id	sid	tid	token	lemma	pos
cana-5443	1	1	communications	communication	NOUN
cana-5443	1	2	on	on	ADP
cana-5443	1	3	applied	apply	VERB
cana-5443	1	4	nonlinear	nonlinear	ADJ
cana-5443	1	5	analysis	analysis	NOUN
cana-5443	1	6	issn	issn	NOUN
cana-5443	1	7	:	:	PUNCT
cana-5443	1	8	1074	1074	NUM
cana-5443	1	9	-	-	PUNCT
cana-5443	1	10	133x	133x	NUM
cana-5443	1	11	vol	vol	VERB
cana-5443	1	12	32	32	NUM
cana-5443	1	13	no	no	NOUN
cana-5443	1	14	.	.	PUNCT
cana-5443	2	1	10s	10	NOUN
cana-5443	2	2	(	(	PUNCT
cana-5443	2	3	2025	2025	NUM
cana-5443	2	4	)	)	PUNCT
cana-5443	2	5	2251	2251	NUM
cana-5443	3	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	3	2	optimized	optimize	VERB
cana-5443	3	3	deep	deep	ADJ
cana-5443	3	4	learning	learning	NOUN
cana-5443	3	5	system	system	NOUN
cana-5443	3	6	for	for	ADP
cana-5443	3	7	criminal	criminal	ADJ
cana-5443	3	8	activity	activity	NOUN
cana-5443	3	9	detection	detection	NOUN
cana-5443	3	10	using	use	VERB
cana-5443	3	11	facial	facial	ADJ
cana-5443	3	12	recognition	recognition	NOUN
cana-5443	3	13	,	,	PUNCT
cana-5443	3	14	video	video	NOUN
cana-5443	3	15	surveillance	surveillance	NOUN
cana-5443	3	16	,	,	PUNCT
cana-5443	3	17	and	and	CCONJ
cana-5443	3	18	weapon	weapon	NOUN
cana-5443	3	19	detection	detection	NOUN
cana-5443	3	20	1pranita	1pranita	NUM
cana-5443	3	21	sanjay	sanjay	NOUN
cana-5443	3	22	waikar	waikar	NOUN
cana-5443	3	23	,	,	PUNCT
cana-5443	3	24	2waseem	2waseem	NUM
cana-5443	3	25	ahmad	ahmad	PROPN
cana-5443	3	26	mir	mir	PROPN
cana-5443	3	27	1pg	1pg	PROPN
cana-5443	3	28	student	student	NOUN
cana-5443	3	29	,	,	PUNCT
cana-5443	3	30	department	department	NOUN
cana-5443	3	31	of	of	ADP
cana-5443	3	32	computer	computer	NOUN
cana-5443	3	33	engineering	engineering	NOUN
cana-5443	3	34	,	,	PUNCT
cana-5443	3	35	department	department	NOUN
cana-5443	3	36	of	of	ADP
cana-5443	3	37	computer	computer	NOUN
cana-5443	3	38	engineering	engineering	PROPN
cana-5443	3	39	,	,	PUNCT
cana-5443	3	40	jspm	jspm	PROPN
cana-5443	3	41	wagholi	wagholi	PROPN
cana-5443	3	42	,	,	PUNCT
cana-5443	3	43	pune	pune	NOUN
cana-5443	3	44	pranitawaikar9595@gmail.com	pranitawaikar9595@gmail.com	X
cana-5443	4	1	2professor	2professor	NUM
cana-5443	4	2	,	,	PUNCT
cana-5443	4	3	department	department	NOUN
cana-5443	4	4	of	of	ADP
cana-5443	4	5	computer	computer	NOUN
cana-5443	4	6	engineering	engineering	NOUN
cana-5443	4	7	,	,	PUNCT
cana-5443	4	8	department	department	NOUN
cana-5443	4	9	of	of	ADP
cana-5443	4	10	computer	computer	NOUN
cana-5443	4	11	engineering	engineering	PROPN
cana-5443	4	12	,	,	PUNCT
cana-5443	4	13	jspm	jspm	PROPN
cana-5443	4	14	wagholi	wagholi	PROPN
cana-5443	4	15	,	,	PUNCT
cana-5443	4	16	pune	pune	NOUN
cana-5443	4	17	waseemmir78177@gmail.com	waseemmir78177@gmail.com	NOUN
cana-5443	4	18	article	article	PROPN
cana-5443	4	19	history	history	NOUN
cana-5443	4	20	:	:	PUNCT
cana-5443	4	21	received	receive	VERB
cana-5443	4	22	:	:	PUNCT
cana-5443	4	23	12	12	NUM
cana-5443	4	24	-	-	SYM
cana-5443	4	25	01	01	NUM
cana-5443	4	26	-	-	PUNCT
cana-5443	4	27	2025	2025	NUM
cana-5443	4	28	revised	revise	VERB
cana-5443	4	29	:	:	PUNCT
cana-5443	4	30	15	15	NUM
cana-5443	4	31	-	-	NUM
cana-5443	4	32	02	02	NUM
cana-5443	4	33	-	-	PUNCT
cana-5443	4	34	2025	2025	NUM
cana-5443	4	35	accepted	accept	VERB
cana-5443	4	36	:	:	PUNCT
cana-5443	4	37	01	01	NUM
cana-5443	4	38	-	-	SYM
cana-5443	4	39	03	03	NUM
cana-5443	4	40	-	-	PUNCT
cana-5443	4	41	2025	2025	NUM
cana-5443	4	42	abstract	abstract	NOUN
cana-5443	4	43	:	:	PUNCT
cana-5443	4	44	the	the	DET
cana-5443	4	45	evolving	evolve	VERB
cana-5443	4	46	field	field	NOUN
cana-5443	4	47	of	of	ADP
cana-5443	4	48	deep	deep	ADJ
cana-5443	4	49	learning	learning	NOUN
cana-5443	4	50	has	have	AUX
cana-5443	4	51	automated	automate	VERB
cana-5443	4	52	intelligent	intelligent	ADJ
cana-5443	4	53	surveillance	surveillance	NOUN
cana-5443	4	54	and	and	CCONJ
cana-5443	4	55	criminal	criminal	ADJ
cana-5443	4	56	activity	activity	NOUN
cana-5443	4	57	detection	detection	NOUN
cana-5443	4	58	systems	system	NOUN
cana-5443	4	59	.	.	PUNCT
cana-5443	5	1	this	this	DET
cana-5443	5	2	paper	paper	NOUN
cana-5443	5	3	provides	provide	VERB
cana-5443	5	4	refined	refined	ADJ
cana-5443	5	5	optimized	optimize	VERB
cana-5443	5	6	deep	deep	ADJ
cana-5443	5	7	learning	learning	NOUN
cana-5443	5	8	architecture	architecture	NOUN
cana-5443	5	9	systems	system	NOUN
cana-5443	5	10	aimed	aim	VERB
cana-5443	5	11	at	at	ADP
cana-5443	5	12	improving	improve	VERB
cana-5443	5	13	crime	crime	NOUN
cana-5443	5	14	detection	detection	NOUN
cana-5443	5	15	using	use	VERB
cana-5443	5	16	facial	facial	ADJ
cana-5443	5	17	recognition	recognition	NOUN
cana-5443	5	18	,	,	PUNCT
cana-5443	5	19	realtime	realtime	NOUN
cana-5443	5	20	video	video	NOUN
cana-5443	5	21	surveillance	surveillance	NOUN
cana-5443	5	22	systems	system	NOUN
cana-5443	5	23	,	,	PUNCT
cana-5443	5	24	and	and	CCONJ
cana-5443	5	25	weapon	weapon	NOUN
cana-5443	5	26	detection	detection	NOUN
cana-5443	5	27	.	.	PUNCT
cana-5443	6	1	these	these	DET
cana-5443	6	2	systems	system	NOUN
cana-5443	6	3	utilize	utilize	VERB
cana-5443	6	4	the	the	DET
cana-5443	6	5	latest	late	ADJ
cana-5443	6	6	neural	neural	ADJ
cana-5443	6	7	network	network	NOUN
cana-5443	6	8	structures	structure	NOUN
cana-5443	6	9	,	,	PUNCT
cana-5443	6	10	chiefly	chiefly	ADV
cana-5443	6	11	cnns	cnn	NOUN
cana-5443	6	12	,	,	PUNCT
cana-5443	6	13	rnns	rnn	NOUN
cana-5443	6	14	,	,	PUNCT
cana-5443	6	15	and	and	CCONJ
cana-5443	6	16	hybrid	hybrid	ADJ
cana-5443	6	17	deep	deep	ADJ
cana-5443	6	18	learning	learning	NOUN
cana-5443	6	19	models	model	NOUN
cana-5443	6	20	,	,	PUNCT
cana-5443	6	21	to	to	PART
cana-5443	6	22	derive	derive	VERB
cana-5443	6	23	accuracy	accuracy	NOUN
cana-5443	6	24	,	,	PUNCT
cana-5443	6	25	real	real	ADJ
cana-5443	6	26	-	-	PUNCT
cana-5443	6	27	time	time	NOUN
cana-5443	6	28	analysis	analysis	NOUN
cana-5443	6	29	,	,	PUNCT
cana-5443	6	30	and	and	CCONJ
cana-5443	6	31	scalability	scalability	NOUN
cana-5443	6	32	.	.	PUNCT
cana-5443	7	1	the	the	DET
cana-5443	7	2	automated	automate	VERB
cana-5443	7	3	facial	facial	ADJ
cana-5443	7	4	recognition	recognition	NOUN
cana-5443	7	5	systems	system	NOUN
cana-5443	7	6	track	track	VERB
cana-5443	7	7	users	user	NOUN
cana-5443	7	8	'	'	PART
cana-5443	7	9	behaviors	behavior	NOUN
cana-5443	7	10	,	,	PUNCT
cana-5443	7	11	registers	register	NOUN
cana-5443	7	12	recognized	recognize	VERB
cana-5443	7	13	users	user	NOUN
cana-5443	7	14	,	,	PUNCT
cana-5443	7	15	recognizes	recognize	VERB
cana-5443	7	16	suspicious	suspicious	ADJ
cana-5443	7	17	behaviors	behavior	NOUN
cana-5443	7	18	,	,	PUNCT
cana-5443	7	19	and	and	CCONJ
cana-5443	7	20	detects	detect	NOUN
cana-5443	7	21	weapons	weapon	NOUN
cana-5443	7	22	at	at	ADP
cana-5443	7	23	video	video	NOUN
cana-5443	7	24	feed	feed	NOUN
cana-5443	7	25	frames	frame	NOUN
cana-5443	7	26	.	.	PUNCT
cana-5443	8	1	using	use	VERB
cana-5443	8	2	spatial	spatial	ADJ
cana-5443	8	3	-	-	PUNCT
cana-5443	8	4	temporal	temporal	ADJ
cana-5443	8	5	analysis	analysis	NOUN
cana-5443	8	6	helps	help	VERB
cana-5443	8	7	detect	detect	VERB
cana-5443	8	8	and	and	CCONJ
cana-5443	8	9	reduce	reduce	VERB
cana-5443	8	10	response	response	NOUN
cana-5443	8	11	delays	delay	NOUN
cana-5443	8	12	in	in	ADP
cana-5443	8	13	public	public	ADJ
cana-5443	8	14	areas	area	NOUN
cana-5443	8	15	,	,	PUNCT
cana-5443	8	16	transport	transport	NOUN
cana-5443	8	17	systems	system	NOUN
cana-5443	8	18	,	,	PUNCT
cana-5443	8	19	and	and	CCONJ
cana-5443	8	20	other	other	ADJ
cana-5443	8	21	sensitive	sensitive	ADJ
cana-5443	8	22	places	place	NOUN
cana-5443	8	23	.	.	PUNCT
cana-5443	9	1	important	important	ADJ
cana-5443	9	2	issues	issue	NOUN
cana-5443	9	3	such	such	ADJ
cana-5443	9	4	as	as	ADP
cana-5443	9	5	dataset	dataset	ADJ
cana-5443	9	6	deficiencies	deficiency	NOUN
cana-5443	9	7	,	,	PUNCT
cana-5443	9	8	real	real	ADJ
cana-5443	9	9	-	-	PUNCT
cana-5443	9	10	time	time	NOUN
cana-5443	9	11	computing	computing	NOUN
cana-5443	9	12	limits	limit	NOUN
cana-5443	9	13	,	,	PUNCT
cana-5443	9	14	aggressive	aggressive	ADJ
cana-5443	9	15	attacks	attack	NOUN
cana-5443	9	16	,	,	PUNCT
cana-5443	9	17	and	and	CCONJ
cana-5443	9	18	ethical	ethical	ADJ
cana-5443	9	19	concerns	concern	NOUN
cana-5443	9	20	on	on	ADP
cana-5443	9	21	surveillance	surveillance	NOUN
cana-5443	9	22	ai	ai	VERB
cana-5443	9	23	are	be	AUX
cana-5443	9	24	given	give	VERB
cana-5443	9	25	attention	attention	NOUN
cana-5443	9	26	.	.	PUNCT
cana-5443	10	1	transfer	transfer	NOUN
cana-5443	10	2	learning	learning	NOUN
cana-5443	10	3	,	,	PUNCT
cana-5443	10	4	model	model	NOUN
cana-5443	10	5	compression	compression	NOUN
cana-5443	10	6	,	,	PUNCT
cana-5443	10	7	edge	edge	NOUN
cana-5443	10	8	computing	computing	NOUN
cana-5443	10	9	,	,	PUNCT
cana-5443	10	10	and	and	CCONJ
cana-5443	10	11	ai	ai	VERB
cana-5443	10	12	transparency	transparency	NOUN
cana-5443	10	13	are	be	AUX
cana-5443	10	14	some	some	DET
cana-5443	10	15	solutions	solution	NOUN
cana-5443	10	16	put	put	VERB
cana-5443	10	17	forward	forward	ADV
cana-5443	10	18	.	.	PUNCT
cana-5443	11	1	the	the	DET
cana-5443	11	2	paper	paper	NOUN
cana-5443	11	3	addresses	address	VERB
cana-5443	11	4	these	these	DET
cana-5443	11	5	challenges	challenge	NOUN
cana-5443	11	6	and	and	CCONJ
cana-5443	11	7	emphasizes	emphasize	VERB
cana-5443	11	8	the	the	DET
cana-5443	11	9	need	need	NOUN
cana-5443	11	10	for	for	ADP
cana-5443	11	11	diverse	diverse	ADJ
cana-5443	11	12	,	,	PUNCT
cana-5443	11	13	representative	representative	ADJ
cana-5443	11	14	training	training	NOUN
cana-5443	11	15	datasets	dataset	NOUN
cana-5443	11	16	to	to	PART
cana-5443	11	17	strengthen	strengthen	VERB
cana-5443	11	18	system	system	NOUN
cana-5443	11	19	dependability	dependability	NOUN
cana-5443	11	20	and	and	CCONJ
cana-5443	11	21	equity	equity	NOUN
cana-5443	11	22	.	.	PUNCT
cana-5443	12	1	future	future	ADJ
cana-5443	12	2	research	research	NOUN
cana-5443	12	3	and	and	CCONJ
cana-5443	12	4	development	development	NOUN
cana-5443	12	5	may	may	AUX
cana-5443	12	6	benefit	benefit	VERB
cana-5443	12	7	from	from	ADP
cana-5443	12	8	the	the	DET
cana-5443	12	9	discussion	discussion	NOUN
cana-5443	12	10	highlighting	highlight	VERB
cana-5443	12	11	transformer	transformer	NOUN
cana-5443	12	12	-	-	PUNCT
cana-5443	12	13	based	base	VERB
cana-5443	12	14	architectures	architecture	NOUN
cana-5443	12	15	,	,	PUNCT
cana-5443	12	16	multimodal	multimodal	ADJ
cana-5443	12	17	fusion	fusion	NOUN
cana-5443	12	18	,	,	PUNCT
cana-5443	12	19	and	and	CCONJ
cana-5443	12	20	other	other	ADJ
cana-5443	12	21	emerging	emerge	VERB
cana-5443	12	22	trends	trend	NOUN
cana-5443	12	23	which	which	PRON
cana-5443	12	24	incorporate	incorporate	VERB
cana-5443	12	25	reinforcement	reinforcement	NOUN
cana-5443	12	26	learning	learning	NOUN
cana-5443	12	27	.	.	PUNCT
cana-5443	13	1	this	this	DET
cana-5443	13	2	review	review	NOUN
cana-5443	13	3	furthers	further	VERB
cana-5443	13	4	the	the	DET
cana-5443	13	5	state	state	NOUN
cana-5443	13	6	of	of	ADP
cana-5443	13	7	the	the	DET
cana-5443	13	8	art	art	NOUN
cana-5443	13	9	by	by	ADP
cana-5443	13	10	integrating	integrate	VERB
cana-5443	13	11	advanced	advanced	ADJ
cana-5443	13	12	technology	technology	NOUN
cana-5443	13	13	development	development	NOUN
cana-5443	13	14	and	and	CCONJ
cana-5443	13	15	documenting	document	VERB
cana-5443	13	16	noted	note	VERB
cana-5443	13	17	advancements	advancement	NOUN
cana-5443	13	18	,	,	PUNCT
cana-5443	13	19	turning	turn	VERB
cana-5443	13	20	them	they	PRON
cana-5443	13	21	into	into	ADP
cana-5443	13	22	actionable	actionable	ADJ
cana-5443	13	23	frameworks	framework	NOUN
cana-5443	13	24	by	by	ADP
cana-5443	13	25	formulating	formulate	VERB
cana-5443	13	26	real	real	ADJ
cana-5443	13	27	-	-	PUNCT
cana-5443	13	28	world	world	NOUN
cana-5443	13	29	deployment	deployment	NOUN
cana-5443	13	30	strategies	strategy	NOUN
cana-5443	13	31	.	.	PUNCT
cana-5443	14	1	the	the	DET
cana-5443	14	2	primary	primary	ADJ
cana-5443	14	3	contribution	contribution	NOUN
cana-5443	14	4	of	of	ADP
cana-5443	14	5	this	this	DET
cana-5443	14	6	paper	paper	NOUN
cana-5443	14	7	is	be	AUX
cana-5443	14	8	to	to	PART
cana-5443	14	9	assist	assist	VERB
cana-5443	14	10	researchers	researcher	NOUN
cana-5443	14	11	,	,	PUNCT
cana-5443	14	12	developers	developer	NOUN
cana-5443	14	13	,	,	PUNCT
cana-5443	14	14	and	and	CCONJ
cana-5443	14	15	even	even	ADV
cana-5443	14	16	policymakers	policymaker	NOUN
cana-5443	14	17	comprehend	comprehend	VERB
cana-5443	14	18	in	in	ADP
cana-5443	14	19	-	-	PUNCT
cana-5443	14	20	depth	depth	NOUN
cana-5443	14	21	,	,	PUNCT
cana-5443	14	22	the	the	DET
cana-5443	14	23	potential	potential	ADJ
cana-5443	14	24	deep	deep	ADJ
cana-5443	14	25	learning	learning	NOUN
cana-5443	14	26	methods	method	NOUN
cana-5443	14	27	offer	offer	VERB
cana-5443	14	28	in	in	ADP
cana-5443	14	29	the	the	DET
cana-5443	14	30	design	design	NOUN
cana-5443	14	31	of	of	ADP
cana-5443	14	32	surveillance	surveillance	NOUN
cana-5443	14	33	systems	system	NOUN
cana-5443	14	34	for	for	ADP
cana-5443	14	35	criminal	criminal	ADJ
cana-5443	14	36	activity	activity	NOUN
cana-5443	14	37	detection	detection	NOUN
cana-5443	14	38	that	that	PRON
cana-5443	14	39	are	be	AUX
cana-5443	14	40	safe	safe	ADJ
cana-5443	14	41	,	,	PUNCT
cana-5443	14	42	smart	smart	ADJ
cana-5443	14	43	,	,	PUNCT
cana-5443	14	44	and	and	CCONJ
cana-5443	14	45	ethically	ethically	ADV
cana-5443	14	46	responsible	responsible	ADJ
cana-5443	14	47	.	.	PUNCT
cana-5443	15	1	keywords	keyword	NOUN
cana-5443	15	2	:	:	PUNCT
cana-5443	15	3	deep	deep	ADJ
cana-5443	15	4	learning	learning	NOUN
cana-5443	15	5	,	,	PUNCT
cana-5443	15	6	criminal	criminal	ADJ
cana-5443	15	7	activity	activity	NOUN
cana-5443	15	8	detection	detection	NOUN
cana-5443	15	9	,	,	PUNCT
cana-5443	15	10	facial	facial	ADJ
cana-5443	15	11	recognition	recognition	NOUN
cana-5443	15	12	,	,	PUNCT
cana-5443	15	13	video	video	NOUN
cana-5443	15	14	surveillance	surveillance	NOUN
cana-5443	15	15	,	,	PUNCT
cana-5443	15	16	weapon	weapon	NOUN
cana-5443	15	17	detection	detection	NOUN
cana-5443	15	18	,	,	PUNCT
cana-5443	15	19	cnn	cnn	PROPN
cana-5443	15	20	,	,	PUNCT
cana-5443	15	21	rnn	rnn	PROPN
cana-5443	15	22	.	.	PUNCT
cana-5443	16	1	introduction	introduction	NOUN
cana-5443	16	2	the	the	DET
cana-5443	16	3	application	application	NOUN
cana-5443	16	4	of	of	ADP
cana-5443	16	5	artificial	artificial	ADJ
cana-5443	16	6	intelligence	intelligence	NOUN
cana-5443	16	7	(	(	PUNCT
cana-5443	16	8	ai	ai	NOUN
cana-5443	16	9	)	)	PUNCT
cana-5443	16	10	and	and	CCONJ
cana-5443	16	11	deep	deep	ADJ
cana-5443	16	12	learning	learning	NOUN
cana-5443	16	13	(	(	PUNCT
cana-5443	16	14	dl	dl	NOUN
cana-5443	16	15	)	)	PUNCT
cana-5443	16	16	technologies	technology	NOUN
cana-5443	16	17	integrates	integrate	VERB
cana-5443	16	18	seamless	seamless	ADJ
cana-5443	16	19	monitoring	monitoring	NOUN
cana-5443	16	20	of	of	ADP
cana-5443	16	21	public	public	ADJ
cana-5443	16	22	safety	safety	NOUN
cana-5443	16	23	and	and	CCONJ
cana-5443	16	24	crime	crime	NOUN
cana-5443	16	25	detection	detection	NOUN
cana-5443	16	26	.	.	PUNCT
cana-5443	17	1	law	law	NOUN
cana-5443	17	2	enforcement	enforcement	NOUN
cana-5443	17	3	and	and	CCONJ
cana-5443	17	4	security	security	NOUN
cana-5443	17	5	organizations	organization	NOUN
cana-5443	17	6	are	be	AUX
cana-5443	17	7	now	now	ADV
cana-5443	17	8	able	able	ADJ
cana-5443	17	9	to	to	PART
cana-5443	17	10	recognize	recognize	VERB
cana-5443	17	11	illegal	illegal	ADJ
cana-5443	17	12	activities	activity	NOUN
cana-5443	17	13	with	with	ADP
cana-5443	17	14	advanced	advanced	ADJ
cana-5443	17	15	precision	precision	NOUN
cana-5443	17	16	and	and	CCONJ
cana-5443	17	17	swiftness	swiftness	NOUN
cana-5443	17	18	due	due	ADP
cana-5443	17	19	to	to	ADP
cana-5443	17	20	the	the	DET
cana-5443	17	21	implementation	implementation	NOUN
cana-5443	17	22	of	of	ADP
cana-5443	17	23	ai	ai	PROPN
cana-5443	17	24	technologies	technology	NOUN
cana-5443	17	25	such	such	ADJ
cana-5443	17	26	as	as	ADP
cana-5443	17	27	facial	facial	ADJ
cana-5443	17	28	recognition	recognition	NOUN
cana-5443	17	29	,	,	PUNCT
cana-5443	17	30	intelligent	intelligent	ADJ
cana-5443	17	31	video	video	NOUN
cana-5443	17	32	monitoring	monitoring	NOUN
cana-5443	17	33	,	,	PUNCT
cana-5443	17	34	and	and	CCONJ
cana-5443	17	35	automatic	automatic	ADJ
cana-5443	17	36	weapon	weapon	NOUN
cana-5443	17	37	detection	detection	NOUN
cana-5443	17	38	systems	system	NOUN
cana-5443	17	39	.	.	PUNCT
cana-5443	18	1	these	these	DET
cana-5443	18	2	systems	system	NOUN
cana-5443	18	3	employ	employ	VERB
cana-5443	18	4	algorithms	algorithm	NOUN
cana-5443	18	5	to	to	PART
cana-5443	18	6	aid	aid	VERB
cana-5443	18	7	in	in	ADP
cana-5443	18	8	the	the	DET
cana-5443	18	9	protection	protection	NOUN
cana-5443	18	10	of	of	ADP
cana-5443	18	11	metropolitan	metropolitan	ADJ
cana-5443	18	12	and	and	CCONJ
cana-5443	18	13	mailto:pranitawaikar9595@gmail.com	mailto:pranitawaikar9595@gmail.com	PROPN
cana-5443	18	14	mailto:waseemmir78177@gmail.com	mailto:waseemmir78177@gmail.com	PROPN
cana-5443	18	15	communications	communication	NOUN
cana-5443	18	16	on	on	ADP
cana-5443	18	17	applied	apply	VERB
cana-5443	18	18	nonlinear	nonlinear	ADJ
cana-5443	18	19	analysis	analysis	NOUN
cana-5443	18	20	issn	issn	NOUN
cana-5443	18	21	:	:	PUNCT
cana-5443	18	22	1074	1074	NUM
cana-5443	18	23	-	-	PUNCT
cana-5443	18	24	133x	133x	NUM
cana-5443	18	25	vol	vol	VERB
cana-5443	18	26	32	32	NUM
cana-5443	18	27	no	no	NOUN
cana-5443	18	28	.	.	PUNCT
cana-5443	19	1	10s	10	NOUN
cana-5443	19	2	(	(	PUNCT
cana-5443	19	3	2025	2025	NUM
cana-5443	19	4	)	)	PUNCT
cana-5443	19	5	2252	2252	NUM
cana-5443	19	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	19	7	sensitive	sensitive	ADJ
cana-5443	19	8	zones	zone	NOUN
cana-5443	19	9	by	by	ADP
cana-5443	19	10	instant	instant	ADJ
cana-5443	19	11	threat	threat	NOUN
cana-5443	19	12	analysis	analysis	NOUN
cana-5443	19	13	,	,	PUNCT
cana-5443	19	14	thus	thus	ADV
cana-5443	19	15	increasing	increase	VERB
cana-5443	19	16	response	response	NOUN
cana-5443	19	17	agility	agility	NOUN
cana-5443	19	18	and	and	CCONJ
cana-5443	19	19	reducing	reduce	VERB
cana-5443	19	20	man	man	NOUN
cana-5443	19	21	-	-	PUNCT
cana-5443	19	22	made	make	VERB
cana-5443	19	23	blunders	blunder	NOUN
cana-5443	19	24	.	.	PUNCT
cana-5443	20	1	ai	ai	VERB
cana-5443	20	2	automation	automation	NOUN
cana-5443	20	3	of	of	ADP
cana-5443	20	4	surveillance	surveillance	NOUN
cana-5443	20	5	systems	system	NOUN
cana-5443	20	6	and	and	CCONJ
cana-5443	20	7	integration	integration	NOUN
cana-5443	20	8	of	of	ADP
cana-5443	20	9	control	control	NOUN
cana-5443	20	10	functions	function	NOUN
cana-5443	20	11	into	into	ADP
cana-5443	20	12	the	the	DET
cana-5443	20	13	observation	observation	NOUN
cana-5443	20	14	devices	device	NOUN
cana-5443	20	15	enhances	enhance	VERB
cana-5443	20	16	the	the	DET
cana-5443	20	17	effectiveness	effectiveness	NOUN
cana-5443	20	18	and	and	CCONJ
cana-5443	20	19	efficiency	efficiency	NOUN
cana-5443	20	20	in	in	ADP
cana-5443	20	21	the	the	DET
cana-5443	20	22	entire	entire	ADJ
cana-5443	20	23	security	security	NOUN
cana-5443	20	24	sector	sector	NOUN
cana-5443	20	25	.	.	PUNCT
cana-5443	21	1	innovations	innovation	NOUN
cana-5443	21	2	such	such	ADJ
cana-5443	21	3	as	as	ADP
cana-5443	21	4	facial	facial	ADJ
cana-5443	21	5	recognition	recognition	NOUN
cana-5443	21	6	technologies	technology	NOUN
cana-5443	21	7	have	have	AUX
cana-5443	21	8	proven	prove	VERB
cana-5443	21	9	to	to	PART
cana-5443	21	10	be	be	AUX
cana-5443	21	11	useful	useful	ADJ
cana-5443	21	12	in	in	ADP
cana-5443	21	13	identifying	identify	VERB
cana-5443	21	14	individuals	individual	NOUN
cana-5443	21	15	in	in	ADP
cana-5443	21	16	sensitive	sensitive	ADJ
cana-5443	21	17	areas	area	NOUN
cana-5443	21	18	using	use	VERB
cana-5443	21	19	biometric	biometric	ADJ
cana-5443	21	20	characteristics	characteristic	NOUN
cana-5443	21	21	,	,	PUNCT
cana-5443	21	22	and	and	CCONJ
cana-5443	21	23	it	it	PRON
cana-5443	21	24	requires	require	VERB
cana-5443	21	25	deep	deep	ADJ
cana-5443	21	26	learning	learn	VERB
cana-5443	21	27	techniques	technique	NOUN
cana-5443	21	28	such	such	ADJ
cana-5443	21	29	as	as	ADP
cana-5443	21	30	cnns	cnn	NOUN
cana-5443	21	31	on	on	ADP
cana-5443	21	32	convolutional	convolutional	ADJ
cana-5443	21	33	neural	neural	ADJ
cana-5443	21	34	networks	network	NOUN
cana-5443	21	35	to	to	PART
cana-5443	21	36	recognize	recognize	VERB
cana-5443	21	37	and	and	CCONJ
cana-5443	21	38	compare	compare	VERB
cana-5443	21	39	faces	face	NOUN
cana-5443	21	40	using	use	VERB
cana-5443	21	41	databases	database	NOUN
cana-5443	21	42	[	[	X
cana-5443	21	43	1	1	NUM
cana-5443	21	44	]	]	PUNCT
cana-5443	21	45	.	.	PUNCT
cana-5443	22	1	with	with	ADP
cana-5443	22	2	the	the	DET
cana-5443	22	3	development	development	NOUN
cana-5443	22	4	of	of	ADP
cana-5443	22	5	facial	facial	ADJ
cana-5443	22	6	embedding	embed	VERB
cana-5443	22	7	models	model	NOUN
cana-5443	22	8	,	,	PUNCT
cana-5443	22	9	systems	system	NOUN
cana-5443	22	10	can	can	AUX
cana-5443	22	11	accurately	accurately	ADV
cana-5443	22	12	carry	carry	VERB
cana-5443	22	13	out	out	ADP
cana-5443	22	14	identity	identity	NOUN
cana-5443	22	15	verification	verification	NOUN
cana-5443	22	16	and	and	CCONJ
cana-5443	22	17	enforce	enforce	VERB
cana-5443	22	18	the	the	DET
cana-5443	22	19	law	law	NOUN
cana-5443	22	20	in	in	ADP
cana-5443	22	21	airports	airport	NOUN
cana-5443	22	22	,	,	PUNCT
cana-5443	22	23	military	military	ADJ
cana-5443	22	24	-	-	PUNCT
cana-5443	22	25	grade	grade	NOUN
cana-5443	22	26	stadiums	stadium	NOUN
cana-5443	22	27	,	,	PUNCT
cana-5443	22	28	and	and	CCONJ
cana-5443	22	29	even	even	ADV
cana-5443	22	30	consumer	consumer	NOUN
cana-5443	22	31	devices	device	NOUN
cana-5443	22	32	,	,	PUNCT
cana-5443	22	33	presenting	present	VERB
cana-5443	22	34	unmatched	unmatched	ADJ
cana-5443	22	35	precision	precision	NOUN
cana-5443	22	36	unnoticed	unnoticed	ADJ
cana-5443	22	37	before	before	ADV
cana-5443	22	38	.	.	PUNCT
cana-5443	23	1	these	these	DET
cana-5443	23	2	sophisticated	sophisticated	ADJ
cana-5443	23	3	systems	system	NOUN
cana-5443	23	4	identify	identify	VERB
cana-5443	23	5	and	and	CCONJ
cana-5443	23	6	match	match	VERB
cana-5443	23	7	suspects	suspect	NOUN
cana-5443	23	8	with	with	ADP
cana-5443	23	9	criminal	criminal	ADJ
cana-5443	23	10	databases	database	NOUN
cana-5443	23	11	and	and	CCONJ
cana-5443	23	12	even	even	ADV
cana-5443	23	13	detect	detect	VERB
cana-5443	23	14	previously	previously	ADV
cana-5443	23	15	unrecognized	unrecognize	VERB
cana-5443	23	16	individuals	individual	NOUN
cana-5443	23	17	who	who	PRON
cana-5443	23	18	potentially	potentially	ADV
cana-5443	23	19	pose	pose	VERB
cana-5443	23	20	a	a	DET
cana-5443	23	21	threat	threat	NOUN
cana-5443	23	22	.	.	PUNCT
cana-5443	24	1	widely	widely	ADV
cana-5443	24	2	publicized	publicize	VERB
cana-5443	24	3	infrastructure	infrastructure	NOUN
cana-5443	24	4	systems	system	NOUN
cana-5443	24	5	help	help	NOUN
cana-5443	24	6	in	in	ADP
cana-5443	24	7	forensic	forensic	ADJ
cana-5443	24	8	investigations	investigation	NOUN
cana-5443	24	9	while	while	SCONJ
cana-5443	24	10	also	also	ADV
cana-5443	24	11	preventing	prevent	VERB
cana-5443	24	12	unlawful	unlawful	ADJ
cana-5443	24	13	activities	activity	NOUN
cana-5443	24	14	,	,	PUNCT
cana-5443	24	15	integrating	integrate	VERB
cana-5443	24	16	them	they	PRON
cana-5443	24	17	serves	serve	VERB
cana-5443	24	18	to	to	PART
cana-5443	24	19	deter	deter	VERB
cana-5443	24	20	criminal	criminal	ADJ
cana-5443	24	21	activities	activity	NOUN
cana-5443	24	22	.	.	PUNCT
cana-5443	25	1	regardless	regardless	ADV
cana-5443	25	2	of	of	ADP
cana-5443	25	3	the	the	DET
cana-5443	25	4	advancements	advancement	NOUN
cana-5443	25	5	made	make	VERB
cana-5443	25	6	,	,	PUNCT
cana-5443	25	7	the	the	DET
cana-5443	25	8	systems	system	NOUN
cana-5443	25	9	still	still	ADV
cana-5443	25	10	require	require	VERB
cana-5443	25	11	ongoing	ongoing	ADJ
cana-5443	25	12	refinement	refinement	NOUN
cana-5443	25	13	due	due	ADP
cana-5443	25	14	to	to	ADP
cana-5443	25	15	challenges	challenge	NOUN
cana-5443	25	16	such	such	ADJ
cana-5443	25	17	as	as	ADP
cana-5443	25	18	lighting	lighting	NOUN
cana-5443	25	19	variations	variation	NOUN
cana-5443	25	20	,	,	PUNCT
cana-5443	25	21	occlusion	occlusion	NOUN
cana-5443	25	22	,	,	PUNCT
cana-5443	25	23	and	and	CCONJ
cana-5443	25	24	pose	pose	VERB
cana-5443	25	25	and	and	CCONJ
cana-5443	25	26	dataset	dataset	NOUN
cana-5443	25	27	bias	bias	NOUN
cana-5443	25	28	.	.	PUNCT
cana-5443	26	1	just	just	ADV
cana-5443	26	2	as	as	SCONJ
cana-5443	26	3	deep	deep	ADJ
cana-5443	26	4	learning	learning	NOUN
cana-5443	26	5	(	(	PUNCT
cana-5443	26	6	dl	dl	NOUN
cana-5443	26	7	)	)	PUNCT
cana-5443	26	8	techniques	technique	NOUN
cana-5443	26	9	have	have	AUX
cana-5443	26	10	advanced	advance	VERB
cana-5443	26	11	facial	facial	ADJ
cana-5443	26	12	recognition	recognition	NOUN
cana-5443	26	13	technology	technology	NOUN
cana-5443	27	1	,	,	PUNCT
cana-5443	27	2	they	they	PRON
cana-5443	27	3	have	have	AUX
cana-5443	27	4	also	also	ADV
cana-5443	27	5	enhanced	enhance	VERB
cana-5443	27	6	video	video	NOUN
cana-5443	27	7	surveillance	surveillance	NOUN
cana-5443	27	8	systems	system	NOUN
cana-5443	27	9	.	.	PUNCT
cana-5443	28	1	older	old	ADJ
cana-5443	28	2	surveillance	surveillance	NOUN
cana-5443	28	3	technologies	technology	NOUN
cana-5443	28	4	suffered	suffer	VERB
cana-5443	28	5	from	from	ADP
cana-5443	28	6	many	many	ADJ
cana-5443	28	7	drawbacks	drawback	NOUN
cana-5443	28	8	,	,	PUNCT
cana-5443	28	9	including	include	VERB
cana-5443	28	10	the	the	DET
cana-5443	28	11	need	need	NOUN
cana-5443	28	12	for	for	ADP
cana-5443	28	13	intensive	intensive	ADJ
cana-5443	28	14	manual	manual	ADJ
cana-5443	28	15	oversight	oversight	NOUN
cana-5443	28	16	,	,	PUNCT
cana-5443	28	17	which	which	PRON
cana-5443	28	18	made	make	VERB
cana-5443	28	19	them	they	PRON
cana-5443	28	20	prone	prone	ADJ
cana-5443	28	21	to	to	ADP
cana-5443	28	22	missing	miss	VERB
cana-5443	28	23	threats	threat	NOUN
cana-5443	28	24	due	due	ADJ
cana-5443	28	25	to	to	ADP
cana-5443	28	26	tiredness	tiredness	NOUN
cana-5443	28	27	or	or	CCONJ
cana-5443	28	28	simple	simple	ADJ
cana-5443	28	29	human	human	ADJ
cana-5443	28	30	overlooking	overlooking	NOUN
cana-5443	28	31	.	.	PUNCT
cana-5443	29	1	today	today	NOUN
cana-5443	29	2	,	,	PUNCT
cana-5443	29	3	dl	dl	ADJ
cana-5443	29	4	-	-	PUNCT
cana-5443	29	5	enabled	enable	VERB
cana-5443	29	6	surveillance	surveillance	NOUN
cana-5443	29	7	technologies	technology	NOUN
cana-5443	29	8	can	can	AUX
cana-5443	29	9	monitor	monitor	VERB
cana-5443	29	10	video	video	NOUN
cana-5443	29	11	streams	stream	NOUN
cana-5443	29	12	for	for	ADP
cana-5443	29	13	behavioral	behavioral	ADJ
cana-5443	29	14	anomalies	anomaly	NOUN
cana-5443	29	15	and	and	CCONJ
cana-5443	29	16	even	even	ADV
cana-5443	29	17	suspicious	suspicious	ADJ
cana-5443	29	18	activities	activity	NOUN
cana-5443	29	19	in	in	ADP
cana-5443	29	20	real	real	ADJ
cana-5443	29	21	-	-	PUNCT
cana-5443	29	22	time	time	NOUN
cana-5443	29	23	.	.	PUNCT
cana-5443	30	1	visual	visual	ADJ
cana-5443	30	2	and	and	CCONJ
cana-5443	30	3	temporal	temporal	ADJ
cana-5443	30	4	patterns	pattern	NOUN
cana-5443	30	5	of	of	ADP
cana-5443	30	6	video	video	NOUN
cana-5443	30	7	streams	stream	NOUN
cana-5443	30	8	are	be	AUX
cana-5443	30	9	analyzed	analyze	VERB
cana-5443	30	10	using	use	VERB
cana-5443	30	11	cnns	cnn	NOUN
cana-5443	30	12	and	and	CCONJ
cana-5443	30	13	rnns	rnns	PROPN
cana-5443	30	14	(	(	PUNCT
cana-5443	30	15	recurrent	recurrent	ADJ
cana-5443	30	16	neural	neural	ADJ
cana-5443	30	17	networks	network	NOUN
cana-5443	30	18	)	)	PUNCT
cana-5443	30	19	,	,	PUNCT
cana-5443	30	20	making	make	VERB
cana-5443	30	21	it	it	PRON
cana-5443	30	22	possible	possible	ADJ
cana-5443	30	23	to	to	PART
cana-5443	30	24	detect	detect	VERB
cana-5443	30	25	threats	threat	NOUN
cana-5443	30	26	such	such	ADJ
cana-5443	30	27	as	as	ADP
cana-5443	30	28	loitering	loiter	VERB
cana-5443	30	29	(	(	PUNCT
cana-5443	30	30	i.e.	i.e.	X
cana-5443	30	31	,	,	PUNCT
cana-5443	30	32	remaining	remain	VERB
cana-5443	30	33	in	in	ADP
cana-5443	30	34	a	a	DET
cana-5443	30	35	particular	particular	ADJ
cana-5443	30	36	space	space	NOUN
cana-5443	30	37	for	for	ADP
cana-5443	30	38	longer	long	ADJ
cana-5443	30	39	than	than	ADP
cana-5443	30	40	normal	normal	ADJ
cana-5443	30	41	)	)	PUNCT
cana-5443	30	42	,	,	PUNCT
cana-5443	30	43	unauthorized	unauthorized	ADJ
cana-5443	30	44	access	access	NOUN
cana-5443	30	45	,	,	PUNCT
cana-5443	30	46	and	and	CCONJ
cana-5443	30	47	aggressive	aggressive	ADJ
cana-5443	30	48	behavior	behavior	NOUN
cana-5443	30	49	[	[	X
cana-5443	30	50	2	2	NUM
cana-5443	30	51	]	]	PUNCT
cana-5443	30	52	.	.	PUNCT
cana-5443	31	1	these	these	DET
cana-5443	31	2	systems	system	NOUN
cana-5443	31	3	allow	allow	VERB
cana-5443	31	4	instant	instant	ADJ
cana-5443	31	5	notification	notification	NOUN
cana-5443	31	6	to	to	ADP
cana-5443	31	7	the	the	DET
cana-5443	31	8	security	security	NOUN
cana-5443	31	9	personnel	personnel	NOUN
cana-5443	31	10	,	,	PUNCT
cana-5443	31	11	which	which	PRON
cana-5443	31	12	in	in	ADP
cana-5443	31	13	turn	turn	NOUN
cana-5443	31	14	permits	permit	VERB
cana-5443	31	15	instant	instant	ADJ
cana-5443	31	16	response	response	NOUN
cana-5443	31	17	and	and	CCONJ
cana-5443	31	18	averts	avert	VERB
cana-5443	31	19	preventive	preventive	ADJ
cana-5443	31	20	action	action	NOUN
cana-5443	31	21	against	against	ADP
cana-5443	31	22	criminal	criminal	ADJ
cana-5443	31	23	activities	activity	NOUN
cana-5443	31	24	.	.	PUNCT
cana-5443	32	1	smart	smart	ADJ
cana-5443	32	2	cities	city	NOUN
cana-5443	32	3	are	be	AUX
cana-5443	32	4	employing	employ	VERB
cana-5443	32	5	behavioral	behavioral	ADJ
cana-5443	32	6	analysis	analysis	NOUN
cana-5443	32	7	algorithms	algorithm	NOUN
cana-5443	32	8	to	to	PART
cana-5443	32	9	monitor	monitor	VERB
cana-5443	32	10	and	and	CCONJ
cana-5443	32	11	analyze	analyze	VERB
cana-5443	32	12	the	the	DET
cana-5443	32	13	movement	movement	NOUN
cana-5443	32	14	of	of	ADP
cana-5443	32	15	pedestrians	pedestrian	NOUN
cana-5443	32	16	and	and	CCONJ
cana-5443	32	17	vehicles	vehicle	NOUN
cana-5443	32	18	,	,	PUNCT
cana-5443	32	19	identify	identify	VERB
cana-5443	32	20	unusual	unusual	ADJ
cana-5443	32	21	behaviors	behavior	NOUN
cana-5443	32	22	,	,	PUNCT
cana-5443	32	23	and	and	CCONJ
cana-5443	32	24	integrate	integrate	VERB
cana-5443	32	25	multiple	multiple	ADJ
cana-5443	32	26	data	datum	NOUN
cana-5443	32	27	sets	set	NOUN
cana-5443	32	28	to	to	PART
cana-5443	32	29	recognize	recognize	VERB
cana-5443	32	30	advanced	advanced	ADJ
cana-5443	32	31	threats	threat	NOUN
cana-5443	32	32	.	.	PUNCT
cana-5443	33	1	in	in	ADP
cana-5443	33	2	crowded	crowded	ADJ
cana-5443	33	3	places	place	NOUN
cana-5443	33	4	such	such	ADJ
cana-5443	33	5	as	as	ADP
cana-5443	33	6	large	large	ADJ
cana-5443	33	7	public	public	ADJ
cana-5443	33	8	events	event	NOUN
cana-5443	33	9	or	or	CCONJ
cana-5443	33	10	train	train	NOUN
cana-5443	33	11	stations	station	NOUN
cana-5443	33	12	,	,	PUNCT
cana-5443	33	13	these	these	DET
cana-5443	33	14	systems	system	NOUN
cana-5443	33	15	provide	provide	VERB
cana-5443	33	16	extraordinary	extraordinary	ADJ
cana-5443	33	17	situational	situational	ADJ
cana-5443	33	18	awareness	awareness	NOUN
cana-5443	33	19	that	that	PRON
cana-5443	33	20	would	would	AUX
cana-5443	33	21	be	be	AUX
cana-5443	33	22	impossible	impossible	ADJ
cana-5443	33	23	to	to	PART
cana-5443	33	24	achieve	achieve	VERB
cana-5443	33	25	manually	manually	ADV
cana-5443	33	26	.	.	PUNCT
cana-5443	34	1	the	the	DET
cana-5443	34	2	public	public	ADJ
cana-5443	34	3	safety	safety	NOUN
cana-5443	34	4	aspect	aspect	NOUN
cana-5443	34	5	of	of	ADP
cana-5443	34	6	deep	deep	ADJ
cana-5443	34	7	learning	learning	NOUN
cana-5443	34	8	technology	technology	NOUN
cana-5443	34	9	is	be	AUX
cana-5443	34	10	the	the	DET
cana-5443	34	11	application	application	NOUN
cana-5443	34	12	of	of	ADP
cana-5443	34	13	deep	deep	ADJ
cana-5443	34	14	learning	learning	NOUN
cana-5443	34	15	for	for	ADP
cana-5443	34	16	automatic	automatic	ADJ
cana-5443	34	17	weapon	weapon	NOUN
cana-5443	34	18	detection	detection	NOUN
cana-5443	34	19	.	.	PUNCT
cana-5443	35	1	there	there	PRON
cana-5443	35	2	is	be	VERB
cana-5443	35	3	a	a	DET
cana-5443	35	4	growing	grow	VERB
cana-5443	35	5	need	need	NOUN
cana-5443	35	6	for	for	ADP
cana-5443	35	7	concealed	conceal	VERB
cana-5443	35	8	,	,	PUNCT
cana-5443	35	9	and	and	CCONJ
cana-5443	35	10	visible	visible	ADJ
cana-5443	35	11	automated	automate	VERB
cana-5443	35	12	weapon	weapon	NOUN
cana-5443	35	13	detecting	detect	VERB
cana-5443	35	14	systems	system	NOUN
cana-5443	35	15	especially	especially	ADV
cana-5443	35	16	with	with	ADP
cana-5443	35	17	the	the	DET
cana-5443	35	18	proliferation	proliferation	NOUN
cana-5443	35	19	of	of	ADP
cana-5443	35	20	mass	mass	ADJ
cana-5443	35	21	violence	violence	NOUN
cana-5443	35	22	and	and	CCONJ
cana-5443	35	23	terrorist	terrorist	ADJ
cana-5443	35	24	activities	activity	NOUN
cana-5443	35	25	.	.	PUNCT
cana-5443	36	1	sophisticated	sophisticated	ADJ
cana-5443	36	2	object	object	NOUN
cana-5443	36	3	detection	detection	NOUN
cana-5443	36	4	tools	tool	NOUN
cana-5443	36	5	,	,	PUNCT
cana-5443	36	6	especially	especially	ADV
cana-5443	36	7	cnn	cnn	PROPN
cana-5443	36	8	-	-	PUNCT
cana-5443	36	9	based	base	VERB
cana-5443	36	10	ones	one	NOUN
cana-5443	36	11	,	,	PUNCT
cana-5443	36	12	are	be	AUX
cana-5443	36	13	able	able	ADJ
cana-5443	36	14	to	to	PART
cana-5443	36	15	identify	identify	VERB
cana-5443	36	16	firearms	firearm	NOUN
cana-5443	36	17	,	,	PUNCT
cana-5443	36	18	knives	knife	NOUN
cana-5443	36	19	,	,	PUNCT
cana-5443	36	20	and	and	CCONJ
cana-5443	36	21	other	other	ADJ
cana-5443	36	22	dangerous	dangerous	ADJ
cana-5443	36	23	materials	material	NOUN
cana-5443	36	24	in	in	ADP
cana-5443	36	25	surveillance	surveillance	NOUN
cana-5443	36	26	videos	video	NOUN
cana-5443	36	27	.	.	PUNCT
cana-5443	37	1	these	these	DET
cana-5443	37	2	models	model	NOUN
cana-5443	37	3	are	be	AUX
cana-5443	37	4	prepared	prepare	VERB
cana-5443	37	5	with	with	ADP
cana-5443	37	6	extensive	extensive	ADJ
cana-5443	37	7	weapon	weapon	NOUN
cana-5443	37	8	image	image	NOUN
cana-5443	37	9	datasets	dataset	NOUN
cana-5443	37	10	captured	capture	VERB
cana-5443	37	11	under	under	ADP
cana-5443	37	12	varying	vary	VERB
cana-5443	37	13	lighting	lighting	NOUN
cana-5443	37	14	,	,	PUNCT
cana-5443	37	15	occlusion	occlusion	NOUN
cana-5443	37	16	,	,	PUNCT
cana-5443	37	17	and	and	CCONJ
cana-5443	37	18	resolution	resolution	NOUN
cana-5443	37	19	conditions	condition	NOUN
cana-5443	37	20	.	.	PUNCT
cana-5443	38	1	to	to	PART
cana-5443	38	2	enhance	enhance	VERB
cana-5443	38	3	situational	situational	ADJ
cana-5443	38	4	awareness	awareness	NOUN
cana-5443	38	5	,	,	PUNCT
cana-5443	38	6	weapon	weapon	NOUN
cana-5443	38	7	detection	detection	NOUN
cana-5443	38	8	systems	system	NOUN
cana-5443	38	9	can	can	AUX
cana-5443	38	10	be	be	AUX
cana-5443	38	11	used	use	VERB
cana-5443	38	12	in	in	ADP
cana-5443	38	13	schools	school	NOUN
cana-5443	38	14	,	,	PUNCT
cana-5443	38	15	airports	airport	NOUN
cana-5443	38	16	,	,	PUNCT
cana-5443	38	17	and	and	CCONJ
cana-5443	38	18	shopping	shopping	NOUN
cana-5443	38	19	malls	mall	NOUN
cana-5443	38	20	enabling	enable	VERB
cana-5443	38	21	authorities	authority	NOUN
cana-5443	38	22	to	to	PART
cana-5443	38	23	prevent	prevent	VERB
cana-5443	38	24	violent	violent	ADJ
cana-5443	38	25	actions	action	NOUN
cana-5443	38	26	by	by	ADP
cana-5443	38	27	mitigating	mitigate	VERB
cana-5443	38	28	threats	threat	NOUN
cana-5443	38	29	before	before	SCONJ
cana-5443	38	30	they	they	PRON
cana-5443	38	31	escalate	escalate	VERB
cana-5443	38	32	.	.	PUNCT
cana-5443	39	1	automated	automate	VERB
cana-5443	39	2	weapon	weapon	NOUN
cana-5443	39	3	detection	detection	NOUN
cana-5443	39	4	using	use	VERB
cana-5443	39	5	deep	deep	ADJ
cana-5443	39	6	learning	learning	NOUN
cana-5443	39	7	is	be	AUX
cana-5443	39	8	often	often	ADV
cana-5443	39	9	executed	execute	VERB
cana-5443	39	10	with	with	ADP
cana-5443	39	11	edge	edge	NOUN
cana-5443	39	12	computing	computing	NOUN
cana-5443	39	13	systems	system	NOUN
cana-5443	39	14	which	which	PRON
cana-5443	39	15	require	require	VERB
cana-5443	39	16	less	less	ADJ
cana-5443	39	17	cloud	cloud	ADJ
cana-5443	39	18	dependency	dependency	NOUN
cana-5443	39	19	and	and	CCONJ
cana-5443	39	20	result	result	NOUN
cana-5443	39	21	in	in	ADP
cana-5443	39	22	faster	fast	ADJ
cana-5443	39	23	,	,	PUNCT
cana-5443	39	24	real	real	ADJ
cana-5443	39	25	-	-	PUNCT
cana-5443	39	26	time	time	NOUN
cana-5443	39	27	,	,	PUNCT
cana-5443	39	28	low	low	ADJ
cana-5443	39	29	latency	latency	NOUN
cana-5443	39	30	processing	processing	NOUN
cana-5443	39	31	.	.	PUNCT
cana-5443	40	1	despite	despite	SCONJ
cana-5443	40	2	the	the	DET
cana-5443	40	3	many	many	ADJ
cana-5443	40	4	advantages	advantage	NOUN
cana-5443	40	5	that	that	PRON
cana-5443	40	6	come	come	VERB
cana-5443	40	7	with	with	ADP
cana-5443	40	8	implementing	implement	VERB
cana-5443	40	9	ai	ai	VERB
cana-5443	40	10	in	in	ADP
cana-5443	40	11	the	the	DET
cana-5443	40	12	identification	identification	NOUN
cana-5443	40	13	of	of	ADP
cana-5443	40	14	criminal	criminal	ADJ
cana-5443	40	15	activities	activity	NOUN
cana-5443	40	16	,	,	PUNCT
cana-5443	40	17	these	these	DET
cana-5443	40	18	advancements	advancement	NOUN
cana-5443	40	19	are	be	AUX
cana-5443	40	20	accompanied	accompany	VERB
cana-5443	40	21	with	with	ADP
cana-5443	40	22	limitations	limitation	NOUN
cana-5443	40	23	and	and	CCONJ
cana-5443	40	24	ethical	ethical	ADJ
cana-5443	40	25	concerns	concern	NOUN
cana-5443	40	26	.	.	PUNCT
cana-5443	41	1	a	a	DET
cana-5443	41	2	critical	critical	ADJ
cana-5443	41	3	technological	technological	ADJ
cana-5443	41	4	concern	concern	NOUN
cana-5443	41	5	is	be	AUX
cana-5443	41	6	the	the	DET
cana-5443	41	7	bias	bias	NOUN
cana-5443	41	8	within	within	ADP
cana-5443	41	9	datasets	dataset	NOUN
cana-5443	41	10	,	,	PUNCT
cana-5443	41	11	which	which	PRON
cana-5443	41	12	may	may	AUX
cana-5443	41	13	result	result	VERB
cana-5443	41	14	in	in	ADP
cana-5443	41	15	unjust	unjust	ADJ
cana-5443	41	16	forecasts	forecast	NOUN
cana-5443	41	17	and	and	CCONJ
cana-5443	41	18	biased	biased	ADJ
cana-5443	41	19	results	result	NOUN
cana-5443	41	20	.	.	PUNCT
cana-5443	42	1	models	model	NOUN
cana-5443	42	2	,	,	PUNCT
cana-5443	42	3	for	for	ADP
cana-5443	42	4	instance	instance	NOUN
cana-5443	42	5	,	,	PUNCT
cana-5443	42	6	may	may	AUX
cana-5443	42	7	not	not	PART
cana-5443	42	8	perform	perform	VERB
cana-5443	42	9	accurately	accurately	ADV
cana-5443	42	10	in	in	ADP
cana-5443	42	11	real	real	ADJ
cana-5443	42	12	-	-	PUNCT
cana-5443	42	13	life	life	NOUN
cana-5443	42	14	situations	situation	NOUN
cana-5443	42	15	if	if	SCONJ
cana-5443	42	16	specific	specific	ADJ
cana-5443	42	17	demographic	demographic	ADJ
cana-5443	42	18	communications	communication	NOUN
cana-5443	42	19	on	on	ADP
cana-5443	42	20	applied	apply	VERB
cana-5443	42	21	nonlinear	nonlinear	ADJ
cana-5443	42	22	analysis	analysis	NOUN
cana-5443	42	23	issn	issn	NOUN
cana-5443	42	24	:	:	PUNCT
cana-5443	42	25	1074	1074	NUM
cana-5443	42	26	-	-	PUNCT
cana-5443	42	27	133x	133x	NUM
cana-5443	42	28	vol	vol	VERB
cana-5443	42	29	32	32	NUM
cana-5443	42	30	no	no	NOUN
cana-5443	42	31	.	.	PUNCT
cana-5443	43	1	10s	10	NOUN
cana-5443	43	2	(	(	PUNCT
cana-5443	43	3	2025	2025	NUM
cana-5443	43	4	)	)	PUNCT
cana-5443	43	5	2253	2253	NUM
cana-5443	43	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	43	7	groups	group	NOUN
cana-5443	43	8	or	or	CCONJ
cana-5443	43	9	certain	certain	ADJ
cana-5443	43	10	environmental	environmental	ADJ
cana-5443	43	11	factors	factor	NOUN
cana-5443	43	12	are	be	AUX
cana-5443	43	13	ignored	ignore	VERB
cana-5443	43	14	or	or	CCONJ
cana-5443	43	15	underrepresented	underrepresente	VERB
cana-5443	43	16	in	in	ADP
cana-5443	43	17	the	the	DET
cana-5443	43	18	training	training	NOUN
cana-5443	43	19	data	datum	NOUN
cana-5443	43	20	.	.	PUNCT
cana-5443	44	1	these	these	DET
cana-5443	44	2	kinds	kind	NOUN
cana-5443	44	3	of	of	ADP
cana-5443	44	4	biases	bias	NOUN
cana-5443	44	5	can	can	AUX
cana-5443	44	6	erode	erode	VERB
cana-5443	44	7	societal	societal	ADJ
cana-5443	44	8	trust	trust	NOUN
cana-5443	44	9	and	and	CCONJ
cana-5443	44	10	have	have	VERB
cana-5443	44	11	negative	negative	ADJ
cana-5443	44	12	impacts	impact	NOUN
cana-5443	44	13	,	,	PUNCT
cana-5443	44	14	especially	especially	ADV
cana-5443	44	15	in	in	ADP
cana-5443	44	16	the	the	DET
cana-5443	44	17	context	context	NOUN
cana-5443	44	18	of	of	ADP
cana-5443	44	19	policing	police	VERB
cana-5443	44	20	[	[	X
cana-5443	44	21	4	4	NUM
cana-5443	44	22	]	]	PUNCT
cana-5443	44	23	.	.	PUNCT
cana-5443	45	1	fostering	foster	VERB
cana-5443	45	2	such	such	ADJ
cana-5443	45	3	biases	bias	NOUN
cana-5443	45	4	entails	entail	VERB
cana-5443	45	5	creating	create	VERB
cana-5443	45	6	more	more	ADV
cana-5443	45	7	diverse	diverse	ADJ
cana-5443	45	8	and	and	CCONJ
cana-5443	45	9	representative	representative	ADJ
cana-5443	45	10	datasets	dataset	NOUN
cana-5443	45	11	alongside	alongside	ADP
cana-5443	45	12	adopting	adopt	VERB
cana-5443	45	13	fairness	fairness	NOUN
cana-5443	45	14	-	-	PUNCT
cana-5443	45	15	aware	aware	ADJ
cana-5443	45	16	training	training	NOUN
cana-5443	45	17	approaches	approach	NOUN
cana-5443	45	18	,	,	PUNCT
cana-5443	45	19	applying	apply	VERB
cana-5443	45	20	ai	ai	NOUN
cana-5443	45	21	decision	decision	NOUN
cana-5443	45	22	frameworks	framework	NOUN
cana-5443	45	23	,	,	PUNCT
cana-5443	45	24	and	and	CCONJ
cana-5443	45	25	audit	audit	VERB
cana-5443	45	26	accountability	accountability	NOUN
cana-5443	45	27	systems	system	NOUN
cana-5443	45	28	that	that	PRON
cana-5443	45	29	oversee	oversee	VERB
cana-5443	45	30	and	and	CCONJ
cana-5443	45	31	evaluate	evaluate	VERB
cana-5443	45	32	ai	ai	ADJ
cana-5443	45	33	resolutions	resolution	NOUN
cana-5443	45	34	.	.	PUNCT
cana-5443	46	1	simultaneously	simultaneously	ADV
cana-5443	46	2	,	,	PUNCT
cana-5443	46	3	privacy	privacy	NOUN
cana-5443	46	4	issues	issue	NOUN
cana-5443	46	5	have	have	AUX
cana-5443	46	6	arisen	arise	VERB
cana-5443	46	7	as	as	ADP
cana-5443	46	8	a	a	DET
cana-5443	46	9	significant	significant	ADJ
cana-5443	46	10	barrier	barrier	NOUN
cana-5443	46	11	to	to	ADP
cana-5443	46	12	the	the	DET
cana-5443	46	13	unrestricted	unrestricted	ADJ
cana-5443	46	14	use	use	NOUN
cana-5443	46	15	of	of	ADP
cana-5443	46	16	ai	ai	PROPN
cana-5443	46	17	surveillance	surveillance	NOUN
cana-5443	46	18	technologies	technology	NOUN
cana-5443	46	19	.	.	PUNCT
cana-5443	47	1	the	the	DET
cana-5443	47	2	capturing	capturing	NOUN
cana-5443	47	3	of	of	ADP
cana-5443	47	4	people	people	NOUN
cana-5443	47	5	's	's	PART
cana-5443	47	6	images	image	NOUN
cana-5443	47	7	and	and	CCONJ
cana-5443	47	8	videos	video	NOUN
cana-5443	47	9	in	in	ADP
cana-5443	47	10	public	public	ADJ
cana-5443	47	11	spaces	space	NOUN
cana-5443	47	12	and	and	CCONJ
cana-5443	47	13	even	even	ADV
cana-5443	47	14	in	in	ADP
cana-5443	47	15	private	private	ADJ
cana-5443	47	16	places	place	NOUN
cana-5443	47	17	raises	raise	VERB
cana-5443	47	18	important	important	ADJ
cana-5443	47	19	dilemmas	dilemma	NOUN
cana-5443	47	20	of	of	ADP
cana-5443	47	21	consent	consent	NOUN
cana-5443	47	22	,	,	PUNCT
cana-5443	47	23	ownership	ownership	NOUN
cana-5443	47	24	of	of	ADP
cana-5443	47	25	data	datum	NOUN
cana-5443	47	26	,	,	PUNCT
cana-5443	47	27	and	and	CCONJ
cana-5443	47	28	individual	individual	ADJ
cana-5443	47	29	freedoms	freedom	NOUN
cana-5443	47	30	.	.	PUNCT
cana-5443	48	1	the	the	DET
cana-5443	48	2	face	face	NOUN
cana-5443	48	3	recognition	recognition	NOUN
cana-5443	48	4	technology	technology	NOUN
cana-5443	48	5	has	have	AUX
cana-5443	48	6	drawn	draw	VERB
cana-5443	48	7	much	much	ADJ
cana-5443	48	8	criticism	criticism	NOUN
cana-5443	48	9	for	for	ADP
cana-5443	48	10	the	the	DET
cana-5443	48	11	likelihood	likelihood	NOUN
cana-5443	48	12	of	of	ADP
cana-5443	48	13	it	it	PRON
cana-5443	48	14	being	be	AUX
cana-5443	48	15	abused	abuse	VERB
cana-5443	48	16	by	by	ADP
cana-5443	48	17	the	the	DET
cana-5443	48	18	state	state	NOUN
cana-5443	48	19	or	or	CCONJ
cana-5443	48	20	private	private	ADJ
cana-5443	48	21	organizations	organization	NOUN
cana-5443	48	22	to	to	PART
cana-5443	48	23	spy	spy	VERB
cana-5443	48	24	on	on	ADP
cana-5443	48	25	people	people	NOUN
cana-5443	48	26	without	without	ADP
cana-5443	48	27	their	their	PRON
cana-5443	48	28	knowledge	knowledge	NOUN
cana-5443	48	29	or	or	CCONJ
cana-5443	48	30	approval	approval	NOUN
cana-5443	48	31	.	.	PUNCT
cana-5443	49	1	the	the	DET
cana-5443	49	2	advantages	advantage	NOUN
cana-5443	49	3	of	of	ADP
cana-5443	49	4	such	such	ADJ
cana-5443	49	5	systems	system	NOUN
cana-5443	49	6	of	of	ADP
cana-5443	49	7	surveillance	surveillance	NOUN
cana-5443	49	8	must	must	AUX
cana-5443	49	9	also	also	ADV
cana-5443	49	10	be	be	AUX
cana-5443	49	11	balanced	balance	VERB
cana-5443	49	12	with	with	ADP
cana-5443	49	13	their	their	PRON
cana-5443	49	14	ethical	ethical	ADJ
cana-5443	49	15	considerations	consideration	NOUN
cana-5443	49	16	.	.	PUNCT
cana-5443	50	1	appropriate	appropriate	ADJ
cana-5443	50	2	policies	policy	NOUN
cana-5443	50	3	such	such	ADJ
cana-5443	50	4	as	as	ADP
cana-5443	50	5	laws	law	NOUN
cana-5443	50	6	on	on	ADP
cana-5443	50	7	data	datum	NOUN
cana-5443	50	8	protection	protection	NOUN
cana-5443	50	9	,	,	PUNCT
cana-5443	50	10	guidelines	guideline	NOUN
cana-5443	50	11	on	on	ADP
cana-5443	50	12	the	the	DET
cana-5443	50	13	ethics	ethic	NOUN
cana-5443	50	14	of	of	ADP
cana-5443	50	15	ai	ai	NOUN
cana-5443	50	16	,	,	PUNCT
cana-5443	50	17	and	and	CCONJ
cana-5443	50	18	others	other	NOUN
cana-5443	50	19	are	be	AUX
cana-5443	50	20	critical	critical	ADJ
cana-5443	50	21	in	in	ADP
cana-5443	50	22	safeguarding	safeguard	VERB
cana-5443	50	23	the	the	DET
cana-5443	50	24	technologies	technology	NOUN
cana-5443	50	25	from	from	ADP
cana-5443	50	26	violations	violation	NOUN
cana-5443	50	27	to	to	ADP
cana-5443	50	28	the	the	DET
cana-5443	50	29	rights	right	NOUN
cana-5443	50	30	and	and	CCONJ
cana-5443	50	31	the	the	DET
cana-5443	50	32	laws	law	NOUN
cana-5443	50	33	of	of	ADP
cana-5443	50	34	people	people	NOUN
cana-5443	50	35	[	[	X
cana-5443	50	36	4	4	NUM
cana-5443	50	37	]	]	PUNCT
cana-5443	50	38	.	.	PUNCT
cana-5443	51	1	addressing	address	VERB
cana-5443	51	2	ai	ai	ADJ
cana-5443	51	3	-	-	PUNCT
cana-5443	51	4	powered	power	VERB
cana-5443	51	5	surveillance	surveillance	NOUN
cana-5443	51	6	systems	system	NOUN
cana-5443	51	7	,	,	PUNCT
cana-5443	51	8	their	their	PRON
cana-5443	51	9	implementation	implementation	NOUN
cana-5443	51	10	incurs	incur	VERB
cana-5443	51	11	considerable	considerable	ADJ
cana-5443	51	12	costs	cost	NOUN
cana-5443	51	13	which	which	PRON
cana-5443	51	14	stem	stem	VERB
cana-5443	51	15	from	from	ADP
cana-5443	51	16	high	high	ADJ
cana-5443	51	17	-	-	PUNCT
cana-5443	51	18	performance	performance	NOUN
cana-5443	51	19	data	datum	NOUN
cana-5443	51	20	servers	server	NOUN
cana-5443	51	21	capable	capable	ADJ
cana-5443	51	22	of	of	ADP
cana-5443	51	23	real	real	ADJ
cana-5443	51	24	-	-	PUNCT
cana-5443	51	25	time	time	NOUN
cana-5443	51	26	video	video	NOUN
cana-5443	51	27	stream	stream	NOUN
cana-5443	51	28	analytics	analytic	NOUN
cana-5443	51	29	and	and	CCONJ
cana-5443	51	30	intricate	intricate	ADJ
cana-5443	51	31	neural	neural	ADJ
cana-5443	51	32	network	network	NOUN
cana-5443	51	33	processing	processing	NOUN
cana-5443	51	34	.	.	PUNCT
cana-5443	52	1	chronic	chronic	ADJ
cana-5443	52	2	underfunding	underfunde	VERB
cana-5443	52	3	from	from	ADP
cana-5443	52	4	small	small	ADJ
cana-5443	52	5	agencies	agency	NOUN
cana-5443	52	6	in	in	ADP
cana-5443	52	7	developing	develop	VERB
cana-5443	52	8	regions	region	NOUN
cana-5443	52	9	renders	render	VERB
cana-5443	52	10	high	high	ADJ
cana-5443	52	11	-	-	PUNCT
cana-5443	52	12	performance	performance	NOUN
cana-5443	52	13	gpus	gpu	NOUN
cana-5443	52	14	economically	economically	ADV
cana-5443	52	15	unfeasible	unfeasible	ADJ
cana-5443	52	16	.	.	PUNCT
cana-5443	53	1	coupled	couple	VERB
cana-5443	53	2	with	with	ADP
cana-5443	53	3	the	the	DET
cana-5443	53	4	need	need	NOUN
cana-5443	53	5	for	for	ADP
cana-5443	53	6	multi	multi	ADJ
cana-5443	53	7	-	-	ADJ
cana-5443	53	8	camera	camera	ADJ
cana-5443	53	9	scalable	scalable	ADJ
cana-5443	53	10	systems	system	NOUN
cana-5443	53	11	with	with	ADP
cana-5443	53	12	distributed	distribute	VERB
cana-5443	53	13	architectural	architectural	ADJ
cana-5443	53	14	intelligence	intelligence	NOUN
cana-5443	53	15	capable	capable	ADJ
cana-5443	53	16	of	of	ADP
cana-5443	53	17	functioning	function	VERB
cana-5443	53	18	autonomously	autonomously	ADV
cana-5443	53	19	,	,	PUNCT
cana-5443	53	20	the	the	DET
cana-5443	53	21	surveillance	surveillance	NOUN
cana-5443	53	22	systems	system	NOUN
cana-5443	53	23	become	become	VERB
cana-5443	53	24	much	much	ADV
cana-5443	53	25	more	more	ADV
cana-5443	53	26	advanced	advanced	ADJ
cana-5443	53	27	to	to	PART
cana-5443	53	28	build	build	VERB
cana-5443	53	29	.	.	PUNCT
cana-5443	54	1	fulfilling	fulfil	VERB
cana-5443	54	2	these	these	DET
cana-5443	54	3	requirements	requirement	NOUN
cana-5443	54	4	without	without	ADP
cana-5443	54	5	drastically	drastically	ADV
cana-5443	54	6	increasing	increase	VERB
cana-5443	54	7	the	the	DET
cana-5443	54	8	system	system	NOUN
cana-5443	54	9	cost	cost	NOUN
cana-5443	54	10	while	while	SCONJ
cana-5443	54	11	retaining	retain	VERB
cana-5443	54	12	high	high	ADJ
cana-5443	54	13	performance	performance	NOUN
cana-5443	54	14	marks	mark	NOUN
cana-5443	54	15	poses	pose	VERB
cana-5443	54	16	additional	additional	ADJ
cana-5443	54	17	obstacles	obstacle	NOUN
cana-5443	54	18	to	to	PART
cana-5443	54	19	refine	refine	VERB
cana-5443	54	20	algorithms	algorithm	NOUN
cana-5443	54	21	using	use	VERB
cana-5443	54	22	techniques	technique	NOUN
cana-5443	54	23	such	such	ADJ
cana-5443	54	24	as	as	ADP
cana-5443	54	25	pruning	prune	VERB
cana-5443	54	26	or	or	CCONJ
cana-5443	54	27	quantization	quantization	NOUN
cana-5443	54	28	alongside	alongside	ADP
cana-5443	54	29	efficient	efficient	ADJ
cana-5443	54	30	deep	deep	ADJ
cana-5443	54	31	learning	learning	NOUN
cana-5443	54	32	models	model	NOUN
cana-5443	54	33	or	or	CCONJ
cana-5443	54	34	lightweight	lightweight	ADJ
cana-5443	54	35	ones	one	NOUN
cana-5443	54	36	.	.	PUNCT
cana-5443	55	1	there	there	PRON
cana-5443	55	2	is	be	VERB
cana-5443	55	3	also	also	ADV
cana-5443	55	4	a	a	DET
cana-5443	55	5	growing	grow	VERB
cana-5443	55	6	stress	stress	NOUN
cana-5443	55	7	on	on	ADP
cana-5443	55	8	utilizing	utilize	VERB
cana-5443	55	9	edge	edge	NOUN
cana-5443	55	10	solutions	solution	NOUN
cana-5443	55	11	which	which	PRON
cana-5443	55	12	tackle	tackle	VERB
cana-5443	55	13	distant	distant	ADJ
cana-5443	55	14	computing	computing	NOUN
cana-5443	55	15	cores	core	NOUN
cana-5443	55	16	as	as	ADV
cana-5443	55	17	close	close	ADJ
cana-5443	55	18	as	as	ADP
cana-5443	55	19	possible	possible	ADJ
cana-5443	55	20	to	to	ADP
cana-5443	55	21	surveillance	surveillance	NOUN
cana-5443	55	22	system	system	NOUN
cana-5443	55	23	sensors	sensor	NOUN
cana-5443	55	24	to	to	PART
cana-5443	55	25	increase	increase	VERB
cana-5443	55	26	bandwidth	bandwidth	ADJ
cana-5443	55	27	thresholds	threshold	NOUN
cana-5443	55	28	.	.	PUNCT
cana-5443	56	1	the	the	DET
cana-5443	56	2	goal	goal	NOUN
cana-5443	56	3	of	of	ADP
cana-5443	56	4	this	this	DET
cana-5443	56	5	review	review	NOUN
cana-5443	56	6	is	be	AUX
cana-5443	56	7	to	to	PART
cana-5443	56	8	provide	provide	VERB
cana-5443	56	9	an	an	DET
cana-5443	56	10	overview	overview	NOUN
cana-5443	56	11	of	of	ADP
cana-5443	56	12	modern	modern	ADJ
cana-5443	56	13	technologies	technology	NOUN
cana-5443	56	14	used	use	VERB
cana-5443	56	15	to	to	PART
cana-5443	56	16	detect	detect	VERB
cana-5443	56	17	criminal	criminal	ADJ
cana-5443	56	18	activities	activity	NOUN
cana-5443	56	19	,	,	PUNCT
cana-5443	56	20	emphasizing	emphasize	VERB
cana-5443	56	21	the	the	DET
cana-5443	56	22	integration	integration	NOUN
cana-5443	56	23	of	of	ADP
cana-5443	56	24	facial	facial	ADJ
cana-5443	56	25	recognition	recognition	NOUN
cana-5443	56	26	,	,	PUNCT
cana-5443	56	27	video	video	NOUN
cana-5443	56	28	surveillance	surveillance	NOUN
cana-5443	56	29	,	,	PUNCT
cana-5443	56	30	and	and	CCONJ
cana-5443	56	31	weapons	weapon	NOUN
cana-5443	56	32	identification	identification	NOUN
cana-5443	56	33	systems	system	NOUN
cana-5443	56	34	.	.	PUNCT
cana-5443	57	1	the	the	DET
cana-5443	57	2	objectives	objective	NOUN
cana-5443	57	3	of	of	ADP
cana-5443	57	4	this	this	DET
cana-5443	57	5	research	research	NOUN
cana-5443	57	6	include	include	VERB
cana-5443	57	7	analysing	analyse	VERB
cana-5443	57	8	existing	exist	VERB
cana-5443	57	9	approaches	approach	NOUN
cana-5443	57	10	,	,	PUNCT
cana-5443	57	11	outlining	outline	VERB
cana-5443	57	12	unresolved	unresolved	ADJ
cana-5443	57	13	problems	problem	NOUN
cana-5443	57	14	,	,	PUNCT
cana-5443	57	15	presenting	present	VERB
cana-5443	57	16	actionable	actionable	ADJ
cana-5443	57	17	insights	insight	NOUN
cana-5443	57	18	and	and	CCONJ
cana-5443	57	19	recommendations	recommendation	NOUN
cana-5443	57	20	,	,	PUNCT
cana-5443	57	21	and	and	CCONJ
cana-5443	57	22	advancing	advance	VERB
cana-5443	57	23	the	the	DET
cana-5443	57	24	discourse	discourse	NOUN
cana-5443	57	25	of	of	ADP
cana-5443	57	26	the	the	DET
cana-5443	57	27	application	application	NOUN
cana-5443	57	28	of	of	ADP
cana-5443	57	29	ai	ai	NOUN
cana-5443	57	30	and	and	CCONJ
cana-5443	57	31	deep	deep	ADJ
cana-5443	57	32	learning	learning	NOUN
cana-5443	57	33	for	for	ADP
cana-5443	57	34	public	public	ADJ
cana-5443	57	35	safety	safety	NOUN
cana-5443	57	36	.	.	PUNCT
cana-5443	58	1	regardless	regardless	ADV
cana-5443	58	2	of	of	ADP
cana-5443	58	3	the	the	DET
cana-5443	58	4	technological	technological	ADJ
cana-5443	58	5	promise	promise	NOUN
cana-5443	58	6	offered	offer	VERB
cana-5443	58	7	by	by	ADP
cana-5443	58	8	such	such	ADJ
cana-5443	58	9	systems	system	NOUN
cana-5443	58	10	,	,	PUNCT
cana-5443	58	11	the	the	DET
cana-5443	58	12	successful	successful	ADJ
cana-5443	58	13	and	and	CCONJ
cana-5443	58	14	ethical	ethical	ADJ
cana-5443	58	15	adoption	adoption	NOUN
cana-5443	58	16	of	of	ADP
cana-5443	58	17	these	these	DET
cana-5443	58	18	systems	system	NOUN
cana-5443	58	19	will	will	AUX
cana-5443	58	20	require	require	VERB
cana-5443	58	21	concerted	concerted	ADJ
cana-5443	58	22	efforts	effort	NOUN
cana-5443	58	23	of	of	ADP
cana-5443	58	24	interdisciplinary	interdisciplinary	ADJ
cana-5443	58	25	research	research	NOUN
cana-5443	58	26	,	,	PUNCT
cana-5443	58	27	engineering	engineering	NOUN
cana-5443	58	28	,	,	PUNCT
cana-5443	58	29	policy	policy	NOUN
cana-5443	58	30	and	and	CCONJ
cana-5443	58	31	legal	legal	ADJ
cana-5443	58	32	frameworks	framework	NOUN
cana-5443	58	33	,	,	PUNCT
cana-5443	58	34	and	and	CCONJ
cana-5443	58	35	civil	civil	ADJ
cana-5443	58	36	advocacy	advocacy	NOUN
cana-5443	58	37	.	.	PUNCT
cana-5443	59	1	as	as	SCONJ
cana-5443	59	2	we	we	PRON
cana-5443	59	3	look	look	VERB
cana-5443	59	4	ahead	ahead	ADV
cana-5443	59	5	,	,	PUNCT
cana-5443	59	6	the	the	DET
cana-5443	59	7	area	area	NOUN
cana-5443	59	8	of	of	ADP
cana-5443	59	9	ai	ai	NOUN
cana-5443	59	10	-	-	PUNCT
cana-5443	59	11	based	base	VERB
cana-5443	59	12	criminal	criminal	ADJ
cana-5443	59	13	detection	detection	NOUN
cana-5443	59	14	technology	technology	NOUN
cana-5443	59	15	is	be	AUX
cana-5443	59	16	expected	expect	VERB
cana-5443	59	17	to	to	PART
cana-5443	59	18	grow	grow	VERB
cana-5443	59	19	further	far	ADV
cana-5443	59	20	.	.	PUNCT
cana-5443	60	1	new	new	ADJ
cana-5443	60	2	considerations	consideration	NOUN
cana-5443	60	3	include	include	VERB
cana-5443	60	4	the	the	DET
cana-5443	60	5	application	application	NOUN
cana-5443	60	6	of	of	ADP
cana-5443	60	7	multimodal	multimodal	NOUN
cana-5443	60	8	inputs	input	NOUN
cana-5443	60	9	like	like	ADP
cana-5443	60	10	social	social	ADJ
cana-5443	60	11	media	medium	NOUN
cana-5443	60	12	metadata	metadata	NOUN
cana-5443	60	13	,	,	PUNCT
cana-5443	60	14	audio	audio	ADJ
cana-5443	60	15	streams	stream	NOUN
cana-5443	60	16	,	,	PUNCT
cana-5443	60	17	and	and	CCONJ
cana-5443	60	18	environmental	environmental	ADJ
cana-5443	60	19	sensors	sensor	NOUN
cana-5443	60	20	within	within	ADP
cana-5443	60	21	the	the	DET
cana-5443	60	22	context	context	NOUN
cana-5443	60	23	of	of	ADP
cana-5443	60	24	surveillance	surveillance	NOUN
cana-5443	60	25	systems	system	NOUN
cana-5443	60	26	to	to	PART
cana-5443	60	27	make	make	VERB
cana-5443	60	28	situationally	situationally	ADV
cana-5443	60	29	aware	aware	ADJ
cana-5443	60	30	systems	system	NOUN
cana-5443	60	31	that	that	PRON
cana-5443	60	32	adapt	adapt	VERB
cana-5443	60	33	to	to	ADP
cana-5443	60	34	their	their	PRON
cana-5443	60	35	surroundings	surrounding	NOUN
cana-5443	60	36	.	.	PUNCT
cana-5443	61	1	performance	performance	NOUN
cana-5443	61	2	enhancement	enhancement	NOUN
cana-5443	61	3	of	of	ADP
cana-5443	61	4	video	video	NOUN
cana-5443	61	5	analysis	analysis	NOUN
cana-5443	61	6	models	model	NOUN
cana-5443	61	7	using	use	VERB
cana-5443	61	8	transformer	transformer	NOUN
cana-5443	61	9	-	-	PUNCT
cana-5443	61	10	based	base	VERB
cana-5443	61	11	architectures	architecture	NOUN
cana-5443	61	12	and	and	CCONJ
cana-5443	61	13	self	self	NOUN
cana-5443	61	14	-	-	PUNCT
cana-5443	61	15	attention	attention	NOUN
cana-5443	61	16	mechanisms	mechanism	NOUN
cana-5443	61	17	is	be	AUX
cana-5443	61	18	also	also	ADV
cana-5443	61	19	under	under	ADP
cana-5443	61	20	consideration	consideration	NOUN
cana-5443	61	21	.	.	PUNCT
cana-5443	62	1	reinforcement	reinforcement	NOUN
cana-5443	62	2	learning	learning	NOUN
cana-5443	62	3	is	be	AUX
cana-5443	62	4	being	be	AUX
cana-5443	62	5	examined	examine	VERB
cana-5443	62	6	for	for	ADP
cana-5443	62	7	its	its	PRON
cana-5443	62	8	potential	potential	NOUN
cana-5443	62	9	to	to	PART
cana-5443	62	10	enable	enable	VERB
cana-5443	62	11	systems	system	NOUN
cana-5443	62	12	that	that	PRON
cana-5443	62	13	can	can	AUX
cana-5443	62	14	learn	learn	VERB
cana-5443	62	15	optimal	optimal	ADJ
cana-5443	62	16	surveillance	surveillance	NOUN
cana-5443	62	17	techniques	technique	NOUN
cana-5443	62	18	in	in	ADP
cana-5443	62	19	ever	ever	ADV
cana-5443	62	20	-	-	PUNCT
cana-5443	62	21	changing	change	VERB
cana-5443	62	22	environments	environment	NOUN
cana-5443	62	23	.	.	PUNCT
cana-5443	63	1	these	these	DET
cana-5443	63	2	developments	development	NOUN
cana-5443	63	3	will	will	AUX
cana-5443	63	4	surpass	surpass	VERB
cana-5443	63	5	current	current	ADJ
cana-5443	63	6	intelligent	intelligent	ADJ
cana-5443	63	7	threat	threat	NOUN
cana-5443	63	8	detection	detection	NOUN
cana-5443	63	9	capabilities	capability	NOUN
cana-5443	63	10	.	.	PUNCT
cana-5443	64	1	still	still	ADV
cana-5443	64	2	,	,	PUNCT
cana-5443	64	3	achieving	achieve	VERB
cana-5443	64	4	the	the	DET
cana-5443	64	5	full	full	ADJ
cana-5443	64	6	promise	promise	NOUN
cana-5443	64	7	of	of	ADP
cana-5443	64	8	these	these	DET
cana-5443	64	9	technological	technological	ADJ
cana-5443	64	10	advances	advance	NOUN
cana-5443	64	11	will	will	AUX
cana-5443	64	12	demand	demand	VERB
cana-5443	64	13	rigor	rigor	NOUN
cana-5443	64	14	in	in	ADP
cana-5443	64	15	innovation	innovation	NOUN
cana-5443	64	16	balanced	balance	VERB
cana-5443	64	17	with	with	ADP
cana-5443	64	18	ethical	ethical	ADJ
cana-5443	64	19	boundaries	boundary	NOUN
cana-5443	64	20	around	around	ADP
cana-5443	64	21	governance	governance	NOUN
cana-5443	64	22	,	,	PUNCT
cana-5443	64	23	and	and	CCONJ
cana-5443	64	24	transparency	transparency	NOUN
cana-5443	64	25	,	,	PUNCT
cana-5443	64	26	and	and	CCONJ
cana-5443	64	27	a	a	DET
cana-5443	64	28	balance	balance	NOUN
cana-5443	64	29	of	of	ADP
cana-5443	64	30	responsibility	responsibility	NOUN
cana-5443	64	31	.	.	PUNCT
cana-5443	65	1	properly	properly	ADV
cana-5443	65	2	designed	design	VERB
cana-5443	65	3	and	and	CCONJ
cana-5443	65	4	responsibly	responsibly	ADV
cana-5443	65	5	deployed	deploy	VERB
cana-5443	65	6	systems	system	NOUN
cana-5443	65	7	can	can	AUX
cana-5443	65	8	communications	communication	NOUN
cana-5443	65	9	on	on	ADP
cana-5443	65	10	applied	apply	VERB
cana-5443	65	11	nonlinear	nonlinear	ADJ
cana-5443	65	12	analysis	analysis	NOUN
cana-5443	65	13	issn	issn	NOUN
cana-5443	65	14	:	:	PUNCT
cana-5443	65	15	1074	1074	NUM
cana-5443	65	16	-	-	PUNCT
cana-5443	65	17	133x	133x	NUM
cana-5443	65	18	vol	vol	VERB
cana-5443	65	19	32	32	NUM
cana-5443	65	20	no	no	NOUN
cana-5443	65	21	.	.	PUNCT
cana-5443	66	1	10s	10	NOUN
cana-5443	66	2	(	(	PUNCT
cana-5443	66	3	2025	2025	NUM
cana-5443	66	4	)	)	PUNCT
cana-5443	66	5	2254	2254	NUM
cana-5443	66	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	66	7	harness	harness	NOUN
cana-5443	66	8	ai	ai	VERB
cana-5443	66	9	to	to	PART
cana-5443	66	10	enhance	enhance	VERB
cana-5443	66	11	surveillance	surveillance	NOUN
cana-5443	66	12	and	and	CCONJ
cana-5443	66	13	empower	empower	NOUN
cana-5443	66	14	targeted	target	VERB
cana-5443	66	15	crime	crime	NOUN
cana-5443	66	16	prevention	prevention	NOUN
cana-5443	66	17	while	while	SCONJ
cana-5443	66	18	enabling	enable	VERB
cana-5443	66	19	community	community	NOUN
cana-5443	66	20	protection	protection	NOUN
cana-5443	66	21	and	and	CCONJ
cana-5443	66	22	the	the	DET
cana-5443	66	23	creation	creation	NOUN
cana-5443	66	24	of	of	ADP
cana-5443	66	25	safer	safe	ADJ
cana-5443	66	26	shared	share	VERB
cana-5443	66	27	public	public	ADJ
cana-5443	66	28	environments	environment	NOUN
cana-5443	66	29	.	.	PUNCT
cana-5443	67	1	literature	literature	NOUN
cana-5443	67	2	review	review	VERB
cana-5443	67	3	y.	y.	PROPN
cana-5443	67	4	sahukar	sahukar	PROPN
cana-5443	67	5	et	et	PROPN
cana-5443	67	6	al	al	PROPN
cana-5443	67	7	.	.	PUNCT
cana-5443	68	1	[	[	X
cana-5443	68	2	1	1	X
cana-5443	68	3	]	]	AUX
cana-5443	68	4	describes	describe	VERB
cana-5443	68	5	a	a	DET
cana-5443	68	6	more	more	ADV
cana-5443	68	7	sophisticated	sophisticated	ADJ
cana-5443	68	8	intelligent	intelligent	ADJ
cana-5443	68	9	surveillance	surveillance	NOUN
cana-5443	68	10	system	system	NOUN
cana-5443	68	11	employing	employ	VERB
cana-5443	68	12	deep	deep	ADJ
cana-5443	68	13	learning	learning	NOUN
cana-5443	68	14	methods	method	NOUN
cana-5443	68	15	to	to	PART
cana-5443	68	16	improve	improve	VERB
cana-5443	68	17	security	security	NOUN
cana-5443	68	18	.	.	PUNCT
cana-5443	69	1	the	the	DET
cana-5443	69	2	system	system	NOUN
cana-5443	69	3	uses	use	VERB
cana-5443	69	4	convolutional	convolutional	ADJ
cana-5443	69	5	neural	neural	ADJ
cana-5443	69	6	networks	network	NOUN
cana-5443	69	7	(	(	PUNCT
cana-5443	69	8	cnns	cnns	PROPN
cana-5443	69	9	)	)	PUNCT
cana-5443	69	10	,	,	PUNCT
cana-5443	69	11	long	long	ADJ
cana-5443	69	12	short	short	ADJ
cana-5443	69	13	-	-	PUNCT
cana-5443	69	14	term	term	NOUN
cana-5443	69	15	memory	memory	NOUN
cana-5443	69	16	(	(	PUNCT
cana-5443	69	17	lstm	lstm	NOUN
cana-5443	69	18	)	)	PUNCT
cana-5443	69	19	networks	network	NOUN
cana-5443	69	20	,	,	PUNCT
cana-5443	69	21	and	and	CCONJ
cana-5443	69	22	autoencoders	autoencoder	NOUN
cana-5443	69	23	for	for	ADP
cana-5443	69	24	real	real	ADJ
cana-5443	69	25	-	-	PUNCT
cana-5443	69	26	time	time	NOUN
cana-5443	69	27	object	object	NOUN
cana-5443	69	28	detection	detection	NOUN
cana-5443	69	29	,	,	PUNCT
cana-5443	69	30	tracking	tracking	NOUN
cana-5443	69	31	,	,	PUNCT
cana-5443	69	32	and	and	CCONJ
cana-5443	69	33	classification	classification	NOUN
cana-5443	69	34	.	.	PUNCT
cana-5443	70	1	the	the	DET
cana-5443	70	2	system	system	NOUN
cana-5443	70	3	achieves	achieve	VERB
cana-5443	70	4	accurate	accurate	ADJ
cana-5443	70	5	object	object	NOUN
cana-5443	70	6	identification	identification	NOUN
cana-5443	70	7	and	and	CCONJ
cana-5443	70	8	tracking	tracking	NOUN
cana-5443	70	9	within	within	ADP
cana-5443	70	10	a	a	DET
cana-5443	70	11	surveillance	surveillance	NOUN
cana-5443	70	12	region	region	NOUN
cana-5443	70	13	through	through	ADP
cana-5443	70	14	the	the	DET
cana-5443	70	15	integration	integration	NOUN
cana-5443	70	16	of	of	ADP
cana-5443	70	17	spatial	spatial	ADJ
cana-5443	70	18	and	and	CCONJ
cana-5443	70	19	temporal	temporal	ADJ
cana-5443	70	20	data	datum	NOUN
cana-5443	70	21	analysis	analysis	NOUN
cana-5443	70	22	.	.	PUNCT
cana-5443	71	1	the	the	DET
cana-5443	71	2	authors	author	NOUN
cana-5443	71	3	underline	underline	VERB
cana-5443	71	4	the	the	DET
cana-5443	71	5	capability	capability	NOUN
cana-5443	71	6	to	to	PART
cana-5443	71	7	efficiently	efficiently	ADV
cana-5443	71	8	process	process	VERB
cana-5443	71	9	video	video	NOUN
cana-5443	71	10	feeds	feed	NOUN
cana-5443	71	11	as	as	ADP
cana-5443	71	12	a	a	DET
cana-5443	71	13	critical	critical	ADJ
cana-5443	71	14	feature	feature	NOUN
cana-5443	71	15	for	for	ADP
cana-5443	71	16	prompt	prompt	ADJ
cana-5443	71	17	reaction	reaction	NOUN
cana-5443	71	18	to	to	ADP
cana-5443	71	19	possible	possible	ADJ
cana-5443	71	20	security	security	NOUN
cana-5443	71	21	issues	issue	NOUN
cana-5443	71	22	.	.	PUNCT
cana-5443	72	1	in	in	ADP
cana-5443	72	2	essence	essence	NOUN
cana-5443	72	3	,	,	PUNCT
cana-5443	72	4	the	the	DET
cana-5443	72	5	implementation	implementation	NOUN
cana-5443	72	6	provides	provide	VERB
cana-5443	72	7	substantial	substantial	ADJ
cana-5443	72	8	enhancement	enhancement	NOUN
cana-5443	72	9	in	in	ADP
cana-5443	72	10	accuracy	accuracy	NOUN
cana-5443	72	11	and	and	CCONJ
cana-5443	72	12	responsiveness	responsiveness	NOUN
cana-5443	72	13	of	of	ADP
cana-5443	72	14	surveillance	surveillance	NOUN
cana-5443	72	15	,	,	PUNCT
cana-5443	72	16	demonstrating	demonstrate	VERB
cana-5443	72	17	the	the	DET
cana-5443	72	18	application	application	NOUN
cana-5443	72	19	of	of	ADP
cana-5443	72	20	deep	deep	ADJ
cana-5443	72	21	learning	learning	NOUN
cana-5443	72	22	in	in	ADP
cana-5443	72	23	contemporary	contemporary	ADJ
cana-5443	72	24	security	security	NOUN
cana-5443	72	25	technology	technology	NOUN
cana-5443	72	26	.	.	PUNCT
cana-5443	73	1	m.	m.	NOUN
cana-5443	73	2	qaraqe	qaraqe	VERB
cana-5443	73	3	et	et	PROPN
cana-5443	73	4	al	al	PROPN
cana-5443	73	5	.	.	PUNCT
cana-5443	74	1	[	[	X
cana-5443	74	2	2	2	NUM
cana-5443	74	3	]	]	PUNCT
cana-5443	74	4	introduce	introduce	NOUN
cana-5443	74	5	publicvision	publicvision	NOUN
cana-5443	74	6	,	,	PUNCT
cana-5443	74	7	an	an	DET
cana-5443	74	8	intelligent	intelligent	ADJ
cana-5443	74	9	and	and	CCONJ
cana-5443	74	10	secure	secure	ADJ
cana-5443	74	11	surveillance	surveillance	NOUN
cana-5443	74	12	system	system	NOUN
cana-5443	74	13	aimed	aim	VERB
cana-5443	74	14	at	at	ADP
cana-5443	74	15	recognizing	recognize	VERB
cana-5443	74	16	crowd	crowd	NOUN
cana-5443	74	17	behaviors	behavior	NOUN
cana-5443	74	18	.	.	PUNCT
cana-5443	75	1	powerful	powerful	ADJ
cana-5443	75	2	machine	machine	NOUN
cana-5443	75	3	learning	learning	NOUN
cana-5443	75	4	tools	tool	NOUN
cana-5443	75	5	are	be	AUX
cana-5443	75	6	embedded	embed	VERB
cana-5443	75	7	into	into	ADP
cana-5443	75	8	the	the	DET
cana-5443	75	9	system	system	NOUN
cana-5443	75	10	to	to	PART
cana-5443	75	11	analyze	analyze	VERB
cana-5443	75	12	crowd	crowd	NOUN
cana-5443	75	13	behaviors	behavior	NOUN
cana-5443	75	14	,	,	PUNCT
cana-5443	75	15	detect	detect	VERB
cana-5443	75	16	and	and	CCONJ
cana-5443	75	17	classify	classify	VERB
cana-5443	75	18	anomalies	anomaly	NOUN
cana-5443	75	19	,	,	PUNCT
cana-5443	75	20	and	and	CCONJ
cana-5443	75	21	raise	raise	VERB
cana-5443	75	22	red	red	ADJ
cana-5443	75	23	flags	flag	NOUN
cana-5443	75	24	in	in	ADP
cana-5443	75	25	real	real	ADJ
cana-5443	75	26	time	time	NOUN
cana-5443	75	27	.	.	PUNCT
cana-5443	76	1	transmitting	transmit	VERB
cana-5443	76	2	cctv	cctv	PROPN
cana-5443	76	3	data	datum	NOUN
cana-5443	76	4	to	to	ADP
cana-5443	76	5	a	a	DET
cana-5443	76	6	centralized	centralized	ADJ
cana-5443	76	7	hub	hub	NOUN
cana-5443	76	8	ensures	ensure	VERB
cana-5443	76	9	publicvision	publicvision	NOUN
cana-5443	76	10	's	's	PART
cana-5443	76	11	integrity	integrity	NOUN
cana-5443	76	12	and	and	CCONJ
cana-5443	76	13	privacy	privacy	NOUN
cana-5443	76	14	,	,	PUNCT
cana-5443	76	15	safeguarding	safeguard	VERB
cana-5443	76	16	data	datum	NOUN
cana-5443	76	17	.	.	PUNCT
cana-5443	77	1	the	the	DET
cana-5443	77	2	system	system	NOUN
cana-5443	77	3	can	can	AUX
cana-5443	77	4	be	be	AUX
cana-5443	77	5	deployed	deploy	VERB
cana-5443	77	6	in	in	ADP
cana-5443	77	7	almost	almost	ADV
cana-5443	77	8	any	any	DET
cana-5443	77	9	public	public	ADJ
cana-5443	77	10	venue	venue	NOUN
cana-5443	77	11	and	and	CCONJ
cana-5443	77	12	exponentially	exponentially	ADV
cana-5443	77	13	increases	increase	VERB
cana-5443	77	14	situational	situational	ADJ
cana-5443	77	15	awareness	awareness	NOUN
cana-5443	77	16	,	,	PUNCT
cana-5443	77	17	allowing	allow	VERB
cana-5443	77	18	proactive	proactive	ADJ
cana-5443	77	19	security	security	NOUN
cana-5443	77	20	interventions	intervention	NOUN
cana-5443	77	21	or	or	CCONJ
cana-5443	77	22	measures	measure	NOUN
cana-5443	77	23	.	.	PUNCT
cana-5443	78	1	the	the	DET
cana-5443	78	2	research	research	NOUN
cana-5443	78	3	demonstrates	demonstrate	VERB
cana-5443	78	4	the	the	DET
cana-5443	78	5	impact	impact	NOUN
cana-5443	78	6	of	of	ADP
cana-5443	78	7	combining	combine	VERB
cana-5443	78	8	secure	secure	ADJ
cana-5443	78	9	data	datum	NOUN
cana-5443	78	10	transmission	transmission	NOUN
cana-5443	78	11	with	with	ADP
cana-5443	78	12	intelligent	intelligent	ADJ
cana-5443	78	13	behavior	behavior	NOUN
cana-5443	78	14	analysis	analysis	NOUN
cana-5443	78	15	for	for	ADP
cana-5443	78	16	enhanced	enhanced	ADJ
cana-5443	78	17	public	public	ADJ
cana-5443	78	18	safety	safety	NOUN
cana-5443	78	19	.	.	PUNCT
cana-5443	79	1	yehia	yehia	PROPN
cana-5443	79	2	ibrahim	ibrahim	PROPN
cana-5443	79	3	alzoubi	alzoubi	PROPN
cana-5443	79	4	et	et	PROPN
cana-5443	79	5	al	al	PROPN
cana-5443	79	6	.	.	PUNCT
cana-5443	80	1	[	[	X
cana-5443	80	2	3	3	X
cana-5443	80	3	]	]	PUNCT
cana-5443	80	4	any	any	DET
cana-5443	80	5	current	current	ADJ
cana-5443	80	6	open	open	ADJ
cana-5443	80	7	literature	literature	NOUN
cana-5443	80	8	remains	remain	VERB
cana-5443	80	9	lacking	lack	VERB
cana-5443	80	10	around	around	ADP
cana-5443	80	11	the	the	DET
cana-5443	80	12	subject	subject	NOUN
cana-5443	80	13	of	of	ADP
cana-5443	80	14	deep	deep	ADJ
cana-5443	80	15	learning	learning	NOUN
cana-5443	80	16	,	,	PUNCT
cana-5443	80	17	machine	machine	NOUN
cana-5443	80	18	learning	learning	NOUN
cana-5443	80	19	,	,	PUNCT
cana-5443	80	20	and	and	CCONJ
cana-5443	80	21	cloud	cloud	NOUN
cana-5443	80	22	computing	compute	VERB
cana-5443	80	23	security	security	NOUN
cana-5443	80	24	,	,	PUNCT
cana-5443	80	25	therefore	therefore	ADV
cana-5443	80	26	alzoubi	alzoubi	PROPN
cana-5443	80	27	has	have	AUX
cana-5443	80	28	attributed	attribute	VERB
cana-5443	80	29	a	a	DET
cana-5443	80	30	very	very	ADV
cana-5443	80	31	comprehensive	comprehensive	ADJ
cana-5443	80	32	review	review	NOUN
cana-5443	80	33	to	to	ADP
cana-5443	80	34	this	this	DET
cana-5443	80	35	intersection	intersection	NOUN
cana-5443	80	36	.	.	PUNCT
cana-5443	81	1	over	over	ADP
cana-5443	81	2	four	four	NUM
cana-5443	81	3	thousand	thousand	NUM
cana-5443	81	4	publications	publication	NOUN
cana-5443	81	5	were	be	AUX
cana-5443	81	6	analyzed	analyze	VERB
cana-5443	81	7	by	by	ADP
cana-5443	81	8	the	the	DET
cana-5443	81	9	authors	author	NOUN
cana-5443	81	10	to	to	PART
cana-5443	81	11	identify	identify	VERB
cana-5443	81	12	particular	particular	ADJ
cana-5443	81	13	trends	trend	NOUN
cana-5443	81	14	,	,	PUNCT
cana-5443	81	15	gaps	gap	NOUN
cana-5443	81	16	,	,	PUNCT
cana-5443	81	17	and	and	CCONJ
cana-5443	81	18	other	other	ADJ
cana-5443	81	19	prominent	prominent	ADJ
cana-5443	81	20	issues	issue	NOUN
cana-5443	81	21	in	in	ADP
cana-5443	81	22	the	the	DET
cana-5443	81	23	fields	field	NOUN
cana-5443	81	24	of	of	ADP
cana-5443	81	25	cloud	cloud	NOUN
cana-5443	81	26	infrastructure	infrastructure	NOUN
cana-5443	81	27	and	and	CCONJ
cana-5443	81	28	security	security	NOUN
cana-5443	81	29	.	.	PUNCT
cana-5443	82	1	the	the	DET
cana-5443	82	2	focus	focus	NOUN
cana-5443	82	3	continues	continue	VERB
cana-5443	82	4	with	with	ADP
cana-5443	82	5	learning	learn	VERB
cana-5443	82	6	systems	system	NOUN
cana-5443	82	7	that	that	PRON
cana-5443	82	8	employ	employ	VERB
cana-5443	82	9	machine	machine	NOUN
cana-5443	82	10	learning	learn	VERB
cana-5443	82	11	for	for	ADP
cana-5443	82	12	strong	strong	ADJ
cana-5443	82	13	and	and	CCONJ
cana-5443	82	14	flexible	flexible	ADJ
cana-5443	82	15	threat	threat	NOUN
cana-5443	82	16	intelligence	intelligence	NOUN
cana-5443	82	17	automation	automation	NOUN
cana-5443	82	18	,	,	PUNCT
cana-5443	82	19	deep	deep	ADJ
cana-5443	82	20	learning	learning	NOUN
cana-5443	82	21	for	for	ADP
cana-5443	82	22	complex	complex	ADJ
cana-5443	82	23	situational	situational	ADJ
cana-5443	82	24	anomaly	anomaly	NOUN
cana-5443	82	25	detection	detection	NOUN
cana-5443	82	26	,	,	PUNCT
cana-5443	82	27	as	as	ADV
cana-5443	82	28	well	well	ADV
cana-5443	82	29	as	as	ADP
cana-5443	82	30	cloud	cloud	ADJ
cana-5443	82	31	infrastructure	infrastructure	NOUN
cana-5443	82	32	security	security	NOUN
cana-5443	82	33	automation	automation	NOUN
cana-5443	82	34	.	.	PUNCT
cana-5443	83	1	it	it	PRON
cana-5443	83	2	addresses	address	VERB
cana-5443	83	3	the	the	DET
cana-5443	83	4	gap	gap	NOUN
cana-5443	83	5	on	on	ADP
cana-5443	83	6	adaptive	adaptive	ADJ
cana-5443	83	7	and	and	CCONJ
cana-5443	83	8	selflearning	selflearning	ADJ
cana-5443	83	9	security	security	NOUN
cana-5443	83	10	mechanisms	mechanism	NOUN
cana-5443	83	11	designed	design	VERB
cana-5443	83	12	to	to	PART
cana-5443	83	13	operate	operate	VERB
cana-5443	83	14	in	in	ADP
cana-5443	83	15	a	a	DET
cana-5443	83	16	multi	multi	ADJ
cana-5443	83	17	-	-	ADJ
cana-5443	83	18	tiered	tiered	ADJ
cana-5443	83	19	,	,	PUNCT
cana-5443	83	20	agile	agile	ADJ
cana-5443	83	21	,	,	PUNCT
cana-5443	83	22	responsive	responsive	ADJ
cana-5443	83	23	,	,	PUNCT
cana-5443	83	24	distributed	distributed	ADJ
cana-5443	83	25	environment	environment	NOUN
cana-5443	83	26	along	along	ADP
cana-5443	83	27	with	with	ADP
cana-5443	83	28	dynamically	dynamically	ADV
cana-5443	83	29	changing	change	VERB
cana-5443	83	30	hostile	hostile	ADJ
cana-5443	83	31	frameworks	framework	NOUN
cana-5443	83	32	.	.	PUNCT
cana-5443	84	1	the	the	DET
cana-5443	84	2	review	review	NOUN
cana-5443	84	3	is	be	AUX
cana-5443	84	4	extremely	extremely	ADV
cana-5443	84	5	beneficial	beneficial	ADJ
cana-5443	84	6	to	to	ADP
cana-5443	84	7	practitioners	practitioner	NOUN
cana-5443	84	8	and	and	CCONJ
cana-5443	84	9	researchers	researcher	NOUN
cana-5443	84	10	looking	look	VERB
cana-5443	84	11	for	for	ADP
cana-5443	84	12	techniques	technique	NOUN
cana-5443	84	13	to	to	PART
cana-5443	84	14	improve	improve	VERB
cana-5443	84	15	cloud	cloud	NOUN
cana-5443	84	16	security	security	NOUN
cana-5443	84	17	using	use	VERB
cana-5443	84	18	advanced	advanced	ADJ
cana-5443	84	19	analytical	analytical	ADJ
cana-5443	84	20	computational	computational	ADJ
cana-5443	84	21	strategies	strategy	NOUN
cana-5443	84	22	.	.	PUNCT
cana-5443	85	1	the	the	DET
cana-5443	85	2	"	"	PUNCT
cana-5443	85	3	eye	eye	NOUN
cana-5443	85	4	spy	spy	NOUN
cana-5443	85	5	"	"	PUNCT
cana-5443	85	6	project	project	NOUN
cana-5443	85	7	,	,	PUNCT
cana-5443	85	8	aimed	aim	VERB
cana-5443	85	9	at	at	ADP
cana-5443	85	10	increasing	increase	VERB
cana-5443	85	11	security	security	NOUN
cana-5443	85	12	in	in	ADP
cana-5443	85	13	sensitive	sensitive	ADJ
cana-5443	85	14	areas	area	NOUN
cana-5443	85	15	through	through	ADP
cana-5443	85	16	the	the	DET
cana-5443	85	17	enhancement	enhancement	NOUN
cana-5443	85	18	of	of	ADP
cana-5443	85	19	existing	exist	VERB
cana-5443	85	20	cctv	cctv	NOUN
cana-5443	85	21	systems	system	NOUN
cana-5443	85	22	using	use	VERB
cana-5443	85	23	ml	ml	NOUN
cana-5443	85	24	and	and	CCONJ
cana-5443	85	25	deep	deep	ADJ
cana-5443	85	26	learning	learning	NOUN
cana-5443	85	27	,	,	PUNCT
cana-5443	85	28	was	be	AUX
cana-5443	85	29	introduced	introduce	VERB
cana-5443	85	30	by	by	ADP
cana-5443	85	31	sagar	sagar	PROPN
cana-5443	85	32	rajebhosale	rajebhosale	PROPN
cana-5443	85	33	et	et	PROPN
cana-5443	85	34	al	al	PROPN
cana-5443	85	35	.	.	PUNCT
cana-5443	86	1	[	[	X
cana-5443	86	2	4	4	NUM
cana-5443	86	3	]	]	PUNCT
cana-5443	86	4	.	.	PUNCT
cana-5443	87	1	ai	ai	VERB
cana-5443	87	2	is	be	AUX
cana-5443	87	3	used	use	VERB
cana-5443	87	4	in	in	ADP
cana-5443	87	5	the	the	DET
cana-5443	87	6	system	system	NOUN
cana-5443	87	7	to	to	PART
cana-5443	87	8	change	change	VERB
cana-5443	87	9	passive	passive	ADJ
cana-5443	87	10	surveillance	surveillance	NOUN
cana-5443	87	11	systems	system	NOUN
cana-5443	87	12	into	into	ADP
cana-5443	87	13	affirmative	affirmative	ADJ
cana-5443	87	14	active	active	ADJ
cana-5443	87	15	intelligent	intelligent	ADJ
cana-5443	87	16	networks	network	NOUN
cana-5443	87	17	that	that	PRON
cana-5443	87	18	are	be	AUX
cana-5443	87	19	capable	capable	ADJ
cana-5443	87	20	of	of	ADP
cana-5443	87	21	detecting	detect	VERB
cana-5443	87	22	and	and	CCONJ
cana-5443	87	23	responding	respond	VERB
cana-5443	87	24	to	to	ADP
cana-5443	87	25	real	real	ADJ
cana-5443	87	26	-	-	PUNCT
cana-5443	87	27	time	time	NOUN
cana-5443	87	28	threats	threat	NOUN
cana-5443	87	29	.	.	PUNCT
cana-5443	88	1	the	the	DET
cana-5443	88	2	avoidance	avoidance	NOUN
cana-5443	88	3	of	of	ADP
cana-5443	88	4	large	large	ADJ
cana-5443	88	5	-	-	PUNCT
cana-5443	88	6	scale	scale	NOUN
cana-5443	88	7	hardware	hardware	NOUN
cana-5443	88	8	changes	change	NOUN
cana-5443	88	9	and	and	CCONJ
cana-5443	88	10	overhauls	overhaul	NOUN
cana-5443	88	11	allows	allow	VERB
cana-5443	88	12	the	the	DET
cana-5443	88	13	project	project	NOUN
cana-5443	88	14	to	to	PART
cana-5443	88	15	vastly	vastly	ADV
cana-5443	88	16	improve	improve	VERB
cana-5443	88	17	situational	situational	ADJ
cana-5443	88	18	awareness	awareness	NOUN
cana-5443	88	19	while	while	SCONJ
cana-5443	88	20	remaining	remain	VERB
cana-5443	88	21	budget	budget	NOUN
cana-5443	88	22	-	-	PUNCT
cana-5443	88	23	friendly	friendly	ADJ
cana-5443	88	24	.	.	PUNCT
cana-5443	89	1	since	since	SCONJ
cana-5443	89	2	cctv	cctv	PROPN
cana-5443	89	3	systems	system	NOUN
cana-5443	89	4	are	be	AUX
cana-5443	89	5	currently	currently	ADV
cana-5443	89	6	in	in	ADP
cana-5443	89	7	widespread	widespread	ADJ
cana-5443	89	8	use	use	NOUN
cana-5443	89	9	,	,	PUNCT
cana-5443	89	10	adapting	adapt	VERB
cana-5443	89	11	them	they	PRON
cana-5443	89	12	to	to	PART
cana-5443	89	13	incorporate	incorporate	VERB
cana-5443	89	14	ai	ai	NOUN
cana-5443	89	15	enables	enable	VERB
cana-5443	89	16	real	real	ADJ
cana-5443	89	17	-	-	PUNCT
cana-5443	89	18	time	time	NOUN
cana-5443	89	19	assessment	assessment	NOUN
cana-5443	89	20	of	of	ADP
cana-5443	89	21	security	security	NOUN
cana-5443	89	22	risks	risk	NOUN
cana-5443	89	23	,	,	PUNCT
cana-5443	89	24	which	which	PRON
cana-5443	89	25	enhances	enhance	VERB
cana-5443	89	26	public	public	ADJ
cana-5443	89	27	safety	safety	NOUN
cana-5443	89	28	and	and	CCONJ
cana-5443	89	29	security	security	NOUN
cana-5443	89	30	measures	measure	NOUN
cana-5443	89	31	.	.	PUNCT
cana-5443	90	1	as	as	SCONJ
cana-5443	90	2	the	the	DET
cana-5443	90	3	number	number	NOUN
cana-5443	90	4	of	of	ADP
cana-5443	90	5	iot	iot	PROPN
cana-5443	90	6	devices	device	NOUN
cana-5443	90	7	in	in	ADP
cana-5443	90	8	operation	operation	NOUN
cana-5443	90	9	continues	continue	VERB
cana-5443	90	10	to	to	PART
cana-5443	90	11	grow	grow	VERB
cana-5443	90	12	,	,	PUNCT
cana-5443	90	13	their	their	PRON
cana-5443	90	14	security	security	NOUN
cana-5443	90	15	has	have	AUX
cana-5443	90	16	become	become	VERB
cana-5443	90	17	a	a	DET
cana-5443	90	18	primary	primary	ADJ
cana-5443	90	19	focus	focus	NOUN
cana-5443	90	20	.	.	PUNCT
cana-5443	91	1	this	this	DET
cana-5443	91	2	research	research	NOUN
cana-5443	91	3	analyzes	analyze	VERB
cana-5443	91	4	some	some	PRON
cana-5443	91	5	of	of	ADP
cana-5443	91	6	the	the	DET
cana-5443	91	7	methods	method	NOUN
cana-5443	91	8	and	and	CCONJ
cana-5443	91	9	techniques	technique	NOUN
cana-5443	91	10	used	use	VERB
cana-5443	91	11	for	for	ADP
cana-5443	91	12	automating	automate	VERB
cana-5443	91	13	ml	ml	NOUN
cana-5443	91	14	model	model	NOUN
cana-5443	91	15	training	training	NOUN
cana-5443	91	16	and	and	CCONJ
cana-5443	91	17	evaluation	evaluation	NOUN
cana-5443	91	18	in	in	ADP
cana-5443	91	19	vulnerability	vulnerability	NOUN
cana-5443	91	20	detection	detection	NOUN
cana-5443	91	21	,	,	PUNCT
cana-5443	91	22	such	such	ADJ
cana-5443	91	23	as	as	ADP
cana-5443	91	24	the	the	DET
cana-5443	91	25	iot23	iot23	PROPN
cana-5443	91	26	dataset	dataset	NOUN
cana-5443	91	27	.	.	PUNCT
cana-5443	92	1	the	the	DET
cana-5443	92	2	authors	author	NOUN
cana-5443	92	3	outline	outline	VERB
cana-5443	92	4	the	the	DET
cana-5443	92	5	problems	problem	NOUN
cana-5443	92	6	iot	iot	PROPN
cana-5443	92	7	environments	environment	NOUN
cana-5443	92	8	face	face	VERB
cana-5443	92	9	with	with	ADP
cana-5443	92	10	security	security	NOUN
cana-5443	92	11	and	and	CCONJ
cana-5443	92	12	present	present	ADJ
cana-5443	92	13	proactive	proactive	ADJ
cana-5443	92	14	ml	ml	ADV
cana-5443	92	15	-	-	PUNCT
cana-5443	92	16	based	base	VERB
cana-5443	92	17	solutions	solution	NOUN
cana-5443	92	18	designed	design	VERB
cana-5443	92	19	to	to	ADP
cana-5443	92	20	communications	communication	NOUN
cana-5443	92	21	on	on	ADP
cana-5443	92	22	applied	apply	VERB
cana-5443	92	23	nonlinear	nonlinear	ADJ
cana-5443	92	24	analysis	analysis	NOUN
cana-5443	92	25	issn	issn	NOUN
cana-5443	92	26	:	:	PUNCT
cana-5443	92	27	1074	1074	NUM
cana-5443	92	28	-	-	PUNCT
cana-5443	92	29	133x	133x	NUM
cana-5443	92	30	vol	vol	VERB
cana-5443	92	31	32	32	NUM
cana-5443	92	32	no	no	NOUN
cana-5443	92	33	.	.	PUNCT
cana-5443	93	1	10s	10	NOUN
cana-5443	93	2	(	(	PUNCT
cana-5443	93	3	2025	2025	NUM
cana-5443	93	4	)	)	PUNCT
cana-5443	93	5	2255	2255	NUM
cana-5443	93	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	93	7	predict	predict	VERB
cana-5443	93	8	and	and	CCONJ
cana-5443	93	9	prevent	prevent	VERB
cana-5443	93	10	identified	identify	VERB
cana-5443	93	11	challenges	challenge	NOUN
cana-5443	93	12	,	,	PUNCT
cana-5443	93	13	especially	especially	ADV
cana-5443	93	14	concerning	concern	VERB
cana-5443	93	15	security	security	NOUN
cana-5443	93	16	vulnerabilities	vulnerability	NOUN
cana-5443	93	17	focused	focus	VERB
cana-5443	93	18	on	on	ADP
cana-5443	93	19	mitigable	mitigable	ADJ
cana-5443	93	20	threat	threat	NOUN
cana-5443	93	21	precursors	precursor	NOUN
cana-5443	93	22	.	.	PUNCT
cana-5443	94	1	this	this	DET
cana-5443	94	2	study	study	NOUN
cana-5443	94	3	is	be	AUX
cana-5443	94	4	useful	useful	ADJ
cana-5443	94	5	to	to	ADP
cana-5443	94	6	many	many	ADJ
cana-5443	94	7	researchers	researcher	NOUN
cana-5443	94	8	and	and	CCONJ
cana-5443	94	9	practitioners	practitioner	NOUN
cana-5443	94	10	who	who	PRON
cana-5443	94	11	are	be	AUX
cana-5443	94	12	looking	look	VERB
cana-5443	94	13	to	to	PART
cana-5443	94	14	advance	advance	VERB
cana-5443	94	15	the	the	DET
cana-5443	94	16	precision	precision	NOUN
cana-5443	94	17	of	of	ADP
cana-5443	94	18	forensic	forensic	ADJ
cana-5443	94	19	analyses	analysis	NOUN
cana-5443	94	20	performed	perform	VERB
cana-5443	94	21	on	on	ADP
cana-5443	94	22	iot	iot	NOUN
cana-5443	94	23	devices	device	NOUN
cana-5443	94	24	using	use	VERB
cana-5443	94	25	sophisticated	sophisticated	ADJ
cana-5443	94	26	algorithms	algorithm	NOUN
cana-5443	94	27	.	.	PUNCT
cana-5443	95	1	in	in	ADP
cana-5443	95	2	the	the	DET
cana-5443	95	3	work	work	NOUN
cana-5443	95	4	of	of	ADP
cana-5443	95	5	abdulraqeb	abdulraqeb	ADJ
cana-5443	95	6	alhammadi	alhammadi	NOUN
cana-5443	95	7	et	et	PROPN
cana-5443	95	8	al.[6	al.[6	PROPN
cana-5443	95	9	]	]	PUNCT
cana-5443	95	10	,	,	PUNCT
cana-5443	95	11	i	i	PRON
cana-5443	95	12	noted	note	VERB
cana-5443	95	13	a	a	DET
cana-5443	95	14	thorough	thorough	ADJ
cana-5443	95	15	survey	survey	NOUN
cana-5443	95	16	on	on	ADP
cana-5443	95	17	the	the	DET
cana-5443	95	18	application	application	NOUN
cana-5443	95	19	of	of	ADP
cana-5443	95	20	artificial	artificial	ADJ
cana-5443	95	21	intelligence	intelligence	NOUN
cana-5443	95	22	(	(	PUNCT
cana-5443	95	23	ai	ai	NOUN
cana-5443	95	24	)	)	PUNCT
cana-5443	95	25	technologies	technology	NOUN
cana-5443	95	26	in	in	ADP
cana-5443	95	27	crafting	craft	VERB
cana-5443	95	28	and	and	CCONJ
cana-5443	95	29	managing	manage	VERB
cana-5443	95	30	6	6	NUM
cana-5443	95	31	g	g	NOUN
cana-5443	95	32	wireless	wireless	ADJ
cana-5443	95	33	networks	network	NOUN
cana-5443	95	34	.	.	PUNCT
cana-5443	96	1	the	the	DET
cana-5443	96	2	authors	author	NOUN
cana-5443	96	3	looked	look	VERB
cana-5443	96	4	at	at	ADP
cana-5443	96	5	many	many	ADJ
cana-5443	96	6	ai	ai	ADJ
cana-5443	96	7	applications	application	NOUN
cana-5443	96	8	that	that	PRON
cana-5443	96	9	are	be	AUX
cana-5443	96	10	targeted	target	VERB
cana-5443	96	11	towards	towards	ADP
cana-5443	96	12	optimizing	optimize	VERB
cana-5443	96	13	the	the	DET
cana-5443	96	14	performance	performance	NOUN
cana-5443	96	15	,	,	PUNCT
cana-5443	96	16	efficiency	efficiency	NOUN
cana-5443	96	17	,	,	PUNCT
cana-5443	96	18	and	and	CCONJ
cana-5443	96	19	overall	overall	ADJ
cana-5443	96	20	smartness	smartness	NOUN
cana-5443	96	21	of	of	ADP
cana-5443	96	22	wireless	wireless	ADJ
cana-5443	96	23	networks	network	NOUN
cana-5443	96	24	.	.	PUNCT
cana-5443	97	1	some	some	PRON
cana-5443	97	2	of	of	ADP
cana-5443	97	3	the	the	DET
cana-5443	97	4	high	high	ADJ
cana-5443	97	5	-	-	PUNCT
cana-5443	97	6	level	level	NOUN
cana-5443	97	7	items	item	NOUN
cana-5443	97	8	discussed	discuss	VERB
cana-5443	97	9	include	include	AUX
cana-5443	97	10	ai	ai	VERB
cana-5443	97	11	for	for	ADP
cana-5443	97	12	network	network	NOUN
cana-5443	97	13	optimization	optimization	NOUN
cana-5443	97	14	and	and	CCONJ
cana-5443	97	15	resource	resource	NOUN
cana-5443	97	16	management	management	NOUN
cana-5443	97	17	as	as	ADV
cana-5443	97	18	well	well	ADV
cana-5443	97	19	as	as	ADP
cana-5443	97	20	the	the	DET
cana-5443	97	21	provision	provision	NOUN
cana-5443	97	22	of	of	ADP
cana-5443	97	23	next	next	ADJ
cana-5443	97	24	-	-	PUNCT
cana-5443	97	25	level	level	NOUN
cana-5443	97	26	services	service	NOUN
cana-5443	97	27	such	such	ADJ
cana-5443	97	28	as	as	ADP
cana-5443	97	29	holographic	holographic	ADJ
cana-5443	97	30	communications	communication	NOUN
cana-5443	97	31	and	and	CCONJ
cana-5443	97	32	the	the	DET
cana-5443	97	33	tactile	tactile	ADJ
cana-5443	97	34	internet	internet	NOUN
cana-5443	97	35	.	.	PUNCT
cana-5443	98	1	the	the	DET
cana-5443	98	2	work	work	NOUN
cana-5443	98	3	also	also	ADV
cana-5443	98	4	focuses	focus	VERB
cana-5443	98	5	on	on	ADP
cana-5443	98	6	the	the	DET
cana-5443	98	7	relevant	relevant	ADJ
cana-5443	98	8	issues	issue	NOUN
cana-5443	98	9	and	and	CCONJ
cana-5443	98	10	gaps	gap	NOUN
cana-5443	98	11	in	in	ADP
cana-5443	98	12	this	this	DET
cana-5443	98	13	field	field	NOUN
cana-5443	98	14	explaining	explain	VERB
cana-5443	98	15	what	what	PRON
cana-5443	98	16	they	they	PRON
cana-5443	98	17	deem	deem	VERB
cana-5443	98	18	the	the	DET
cana-5443	98	19	future	future	NOUN
cana-5443	98	20	of	of	ADP
cana-5443	98	21	this	this	DET
cana-5443	98	22	field	field	NOUN
cana-5443	98	23	should	should	AUX
cana-5443	98	24	be	be	AUX
cana-5443	98	25	.	.	PUNCT
cana-5443	99	1	this	this	DET
cana-5443	99	2	document	document	NOUN
cana-5443	99	3	is	be	AUX
cana-5443	99	4	useful	useful	ADJ
cana-5443	99	5	in	in	ADP
cana-5443	99	6	the	the	DET
cana-5443	99	7	development	development	NOUN
cana-5443	99	8	and	and	CCONJ
cana-5443	99	9	analysis	analysis	NOUN
cana-5443	99	10	of	of	ADP
cana-5443	99	11	6	6	NUM
cana-5443	99	12	g	g	NOUN
cana-5443	99	13	wireless	wireless	ADJ
cana-5443	99	14	networks	network	NOUN
cana-5443	99	15	driven	drive	VERB
cana-5443	99	16	by	by	ADP
cana-5443	99	17	ai	ai	VERB
cana-5443	99	18	for	for	ADP
cana-5443	99	19	researchers	researcher	NOUN
cana-5443	99	20	and	and	CCONJ
cana-5443	99	21	practitioners	practitioner	NOUN
cana-5443	99	22	.	.	PUNCT
cana-5443	100	1	v.	v.	CCONJ
cana-5443	100	2	mandalapu	mandalapu	PROPN
cana-5443	100	3	et	et	PROPN
cana-5443	100	4	al	al	PROPN
cana-5443	100	5	.	.	PROPN
cana-5443	100	6	,	,	PUNCT
cana-5443	101	1	[	[	X
cana-5443	101	2	7	7	X
cana-5443	101	3	]	]	PUNCT
cana-5443	101	4	reviewed	review	VERB
cana-5443	101	5	more	more	ADJ
cana-5443	101	6	than	than	ADP
cana-5443	101	7	150	150	NUM
cana-5443	101	8	articles	article	NOUN
cana-5443	101	9	in	in	ADP
cana-5443	101	10	relation	relation	NOUN
cana-5443	101	11	to	to	ADP
cana-5443	101	12	the	the	DET
cana-5443	101	13	application	application	NOUN
cana-5443	101	14	of	of	ADP
cana-5443	101	15	machine	machine	NOUN
cana-5443	101	16	learning	learning	NOUN
cana-5443	101	17	(	(	PUNCT
cana-5443	101	18	ml	ml	NOUN
cana-5443	101	19	)	)	PUNCT
cana-5443	101	20	and	and	CCONJ
cana-5443	101	21	deep	deep	ADJ
cana-5443	101	22	learning	learning	NOUN
cana-5443	101	23	(	(	PUNCT
cana-5443	101	24	dl	dl	NOUN
cana-5443	101	25	)	)	PUNCT
cana-5443	101	26	algorithms	algorithm	NOUN
cana-5443	101	27	in	in	ADP
cana-5443	101	28	the	the	DET
cana-5443	101	29	prediction	prediction	NOUN
cana-5443	101	30	of	of	ADP
cana-5443	101	31	crimes	crime	NOUN
cana-5443	101	32	.	.	PUNCT
cana-5443	102	1	the	the	DET
cana-5443	102	2	authors	author	NOUN
cana-5443	102	3	show	show	VERB
cana-5443	102	4	the	the	DET
cana-5443	102	5	application	application	NOUN
cana-5443	102	6	of	of	ADP
cana-5443	102	7	decision	decision	NOUN
cana-5443	102	8	trees	tree	NOUN
cana-5443	102	9	,	,	PUNCT
cana-5443	102	10	support	support	NOUN
cana-5443	102	11	vector	vector	NOUN
cana-5443	102	12	machines	machine	NOUN
cana-5443	102	13	,	,	PUNCT
cana-5443	102	14	and	and	CCONJ
cana-5443	102	15	neural	neural	ADJ
cana-5443	102	16	networks	network	NOUN
cana-5443	102	17	parallel	parallel	ADJ
cana-5443	102	18	to	to	ADP
cana-5443	102	19	crime	crime	NOUN
cana-5443	102	20	prediction	prediction	NOUN
cana-5443	102	21	,	,	PUNCT
cana-5443	102	22	their	their	PRON
cana-5443	102	23	applications	application	NOUN
cana-5443	102	24	in	in	ADP
cana-5443	102	25	pattern	pattern	NOUN
cana-5443	102	26	and	and	CCONJ
cana-5443	102	27	trend	trend	NOUN
cana-5443	102	28	detection	detection	NOUN
cana-5443	102	29	,	,	PUNCT
cana-5443	102	30	and	and	CCONJ
cana-5443	102	31	also	also	ADV
cana-5443	102	32	pay	pay	VERB
cana-5443	102	33	attention	attention	NOUN
cana-5443	102	34	to	to	ADP
cana-5443	102	35	their	their	PRON
cana-5443	102	36	effectiveness	effectiveness	NOUN
cana-5443	102	37	.	.	PUNCT
cana-5443	103	1	the	the	DET
cana-5443	103	2	study	study	NOUN
cana-5443	103	3	also	also	ADV
cana-5443	103	4	reviewed	review	VERB
cana-5443	103	5	the	the	DET
cana-5443	103	6	datasets	dataset	NOUN
cana-5443	103	7	utilized	utilize	VERB
cana-5443	103	8	for	for	ADP
cana-5443	103	9	predictive	predictive	ADJ
cana-5443	103	10	research	research	NOUN
cana-5443	103	11	and	and	CCONJ
cana-5443	103	12	underscored	underscore	VERB
cana-5443	103	13	the	the	DET
cana-5443	103	14	need	need	NOUN
cana-5443	103	15	for	for	ADP
cana-5443	103	16	quality	quality	NOUN
cana-5443	103	17	and	and	CCONJ
cana-5443	103	18	diversity	diversity	NOUN
cana-5443	103	19	of	of	ADP
cana-5443	103	20	the	the	DET
cana-5443	103	21	data	datum	NOUN
cana-5443	103	22	used	use	VERB
cana-5443	103	23	.	.	PUNCT
cana-5443	104	1	noting	note	VERB
cana-5443	104	2	existing	exist	VERB
cana-5443	104	3	issues	issue	NOUN
cana-5443	104	4	and	and	CCONJ
cana-5443	104	5	recommending	recommend	VERB
cana-5443	104	6	steps	step	NOUN
cana-5443	104	7	for	for	ADP
cana-5443	104	8	future	future	ADJ
cana-5443	104	9	inquiries	inquiry	NOUN
cana-5443	104	10	,	,	PUNCT
cana-5443	104	11	such	such	ADJ
cana-5443	104	12	analytical	analytical	ADJ
cana-5443	104	13	studies	study	NOUN
cana-5443	104	14	become	become	VERB
cana-5443	104	15	important	important	ADJ
cana-5443	104	16	not	not	PART
cana-5443	104	17	only	only	ADV
cana-5443	104	18	to	to	ADP
cana-5443	104	19	investigators	investigator	NOUN
cana-5443	104	20	,	,	PUNCT
cana-5443	104	21	but	but	CCONJ
cana-5443	104	22	also	also	ADV
cana-5443	104	23	police	police	NOUN
cana-5443	104	24	departments	department	NOUN
cana-5443	104	25	aiming	aim	VERB
cana-5443	104	26	to	to	PART
cana-5443	104	27	refine	refine	VERB
cana-5443	104	28	predictive	predictive	ADJ
cana-5443	104	29	policing	policing	NOUN
cana-5443	104	30	.	.	PUNCT
cana-5443	105	1	yassine	yassine	PROPN
cana-5443	105	2	himeur	himeur	PROPN
cana-5443	105	3	et	et	PROPN
cana-5443	105	4	al.[8	al.[8	PROPN
cana-5443	105	5	]	]	PUNCT
cana-5443	105	6	gives	give	VERB
cana-5443	105	7	an	an	DET
cana-5443	105	8	account	account	NOUN
cana-5443	105	9	on	on	ADP
cana-5443	105	10	the	the	DET
cana-5443	105	11	application	application	NOUN
cana-5443	105	12	of	of	ADP
cana-5443	105	13	deep	deep	ADJ
cana-5443	105	14	transfer	transfer	NOUN
cana-5443	105	15	learning	learning	NOUN
cana-5443	105	16	(	(	PUNCT
cana-5443	105	17	dtl	dtl	NOUN
cana-5443	105	18	)	)	PUNCT
cana-5443	105	19	and	and	CCONJ
cana-5443	105	20	deep	deep	ADJ
cana-5443	105	21	domain	domain	NOUN
cana-5443	105	22	adaptation	adaptation	NOUN
cana-5443	105	23	(	(	PUNCT
cana-5443	105	24	dda	dda	PROPN
cana-5443	105	25	)	)	PUNCT
cana-5443	105	26	for	for	ADP
cana-5443	105	27	video	video	NOUN
cana-5443	105	28	surveillance	surveillance	NOUN
cana-5443	105	29	systems	system	NOUN
cana-5443	105	30	.	.	PUNCT
cana-5443	106	1	they	they	PRON
cana-5443	106	2	explain	explain	VERB
cana-5443	106	3	how	how	SCONJ
cana-5443	106	4	dtl	dtl	NOUN
cana-5443	106	5	and	and	CCONJ
cana-5443	106	6	dda	dda	VERB
cana-5443	106	7	overcome	overcome	VERB
cana-5443	106	8	such	such	ADJ
cana-5443	106	9	limitations	limitation	NOUN
cana-5443	106	10	as	as	ADP
cana-5443	106	11	scarce	scarce	ADJ
cana-5443	106	12	labeled	label	VERB
cana-5443	106	13	data	datum	NOUN
cana-5443	106	14	pertaining	pertain	VERB
cana-5443	106	15	to	to	ADP
cana-5443	106	16	specific	specific	ADJ
cana-5443	106	17	domains	domain	NOUN
cana-5443	106	18	and	and	CCONJ
cana-5443	106	19	shift	shift	NOUN
cana-5443	106	20	in	in	ADP
cana-5443	106	21	the	the	DET
cana-5443	106	22	domains	domain	NOUN
cana-5443	106	23	themselves	themselves	PRON
cana-5443	106	24	by	by	ADP
cana-5443	106	25	improving	improve	VERB
cana-5443	106	26	the	the	DET
cana-5443	106	27	generalization	generalization	NOUN
cana-5443	106	28	capabilities	capability	NOUN
cana-5443	106	29	of	of	ADP
cana-5443	106	30	surveillance	surveillance	NOUN
cana-5443	106	31	models	model	NOUN
cana-5443	106	32	.	.	PUNCT
cana-5443	107	1	through	through	ADP
cana-5443	107	2	the	the	DET
cana-5443	107	3	review	review	NOUN
cana-5443	107	4	of	of	ADP
cana-5443	107	5	some	some	DET
cana-5443	107	6	case	case	NOUN
cana-5443	107	7	studies	study	NOUN
cana-5443	107	8	and	and	CCONJ
cana-5443	107	9	experiment	experiment	NOUN
cana-5443	107	10	analyses	analysis	NOUN
cana-5443	107	11	,	,	PUNCT
cana-5443	107	12	the	the	DET
cana-5443	107	13	study	study	NOUN
cana-5443	107	14	shows	show	VERB
cana-5443	107	15	the	the	DET
cana-5443	107	16	application	application	NOUN
cana-5443	107	17	of	of	ADP
cana-5443	107	18	these	these	DET
cana-5443	107	19	methods	method	NOUN
cana-5443	107	20	for	for	ADP
cana-5443	107	21	improved	improved	ADJ
cana-5443	107	22	detection	detection	NOUN
cana-5443	107	23	of	of	ADP
cana-5443	107	24	important	important	ADJ
cana-5443	107	25	objects	object	NOUN
cana-5443	107	26	,	,	PUNCT
cana-5443	107	27	activities	activity	NOUN
cana-5443	107	28	,	,	PUNCT
cana-5443	107	29	and	and	CCONJ
cana-5443	107	30	even	even	ADV
cana-5443	107	31	anomalies	anomaly	NOUN
cana-5443	107	32	in	in	ADP
cana-5443	107	33	their	their	PRON
cana-5443	107	34	varied	varied	ADJ
cana-5443	107	35	settings	setting	NOUN
cana-5443	107	36	.	.	PUNCT
cana-5443	108	1	this	this	DET
cana-5443	108	2	review	review	NOUN
cana-5443	108	3	also	also	ADV
cana-5443	108	4	shows	show	VERB
cana-5443	108	5	dtl	dtl	PROPN
cana-5443	108	6	and	and	CCONJ
cana-5443	108	7	dda	dda	VERB
cana-5443	108	8	as	as	ADP
cana-5443	108	9	intelligent	intelligent	ADJ
cana-5443	108	10	tools	tool	NOUN
cana-5443	108	11	for	for	ADP
cana-5443	108	12	video	video	NOUN
cana-5443	108	13	surveillance	surveillance	NOUN
cana-5443	108	14	systems	system	NOUN
cana-5443	108	15	.	.	PUNCT
cana-5443	109	1	olayemi	olayemi	PROPN
cana-5443	109	2	olaniyi	olaniyi	PROPN
cana-5443	109	3	et	et	PROPN
cana-5443	109	4	al	al	PROPN
cana-5443	109	5	.	.	PUNCT
cana-5443	110	1	[	[	X
cana-5443	110	2	9	9	NUM
cana-5443	110	3	]	]	AUX
cana-5443	110	4	examines	examine	VERB
cana-5443	110	5	the	the	DET
cana-5443	110	6	development	development	NOUN
cana-5443	110	7	of	of	ADP
cana-5443	110	8	components	component	NOUN
cana-5443	110	9	of	of	ADP
cana-5443	110	10	intelligent	intelligent	ADJ
cana-5443	110	11	video	video	NOUN
cana-5443	110	12	surveillance	surveillance	NOUN
cana-5443	110	13	systems	system	NOUN
cana-5443	110	14	(	(	PUNCT
cana-5443	110	15	ivss	ivss	PROPN
cana-5443	110	16	)	)	PUNCT
cana-5443	110	17	which	which	PRON
cana-5443	110	18	include	include	VERB
cana-5443	110	19	the	the	DET
cana-5443	110	20	application	application	NOUN
cana-5443	110	21	of	of	ADP
cana-5443	110	22	machine	machine	NOUN
cana-5443	110	23	vision	vision	NOUN
cana-5443	110	24	and	and	CCONJ
cana-5443	110	25	video	video	NOUN
cana-5443	110	26	analytics	analytic	NOUN
cana-5443	110	27	.	.	PUNCT
cana-5443	111	1	the	the	DET
cana-5443	111	2	authors	author	NOUN
cana-5443	111	3	analyze	analyze	VERB
cana-5443	111	4	the	the	DET
cana-5443	111	5	development	development	NOUN
cana-5443	111	6	of	of	ADP
cana-5443	111	7	ivss	ivss	NOUN
cana-5443	111	8	and	and	CCONJ
cana-5443	111	9	cover	cover	VERB
cana-5443	111	10	important	important	ADJ
cana-5443	111	11	areas	area	NOUN
cana-5443	111	12	like	like	ADP
cana-5443	111	13	object	object	NOUN
cana-5443	111	14	detection	detection	NOUN
cana-5443	111	15	,	,	PUNCT
cana-5443	111	16	tracking	tracking	NOUN
cana-5443	111	17	,	,	PUNCT
cana-5443	111	18	and	and	CCONJ
cana-5443	111	19	behavior	behavior	NOUN
cana-5443	111	20	analysis	analysis	NOUN
cana-5443	111	21	.	.	PUNCT
cana-5443	112	1	within	within	ADP
cana-5443	112	2	the	the	DET
cana-5443	112	3	scope	scope	NOUN
cana-5443	112	4	of	of	ADP
cana-5443	112	5	this	this	DET
cana-5443	112	6	study	study	NOUN
cana-5443	112	7	,	,	PUNCT
cana-5443	112	8	the	the	DET
cana-5443	112	9	authors	author	NOUN
cana-5443	112	10	also	also	ADV
cana-5443	112	11	describe	describe	VERB
cana-5443	112	12	the	the	DET
cana-5443	112	13	challenges	challenge	NOUN
cana-5443	112	14	associated	associate	VERB
cana-5443	112	15	with	with	ADP
cana-5443	112	16	implementing	implement	VERB
cana-5443	112	17	ivss	ivss	NOUN
cana-5443	112	18	,	,	PUNCT
cana-5443	112	19	focusing	focus	VERB
cana-5443	112	20	on	on	ADP
cana-5443	112	21	real	real	ADJ
cana-5443	112	22	-	-	PUNCT
cana-5443	112	23	time	time	NOUN
cana-5443	112	24	processing	processing	NOUN
cana-5443	112	25	and	and	CCONJ
cana-5443	112	26	privacy	privacy	NOUN
cana-5443	112	27	issues	issue	NOUN
cana-5443	112	28	.	.	PUNCT
cana-5443	113	1	through	through	ADP
cana-5443	113	2	the	the	DET
cana-5443	113	3	review	review	NOUN
cana-5443	113	4	of	of	ADP
cana-5443	113	5	different	different	ADJ
cana-5443	113	6	methodologies	methodology	NOUN
cana-5443	113	7	and	and	CCONJ
cana-5443	113	8	technologies	technology	NOUN
cana-5443	113	9	,	,	PUNCT
cana-5443	113	10	this	this	DET
cana-5443	113	11	study	study	NOUN
cana-5443	113	12	provides	provide	VERB
cana-5443	113	13	an	an	DET
cana-5443	113	14	analysis	analysis	NOUN
cana-5443	113	15	of	of	ADP
cana-5443	113	16	the	the	DET
cana-5443	113	17	current	current	ADJ
cana-5443	113	18	situation	situation	NOUN
cana-5443	113	19	of	of	ADP
cana-5443	113	20	ivss	ivss	NOUN
cana-5443	113	21	and	and	CCONJ
cana-5443	113	22	offers	offer	VERB
cana-5443	113	23	recommendations	recommendation	NOUN
cana-5443	113	24	on	on	ADP
cana-5443	113	25	how	how	SCONJ
cana-5443	113	26	to	to	PART
cana-5443	113	27	improve	improve	VERB
cana-5443	113	28	system	system	NOUN
cana-5443	113	29	performance	performance	NOUN
cana-5443	113	30	and	and	CCONJ
cana-5443	113	31	operational	operational	ADJ
cana-5443	113	32	efficiency	efficiency	NOUN
cana-5443	113	33	through	through	ADP
cana-5443	113	34	further	further	ADJ
cana-5443	113	35	research	research	NOUN
cana-5443	113	36	.	.	PUNCT
cana-5443	114	1	rana	rana	PROPN
cana-5443	114	2	ayad	ayad	PROPN
cana-5443	114	3	et	et	PROPN
cana-5443	114	4	al	al	PROPN
cana-5443	114	5	.	.	PUNCT
cana-5443	115	1	[	[	X
cana-5443	115	2	10	10	NUM
cana-5443	115	3	]	]	PUNCT
cana-5443	115	4	proposes	propose	VERB
cana-5443	115	5	a	a	DET
cana-5443	115	6	cnn	cnn	PROPN
cana-5443	115	7	-	-	PUNCT
cana-5443	115	8	based	base	VERB
cana-5443	115	9	model	model	NOUN
cana-5443	115	10	developed	develop	VERB
cana-5443	115	11	specifically	specifically	ADV
cana-5443	115	12	for	for	ADP
cana-5443	115	13	mobile	mobile	ADJ
cana-5443	115	14	remote	remote	ADJ
cana-5443	115	15	surveillance	surveillance	NOUN
cana-5443	115	16	system	system	NOUN
cana-5443	115	17	as	as	ADP
cana-5443	115	18	an	an	DET
cana-5443	115	19	addition	addition	NOUN
cana-5443	115	20	to	to	ADP
cana-5443	115	21	the	the	DET
cana-5443	115	22	existing	exist	VERB
cana-5443	115	23	home	home	NOUN
cana-5443	115	24	surveillance	surveillance	NOUN
cana-5443	115	25	technologies	technology	NOUN
cana-5443	115	26	to	to	PART
cana-5443	115	27	improve	improve	VERB
cana-5443	115	28	security	security	NOUN
cana-5443	115	29	.	.	PUNCT
cana-5443	116	1	using	use	VERB
cana-5443	116	2	deep	deep	ADJ
cana-5443	116	3	learning	learning	NOUN
cana-5443	116	4	,	,	PUNCT
cana-5443	116	5	the	the	DET
cana-5443	116	6	system	system	NOUN
cana-5443	116	7	accurately	accurately	ADV
cana-5443	116	8	detects	detect	VERB
cana-5443	116	9	and	and	CCONJ
cana-5443	116	10	classifies	classify	VERB
cana-5443	116	11	human	human	ADJ
cana-5443	116	12	motion	motion	NOUN
cana-5443	116	13	,	,	PUNCT
cana-5443	116	14	differentiating	differentiate	VERB
cana-5443	116	15	between	between	ADP
cana-5443	116	16	members	member	NOUN
cana-5443	116	17	of	of	ADP
cana-5443	116	18	the	the	DET
cana-5443	116	19	household	household	NOUN
cana-5443	116	20	and	and	CCONJ
cana-5443	116	21	possible	possible	ADJ
cana-5443	116	22	intruders	intruder	NOUN
cana-5443	116	23	.	.	PUNCT
cana-5443	117	1	the	the	DET
cana-5443	117	2	model	model	NOUN
cana-5443	117	3	analyzes	analyze	VERB
cana-5443	117	4	movement	movement	NOUN
cana-5443	117	5	within	within	ADP
cana-5443	117	6	a	a	DET
cana-5443	117	7	monitored	monitored	ADJ
cana-5443	117	8	area	area	NOUN
cana-5443	117	9	to	to	PART
cana-5443	117	10	determine	determine	VERB
cana-5443	117	11	when	when	SCONJ
cana-5443	117	12	unauthorized	unauthorized	ADJ
cana-5443	117	13	person	person	NOUN
cana-5443	117	14	enters	enter	VERB
cana-5443	117	15	an	an	DET
cana-5443	117	16	area	area	NOUN
cana-5443	117	17	and	and	CCONJ
cana-5443	117	18	has	have	VERB
cana-5443	117	19	a	a	DET
cana-5443	117	20	very	very	ADV
cana-5443	117	21	high	high	ADJ
cana-5443	117	22	accuracy	accuracy	NOUN
cana-5443	117	23	of	of	ADP
cana-5443	117	24	99.8	99.8	NUM
cana-5443	117	25	percent	percent	NOUN
cana-5443	117	26	.	.	PUNCT
cana-5443	118	1	the	the	DET
cana-5443	118	2	active	active	ADJ
cana-5443	118	3	use	use	NOUN
cana-5443	118	4	of	of	ADP
cana-5443	118	5	these	these	DET
cana-5443	118	6	intelligent	intelligent	ADJ
cana-5443	118	7	surveillance	surveillance	NOUN
cana-5443	118	8	systems	system	NOUN
cana-5443	118	9	provides	provide	VERB
cana-5443	118	10	a	a	DET
cana-5443	118	11	new	new	ADJ
cana-5443	118	12	dimension	dimension	NOUN
cana-5443	118	13	to	to	ADP
cana-5443	118	14	communications	communication	NOUN
cana-5443	118	15	on	on	ADP
cana-5443	118	16	applied	apply	VERB
cana-5443	118	17	nonlinear	nonlinear	ADJ
cana-5443	118	18	analysis	analysis	NOUN
cana-5443	118	19	issn	issn	NOUN
cana-5443	118	20	:	:	PUNCT
cana-5443	118	21	1074	1074	NUM
cana-5443	118	22	-	-	PUNCT
cana-5443	118	23	133x	133x	NUM
cana-5443	118	24	vol	vol	VERB
cana-5443	118	25	32	32	NUM
cana-5443	118	26	no	no	NOUN
cana-5443	118	27	.	.	PUNCT
cana-5443	119	1	10s	10	NOUN
cana-5443	119	2	(	(	PUNCT
cana-5443	119	3	2025	2025	NUM
cana-5443	119	4	)	)	PUNCT
cana-5443	119	5	2256	2256	NUM
cana-5443	119	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	119	7	home	home	NOUN
cana-5443	119	8	security	security	NOUN
cana-5443	119	9	by	by	ADP
cana-5443	119	10	minimizing	minimize	VERB
cana-5443	119	11	instances	instance	NOUN
cana-5443	119	12	of	of	ADP
cana-5443	119	13	unnecessary	unnecessary	ADJ
cana-5443	119	14	alarm	alarm	NOUN
cana-5443	119	15	activations	activation	NOUN
cana-5443	119	16	and	and	CCONJ
cana-5443	119	17	enabling	enable	VERB
cana-5443	119	18	prompt	prompt	ADJ
cana-5443	119	19	alerts	alert	NOUN
cana-5443	119	20	to	to	ADP
cana-5443	119	21	users	user	NOUN
cana-5443	119	22	.	.	PUNCT
cana-5443	120	1	athina	athina	PROPN
cana-5443	120	2	ilioudi	ilioudi	PROPN
cana-5443	120	3	et	et	PROPN
cana-5443	120	4	al	al	PROPN
cana-5443	121	1	[	[	X
cana-5443	121	2	11	11	NUM
cana-5443	121	3	]	]	PUNCT
cana-5443	121	4	studies	study	VERB
cana-5443	121	5	the	the	DET
cana-5443	121	6	application	application	NOUN
cana-5443	121	7	of	of	ADP
cana-5443	121	8	deep	deep	ADJ
cana-5443	121	9	learning	learning	NOUN
cana-5443	121	10	techniques	technique	NOUN
cana-5443	121	11	alongside	alongside	ADP
cana-5443	121	12	domain	domain	NOUN
cana-5443	121	13	knowledge	knowledge	NOUN
cana-5443	121	14	for	for	ADP
cana-5443	121	15	the	the	DET
cana-5443	121	16	enhancement	enhancement	NOUN
cana-5443	121	17	of	of	ADP
cana-5443	121	18	object	object	NOUN
cana-5443	121	19	detection	detection	NOUN
cana-5443	121	20	and	and	CCONJ
cana-5443	121	21	video	video	NOUN
cana-5443	121	22	data	datum	NOUN
cana-5443	121	23	segmentation	segmentation	NOUN
cana-5443	121	24	.	.	PUNCT
cana-5443	122	1	for	for	ADP
cana-5443	122	2	the	the	DET
cana-5443	122	3	review	review	NOUN
cana-5443	122	4	,	,	PUNCT
cana-5443	122	5	the	the	DET
cana-5443	122	6	authors	author	NOUN
cana-5443	122	7	have	have	AUX
cana-5443	122	8	analyzed	analyze	VERB
cana-5443	122	9	existing	exist	VERB
cana-5443	122	10	methodologies	methodology	NOUN
cana-5443	122	11	alongside	alongside	ADP
cana-5443	122	12	proposing	propose	VERB
cana-5443	122	13	a	a	DET
cana-5443	122	14	hybrid	hybrid	ADJ
cana-5443	122	15	framework	framework	NOUN
cana-5443	122	16	which	which	PRON
cana-5443	122	17	includes	include	VERB
cana-5443	122	18	a	a	DET
cana-5443	122	19	synergetic	synergetic	ADJ
cana-5443	122	20	combination	combination	NOUN
cana-5443	122	21	of	of	ADP
cana-5443	122	22	domain	domain	NOUN
cana-5443	122	23	-	-	PUNCT
cana-5443	122	24	driven	drive	VERB
cana-5443	122	25	and	and	CCONJ
cana-5443	122	26	data	datum	NOUN
cana-5443	122	27	-	-	PUNCT
cana-5443	122	28	driven	drive	VERB
cana-5443	122	29	techniques	technique	NOUN
cana-5443	122	30	.	.	PUNCT
cana-5443	123	1	contextual	contextual	ADJ
cana-5443	123	2	information	information	NOUN
cana-5443	123	3	incorporation	incorporation	NOUN
cana-5443	123	4	aids	aid	VERB
cana-5443	123	5	the	the	DET
cana-5443	123	6	system	system	NOUN
cana-5443	123	7	in	in	ADP
cana-5443	123	8	improving	improve	VERB
cana-5443	123	9	interpretability	interpretability	NOUN
cana-5443	123	10	as	as	ADV
cana-5443	123	11	well	well	ADV
cana-5443	123	12	as	as	ADP
cana-5443	123	13	the	the	DET
cana-5443	123	14	accuracy	accuracy	NOUN
cana-5443	123	15	of	of	ADP
cana-5443	123	16	detection	detection	NOUN
cana-5443	123	17	tasks	task	NOUN
cana-5443	123	18	.	.	PUNCT
cana-5443	124	1	the	the	DET
cana-5443	124	2	study	study	NOUN
cana-5443	124	3	highlights	highlight	VERB
cana-5443	124	4	the	the	DET
cana-5443	124	5	key	key	ADJ
cana-5443	124	6	focus	focus	NOUN
cana-5443	124	7	of	of	ADP
cana-5443	124	8	addressing	address	VERB
cana-5443	124	9	the	the	DET
cana-5443	124	10	gap	gap	NOUN
cana-5443	124	11	between	between	ADP
cana-5443	124	12	the	the	DET
cana-5443	124	13	deep	deep	ADJ
cana-5443	124	14	learning	learning	NOUN
cana-5443	124	15	model	model	NOUN
cana-5443	124	16	and	and	CCONJ
cana-5443	124	17	domain	domain	NOUN
cana-5443	124	18	knowledge	knowledge	NOUN
cana-5443	124	19	in	in	ADP
cana-5443	124	20	order	order	NOUN
cana-5443	124	21	to	to	PART
cana-5443	124	22	achieve	achieve	VERB
cana-5443	124	23	a	a	DET
cana-5443	124	24	more	more	ADV
cana-5443	124	25	versatile	versatile	ADJ
cana-5443	124	26	and	and	CCONJ
cana-5443	124	27	robust	robust	ADJ
cana-5443	124	28	solution	solution	NOUN
cana-5443	124	29	solutions	solution	NOUN
cana-5443	124	30	in	in	ADP
cana-5443	124	31	computer	computer	NOUN
cana-5443	124	32	vision	vision	NOUN
cana-5443	124	33	.	.	PUNCT
cana-5443	125	1	stephen	stephen	PROPN
cana-5443	125	2	khor	khor	PROPN
cana-5443	125	3	wen	wen	PROPN
cana-5443	125	4	hwooi	hwooi	PROPN
cana-5443	125	5	et	et	PROPN
cana-5443	125	6	al	al	PROPN
cana-5443	125	7	.	.	PUNCT
cana-5443	126	1	[	[	X
cana-5443	126	2	12	12	NUM
cana-5443	126	3	]	]	PUNCT
cana-5443	126	4	devises	devise	VERB
cana-5443	126	5	a	a	DET
cana-5443	126	6	system	system	NOUN
cana-5443	126	7	for	for	ADP
cana-5443	126	8	continuous	continuous	ADJ
cana-5443	126	9	affect	affect	NOUN
cana-5443	126	10	prediction	prediction	NOUN
cana-5443	126	11	using	use	VERB
cana-5443	126	12	deep	deep	ADJ
cana-5443	126	13	learning	learning	NOUN
cana-5443	126	14	technique	technique	NOUN
cana-5443	126	15	and	and	CCONJ
cana-5443	126	16	facial	facial	ADJ
cana-5443	126	17	expression	expression	NOUN
cana-5443	126	18	images	image	NOUN
cana-5443	126	19	.	.	PUNCT
cana-5443	127	1	discrete	discrete	ADJ
cana-5443	127	2	emotion	emotion	NOUN
cana-5443	127	3	labels	label	NOUN
cana-5443	127	4	are	be	AUX
cana-5443	127	5	mapped	map	VERB
cana-5443	127	6	to	to	ADP
cana-5443	127	7	a	a	DET
cana-5443	127	8	continuous	continuous	ADJ
cana-5443	127	9	valence	valence	NOUN
cana-5443	127	10	-	-	PUNCT
cana-5443	127	11	arousal	arousal	NOUN
cana-5443	127	12	space	space	NOUN
cana-5443	127	13	which	which	PRON
cana-5443	127	14	allows	allow	VERB
cana-5443	127	15	for	for	ADP
cana-5443	127	16	deepened	deepened	ADJ
cana-5443	127	17	comprehension	comprehension	NOUN
cana-5443	127	18	of	of	ADP
cana-5443	127	19	human	human	ADJ
cana-5443	127	20	emotions	emotion	NOUN
cana-5443	127	21	.	.	PUNCT
cana-5443	128	1	utilizing	utilize	VERB
cana-5443	128	2	convolutional	convolutional	ADJ
cana-5443	128	3	neural	neural	ADJ
cana-5443	128	4	networks	network	NOUN
cana-5443	128	5	helps	help	VERB
cana-5443	128	6	the	the	DET
cana-5443	128	7	system	system	NOUN
cana-5443	128	8	predict	predict	VERB
cana-5443	128	9	emotional	emotional	ADJ
cana-5443	128	10	states	state	NOUN
cana-5443	128	11	accurately	accurately	ADV
cana-5443	128	12	and	and	CCONJ
cana-5443	128	13	outperform	outperform	VERB
cana-5443	128	14	the	the	DET
cana-5443	128	15	affectnet	affectnet	NOUN
cana-5443	128	16	dataset	dataset	NOUN
cana-5443	128	17	among	among	ADP
cana-5443	128	18	others	other	NOUN
cana-5443	128	19	.	.	PUNCT
cana-5443	129	1	this	this	PRON
cana-5443	129	2	is	be	AUX
cana-5443	129	3	particularly	particularly	ADV
cana-5443	129	4	useful	useful	ADJ
cana-5443	129	5	in	in	ADP
cana-5443	129	6	human	human	ADJ
cana-5443	129	7	-	-	PUNCT
cana-5443	129	8	computer	computer	NOUN
cana-5443	129	9	interaction	interaction	NOUN
cana-5443	129	10	,	,	PUNCT
cana-5443	129	11	mental	mental	ADJ
cana-5443	129	12	health	health	NOUN
cana-5443	129	13	evaluation	evaluation	NOUN
cana-5443	129	14	,	,	PUNCT
cana-5443	129	15	and	and	CCONJ
cana-5443	129	16	affective	affective	ADJ
cana-5443	129	17	computing	computing	NOUN
cana-5443	129	18	,	,	PUNCT
cana-5443	129	19	particularly	particularly	ADV
cana-5443	129	20	during	during	ADP
cana-5443	129	21	the	the	DET
cana-5443	129	22	assessment	assessment	NOUN
cana-5443	129	23	of	of	ADP
cana-5443	129	24	subtle	subtle	ADJ
cana-5443	129	25	emotional	emotional	ADJ
cana-5443	129	26	cues	cue	NOUN
cana-5443	129	27	.	.	PUNCT
cana-5443	130	1	sathya	sathya	PROPN
cana-5443	130	2	g	g	PROPN
cana-5443	130	3	et	et	PROPN
cana-5443	130	4	al.[13	al.[13	NOUN
cana-5443	130	5	]	]	PUNCT
cana-5443	130	6	describes	describe	VERB
cana-5443	130	7	a	a	DET
cana-5443	130	8	face	face	NOUN
cana-5443	130	9	recognition	recognition	NOUN
cana-5443	130	10	system	system	NOUN
cana-5443	130	11	based	base	VERB
cana-5443	130	12	on	on	ADP
cana-5443	130	13	deep	deep	ADJ
cana-5443	130	14	learning	learning	NOUN
cana-5443	130	15	technologies	technology	NOUN
cana-5443	130	16	aimed	aim	VERB
cana-5443	130	17	at	at	ADP
cana-5443	130	18	detecting	detect	VERB
cana-5443	130	19	criminals	criminal	NOUN
cana-5443	130	20	.	.	PUNCT
cana-5443	131	1	the	the	DET
cana-5443	131	2	system	system	NOUN
cana-5443	131	3	photographs	photograph	VERB
cana-5443	131	4	offenders	offender	NOUN
cana-5443	131	5	’	’	PART
cana-5443	131	6	faces	face	NOUN
cana-5443	131	7	and	and	CCONJ
cana-5443	131	8	scans	scan	VERB
cana-5443	131	9	them	they	PRON
cana-5443	131	10	against	against	ADP
cana-5443	131	11	the	the	DET
cana-5443	131	12	repository	repository	NOUN
cana-5443	131	13	of	of	ADP
cana-5443	131	14	already	already	ADV
cana-5443	131	15	captured	capture	VERB
cana-5443	131	16	faces	face	NOUN
cana-5443	131	17	for	for	ADP
cana-5443	131	18	potential	potential	ADJ
cana-5443	131	19	matches	match	NOUN
cana-5443	131	20	.	.	PUNCT
cana-5443	132	1	the	the	DET
cana-5443	132	2	model	model	NOUN
cana-5443	132	3	uses	use	VERB
cana-5443	132	4	deep	deep	ADJ
cana-5443	132	5	learning	learn	VERB
cana-5443	132	6	through	through	ADP
cana-5443	132	7	convolutional	convolutional	ADJ
cana-5443	132	8	neural	neural	ADJ
cana-5443	132	9	networks	network	NOUN
cana-5443	132	10	which	which	PRON
cana-5443	132	11	improves	improve	VERB
cana-5443	132	12	face	face	NOUN
cana-5443	132	13	recognition	recognition	NOUN
cana-5443	132	14	accuracy	accuracy	NOUN
cana-5443	132	15	.	.	PUNCT
cana-5443	133	1	the	the	DET
cana-5443	133	2	application	application	NOUN
cana-5443	133	3	of	of	ADP
cana-5443	133	4	this	this	DET
cana-5443	133	5	technology	technology	NOUN
cana-5443	133	6	helps	help	VERB
cana-5443	133	7	law	law	NOUN
cana-5443	133	8	enforcement	enforcement	NOUN
cana-5443	133	9	agencies	agency	NOUN
cana-5443	133	10	identify	identify	VERB
cana-5443	133	11	suspect	suspect	ADJ
cana-5443	133	12	criminals	criminal	NOUN
cana-5443	133	13	rapidly	rapidly	ADV
cana-5443	133	14	which	which	PRON
cana-5443	133	15	,	,	PUNCT
cana-5443	133	16	in	in	ADP
cana-5443	133	17	turn	turn	NOUN
cana-5443	133	18	,	,	PUNCT
cana-5443	133	19	improves	improve	VERB
cana-5443	133	20	the	the	DET
cana-5443	133	21	safety	safety	NOUN
cana-5443	133	22	and	and	CCONJ
cana-5443	133	23	crime	crime	NOUN
cana-5443	133	24	prevention	prevention	NOUN
cana-5443	133	25	efforts	effort	NOUN
cana-5443	133	26	of	of	ADP
cana-5443	133	27	the	the	DET
cana-5443	133	28	society	society	NOUN
cana-5443	133	29	.	.	PUNCT
cana-5443	134	1	hyun	hyun	PROPN
cana-5443	134	2	-	-	PUNCT
cana-5443	134	3	bin	bin	PROPN
cana-5443	134	4	kim	kim	PROPN
cana-5443	134	5	et	et	PROPN
cana-5443	134	6	al.[14	al.[14	PROPN
cana-5443	134	7	]	]	PUNCT
cana-5443	134	8	develops	develop	VERB
cana-5443	134	9	a	a	DET
cana-5443	134	10	system	system	NOUN
cana-5443	134	11	for	for	ADP
cana-5443	134	12	monitoring	monitor	VERB
cana-5443	134	13	video	video	NOUN
cana-5443	134	14	streams	stream	NOUN
cana-5443	134	15	that	that	PRON
cana-5443	134	16	provides	provide	VERB
cana-5443	134	17	real	real	ADJ
cana-5443	134	18	-	-	PUNCT
cana-5443	134	19	time	time	NOUN
cana-5443	134	20	and	and	CCONJ
cana-5443	134	21	high	high	ADJ
cana-5443	134	22	-	-	PUNCT
cana-5443	134	23	accuracy	accuracy	NOUN
cana-5443	134	24	recognition	recognition	NOUN
cana-5443	134	25	of	of	ADP
cana-5443	134	26	criminal	criminal	ADJ
cana-5443	134	27	faces	face	NOUN
cana-5443	134	28	within	within	ADP
cana-5443	134	29	uncontrolled	uncontrolled	ADJ
cana-5443	134	30	scenes	scene	NOUN
cana-5443	134	31	.	.	PUNCT
cana-5443	135	1	the	the	DET
cana-5443	135	2	system	system	NOUN
cana-5443	135	3	uses	use	VERB
cana-5443	135	4	sophisticated	sophisticated	ADJ
cana-5443	135	5	deep	deep	ADJ
cana-5443	135	6	learning	learning	NOUN
cana-5443	135	7	techniques	technique	NOUN
cana-5443	135	8	for	for	ADP
cana-5443	135	9	face	face	NOUN
cana-5443	135	10	detection	detection	NOUN
cana-5443	135	11	and	and	CCONJ
cana-5443	135	12	recognition	recognition	NOUN
cana-5443	135	13	as	as	ADV
cana-5443	135	14	well	well	ADV
cana-5443	135	15	as	as	ADP
cana-5443	135	16	monitoring	monitoring	NOUN
cana-5443	135	17	from	from	ADP
cana-5443	135	18	videos	video	NOUN
cana-5443	135	19	captured	capture	VERB
cana-5443	135	20	in	in	ADP
cana-5443	135	21	different	different	ADJ
cana-5443	135	22	environments	environment	NOUN
cana-5443	135	23	.	.	PUNCT
cana-5443	136	1	the	the	DET
cana-5443	136	2	model	model	NOUN
cana-5443	136	3	deals	deal	VERB
cana-5443	136	4	with	with	ADP
cana-5443	136	5	features	feature	NOUN
cana-5443	136	6	like	like	ADP
cana-5443	136	7	occlusions	occlusion	NOUN
cana-5443	136	8	as	as	ADV
cana-5443	136	9	well	well	ADV
cana-5443	136	10	as	as	ADP
cana-5443	136	11	poor	poor	ADJ
cana-5443	136	12	lighting	lighting	NOUN
cana-5443	136	13	thereby	thereby	ADV
cana-5443	136	14	maintaining	maintain	VERB
cana-5443	136	15	accuracy	accuracy	NOUN
cana-5443	136	16	with	with	ADP
cana-5443	136	17	specified	specified	ADJ
cana-5443	136	18	thresholds	threshold	NOUN
cana-5443	136	19	over	over	ADP
cana-5443	136	20	the	the	DET
cana-5443	136	21	identification	identification	NOUN
cana-5443	136	22	of	of	ADP
cana-5443	136	23	pertinent	pertinent	ADJ
cana-5443	136	24	individuals	individual	NOUN
cana-5443	136	25	.	.	PUNCT
cana-5443	137	1	the	the	DET
cana-5443	137	2	system	system	NOUN
cana-5443	137	3	expands	expand	VERB
cana-5443	137	4	the	the	DET
cana-5443	137	5	boundary	boundary	NOUN
cana-5443	137	6	of	of	ADP
cana-5443	137	7	surveillance	surveillance	NOUN
cana-5443	137	8	cameras	camera	NOUN
cana-5443	137	9	located	locate	VERB
cana-5443	137	10	in	in	ADP
cana-5443	137	11	public	public	ADJ
cana-5443	137	12	areas	area	NOUN
cana-5443	137	13	and	and	CCONJ
cana-5443	137	14	therefore	therefore	ADV
cana-5443	137	15	enhances	enhance	VERB
cana-5443	137	16	the	the	DET
cana-5443	137	17	effectiveness	effectiveness	NOUN
cana-5443	137	18	of	of	ADP
cana-5443	137	19	crime	crime	NOUN
cana-5443	137	20	surveillance	surveillance	NOUN
cana-5443	137	21	and	and	CCONJ
cana-5443	137	22	prevention	prevention	NOUN
cana-5443	137	23	systems	system	NOUN
cana-5443	137	24	.	.	PUNCT
cana-5443	138	1	adikonda	adikonda	NOUN
cana-5443	138	2	mounika	mounika	X
cana-5443	138	3	et	et	PROPN
cana-5443	138	4	al	al	PROPN
cana-5443	138	5	.	.	PUNCT
cana-5443	139	1	[	[	X
cana-5443	139	2	16	16	NUM
cana-5443	139	3	]	]	PUNCT
cana-5443	139	4	describe	describe	VERB
cana-5443	139	5	a	a	DET
cana-5443	139	6	system	system	NOUN
cana-5443	139	7	that	that	PRON
cana-5443	139	8	automatically	automatically	ADV
cana-5443	139	9	supervises	supervise	VERB
cana-5443	139	10	video	video	NOUN
cana-5443	139	11	surveillance	surveillance	NOUN
cana-5443	139	12	data	datum	NOUN
cana-5443	139	13	using	use	VERB
cana-5443	139	14	advanced	advanced	ADJ
cana-5443	139	15	deep	deep	ADJ
cana-5443	139	16	learning	learning	NOUN
cana-5443	139	17	algorithms	algorithm	NOUN
cana-5443	139	18	to	to	PART
cana-5443	139	19	ensure	ensure	VERB
cana-5443	139	20	security	security	NOUN
cana-5443	139	21	.	.	PUNCT
cana-5443	140	1	the	the	DET
cana-5443	140	2	system	system	NOUN
cana-5443	140	3	utilizes	utilize	VERB
cana-5443	140	4	externally	externally	ADV
cana-5443	140	5	mounted	mount	VERB
cana-5443	140	6	convolutional	convolutional	ADJ
cana-5443	140	7	neural	neural	ADJ
cana-5443	140	8	networks	network	NOUN
cana-5443	140	9	for	for	ADP
cana-5443	140	10	the	the	DET
cana-5443	140	11	object	object	NOUN
cana-5443	140	12	detection	detection	NOUN
cana-5443	140	13	and	and	CCONJ
cana-5443	140	14	classification	classification	NOUN
cana-5443	140	15	of	of	ADP
cana-5443	140	16	processes	process	NOUN
cana-5443	140	17	to	to	PART
cana-5443	140	18	determine	determine	VERB
cana-5443	140	19	if	if	SCONJ
cana-5443	140	20	they	they	PRON
cana-5443	140	21	are	be	AUX
cana-5443	140	22	suspicious	suspicious	ADJ
cana-5443	140	23	or	or	CCONJ
cana-5443	140	24	not	not	PART
cana-5443	140	25	.	.	PUNCT
cana-5443	141	1	with	with	ADP
cana-5443	141	2	the	the	DET
cana-5443	141	3	automatic	automatic	ADJ
cana-5443	141	4	video	video	NOUN
cana-5443	141	5	data	datum	NOUN
cana-5443	141	6	processing	processing	NOUN
cana-5443	141	7	,	,	PUNCT
cana-5443	141	8	the	the	DET
cana-5443	141	9	system	system	NOUN
cana-5443	141	10	improves	improve	VERB
cana-5443	141	11	awareness	awareness	NOUN
cana-5443	141	12	of	of	ADP
cana-5443	141	13	the	the	DET
cana-5443	141	14	situation	situation	NOUN
cana-5443	141	15	and	and	CCONJ
cana-5443	141	16	enables	enable	VERB
cana-5443	141	17	fast	fast	ADV
cana-5443	141	18	reacting	react	VERB
cana-5443	141	19	during	during	ADP
cana-5443	141	20	security	security	NOUN
cana-5443	141	21	issues	issue	NOUN
cana-5443	141	22	.	.	PUNCT
cana-5443	142	1	the	the	DET
cana-5443	142	2	use	use	NOUN
cana-5443	142	3	of	of	ADP
cana-5443	142	4	this	this	DET
cana-5443	142	5	technology	technology	NOUN
cana-5443	142	6	provides	provide	VERB
cana-5443	142	7	proactive	proactive	ADJ
cana-5443	142	8	surveillance	surveillance	NOUN
cana-5443	142	9	which	which	PRON
cana-5443	142	10	improves	improve	VERB
cana-5443	142	11	the	the	DET
cana-5443	142	12	safety	safety	NOUN
cana-5443	142	13	and	and	CCONJ
cana-5443	142	14	security	security	NOUN
cana-5443	142	15	measures	measure	NOUN
cana-5443	142	16	deployed	deploy	VERB
cana-5443	142	17	.	.	PUNCT
cana-5443	143	1	mohammed	mohammed	PROPN
cana-5443	143	2	shoeb	shoeb	PROPN
cana-5443	143	3	et	et	PROPN
cana-5443	143	4	al	al	PROPN
cana-5443	143	5	.	.	PUNCT
cana-5443	144	1	[	[	X
cana-5443	144	2	17	17	NUM
cana-5443	144	3	]	]	PUNCT
cana-5443	144	4	concentrates	concentrate	VERB
cana-5443	144	5	on	on	ADP
cana-5443	144	6	use	use	NOUN
cana-5443	144	7	of	of	ADP
cana-5443	144	8	deep	deep	ADJ
cana-5443	144	9	learning	learning	NOUN
cana-5443	144	10	approaches	approach	NOUN
cana-5443	144	11	in	in	ADP
cana-5443	144	12	intelligent	intelligent	ADJ
cana-5443	144	13	video	video	NOUN
cana-5443	144	14	surveillance	surveillance	NOUN
cana-5443	144	15	systems	system	NOUN
cana-5443	144	16	.	.	PUNCT
cana-5443	145	1	this	this	DET
cana-5443	145	2	model	model	NOUN
cana-5443	145	3	used	use	VERB
cana-5443	145	4	deep	deep	ADJ
cana-5443	145	5	learning	learn	VERB
cana-5443	145	6	convolutional	convolutional	ADJ
cana-5443	145	7	neural	neural	ADJ
cana-5443	145	8	network	network	NOUN
cana-5443	145	9	to	to	PART
cana-5443	145	10	detect	detect	VERB
cana-5443	145	11	and	and	CCONJ
cana-5443	145	12	classify	classify	VERB
cana-5443	145	13	human	human	ADJ
cana-5443	145	14	activities	activity	NOUN
cana-5443	145	15	in	in	ADP
cana-5443	145	16	video	video	NOUN
cana-5443	145	17	streams	stream	NOUN
cana-5443	145	18	.	.	PUNCT
cana-5443	146	1	the	the	DET
cana-5443	146	2	system	system	NOUN
cana-5443	146	3	alerts	alert	VERB
cana-5443	146	4	security	security	NOUN
cana-5443	146	5	personnel	personnel	NOUN
cana-5443	146	6	in	in	ADP
cana-5443	146	7	real	real	ADJ
cana-5443	146	8	time	time	NOUN
cana-5443	146	9	,	,	PUNCT
cana-5443	146	10	after	after	ADP
cana-5443	146	11	detecting	detect	VERB
cana-5443	146	12	unusual	unusual	ADJ
cana-5443	146	13	or	or	CCONJ
cana-5443	146	14	threatening	threatening	ADJ
cana-5443	146	15	activities	activity	NOUN
cana-5443	146	16	.	.	PUNCT
cana-5443	147	1	surveillance	surveillance	NOUN
cana-5443	147	2	operations	operation	NOUN
cana-5443	147	3	,	,	PUNCT
cana-5443	147	4	which	which	PRON
cana-5443	147	5	require	require	VERB
cana-5443	147	6	quick	quick	ADJ
cana-5443	147	7	and	and	CCONJ
cana-5443	147	8	precise	precise	ADJ
cana-5443	147	9	responses	response	NOUN
cana-5443	147	10	,	,	PUNCT
cana-5443	147	11	are	be	AUX
cana-5443	147	12	improved	improve	VERB
cana-5443	147	13	by	by	ADP
cana-5443	147	14	the	the	DET
cana-5443	147	15	use	use	NOUN
cana-5443	147	16	of	of	ADP
cana-5443	147	17	deep	deep	ADJ
cana-5443	147	18	learning	learning	NOUN
cana-5443	147	19	making	make	VERB
cana-5443	147	20	the	the	DET
cana-5443	147	21	systems	system	NOUN
cana-5443	147	22	more	more	ADV
cana-5443	147	23	accurate	accurate	ADJ
cana-5443	147	24	during	during	ADP
cana-5443	147	25	communications	communication	NOUN
cana-5443	147	26	on	on	ADP
cana-5443	147	27	applied	apply	VERB
cana-5443	147	28	nonlinear	nonlinear	ADJ
cana-5443	147	29	analysis	analysis	NOUN
cana-5443	147	30	issn	issn	NOUN
cana-5443	147	31	:	:	PUNCT
cana-5443	147	32	1074	1074	NUM
cana-5443	147	33	-	-	PUNCT
cana-5443	147	34	133x	133x	NUM
cana-5443	147	35	vol	vol	VERB
cana-5443	147	36	32	32	NUM
cana-5443	147	37	no	no	NOUN
cana-5443	147	38	.	.	PUNCT
cana-5443	148	1	10s	10	NOUN
cana-5443	148	2	(	(	PUNCT
cana-5443	148	3	2025	2025	NUM
cana-5443	148	4	)	)	PUNCT
cana-5443	148	5	2257	2257	NUM
cana-5443	148	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	148	7	surveillance	surveillance	NOUN
cana-5443	148	8	.	.	PUNCT
cana-5443	149	1	this	this	DET
cana-5443	149	2	results	result	VERB
cana-5443	149	3	in	in	ADP
cana-5443	149	4	more	more	ADV
cana-5443	149	5	effective	effective	ADJ
cana-5443	149	6	crime	crime	NOUN
cana-5443	149	7	and	and	CCONJ
cana-5443	149	8	public	public	ADJ
cana-5443	149	9	safety	safety	NOUN
cana-5443	149	10	proactive	proactive	ADJ
cana-5443	149	11	measures	measure	NOUN
cana-5443	149	12	[	[	X
cana-5443	149	13	18	18	NUM
cana-5443	149	14	]	]	PUNCT
cana-5443	149	15	.	.	PUNCT
cana-5443	150	1	focus	focus	NOUN
cana-5443	150	2	of	of	ADP
cana-5443	150	3	the	the	DET
cana-5443	150	4	study	study	NOUN
cana-5443	150	5	by	by	ADP
cana-5443	150	6	sarah	sarah	PROPN
cana-5443	150	7	bin	bin	PROPN
cana-5443	150	8	hulayyil	hulayyil	PROPN
cana-5443	150	9	et	et	PROPN
cana-5443	150	10	al	al	PROPN
cana-5443	150	11	.	.	PUNCT
cana-5443	151	1	[	[	X
cana-5443	151	2	19	19	NUM
cana-5443	151	3	]	]	PUNCT
cana-5443	151	4	relates	relate	VERB
cana-5443	151	5	to	to	ADP
cana-5443	151	6	the	the	DET
cana-5443	151	7	application	application	NOUN
cana-5443	151	8	of	of	ADP
cana-5443	151	9	machine	machine	NOUN
cana-5443	151	10	learning	learning	NOUN
cana-5443	151	11	in	in	ADP
cana-5443	151	12	the	the	DET
cana-5443	151	13	identification	identification	NOUN
cana-5443	151	14	and	and	CCONJ
cana-5443	151	15	classification	classification	NOUN
cana-5443	151	16	of	of	ADP
cana-5443	151	17	security	security	NOUN
cana-5443	151	18	weaknesses	weakness	NOUN
cana-5443	151	19	in	in	ADP
cana-5443	151	20	iot	iot	PROPN
cana-5443	151	21	(	(	PUNCT
cana-5443	151	22	internet	internet	NOUN
cana-5443	151	23	of	of	ADP
cana-5443	151	24	things	thing	NOUN
cana-5443	151	25	)	)	PUNCT
cana-5443	151	26	devices	device	NOUN
cana-5443	151	27	.	.	PUNCT
cana-5443	152	1	with	with	ADP
cana-5443	152	2	the	the	DET
cana-5443	152	3	expansion	expansion	NOUN
cana-5443	152	4	of	of	ADP
cana-5443	152	5	iot	iot	PROPN
cana-5443	152	6	devices	device	NOUN
cana-5443	152	7	,	,	PUNCT
cana-5443	152	8	the	the	DET
cana-5443	152	9	associated	associated	ADJ
cana-5443	152	10	security	security	NOUN
cana-5443	152	11	challenges	challenge	NOUN
cana-5443	152	12	are	be	AUX
cana-5443	152	13	also	also	ADV
cana-5443	152	14	escalating	escalate	VERB
cana-5443	152	15	.	.	PUNCT
cana-5443	153	1	the	the	DET
cana-5443	153	2	authors	author	NOUN
cana-5443	153	3	design	design	VERB
cana-5443	153	4	a	a	DET
cana-5443	153	5	supervised	supervised	ADJ
cana-5443	153	6	learning	learning	NOUN
cana-5443	153	7	system	system	NOUN
cana-5443	153	8	that	that	PRON
cana-5443	153	9	relies	rely	VERB
cana-5443	153	10	on	on	ADP
cana-5443	153	11	pattern	pattern	NOUN
cana-5443	153	12	recognition	recognition	NOUN
cana-5443	153	13	in	in	ADP
cana-5443	153	14	network	network	NOUN
cana-5443	153	15	traffic	traffic	NOUN
cana-5443	153	16	and	and	CCONJ
cana-5443	153	17	device	device	NOUN
cana-5443	153	18	behavior	behavior	NOUN
cana-5443	153	19	to	to	PART
cana-5443	153	20	detect	detect	VERB
cana-5443	153	21	known	know	VERB
cana-5443	153	22	and	and	CCONJ
cana-5443	153	23	unknown	unknown	ADJ
cana-5443	153	24	vulnerabilities	vulnerability	NOUN
cana-5443	153	25	.	.	PUNCT
cana-5443	154	1	to	to	PART
cana-5443	154	2	enhance	enhance	VERB
cana-5443	154	3	the	the	DET
cana-5443	154	4	accuracy	accuracy	NOUN
cana-5443	154	5	of	of	ADP
cana-5443	154	6	the	the	DET
cana-5443	154	7	model	model	NOUN
cana-5443	154	8	,	,	PUNCT
cana-5443	154	9	feature	feature	NOUN
cana-5443	154	10	extraction	extraction	NOUN
cana-5443	154	11	techniques	technique	NOUN
cana-5443	154	12	such	such	ADJ
cana-5443	154	13	as	as	ADP
cana-5443	154	14	tf	tf	PROPN
cana-5443	154	15	-	-	PUNCT
cana-5443	154	16	idf	idf	NOUN
cana-5443	154	17	and	and	CCONJ
cana-5443	154	18	correlation	correlation	NOUN
cana-5443	154	19	-	-	PUNCT
cana-5443	154	20	based	base	VERB
cana-5443	154	21	selection	selection	NOUN
cana-5443	154	22	are	be	AUX
cana-5443	154	23	applied	apply	VERB
cana-5443	154	24	.	.	PUNCT
cana-5443	155	1	several	several	ADJ
cana-5443	155	2	algorithms	algorithm	NOUN
cana-5443	155	3	including	include	VERB
cana-5443	155	4	svm	svm	PROPN
cana-5443	155	5	,	,	PUNCT
cana-5443	155	6	random	random	ADJ
cana-5443	155	7	forest	forest	NOUN
cana-5443	155	8	,	,	PUNCT
cana-5443	155	9	and	and	CCONJ
cana-5443	155	10	knn	knn	PROPN
cana-5443	155	11	were	be	AUX
cana-5443	155	12	implemented	implement	VERB
cana-5443	155	13	with	with	ADP
cana-5443	155	14	the	the	DET
cana-5443	155	15	random	random	ADJ
cana-5443	155	16	forest	forest	NOUN
cana-5443	155	17	classifier	classifier	NOUN
cana-5443	155	18	yielding	yield	VERB
cana-5443	155	19	the	the	DET
cana-5443	155	20	highest	high	ADJ
cana-5443	155	21	accuracy	accuracy	NOUN
cana-5443	155	22	.	.	PUNCT
cana-5443	156	1	the	the	DET
cana-5443	156	2	system	system	NOUN
cana-5443	156	3	is	be	AUX
cana-5443	156	4	intended	intend	VERB
cana-5443	156	5	to	to	PART
cana-5443	156	6	function	function	VERB
cana-5443	156	7	in	in	ADP
cana-5443	156	8	real	real	ADJ
cana-5443	156	9	time	time	NOUN
cana-5443	156	10	,	,	PUNCT
cana-5443	156	11	enabling	enable	VERB
cana-5443	156	12	the	the	DET
cana-5443	156	13	prevention	prevention	NOUN
cana-5443	156	14	of	of	ADP
cana-5443	156	15	smart	smart	ADJ
cana-5443	156	16	environment	environment	NOUN
cana-5443	156	17	breaches	breach	NOUN
cana-5443	156	18	by	by	ADP
cana-5443	156	19	preemptively	preemptively	ADV
cana-5443	156	20	identifying	identify	VERB
cana-5443	156	21	and	and	CCONJ
cana-5443	156	22	neutralizing	neutralize	VERB
cana-5443	156	23	suspicious	suspicious	ADJ
cana-5443	156	24	activities	activity	NOUN
cana-5443	156	25	.	.	PUNCT
cana-5443	157	1	this	this	DET
cana-5443	157	2	research	research	NOUN
cana-5443	157	3	is	be	AUX
cana-5443	157	4	fundamental	fundamental	ADJ
cana-5443	157	5	in	in	ADP
cana-5443	157	6	the	the	DET
cana-5443	157	7	protection	protection	NOUN
cana-5443	157	8	of	of	ADP
cana-5443	157	9	surveillance	surveillance	NOUN
cana-5443	157	10	networks	network	NOUN
cana-5443	157	11	relying	rely	VERB
cana-5443	157	12	on	on	ADP
cana-5443	157	13	iot	iot	ADJ
cana-5443	157	14	components	component	NOUN
cana-5443	157	15	,	,	PUNCT
cana-5443	157	16	including	include	VERB
cana-5443	157	17	smart	smart	ADJ
cana-5443	157	18	cameras	camera	NOUN
cana-5443	157	19	and	and	CCONJ
cana-5443	157	20	sensors	sensor	NOUN
cana-5443	157	21	[	[	X
cana-5443	157	22	19	19	NUM
cana-5443	157	23	]	]	PUNCT
cana-5443	157	24	.	.	PUNCT
cana-5443	158	1	alhammadi	alhammadi	NOUN
cana-5443	158	2	et	et	PROPN
cana-5443	158	3	al	al	PROPN
cana-5443	158	4	.	.	PUNCT
cana-5443	159	1	[	[	X
cana-5443	159	2	20	20	NUM
cana-5443	159	3	]	]	PUNCT
cana-5443	159	4	explore	explore	VERB
cana-5443	159	5	the	the	DET
cana-5443	159	6	role	role	NOUN
cana-5443	159	7	of	of	ADP
cana-5443	159	8	artificial	artificial	ADJ
cana-5443	159	9	intelligence	intelligence	NOUN
cana-5443	159	10	(	(	PUNCT
cana-5443	159	11	ai	ai	NOUN
cana-5443	159	12	)	)	PUNCT
cana-5443	159	13	in	in	ADP
cana-5443	159	14	6	6	NUM
cana-5443	159	15	g	g	NOUN
cana-5443	159	16	wireless	wireless	ADJ
cana-5443	159	17	networks	network	NOUN
cana-5443	159	18	with	with	ADP
cana-5443	159	19	a	a	DET
cana-5443	159	20	focus	focus	NOUN
cana-5443	159	21	on	on	ADP
cana-5443	159	22	its	its	PRON
cana-5443	159	23	applications	application	NOUN
cana-5443	159	24	in	in	ADP
cana-5443	159	25	intelligent	intelligent	ADJ
cana-5443	159	26	surveillance	surveillance	NOUN
cana-5443	159	27	systems	system	NOUN
cana-5443	159	28	.	.	PUNCT
cana-5443	160	1	the	the	DET
cana-5443	160	2	paper	paper	NOUN
cana-5443	160	3	analyzes	analyze	VERB
cana-5443	160	4	the	the	DET
cana-5443	160	5	impact	impact	NOUN
cana-5443	160	6	of	of	ADP
cana-5443	160	7	ai	ai	ADJ
cana-5443	160	8	methodologies	methodology	NOUN
cana-5443	160	9	such	such	ADJ
cana-5443	160	10	as	as	ADP
cana-5443	160	11	deep	deep	ADJ
cana-5443	160	12	learning	learning	NOUN
cana-5443	160	13	and	and	CCONJ
cana-5443	160	14	reinforcement	reinforcement	NOUN
cana-5443	160	15	learning	learning	NOUN
cana-5443	160	16	on	on	ADP
cana-5443	160	17	the	the	DET
cana-5443	160	18	selfoptimization	selfoptimization	NOUN
cana-5443	160	19	of	of	ADP
cana-5443	160	20	networks	network	NOUN
cana-5443	160	21	,	,	PUNCT
cana-5443	160	22	resource	resource	NOUN
cana-5443	160	23	allocation	allocation	NOUN
cana-5443	160	24	,	,	PUNCT
cana-5443	160	25	as	as	ADV
cana-5443	160	26	well	well	ADV
cana-5443	160	27	as	as	ADP
cana-5443	160	28	anomaly	anomaly	NOUN
cana-5443	160	29	detection	detection	NOUN
cana-5443	160	30	.	.	PUNCT
cana-5443	161	1	ai	ai	VERB
cana-5443	161	2	technologies	technology	NOUN
cana-5443	161	3	can	can	AUX
cana-5443	161	4	now	now	ADV
cana-5443	161	5	be	be	AUX
cana-5443	161	6	applied	apply	VERB
cana-5443	161	7	to	to	PART
cana-5443	161	8	enhance	enhance	VERB
cana-5443	161	9	real	real	ADJ
cana-5443	161	10	-	-	PUNCT
cana-5443	161	11	time	time	NOUN
cana-5443	161	12	surveillance	surveillance	NOUN
cana-5443	161	13	for	for	ADP
cana-5443	161	14	public	public	ADJ
cana-5443	161	15	safety	safety	NOUN
cana-5443	161	16	as	as	SCONJ
cana-5443	161	17	video	video	NOUN
cana-5443	161	18	streams	stream	NOUN
cana-5443	161	19	can	can	AUX
cana-5443	161	20	be	be	AUX
cana-5443	161	21	analyzed	analyze	VERB
cana-5443	161	22	at	at	ADP
cana-5443	161	23	the	the	DET
cana-5443	161	24	network	network	NOUN
cana-5443	161	25	edge	edge	NOUN
cana-5443	161	26	for	for	ADP
cana-5443	161	27	immediate	immediate	ADJ
cana-5443	161	28	processing	processing	NOUN
cana-5443	161	29	.	.	PUNCT
cana-5443	162	1	the	the	DET
cana-5443	162	2	authors	author	NOUN
cana-5443	162	3	focus	focus	VERB
cana-5443	162	4	on	on	ADP
cana-5443	162	5	creating	create	VERB
cana-5443	162	6	frameworks	framework	NOUN
cana-5443	162	7	that	that	PRON
cana-5443	162	8	allow	allow	VERB
cana-5443	162	9	6	6	NUM
cana-5443	162	10	g	g	NOUN
cana-5443	162	11	architecture	architecture	NOUN
cana-5443	162	12	to	to	PART
cana-5443	162	13	implement	implement	VERB
cana-5443	162	14	distributed	distribute	VERB
cana-5443	162	15	ai	ai	PROPN
cana-5443	162	16	systems	system	NOUN
cana-5443	162	17	for	for	ADP
cana-5443	162	18	scalable	scalable	ADJ
cana-5443	162	19	and	and	CCONJ
cana-5443	162	20	low	low	ADJ
cana-5443	162	21	-	-	PUNCT
cana-5443	162	22	latency	latency	NOUN
cana-5443	162	23	evaluation	evaluation	NOUN
cana-5443	162	24	.	.	PUNCT
cana-5443	163	1	the	the	DET
cana-5443	163	2	paper	paper	NOUN
cana-5443	163	3	also	also	ADV
cana-5443	163	4	examines	examine	VERB
cana-5443	163	5	the	the	DET
cana-5443	163	6	implications	implication	NOUN
cana-5443	163	7	of	of	ADP
cana-5443	163	8	ai	ai	NOUN
cana-5443	163	9	on	on	ADP
cana-5443	163	10	security	security	NOUN
cana-5443	163	11	and	and	CCONJ
cana-5443	163	12	privacy	privacy	NOUN
cana-5443	163	13	in	in	ADP
cana-5443	163	14	6	6	NUM
cana-5443	163	15	g	g	NOUN
cana-5443	163	16	systems	system	NOUN
cana-5443	163	17	and	and	CCONJ
cana-5443	163	18	calls	call	VERB
cana-5443	163	19	for_guardrails	for_guardrail	NOUN
cana-5443	163	20	to	to	PART
cana-5443	163	21	be	be	AUX
cana-5443	163	22	put	put	VERB
cana-5443	163	23	in	in	ADP
cana-5443	163	24	place	place	NOUN
cana-5443	163	25	on	on	ADP
cana-5443	163	26	social	social	ADJ
cana-5443	163	27	media	medium	NOUN
cana-5443	163	28	policies	policy	NOUN
cana-5443	163	29	.	.	PUNCT
cana-5443	164	1	ai	ai	AUX
cana-5443	164	2	integrated	integrate	VERB
cana-5443	164	3	6	6	NUM
cana-5443	164	4	g	g	NOUN
cana-5443	164	5	networks	network	NOUN
cana-5443	164	6	are	be	AUX
cana-5443	164	7	poised	poise	VERB
cana-5443	164	8	to	to	PART
cana-5443	164	9	revolutionize	revolutionize	VERB
cana-5443	164	10	data	datum	NOUN
cana-5443	164	11	and	and	CCONJ
cana-5443	164	12	criminal	criminal	ADJ
cana-5443	164	13	activity	activity	NOUN
cana-5443	164	14	processing	processing	NOUN
cana-5443	164	15	and	and	CCONJ
cana-5443	164	16	monitoring	monitoring	NOUN
cana-5443	164	17	by	by	ADP
cana-5443	164	18	automating	automate	VERB
cana-5443	164	19	the	the	DET
cana-5443	164	20	extraction	extraction	NOUN
cana-5443	164	21	of	of	ADP
cana-5443	164	22	real	real	ADJ
cana-5443	164	23	-	-	PUNCT
cana-5443	164	24	time	time	NOUN
cana-5443	164	25	intelligence	intelligence	NOUN
cana-5443	164	26	from	from	ADP
cana-5443	164	27	video	video	NOUN
cana-5443	164	28	streams	stream	NOUN
cana-5443	165	1	[	[	X
cana-5443	165	2	20	20	NUM
cana-5443	165	3	]	]	PUNCT
cana-5443	165	4	.	.	PUNCT
cana-5443	166	1	reference	reference	NOUN
cana-5443	166	2	[	[	X
cana-5443	166	3	21	21	NUM
cana-5443	166	4	]	]	PUNCT
cana-5443	166	5	offers	offer	VERB
cana-5443	166	6	a	a	DET
cana-5443	166	7	systematic	systematic	ADJ
cana-5443	166	8	review	review	NOUN
cana-5443	166	9	focusing	focus	VERB
cana-5443	166	10	on	on	ADP
cana-5443	166	11	the	the	DET
cana-5443	166	12	applications	application	NOUN
cana-5443	166	13	of	of	ADP
cana-5443	166	14	machine	machine	NOUN
cana-5443	166	15	learning	learning	NOUN
cana-5443	166	16	and	and	CCONJ
cana-5443	166	17	deep	deep	ADJ
cana-5443	166	18	learning	learning	NOUN
cana-5443	166	19	techniques	technique	NOUN
cana-5443	166	20	for	for	ADP
cana-5443	166	21	forecasting	forecast	VERB
cana-5443	166	22	criminal	criminal	ADJ
cana-5443	166	23	events	event	NOUN
cana-5443	166	24	.	.	PUNCT
cana-5443	167	1	mandalapu	mandalapu	PROPN
cana-5443	167	2	et	et	PROPN
cana-5443	167	3	al	al	PROPN
cana-5443	167	4	.	.	PROPN
cana-5443	168	1	review	review	VERB
cana-5443	168	2	the	the	DET
cana-5443	168	3	literature	literature	NOUN
cana-5443	168	4	on	on	ADP
cana-5443	168	5	spatiotemporal	spatiotemporal	ADJ
cana-5443	168	6	prediction	prediction	NOUN
cana-5443	168	7	,	,	PUNCT
cana-5443	168	8	classification	classification	NOUN
cana-5443	168	9	of	of	ADP
cana-5443	168	10	crime	crime	NOUN
cana-5443	168	11	events	event	NOUN
cana-5443	168	12	,	,	PUNCT
cana-5443	168	13	and	and	CCONJ
cana-5443	168	14	the	the	DET
cana-5443	168	15	analysis	analysis	NOUN
cana-5443	168	16	of	of	ADP
cana-5443	168	17	criminal	criminal	ADJ
cana-5443	168	18	behavior	behavior	NOUN
cana-5443	168	19	.	.	PUNCT
cana-5443	169	1	they	they	PRON
cana-5443	169	2	focus	focus	VERB
cana-5443	169	3	on	on	ADP
cana-5443	169	4	benchmark	benchmark	ADJ
cana-5443	169	5	datasets	dataset	NOUN
cana-5443	169	6	such	such	ADJ
cana-5443	169	7	as	as	ADP
cana-5443	169	8	crimestat	crimestat	NOUN
cana-5443	169	9	and	and	CCONJ
cana-5443	169	10	fbi	fbi	PROPN
cana-5443	169	11	uniform	uniform	PROPN
cana-5443	169	12	crime	crime	PROPN
cana-5443	169	13	reports	report	NOUN
cana-5443	169	14	and	and	CCONJ
cana-5443	169	15	analyze	analyze	VERB
cana-5443	169	16	the	the	DET
cana-5443	169	17	models	model	NOUN
cana-5443	169	18	using	use	VERB
cana-5443	169	19	f1	f1	NOUN
cana-5443	169	20	-	-	PUNCT
cana-5443	169	21	score	score	NOUN
cana-5443	169	22	and	and	CCONJ
cana-5443	169	23	precision	precision	NOUN
cana-5443	169	24	.	.	PUNCT
cana-5443	170	1	other	other	ADJ
cana-5443	170	2	methods	method	NOUN
cana-5443	170	3	include	include	VERB
cana-5443	170	4	decision	decision	NOUN
cana-5443	170	5	trees	tree	NOUN
cana-5443	170	6	,	,	PUNCT
cana-5443	170	7	neural	neural	ADJ
cana-5443	170	8	networks	network	NOUN
cana-5443	170	9	,	,	PUNCT
cana-5443	170	10	and	and	CCONJ
cana-5443	170	11	ensemble	ensemble	ADJ
cana-5443	170	12	methods	method	NOUN
cana-5443	170	13	.	.	PUNCT
cana-5443	171	1	one	one	NUM
cana-5443	171	2	key	key	ADJ
cana-5443	171	3	contribution	contribution	NOUN
cana-5443	171	4	includes	include	VERB
cana-5443	171	5	a	a	DET
cana-5443	171	6	framework	framework	NOUN
cana-5443	171	7	that	that	PRON
cana-5443	171	8	predicts	predict	VERB
cana-5443	171	9	crime	crime	VERB
cana-5443	171	10	hot	hot	ADJ
cana-5443	171	11	spots	spot	NOUN
cana-5443	171	12	using	use	VERB
cana-5443	171	13	geospatial	geospatial	ADJ
cana-5443	171	14	clustering	clustering	NOUN
cana-5443	171	15	and	and	CCONJ
cana-5443	171	16	lstm	lstm	NOUN
cana-5443	171	17	networks	network	NOUN
cana-5443	171	18	.	.	PUNCT
cana-5443	172	1	the	the	DET
cana-5443	172	2	authors	author	NOUN
cana-5443	172	3	also	also	ADV
cana-5443	172	4	pointed	point	VERB
cana-5443	172	5	out	out	ADP
cana-5443	172	6	important	important	ADJ
cana-5443	172	7	issues	issue	NOUN
cana-5443	172	8	such	such	ADJ
cana-5443	172	9	as	as	ADP
cana-5443	172	10	data	datum	NOUN
cana-5443	172	11	imbalance	imbalance	NOUN
cana-5443	172	12	,	,	PUNCT
cana-5443	172	13	bias	bias	NOUN
cana-5443	172	14	,	,	PUNCT
cana-5443	172	15	ethics	ethic	NOUN
cana-5443	172	16	of	of	ADP
cana-5443	172	17	predictive	predictive	ADJ
cana-5443	172	18	policing	policing	NOUN
cana-5443	172	19	,	,	PUNCT
cana-5443	172	20	and	and	CCONJ
cana-5443	172	21	the	the	DET
cana-5443	172	22	concern	concern	NOUN
cana-5443	172	23	of	of	ADP
cana-5443	172	24	unethical	unethical	ADJ
cana-5443	172	25	forecasting	forecasting	NOUN
cana-5443	172	26	that	that	PRON
cana-5443	172	27	undermine	undermine	VERB
cana-5443	172	28	law	law	NOUN
cana-5443	172	29	enforcement	enforcement	NOUN
cana-5443	172	30	efforts	effort	NOUN
cana-5443	172	31	.	.	PUNCT
cana-5443	173	1	gaps	gap	NOUN
cana-5443	173	2	include	include	VERB
cana-5443	173	3	the	the	DET
cana-5443	173	4	use	use	NOUN
cana-5443	173	5	of	of	ADP
cana-5443	173	6	multimodal	multimodal	ADJ
cana-5443	173	7	data	datum	NOUN
cana-5443	173	8	for	for	ADP
cana-5443	173	9	surveillance	surveillance	NOUN
cana-5443	173	10	such	such	ADJ
cana-5443	173	11	as	as	ADP
cana-5443	173	12	videos	video	NOUN
cana-5443	173	13	,	,	PUNCT
cana-5443	173	14	social	social	ADJ
cana-5443	173	15	media	medium	NOUN
cana-5443	173	16	,	,	PUNCT
cana-5443	173	17	and	and	CCONJ
cana-5443	173	18	facial	facial	ADJ
cana-5443	173	19	recognition	recognition	NOUN
cana-5443	173	20	for	for	ADP
cana-5443	173	21	video	video	NOUN
cana-5443	173	22	surveillance	surveillance	NOUN
cana-5443	173	23	systems	system	NOUN
cana-5443	173	24	to	to	PART
cana-5443	173	25	develop	develop	VERB
cana-5443	173	26	comprehensive	comprehensive	ADJ
cana-5443	173	27	systems	system	NOUN
cana-5443	173	28	for	for	ADP
cana-5443	173	29	assessing	assess	VERB
cana-5443	173	30	threats	threat	NOUN
cana-5443	173	31	.	.	PUNCT
cana-5443	174	1	reviews	review	NOUN
cana-5443	174	2	also	also	ADV
cana-5443	174	3	point	point	VERB
cana-5443	174	4	out	out	ADP
cana-5443	174	5	the	the	DET
cana-5443	174	6	need	need	NOUN
cana-5443	174	7	of	of	ADP
cana-5443	174	8	focusing	focus	VERB
cana-5443	174	9	on	on	ADP
cana-5443	174	10	hybrid	hybrid	ADJ
cana-5443	174	11	model	model	NOUN
cana-5443	174	12	design	design	NOUN
cana-5443	174	13	incorporating	incorporate	VERB
cana-5443	174	14	cnns	cnn	NOUN
cana-5443	174	15	and	and	CCONJ
cana-5443	174	16	lstms	lstms	NOUN
cana-5443	174	17	for	for	ADP
cana-5443	174	18	improved	improved	ADJ
cana-5443	174	19	accuracy	accuracy	NOUN
cana-5443	174	20	in	in	ADP
cana-5443	174	21	estimating	estimate	VERB
cana-5443	174	22	criminals	criminal	NOUN
cana-5443	174	23	’	'	PUNCT
cana-5443	174	24	future	future	ADJ
cana-5443	174	25	activities	activity	NOUN
cana-5443	174	26	integrated	integrate	VERB
cana-5443	174	27	with	with	ADP
cana-5443	174	28	surveillance	surveillance	NOUN
cana-5443	174	29	[	[	X
cana-5443	174	30	21	21	NUM
cana-5443	174	31	]	]	PUNCT
cana-5443	174	32	.	.	PUNCT
cana-5443	175	1	himeur	himeur	PROPN
cana-5443	175	2	et	et	PROPN
cana-5443	175	3	al	al	PROPN
cana-5443	175	4	.	.	PUNCT
cana-5443	176	1	[	[	X
cana-5443	176	2	22	22	NUM
cana-5443	176	3	]	]	PUNCT
cana-5443	176	4	concentrate	concentrate	NOUN
cana-5443	176	5	on	on	ADP
cana-5443	176	6	generalization	generalization	NOUN
cana-5443	176	7	issues	issue	NOUN
cana-5443	176	8	of	of	ADP
cana-5443	176	9	video	video	NOUN
cana-5443	176	10	surveillance	surveillance	NOUN
cana-5443	176	11	systems	system	NOUN
cana-5443	176	12	with	with	ADP
cana-5443	176	13	deep	deep	ADJ
cana-5443	176	14	transfer	transfer	NOUN
cana-5443	176	15	learning	learning	NOUN
cana-5443	176	16	(	(	PUNCT
cana-5443	176	17	dtl	dtl	NOUN
cana-5443	176	18	)	)	PUNCT
cana-5443	176	19	and	and	CCONJ
cana-5443	176	20	deep	deep	ADJ
cana-5443	176	21	domain	domain	NOUN
cana-5443	176	22	adaptation	adaptation	NOUN
cana-5443	176	23	(	(	PUNCT
cana-5443	176	24	dda	dda	PROPN
cana-5443	176	25	)	)	PUNCT
cana-5443	176	26	.	.	PUNCT
cana-5443	177	1	the	the	DET
cana-5443	177	2	primary	primary	ADJ
cana-5443	177	3	issue	issue	NOUN
cana-5443	177	4	is	be	AUX
cana-5443	177	5	the	the	DET
cana-5443	177	6	lack	lack	NOUN
cana-5443	177	7	of	of	ADP
cana-5443	177	8	transferability	transferability	NOUN
cana-5443	177	9	of	of	ADP
cana-5443	177	10	models	model	NOUN
cana-5443	177	11	trained	train	VERB
cana-5443	177	12	in	in	ADP
cana-5443	177	13	one	one	NUM
cana-5443	177	14	environment	environment	NOUN
cana-5443	177	15	to	to	ADP
cana-5443	177	16	another	another	DET
cana-5443	177	17	environment	environment	NOUN
cana-5443	177	18	.	.	PUNCT
cana-5443	178	1	the	the	DET
cana-5443	178	2	authors	author	NOUN
cana-5443	178	3	propose	propose	VERB
cana-5443	178	4	a	a	DET
cana-5443	178	5	dda	dda	ADJ
cana-5443	178	6	framework	framework	NOUN
cana-5443	178	7	that	that	PRON
cana-5443	178	8	enables	enable	VERB
cana-5443	178	9	cnns	cnn	NOUN
cana-5443	178	10	to	to	PART
cana-5443	178	11	be	be	AUX
cana-5443	178	12	trained	train	VERB
cana-5443	178	13	on	on	ADP
cana-5443	178	14	new	new	ADJ
cana-5443	178	15	surveillance	surveillance	NOUN
cana-5443	178	16	domains	domain	NOUN
cana-5443	178	17	with	with	ADP
cana-5443	178	18	very	very	ADV
cana-5443	178	19	few	few	ADJ
cana-5443	178	20	labeled	label	VERB
cana-5443	178	21	data	datum	NOUN
cana-5443	178	22	.	.	PUNCT
cana-5443	179	1	the	the	DET
cana-5443	179	2	model	model	NOUN
cana-5443	179	3	incorporates	incorporate	VERB
cana-5443	179	4	adversarial	adversarial	ADJ
cana-5443	179	5	training	training	NOUN
cana-5443	179	6	for	for	ADP
cana-5443	179	7	aligning	align	VERB
cana-5443	179	8	the	the	DET
cana-5443	179	9	distributions	distribution	NOUN
cana-5443	179	10	of	of	ADP
cana-5443	179	11	source	source	NOUN
cana-5443	179	12	and	and	CCONJ
cana-5443	179	13	target	target	NOUN
cana-5443	179	14	features	feature	NOUN
cana-5443	179	15	,	,	PUNCT
cana-5443	179	16	which	which	PRON
cana-5443	179	17	increases	increase	VERB
cana-5443	179	18	robustness	robustness	NOUN
cana-5443	179	19	across	across	ADP
cana-5443	179	20	camera	camera	NOUN
cana-5443	179	21	types	type	NOUN
cana-5443	179	22	and	and	CCONJ
cana-5443	179	23	environments	environment	NOUN
cana-5443	179	24	with	with	ADP
cana-5443	179	25	varying	vary	VERB
cana-5443	179	26	illumination	illumination	NOUN
cana-5443	179	27	.	.	PUNCT
cana-5443	180	1	dda	dda	PROPN
cana-5443	180	2	has	have	AUX
cana-5443	180	3	case	case	NOUN
cana-5443	180	4	studies	study	NOUN
cana-5443	180	5	on	on	ADP
cana-5443	180	6	weapon	weapon	NOUN
cana-5443	180	7	detection	detection	NOUN
cana-5443	180	8	and	and	CCONJ
cana-5443	180	9	crowd	crowd	NOUN
cana-5443	180	10	behavior	behavior	NOUN
cana-5443	180	11	analysis	analysis	NOUN
cana-5443	180	12	,	,	PUNCT
cana-5443	180	13	where	where	SCONJ
cana-5443	180	14	it	it	PRON
cana-5443	180	15	outperformed	outperform	VERB
cana-5443	180	16	baseline	baseline	NOUN
cana-5443	180	17	models	model	NOUN
cana-5443	180	18	by	by	ADP
cana-5443	180	19	as	as	ADV
cana-5443	180	20	much	much	ADJ
cana-5443	180	21	as	as	ADP
cana-5443	180	22	15	15	NUM
cana-5443	180	23	%	%	NOUN
cana-5443	180	24	in	in	ADP
cana-5443	180	25	accuracy	accuracy	NOUN
cana-5443	180	26	.	.	PUNCT
cana-5443	181	1	this	this	DET
cana-5443	181	2	paper	paper	NOUN
cana-5443	181	3	provides	provide	VERB
cana-5443	181	4	the	the	DET
cana-5443	181	5	foundation	foundation	NOUN
cana-5443	181	6	for	for	ADP
cana-5443	181	7	surveillance	surveillance	NOUN
cana-5443	181	8	communications	communication	NOUN
cana-5443	181	9	on	on	ADP
cana-5443	181	10	applied	apply	VERB
cana-5443	181	11	nonlinear	nonlinear	ADJ
cana-5443	181	12	analysis	analysis	NOUN
cana-5443	181	13	issn	issn	NOUN
cana-5443	181	14	:	:	PUNCT
cana-5443	181	15	1074	1074	NUM
cana-5443	181	16	-	-	PUNCT
cana-5443	181	17	133x	133x	NUM
cana-5443	181	18	vol	vol	VERB
cana-5443	181	19	32	32	NUM
cana-5443	181	20	no	no	NOUN
cana-5443	181	21	.	.	PUNCT
cana-5443	182	1	10s	10	NOUN
cana-5443	182	2	(	(	PUNCT
cana-5443	182	3	2025	2025	NUM
cana-5443	182	4	)	)	PUNCT
cana-5443	182	5	2258	2258	NUM
cana-5443	182	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	182	7	systems	system	NOUN
cana-5443	182	8	designed	design	VERB
cana-5443	182	9	for	for	ADP
cana-5443	182	10	agile	agile	ADJ
cana-5443	182	11	use	use	NOUN
cana-5443	182	12	in	in	ADP
cana-5443	182	13	various	various	ADJ
cana-5443	182	14	urban	urban	ADJ
cana-5443	182	15	landscapes	landscape	NOUN
cana-5443	182	16	and	and	CCONJ
cana-5443	182	17	situations	situation	NOUN
cana-5443	182	18	without	without	ADP
cana-5443	182	19	needing	need	VERB
cana-5443	182	20	to	to	PART
cana-5443	182	21	retrain	retrain	VERB
cana-5443	182	22	from	from	ADP
cana-5443	182	23	scratch	scratch	NOUN
cana-5443	182	24	[	[	X
cana-5443	182	25	22	22	NUM
cana-5443	182	26	]	]	PUNCT
cana-5443	182	27	.	.	PUNCT
cana-5443	183	1	in	in	ADP
cana-5443	183	2	the	the	DET
cana-5443	183	3	follow	follow	VERB
cana-5443	183	4	-	-	PUNCT
cana-5443	183	5	up	up	ADP
cana-5443	183	6	work	work	NOUN
cana-5443	183	7	,	,	PUNCT
cana-5443	183	8	sarah	sarah	PROPN
cana-5443	183	9	bin	bin	PROPN
cana-5443	183	10	hulayyil	hulayyil	PROPN
cana-5443	183	11	et	et	PROPN
cana-5443	183	12	al	al	PROPN
cana-5443	183	13	.	.	PUNCT
cana-5443	184	1	[	[	X
cana-5443	184	2	23	23	NUM
cana-5443	184	3	]	]	PUNCT
cana-5443	184	4	expands	expand	VERB
cana-5443	184	5	on	on	ADP
cana-5443	184	6	bin	bin	PROPN
cana-5443	184	7	hulayyil	hulayyil	PROPN
cana-5443	184	8	's	's	PART
cana-5443	184	9	work	work	NOUN
cana-5443	184	10	in	in	ADP
cana-5443	184	11	[	[	X
cana-5443	184	12	19	19	NUM
cana-5443	184	13	]	]	PUNCT
cana-5443	184	14	concentrating	concentrate	VERB
cana-5443	184	15	on	on	ADP
cana-5443	184	16	lightweight	lightweight	ADJ
cana-5443	184	17	machine	machine	NOUN
cana-5443	184	18	learning	learning	NOUN
cana-5443	184	19	models	model	NOUN
cana-5443	184	20	designed	design	VERB
cana-5443	184	21	for	for	ADP
cana-5443	184	22	embedded	embed	VERB
cana-5443	184	23	scenarios	scenario	NOUN
cana-5443	184	24	in	in	ADP
cana-5443	184	25	iot	iot	ADJ
cana-5443	184	26	devices	device	NOUN
cana-5443	184	27	.	.	PUNCT
cana-5443	185	1	in	in	ADP
cana-5443	185	2	contrast	contrast	NOUN
cana-5443	185	3	to	to	ADP
cana-5443	185	4	cloud	cloud	NOUN
cana-5443	185	5	-	-	PUNCT
cana-5443	185	6	based	base	VERB
cana-5443	185	7	detection	detection	NOUN
cana-5443	185	8	,	,	PUNCT
cana-5443	185	9	the	the	DET
cana-5443	185	10	proposed	propose	VERB
cana-5443	185	11	system	system	NOUN
cana-5443	185	12	is	be	AUX
cana-5443	185	13	executed	execute	VERB
cana-5443	185	14	on	on	ADP
cana-5443	185	15	constrained	constrained	ADJ
cana-5443	185	16	devices	device	NOUN
cana-5443	185	17	,	,	PUNCT
cana-5443	185	18	allowing	allow	VERB
cana-5443	185	19	for	for	ADP
cana-5443	185	20	immediate	immediate	ADJ
cana-5443	185	21	real	real	ADJ
cana-5443	185	22	-	-	PUNCT
cana-5443	185	23	time	time	NOUN
cana-5443	185	24	threat	threat	NOUN
cana-5443	185	25	detection	detection	NOUN
cana-5443	185	26	.	.	PUNCT
cana-5443	186	1	decision	decision	NOUN
cana-5443	186	2	trees	tree	NOUN
cana-5443	186	3	and	and	CCONJ
cana-5443	186	4	naïve	naïve	ADJ
cana-5443	186	5	bayes	baye	NOUN
cana-5443	186	6	are	be	AUX
cana-5443	186	7	selected	select	VERB
cana-5443	186	8	due	due	ADP
cana-5443	186	9	to	to	ADP
cana-5443	186	10	their	their	PRON
cana-5443	186	11	cost	cost	NOUN
cana-5443	186	12	-	-	PUNCT
cana-5443	186	13	efficient	efficient	ADJ
cana-5443	186	14	computation	computation	NOUN
cana-5443	186	15	.	.	PUNCT
cana-5443	187	1	the	the	DET
cana-5443	187	2	system	system	NOUN
cana-5443	187	3	was	be	AUX
cana-5443	187	4	tested	test	VERB
cana-5443	187	5	on	on	ADP
cana-5443	187	6	a	a	DET
cana-5443	187	7	public	public	ADJ
cana-5443	187	8	iot	iot	NOUN
cana-5443	187	9	dataset	dataset	NOUN
cana-5443	187	10	featuring	feature	VERB
cana-5443	187	11	benign	benign	ADJ
cana-5443	187	12	and	and	CCONJ
cana-5443	187	13	malicious	malicious	ADJ
cana-5443	187	14	traffic	traffic	NOUN
cana-5443	187	15	.	.	PUNCT
cana-5443	188	1	employing	employ	VERB
cana-5443	188	2	a	a	DET
cana-5443	188	3	hybrid	hybrid	ADJ
cana-5443	188	4	ensemble	ensemble	ADJ
cana-5443	188	5	approach	approach	NOUN
cana-5443	188	6	,	,	PUNCT
cana-5443	188	7	it	it	PRON
cana-5443	188	8	reached	reach	VERB
cana-5443	188	9	an	an	DET
cana-5443	188	10	accuracy	accuracy	NOUN
cana-5443	188	11	of	of	ADP
cana-5443	188	12	92	92	NUM
cana-5443	188	13	%	%	NOUN
cana-5443	188	14	.	.	PUNCT
cana-5443	189	1	the	the	DET
cana-5443	189	2	authors	author	NOUN
cana-5443	189	3	emphasize	emphasize	VERB
cana-5443	189	4	the	the	DET
cana-5443	189	5	urgent	urgent	ADJ
cana-5443	189	6	need	need	NOUN
cana-5443	189	7	for	for	ADP
cana-5443	189	8	protecting	protect	VERB
cana-5443	189	9	environments	environment	NOUN
cana-5443	189	10	where	where	SCONJ
cana-5443	189	11	surveillance	surveillance	NOUN
cana-5443	189	12	systems	system	NOUN
cana-5443	189	13	based	base	VERB
cana-5443	189	14	on	on	ADP
cana-5443	189	15	iot	iot	PROPN
cana-5443	189	16	technologies	technology	NOUN
cana-5443	189	17	monitor	monitor	VERB
cana-5443	189	18	critical	critical	ADJ
cana-5443	189	19	infrastructures	infrastructure	NOUN
cana-5443	189	20	.	.	PUNCT
cana-5443	190	1	this	this	DET
cana-5443	190	2	work	work	NOUN
cana-5443	190	3	helps	help	VERB
cana-5443	190	4	advance	advance	VERB
cana-5443	190	5	the	the	DET
cana-5443	190	6	development	development	NOUN
cana-5443	190	7	of	of	ADP
cana-5443	190	8	uninterrupted	uninterrupted	ADJ
cana-5443	190	9	end	end	NOUN
cana-5443	190	10	-	-	PUNCT
cana-5443	190	11	to	to	ADP
cana-5443	190	12	-	-	PUNCT
cana-5443	190	13	end	end	VERB
cana-5443	190	14	secure	secure	ADJ
cana-5443	190	15	surveillance	surveillance	NOUN
cana-5443	190	16	systems	system	NOUN
cana-5443	190	17	merged	merge	VERB
cana-5443	190	18	with	with	ADP
cana-5443	190	19	smart	smart	ADJ
cana-5443	190	20	city	city	NOUN
cana-5443	190	21	technologies	technology	NOUN
cana-5443	190	22	[	[	X
cana-5443	190	23	23	23	NUM
cana-5443	190	24	]	]	PUNCT
cana-5443	190	25	.	.	PUNCT
cana-5443	191	1	olayemi	olayemi	PROPN
cana-5443	191	2	olaniyi	olaniyi	PROPN
cana-5443	191	3	et	et	PROPN
cana-5443	191	4	al	al	PROPN
cana-5443	191	5	.	.	PUNCT
cana-5443	192	1	[	[	X
cana-5443	192	2	24	24	NUM
cana-5443	192	3	]	]	PUNCT
cana-5443	192	4	provide	provide	VERB
cana-5443	192	5	a	a	DET
cana-5443	192	6	comprehensive	comprehensive	ADJ
cana-5443	192	7	survey	survey	NOUN
cana-5443	192	8	on	on	ADP
cana-5443	192	9	intelligent	intelligent	ADJ
cana-5443	192	10	video	video	NOUN
cana-5443	192	11	surveillance	surveillance	NOUN
cana-5443	192	12	systems	system	NOUN
cana-5443	192	13	(	(	PUNCT
cana-5443	192	14	ivss	ivss	ADJ
cana-5443	192	15	)	)	PUNCT
cana-5443	192	16	,	,	PUNCT
cana-5443	192	17	focusing	focus	VERB
cana-5443	192	18	on	on	ADP
cana-5443	192	19	the	the	DET
cana-5443	192	20	application	application	NOUN
cana-5443	192	21	of	of	ADP
cana-5443	192	22	artificial	artificial	ADJ
cana-5443	192	23	intelligence	intelligence	NOUN
cana-5443	192	24	(	(	PUNCT
cana-5443	192	25	ai	ai	NOUN
cana-5443	192	26	)	)	PUNCT
cana-5443	192	27	and	and	CCONJ
cana-5443	192	28	machine	machine	NOUN
cana-5443	192	29	learning	learning	NOUN
cana-5443	192	30	(	(	PUNCT
cana-5443	192	31	ml	ml	NOUN
cana-5443	192	32	)	)	PUNCT
cana-5443	192	33	in	in	ADP
cana-5443	192	34	automating	automate	VERB
cana-5443	192	35	surveillance	surveillance	NOUN
cana-5443	192	36	technologies	technology	NOUN
cana-5443	192	37	and	and	CCONJ
cana-5443	192	38	improving	improve	VERB
cana-5443	192	39	efficiency	efficiency	NOUN
cana-5443	192	40	[	[	X
cana-5443	192	41	24	24	NUM
cana-5443	192	42	]	]	PUNCT
cana-5443	192	43	.	.	PUNCT
cana-5443	193	1	it	it	PRON
cana-5443	193	2	analyzes	analyze	VERB
cana-5443	193	3	the	the	DET
cana-5443	193	4	shortcomings	shortcoming	NOUN
cana-5443	193	5	of	of	ADP
cana-5443	193	6	traditional	traditional	ADJ
cana-5443	193	7	systems	system	NOUN
cana-5443	193	8	,	,	PUNCT
cana-5443	193	9	which	which	PRON
cana-5443	193	10	are	be	AUX
cana-5443	193	11	predominately	predominately	ADV
cana-5443	193	12	manual	manual	ADJ
cana-5443	193	13	and	and	CCONJ
cana-5443	193	14	heavily	heavily	ADV
cana-5443	193	15	monitored	monitor	VERB
cana-5443	193	16	.	.	PUNCT
cana-5443	194	1	the	the	DET
cana-5443	194	2	survey	survey	NOUN
cana-5443	194	3	breaks	break	VERB
cana-5443	194	4	down	down	ADP
cana-5443	194	5	the	the	DET
cana-5443	194	6	various	various	ADJ
cana-5443	194	7	components	component	NOUN
cana-5443	194	8	of	of	ADP
cana-5443	194	9	ivss	ivss	NOUN
cana-5443	194	10	into	into	ADP
cana-5443	194	11	data	datum	NOUN
cana-5443	194	12	acquisition	acquisition	NOUN
cana-5443	194	13	,	,	PUNCT
cana-5443	194	14	preprocessing	preprocessing	NOUN
cana-5443	194	15	,	,	PUNCT
cana-5443	194	16	feature	feature	NOUN
cana-5443	194	17	extraction	extraction	NOUN
cana-5443	194	18	,	,	PUNCT
cana-5443	194	19	object	object	NOUN
cana-5443	194	20	detection	detection	NOUN
cana-5443	194	21	,	,	PUNCT
cana-5443	194	22	behavior	behavior	NOUN
cana-5443	194	23	analytics	analytic	NOUN
cana-5443	194	24	,	,	PUNCT
cana-5443	194	25	and	and	CCONJ
cana-5443	194	26	mechanisms	mechanism	NOUN
cana-5443	194	27	for	for	ADP
cana-5443	194	28	issuing	issue	VERB
cana-5443	194	29	alerts	alert	NOUN
cana-5443	194	30	.	.	PUNCT
cana-5443	195	1	other	other	ADJ
cana-5443	195	2	examined	examine	VERB
cana-5443	195	3	ml	ml	ADP
cana-5443	195	4	algorithms	algorithm	NOUN
cana-5443	195	5	include	include	VERB
cana-5443	195	6	decision	decision	NOUN
cana-5443	195	7	trees	tree	NOUN
cana-5443	195	8	,	,	PUNCT
cana-5443	195	9	support	support	NOUN
cana-5443	195	10	vector	vector	NOUN
cana-5443	195	11	machines	machine	NOUN
cana-5443	195	12	,	,	PUNCT
cana-5443	195	13	and	and	CCONJ
cana-5443	195	14	more	more	ADV
cana-5443	195	15	advanced	advanced	ADJ
cana-5443	195	16	,	,	PUNCT
cana-5443	195	17	deep	deep	ADJ
cana-5443	195	18	learning	learning	NOUN
cana-5443	195	19	models	model	NOUN
cana-5443	195	20	such	such	ADJ
cana-5443	195	21	as	as	ADP
cana-5443	195	22	convolutional	convolutional	ADJ
cana-5443	195	23	neural	neural	ADJ
cana-5443	195	24	networks	network	NOUN
cana-5443	195	25	(	(	PUNCT
cana-5443	195	26	cnns	cnns	PROPN
cana-5443	195	27	)	)	PUNCT
cana-5443	195	28	,	,	PUNCT
cana-5443	195	29	which	which	PRON
cana-5443	195	30	excel	excel	VERB
cana-5443	195	31	in	in	ADP
cana-5443	195	32	object	object	NOUN
cana-5443	195	33	recognition	recognition	NOUN
cana-5443	195	34	and	and	CCONJ
cana-5443	195	35	activity	activity	NOUN
cana-5443	195	36	detection	detection	NOUN
cana-5443	195	37	.	.	PUNCT
cana-5443	196	1	the	the	DET
cana-5443	196	2	authors	author	NOUN
cana-5443	196	3	analyze	analyze	VERB
cana-5443	196	4	the	the	DET
cana-5443	196	5	application	application	NOUN
cana-5443	196	6	of	of	ADP
cana-5443	196	7	ai	ai	NOUN
cana-5443	196	8	for	for	ADP
cana-5443	196	9	real	real	ADJ
cana-5443	196	10	-	-	PUNCT
cana-5443	196	11	time	time	NOUN
cana-5443	196	12	visual	visual	ADJ
cana-5443	196	13	data	datum	NOUN
cana-5443	196	14	interpretation	interpretation	NOUN
cana-5443	196	15	and	and	CCONJ
cana-5443	196	16	automated	automate	VERB
cana-5443	196	17	information	information	NOUN
cana-5443	196	18	processing	processing	NOUN
cana-5443	196	19	for	for	ADP
cana-5443	196	20	crime	crime	NOUN
cana-5443	196	21	,	,	PUNCT
cana-5443	196	22	traffic	traffic	NOUN
cana-5443	196	23	,	,	PUNCT
cana-5443	196	24	and	and	CCONJ
cana-5443	196	25	public	public	ADJ
cana-5443	196	26	safety	safety	NOUN
cana-5443	196	27	surveillance	surveillance	NOUN
cana-5443	196	28	systems	system	NOUN
cana-5443	196	29	.	.	PUNCT
cana-5443	197	1	a	a	DET
cana-5443	197	2	defining	define	VERB
cana-5443	197	3	feature	feature	NOUN
cana-5443	197	4	of	of	ADP
cana-5443	197	5	the	the	DET
cana-5443	197	6	paper	paper	NOUN
cana-5443	197	7	is	be	AUX
cana-5443	197	8	its	its	PRON
cana-5443	197	9	discussion	discussion	NOUN
cana-5443	197	10	on	on	ADP
cana-5443	197	11	edge	edge	NOUN
cana-5443	197	12	computing	computing	NOUN
cana-5443	197	13	and	and	CCONJ
cana-5443	197	14	iot	iot	NOUN
cana-5443	197	15	,	,	PUNCT
cana-5443	197	16	which	which	PRON
cana-5443	197	17	are	be	AUX
cana-5443	197	18	critical	critical	ADJ
cana-5443	197	19	for	for	ADP
cana-5443	197	20	the	the	DET
cana-5443	197	21	real	real	ADJ
cana-5443	197	22	-	-	PUNCT
cana-5443	197	23	time	time	NOUN
cana-5443	197	24	processing	processing	NOUN
cana-5443	197	25	in	in	ADP
cana-5443	197	26	resourceconstrained	resourceconstraine	VERB
cana-5443	197	27	environments	environment	NOUN
cana-5443	197	28	.	.	PUNCT
cana-5443	198	1	the	the	DET
cana-5443	198	2	survey	survey	NOUN
cana-5443	198	3	presents	present	VERB
cana-5443	198	4	different	different	ADJ
cana-5443	198	5	frameworks	framework	NOUN
cana-5443	198	6	and	and	CCONJ
cana-5443	198	7	discusses	discuss	VERB
cana-5443	198	8	them	they	PRON
cana-5443	198	9	concerning	concern	VERB
cana-5443	198	10	accuracy	accuracy	NOUN
cana-5443	198	11	,	,	PUNCT
cana-5443	198	12	speed	speed	NOUN
cana-5443	198	13	,	,	PUNCT
cana-5443	198	14	and	and	CCONJ
cana-5443	198	15	scalability	scalability	NOUN
cana-5443	198	16	.	.	PUNCT
cana-5443	199	1	in	in	ADP
cana-5443	199	2	addition	addition	NOUN
cana-5443	199	3	,	,	PUNCT
cana-5443	199	4	the	the	DET
cana-5443	199	5	survey	survey	NOUN
cana-5443	199	6	discussed	discuss	VERB
cana-5443	199	7	other	other	ADJ
cana-5443	199	8	concerns	concern	NOUN
cana-5443	199	9	such	such	ADJ
cana-5443	199	10	as	as	ADP
cana-5443	199	11	data	data	NOUN
cana-5443	199	12	privacy	privacy	NOUN
cana-5443	199	13	,	,	PUNCT
cana-5443	199	14	processing	processing	NOUN
cana-5443	199	15	overhead	overhead	NOUN
cana-5443	199	16	,	,	PUNCT
cana-5443	199	17	environmental	environmental	ADJ
cana-5443	199	18	variability	variability	NOUN
cana-5443	199	19	,	,	PUNCT
cana-5443	199	20	and	and	CCONJ
cana-5443	199	21	the	the	DET
cana-5443	199	22	requirement	requirement	NOUN
cana-5443	199	23	for	for	ADP
cana-5443	199	24	extensive	extensive	ADJ
cana-5443	199	25	annotated	annotated	ADJ
cana-5443	199	26	datasets	dataset	NOUN
cana-5443	199	27	.	.	PUNCT
cana-5443	200	1	the	the	DET
cana-5443	200	2	surveillance	surveillance	NOUN
cana-5443	200	3	debate	debate	NOUN
cana-5443	200	4	touches	touch	VERB
cana-5443	200	5	on	on	ADP
cana-5443	200	6	ethical	ethical	ADJ
cana-5443	200	7	issues	issue	NOUN
cana-5443	200	8	and	and	CCONJ
cana-5443	200	9	regulatory	regulatory	ADJ
cana-5443	200	10	aspects	aspect	NOUN
cana-5443	200	11	that	that	PRON
cana-5443	200	12	require	require	VERB
cana-5443	200	13	further	further	ADJ
cana-5443	200	14	examination	examination	NOUN
cana-5443	200	15	.	.	PUNCT
cana-5443	201	1	they	they	PRON
cana-5443	201	2	focus	focus	VERB
cana-5443	201	3	on	on	ADP
cana-5443	201	4	the	the	DET
cana-5443	201	5	potential	potential	NOUN
cana-5443	201	6	of	of	ADP
cana-5443	201	7	hybrid	hybrid	ADJ
cana-5443	201	8	models	model	NOUN
cana-5443	201	9	that	that	PRON
cana-5443	201	10	merge	merge	VERB
cana-5443	201	11	rule	rule	NOUN
cana-5443	201	12	-	-	PUNCT
cana-5443	201	13	based	base	VERB
cana-5443	201	14	systems	system	NOUN
cana-5443	201	15	with	with	ADP
cana-5443	201	16	deep	deep	ADJ
cana-5443	201	17	learning	learning	NOUN
cana-5443	201	18	,	,	PUNCT
cana-5443	201	19	speculating	speculate	VERB
cana-5443	201	20	that	that	SCONJ
cana-5443	201	21	unsupervised	unsupervised	ADJ
cana-5443	201	22	learning	learning	NOUN
cana-5443	201	23	will	will	AUX
cana-5443	201	24	be	be	AUX
cana-5443	201	25	the	the	DET
cana-5443	201	26	primary	primary	ADJ
cana-5443	201	27	method	method	NOUN
cana-5443	201	28	used	use	VERB
cana-5443	201	29	to	to	PART
cana-5443	201	30	tune	tune	VERB
cana-5443	201	31	nextgeneration	nextgeneration	NOUN
cana-5443	201	32	ivss	ivss	NOUN
cana-5443	201	33	.	.	PUNCT
cana-5443	202	1	varun	varun	PROPN
cana-5443	202	2	mandalapu	mandalapu	PROPN
cana-5443	202	3	et	et	PROPN
cana-5443	202	4	al	al	PROPN
cana-5443	202	5	.	.	PUNCT
cana-5443	203	1	[	[	X
cana-5443	203	2	25	25	NUM
cana-5443	203	3	]	]	PUNCT
cana-5443	203	4	conducted	conduct	VERB
cana-5443	203	5	a	a	DET
cana-5443	203	6	systematic	systematic	ADJ
cana-5443	203	7	review	review	NOUN
cana-5443	203	8	concentrating	concentrate	VERB
cana-5443	203	9	on	on	ADP
cana-5443	203	10	machine	machine	NOUN
cana-5443	203	11	learning	learning	NOUN
cana-5443	203	12	(	(	PUNCT
cana-5443	203	13	ml	ml	NOUN
cana-5443	203	14	)	)	PUNCT
cana-5443	203	15	and	and	CCONJ
cana-5443	203	16	deep	deep	ADJ
cana-5443	203	17	learning	learning	NOUN
cana-5443	203	18	(	(	PUNCT
cana-5443	203	19	dl	dl	NOUN
cana-5443	203	20	)	)	PUNCT
cana-5443	203	21	for	for	ADP
cana-5443	203	22	predicting	predict	VERB
cana-5443	203	23	crime	crime	NOUN
cana-5443	203	24	,	,	PUNCT
cana-5443	203	25	intending	intend	VERB
cana-5443	203	26	to	to	PART
cana-5443	203	27	comprehend	comprehend	VERB
cana-5443	203	28	the	the	DET
cana-5443	203	29	existing	exist	VERB
cana-5443	203	30	trends	trend	NOUN
cana-5443	203	31	,	,	PUNCT
cana-5443	203	32	problems	problem	NOUN
cana-5443	203	33	,	,	PUNCT
cana-5443	203	34	and	and	CCONJ
cana-5443	203	35	future	future	ADJ
cana-5443	203	36	possibilities	possibility	NOUN
cana-5443	203	37	in	in	ADP
cana-5443	203	38	this	this	DET
cana-5443	203	39	important	important	ADJ
cana-5443	203	40	subset	subset	NOUN
cana-5443	203	41	of	of	ADP
cana-5443	203	42	research	research	NOUN
cana-5443	203	43	.	.	PUNCT
cana-5443	204	1	[	[	X
cana-5443	204	2	25	25	NUM
cana-5443	204	3	]	]	PUNCT
cana-5443	204	4	the	the	DET
cana-5443	204	5	paper	paper	NOUN
cana-5443	204	6	opens	open	VERB
cana-5443	204	7	with	with	ADP
cana-5443	204	8	discussing	discuss	VERB
cana-5443	204	9	the	the	DET
cana-5443	204	10	pressing	press	VERB
cana-5443	204	11	need	need	NOUN
cana-5443	204	12	in	in	ADP
cana-5443	204	13	society	society	NOUN
cana-5443	204	14	for	for	ADP
cana-5443	204	15	innovative	innovative	ADJ
cana-5443	204	16	tools	tool	NOUN
cana-5443	204	17	for	for	ADP
cana-5443	204	18	predicting	predict	VERB
cana-5443	204	19	crime	crime	NOUN
cana-5443	204	20	and	and	CCONJ
cana-5443	204	21	for	for	ADP
cana-5443	204	22	aiding	aid	VERB
cana-5443	204	23	law	law	NOUN
cana-5443	204	24	enforcement	enforcement	NOUN
cana-5443	204	25	agencies	agency	NOUN
cana-5443	204	26	in	in	ADP
cana-5443	204	27	their	their	PRON
cana-5443	204	28	work	work	NOUN
cana-5443	204	29	.	.	PUNCT
cana-5443	205	1	the	the	DET
cana-5443	205	2	review	review	NOUN
cana-5443	205	3	considers	consider	VERB
cana-5443	205	4	a	a	DET
cana-5443	205	5	variety	variety	NOUN
cana-5443	205	6	of	of	ADP
cana-5443	205	7	supervised	supervised	ADJ
cana-5443	205	8	and	and	CCONJ
cana-5443	205	9	unsupervised	unsupervised	ADJ
cana-5443	205	10	learning	learning	NOUN
cana-5443	205	11	methods	method	NOUN
cana-5443	205	12	including	include	VERB
cana-5443	205	13	,	,	PUNCT
cana-5443	205	14	but	but	CCONJ
cana-5443	205	15	not	not	PART
cana-5443	205	16	limited	limit	VERB
cana-5443	205	17	to	to	ADP
cana-5443	205	18	,	,	PUNCT
cana-5443	205	19	decision	decision	NOUN
cana-5443	205	20	trees	tree	NOUN
cana-5443	205	21	,	,	PUNCT
cana-5443	205	22	support	support	NOUN
cana-5443	205	23	vector	vector	NOUN
cana-5443	205	24	machines	machine	NOUN
cana-5443	205	25	,	,	PUNCT
cana-5443	205	26	random	random	ADJ
cana-5443	205	27	forests	forest	NOUN
cana-5443	205	28	,	,	PUNCT
cana-5443	205	29	k	k	ADJ
cana-5443	205	30	-	-	PUNCT
cana-5443	205	31	means	mean	VERB
cana-5443	205	32	clustering	clustering	NOUN
cana-5443	205	33	,	,	PUNCT
cana-5443	205	34	and	and	CCONJ
cana-5443	205	35	neural	neural	ADJ
cana-5443	205	36	networks	network	NOUN
cana-5443	205	37	for	for	ADP
cana-5443	205	38	the	the	DET
cana-5443	205	39	prediction	prediction	NOUN
cana-5443	205	40	of	of	ADP
cana-5443	205	41	the	the	DET
cana-5443	205	42	types	type	NOUN
cana-5443	205	43	of	of	ADP
cana-5443	205	44	crimes	crime	NOUN
cana-5443	205	45	,	,	PUNCT
cana-5443	205	46	crime	crime	NOUN
cana-5443	205	47	hotspots	hotspot	NOUN
cana-5443	205	48	,	,	PUNCT
cana-5443	205	49	and	and	CCONJ
cana-5443	205	50	the	the	DET
cana-5443	205	51	times	time	NOUN
cana-5443	205	52	of	of	ADP
cana-5443	205	53	crime	crime	NOUN
cana-5443	205	54	occurrence	occurrence	NOUN
cana-5443	205	55	.	.	PUNCT
cana-5443	206	1	the	the	DET
cana-5443	206	2	authors	author	NOUN
cana-5443	206	3	stress	stress	VERB
cana-5443	206	4	the	the	DET
cana-5443	206	5	importance	importance	NOUN
cana-5443	206	6	of	of	ADP
cana-5443	206	7	datasets	dataset	NOUN
cana-5443	206	8	particularly	particularly	ADV
cana-5443	206	9	law	law	NOUN
cana-5443	206	10	enforcement	enforcement	NOUN
cana-5443	206	11	datasets	dataset	NOUN
cana-5443	206	12	and	and	CCONJ
cana-5443	206	13	open	open	ADJ
cana-5443	206	14	crime	crime	NOUN
cana-5443	206	15	databases	database	NOUN
cana-5443	206	16	,	,	PUNCT
cana-5443	206	17	and	and	CCONJ
cana-5443	206	18	elaborate	elaborate	VERB
cana-5443	206	19	on	on	ADP
cana-5443	206	20	data	datum	NOUN
cana-5443	206	21	cleaning	cleaning	NOUN
cana-5443	206	22	methods	method	NOUN
cana-5443	206	23	such	such	ADJ
cana-5443	206	24	as	as	ADP
cana-5443	206	25	normalization	normalization	NOUN
cana-5443	206	26	and	and	CCONJ
cana-5443	206	27	imputing	impute	VERB
cana-5443	206	28	missing	miss	VERB
cana-5443	206	29	values	value	NOUN
cana-5443	206	30	.	.	PUNCT
cana-5443	207	1	the	the	DET
cana-5443	207	2	study	study	NOUN
cana-5443	207	3	places	place	VERB
cana-5443	207	4	significant	significant	ADJ
cana-5443	207	5	importance	importance	NOUN
cana-5443	207	6	on	on	ADP
cana-5443	207	7	accuracy	accuracy	NOUN
cana-5443	207	8	,	,	PUNCT
cana-5443	207	9	precision	precision	NOUN
cana-5443	207	10	,	,	PUNCT
cana-5443	207	11	and	and	CCONJ
cana-5443	207	12	recall	recall	NOUN
cana-5443	207	13	of	of	ADP
cana-5443	207	14	different	different	ADJ
cana-5443	207	15	algorithms	algorithm	NOUN
cana-5443	207	16	,	,	PUNCT
cana-5443	207	17	demonstrating	demonstrate	VERB
cana-5443	207	18	that	that	SCONJ
cana-5443	207	19	deep	deep	ADJ
cana-5443	207	20	learning	learning	NOUN
cana-5443	207	21	methods	method	NOUN
cana-5443	207	22	,	,	PUNCT
cana-5443	207	23	particularly	particularly	ADV
cana-5443	207	24	recurrent	recurrent	ADJ
cana-5443	207	25	(	(	PUNCT
cana-5443	207	26	rnn	rnn	PROPN
cana-5443	207	27	)	)	PUNCT
cana-5443	207	28	and	and	CCONJ
cana-5443	207	29	convolutional	convolutional	ADJ
cana-5443	207	30	(	(	PUNCT
cana-5443	207	31	cnn	cnn	NOUN
cana-5443	207	32	)	)	PUNCT
cana-5443	207	33	neural	neural	ADJ
cana-5443	207	34	networks	network	NOUN
cana-5443	207	35	,	,	PUNCT
cana-5443	207	36	significantly	significantly	ADV
cana-5443	207	37	exceed	exceed	VERB
cana-5443	207	38	the	the	DET
cana-5443	207	39	communications	communication	NOUN
cana-5443	207	40	on	on	ADP
cana-5443	207	41	applied	apply	VERB
cana-5443	207	42	nonlinear	nonlinear	ADJ
cana-5443	207	43	analysis	analysis	NOUN
cana-5443	207	44	issn	issn	NOUN
cana-5443	207	45	:	:	PUNCT
cana-5443	207	46	1074	1074	NUM
cana-5443	207	47	-	-	PUNCT
cana-5443	207	48	133x	133x	NUM
cana-5443	207	49	vol	vol	VERB
cana-5443	207	50	32	32	NUM
cana-5443	207	51	no	no	NOUN
cana-5443	207	52	.	.	PUNCT
cana-5443	208	1	10s	10	NOUN
cana-5443	208	2	(	(	PUNCT
cana-5443	208	3	2025	2025	NUM
cana-5443	208	4	)	)	PUNCT
cana-5443	208	5	2259	2259	NUM
cana-5443	208	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	208	7	performance	performance	NOUN
cana-5443	208	8	of	of	ADP
cana-5443	208	9	traditional	traditional	ADJ
cana-5443	208	10	ml	ml	NOUN
cana-5443	208	11	models	model	NOUN
cana-5443	208	12	in	in	ADP
cana-5443	208	13	recognition	recognition	NOUN
cana-5443	208	14	of	of	ADP
cana-5443	208	15	intricate	intricate	ADJ
cana-5443	208	16	patterns	pattern	NOUN
cana-5443	208	17	and	and	CCONJ
cana-5443	208	18	temporal	temporal	ADJ
cana-5443	208	19	analysis	analysis	NOUN
cana-5443	208	20	of	of	ADP
cana-5443	208	21	crime	crime	NOUN
cana-5443	208	22	data	datum	NOUN
cana-5443	208	23	.	.	PUNCT
cana-5443	209	1	the	the	DET
cana-5443	209	2	document	document	NOUN
cana-5443	209	3	outlines	outline	VERB
cana-5443	209	4	primary	primary	ADJ
cana-5443	209	5	concerns	concern	NOUN
cana-5443	209	6	such	such	ADJ
cana-5443	209	7	as	as	ADP
cana-5443	209	8	bias	bias	NOUN
cana-5443	209	9	in	in	ADP
cana-5443	209	10	data	datum	NOUN
cana-5443	209	11	selection	selection	NOUN
cana-5443	209	12	,	,	PUNCT
cana-5443	209	13	sparse	sparse	ADJ
cana-5443	209	14	datasets	dataset	NOUN
cana-5443	209	15	,	,	PUNCT
cana-5443	209	16	model	model	NOUN
cana-5443	209	17	overfitting	overfitting	NOUN
cana-5443	209	18	,	,	PUNCT
cana-5443	209	19	and	and	CCONJ
cana-5443	209	20	ethical	ethical	ADJ
cana-5443	209	21	implications	implication	NOUN
cana-5443	209	22	involving	involve	VERB
cana-5443	209	23	racial	racial	ADJ
cana-5443	209	24	profiling	profiling	NOUN
cana-5443	209	25	and	and	CCONJ
cana-5443	209	26	breaches	breach	NOUN
cana-5443	209	27	of	of	ADP
cana-5443	209	28	privacy	privacy	NOUN
cana-5443	209	29	.	.	PUNCT
cana-5443	210	1	analysis	analysis	NOUN
cana-5443	210	2	of	of	ADP
cana-5443	210	3	existing	exist	VERB
cana-5443	210	4	frameworks	framework	NOUN
cana-5443	210	5	for	for	ADP
cana-5443	210	6	crime	crime	NOUN
cana-5443	210	7	prediction	prediction	NOUN
cana-5443	210	8	shows	show	VERB
cana-5443	210	9	that	that	SCONJ
cana-5443	210	10	hybrid	hybrid	NOUN
cana-5443	210	11	models	model	NOUN
cana-5443	210	12	which	which	PRON
cana-5443	210	13	integrate	integrate	VERB
cana-5443	210	14	spatiotemporal	spatiotemporal	ADJ
cana-5443	210	15	data	datum	NOUN
cana-5443	210	16	with	with	ADP
cana-5443	210	17	socio	socio	NOUN
cana-5443	210	18	-	-	PUNCT
cana-5443	210	19	economic	economic	ADJ
cana-5443	210	20	factors	factor	NOUN
cana-5443	210	21	tend	tend	VERB
cana-5443	210	22	to	to	PART
cana-5443	210	23	outperform	outperform	VERB
cana-5443	210	24	others	other	NOUN
cana-5443	210	25	.	.	PUNCT
cana-5443	211	1	the	the	DET
cana-5443	211	2	research	research	NOUN
cana-5443	211	3	suggests	suggest	VERB
cana-5443	211	4	the	the	DET
cana-5443	211	5	inclusion	inclusion	NOUN
cana-5443	211	6	of	of	ADP
cana-5443	211	7	blockchain	blockchain	PROPN
cana-5443	211	8	technology	technology	PROPN
cana-5443	211	9	for	for	ADP
cana-5443	211	10	data	datum	NOUN
cana-5443	211	11	validity	validity	NOUN
cana-5443	211	12	and	and	CCONJ
cana-5443	211	13	security	security	NOUN
cana-5443	211	14	,	,	PUNCT
cana-5443	211	15	application	application	NOUN
cana-5443	211	16	of	of	ADP
cana-5443	211	17	transfer	transfer	NOUN
cana-5443	211	18	learning	learn	VERB
cana-5443	211	19	techniques	technique	NOUN
cana-5443	211	20	in	in	ADP
cana-5443	211	21	predicting	predict	VERB
cana-5443	211	22	crimes	crime	NOUN
cana-5443	211	23	across	across	ADP
cana-5443	211	24	different	different	ADJ
cana-5443	211	25	regions	region	NOUN
cana-5443	211	26	,	,	PUNCT
cana-5443	211	27	and	and	CCONJ
cana-5443	211	28	the	the	DET
cana-5443	211	29	use	use	NOUN
cana-5443	211	30	of	of	ADP
cana-5443	211	31	real	real	ADJ
cana-5443	211	32	-	-	PUNCT
cana-5443	211	33	time	time	NOUN
cana-5443	211	34	information	information	NOUN
cana-5443	211	35	streams	stream	NOUN
cana-5443	211	36	from	from	ADP
cana-5443	211	37	social	social	ADJ
cana-5443	211	38	media	medium	NOUN
cana-5443	211	39	platforms	platform	NOUN
cana-5443	211	40	and	and	CCONJ
cana-5443	211	41	iot	iot	NOUN
cana-5443	211	42	devices	device	NOUN
cana-5443	211	43	for	for	ADP
cana-5443	211	44	advanced	advanced	ADJ
cana-5443	211	45	intersectional	intersectional	ADJ
cana-5443	211	46	data	datum	NOUN
cana-5443	211	47	feeds	feed	VERB
cana-5443	211	48	as	as	ADP
cana-5443	211	49	some	some	DET
cana-5443	211	50	proposed	propose	VERB
cana-5443	211	51	lines	line	NOUN
cana-5443	211	52	of	of	ADP
cana-5443	211	53	future	future	ADJ
cana-5443	211	54	research	research	NOUN
cana-5443	211	55	.	.	PUNCT
cana-5443	212	1	the	the	DET
cana-5443	212	2	review	review	NOUN
cana-5443	212	3	clearly	clearly	ADV
cana-5443	212	4	argues	argue	VERB
cana-5443	212	5	that	that	SCONJ
cana-5443	212	6	while	while	SCONJ
cana-5443	212	7	ml	ml	NOUN
cana-5443	212	8	and	and	CCONJ
cana-5443	212	9	dl	dl	PROPN
cana-5443	212	10	technologies	technology	NOUN
cana-5443	212	11	provide	provide	VERB
cana-5443	212	12	advanced	advanced	ADJ
cana-5443	212	13	capabilities	capability	NOUN
cana-5443	212	14	for	for	ADP
cana-5443	212	15	proactive	proactive	ADJ
cana-5443	212	16	measures	measure	NOUN
cana-5443	212	17	in	in	ADP
cana-5443	212	18	law	law	NOUN
cana-5443	212	19	enforcement	enforcement	NOUN
cana-5443	212	20	and	and	CCONJ
cana-5443	212	21	public	public	ADJ
cana-5443	212	22	safety	safety	NOUN
cana-5443	212	23	,	,	PUNCT
cana-5443	212	24	there	there	PRON
cana-5443	212	25	is	be	VERB
cana-5443	212	26	a	a	DET
cana-5443	212	27	distinct	distinct	ADJ
cana-5443	212	28	lack	lack	NOUN
cana-5443	212	29	of	of	ADP
cana-5443	212	30	constructive	constructive	ADJ
cana-5443	212	31	frameworks	framework	NOUN
cana-5443	212	32	that	that	PRON
cana-5443	212	33	address	address	VERB
cana-5443	212	34	ethical	ethical	ADJ
cana-5443	212	35	and	and	CCONJ
cana-5443	212	36	legal	legal	ADJ
cana-5443	212	37	boundaries	boundary	NOUN
cana-5443	212	38	to	to	ADP
cana-5443	212	39	their	their	PRON
cana-5443	212	40	use	use	NOUN
cana-5443	212	41	.	.	PUNCT
cana-5443	213	1	this	this	DET
cana-5443	213	2	paper	paper	NOUN
cana-5443	213	3	is	be	AUX
cana-5443	213	4	aimed	aim	VERB
cana-5443	213	5	at	at	ADP
cana-5443	213	6	providing	provide	VERB
cana-5443	213	7	a	a	DET
cana-5443	213	8	basic	basic	ADJ
cana-5443	213	9	reference	reference	NOUN
cana-5443	213	10	of	of	ADP
cana-5443	213	11	interest	interest	NOUN
cana-5443	213	12	for	for	ADP
cana-5443	213	13	scholars	scholar	NOUN
cana-5443	213	14	and	and	CCONJ
cana-5443	213	15	ai	ai	VERB
cana-5443	213	16	practitioners	practitioner	NOUN
cana-5443	213	17	in	in	ADP
cana-5443	213	18	the	the	DET
cana-5443	213	19	field	field	NOUN
cana-5443	213	20	of	of	ADP
cana-5443	213	21	criminology	criminology	NOUN
cana-5443	213	22	.	.	PUNCT
cana-5443	214	1	rana	rana	PROPN
cana-5443	214	2	ayad	ayad	PROPN
cana-5443	214	3	et	et	PROPN
cana-5443	214	4	al	al	PROPN
cana-5443	214	5	.	.	PUNCT
cana-5443	215	1	[	[	X
cana-5443	215	2	26	26	NUM
cana-5443	215	3	]	]	PUNCT
cana-5443	215	4	investigate	investigate	VERB
cana-5443	215	5	the	the	DET
cana-5443	215	6	use	use	NOUN
cana-5443	215	7	of	of	ADP
cana-5443	215	8	convolutional	convolutional	ADJ
cana-5443	215	9	neural	neural	ADJ
cana-5443	215	10	networks	network	NOUN
cana-5443	215	11	(	(	PUNCT
cana-5443	215	12	cnns	cnns	PROPN
cana-5443	215	13	)	)	PUNCT
cana-5443	215	14	in	in	ADP
cana-5443	215	15	mobile	mobile	NOUN
cana-5443	215	16	-	-	PUNCT
cana-5443	215	17	based	base	VERB
cana-5443	215	18	remote	remote	ADJ
cana-5443	215	19	surveillance	surveillance	NOUN
cana-5443	215	20	systems	system	NOUN
cana-5443	215	21	with	with	ADP
cana-5443	215	22	a	a	DET
cana-5443	215	23	focus	focus	NOUN
cana-5443	215	24	on	on	ADP
cana-5443	215	25	home	home	NOUN
cana-5443	215	26	security	security	NOUN
cana-5443	215	27	[	[	X
cana-5443	215	28	26	26	NUM
cana-5443	215	29	]	]	PUNCT
cana-5443	215	30	.	.	PUNCT
cana-5443	216	1	this	this	DET
cana-5443	216	2	study	study	NOUN
cana-5443	216	3	provides	provide	VERB
cana-5443	216	4	a	a	DET
cana-5443	216	5	resourceefficient	resourceefficient	ADJ
cana-5443	216	6	cnn	cnn	PROPN
cana-5443	216	7	model	model	NOUN
cana-5443	216	8	designed	design	VERB
cana-5443	216	9	for	for	ADP
cana-5443	216	10	mobile	mobile	ADJ
cana-5443	216	11	,	,	PUNCT
cana-5443	216	12	constrained	constrained	ADJ
cana-5443	216	13	environments	environment	NOUN
cana-5443	216	14	.	.	PUNCT
cana-5443	217	1	understanding	understand	VERB
cana-5443	217	2	the	the	DET
cana-5443	217	3	problems	problem	NOUN
cana-5443	217	4	of	of	ADP
cana-5443	217	5	traditional	traditional	ADJ
cana-5443	217	6	surveillance	surveillance	NOUN
cana-5443	217	7	systems	system	NOUN
cana-5443	217	8	,	,	PUNCT
cana-5443	217	9	including	include	VERB
cana-5443	217	10	the	the	DET
cana-5443	217	11	infrastructural	infrastructural	ADJ
cana-5443	217	12	fixedness	fixedness	NOUN
cana-5443	217	13	and	and	CCONJ
cana-5443	217	14	the	the	DET
cana-5443	217	15	need	need	NOUN
cana-5443	217	16	for	for	ADP
cana-5443	217	17	constant	constant	ADJ
cana-5443	217	18	monitoring	monitoring	NOUN
cana-5443	217	19	,	,	PUNCT
cana-5443	217	20	the	the	DET
cana-5443	217	21	authors	author	NOUN
cana-5443	217	22	develop	develop	VERB
cana-5443	217	23	a	a	DET
cana-5443	217	24	mobile	mobile	ADJ
cana-5443	217	25	surveillance	surveillance	NOUN
cana-5443	217	26	framework	framework	NOUN
cana-5443	217	27	with	with	ADP
cana-5443	217	28	real	real	ADJ
cana-5443	217	29	-	-	PUNCT
cana-5443	217	30	time	time	NOUN
cana-5443	217	31	image	image	NOUN
cana-5443	217	32	analysis	analysis	NOUN
cana-5443	217	33	capabilities	capability	NOUN
cana-5443	217	34	for	for	ADP
cana-5443	217	35	recognition	recognition	NOUN
cana-5443	217	36	and	and	CCONJ
cana-5443	217	37	alert	alert	ADJ
cana-5443	217	38	signal	signal	NOUN
cana-5443	217	39	generation	generation	NOUN
cana-5443	217	40	.	.	PUNCT
cana-5443	218	1	the	the	DET
cana-5443	218	2	cnn	cnn	PROPN
cana-5443	218	3	model	model	NOUN
cana-5443	218	4	is	be	AUX
cana-5443	218	5	trained	train	VERB
cana-5443	218	6	to	to	PART
cana-5443	218	7	recognize	recognize	VERB
cana-5443	218	8	unauthorized	unauthorized	ADJ
cana-5443	218	9	access	access	NOUN
cana-5443	218	10	and	and	CCONJ
cana-5443	218	11	other	other	ADJ
cana-5443	218	12	abnormahuman	abnormahuman	NOUN
cana-5443	218	13	activities	activity	NOUN
cana-5443	218	14	as	as	ADP
cana-5443	218	15	suspicious	suspicious	ADJ
cana-5443	218	16	behavior	behavior	NOUN
cana-5443	218	17	in	in	ADP
cana-5443	218	18	streaming	stream	VERB
cana-5443	218	19	video	video	NOUN
cana-5443	218	20	feeds	feed	NOUN
cana-5443	218	21	.	.	PUNCT
cana-5443	219	1	the	the	DET
cana-5443	219	2	training	training	NOUN
cana-5443	219	3	process	process	NOUN
cana-5443	219	4	includes	include	VERB
cana-5443	219	5	enhancing	enhance	VERB
cana-5443	219	6	the	the	DET
cana-5443	219	7	model	model	NOUN
cana-5443	219	8	’s	’s	PART
cana-5443	219	9	generalizability	generalizability	NOUN
cana-5443	219	10	and	and	CCONJ
cana-5443	219	11	robustness	robustness	NOUN
cana-5443	219	12	with	with	ADP
cana-5443	219	13	a	a	DET
cana-5443	219	14	diverse	diverse	ADJ
cana-5443	219	15	dataset	dataset	NOUN
cana-5443	219	16	of	of	ADP
cana-5443	219	17	real	real	ADJ
cana-5443	219	18	-	-	PUNCT
cana-5443	219	19	world	world	NOUN
cana-5443	219	20	surveillance	surveillance	NOUN
cana-5443	219	21	footage	footage	NOUN
cana-5443	219	22	.	.	PUNCT
cana-5443	220	1	furthermore	furthermore	ADV
cana-5443	220	2	,	,	PUNCT
cana-5443	220	3	the	the	DET
cana-5443	220	4	paper	paper	NOUN
cana-5443	220	5	covers	cover	VERB
cana-5443	220	6	preprocessing	preprocesse	VERB
cana-5443	220	7	steps	step	NOUN
cana-5443	220	8	critical	critical	ADJ
cana-5443	220	9	for	for	ADP
cana-5443	220	10	maintaining	maintain	VERB
cana-5443	220	11	accuracy	accuracy	NOUN
cana-5443	220	12	over	over	ADP
cana-5443	220	13	differing	differ	VERB
cana-5443	220	14	light	light	ADJ
cana-5443	220	15	and	and	CCONJ
cana-5443	220	16	environmental	environmental	ADJ
cana-5443	220	17	conditions	condition	NOUN
cana-5443	220	18	,	,	PUNCT
cana-5443	220	19	including	include	VERB
cana-5443	220	20	noise	noise	NOUN
cana-5443	220	21	reduction	reduction	NOUN
cana-5443	220	22	,	,	PUNCT
cana-5443	220	23	image	image	NOUN
cana-5443	220	24	normalization	normalization	NOUN
cana-5443	220	25	,	,	PUNCT
cana-5443	220	26	and	and	CCONJ
cana-5443	220	27	data	datum	NOUN
cana-5443	220	28	augmentation	augmentation	NOUN
cana-5443	220	29	.	.	PUNCT
cana-5443	221	1	these	these	DET
cana-5443	221	2	cloud	cloud	NOUN
cana-5443	221	3	-	-	PUNCT
cana-5443	221	4	enabled	enable	VERB
cana-5443	221	5	functions	function	NOUN
cana-5443	221	6	allow	allow	VERB
cana-5443	221	7	storage	storage	NOUN
cana-5443	221	8	of	of	ADP
cana-5443	221	9	data	datum	NOUN
cana-5443	221	10	and	and	CCONJ
cana-5443	221	11	delivery	delivery	NOUN
cana-5443	221	12	of	of	ADP
cana-5443	221	13	notifications	notification	NOUN
cana-5443	221	14	,	,	PUNCT
cana-5443	221	15	thus	thus	ADV
cana-5443	221	16	providing	provide	VERB
cana-5443	221	17	users	user	NOUN
cana-5443	221	18	with	with	ADP
cana-5443	221	19	smartphone	smartphone	NOUN
cana-5443	221	20	alerts	alert	NOUN
cana-5443	221	21	.	.	PUNCT
cana-5443	222	1	comparative	comparative	ADJ
cana-5443	222	2	analysis	analysis	NOUN
cana-5443	222	3	demonstrates	demonstrate	VERB
cana-5443	222	4	that	that	SCONJ
cana-5443	222	5	the	the	DET
cana-5443	222	6	cnn	cnn	PROPN
cana-5443	222	7	-	-	PUNCT
cana-5443	222	8	based	base	VERB
cana-5443	222	9	model	model	NOUN
cana-5443	222	10	provides	provide	VERB
cana-5443	222	11	high	high	ADJ
cana-5443	222	12	detection	detection	NOUN
cana-5443	222	13	accuracy	accuracy	NOUN
cana-5443	222	14	and	and	CCONJ
cana-5443	222	15	is	be	AUX
cana-5443	222	16	computationally	computationally	ADV
cana-5443	222	17	lightweight	lightweight	ADJ
cana-5443	222	18	,	,	PUNCT
cana-5443	222	19	making	make	VERB
cana-5443	222	20	it	it	PRON
cana-5443	222	21	appropriate	appropriate	ADJ
cana-5443	222	22	for	for	ADP
cana-5443	222	23	edge	edge	NOUN
cana-5443	222	24	deployment	deployment	NOUN
cana-5443	222	25	.	.	PUNCT
cana-5443	223	1	the	the	DET
cana-5443	223	2	authors	author	NOUN
cana-5443	223	3	also	also	ADV
cana-5443	223	4	emphasize	emphasize	VERB
cana-5443	223	5	the	the	DET
cana-5443	223	6	need	need	NOUN
cana-5443	223	7	to	to	PART
cana-5443	223	8	finetune	finetune	NOUN
cana-5443	223	9	model	model	NOUN
cana-5443	223	10	design	design	NOUN
cana-5443	223	11	aimed	aim	VERB
cana-5443	223	12	at	at	ADP
cana-5443	223	13	battery	battery	NOUN
cana-5443	223	14	strain	strain	NOUN
cana-5443	223	15	and	and	CCONJ
cana-5443	223	16	inference	inference	NOUN
cana-5443	223	17	time	time	NOUN
cana-5443	223	18	optimization	optimization	NOUN
cana-5443	223	19	.	.	PUNCT
cana-5443	224	1	with	with	ADP
cana-5443	224	2	regard	regard	NOUN
cana-5443	224	3	to	to	ADP
cana-5443	224	4	detection	detection	NOUN
cana-5443	224	5	and	and	CCONJ
cana-5443	224	6	segmentation	segmentation	NOUN
cana-5443	224	7	of	of	ADP
cana-5443	224	8	objects	object	NOUN
cana-5443	224	9	from	from	ADP
cana-5443	224	10	video	video	NOUN
cana-5443	224	11	streams	stream	NOUN
cana-5443	224	12	,	,	PUNCT
cana-5443	224	13	ilioudi	ilioudi	ADJ
cana-5443	224	14	athina	athina	NOUN
cana-5443	224	15	and	and	CCONJ
cana-5443	224	16	colleagues	colleague	NOUN
cana-5443	224	17	[	[	X
cana-5443	224	18	27	27	NUM
cana-5443	224	19	]	]	PUNCT
cana-5443	224	20	analyze	analyze	VERB
cana-5443	224	21	the	the	DET
cana-5443	224	22	application	application	NOUN
cana-5443	224	23	of	of	ADP
cana-5443	224	24	deep	deep	ADJ
cana-5443	224	25	learning	learning	NOUN
cana-5443	224	26	underscoring	underscore	VERB
cana-5443	224	27	the	the	DET
cana-5443	224	28	blend	blend	NOUN
cana-5443	224	29	of	of	ADP
cana-5443	224	30	knowledge	knowledge	NOUN
cana-5443	224	31	-	-	PUNCT
cana-5443	224	32	based	base	VERB
cana-5443	224	33	practices	practice	NOUN
cana-5443	224	34	to	to	PART
cana-5443	224	35	improve	improve	VERB
cana-5443	224	36	model	model	NOUN
cana-5443	224	37	efficiency	efficiency	NOUN
cana-5443	224	38	and	and	CCONJ
cana-5443	224	39	generalization	generalization	NOUN
cana-5443	224	40	[	[	X
cana-5443	224	41	{	{	PUNCT
cana-5443	224	42	27	27	NUM
cana-5443	224	43	]	]	PUNCT
cana-5443	224	44	}	}	PUNCT
cana-5443	224	45	.	.	PUNCT
cana-5443	225	1	the	the	DET
cana-5443	225	2	study	study	NOUN
cana-5443	225	3	observes	observe	VERB
cana-5443	225	4	that	that	SCONJ
cana-5443	225	5	many	many	ADJ
cana-5443	225	6	deep	deep	ADJ
cana-5443	225	7	learning	learning	NOUN
cana-5443	225	8	techniques	technique	NOUN
cana-5443	225	9	,	,	PUNCT
cana-5443	225	10	including	include	VERB
cana-5443	225	11	yolo	yolo	PROPN
cana-5443	225	12	,	,	PUNCT
cana-5443	225	13	ssd	ssd	NOUN
cana-5443	225	14	,	,	PUNCT
cana-5443	225	15	and	and	CCONJ
cana-5443	225	16	mask	mask	VERB
cana-5443	225	17	r	r	NOUN
cana-5443	225	18	-	-	PUNCT
cana-5443	225	19	cnn	cnn	PROPN
cana-5443	225	20	,	,	PUNCT
cana-5443	225	21	while	while	SCONJ
cana-5443	225	22	achieving	achieve	VERB
cana-5443	225	23	benchmark	benchmark	NOUN
cana-5443	225	24	object	object	NOUN
cana-5443	225	25	detection	detection	NOUN
cana-5443	225	26	results	result	NOUN
cana-5443	225	27	,	,	PUNCT
cana-5443	225	28	seem	seem	VERB
cana-5443	225	29	to	to	PART
cana-5443	225	30	fail	fail	VERB
cana-5443	225	31	in	in	ADP
cana-5443	225	32	many	many	ADJ
cana-5443	225	33	real	real	ADJ
cana-5443	225	34	-	-	PUNCT
cana-5443	225	35	life	life	NOUN
cana-5443	225	36	scenarios	scenario	NOUN
cana-5443	225	37	where	where	SCONJ
cana-5443	225	38	understanding	understand	VERB
cana-5443	225	39	the	the	DET
cana-5443	225	40	context	context	NOUN
cana-5443	225	41	is	be	AUX
cana-5443	225	42	crucial	crucial	ADJ
cana-5443	225	43	.	.	PUNCT
cana-5443	226	1	in	in	ADP
cana-5443	226	2	response	response	NOUN
cana-5443	226	3	,	,	PUNCT
cana-5443	226	4	the	the	DET
cana-5443	226	5	authors	author	NOUN
cana-5443	226	6	put	put	VERB
cana-5443	226	7	forth	forth	ADP
cana-5443	226	8	a	a	DET
cana-5443	226	9	hybrid	hybrid	ADJ
cana-5443	226	10	model	model	NOUN
cana-5443	226	11	that	that	PRON
cana-5443	226	12	incorporates	incorporate	VERB
cana-5443	226	13	data	data	NOUN
cana-5443	226	14	-	-	PUNCT
cana-5443	226	15	driven	drive	VERB
cana-5443	226	16	learning	learning	NOUN
cana-5443	226	17	with	with	ADP
cana-5443	226	18	knowledge	knowledge	NOUN
cana-5443	226	19	-	-	PUNCT
cana-5443	226	20	based	base	VERB
cana-5443	226	21	mechanistic	mechanistic	ADJ
cana-5443	226	22	reasoning	reasoning	NOUN
cana-5443	226	23	.	.	PUNCT
cana-5443	227	1	this	this	DET
cana-5443	227	2	paper	paper	NOUN
cana-5443	227	3	examines	examine	VERB
cana-5443	227	4	how	how	SCONJ
cana-5443	227	5	certain	certain	ADJ
cana-5443	227	6	semantic	semantic	ADJ
cana-5443	227	7	information	information	NOUN
cana-5443	227	8	like	like	ADP
cana-5443	227	9	co	co	NOUN
cana-5443	227	10	-	-	NOUN
cana-5443	227	11	occurrence	occurrence	ADJ
cana-5443	227	12	,	,	PUNCT
cana-5443	227	13	spatial	spatial	ADJ
cana-5443	227	14	and	and	CCONJ
cana-5443	227	15	temporal	temporal	ADJ
cana-5443	227	16	relations	relation	NOUN
cana-5443	227	17	of	of	ADP
cana-5443	227	18	the	the	DET
cana-5443	227	19	objects	object	NOUN
cana-5443	227	20	can	can	AUX
cana-5443	227	21	be	be	AUX
cana-5443	227	22	embedded	embed	VERB
cana-5443	227	23	into	into	ADP
cana-5443	227	24	model	model	NOUN
cana-5443	227	25	training	training	NOUN
cana-5443	227	26	to	to	PART
cana-5443	227	27	enhance	enhance	VERB
cana-5443	227	28	robustness	robustness	NOUN
cana-5443	227	29	to	to	ADP
cana-5443	227	30	occlusion	occlusion	NOUN
cana-5443	227	31	and	and	CCONJ
cana-5443	227	32	clutter	clutter	NOUN
cana-5443	227	33	while	while	SCONJ
cana-5443	227	34	decreasing	decrease	VERB
cana-5443	227	35	false	false	ADJ
cana-5443	227	36	positives	positive	NOUN
cana-5443	227	37	.	.	PUNCT
cana-5443	228	1	for	for	ADP
cana-5443	228	2	training	training	NOUN
cana-5443	228	3	and	and	CCONJ
cana-5443	228	4	evaluation	evaluation	NOUN
cana-5443	228	5	,	,	PUNCT
cana-5443	228	6	benchmark	benchmark	NOUN
cana-5443	228	7	datasets	dataset	NOUN
cana-5443	228	8	coco	coco	PROPN
cana-5443	228	9	and	and	CCONJ
cana-5443	228	10	imagenet	imagenet	PROPN
cana-5443	228	11	vid	vid	PROPN
cana-5443	228	12	were	be	AUX
cana-5443	228	13	evaluated	evaluate	VERB
cana-5443	228	14	.	.	PUNCT
cana-5443	229	1	it	it	PRON
cana-5443	229	2	was	be	AUX
cana-5443	229	3	shown	show	VERB
cana-5443	229	4	that	that	SCONJ
cana-5443	229	5	with	with	ADP
cana-5443	229	6	the	the	DET
cana-5443	229	7	application	application	NOUN
cana-5443	229	8	of	of	ADP
cana-5443	229	9	domain	domain	NOUN
cana-5443	229	10	constraints	constraint	NOUN
cana-5443	229	11	,	,	PUNCT
cana-5443	229	12	accuracy	accuracy	NOUN
cana-5443	229	13	and	and	CCONJ
cana-5443	229	14	segmentation	segmentation	NOUN
cana-5443	229	15	quality	quality	NOUN
cana-5443	229	16	significantly	significantly	ADV
cana-5443	229	17	improved	improve	VERB
cana-5443	229	18	.	.	PUNCT
cana-5443	230	1	the	the	DET
cana-5443	230	2	incorporation	incorporation	NOUN
cana-5443	230	3	of	of	ADP
cana-5443	230	4	attention	attention	NOUN
cana-5443	230	5	mechanisms	mechanism	NOUN
cana-5443	230	6	within	within	ADP
cana-5443	230	7	the	the	DET
cana-5443	230	8	proposed	propose	VERB
cana-5443	230	9	framework	framework	NOUN
cana-5443	230	10	also	also	ADV
cana-5443	230	11	allows	allow	VERB
cana-5443	230	12	the	the	DET
cana-5443	230	13	model	model	NOUN
cana-5443	230	14	to	to	PART
cana-5443	230	15	selectively	selectively	ADV
cana-5443	230	16	focus	focus	VERB
cana-5443	230	17	on	on	ADP
cana-5443	230	18	crucial	crucial	ADJ
cana-5443	230	19	portions	portion	NOUN
cana-5443	230	20	within	within	ADP
cana-5443	230	21	the	the	DET
cana-5443	230	22	video	video	NOUN
cana-5443	230	23	frames	frame	NOUN
cana-5443	230	24	without	without	ADP
cana-5443	230	25	overwhelming	overwhelm	VERB
cana-5443	230	26	the	the	DET
cana-5443	230	27	processor	processor	NOUN
cana-5443	230	28	,	,	PUNCT
cana-5443	230	29	which	which	PRON
cana-5443	230	30	greatly	greatly	ADV
cana-5443	230	31	improves	improve	VERB
cana-5443	230	32	communications	communication	NOUN
cana-5443	230	33	on	on	ADP
cana-5443	230	34	applied	apply	VERB
cana-5443	230	35	nonlinear	nonlinear	ADJ
cana-5443	230	36	analysis	analysis	NOUN
cana-5443	230	37	issn	issn	NOUN
cana-5443	230	38	:	:	PUNCT
cana-5443	230	39	1074	1074	NUM
cana-5443	230	40	-	-	PUNCT
cana-5443	230	41	133x	133x	NUM
cana-5443	230	42	vol	vol	VERB
cana-5443	230	43	32	32	NUM
cana-5443	230	44	no	no	NOUN
cana-5443	230	45	.	.	PUNCT
cana-5443	231	1	10s	10	NOUN
cana-5443	231	2	(	(	PUNCT
cana-5443	231	3	2025	2025	NUM
cana-5443	231	4	)	)	PUNCT
cana-5443	231	5	2260	2260	NUM
cana-5443	231	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	231	7	detection	detection	NOUN
cana-5443	231	8	accuracy	accuracy	NOUN
cana-5443	231	9	.	.	PUNCT
cana-5443	232	1	surveillance	surveillance	NOUN
cana-5443	232	2	systems	system	NOUN
cana-5443	232	3	,	,	PUNCT
cana-5443	232	4	autonomous	autonomous	ADJ
cana-5443	232	5	driving	driving	NOUN
cana-5443	232	6	systems	system	NOUN
cana-5443	232	7	,	,	PUNCT
cana-5443	232	8	smart	smart	ADJ
cana-5443	232	9	city	city	NOUN
cana-5443	232	10	technologies	technology	NOUN
cana-5443	232	11	,	,	PUNCT
cana-5443	232	12	and	and	CCONJ
cana-5443	232	13	other	other	ADJ
cana-5443	232	14	systems	system	NOUN
cana-5443	232	15	that	that	PRON
cana-5443	232	16	require	require	VERB
cana-5443	232	17	reliable	reliable	ADJ
cana-5443	232	18	object	object	NOUN
cana-5443	232	19	recognition	recognition	NOUN
cana-5443	232	20	are	be	AUX
cana-5443	232	21	the	the	DET
cana-5443	232	22	focus	focus	NOUN
cana-5443	232	23	of	of	ADP
cana-5443	232	24	the	the	DET
cana-5443	232	25	system	system	NOUN
cana-5443	232	26	as	as	SCONJ
cana-5443	232	27	highlighted	highlight	VERB
cana-5443	232	28	by	by	ADP
cana-5443	232	29	the	the	DET
cana-5443	232	30	authors	author	NOUN
cana-5443	232	31	.	.	PUNCT
cana-5443	233	1	according	accord	VERB
cana-5443	233	2	to	to	ADP
cana-5443	233	3	the	the	DET
cana-5443	233	4	conducted	conduct	VERB
cana-5443	233	5	experiments	experiment	NOUN
cana-5443	233	6	,	,	PUNCT
cana-5443	233	7	there	there	PRON
cana-5443	233	8	is	be	VERB
cana-5443	233	9	a	a	DET
cana-5443	233	10	significant	significant	ADJ
cana-5443	233	11	increase	increase	NOUN
cana-5443	233	12	in	in	ADP
cana-5443	233	13	the	the	DET
cana-5443	233	14	map	map	NOUN
cana-5443	233	15	and	and	CCONJ
cana-5443	233	16	iou	iou	VERB
cana-5443	233	17	scores	score	NOUN
cana-5443	233	18	when	when	SCONJ
cana-5443	233	19	compared	compare	VERB
cana-5443	233	20	to	to	ADP
cana-5443	233	21	purely	purely	ADV
cana-5443	233	22	data	data	NOUN
cana-5443	233	23	-	-	PUNCT
cana-5443	233	24	driven	drive	VERB
cana-5443	233	25	models	model	NOUN
cana-5443	233	26	.	.	PUNCT
cana-5443	234	1	in	in	ADP
cana-5443	234	2	addition	addition	NOUN
cana-5443	234	3	,	,	PUNCT
cana-5443	234	4	the	the	DET
cana-5443	234	5	paper	paper	NOUN
cana-5443	234	6	addresses	address	VERB
cana-5443	234	7	a	a	DET
cana-5443	234	8	number	number	NOUN
cana-5443	234	9	of	of	ADP
cana-5443	234	10	real	real	ADJ
cana-5443	234	11	-	-	PUNCT
cana-5443	234	12	time	time	NOUN
cana-5443	234	13	implementation	implementation	NOUN
cana-5443	234	14	issues	issue	NOUN
cana-5443	234	15	like	like	ADP
cana-5443	234	16	latency	latency	NOUN
cana-5443	234	17	,	,	PUNCT
cana-5443	234	18	memory	memory	NOUN
cana-5443	234	19	footprint	footprint	NOUN
cana-5443	234	20	,	,	PUNCT
cana-5443	234	21	and	and	CCONJ
cana-5443	234	22	even	even	ADV
cana-5443	234	23	power	power	NOUN
cana-5443	234	24	consumption	consumption	NOUN
cana-5443	234	25	as	as	ADV
cana-5443	234	26	well	well	ADV
cana-5443	234	27	as	as	ADP
cana-5443	234	28	provides	provide	VERB
cana-5443	234	29	possible	possible	ADJ
cana-5443	234	30	optimizations	optimization	NOUN
cana-5443	234	31	for	for	ADP
cana-5443	234	32	these	these	DET
cana-5443	234	33	parameters	parameter	NOUN
cana-5443	234	34	in	in	ADP
cana-5443	234	35	the	the	DET
cana-5443	234	36	context	context	NOUN
cana-5443	234	37	of	of	ADP
cana-5443	234	38	edge	edge	NOUN
cana-5443	234	39	device	device	NOUN
cana-5443	234	40	deployment	deployment	NOUN
cana-5443	234	41	.	.	PUNCT
cana-5443	235	1	there	there	PRON
cana-5443	235	2	are	be	VERB
cana-5443	235	3	other	other	ADJ
cana-5443	235	4	ethical	ethical	ADJ
cana-5443	235	5	considerations	consideration	NOUN
cana-5443	235	6	too	too	ADV
cana-5443	235	7	,	,	PUNCT
cana-5443	235	8	which	which	PRON
cana-5443	235	9	are	be	AUX
cana-5443	235	10	related	relate	VERB
cana-5443	235	11	to	to	ADP
cana-5443	235	12	fairness	fairness	NOUN
cana-5443	235	13	and	and	CCONJ
cana-5443	235	14	bias	bias	NOUN
cana-5443	235	15	and	and	CCONJ
cana-5443	235	16	so	so	ADV
cana-5443	235	17	need	need	VERB
cana-5443	235	18	to	to	PART
cana-5443	235	19	be	be	AUX
cana-5443	235	20	addressed	address	VERB
cana-5443	235	21	in	in	ADP
cana-5443	235	22	the	the	DET
cana-5443	235	23	context	context	NOUN
cana-5443	235	24	of	of	ADP
cana-5443	235	25	ai	ai	PROPN
cana-5443	235	26	systems	system	NOUN
cana-5443	235	27	.	.	PUNCT
cana-5443	236	1	this	this	DET
cana-5443	236	2	research	research	NOUN
cana-5443	236	3	integrates	integrate	VERB
cana-5443	236	4	deep	deep	ADJ
cana-5443	236	5	learning	learning	NOUN
cana-5443	236	6	with	with	ADP
cana-5443	236	7	domain	domain	NOUN
cana-5443	236	8	expert	expert	NOUN
cana-5443	236	9	knowledge	knowledge	NOUN
cana-5443	236	10	information	information	NOUN
cana-5443	236	11	systems	system	NOUN
cana-5443	236	12	,	,	PUNCT
cana-5443	236	13	providing	provide	VERB
cana-5443	236	14	a	a	DET
cana-5443	236	15	useful	useful	ADJ
cana-5443	236	16	approach	approach	NOUN
cana-5443	236	17	towards	towards	ADP
cana-5443	236	18	more	more	ADV
cana-5443	236	19	explainable	explainable	ADJ
cana-5443	236	20	and	and	CCONJ
cana-5443	236	21	dependable	dependable	ADJ
cana-5443	236	22	video	video	NOUN
cana-5443	236	23	analytics	analytic	NOUN
cana-5443	236	24	systems	system	NOUN
cana-5443	236	25	[	[	X
cana-5443	236	26	27	27	NUM
cana-5443	236	27	]	]	PUNCT
cana-5443	236	28	.	.	PUNCT
cana-5443	237	1	stephen	stephen	PROPN
cana-5443	237	2	khor	khor	PROPN
cana-5443	237	3	wen	wen	PROPN
cana-5443	237	4	hwooi	hwooi	PROPN
cana-5443	237	5	et	et	PROPN
cana-5443	237	6	al	al	PROPN
cana-5443	237	7	.	.	PUNCT
cana-5443	238	1	[	[	X
cana-5443	238	2	28	28	NUM
cana-5443	238	3	]	]	X
cana-5443	238	4	propose	propose	VERB
cana-5443	238	5	a	a	DET
cana-5443	238	6	deep	deep	ADJ
cana-5443	238	7	learning	learning	NOUN
cana-5443	238	8	method	method	NOUN
cana-5443	238	9	for	for	ADP
cana-5443	238	10	continuous	continuous	ADJ
cana-5443	238	11	affect	affect	NOUN
cana-5443	238	12	recognition	recognition	NOUN
cana-5443	238	13	from	from	ADP
cana-5443	238	14	images	image	NOUN
cana-5443	238	15	of	of	ADP
cana-5443	238	16	faces	face	NOUN
cana-5443	238	17	in	in	ADP
cana-5443	238	18	the	the	DET
cana-5443	238	19	valence	valence	NOUN
cana-5443	238	20	-	-	PUNCT
cana-5443	238	21	arousal	arousal	NOUN
cana-5443	238	22	(	(	PUNCT
cana-5443	238	23	va	va	NOUN
cana-5443	238	24	)	)	PUNCT
cana-5443	238	25	emotional	emotional	ADJ
cana-5443	238	26	space	space	NOUN
cana-5443	238	27	.	.	PUNCT
cana-5443	239	1	the	the	DET
cana-5443	239	2	authors	author	NOUN
cana-5443	239	3	focus	focus	VERB
cana-5443	239	4	on	on	ADP
cana-5443	239	5	improving	improve	VERB
cana-5443	239	6	emotion	emotion	NOUN
cana-5443	239	7	recognition	recognition	NOUN
cana-5443	239	8	systems	system	NOUN
cana-5443	239	9	to	to	PART
cana-5443	239	10	interpret	interpret	VERB
cana-5443	239	11	human	human	ADJ
cana-5443	239	12	emotions	emotion	NOUN
cana-5443	239	13	more	more	ADV
cana-5443	239	14	accurately	accurately	ADV
cana-5443	239	15	for	for	ADP
cana-5443	239	16	useful	useful	ADJ
cana-5443	239	17	applications	application	NOUN
cana-5443	239	18	such	such	ADJ
cana-5443	239	19	as	as	ADP
cana-5443	239	20	in	in	ADP
cana-5443	239	21	mental	mental	ADJ
cana-5443	239	22	health	health	NOUN
cana-5443	239	23	care	care	NOUN
cana-5443	239	24	,	,	PUNCT
cana-5443	239	25	human	human	NOUN
cana-5443	239	26	-	-	PUNCT
cana-5443	239	27	computer	computer	NOUN
cana-5443	239	28	interaction	interaction	NOUN
cana-5443	239	29	,	,	PUNCT
cana-5443	239	30	and	and	CCONJ
cana-5443	239	31	behavioral	behavioral	ADJ
cana-5443	239	32	assessments	assessment	NOUN
cana-5443	239	33	,	,	PUNCT
cana-5443	239	34	as	as	SCONJ
cana-5443	239	35	the	the	DET
cana-5443	239	36	system	system	NOUN
cana-5443	239	37	needs	need	VERB
cana-5443	239	38	to	to	PART
cana-5443	239	39	go	go	VERB
cana-5443	239	40	beyond	beyond	ADP
cana-5443	239	41	simplistic	simplistic	ADJ
cana-5443	239	42	categorizations	categorization	NOUN
cana-5443	239	43	of	of	ADP
cana-5443	239	44	happy	happy	ADJ
cana-5443	239	45	,	,	PUNCT
cana-5443	239	46	sad	sad	ADJ
cana-5443	239	47	or	or	CCONJ
cana-5443	239	48	angry	angry	ADJ
cana-5443	239	49	.	.	PUNCT
cana-5443	240	1	the	the	DET
cana-5443	240	2	model	model	NOUN
cana-5443	240	3	is	be	AUX
cana-5443	240	4	trained	train	VERB
cana-5443	240	5	on	on	ADP
cana-5443	240	6	benchmark	benchmark	NOUN
cana-5443	240	7	datasets	dataset	NOUN
cana-5443	240	8	aff	aff	NOUN
cana-5443	240	9	-	-	PUNCT
cana-5443	240	10	wild2	wild2	PROPN
cana-5443	240	11	and	and	CCONJ
cana-5443	240	12	recola	recola	NOUN
cana-5443	240	13	which	which	PRON
cana-5443	240	14	are	be	AUX
cana-5443	240	15	annotated	annotate	VERB
cana-5443	240	16	continuously	continuously	ADV
cana-5443	240	17	in	in	ADP
cana-5443	240	18	the	the	DET
cana-5443	240	19	va	va	PROPN
cana-5443	240	20	space	space	NOUN
cana-5443	240	21	.	.	PUNCT
cana-5443	241	1	notable	notable	ADJ
cana-5443	241	2	model	model	NOUN
cana-5443	241	3	innovations	innovation	NOUN
cana-5443	241	4	include	include	VERB
cana-5443	241	5	the	the	DET
cana-5443	241	6	application	application	NOUN
cana-5443	241	7	of	of	ADP
cana-5443	241	8	attention	attention	NOUN
cana-5443	241	9	mechanisms	mechanism	NOUN
cana-5443	241	10	to	to	PART
cana-5443	241	11	dynamically	dynamically	ADV
cana-5443	241	12	focus	focus	VERB
cana-5443	241	13	on	on	ADP
cana-5443	241	14	important	important	ADJ
cana-5443	241	15	facial	facial	ADJ
cana-5443	241	16	regions	region	NOUN
cana-5443	241	17	and	and	CCONJ
cana-5443	241	18	multi	multi	ADJ
cana-5443	241	19	-	-	ADJ
cana-5443	241	20	tasking	tasking	ADJ
cana-5443	241	21	to	to	PART
cana-5443	241	22	learn	learn	VERB
cana-5443	241	23	both	both	DET
cana-5443	241	24	valence	valence	NOUN
cana-5443	241	25	and	and	CCONJ
cana-5443	241	26	arousal	arousal	NOUN
cana-5443	241	27	metrics	metric	NOUN
cana-5443	241	28	concurrently	concurrently	ADV
cana-5443	241	29	.	.	PUNCT
cana-5443	242	1	the	the	DET
cana-5443	242	2	study	study	NOUN
cana-5443	242	3	achieves	achieve	VERB
cana-5443	242	4	high	high	ADJ
cana-5443	242	5	concordance	concordance	NOUN
cana-5443	242	6	correlation	correlation	NOUN
cana-5443	242	7	coefficients	coefficient	NOUN
cana-5443	242	8	(	(	PUNCT
cana-5443	242	9	ccc	ccc	PROPN
cana-5443	242	10	)	)	PUNCT
cana-5443	242	11	which	which	PRON
cana-5443	242	12	is	be	AUX
cana-5443	242	13	a	a	DET
cana-5443	242	14	standard	standard	ADJ
cana-5443	242	15	continuous	continuous	ADJ
cana-5443	242	16	prediction	prediction	NOUN
cana-5443	242	17	assessment	assessment	NOUN
cana-5443	242	18	metric	metric	NOUN
cana-5443	242	19	,	,	PUNCT
cana-5443	242	20	suggesting	suggest	VERB
cana-5443	242	21	the	the	DET
cana-5443	242	22	model	model	NOUN
cana-5443	242	23	captures	capture	VERB
cana-5443	242	24	very	very	ADV
cana-5443	242	25	subtle	subtle	ADJ
cana-5443	242	26	emotional	emotional	ADJ
cana-5443	242	27	changes	change	NOUN
cana-5443	242	28	over	over	ADP
cana-5443	242	29	time	time	NOUN
cana-5443	242	30	.	.	PUNCT
cana-5443	243	1	the	the	DET
cana-5443	243	2	influence	influence	NOUN
cana-5443	243	3	of	of	ADP
cana-5443	243	4	head	head	NOUN
cana-5443	243	5	pose	pose	VERB
cana-5443	243	6	,	,	PUNCT
cana-5443	243	7	lighting	lighting	NOUN
cana-5443	243	8	,	,	PUNCT
cana-5443	243	9	occlusion	occlusion	NOUN
cana-5443	243	10	,	,	PUNCT
cana-5443	243	11	and	and	CCONJ
cana-5443	243	12	model	model	NOUN
cana-5443	243	13	performance	performance	NOUN
cana-5443	243	14	are	be	AUX
cana-5443	243	15	discussed	discuss	VERB
cana-5443	243	16	along	along	ADP
cana-5443	243	17	with	with	ADP
cana-5443	243	18	preprocessing	preprocesse	VERB
cana-5443	243	19	solutions	solution	NOUN
cana-5443	243	20	such	such	ADJ
cana-5443	243	21	as	as	ADP
cana-5443	243	22	facial	facial	ADJ
cana-5443	243	23	alignment	alignment	NOUN
cana-5443	243	24	and	and	CCONJ
cana-5443	243	25	normalization	normalization	NOUN
cana-5443	243	26	which	which	PRON
cana-5443	243	27	aim	aim	VERB
cana-5443	243	28	to	to	PART
cana-5443	243	29	reduce	reduce	VERB
cana-5443	243	30	these	these	DET
cana-5443	243	31	influences	influence	NOUN
cana-5443	243	32	.	.	PUNCT
cana-5443	244	1	the	the	DET
cana-5443	244	2	accuracy	accuracy	NOUN
cana-5443	244	3	and	and	CCONJ
cana-5443	244	4	temporal	temporal	ADJ
cana-5443	244	5	smoothness	smoothness	NOUN
cana-5443	244	6	of	of	ADP
cana-5443	244	7	the	the	DET
cana-5443	244	8	model	model	NOUN
cana-5443	244	9	under	under	ADP
cana-5443	244	10	review	review	NOUN
cana-5443	244	11	have	have	AUX
cana-5443	244	12	been	be	AUX
cana-5443	244	13	,	,	PUNCT
cana-5443	244	14	in	in	ADP
cana-5443	244	15	comparison	comparison	NOUN
cana-5443	244	16	,	,	PUNCT
cana-5443	244	17	evaluated	evaluate	VERB
cana-5443	244	18	to	to	PART
cana-5443	244	19	be	be	AUX
cana-5443	244	20	better	well	ADJ
cana-5443	244	21	than	than	ADP
cana-5443	244	22	all	all	DET
cana-5443	244	23	other	other	ADJ
cana-5443	244	24	approaches	approach	NOUN
cana-5443	244	25	.	.	PUNCT
cana-5443	245	1	the	the	DET
cana-5443	245	2	authors	author	NOUN
cana-5443	245	3	did	do	AUX
cana-5443	245	4	point	point	VERB
cana-5443	245	5	out	out	ADP
cana-5443	245	6	that	that	SCONJ
cana-5443	245	7	their	their	PRON
cana-5443	245	8	solution	solution	NOUN
cana-5443	245	9	could	could	AUX
cana-5443	245	10	be	be	AUX
cana-5443	245	11	adapted	adapt	VERB
cana-5443	245	12	to	to	ADP
cana-5443	245	13	multimodal	multimodal	NOUN
cana-5443	245	14	systems	system	NOUN
cana-5443	245	15	that	that	PRON
cana-5443	245	16	integrate	integrate	VERB
cana-5443	245	17	speech	speech	NOUN
cana-5443	245	18	and	and	CCONJ
cana-5443	245	19	physiological	physiological	ADJ
cana-5443	245	20	signals	signal	NOUN
cana-5443	245	21	.	.	PUNCT
cana-5443	246	1	along	along	ADP
cana-5443	246	2	with	with	ADP
cana-5443	246	3	user	user	NOUN
cana-5443	246	4	privacy	privacy	NOUN
cana-5443	246	5	,	,	PUNCT
cana-5443	246	6	data	datum	NOUN
cana-5443	246	7	privacy	privacy	NOUN
cana-5443	246	8	and	and	CCONJ
cana-5443	246	9	consent	consent	NOUN
cana-5443	246	10	are	be	AUX
cana-5443	246	11	also	also	ADV
cana-5443	246	12	described	describe	VERB
cana-5443	246	13	.	.	PUNCT
cana-5443	247	1	in	in	ADP
cana-5443	247	2	summary	summary	NOUN
cana-5443	247	3	,	,	PUNCT
cana-5443	247	4	the	the	DET
cana-5443	247	5	paper	paper	NOUN
cana-5443	247	6	makes	make	VERB
cana-5443	247	7	an	an	DET
cana-5443	247	8	impactful	impactful	ADJ
cana-5443	247	9	contribution	contribution	NOUN
cana-5443	247	10	to	to	ADP
cana-5443	247	11	the	the	DET
cana-5443	247	12	field	field	NOUN
cana-5443	247	13	of	of	ADP
cana-5443	247	14	affective	affective	NOUN
cana-5443	247	15	computing	computing	NOUN
cana-5443	247	16	by	by	ADP
cana-5443	247	17	designing	design	VERB
cana-5443	247	18	a	a	DET
cana-5443	247	19	powerful	powerful	ADJ
cana-5443	247	20	real	real	ADJ
cana-5443	247	21	-	-	PUNCT
cana-5443	247	22	time	time	NOUN
cana-5443	247	23	system	system	NOUN
cana-5443	247	24	for	for	ADP
cana-5443	247	25	advanced	advanced	ADJ
cana-5443	247	26	emotion	emotion	NOUN
cana-5443	247	27	prediction	prediction	NOUN
cana-5443	247	28	that	that	PRON
cana-5443	247	29	can	can	AUX
cana-5443	247	30	be	be	AUX
cana-5443	247	31	seamlessly	seamlessly	ADV
cana-5443	247	32	integrated	integrate	VERB
cana-5443	247	33	into	into	ADP
cana-5443	247	34	healthcare	healthcare	PROPN
cana-5443	247	35	,	,	PUNCT
cana-5443	247	36	security	security	NOUN
cana-5443	247	37	,	,	PUNCT
cana-5443	247	38	and	and	CCONJ
cana-5443	247	39	interactive	interactive	ADJ
cana-5443	247	40	systems	system	NOUN
cana-5443	247	41	technology	technology	NOUN
cana-5443	247	42	.	.	PUNCT
cana-5443	248	1	sathya	sathya	PROPN
cana-5443	248	2	g	g	PROPN
cana-5443	248	3	et	et	PROPN
cana-5443	248	4	al	al	PROPN
cana-5443	248	5	.	.	PUNCT
cana-5443	249	1	[	[	X
cana-5443	249	2	29	29	NUM
cana-5443	249	3	]	]	PUNCT
cana-5443	249	4	have	have	AUX
cana-5443	249	5	developed	develop	VERB
cana-5443	249	6	a	a	DET
cana-5443	249	7	surveillance	surveillance	NOUN
cana-5443	249	8	system	system	NOUN
cana-5443	249	9	for	for	ADP
cana-5443	249	10	criminal	criminal	ADJ
cana-5443	249	11	recognition	recognition	NOUN
cana-5443	249	12	using	use	VERB
cana-5443	249	13	deep	deep	ADJ
cana-5443	249	14	learning	learning	NOUN
cana-5443	249	15	techniques	technique	NOUN
cana-5443	249	16	[	[	X
cana-5443	249	17	29	29	NUM
cana-5443	249	18	]	]	PUNCT
cana-5443	249	19	.	.	PUNCT
cana-5443	250	1	the	the	DET
cana-5443	250	2	research	research	NOUN
cana-5443	250	3	highlights	highlight	NOUN
cana-5443	250	4	issues	issue	NOUN
cana-5443	250	5	arising	arise	VERB
cana-5443	250	6	from	from	ADP
cana-5443	250	7	manual	manual	ADJ
cana-5443	250	8	observation	observation	NOUN
cana-5443	250	9	paired	pair	VERB
cana-5443	250	10	with	with	ADP
cana-5443	250	11	outdated	outdated	ADJ
cana-5443	250	12	recognition	recognition	NOUN
cana-5443	250	13	system	system	NOUN
cana-5443	250	14	,	,	PUNCT
cana-5443	250	15	stemming	stem	VERB
cana-5443	250	16	from	from	ADP
cana-5443	250	17	their	their	PRON
cana-5443	250	18	inconsistent	inconsistent	ADJ
cana-5443	250	19	accuracy	accuracy	NOUN
cana-5443	250	20	and	and	CCONJ
cana-5443	250	21	difficulties	difficulty	NOUN
cana-5443	250	22	coping	cope	VERB
cana-5443	250	23	with	with	ADP
cana-5443	250	24	changing	change	VERB
cana-5443	250	25	conditions	condition	NOUN
cana-5443	250	26	.	.	PUNCT
cana-5443	251	1	to	to	PART
cana-5443	251	2	address	address	VERB
cana-5443	251	3	these	these	DET
cana-5443	251	4	challenges	challenge	NOUN
cana-5443	251	5	,	,	PUNCT
cana-5443	251	6	the	the	DET
cana-5443	251	7	system	system	NOUN
cana-5443	251	8	employs	employ	VERB
cana-5443	251	9	a	a	DET
cana-5443	251	10	convolutional	convolutional	ADJ
cana-5443	251	11	neural	neural	ADJ
cana-5443	251	12	network	network	NOUN
cana-5443	251	13	(	(	PUNCT
cana-5443	251	14	cnn	cnn	PROPN
cana-5443	251	15	)	)	PUNCT
cana-5443	251	16	with	with	ADP
cana-5443	251	17	architecture	architecture	NOUN
cana-5443	251	18	tailored	tailor	VERB
cana-5443	251	19	to	to	PART
cana-5443	251	20	cope	cope	VERB
cana-5443	251	21	with	with	ADP
cana-5443	251	22	changes	change	NOUN
cana-5443	251	23	due	due	ADJ
cana-5443	251	24	to	to	ADP
cana-5443	251	25	age	age	NOUN
cana-5443	251	26	,	,	PUNCT
cana-5443	251	27	lighting	lighting	NOUN
cana-5443	251	28	,	,	PUNCT
cana-5443	251	29	and	and	CCONJ
cana-5443	251	30	pose	pose	VERB
cana-5443	251	31	as	as	SCONJ
cana-5443	251	32	the	the	DET
cana-5443	251	33	model	model	NOUN
cana-5443	251	34	is	be	AUX
cana-5443	251	35	trained	train	VERB
cana-5443	251	36	on	on	ADP
cana-5443	251	37	a	a	DET
cana-5443	251	38	wide	wide	ADJ
cana-5443	251	39	range	range	NOUN
cana-5443	251	40	of	of	ADP
cana-5443	251	41	facial	facial	ADJ
cana-5443	251	42	images	image	NOUN
cana-5443	251	43	.	.	PUNCT
cana-5443	252	1	the	the	DET
cana-5443	252	2	model	model	NOUN
cana-5443	252	3	is	be	AUX
cana-5443	252	4	capable	capable	ADJ
cana-5443	252	5	of	of	ADP
cana-5443	252	6	performing	perform	VERB
cana-5443	252	7	face	face	NOUN
cana-5443	252	8	detection	detection	NOUN
cana-5443	252	9	,	,	PUNCT
cana-5443	252	10	alignment	alignment	NOUN
cana-5443	252	11	,	,	PUNCT
cana-5443	252	12	feature	feature	NOUN
cana-5443	252	13	extraction	extraction	NOUN
cana-5443	252	14	,	,	PUNCT
cana-5443	252	15	and	and	CCONJ
cana-5443	252	16	classification	classification	NOUN
cana-5443	252	17	in	in	ADP
cana-5443	252	18	a	a	DET
cana-5443	252	19	sequential	sequential	ADJ
cana-5443	252	20	stream	stream	NOUN
cana-5443	252	21	optimized	optimize	VERB
cana-5443	252	22	for	for	ADP
cana-5443	252	23	real	real	ADJ
cana-5443	252	24	-	-	PUNCT
cana-5443	252	25	time	time	NOUN
cana-5443	252	26	operation	operation	NOUN
cana-5443	252	27	.	.	PUNCT
cana-5443	253	1	the	the	DET
cana-5443	253	2	system	system	NOUN
cana-5443	253	3	’s	’s	PART
cana-5443	253	4	cascade	cascade	NOUN
cana-5443	253	5	classifiers	classifier	NOUN
cana-5443	253	6	and	and	CCONJ
cana-5443	253	7	histograms	histogram	NOUN
cana-5443	253	8	are	be	AUX
cana-5443	253	9	also	also	ADV
cana-5443	253	10	used	use	VERB
cana-5443	253	11	on	on	ADP
cana-5443	253	12	pre	pre	ADJ
cana-5443	253	13	-	-	ADJ
cana-5443	253	14	processing	processing	ADJ
cana-5443	253	15	stages	stage	NOUN
cana-5443	253	16	to	to	PART
cana-5443	253	17	improve	improve	VERB
cana-5443	253	18	the	the	DET
cana-5443	253	19	quality	quality	NOUN
cana-5443	253	20	of	of	ADP
cana-5443	253	21	data	datum	NOUN
cana-5443	253	22	prior	prior	ADV
cana-5443	253	23	to	to	ADP
cana-5443	253	24	classification	classification	NOUN
cana-5443	253	25	.	.	PUNCT
cana-5443	254	1	the	the	DET
cana-5443	254	2	classification	classification	NOUN
cana-5443	254	3	layer	layer	NOUN
cana-5443	254	4	applies	apply	VERB
cana-5443	254	5	a	a	DET
cana-5443	254	6	softmax	softmax	NOUN
cana-5443	254	7	function	function	NOUN
cana-5443	254	8	to	to	PART
cana-5443	254	9	classify	classify	VERB
cana-5443	254	10	stored	store	VERB
cana-5443	254	11	profiles	profile	NOUN
cana-5443	254	12	of	of	ADP
cana-5443	254	13	criminals	criminal	NOUN
cana-5443	254	14	and	and	CCONJ
cana-5443	254	15	select	select	VERB
cana-5443	254	16	the	the	DET
cana-5443	254	17	best	good	ADJ
cana-5443	254	18	candidate	candidate	NOUN
cana-5443	254	19	.	.	PUNCT
cana-5443	255	1	benchmarking	benchmarke	VERB
cana-5443	255	2	confirms	confirm	VERB
cana-5443	255	3	that	that	SCONJ
cana-5443	255	4	the	the	DET
cana-5443	255	5	model	model	NOUN
cana-5443	255	6	outperforms	outperform	VERB
cana-5443	255	7	traditional	traditional	ADJ
cana-5443	255	8	pca	pca	PROPN
cana-5443	255	9	and	and	CCONJ
cana-5443	255	10	lbp	lbp	NOUN
cana-5443	255	11	-	-	PUNCT
cana-5443	255	12	based	base	VERB
cana-5443	255	13	methods	method	NOUN
cana-5443	255	14	in	in	ADP
cana-5443	255	15	recognition	recognition	NOUN
cana-5443	255	16	accuracy	accuracy	NOUN
cana-5443	255	17	.	.	PUNCT
cana-5443	256	1	integrated	integrate	VERB
cana-5443	256	2	with	with	ADP
cana-5443	256	3	a	a	DET
cana-5443	256	4	matched	match	VERB
cana-5443	256	5	offender	offender	NOUN
cana-5443	256	6	image	image	NOUN
cana-5443	256	7	and	and	CCONJ
cana-5443	256	8	metadata	metadata	NOUN
cana-5443	256	9	database	database	NOUN
cana-5443	256	10	,	,	PUNCT
cana-5443	256	11	the	the	DET
cana-5443	256	12	system	system	NOUN
cana-5443	256	13	issues	issue	VERB
cana-5443	256	14	automatic	automatic	ADJ
cana-5443	256	15	alerts	alert	NOUN
cana-5443	256	16	upon	upon	SCONJ
cana-5443	256	17	detection	detection	NOUN
cana-5443	256	18	of	of	ADP
cana-5443	256	19	a	a	DET
cana-5443	256	20	match	match	NOUN
cana-5443	256	21	.	.	PUNCT
cana-5443	257	1	certain	certain	ADJ
cana-5443	257	2	topics	topic	NOUN
cana-5443	257	3	like	like	ADP
cana-5443	257	4	communications	communication	NOUN
cana-5443	257	5	on	on	ADP
cana-5443	257	6	applied	apply	VERB
cana-5443	257	7	nonlinear	nonlinear	ADJ
cana-5443	257	8	analysis	analysis	NOUN
cana-5443	257	9	issn	issn	NOUN
cana-5443	257	10	:	:	PUNCT
cana-5443	257	11	1074	1074	NUM
cana-5443	257	12	-	-	PUNCT
cana-5443	257	13	133x	133x	NUM
cana-5443	257	14	vol	vol	VERB
cana-5443	257	15	32	32	NUM
cana-5443	257	16	no	no	NOUN
cana-5443	257	17	.	.	PUNCT
cana-5443	258	1	10s	10	NOUN
cana-5443	258	2	(	(	PUNCT
cana-5443	258	3	2025	2025	NUM
cana-5443	258	4	)	)	PUNCT
cana-5443	258	5	2261	2261	NUM
cana-5443	258	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	258	7	face	face	NOUN
cana-5443	258	8	encryption	encryption	NOUN
cana-5443	258	9	along	along	ADP
cana-5443	258	10	with	with	ADP
cana-5443	258	11	restricted	restricted	ADJ
cana-5443	258	12	access	access	NOUN
cana-5443	258	13	and	and	CCONJ
cana-5443	258	14	others	other	NOUN
cana-5443	258	15	are	be	AUX
cana-5443	258	16	lightly	lightly	ADV
cana-5443	258	17	covered	cover	VERB
cana-5443	258	18	under	under	ADP
cana-5443	258	19	the	the	DET
cana-5443	258	20	scope	scope	NOUN
cana-5443	258	21	of	of	ADP
cana-5443	258	22	security	security	NOUN
cana-5443	258	23	to	to	PART
cana-5443	258	24	ensure	ensure	VERB
cana-5443	258	25	protection	protection	NOUN
cana-5443	258	26	of	of	ADP
cana-5443	258	27	the	the	DET
cana-5443	258	28	information	information	NOUN
cana-5443	258	29	.	.	PUNCT
cana-5443	259	1	the	the	DET
cana-5443	259	2	authors	author	NOUN
cana-5443	259	3	demonstrate	demonstrate	VERB
cana-5443	259	4	system	system	NOUN
cana-5443	259	5	performance	performance	NOUN
cana-5443	259	6	on	on	ADP
cana-5443	259	7	live	live	ADJ
cana-5443	259	8	cctv	cctv	NOUN
cana-5443	259	9	streams	stream	NOUN
cana-5443	259	10	,	,	PUNCT
cana-5443	259	11	achieving	achieve	VERB
cana-5443	259	12	good	good	ADJ
cana-5443	259	13	results	result	NOUN
cana-5443	259	14	in	in	ADP
cana-5443	259	15	cases	case	NOUN
cana-5443	259	16	of	of	ADP
cana-5443	259	17	partial	partial	ADJ
cana-5443	259	18	occlusions	occlusion	NOUN
cana-5443	259	19	and	and	CCONJ
cana-5443	259	20	in	in	ADP
cana-5443	259	21	crowded	crowded	ADJ
cana-5443	259	22	scenes	scene	NOUN
cana-5443	259	23	.	.	PUNCT
cana-5443	260	1	while	while	SCONJ
cana-5443	260	2	the	the	DET
cana-5443	260	3	research	research	NOUN
cana-5443	260	4	recognizes	recognize	VERB
cana-5443	260	5	the	the	DET
cana-5443	260	6	possible	possible	ADJ
cana-5443	260	7	demographic	demographic	ADJ
cana-5443	260	8	or	or	CCONJ
cana-5443	260	9	racial	racial	ADJ
cana-5443	260	10	false	false	ADJ
cana-5443	260	11	positive	positive	ADJ
cana-5443	260	12	biases	bias	NOUN
cana-5443	260	13	within	within	ADP
cana-5443	260	14	face	face	NOUN
cana-5443	260	15	datasets	dataset	NOUN
cana-5443	260	16	,	,	PUNCT
cana-5443	260	17	it	it	PRON
cana-5443	260	18	does	do	AUX
cana-5443	260	19	not	not	PART
cana-5443	260	20	analyze	analyze	VERB
cana-5443	260	21	how	how	SCONJ
cana-5443	260	22	to	to	PART
cana-5443	260	23	address	address	VERB
cana-5443	260	24	these	these	DET
cana-5443	260	25	issues	issue	NOUN
cana-5443	260	26	.	.	PUNCT
cana-5443	261	1	future	future	ADJ
cana-5443	261	2	work	work	NOUN
cana-5443	261	3	includes	include	VERB
cana-5443	261	4	the	the	DET
cana-5443	261	5	implementation	implementation	NOUN
cana-5443	261	6	of	of	ADP
cana-5443	261	7	gans	gan	NOUN
cana-5443	261	8	to	to	PART
cana-5443	261	9	create	create	VERB
cana-5443	261	10	synthetic	synthetic	ADJ
cana-5443	261	11	data	datum	NOUN
cana-5443	261	12	for	for	ADP
cana-5443	261	13	class	class	NOUN
cana-5443	261	14	imbalance	imbalance	NOUN
cana-5443	261	15	issues	issue	NOUN
cana-5443	261	16	and	and	CCONJ
cana-5443	261	17	the	the	DET
cana-5443	261	18	application	application	NOUN
cana-5443	261	19	of	of	ADP
cana-5443	261	20	multi	multi	ADJ
cana-5443	261	21	-	-	ADJ
cana-5443	261	22	modal	modal	ADJ
cana-5443	261	23	biometric	biometric	ADJ
cana-5443	261	24	inputs	input	NOUN
cana-5443	261	25	for	for	ADP
cana-5443	261	26	added	add	VERB
cana-5443	261	27	precision	precision	NOUN
cana-5443	261	28	.	.	PUNCT
cana-5443	262	1	this	this	DET
cana-5443	262	2	approach	approach	NOUN
cana-5443	262	3	offers	offer	VERB
cana-5443	262	4	useful	useful	ADJ
cana-5443	262	5	utility	utility	NOUN
cana-5443	262	6	for	for	ADP
cana-5443	262	7	law	law	NOUN
cana-5443	262	8	enforcement	enforcement	NOUN
cana-5443	262	9	and	and	CCONJ
cana-5443	262	10	public	public	ADJ
cana-5443	262	11	surveillance	surveillance	NOUN
cana-5443	262	12	systems	system	NOUN
cana-5443	262	13	illustrating	illustrate	VERB
cana-5443	262	14	the	the	DET
cana-5443	262	15	revolutionary	revolutionary	ADJ
cana-5443	262	16	potential	potential	NOUN
cana-5443	262	17	of	of	ADP
cana-5443	262	18	ai	ai	NOUN
cana-5443	262	19	in	in	ADP
cana-5443	262	20	transforming	transform	VERB
cana-5443	262	21	systems	system	NOUN
cana-5443	262	22	for	for	ADP
cana-5443	262	23	the	the	DET
cana-5443	262	24	detection	detection	NOUN
cana-5443	262	25	of	of	ADP
cana-5443	262	26	crime	crime	NOUN
cana-5443	262	27	and	and	CCONJ
cana-5443	262	28	the	the	DET
cana-5443	262	29	safeguarding	safeguarding	NOUN
cana-5443	262	30	of	of	ADP
cana-5443	262	31	society	society	NOUN
cana-5443	262	32	[	[	X
cana-5443	262	33	29	29	NUM
cana-5443	262	34	]	]	PUNCT
cana-5443	262	35	.	.	PUNCT
cana-5443	263	1	hyun	hyun	PROPN
cana-5443	263	2	-	-	PUNCT
cana-5443	263	3	bin	bin	PROPN
cana-5443	263	4	kim	kim	PROPN
cana-5443	263	5	et	et	PROPN
cana-5443	263	6	al	al	PROPN
cana-5443	263	7	.	.	PROPN
cana-5443	263	8	developed	develop	VERB
cana-5443	263	9	a	a	DET
cana-5443	263	10	sophisticated	sophisticated	ADJ
cana-5443	263	11	surveillance	surveillance	NOUN
cana-5443	263	12	system	system	NOUN
cana-5443	263	13	able	able	ADJ
cana-5443	263	14	to	to	PART
cana-5443	263	15	face	face	VERB
cana-5443	263	16	the	the	DET
cana-5443	263	17	challenges	challenge	NOUN
cana-5443	263	18	posed	pose	VERB
cana-5443	263	19	by	by	ADP
cana-5443	263	20	“	"	PUNCT
cana-5443	263	21	in	in	ADP
cana-5443	263	22	-	-	PUNCT
cana-5443	263	23	the	the	DET
cana-5443	263	24	-	-	PUNCT
cana-5443	263	25	wild	wild	ADJ
cana-5443	263	26	”	"	PUNCT
cana-5443	263	27	video	video	NOUN
cana-5443	263	28	streams	stream	NOUN
cana-5443	263	29	,	,	PUNCT
cana-5443	263	30	enabling	enable	VERB
cana-5443	263	31	real	real	ADJ
cana-5443	263	32	-	-	PUNCT
cana-5443	263	33	time	time	NOUN
cana-5443	263	34	and	and	CCONJ
cana-5443	263	35	accurate	accurate	ADJ
cana-5443	263	36	facial	facial	ADJ
cana-5443	263	37	recognition	recognition	NOUN
cana-5443	263	38	[	[	X
cana-5443	263	39	30	30	NUM
cana-5443	263	40	]	]	PUNCT
cana-5443	263	41	.	.	PUNCT
cana-5443	264	1	the	the	DET
cana-5443	264	2	work	work	NOUN
cana-5443	264	3	aims	aim	VERB
cana-5443	264	4	to	to	PART
cana-5443	264	5	create	create	VERB
cana-5443	264	6	a	a	DET
cana-5443	264	7	reliable	reliable	ADJ
cana-5443	264	8	face	face	NOUN
cana-5443	264	9	recognition	recognition	NOUN
cana-5443	264	10	system	system	NOUN
cana-5443	264	11	that	that	PRON
cana-5443	264	12	functions	function	VERB
cana-5443	264	13	optimally	optimally	ADV
cana-5443	264	14	in	in	ADP
cana-5443	264	15	uncontrolled	uncontrolled	ADJ
cana-5443	264	16	environments	environment	NOUN
cana-5443	264	17	which	which	PRON
cana-5443	264	18	may	may	AUX
cana-5443	264	19	include	include	VERB
cana-5443	264	20	changing	change	VERB
cana-5443	264	21	illumination	illumination	NOUN
cana-5443	264	22	,	,	PUNCT
cana-5443	264	23	motion	motion	NOUN
cana-5443	264	24	blur	blur	NOUN
cana-5443	264	25	,	,	PUNCT
cana-5443	264	26	or	or	CCONJ
cana-5443	264	27	occlusion	occlusion	NOUN
cana-5443	264	28	.	.	PUNCT
cana-5443	265	1	the	the	DET
cana-5443	265	2	architecture	architecture	NOUN
cana-5443	265	3	consists	consist	VERB
cana-5443	265	4	of	of	ADP
cana-5443	265	5	a	a	DET
cana-5443	265	6	face	face	NOUN
cana-5443	265	7	detection	detection	NOUN
cana-5443	265	8	component	component	NOUN
cana-5443	265	9	using	use	VERB
cana-5443	265	10	retinaface	retinaface	NOUN
cana-5443	265	11	and	and	CCONJ
cana-5443	265	12	a	a	DET
cana-5443	265	13	deep	deep	ADJ
cana-5443	265	14	face	face	NOUN
cana-5443	265	15	recognition	recognition	NOUN
cana-5443	265	16	system	system	NOUN
cana-5443	265	17	based	base	VERB
cana-5443	265	18	on	on	ADP
cana-5443	265	19	arcface	arcface	NOUN
cana-5443	265	20	that	that	PRON
cana-5443	265	21	is	be	AUX
cana-5443	265	22	trained	train	VERB
cana-5443	265	23	to	to	PART
cana-5443	265	24	discriminate	discriminate	VERB
cana-5443	265	25	feature	feature	NOUN
cana-5443	265	26	embedding	embed	VERB
cana-5443	265	27	,	,	PUNCT
cana-5443	265	28	thus	thus	ADV
cana-5443	265	29	optimizing	optimize	VERB
cana-5443	265	30	for	for	ADP
cana-5443	265	31	face	face	NOUN
cana-5443	265	32	recognition	recognition	NOUN
cana-5443	265	33	.	.	PUNCT
cana-5443	266	1	to	to	PART
cana-5443	266	2	improve	improve	VERB
cana-5443	266	3	performance	performance	NOUN
cana-5443	266	4	in	in	ADP
cana-5443	266	5	different	different	ADJ
cana-5443	266	6	scenarios	scenario	NOUN
cana-5443	266	7	,	,	PUNCT
cana-5443	266	8	the	the	DET
cana-5443	266	9	authors	author	NOUN
cana-5443	266	10	use	use	VERB
cana-5443	266	11	pose	pose	NOUN
cana-5443	266	12	variation	variation	NOUN
cana-5443	266	13	,	,	PUNCT
cana-5443	266	14	background	background	NOUN
cana-5443	266	15	changes	change	NOUN
cana-5443	266	16	,	,	PUNCT
cana-5443	266	17	and	and	CCONJ
cana-5443	266	18	adversarial	adversarial	ADJ
cana-5443	266	19	examples	example	NOUN
cana-5443	266	20	to	to	PART
cana-5443	266	21	augment	augment	VERB
cana-5443	266	22	training	training	NOUN
cana-5443	266	23	data	datum	NOUN
cana-5443	266	24	.	.	PUNCT
cana-5443	267	1	the	the	DET
cana-5443	267	2	system	system	NOUN
cana-5443	267	3	undergoes	undergo	VERB
cana-5443	267	4	evaluation	evaluation	NOUN
cana-5443	267	5	on	on	ADP
cana-5443	267	6	public	public	ADJ
cana-5443	267	7	datasets	dataset	NOUN
cana-5443	267	8	such	such	ADJ
cana-5443	267	9	as	as	ADP
cana-5443	267	10	lfw	lfw	NOUN
cana-5443	267	11	,	,	PUNCT
cana-5443	267	12	ijb	ijb	NOUN
cana-5443	267	13	-	-	PUNCT
cana-5443	267	14	a	a	NOUN
cana-5443	267	15	,	,	PUNCT
cana-5443	267	16	and	and	CCONJ
cana-5443	267	17	wider	wide	ADJ
cana-5443	267	18	face	face	NOUN
cana-5443	267	19	and	and	CCONJ
cana-5443	267	20	captures	capture	VERB
cana-5443	267	21	improvements	improvement	NOUN
cana-5443	267	22	,	,	PUNCT
cana-5443	267	23	especially	especially	ADV
cana-5443	267	24	in	in	ADP
cana-5443	267	25	accuracy	accuracy	NOUN
cana-5443	267	26	in	in	ADP
cana-5443	267	27	adverse	adverse	ADJ
cana-5443	267	28	conditions	condition	NOUN
cana-5443	267	29	.	.	PUNCT
cana-5443	268	1	an	an	DET
cana-5443	268	2	important	important	ADJ
cana-5443	268	3	contribution	contribution	NOUN
cana-5443	268	4	of	of	ADP
cana-5443	268	5	the	the	DET
cana-5443	268	6	work	work	NOUN
cana-5443	268	7	is	be	AUX
cana-5443	268	8	the	the	DET
cana-5443	268	9	real	real	ADJ
cana-5443	268	10	-	-	PUNCT
cana-5443	268	11	time	time	NOUN
cana-5443	268	12	processing	processing	NOUN
cana-5443	268	13	module	module	NOUN
cana-5443	268	14	introduced	introduce	VERB
cana-5443	268	15	parallelized	parallelize	VERB
cana-5443	268	16	inference	inference	NOUN
cana-5443	268	17	on	on	ADP
cana-5443	268	18	gpu	gpu	NOUN
cana-5443	268	19	architecture	architecture	NOUN
cana-5443	268	20	that	that	PRON
cana-5443	268	21	provided	provide	VERB
cana-5443	268	22	near	near	ADP
cana-5443	268	23	real	real	ADJ
cana-5443	268	24	-	-	PUNCT
cana-5443	268	25	time	time	NOUN
cana-5443	268	26	identification	identification	NOUN
cana-5443	268	27	from	from	ADP
cana-5443	268	28	high	high	ADJ
cana-5443	268	29	frame	frame	NOUN
cana-5443	268	30	video	video	NOUN
cana-5443	268	31	feeds	feed	NOUN
cana-5443	268	32	.	.	PUNCT
cana-5443	269	1	methods	method	NOUN
cana-5443	269	2	to	to	PART
cana-5443	269	3	decrease	decrease	VERB
cana-5443	269	4	the	the	DET
cana-5443	269	5	rate	rate	NOUN
cana-5443	269	6	of	of	ADP
cana-5443	269	7	false	false	ADJ
cana-5443	269	8	positives	positive	NOUN
cana-5443	269	9	were	be	AUX
cana-5443	269	10	also	also	ADV
cana-5443	269	11	investigated	investigate	VERB
cana-5443	269	12	by	by	ADP
cana-5443	269	13	using	use	VERB
cana-5443	269	14	a	a	DET
cana-5443	269	15	multi	multi	ADJ
cana-5443	269	16	-	-	ADJ
cana-5443	269	17	frame	frame	ADJ
cana-5443	269	18	decision	decision	NOUN
cana-5443	269	19	logic	logic	NOUN
cana-5443	269	20	and	and	CCONJ
cana-5443	269	21	confidence	confidence	NOUN
cana-5443	269	22	scoring	scoring	NOUN
cana-5443	269	23	.	.	PUNCT
cana-5443	270	1	dominant	dominant	ADJ
cana-5443	270	2	recognition	recognition	PROPN
cana-5443	270	3	technologies	technology	NOUN
cana-5443	270	4	dealing	deal	VERB
cana-5443	270	5	with	with	ADP
cana-5443	270	6	rest	rest	NOUN
cana-5443	270	7	of	of	ADP
cana-5443	270	8	the	the	DET
cana-5443	270	9	delay	delay	NOUN
cana-5443	270	10	were	be	AUX
cana-5443	270	11	also	also	ADV
cana-5443	270	12	tested	test	VERB
cana-5443	270	13	concurrently	concurrently	ADV
cana-5443	270	14	,	,	PUNCT
cana-5443	270	15	showing	show	VERB
cana-5443	270	16	that	that	SCONJ
cana-5443	270	17	the	the	DET
cana-5443	270	18	system	system	NOUN
cana-5443	270	19	dealt	deal	VERB
cana-5443	270	20	best	good	ADJ
cana-5443	270	21	with	with	ADP
cana-5443	270	22	recognition	recognition	NOUN
cana-5443	270	23	accuracy	accuracy	NOUN
cana-5443	270	24	and	and	CCONJ
cana-5443	270	25	latency	latency	NOUN
cana-5443	270	26	.	.	PUNCT
cana-5443	271	1	the	the	DET
cana-5443	271	2	system	system	NOUN
cana-5443	271	3	can	can	AUX
cana-5443	271	4	be	be	AUX
cana-5443	271	5	deployed	deploy	VERB
cana-5443	271	6	in	in	ADP
cana-5443	271	7	smart	smart	ADJ
cana-5443	271	8	cities	city	NOUN
cana-5443	271	9	,	,	PUNCT
cana-5443	271	10	public	public	ADJ
cana-5443	271	11	transport	transport	NOUN
cana-5443	271	12	areas	area	NOUN
cana-5443	271	13	,	,	PUNCT
cana-5443	271	14	and	and	CCONJ
cana-5443	271	15	law	law	NOUN
cana-5443	271	16	enforcement	enforcement	NOUN
cana-5443	271	17	,	,	PUNCT
cana-5443	271	18	which	which	PRON
cana-5443	271	19	raises	raise	VERB
cana-5443	271	20	the	the	DET
cana-5443	271	21	issues	issue	NOUN
cana-5443	271	22	of	of	ADP
cana-5443	271	23	scalability	scalability	NOUN
cana-5443	271	24	and	and	CCONJ
cana-5443	271	25	privacy	privacy	NOUN
cana-5443	271	26	.	.	PUNCT
cana-5443	272	1	this	this	DET
cana-5443	272	2	document	document	NOUN
cana-5443	272	3	has	have	VERB
cana-5443	272	4	a	a	DET
cana-5443	272	5	modular	modular	ADJ
cana-5443	272	6	design	design	NOUN
cana-5443	272	7	strategy	strategy	NOUN
cana-5443	272	8	to	to	PART
cana-5443	272	9	aid	aid	VERB
cana-5443	272	10	in	in	ADP
cana-5443	272	11	interfacing	interface	VERB
cana-5443	272	12	with	with	ADP
cana-5443	272	13	pre	pre	ADJ
cana-5443	272	14	-	-	ADJ
cana-5443	272	15	existing	exist	VERB
cana-5443	272	16	surveillance	surveillance	NOUN
cana-5443	272	17	systems	system	NOUN
cana-5443	272	18	and	and	CCONJ
cana-5443	272	19	additionally	additionally	ADV
cana-5443	272	20	suggests	suggest	VERB
cana-5443	272	21	future	future	ADJ
cana-5443	272	22	exploration	exploration	NOUN
cana-5443	272	23	into	into	ADP
cana-5443	272	24	privacypreserving	privacypreserve	VERB
cana-5443	272	25	face	face	NOUN
cana-5443	272	26	recognition	recognition	NOUN
cana-5443	272	27	through	through	ADP
cana-5443	272	28	homomorphic	homomorphic	ADJ
cana-5443	272	29	encryption	encryption	NOUN
cana-5443	272	30	.	.	PUNCT
cana-5443	273	1	this	this	DET
cana-5443	273	2	research	research	NOUN
cana-5443	273	3	presents	present	VERB
cana-5443	273	4	a	a	DET
cana-5443	273	5	remarkably	remarkably	ADV
cana-5443	273	6	effective	effective	ADJ
cana-5443	273	7	answer	answer	NOUN
cana-5443	273	8	to	to	ADP
cana-5443	273	9	the	the	DET
cana-5443	273	10	enduring	endure	VERB
cana-5443	273	11	issues	issue	NOUN
cana-5443	273	12	of	of	ADP
cana-5443	273	13	reliable	reliable	ADJ
cana-5443	273	14	facial	facial	ADJ
cana-5443	273	15	recognition	recognition	NOUN
cana-5443	273	16	in	in	ADP
cana-5443	273	17	changing	change	VERB
cana-5443	273	18	and	and	CCONJ
cana-5443	273	19	actual	actual	ADJ
cana-5443	273	20	situations	situation	NOUN
cana-5443	273	21	.	.	PUNCT
cana-5443	274	1	research	research	NOUN
cana-5443	274	2	methodology	methodology	NOUN
cana-5443	274	3	to	to	PART
cana-5443	274	4	develop	develop	VERB
cana-5443	274	5	an	an	DET
cana-5443	274	6	optimized	optimize	VERB
cana-5443	274	7	deep	deep	ADJ
cana-5443	274	8	learning	learning	NOUN
cana-5443	274	9	system	system	NOUN
cana-5443	274	10	for	for	ADP
cana-5443	274	11	criminal	criminal	ADJ
cana-5443	274	12	activity	activity	NOUN
cana-5443	274	13	detection	detection	NOUN
cana-5443	274	14	,	,	PUNCT
cana-5443	274	15	a	a	DET
cana-5443	274	16	systematic	systematic	ADJ
cana-5443	274	17	fivephase	fivephase	NOUN
cana-5443	274	18	methodology	methodology	NOUN
cana-5443	274	19	is	be	AUX
cana-5443	274	20	adopted	adopt	VERB
cana-5443	274	21	,	,	PUNCT
cana-5443	274	22	encompassing	encompass	VERB
cana-5443	274	23	(	(	PUNCT
cana-5443	274	24	1	1	NUM
cana-5443	274	25	)	)	PUNCT
cana-5443	274	26	data	datum	NOUN
cana-5443	274	27	acquisition	acquisition	NOUN
cana-5443	274	28	and	and	CCONJ
cana-5443	274	29	preprocessing	preprocessing	NOUN
cana-5443	274	30	,	,	PUNCT
cana-5443	274	31	(	(	PUNCT
cana-5443	274	32	2	2	X
cana-5443	274	33	)	)	PUNCT
cana-5443	274	34	model	model	NOUN
cana-5443	274	35	architecture	architecture	NOUN
cana-5443	274	36	design	design	NOUN
cana-5443	274	37	,	,	PUNCT
cana-5443	274	38	(	(	PUNCT
cana-5443	274	39	3	3	X
cana-5443	274	40	)	)	PUNCT
cana-5443	274	41	training	training	NOUN
cana-5443	274	42	and	and	CCONJ
cana-5443	274	43	optimization	optimization	NOUN
cana-5443	274	44	,	,	PUNCT
cana-5443	274	45	(	(	PUNCT
cana-5443	274	46	4	4	X
cana-5443	274	47	)	)	PUNCT
cana-5443	274	48	real	real	ADJ
cana-5443	274	49	-	-	PUNCT
cana-5443	274	50	time	time	NOUN
cana-5443	274	51	deployment	deployment	NOUN
cana-5443	274	52	and	and	CCONJ
cana-5443	274	53	integration	integration	NOUN
cana-5443	274	54	,	,	PUNCT
cana-5443	274	55	and	and	CCONJ
cana-5443	274	56	(	(	PUNCT
cana-5443	274	57	5	5	NUM
cana-5443	274	58	)	)	PUNCT
cana-5443	274	59	evaluation	evaluation	NOUN
cana-5443	274	60	and	and	CCONJ
cana-5443	274	61	validation	validation	NOUN
cana-5443	274	62	.	.	PUNCT
cana-5443	275	1	each	each	DET
cana-5443	275	2	phase	phase	NOUN
cana-5443	275	3	is	be	AUX
cana-5443	275	4	meticulously	meticulously	ADV
cana-5443	275	5	planned	plan	VERB
cana-5443	275	6	to	to	PART
cana-5443	275	7	ensure	ensure	VERB
cana-5443	275	8	efficiency	efficiency	NOUN
cana-5443	275	9	,	,	PUNCT
cana-5443	275	10	accuracy	accuracy	NOUN
cana-5443	275	11	,	,	PUNCT
cana-5443	275	12	and	and	CCONJ
cana-5443	275	13	realtime	realtime	NOUN
cana-5443	275	14	applicability	applicability	NOUN
cana-5443	275	15	of	of	ADP
cana-5443	275	16	the	the	DET
cana-5443	275	17	integrated	integrate	VERB
cana-5443	275	18	system	system	NOUN
cana-5443	275	19	,	,	PUNCT
cana-5443	275	20	which	which	PRON
cana-5443	275	21	combines	combine	VERB
cana-5443	275	22	facial	facial	ADJ
cana-5443	275	23	recognition	recognition	NOUN
cana-5443	275	24	,	,	PUNCT
cana-5443	275	25	video	video	NOUN
cana-5443	275	26	surveillance	surveillance	NOUN
cana-5443	275	27	,	,	PUNCT
cana-5443	275	28	and	and	CCONJ
cana-5443	275	29	weapon	weapon	NOUN
cana-5443	275	30	detection	detection	NOUN
cana-5443	275	31	into	into	ADP
cana-5443	275	32	a	a	DET
cana-5443	275	33	cohesive	cohesive	ADJ
cana-5443	275	34	crime	crime	NOUN
cana-5443	275	35	prevention	prevention	NOUN
cana-5443	275	36	framework	framework	NOUN
cana-5443	275	37	.	.	PUNCT
cana-5443	276	1	phase	phase	NOUN
cana-5443	276	2	1	1	NUM
cana-5443	276	3	:	:	PUNCT
cana-5443	276	4	data	datum	NOUN
cana-5443	276	5	acquisition	acquisition	NOUN
cana-5443	276	6	and	and	CCONJ
cana-5443	276	7	preprocessing	preprocessing	NOUN
cana-5443	276	8	:	:	PUNCT
cana-5443	276	9	the	the	DET
cana-5443	276	10	initial	initial	ADJ
cana-5443	276	11	phase	phase	NOUN
cana-5443	276	12	focuses	focus	VERB
cana-5443	276	13	on	on	ADP
cana-5443	276	14	collecting	collect	VERB
cana-5443	276	15	diverse	diverse	ADJ
cana-5443	276	16	and	and	CCONJ
cana-5443	276	17	representative	representative	ADJ
cana-5443	276	18	datasets	dataset	NOUN
cana-5443	276	19	essential	essential	ADJ
cana-5443	276	20	for	for	ADP
cana-5443	276	21	training	train	VERB
cana-5443	276	22	the	the	DET
cana-5443	276	23	deep	deep	ADJ
cana-5443	276	24	learning	learning	NOUN
cana-5443	276	25	models	model	NOUN
cana-5443	276	26	.	.	PUNCT
cana-5443	277	1	three	three	NUM
cana-5443	277	2	core	core	NOUN
cana-5443	277	3	data	datum	NOUN
cana-5443	277	4	categories	category	NOUN
cana-5443	277	5	are	be	AUX
cana-5443	277	6	required	require	VERB
cana-5443	277	7	:	:	PUNCT
cana-5443	277	8	facial	facial	ADJ
cana-5443	277	9	datasets	dataset	NOUN
cana-5443	277	10	,	,	PUNCT
cana-5443	277	11	surveillance	surveillance	NOUN
cana-5443	277	12	video	video	NOUN
cana-5443	277	13	footage	footage	NOUN
cana-5443	277	14	,	,	PUNCT
cana-5443	277	15	and	and	CCONJ
cana-5443	277	16	images	image	NOUN
cana-5443	277	17	/	/	SYM
cana-5443	277	18	videos	video	NOUN
cana-5443	277	19	containing	contain	VERB
cana-5443	277	20	weapons	weapon	NOUN
cana-5443	277	21	(	(	PUNCT
cana-5443	277	22	both	both	CCONJ
cana-5443	277	23	firearms	firearm	NOUN
cana-5443	277	24	and	and	CCONJ
cana-5443	277	25	melee	melee	ADJ
cana-5443	277	26	types	type	NOUN
cana-5443	277	27	)	)	PUNCT
cana-5443	277	28	.	.	PUNCT
cana-5443	278	1	publicly	publicly	ADV
cana-5443	278	2	available	available	ADJ
cana-5443	278	3	datasets	dataset	NOUN
cana-5443	278	4	such	such	ADJ
cana-5443	278	5	as	as	ADP
cana-5443	278	6	lfw	lfw	NOUN
cana-5443	278	7	,	,	PUNCT
cana-5443	278	8	vggface2	vggface2	NOUN
cana-5443	278	9	,	,	PUNCT
cana-5443	278	10	coco	coco	PROPN
cana-5443	278	11	,	,	PUNCT
cana-5443	278	12	imagenet	imagenet	NOUN
cana-5443	278	13	,	,	PUNCT
cana-5443	278	14	and	and	CCONJ
cana-5443	278	15	surveillance	surveillance	NOUN
cana-5443	278	16	-	-	PUNCT
cana-5443	278	17	oriented	orient	VERB
cana-5443	278	18	datasets	dataset	NOUN
cana-5443	278	19	like	like	ADP
cana-5443	278	20	ucf	ucf	PROPN
cana-5443	278	21	-	-	PUNCT
cana-5443	278	22	crime	crime	NOUN
cana-5443	278	23	,	,	PUNCT
cana-5443	278	24	casia	casia	NOUN
cana-5443	278	25	-	-	PUNCT
cana-5443	278	26	webface	webface	NOUN
cana-5443	278	27	,	,	PUNCT
cana-5443	278	28	and	and	CCONJ
cana-5443	278	29	open	open	VERB
cana-5443	278	30	images	image	NOUN
cana-5443	278	31	(	(	PUNCT
cana-5443	278	32	weapons	weapon	NOUN
cana-5443	278	33	subset	subset	NOUN
cana-5443	278	34	)	)	PUNCT
cana-5443	278	35	are	be	AUX
cana-5443	278	36	utilized	utilize	VERB
cana-5443	278	37	.	.	PUNCT
cana-5443	279	1	communications	communication	NOUN
cana-5443	279	2	on	on	ADP
cana-5443	279	3	applied	apply	VERB
cana-5443	279	4	nonlinear	nonlinear	ADJ
cana-5443	279	5	analysis	analysis	NOUN
cana-5443	279	6	issn	issn	NOUN
cana-5443	279	7	:	:	PUNCT
cana-5443	279	8	1074	1074	NUM
cana-5443	279	9	-	-	PUNCT
cana-5443	279	10	133x	133x	NUM
cana-5443	279	11	vol	vol	VERB
cana-5443	279	12	32	32	NUM
cana-5443	279	13	no	no	NOUN
cana-5443	279	14	.	.	PUNCT
cana-5443	280	1	10s	10	NOUN
cana-5443	280	2	(	(	PUNCT
cana-5443	280	3	2025	2025	NUM
cana-5443	280	4	)	)	PUNCT
cana-5443	280	5	2262	2262	NUM
cana-5443	280	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	280	7	preprocessing	preprocessing	NOUN
cana-5443	280	8	steps	step	NOUN
cana-5443	280	9	are	be	AUX
cana-5443	280	10	critical	critical	ADJ
cana-5443	280	11	to	to	PART
cana-5443	280	12	improve	improve	VERB
cana-5443	280	13	input	input	NOUN
cana-5443	280	14	quality	quality	NOUN
cana-5443	280	15	and	and	CCONJ
cana-5443	280	16	model	model	NOUN
cana-5443	280	17	performance	performance	NOUN
cana-5443	280	18	.	.	PUNCT
cana-5443	281	1	this	this	DET
cana-5443	281	2	involves	involve	VERB
cana-5443	281	3	:	:	PUNCT
cana-5443	281	4	•	•	ADJ
cana-5443	281	5	face	face	NOUN
cana-5443	281	6	detection	detection	NOUN
cana-5443	281	7	&	&	CCONJ
cana-5443	281	8	alignment	alignment	NOUN
cana-5443	281	9	:	:	PUNCT
cana-5443	281	10	using	use	VERB
cana-5443	281	11	mtcnn	mtcnn	NOUN
cana-5443	281	12	or	or	CCONJ
cana-5443	281	13	dlib	dlib	NOUN
cana-5443	281	14	for	for	ADP
cana-5443	281	15	precise	precise	ADJ
cana-5443	281	16	face	face	NOUN
cana-5443	281	17	cropping	crop	VERB
cana-5443	281	18	and	and	CCONJ
cana-5443	281	19	orientation	orientation	NOUN
cana-5443	281	20	adjustment	adjustment	NOUN
cana-5443	281	21	.	.	PUNCT
cana-5443	282	1	•	•	NUM
cana-5443	282	2	image	image	NOUN
cana-5443	282	3	normalization	normalization	NOUN
cana-5443	282	4	:	:	PUNCT
cana-5443	282	5	standardizing	standardize	VERB
cana-5443	282	6	pixel	pixel	ADJ
cana-5443	282	7	intensities	intensity	NOUN
cana-5443	282	8	and	and	CCONJ
cana-5443	282	9	resizing	resize	VERB
cana-5443	282	10	inputs	input	NOUN
cana-5443	282	11	to	to	ADP
cana-5443	282	12	fixed	fix	VERB
cana-5443	282	13	dimensions	dimension	NOUN
cana-5443	282	14	(	(	PUNCT
cana-5443	282	15	e.g.	e.g.	ADV
cana-5443	282	16	,	,	PUNCT
cana-5443	282	17	224x224	224x224	NUM
cana-5443	282	18	)	)	PUNCT
cana-5443	282	19	.	.	PUNCT
cana-5443	283	1	•	•	NUM
cana-5443	283	2	video	video	NOUN
cana-5443	283	3	frame	frame	NOUN
cana-5443	283	4	sampling	sampling	NOUN
cana-5443	283	5	:	:	PUNCT
cana-5443	283	6	extracting	extract	VERB
cana-5443	283	7	keyframes	keyframe	NOUN
cana-5443	283	8	from	from	ADP
cana-5443	283	9	surveillance	surveillance	NOUN
cana-5443	283	10	footage	footage	NOUN
cana-5443	283	11	at	at	ADP
cana-5443	283	12	regular	regular	ADJ
cana-5443	283	13	intervals	interval	NOUN
cana-5443	283	14	to	to	PART
cana-5443	283	15	minimize	minimize	VERB
cana-5443	283	16	redundancy	redundancy	NOUN
cana-5443	283	17	while	while	SCONJ
cana-5443	283	18	retaining	retain	VERB
cana-5443	283	19	relevant	relevant	ADJ
cana-5443	283	20	actions	action	NOUN
cana-5443	283	21	.	.	PUNCT
cana-5443	284	1	•	•	NUM
cana-5443	284	2	data	datum	NOUN
cana-5443	284	3	augmentation	augmentation	NOUN
cana-5443	284	4	:	:	PUNCT
cana-5443	284	5	to	to	PART
cana-5443	284	6	enhance	enhance	VERB
cana-5443	284	7	model	model	NOUN
cana-5443	284	8	generalization	generalization	NOUN
cana-5443	284	9	,	,	PUNCT
cana-5443	284	10	techniques	technique	NOUN
cana-5443	284	11	such	such	ADJ
cana-5443	284	12	as	as	ADP
cana-5443	284	13	random	random	ADJ
cana-5443	284	14	rotation	rotation	NOUN
cana-5443	284	15	,	,	PUNCT
cana-5443	284	16	zoom	zoom	VERB
cana-5443	284	17	,	,	PUNCT
cana-5443	284	18	contrast	contrast	NOUN
cana-5443	284	19	shifting	shift	VERB
cana-5443	284	20	,	,	PUNCT
cana-5443	284	21	and	and	CCONJ
cana-5443	284	22	horizontal	horizontal	ADJ
cana-5443	284	23	flipping	flipping	NOUN
cana-5443	284	24	are	be	AUX
cana-5443	284	25	applied	apply	VERB
cana-5443	284	26	.	.	PUNCT
cana-5443	285	1	•	•	NUM
cana-5443	285	2	annotation	annotation	NOUN
cana-5443	285	3	:	:	PUNCT
cana-5443	285	4	manual	manual	NOUN
cana-5443	285	5	and	and	CCONJ
cana-5443	285	6	automated	automate	VERB
cana-5443	285	7	labeling	labeling	NOUN
cana-5443	285	8	tools	tool	NOUN
cana-5443	285	9	(	(	PUNCT
cana-5443	285	10	e.g.	e.g.	ADV
cana-5443	285	11	,	,	PUNCT
cana-5443	285	12	labelimg	labelimg	ADJ
cana-5443	285	13	,	,	PUNCT
cana-5443	285	14	cvat	cvat	NOUN
cana-5443	285	15	)	)	PUNCT
cana-5443	285	16	are	be	AUX
cana-5443	285	17	used	use	VERB
cana-5443	285	18	to	to	PART
cana-5443	285	19	generate	generate	VERB
cana-5443	285	20	ground	ground	NOUN
cana-5443	285	21	truth	truth	NOUN
cana-5443	285	22	labels	label	NOUN
cana-5443	285	23	for	for	ADP
cana-5443	285	24	bounding	bounding	NOUN
cana-5443	285	25	boxes	box	NOUN
cana-5443	285	26	and	and	CCONJ
cana-5443	285	27	classes	class	NOUN
cana-5443	285	28	(	(	PUNCT
cana-5443	285	29	e.g.	e.g.	ADV
cana-5443	285	30	,	,	PUNCT
cana-5443	285	31	"	"	PUNCT
cana-5443	285	32	weapon	weapon	NOUN
cana-5443	285	33	"	"	PUNCT
cana-5443	285	34	,	,	PUNCT
cana-5443	285	35	"	"	PUNCT
cana-5443	285	36	gun	gun	NOUN
cana-5443	285	37	"	"	PUNCT
cana-5443	285	38	,	,	PUNCT
cana-5443	285	39	"	"	PUNCT
cana-5443	285	40	knife	knife	NOUN
cana-5443	285	41	"	"	PUNCT
cana-5443	285	42	,	,	PUNCT
cana-5443	285	43	"	"	PUNCT
cana-5443	285	44	face	face	NOUN
cana-5443	285	45	"	"	PUNCT
cana-5443	285	46	)	)	PUNCT
cana-5443	285	47	.	.	PUNCT
cana-5443	286	1	this	this	DET
cana-5443	286	2	phase	phase	NOUN
cana-5443	286	3	ensures	ensure	VERB
cana-5443	286	4	a	a	DET
cana-5443	286	5	balanced	balanced	ADJ
cana-5443	286	6	,	,	PUNCT
cana-5443	286	7	clean	clean	ADJ
cana-5443	286	8	,	,	PUNCT
cana-5443	286	9	and	and	CCONJ
cana-5443	286	10	diverse	diverse	ADJ
cana-5443	286	11	input	input	NOUN
cana-5443	286	12	pipeline	pipeline	NOUN
cana-5443	286	13	feeding	feed	VERB
cana-5443	286	14	into	into	ADP
cana-5443	286	15	the	the	DET
cana-5443	286	16	system	system	NOUN
cana-5443	286	17	’s	’s	PART
cana-5443	286	18	deep	deep	ADJ
cana-5443	286	19	learning	learning	NOUN
cana-5443	286	20	backbone	backbone	NOUN
cana-5443	286	21	.	.	PUNCT
cana-5443	287	1	phase	phase	NOUN
cana-5443	287	2	2	2	NUM
cana-5443	287	3	:	:	PUNCT
cana-5443	287	4	model	model	NOUN
cana-5443	287	5	architecture	architecture	NOUN
cana-5443	287	6	design	design	NOUN
cana-5443	287	7	:	:	PUNCT
cana-5443	287	8	the	the	DET
cana-5443	287	9	system	system	NOUN
cana-5443	287	10	architecture	architecture	NOUN
cana-5443	287	11	is	be	AUX
cana-5443	287	12	modular	modular	ADJ
cana-5443	287	13	and	and	CCONJ
cana-5443	287	14	composed	compose	VERB
cana-5443	287	15	of	of	ADP
cana-5443	287	16	three	three	NUM
cana-5443	287	17	primary	primary	ADJ
cana-5443	287	18	subsystems	subsystem	NOUN
cana-5443	287	19	:	:	PUNCT
cana-5443	287	20	facial	facial	ADJ
cana-5443	287	21	recognition	recognition	NOUN
cana-5443	287	22	,	,	PUNCT
cana-5443	287	23	activity	activity	NOUN
cana-5443	287	24	detection	detection	NOUN
cana-5443	287	25	via	via	ADP
cana-5443	287	26	video	video	NOUN
cana-5443	287	27	surveillance	surveillance	NOUN
cana-5443	287	28	,	,	PUNCT
cana-5443	287	29	and	and	CCONJ
cana-5443	287	30	weapon	weapon	NOUN
cana-5443	287	31	detection	detection	NOUN
cana-5443	287	32	.	.	PUNCT
cana-5443	288	1	these	these	DET
cana-5443	288	2	subsystems	subsystem	NOUN
cana-5443	288	3	are	be	AUX
cana-5443	288	4	designed	design	VERB
cana-5443	288	5	using	use	VERB
cana-5443	288	6	a	a	DET
cana-5443	288	7	combination	combination	NOUN
cana-5443	288	8	of	of	ADP
cana-5443	288	9	state	state	NOUN
cana-5443	288	10	-	-	PUNCT
cana-5443	288	11	of	of	ADP
cana-5443	288	12	-	-	PUNCT
cana-5443	288	13	the	the	DET
cana-5443	288	14	-	-	PUNCT
cana-5443	288	15	art	art	NOUN
cana-5443	288	16	convolutional	convolutional	ADJ
cana-5443	288	17	and	and	CCONJ
cana-5443	288	18	transformer	transformer	NOUN
cana-5443	288	19	-	-	PUNCT
cana-5443	288	20	based	base	VERB
cana-5443	288	21	deep	deep	ADJ
cana-5443	288	22	learning	learning	NOUN
cana-5443	288	23	models	model	NOUN
cana-5443	288	24	,	,	PUNCT
cana-5443	288	25	optimized	optimize	VERB
cana-5443	288	26	for	for	ADP
cana-5443	288	27	real	real	ADJ
cana-5443	288	28	-	-	PUNCT
cana-5443	288	29	time	time	NOUN
cana-5443	288	30	inference	inference	NOUN
cana-5443	288	31	.	.	PUNCT
cana-5443	289	1	•	•	NUM
cana-5443	289	2	facial	facial	ADJ
cana-5443	289	3	recognition	recognition	NOUN
cana-5443	289	4	module	module	NOUN
cana-5443	289	5	:	:	PUNCT
cana-5443	289	6	this	this	DET
cana-5443	289	7	subsystem	subsystem	NOUN
cana-5443	289	8	is	be	AUX
cana-5443	289	9	built	build	VERB
cana-5443	289	10	upon	upon	SCONJ
cana-5443	289	11	a	a	DET
cana-5443	289	12	pretrained	pretraine	VERB
cana-5443	289	13	facenet	facenet	NOUN
cana-5443	289	14	or	or	CCONJ
cana-5443	289	15	arcface	arcface	NOUN
cana-5443	289	16	model	model	NOUN
cana-5443	289	17	to	to	PART
cana-5443	289	18	extract	extract	VERB
cana-5443	289	19	discriminative	discriminative	NOUN
cana-5443	289	20	facial	facial	ADJ
cana-5443	289	21	embeddings	embedding	NOUN
cana-5443	289	22	.	.	PUNCT
cana-5443	290	1	a	a	DET
cana-5443	290	2	triplet	triplet	NOUN
cana-5443	290	3	loss	loss	NOUN
cana-5443	290	4	or	or	CCONJ
cana-5443	290	5	cosine	cosine	NOUN
cana-5443	290	6	similarity	similarity	NOUN
cana-5443	290	7	classifier	classifier	NOUN
cana-5443	290	8	is	be	AUX
cana-5443	290	9	used	use	VERB
cana-5443	290	10	to	to	PART
cana-5443	290	11	match	match	VERB
cana-5443	290	12	real	real	ADJ
cana-5443	290	13	-	-	PUNCT
cana-5443	290	14	time	time	NOUN
cana-5443	290	15	faces	face	NOUN
cana-5443	290	16	with	with	ADP
cana-5443	290	17	criminal	criminal	ADJ
cana-5443	290	18	databases	database	NOUN
cana-5443	290	19	.	.	PUNCT
cana-5443	291	1	•	•	NUM
cana-5443	291	2	video	video	NOUN
cana-5443	291	3	surveillance	surveillance	NOUN
cana-5443	291	4	&	&	CCONJ
cana-5443	291	5	activity	activity	NOUN
cana-5443	291	6	detection	detection	NOUN
cana-5443	291	7	module	module	NOUN
cana-5443	291	8	:	:	PUNCT
cana-5443	291	9	leveraging	leverage	VERB
cana-5443	291	10	3d	3d	NOUN
cana-5443	291	11	cnns	cnn	NOUN
cana-5443	291	12	,	,	PUNCT
cana-5443	291	13	lstms	lstms	ADJ
cana-5443	291	14	,	,	PUNCT
cana-5443	291	15	or	or	CCONJ
cana-5443	291	16	i3d	i3d	NUM
cana-5443	291	17	networks	network	NOUN
cana-5443	291	18	,	,	PUNCT
cana-5443	291	19	this	this	DET
cana-5443	291	20	module	module	NOUN
cana-5443	291	21	analyzes	analyze	VERB
cana-5443	291	22	temporal	temporal	ADJ
cana-5443	291	23	video	video	NOUN
cana-5443	291	24	segments	segment	NOUN
cana-5443	291	25	to	to	PART
cana-5443	291	26	detect	detect	VERB
cana-5443	291	27	suspicious	suspicious	ADJ
cana-5443	291	28	behaviors	behavior	NOUN
cana-5443	291	29	such	such	ADJ
cana-5443	291	30	as	as	ADP
cana-5443	291	31	loitering	loiter	VERB
cana-5443	291	32	,	,	PUNCT
cana-5443	291	33	running	run	VERB
cana-5443	291	34	,	,	PUNCT
cana-5443	291	35	or	or	CCONJ
cana-5443	291	36	altercations	altercation	NOUN
cana-5443	291	37	.	.	PUNCT
cana-5443	292	1	a	a	DET
cana-5443	292	2	backbone	backbone	NOUN
cana-5443	292	3	such	such	ADJ
cana-5443	292	4	as	as	ADP
cana-5443	292	5	resnet-50	resnet-50	PROPN
cana-5443	292	6	is	be	AUX
cana-5443	292	7	combined	combine	VERB
cana-5443	292	8	with	with	ADP
cana-5443	292	9	temporal	temporal	ADJ
cana-5443	292	10	convolutional	convolutional	ADJ
cana-5443	292	11	networks	network	NOUN
cana-5443	292	12	(	(	PUNCT
cana-5443	292	13	tcns	tcns	NOUN
cana-5443	292	14	)	)	PUNCT
cana-5443	292	15	to	to	PART
cana-5443	292	16	learn	learn	VERB
cana-5443	292	17	spatiotemporal	spatiotemporal	ADJ
cana-5443	292	18	features	feature	NOUN
cana-5443	292	19	effectively	effectively	ADV
cana-5443	292	20	.	.	PUNCT
cana-5443	293	1	•	•	NUM
cana-5443	293	2	weapon	weapon	NOUN
cana-5443	293	3	detection	detection	NOUN
cana-5443	293	4	module	module	NOUN
cana-5443	293	5	:	:	PUNCT
cana-5443	293	6	based	base	VERB
cana-5443	293	7	on	on	ADP
cana-5443	293	8	object	object	NOUN
cana-5443	293	9	detection	detection	NOUN
cana-5443	293	10	architectures	architecture	NOUN
cana-5443	293	11	like	like	ADP
cana-5443	293	12	yolov7	yolov7	NOUN
cana-5443	293	13	,	,	PUNCT
cana-5443	293	14	efficientdet	efficientdet	PROPN
cana-5443	293	15	,	,	PUNCT
cana-5443	293	16	or	or	CCONJ
cana-5443	293	17	faster	fast	ADJ
cana-5443	293	18	r	r	NOUN
cana-5443	293	19	-	-	PUNCT
cana-5443	293	20	cnn	cnn	PROPN
cana-5443	293	21	,	,	PUNCT
cana-5443	293	22	this	this	DET
cana-5443	293	23	module	module	NOUN
cana-5443	293	24	localizes	localize	VERB
cana-5443	293	25	and	and	CCONJ
cana-5443	293	26	classifies	classify	VERB
cana-5443	293	27	weapons	weapon	NOUN
cana-5443	293	28	in	in	ADP
cana-5443	293	29	video	video	NOUN
cana-5443	293	30	frames	frame	NOUN
cana-5443	293	31	.	.	PUNCT
cana-5443	294	1	special	special	ADJ
cana-5443	294	2	attention	attention	NOUN
cana-5443	294	3	is	be	AUX
cana-5443	294	4	given	give	VERB
cana-5443	294	5	to	to	ADP
cana-5443	294	6	low	low	ADJ
cana-5443	294	7	-	-	PUNCT
cana-5443	294	8	resolution	resolution	NOUN
cana-5443	294	9	and	and	CCONJ
cana-5443	294	10	occluded	occluded	ADJ
cana-5443	294	11	weapon	weapon	NOUN
cana-5443	294	12	scenarios	scenario	NOUN
cana-5443	294	13	.	.	PUNCT
cana-5443	295	1	confidence	confidence	NOUN
cana-5443	295	2	thresholding	thresholding	NOUN
cana-5443	295	3	and	and	CCONJ
cana-5443	295	4	nonmaximum	nonmaximum	ADJ
cana-5443	295	5	suppression	suppression	NOUN
cana-5443	295	6	(	(	PUNCT
cana-5443	295	7	nms	nms	NOUN
cana-5443	295	8	)	)	PUNCT
cana-5443	295	9	are	be	AUX
cana-5443	295	10	applied	apply	VERB
cana-5443	295	11	to	to	PART
cana-5443	295	12	refine	refine	VERB
cana-5443	295	13	detections	detection	NOUN
cana-5443	295	14	.	.	PUNCT
cana-5443	296	1	to	to	PART
cana-5443	296	2	facilitate	facilitate	VERB
cana-5443	296	3	inter	inter	ADJ
cana-5443	296	4	-	-	ADJ
cana-5443	296	5	module	module	ADJ
cana-5443	296	6	communication	communication	NOUN
cana-5443	296	7	and	and	CCONJ
cana-5443	296	8	scalability	scalability	NOUN
cana-5443	296	9	,	,	PUNCT
cana-5443	296	10	a	a	DET
cana-5443	296	11	multi	multi	ADJ
cana-5443	296	12	-	-	ADJ
cana-5443	296	13	task	task	ADJ
cana-5443	296	14	learning	learn	VERB
cana-5443	296	15	architecture	architecture	NOUN
cana-5443	296	16	is	be	AUX
cana-5443	296	17	employed	employ	VERB
cana-5443	296	18	,	,	PUNCT
cana-5443	296	19	allowing	allow	VERB
cana-5443	296	20	shared	share	VERB
cana-5443	296	21	feature	feature	NOUN
cana-5443	296	22	extraction	extraction	NOUN
cana-5443	296	23	layers	layer	NOUN
cana-5443	296	24	with	with	ADP
cana-5443	296	25	task	task	NOUN
cana-5443	296	26	-	-	PUNCT
cana-5443	296	27	specific	specific	ADJ
cana-5443	296	28	heads	head	NOUN
cana-5443	296	29	.	.	PUNCT
cana-5443	297	1	each	each	DET
cana-5443	297	2	module	module	NOUN
cana-5443	297	3	is	be	AUX
cana-5443	297	4	trained	train	VERB
cana-5443	297	5	to	to	PART
cana-5443	297	6	optimize	optimize	VERB
cana-5443	297	7	both	both	DET
cana-5443	297	8	individual	individual	ADJ
cana-5443	297	9	performance	performance	NOUN
cana-5443	297	10	and	and	CCONJ
cana-5443	297	11	collaborative	collaborative	ADJ
cana-5443	297	12	inference	inference	NOUN
cana-5443	297	13	accuracy	accuracy	NOUN
cana-5443	297	14	.	.	PUNCT
cana-5443	298	1	phase	phase	NOUN
cana-5443	298	2	3	3	NUM
cana-5443	298	3	:	:	PUNCT
cana-5443	298	4	training	training	NOUN
cana-5443	298	5	and	and	CCONJ
cana-5443	298	6	optimization	optimization	NOUN
cana-5443	298	7	:	:	PUNCT
cana-5443	298	8	training	train	VERB
cana-5443	298	9	the	the	DET
cana-5443	298	10	deep	deep	ADJ
cana-5443	298	11	learning	learning	NOUN
cana-5443	298	12	models	model	NOUN
cana-5443	298	13	involves	involve	VERB
cana-5443	298	14	both	both	PRON
cana-5443	298	15	supervised	supervised	ADJ
cana-5443	298	16	and	and	CCONJ
cana-5443	298	17	transfer	transfer	VERB
cana-5443	298	18	learning	learning	NOUN
cana-5443	298	19	strategies	strategy	NOUN
cana-5443	298	20	.	.	PUNCT
cana-5443	299	1	initially	initially	ADV
cana-5443	299	2	,	,	PUNCT
cana-5443	299	3	pretrained	pretraine	VERB
cana-5443	299	4	weights	weight	NOUN
cana-5443	299	5	(	(	PUNCT
cana-5443	299	6	e.g.	e.g.	ADV
cana-5443	299	7	,	,	PUNCT
cana-5443	299	8	from	from	ADP
cana-5443	299	9	imagenet	imagenet	NOUN
cana-5443	299	10	or	or	CCONJ
cana-5443	299	11	ms	ms	PROPN
cana-5443	299	12	-	-	PUNCT
cana-5443	299	13	coco	coco	PROPN
cana-5443	299	14	)	)	PUNCT
cana-5443	299	15	are	be	AUX
cana-5443	299	16	fine	fine	ADV
cana-5443	299	17	-	-	PUNCT
cana-5443	299	18	tuned	tune	VERB
cana-5443	299	19	on	on	ADP
cana-5443	299	20	task	task	NOUN
cana-5443	299	21	-	-	PUNCT
cana-5443	299	22	specific	specific	ADJ
cana-5443	299	23	datasets	dataset	NOUN
cana-5443	299	24	to	to	PART
cana-5443	299	25	accelerate	accelerate	VERB
cana-5443	299	26	convergence	convergence	NOUN
cana-5443	299	27	and	and	CCONJ
cana-5443	299	28	leverage	leverage	NOUN
cana-5443	299	29	generalized	generalize	VERB
cana-5443	299	30	features	feature	NOUN
cana-5443	299	31	.	.	PUNCT
cana-5443	300	1	•	•	NUM
cana-5443	300	2	hyperparameter	hyperparameter	NOUN
cana-5443	300	3	tuning	tuning	NOUN
cana-5443	300	4	:	:	PUNCT
cana-5443	300	5	techniques	technique	NOUN
cana-5443	300	6	like	like	ADP
cana-5443	300	7	grid	grid	NOUN
cana-5443	300	8	search	search	NOUN
cana-5443	300	9	,	,	PUNCT
cana-5443	300	10	random	random	ADJ
cana-5443	300	11	search	search	NOUN
cana-5443	300	12	,	,	PUNCT
cana-5443	300	13	or	or	CCONJ
cana-5443	300	14	bayesian	bayesian	NOUN
cana-5443	300	15	optimization	optimization	NOUN
cana-5443	300	16	are	be	AUX
cana-5443	300	17	used	use	VERB
cana-5443	300	18	to	to	ADP
cana-5443	300	19	fine	fine	ADJ
cana-5443	300	20	-	-	PUNCT
cana-5443	300	21	tune	tune	NOUN
cana-5443	300	22	batch	batch	NOUN
cana-5443	300	23	size	size	NOUN
cana-5443	300	24	,	,	PUNCT
cana-5443	300	25	learning	learn	VERB
cana-5443	300	26	rate	rate	NOUN
cana-5443	300	27	,	,	PUNCT
cana-5443	300	28	optimizer	optimizer	NOUN
cana-5443	300	29	type	type	NOUN
cana-5443	300	30	(	(	PUNCT
cana-5443	300	31	adam	adam	PROPN
cana-5443	300	32	,	,	PUNCT
cana-5443	300	33	sgd	sgd	PROPN
cana-5443	300	34	)	)	PUNCT
cana-5443	300	35	,	,	PUNCT
cana-5443	300	36	and	and	CCONJ
cana-5443	300	37	regularization	regularization	NOUN
cana-5443	300	38	(	(	PUNCT
cana-5443	300	39	dropout	dropout	NOUN
cana-5443	300	40	,	,	PUNCT
cana-5443	300	41	l2	l2	NOUN
cana-5443	300	42	)	)	PUNCT
cana-5443	300	43	.	.	PUNCT
cana-5443	301	1	communications	communication	NOUN
cana-5443	301	2	on	on	ADP
cana-5443	301	3	applied	apply	VERB
cana-5443	301	4	nonlinear	nonlinear	ADJ
cana-5443	301	5	analysis	analysis	NOUN
cana-5443	301	6	issn	issn	NOUN
cana-5443	301	7	:	:	PUNCT
cana-5443	301	8	1074	1074	NUM
cana-5443	301	9	-	-	PUNCT
cana-5443	301	10	133x	133x	NUM
cana-5443	301	11	vol	vol	VERB
cana-5443	301	12	32	32	NUM
cana-5443	301	13	no	no	NOUN
cana-5443	301	14	.	.	PUNCT
cana-5443	302	1	10s	10	NOUN
cana-5443	302	2	(	(	PUNCT
cana-5443	302	3	2025	2025	NUM
cana-5443	302	4	)	)	PUNCT
cana-5443	302	5	2263	2263	NUM
cana-5443	302	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	302	7	•	•	NUM
cana-5443	302	8	loss	loss	NOUN
cana-5443	302	9	functions	function	NOUN
cana-5443	302	10	:	:	PUNCT
cana-5443	302	11	for	for	ADP
cana-5443	302	12	facial	facial	ADJ
cana-5443	302	13	recognition	recognition	NOUN
cana-5443	302	14	,	,	PUNCT
cana-5443	302	15	triplet	triplet	NOUN
cana-5443	302	16	loss	loss	NOUN
cana-5443	302	17	and	and	CCONJ
cana-5443	302	18	center	center	NOUN
cana-5443	302	19	loss	loss	NOUN
cana-5443	302	20	are	be	AUX
cana-5443	302	21	employed	employ	VERB
cana-5443	302	22	;	;	PUNCT
cana-5443	302	23	for	for	ADP
cana-5443	302	24	weapon	weapon	NOUN
cana-5443	302	25	detection	detection	NOUN
cana-5443	302	26	,	,	PUNCT
cana-5443	302	27	cross	cross	ADJ
cana-5443	302	28	-	-	ADJ
cana-5443	302	29	entropy	entropy	ADJ
cana-5443	302	30	loss	loss	NOUN
cana-5443	302	31	combined	combine	VERB
cana-5443	302	32	with	with	ADP
cana-5443	302	33	bounding	bound	VERB
cana-5443	302	34	box	box	NOUN
cana-5443	302	35	regression	regression	NOUN
cana-5443	302	36	loss	loss	NOUN
cana-5443	302	37	is	be	AUX
cana-5443	302	38	applied	apply	VERB
cana-5443	302	39	;	;	PUNCT
cana-5443	302	40	for	for	ADP
cana-5443	302	41	activity	activity	NOUN
cana-5443	302	42	recognition	recognition	NOUN
cana-5443	302	43	,	,	PUNCT
cana-5443	302	44	categorical	categorical	ADJ
cana-5443	302	45	cross	cross	NOUN
cana-5443	302	46	-	-	NOUN
cana-5443	302	47	entropy	entropy	ADJ
cana-5443	302	48	and	and	CCONJ
cana-5443	302	49	focal	focal	ADJ
cana-5443	302	50	loss	loss	NOUN
cana-5443	302	51	are	be	AUX
cana-5443	302	52	used	use	VERB
cana-5443	302	53	to	to	PART
cana-5443	302	54	handle	handle	VERB
cana-5443	302	55	class	class	NOUN
cana-5443	302	56	imbalance	imbalance	NOUN
cana-5443	302	57	.	.	PUNCT
cana-5443	303	1	•	•	NUM
cana-5443	303	2	optimization	optimization	NOUN
cana-5443	303	3	techniques	technique	NOUN
cana-5443	303	4	:	:	PUNCT
cana-5443	303	5	learning	learn	VERB
cana-5443	303	6	rate	rate	NOUN
cana-5443	303	7	scheduling	scheduling	NOUN
cana-5443	303	8	,	,	PUNCT
cana-5443	303	9	early	early	ADJ
cana-5443	303	10	stopping	stopping	NOUN
cana-5443	303	11	,	,	PUNCT
cana-5443	303	12	and	and	CCONJ
cana-5443	303	13	mixed	mixed	ADJ
cana-5443	303	14	precision	precision	NOUN
cana-5443	303	15	training	training	NOUN
cana-5443	303	16	are	be	AUX
cana-5443	303	17	integrated	integrate	VERB
cana-5443	303	18	to	to	PART
cana-5443	303	19	optimize	optimize	VERB
cana-5443	303	20	training	training	NOUN
cana-5443	303	21	time	time	NOUN
cana-5443	303	22	and	and	CCONJ
cana-5443	303	23	prevent	prevent	VERB
cana-5443	303	24	overfitting	overfitting	NOUN
cana-5443	303	25	.	.	PUNCT
cana-5443	304	1	•	•	NUM
cana-5443	304	2	data	datum	NOUN
cana-5443	304	3	balancing	balancing	NOUN
cana-5443	304	4	:	:	PUNCT
cana-5443	304	5	to	to	PART
cana-5443	304	6	counter	counter	VERB
cana-5443	304	7	data	datum	NOUN
cana-5443	304	8	imbalance	imbalance	NOUN
cana-5443	304	9	,	,	PUNCT
cana-5443	304	10	especially	especially	ADV
cana-5443	304	11	in	in	ADP
cana-5443	304	12	weapon	weapon	NOUN
cana-5443	304	13	and	and	CCONJ
cana-5443	304	14	rare	rare	ADJ
cana-5443	304	15	activity	activity	NOUN
cana-5443	304	16	datasets	dataset	NOUN
cana-5443	304	17	,	,	PUNCT
cana-5443	304	18	techniques	technique	NOUN
cana-5443	304	19	like	like	ADP
cana-5443	304	20	smote	smote	NOUN
cana-5443	304	21	,	,	PUNCT
cana-5443	304	22	data	datum	NOUN
cana-5443	304	23	augmentation	augmentation	NOUN
cana-5443	304	24	,	,	PUNCT
cana-5443	304	25	and	and	CCONJ
cana-5443	304	26	oversampling	oversampling	NOUN
cana-5443	304	27	of	of	ADP
cana-5443	304	28	minority	minority	NOUN
cana-5443	304	29	classes	class	NOUN
cana-5443	304	30	are	be	AUX
cana-5443	304	31	used	use	VERB
cana-5443	304	32	.	.	PUNCT
cana-5443	305	1	•	•	NUM
cana-5443	305	2	transfer	transfer	NOUN
cana-5443	305	3	learning	learning	NOUN
cana-5443	305	4	and	and	CCONJ
cana-5443	305	5	fine	fine	ADV
cana-5443	305	6	-	-	PUNCT
cana-5443	305	7	tuning	tuning	NOUN
cana-5443	305	8	:	:	PUNCT
cana-5443	305	9	after	after	ADP
cana-5443	305	10	initial	initial	ADJ
cana-5443	305	11	training	training	NOUN
cana-5443	305	12	on	on	ADP
cana-5443	305	13	generic	generic	ADJ
cana-5443	305	14	datasets	dataset	NOUN
cana-5443	305	15	,	,	PUNCT
cana-5443	305	16	fine	fine	ADV
cana-5443	305	17	-	-	PUNCT
cana-5443	305	18	tuning	tuning	NOUN
cana-5443	305	19	is	be	AUX
cana-5443	305	20	performed	perform	VERB
cana-5443	305	21	using	use	VERB
cana-5443	305	22	custom	custom	NOUN
cana-5443	305	23	surveillance	surveillance	NOUN
cana-5443	305	24	data	datum	NOUN
cana-5443	305	25	collected	collect	VERB
cana-5443	305	26	from	from	ADP
cana-5443	305	27	controlled	control	VERB
cana-5443	305	28	environments	environment	NOUN
cana-5443	305	29	to	to	PART
cana-5443	305	30	increase	increase	VERB
cana-5443	305	31	realworld	realworld	NOUN
cana-5443	305	32	performance	performance	NOUN
cana-5443	305	33	.	.	PUNCT
cana-5443	306	1	all	all	DET
cana-5443	306	2	models	model	NOUN
cana-5443	306	3	are	be	AUX
cana-5443	306	4	trained	train	VERB
cana-5443	306	5	using	use	VERB
cana-5443	306	6	gpu	gpu	NOUN
cana-5443	306	7	-	-	PUNCT
cana-5443	306	8	accelerated	accelerate	VERB
cana-5443	306	9	platforms	platform	NOUN
cana-5443	306	10	(	(	PUNCT
cana-5443	306	11	e.g.	e.g.	ADV
cana-5443	306	12	,	,	PUNCT
cana-5443	306	13	nvidia	nvidia	PROPN
cana-5443	306	14	cuda	cuda	NOUN
cana-5443	306	15	)	)	PUNCT
cana-5443	306	16	in	in	ADP
cana-5443	306	17	frameworks	framework	NOUN
cana-5443	306	18	like	like	ADP
cana-5443	306	19	pytorch	pytorch	NOUN
cana-5443	306	20	or	or	CCONJ
cana-5443	306	21	tensorflow	tensorflow	NOUN
cana-5443	306	22	.	.	PUNCT
cana-5443	307	1	the	the	DET
cana-5443	307	2	outputs	output	NOUN
cana-5443	307	3	from	from	ADP
cana-5443	307	4	each	each	DET
cana-5443	307	5	module	module	NOUN
cana-5443	307	6	are	be	AUX
cana-5443	307	7	validated	validate	VERB
cana-5443	307	8	using	use	VERB
cana-5443	307	9	k	k	ADJ
cana-5443	307	10	-	-	ADJ
cana-5443	307	11	fold	fold	ADJ
cana-5443	307	12	cross	cross	NOUN
cana-5443	307	13	-	-	NOUN
cana-5443	307	14	validation	validation	NOUN
cana-5443	307	15	and	and	CCONJ
cana-5443	307	16	compared	compare	VERB
cana-5443	307	17	against	against	ADP
cana-5443	307	18	baseline	baseline	NOUN
cana-5443	307	19	benchmarks	benchmark	NOUN
cana-5443	307	20	.	.	PUNCT
cana-5443	308	1	phase	phase	NOUN
cana-5443	308	2	4	4	NUM
cana-5443	308	3	:	:	PUNCT
cana-5443	308	4	real	real	ADJ
cana-5443	308	5	-	-	PUNCT
cana-5443	308	6	time	time	NOUN
cana-5443	308	7	deployment	deployment	NOUN
cana-5443	308	8	and	and	CCONJ
cana-5443	308	9	system	system	NOUN
cana-5443	308	10	integration	integration	NOUN
cana-5443	308	11	:	:	PUNCT
cana-5443	308	12	the	the	DET
cana-5443	308	13	trained	train	VERB
cana-5443	308	14	models	model	NOUN
cana-5443	308	15	are	be	AUX
cana-5443	308	16	integrated	integrate	VERB
cana-5443	308	17	into	into	ADP
cana-5443	308	18	a	a	DET
cana-5443	308	19	real	real	ADJ
cana-5443	308	20	-	-	PUNCT
cana-5443	308	21	time	time	NOUN
cana-5443	308	22	surveillance	surveillance	NOUN
cana-5443	308	23	system	system	NOUN
cana-5443	308	24	,	,	PUNCT
cana-5443	308	25	incorporating	incorporate	VERB
cana-5443	308	26	hardware	hardware	NOUN
cana-5443	308	27	-	-	PUNCT
cana-5443	308	28	accelerated	accelerate	VERB
cana-5443	308	29	inference	inference	NOUN
cana-5443	308	30	engines	engine	NOUN
cana-5443	308	31	and	and	CCONJ
cana-5443	308	32	cloud	cloud	ADJ
cana-5443	308	33	-	-	PUNCT
cana-5443	308	34	edge	edge	NOUN
cana-5443	308	35	hybrid	hybrid	ADJ
cana-5443	308	36	architecture	architecture	NOUN
cana-5443	308	37	for	for	ADP
cana-5443	308	38	scalability	scalability	NOUN
cana-5443	308	39	.	.	PUNCT
cana-5443	309	1	•	•	NUM
cana-5443	309	2	edge	edge	NOUN
cana-5443	309	3	deployment	deployment	NOUN
cana-5443	309	4	:	:	PUNCT
cana-5443	309	5	using	use	VERB
cana-5443	309	6	nvidia	nvidia	PROPN
cana-5443	309	7	jetson	jetson	PROPN
cana-5443	309	8	devices	device	NOUN
cana-5443	309	9	or	or	CCONJ
cana-5443	309	10	coral	coral	ADJ
cana-5443	309	11	tpus	tpus	PROPN
cana-5443	309	12	,	,	PUNCT
cana-5443	309	13	lightweight	lightweight	ADJ
cana-5443	309	14	model	model	NOUN
cana-5443	309	15	versions	version	NOUN
cana-5443	309	16	(	(	PUNCT
cana-5443	309	17	e.g.	e.g.	ADV
cana-5443	309	18	,	,	PUNCT
cana-5443	309	19	quantized	quantize	VERB
cana-5443	309	20	yolov7	yolov7	NOUN
cana-5443	309	21	)	)	PUNCT
cana-5443	309	22	are	be	AUX
cana-5443	309	23	deployed	deploy	VERB
cana-5443	309	24	at	at	ADP
cana-5443	309	25	surveillance	surveillance	NOUN
cana-5443	309	26	nodes	node	NOUN
cana-5443	309	27	to	to	PART
cana-5443	309	28	reduce	reduce	VERB
cana-5443	309	29	latency	latency	NOUN
cana-5443	309	30	.	.	PUNCT
cana-5443	310	1	•	•	NUM
cana-5443	310	2	centralized	centralized	ADJ
cana-5443	310	3	monitoring	monitoring	NOUN
cana-5443	310	4	system	system	NOUN
cana-5443	310	5	:	:	PUNCT
cana-5443	310	6	detected	detect	VERB
cana-5443	310	7	facial	facial	ADJ
cana-5443	310	8	matches	match	NOUN
cana-5443	310	9	,	,	PUNCT
cana-5443	310	10	weapon	weapon	NOUN
cana-5443	310	11	sightings	sighting	NOUN
cana-5443	310	12	,	,	PUNCT
cana-5443	310	13	or	or	CCONJ
cana-5443	310	14	suspicious	suspicious	ADJ
cana-5443	310	15	behavior	behavior	NOUN
cana-5443	310	16	trigger	trigger	NOUN
cana-5443	310	17	alerts	alert	NOUN
cana-5443	310	18	sent	send	VERB
cana-5443	310	19	to	to	ADP
cana-5443	310	20	a	a	DET
cana-5443	310	21	centralized	centralized	ADJ
cana-5443	310	22	command	command	NOUN
cana-5443	310	23	unit	unit	NOUN
cana-5443	310	24	via	via	ADP
cana-5443	310	25	restful	restful	ADJ
cana-5443	310	26	apis	apis	NOUN
cana-5443	310	27	or	or	CCONJ
cana-5443	310	28	mqtt	mqtt	NOUN
cana-5443	310	29	protocols	protocol	NOUN
cana-5443	310	30	.	.	PUNCT
cana-5443	311	1	•	•	NUM
cana-5443	311	2	database	database	NOUN
cana-5443	311	3	integration	integration	NOUN
cana-5443	311	4	:	:	PUNCT
cana-5443	311	5	facial	facial	ADJ
cana-5443	311	6	embeddings	embedding	NOUN
cana-5443	311	7	and	and	CCONJ
cana-5443	311	8	detection	detection	NOUN
cana-5443	311	9	logs	log	NOUN
cana-5443	311	10	are	be	AUX
cana-5443	311	11	matched	match	VERB
cana-5443	311	12	against	against	ADP
cana-5443	311	13	a	a	DET
cana-5443	311	14	secure	secure	ADJ
cana-5443	311	15	criminal	criminal	ADJ
cana-5443	311	16	database	database	NOUN
cana-5443	311	17	with	with	ADP
cana-5443	311	18	encryption	encryption	NOUN
cana-5443	311	19	protocols	protocol	NOUN
cana-5443	311	20	ensuring	ensure	VERB
cana-5443	311	21	data	datum	NOUN
cana-5443	311	22	integrity	integrity	NOUN
cana-5443	311	23	.	.	PUNCT
cana-5443	312	1	•	•	NUM
cana-5443	312	2	alerting	alert	VERB
cana-5443	312	3	mechanism	mechanism	NOUN
cana-5443	312	4	:	:	PUNCT
cana-5443	312	5	when	when	SCONJ
cana-5443	312	6	criminal	criminal	ADJ
cana-5443	312	7	activity	activity	NOUN
cana-5443	312	8	or	or	CCONJ
cana-5443	312	9	weapon	weapon	NOUN
cana-5443	312	10	presence	presence	NOUN
cana-5443	312	11	is	be	AUX
cana-5443	312	12	detected	detect	VERB
cana-5443	312	13	,	,	PUNCT
cana-5443	312	14	alerts	alert	NOUN
cana-5443	312	15	are	be	AUX
cana-5443	312	16	generated	generate	VERB
cana-5443	312	17	containing	contain	VERB
cana-5443	312	18	metadata	metadata	NOUN
cana-5443	312	19	(	(	PUNCT
cana-5443	312	20	timestamp	timestamp	NOUN
cana-5443	312	21	,	,	PUNCT
cana-5443	312	22	gps	gps	PROPN
cana-5443	312	23	coordinates	coordinate	NOUN
cana-5443	312	24	,	,	PUNCT
cana-5443	312	25	image	image	NOUN
cana-5443	312	26	snapshot	snapshot	NOUN
cana-5443	312	27	)	)	PUNCT
cana-5443	312	28	and	and	CCONJ
cana-5443	312	29	pushed	push	VERB
cana-5443	312	30	to	to	ADP
cana-5443	312	31	authorized	authorize	VERB
cana-5443	312	32	personnel	personnel	NOUN
cana-5443	312	33	via	via	ADP
cana-5443	312	34	a	a	DET
cana-5443	312	35	custom	custom	NOUN
cana-5443	312	36	web	web	NOUN
cana-5443	312	37	dashboard	dashboard	NOUN
cana-5443	312	38	or	or	CCONJ
cana-5443	312	39	mobile	mobile	ADJ
cana-5443	312	40	application	application	NOUN
cana-5443	312	41	.	.	PUNCT
cana-5443	313	1	•	•	NUM
cana-5443	313	2	system	system	NOUN
cana-5443	313	3	redundancy	redundancy	NOUN
cana-5443	313	4	and	and	CCONJ
cana-5443	313	5	failover	failover	NOUN
cana-5443	313	6	:	:	PUNCT
cana-5443	313	7	cloud	cloud	NOUN
cana-5443	313	8	synchronization	synchronization	NOUN
cana-5443	313	9	ensures	ensure	VERB
cana-5443	313	10	that	that	SCONJ
cana-5443	313	11	edge	edge	NOUN
cana-5443	313	12	devices	device	NOUN
cana-5443	313	13	periodically	periodically	ADV
cana-5443	313	14	upload	upload	VERB
cana-5443	313	15	logs	log	NOUN
cana-5443	313	16	to	to	ADP
cana-5443	313	17	the	the	DET
cana-5443	313	18	central	central	ADJ
cana-5443	313	19	server	server	NOUN
cana-5443	313	20	for	for	ADP
cana-5443	313	21	audit	audit	NOUN
cana-5443	313	22	trails	trail	NOUN
cana-5443	313	23	,	,	PUNCT
cana-5443	313	24	backup	backup	NOUN
cana-5443	313	25	,	,	PUNCT
cana-5443	313	26	and	and	CCONJ
cana-5443	313	27	retraining	retrain	VERB
cana-5443	313	28	purposes	purpose	NOUN
cana-5443	313	29	.	.	PUNCT
cana-5443	314	1	this	this	DET
cana-5443	314	2	phase	phase	NOUN
cana-5443	314	3	ensures	ensure	VERB
cana-5443	314	4	that	that	SCONJ
cana-5443	314	5	the	the	DET
cana-5443	314	6	proposed	propose	VERB
cana-5443	314	7	system	system	NOUN
cana-5443	314	8	functions	function	NOUN
cana-5443	314	9	reliably	reliably	ADV
cana-5443	314	10	in	in	ADP
cana-5443	314	11	real	real	ADJ
cana-5443	314	12	-	-	PUNCT
cana-5443	314	13	world	world	NOUN
cana-5443	314	14	environments	environment	NOUN
cana-5443	314	15	,	,	PUNCT
cana-5443	314	16	balancing	balance	VERB
cana-5443	314	17	speed	speed	NOUN
cana-5443	314	18	,	,	PUNCT
cana-5443	314	19	accuracy	accuracy	NOUN
cana-5443	314	20	,	,	PUNCT
cana-5443	314	21	and	and	CCONJ
cana-5443	314	22	hardware	hardware	NOUN
cana-5443	314	23	resource	resource	NOUN
cana-5443	314	24	constraints	constraint	NOUN
cana-5443	314	25	.	.	PUNCT
cana-5443	315	1	phase	phase	NOUN
cana-5443	315	2	5	5	NUM
cana-5443	315	3	:	:	PUNCT
cana-5443	315	4	evaluation	evaluation	NOUN
cana-5443	315	5	and	and	CCONJ
cana-5443	315	6	validation	validation	NOUN
cana-5443	315	7	:	:	PUNCT
cana-5443	315	8	the	the	DET
cana-5443	315	9	final	final	ADJ
cana-5443	315	10	phase	phase	NOUN
cana-5443	315	11	involves	involve	VERB
cana-5443	315	12	rigorous	rigorous	ADJ
cana-5443	315	13	evaluation	evaluation	NOUN
cana-5443	315	14	of	of	ADP
cana-5443	315	15	the	the	DET
cana-5443	315	16	system	system	NOUN
cana-5443	315	17	using	use	VERB
cana-5443	315	18	quantitative	quantitative	ADJ
cana-5443	315	19	and	and	CCONJ
cana-5443	315	20	qualitative	qualitative	ADJ
cana-5443	315	21	metrics	metric	NOUN
cana-5443	315	22	to	to	PART
cana-5443	315	23	assess	assess	VERB
cana-5443	315	24	detection	detection	NOUN
cana-5443	315	25	performance	performance	NOUN
cana-5443	315	26	,	,	PUNCT
cana-5443	315	27	system	system	NOUN
cana-5443	315	28	responsiveness	responsiveness	NOUN
cana-5443	315	29	,	,	PUNCT
cana-5443	315	30	and	and	CCONJ
cana-5443	315	31	real	real	ADJ
cana-5443	315	32	-	-	PUNCT
cana-5443	315	33	time	time	NOUN
cana-5443	315	34	applicability	applicability	NOUN
cana-5443	315	35	.	.	PUNCT
cana-5443	316	1	•	•	NUM
cana-5443	316	2	facial	facial	ADJ
cana-5443	316	3	recognition	recognition	NOUN
cana-5443	316	4	metrics	metric	NOUN
cana-5443	316	5	:	:	PUNCT
cana-5443	316	6	accuracy	accuracy	NOUN
cana-5443	316	7	,	,	PUNCT
cana-5443	316	8	precision	precision	NOUN
cana-5443	316	9	,	,	PUNCT
cana-5443	316	10	recall	recall	NOUN
cana-5443	316	11	,	,	PUNCT
cana-5443	316	12	and	and	CCONJ
cana-5443	316	13	false	false	ADJ
cana-5443	316	14	acceptance	acceptance	NOUN
cana-5443	316	15	rate	rate	NOUN
cana-5443	316	16	(	(	PUNCT
cana-5443	316	17	far	far	ADV
cana-5443	316	18	)	)	PUNCT
cana-5443	316	19	are	be	AUX
cana-5443	316	20	used	use	VERB
cana-5443	316	21	to	to	PART
cana-5443	316	22	evaluate	evaluate	VERB
cana-5443	316	23	identity	identity	NOUN
cana-5443	316	24	verification	verification	NOUN
cana-5443	316	25	.	.	PUNCT
cana-5443	317	1	•	•	NUM
cana-5443	317	2	weapon	weapon	NOUN
cana-5443	317	3	detection	detection	NOUN
cana-5443	317	4	metrics	metric	NOUN
cana-5443	317	5	:	:	PUNCT
cana-5443	317	6	map	map	NOUN
cana-5443	317	7	(	(	PUNCT
cana-5443	317	8	mean	mean	VERB
cana-5443	317	9	average	average	ADJ
cana-5443	317	10	precision	precision	NOUN
cana-5443	317	11	)	)	PUNCT
cana-5443	317	12	,	,	PUNCT
cana-5443	317	13	iou	iou	NOUN
cana-5443	317	14	(	(	PUNCT
cana-5443	317	15	intersection	intersection	NOUN
cana-5443	317	16	over	over	ADP
cana-5443	317	17	union	union	NOUN
cana-5443	317	18	)	)	PUNCT
cana-5443	317	19	,	,	PUNCT
cana-5443	317	20	and	and	CCONJ
cana-5443	317	21	detection	detection	NOUN
cana-5443	317	22	speed	speed	NOUN
cana-5443	317	23	(	(	PUNCT
cana-5443	317	24	fps	fps	NOUN
cana-5443	317	25	)	)	PUNCT
cana-5443	317	26	are	be	AUX
cana-5443	317	27	measured	measure	VERB
cana-5443	317	28	.	.	PUNCT
cana-5443	318	1	•	•	NUM
cana-5443	318	2	video	video	NOUN
cana-5443	318	3	surveillance	surveillance	NOUN
cana-5443	318	4	metrics	metric	NOUN
cana-5443	318	5	:	:	PUNCT
cana-5443	318	6	confusion	confusion	NOUN
cana-5443	318	7	matrix	matrix	NOUN
cana-5443	318	8	-	-	PUNCT
cana-5443	318	9	based	base	VERB
cana-5443	318	10	evaluations	evaluation	NOUN
cana-5443	318	11	,	,	PUNCT
cana-5443	318	12	roc	roc	PROPN
cana-5443	318	13	curves	curve	NOUN
cana-5443	318	14	,	,	PUNCT
cana-5443	318	15	and	and	CCONJ
cana-5443	318	16	detection	detection	NOUN
cana-5443	318	17	latency	latency	NOUN
cana-5443	318	18	are	be	AUX
cana-5443	318	19	used	use	VERB
cana-5443	318	20	to	to	PART
cana-5443	318	21	validate	validate	VERB
cana-5443	318	22	activity	activity	NOUN
cana-5443	318	23	recognition	recognition	NOUN
cana-5443	318	24	.	.	PUNCT
cana-5443	319	1	communications	communication	NOUN
cana-5443	319	2	on	on	ADP
cana-5443	319	3	applied	apply	VERB
cana-5443	319	4	nonlinear	nonlinear	ADJ
cana-5443	319	5	analysis	analysis	NOUN
cana-5443	319	6	issn	issn	NOUN
cana-5443	319	7	:	:	PUNCT
cana-5443	319	8	1074	1074	NUM
cana-5443	319	9	-	-	PUNCT
cana-5443	319	10	133x	133x	NUM
cana-5443	319	11	vol	vol	VERB
cana-5443	319	12	32	32	NUM
cana-5443	319	13	no	no	NOUN
cana-5443	319	14	.	.	PUNCT
cana-5443	320	1	10s	10	NOUN
cana-5443	320	2	(	(	PUNCT
cana-5443	320	3	2025	2025	NUM
cana-5443	320	4	)	)	PUNCT
cana-5443	320	5	2264	2264	NUM
cana-5443	320	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	320	7	•	•	NUM
cana-5443	320	8	system	system	NOUN
cana-5443	320	9	-	-	PUNCT
cana-5443	320	10	level	level	NOUN
cana-5443	320	11	metrics	metric	NOUN
cana-5443	320	12	:	:	PUNCT
cana-5443	320	13	end	end	NOUN
cana-5443	320	14	-	-	PUNCT
cana-5443	320	15	to	to	ADP
cana-5443	320	16	-	-	PUNCT
cana-5443	320	17	end	end	NOUN
cana-5443	320	18	latency	latency	NOUN
cana-5443	320	19	(	(	PUNCT
cana-5443	320	20	frame	frame	NOUN
cana-5443	320	21	capture	capture	NOUN
cana-5443	320	22	to	to	PART
cana-5443	320	23	alert	alert	VERB
cana-5443	320	24	)	)	PUNCT
cana-5443	320	25	,	,	PUNCT
cana-5443	320	26	energy	energy	NOUN
cana-5443	320	27	consumption	consumption	NOUN
cana-5443	320	28	,	,	PUNCT
cana-5443	320	29	and	and	CCONJ
cana-5443	320	30	throughput	throughput	NOUN
cana-5443	320	31	(	(	PUNCT
cana-5443	320	32	frames	frame	NOUN
cana-5443	320	33	per	per	ADP
cana-5443	320	34	second	second	ADJ
cana-5443	320	35	processed	process	VERB
cana-5443	320	36	)	)	PUNCT
cana-5443	320	37	are	be	AUX
cana-5443	320	38	monitored	monitor	VERB
cana-5443	320	39	.	.	PUNCT
cana-5443	321	1	•	•	NUM
cana-5443	321	2	user	user	NOUN
cana-5443	321	3	feedback	feedback	NOUN
cana-5443	321	4	:	:	PUNCT
cana-5443	321	5	law	law	NOUN
cana-5443	321	6	enforcement	enforcement	NOUN
cana-5443	321	7	personnel	personnel	NOUN
cana-5443	321	8	and	and	CCONJ
cana-5443	321	9	security	security	NOUN
cana-5443	321	10	operators	operator	NOUN
cana-5443	321	11	are	be	AUX
cana-5443	321	12	invited	invite	VERB
cana-5443	321	13	to	to	PART
cana-5443	321	14	test	test	VERB
cana-5443	321	15	the	the	DET
cana-5443	321	16	system	system	NOUN
cana-5443	321	17	under	under	ADP
cana-5443	321	18	semi	semi	ADJ
cana-5443	321	19	-	-	ADJ
cana-5443	321	20	controlled	control	VERB
cana-5443	321	21	conditions	condition	NOUN
cana-5443	321	22	and	and	CCONJ
cana-5443	321	23	provide	provide	VERB
cana-5443	321	24	usability	usability	NOUN
cana-5443	321	25	feedback	feedback	NOUN
cana-5443	321	26	.	.	PUNCT
cana-5443	322	1	•	•	NUM
cana-5443	322	2	ablation	ablation	NOUN
cana-5443	322	3	studies	study	NOUN
cana-5443	322	4	:	:	PUNCT
cana-5443	322	5	experiments	experiment	NOUN
cana-5443	322	6	are	be	AUX
cana-5443	322	7	conducted	conduct	VERB
cana-5443	322	8	by	by	ADP
cana-5443	322	9	systematically	systematically	ADV
cana-5443	322	10	removing	remove	VERB
cana-5443	322	11	components	component	NOUN
cana-5443	322	12	(	(	PUNCT
cana-5443	322	13	e.g.	e.g.	ADV
cana-5443	322	14	,	,	PUNCT
cana-5443	322	15	attention	attention	NOUN
cana-5443	322	16	layers	layer	NOUN
cana-5443	322	17	,	,	PUNCT
cana-5443	322	18	data	datum	NOUN
cana-5443	322	19	augmentation	augmentation	NOUN
cana-5443	322	20	)	)	PUNCT
cana-5443	322	21	to	to	PART
cana-5443	322	22	understand	understand	VERB
cana-5443	322	23	their	their	PRON
cana-5443	322	24	impact	impact	NOUN
cana-5443	322	25	on	on	ADP
cana-5443	322	26	performance	performance	NOUN
cana-5443	322	27	.	.	PUNCT
cana-5443	323	1	•	•	NUM
cana-5443	323	2	stress	stress	NOUN
cana-5443	323	3	testing	testing	NOUN
cana-5443	323	4	:	:	PUNCT
cana-5443	323	5	the	the	DET
cana-5443	323	6	system	system	NOUN
cana-5443	323	7	is	be	AUX
cana-5443	323	8	evaluated	evaluate	VERB
cana-5443	323	9	under	under	ADP
cana-5443	323	10	varying	vary	VERB
cana-5443	323	11	network	network	NOUN
cana-5443	323	12	conditions	condition	NOUN
cana-5443	323	13	,	,	PUNCT
cana-5443	323	14	lighting	lighting	NOUN
cana-5443	323	15	environments	environment	NOUN
cana-5443	323	16	,	,	PUNCT
cana-5443	323	17	and	and	CCONJ
cana-5443	323	18	multi	multi	ADJ
cana-5443	323	19	-	-	ADJ
cana-5443	323	20	person	person	ADJ
cana-5443	323	21	scenarios	scenario	NOUN
cana-5443	323	22	to	to	PART
cana-5443	323	23	validate	validate	VERB
cana-5443	323	24	robustness	robustness	NOUN
cana-5443	323	25	.	.	PUNCT
cana-5443	324	1	post	post	ADJ
cana-5443	324	2	-	-	ADJ
cana-5443	324	3	deployment	deployment	ADJ
cana-5443	324	4	,	,	PUNCT
cana-5443	324	5	logs	log	NOUN
cana-5443	324	6	are	be	AUX
cana-5443	324	7	collected	collect	VERB
cana-5443	324	8	to	to	PART
cana-5443	324	9	monitor	monitor	VERB
cana-5443	324	10	system	system	NOUN
cana-5443	324	11	performance	performance	NOUN
cana-5443	324	12	,	,	PUNCT
cana-5443	324	13	which	which	PRON
cana-5443	324	14	are	be	AUX
cana-5443	324	15	used	use	VERB
cana-5443	324	16	to	to	PART
cana-5443	324	17	retrain	retrain	VERB
cana-5443	324	18	and	and	CCONJ
cana-5443	324	19	update	update	NOUN
cana-5443	324	20	models	model	NOUN
cana-5443	324	21	in	in	ADP
cana-5443	324	22	an	an	DET
cana-5443	324	23	iterative	iterative	NOUN
cana-5443	324	24	cycle	cycle	NOUN
cana-5443	324	25	,	,	PUNCT
cana-5443	324	26	ensuring	ensure	VERB
cana-5443	324	27	the	the	DET
cana-5443	324	28	system	system	NOUN
cana-5443	324	29	evolves	evolve	VERB
cana-5443	324	30	alongside	alongside	ADP
cana-5443	324	31	emerging	emerge	VERB
cana-5443	324	32	threats	threat	NOUN
cana-5443	324	33	and	and	CCONJ
cana-5443	324	34	data	datum	NOUN
cana-5443	324	35	trends	trend	NOUN
cana-5443	324	36	.	.	PUNCT
cana-5443	325	1	this	this	DET
cana-5443	325	2	five	five	NUM
cana-5443	325	3	-	-	PUNCT
cana-5443	325	4	phase	phase	NOUN
cana-5443	325	5	methodology	methodology	NOUN
cana-5443	325	6	ensures	ensure	VERB
cana-5443	325	7	that	that	SCONJ
cana-5443	325	8	the	the	DET
cana-5443	325	9	optimized	optimize	VERB
cana-5443	325	10	deep	deep	ADJ
cana-5443	325	11	learning	learning	NOUN
cana-5443	325	12	system	system	NOUN
cana-5443	325	13	for	for	ADP
cana-5443	325	14	criminal	criminal	ADJ
cana-5443	325	15	activity	activity	NOUN
cana-5443	325	16	detection	detection	NOUN
cana-5443	325	17	is	be	AUX
cana-5443	325	18	data	data	NOUN
cana-5443	325	19	-	-	PUNCT
cana-5443	325	20	driven	drive	VERB
cana-5443	325	21	,	,	PUNCT
cana-5443	325	22	technically	technically	ADV
cana-5443	325	23	rigorous	rigorous	ADJ
cana-5443	325	24	,	,	PUNCT
cana-5443	325	25	and	and	CCONJ
cana-5443	325	26	practically	practically	ADV
cana-5443	325	27	deployable	deployable	ADJ
cana-5443	325	28	.	.	PUNCT
cana-5443	326	1	it	it	PRON
cana-5443	326	2	creates	create	VERB
cana-5443	326	3	a	a	DET
cana-5443	326	4	unified	unified	ADJ
cana-5443	326	5	solution	solution	NOUN
cana-5443	326	6	for	for	ADP
cana-5443	326	7	proactive	proactive	ADJ
cana-5443	326	8	threat	threat	NOUN
cana-5443	326	9	detection	detection	NOUN
cana-5443	326	10	through	through	ADP
cana-5443	326	11	the	the	DET
cana-5443	326	12	synergistic	synergistic	ADJ
cana-5443	326	13	application	application	NOUN
cana-5443	326	14	of	of	ADP
cana-5443	326	15	facial	facial	ADJ
cana-5443	326	16	recognition	recognition	NOUN
cana-5443	326	17	,	,	PUNCT
cana-5443	326	18	video	video	NOUN
cana-5443	326	19	surveillance	surveillance	NOUN
cana-5443	326	20	analytics	analytic	NOUN
cana-5443	326	21	,	,	PUNCT
cana-5443	326	22	and	and	CCONJ
cana-5443	326	23	weapon	weapon	NOUN
cana-5443	326	24	detection	detection	NOUN
cana-5443	326	25	—	—	PUNCT
cana-5443	326	26	paving	pave	VERB
cana-5443	326	27	the	the	DET
cana-5443	326	28	way	way	NOUN
cana-5443	326	29	for	for	ADP
cana-5443	326	30	smarter	smart	ADJ
cana-5443	326	31	,	,	PUNCT
cana-5443	326	32	safer	safe	ADJ
cana-5443	326	33	urban	urban	ADJ
cana-5443	326	34	environments	environment	NOUN
cana-5443	326	35	.	.	PUNCT
cana-5443	327	1	algorithm	algorithm	NOUN
cana-5443	327	2	design	design	NOUN
cana-5443	327	3	algorithm	algorithm	NOUN
cana-5443	327	4	1	1	NUM
cana-5443	327	5	:	:	PUNCT
cana-5443	327	6	facerecognition_tripletembedding	facerecognition_tripletembedde	VERB
cana-5443	327	7	the	the	DET
cana-5443	327	8	facerecognition_tripletembedding	facerecognition_tripletembedding	NOUN
cana-5443	327	9	algorithm	algorithm	NOUN
cana-5443	327	10	is	be	AUX
cana-5443	327	11	designed	design	VERB
cana-5443	327	12	for	for	ADP
cana-5443	327	13	accurate	accurate	ADJ
cana-5443	327	14	and	and	CCONJ
cana-5443	327	15	efficient	efficient	ADJ
cana-5443	327	16	facial	facial	ADJ
cana-5443	327	17	recognition	recognition	NOUN
cana-5443	327	18	in	in	ADP
cana-5443	327	19	real	real	ADJ
cana-5443	327	20	-	-	PUNCT
cana-5443	327	21	time	time	NOUN
cana-5443	327	22	surveillance	surveillance	NOUN
cana-5443	327	23	systems	system	NOUN
cana-5443	327	24	.	.	PUNCT
cana-5443	328	1	it	it	PRON
cana-5443	328	2	leverages	leverage	VERB
cana-5443	328	3	deep	deep	ADJ
cana-5443	328	4	convolutional	convolutional	ADJ
cana-5443	328	5	neural	neural	ADJ
cana-5443	328	6	networks	network	NOUN
cana-5443	328	7	(	(	PUNCT
cana-5443	328	8	cnns	cnns	PROPN
cana-5443	328	9	)	)	PUNCT
cana-5443	328	10	to	to	PART
cana-5443	328	11	extract	extract	VERB
cana-5443	328	12	high	high	ADJ
cana-5443	328	13	-	-	PUNCT
cana-5443	328	14	dimensional	dimensional	ADJ
cana-5443	328	15	embedding	embed	VERB
cana-5443	328	16	vectors	vector	NOUN
cana-5443	328	17	from	from	ADP
cana-5443	328	18	input	input	ADJ
cana-5443	328	19	facial	facial	ADJ
cana-5443	328	20	images	image	NOUN
cana-5443	328	21	.	.	PUNCT
cana-5443	329	1	these	these	DET
cana-5443	329	2	embeddings	embedding	NOUN
cana-5443	329	3	capture	capture	VERB
cana-5443	329	4	unique	unique	ADJ
cana-5443	329	5	facial	facial	ADJ
cana-5443	329	6	features	feature	NOUN
cana-5443	329	7	while	while	SCONJ
cana-5443	329	8	being	be	AUX
cana-5443	329	9	robust	robust	ADJ
cana-5443	329	10	to	to	ADP
cana-5443	329	11	variations	variation	NOUN
cana-5443	329	12	in	in	ADP
cana-5443	329	13	lighting	lighting	NOUN
cana-5443	329	14	,	,	PUNCT
cana-5443	329	15	orientation	orientation	NOUN
cana-5443	329	16	,	,	PUNCT
cana-5443	329	17	and	and	CCONJ
cana-5443	329	18	partial	partial	ADJ
cana-5443	329	19	occlusions	occlusion	NOUN
cana-5443	329	20	.	.	PUNCT
cana-5443	330	1	input	input	NOUN
cana-5443	330	2	:	:	PUNCT
cana-5443	330	3	•	•	NUM
cana-5443	330	4	image	image	NOUN
cana-5443	330	5	𝐼	𝐼	ADP
cana-5443	330	6	•	•	NOUN
cana-5443	330	7	pre	pre	VERB
cana-5443	330	8	-	-	VERB
cana-5443	330	9	trained	trained	ADJ
cana-5443	330	10	embedding	embed	VERB
cana-5443	330	11	model	model	NOUN
cana-5443	330	12	𝑓(⋅	𝑓(⋅	NOUN
cana-5443	330	13	)	)	PUNCT
cana-5443	330	14	•	•	ADP
cana-5443	330	15	criminal	criminal	ADJ
cana-5443	330	16	face	face	NOUN
cana-5443	330	17	database	database	NOUN
cana-5443	330	18	𝐷	𝐷	PROPN
cana-5443	330	19	=	=	SYM
cana-5443	330	20	{	{	PUNCT
cana-5443	330	21	(	(	PUNCT
cana-5443	330	22	𝑒𝑖	𝑒𝑖	INTJ
cana-5443	330	23	,	,	PUNCT
cana-5443	330	24	𝐼𝐷𝑖	𝐼𝐷𝑖	ADJ
cana-5443	330	25	)	)	PUNCT
cana-5443	330	26	}	}	PUNCT
cana-5443	330	27	output	output	NOUN
cana-5443	330	28	:	:	PUNCT
cana-5443	330	29	•	•	NUM
cana-5443	330	30	identity	identity	NOUN
cana-5443	330	31	𝐼𝐷	𝐼𝐷	PROPN
cana-5443	330	32	or	or	CCONJ
cana-5443	330	33	"	"	PUNCT
cana-5443	330	34	unknown	unknown	ADJ
cana-5443	330	35	"	"	PUNCT
cana-5443	330	36	steps	step	NOUN
cana-5443	330	37	:	:	PUNCT
cana-5443	330	38	1	1	X
cana-5443	330	39	.	.	X
cana-5443	331	1	preprocessing	preprocessing	NOUN
cana-5443	331	2	:	:	PUNCT
cana-5443	331	3	align	align	VERB
cana-5443	331	4	and	and	CCONJ
cana-5443	331	5	normalize	normalize	VERB
cana-5443	331	6	input	input	NOUN
cana-5443	331	7	face	face	NOUN
cana-5443	331	8	image	image	NOUN
cana-5443	331	9	𝐼	𝐼	ADP
cana-5443	331	10	2	2	NUM
cana-5443	331	11	.	.	PUNCT
cana-5443	331	12	embedding	embed	VERB
cana-5443	331	13	generation	generation	NOUN
cana-5443	331	14	:	:	PUNCT
cana-5443	331	15	compute	compute	VERB
cana-5443	331	16	embedding	embed	VERB
cana-5443	331	17	vector	vector	NOUN
cana-5443	331	18	:	:	PUNCT
cana-5443	331	19	𝑒	𝑒	PROPN
cana-5443	331	20	=	=	SYM
cana-5443	331	21	𝑓(𝐼	𝑓(𝐼	PROPN
cana-5443	331	22	)	)	PUNCT
cana-5443	331	23	∈	∈	PROPN
cana-5443	332	1	ℝ𝑑	ℝ𝑑	PROPN
cana-5443	332	2	3	3	X
cana-5443	332	3	.	.	PUNCT
cana-5443	332	4	cosine	cosine	PROPN
cana-5443	332	5	similarity	similarity	PROPN
cana-5443	332	6	comparison	comparison	NOUN
cana-5443	332	7	:	:	PUNCT
cana-5443	332	8	for	for	ADP
cana-5443	332	9	each	each	DET
cana-5443	332	10	𝑒𝑖	𝑒𝑖	ADP
cana-5443	332	11	∈	∈	PROPN
cana-5443	332	12	𝐷	𝐷	PROPN
cana-5443	332	13	,	,	PUNCT
cana-5443	332	14	compute	compute	NOUN
cana-5443	332	15	similarity	similarity	NOUN
cana-5443	332	16	:	:	PUNCT
cana-5443	332	17	𝑆(𝑒	𝑆(𝑒	NUM
cana-5443	332	18	,	,	PUNCT
cana-5443	332	19	𝑒𝑖	𝑒𝑖	NOUN
cana-5443	332	20	)	)	PUNCT
cana-5443	332	21	=	=	PUNCT
cana-5443	332	22	𝑒	𝑒	PROPN
cana-5443	332	23	⋅	⋅	PROPN
cana-5443	332	24	𝑒𝑖	𝑒𝑖	ADP
cana-5443	332	25	∥	∥	PUNCT
cana-5443	332	26	𝑒	𝑒	PROPN
cana-5443	332	27	∥⋅∥	∥⋅∥	PROPN
cana-5443	332	28	𝑒𝑖	𝑒𝑖	ADP
cana-5443	332	29	∥	∥	PROPN
cana-5443	332	30	communications	communication	NOUN
cana-5443	332	31	on	on	ADP
cana-5443	332	32	applied	apply	VERB
cana-5443	332	33	nonlinear	nonlinear	ADJ
cana-5443	332	34	analysis	analysis	NOUN
cana-5443	332	35	issn	issn	NOUN
cana-5443	332	36	:	:	PUNCT
cana-5443	332	37	1074	1074	NUM
cana-5443	332	38	-	-	PUNCT
cana-5443	332	39	133x	133x	NUM
cana-5443	332	40	vol	vol	VERB
cana-5443	332	41	32	32	NUM
cana-5443	332	42	no	no	NOUN
cana-5443	332	43	.	.	PUNCT
cana-5443	333	1	10s	10	NOUN
cana-5443	333	2	(	(	PUNCT
cana-5443	333	3	2025	2025	NUM
cana-5443	333	4	)	)	PUNCT
cana-5443	333	5	2265	2265	NUM
cana-5443	333	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	333	7	4	4	NUM
cana-5443	333	8	.	.	PUNCT
cana-5443	333	9	threshold	threshold	NOUN
cana-5443	333	10	decision	decision	NOUN
cana-5443	333	11	:	:	PUNCT
cana-5443	334	1	𝐼𝐷	𝐼𝐷	PROPN
cana-5443	334	2	=	=	SYM
cana-5443	334	3	{	{	PUNCT
cana-5443	334	4	𝐼𝐷𝑗	𝐼𝐷𝑗	ADV
cana-5443	334	5	if	if	SCONJ
cana-5443	334	6	max(𝑆(𝑒	max(𝑆(𝑒	PROPN
cana-5443	334	7	,	,	PUNCT
cana-5443	334	8	𝑒𝑗	𝑒𝑗	NOUN
cana-5443	334	9	)	)	PUNCT
cana-5443	334	10	)	)	PUNCT
cana-5443	334	11	>	>	X
cana-5443	335	1	𝛿	𝛿	DET
cana-5443	335	2	"	"	PUNCT
cana-5443	335	3	unknown	unknown	ADJ
cana-5443	335	4	"	"	PUNCT
cana-5443	335	5	otherwise	otherwise	ADV
cana-5443	335	6	where	where	SCONJ
cana-5443	335	7	𝛿	𝛿	ADJ
cana-5443	335	8	is	be	AUX
cana-5443	335	9	a	a	DET
cana-5443	335	10	tuned	tune	VERB
cana-5443	335	11	similarity	similarity	NOUN
cana-5443	335	12	threshold	threshold	NOUN
cana-5443	335	13	(	(	PUNCT
cana-5443	335	14	e.g.	e.g.	ADV
cana-5443	335	15	,	,	PUNCT
cana-5443	335	16	0.7	0.7	NUM
cana-5443	335	17	)	)	PUNCT
cana-5443	335	18	.	.	PUNCT
cana-5443	336	1	the	the	DET
cana-5443	336	2	algorithm	algorithm	NOUN
cana-5443	336	3	is	be	AUX
cana-5443	336	4	trained	train	VERB
cana-5443	336	5	using	use	VERB
cana-5443	336	6	triplet	triplet	NOUN
cana-5443	336	7	loss	loss	NOUN
cana-5443	336	8	,	,	PUNCT
cana-5443	336	9	which	which	PRON
cana-5443	336	10	encourages	encourage	VERB
cana-5443	336	11	the	the	DET
cana-5443	336	12	network	network	NOUN
cana-5443	336	13	to	to	PART
cana-5443	336	14	minimize	minimize	VERB
cana-5443	336	15	the	the	DET
cana-5443	336	16	distance	distance	NOUN
cana-5443	336	17	between	between	ADP
cana-5443	336	18	an	an	DET
cana-5443	336	19	anchor	anchor	NOUN
cana-5443	336	20	face	face	NOUN
cana-5443	336	21	and	and	CCONJ
cana-5443	336	22	a	a	DET
cana-5443	336	23	positive	positive	ADJ
cana-5443	336	24	face	face	NOUN
cana-5443	336	25	(	(	PUNCT
cana-5443	336	26	same	same	ADJ
cana-5443	336	27	identity	identity	NOUN
cana-5443	336	28	)	)	PUNCT
cana-5443	336	29	,	,	PUNCT
cana-5443	336	30	while	while	SCONJ
cana-5443	336	31	maximizing	maximize	VERB
cana-5443	336	32	the	the	DET
cana-5443	336	33	distance	distance	NOUN
cana-5443	336	34	from	from	ADP
cana-5443	336	35	a	a	DET
cana-5443	336	36	negative	negative	ADJ
cana-5443	336	37	face	face	NOUN
cana-5443	336	38	(	(	PUNCT
cana-5443	336	39	different	different	ADJ
cana-5443	336	40	identity	identity	NOUN
cana-5443	336	41	)	)	PUNCT
cana-5443	336	42	.	.	PUNCT
cana-5443	337	1	formally	formally	ADV
cana-5443	337	2	,	,	PUNCT
cana-5443	337	3	the	the	DET
cana-5443	337	4	loss	loss	NOUN
cana-5443	337	5	function	function	NOUN
cana-5443	337	6	is	be	AUX
cana-5443	337	7	defined	define	VERB
cana-5443	337	8	as	as	ADP
cana-5443	337	9	:	:	PUNCT
cana-5443	337	10	𝐿	𝐿	PROPN
cana-5443	337	11	=	=	PUNCT
cana-5443	337	12	max(∥	max(∥	NOUN
cana-5443	337	13	𝑓(𝑎	𝑓(𝑎	NOUN
cana-5443	337	14	)	)	PUNCT
cana-5443	337	15	−	−	ADP
cana-5443	337	16	𝑓(𝑝	𝑓(𝑝	PROPN
cana-5443	337	17	)	)	PUNCT
cana-5443	337	18	∥2	∥2	NOUN
cana-5443	337	19	−∥	−∥	X
cana-5443	337	20	𝑓(𝑎	𝑓(𝑎	NOUN
cana-5443	337	21	)	)	PUNCT
cana-5443	338	1	−	−	NOUN
cana-5443	339	1	𝑓(𝑛	𝑓(𝑛	NOUN
cana-5443	339	2	)	)	PUNCT
cana-5443	339	3	∥2	∥2	NOUN
cana-5443	339	4	+	+	SYM
cana-5443	339	5	𝛼	𝛼	NOUN
cana-5443	339	6	,	,	PUNCT
cana-5443	339	7	0	0	NUM
cana-5443	339	8	)	)	PUNCT
cana-5443	339	9	where	where	SCONJ
cana-5443	339	10	𝑓(⋅	𝑓(⋅	NOUN
cana-5443	339	11	)	)	PUNCT
cana-5443	339	12	is	be	AUX
cana-5443	339	13	the	the	DET
cana-5443	339	14	embedding	embed	VERB
cana-5443	339	15	function	function	NOUN
cana-5443	339	16	,	,	PUNCT
cana-5443	339	17	and	and	CCONJ
cana-5443	339	18	𝛼	𝛼	NOUN
cana-5443	339	19	is	be	AUX
cana-5443	339	20	a	a	DET
cana-5443	339	21	margin	margin	NOUN
cana-5443	339	22	that	that	PRON
cana-5443	339	23	ensures	ensure	VERB
cana-5443	339	24	separation	separation	NOUN
cana-5443	339	25	between	between	ADP
cana-5443	339	26	positive	positive	ADJ
cana-5443	339	27	and	and	CCONJ
cana-5443	339	28	negative	negative	ADJ
cana-5443	339	29	pairs	pair	NOUN
cana-5443	339	30	.	.	PUNCT
cana-5443	340	1	in	in	ADP
cana-5443	340	2	deployment	deployment	NOUN
cana-5443	340	3	,	,	PUNCT
cana-5443	340	4	once	once	ADV
cana-5443	340	5	an	an	DET
cana-5443	340	6	embedding	embed	VERB
cana-5443	340	7	vector	vector	NOUN
cana-5443	340	8	is	be	AUX
cana-5443	340	9	generated	generate	VERB
cana-5443	340	10	from	from	ADP
cana-5443	340	11	a	a	DET
cana-5443	340	12	surveillance	surveillance	NOUN
cana-5443	340	13	input	input	NOUN
cana-5443	340	14	,	,	PUNCT
cana-5443	340	15	it	it	PRON
cana-5443	340	16	is	be	AUX
cana-5443	340	17	compared	compare	VERB
cana-5443	340	18	with	with	ADP
cana-5443	340	19	stored	store	VERB
cana-5443	340	20	vectors	vector	NOUN
cana-5443	340	21	from	from	ADP
cana-5443	340	22	a	a	DET
cana-5443	340	23	criminal	criminal	ADJ
cana-5443	340	24	database	database	NOUN
cana-5443	340	25	using	use	VERB
cana-5443	340	26	cosine	cosine	NOUN
cana-5443	340	27	similarity	similarity	NOUN
cana-5443	340	28	:	:	PUNCT
cana-5443	340	29	𝑆(𝑒1	𝑆(𝑒1	PROPN
cana-5443	340	30	,	,	PUNCT
cana-5443	340	31	𝑒2	𝑒2	NOUN
cana-5443	340	32	)	)	PUNCT
cana-5443	340	33	=	=	PUNCT
cana-5443	340	34	𝑒1	𝑒1	NOUN
cana-5443	340	35	⋅	⋅	PROPN
cana-5443	340	36	𝑒2	𝑒2	PROPN
cana-5443	340	37	∥	∥	PROPN
cana-5443	340	38	𝑒1	𝑒1	NOUN
cana-5443	340	39	∥⋅∥	∥⋅∥	PROPN
cana-5443	340	40	𝑒2	𝑒2	PROPN
cana-5443	340	41	∥	∥	PROPN
cana-5443	340	42	the	the	DET
cana-5443	340	43	identity	identity	NOUN
cana-5443	340	44	is	be	AUX
cana-5443	340	45	matched	match	VERB
cana-5443	340	46	if	if	SCONJ
cana-5443	340	47	the	the	DET
cana-5443	340	48	similarity	similarity	NOUN
cana-5443	340	49	exceeds	exceed	VERB
cana-5443	340	50	a	a	DET
cana-5443	340	51	predetermined	predetermine	VERB
cana-5443	340	52	threshold	threshold	NOUN
cana-5443	340	53	𝛿.	𝛿.	ADV
cana-5443	340	54	this	this	DET
cana-5443	340	55	threshold	threshold	NOUN
cana-5443	340	56	helps	help	VERB
cana-5443	340	57	minimize	minimize	VERB
cana-5443	340	58	false	false	ADJ
cana-5443	340	59	positives	positive	NOUN
cana-5443	340	60	,	,	PUNCT
cana-5443	340	61	especially	especially	ADV
cana-5443	340	62	in	in	ADP
cana-5443	340	63	crowded	crowded	ADJ
cana-5443	340	64	or	or	CCONJ
cana-5443	340	65	noisy	noisy	ADJ
cana-5443	340	66	environments	environment	NOUN
cana-5443	340	67	.	.	PUNCT
cana-5443	341	1	this	this	DET
cana-5443	341	2	algorithm	algorithm	NOUN
cana-5443	341	3	enables	enable	VERB
cana-5443	341	4	the	the	DET
cana-5443	341	5	system	system	NOUN
cana-5443	341	6	to	to	PART
cana-5443	341	7	instantly	instantly	ADV
cana-5443	341	8	identify	identify	VERB
cana-5443	341	9	known	know	VERB
cana-5443	341	10	suspects	suspect	NOUN
cana-5443	341	11	and	and	CCONJ
cana-5443	341	12	generate	generate	NOUN
cana-5443	341	13	alerts	alert	NOUN
cana-5443	341	14	.	.	PUNCT
cana-5443	342	1	its	its	PRON
cana-5443	342	2	effectiveness	effectiveness	NOUN
cana-5443	342	3	lies	lie	VERB
cana-5443	342	4	in	in	ADP
cana-5443	342	5	its	its	PRON
cana-5443	342	6	ability	ability	NOUN
cana-5443	342	7	to	to	PART
cana-5443	342	8	handle	handle	VERB
cana-5443	342	9	complex	complex	ADJ
cana-5443	342	10	face	face	NOUN
cana-5443	342	11	variations	variation	NOUN
cana-5443	342	12	and	and	CCONJ
cana-5443	342	13	maintain	maintain	VERB
cana-5443	342	14	real	real	ADJ
cana-5443	342	15	-	-	PUNCT
cana-5443	342	16	time	time	NOUN
cana-5443	342	17	inference	inference	NOUN
cana-5443	342	18	speed	speed	NOUN
cana-5443	342	19	,	,	PUNCT
cana-5443	342	20	making	make	VERB
cana-5443	342	21	it	it	PRON
cana-5443	342	22	an	an	DET
cana-5443	342	23	integral	integral	ADJ
cana-5443	342	24	part	part	NOUN
cana-5443	342	25	of	of	ADP
cana-5443	342	26	intelligent	intelligent	ADJ
cana-5443	342	27	surveillance	surveillance	NOUN
cana-5443	342	28	systems	system	NOUN
cana-5443	342	29	for	for	ADP
cana-5443	342	30	crime	crime	NOUN
cana-5443	342	31	prevention	prevention	NOUN
cana-5443	342	32	.	.	PUNCT
cana-5443	343	1	algorithm	algorithm	NOUN
cana-5443	343	2	2	2	NUM
cana-5443	343	3	:	:	PUNCT
cana-5443	343	4	weapondetection_yolo	weapondetection_yolo	VERB
cana-5443	343	5	the	the	DET
cana-5443	343	6	weapondetection_yolo	weapondetection_yolo	PROPN
cana-5443	343	7	algorithm	algorithm	NOUN
cana-5443	343	8	is	be	AUX
cana-5443	343	9	tailored	tailor	VERB
cana-5443	343	10	to	to	PART
cana-5443	343	11	detect	detect	VERB
cana-5443	343	12	weapons	weapon	NOUN
cana-5443	343	13	such	such	ADJ
cana-5443	343	14	as	as	ADP
cana-5443	343	15	guns	gun	NOUN
cana-5443	343	16	and	and	CCONJ
cana-5443	343	17	knives	knife	NOUN
cana-5443	343	18	within	within	ADP
cana-5443	343	19	live	live	ADJ
cana-5443	343	20	video	video	NOUN
cana-5443	343	21	feeds	feed	NOUN
cana-5443	343	22	or	or	CCONJ
cana-5443	343	23	still	still	ADV
cana-5443	343	24	frames	frame	NOUN
cana-5443	343	25	.	.	PUNCT
cana-5443	344	1	based	base	VERB
cana-5443	344	2	on	on	ADP
cana-5443	344	3	the	the	DET
cana-5443	344	4	you	you	PRON
cana-5443	344	5	only	only	ADV
cana-5443	344	6	look	look	VERB
cana-5443	344	7	once	once	ADV
cana-5443	344	8	(	(	PUNCT
cana-5443	344	9	yolo	yolo	ADJ
cana-5443	344	10	)	)	PUNCT
cana-5443	344	11	architecture	architecture	NOUN
cana-5443	344	12	,	,	PUNCT
cana-5443	344	13	this	this	DET
cana-5443	344	14	algorithm	algorithm	NOUN
cana-5443	344	15	transforms	transform	VERB
cana-5443	344	16	the	the	DET
cana-5443	344	17	object	object	NOUN
cana-5443	344	18	detection	detection	NOUN
cana-5443	344	19	problem	problem	NOUN
cana-5443	344	20	into	into	ADP
cana-5443	344	21	a	a	DET
cana-5443	344	22	regression	regression	NOUN
cana-5443	344	23	task	task	NOUN
cana-5443	344	24	that	that	PRON
cana-5443	344	25	predicts	predict	VERB
cana-5443	344	26	bounding	bound	VERB
cana-5443	344	27	boxes	box	NOUN
cana-5443	344	28	and	and	CCONJ
cana-5443	344	29	class	class	NOUN
cana-5443	344	30	probabilities	probability	NOUN
cana-5443	344	31	directly	directly	ADV
cana-5443	344	32	from	from	ADP
cana-5443	344	33	full	full	ADJ
cana-5443	344	34	images	image	NOUN
cana-5443	344	35	in	in	ADP
cana-5443	344	36	a	a	DET
cana-5443	344	37	single	single	ADJ
cana-5443	344	38	evaluation	evaluation	NOUN
cana-5443	344	39	pass	pass	NOUN
cana-5443	344	40	.	.	PUNCT
cana-5443	345	1	input	input	NOUN
cana-5443	345	2	:	:	PUNCT
cana-5443	345	3	•	•	NUM
cana-5443	345	4	frame	frame	NOUN
cana-5443	345	5	𝐹	𝐹	PROPN
cana-5443	345	6	∈	∈	PROPN
cana-5443	345	7	ℝℎ×𝑤×3	ℝℎ×𝑤×3	ADJ
cana-5443	345	8	•	•	NUM
cana-5443	345	9	trained	train	VERB
cana-5443	345	10	yolo	yolo	ADJ
cana-5443	345	11	weights	weight	NOUN
cana-5443	345	12	𝜃	𝜃	NOUN
cana-5443	345	13	•	•	NOUN
cana-5443	345	14	confidence	confidence	NOUN
cana-5443	345	15	threshold	threshold	NOUN
cana-5443	345	16	𝛼	𝛼	PRON
cana-5443	345	17	output	output	NOUN
cana-5443	345	18	:	:	PUNCT
cana-5443	345	19	•	•	NUM
cana-5443	345	20	list	list	NOUN
cana-5443	345	21	of	of	ADP
cana-5443	345	22	detections	detection	NOUN
cana-5443	345	23	𝐷	𝐷	NOUN
cana-5443	345	24	=	=	SYM
cana-5443	345	25	{	{	PUNCT
cana-5443	345	26	(	(	PUNCT
cana-5443	345	27	𝑥	𝑥	NOUN
cana-5443	345	28	,	,	PUNCT
cana-5443	345	29	𝑦	𝑦	NOUN
cana-5443	345	30	,	,	PUNCT
cana-5443	345	31	𝑤	𝑤	ADP
cana-5443	345	32	,	,	PUNCT
cana-5443	345	33	ℎ	ℎ	PROPN
cana-5443	345	34	,	,	PUNCT
cana-5443	345	35	𝑐	𝑐	NOUN
cana-5443	345	36	)	)	PUNCT
cana-5443	345	37	}	}	PUNCT
cana-5443	345	38	steps	step	NOUN
cana-5443	345	39	:	:	PUNCT
cana-5443	345	40	5	5	X
cana-5443	345	41	.	.	PUNCT
cana-5443	345	42	grid	grid	NOUN
cana-5443	345	43	division	division	NOUN
cana-5443	345	44	:	:	PUNCT
cana-5443	345	45	divide	divide	VERB
cana-5443	345	46	image	image	NOUN
cana-5443	345	47	into	into	ADP
cana-5443	345	48	𝑆	𝑆	PROPN
cana-5443	345	49	×	×	PROPN
cana-5443	345	50	𝑆	𝑆	PROPN
cana-5443	345	51	grid	grid	NOUN
cana-5443	345	52	cells	cell	NOUN
cana-5443	345	53	.	.	PUNCT
cana-5443	346	1	6	6	X
cana-5443	346	2	.	.	X
cana-5443	346	3	bounding	bound	VERB
cana-5443	346	4	box	box	NOUN
cana-5443	346	5	prediction	prediction	NOUN
cana-5443	346	6	:	:	PUNCT
cana-5443	346	7	for	for	ADP
cana-5443	346	8	each	each	DET
cana-5443	346	9	grid	grid	NOUN
cana-5443	346	10	cell	cell	NOUN
cana-5443	346	11	,	,	PUNCT
cana-5443	346	12	yolo	yolo	ADJ
cana-5443	346	13	predicts	predict	NOUN
cana-5443	346	14	:	:	PUNCT
cana-5443	346	15	{	{	PUNCT
cana-5443	346	16	(	(	PUNCT
cana-5443	346	17	𝑥	𝑥	NOUN
cana-5443	346	18	,	,	PUNCT
cana-5443	346	19	𝑦	𝑦	NOUN
cana-5443	346	20	,	,	PUNCT
cana-5443	346	21	𝑤	𝑤	ADP
cana-5443	346	22	,	,	PUNCT
cana-5443	346	23	ℎ	ℎ	PROPN
cana-5443	346	24	,	,	PUNCT
cana-5443	346	25	𝑐)}1	𝑐)}1	PROPN
cana-5443	346	26	𝐵	𝐵	NOUN
cana-5443	346	27	communications	communication	NOUN
cana-5443	346	28	on	on	ADP
cana-5443	346	29	applied	apply	VERB
cana-5443	346	30	nonlinear	nonlinear	ADJ
cana-5443	346	31	analysis	analysis	NOUN
cana-5443	346	32	issn	issn	NOUN
cana-5443	346	33	:	:	PUNCT
cana-5443	346	34	1074	1074	NUM
cana-5443	346	35	-	-	PUNCT
cana-5443	346	36	133x	133x	NUM
cana-5443	346	37	vol	vol	VERB
cana-5443	346	38	32	32	NUM
cana-5443	346	39	no	no	NOUN
cana-5443	346	40	.	.	PUNCT
cana-5443	347	1	10s	10	NOUN
cana-5443	347	2	(	(	PUNCT
cana-5443	347	3	2025	2025	NUM
cana-5443	347	4	)	)	PUNCT
cana-5443	347	5	2266	2266	NUM
cana-5443	347	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	347	7	where	where	SCONJ
cana-5443	347	8	(	(	PUNCT
cana-5443	347	9	𝑥	𝑥	NOUN
cana-5443	347	10	,	,	PUNCT
cana-5443	347	11	𝑦	𝑦	NOUN
cana-5443	347	12	)	)	PUNCT
cana-5443	347	13	=	=	SYM
cana-5443	347	14	center	center	NOUN
cana-5443	347	15	,	,	PUNCT
cana-5443	347	16	𝑤	𝑤	ADP
cana-5443	347	17	,	,	PUNCT
cana-5443	347	18	ℎ	ℎ	NOUN
cana-5443	347	19	=	=	PUNCT
cana-5443	347	20	width	width	ADJ
cana-5443	347	21	/	/	SYM
cana-5443	347	22	height	height	NOUN
cana-5443	347	23	,	,	PUNCT
cana-5443	347	24	𝑐	𝑐	NOUN
cana-5443	347	25	=	=	SYM
cana-5443	347	26	class	class	NOUN
cana-5443	347	27	confidence	confidence	NOUN
cana-5443	347	28	7	7	NUM
cana-5443	347	29	.	.	PUNCT
cana-5443	348	1	filter	filter	NOUN
cana-5443	348	2	predictions	prediction	NOUN
cana-5443	348	3	:	:	PUNCT
cana-5443	348	4	𝐷	𝐷	NOUN
cana-5443	348	5	=	=	SYM
cana-5443	348	6	{	{	PUNCT
cana-5443	348	7	(	(	PUNCT
cana-5443	348	8	𝑥	𝑥	NOUN
cana-5443	348	9	,	,	PUNCT
cana-5443	348	10	𝑦	𝑦	NOUN
cana-5443	348	11	,	,	PUNCT
cana-5443	348	12	𝑤	𝑤	ADP
cana-5443	348	13	,	,	PUNCT
cana-5443	348	14	ℎ	ℎ	PROPN
cana-5443	348	15	,	,	PUNCT
cana-5443	348	16	𝑐	𝑐	NOUN
cana-5443	348	17	)	)	PUNCT
cana-5443	348	18	∣	∣	PROPN
cana-5443	348	19	𝑐	𝑐	PROPN
cana-5443	348	20	>	>	X
cana-5443	348	21	𝛼	𝛼	PROPN
cana-5443	348	22	}	}	PUNCT
cana-5443	348	23	8	8	NUM
cana-5443	348	24	.	.	PUNCT
cana-5443	349	1	non	non	ADJ
cana-5443	349	2	-	-	ADJ
cana-5443	349	3	maximum	maximum	ADJ
cana-5443	349	4	suppression	suppression	NOUN
cana-5443	349	5	(	(	PUNCT
cana-5443	349	6	nms	nms	NOUN
cana-5443	349	7	):	):	PUNCT
cana-5443	349	8	remove	remove	VERB
cana-5443	349	9	overlapping	overlap	VERB
cana-5443	349	10	boxes	box	NOUN
cana-5443	349	11	using	use	VERB
cana-5443	349	12	iou	iou	NOUN
cana-5443	349	13	threshold	threshold	NOUN
cana-5443	349	14	𝛾	𝛾	NOUN
cana-5443	349	15	:	:	PUNCT
cana-5443	349	16	iou(𝐴	iou(𝐴	NUM
cana-5443	349	17	,	,	PUNCT
cana-5443	349	18	𝐵	𝐵	NOUN
cana-5443	349	19	)	)	PUNCT
cana-5443	349	20	=	=	SYM
cana-5443	349	21	∣	∣	PROPN
cana-5443	349	22	𝐴	𝐴	PROPN
cana-5443	349	23	∩	∩	ADJ
cana-5443	349	24	𝐵	𝐵	PROPN
cana-5443	349	25	∣	∣	ADJ
cana-5443	349	26	∣	∣	ADJ
cana-5443	349	27	𝐴	𝐴	PROPN
cana-5443	349	28	∪	∪	AUX
cana-5443	349	29	𝐵	𝐵	PROPN
cana-5443	349	30	∣	∣	VERB
cana-5443	349	31	this	this	DET
cana-5443	349	32	algorithm	algorithm	NOUN
cana-5443	349	33	is	be	AUX
cana-5443	349	34	particularly	particularly	ADV
cana-5443	349	35	effective	effective	ADJ
cana-5443	349	36	for	for	ADP
cana-5443	349	37	real	real	ADJ
cana-5443	349	38	-	-	PUNCT
cana-5443	349	39	time	time	NOUN
cana-5443	349	40	applications	application	NOUN
cana-5443	349	41	,	,	PUNCT
cana-5443	349	42	with	with	ADP
cana-5443	349	43	high	high	ADJ
cana-5443	349	44	frames	frame	NOUN
cana-5443	349	45	-	-	PUNCT
cana-5443	349	46	per	per	ADP
cana-5443	349	47	-	-	PUNCT
cana-5443	349	48	second	second	NOUN
cana-5443	349	49	(	(	PUNCT
cana-5443	349	50	fps	fps	PROPN
cana-5443	349	51	)	)	PUNCT
cana-5443	349	52	performance	performance	NOUN
cana-5443	349	53	on	on	ADP
cana-5443	349	54	edge	edge	NOUN
cana-5443	349	55	devices	device	NOUN
cana-5443	349	56	.	.	PUNCT
cana-5443	350	1	its	its	PRON
cana-5443	350	2	ability	ability	NOUN
cana-5443	350	3	to	to	PART
cana-5443	350	4	detect	detect	VERB
cana-5443	350	5	weapons	weapon	NOUN
cana-5443	350	6	even	even	ADV
cana-5443	350	7	in	in	ADP
cana-5443	350	8	cluttered	cluttered	ADJ
cana-5443	350	9	or	or	CCONJ
cana-5443	350	10	low	low	ADJ
cana-5443	350	11	-	-	PUNCT
cana-5443	350	12	resolution	resolution	NOUN
cana-5443	350	13	footage	footage	NOUN
cana-5443	350	14	enhances	enhance	VERB
cana-5443	350	15	the	the	DET
cana-5443	350	16	reliability	reliability	NOUN
cana-5443	350	17	of	of	ADP
cana-5443	350	18	surveillance	surveillance	NOUN
cana-5443	350	19	systems	system	NOUN
cana-5443	350	20	.	.	PUNCT
cana-5443	351	1	additionally	additionally	ADV
cana-5443	351	2	,	,	PUNCT
cana-5443	351	3	yolo	yolo	ADJ
cana-5443	351	4	models	model	NOUN
cana-5443	351	5	can	can	AUX
cana-5443	351	6	be	be	AUX
cana-5443	351	7	fine	fine	ADV
cana-5443	351	8	-	-	PUNCT
cana-5443	351	9	tuned	tune	VERB
cana-5443	351	10	to	to	PART
cana-5443	351	11	recognize	recognize	VERB
cana-5443	351	12	region	region	NOUN
cana-5443	351	13	-	-	PUNCT
cana-5443	351	14	specific	specific	ADJ
cana-5443	351	15	threats	threat	NOUN
cana-5443	351	16	,	,	PUNCT
cana-5443	351	17	making	make	VERB
cana-5443	351	18	the	the	DET
cana-5443	351	19	solution	solution	NOUN
cana-5443	351	20	adaptable	adaptable	ADJ
cana-5443	351	21	to	to	ADP
cana-5443	351	22	different	different	ADJ
cana-5443	351	23	security	security	NOUN
cana-5443	351	24	contexts	contexts	NOUN
cana-5443	351	25	.	.	PUNCT
cana-5443	352	1	integrated	integrate	VERB
cana-5443	352	2	with	with	ADP
cana-5443	352	3	alert	alert	NOUN
cana-5443	352	4	systems	system	NOUN
cana-5443	352	5	,	,	PUNCT
cana-5443	352	6	this	this	DET
cana-5443	352	7	algorithm	algorithm	NOUN
cana-5443	352	8	ensures	ensure	VERB
cana-5443	352	9	swift	swift	ADJ
cana-5443	352	10	responses	response	NOUN
cana-5443	352	11	to	to	ADP
cana-5443	352	12	weapon	weapon	NOUN
cana-5443	352	13	-	-	PUNCT
cana-5443	352	14	related	relate	VERB
cana-5443	352	15	threats	threat	NOUN
cana-5443	352	16	in	in	ADP
cana-5443	352	17	sensitive	sensitive	ADJ
cana-5443	352	18	or	or	CCONJ
cana-5443	352	19	public	public	ADJ
cana-5443	352	20	environments	environment	NOUN
cana-5443	352	21	.	.	PUNCT
cana-5443	353	1	algorithm	algorithm	NOUN
cana-5443	353	2	3	3	NUM
cana-5443	353	3	:	:	PUNCT
cana-5443	353	4	activitydetection_temporalcnn	activitydetection_temporalcnn	PROPN
cana-5443	353	5	the	the	DET
cana-5443	353	6	activitydetection_temporalcnn	activitydetection_temporalcnn	PROPN
cana-5443	353	7	algorithm	algorithm	NOUN
cana-5443	353	8	focuses	focus	VERB
cana-5443	353	9	on	on	ADP
cana-5443	353	10	detecting	detect	VERB
cana-5443	353	11	suspicious	suspicious	ADJ
cana-5443	353	12	or	or	CCONJ
cana-5443	353	13	criminal	criminal	ADJ
cana-5443	353	14	activities	activity	NOUN
cana-5443	353	15	in	in	ADP
cana-5443	353	16	surveillance	surveillance	NOUN
cana-5443	353	17	footage	footage	NOUN
cana-5443	353	18	by	by	ADP
cana-5443	353	19	analyzing	analyze	VERB
cana-5443	353	20	sequences	sequence	NOUN
cana-5443	353	21	of	of	ADP
cana-5443	353	22	video	video	NOUN
cana-5443	353	23	frames	frame	NOUN
cana-5443	353	24	using	use	VERB
cana-5443	353	25	temporal	temporal	ADJ
cana-5443	353	26	deep	deep	ADJ
cana-5443	353	27	learning	learning	NOUN
cana-5443	353	28	models	model	NOUN
cana-5443	353	29	.	.	PUNCT
cana-5443	354	1	this	this	DET
cana-5443	354	2	algorithm	algorithm	NOUN
cana-5443	354	3	combines	combine	VERB
cana-5443	354	4	the	the	DET
cana-5443	354	5	spatial	spatial	ADJ
cana-5443	354	6	feature	feature	NOUN
cana-5443	354	7	extraction	extraction	NOUN
cana-5443	354	8	capabilities	capability	NOUN
cana-5443	354	9	of	of	ADP
cana-5443	354	10	cnns	cnn	NOUN
cana-5443	354	11	with	with	ADP
cana-5443	354	12	the	the	DET
cana-5443	354	13	temporal	temporal	ADJ
cana-5443	354	14	pattern	pattern	NOUN
cana-5443	354	15	learning	learn	VERB
cana-5443	354	16	strengths	strength	NOUN
cana-5443	354	17	of	of	ADP
cana-5443	354	18	temporal	temporal	ADJ
cana-5443	354	19	convolutional	convolutional	ADJ
cana-5443	354	20	networks	network	NOUN
cana-5443	354	21	(	(	PUNCT
cana-5443	354	22	tcns	tcns	NOUN
cana-5443	354	23	)	)	PUNCT
cana-5443	354	24	.	.	PUNCT
cana-5443	355	1	input	input	NOUN
cana-5443	355	2	:	:	PUNCT
cana-5443	355	3	•	•	NUM
cana-5443	355	4	video	video	NOUN
cana-5443	355	5	clip	clip	NOUN
cana-5443	355	6	𝑉	𝑉	PROPN
cana-5443	355	7	=	=	PUNCT
cana-5443	355	8	{	{	PUNCT
cana-5443	355	9	𝐹1	𝐹1	PROPN
cana-5443	355	10	,	,	PUNCT
cana-5443	355	11	𝐹2	𝐹2	NOUN
cana-5443	355	12	,	,	PUNCT
cana-5443	355	13	…	…	PUNCT
cana-5443	355	14	,	,	PUNCT
cana-5443	355	15	𝐹𝑇	𝐹𝑇	PROPN
cana-5443	355	16	}	}	PUNCT
cana-5443	355	17	•	•	PROPN
cana-5443	355	18	cnn	cnn	PROPN
cana-5443	355	19	encoder	encoder	NOUN
cana-5443	355	20	𝐸(⋅	𝐸(⋅	PROPN
cana-5443	355	21	)	)	PUNCT
cana-5443	355	22	•	•	NUM
cana-5443	355	23	tcn	tcn	PROPN
cana-5443	355	24	model	model	NOUN
cana-5443	355	25	𝛷(⋅	𝛷(⋅	NOUN
cana-5443	355	26	)	)	PUNCT
cana-5443	355	27	output	output	NOUN
cana-5443	355	28	:	:	PUNCT
cana-5443	355	29	•	•	NUM
cana-5443	355	30	activity	activity	NOUN
cana-5443	355	31	label	label	NOUN
cana-5443	355	32	𝐴	𝐴	PROPN
cana-5443	355	33	∈	∈	PROPN
cana-5443	355	34	{	{	PUNCT
cana-5443	355	35	𝑛𝑜𝑟𝑚𝑎𝑙	𝑛𝑜𝑟𝑚𝑎𝑙	NOUN
cana-5443	355	36	,	,	PUNCT
cana-5443	355	37	𝑠𝑢𝑠𝑝𝑖𝑐𝑖𝑜𝑢𝑠	𝑠𝑢𝑠𝑝𝑖𝑐𝑖𝑜𝑢𝑠	ADJ
cana-5443	355	38	}	}	PUNCT
cana-5443	355	39	steps	step	NOUN
cana-5443	355	40	:	:	PUNCT
cana-5443	355	41	9	9	NUM
cana-5443	355	42	.	.	X
cana-5443	355	43	frame	frame	NOUN
cana-5443	355	44	feature	feature	NOUN
cana-5443	355	45	extraction	extraction	NOUN
cana-5443	355	46	:	:	PUNCT
cana-5443	355	47	𝑥𝑡	𝑥𝑡	ADP
cana-5443	355	48	=	=	NOUN
cana-5443	355	49	𝐸(𝐹𝑡	𝐸(𝐹𝑡	PROPN
cana-5443	355	50	)	)	PUNCT
cana-5443	355	51	,	,	PUNCT
cana-5443	355	52	 	 	SPACE
cana-5443	355	53	∀𝑡	∀𝑡	PROPN
cana-5443	355	54	∈	∈	PROPN
cana-5443	356	1	[	[	X
cana-5443	356	2	1	1	NUM
cana-5443	356	3	,	,	PUNCT
cana-5443	356	4	𝑇	𝑇	PROPN
cana-5443	356	5	]	]	PUNCT
cana-5443	356	6	where	where	SCONJ
cana-5443	356	7	𝑥𝑡	𝑥𝑡	ADV
cana-5443	356	8	∈	∈	PROPN
cana-5443	357	1	ℝ𝑑	ℝ𝑑	PROPN
cana-5443	357	2	10	10	NUM
cana-5443	357	3	.	.	PUNCT
cana-5443	357	4	temporal	temporal	ADJ
cana-5443	357	5	encoding	encoding	NOUN
cana-5443	357	6	:	:	PUNCT
cana-5443	357	7	stack	stack	VERB
cana-5443	357	8	features	feature	NOUN
cana-5443	357	9	into	into	ADP
cana-5443	357	10	matrix	matrix	NOUN
cana-5443	357	11	𝑋	𝑋	NOUN
cana-5443	357	12	=	=	PUNCT
cana-5443	358	1	[	[	X
cana-5443	358	2	𝑥1	𝑥1	NOUN
cana-5443	358	3	,	,	PUNCT
cana-5443	358	4	𝑥2	𝑥2	NOUN
cana-5443	358	5	,	,	PUNCT
cana-5443	358	6	.	.	PUNCT
cana-5443	358	7	.	.	PUNCT
cana-5443	359	1	.	.	PUNCT
cana-5443	360	1	,	,	PUNCT
cana-5443	360	2	𝑥𝑇	𝑥𝑇	PROPN
cana-5443	360	3	]	]	X
cana-5443	360	4	pass	pass	VERB
cana-5443	360	5	through	through	ADP
cana-5443	360	6	tcn	tcn	PROPN
cana-5443	360	7	:	:	PUNCT
cana-5443	360	8	ℎ	ℎ	PROPN
cana-5443	360	9	=	=	PUNCT
cana-5443	360	10	𝛷(𝑋	𝛷(𝑋	PROPN
cana-5443	360	11	)	)	PUNCT
cana-5443	360	12	11	11	NUM
cana-5443	360	13	.	.	PUNCT
cana-5443	361	1	classification	classification	NOUN
cana-5443	361	2	:	:	PUNCT
cana-5443	361	3	𝐴	𝐴	PROPN
cana-5443	361	4	=	=	PUNCT
cana-5443	361	5	argmax(softmax(𝑊ℎ	argmax(softmax(𝑊ℎ	PROPN
cana-5443	361	6	+	+	CCONJ
cana-5443	361	7	𝑏	𝑏	NOUN
cana-5443	361	8	)	)	PUNCT
cana-5443	361	9	)	)	PUNCT
cana-5443	361	10	where	where	SCONJ
cana-5443	361	11	𝑊	𝑊	PROPN
cana-5443	361	12	and	and	CCONJ
cana-5443	361	13	𝑏	𝑏	PROPN
cana-5443	361	14	are	be	AUX
cana-5443	361	15	classification	classification	NOUN
cana-5443	361	16	weights	weight	NOUN
cana-5443	361	17	.	.	PUNCT
cana-5443	362	1	communications	communication	NOUN
cana-5443	362	2	on	on	ADP
cana-5443	362	3	applied	apply	VERB
cana-5443	362	4	nonlinear	nonlinear	ADJ
cana-5443	362	5	analysis	analysis	NOUN
cana-5443	362	6	issn	issn	NOUN
cana-5443	362	7	:	:	PUNCT
cana-5443	362	8	1074	1074	NUM
cana-5443	362	9	-	-	PUNCT
cana-5443	362	10	133x	133x	NUM
cana-5443	362	11	vol	vol	VERB
cana-5443	362	12	32	32	NUM
cana-5443	362	13	no	no	NOUN
cana-5443	362	14	.	.	PUNCT
cana-5443	363	1	10s	10	NOUN
cana-5443	363	2	(	(	PUNCT
cana-5443	363	3	2025	2025	NUM
cana-5443	363	4	)	)	PUNCT
cana-5443	363	5	2267	2267	NUM
cana-5443	363	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	364	1	this	this	DET
cana-5443	364	2	approach	approach	NOUN
cana-5443	364	3	is	be	AUX
cana-5443	364	4	highly	highly	ADV
cana-5443	364	5	suitable	suitable	ADJ
cana-5443	364	6	for	for	ADP
cana-5443	364	7	real	real	ADJ
cana-5443	364	8	-	-	PUNCT
cana-5443	364	9	time	time	NOUN
cana-5443	364	10	surveillance	surveillance	NOUN
cana-5443	364	11	systems	system	NOUN
cana-5443	364	12	due	due	ADP
cana-5443	364	13	to	to	ADP
cana-5443	364	14	its	its	PRON
cana-5443	364	15	parallelization	parallelization	NOUN
cana-5443	364	16	capability	capability	NOUN
cana-5443	364	17	,	,	PUNCT
cana-5443	364	18	low	low	ADJ
cana-5443	364	19	inference	inference	NOUN
cana-5443	364	20	latency	latency	NOUN
cana-5443	364	21	,	,	PUNCT
cana-5443	364	22	and	and	CCONJ
cana-5443	364	23	high	high	ADJ
cana-5443	364	24	accuracy	accuracy	NOUN
cana-5443	364	25	in	in	ADP
cana-5443	364	26	recognizing	recognize	VERB
cana-5443	364	27	temporal	temporal	ADJ
cana-5443	364	28	anomalies	anomaly	NOUN
cana-5443	364	29	.	.	PUNCT
cana-5443	365	1	by	by	ADP
cana-5443	365	2	continuously	continuously	ADV
cana-5443	365	3	analyzing	analyze	VERB
cana-5443	365	4	behavior	behavior	NOUN
cana-5443	365	5	patterns	pattern	NOUN
cana-5443	365	6	,	,	PUNCT
cana-5443	365	7	the	the	DET
cana-5443	365	8	algorithm	algorithm	NOUN
cana-5443	365	9	acts	act	VERB
cana-5443	365	10	as	as	ADP
cana-5443	365	11	a	a	DET
cana-5443	365	12	proactive	proactive	ADJ
cana-5443	365	13	layer	layer	NOUN
cana-5443	365	14	of	of	ADP
cana-5443	365	15	defense	defense	NOUN
cana-5443	365	16	in	in	ADP
cana-5443	365	17	smart	smart	ADJ
cana-5443	365	18	city	city	NOUN
cana-5443	365	19	and	and	CCONJ
cana-5443	365	20	critical	critical	ADJ
cana-5443	365	21	infrastructure	infrastructure	NOUN
cana-5443	365	22	security	security	NOUN
cana-5443	365	23	solutions	solution	NOUN
cana-5443	365	24	.	.	PUNCT
cana-5443	366	1	results	result	NOUN
cana-5443	366	2	and	and	CCONJ
cana-5443	366	3	discussions	discussion	NOUN
cana-5443	366	4	in	in	ADP
cana-5443	366	5	this	this	DET
cana-5443	366	6	section	section	NOUN
cana-5443	366	7	,	,	PUNCT
cana-5443	366	8	we	we	PRON
cana-5443	366	9	present	present	VERB
cana-5443	366	10	the	the	DET
cana-5443	366	11	results	result	NOUN
cana-5443	366	12	and	and	CCONJ
cana-5443	366	13	discussion	discussion	NOUN
cana-5443	366	14	of	of	ADP
cana-5443	366	15	the	the	DET
cana-5443	366	16	optimized	optimize	VERB
cana-5443	366	17	deep	deep	ADJ
cana-5443	366	18	learning	learning	NOUN
cana-5443	366	19	system	system	NOUN
cana-5443	366	20	for	for	ADP
cana-5443	366	21	criminal	criminal	ADJ
cana-5443	366	22	activity	activity	NOUN
cana-5443	366	23	detection	detection	NOUN
cana-5443	366	24	.	.	PUNCT
cana-5443	367	1	the	the	DET
cana-5443	367	2	system	system	NOUN
cana-5443	367	3	integrates	integrate	VERB
cana-5443	367	4	facial	facial	ADJ
cana-5443	367	5	recognition	recognition	NOUN
cana-5443	367	6	,	,	PUNCT
cana-5443	367	7	weapon	weapon	NOUN
cana-5443	367	8	detection	detection	NOUN
cana-5443	367	9	,	,	PUNCT
cana-5443	367	10	activity	activity	NOUN
cana-5443	367	11	recognition	recognition	NOUN
cana-5443	367	12	,	,	PUNCT
cana-5443	367	13	and	and	CCONJ
cana-5443	367	14	suspicious	suspicious	ADJ
cana-5443	367	15	activity	activity	NOUN
cana-5443	367	16	detection	detection	NOUN
cana-5443	367	17	to	to	PART
cana-5443	367	18	provide	provide	VERB
cana-5443	367	19	a	a	DET
cana-5443	367	20	robust	robust	ADJ
cana-5443	367	21	and	and	CCONJ
cana-5443	367	22	real	real	ADJ
cana-5443	367	23	-	-	PUNCT
cana-5443	367	24	time	time	NOUN
cana-5443	367	25	security	security	NOUN
cana-5443	367	26	solution	solution	NOUN
cana-5443	367	27	.	.	PUNCT
cana-5443	368	1	gui	gui	NOUN
cana-5443	368	2	testing	test	VERB
cana-5443	368	3	the	the	DET
cana-5443	368	4	graphical	graphical	ADJ
cana-5443	368	5	user	user	NOUN
cana-5443	368	6	interface	interface	NOUN
cana-5443	368	7	(	(	PUNCT
cana-5443	368	8	gui	gui	NOUN
cana-5443	368	9	)	)	PUNCT
cana-5443	368	10	was	be	AUX
cana-5443	368	11	designed	design	VERB
cana-5443	368	12	using	use	VERB
cana-5443	368	13	pyqt5	pyqt5	NOUN
cana-5443	368	14	and	and	CCONJ
cana-5443	368	15	provides	provide	VERB
cana-5443	368	16	an	an	DET
cana-5443	368	17	intuitive	intuitive	ADJ
cana-5443	368	18	user	user	NOUN
cana-5443	368	19	experience	experience	NOUN
cana-5443	368	20	for	for	ADP
cana-5443	368	21	monitoring	monitor	VERB
cana-5443	368	22	the	the	DET
cana-5443	368	23	surveillance	surveillance	NOUN
cana-5443	368	24	footage	footage	NOUN
cana-5443	368	25	.	.	PUNCT
cana-5443	369	1	the	the	DET
cana-5443	369	2	interface	interface	NOUN
cana-5443	369	3	includes	include	VERB
cana-5443	369	4	live	live	ADJ
cana-5443	369	5	video	video	NOUN
cana-5443	369	6	feeds	feed	NOUN
cana-5443	369	7	,	,	PUNCT
cana-5443	369	8	status	status	NOUN
cana-5443	369	9	updates	update	VERB
cana-5443	369	10	,	,	PUNCT
cana-5443	369	11	and	and	CCONJ
cana-5443	369	12	detection	detection	NOUN
cana-5443	369	13	alerts	alert	NOUN
cana-5443	369	14	for	for	ADP
cana-5443	369	15	criminals	criminal	NOUN
cana-5443	369	16	,	,	PUNCT
cana-5443	369	17	weapons	weapon	NOUN
cana-5443	369	18	,	,	PUNCT
cana-5443	369	19	activities	activity	NOUN
cana-5443	369	20	,	,	PUNCT
cana-5443	369	21	and	and	CCONJ
cana-5443	369	22	suspicious	suspicious	ADJ
cana-5443	369	23	movements	movement	NOUN
cana-5443	369	24	.	.	PUNCT
cana-5443	370	1	the	the	DET
cana-5443	370	2	system	system	NOUN
cana-5443	370	3	allows	allow	VERB
cana-5443	370	4	the	the	DET
cana-5443	370	5	user	user	NOUN
cana-5443	370	6	to	to	PART
cana-5443	370	7	start	start	VERB
cana-5443	370	8	and	and	CCONJ
cana-5443	370	9	stop	stop	VERB
cana-5443	370	10	video	video	NOUN
cana-5443	370	11	feeds	feed	NOUN
cana-5443	370	12	,	,	PUNCT
cana-5443	370	13	toggle	toggle	PROPN
cana-5443	370	14	night	night	NOUN
cana-5443	370	15	mode	mode	NOUN
cana-5443	370	16	for	for	ADP
cana-5443	370	17	low	low	ADJ
cana-5443	370	18	-	-	PUNCT
cana-5443	370	19	light	light	NOUN
cana-5443	370	20	conditions	condition	NOUN
cana-5443	370	21	,	,	PUNCT
cana-5443	370	22	and	and	CCONJ
cana-5443	370	23	view	view	VERB
cana-5443	370	24	real	real	ADJ
cana-5443	370	25	-	-	PUNCT
cana-5443	370	26	time	time	NOUN
cana-5443	370	27	alerts	alert	NOUN
cana-5443	370	28	.	.	PUNCT
cana-5443	371	1	figures	figure	NOUN
cana-5443	371	2	1	1	NUM
cana-5443	371	3	show	show	VERB
cana-5443	371	4	the	the	DET
cana-5443	371	5	gui	gui	NOUN
cana-5443	371	6	in	in	ADP
cana-5443	371	7	its	its	PRON
cana-5443	371	8	operational	operational	ADJ
cana-5443	371	9	state	state	NOUN
cana-5443	371	10	,	,	PUNCT
cana-5443	371	11	displaying	display	VERB
cana-5443	371	12	the	the	DET
cana-5443	371	13	detected	detect	VERB
cana-5443	371	14	objects	object	NOUN
cana-5443	371	15	,	,	PUNCT
cana-5443	371	16	activities	activity	NOUN
cana-5443	371	17	,	,	PUNCT
cana-5443	371	18	and	and	CCONJ
cana-5443	371	19	their	their	PRON
cana-5443	371	20	respective	respective	ADJ
cana-5443	371	21	statuses	status	NOUN
cana-5443	371	22	.	.	PUNCT
cana-5443	372	1	figure	figure	NOUN
cana-5443	372	2	2	2	NUM
cana-5443	372	3	:	:	PUNCT
cana-5443	372	4	home	home	NOUN
cana-5443	372	5	page	page	NOUN
cana-5443	372	6	gui	gui	VERB
cana-5443	372	7	the	the	DET
cana-5443	372	8	facial	facial	ADJ
cana-5443	372	9	recognition	recognition	NOUN
cana-5443	372	10	system	system	NOUN
cana-5443	372	11	successfully	successfully	ADV
cana-5443	372	12	detects	detect	NOUN
cana-5443	372	13	and	and	CCONJ
cana-5443	372	14	matches	match	VERB
cana-5443	372	15	known	know	VERB
cana-5443	372	16	criminals	criminal	NOUN
cana-5443	372	17	from	from	ADP
cana-5443	372	18	the	the	DET
cana-5443	372	19	video	video	NOUN
cana-5443	372	20	feed	feed	NOUN
cana-5443	372	21	using	use	VERB
cana-5443	372	22	pre	pre	ADJ
cana-5443	372	23	-	-	ADJ
cana-5443	372	24	encoded	encode	VERB
cana-5443	372	25	criminal	criminal	ADJ
cana-5443	372	26	face	face	NOUN
cana-5443	372	27	data	datum	NOUN
cana-5443	372	28	.	.	PUNCT
cana-5443	373	1	when	when	SCONJ
cana-5443	373	2	a	a	DET
cana-5443	373	3	match	match	NOUN
cana-5443	373	4	is	be	AUX
cana-5443	373	5	found	find	VERB
cana-5443	373	6	,	,	PUNCT
cana-5443	373	7	the	the	DET
cana-5443	373	8	system	system	NOUN
cana-5443	373	9	highlights	highlight	VERB
cana-5443	373	10	the	the	DET
cana-5443	373	11	detected	detect	VERB
cana-5443	373	12	face	face	NOUN
cana-5443	373	13	and	and	CCONJ
cana-5443	373	14	announces	announce	VERB
cana-5443	373	15	the	the	DET
cana-5443	373	16	criminal	criminal	NOUN
cana-5443	373	17	's	's	PART
cana-5443	373	18	name	name	NOUN
cana-5443	373	19	via	via	ADP
cana-5443	373	20	text	text	NOUN
cana-5443	373	21	-	-	PUNCT
cana-5443	373	22	to	to	ADP
cana-5443	373	23	-	-	PUNCT
cana-5443	373	24	speech	speech	NOUN
cana-5443	373	25	.	.	PUNCT
cana-5443	374	1	communications	communication	NOUN
cana-5443	374	2	on	on	ADP
cana-5443	374	3	applied	apply	VERB
cana-5443	374	4	nonlinear	nonlinear	ADJ
cana-5443	374	5	analysis	analysis	NOUN
cana-5443	374	6	issn	issn	NOUN
cana-5443	374	7	:	:	PUNCT
cana-5443	374	8	1074	1074	NUM
cana-5443	374	9	-	-	PUNCT
cana-5443	374	10	133x	133x	NUM
cana-5443	374	11	vol	vol	VERB
cana-5443	374	12	32	32	NUM
cana-5443	374	13	no	no	NOUN
cana-5443	374	14	.	.	PUNCT
cana-5443	375	1	10s	10	NOUN
cana-5443	375	2	(	(	PUNCT
cana-5443	375	3	2025	2025	NUM
cana-5443	375	4	)	)	PUNCT
cana-5443	375	5	2268	2268	NUM
cana-5443	375	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	375	7	figure	figure	NOUN
cana-5443	375	8	3	3	NUM
cana-5443	375	9	(	(	PUNCT
cana-5443	375	10	a	a	NOUN
cana-5443	375	11	):	):	PUNCT
cana-5443	375	12	criminal	criminal	ADJ
cana-5443	375	13	detection	detection	NOUN
cana-5443	375	14	figure	figure	NOUN
cana-5443	375	15	3	3	NUM
cana-5443	375	16	(	(	PUNCT
cana-5443	375	17	b	b	NOUN
cana-5443	375	18	):	):	PUNCT
cana-5443	375	19	criminal	criminal	ADJ
cana-5443	375	20	detection	detection	NOUN
cana-5443	375	21	the	the	DET
cana-5443	375	22	weapon	weapon	NOUN
cana-5443	375	23	detection	detection	NOUN
cana-5443	375	24	module	module	NOUN
cana-5443	375	25	utilizes	utilize	VERB
cana-5443	375	26	the	the	DET
cana-5443	375	27	yolo	yolo	ADJ
cana-5443	375	28	deep	deep	ADJ
cana-5443	375	29	learning	learning	NOUN
cana-5443	375	30	-	-	PUNCT
cana-5443	375	31	based	base	VERB
cana-5443	375	32	object	object	NOUN
cana-5443	375	33	detection	detection	NOUN
cana-5443	375	34	model	model	NOUN
cana-5443	375	35	.	.	PUNCT
cana-5443	376	1	the	the	DET
cana-5443	376	2	system	system	NOUN
cana-5443	376	3	detects	detect	VERB
cana-5443	376	4	various	various	ADJ
cana-5443	376	5	weapons	weapon	NOUN
cana-5443	376	6	such	such	ADJ
cana-5443	376	7	as	as	ADP
cana-5443	376	8	guns	gun	NOUN
cana-5443	376	9	,	,	PUNCT
cana-5443	376	10	knives	knife	NOUN
cana-5443	376	11	,	,	PUNCT
cana-5443	376	12	and	and	CCONJ
cana-5443	376	13	other	other	ADJ
cana-5443	376	14	dangerous	dangerous	ADJ
cana-5443	376	15	objects	object	NOUN
cana-5443	376	16	.	.	PUNCT
cana-5443	377	1	the	the	DET
cana-5443	377	2	system	system	NOUN
cana-5443	377	3	processes	process	VERB
cana-5443	377	4	the	the	DET
cana-5443	377	5	video	video	NOUN
cana-5443	377	6	frames	frame	NOUN
cana-5443	377	7	in	in	ADP
cana-5443	377	8	real	real	ADJ
cana-5443	377	9	-	-	PUNCT
cana-5443	377	10	time	time	NOUN
cana-5443	377	11	,	,	PUNCT
cana-5443	377	12	identifying	identify	VERB
cana-5443	377	13	and	and	CCONJ
cana-5443	377	14	labelling	labelling	NOUN
cana-5443	377	15	weapons	weapon	NOUN
cana-5443	377	16	with	with	ADP
cana-5443	377	17	a	a	DET
cana-5443	377	18	high	high	ADJ
cana-5443	377	19	degree	degree	NOUN
cana-5443	377	20	of	of	ADP
cana-5443	377	21	accuracy	accuracy	NOUN
cana-5443	377	22	.	.	PUNCT
cana-5443	378	1	for	for	ADP
cana-5443	378	2	instance	instance	NOUN
cana-5443	378	3	,	,	PUNCT
cana-5443	378	4	a	a	DET
cana-5443	378	5	gun	gun	NOUN
cana-5443	378	6	or	or	CCONJ
cana-5443	378	7	knife	knife	NOUN
cana-5443	378	8	detected	detect	VERB
cana-5443	378	9	within	within	ADP
cana-5443	378	10	the	the	DET
cana-5443	378	11	frame	frame	NOUN
cana-5443	378	12	was	be	AUX
cana-5443	378	13	highlighted	highlight	VERB
cana-5443	378	14	with	with	ADP
cana-5443	378	15	bounding	bounding	NOUN
cana-5443	378	16	boxes	box	NOUN
cana-5443	378	17	and	and	CCONJ
cana-5443	378	18	the	the	DET
cana-5443	378	19	label	label	NOUN
cana-5443	378	20	was	be	AUX
cana-5443	378	21	displayed	display	VERB
cana-5443	378	22	on	on	ADP
cana-5443	378	23	the	the	DET
cana-5443	378	24	screen	screen	NOUN
cana-5443	378	25	.	.	PUNCT
cana-5443	379	1	this	this	DET
cana-5443	379	2	module	module	NOUN
cana-5443	379	3	also	also	ADV
cana-5443	379	4	integrates	integrate	VERB
cana-5443	379	5	a	a	DET
cana-5443	379	6	text	text	NOUN
cana-5443	379	7	-	-	PUNCT
cana-5443	379	8	to	to	ADP
cana-5443	379	9	-	-	PUNCT
cana-5443	379	10	speech	speech	NOUN
cana-5443	379	11	feature	feature	NOUN
cana-5443	379	12	that	that	PRON
cana-5443	379	13	verbally	verbally	ADV
cana-5443	379	14	announces	announce	VERB
cana-5443	379	15	the	the	DET
cana-5443	379	16	weapon	weapon	NOUN
cana-5443	379	17	detected	detect	VERB
cana-5443	379	18	,	,	PUNCT
cana-5443	379	19	further	far	ADV
cana-5443	379	20	enhancing	enhance	VERB
cana-5443	379	21	situational	situational	ADJ
cana-5443	379	22	awareness	awareness	NOUN
cana-5443	379	23	.	.	PUNCT
cana-5443	380	1	figure	figure	VERB
cana-5443	380	2	4	4	NUM
cana-5443	380	3	:	:	PUNCT
cana-5443	380	4	weapon	weapon	NOUN
cana-5443	380	5	detection	detection	NOUN
cana-5443	380	6	the	the	DET
cana-5443	380	7	deep	deep	ADJ
cana-5443	380	8	learning	learning	NOUN
cana-5443	380	9	system	system	NOUN
cana-5443	380	10	for	for	ADP
cana-5443	380	11	criminal	criminal	ADJ
cana-5443	380	12	activity	activity	NOUN
cana-5443	380	13	detection	detection	NOUN
cana-5443	380	14	,	,	PUNCT
cana-5443	380	15	integrating	integrate	VERB
cana-5443	380	16	facial	facial	ADJ
cana-5443	380	17	recognition	recognition	NOUN
cana-5443	380	18	,	,	PUNCT
cana-5443	380	19	video	video	NOUN
cana-5443	380	20	surveillance	surveillance	NOUN
cana-5443	380	21	,	,	PUNCT
cana-5443	380	22	and	and	CCONJ
cana-5443	380	23	weapon	weapon	NOUN
cana-5443	380	24	detection	detection	NOUN
cana-5443	380	25	,	,	PUNCT
cana-5443	380	26	aims	aim	VERB
cana-5443	380	27	to	to	PART
cana-5443	380	28	enhance	enhance	VERB
cana-5443	380	29	public	public	ADJ
cana-5443	380	30	safety	safety	NOUN
cana-5443	380	31	by	by	ADP
cana-5443	380	32	accurately	accurately	ADV
cana-5443	380	33	identifying	identify	VERB
cana-5443	380	34	and	and	CCONJ
cana-5443	380	35	responding	respond	VERB
cana-5443	380	36	to	to	ADP
cana-5443	380	37	criminal	criminal	ADJ
cana-5443	380	38	activities	activity	NOUN
cana-5443	380	39	in	in	ADP
cana-5443	380	40	real	real	ADJ
cana-5443	380	41	-	-	PUNCT
cana-5443	380	42	time	time	NOUN
cana-5443	380	43	.	.	PUNCT
cana-5443	381	1	communications	communication	NOUN
cana-5443	381	2	on	on	ADP
cana-5443	381	3	applied	apply	VERB
cana-5443	381	4	nonlinear	nonlinear	ADJ
cana-5443	381	5	analysis	analysis	NOUN
cana-5443	381	6	issn	issn	NOUN
cana-5443	381	7	:	:	PUNCT
cana-5443	381	8	1074	1074	NUM
cana-5443	381	9	-	-	PUNCT
cana-5443	381	10	133x	133x	NUM
cana-5443	381	11	vol	vol	VERB
cana-5443	381	12	32	32	NUM
cana-5443	381	13	no	no	NOUN
cana-5443	381	14	.	.	PUNCT
cana-5443	382	1	10s	10	NOUN
cana-5443	382	2	(	(	PUNCT
cana-5443	382	3	2025	2025	NUM
cana-5443	382	4	)	)	PUNCT
cana-5443	382	5	2269	2269	NUM
cana-5443	382	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	382	7	figure	figure	NOUN
cana-5443	382	8	5	5	NUM
cana-5443	382	9	:	:	PUNCT
cana-5443	382	10	recognition	recognition	NOUN
cana-5443	382	11	accuracy	accuracy	NOUN
cana-5443	382	12	varies	vary	VERB
cana-5443	382	13	with	with	ADP
cana-5443	382	14	cosine	cosine	NOUN
cana-5443	382	15	similarity	similarity	NOUN
cana-5443	382	16	thresholds	threshold	NOUN
cana-5443	382	17	.	.	PUNCT
cana-5443	383	1	this	this	DET
cana-5443	383	2	figure	figure	NOUN
cana-5443	383	3	5	5	NUM
cana-5443	383	4	shows	show	VERB
cana-5443	383	5	the	the	DET
cana-5443	383	6	relationship	relationship	NOUN
cana-5443	383	7	between	between	ADP
cana-5443	383	8	the	the	DET
cana-5443	383	9	accuracy	accuracy	NOUN
cana-5443	383	10	of	of	ADP
cana-5443	383	11	facial	facial	ADJ
cana-5443	383	12	recognition	recognition	NOUN
cana-5443	383	13	systems	system	NOUN
cana-5443	383	14	and	and	CCONJ
cana-5443	383	15	cosine	cosine	NOUN
cana-5443	383	16	similarity	similarity	NOUN
cana-5443	383	17	thresholds	threshold	NOUN
cana-5443	383	18	.	.	PUNCT
cana-5443	384	1	accuracy	accuracy	NOUN
cana-5443	384	2	rises	rise	VERB
cana-5443	384	3	significantly	significantly	ADV
cana-5443	384	4	as	as	SCONJ
cana-5443	384	5	the	the	DET
cana-5443	384	6	threshold	threshold	NOUN
cana-5443	384	7	escalates	escalate	VERB
cana-5443	384	8	from	from	ADP
cana-5443	384	9	0.3	0.3	NUM
cana-5443	384	10	to	to	ADP
cana-5443	384	11	0.85	0.85	NUM
cana-5443	384	12	,	,	PUNCT
cana-5443	384	13	reaching	reach	VERB
cana-5443	384	14	a	a	DET
cana-5443	384	15	zenith	zenith	NOUN
cana-5443	384	16	of	of	ADP
cana-5443	384	17	approximately	approximately	ADV
cana-5443	384	18	97	97	NUM
cana-5443	384	19	%	%	NOUN
cana-5443	384	20	at	at	ADP
cana-5443	384	21	this	this	DET
cana-5443	384	22	latter	latter	ADJ
cana-5443	384	23	threshold	threshold	NOUN
cana-5443	384	24	.	.	PUNCT
cana-5443	385	1	after	after	ADP
cana-5443	385	2	the	the	DET
cana-5443	385	3	peak	peak	NOUN
cana-5443	385	4	,	,	PUNCT
cana-5443	385	5	accuracy	accuracy	NOUN
cana-5443	385	6	begins	begin	VERB
cana-5443	385	7	to	to	PART
cana-5443	385	8	drop	drop	VERB
cana-5443	385	9	slightly	slightly	ADV
cana-5443	385	10	suggesting	suggest	VERB
cana-5443	385	11	that	that	SCONJ
cana-5443	385	12	too	too	ADV
cana-5443	385	13	strict	strict	ADJ
cana-5443	385	14	thresholds	threshold	NOUN
cana-5443	385	15	might	might	AUX
cana-5443	385	16	result	result	VERB
cana-5443	385	17	in	in	ADP
cana-5443	385	18	the	the	DET
cana-5443	385	19	rejection	rejection	NOUN
cana-5443	385	20	of	of	ADP
cana-5443	385	21	true	true	ADJ
cana-5443	385	22	positives	positive	NOUN
cana-5443	385	23	.	.	PUNCT
cana-5443	386	1	this	this	PRON
cana-5443	386	2	illustrates	illustrate	VERB
cana-5443	386	3	the	the	DET
cana-5443	386	4	need	need	NOUN
cana-5443	386	5	for	for	ADP
cana-5443	386	6	an	an	DET
cana-5443	386	7	carefully	carefully	ADV
cana-5443	386	8	defined	define	VERB
cana-5443	386	9	similarity	similarity	NOUN
cana-5443	386	10	threshold	threshold	NOUN
cana-5443	386	11	—	—	PUNCT
cana-5443	386	12	usually	usually	ADV
cana-5443	386	13	in	in	ADP
cana-5443	386	14	the	the	DET
cana-5443	386	15	range	range	NOUN
cana-5443	386	16	of	of	ADP
cana-5443	386	17	0.75	0.75	NUM
cana-5443	386	18	to	to	PART
cana-5443	386	19	0.85	0.85	NUM
cana-5443	386	20	—	—	PUNCT
cana-5443	386	21	in	in	ADP
cana-5443	386	22	automated	automate	VERB
cana-5443	386	23	surveillance	surveillance	NOUN
cana-5443	386	24	that	that	PRON
cana-5443	386	25	requires	require	VERB
cana-5443	386	26	a	a	DET
cana-5443	386	27	trade	trade	NOUN
cana-5443	386	28	-	-	PUNCT
cana-5443	386	29	off	off	NOUN
cana-5443	386	30	between	between	ADP
cana-5443	386	31	precision	precision	NOUN
cana-5443	386	32	and	and	CCONJ
cana-5443	386	33	recall	recall	NOUN
cana-5443	386	34	.	.	PUNCT
cana-5443	387	1	too	too	ADV
cana-5443	387	2	rigid	rigid	ADJ
cana-5443	387	3	a	a	DET
cana-5443	387	4	threshold	threshold	NOUN
cana-5443	387	5	leads	lead	VERB
cana-5443	387	6	to	to	ADP
cana-5443	387	7	reliable	reliable	ADJ
cana-5443	387	8	identification	identification	NOUN
cana-5443	387	9	of	of	ADP
cana-5443	387	10	suspects	suspect	NOUN
cana-5443	387	11	,	,	PUNCT
cana-5443	387	12	but	but	CCONJ
cana-5443	387	13	at	at	ADP
cana-5443	387	14	the	the	DET
cana-5443	387	15	cost	cost	NOUN
cana-5443	387	16	of	of	ADP
cana-5443	387	17	multiple	multiple	ADJ
cana-5443	387	18	false	false	ADJ
cana-5443	387	19	alarms	alarm	NOUN
cana-5443	387	20	or	or	CCONJ
cana-5443	387	21	missed	miss	VERB
cana-5443	387	22	detections	detection	NOUN
cana-5443	387	23	.	.	PUNCT
cana-5443	388	1	figure	figure	VERB
cana-5443	388	2	6	6	NUM
cana-5443	388	3	:	:	PUNCT
cana-5443	388	4	displays	display	VERB
cana-5443	388	5	precision	precision	NOUN
cana-5443	388	6	changes	change	NOUN
cana-5443	388	7	with	with	ADP
cana-5443	388	8	different	different	ADJ
cana-5443	388	9	iou	iou	NOUN
cana-5443	388	10	thresholds	threshold	NOUN
cana-5443	388	11	for	for	ADP
cana-5443	388	12	bounding	bound	VERB
cana-5443	388	13	box	box	NOUN
cana-5443	388	14	filtering	filtering	NOUN
cana-5443	388	15	.	.	PUNCT
cana-5443	389	1	this	this	DET
cana-5443	389	2	figure	figure	NOUN
cana-5443	389	3	6	6	NUM
cana-5443	389	4	shows	show	VERB
cana-5443	389	5	how	how	SCONJ
cana-5443	389	6	weapon	weapon	NOUN
cana-5443	389	7	detection	detection	NOUN
cana-5443	389	8	precision	precision	NOUN
cana-5443	389	9	interacts	interact	VERB
cana-5443	389	10	with	with	ADP
cana-5443	389	11	the	the	DET
cana-5443	389	12	criteria	criterion	NOUN
cana-5443	389	13	set	set	VERB
cana-5443	389	14	for	for	ADP
cana-5443	389	15	intersection	intersection	NOUN
cana-5443	389	16	over	over	ADP
cana-5443	389	17	union	union	NOUN
cana-5443	389	18	(	(	PUNCT
cana-5443	389	19	iou	iou	NOUN
cana-5443	389	20	)	)	PUNCT
cana-5443	389	21	standards	standard	NOUN
cana-5443	389	22	.	.	PUNCT
cana-5443	390	1	proportional	proportional	ADJ
cana-5443	390	2	increases	increase	NOUN
cana-5443	390	3	in	in	ADP
cana-5443	390	4	bounding	bound	VERB
cana-5443	390	5	box	box	NOUN
cana-5443	390	6	prediction	prediction	NOUN
cana-5443	390	7	precision	precision	NOUN
cana-5443	390	8	are	be	AUX
cana-5443	390	9	observed	observe	VERB
cana-5443	390	10	as	as	SCONJ
cana-5443	390	11	iou	iou	NOUN
cana-5443	390	12	thresholds	threshold	NOUN
cana-5443	390	13	are	be	AUX
cana-5443	390	14	increased	increase	VERB
cana-5443	390	15	from	from	ADP
cana-5443	390	16	0.1	0.1	NUM
cana-5443	390	17	to	to	ADP
cana-5443	390	18	0.7	0.7	NUM
cana-5443	390	19	,	,	PUNCT
cana-5443	390	20	with	with	ADP
cana-5443	390	21	a	a	DET
cana-5443	390	22	maximum	maximum	NOUN
cana-5443	390	23	of	of	ADP
cana-5443	390	24	89	89	NUM
cana-5443	390	25	%	%	NOUN
cana-5443	390	26	achieved	achieve	VERB
cana-5443	390	27	at	at	ADP
cana-5443	390	28	0.7	0.7	NUM
cana-5443	390	29	.	.	PUNCT
cana-5443	391	1	however	however	ADV
cana-5443	391	2	,	,	PUNCT
cana-5443	391	3	communications	communication	NOUN
cana-5443	391	4	on	on	ADP
cana-5443	391	5	applied	apply	VERB
cana-5443	391	6	nonlinear	nonlinear	ADJ
cana-5443	391	7	analysis	analysis	NOUN
cana-5443	391	8	issn	issn	NOUN
cana-5443	391	9	:	:	PUNCT
cana-5443	391	10	1074	1074	NUM
cana-5443	391	11	-	-	PUNCT
cana-5443	391	12	133x	133x	NUM
cana-5443	391	13	vol	vol	VERB
cana-5443	391	14	32	32	NUM
cana-5443	391	15	no	no	NOUN
cana-5443	391	16	.	.	PUNCT
cana-5443	392	1	10s	10	NOUN
cana-5443	392	2	(	(	PUNCT
cana-5443	392	3	2025	2025	NUM
cana-5443	392	4	)	)	PUNCT
cana-5443	392	5	2270	2270	NUM
cana-5443	392	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	392	7	bounding	bounding	NOUN
cana-5443	392	8	boxes	box	NOUN
cana-5443	392	9	that	that	PRON
cana-5443	392	10	are	be	AUX
cana-5443	392	11	too	too	ADV
cana-5443	392	12	precise	precise	ADJ
cana-5443	392	13	at	at	ADP
cana-5443	392	14	greater	great	ADJ
cana-5443	392	15	than	than	ADP
cana-5443	392	16	0.7	0.7	NUM
cana-5443	392	17	begin	begin	NOUN
cana-5443	392	18	to	to	PART
cana-5443	392	19	decrease	decrease	VERB
cana-5443	392	20	precision	precision	NOUN
cana-5443	392	21	which	which	PRON
cana-5443	392	22	suggests	suggest	VERB
cana-5443	392	23	that	that	SCONJ
cana-5443	392	24	overly	overly	ADV
cana-5443	392	25	stringent	stringent	ADJ
cana-5443	392	26	requirements	requirement	NOUN
cana-5443	392	27	for	for	ADP
cana-5443	392	28	bounding	bound	VERB
cana-5443	392	29	box	box	NOUN
cana-5443	392	30	intersection	intersection	NOUN
cana-5443	392	31	may	may	AUX
cana-5443	392	32	disregard	disregard	VERB
cana-5443	392	33	actual	actual	ADJ
cana-5443	392	34	detections	detection	NOUN
cana-5443	392	35	.	.	PUNCT
cana-5443	393	1	this	this	PRON
cana-5443	393	2	reinforces	reinforce	VERB
cana-5443	393	3	the	the	DET
cana-5443	393	4	fact	fact	NOUN
cana-5443	393	5	that	that	SCONJ
cana-5443	393	6	iou	iou	PROPN
cana-5443	393	7	thresholds	threshold	NOUN
cana-5443	393	8	need	need	VERB
cana-5443	393	9	to	to	PART
cana-5443	393	10	be	be	AUX
cana-5443	393	11	set	set	VERB
cana-5443	393	12	very	very	ADV
cana-5443	393	13	carefully	carefully	ADV
cana-5443	393	14	–	–	PUNCT
cana-5443	393	15	in	in	ADP
cana-5443	393	16	this	this	DET
cana-5443	393	17	case	case	NOUN
cana-5443	393	18	,	,	PUNCT
cana-5443	393	19	between	between	ADP
cana-5443	393	20	0.6	0.6	NUM
cana-5443	393	21	and	and	CCONJ
cana-5443	393	22	0.7	0.7	NUM
cana-5443	393	23	—	—	PUNCT
cana-5443	393	24	for	for	ADP
cana-5443	393	25	effective	effective	ADJ
cana-5443	393	26	detection	detection	NOUN
cana-5443	393	27	without	without	ADP
cana-5443	393	28	unnecessary	unnecessary	ADJ
cana-5443	393	29	rejection	rejection	NOUN
cana-5443	393	30	of	of	ADP
cana-5443	393	31	true	true	ADJ
cana-5443	393	32	positives	positive	NOUN
cana-5443	393	33	.	.	PUNCT
cana-5443	394	1	at	at	ADP
cana-5443	394	2	these	these	DET
cana-5443	394	3	parameters	parameter	NOUN
cana-5443	394	4	,	,	PUNCT
cana-5443	394	5	the	the	DET
cana-5443	394	6	system	system	NOUN
cana-5443	394	7	ensures	ensure	VERB
cana-5443	394	8	precision	precision	NOUN
cana-5443	394	9	which	which	PRON
cana-5443	394	10	is	be	AUX
cana-5443	394	11	sufficient	sufficient	ADJ
cana-5443	394	12	for	for	ADP
cana-5443	394	13	effective	effective	ADJ
cana-5443	394	14	weapon	weapon	NOUN
cana-5443	394	15	identification	identification	NOUN
cana-5443	394	16	during	during	ADP
cana-5443	394	17	real	real	ADJ
cana-5443	394	18	-	-	PUNCT
cana-5443	394	19	time	time	NOUN
cana-5443	394	20	surveillance	surveillance	NOUN
cana-5443	394	21	that	that	PRON
cana-5443	394	22	is	be	AUX
cana-5443	394	23	critical	critical	ADJ
cana-5443	394	24	for	for	ADP
cana-5443	394	25	threat	threat	NOUN
cana-5443	394	26	mitigation	mitigation	NOUN
cana-5443	394	27	.	.	PUNCT
cana-5443	395	1	figure	figure	VERB
cana-5443	395	2	7	7	NUM
cana-5443	395	3	:	:	PUNCT
cana-5443	395	4	accuracy	accuracy	NOUN
cana-5443	395	5	improvements	improvement	NOUN
cana-5443	395	6	as	as	SCONJ
cana-5443	395	7	more	more	ADJ
cana-5443	395	8	time	time	NOUN
cana-5443	395	9	steps	step	NOUN
cana-5443	395	10	(	(	PUNCT
cana-5443	395	11	video	video	NOUN
cana-5443	395	12	frames	frame	NOUN
cana-5443	395	13	)	)	PUNCT
cana-5443	395	14	are	be	AUX
cana-5443	395	15	analyzed	analyze	VERB
cana-5443	395	16	.	.	PUNCT
cana-5443	396	1	this	this	DET
cana-5443	396	2	figure	figure	NOUN
cana-5443	396	3	7	7	NUM
cana-5443	396	4	illustrates	illustrate	VERB
cana-5443	396	5	how	how	SCONJ
cana-5443	396	6	the	the	DET
cana-5443	396	7	accuracy	accuracy	NOUN
cana-5443	396	8	of	of	ADP
cana-5443	396	9	detection	detection	NOUN
cana-5443	396	10	improves	improve	VERB
cana-5443	396	11	as	as	ADP
cana-5443	396	12	the	the	DET
cana-5443	396	13	number	number	NOUN
cana-5443	396	14	of	of	ADP
cana-5443	396	15	evaluated	evaluate	VERB
cana-5443	396	16	video	video	NOUN
cana-5443	396	17	time	time	NOUN
cana-5443	396	18	steps	step	NOUN
cana-5443	396	19	increases	increase	NOUN
cana-5443	396	20	.	.	PUNCT
cana-5443	397	1	in	in	ADP
cana-5443	397	2	tandem	tandem	NOUN
cana-5443	397	3	with	with	ADP
cana-5443	397	4	the	the	DET
cana-5443	397	5	number	number	NOUN
cana-5443	397	6	of	of	ADP
cana-5443	397	7	frames	frame	NOUN
cana-5443	397	8	,	,	PUNCT
cana-5443	397	9	the	the	DET
cana-5443	397	10	model	model	NOUN
cana-5443	397	11	's	's	PART
cana-5443	397	12	accuracy	accuracy	NOUN
cana-5443	397	13	improves	improve	VERB
cana-5443	397	14	during	during	ADP
cana-5443	397	15	detection	detection	NOUN
cana-5443	397	16	,	,	PUNCT
cana-5443	397	17	starting	start	VERB
cana-5443	397	18	at	at	ADP
cana-5443	397	19	10	10	NUM
cana-5443	397	20	frames	frame	NOUN
cana-5443	397	21	and	and	CCONJ
cana-5443	397	22	plateauing	plateauing	NOUN
cana-5443	397	23	between	between	ADP
cana-5443	397	24	60	60	NUM
cana-5443	397	25	;	;	PUNCT
cana-5443	397	26	accuracy	accuracy	NOUN
cana-5443	397	27	climbs	climb	VERB
cana-5443	397	28	steadily	steadily	ADV
cana-5443	397	29	from	from	ADP
cana-5443	397	30	65	65	NUM
cana-5443	397	31	%	%	NOUN
cana-5443	397	32	to	to	PART
cana-5443	397	33	88	88	NUM
cana-5443	397	34	%	%	NOUN
cana-5443	397	35	.	.	PUNCT
cana-5443	398	1	the	the	DET
cana-5443	398	2	results	result	NOUN
cana-5443	398	3	show	show	VERB
cana-5443	398	4	an	an	DET
cana-5443	398	5	advantageous	advantageous	ADJ
cana-5443	398	6	property	property	NOUN
cana-5443	398	7	of	of	ADP
cana-5443	398	8	temporal	temporal	ADJ
cana-5443	398	9	convolutional	convolutional	ADJ
cana-5443	398	10	networks	network	NOUN
cana-5443	398	11	(	(	PUNCT
cana-5443	398	12	tcns	tcns	NOUN
cana-5443	398	13	)	)	PUNCT
cana-5443	398	14	which	which	PRON
cana-5443	398	15	utilize	utilize	VERB
cana-5443	398	16	temporal	temporal	ADJ
cana-5443	398	17	dependencies	dependency	NOUN
cana-5443	398	18	over	over	ADP
cana-5443	398	19	time	time	NOUN
cana-5443	398	20	to	to	PART
cana-5443	398	21	increase	increase	VERB
cana-5443	398	22	reliability	reliability	NOUN
cana-5443	398	23	in	in	ADP
cana-5443	398	24	detection	detection	NOUN
cana-5443	398	25	.	.	PUNCT
cana-5443	399	1	after	after	ADP
cana-5443	399	2	50	50	NUM
cana-5443	399	3	time	time	NOUN
cana-5443	399	4	steps	step	NOUN
cana-5443	399	5	,	,	PUNCT
cana-5443	399	6	improvements	improvement	NOUN
cana-5443	399	7	become	become	VERB
cana-5443	399	8	less	less	ADV
cana-5443	399	9	significant	significant	ADJ
cana-5443	399	10	,	,	PUNCT
cana-5443	399	11	indicating	indicate	VERB
cana-5443	399	12	an	an	DET
cana-5443	399	13	approach	approach	NOUN
cana-5443	399	14	to	to	ADP
cana-5443	399	15	an	an	DET
cana-5443	399	16	optimum	optimum	NOUN
cana-5443	399	17	.	.	PUNCT
cana-5443	400	1	consequently	consequently	ADV
cana-5443	400	2	,	,	PUNCT
cana-5443	400	3	a	a	DET
cana-5443	400	4	common	common	ADJ
cana-5443	400	5	balance	balance	NOUN
cana-5443	400	6	between	between	ADP
cana-5443	400	7	efficiency	efficiency	NOUN
cana-5443	400	8	and	and	CCONJ
cana-5443	400	9	precision	precision	NOUN
cana-5443	400	10	in	in	ADP
cana-5443	400	11	associating	associate	VERB
cana-5443	400	12	abnormal	abnormal	ADJ
cana-5443	400	13	behavioral	behavioral	ADJ
cana-5443	400	14	activity	activity	NOUN
cana-5443	400	15	usually	usually	ADV
cana-5443	400	16	occurs	occur	VERB
cana-5443	400	17	at	at	ADP
cana-5443	400	18	40	40	NUM
cana-5443	400	19	50	50	NUM
cana-5443	400	20	frames	frame	NOUN
cana-5443	400	21	.	.	PUNCT
cana-5443	401	1	the	the	DET
cana-5443	401	2	system	system	NOUN
cana-5443	401	3	will	will	AUX
cana-5443	401	4	improve	improve	VERB
cana-5443	401	5	threat	threat	NOUN
cana-5443	401	6	detection	detection	NOUN
cana-5443	401	7	accuracy	accuracy	NOUN
cana-5443	401	8	by	by	ADP
cana-5443	401	9	reducing	reduce	VERB
cana-5443	401	10	false	false	ADJ
cana-5443	401	11	positives	positive	NOUN
cana-5443	401	12	and	and	CCONJ
cana-5443	401	13	false	false	ADJ
cana-5443	401	14	negatives	negative	NOUN
cana-5443	401	15	,	,	PUNCT
cana-5443	401	16	allowing	allow	VERB
cana-5443	401	17	law	law	NOUN
cana-5443	401	18	enforcement	enforcement	NOUN
cana-5443	401	19	agencies	agency	NOUN
cana-5443	401	20	to	to	PART
cana-5443	401	21	respond	respond	VERB
cana-5443	401	22	more	more	ADV
cana-5443	401	23	effectively	effectively	ADV
cana-5443	401	24	.	.	PUNCT
cana-5443	402	1	it	it	PRON
cana-5443	402	2	will	will	AUX
cana-5443	402	3	also	also	ADV
cana-5443	402	4	enhance	enhance	VERB
cana-5443	402	5	public	public	ADJ
cana-5443	402	6	safety	safety	NOUN
cana-5443	402	7	by	by	ADP
cana-5443	402	8	providing	provide	VERB
cana-5443	402	9	timely	timely	ADJ
cana-5443	402	10	alerts	alert	NOUN
cana-5443	402	11	on	on	ADP
cana-5443	402	12	suspicious	suspicious	ADJ
cana-5443	402	13	activities	activity	NOUN
cana-5443	402	14	,	,	PUNCT
cana-5443	402	15	weapon	weapon	NOUN
cana-5443	402	16	threats	threat	NOUN
cana-5443	402	17	,	,	PUNCT
cana-5443	402	18	or	or	CCONJ
cana-5443	402	19	identified	identify	VERB
cana-5443	402	20	criminals	criminal	NOUN
cana-5443	402	21	,	,	PUNCT
cana-5443	402	22	allowing	allow	VERB
cana-5443	402	23	security	security	NOUN
cana-5443	402	24	personnel	personnel	NOUN
cana-5443	402	25	to	to	PART
cana-5443	402	26	intervene	intervene	VERB
cana-5443	402	27	proactively	proactively	ADV
cana-5443	402	28	and	and	CCONJ
cana-5443	402	29	prevent	prevent	VERB
cana-5443	402	30	crimes	crime	NOUN
cana-5443	402	31	from	from	ADP
cana-5443	402	32	escalating	escalate	VERB
cana-5443	402	33	.	.	PUNCT
cana-5443	403	1	the	the	DET
cana-5443	403	2	system	system	NOUN
cana-5443	403	3	will	will	AUX
cana-5443	403	4	be	be	AUX
cana-5443	403	5	efficient	efficient	ADJ
cana-5443	403	6	in	in	ADP
cana-5443	403	7	using	use	VERB
cana-5443	403	8	resources	resource	NOUN
cana-5443	403	9	,	,	PUNCT
cana-5443	403	10	reducing	reduce	VERB
cana-5443	403	11	the	the	DET
cana-5443	403	12	need	need	NOUN
cana-5443	403	13	for	for	ADP
cana-5443	403	14	continuous	continuous	ADJ
cana-5443	403	15	human	human	ADJ
cana-5443	403	16	surveillance	surveillance	NOUN
cana-5443	403	17	.	.	PUNCT
cana-5443	404	1	it	it	PRON
cana-5443	404	2	will	will	AUX
cana-5443	404	3	be	be	AUX
cana-5443	404	4	scalable	scalable	ADJ
cana-5443	404	5	and	and	CCONJ
cana-5443	404	6	adaptable	adaptable	ADJ
cana-5443	404	7	,	,	PUNCT
cana-5443	404	8	allowing	allow	VERB
cana-5443	404	9	it	it	PRON
cana-5443	404	10	to	to	PART
cana-5443	404	11	evolve	evolve	VERB
cana-5443	404	12	over	over	ADP
cana-5443	404	13	time	time	NOUN
cana-5443	404	14	and	and	CCONJ
cana-5443	404	15	incorporate	incorporate	VERB
cana-5443	404	16	new	new	ADJ
cana-5443	404	17	data	datum	NOUN
cana-5443	404	18	and	and	CCONJ
cana-5443	404	19	scenarios	scenario	NOUN
cana-5443	404	20	.	.	PUNCT
cana-5443	405	1	the	the	DET
cana-5443	405	2	system	system	NOUN
cana-5443	405	3	will	will	AUX
cana-5443	405	4	minimize	minimize	VERB
cana-5443	405	5	false	false	ADJ
cana-5443	405	6	alarms	alarm	NOUN
cana-5443	405	7	and	and	CCONJ
cana-5443	405	8	missed	miss	VERB
cana-5443	405	9	detections	detection	NOUN
cana-5443	405	10	,	,	PUNCT
cana-5443	405	11	providing	provide	VERB
cana-5443	405	12	comprehensive	comprehensive	ADJ
cana-5443	405	13	surveillance	surveillance	NOUN
cana-5443	405	14	coverage	coverage	NOUN
cana-5443	405	15	.	.	PUNCT
cana-5443	406	1	it	it	PRON
cana-5443	406	2	will	will	AUX
cana-5443	406	3	be	be	AUX
cana-5443	406	4	designed	design	VERB
cana-5443	406	5	with	with	ADP
cana-5443	406	6	privacy	privacy	NOUN
cana-5443	406	7	and	and	CCONJ
cana-5443	406	8	ethical	ethical	ADJ
cana-5443	406	9	considerations	consideration	NOUN
cana-5443	406	10	in	in	ADP
cana-5443	406	11	mind	mind	NOUN
cana-5443	406	12	,	,	PUNCT
cana-5443	406	13	adhering	adhere	VERB
cana-5443	406	14	to	to	ADP
cana-5443	406	15	guidelines	guideline	NOUN
cana-5443	406	16	and	and	CCONJ
cana-5443	406	17	using	use	VERB
cana-5443	406	18	personal	personal	ADJ
cana-5443	406	19	data	datum	NOUN
cana-5443	406	20	responsibly	responsibly	ADV
cana-5443	406	21	.	.	PUNCT
cana-5443	407	1	the	the	DET
cana-5443	407	2	system	system	NOUN
cana-5443	407	3	will	will	AUX
cana-5443	407	4	also	also	ADV
cana-5443	407	5	be	be	AUX
cana-5443	407	6	robust	robust	ADJ
cana-5443	407	7	against	against	ADP
cana-5443	407	8	evasion	evasion	NOUN
cana-5443	407	9	and	and	CCONJ
cana-5443	407	10	attacks	attack	NOUN
cana-5443	407	11	,	,	PUNCT
cana-5443	407	12	ensuring	ensure	VERB
cana-5443	407	13	the	the	DET
cana-5443	407	14	system	system	NOUN
cana-5443	407	15	's	's	PART
cana-5443	407	16	effectiveness	effectiveness	NOUN
cana-5443	407	17	in	in	ADP
cana-5443	407	18	detecting	detect	VERB
cana-5443	407	19	and	and	CCONJ
cana-5443	407	20	responding	respond	VERB
cana-5443	407	21	to	to	ADP
cana-5443	407	22	criminal	criminal	ADJ
cana-5443	407	23	activities	activity	NOUN
cana-5443	407	24	.	.	PUNCT
cana-5443	408	1	communications	communication	NOUN
cana-5443	408	2	on	on	ADP
cana-5443	408	3	applied	apply	VERB
cana-5443	408	4	nonlinear	nonlinear	ADJ
cana-5443	408	5	analysis	analysis	NOUN
cana-5443	408	6	issn	issn	NOUN
cana-5443	408	7	:	:	PUNCT
cana-5443	408	8	1074	1074	NUM
cana-5443	408	9	-	-	PUNCT
cana-5443	408	10	133x	133x	NUM
cana-5443	408	11	vol	vol	VERB
cana-5443	408	12	32	32	NUM
cana-5443	408	13	no	no	NOUN
cana-5443	408	14	.	.	PUNCT
cana-5443	409	1	10s	10	NOUN
cana-5443	409	2	(	(	PUNCT
cana-5443	409	3	2025	2025	NUM
cana-5443	409	4	)	)	PUNCT
cana-5443	409	5	2271	2271	NUM
cana-5443	409	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	409	7	conclusion	conclusion	NOUN
cana-5443	409	8	and	and	CCONJ
cana-5443	409	9	future	future	ADJ
cana-5443	409	10	work	work	NOUN
cana-5443	409	11	the	the	DET
cana-5443	409	12	socio	socio	NOUN
cana-5443	409	13	-	-	PUNCT
cana-5443	409	14	technical	technical	ADJ
cana-5443	409	15	framework	framework	NOUN
cana-5443	409	16	deep	deep	ADJ
cana-5443	409	17	learning	learning	NOUN
cana-5443	409	18	system	system	NOUN
cana-5443	409	19	for	for	ADP
cana-5443	409	20	criminal	criminal	ADJ
cana-5443	409	21	activity	activity	NOUN
cana-5443	409	22	detection	detection	NOUN
cana-5443	409	23	—	—	PUNCT
cana-5443	409	24	incorporating	incorporate	VERB
cana-5443	409	25	facial	facial	ADJ
cana-5443	409	26	recognition	recognition	NOUN
cana-5443	409	27	,	,	PUNCT
cana-5443	409	28	video	video	NOUN
cana-5443	409	29	recognition	recognition	NOUN
cana-5443	409	30	,	,	PUNCT
cana-5443	409	31	and	and	CCONJ
cana-5443	409	32	weapon	weapon	NOUN
cana-5443	409	33	detection	detection	NOUN
cana-5443	409	34	,	,	PUNCT
cana-5443	409	35	all	all	PRON
cana-5443	409	36	integrated	integrate	VERB
cana-5443	409	37	into	into	ADP
cana-5443	409	38	one	one	NUM
cana-5443	409	39	system	system	NOUN
cana-5443	409	40	—	—	PUNCT
cana-5443	409	41	provides	provide	VERB
cana-5443	409	42	a	a	DET
cana-5443	409	43	powerful	powerful	ADJ
cana-5443	409	44	enhancement	enhancement	NOUN
cana-5443	409	45	to	to	ADP
cana-5443	409	46	public	public	ADJ
cana-5443	409	47	safety	safety	NOUN
cana-5443	409	48	.	.	PUNCT
cana-5443	410	1	it	it	PRON
cana-5443	410	2	facilitates	facilitate	VERB
cana-5443	410	3	instantaneous	instantaneous	ADJ
cana-5443	410	4	threat	threat	NOUN
cana-5443	410	5	recognition	recognition	NOUN
cana-5443	410	6	,	,	PUNCT
cana-5443	410	7	aiding	aid	VERB
cana-5443	410	8	in	in	ADP
cana-5443	410	9	the	the	DET
cana-5443	410	10	prevention	prevention	NOUN
cana-5443	410	11	of	of	ADP
cana-5443	410	12	criminal	criminal	ADJ
cana-5443	410	13	activities	activity	NOUN
cana-5443	410	14	by	by	ADP
cana-5443	410	15	intervening	intervene	VERB
cana-5443	410	16	prior	prior	ADV
cana-5443	410	17	to	to	ADP
cana-5443	410	18	the	the	DET
cana-5443	410	19	incidents	incident	NOUN
cana-5443	410	20	’	'	PUNCT
cana-5443	410	21	escalation	escalation	NOUN
cana-5443	410	22	.	.	PUNCT
cana-5443	411	1	the	the	DET
cana-5443	411	2	system	system	NOUN
cana-5443	411	3	automates	automate	VERB
cana-5443	411	4	monitoring	monitoring	NOUN
cana-5443	411	5	functions	function	NOUN
cana-5443	411	6	,	,	PUNCT
cana-5443	411	7	therefore	therefore	ADV
cana-5443	411	8	,	,	PUNCT
cana-5443	411	9	minimizing	minimize	VERB
cana-5443	411	10	the	the	DET
cana-5443	411	11	need	need	NOUN
cana-5443	411	12	for	for	ADP
cana-5443	411	13	continuous	continuous	ADJ
cana-5443	411	14	human	human	ADJ
cana-5443	411	15	supervision	supervision	NOUN
cana-5443	411	16	designed	design	VERB
cana-5443	411	17	.	.	PUNCT
cana-5443	412	1	through	through	ADP
cana-5443	412	2	the	the	DET
cana-5443	412	3	use	use	NOUN
cana-5443	412	4	of	of	ADP
cana-5443	412	5	multi	multi	ADJ
cana-5443	412	6	-	-	ADJ
cana-5443	412	7	modal	modal	ADJ
cana-5443	412	8	systems	system	NOUN
cana-5443	412	9	,	,	PUNCT
cana-5443	412	10	the	the	DET
cana-5443	412	11	accuracy	accuracy	NOUN
cana-5443	412	12	of	of	ADP
cana-5443	412	13	the	the	DET
cana-5443	412	14	information	information	NOUN
cana-5443	412	15	processed	process	VERB
cana-5443	412	16	is	be	AUX
cana-5443	412	17	high	high	ADJ
cana-5443	412	18	,	,	PUNCT
cana-5443	412	19	thereby	thereby	ADV
cana-5443	412	20	minimizing	minimize	VERB
cana-5443	412	21	both	both	DET
cana-5443	412	22	false	false	ADJ
cana-5443	412	23	positive	positive	ADJ
cana-5443	412	24	and	and	CCONJ
cana-5443	412	25	negative	negative	ADJ
cana-5443	412	26	outcomes	outcome	NOUN
cana-5443	412	27	.	.	PUNCT
cana-5443	413	1	it	it	PRON
cana-5443	413	2	can	can	AUX
cana-5443	413	3	be	be	AUX
cana-5443	413	4	easily	easily	ADV
cana-5443	413	5	and	and	CCONJ
cana-5443	413	6	broadly	broadly	ADV
cana-5443	413	7	tailored	tailor	VERB
cana-5443	413	8	for	for	ADP
cana-5443	413	9	high	high	ADJ
cana-5443	413	10	traffic	traffic	NOUN
cana-5443	413	11	areas	area	NOUN
cana-5443	413	12	as	as	ADV
cana-5443	413	13	well	well	ADV
cana-5443	413	14	as	as	ADP
cana-5443	413	15	high	high	ADJ
cana-5443	413	16	security	security	NOUN
cana-5443	413	17	zones	zone	NOUN
cana-5443	413	18	with	with	ADP
cana-5443	413	19	urban	urban	ADJ
cana-5443	413	20	centers	center	NOUN
cana-5443	413	21	,	,	PUNCT
cana-5443	413	22	ensuring	ensure	VERB
cana-5443	413	23	minimization	minimization	NOUN
cana-5443	413	24	of	of	ADP
cana-5443	413	25	circumvention	circumvention	NOUN
cana-5443	413	26	attempts	attempt	NOUN
cana-5443	413	27	.	.	PUNCT
cana-5443	414	1	issues	issue	NOUN
cana-5443	414	2	of	of	ADP
cana-5443	414	3	privacy	privacy	NOUN
cana-5443	414	4	and	and	CCONJ
cana-5443	414	5	ethics	ethic	NOUN
cana-5443	414	6	are	be	AUX
cana-5443	414	7	dealt	deal	VERB
cana-5443	414	8	with	with	ADP
cana-5443	414	9	legal	legal	ADJ
cana-5443	414	10	compliance	compliance	NOUN
cana-5443	414	11	on	on	ADP
cana-5443	414	12	data	datum	NOUN
cana-5443	414	13	protection	protection	NOUN
cana-5443	414	14	policies	policy	NOUN
cana-5443	414	15	through	through	ADP
cana-5443	414	16	the	the	DET
cana-5443	414	17	use	use	NOUN
cana-5443	414	18	of	of	ADP
cana-5443	414	19	privacy	privacy	NOUN
cana-5443	414	20	protective	protective	ADJ
cana-5443	414	21	technologies	technology	NOUN
cana-5443	414	22	.	.	PUNCT
cana-5443	415	1	furthermore	furthermore	ADV
cana-5443	415	2	,	,	PUNCT
cana-5443	415	3	the	the	DET
cana-5443	415	4	system	system	NOUN
cana-5443	415	5	’s	’s	PART
cana-5443	415	6	ability	ability	NOUN
cana-5443	415	7	to	to	PART
cana-5443	415	8	learn	learn	VERB
cana-5443	415	9	from	from	ADP
cana-5443	415	10	fresh	fresh	ADJ
cana-5443	415	11	data	datum	NOUN
cana-5443	415	12	makes	make	VERB
cana-5443	415	13	it	it	PRON
cana-5443	415	14	possible	possible	ADJ
cana-5443	415	15	for	for	SCONJ
cana-5443	415	16	the	the	DET
cana-5443	415	17	system	system	NOUN
cana-5443	415	18	to	to	PART
cana-5443	415	19	evolve	evolve	VERB
cana-5443	415	20	over	over	ADP
cana-5443	415	21	time	time	NOUN
cana-5443	415	22	,	,	PUNCT
cana-5443	415	23	further	far	ADV
cana-5443	415	24	improving	improve	VERB
cana-5443	415	25	its	its	PRON
cana-5443	415	26	detection	detection	NOUN
cana-5443	415	27	capabilities	capability	NOUN
cana-5443	415	28	.	.	PUNCT
cana-5443	416	1	in	in	ADP
cana-5443	416	2	the	the	DET
cana-5443	416	3	long	long	ADJ
cana-5443	416	4	term	term	NOUN
cana-5443	416	5	,	,	PUNCT
cana-5443	416	6	there	there	PRON
cana-5443	416	7	is	be	VERB
cana-5443	416	8	hope	hope	NOUN
cana-5443	416	9	this	this	DET
cana-5443	416	10	technology	technology	NOUN
cana-5443	416	11	will	will	AUX
cana-5443	416	12	enable	enable	VERB
cana-5443	416	13	reduced	reduced	ADJ
cana-5443	416	14	crime	crime	NOUN
cana-5443	416	15	rates	rate	NOUN
cana-5443	416	16	while	while	SCONJ
cana-5443	416	17	simultaneously	simultaneously	ADV
cana-5443	416	18	enhancing	enhance	VERB
cana-5443	416	19	safety	safety	NOUN
cana-5443	416	20	in	in	ADP
cana-5443	416	21	public	public	ADJ
cana-5443	416	22	areas	area	NOUN
cana-5443	416	23	.	.	PUNCT
cana-5443	417	1	there	there	PRON
cana-5443	417	2	is	be	VERB
cana-5443	417	3	also	also	ADV
cana-5443	417	4	seamless	seamless	ADJ
cana-5443	417	5	integration	integration	NOUN
cana-5443	417	6	within	within	ADP
cana-5443	417	7	the	the	DET
cana-5443	417	8	preexisting	preexist	VERB
cana-5443	417	9	systems	system	NOUN
cana-5443	417	10	and	and	CCONJ
cana-5443	417	11	infrastructure	infrastructure	NOUN
cana-5443	417	12	which	which	PRON
cana-5443	417	13	provides	provide	VERB
cana-5443	417	14	great	great	ADJ
cana-5443	417	15	flexibility	flexibility	NOUN
cana-5443	417	16	while	while	SCONJ
cana-5443	417	17	ensuring	ensure	VERB
cana-5443	417	18	minimal	minimal	ADJ
cana-5443	417	19	disruption	disruption	NOUN
cana-5443	417	20	during	during	ADP
cana-5443	417	21	implementation	implementation	NOUN
cana-5443	417	22	.	.	PUNCT
cana-5443	418	1	this	this	PRON
cana-5443	418	2	makes	make	VERB
cana-5443	418	3	the	the	DET
cana-5443	418	4	system	system	NOUN
cana-5443	418	5	a	a	DET
cana-5443	418	6	practical	practical	ADJ
cana-5443	418	7	solution	solution	NOUN
cana-5443	418	8	for	for	ADP
cana-5443	418	9	law	law	NOUN
cana-5443	418	10	enforcement	enforcement	NOUN
cana-5443	418	11	and	and	CCONJ
cana-5443	418	12	security	security	NOUN
cana-5443	418	13	agencies	agency	NOUN
cana-5443	418	14	.	.	PUNCT
cana-5443	419	1	its	its	PRON
cana-5443	419	2	capacity	capacity	NOUN
cana-5443	419	3	for	for	ADP
cana-5443	419	4	large	large	ADJ
cana-5443	419	5	-	-	PUNCT
cana-5443	419	6	scale	scale	NOUN
cana-5443	419	7	use	use	NOUN
cana-5443	419	8	might	might	AUX
cana-5443	419	9	change	change	VERB
cana-5443	419	10	existing	exist	VERB
cana-5443	419	11	approaches	approach	NOUN
cana-5443	419	12	to	to	ADP
cana-5443	419	13	crime	crime	NOUN
cana-5443	419	14	prevention	prevention	NOUN
cana-5443	419	15	.	.	PUNCT
cana-5443	420	1	improvement	improvement	NOUN
cana-5443	420	2	of	of	ADP
cana-5443	420	3	future	future	ADJ
cana-5443	420	4	work	work	NOUN
cana-5443	420	5	rests	rest	VERB
cana-5443	420	6	on	on	ADP
cana-5443	420	7	more	more	ADV
cana-5443	420	8	precise	precise	ADJ
cana-5443	420	9	detection	detection	NOUN
cana-5443	420	10	,	,	PUNCT
cana-5443	420	11	generalization	generalization	NOUN
cana-5443	420	12	with	with	ADP
cana-5443	420	13	multiple	multiple	ADJ
cana-5443	420	14	datasets	dataset	NOUN
cana-5443	420	15	,	,	PUNCT
cana-5443	420	16	and	and	CCONJ
cana-5443	420	17	real	real	ADJ
cana-5443	420	18	-	-	PUNCT
cana-5443	420	19	time	time	NOUN
cana-5443	420	20	processing	processing	NOUN
cana-5443	420	21	.	.	PUNCT
cana-5443	421	1	the	the	DET
cana-5443	421	2	incorporation	incorporation	NOUN
cana-5443	421	3	of	of	ADP
cana-5443	421	4	iot	iot	ADJ
cana-5443	421	5	and	and	CCONJ
cana-5443	421	6	smart	smart	ADJ
cana-5443	421	7	city	city	NOUN
cana-5443	421	8	ecosystems	ecosystem	NOUN
cana-5443	421	9	will	will	AUX
cana-5443	421	10	augment	augment	VERB
cana-5443	421	11	its	its	PRON
cana-5443	421	12	applicability	applicability	NOUN
cana-5443	421	13	.	.	PUNCT
cana-5443	422	1	constant	constant	ADJ
cana-5443	422	2	scrutiny	scrutiny	NOUN
cana-5443	422	3	,	,	PUNCT
cana-5443	422	4	system	system	NOUN
cana-5443	422	5	-	-	PUNCT
cana-5443	422	6	driven	drive	VERB
cana-5443	422	7	changes	change	NOUN
cana-5443	422	8	,	,	PUNCT
cana-5443	422	9	and	and	CCONJ
cana-5443	422	10	use	use	NOUN
cana-5443	422	11	in	in	ADP
cana-5443	422	12	extreme	extreme	ADJ
cana-5443	422	13	risk	risk	NOUN
cana-5443	422	14	situations	situation	NOUN
cana-5443	422	15	will	will	AUX
cana-5443	422	16	prove	prove	VERB
cana-5443	422	17	system	system	NOUN
cana-5443	422	18	robustness	robustness	NOUN
cana-5443	422	19	.	.	PUNCT
cana-5443	423	1	furthermore	furthermore	ADV
cana-5443	423	2	,	,	PUNCT
cana-5443	423	3	operative	operative	ADJ
cana-5443	423	4	deployment	deployment	NOUN
cana-5443	423	5	alongside	alongside	ADP
cana-5443	423	6	other	other	ADJ
cana-5443	423	7	policing	policing	NOUN
cana-5443	423	8	frameworks	framework	NOUN
cana-5443	423	9	will	will	AUX
cana-5443	423	10	aid	aid	VERB
cana-5443	423	11	in	in	ADP
cana-5443	423	12	a	a	DET
cana-5443	423	13	more	more	ADV
cana-5443	423	14	cohesive	cohesive	ADJ
cana-5443	423	15	ethical	ethical	ADJ
cana-5443	423	16	framework	framework	NOUN
cana-5443	423	17	for	for	ADP
cana-5443	423	18	surveillance	surveillance	NOUN
cana-5443	423	19	and	and	CCONJ
cana-5443	423	20	mitigate	mitigate	VERB
cana-5443	423	21	issues	issue	NOUN
cana-5443	423	22	of	of	ADP
cana-5443	423	23	deploying	deploy	VERB
cana-5443	423	24	facial	facial	ADJ
cana-5443	423	25	recognition	recognition	NOUN
cana-5443	423	26	and	and	CCONJ
cana-5443	423	27	video	video	NOUN
cana-5443	423	28	tracking	tracking	NOUN
cana-5443	423	29	in	in	ADP
cana-5443	423	30	sensitive	sensitive	ADJ
cana-5443	423	31	regions	region	NOUN
cana-5443	423	32	.	.	PUNCT
cana-5443	424	1	references	reference	NOUN
cana-5443	424	2	[	[	X
cana-5443	424	3	1	1	NUM
cana-5443	424	4	]	]	PUNCT
cana-5443	424	5	abdulraqeb	abdulraqeb	ADJ
cana-5443	424	6	alhammadi	alhammadi	NOUN
cana-5443	424	7	et	et	PROPN
cana-5443	424	8	al	al	PROPN
cana-5443	424	9	.	.	PROPN
cana-5443	424	10	,	,	PUNCT
cana-5443	424	11	ijis	iji	NOUN
cana-5443	424	12	,	,	PUNCT
cana-5443	424	13	2024	2024	NUM
cana-5443	424	14	.	.	PUNCT
cana-5443	425	1	“	"	PUNCT
cana-5443	425	2	artificial	artificial	ADJ
cana-5443	425	3	intelligence	intelligence	NOUN
cana-5443	425	4	in	in	ADP
cana-5443	425	5	6	6	NUM
cana-5443	425	6	g	g	NOUN
cana-5443	425	7	wireless	wireless	ADJ
cana-5443	425	8	networks	network	NOUN
cana-5443	425	9	:	:	PUNCT
cana-5443	425	10	opportunities	opportunity	NOUN
cana-5443	425	11	,	,	PUNCT
cana-5443	425	12	applications	application	NOUN
cana-5443	425	13	,	,	PUNCT
cana-5443	425	14	and	and	CCONJ
cana-5443	425	15	challenges	challenge	NOUN
cana-5443	425	16	”	"	PUNCT
cana-5443	426	1	[	[	X
cana-5443	426	2	2	2	NUM
cana-5443	426	3	]	]	PUNCT
cana-5443	426	4	marwa	marwa	PROPN
cana-5443	426	5	qaraqe	qaraqe	PROPN
cana-5443	426	6	et	et	PROPN
cana-5443	426	7	al	al	PROPN
cana-5443	426	8	.	.	PROPN
cana-5443	426	9	,	,	PUNCT
cana-5443	426	10	ieee,2024	ieee,2024	PROPN
cana-5443	426	11	.	.	PUNCT
cana-5443	427	1	“	"	PUNCT
cana-5443	427	2	publicvision	publicvision	NOUN
cana-5443	427	3	:	:	PUNCT
cana-5443	427	4	a	a	DET
cana-5443	427	5	secure	secure	ADJ
cana-5443	427	6	smart	smart	ADJ
cana-5443	427	7	surveillance	surveillance	NOUN
cana-5443	427	8	systemfor	systemfor	ADP
cana-5443	427	9	crowd	crowd	NOUN
cana-5443	427	10	behavior	behavior	NOUN
cana-5443	427	11	recognition	recognition	NOUN
cana-5443	427	12	”	"	PUNCT
cana-5443	428	1	[	[	X
cana-5443	428	2	3	3	NUM
cana-5443	428	3	]	]	X
cana-5443	428	4	sagar	sagar	NOUN
cana-5443	428	5	rajebhosale	rajebhosale	NOUN
cana-5443	428	6	et	et	PROPN
cana-5443	428	7	al	al	PROPN
cana-5443	428	8	.	.	PROPN
cana-5443	428	9	,	,	PUNCT
cana-5443	428	10	irjet	irjet	NOUN
cana-5443	428	11	,	,	PUNCT
cana-5443	428	12	volume	volume	NOUN
cana-5443	428	13	:	:	PUNCT
cana-5443	428	14	11	11	NUM
cana-5443	428	15	issue	issue	NOUN
cana-5443	428	16	:	:	PUNCT
cana-5443	428	17	02	02	NUM
cana-5443	428	18	,	,	PUNCT
cana-5443	428	19	2024	2024	NUM
cana-5443	428	20	.	.	PUNCT
cana-5443	429	1	“	"	PUNCT
cana-5443	429	2	reinforcing	reinforce	VERB
cana-5443	429	3	security	security	NOUN
cana-5443	429	4	:	:	PUNCT
cana-5443	429	5	ml	ml	X
cana-5443	429	6	and	and	CCONJ
cana-5443	429	7	deep	deep	ADJ
cana-5443	429	8	learning	learning	NOUN
cana-5443	429	9	integration	integration	NOUN
cana-5443	429	10	in	in	ADP
cana-5443	429	11	smart	smart	ADJ
cana-5443	429	12	cctv	cctv	NOUN
cana-5443	429	13	for	for	ADP
cana-5443	429	14	sensitive	sensitive	ADJ
cana-5443	429	15	zones	zone	NOUN
cana-5443	429	16	”	"	PUNCT
cana-5443	429	17	[	[	X
cana-5443	429	18	4	4	NUM
cana-5443	429	19	]	]	PUNCT
cana-5443	429	20	yamini	yamini	NOUN
cana-5443	429	21	sahukar	sahukar	PROPN
cana-5443	429	22	p	p	PROPN
cana-5443	429	23	et	et	PROPN
cana-5443	429	24	al	al	PROPN
cana-5443	429	25	.	.	PROPN
cana-5443	429	26	,	,	PUNCT
cana-5443	429	27	ijirt	ijirt	NOUN
cana-5443	429	28	,	,	PUNCT
cana-5443	429	29	volume	volume	NOUN
cana-5443	429	30	10	10	NUM
cana-5443	429	31	issue	issue	NOUN
cana-5443	429	32	12	12	NUM
cana-5443	429	33	,	,	PUNCT
cana-5443	429	34	2024	2024	NUM
cana-5443	429	35	.	.	PUNCT
cana-5443	430	1	“	"	PUNCT
cana-5443	430	2	intelligent	intelligent	ADJ
cana-5443	430	3	surveillance	surveillance	NOUN
cana-5443	430	4	system	system	NOUN
cana-5443	430	5	”	"	PUNCT
cana-5443	431	1	[	[	X
cana-5443	431	2	5	5	NUM
cana-5443	431	3	]	]	PUNCT
cana-5443	431	4	vishruti	vishruti	PROPN
cana-5443	431	5	bharadwaj	bharadwaj	PROPN
cana-5443	431	6	et	et	PROPN
cana-5443	431	7	al	al	PROPN
cana-5443	431	8	.	.	PROPN
cana-5443	431	9	,	,	PUNCT
cana-5443	431	10	ijrpr	ijrpr	PROPN
cana-5443	431	11	,	,	PUNCT
cana-5443	431	12	vol	vol	NOUN
cana-5443	431	13	5	5	NUM
cana-5443	431	14	,	,	PUNCT
cana-5443	431	15	no	no	DET
cana-5443	431	16	4	4	NUM
cana-5443	431	17	,	,	PUNCT
cana-5443	431	18	2024	2024	NUM
cana-5443	431	19	.	.	PUNCT
cana-5443	432	1	“	"	PUNCT
cana-5443	432	2	intelligent	intelligent	ADJ
cana-5443	432	3	video	video	NOUN
cana-5443	432	4	surveillance	surveillance	NOUN
cana-5443	432	5	”	"	PUNCT
cana-5443	433	1	[	[	X
cana-5443	433	2	6	6	NUM
cana-5443	433	3	]	]	PUNCT
cana-5443	433	4	mahima	mahima	PROPN
cana-5443	433	5	a	a	DET
cana-5443	433	6	h	h	NOUN
cana-5443	433	7	et	et	PROPN
cana-5443	433	8	al	al	PROPN
cana-5443	433	9	.	.	PROPN
cana-5443	433	10	,	,	PUNCT
cana-5443	433	11	ijcrt	ijcrt	NOUN
cana-5443	433	12	,	,	PUNCT
cana-5443	433	13	volume	volume	NOUN
cana-5443	433	14	12	12	NUM
cana-5443	433	15	,	,	PUNCT
cana-5443	433	16	issue	issue	NOUN
cana-5443	433	17	4	4	NUM
cana-5443	433	18	,	,	PUNCT
cana-5443	433	19	2024	2024	NUM
cana-5443	433	20	.	.	PUNCT
cana-5443	434	1	“	"	PUNCT
cana-5443	434	2	deepfake	deepfake	VERB
cana-5443	434	3	image	image	NOUN
cana-5443	434	4	,	,	PUNCT
cana-5443	434	5	video	video	NOUN
cana-5443	434	6	and	and	CCONJ
cana-5443	434	7	audio	audio	NOUN
cana-5443	434	8	detection	detection	NOUN
cana-5443	434	9	”	"	PUNCT
cana-5443	435	1	[	[	X
cana-5443	435	2	7	7	X
cana-5443	435	3	]	]	X
cana-5443	435	4	yehia	yehia	PROPN
cana-5443	435	5	ibrahim	ibrahim	PROPN
cana-5443	435	6	alzoubi	alzoubi	PROPN
cana-5443	435	7	et	et	PROPN
cana-5443	435	8	al	al	PROPN
cana-5443	435	9	.	.	PROPN
cana-5443	435	10	,	,	PUNCT
cana-5443	435	11	springer	springer	NOUN
cana-5443	435	12	,	,	PUNCT
cana-5443	435	13	2024	2024	NUM
cana-5443	435	14	.	.	PUNCT
cana-5443	436	1	“	"	PUNCT
cana-5443	436	2	research	research	NOUN
cana-5443	436	3	trends	trend	NOUN
cana-5443	436	4	in	in	ADP
cana-5443	436	5	deep	deep	ADJ
cana-5443	436	6	learning	learning	NOUN
cana-5443	436	7	and	and	CCONJ
cana-5443	436	8	machine	machine	NOUN
cana-5443	436	9	learning	learn	VERB
cana-5443	436	10	for	for	ADP
cana-5443	436	11	cloud	cloud	NOUN
cana-5443	436	12	computing	compute	VERB
cana-5443	436	13	security	security	NOUN
cana-5443	436	14	”	"	PUNCT
cana-5443	437	1	[	[	X
cana-5443	437	2	8	8	NUM
cana-5443	437	3	]	]	X
cana-5443	437	4	md	md	PROPN
cana-5443	437	5	.	.	PROPN
cana-5443	437	6	muktadir	muktadir	PROPN
cana-5443	437	7	mukto	mukto	ADV
cana-5443	437	8	et	et	PROPN
cana-5443	437	9	al	al	PROPN
cana-5443	437	10	.	.	PROPN
cana-5443	437	11	,	,	PUNCT
cana-5443	437	12	elsevier,2024	elsevier,2024	PROPN
cana-5443	437	13	.	.	PUNCT
cana-5443	438	1	“	"	PUNCT
cana-5443	438	2	design	design	NOUN
cana-5443	438	3	of	of	ADP
cana-5443	438	4	a	a	DET
cana-5443	438	5	real	real	ADJ
cana-5443	438	6	-	-	PUNCT
cana-5443	438	7	time	time	NOUN
cana-5443	438	8	crime	crime	NOUN
cana-5443	438	9	monitoring	monitoring	NOUN
cana-5443	438	10	system	system	NOUN
cana-5443	438	11	using	use	VERB
cana-5443	438	12	deep	deep	ADJ
cana-5443	438	13	learning	learning	NOUN
cana-5443	438	14	techniques	technique	NOUN
cana-5443	438	15	”	"	PUNCT
cana-5443	439	1	[	[	X
cana-5443	439	2	9	9	NUM
cana-5443	439	3	]	]	X
cana-5443	439	4	h.	h.	PROPN
cana-5443	439	5	l.	l.	PROPN
cana-5443	439	6	gururaj	gururaj	VERB
cana-5443	439	7	et	et	PROPN
cana-5443	439	8	al	al	PROPN
cana-5443	439	9	.	.	PROPN
cana-5443	439	10	,	,	PUNCT
cana-5443	439	11	ieee	ieee	NOUN
cana-5443	439	12	,	,	PUNCT
cana-5443	439	13	2024	2024	NUM
cana-5443	439	14	.	.	PUNCT
cana-5443	440	1	“	"	PUNCT
cana-5443	440	2	a	a	DET
cana-5443	440	3	comprehensive	comprehensive	ADJ
cana-5443	440	4	review	review	NOUN
cana-5443	440	5	of	of	ADP
cana-5443	440	6	face	face	NOUN
cana-5443	440	7	recognition	recognition	NOUN
cana-5443	440	8	techniques	technique	NOUN
cana-5443	440	9	,	,	PUNCT
cana-5443	440	10	trends	trend	NOUN
cana-5443	440	11	,	,	PUNCT
cana-5443	440	12	and	and	CCONJ
cana-5443	440	13	challenges	challenge	NOUN
cana-5443	440	14	”	"	PUNCT
cana-5443	440	15	communications	communication	NOUN
cana-5443	440	16	on	on	ADP
cana-5443	440	17	applied	apply	VERB
cana-5443	440	18	nonlinear	nonlinear	ADJ
cana-5443	440	19	analysis	analysis	NOUN
cana-5443	440	20	issn	issn	NOUN
cana-5443	440	21	:	:	PUNCT
cana-5443	440	22	1074	1074	NUM
cana-5443	440	23	-	-	PUNCT
cana-5443	440	24	133x	133x	NUM
cana-5443	440	25	vol	vol	VERB
cana-5443	440	26	32	32	NUM
cana-5443	440	27	no	no	NOUN
cana-5443	440	28	.	.	PUNCT
cana-5443	441	1	10s	10	NOUN
cana-5443	441	2	(	(	PUNCT
cana-5443	441	3	2025	2025	NUM
cana-5443	441	4	)	)	PUNCT
cana-5443	441	5	2272	2272	NUM
cana-5443	441	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	442	1	[	[	X
cana-5443	442	2	10	10	NUM
cana-5443	442	3	]	]	X
cana-5443	442	4	s.	s.	PROPN
cana-5443	442	5	rajebhosale	rajebhosale	PROPN
cana-5443	442	6	,	,	PUNCT
cana-5443	442	7	r.	r.	PROPN
cana-5443	442	8	dandage	dandage	PROPN
cana-5443	442	9	et	et	PROPN
cana-5443	442	10	al	al	PROPN
cana-5443	442	11	.	.	PROPN
cana-5443	442	12	,	,	PUNCT
cana-5443	442	13	irjet	irjet	NOUN
cana-5443	442	14	,	,	PUNCT
cana-5443	442	15	vol	vol	NOUN
cana-5443	442	16	.	.	PROPN
cana-5443	442	17	11	11	NUM
cana-5443	442	18	,	,	PUNCT
cana-5443	442	19	no	no	INTJ
cana-5443	442	20	.	.	NOUN
cana-5443	442	21	02	02	NUM
cana-5443	442	22	,	,	PUNCT
cana-5443	442	23	2024	2024	NUM
cana-5443	442	24	.	.	PUNCT
cana-5443	443	1	"	"	PUNCT
cana-5443	443	2	reinforcing	reinforce	VERB
cana-5443	443	3	security	security	NOUN
cana-5443	443	4	:	:	PUNCT
cana-5443	443	5	ml	ml	X
cana-5443	443	6	and	and	CCONJ
cana-5443	443	7	deep	deep	ADJ
cana-5443	443	8	learning	learning	NOUN
cana-5443	443	9	integration	integration	NOUN
cana-5443	443	10	in	in	ADP
cana-5443	443	11	smart	smart	ADJ
cana-5443	443	12	cctv	cctv	NOUN
cana-5443	443	13	for	for	ADP
cana-5443	443	14	sensitive	sensitive	ADJ
cana-5443	443	15	zones	zone	NOUN
cana-5443	443	16	”	"	PUNCT
cana-5443	443	17	[	[	X
cana-5443	443	18	11	11	NUM
cana-5443	443	19	]	]	X
cana-5443	443	20	y.	y.	NOUN
cana-5443	443	21	sahukar	sahukar	PROPN
cana-5443	443	22	et	et	PROPN
cana-5443	443	23	al	al	PROPN
cana-5443	443	24	.	.	PROPN
cana-5443	443	25	,	,	PUNCT
cana-5443	443	26	ijirt	ijirt	NOUN
cana-5443	443	27	,	,	PUNCT
cana-5443	443	28	vol	vol	NOUN
cana-5443	443	29	.	.	PROPN
cana-5443	443	30	10	10	NUM
cana-5443	443	31	,	,	PUNCT
cana-5443	443	32	no	no	INTJ
cana-5443	443	33	.	.	NOUN
cana-5443	443	34	12	12	NUM
cana-5443	443	35	,	,	PUNCT
cana-5443	443	36	2024	2024	NUM
cana-5443	443	37	.	.	PUNCT
cana-5443	444	1	“	"	PUNCT
cana-5443	444	2	"	"	PUNCT
cana-5443	444	3	intelligent	intelligent	ADJ
cana-5443	444	4	surveillance	surveillance	NOUN
cana-5443	444	5	system	system	NOUN
cana-5443	444	6	,	,	PUNCT
cana-5443	444	7	"	"	PUNCT
cana-5443	444	8	[	[	X
cana-5443	444	9	12	12	NUM
cana-5443	444	10	]	]	PUNCT
cana-5443	444	11	m.	m.	NOUN
cana-5443	444	12	qaraqe	qaraqe	VERB
cana-5443	444	13	et	et	PROPN
cana-5443	444	14	al	al	PROPN
cana-5443	444	15	.	.	PROPN
cana-5443	444	16	,	,	PUNCT
cana-5443	444	17	eaai	eaai	PROPN
cana-5443	444	18	,	,	PUNCT
cana-5443	444	19	vol	vol	NOUN
cana-5443	444	20	.	.	PROPN
cana-5443	444	21	105	105	NUM
cana-5443	444	22	,	,	PUNCT
cana-5443	444	23	2024	2024	NUM
cana-5443	444	24	.	.	PUNCT
cana-5443	445	1	“	"	PUNCT
cana-5443	445	2	public	public	ADJ
cana-5443	445	3	vision	vision	NOUN
cana-5443	445	4	:	:	PUNCT
cana-5443	445	5	a	a	DET
cana-5443	445	6	secure	secure	ADJ
cana-5443	445	7	smart	smart	ADJ
cana-5443	445	8	surveillance	surveillance	NOUN
cana-5443	445	9	system	system	NOUN
cana-5443	445	10	for	for	ADP
cana-5443	445	11	crowd	crowd	NOUN
cana-5443	445	12	behavior	behavior	NOUN
cana-5443	445	13	recognition	recognition	NOUN
cana-5443	445	14	”	"	PUNCT
cana-5443	446	1	[	[	X
cana-5443	446	2	13	13	NUM
cana-5443	446	3	]	]	X
cana-5443	446	4	y.	y.	NOUN
cana-5443	446	5	sahukar	sahukar	PROPN
cana-5443	447	1	p	p	X
cana-5443	447	2	et	et	PROPN
cana-5443	447	3	al	al	PROPN
cana-5443	447	4	.	.	PROPN
cana-5443	447	5	,	,	PUNCT
cana-5443	447	6	"	"	PUNCT
cana-5443	447	7	intelligent	intelligent	ADJ
cana-5443	447	8	surveillance	surveillance	NOUN
cana-5443	447	9	system	system	NOUN
cana-5443	447	10	,	,	PUNCT
cana-5443	447	11	"	"	PUNCT
cana-5443	447	12	ijirt	ijirt	NOUN
cana-5443	447	13	,	,	PUNCT
cana-5443	447	14	volume	volume	NOUN
cana-5443	447	15	10	10	NUM
cana-5443	447	16	issue	issue	NOUN
cana-5443	447	17	12	12	NUM
cana-5443	447	18	,	,	PUNCT
cana-5443	447	19	2024	2024	NUM
cana-5443	447	20	,	,	PUNCT
cana-5443	447	21	[	[	X
cana-5443	447	22	14	14	NUM
cana-5443	447	23	]	]	X
cana-5443	447	24	yehia	yehia	PROPN
cana-5443	447	25	ibrahim	ibrahim	PROPN
cana-5443	447	26	alzoubi	alzoubi	PROPN
cana-5443	447	27	et	et	PROPN
cana-5443	447	28	al	al	PROPN
cana-5443	447	29	,	,	PUNCT
cana-5443	447	30	artificial	artificial	ADJ
cana-5443	447	31	intelligence	intelligence	NOUN
cana-5443	447	32	review	review	NOUN
cana-5443	447	33	,	,	PUNCT
cana-5443	447	34	volume	volume	NOUN
cana-5443	447	35	:	:	PUNCT
cana-5443	447	36	57,2024	57,2024	NUM
cana-5443	447	37	.	.	PUNCT
cana-5443	448	1	“	"	PUNCT
cana-5443	448	2	research	research	NOUN
cana-5443	448	3	trends	trend	NOUN
cana-5443	448	4	in	in	ADP
cana-5443	448	5	deep	deep	ADJ
cana-5443	448	6	learning	learning	NOUN
cana-5443	448	7	and	and	CCONJ
cana-5443	448	8	machine	machine	NOUN
cana-5443	448	9	learning	learn	VERB
cana-5443	448	10	for	for	ADP
cana-5443	448	11	cloud	cloud	NOUN
cana-5443	448	12	computing	compute	VERB
cana-5443	448	13	security	security	NOUN
cana-5443	448	14	”	"	PUNCT
cana-5443	449	1	[	[	X
cana-5443	449	2	15	15	NUM
cana-5443	449	3	]	]	X
cana-5443	449	4	marwa	marwa	PROPN
cana-5443	449	5	qaraqe	qaraqe	PROPN
cana-5443	449	6	et	et	PROPN
cana-5443	449	7	al	al	PROPN
cana-5443	449	8	,	,	PUNCT
cana-5443	449	9	ieee	ieee	NOUN
cana-5443	449	10	,	,	PUNCT
cana-5443	449	11	2024	2024	NUM
cana-5443	449	12	.	.	PUNCT
cana-5443	450	1	“	"	PUNCT
cana-5443	450	2	publicvision	publicvision	NOUN
cana-5443	450	3	:	:	PUNCT
cana-5443	450	4	a	a	DET
cana-5443	450	5	secure	secure	ADJ
cana-5443	450	6	smart	smart	ADJ
cana-5443	450	7	surveillance	surveillance	NOUN
cana-5443	450	8	system	system	NOUN
cana-5443	450	9	for	for	ADP
cana-5443	450	10	crowd	crowd	NOUN
cana-5443	450	11	behavior	behavior	NOUN
cana-5443	450	12	recognition	recognition	NOUN
cana-5443	450	13	”	"	PUNCT
cana-5443	451	1	[	[	X
cana-5443	451	2	16	16	NUM
cana-5443	451	3	]	]	PUNCT
cana-5443	451	4	yamini	yamini	NOUN
cana-5443	451	5	sahukar	sahukar	PROPN
cana-5443	451	6	p	p	PROPN
cana-5443	451	7	et	et	PROPN
cana-5443	451	8	al	al	PROPN
cana-5443	451	9	,	,	PUNCT
cana-5443	451	10	ijirt	ijirt	NOUN
cana-5443	451	11	,	,	PUNCT
cana-5443	451	12	volume	volume	NOUN
cana-5443	451	13	:	:	PUNCT
cana-5443	451	14	10	10	NUM
cana-5443	451	15	issue	issue	NOUN
cana-5443	451	16	:	:	PUNCT
cana-5443	451	17	12,2024	12,2024	NUM
cana-5443	451	18	.	.	PUNCT
cana-5443	452	1	“	"	PUNCT
cana-5443	452	2	intelligent	intelligent	ADJ
cana-5443	452	3	surveillance	surveillance	NOUN
cana-5443	452	4	system	system	NOUN
cana-5443	452	5	”	"	PUNCT
cana-5443	453	1	[	[	X
cana-5443	453	2	17	17	NUM
cana-5443	453	3	]	]	X
cana-5443	453	4	sagar	sagar	NOUN
cana-5443	453	5	rajebhosale	rajebhosale	PROPN
cana-5443	453	6	et	et	PROPN
cana-5443	453	7	al	al	PROPN
cana-5443	453	8	,	,	PUNCT
cana-5443	453	9	irje	irje	NOUN
cana-5443	453	10	,	,	PUNCT
cana-5443	453	11	volume	volume	NOUN
cana-5443	453	12	:	:	PUNCT
cana-5443	453	13	11	11	NUM
cana-5443	453	14	issue	issue	NOUN
cana-5443	453	15	:	:	PUNCT
cana-5443	453	16	02,2024	02,2024	NOUN
cana-5443	453	17	.	.	PUNCT
cana-5443	454	1	“	"	PUNCT
cana-5443	454	2	reinforcing	reinforce	VERB
cana-5443	454	3	security	security	NOUN
cana-5443	454	4	:	:	PUNCT
cana-5443	454	5	ml	ml	X
cana-5443	454	6	and	and	CCONJ
cana-5443	454	7	deep	deep	ADJ
cana-5443	454	8	learning	learning	NOUN
cana-5443	454	9	integration	integration	NOUN
cana-5443	454	10	in	in	ADP
cana-5443	454	11	smart	smart	ADJ
cana-5443	454	12	cctv	cctv	NOUN
cana-5443	454	13	for	for	ADP
cana-5443	454	14	sensitive	sensitive	ADJ
cana-5443	454	15	zones	zone	NOUN
cana-5443	454	16	”	"	PUNCT
cana-5443	454	17	[	[	X
cana-5443	454	18	18	18	NUM
cana-5443	454	19	]	]	X
cana-5443	454	20	marwa	marwa	PROPN
cana-5443	454	21	qaraqe	qaraqe	PROPN
cana-5443	454	22	et	et	PROPN
cana-5443	454	23	al	al	PROPN
cana-5443	454	24	,	,	PUNCT
cana-5443	454	25	ieee	ieee	NOUN
cana-5443	454	26	,	,	PUNCT
cana-5443	454	27	2024	2024	NUM
cana-5443	454	28	.	.	PUNCT
cana-5443	455	1	“	"	PUNCT
cana-5443	455	2	publicvision	publicvision	NOUN
cana-5443	455	3	:	:	PUNCT
cana-5443	455	4	a	a	DET
cana-5443	455	5	secure	secure	ADJ
cana-5443	455	6	smart	smart	ADJ
cana-5443	455	7	surveillance	surveillance	NOUN
cana-5443	455	8	system	system	NOUN
cana-5443	455	9	for	for	ADP
cana-5443	455	10	crowd	crowd	NOUN
cana-5443	455	11	behavior	behavior	NOUN
cana-5443	455	12	recognition	recognition	NOUN
cana-5443	455	13	”	"	PUNCT
cana-5443	455	14	,	,	PUNCT
cana-5443	455	15	[	[	X
cana-5443	455	16	19	19	NUM
cana-5443	455	17	]	]	X
cana-5443	455	18	sarah	sarah	PROPN
cana-5443	455	19	bin	bin	PROPN
cana-5443	455	20	hulayyil	hulayyil	PROPN
cana-5443	455	21	et	et	PROPN
cana-5443	455	22	al	al	PROPN
cana-5443	455	23	,	,	PUNCT
cana-5443	455	24	electronics,2024	electronics,2024	PROPN
cana-5443	455	25	.	.	PUNCT
cana-5443	456	1	“	"	PUNCT
cana-5443	456	2	machine	machine	NOUN
cana-5443	456	3	-	-	PUNCT
cana-5443	456	4	learning	learning	NOUN
cana-5443	456	5	-	-	PUNCT
cana-5443	456	6	based	base	VERB
cana-5443	456	7	vulnerability	vulnerability	NOUN
cana-5443	456	8	detection	detection	NOUN
cana-5443	456	9	and	and	CCONJ
cana-5443	456	10	classification	classification	NOUN
cana-5443	456	11	in	in	ADP
cana-5443	456	12	internet	internet	NOUN
cana-5443	456	13	of	of	ADP
cana-5443	456	14	things	thing	NOUN
cana-5443	456	15	device	device	NOUN
cana-5443	456	16	security	security	NOUN
cana-5443	456	17	”	"	PUNCT
cana-5443	456	18	[	[	X
cana-5443	456	19	20	20	NUM
cana-5443	456	20	]	]	PUNCT
cana-5443	456	21	abdulraqeb	abdulraqeb	ADJ
cana-5443	456	22	alhammadi	alhammadi	NOUN
cana-5443	456	23	et	et	PROPN
cana-5443	456	24	al	al	PROPN
cana-5443	456	25	,	,	PUNCT
cana-5443	456	26	international	international	ADJ
cana-5443	456	27	journal	journal	NOUN
cana-5443	456	28	of	of	ADP
cana-5443	456	29	intelligent	intelligent	ADJ
cana-5443	456	30	systems,2024	systems,2024	NOUN
cana-5443	456	31	.	.	PUNCT
cana-5443	457	1	“	"	PUNCT
cana-5443	457	2	artificial	artificial	ADJ
cana-5443	457	3	intelligence	intelligence	NOUN
cana-5443	457	4	in	in	ADP
cana-5443	457	5	6	6	NUM
cana-5443	457	6	g	g	NOUN
cana-5443	457	7	wireless	wireless	ADJ
cana-5443	457	8	networks	network	NOUN
cana-5443	457	9	:	:	PUNCT
cana-5443	457	10	opportunities	opportunity	NOUN
cana-5443	457	11	,	,	PUNCT
cana-5443	457	12	applications	application	NOUN
cana-5443	457	13	,	,	PUNCT
cana-5443	457	14	and	and	CCONJ
cana-5443	457	15	challenges	challenge	NOUN
cana-5443	457	16	”	"	PUNCT
cana-5443	458	1	[	[	X
cana-5443	458	2	21	21	NUM
cana-5443	458	3	]	]	X
cana-5443	458	4	v.	v.	CCONJ
cana-5443	459	1	mandalapu	mandalapu	PROPN
cana-5443	459	2	et	et	PROPN
cana-5443	459	3	al	al	PROPN
cana-5443	459	4	.	.	PROPN
cana-5443	459	5	,	,	PUNCT
cana-5443	459	6	ieee	ieee	PROPN
cana-5443	459	7	,	,	PUNCT
cana-5443	459	8	vol	vol	NOUN
cana-5443	459	9	.	.	PROPN
cana-5443	459	10	11	11	NUM
cana-5443	459	11	,	,	PUNCT
cana-5443	459	12	2023	2023	NUM
cana-5443	459	13	.	.	PUNCT
cana-5443	460	1	"	"	PUNCT
cana-5443	460	2	crime	crime	NOUN
cana-5443	460	3	prediction	prediction	NOUN
cana-5443	460	4	using	use	VERB
cana-5443	460	5	machine	machine	NOUN
cana-5443	460	6	learning	learning	NOUN
cana-5443	460	7	and	and	CCONJ
cana-5443	460	8	deep	deep	ADJ
cana-5443	460	9	learning	learning	NOUN
cana-5443	460	10	:	:	PUNCT
cana-5443	460	11	a	a	DET
cana-5443	460	12	systematic	systematic	ADJ
cana-5443	460	13	review	review	NOUN
cana-5443	460	14	and	and	CCONJ
cana-5443	460	15	future	future	ADJ
cana-5443	460	16	directions	direction	NOUN
cana-5443	460	17	”	"	PUNCT
cana-5443	460	18	[	[	X
cana-5443	460	19	22	22	NUM
cana-5443	460	20	]	]	X
cana-5443	460	21	yassine	yassine	PROPN
cana-5443	460	22	himeur	himeur	PROPN
cana-5443	460	23	et	et	PROPN
cana-5443	460	24	al	al	PROPN
cana-5443	460	25	.	.	PROPN
cana-5443	460	26	,	,	PUNCT
cana-5443	460	27	elsevier,2023	elsevier,2023	NOUN
cana-5443	460	28	.	.	PUNCT
cana-5443	461	1	“	"	PUNCT
cana-5443	461	2	video	video	NOUN
cana-5443	461	3	surveillance	surveillance	NOUN
cana-5443	461	4	using	use	VERB
cana-5443	461	5	deep	deep	ADJ
cana-5443	461	6	transfer	transfer	NOUN
cana-5443	461	7	learning	learning	NOUN
cana-5443	461	8	and	and	CCONJ
cana-5443	461	9	deep	deep	ADJ
cana-5443	461	10	domain	domain	NOUN
cana-5443	461	11	adaptation	adaptation	NOUN
cana-5443	461	12	:	:	PUNCT
cana-5443	461	13	towards	towards	ADP
cana-5443	461	14	better	well	ADJ
cana-5443	461	15	generalization	generalization	NOUN
cana-5443	461	16	”	"	PUNCT
cana-5443	462	1	[	[	X
cana-5443	462	2	23	23	NUM
cana-5443	462	3	]	]	X
cana-5443	462	4	sarah	sarah	PROPN
cana-5443	462	5	bin	bin	PROPN
cana-5443	462	6	hulayyil	hulayyil	PROPN
cana-5443	462	7	et	et	PROPN
cana-5443	462	8	al	al	PROPN
cana-5443	462	9	.	.	PROPN
cana-5443	462	10	,	,	PUNCT
cana-5443	462	11	mdpi,2023	mdpi,2023	NOUN
cana-5443	462	12	.	.	PUNCT
cana-5443	463	1	“	"	PUNCT
cana-5443	463	2	machine	machine	NOUN
cana-5443	463	3	-	-	PUNCT
cana-5443	463	4	learning	learning	NOUN
cana-5443	463	5	-	-	PUNCT
cana-5443	463	6	based	base	VERB
cana-5443	463	7	vulnerability	vulnerability	NOUN
cana-5443	463	8	detection	detection	NOUN
cana-5443	463	9	and	and	CCONJ
cana-5443	463	10	classification	classification	NOUN
cana-5443	463	11	in	in	ADP
cana-5443	463	12	internet	internet	NOUN
cana-5443	463	13	of	of	ADP
cana-5443	463	14	things	thing	NOUN
cana-5443	463	15	device	device	NOUN
cana-5443	463	16	security	security	NOUN
cana-5443	463	17	”	"	PUNCT
cana-5443	463	18	[	[	X
cana-5443	463	19	24	24	NUM
cana-5443	463	20	]	]	PUNCT
cana-5443	463	21	olayemi	olayemi	PROPN
cana-5443	463	22	olaniyi	olaniyi	PROPN
cana-5443	463	23	et	et	PROPN
cana-5443	463	24	al	al	PROPN
cana-5443	463	25	.	.	PROPN
cana-5443	463	26	,	,	PUNCT
cana-5443	463	27	bajece	bajece	NOUN
cana-5443	463	28	,	,	PUNCT
cana-5443	463	29	volume	volume	NOUN
cana-5443	463	30	1	1	NUM
cana-5443	463	31	number	number	NOUN
cana-5443	463	32	1	1	NUM
cana-5443	463	33	,	,	PUNCT
cana-5443	463	34	2023	2023	NUM
cana-5443	463	35	.	.	PUNCT
cana-5443	464	1	“	"	PUNCT
cana-5443	464	2	intelligent	intelligent	ADJ
cana-5443	464	3	video	video	NOUN
cana-5443	464	4	surveillance	surveillance	NOUN
cana-5443	464	5	systems	system	NOUN
cana-5443	464	6	:	:	PUNCT
cana-5443	464	7	asurvey	asurvey	NOUN
cana-5443	464	8	”	"	PUNCT
cana-5443	464	9	[	[	X
cana-5443	464	10	25	25	NUM
cana-5443	464	11	]	]	PUNCT
cana-5443	464	12	varun	varun	NOUN
cana-5443	464	13	mandalapu	mandalapu	PROPN
cana-5443	464	14	et	et	PROPN
cana-5443	464	15	al	al	PROPN
cana-5443	464	16	.	.	PROPN
cana-5443	464	17	,	,	PUNCT
cana-5443	464	18	ieee,2023	ieee,2023	NOUN
cana-5443	464	19	.	.	PUNCT
cana-5443	465	1	“	"	PUNCT
cana-5443	465	2	crime	crime	NOUN
cana-5443	465	3	prediction	prediction	NOUN
cana-5443	465	4	using	use	VERB
cana-5443	465	5	machine	machine	NOUN
cana-5443	465	6	learning	learning	NOUN
cana-5443	465	7	and	and	CCONJ
cana-5443	465	8	deep	deep	ADJ
cana-5443	465	9	learning	learning	NOUN
cana-5443	465	10	:	:	PUNCT
cana-5443	465	11	a	a	DET
cana-5443	465	12	systematic	systematic	ADJ
cana-5443	465	13	review	review	NOUN
cana-5443	465	14	and	and	CCONJ
cana-5443	465	15	future	future	ADJ
cana-5443	465	16	directions	direction	NOUN
cana-5443	465	17	”	"	PUNCT
cana-5443	465	18	[	[	X
cana-5443	465	19	26	26	NUM
cana-5443	465	20	]	]	X
cana-5443	465	21	rana	rana	PROPN
cana-5443	465	22	ayad	ayad	PROPN
cana-5443	465	23	et	et	PROPN
cana-5443	465	24	al	al	PROPN
cana-5443	465	25	.	.	PROPN
cana-5443	465	26	,	,	PUNCT
cana-5443	465	27	ijcds	ijcds	PROPN
cana-5443	465	28	,	,	PUNCT
cana-5443	465	29	2023	2023	NUM
cana-5443	465	30	.	.	PUNCT
cana-5443	466	1	“	"	PUNCT
cana-5443	466	2	convolutional	convolutional	ADJ
cana-5443	466	3	neural	neural	ADJ
cana-5443	466	4	network	network	NOUN
cana-5443	466	5	(	(	PUNCT
cana-5443	466	6	cnn	cnn	PROPN
cana-5443	466	7	)	)	PUNCT
cana-5443	466	8	model	model	NOUN
cana-5443	466	9	to	to	ADP
cana-5443	466	10	mobile	mobile	ADJ
cana-5443	466	11	remote	remote	ADJ
cana-5443	466	12	surveillance	surveillance	NOUN
cana-5443	466	13	system	system	NOUN
cana-5443	466	14	for	for	ADP
cana-5443	466	15	home	home	NOUN
cana-5443	466	16	security	security	NOUN
cana-5443	466	17	”	"	PUNCT
cana-5443	467	1	[	[	X
cana-5443	467	2	27	27	NUM
cana-5443	467	3	]	]	X
cana-5443	467	4	athina	athina	PROPN
cana-5443	467	5	ilioudi	ilioudi	PROPN
cana-5443	467	6	et	et	PROPN
cana-5443	467	7	al	al	PROPN
cana-5443	467	8	.	.	PROPN
cana-5443	467	9	,	,	PUNCT
cana-5443	467	10	ieee,2023	ieee,2023	NOUN
cana-5443	467	11	.	.	PUNCT
cana-5443	468	1	“	"	PUNCT
cana-5443	468	2	deep	deep	ADJ
cana-5443	468	3	learning	learning	NOUN
cana-5443	468	4	for	for	ADP
cana-5443	468	5	object	object	NOUN
cana-5443	468	6	detection	detection	NOUN
cana-5443	468	7	and	and	CCONJ
cana-5443	468	8	segmentation	segmentation	NOUN
cana-5443	468	9	in	in	ADP
cana-5443	468	10	videos	video	NOUN
cana-5443	468	11	:	:	PUNCT
cana-5443	468	12	toward	toward	ADP
cana-5443	468	13	an	an	DET
cana-5443	468	14	integration	integration	NOUN
cana-5443	468	15	with	with	ADP
cana-5443	468	16	domain	domain	NOUN
cana-5443	468	17	knowledge	knowledge	NOUN
cana-5443	468	18	”	"	PUNCT
cana-5443	468	19	[	[	X
cana-5443	468	20	28	28	NUM
cana-5443	468	21	]	]	X
cana-5443	468	22	stephen	stephen	PROPN
cana-5443	468	23	khor	khor	PROPN
cana-5443	468	24	wen	wen	PROPN
cana-5443	468	25	hwooi	hwooi	PROPN
cana-5443	468	26	et	et	PROPN
cana-5443	468	27	al	al	PROPN
cana-5443	468	28	.	.	PROPN
cana-5443	468	29	,	,	PUNCT
cana-5443	468	30	ieee,2023	ieee,2023	NOUN
cana-5443	468	31	.	.	PUNCT
cana-5443	469	1	“	"	PUNCT
cana-5443	469	2	deep	deep	ADJ
cana-5443	469	3	learning	learning	NOUN
cana-5443	469	4	-	-	PUNCT
cana-5443	469	5	based	base	VERB
cana-5443	469	6	approach	approach	NOUN
cana-5443	469	7	for	for	ADP
cana-5443	469	8	continuous	continuous	ADJ
cana-5443	469	9	affect	affect	NOUN
cana-5443	469	10	prediction	prediction	NOUN
cana-5443	469	11	from	from	ADP
cana-5443	469	12	facial	facial	ADJ
cana-5443	469	13	expression	expression	NOUN
cana-5443	469	14	images	image	NOUN
cana-5443	469	15	in	in	ADP
cana-5443	469	16	valence	valence	NOUN
cana-5443	469	17	-	-	PUNCT
cana-5443	469	18	arousal	arousal	NOUN
cana-5443	469	19	space	space	NOUN
cana-5443	469	20	”	"	PUNCT
cana-5443	470	1	[	[	X
cana-5443	470	2	29	29	NUM
cana-5443	470	3	]	]	X
cana-5443	470	4	mrs	mrs	PROPN
cana-5443	470	5	.	.	PROPN
cana-5443	470	6	sathya	sathya	PROPN
cana-5443	470	7	g	g	PROPN
cana-5443	470	8	et	et	PROPN
cana-5443	470	9	al	al	PROPN
cana-5443	470	10	.	.	PROPN
cana-5443	470	11	,	,	PUNCT
cana-5443	470	12	irjedt	irjedt	PROPN
cana-5443	470	13	,	,	PUNCT
cana-5443	470	14	volume	volume	NOUN
cana-5443	470	15	:	:	PUNCT
cana-5443	470	16	05	05	NUM
cana-5443	470	17	issue	issue	NOUN
cana-5443	470	18	:	:	PUNCT
cana-5443	470	19	04	04	NUM
cana-5443	470	20	,	,	PUNCT
cana-5443	470	21	2023	2023	NUM
cana-5443	470	22	.	.	PUNCT
cana-5443	471	1	“	"	PUNCT
cana-5443	471	2	facial	facial	ADJ
cana-5443	471	3	recognition	recognition	NOUN
cana-5443	471	4	for	for	ADP
cana-5443	471	5	criminal	criminal	ADJ
cana-5443	471	6	detection	detection	NOUN
cana-5443	471	7	using	use	VERB
cana-5443	471	8	deep	deep	ADJ
cana-5443	471	9	learning	learning	NOUN
cana-5443	471	10	”	"	PUNCT
cana-5443	472	1	[	[	X
cana-5443	472	2	30	30	NUM
cana-5443	472	3	]	]	X
cana-5443	472	4	hyun	hyun	PROPN
cana-5443	472	5	-	-	PUNCT
cana-5443	472	6	bin	bin	PROPN
cana-5443	472	7	kim	kim	PROPN
cana-5443	472	8	et	et	PROPN
cana-5443	472	9	al	al	PROPN
cana-5443	472	10	.	.	PROPN
cana-5443	472	11	,	,	PUNCT
cana-5443	472	12	ieee,2023	ieee,2023	NOUN
cana-5443	472	13	.	.	PUNCT
cana-5443	473	1	“	"	PUNCT
cana-5443	473	2	surveillance	surveillance	NOUN
cana-5443	473	3	system	system	NOUN
cana-5443	473	4	for	for	ADP
cana-5443	473	5	real	real	ADJ
cana-5443	473	6	-	-	PUNCT
cana-5443	473	7	time	time	NOUN
cana-5443	473	8	high	high	ADJ
cana-5443	473	9	-	-	PUNCT
cana-5443	473	10	precision	precision	NOUN
cana-5443	473	11	recognition	recognition	NOUN
cana-5443	473	12	of	of	ADP
cana-5443	473	13	criminal	criminal	ADJ
cana-5443	473	14	faces	face	NOUN
cana-5443	473	15	from	from	ADP
cana-5443	473	16	wild	wild	ADJ
cana-5443	473	17	videos	video	NOUN
cana-5443	473	18	”	"	PUNCT
cana-5443	473	19	[	[	X
cana-5443	473	20	31	31	NUM
cana-5443	473	21	]	]	PUNCT
cana-5443	473	22	varun	varun	NOUN
cana-5443	473	23	mandalapu	mandalapu	PROPN
cana-5443	473	24	et	et	PROPN
cana-5443	473	25	al	al	PROPN
cana-5443	473	26	,	,	PUNCT
cana-5443	473	27	ieee	ieee	NOUN
cana-5443	473	28	,	,	PUNCT
cana-5443	473	29	2023	2023	NUM
cana-5443	473	30	.	.	PUNCT
cana-5443	474	1	“	"	PUNCT
cana-5443	474	2	crime	crime	NOUN
cana-5443	474	3	prediction	prediction	NOUN
cana-5443	474	4	using	use	VERB
cana-5443	474	5	machine	machine	NOUN
cana-5443	474	6	learning	learning	NOUN
cana-5443	474	7	and	and	CCONJ
cana-5443	474	8	deep	deep	ADJ
cana-5443	474	9	learning	learning	NOUN
cana-5443	474	10	:	:	PUNCT
cana-5443	474	11	a	a	DET
cana-5443	474	12	systematic	systematic	ADJ
cana-5443	474	13	review	review	NOUN
cana-5443	474	14	and	and	CCONJ
cana-5443	474	15	future	future	ADJ
cana-5443	474	16	directions	direction	NOUN
cana-5443	474	17	”	"	PUNCT
cana-5443	474	18	communications	communication	NOUN
cana-5443	474	19	on	on	ADP
cana-5443	474	20	applied	apply	VERB
cana-5443	474	21	nonlinear	nonlinear	ADJ
cana-5443	474	22	analysis	analysis	NOUN
cana-5443	474	23	issn	issn	NOUN
cana-5443	474	24	:	:	PUNCT
cana-5443	474	25	1074	1074	NUM
cana-5443	474	26	-	-	PUNCT
cana-5443	474	27	133x	133x	NUM
cana-5443	474	28	vol	vol	VERB
cana-5443	474	29	32	32	NUM
cana-5443	474	30	no	no	NOUN
cana-5443	474	31	.	.	PUNCT
cana-5443	475	1	10s	10	NOUN
cana-5443	475	2	(	(	PUNCT
cana-5443	475	3	2025	2025	NUM
cana-5443	475	4	)	)	PUNCT
cana-5443	475	5	2273	2273	NUM
cana-5443	475	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5443	476	1	[	[	X
cana-5443	476	2	32	32	NUM
cana-5443	476	3	]	]	PUNCT
cana-5443	476	4	olayemi	olayemi	PROPN
cana-5443	476	5	olaniyi	olaniyi	PROPN
cana-5443	476	6	et	et	PROPN
cana-5443	476	7	al	al	PROPN
cana-5443	476	8	.	.	PROPN
cana-5443	476	9	,	,	PUNCT
cana-5443	476	10	bajece	bajece	NOUN
cana-5443	476	11	,	,	PUNCT
cana-5443	476	12	volume	volume	NOUN
cana-5443	476	13	:	:	PUNCT
cana-5443	476	14	1	1	NUM
cana-5443	476	15	issue	issue	NOUN
cana-5443	476	16	:	:	PUNCT
cana-5443	476	17	1,2023	1,2023	NUM
cana-5443	476	18	.	.	PUNCT
cana-5443	477	1	“	"	PUNCT
cana-5443	477	2	intelligentvideo	intelligentvideo	ADJ
cana-5443	477	3	surveillance	surveillance	NOUN
cana-5443	477	4	systems	system	NOUN
cana-5443	477	5	:	:	PUNCT
cana-5443	477	6	a	a	DET
cana-5443	477	7	survey	survey	NOUN
cana-5443	477	8	”	"	PUNCT
cana-5443	477	9	[	[	X
cana-5443	477	10	33	33	NUM
cana-5443	477	11	]	]	X
cana-5443	477	12	yassine	yassine	PROPN
cana-5443	477	13	himeur	himeur	PROPN
cana-5443	477	14	et	et	PROPN
cana-5443	477	15	al	al	PROPN
cana-5443	477	16	,	,	PUNCT
cana-5443	477	17	eaai	eaai	PROPN
cana-5443	477	18	,	,	PUNCT
cana-5443	477	19	volume	volume	NOUN
cana-5443	477	20	:	:	PUNCT
cana-5443	477	21	119,2023	119,2023	NUM
cana-5443	477	22	.	.	PUNCT
cana-5443	478	1	“	"	PUNCT
cana-5443	478	2	video	video	NOUN
cana-5443	478	3	surveillance	surveillance	NOUN
cana-5443	478	4	using	use	VERB
cana-5443	478	5	deep	deep	ADJ
cana-5443	478	6	transfer	transfer	NOUN
cana-5443	478	7	learning	learning	NOUN
cana-5443	478	8	and	and	CCONJ
cana-5443	478	9	deep	deep	ADJ
cana-5443	478	10	domain	domain	NOUN
cana-5443	478	11	adaptation	adaptation	NOUN
cana-5443	478	12	:	:	PUNCT
cana-5443	478	13	towards	towards	ADP
cana-5443	478	14	better	well	ADJ
cana-5443	478	15	generalization	generalization	NOUN
cana-5443	478	16	”	"	PUNCT
cana-5443	478	17	[	[	X
cana-5443	478	18	34	34	NUM
cana-5443	478	19	]	]	PUNCT
cana-5443	478	20	neha	neha	NOUN
cana-5443	478	21	kardile	kardile	PROPN
cana-5443	478	22	et	et	PROPN
cana-5443	478	23	al	al	PROPN
cana-5443	478	24	.	.	PROPN
cana-5443	478	25	,	,	PUNCT
cana-5443	478	26	irjet	irjet	NOUN
cana-5443	478	27	,	,	PUNCT
cana-5443	478	28	volume	volume	NOUN
cana-5443	478	29	:	:	PUNCT
cana-5443	478	30	09	09	NUM
cana-5443	478	31	issue	issue	NOUN
cana-5443	478	32	:	:	PUNCT
cana-5443	478	33	05	05	NUM
cana-5443	478	34	,	,	PUNCT
cana-5443	478	35	2022	2022	NUM
cana-5443	478	36	.	.	PUNCT
cana-5443	479	1	“	"	PUNCT
cana-5443	479	2	intelligent	intelligent	ADJ
cana-5443	479	3	video	video	NOUN
cana-5443	479	4	surveillance	surveillance	NOUN
cana-5443	479	5	system	system	NOUN
cana-5443	479	6	using	use	VERB
cana-5443	479	7	deep	deep	ADJ
cana-5443	479	8	learning	learning	NOUN
cana-5443	479	9	”	"	PUNCT
cana-5443	480	1	[	[	X
cana-5443	480	2	35	35	NUM
cana-5443	480	3	]	]	PUNCT
cana-5443	480	4	adikonda	adikonda	NOUN
cana-5443	480	5	mounika	mounika	X
cana-5443	480	6	et	et	PROPN
cana-5443	480	7	al	al	PROPN
cana-5443	480	8	.	.	PROPN
cana-5443	480	9	,	,	PUNCT
cana-5443	480	10	ijiemr	ijiemr	NOUN
cana-5443	480	11	,	,	PUNCT
cana-5443	480	12	vol11	vol11	NOUN
cana-5443	480	13	issue	issue	NOUN
cana-5443	480	14	06	06	NUM
cana-5443	480	15	,	,	PUNCT
cana-5443	480	16	2022	2022	NUM
cana-5443	480	17	.	.	PUNCT
cana-5443	481	1	“	"	PUNCT
cana-5443	481	2	intelligent	intelligent	ADJ
cana-5443	481	3	video	video	NOUN
cana-5443	481	4	surveillance	surveillance	NOUN
cana-5443	481	5	using	use	VERB
cana-5443	481	6	deep	deep	ADJ
cana-5443	481	7	learning	learning	NOUN
cana-5443	481	8	”	"	PUNCT
cana-5443	482	1	[	[	X
cana-5443	482	2	36	36	NUM
cana-5443	482	3	]	]	X
cana-5443	482	4	mohammed	mohammed	PROPN
cana-5443	482	5	shoeb	shoeb	PROPN
cana-5443	482	6	et	et	PROPN
cana-5443	482	7	al	al	PROPN
cana-5443	482	8	.	.	PROPN
cana-5443	482	9	,	,	PUNCT
cana-5443	482	10	jetir	jetir	VERB
cana-5443	482	11	,	,	PUNCT
cana-5443	482	12	volume	volume	NOUN
cana-5443	482	13	9	9	NUM
cana-5443	482	14	,	,	PUNCT
cana-5443	482	15	issue	issue	NOUN
cana-5443	482	16	2	2	NUM
cana-5443	482	17	,	,	PUNCT
cana-5443	482	18	2022	2022	NUM
cana-5443	482	19	.	.	PUNCT
cana-5443	483	1	“	"	PUNCT
cana-5443	483	2	intelligent	intelligent	ADJ
cana-5443	483	3	video	video	NOUN
cana-5443	483	4	surveillance	surveillance	NOUN
cana-5443	483	5	through	through	ADP
cana-5443	483	6	deep	deep	ADJ
cana-5443	483	7	learning	learning	NOUN
cana-5443	483	8	”	"	PUNCT
cana-5443	484	1	[	[	X
cana-5443	484	2	37	37	NUM
cana-5443	484	3	]	]	X
cana-5443	484	4	mohammed	mohammed	PROPN
cana-5443	484	5	shoeb	shoeb	PROPN
cana-5443	484	6	et	et	PROPN
cana-5443	484	7	al	al	PROPN
cana-5443	484	8	.	.	PROPN
cana-5443	484	9	,	,	PUNCT
cana-5443	484	10	jetir	jetir	VERB
cana-5443	484	11	,	,	PUNCT
cana-5443	484	12	volume	volume	NOUN
cana-5443	484	13	:	:	PUNCT
cana-5443	484	14	9	9	NUM
cana-5443	484	15	issue	issue	NOUN
cana-5443	484	16	:	:	PUNCT
cana-5443	484	17	2,2022	2,2022	X
cana-5443	484	18	.	.	PUNCT
cana-5443	485	1	“	"	PUNCT
cana-5443	485	2	intelligent	intelligent	ADJ
cana-5443	485	3	video	video	NOUN
cana-5443	485	4	surveillance	surveillance	NOUN
cana-5443	485	5	through	through	ADP
cana-5443	485	6	deep	deep	ADJ
cana-5443	485	7	learning	learning	NOUN
cana-5443	485	8	”	"	PUNCT
cana-5443	486	1	[	[	X
cana-5443	486	2	38	38	NUM
cana-5443	486	3	]	]	PUNCT
cana-5443	486	4	neha	neha	NOUN
cana-5443	486	5	kardile	kardile	PROPN
cana-5443	486	6	et	et	PROPN
cana-5443	486	7	al	al	PROPN
cana-5443	486	8	,	,	PUNCT
cana-5443	486	9	irjet	irjet	NOUN
cana-5443	486	10	,	,	PUNCT
cana-5443	486	11	volume:09	volume:09	NUM
cana-5443	486	12	,	,	PUNCT
cana-5443	486	13	issue	issue	NOUN
cana-5443	486	14	:	:	PUNCT
cana-5443	486	15	05,2022	05,2022	NUM
cana-5443	486	16	.	.	PUNCT
cana-5443	487	1	“	"	PUNCT
cana-5443	487	2	intelligent	intelligent	ADJ
cana-5443	487	3	video	video	NOUN
cana-5443	487	4	surveillance	surveillance	NOUN
cana-5443	487	5	system	system	NOUN
cana-5443	487	6	using	use	VERB
cana-5443	487	7	deep	deep	ADJ
cana-5443	487	8	learning	learning	NOUN
cana-5443	487	9	”	"	PUNCT
cana-5443	487	10	,	,	PUNCT
cana-5443	487	11	[	[	X
cana-5443	487	12	39	39	NUM
cana-5443	487	13	]	]	X
cana-5443	487	14	n.	n.	PROPN
cana-5443	487	15	kardile	kardile	PROPN
cana-5443	487	16	,	,	PUNCT
cana-5443	487	17	et	et	PROPN
cana-5443	487	18	al	al	PROPN
cana-5443	487	19	.	.	PROPN
cana-5443	487	20	,	,	PUNCT
cana-5443	487	21	irjet	irjet	NOUN
cana-5443	487	22	,	,	PUNCT
cana-5443	487	23	vol	vol	NOUN
cana-5443	487	24	.	.	PROPN
cana-5443	487	25	09	09	NUM
cana-5443	487	26	,	,	PUNCT
cana-5443	487	27	no	no	INTJ
cana-5443	487	28	.	.	NOUN
cana-5443	487	29	05	05	NUM
cana-5443	487	30	,	,	PUNCT
cana-5443	487	31	2022	2022	NUM
cana-5443	487	32	.	.	PUNCT
cana-5443	488	1	"	"	PUNCT
cana-5443	488	2	intelligent	intelligent	ADJ
cana-5443	488	3	video	video	NOUN
cana-5443	488	4	surveillance	surveillance	NOUN
cana-5443	488	5	system	system	NOUN
cana-5443	488	6	using	use	VERB
cana-5443	488	7	deep	deep	ADJ
cana-5443	488	8	learning	learning	NOUN
cana-5443	488	9	”	"	PUNCT
cana-5443	489	1	[	[	X
cana-5443	489	2	40	40	NUM
cana-5443	489	3	]	]	PUNCT
cana-5443	489	4	prof	prof	NOUN
cana-5443	489	5	keya	keya	PROPN
cana-5443	489	6	s	s	PROPN
cana-5443	489	7	patel	patel	PROPN
cana-5443	489	8	et	et	PROPN
cana-5443	489	9	al	al	PROPN
cana-5443	489	10	.	.	PROPN
cana-5443	489	11	,	,	PUNCT
cana-5443	489	12	irjet	irjet	PROPN
cana-5443	489	13	,	,	PUNCT
cana-5443	489	14	volume	volume	NOUN
cana-5443	489	15	:	:	PUNCT
cana-5443	489	16	08	08	NUM
cana-5443	489	17	issue	issue	NOUN
cana-5443	489	18	:	:	PUNCT
cana-5443	489	19	09	09	NUM
cana-5443	489	20	,	,	PUNCT
cana-5443	489	21	2021	2021	NUM
cana-5443	489	22	.	.	PUNCT
cana-5443	490	1	“	"	PUNCT
cana-5443	490	2	a	a	DET
cana-5443	490	3	review	review	NOUN
cana-5443	490	4	of	of	ADP
cana-5443	490	5	human	human	ADJ
cana-5443	490	6	activity	activity	NOUN
cana-5443	490	7	recognition	recognition	NOUN
cana-5443	490	8	using	use	VERB
cana-5443	490	9	deep	deep	ADJ
cana-5443	490	10	learning	learning	NOUN
cana-5443	490	11	”	"	PUNCT