	NUM
cana-6147	48	66	]	]	X
cana-6147	48	67	deep	deep	ADJ
cana-6147	48	68	learning	learning	NOUN
cana-6147	48	69	-	-	PUNCT
cana-6147	48	70	based	base	VERB
cana-6147	48	71	video	video	NOUN
cana-6147	48	72	analysis	analysis	NOUN
cana-6147	48	73	ucf101	ucf101	PROPN
cana-6147	48	74	,	,	PUNCT
cana-6147	48	75	hmdb51	hmdb51	NOUN
cana-6147	48	76	,	,	PUNCT
cana-6147	48	77	custom	custom	NOUN
cana-6147	48	78	datasets	dataset	NOUN
cana-6147	48	79	human	human	ADJ
cana-6147	48	80	activity	activity	NOUN
cana-6147	48	81	recognition	recognition	NOUN
cana-6147	48	82	,	,	PUNCT
cana-6147	48	83	feature	feature	NOUN
cana-6147	48	84	learning	learning	NOUN
cana-6147	48	85	,	,	PUNCT
cana-6147	48	86	anomaly	anomaly	NOUN
cana-6147	48	87	detection	detection	NOUN
cana-6147	48	88	high	high	ADJ
cana-6147	48	89	computational	computational	ADJ
cana-6147	48	90	cost	cost	NOUN
cana-6147	48	91	;	;	PUNCT
cana-6147	48	92	needs	need	VERB
cana-6147	48	93	large	large	ADJ
cana-6147	48	94	annotated	annotate	VERB
cana-6147	48	95	datasets	dataset	NOUN
cana-6147	48	96	3	3	NUM
cana-6147	48	97	.	.	PUNCT
cana-6147	48	98	proposed	propose	VERB
cana-6147	48	99	system	system	NOUN
cana-6147	48	100	model	model	NOUN
cana-6147	48	101	the	the	DET
cana-6147	48	102	system	system	NOUN
cana-6147	48	103	processes	process	VERB
cana-6147	48	104	a	a	DET
cana-6147	48	105	video	video	NOUN
cana-6147	48	106	dataset	dataset	VERB
cana-6147	48	107	through	through	ADP
cana-6147	48	108	a	a	DET
cana-6147	48	109	series	series	NOUN
cana-6147	48	110	of	of	ADP
cana-6147	48	111	modules	module	NOUN
cana-6147	48	112	including	include	VERB
cana-6147	48	113	preprocessing	preprocessing	NOUN
cana-6147	48	114	,	,	PUNCT
cana-6147	48	115	feature	feature	NOUN
cana-6147	48	116	extraction	extraction	NOUN
cana-6147	48	117	,	,	PUNCT
cana-6147	48	118	and	and	CCONJ
cana-6147	48	119	classification	classification	NOUN
cana-6147	48	120	.	.	PUNCT
cana-6147	49	1	initially	initially	ADV
cana-6147	49	2	,	,	PUNCT
cana-6147	49	3	the	the	DET
cana-6147	49	4	video	video	NOUN
cana-6147	49	5	input	input	NOUN
cana-6147	49	6	is	be	AUX
cana-6147	49	7	pre	pre	VERB
cana-6147	49	8	-	-	VERB
cana-6147	49	9	processed	processed	ADJ
cana-6147	49	10	to	to	PART
cana-6147	49	11	eliminate	eliminate	VERB
cana-6147	49	12	blur	blur	NOUN
cana-6147	49	13	and	and	CCONJ
cana-6147	49	14	other	other	ADJ
cana-6147	49	15	image	image	NOUN
cana-6147	49	16	imperfections	imperfection	NOUN
cana-6147	49	17	,	,	PUNCT
cana-6147	49	18	ensuring	ensure	VERB
cana-6147	49	19	high	high	ADJ
cana-6147	49	20	-	-	PUNCT
cana-6147	49	21	quality	quality	NOUN
cana-6147	49	22	frames	frame	NOUN
cana-6147	49	23	for	for	ADP
cana-6147	49	24	analysis	analysis	NOUN
cana-6147	49	25	.	.	PUNCT
cana-6147	50	1	key	key	ADJ
cana-6147	50	2	features	feature	NOUN
cana-6147	50	3	are	be	AUX
cana-6147	50	4	then	then	ADV
cana-6147	50	5	extracted	extract	VERB
cana-6147	50	6	from	from	ADP
cana-6147	50	7	the	the	DET
cana-6147	50	8	processed	process	VERB
cana-6147	50	9	videos	video	NOUN
cana-6147	50	10	to	to	PART
cana-6147	50	11	capture	capture	VERB
cana-6147	50	12	relevant	relevant	ADJ
cana-6147	50	13	spatial	spatial	ADJ
cana-6147	50	14	and	and	CCONJ
cana-6147	50	15	temporal	temporal	ADJ
cana-6147	50	16	information	information	NOUN
cana-6147	50	17	.	.	PUNCT
cana-6147	51	1	finally	finally	ADV
cana-6147	51	2	,	,	PUNCT
cana-6147	51	3	a	a	DET
cana-6147	51	4	convolutional	convolutional	ADJ
cana-6147	51	5	neural	neural	ADJ
cana-6147	51	6	network	network	NOUN
cana-6147	51	7	(	(	PUNCT
cana-6147	51	8	cnn	cnn	PROPN
cana-6147	51	9	)	)	PUNCT
cana-6147	51	10	is	be	AUX
cana-6147	51	11	employed	employ	VERB
cana-6147	51	12	in	in	ADP
cana-6147	51	13	the	the	DET
cana-6147	51	14	classification	classification	NOUN
cana-6147	51	15	module	module	NOUN
cana-6147	51	16	to	to	PART
cana-6147	51	17	accurately	accurately	ADV
cana-6147	51	18	detect	detect	VERB
cana-6147	51	19	and	and	CCONJ
cana-6147	51	20	identify	identify	VERB
cana-6147	51	21	suspicious	suspicious	ADJ
cana-6147	51	22	activities	activity	NOUN
cana-6147	51	23	within	within	ADP
cana-6147	51	24	the	the	DET
cana-6147	51	25	video	video	NOUN
cana-6147	51	26	streams	stream	NOUN
cana-6147	51	27	.	.	PUNCT
cana-6147	52	1	suspicious	suspicious	ADJ
cana-6147	52	2	activity	activity	NOUN
cana-6147	52	3	detection	detection	NOUN
cana-6147	52	4	in	in	ADP
cana-6147	52	5	videos	video	NOUN
cana-6147	52	6	is	be	AUX
cana-6147	52	7	a	a	DET
cana-6147	52	8	highly	highly	ADV
cana-6147	52	9	specialized	specialized	ADJ
cana-6147	52	10	domain	domain	NOUN
cana-6147	52	11	that	that	PRON
cana-6147	52	12	leverages	leverage	VERB
cana-6147	52	13	convolutional	convolutional	ADJ
cana-6147	52	14	neural	neural	ADJ
cana-6147	52	15	networks	network	NOUN
cana-6147	52	16	(	(	PUNCT
cana-6147	52	17	cnns	cnns	PROPN
cana-6147	52	18	)	)	PUNCT
cana-6147	52	19	to	to	PART
cana-6147	52	20	automatically	automatically	ADV
cana-6147	52	21	extract	extract	VERB
cana-6147	52	22	meaningful	meaningful	ADJ
cana-6147	52	23	features	feature	NOUN
cana-6147	52	24	from	from	ADP
cana-6147	52	25	visual	visual	ADJ
cana-6147	52	26	data	datum	NOUN
cana-6147	52	27	.	.	PUNCT
cana-6147	53	1	the	the	DET
cana-6147	53	2	process	process	NOUN
cana-6147	53	3	begins	begin	VERB
cana-6147	53	4	with	with	ADP
cana-6147	53	5	data	datum	NOUN
cana-6147	53	6	collection	collection	NOUN
cana-6147	53	7	and	and	CCONJ
cana-6147	53	8	preparation	preparation	NOUN
cana-6147	53	9	,	,	PUNCT
cana-6147	53	10	where	where	SCONJ
cana-6147	53	11	video	video	NOUN
cana-6147	53	12	footage	footage	NOUN
cana-6147	53	13	is	be	AUX
cana-6147	53	14	gathered	gather	VERB
cana-6147	53	15	from	from	ADP
cana-6147	53	16	surveillance	surveillance	NOUN
cana-6147	53	17	cameras	camera	NOUN
cana-6147	53	18	or	or	CCONJ
cana-6147	53	19	other	other	ADJ
cana-6147	53	20	relevant	relevant	ADJ
cana-6147	53	21	sources	source	NOUN
cana-6147	53	22	.	.	PUNCT
cana-6147	54	1	the	the	DET
cana-6147	54	2	video	video	NOUN
cana-6147	54	3	is	be	AUX
cana-6147	54	4	then	then	ADV
cana-6147	54	5	divided	divide	VERB
cana-6147	54	6	into	into	ADP
cana-6147	54	7	individual	individual	ADJ
cana-6147	54	8	frames	frame	NOUN
cana-6147	54	9	or	or	CCONJ
cana-6147	54	10	clips	clip	NOUN
cana-6147	54	11	,	,	PUNCT
cana-6147	54	12	which	which	PRON
cana-6147	54	13	are	be	AUX
cana-6147	54	14	pre	pre	VERB
cana-6147	54	15	-	-	VERB
cana-6147	54	16	processed	process	VERB
cana-6147	54	17	by	by	ADP
cana-6147	54	18	resizing	resize	VERB
cana-6147	54	19	,	,	PUNCT
cana-6147	54	20	normalizing	normalizing	NOUN
cana-6147	54	21	,	,	PUNCT
cana-6147	54	22	and	and	CCONJ
cana-6147	54	23	removing	remove	VERB
cana-6147	54	24	noise	noise	NOUN
cana-6147	54	25	to	to	PART
cana-6147	54	26	ensure	ensure	VERB
cana-6147	54	27	consistency	consistency	NOUN
cana-6147	54	28	and	and	CCONJ
cana-6147	54	29	improve	improve	VERB
cana-6147	54	30	model	model	NOUN
cana-6147	54	31	performance	performance	NOUN
cana-6147	54	32	.	.	PUNCT
cana-6147	55	1	feature	feature	NOUN
cana-6147	55	2	extraction	extraction	NOUN
cana-6147	55	3	is	be	AUX
cana-6147	55	4	performed	perform	VERB
cana-6147	55	5	using	use	VERB
cana-6147	55	6	pretrained	pretraine	VERB
cana-6147	55	7	cnn	cnn	PROPN
cana-6147	55	8	models	model	NOUN
cana-6147	55	9	such	such	ADJ
cana-6147	55	10	as	as	ADP
cana-6147	55	11	vgg	vgg	NOUN
cana-6147	55	12	,	,	PUNCT
cana-6147	55	13	resnet	resnet	NOUN
cana-6147	55	14	,	,	PUNCT
cana-6147	55	15	or	or	CCONJ
cana-6147	55	16	inception	inception	NOUN
cana-6147	55	17	,	,	PUNCT
cana-6147	55	18	which	which	PRON
cana-6147	55	19	are	be	AUX
cana-6147	55	20	capable	capable	ADJ
cana-6147	55	21	of	of	ADP
cana-6147	55	22	capturing	capture	VERB
cana-6147	55	23	both	both	CCONJ
cana-6147	55	24	spatial	spatial	ADJ
cana-6147	55	25	and	and	CCONJ
cana-6147	55	26	contextual	contextual	ADJ
cana-6147	55	27	information	information	NOUN
cana-6147	55	28	from	from	ADP
cana-6147	55	29	each	each	DET
cana-6147	55	30	frame	frame	NOUN
cana-6147	55	31	.	.	PUNCT
cana-6147	56	1	to	to	PART
cana-6147	56	2	capture	capture	VERB
cana-6147	56	3	motion	motion	NOUN
cana-6147	56	4	and	and	CCONJ
cana-6147	56	5	temporal	temporal	ADJ
cana-6147	56	6	dynamics	dynamic	NOUN
cana-6147	56	7	,	,	PUNCT
cana-6147	56	8	sequences	sequence	NOUN
cana-6147	56	9	of	of	ADP
cana-6147	56	10	frames	frame	NOUN
cana-6147	56	11	are	be	AUX
cana-6147	56	12	communications	communication	NOUN
cana-6147	56	13	on	on	ADP
cana-6147	56	14	applied	apply	VERB
cana-6147	56	15	nonlinear	nonlinear	ADJ
cana-6147	56	16	analysis	analysis	NOUN
cana-6147	56	17	issn	issn	NOUN
cana-6147	56	18	:	:	PUNCT
cana-6147	56	19	1074	1074	NUM
cana-6147	56	20	-	-	PUNCT
cana-6147	56	21	133x	133x	NUM
cana-6147	56	22	vol	vol	NOUN
cana-6147	56	23	32	32	NUM
cana-6147	56	24	no	no	NOUN
cana-6147	56	25	.	.	PUNCT
cana-6147	57	1	2s	2s	NUM
cana-6147	57	2	(	(	PUNCT
cana-6147	57	3	2025	2025	NUM
cana-6147	57	4	)	)	PUNCT
cana-6147	57	5	622	622	NUM
cana-6147	57	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-6147	57	7	analyzed	analyze	VERB
cana-6147	57	8	together	together	ADV
cana-6147	57	9	,	,	PUNCT
cana-6147	57	10	allowing	allow	VERB
cana-6147	57	11	the	the	DET
cana-6147	57	12	system	system	NOUN
cana-6147	57	13	to	to	PART
cana-6147	57	14	understand	understand	VERB
cana-6147	57	15	patterns	pattern	NOUN
cana-6147	57	16	of	of	ADP
cana-6147	57	17	movement	movement	NOUN
cana-6147	57	18	over	over	ADP
cana-6147	57	19	time	time	NOUN
cana-6147	57	20	rather	rather	ADV
cana-6147	57	21	than	than	ADP
cana-6147	57	22	just	just	ADV
cana-6147	57	23	individual	individual	ADJ
cana-6147	57	24	frames	frame	NOUN
cana-6147	57	25	.	.	PUNCT
cana-6147	58	1	the	the	DET
cana-6147	58	2	next	next	ADJ
cana-6147	58	3	stage	stage	NOUN
cana-6147	58	4	involves	involve	VERB
cana-6147	58	5	model	model	NOUN
cana-6147	58	6	training	training	NOUN
cana-6147	58	7	,	,	PUNCT
cana-6147	58	8	where	where	SCONJ
cana-6147	58	9	the	the	DET
cana-6147	58	10	pre	pre	ADJ
cana-6147	58	11	-	-	ADJ
cana-6147	58	12	trained	trained	ADJ
cana-6147	58	13	cnn	cnn	PROPN
cana-6147	58	14	is	be	AUX
cana-6147	58	15	fine	fine	ADV
cana-6147	58	16	-	-	PUNCT
cana-6147	58	17	tuned	tune	VERB
cana-6147	58	18	on	on	ADP
cana-6147	58	19	an	an	DET
cana-6147	58	20	annotated	annotate	VERB
cana-6147	58	21	dataset	dataset	NOUN
cana-6147	58	22	containing	contain	VERB
cana-6147	58	23	examples	example	NOUN
cana-6147	58	24	of	of	ADP
cana-6147	58	25	normal	normal	ADJ
cana-6147	58	26	and	and	CCONJ
cana-6147	58	27	suspicious	suspicious	ADJ
cana-6147	58	28	activities	activity	NOUN
cana-6147	58	29	.	.	PUNCT
cana-6147	59	1	a	a	DET
cana-6147	59	2	detection	detection	NOUN
cana-6147	59	3	threshold	threshold	NOUN
cana-6147	59	4	is	be	AUX
cana-6147	59	5	defined	define	VERB
cana-6147	59	6	based	base	VERB
cana-6147	59	7	on	on	ADP
cana-6147	59	8	model	model	NOUN
cana-6147	59	9	confidence	confidence	NOUN
cana-6147	59	10	scores	score	NOUN
cana-6147	59	11	or	or	CCONJ
cana-6147	59	12	domain	domain	NOUN
cana-6147	59	13	-	-	PUNCT
cana-6147	59	14	specific	specific	ADJ
cana-6147	59	15	criteria	criterion	NOUN
cana-6147	59	16	to	to	PART
cana-6147	59	17	differentiate	differentiate	VERB
cana-6147	59	18	between	between	ADP
cana-6147	59	19	typical	typical	ADJ
cana-6147	59	20	and	and	CCONJ
cana-6147	59	21	anomalous	anomalous	ADJ
cana-6147	59	22	behavior	behavior	NOUN
cana-6147	59	23	.	.	PUNCT
cana-6147	60	1	during	during	ADP
cana-6147	60	2	inference	inference	NOUN
cana-6147	60	3	,	,	PUNCT
cana-6147	60	4	the	the	DET
cana-6147	60	5	model	model	NOUN
cana-6147	60	6	evaluates	evaluate	VERB
cana-6147	60	7	video	video	NOUN
cana-6147	60	8	frames	frame	NOUN
cana-6147	60	9	or	or	CCONJ
cana-6147	60	10	sequences	sequence	NOUN
cana-6147	60	11	,	,	PUNCT
cana-6147	60	12	computing	compute	VERB
cana-6147	60	13	the	the	DET
cana-6147	60	14	likelihood	likelihood	NOUN
cana-6147	60	15	of	of	ADP
cana-6147	60	16	suspicious	suspicious	ADJ
cana-6147	60	17	activity	activity	NOUN
cana-6147	60	18	.	.	PUNCT
cana-6147	61	1	postprocessing	postprocessing	NOUN
cana-6147	61	2	techniques	technique	NOUN
cana-6147	61	3	are	be	AUX
cana-6147	61	4	then	then	ADV
cana-6147	61	5	applied	apply	VERB
cana-6147	61	6	to	to	PART
cana-6147	61	7	reduce	reduce	VERB
cana-6147	61	8	false	false	ADJ
cana-6147	61	9	positives	positive	NOUN
cana-6147	61	10	and	and	CCONJ
cana-6147	61	11	enhance	enhance	VERB
cana-6147	61	12	detection	detection	NOUN
cana-6147	61	13	accuracy	accuracy	NOUN
cana-6147	61	14	,	,	PUNCT
cana-6147	61	15	ensuring	ensure	VERB
cana-6147	61	16	that	that	SCONJ
cana-6147	61	17	alerts	alert	NOUN
cana-6147	61	18	are	be	AUX
cana-6147	61	19	both	both	ADV
cana-6147	61	20	precise	precise	ADJ
cana-6147	61	21	and	and	CCONJ
cana-6147	61	22	actionable	actionable	ADJ
cana-6147	61	23	.	.	PUNCT
cana-6147	62	1	when	when	SCONJ
cana-6147	62	2	a	a	DET
cana-6147	62	3	suspicious	suspicious	ADJ
cana-6147	62	4	activity	activity	NOUN
cana-6147	62	5	is	be	AUX
cana-6147	62	6	detected	detect	VERB
cana-6147	62	7	beyond	beyond	ADP
cana-6147	62	8	the	the	DET
cana-6147	62	9	set	set	NOUN
cana-6147	62	10	threshold	threshold	NOUN
cana-6147	62	11	,	,	PUNCT
cana-6147	62	12	the	the	DET
cana-6147	62	13	system	system	NOUN
cana-6147	62	14	generates	generate	VERB
cana-6147	62	15	notifications	notification	NOUN
cana-6147	62	16	or	or	CCONJ
cana-6147	62	17	real	real	ADJ
cana-6147	62	18	-	-	PUNCT
cana-6147	62	19	time	time	NOUN
cana-6147	62	20	alerts	alert	NOUN
cana-6147	62	21	to	to	ADP
cana-6147	62	22	security	security	NOUN
cana-6147	62	23	personnel	personnel	NOUN
cana-6147	62	24	.	.	PUNCT
cana-6147	63	1	the	the	DET
cana-6147	63	2	methodology	methodology	NOUN
cana-6147	63	3	also	also	ADV
cana-6147	63	4	emphasizes	emphasize	VERB
cana-6147	63	5	continuous	continuous	ADJ
cana-6147	63	6	evaluation	evaluation	NOUN
cana-6147	63	7	and	and	CCONJ
cana-6147	63	8	fine	fine	ADV
cana-6147	63	9	-	-	PUNCT
cana-6147	63	10	tuning	tuning	NOUN
cana-6147	63	11	,	,	PUNCT
cana-6147	63	12	ensuring	ensure	VERB
cana-6147	63	13	that	that	SCONJ
cana-6147	63	14	the	the	DET
cana-6147	63	15	model	model	NOUN
cana-6147	63	16	adapts	adapt	VERB
cana-6147	63	17	to	to	ADP
cana-6147	63	18	new	new	ADJ
cana-6147	63	19	scenarios	scenario	NOUN
cana-6147	63	20	,	,	PUNCT
cana-6147	63	21	maintains	maintain	VERB
cana-6147	63	22	high	high	ADJ
cana-6147	63	23	reliability	reliability	NOUN
cana-6147	63	24	,	,	PUNCT
cana-6147	63	25	and	and	CCONJ
cana-6147	63	26	can	can	AUX
cana-6147	63	27	be	be	AUX
cana-6147	63	28	effectively	effectively	ADV
cana-6147	63	29	deployed	deploy	VERB
cana-6147	63	30	at	at	ADP
cana-6147	63	31	scale	scale	NOUN
cana-6147	63	32	in	in	ADP
cana-6147	63	33	real	real	ADJ
cana-6147	63	34	-	-	PUNCT
cana-6147	63	35	world	world	NOUN
cana-6147	63	36	surveillance	surveillance	NOUN
cana-6147	63	37	systems	system	NOUN
cana-6147	63	38	.	.	PUNCT
cana-6147	64	1	figure	figure	NOUN
cana-6147	64	2	1	1	NUM
cana-6147	64	3	.	.	PUNCT
cana-6147	64	4	proposed	propose	VERB
cana-6147	64	5	system	system	NOUN
cana-6147	64	6	model	model	NOUN
cana-6147	64	7	for	for	ADP
cana-6147	64	8	detecting	detect	VERB
cana-6147	64	9	suspicious	suspicious	ADJ
cana-6147	64	10	activities	activity	NOUN
cana-6147	64	11	in	in	ADP
cana-6147	64	12	video	video	NOUN
cana-6147	64	13	surveillance	surveillance	NOUN
cana-6147	64	14	video	video	NOUN
cana-6147	64	15	input	input	NOUN
cana-6147	64	16	&	&	CCONJ
cana-6147	64	17	frame	frame	PROPN
cana-6147	64	18	segmentation	segmentation	NOUN
cana-6147	64	19	:	:	PUNCT
cana-6147	64	20	the	the	DET
cana-6147	64	21	system	system	NOUN
cana-6147	64	22	begins	begin	VERB
cana-6147	64	23	by	by	ADP
cana-6147	64	24	capturing	capture	VERB
cana-6147	64	25	either	either	CCONJ
cana-6147	64	26	real	real	ADJ
cana-6147	64	27	-	-	PUNCT
cana-6147	64	28	time	time	NOUN
cana-6147	64	29	video	video	NOUN
cana-6147	64	30	streams	stream	NOUN
cana-6147	64	31	or	or	CCONJ
cana-6147	64	32	prerecorded	prerecord	VERB
cana-6147	64	33	footage	footage	NOUN
cana-6147	64	34	,	,	PUNCT
cana-6147	64	35	as	as	SCONJ
cana-6147	64	36	illustrated	illustrate	VERB
cana-6147	64	37	in	in	ADP
cana-6147	64	38	fig	fig	NOUN
cana-6147	64	39	.	.	PUNCT
cana-6147	65	1	1	1	X
cana-6147	65	2	.	.	PUNCT
cana-6147	66	1	the	the	DET
cana-6147	66	2	videos	video	NOUN
cana-6147	66	3	are	be	AUX
cana-6147	66	4	segmented	segment	VERB
cana-6147	66	5	into	into	ADP
cana-6147	66	6	individual	individual	ADJ
cana-6147	66	7	frames	frame	NOUN
cana-6147	66	8	at	at	ADP
cana-6147	66	9	a	a	DET
cana-6147	66	10	chosen	choose	VERB
cana-6147	66	11	rate	rate	NOUN
cana-6147	66	12	,	,	PUNCT
cana-6147	66	13	typically	typically	ADV
cana-6147	66	14	10–15	10–15	NUM
cana-6147	66	15	frames	frame	NOUN
cana-6147	66	16	per	per	ADP
cana-6147	66	17	second	second	ADJ
cana-6147	66	18	(	(	PUNCT
cana-6147	66	19	fps	fps	PROPN
cana-6147	66	20	)	)	PUNCT
cana-6147	66	21	.	.	PUNCT
cana-6147	67	1	for	for	ADP
cana-6147	67	2	higher	high	ADJ
cana-6147	67	3	-	-	PUNCT
cana-6147	67	4	level	level	NOUN
cana-6147	67	5	temporal	temporal	ADJ
cana-6147	67	6	analysis	analysis	NOUN
cana-6147	67	7	,	,	PUNCT
cana-6147	67	8	these	these	DET
cana-6147	67	9	frames	frame	NOUN
cana-6147	67	10	are	be	AUX
cana-6147	67	11	grouped	group	VERB
cana-6147	67	12	into	into	ADP
cana-6147	67	13	segments	segment	NOUN
cana-6147	67	14	—	—	PUNCT
cana-6147	67	15	for	for	ADP
cana-6147	67	16	example	example	NOUN
cana-6147	67	17	,	,	PUNCT
cana-6147	67	18	3	3	NUM
cana-6147	67	19	seconds	second	NOUN
cana-6147	67	20	of	of	ADP
cana-6147	67	21	footage	footage	NOUN
cana-6147	67	22	corresponds	correspond	VERB
cana-6147	67	23	to	to	ADP
cana-6147	67	24	30	30	NUM
cana-6147	67	25	frames	frame	NOUN
cana-6147	67	26	.	.	PUNCT
cana-6147	68	1	this	this	DET
cana-6147	68	2	segmentation	segmentation	NOUN
cana-6147	68	3	allows	allow	VERB
cana-6147	68	4	the	the	DET
cana-6147	68	5	system	system	NOUN
cana-6147	68	6	to	to	PART
cana-6147	68	7	process	process	VERB
cana-6147	68	8	manageable	manageable	ADJ
cana-6147	68	9	chunks	chunk	NOUN
cana-6147	68	10	of	of	ADP
cana-6147	68	11	video	video	NOUN
cana-6147	68	12	data	datum	NOUN
cana-6147	68	13	while	while	SCONJ
cana-6147	68	14	retaining	retain	VERB
cana-6147	68	15	sufficient	sufficient	ADJ
cana-6147	68	16	temporal	temporal	ADJ
cana-6147	68	17	information	information	NOUN
cana-6147	68	18	for	for	ADP
cana-6147	68	19	detecting	detect	VERB
cana-6147	68	20	activities	activity	NOUN
cana-6147	68	21	and	and	CCONJ
cana-6147	68	22	anomalies	anomaly	NOUN
cana-6147	68	23	.	.	PUNCT
cana-6147	69	1	background	background	NOUN
cana-6147	69	2	modeling	modeling	NOUN
cana-6147	69	3	&	&	CCONJ
cana-6147	69	4	subtraction	subtraction	NOUN
cana-6147	69	5	:	:	PUNCT
cana-6147	69	6	to	to	PART
cana-6147	69	7	isolate	isolate	VERB
cana-6147	69	8	moving	move	VERB
cana-6147	69	9	objects	object	NOUN
cana-6147	69	10	from	from	ADP
cana-6147	69	11	the	the	DET
cana-6147	69	12	static	static	ADJ
cana-6147	69	13	scene	scene	NOUN
cana-6147	69	14	,	,	PUNCT
cana-6147	69	15	a	a	DET
cana-6147	69	16	background	background	NOUN
cana-6147	69	17	model	model	NOUN
cana-6147	69	18	is	be	AUX
cana-6147	69	19	created	create	VERB
cana-6147	69	20	using	use	VERB
cana-6147	69	21	techniques	technique	NOUN
cana-6147	69	22	such	such	ADJ
cana-6147	69	23	as	as	ADP
cana-6147	69	24	gaussian	gaussian	ADJ
cana-6147	69	25	mixture	mixture	NOUN
cana-6147	69	26	models	model	NOUN
cana-6147	69	27	(	(	PUNCT
cana-6147	69	28	gmm	gmm	NOUN
cana-6147	69	29	)	)	PUNCT
cana-6147	69	30	,	,	PUNCT
cana-6147	69	31	vibe	vibe	NOUN
cana-6147	69	32	,	,	PUNCT
cana-6147	69	33	or	or	CCONJ
cana-6147	69	34	the	the	DET
cana-6147	69	35	teknomo	teknomo	NOUN
cana-6147	69	36	–	–	PUNCT
cana-6147	69	37	fernandez	fernandez	NOUN
cana-6147	69	38	algorithm	algorithm	NOUN
cana-6147	69	39	.	.	PUNCT
cana-6147	70	1	pixel	pixel	ADJ
cana-6147	70	2	-	-	ADJ
cana-6147	70	3	wise	wise	ADJ
cana-6147	70	4	subtraction	subtraction	NOUN
cana-6147	70	5	between	between	ADP
cana-6147	70	6	the	the	DET
cana-6147	70	7	current	current	ADJ
cana-6147	70	8	frames	frame	NOUN
cana-6147	70	9	and	and	CCONJ
cana-6147	70	10	the	the	DET
cana-6147	70	11	background	background	NOUN
cana-6147	70	12	model	model	NOUN
cana-6147	70	13	produces	produce	VERB
cana-6147	70	14	foreground	foreground	NOUN
cana-6147	70	15	masks	mask	NOUN
cana-6147	70	16	representing	represent	VERB
cana-6147	70	17	dynamic	dynamic	ADJ
cana-6147	70	18	elements	element	NOUN
cana-6147	70	19	in	in	ADP
cana-6147	70	20	the	the	DET
cana-6147	70	21	scene	scene	NOUN
cana-6147	70	22	.	.	PUNCT
cana-6147	71	1	additionally	additionally	ADV
cana-6147	71	2	,	,	PUNCT
cana-6147	71	3	segmentation	segmentation	NOUN
cana-6147	71	4	can	can	AUX
cana-6147	71	5	be	be	AUX
cana-6147	71	6	enhanced	enhance	VERB
cana-6147	71	7	by	by	ADP
cana-6147	71	8	integrating	integrate	VERB
cana-6147	71	9	cnnbased	cnnbase	VERB
cana-6147	71	10	semantic	semantic	ADJ
cana-6147	71	11	segmentation	segmentation	NOUN
cana-6147	71	12	with	with	ADP
cana-6147	71	13	classical	classical	ADJ
cana-6147	71	14	background	background	NOUN
cana-6147	71	15	subtraction	subtraction	NOUN
cana-6147	71	16	,	,	PUNCT
cana-6147	71	17	yielding	yield	VERB
cana-6147	71	18	more	more	ADV
cana-6147	71	19	precise	precise	ADJ
cana-6147	71	20	and	and	CCONJ
cana-6147	71	21	refined	refined	ADJ
cana-6147	71	22	masks	mask	NOUN
cana-6147	71	23	for	for	ADP
cana-6147	71	24	subsequent	subsequent	ADJ
cana-6147	71	25	analysis	analysis	NOUN
cana-6147	71	26	,	,	PUNCT
cana-6147	71	27	as	as	SCONJ
cana-6147	71	28	shown	show	VERB
cana-6147	71	29	in	in	ADP
cana-6147	71	30	fig	fig	NOUN
cana-6147	71	31	.	.	PUNCT
cana-6147	72	1	2	2	X
cana-6147	72	2	.	.	X
cana-6147	72	3	foreground	foreground	NOUN
cana-6147	72	4	extraction	extraction	NOUN
cana-6147	72	5	&	&	CCONJ
cana-6147	72	6	object	object	PROPN
cana-6147	72	7	segmentation	segmentation	NOUN
cana-6147	72	8	:	:	PUNCT
cana-6147	72	9	foreground	foreground	PROPN
cana-6147	72	10	masks	mask	NOUN
cana-6147	72	11	are	be	AUX
cana-6147	72	12	further	far	ADV
cana-6147	72	13	refined	refine	VERB
cana-6147	72	14	using	use	VERB
cana-6147	72	15	morphological	morphological	ADJ
cana-6147	72	16	operations	operation	NOUN
cana-6147	72	17	to	to	PART
cana-6147	72	18	remove	remove	VERB
cana-6147	72	19	noise	noise	NOUN
cana-6147	72	20	and	and	CCONJ
cana-6147	72	21	improve	improve	VERB
cana-6147	72	22	the	the	DET
cana-6147	72	23	quality	quality	NOUN
cana-6147	72	24	of	of	ADP
cana-6147	72	25	detected	detect	VERB
cana-6147	72	26	object	object	NOUN
cana-6147	72	27	blobs	blob	NOUN
cana-6147	72	28	.	.	PUNCT
cana-6147	73	1	connected	connect	VERB
cana-6147	73	2	-	-	PUNCT
cana-6147	73	3	component	component	NOUN
cana-6147	73	4	analysis	analysis	NOUN
cana-6147	73	5	is	be	AUX
cana-6147	73	6	applied	apply	VERB
cana-6147	73	7	to	to	PART
cana-6147	73	8	identify	identify	VERB
cana-6147	73	9	individual	individual	ADJ
cana-6147	73	10	moving	move	VERB
cana-6147	73	11	objects	object	NOUN
cana-6147	73	12	within	within	ADP
cana-6147	73	13	the	the	DET
cana-6147	73	14	scene	scene	NOUN
cana-6147	73	15	.	.	PUNCT
cana-6147	74	1	optionally	optionally	ADV
cana-6147	74	2	,	,	PUNCT
cana-6147	74	3	a	a	DET
cana-6147	74	4	lightweight	lightweight	ADJ
cana-6147	74	5	cnn	cnn	PROPN
cana-6147	74	6	can	can	AUX
cana-6147	74	7	be	be	AUX
cana-6147	74	8	employed	employ	VERB
cana-6147	74	9	to	to	PART
cana-6147	74	10	differentiate	differentiate	VERB
cana-6147	74	11	human	human	ADJ
cana-6147	74	12	objects	object	NOUN
cana-6147	74	13	from	from	ADP
cana-6147	74	14	non	non	ADJ
cana-6147	74	15	-	-	ADJ
cana-6147	74	16	human	human	ADJ
cana-6147	74	17	elements	element	NOUN
cana-6147	74	18	,	,	PUNCT
cana-6147	74	19	such	such	ADJ
cana-6147	74	20	as	as	ADP
cana-6147	74	21	luggage	luggage	NOUN
cana-6147	74	22	or	or	CCONJ
cana-6147	74	23	animals	animal	NOUN
cana-6147	74	24	.	.	PUNCT
cana-6147	75	1	once	once	SCONJ
cana-6147	75	2	objects	object	NOUN
cana-6147	75	3	are	be	AUX
cana-6147	75	4	identified	identify	VERB
cana-6147	75	5	,	,	PUNCT
cana-6147	75	6	communications	communication	NOUN
cana-6147	75	7	on	on	ADP
cana-6147	75	8	applied	apply	VERB
cana-6147	75	9	nonlinear	nonlinear	ADJ
cana-6147	75	10	analysis	analysis	NOUN
cana-6147	75	11	issn	issn	NOUN
cana-6147	75	12	:	:	PUNCT
cana-6147	75	13	1074	1074	NUM
cana-6147	75	14	-	-	PUNCT
cana-6147	75	15	133x	133x	NUM
cana-6147	75	16	vol	vol	NOUN
cana-6147	75	17	32	32	NUM
cana-6147	75	18	no	no	NOUN
cana-6147	75	19	.	.	PUNCT
cana-6147	76	1	2s	2s	NUM
cana-6147	76	2	(	(	PUNCT
cana-6147	76	3	2025	2025	NUM
cana-6147	76	4	)	)	PUNCT
cana-6147	76	5	623	623	NUM
cana-6147	76	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6147	76	7	they	they	PRON
cana-6147	76	8	are	be	AUX
cana-6147	76	9	tracked	track	VERB
cana-6147	76	10	across	across	ADP
cana-6147	76	11	consecutive	consecutive	ADJ
cana-6147	76	12	frames	frame	NOUN
cana-6147	76	13	to	to	PART
cana-6147	76	14	build	build	VERB
cana-6147	76	15	continuous	continuous	ADJ
cana-6147	76	16	trajectories	trajectory	NOUN
cana-6147	76	17	,	,	PUNCT
cana-6147	76	18	forming	form	VERB
cana-6147	76	19	the	the	DET
cana-6147	76	20	foundation	foundation	NOUN
cana-6147	76	21	for	for	ADP
cana-6147	76	22	temporal	temporal	ADJ
cana-6147	76	23	feature	feature	NOUN
cana-6147	76	24	extraction	extraction	NOUN
cana-6147	76	25	and	and	CCONJ
cana-6147	76	26	activity	activity	NOUN
cana-6147	76	27	analysis	analysis	NOUN
cana-6147	76	28	.	.	PUNCT
cana-6147	77	1	feature	feature	NOUN
cana-6147	77	2	extraction	extraction	NOUN
cana-6147	77	3	&	&	CCONJ
cana-6147	77	4	sequence	sequence	NOUN
cana-6147	77	5	encoding	encoding	NOUN
cana-6147	77	6	:	:	PUNCT
cana-6147	77	7	for	for	SCONJ
cana-6147	77	8	each	each	DET
cana-6147	77	9	detected	detect	VERB
cana-6147	77	10	object	object	NOUN
cana-6147	77	11	or	or	CCONJ
cana-6147	77	12	frame	frame	NOUN
cana-6147	77	13	segment	segment	NOUN
cana-6147	77	14	,	,	PUNCT
cana-6147	77	15	spatial	spatial	ADJ
cana-6147	77	16	and	and	CCONJ
cana-6147	77	17	temporal	temporal	ADJ
cana-6147	77	18	features	feature	NOUN
cana-6147	77	19	are	be	AUX
cana-6147	77	20	extracted	extract	VERB
cana-6147	77	21	.	.	PUNCT
cana-6147	78	1	spatial	spatial	ADJ
cana-6147	78	2	features	feature	NOUN
cana-6147	78	3	are	be	AUX
cana-6147	78	4	captured	capture	VERB
cana-6147	78	5	using	use	VERB
cana-6147	78	6	cnn	cnn	PROPN
cana-6147	78	7	-	-	PUNCT
cana-6147	78	8	based	base	VERB
cana-6147	78	9	deep	deep	ADJ
cana-6147	78	10	learning	learning	NOUN
cana-6147	78	11	models	model	NOUN
cana-6147	78	12	such	such	ADJ
cana-6147	78	13	as	as	ADP
cana-6147	78	14	resnet	resnet	NOUN
cana-6147	78	15	or	or	CCONJ
cana-6147	78	16	inception	inception	NOUN
cana-6147	78	17	,	,	PUNCT
cana-6147	78	18	while	while	SCONJ
cana-6147	78	19	temporal	temporal	ADJ
cana-6147	78	20	dynamics	dynamic	NOUN
cana-6147	78	21	are	be	AUX
cana-6147	78	22	measured	measure	VERB
cana-6147	78	23	using	use	VERB
cana-6147	78	24	motion	motion	NOUN
cana-6147	78	25	trajectories	trajectory	NOUN
cana-6147	78	26	,	,	PUNCT
cana-6147	78	27	optical	optical	ADJ
cana-6147	78	28	flow	flow	NOUN
cana-6147	78	29	,	,	PUNCT
cana-6147	78	30	and	and	CCONJ
cana-6147	78	31	histograms	histogram	NOUN
cana-6147	78	32	of	of	ADP
cana-6147	78	33	flow	flow	NOUN
cana-6147	78	34	(	(	PUNCT
cana-6147	78	35	hof	hof	NOUN
cana-6147	78	36	)	)	PUNCT
cana-6147	78	37	.	.	PUNCT
cana-6147	79	1	these	these	DET
cana-6147	79	2	features	feature	NOUN
cana-6147	79	3	are	be	AUX
cana-6147	79	4	aggregated	aggregate	VERB
cana-6147	79	5	across	across	ADP
cana-6147	79	6	grouped	group	VERB
cana-6147	79	7	frames	frame	NOUN
cana-6147	79	8	to	to	PART
cana-6147	79	9	form	form	VERB
cana-6147	79	10	sequences	sequence	NOUN
cana-6147	79	11	that	that	PRON
cana-6147	79	12	capture	capture	VERB
cana-6147	79	13	both	both	CCONJ
cana-6147	79	14	the	the	DET
cana-6147	79	15	spatial	spatial	ADJ
cana-6147	79	16	and	and	CCONJ
cana-6147	79	17	temporal	temporal	ADJ
cana-6147	79	18	characteristics	characteristic	NOUN
cana-6147	79	19	of	of	ADP
cana-6147	79	20	object	object	NOUN
cana-6147	79	21	movement	movement	NOUN
cana-6147	79	22	.	.	PUNCT
cana-6147	80	1	this	this	DET
cana-6147	80	2	sequence	sequence	NOUN
cana-6147	80	3	encoding	encoding	NOUN
cana-6147	80	4	is	be	AUX
cana-6147	80	5	essential	essential	ADJ
cana-6147	80	6	for	for	ADP
cana-6147	80	7	training	training	NOUN
cana-6147	80	8	models	model	NOUN
cana-6147	80	9	to	to	PART
cana-6147	80	10	recognize	recognize	VERB
cana-6147	80	11	patterns	pattern	NOUN
cana-6147	80	12	indicative	indicative	ADJ
cana-6147	80	13	of	of	ADP
cana-6147	80	14	suspicious	suspicious	ADJ
cana-6147	80	15	behavior	behavior	NOUN
cana-6147	80	16	.	.	PUNCT
cana-6147	81	1	suspicious	suspicious	ADJ
cana-6147	81	2	activity	activity	NOUN
cana-6147	81	3	detection	detection	NOUN
cana-6147	81	4	:	:	PUNCT
cana-6147	81	5	the	the	DET
cana-6147	81	6	final	final	ADJ
cana-6147	81	7	stage	stage	NOUN
cana-6147	81	8	involves	involve	VERB
cana-6147	81	9	detecting	detect	VERB
cana-6147	81	10	and	and	CCONJ
cana-6147	81	11	classifying	classify	VERB
cana-6147	81	12	activities	activity	NOUN
cana-6147	81	13	as	as	ADP
cana-6147	81	14	“	"	PUNCT
cana-6147	81	15	normal	normal	ADJ
cana-6147	81	16	”	"	PUNCT
cana-6147	81	17	or	or	CCONJ
cana-6147	81	18	“	"	PUNCT
cana-6147	81	19	suspicious	suspicious	ADJ
cana-6147	81	20	”	"	PUNCT
cana-6147	81	21	based	base	VERB
cana-6147	81	22	on	on	ADP
cana-6147	81	23	the	the	DET
cana-6147	81	24	extracted	extract	VERB
cana-6147	81	25	features	feature	NOUN
cana-6147	81	26	.	.	PUNCT
cana-6147	82	1	classification	classification	NOUN
cana-6147	82	2	models	model	NOUN
cana-6147	82	3	are	be	AUX
cana-6147	82	4	trained	train	VERB
cana-6147	82	5	on	on	ADP
cana-6147	82	6	labeled	label	VERB
cana-6147	82	7	datasets	dataset	NOUN
cana-6147	82	8	containing	contain	VERB
cana-6147	82	9	various	various	ADJ
cana-6147	82	10	abnormal	abnormal	ADJ
cana-6147	82	11	events	event	NOUN
cana-6147	82	12	such	such	ADJ
cana-6147	82	13	as	as	ADP
cana-6147	82	14	running	run	VERB
cana-6147	82	15	,	,	PUNCT
cana-6147	82	16	loitering	loitering	NOUN
cana-6147	82	17	,	,	PUNCT
cana-6147	82	18	fighting	fighting	NOUN
cana-6147	82	19	,	,	PUNCT
cana-6147	82	20	trespassing	trespassing	NOUN
cana-6147	82	21	,	,	PUNCT
cana-6147	82	22	and	and	CCONJ
cana-6147	82	23	theft	theft	NOUN
cana-6147	82	24	.	.	PUNCT
cana-6147	83	1	to	to	PART
cana-6147	83	2	improve	improve	VERB
cana-6147	83	3	reliability	reliability	NOUN
cana-6147	83	4	and	and	CCONJ
cana-6147	83	5	minimize	minimize	VERB
cana-6147	83	6	false	false	ADJ
cana-6147	83	7	alarms	alarm	NOUN
cana-6147	83	8	,	,	PUNCT
cana-6147	83	9	ensemble	ensemble	ADJ
cana-6147	83	10	learning	learning	NOUN
cana-6147	83	11	techniques	technique	NOUN
cana-6147	83	12	or	or	CCONJ
cana-6147	83	13	rule	rule	NOUN
cana-6147	83	14	-	-	PUNCT
cana-6147	83	15	based	base	VERB
cana-6147	83	16	filtering	filtering	NOUN
cana-6147	83	17	can	can	AUX
cana-6147	83	18	be	be	AUX
cana-6147	83	19	incorporated	incorporate	VERB
cana-6147	83	20	.	.	PUNCT
cana-6147	84	1	this	this	DET
cana-6147	84	2	stage	stage	NOUN
cana-6147	84	3	enables	enable	VERB
cana-6147	84	4	the	the	DET
cana-6147	84	5	system	system	NOUN
cana-6147	84	6	to	to	PART
cana-6147	84	7	provide	provide	VERB
cana-6147	84	8	real	real	ADJ
cana-6147	84	9	-	-	PUNCT
cana-6147	84	10	time	time	NOUN
cana-6147	84	11	alerts	alert	NOUN
cana-6147	84	12	,	,	PUNCT
cana-6147	84	13	enhancing	enhance	VERB
cana-6147	84	14	security	security	NOUN
cana-6147	84	15	by	by	ADP
cana-6147	84	16	proactively	proactively	ADV
cana-6147	84	17	identifying	identify	VERB
cana-6147	84	18	potential	potential	ADJ
cana-6147	84	19	threats	threat	NOUN
cana-6147	84	20	and	and	CCONJ
cana-6147	84	21	abnormal	abnormal	ADJ
cana-6147	84	22	behaviors	behavior	NOUN
cana-6147	84	23	.	.	PUNCT
cana-6147	85	1	4	4	X
cana-6147	85	2	.	.	X
cana-6147	85	3	performance	performance	NOUN
cana-6147	85	4	evaluation	evaluation	NOUN
cana-6147	85	5	metrics	metric	NOUN
cana-6147	85	6	precision	precision	NOUN
cana-6147	85	7	,	,	PUNCT
cana-6147	85	8	recall	recall	NOUN
cana-6147	85	9	,	,	PUNCT
cana-6147	85	10	accuracy	accuracy	NOUN
cana-6147	85	11	,	,	PUNCT
cana-6147	85	12	and	and	CCONJ
cana-6147	85	13	f1	f1	NOUN
cana-6147	85	14	score	score	NOUN
cana-6147	85	15	are	be	AUX
cana-6147	85	16	widely	widely	ADV
cana-6147	85	17	used	use	VERB
cana-6147	85	18	evaluation	evaluation	NOUN
cana-6147	85	19	metrics	metric	NOUN
cana-6147	85	20	in	in	ADP
cana-6147	85	21	classification	classification	NOUN
cana-6147	85	22	tasks	task	NOUN
cana-6147	85	23	.	.	PUNCT
cana-6147	86	1	each	each	DET
cana-6147	86	2	metric	metric	NOUN
cana-6147	86	3	provides	provide	VERB
cana-6147	86	4	a	a	DET
cana-6147	86	5	different	different	ADJ
cana-6147	86	6	aspect	aspect	NOUN
cana-6147	86	7	of	of	ADP
cana-6147	86	8	model	model	NOUN
cana-6147	86	9	performance	performance	NOUN
cana-6147	86	10	.	.	PUNCT
cana-6147	87	1	these	these	DET
cana-6147	87	2	metrics	metric	NOUN
cana-6147	87	3	are	be	AUX
cana-6147	87	4	valuable	valuable	ADJ
cana-6147	87	5	in	in	ADP
cana-6147	87	6	evaluating	evaluate	VERB
cana-6147	87	7	the	the	DET
cana-6147	87	8	performance	performance	NOUN
cana-6147	87	9	of	of	ADP
cana-6147	87	10	a	a	DET
cana-6147	87	11	classification	classification	NOUN
cana-6147	87	12	model	model	NOUN
cana-6147	87	13	and	and	CCONJ
cana-6147	87	14	can	can	AUX
cana-6147	87	15	provide	provide	VERB
cana-6147	87	16	insights	insight	NOUN
cana-6147	87	17	into	into	ADP
cana-6147	87	18	its	its	PRON
cana-6147	87	19	effectiveness	effectiveness	NOUN
cana-6147	87	20	in	in	ADP
cana-6147	87	21	correctly	correctly	ADV
cana-6147	87	22	predicting	predict	VERB
cana-6147	87	23	positive	positive	ADJ
cana-6147	87	24	and	and	CCONJ
cana-6147	87	25	negative	negative	ADJ
cana-6147	87	26	instances	instance	NOUN
cana-6147	87	27	[	[	X
cana-6147	87	28	12	12	NUM
cana-6147	87	29	-	-	SYM
cana-6147	87	30	13	13	NUM
cana-6147	87	31	]	]	PUNCT
cana-6147	87	32	as	as	SCONJ
cana-6147	87	33	depicted	depict	VERB
cana-6147	87	34	in	in	ADP
cana-6147	87	35	table	table	NOUN
cana-6147	88	1	2	2	NUM
cana-6147	88	2	.	.	NOUN
cana-6147	88	3	•	•	NUM
cana-6147	88	4	accuracy	accuracy	NOUN
cana-6147	88	5	measures	measure	VERB
cana-6147	88	6	the	the	DET
cana-6147	88	7	overall	overall	ADJ
cana-6147	88	8	correctness	correctness	NOUN
cana-6147	88	9	of	of	ADP
cana-6147	88	10	the	the	DET
cana-6147	88	11	model	model	NOUN
cana-6147	88	12	by	by	ADP
cana-6147	88	13	calculating	calculate	VERB
cana-6147	88	14	the	the	DET
cana-6147	88	15	ratio	ratio	NOUN
cana-6147	88	16	of	of	ADP
cana-6147	88	17	correctly	correctly	ADV
cana-6147	88	18	predicted	predict	VERB
cana-6147	88	19	samples	sample	NOUN
cana-6147	88	20	(	(	PUNCT
cana-6147	88	21	both	both	CCONJ
cana-6147	88	22	positive	positive	ADJ
cana-6147	88	23	and	and	CCONJ
cana-6147	88	24	negative	negative	ADJ
cana-6147	88	25	)	)	PUNCT
cana-6147	88	26	to	to	ADP
cana-6147	88	27	the	the	DET
cana-6147	88	28	total	total	ADJ
cana-6147	88	29	number	number	NOUN
cana-6147	88	30	of	of	ADP
cana-6147	88	31	samples	sample	NOUN
cana-6147	88	32	.	.	PUNCT
cana-6147	89	1	•	•	NUM
cana-6147	89	2	precision	precision	NOUN
cana-6147	89	3	quantifies	quantify	VERB
cana-6147	89	4	the	the	DET
cana-6147	89	5	proportion	proportion	NOUN
cana-6147	89	6	of	of	ADP
cana-6147	89	7	positive	positive	ADJ
cana-6147	89	8	predictions	prediction	NOUN
cana-6147	89	9	that	that	PRON
cana-6147	89	10	are	be	AUX
cana-6147	89	11	actually	actually	ADV
cana-6147	89	12	correct	correct	ADJ
cana-6147	89	13	,	,	PUNCT
cana-6147	89	14	highlighting	highlight	VERB
cana-6147	89	15	how	how	SCONJ
cana-6147	89	16	reliable	reliable	ADJ
cana-6147	89	17	the	the	DET
cana-6147	89	18	model	model	NOUN
cana-6147	89	19	’s	’s	PART
cana-6147	89	20	positive	positive	ADJ
cana-6147	89	21	predictions	prediction	NOUN
cana-6147	89	22	are	be	AUX
cana-6147	89	23	.	.	PUNCT
cana-6147	90	1	•	•	NUM
cana-6147	90	2	f1	f1	NOUN
cana-6147	90	3	-	-	PUNCT
cana-6147	90	4	score	score	NOUN
cana-6147	90	5	provides	provide	VERB
cana-6147	90	6	a	a	DET
cana-6147	90	7	harmonic	harmonic	ADJ
cana-6147	90	8	mean	mean	NOUN
cana-6147	90	9	of	of	ADP
cana-6147	90	10	precision	precision	NOUN
cana-6147	90	11	and	and	CCONJ
cana-6147	90	12	recall	recall	NOUN
cana-6147	90	13	,	,	PUNCT
cana-6147	90	14	offering	offer	VERB
cana-6147	90	15	a	a	DET
cana-6147	90	16	single	single	ADJ
cana-6147	90	17	measure	measure	NOUN
cana-6147	90	18	that	that	PRON
cana-6147	90	19	balances	balance	VERB
cana-6147	90	20	both	both	DET
cana-6147	90	21	false	false	ADJ
cana-6147	90	22	positives	positive	NOUN
cana-6147	90	23	and	and	CCONJ
cana-6147	90	24	false	false	ADJ
cana-6147	90	25	negatives	negative	NOUN
cana-6147	90	26	.	.	PUNCT
cana-6147	91	1	these	these	DET
cana-6147	91	2	metrics	metric	NOUN
cana-6147	91	3	provide	provide	VERB
cana-6147	91	4	a	a	DET
cana-6147	91	5	comprehensive	comprehensive	ADJ
cana-6147	91	6	understanding	understanding	NOUN
cana-6147	91	7	of	of	ADP
cana-6147	91	8	the	the	DET
cana-6147	91	9	model	model	NOUN
cana-6147	91	10	’s	’s	PART
cana-6147	91	11	predictive	predictive	ADJ
cana-6147	91	12	capability	capability	NOUN
cana-6147	91	13	and	and	CCONJ
cana-6147	91	14	its	its	PRON
cana-6147	91	15	ability	ability	NOUN
cana-6147	91	16	to	to	PART
cana-6147	91	17	correctly	correctly	ADV
cana-6147	91	18	identify	identify	VERB
cana-6147	91	19	cervical	cervical	ADJ
cana-6147	91	20	abnormalities	abnormality	NOUN
cana-6147	91	21	.	.	PUNCT
cana-6147	92	1	specifically	specifically	ADV
cana-6147	92	2	,	,	PUNCT
cana-6147	92	3	the	the	DET
cana-6147	92	4	metrics	metric	NOUN
cana-6147	92	5	calculated	calculate	VERB
cana-6147	92	6	include	include	VERB
cana-6147	92	7	accuracy	accuracy	NOUN
cana-6147	92	8	,	,	PUNCT
cana-6147	92	9	specificity	specificity	NOUN
cana-6147	92	10	,	,	PUNCT
cana-6147	92	11	sensitivity	sensitivity	NOUN
cana-6147	92	12	,	,	PUNCT
cana-6147	92	13	precision	precision	NOUN
cana-6147	92	14	,	,	PUNCT
cana-6147	92	15	recall	recall	NOUN
cana-6147	92	16	,	,	PUNCT
cana-6147	92	17	and	and	CCONJ
cana-6147	92	18	f1	f1	NOUN
cana-6147	92	19	-	-	PUNCT
cana-6147	92	20	score	score	NOUN
cana-6147	92	21	.	.	PUNCT
cana-6147	93	1	each	each	PRON
cana-6147	93	2	of	of	ADP
cana-6147	93	3	these	these	DET
cana-6147	93	4	metrics	metric	NOUN
cana-6147	93	5	quantifies	quantifie	NOUN
cana-6147	93	6	a	a	DET
cana-6147	93	7	different	different	ADJ
cana-6147	93	8	aspect	aspect	NOUN
cana-6147	93	9	of	of	ADP
cana-6147	93	10	the	the	DET
cana-6147	93	11	model	model	NOUN
cana-6147	93	12	’s	’s	PART
cana-6147	93	13	performance	performance	NOUN
cana-6147	93	14	and	and	CCONJ
cana-6147	93	15	is	be	AUX
cana-6147	93	16	defined	define	VERB
cana-6147	93	17	based	base	VERB
cana-6147	93	18	on	on	ADP
cana-6147	93	19	four	four	NUM
cana-6147	93	20	key	key	ADJ
cana-6147	93	21	components	component	NOUN
cana-6147	93	22	of	of	ADP
cana-6147	93	23	the	the	DET
cana-6147	93	24	confusion	confusion	NOUN
cana-6147	93	25	matrix	matrix	NOUN
cana-6147	93	26	:	:	PUNCT
cana-6147	93	27	true	true	ADJ
cana-6147	93	28	positive	positive	ADJ
cana-6147	93	29	(	(	PUNCT
cana-6147	93	30	tp	tp	NOUN
cana-6147	93	31	)	)	PUNCT
cana-6147	93	32	,	,	PUNCT
cana-6147	93	33	true	true	ADJ
cana-6147	93	34	negative	negative	ADJ
cana-6147	93	35	(	(	PUNCT
cana-6147	93	36	tn	tn	NOUN
cana-6147	93	37	)	)	PUNCT
cana-6147	93	38	,	,	PUNCT
cana-6147	93	39	false	false	ADJ
cana-6147	93	40	positive	positive	ADJ
cana-6147	93	41	(	(	PUNCT
cana-6147	93	42	fp	fp	NOUN
cana-6147	93	43	)	)	PUNCT
cana-6147	93	44	,	,	PUNCT
cana-6147	93	45	and	and	CCONJ
cana-6147	93	46	false	false	ADJ
cana-6147	93	47	negative	negative	ADJ
cana-6147	93	48	(	(	PUNCT
cana-6147	93	49	fn	fn	NOUN
cana-6147	93	50	)	)	PUNCT
cana-6147	93	51	.	.	PUNCT
cana-6147	94	1	table	table	NOUN
cana-6147	94	2	2	2	NUM
cana-6147	94	3	:	:	PUNCT
cana-6147	94	4	performance	performance	NOUN
cana-6147	94	5	evaluation	evaluation	NOUN
cana-6147	94	6	metrics	metric	NOUN
cana-6147	94	7	metric	metric	ADJ
cana-6147	94	8	definition	definition	NOUN
cana-6147	94	9	formulas	formula	NOUN
cana-6147	94	10	precision	precision	VERB
cana-6147	94	11	positive	positive	ADJ
cana-6147	94	12	predictive	predictive	ADJ
cana-6147	94	13	value	value	NOUN
cana-6147	94	14	precision	precision	NOUN
cana-6147	94	15	=	=	PUNCT
cana-6147	94	16	tp	tp	NOUN
cana-6147	94	17	/	/	PUNCT
cana-6147	94	18	(	(	PUNCT
cana-6147	94	19	tp	tp	AUX
cana-6147	94	20	+	+	CCONJ
cana-6147	94	21	fp	fp	X
cana-6147	94	22	)	)	PUNCT
cana-6147	94	23	recall	recall	VERB
cana-6147	94	24	true	true	ADJ
cana-6147	94	25	positive	positive	ADJ
cana-6147	94	26	rate	rate	NOUN
cana-6147	94	27	recall	recall	NOUN
cana-6147	94	28	=	=	VERB
cana-6147	94	29	tp	tp	NOUN
cana-6147	94	30	/	/	PUNCT
cana-6147	94	31	(	(	PUNCT
cana-6147	94	32	tp	tp	ADP
cana-6147	94	33	+	+	CCONJ
cana-6147	94	34	fn	fn	NOUN
cana-6147	94	35	)	)	PUNCT
cana-6147	94	36	accuracy	accuracy	NOUN
cana-6147	94	37	overall	overall	ADJ
cana-6147	94	38	accuracy	accuracy	NOUN
cana-6147	94	39	accuracy	accuracy	NOUN
cana-6147	95	1	=	=	SYM
cana-6147	95	2	(	(	PUNCT
cana-6147	95	3	tp	tp	X
cana-6147	95	4	+	+	CCONJ
cana-6147	95	5	tn	tn	NOUN
cana-6147	95	6	)	)	PUNCT
cana-6147	95	7	/	/	PUNCT
cana-6147	95	8	(	(	PUNCT
cana-6147	95	9	tp	tp	ADP
cana-6147	95	10	+	+	CCONJ
cana-6147	95	11	tn	tn	NOUN
cana-6147	95	12	+	+	CCONJ
cana-6147	95	13	fp	fp	PROPN
cana-6147	95	14	+	+	NUM
cana-6147	95	15	fn	fn	NOUN
cana-6147	95	16	)	)	PUNCT
cana-6147	95	17	f1	f1	NOUN
cana-6147	95	18	score	score	NOUN
cana-6147	95	19	harmonic	harmonic	NOUN
cana-6147	95	20	mean	mean	NOUN
cana-6147	95	21	of	of	ADP
cana-6147	95	22	precision	precision	NOUN
cana-6147	95	23	and	and	CCONJ
cana-6147	95	24	recall	recall	NOUN
cana-6147	95	25	f1	f1	NOUN
cana-6147	95	26	score	score	NOUN
cana-6147	95	27	=	=	SYM
cana-6147	95	28	2	2	NUM
cana-6147	95	29	*	*	PUNCT
cana-6147	95	30	(	(	PUNCT
cana-6147	95	31	precision	precision	NOUN
cana-6147	95	32	*	*	PUNCT
cana-6147	95	33	recall	recall	PROPN
cana-6147	95	34	)	)	PUNCT
cana-6147	95	35	/	/	PUNCT
cana-6147	95	36	(	(	PUNCT
cana-6147	95	37	precision	precision	NOUN
cana-6147	95	38	+	+	CCONJ
cana-6147	95	39	recall	recall	NOUN
cana-6147	95	40	)	)	PUNCT
cana-6147	95	41	5	5	NUM
cana-6147	95	42	.	.	X
cana-6147	95	43	result	result	NOUN
cana-6147	95	44	and	and	CCONJ
cana-6147	95	45	analysis	analysis	NOUN
cana-6147	95	46	the	the	DET
cana-6147	95	47	performance	performance	NOUN
cana-6147	95	48	evaluation	evaluation	NOUN
cana-6147	95	49	of	of	ADP
cana-6147	95	50	various	various	ADJ
cana-6147	95	51	deep	deep	ADJ
cana-6147	95	52	learning	learning	NOUN
cana-6147	95	53	models	model	NOUN
cana-6147	95	54	for	for	ADP
cana-6147	95	55	suspicious	suspicious	ADJ
cana-6147	95	56	activity	activity	NOUN
cana-6147	95	57	detection	detection	NOUN
cana-6147	95	58	demonstrates	demonstrate	VERB
cana-6147	95	59	that	that	SCONJ
cana-6147	95	60	the	the	DET
cana-6147	95	61	proposed	propose	VERB
cana-6147	95	62	cnn	cnn	PROPN
cana-6147	95	63	-	-	PUNCT
cana-6147	95	64	based	base	VERB
cana-6147	95	65	model	model	NOUN
cana-6147	95	66	outperforms	outperform	VERB
cana-6147	95	67	other	other	ADJ
cana-6147	95	68	established	establish	VERB
cana-6147	95	69	architectures	architecture	NOUN
cana-6147	95	70	in	in	ADP
cana-6147	95	71	terms	term	NOUN
cana-6147	95	72	of	of	ADP
cana-6147	95	73	accuracy	accuracy	NOUN
cana-6147	95	74	,	,	PUNCT
cana-6147	95	75	precision	precision	NOUN
cana-6147	95	76	,	,	PUNCT
cana-6147	95	77	and	and	CCONJ
cana-6147	95	78	sensitivity	sensitivity	NOUN
cana-6147	95	79	.	.	PUNCT
cana-6147	96	1	with	with	ADP
cana-6147	96	2	an	an	DET
cana-6147	96	3	accuracy	accuracy	NOUN
cana-6147	96	4	of	of	ADP
cana-6147	96	5	96.82	96.82	NUM
cana-6147	96	6	%	%	NOUN
cana-6147	96	7	,	,	PUNCT
cana-6147	96	8	it	it	PRON
cana-6147	96	9	surpasses	surpass	VERB
cana-6147	96	10	all	all	DET
cana-6147	96	11	the	the	DET
cana-6147	96	12	benchmark	benchmark	NOUN
cana-6147	96	13	models	model	NOUN
cana-6147	96	14	,	,	PUNCT
cana-6147	96	15	indicating	indicate	VERB
cana-6147	96	16	its	its	PRON
cana-6147	96	17	superior	superior	ADJ
cana-6147	96	18	ability	ability	NOUN
cana-6147	96	19	to	to	PART
cana-6147	96	20	correctly	correctly	ADV
cana-6147	96	21	classify	classify	VERB
cana-6147	96	22	both	both	CCONJ
cana-6147	96	23	normal	normal	ADJ
cana-6147	96	24	and	and	CCONJ
cana-6147	96	25	suspicious	suspicious	ADJ
cana-6147	96	26	activities	activity	NOUN
cana-6147	96	27	.	.	PUNCT
cana-6147	97	1	the	the	DET
cana-6147	97	2	model	model	NOUN
cana-6147	97	3	also	also	ADV
cana-6147	97	4	achieves	achieve	VERB
cana-6147	97	5	the	the	DET
cana-6147	97	6	highest	high	ADJ
cana-6147	97	7	precision	precision	NOUN
cana-6147	97	8	of	of	ADP
cana-6147	97	9	92.45	92.45	NUM
cana-6147	97	10	%	%	NOUN
cana-6147	97	11	,	,	PUNCT
cana-6147	97	12	communications	communication	NOUN
cana-6147	97	13	on	on	ADP
cana-6147	97	14	applied	apply	VERB
cana-6147	97	15	nonlinear	nonlinear	ADJ
cana-6147	97	16	analysis	analysis	NOUN
cana-6147	97	17	issn	issn	NOUN
cana-6147	97	18	:	:	PUNCT
cana-6147	97	19	1074	1074	NUM
cana-6147	97	20	-	-	PUNCT
cana-6147	97	21	133x	133x	NUM
cana-6147	97	22	vol	vol	NOUN
cana-6147	97	23	32	32	NUM
cana-6147	97	24	no	no	NOUN
cana-6147	97	25	.	.	PUNCT
cana-6147	98	1	2s	2s	NUM
cana-6147	98	2	(	(	PUNCT
cana-6147	98	3	2025	2025	NUM
cana-6147	98	4	)	)	PUNCT
cana-6147	98	5	624	624	NUM
cana-6147	98	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6147	98	7	reflecting	reflect	VERB
cana-6147	98	8	its	its	PRON
cana-6147	98	9	effectiveness	effectiveness	NOUN
cana-6147	98	10	in	in	ADP
cana-6147	98	11	minimizing	minimize	VERB
cana-6147	98	12	false	false	ADJ
cana-6147	98	13	positives	positive	NOUN
cana-6147	98	14	and	and	CCONJ
cana-6147	98	15	accurately	accurately	ADV
cana-6147	98	16	identifying	identify	VERB
cana-6147	98	17	true	true	ADJ
cana-6147	98	18	suspicious	suspicious	ADJ
cana-6147	98	19	events	event	NOUN
cana-6147	98	20	.	.	PUNCT
cana-6147	99	1	sensitivity	sensitivity	NOUN
cana-6147	99	2	,	,	PUNCT
cana-6147	99	3	a	a	DET
cana-6147	99	4	measure	measure	NOUN
cana-6147	99	5	of	of	ADP
cana-6147	99	6	the	the	DET
cana-6147	99	7	model	model	NOUN
cana-6147	99	8	’s	’s	PART
cana-6147	99	9	capability	capability	NOUN
cana-6147	99	10	to	to	PART
cana-6147	99	11	detect	detect	VERB
cana-6147	99	12	actual	actual	ADJ
cana-6147	99	13	suspicious	suspicious	ADJ
cana-6147	99	14	activities	activity	NOUN
cana-6147	99	15	,	,	PUNCT
cana-6147	99	16	is	be	AUX
cana-6147	99	17	also	also	ADV
cana-6147	99	18	highest	high	ADJ
cana-6147	99	19	for	for	ADP
cana-6147	99	20	the	the	DET
cana-6147	99	21	proposed	propose	VERB
cana-6147	99	22	model	model	NOUN
cana-6147	99	23	at	at	ADP
cana-6147	99	24	93.78	93.78	NUM
cana-6147	99	25	%	%	NOUN
cana-6147	99	26	,	,	PUNCT
cana-6147	99	27	suggesting	suggest	VERB
cana-6147	99	28	robust	robust	ADJ
cana-6147	99	29	detection	detection	NOUN
cana-6147	99	30	performance	performance	NOUN
cana-6147	99	31	across	across	ADP
cana-6147	99	32	diverse	diverse	ADJ
cana-6147	99	33	scenarios	scenario	NOUN
cana-6147	99	34	.	.	PUNCT
cana-6147	100	1	these	these	DET
cana-6147	100	2	results	result	NOUN
cana-6147	100	3	emphasize	emphasize	VERB
cana-6147	100	4	the	the	DET
cana-6147	100	5	effectiveness	effectiveness	NOUN
cana-6147	100	6	of	of	ADP
cana-6147	100	7	the	the	DET
cana-6147	100	8	proposed	propose	VERB
cana-6147	100	9	cnn	cnn	PROPN
cana-6147	100	10	architecture	architecture	NOUN
cana-6147	100	11	in	in	ADP
cana-6147	100	12	capturing	capture	VERB
cana-6147	100	13	spatial	spatial	ADJ
cana-6147	100	14	and	and	CCONJ
cana-6147	100	15	temporal	temporal	ADJ
cana-6147	100	16	features	feature	NOUN
cana-6147	100	17	from	from	ADP
cana-6147	100	18	video	video	NOUN
cana-6147	100	19	sequences	sequence	NOUN
cana-6147	100	20	,	,	PUNCT
cana-6147	100	21	making	make	VERB
cana-6147	100	22	it	it	PRON
cana-6147	100	23	a	a	DET
cana-6147	100	24	reliable	reliable	ADJ
cana-6147	100	25	tool	tool	NOUN
cana-6147	100	26	for	for	ADP
cana-6147	100	27	real	real	ADJ
cana-6147	100	28	-	-	PUNCT
cana-6147	100	29	time	time	NOUN
cana-6147	100	30	surveillance	surveillance	NOUN
cana-6147	100	31	applications	application	NOUN
cana-6147	100	32	.	.	PUNCT
cana-6147	101	1	table	table	NOUN
cana-6147	101	2	3	3	NUM
cana-6147	101	3	.	.	PUNCT
cana-6147	101	4	performance	performance	NOUN
cana-6147	101	5	comparison	comparison	NOUN
cana-6147	101	6	of	of	ADP
cana-6147	101	7	the	the	DET
cana-6147	101	8	proposed	propose	VERB
cana-6147	101	9	cnn	cnn	PROPN
cana-6147	101	10	-	-	PUNCT
cana-6147	101	11	based	base	VERB
cana-6147	101	12	model	model	NOUN
cana-6147	101	13	with	with	ADP
cana-6147	101	14	benchmark	benchmark	ADJ
cana-6147	101	15	deep	deep	ADJ
cana-6147	101	16	learning	learning	NOUN
cana-6147	101	17	models	model	NOUN
cana-6147	101	18	for	for	ADP
cana-6147	101	19	suspicious	suspicious	ADJ
cana-6147	101	20	activity	activity	NOUN
cana-6147	101	21	detection	detection	NOUN
cana-6147	101	22	.	.	PUNCT
cana-6147	102	1	model	model	NOUN
cana-6147	102	2	/	/	SYM
cana-6147	102	3	approach	approach	NOUN
cana-6147	102	4	accuracy	accuracy	NOUN
cana-6147	102	5	(	(	PUNCT
cana-6147	102	6	%	%	INTJ
cana-6147	102	7	)	)	PUNCT
cana-6147	102	8	precision	precision	NOUN
cana-6147	102	9	(	(	PUNCT
cana-6147	102	10	%	%	INTJ
cana-6147	102	11	)	)	PUNCT
cana-6147	102	12	sensitivity	sensitivity	NOUN
cana-6147	102	13	(	(	PUNCT
cana-6147	102	14	%	%	INTJ
cana-6147	102	15	)	)	PUNCT
cana-6147	102	16	proposed	propose	VERB
cana-6147	102	17	cnn	cnn	PROPN
cana-6147	102	18	-	-	PUNCT
cana-6147	102	19	based	base	VERB
cana-6147	102	20	model	model	NOUN
cana-6147	102	21	96.82	96.82	NUM
cana-6147	102	22	92.45	92.45	NUM
cana-6147	102	23	93.78	93.78	NUM
cana-6147	102	24	vgg16	vgg16	VERB
cana-6147	102	25	95.34	95.34	NUM
cana-6147	102	26	90.12	90.12	NUM
cana-6147	102	27	91.56	91.56	NUM
cana-6147	102	28	resnet50	resnet50	NOUN
cana-6147	102	29	95.87	95.87	NUM
cana-6147	102	30	91.05	91.05	NUM
cana-6147	102	31	92.18	92.18	NUM
cana-6147	102	32	inceptionv3	inceptionv3	NOUN
cana-6147	102	33	94.76	94.76	NUM
cana-6147	102	34	89.23	89.23	NUM
cana-6147	102	35	90.45	90.45	NUM
cana-6147	102	36	densenet121	densenet121	PROPN
cana-6147	102	37	96.10	96.10	NUM
cana-6147	102	38	91.78	91.78	NUM
cana-6147	102	39	92.85	92.85	NUM
cana-6147	102	40	among	among	ADP
cana-6147	102	41	the	the	DET
cana-6147	102	42	benchmark	benchmark	ADJ
cana-6147	102	43	deep	deep	ADJ
cana-6147	102	44	learning	learning	NOUN
cana-6147	102	45	models	model	NOUN
cana-6147	102	46	,	,	PUNCT
cana-6147	102	47	densenet121	densenet121	PROPN
cana-6147	102	48	demonstrates	demonstrate	VERB
cana-6147	102	49	competitive	competitive	ADJ
cana-6147	102	50	performance	performance	NOUN
cana-6147	102	51	with	with	ADP
cana-6147	102	52	an	an	DET
cana-6147	102	53	accuracy	accuracy	NOUN
cana-6147	102	54	of	of	ADP
cana-6147	102	55	96.10	96.10	NUM
cana-6147	102	56	%	%	NOUN
cana-6147	102	57	,	,	PUNCT
cana-6147	102	58	precision	precision	NOUN
cana-6147	102	59	of	of	ADP
cana-6147	102	60	91.78	91.78	NUM
cana-6147	102	61	%	%	NOUN
cana-6147	102	62	,	,	PUNCT
cana-6147	102	63	and	and	CCONJ
cana-6147	102	64	sensitivity	sensitivity	NOUN
cana-6147	102	65	of	of	ADP
cana-6147	102	66	92.85	92.85	NUM
cana-6147	102	67	%	%	NOUN
cana-6147	102	68	,	,	PUNCT
cana-6147	102	69	closely	closely	ADV
cana-6147	102	70	following	follow	VERB
cana-6147	102	71	the	the	DET
cana-6147	102	72	proposed	propose	VERB
cana-6147	102	73	model	model	NOUN
cana-6147	102	74	.	.	PUNCT
cana-6147	103	1	resnet50	resnet50	NOUN
cana-6147	103	2	and	and	CCONJ
cana-6147	103	3	vgg16	vgg16	PROPN
cana-6147	103	4	also	also	ADV
cana-6147	103	5	perform	perform	VERB
cana-6147	103	6	well	well	ADV
cana-6147	103	7	,	,	PUNCT
cana-6147	103	8	achieving	achieve	VERB
cana-6147	103	9	accuracies	accuracy	NOUN
cana-6147	103	10	of	of	ADP
cana-6147	103	11	95.87	95.87	NUM
cana-6147	103	12	%	%	NOUN
cana-6147	103	13	and	and	CCONJ
cana-6147	103	14	95.34	95.34	NUM
cana-6147	103	15	%	%	NOUN
cana-6147	103	16	,	,	PUNCT
cana-6147	103	17	respectively	respectively	ADV
cana-6147	103	18	,	,	PUNCT
cana-6147	103	19	with	with	ADP
cana-6147	103	20	slightly	slightly	ADV
cana-6147	103	21	lower	low	ADJ
cana-6147	103	22	precision	precision	NOUN
cana-6147	103	23	and	and	CCONJ
cana-6147	103	24	sensitivity	sensitivity	NOUN
cana-6147	103	25	values	value	NOUN
cana-6147	103	26	.	.	PUNCT
cana-6147	104	1	inceptionv3	inceptionv3	NOUN
cana-6147	104	2	,	,	PUNCT
cana-6147	104	3	while	while	SCONJ
cana-6147	104	4	still	still	ADV
cana-6147	104	5	effective	effective	ADJ
cana-6147	104	6	,	,	PUNCT
cana-6147	104	7	records	record	VERB
cana-6147	104	8	the	the	DET
cana-6147	104	9	lowest	low	ADJ
cana-6147	104	10	metrics	metric	NOUN
cana-6147	104	11	among	among	ADP
cana-6147	104	12	the	the	DET
cana-6147	104	13	compared	compare	VERB
cana-6147	104	14	models	model	NOUN
cana-6147	104	15	with	with	ADP
cana-6147	104	16	an	an	DET
cana-6147	104	17	accuracy	accuracy	NOUN
cana-6147	104	18	of	of	ADP
cana-6147	104	19	94.76	94.76	NUM
cana-6147	104	20	%	%	NOUN
cana-6147	104	21	,	,	PUNCT
cana-6147	104	22	precision	precision	NOUN
cana-6147	104	23	of	of	ADP
cana-6147	104	24	89.23	89.23	NUM
cana-6147	104	25	%	%	NOUN
cana-6147	104	26	,	,	PUNCT
cana-6147	104	27	and	and	CCONJ
cana-6147	104	28	sensitivity	sensitivity	NOUN
cana-6147	104	29	of	of	ADP
cana-6147	104	30	90.45	90.45	NUM
cana-6147	104	31	%	%	NOUN
cana-6147	104	32	.	.	PUNCT
cana-6147	105	1	overall	overall	ADV
cana-6147	105	2	,	,	PUNCT
cana-6147	105	3	the	the	DET
cana-6147	105	4	table	table	NOUN
cana-6147	105	5	illustrates	illustrate	VERB
cana-6147	105	6	that	that	SCONJ
cana-6147	105	7	while	while	SCONJ
cana-6147	105	8	existing	exist	VERB
cana-6147	105	9	deep	deep	ADJ
cana-6147	105	10	learning	learning	NOUN
cana-6147	105	11	models	model	NOUN
cana-6147	105	12	offer	offer	VERB
cana-6147	105	13	strong	strong	ADJ
cana-6147	105	14	performance	performance	NOUN
cana-6147	105	15	,	,	PUNCT
cana-6147	105	16	the	the	DET
cana-6147	105	17	proposed	propose	VERB
cana-6147	105	18	cnn	cnn	PROPN
cana-6147	105	19	-	-	PUNCT
cana-6147	105	20	based	base	VERB
cana-6147	105	21	approach	approach	NOUN
cana-6147	105	22	provides	provide	VERB
cana-6147	105	23	enhanced	enhanced	ADJ
cana-6147	105	24	reliability	reliability	NOUN
cana-6147	105	25	and	and	CCONJ
cana-6147	105	26	efficiency	efficiency	NOUN
cana-6147	105	27	in	in	ADP
cana-6147	105	28	detecting	detect	VERB
cana-6147	105	29	suspicious	suspicious	ADJ
cana-6147	105	30	activities	activity	NOUN
cana-6147	105	31	,	,	PUNCT
cana-6147	105	32	validating	validate	VERB
cana-6147	105	33	its	its	PRON
cana-6147	105	34	application	application	NOUN
cana-6147	105	35	for	for	ADP
cana-6147	105	36	intelligent	intelligent	ADJ
cana-6147	105	37	video	video	NOUN
cana-6147	105	38	surveillance	surveillance	NOUN
cana-6147	105	39	systems	system	NOUN
cana-6147	105	40	.	.	PUNCT
cana-6147	106	1	figure	figure	NOUN
cana-6147	106	2	2	2	NUM
cana-6147	106	3	.	.	PUNCT
cana-6147	106	4	performance	performance	NOUN
cana-6147	106	5	evaluation	evaluation	NOUN
cana-6147	106	6	of	of	ADP
cana-6147	106	7	the	the	DET
cana-6147	106	8	proposed	propose	VERB
cana-6147	106	9	ai	ai	NOUN
cana-6147	106	10	-	-	PUNCT
cana-6147	106	11	based	base	VERB
cana-6147	106	12	suspicious	suspicious	ADJ
cana-6147	106	13	activity	activity	NOUN
cana-6147	106	14	detection	detection	NOUN
cana-6147	106	15	system	system	NOUN
cana-6147	106	16	across	across	ADP
cana-6147	106	17	multiple	multiple	ADJ
cana-6147	106	18	deep	deep	ADJ
cana-6147	106	19	learning	learning	NOUN
cana-6147	106	20	models	model	NOUN
cana-6147	106	21	.	.	PUNCT
cana-6147	107	1	the	the	DET
cana-6147	107	2	figure	figure	NOUN
cana-6147	107	3	2	2	NUM
cana-6147	107	4	illustrates	illustrate	VERB
cana-6147	107	5	the	the	DET
cana-6147	107	6	comparative	comparative	ADJ
cana-6147	107	7	performance	performance	NOUN
cana-6147	107	8	of	of	ADP
cana-6147	107	9	the	the	DET
cana-6147	107	10	proposed	propose	VERB
cana-6147	107	11	ai	ai	NOUN
cana-6147	107	12	-	-	PUNCT
cana-6147	107	13	based	base	VERB
cana-6147	107	14	system	system	NOUN
cana-6147	107	15	against	against	ADP
cana-6147	107	16	popular	popular	ADJ
cana-6147	107	17	deep	deep	ADJ
cana-6147	107	18	learning	learning	NOUN
cana-6147	107	19	models	model	NOUN
cana-6147	107	20	such	such	ADJ
cana-6147	107	21	as	as	ADP
cana-6147	107	22	vgg16	vgg16	PROPN
cana-6147	107	23	,	,	PUNCT
cana-6147	107	24	resnet50	resnet50	NOUN
cana-6147	107	25	,	,	PUNCT
cana-6147	107	26	inceptionv3	inceptionv3	NOUN
cana-6147	107	27	,	,	PUNCT
cana-6147	107	28	and	and	CCONJ
cana-6147	107	29	densenet121	densenet121	PROPN
cana-6147	107	30	.	.	PUNCT
cana-6147	108	1	metrics	metric	NOUN
cana-6147	108	2	including	include	VERB
cana-6147	108	3	accuracy	accuracy	NOUN
cana-6147	108	4	,	,	PUNCT
cana-6147	108	5	precision	precision	NOUN
cana-6147	108	6	,	,	PUNCT
cana-6147	108	7	and	and	CCONJ
cana-6147	108	8	sensitivity	sensitivity	NOUN
cana-6147	108	9	are	be	AUX
cana-6147	108	10	analyzed	analyze	VERB
cana-6147	108	11	to	to	PART
cana-6147	108	12	assess	assess	VERB
cana-6147	108	13	the	the	DET
cana-6147	108	14	reliability	reliability	NOUN
cana-6147	108	15	and	and	CCONJ
cana-6147	108	16	effectiveness	effectiveness	NOUN
cana-6147	108	17	of	of	ADP
cana-6147	108	18	the	the	DET
cana-6147	108	19	proposed	propose	VERB
cana-6147	108	20	system	system	NOUN
cana-6147	108	21	in	in	ADP
cana-6147	108	22	detecting	detect	VERB
cana-6147	108	23	suspicious	suspicious	ADJ
cana-6147	108	24	activities	activity	NOUN
cana-6147	108	25	.	.	PUNCT
cana-6147	109	1	it	it	PRON
cana-6147	109	2	is	be	AUX
cana-6147	109	3	evident	evident	ADJ
cana-6147	109	4	from	from	ADP
cana-6147	109	5	the	the	DET
cana-6147	109	6	results	result	NOUN
cana-6147	109	7	that	that	PRON
cana-6147	109	8	the	the	DET
cana-6147	109	9	proposed	propose	VERB
cana-6147	109	10	cnn	cnn	PROPN
cana-6147	109	11	-	-	PUNCT
cana-6147	109	12	based	base	VERB
cana-6147	109	13	approach	approach	NOUN
cana-6147	109	14	outperforms	outperform	VERB
cana-6147	109	15	84	84	NUM
cana-6147	109	16	86	86	NUM
cana-6147	109	17	88	88	NUM
cana-6147	109	18	90	90	NUM
cana-6147	109	19	92	92	NUM
cana-6147	109	20	94	94	NUM
cana-6147	109	21	96	96	NUM
cana-6147	109	22	98	98	NUM
cana-6147	109	23	proposed	propose	VERB
cana-6147	109	24	cnnbased	cnnbase	VERB
cana-6147	109	25	model	model	NOUN
cana-6147	109	26	vgg16	vgg16	PROPN
cana-6147	109	27	resnet50	resnet50	NOUN
cana-6147	109	28	inceptionv3	inceptionv3	PROPN
cana-6147	110	1	densenet121	densenet121	PROPN
cana-6147	110	2	performance	performance	NOUN
cana-6147	110	3	evaluation	evaluation	NOUN
cana-6147	110	4	accuracy	accuracy	NOUN
cana-6147	110	5	(	(	PUNCT
cana-6147	110	6	%	%	INTJ
cana-6147	110	7	)	)	PUNCT
cana-6147	110	8	precision	precision	NOUN
cana-6147	110	9	(	(	PUNCT
cana-6147	110	10	%	%	INTJ
cana-6147	110	11	)	)	PUNCT
cana-6147	110	12	sensitivity	sensitivity	NOUN
cana-6147	110	13	(	(	PUNCT
cana-6147	110	14	%	%	INTJ
cana-6147	110	15	)	)	PUNCT
cana-6147	110	16	communications	communication	NOUN
cana-6147	110	17	on	on	ADP
cana-6147	110	18	applied	apply	VERB
cana-6147	110	19	nonlinear	nonlinear	ADJ
cana-6147	110	20	analysis	analysis	NOUN
cana-6147	110	21	issn	issn	NOUN
cana-6147	110	22	:	:	PUNCT
cana-6147	110	23	1074	1074	NUM
cana-6147	110	24	-	-	PUNCT
cana-6147	110	25	133x	133x	NUM
cana-6147	110	26	vol	vol	NOUN
cana-6147	110	27	32	32	NUM
cana-6147	110	28	no	no	NOUN
cana-6147	110	29	.	.	PUNCT
cana-6147	111	1	2s	2s	NUM
cana-6147	111	2	(	(	PUNCT
cana-6147	111	3	2025	2025	NUM
cana-6147	111	4	)	)	PUNCT
cana-6147	111	5	625	625	NUM
cana-6147	111	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-6147	111	7	other	other	ADJ
cana-6147	111	8	models	model	NOUN
cana-6147	111	9	,	,	PUNCT
cana-6147	111	10	demonstrating	demonstrate	VERB
cana-6147	111	11	higher	high	ADJ
cana-6147	111	12	accuracy	accuracy	NOUN
cana-6147	111	13	and	and	CCONJ
cana-6147	111	14	better	well	ADJ
cana-6147	111	15	sensitivity	sensitivity	NOUN
cana-6147	111	16	,	,	PUNCT
cana-6147	111	17	thereby	thereby	ADV
cana-6147	111	18	highlighting	highlight	VERB
cana-6147	111	19	its	its	PRON
cana-6147	111	20	capability	capability	NOUN
cana-6147	111	21	for	for	ADP
cana-6147	111	22	robust	robust	ADJ
cana-6147	111	23	and	and	CCONJ
cana-6147	111	24	real	real	ADJ
cana-6147	111	25	-	-	PUNCT
cana-6147	111	26	time	time	NOUN
cana-6147	111	27	surveillance	surveillance	NOUN
cana-6147	111	28	applications	application	NOUN
cana-6147	111	29	.	.	PUNCT
cana-6147	112	1	6	6	X
cana-6147	112	2	.	.	X
cana-6147	112	3	conclusion	conclusion	NOUN
cana-6147	112	4	the	the	DET
cana-6147	112	5	study	study	NOUN
cana-6147	112	6	demonstrates	demonstrate	VERB
cana-6147	112	7	that	that	SCONJ
cana-6147	112	8	the	the	DET
cana-6147	112	9	proposed	propose	VERB
cana-6147	112	10	cnn	cnn	PROPN
cana-6147	112	11	-	-	PUNCT
cana-6147	112	12	based	base	VERB
cana-6147	112	13	model	model	NOUN
cana-6147	112	14	for	for	ADP
cana-6147	112	15	suspicious	suspicious	ADJ
cana-6147	112	16	activity	activity	NOUN
cana-6147	112	17	detection	detection	NOUN
cana-6147	112	18	in	in	ADP
cana-6147	112	19	video	video	NOUN
cana-6147	112	20	surveillance	surveillance	NOUN
cana-6147	112	21	achieves	achieve	VERB
cana-6147	112	22	superior	superior	ADJ
cana-6147	112	23	performance	performance	NOUN
cana-6147	112	24	compared	compare	VERB
cana-6147	112	25	to	to	ADP
cana-6147	112	26	existing	exist	VERB
cana-6147	112	27	deep	deep	ADJ
cana-6147	112	28	learning	learning	NOUN
cana-6147	112	29	architectures	architecture	NOUN
cana-6147	112	30	.	.	PUNCT
cana-6147	113	1	with	with	ADP
cana-6147	113	2	an	an	DET
cana-6147	113	3	accuracy	accuracy	NOUN
cana-6147	113	4	of	of	ADP
cana-6147	113	5	96.82	96.82	NUM
cana-6147	113	6	%	%	NOUN
cana-6147	113	7	,	,	PUNCT
cana-6147	113	8	precision	precision	NOUN
cana-6147	113	9	of	of	ADP
cana-6147	113	10	92.45	92.45	NUM
cana-6147	113	11	%	%	NOUN
cana-6147	113	12	,	,	PUNCT
cana-6147	113	13	and	and	CCONJ
cana-6147	113	14	sensitivity	sensitivity	NOUN
cana-6147	113	15	of	of	ADP
cana-6147	113	16	93.78	93.78	NUM
cana-6147	113	17	%	%	NOUN
cana-6147	113	18	,	,	PUNCT
cana-6147	113	19	the	the	DET
cana-6147	113	20	model	model	NOUN
cana-6147	113	21	effectively	effectively	ADV
cana-6147	113	22	distinguishes	distinguish	VERB
cana-6147	113	23	between	between	ADP
cana-6147	113	24	normal	normal	ADJ
cana-6147	113	25	and	and	CCONJ
cana-6147	113	26	suspicious	suspicious	ADJ
cana-6147	113	27	activities	activity	NOUN
cana-6147	113	28	,	,	PUNCT
cana-6147	113	29	reducing	reduce	VERB
cana-6147	113	30	false	false	ADJ
cana-6147	113	31	positives	positive	NOUN
cana-6147	113	32	and	and	CCONJ
cana-6147	113	33	enhancing	enhance	VERB
cana-6147	113	34	real	real	ADJ
cana-6147	113	35	-	-	PUNCT
cana-6147	113	36	time	time	NOUN
cana-6147	113	37	detection	detection	NOUN
cana-6147	113	38	reliability	reliability	NOUN
cana-6147	113	39	.	.	PUNCT
cana-6147	114	1	the	the	DET
cana-6147	114	2	integration	integration	NOUN
cana-6147	114	3	of	of	ADP
cana-6147	114	4	spatial	spatial	ADJ
cana-6147	114	5	and	and	CCONJ
cana-6147	114	6	temporal	temporal	ADJ
cana-6147	114	7	feature	feature	NOUN
cana-6147	114	8	extraction	extraction	NOUN
cana-6147	114	9	enables	enable	VERB
cana-6147	114	10	the	the	DET
cana-6147	114	11	model	model	NOUN
cana-6147	114	12	to	to	PART
cana-6147	114	13	capture	capture	VERB
cana-6147	114	14	complex	complex	ADJ
cana-6147	114	15	motion	motion	NOUN
cana-6147	114	16	patterns	pattern	NOUN
cana-6147	114	17	,	,	PUNCT
cana-6147	114	18	making	make	VERB
cana-6147	114	19	it	it	PRON
cana-6147	114	20	highly	highly	ADV
cana-6147	114	21	suitable	suitable	ADJ
cana-6147	114	22	for	for	ADP
cana-6147	114	23	dynamic	dynamic	ADJ
cana-6147	114	24	surveillance	surveillance	NOUN
cana-6147	114	25	environments	environment	NOUN
cana-6147	114	26	.	.	PUNCT
cana-6147	115	1	the	the	DET
cana-6147	115	2	results	result	NOUN
cana-6147	115	3	highlight	highlight	VERB
cana-6147	115	4	the	the	DET
cana-6147	115	5	robustness	robustness	NOUN
cana-6147	115	6	and	and	CCONJ
cana-6147	115	7	efficiency	efficiency	NOUN
cana-6147	115	8	of	of	ADP
cana-6147	115	9	the	the	DET
cana-6147	115	10	proposed	propose	VERB
cana-6147	115	11	system	system	NOUN
cana-6147	115	12	,	,	PUNCT
cana-6147	115	13	confirming	confirm	VERB
cana-6147	115	14	its	its	PRON
cana-6147	115	15	potential	potential	NOUN
cana-6147	115	16	for	for	ADP
cana-6147	115	17	deployment	deployment	NOUN
cana-6147	115	18	in	in	ADP
cana-6147	115	19	public	public	ADJ
cana-6147	115	20	safety	safety	NOUN
cana-6147	115	21	,	,	PUNCT
cana-6147	115	22	critical	critical	ADJ
cana-6147	115	23	infrastructure	infrastructure	NOUN
cana-6147	115	24	,	,	PUNCT
cana-6147	115	25	and	and	CCONJ
cana-6147	115	26	other	other	ADJ
cana-6147	115	27	security	security	NOUN
cana-6147	115	28	-	-	PUNCT
cana-6147	115	29	sensitive	sensitive	ADJ
cana-6147	115	30	applications	application	NOUN
cana-6147	115	31	.	.	PUNCT
cana-6147	116	1	furthermore	furthermore	ADV
cana-6147	116	2	,	,	PUNCT
cana-6147	116	3	the	the	DET
cana-6147	116	4	research	research	NOUN
cana-6147	116	5	underscores	underscore	VERB
cana-6147	116	6	the	the	DET
cana-6147	116	7	importance	importance	NOUN
cana-6147	116	8	of	of	ADP
cana-6147	116	9	leveraging	leverage	VERB
cana-6147	116	10	advanced	advanced	ADJ
cana-6147	116	11	cnn	cnn	PROPN
cana-6147	116	12	architectures	architecture	NOUN
cana-6147	116	13	over	over	ADP
cana-6147	116	14	conventional	conventional	ADJ
cana-6147	116	15	methods	method	NOUN
cana-6147	116	16	for	for	ADP
cana-6147	116	17	automated	automate	VERB
cana-6147	116	18	surveillance	surveillance	NOUN
cana-6147	116	19	.	.	PUNCT
cana-6147	117	1	comparative	comparative	ADJ
cana-6147	117	2	analysis	analysis	NOUN
cana-6147	117	3	with	with	ADP
cana-6147	117	4	models	model	NOUN
cana-6147	117	5	such	such	ADJ
cana-6147	117	6	as	as	ADP
cana-6147	117	7	vgg16	vgg16	PROPN
cana-6147	117	8	,	,	PUNCT
cana-6147	117	9	resnet50	resnet50	NOUN
cana-6147	117	10	,	,	PUNCT
cana-6147	117	11	inceptionv3	inceptionv3	NOUN
cana-6147	117	12	,	,	PUNCT
cana-6147	117	13	and	and	CCONJ
cana-6147	117	14	densenet121	densenet121	PROPN
cana-6147	117	15	illustrates	illustrate	VERB
cana-6147	117	16	that	that	SCONJ
cana-6147	117	17	the	the	DET
cana-6147	117	18	proposed	propose	VERB
cana-6147	117	19	approach	approach	NOUN
cana-6147	117	20	consistently	consistently	ADV
cana-6147	117	21	outperforms	outperform	VERB
cana-6147	117	22	these	these	DET
cana-6147	117	23	benchmarks	benchmark	NOUN
cana-6147	117	24	,	,	PUNCT
cana-6147	117	25	providing	provide	VERB
cana-6147	117	26	a	a	DET
cana-6147	117	27	more	more	ADV
cana-6147	117	28	accurate	accurate	ADJ
cana-6147	117	29	and	and	CCONJ
cana-6147	117	30	sensitive	sensitive	ADJ
cana-6147	117	31	solution	solution	NOUN
cana-6147	117	32	for	for	ADP
cana-6147	117	33	detecting	detect	VERB
cana-6147	117	34	anomalous	anomalous	ADJ
cana-6147	117	35	behaviors	behavior	NOUN
cana-6147	117	36	.	.	PUNCT
cana-6147	118	1	by	by	ADP
cana-6147	118	2	addressing	address	VERB
cana-6147	118	3	challenges	challenge	NOUN
cana-6147	118	4	in	in	ADP
cana-6147	118	5	feature	feature	NOUN
cana-6147	118	6	extraction	extraction	NOUN
cana-6147	118	7	,	,	PUNCT
cana-6147	118	8	temporal	temporal	ADJ
cana-6147	118	9	sequence	sequence	NOUN
cana-6147	118	10	encoding	encoding	NOUN
cana-6147	118	11	,	,	PUNCT
cana-6147	118	12	and	and	CCONJ
cana-6147	118	13	real	real	ADJ
cana-6147	118	14	-	-	PUNCT
cana-6147	118	15	time	time	NOUN
cana-6147	118	16	processing	processing	NOUN
cana-6147	118	17	,	,	PUNCT
cana-6147	118	18	this	this	DET
cana-6147	118	19	work	work	NOUN
cana-6147	118	20	contributes	contribute	VERB
cana-6147	118	21	to	to	ADP
cana-6147	118	22	the	the	DET
cana-6147	118	23	advancement	advancement	NOUN
cana-6147	118	24	of	of	ADP
cana-6147	118	25	intelligent	intelligent	ADJ
cana-6147	118	26	surveillance	surveillance	NOUN
cana-6147	118	27	systems	system	NOUN
cana-6147	118	28	.	.	PUNCT
cana-6147	119	1	the	the	DET
cana-6147	119	2	findings	finding	NOUN
cana-6147	119	3	pave	pave	VERB
cana-6147	119	4	the	the	DET
cana-6147	119	5	way	way	NOUN
cana-6147	119	6	for	for	ADP
cana-6147	119	7	future	future	ADJ
cana-6147	119	8	enhancements	enhancement	NOUN
cana-6147	119	9	,	,	PUNCT
cana-6147	119	10	including	include	VERB
cana-6147	119	11	multi	multi	ADJ
cana-6147	119	12	-	-	ADJ
cana-6147	119	13	camera	camera	NOUN
cana-6147	119	14	integration	integration	NOUN
cana-6147	119	15	,	,	PUNCT
cana-6147	119	16	scalability	scalability	NOUN
cana-6147	119	17	for	for	ADP
cana-6147	119	18	large	large	ADJ
cana-6147	119	19	surveillance	surveillance	NOUN
cana-6147	119	20	networks	network	NOUN
cana-6147	119	21	,	,	PUNCT
cana-6147	119	22	and	and	CCONJ
cana-6147	119	23	adaptive	adaptive	ADJ
cana-6147	119	24	learning	learning	NOUN
cana-6147	119	25	for	for	ADP
cana-6147	119	26	evolving	evolve	VERB
cana-6147	119	27	behavioral	behavioral	ADJ
cana-6147	119	28	patterns	pattern	NOUN
cana-6147	119	29	.	.	PUNCT
cana-6147	120	1	references	reference	NOUN
cana-6147	120	2	[	[	X
cana-6147	120	3	1	1	NUM
cana-6147	120	4	]	]	PUNCT
cana-6147	120	5	x.	x.	PROPN
cana-6147	120	6	zhang	zhang	PROPN
cana-6147	120	7	and	and	CCONJ
cana-6147	120	8	h.	h.	PROPN
cana-6147	120	9	xu	xu	PROPN
cana-6147	120	10	,	,	PUNCT
cana-6147	120	11	“	"	PUNCT
cana-6147	120	12	a	a	DET
cana-6147	120	13	survey	survey	NOUN
cana-6147	120	14	on	on	ADP
cana-6147	120	15	deep	deep	ADJ
cana-6147	120	16	learning	learning	NOUN
cana-6147	120	17	methods	method	NOUN
cana-6147	120	18	for	for	ADP
cana-6147	120	19	video	video	NOUN
cana-6147	120	20	surveillance	surveillance	NOUN
cana-6147	120	21	,	,	PUNCT
cana-6147	120	22	”	"	PUNCT
cana-6147	120	23	journal	journal	NOUN
cana-6147	120	24	of	of	ADP
cana-6147	120	25	computer	computer	NOUN
cana-6147	120	26	science	science	NOUN
cana-6147	120	27	and	and	CCONJ
cana-6147	120	28	technology	technology	NOUN
cana-6147	120	29	,	,	PUNCT
cana-6147	120	30	vol	vol	NOUN
cana-6147	120	31	.	.	PROPN
cana-6147	121	1	33	33	NUM
cana-6147	121	2	,	,	PUNCT
cana-6147	121	3	no	no	INTJ
cana-6147	121	4	.	.	NOUN
cana-6147	121	5	6	6	NUM
cana-6147	121	6	,	,	PUNCT
cana-6147	121	7	pp	pp	ADJ
cana-6147	121	8	.	.	PUNCT
cana-6147	122	1	1050–1065	1050–1065	NUM
cana-6147	122	2	,	,	PUNCT
cana-6147	122	3	2018	2018	NUM
cana-6147	122	4	.	.	PUNCT
cana-6147	123	1	[	[	X
cana-6147	123	2	2	2	X
cana-6147	123	3	]	]	X
cana-6147	123	4	y.	y.	PROPN
cana-6147	123	5	li	li	PROPN
cana-6147	123	6	and	and	CCONJ
cana-6147	123	7	x.	x.	PROPN
cana-6147	123	8	zhang	zhang	PROPN
cana-6147	123	9	,	,	PUNCT
cana-6147	123	10	“	"	PUNCT
cana-6147	123	11	anomaly	anomaly	NOUN
cana-6147	123	12	detection	detection	NOUN
cana-6147	123	13	in	in	ADP
cana-6147	123	14	video	video	NOUN
cana-6147	123	15	surveillance	surveillance	NOUN
cana-6147	123	16	using	use	VERB
cana-6147	123	17	deep	deep	ADJ
cana-6147	123	18	learning	learning	NOUN
cana-6147	123	19	,	,	PUNCT
cana-6147	123	20	”	"	PUNCT
cana-6147	123	21	ieee	ieee	NOUN
cana-6147	123	22	transactions	transaction	NOUN
cana-6147	123	23	on	on	ADP
cana-6147	123	24	image	image	NOUN
cana-6147	123	25	processing	processing	NOUN
cana-6147	123	26	,	,	PUNCT
cana-6147	123	27	vol	vol	NOUN
cana-6147	123	28	.	.	PROPN
cana-6147	123	29	29	29	NUM
cana-6147	123	30	,	,	PUNCT
cana-6147	123	31	pp	pp	ADJ
cana-6147	123	32	.	.	PUNCT
cana-6147	124	1	6425–6435	6425–6435	NUM
cana-6147	124	2	,	,	PUNCT
cana-6147	124	3	2020	2020	NUM
cana-6147	124	4	.	.	PUNCT
cana-6147	125	1	[	[	X
cana-6147	125	2	3	3	X
cana-6147	125	3	]	]	X
cana-6147	125	4	j.	j.	PROPN
cana-6147	125	5	makhoul	makhoul	PROPN
cana-6147	125	6	and	and	CCONJ
cana-6147	125	7	h.	h.	PROPN
cana-6147	125	8	ranganath	ranganath	NOUN
cana-6147	125	9	,	,	PUNCT
cana-6147	125	10	“	"	PUNCT
cana-6147	125	11	ai	ai	VERB
cana-6147	125	12	-	-	PUNCT
cana-6147	125	13	based	base	VERB
cana-6147	125	14	video	video	NOUN
cana-6147	125	15	surveillance	surveillance	NOUN
cana-6147	125	16	for	for	ADP
cana-6147	125	17	public	public	ADJ
cana-6147	125	18	safety	safety	NOUN
cana-6147	125	19	,	,	PUNCT
cana-6147	125	20	”	"	PUNCT
cana-6147	125	21	international	international	ADJ
cana-6147	125	22	journal	journal	NOUN
cana-6147	125	23	of	of	ADP
cana-6147	125	24	security	security	NOUN
cana-6147	125	25	and	and	CCONJ
cana-6147	125	26	privacy	privacy	NOUN
cana-6147	125	27	,	,	PUNCT
cana-6147	125	28	vol	vol	NOUN
cana-6147	125	29	.	.	PROPN
cana-6147	125	30	13	13	NUM
cana-6147	125	31	,	,	PUNCT
cana-6147	125	32	no	no	INTJ
cana-6147	125	33	.	.	NOUN
cana-6147	125	34	4	4	NUM
cana-6147	125	35	,	,	PUNCT
cana-6147	125	36	pp	pp	ADJ
cana-6147	125	37	.	.	PUNCT
cana-6147	126	1	219–233	219–233	NUM
cana-6147	126	2	,	,	PUNCT
cana-6147	126	3	2019	2019	NUM
cana-6147	126	4	.	.	PUNCT
cana-6147	127	1	[	[	X
cana-6147	127	2	4	4	NUM
cana-6147	127	3	]	]	PUNCT
cana-6147	127	4	a.	a.	NOUN
cana-6147	127	5	basharat	basharat	NOUN
cana-6147	127	6	and	and	CCONJ
cana-6147	127	7	m.	m.	NOUN
cana-6147	127	8	turk	turk	PROPN
cana-6147	127	9	,	,	PUNCT
cana-6147	127	10	“	"	PUNCT
cana-6147	127	11	human	human	ADJ
cana-6147	127	12	motion	motion	NOUN
cana-6147	127	13	analysis	analysis	NOUN
cana-6147	127	14	for	for	ADP
cana-6147	127	15	video	video	NOUN
cana-6147	127	16	surveillance	surveillance	NOUN
cana-6147	127	17	:	:	PUNCT
cana-6147	127	18	a	a	DET
cana-6147	127	19	survey	survey	NOUN
cana-6147	127	20	,	,	PUNCT
cana-6147	127	21	”	"	PUNCT
cana-6147	127	22	ieee	ieee	NOUN
cana-6147	127	23	transactions	transaction	NOUN
cana-6147	127	24	on	on	ADP
cana-6147	127	25	pattern	pattern	NOUN
cana-6147	127	26	analysis	analysis	NOUN
cana-6147	127	27	and	and	CCONJ
cana-6147	127	28	machine	machine	NOUN
cana-6147	127	29	intelligence	intelligence	NOUN
cana-6147	127	30	,	,	PUNCT
cana-6147	127	31	vol	vol	NOUN
cana-6147	127	32	.	.	PROPN
cana-6147	127	33	31	31	NUM
cana-6147	127	34	,	,	PUNCT
cana-6147	127	35	no	no	INTJ
cana-6147	127	36	.	.	NOUN
cana-6147	127	37	9	9	NUM
cana-6147	127	38	,	,	PUNCT
cana-6147	127	39	pp	pp	ADJ
cana-6147	127	40	.	.	PUNCT
cana-6147	127	41	1680–1692	1680–1692	NUM
cana-6147	127	42	,	,	PUNCT
cana-6147	127	43	2009	2009	NUM
cana-6147	127	44	.	.	PUNCT
cana-6147	128	1	[	[	X
cana-6147	128	2	5	5	X
cana-6147	128	3	]	]	PUNCT
cana-6147	128	4	p.	p.	NOUN
cana-6147	128	5	bedi	bedi	PROPN
cana-6147	128	6	and	and	CCONJ
cana-6147	128	7	a.	a.	NOUN
cana-6147	128	8	dhillon	dhillon	PROPN
cana-6147	128	9	,	,	PUNCT
cana-6147	128	10	“	"	PUNCT
cana-6147	128	11	video	video	NOUN
cana-6147	128	12	surveillance	surveillance	NOUN
cana-6147	128	13	using	use	VERB
cana-6147	128	14	object	object	NOUN
cana-6147	128	15	detection	detection	NOUN
cana-6147	128	16	and	and	CCONJ
cana-6147	128	17	tracking	tracking	NOUN
cana-6147	128	18	techniques	technique	NOUN
cana-6147	128	19	:	:	PUNCT
cana-6147	128	20	a	a	DET
cana-6147	128	21	review	review	NOUN
cana-6147	128	22	,	,	PUNCT
cana-6147	128	23	”	"	PUNCT
cana-6147	128	24	international	international	ADJ
cana-6147	128	25	journal	journal	NOUN
cana-6147	128	26	of	of	ADP
cana-6147	128	27	computer	computer	NOUN
cana-6147	128	28	applications	application	NOUN
cana-6147	128	29	,	,	PUNCT
cana-6147	128	30	vol	vol	NOUN
cana-6147	128	31	.	.	PROPN
cana-6147	129	1	162	162	NUM
cana-6147	129	2	,	,	PUNCT
cana-6147	129	3	no	no	INTJ
cana-6147	129	4	.	.	NOUN
cana-6147	129	5	7	7	NUM
cana-6147	129	6	,	,	PUNCT
cana-6147	129	7	pp	pp	ADJ
cana-6147	129	8	.	.	PUNCT
cana-6147	130	1	24–31	24–31	NUM
cana-6147	130	2	,	,	PUNCT
cana-6147	130	3	2017	2017	NUM
cana-6147	130	4	.	.	PUNCT
cana-6147	131	1	[	[	X
cana-6147	131	2	6	6	NUM
cana-6147	131	3	]	]	PUNCT
cana-6147	131	4	z.	z.	PROPN
cana-6147	131	5	liu	liu	PROPN
cana-6147	131	6	and	and	CCONJ
cana-6147	131	7	c.	c.	PROPN
cana-6147	131	8	yuan	yuan	PROPN
cana-6147	131	9	,	,	PUNCT
cana-6147	131	10	“	"	PUNCT
cana-6147	131	11	a	a	DET
cana-6147	131	12	survey	survey	NOUN
cana-6147	131	13	of	of	ADP
cana-6147	131	14	object	object	NOUN
cana-6147	131	15	detection	detection	NOUN
cana-6147	131	16	methods	method	NOUN
cana-6147	131	17	in	in	ADP
cana-6147	131	18	video	video	NOUN
cana-6147	131	19	surveillance	surveillance	NOUN
cana-6147	131	20	,	,	PUNCT
cana-6147	131	21	”	"	PUNCT
cana-6147	131	22	international	international	ADJ
cana-6147	131	23	journal	journal	NOUN
cana-6147	131	24	of	of	ADP
cana-6147	131	25	computer	computer	NOUN
cana-6147	131	26	vision	vision	NOUN
cana-6147	131	27	,	,	PUNCT
cana-6147	131	28	vol	vol	NOUN
cana-6147	131	29	.	.	PROPN
cana-6147	131	30	11	11	NUM
cana-6147	131	31	,	,	PUNCT
cana-6147	131	32	no	no	INTJ
cana-6147	131	33	.	.	NOUN
cana-6147	131	34	2	2	NUM
cana-6147	131	35	,	,	PUNCT
cana-6147	131	36	pp	pp	ADJ
cana-6147	131	37	.	.	PUNCT
cana-6147	132	1	138–149	138–149	NUM
cana-6147	132	2	,	,	PUNCT
cana-6147	132	3	2017	2017	NUM
cana-6147	132	4	.	.	PUNCT
cana-6147	133	1	[	[	X
cana-6147	133	2	7	7	X
cana-6147	133	3	]	]	X
cana-6147	133	4	w.	w.	PROPN
cana-6147	133	5	zhao	zhao	PROPN
cana-6147	133	6	and	and	CCONJ
cana-6147	133	7	x.	x.	PROPN
cana-6147	133	8	zhang	zhang	PROPN
cana-6147	133	9	,	,	PUNCT
cana-6147	133	10	“	"	PUNCT
cana-6147	133	11	machine	machine	NOUN
cana-6147	133	12	learning	learning	NOUN
cana-6147	133	13	in	in	ADP
cana-6147	133	14	video	video	NOUN
cana-6147	133	15	surveillance	surveillance	NOUN
cana-6147	133	16	:	:	PUNCT
cana-6147	133	17	a	a	DET
cana-6147	133	18	comprehensive	comprehensive	ADJ
cana-6147	133	19	survey	survey	NOUN
cana-6147	133	20	,	,	PUNCT
cana-6147	133	21	”	"	PUNCT
cana-6147	133	22	journal	journal	NOUN
cana-6147	133	23	of	of	ADP
cana-6147	133	24	visual	visual	ADJ
cana-6147	133	25	communication	communication	NOUN
cana-6147	133	26	and	and	CCONJ
cana-6147	133	27	image	image	NOUN
cana-6147	133	28	representation	representation	NOUN
cana-6147	133	29	,	,	PUNCT
cana-6147	133	30	vol	vol	NOUN
cana-6147	133	31	.	.	PROPN
cana-6147	133	32	66	66	NUM
cana-6147	133	33	,	,	PUNCT
cana-6147	133	34	p.	p.	NOUN
cana-6147	133	35	102741	102741	NUM
cana-6147	133	36	,	,	PUNCT
cana-6147	133	37	2020	2020	NUM
cana-6147	133	38	.	.	PUNCT
cana-6147	134	1	[	[	X
cana-6147	134	2	8	8	NUM
cana-6147	134	3	]	]	PUNCT
cana-6147	134	4	x.	x.	NOUN
cana-6147	134	5	han	han	PROPN
cana-6147	134	6	and	and	CCONJ
cana-6147	134	7	y.	y.	PROPN
cana-6147	134	8	liang	liang	PROPN
cana-6147	134	9	,	,	PUNCT
cana-6147	134	10	“	"	PUNCT
cana-6147	134	11	real	real	ADJ
cana-6147	134	12	-	-	PUNCT
cana-6147	134	13	time	time	NOUN
cana-6147	134	14	video	video	NOUN
cana-6147	134	15	surveillance	surveillance	NOUN
cana-6147	134	16	system	system	NOUN
cana-6147	134	17	based	base	VERB
cana-6147	134	18	on	on	ADP
cana-6147	134	19	deep	deep	ADJ
cana-6147	134	20	learning	learning	NOUN
cana-6147	134	21	:	:	PUNCT
cana-6147	134	22	a	a	DET
cana-6147	134	23	survey	survey	NOUN
cana-6147	134	24	,	,	PUNCT
cana-6147	134	25	”	"	PUNCT
cana-6147	134	26	international	international	ADJ
cana-6147	134	27	journal	journal	NOUN
cana-6147	134	28	of	of	ADP
cana-6147	134	29	advanced	advanced	ADJ
cana-6147	134	30	computer	computer	NOUN
cana-6147	134	31	science	science	NOUN
cana-6147	134	32	and	and	CCONJ
cana-6147	134	33	applications	application	NOUN
cana-6147	134	34	,	,	PUNCT
cana-6147	134	35	vol	vol	NOUN
cana-6147	134	36	.	.	PROPN
cana-6147	134	37	9	9	NUM
cana-6147	134	38	,	,	PUNCT
cana-6147	134	39	no	no	INTJ
cana-6147	134	40	.	.	NOUN
cana-6147	134	41	10	10	NUM
cana-6147	134	42	,	,	PUNCT
cana-6147	134	43	pp	pp	ADJ
cana-6147	134	44	.	.	PUNCT
cana-6147	135	1	35–42	35–42	NUM
cana-6147	135	2	,	,	PUNCT
cana-6147	135	3	2018	2018	NUM
cana-6147	135	4	.	.	PUNCT
cana-6147	136	1	[	[	X
cana-6147	136	2	9	9	NUM
cana-6147	136	3	]	]	PUNCT
cana-6147	136	4	r.	r.	PROPN
cana-6147	136	5	ravindran	ravindran	PROPN
cana-6147	136	6	and	and	CCONJ
cana-6147	136	7	p.	p.	PROPN
cana-6147	136	8	sankaranarayanan	sankaranarayanan	PROPN
cana-6147	136	9	,	,	PUNCT
cana-6147	136	10	“	"	PUNCT
cana-6147	136	11	a	a	DET
cana-6147	136	12	survey	survey	NOUN
cana-6147	136	13	of	of	ADP
cana-6147	136	14	video	video	NOUN
cana-6147	136	15	surveillance	surveillance	NOUN
cana-6147	136	16	systems	system	NOUN
cana-6147	136	17	:	:	PUNCT
cana-6147	136	18	challenges	challenge	NOUN
cana-6147	136	19	,	,	PUNCT
cana-6147	136	20	trends	trend	NOUN
cana-6147	136	21	,	,	PUNCT
cana-6147	136	22	and	and	CCONJ
cana-6147	136	23	future	future	ADJ
cana-6147	136	24	directions	direction	NOUN
cana-6147	136	25	,	,	PUNCT
cana-6147	136	26	”	"	PUNCT
cana-6147	136	27	journal	journal	NOUN
cana-6147	136	28	of	of	ADP
cana-6147	136	29	signal	signal	NOUN
cana-6147	136	30	processing	processing	NOUN
cana-6147	136	31	systems	system	NOUN
cana-6147	136	32	,	,	PUNCT
cana-6147	136	33	vol	vol	NOUN
cana-6147	136	34	.	.	PROPN
cana-6147	136	35	91	91	NUM
cana-6147	136	36	,	,	PUNCT
cana-6147	136	37	no	no	INTJ
cana-6147	136	38	.	.	NOUN
cana-6147	136	39	8	8	NUM
cana-6147	136	40	,	,	PUNCT
cana-6147	136	41	pp	pp	ADJ
cana-6147	136	42	.	.	PUNCT
cana-6147	137	1	963–977	963–977	NUM
cana-6147	137	2	,	,	PUNCT
cana-6147	137	3	2019	2019	NUM
cana-6147	137	4	.	.	PUNCT
cana-6147	138	1	[	[	X
cana-6147	138	2	10	10	NUM
cana-6147	138	3	]	]	X
cana-6147	138	4	y.	y.	PROPN
cana-6147	138	5	gao	gao	PROPN
cana-6147	138	6	and	and	CCONJ
cana-6147	138	7	y.	y.	PROPN
cana-6147	138	8	zhang	zhang	PROPN
cana-6147	138	9	,	,	PUNCT
cana-6147	138	10	“	"	PUNCT
cana-6147	138	11	surveillance	surveillance	NOUN
cana-6147	138	12	video	video	NOUN
cana-6147	138	13	analysis	analysis	NOUN
cana-6147	138	14	using	use	VERB
cana-6147	138	15	deep	deep	ADJ
cana-6147	138	16	learning	learning	NOUN
cana-6147	138	17	techniques	technique	NOUN
cana-6147	138	18	:	:	PUNCT
cana-6147	138	19	a	a	DET
cana-6147	138	20	review	review	NOUN
cana-6147	138	21	,	,	PUNCT
cana-6147	138	22	”	"	PUNCT
cana-6147	138	23	ieee	ieee	NOUN
cana-6147	138	24	access	access	NOUN
cana-6147	138	25	,	,	PUNCT
cana-6147	138	26	vol	vol	NOUN
cana-6147	138	27	.	.	PROPN
cana-6147	138	28	8	8	NUM
cana-6147	138	29	,	,	PUNCT
cana-6147	138	30	pp	pp	ADJ
cana-6147	138	31	.	.	PUNCT
cana-6147	138	32	208657–208676	208657–208676	NUM
cana-6147	138	33	,	,	PUNCT
cana-6147	138	34	2020	2020	NUM
cana-6147	138	35	.	.	PUNCT
cana-6147	139	1	[	[	X
cana-6147	139	2	11	11	NUM
cana-6147	139	3	]	]	PUNCT
cana-6147	139	4	s.	s.	PROPN
cana-6147	139	5	c.	c.	PROPN
cana-6147	139	6	gadde	gadde	PROPN
cana-6147	139	7	,	,	PUNCT
cana-6147	139	8	h.	h.	PROPN
cana-6147	139	9	guduru	guduru	PROPN
cana-6147	139	10	,	,	PUNCT
cana-6147	139	11	m.	m.	PROPN
cana-6147	139	12	b.	b.	PROPN
cana-6147	139	13	devarapalli	devarapalli	PROPN
cana-6147	139	14	,	,	PUNCT
cana-6147	139	15	and	and	CCONJ
cana-6147	139	16	s.	s.	PROPN
cana-6147	139	17	k.	k.	PROPN
cana-6147	139	18	peketi	peketi	PROPN
cana-6147	139	19	,	,	PUNCT
cana-6147	139	20	“	"	PUNCT
cana-6147	139	21	iot	iot	NOUN
cana-6147	139	22	-	-	PUNCT
cana-6147	139	23	based	base	VERB
cana-6147	139	24	smart	smart	ADJ
cana-6147	139	25	surveillance	surveillance	NOUN
cana-6147	139	26	systems	system	NOUN
cana-6147	139	27	,	,	PUNCT
cana-6147	139	28	”	"	PUNCT
cana-6147	139	29	international	international	ADJ
cana-6147	139	30	journal	journal	NOUN
cana-6147	139	31	of	of	ADP
cana-6147	139	32	advanced	advanced	ADJ
cana-6147	139	33	research	research	NOUN
cana-6147	139	34	and	and	CCONJ
cana-6147	139	35	development	development	NOUN
cana-6147	139	36	,	,	PUNCT
cana-6147	139	37	vol	vol	NOUN
cana-6147	139	38	.	.	PROPN
cana-6147	139	39	3	3	NUM
cana-6147	139	40	,	,	PUNCT
cana-6147	139	41	2018	2018	NUM
cana-6147	139	42	.	.	PUNCT
cana-6147	140	1	communications	communication	NOUN
cana-6147	140	2	on	on	ADP
cana-6147	140	3	applied	apply	VERB
cana-6147	140	4	nonlinear	nonlinear	ADJ
cana-6147	140	5	analysis	analysis	NOUN
cana-6147	140	6	issn	issn	NOUN
cana-6147	140	7	:	:	PUNCT
cana-6147	140	8	1074	1074	NUM
cana-6147	140	9	-	-	PUNCT
cana-6147	140	10	133x	133x	NUM
cana-6147	140	11	vol	vol	NOUN
cana-6147	140	12	32	32	NUM
cana-6147	140	13	no	no	NOUN
cana-6147	140	14	.	.	PUNCT
cana-6147	141	1	2s	2s	NUM
cana-6147	141	2	(	(	PUNCT
cana-6147	141	3	2025	2025	NUM
cana-6147	141	4	)	)	PUNCT
cana-6147	141	5	626	626	NUM
cana-6147	141	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6147	142	1	[	[	X
cana-6147	142	2	12	12	NUM
cana-6147	142	3	]	]	PUNCT
cana-6147	142	4	a.	a.	NOUN
cana-6147	142	5	s.	s.	PROPN
cana-6147	142	6	jadhav	jadhav	PROPN
cana-6147	142	7	and	and	CCONJ
cana-6147	142	8	s.	s.	PROPN
cana-6147	142	9	r.	r.	PROPN
cana-6147	142	10	diwate	diwate	PROPN
cana-6147	142	11	,	,	PUNCT
cana-6147	142	12	“	"	PUNCT
cana-6147	142	13	real	real	ADJ
cana-6147	142	14	time	time	NOUN
cana-6147	142	15	embedded	embed	VERB
cana-6147	142	16	video	video	NOUN
cana-6147	142	17	streaming	streaming	NOUN
cana-6147	142	18	using	use	VERB
cana-6147	142	19	raspberry	raspberry	NOUN
cana-6147	142	20	pi	pi	NOUN
cana-6147	142	21	,	,	PUNCT
cana-6147	142	22	”	"	PUNCT
cana-6147	142	23	international	international	ADJ
cana-6147	142	24	journal	journal	NOUN
cana-6147	142	25	of	of	ADP
cana-6147	142	26	innovation	innovation	NOUN
cana-6147	142	27	research	research	NOUN
cana-6147	142	28	in	in	ADP
cana-6147	142	29	science	science	NOUN
cana-6147	142	30	,	,	PUNCT
cana-6147	142	31	engineering	engineering	NOUN
cana-6147	142	32	and	and	CCONJ
cana-6147	142	33	technology	technology	NOUN
cana-6147	142	34	,	,	PUNCT
cana-6147	142	35	vol	vol	NOUN
cana-6147	142	36	.	.	PROPN
cana-6147	143	1	5	5	NUM
cana-6147	143	2	,	,	PUNCT
cana-6147	143	3	no	no	INTJ
cana-6147	143	4	.	.	NOUN
cana-6147	143	5	1	1	NUM
cana-6147	143	6	,	,	PUNCT
cana-6147	143	7	2016	2016	NUM
cana-6147	143	8	.	.	PUNCT
cana-6147	144	1	[	[	X
cana-6147	144	2	13	13	NUM
cana-6147	144	3	]	]	PUNCT
cana-6147	144	4	a.	a.	NOUN
cana-6147	144	5	s.	s.	PROPN
cana-6147	144	6	lande	lande	PROPN
cana-6147	144	7	and	and	CCONJ
cana-6147	144	8	b.	b.	PROPN
cana-6147	144	9	p.	p.	PROPN
cana-6147	144	10	kulkarni	kulkarni	PROPN
cana-6147	144	11	,	,	PUNCT
cana-6147	144	12	“	"	PUNCT
cana-6147	144	13	wireless	wireless	ADJ
cana-6147	144	14	security	security	NOUN
cana-6147	144	15	camera	camera	NOUN
cana-6147	144	16	system	system	NOUN
cana-6147	144	17	,	,	PUNCT
cana-6147	144	18	”	"	PUNCT
cana-6147	144	19	international	international	ADJ
cana-6147	144	20	journal	journal	NOUN
cana-6147	144	21	of	of	ADP
cana-6147	144	22	advance	advance	NOUN
cana-6147	144	23	research	research	NOUN
cana-6147	144	24	and	and	CCONJ
cana-6147	144	25	development	development	NOUN
cana-6147	144	26	,	,	PUNCT
cana-6147	144	27	vol	vol	NOUN
cana-6147	144	28	.	.	PROPN
cana-6147	144	29	8	8	NUM
cana-6147	144	30	,	,	PUNCT
cana-6147	144	31	2019	2019	NUM
cana-6147	144	32	.	.	PUNCT
cana-6147	145	1	[	[	X
cana-6147	145	2	14	14	NUM
cana-6147	145	3	]	]	X
cana-6147	145	4	h.	h.	PROPN
cana-6147	145	5	kanma	kanma	PROPN
cana-6147	145	6	,	,	PUNCT
cana-6147	145	7	n.	n.	PROPN
cana-6147	145	8	wakabayashi	wakabayashi	PROPN
cana-6147	145	9	,	,	PUNCT
cana-6147	145	10	r.	r.	PROPN
cana-6147	145	11	kanazawa	kanazawa	PROPN
cana-6147	145	12	,	,	PUNCT
cana-6147	145	13	and	and	CCONJ
cana-6147	145	14	h.	h.	PROPN
cana-6147	145	15	ito	ito	PROPN
cana-6147	145	16	,	,	PUNCT
cana-6147	145	17	“	"	PUNCT
cana-6147	145	18	home	home	NOUN
cana-6147	145	19	appliance	appliance	NOUN
cana-6147	145	20	control	control	NOUN
cana-6147	145	21	system	system	NOUN
cana-6147	145	22	over	over	ADP
cana-6147	145	23	bluetooth	bluetooth	NOUN
cana-6147	145	24	with	with	ADP
cana-6147	145	25	a	a	DET
cana-6147	145	26	cellular	cellular	ADJ
cana-6147	145	27	phone	phone	NOUN
cana-6147	145	28	,	,	PUNCT
cana-6147	145	29	”	"	PUNCT
cana-6147	145	30	ieee	ieee	NOUN
cana-6147	145	31	transactions	transaction	NOUN
cana-6147	145	32	on	on	ADP
cana-6147	145	33	consumer	consumer	NOUN
cana-6147	145	34	electronics	electronic	NOUN
cana-6147	145	35	,	,	PUNCT
cana-6147	145	36	vol	vol	NOUN
cana-6147	145	37	.	.	PROPN
cana-6147	145	38	49	49	NUM
cana-6147	145	39	,	,	PUNCT
cana-6147	145	40	no	no	INTJ
cana-6147	145	41	.	.	NOUN
cana-6147	145	42	4	4	NUM
cana-6147	145	43	,	,	PUNCT
cana-6147	145	44	pp	pp	ADJ
cana-6147	145	45	.	.	PUNCT
cana-6147	145	46	1049–1053	1049–1053	NUM
cana-6147	145	47	,	,	PUNCT
cana-6147	145	48	nov	nov	PROPN
cana-6147	145	49	.	.	PROPN
cana-6147	145	50	2003	2003	NUM
cana-6147	145	51	.	.	PUNCT
cana-6147	146	1	[	[	X
cana-6147	146	2	15	15	NUM
cana-6147	146	3	]	]	X
cana-6147	146	4	m.	m.	NOUN
cana-6147	146	5	ryan	ryan	PROPN
cana-6147	146	6	,	,	PUNCT
cana-6147	146	7	“	"	PUNCT
cana-6147	146	8	bluetooth	bluetooth	NOUN
cana-6147	146	9	:	:	PUNCT
cana-6147	146	10	with	with	ADP
cana-6147	146	11	low	low	ADJ
cana-6147	146	12	energy	energy	NOUN
cana-6147	146	13	comes	come	VERB
cana-6147	146	14	to	to	ADP
cana-6147	146	15	low	low	ADJ
cana-6147	146	16	security	security	NOUN
cana-6147	146	17	,	,	PUNCT
cana-6147	146	18	”	"	PUNCT
cana-6147	146	19	in	in	ADP
cana-6147	146	20	proc	proc	NOUN
cana-6147	146	21	.	.	PUNCT
cana-6147	147	1	7th	7th	ADJ
cana-6147	147	2	usenix	usenix	PROPN
cana-6147	147	3	conference	conference	NOUN
cana-6147	147	4	on	on	ADP
cana-6147	147	5	offensive	offensive	ADJ
cana-6147	147	6	technologies	technology	NOUN
cana-6147	147	7	(	(	PUNCT
cana-6147	147	8	woot’13	woot’13	NOUN
cana-6147	147	9	)	)	PUNCT
cana-6147	147	10	,	,	PUNCT
cana-6147	147	11	2013	2013	NUM
cana-6147	147	12	,	,	PUNCT
cana-6147	147	13	pp	pp	ADJ
cana-6147	147	14	.	.	PUNCT
cana-6147	148	1	4–4	4–4	NOUN
cana-6147	148	2	.	.	PUNCT
cana-6147	149	1	[	[	X
cana-6147	149	2	16	16	NUM
cana-6147	149	3	]	]	PUNCT
cana-6147	149	4	p.	p.	PROPN
cana-6147	149	5	b.	b.	PROPN
cana-6147	149	6	divya	divya	PROPN
cana-6147	149	7	,	,	PUNCT
cana-6147	149	8	s.	s.	PROPN
cana-6147	149	9	shalini	shalini	PROPN
cana-6147	149	10	,	,	PUNCT
cana-6147	149	11	r.	r.	PROPN
cana-6147	149	12	deepa	deepa	PROPN
cana-6147	149	13	,	,	PUNCT
cana-6147	149	14	and	and	CCONJ
cana-6147	149	15	b.	b.	PROPN
cana-6147	149	16	s.	s.	PROPN
cana-6147	149	17	reddy	reddy	PROPN
cana-6147	149	18	,	,	PUNCT
cana-6147	149	19	“	"	PUNCT
cana-6147	149	20	inspection	inspection	NOUN
cana-6147	149	21	of	of	ADP
cana-6147	149	22	suspicious	suspicious	ADJ
cana-6147	149	23	human	human	ADJ
cana-6147	149	24	activity	activity	NOUN
cana-6147	149	25	in	in	ADP
cana-6147	149	26	the	the	DET
cana-6147	149	27	crowdsourced	crowdsource	VERB
cana-6147	149	28	areas	area	NOUN
cana-6147	149	29	captured	capture	VERB
cana-6147	149	30	in	in	ADP
cana-6147	149	31	surveillance	surveillance	NOUN
cana-6147	149	32	cameras	camera	NOUN
cana-6147	149	33	,	,	PUNCT
cana-6147	149	34	”	"	PUNCT
cana-6147	149	35	international	international	ADJ
cana-6147	149	36	research	research	NOUN
cana-6147	149	37	journal	journal	NOUN
cana-6147	149	38	of	of	ADP
cana-6147	149	39	engineering	engineering	NOUN
cana-6147	149	40	and	and	CCONJ
cana-6147	149	41	technology	technology	NOUN
cana-6147	149	42	(	(	PUNCT
cana-6147	149	43	irjet	irjet	NOUN
cana-6147	149	44	)	)	PUNCT
cana-6147	149	45	,	,	PUNCT
cana-6147	149	46	dec	dec	PROPN
cana-6147	149	47	.	.	PROPN
cana-6147	149	48	2017	2017	NUM
cana-6147	149	49	.	.	PUNCT
cana-6147	150	1	[	[	X
cana-6147	150	2	17	17	NUM
cana-6147	150	3	]	]	PUNCT
cana-6147	150	4	z.	z.	PROPN
cana-6147	150	5	kain	kain	PROPN
cana-6147	150	6	,	,	PUNCT
cana-6147	150	7	a.	a.	NOUN
cana-6147	150	8	youness	youness	NOUN
cana-6147	150	9	,	,	PUNCT
cana-6147	150	10	i.	i.	PROPN
cana-6147	150	11	el	el	PROPN
cana-6147	150	12	sayad	sayad	PROPN
cana-6147	150	13	,	,	PUNCT
cana-6147	150	14	s.	s.	PROPN
cana-6147	150	15	abdul	abdul	PROPN
cana-6147	150	16	-	-	PUNCT
cana-6147	150	17	nabi	nabi	PROPN
cana-6147	150	18	,	,	PUNCT
cana-6147	150	19	and	and	CCONJ
cana-6147	150	20	h.	h.	PROPN
cana-6147	150	21	kassem	kassem	PROPN
cana-6147	150	22	,	,	PUNCT
cana-6147	150	23	“	"	PUNCT
cana-6147	150	24	detecting	detect	VERB
cana-6147	150	25	abnormal	abnormal	ADJ
cana-6147	150	26	events	event	NOUN
cana-6147	150	27	in	in	ADP
cana-6147	150	28	university	university	NOUN
cana-6147	150	29	areas	area	NOUN
cana-6147	150	30	,	,	PUNCT
cana-6147	150	31	”	"	PUNCT
cana-6147	150	32	international	international	ADJ
cana-6147	150	33	conference	conference	NOUN
cana-6147	150	34	on	on	ADP
cana-6147	150	35	computer	computer	NOUN
cana-6147	150	36	and	and	CCONJ
cana-6147	150	37	application	application	NOUN
cana-6147	150	38	,	,	PUNCT
cana-6147	150	39	2018	2018	NUM
cana-6147	150	40	.	.	PUNCT
cana-6147	151	1	[	[	X
cana-6147	151	2	18	18	NUM
cana-6147	151	3	]	]	PUNCT
cana-6147	151	4	t.	t.	PROPN
cana-6147	151	5	wang	wang	PROPN
cana-6147	151	6	,	,	PUNCT
cana-6147	151	7	m.	m.	PROPN
cana-6147	151	8	qia	qia	PROPN
cana-6147	151	9	,	,	PUNCT
cana-6147	151	10	y.	y.	PROPN
cana-6147	151	11	deng	deng	PROPN
cana-6147	151	12	,	,	PUNCT
cana-6147	151	13	y.	y.	PROPN
cana-6147	151	14	zhou	zhou	PROPN
cana-6147	151	15	,	,	PUNCT
cana-6147	151	16	h.	h.	PROPN
cana-6147	151	17	wang	wang	PROPN
cana-6147	151	18	,	,	PUNCT
cana-6147	151	19	q.	q.	PROPN
cana-6147	151	20	lyu	lyu	NOUN
cana-6147	151	21	,	,	PUNCT
cana-6147	151	22	and	and	CCONJ
cana-6147	151	23	h.	h.	PROPN
cana-6147	151	24	snoussie	snoussie	PROPN
cana-6147	151	25	,	,	PUNCT
cana-6147	151	26	“	"	PUNCT
cana-6147	151	27	abnormal	abnormal	ADJ
cana-6147	151	28	event	event	NOUN
cana-6147	151	29	detection	detection	NOUN
cana-6147	151	30	based	base	VERB
cana-6147	151	31	on	on	ADP
cana-6147	151	32	analysis	analysis	NOUN
cana-6147	151	33	of	of	ADP
cana-6147	151	34	movement	movement	NOUN
cana-6147	151	35	information	information	NOUN
cana-6147	151	36	of	of	ADP
cana-6147	151	37	video	video	NOUN
cana-6147	151	38	,	,	PUNCT
cana-6147	151	39	”	"	PUNCT
cana-6147	151	40	ijcrt2506830	ijcrt2506830	PROPN
cana-6147	151	41	.	.	PUNCT
cana-6147	152	1	[	[	X
cana-6147	152	2	19	19	NUM
cana-6147	152	3	]	]	PUNCT
cana-6147	152	4	a.	a.	NOUN
cana-6147	152	5	karbalaie	karbalaie	PROPN
cana-6147	152	6	,	,	PUNCT
cana-6147	152	7	f.	f.	PROPN
cana-6147	152	8	abtahi	abtahi	PROPN
cana-6147	152	9	,	,	PUNCT
cana-6147	152	10	and	and	CCONJ
cana-6147	152	11	m.	m.	NOUN
cana-6147	152	12	sjöström	sjöström	NOUN
cana-6147	152	13	,	,	PUNCT
cana-6147	152	14	“	"	PUNCT
cana-6147	152	15	event	event	NOUN
cana-6147	152	16	detection	detection	NOUN
cana-6147	152	17	in	in	ADP
cana-6147	152	18	surveillance	surveillance	NOUN
cana-6147	152	19	videos	video	NOUN
cana-6147	152	20	:	:	PUNCT
cana-6147	152	21	a	a	DET
cana-6147	152	22	review	review	NOUN
cana-6147	152	23	,	,	PUNCT
cana-6147	152	24	”	"	PUNCT
cana-6147	152	25	multimedia	multimedia	NOUN
cana-6147	152	26	technology	technology	NOUN
cana-6147	152	27	for	for	ADP
cana-6147	152	28	security	security	NOUN
cana-6147	152	29	and	and	CCONJ
cana-6147	152	30	surveillance	surveillance	NOUN
cana-6147	152	31	in	in	ADP
cana-6147	152	32	degraded	degraded	ADJ
cana-6147	152	33	vision	vision	NOUN
cana-6147	152	34	,	,	PUNCT
cana-6147	152	35	jan	jan	PROPN
cana-6147	152	36	.	.	PROPN
cana-6147	152	37	2021	2021	NUM
cana-6147	152	38	.	.	PUNCT