id	sid	tid	token	lemma	pos
alkej-961	1	1	this	this	PRON
alkej-961	1	2	is	be	AUX
alkej-961	1	3	an	an	DET
alkej-961	1	4	open	open	ADJ
alkej-961	1	5	access	access	NOUN
alkej-961	1	6	article	article	NOUN
alkej-961	1	7	under	under	ADP
alkej-961	1	8	the	the	DET
alkej-961	1	9	cc	cc	NOUN
alkej-961	1	10	by	by	ADP
alkej-961	1	11	license	license	NOUN
alkej-961	1	12	:	:	PUNCT
alkej-961	1	13	al	al	PROPN
alkej-961	1	14	-	-	PUNCT
alkej-961	1	15	khwarizmi	khwarizmi	PROPN
alkej-961	1	16	engineering	engineering	PROPN
alkej-961	1	17	journal	journal	PROPN
alkej-961	1	18	al	al	PROPN
alkej-961	1	19	-	-	PUNCT
alkej-961	1	20	khwarizmi	khwarizmi	PROPN
alkej-961	1	21	engineering	engineering	PROPN
alkej-961	1	22	journal	journal	PROPN
alkej-961	1	23	issn	issn	PROPN
alkej-961	1	24	(	(	PUNCT
alkej-961	1	25	printed	print	VERB
alkej-961	1	26	):	):	PUNCT
alkej-961	1	27	1818	1818	NUM
alkej-961	1	28	–	–	PUNCT
alkej-961	1	29	1171	1171	NUM
alkej-961	1	30	,	,	PUNCT
alkej-961	1	31	issn	issn	PROPN
alkej-961	1	32	(	(	PUNCT
alkej-961	1	33	online	online	ADJ
alkej-961	1	34	):	):	PUNCT
alkej-961	1	35	2312	2312	NUM
alkej-961	1	36	–	–	PUNCT
alkej-961	1	37	0789	0789	NUM
alkej-961	1	38	vol	vol	NOUN
alkej-961	1	39	.	.	PROPN
alkej-961	1	40	21	21	NUM
alkej-961	1	41	,	,	PUNCT
alkej-961	1	42	no	no	INTJ
alkej-961	1	43	.	.	NOUN
alkej-961	1	44	3	3	NUM
alkej-961	1	45	,	,	PUNCT
alkej-961	1	46	september	september	PROPN
alkej-961	1	47	,	,	PUNCT
alkej-961	1	48	(	(	PUNCT
alkej-961	1	49	2025	2025	NUM
alkej-961	1	50	)	)	PUNCT
alkej-961	1	51	,	,	PUNCT
alkej-961	1	52	pp	pp	PROPN
alkej-961	1	53	.	.	PUNCT
alkej-961	2	1	55–65	55–65	NUM
alkej-961	2	2	violence	violence	NOUN
alkej-961	2	3	prediction	prediction	NOUN
alkej-961	2	4	estimation	estimation	NOUN
alkej-961	2	5	in	in	ADP
alkej-961	2	6	surveillance	surveillance	NOUN
alkej-961	2	7	cameras	camera	NOUN
alkej-961	2	8	using	use	VERB
alkej-961	2	9	cnn	cnn	PROPN
alkej-961	2	10	with	with	ADP
alkej-961	2	11	gamma	gamma	PROPN
alkej-961	2	12	correction	correction	PROPN
alkej-961	2	13	sara	sara	PROPN
alkej-961	2	14	ayad1	ayad1	PROPN
alkej-961	2	15	*	*	PROPN
alkej-961	2	16	,	,	PUNCT
alkej-961	2	17	and	and	CCONJ
alkej-961	2	18	yarub	yarub	PROPN
alkej-961	2	19	alazzawi2	alazzawi2	PROPN
alkej-961	2	20	1	1	NUM
alkej-961	2	21	iraqi	iraqi	ADJ
alkej-961	2	22	correctional	correctional	ADJ
alkej-961	2	23	service	service	NOUN
alkej-961	2	24	,	,	PUNCT
alkej-961	2	25	ministry	ministry	PROPN
alkej-961	2	26	of	of	ADP
alkej-961	2	27	justice	justice	PROPN
alkej-961	2	28	,	,	PUNCT
alkej-961	2	29	baghdad	baghdad	PROPN
alkej-961	2	30	,	,	PUNCT
alkej-961	2	31	iraq	iraq	PROPN
alkej-961	2	32	2	2	NUM
alkej-961	2	33	department	department	NOUN
alkej-961	2	34	of	of	ADP
alkej-961	2	35	mechatronics	mechatronic	NOUN
alkej-961	2	36	engineering	engineering	PROPN
alkej-961	2	37	,	,	PUNCT
alkej-961	2	38	al	al	PROPN
alkej-961	2	39	-	-	PUNCT
alkej-961	2	40	khwarizmi	khwarizmi	PROPN
alkej-961	2	41	college	college	PROPN
alkej-961	2	42	of	of	ADP
alkej-961	2	43	engineering	engineering	PROPN
alkej-961	2	44	,	,	PUNCT
alkej-961	2	45	university	university	NOUN
alkej-961	2	46	of	of	ADP
alkej-961	2	47	baghdad	baghdad	PROPN
alkej-961	2	48	,	,	PUNCT
alkej-961	2	49	baghdad	baghdad	PROPN
alkej-961	2	50	,	,	PUNCT
alkej-961	2	51	iraq	iraq	PROPN
alkej-961	2	52	*	*	PUNCT
alkej-961	2	53	corresponding	correspond	VERB
alkej-961	2	54	author	author	NOUN
alkej-961	2	55	’s	’s	PART
alkej-961	2	56	email	email	NOUN
alkej-961	2	57	:	:	PUNCT
alkej-961	2	58	saraaagh785@gmail.com	saraaagh785@gmail.com	X
alkej-961	2	59	(	(	PUNCT
alkej-961	2	60	received	receive	VERB
alkej-961	2	61	24	24	NUM
alkej-961	2	62	june	june	PROPN
alkej-961	2	63	2024	2024	NUM
alkej-961	2	64	;	;	PUNCT
alkej-961	2	65	revised	revise	VERB
alkej-961	2	66	14	14	NUM
alkej-961	2	67	october	october	PROPN
alkej-961	2	68	2024	2024	NUM
alkej-961	2	69	;	;	PUNCT
alkej-961	2	70	accepted	accept	VERB
alkej-961	2	71	10	10	NUM
alkej-961	2	72	november	november	PROPN
alkej-961	2	73	2024	2024	NUM
alkej-961	2	74	;	;	PUNCT
alkej-961	2	75	published	publish	VERB
alkej-961	2	76	1	1	NUM
alkej-961	2	77	september	september	PROPN
alkej-961	2	78	2025	2025	NUM
alkej-961	2	79	)	)	PUNCT
alkej-961	2	80	https://doi.org/10.22153/kej.2025.11.004	https://doi.org/10.22153/kej.2025.11.004	PROPN
alkej-961	2	81	abstract	abstract	NOUN
alkej-961	2	82	in	in	ADP
alkej-961	2	83	recent	recent	ADJ
alkej-961	2	84	years	year	NOUN
alkej-961	2	85	,	,	PUNCT
alkej-961	2	86	the	the	DET
alkej-961	2	87	deployment	deployment	NOUN
alkej-961	2	88	of	of	ADP
alkej-961	2	89	surveillance	surveillance	NOUN
alkej-961	2	90	cameras	camera	NOUN
alkej-961	2	91	has	have	AUX
alkej-961	2	92	significantly	significantly	ADV
alkej-961	2	93	increased	increase	VERB
alkej-961	2	94	to	to	PART
alkej-961	2	95	enhance	enhance	VERB
alkej-961	2	96	security	security	NOUN
alkej-961	2	97	in	in	ADP
alkej-961	2	98	public	public	ADJ
alkej-961	2	99	and	and	CCONJ
alkej-961	2	100	private	private	ADJ
alkej-961	2	101	spaces	space	NOUN
alkej-961	2	102	.	.	PUNCT
alkej-961	3	1	numerous	numerous	ADJ
alkej-961	3	2	businesses	business	NOUN
alkej-961	3	3	continue	continue	VERB
alkej-961	3	4	to	to	PART
alkej-961	3	5	employ	employ	VERB
alkej-961	3	6	individuals	individual	NOUN
alkej-961	3	7	to	to	PART
alkej-961	3	8	monitor	monitor	VERB
alkej-961	3	9	these	these	DET
alkej-961	3	10	cameras	camera	NOUN
alkej-961	3	11	.	.	PUNCT
alkej-961	4	1	however	however	ADV
alkej-961	4	2	,	,	PUNCT
alkej-961	4	3	unusual	unusual	ADJ
alkej-961	4	4	and	and	CCONJ
alkej-961	4	5	suspicious	suspicious	ADJ
alkej-961	4	6	activities	activity	NOUN
alkej-961	4	7	in	in	ADP
alkej-961	4	8	the	the	DET
alkej-961	4	9	video	video	NOUN
alkej-961	4	10	feeds	feed	NOUN
alkej-961	4	11	are	be	AUX
alkej-961	4	12	often	often	ADV
alkej-961	4	13	overlooked	overlook	VERB
alkej-961	4	14	due	due	ADP
alkej-961	4	15	to	to	ADP
alkej-961	4	16	the	the	DET
alkej-961	4	17	potential	potential	NOUN
alkej-961	4	18	for	for	ADP
alkej-961	4	19	human	human	ADJ
alkej-961	4	20	error	error	NOUN
alkej-961	4	21	.	.	PUNCT
alkej-961	5	1	consequently	consequently	ADV
alkej-961	5	2	,	,	PUNCT
alkej-961	5	3	manual	manual	ADJ
alkej-961	5	4	monitoring	monitoring	NOUN
alkej-961	5	5	of	of	ADP
alkej-961	5	6	security	security	NOUN
alkej-961	5	7	cameras	camera	NOUN
alkej-961	5	8	can	can	AUX
alkej-961	5	9	be	be	AUX
alkej-961	5	10	time	time	NOUN
alkej-961	5	11	-	-	PUNCT
alkej-961	5	12	consuming	consume	VERB
alkej-961	5	13	and	and	CCONJ
alkej-961	5	14	inefficient	inefficient	ADJ
alkej-961	5	15	.	.	PUNCT
alkej-961	6	1	this	this	DET
alkej-961	6	2	study	study	NOUN
alkej-961	6	3	investigates	investigate	VERB
alkej-961	6	4	the	the	DET
alkej-961	6	5	application	application	NOUN
alkej-961	6	6	of	of	ADP
alkej-961	6	7	deep	deep	ADJ
alkej-961	6	8	learning	learning	NOUN
alkej-961	6	9	techniques	technique	NOUN
alkej-961	6	10	,	,	PUNCT
alkej-961	6	11	particularly	particularly	ADV
alkej-961	6	12	convolutional	convolutional	ADJ
alkej-961	6	13	neural	neural	ADJ
alkej-961	6	14	networks	network	NOUN
alkej-961	6	15	(	(	PUNCT
alkej-961	6	16	cnns	cnns	PROPN
alkej-961	6	17	)	)	PUNCT
alkej-961	6	18	and	and	CCONJ
alkej-961	6	19	support	support	VERB
alkej-961	6	20	vector	vector	NOUN
alkej-961	6	21	machines	machine	NOUN
alkej-961	6	22	(	(	PUNCT
alkej-961	6	23	svms	svms	NOUN
alkej-961	6	24	)	)	PUNCT
alkej-961	6	25	,	,	PUNCT
alkej-961	6	26	to	to	PART
alkej-961	6	27	predict	predict	VERB
alkej-961	6	28	violence	violence	NOUN
alkej-961	6	29	in	in	ADP
alkej-961	6	30	surveillance	surveillance	NOUN
alkej-961	6	31	video	video	NOUN
alkej-961	6	32	streams	stream	NOUN
alkej-961	6	33	.	.	PUNCT
alkej-961	7	1	the	the	DET
alkej-961	7	2	proposed	propose	VERB
alkej-961	7	3	cnn	cnn	PROPN
alkej-961	7	4	model	model	NOUN
alkej-961	7	5	is	be	AUX
alkej-961	7	6	optimised	optimise	VERB
alkej-961	7	7	through	through	ADP
alkej-961	7	8	the	the	DET
alkej-961	7	9	utilisation	utilisation	NOUN
alkej-961	7	10	of	of	ADP
alkej-961	7	11	gamma	gamma	NOUN
alkej-961	7	12	correction	correction	NOUN
alkej-961	7	13	as	as	ADP
alkej-961	7	14	a	a	DET
alkej-961	7	15	preprocessing	preprocessing	NOUN
alkej-961	7	16	step	step	NOUN
alkej-961	7	17	to	to	PART
alkej-961	7	18	extract	extract	VERB
alkej-961	7	19	essential	essential	ADJ
alkej-961	7	20	spatial	spatial	ADJ
alkej-961	7	21	features	feature	NOUN
alkej-961	7	22	from	from	ADP
alkej-961	7	23	video	video	NOUN
alkej-961	7	24	frames	frame	NOUN
alkej-961	7	25	,	,	PUNCT
alkej-961	7	26	significantly	significantly	ADV
alkej-961	7	27	enhancing	enhance	VERB
alkej-961	7	28	the	the	DET
alkej-961	7	29	accuracy	accuracy	NOUN
alkej-961	7	30	of	of	ADP
alkej-961	7	31	violence	violence	NOUN
alkej-961	7	32	detection	detection	NOUN
alkej-961	7	33	.	.	PUNCT
alkej-961	8	1	this	this	DET
alkej-961	8	2	study	study	NOUN
alkej-961	8	3	leverages	leverage	VERB
alkej-961	8	4	the	the	DET
alkej-961	8	5	real	real	ADJ
alkej-961	8	6	-	-	PUNCT
alkej-961	8	7	time	time	NOUN
alkej-961	8	8	capabilities	capability	NOUN
alkej-961	8	9	of	of	ADP
alkej-961	8	10	surveillance	surveillance	NOUN
alkej-961	8	11	data	datum	NOUN
alkej-961	8	12	by	by	ADP
alkej-961	8	13	utilising	utilise	VERB
alkej-961	8	14	the	the	DET
alkej-961	8	15	rlv	rlv	NOUN
alkej-961	8	16	dataset	dataset	NOUN
alkej-961	8	17	,	,	PUNCT
alkej-961	8	18	which	which	PRON
alkej-961	8	19	comprises	comprise	VERB
alkej-961	8	20	a	a	DET
alkej-961	8	21	range	range	NOUN
alkej-961	8	22	of	of	ADP
alkej-961	8	23	violent	violent	ADJ
alkej-961	8	24	and	and	CCONJ
alkej-961	8	25	non	non	ADJ
alkej-961	8	26	-	-	ADJ
alkej-961	8	27	violent	violent	ADJ
alkej-961	8	28	scenarios	scenario	NOUN
alkej-961	8	29	.	.	PUNCT
alkej-961	9	1	the	the	DET
alkej-961	9	2	cnn	cnn	PROPN
alkej-961	9	3	–	–	PUNCT
alkej-961	9	4	svm	svm	ADJ
alkej-961	9	5	hybrid	hybrid	NOUN
alkej-961	9	6	model	model	NOUN
alkej-961	9	7	developed	develop	VERB
alkej-961	9	8	in	in	ADP
alkej-961	9	9	this	this	DET
alkej-961	9	10	study	study	NOUN
alkej-961	9	11	achieved	achieve	VERB
alkej-961	9	12	an	an	DET
alkej-961	9	13	impressive	impressive	ADJ
alkej-961	9	14	99	99	NUM
alkej-961	9	15	%	%	NOUN
alkej-961	9	16	accuracy	accuracy	NOUN
alkej-961	9	17	,	,	PUNCT
alkej-961	9	18	outperforming	outperform	VERB
alkej-961	9	19	traditional	traditional	ADJ
alkej-961	9	20	methods	method	NOUN
alkej-961	9	21	and	and	CCONJ
alkej-961	9	22	demonstrating	demonstrate	VERB
alkej-961	9	23	strong	strong	ADJ
alkej-961	9	24	spatial	spatial	ADJ
alkej-961	9	25	feature	feature	NOUN
alkej-961	9	26	extraction	extraction	NOUN
alkej-961	9	27	capabilities	capability	NOUN
alkej-961	9	28	.	.	PUNCT
alkej-961	10	1	furthermore	furthermore	ADV
alkej-961	10	2	,	,	PUNCT
alkej-961	10	3	this	this	DET
alkej-961	10	4	study	study	NOUN
alkej-961	10	5	addresses	address	VERB
alkej-961	10	6	the	the	DET
alkej-961	10	7	challenges	challenge	NOUN
alkej-961	10	8	of	of	ADP
alkej-961	10	9	real	real	ADJ
alkej-961	10	10	-	-	PUNCT
alkej-961	10	11	time	time	NOUN
alkej-961	10	12	video	video	NOUN
alkej-961	10	13	surveillance	surveillance	NOUN
alkej-961	10	14	by	by	ADP
alkej-961	10	15	ensuring	ensure	VERB
alkej-961	10	16	scalability	scalability	NOUN
alkej-961	10	17	and	and	CCONJ
alkej-961	10	18	practical	practical	ADJ
alkej-961	10	19	applicability	applicability	NOUN
alkej-961	10	20	,	,	PUNCT
alkej-961	10	21	providing	provide	VERB
alkej-961	10	22	a	a	DET
alkej-961	10	23	robust	robust	ADJ
alkej-961	10	24	solution	solution	NOUN
alkej-961	10	25	for	for	ADP
alkej-961	10	26	enhancing	enhance	VERB
alkej-961	10	27	security	security	NOUN
alkej-961	10	28	measures	measure	NOUN
alkej-961	10	29	in	in	ADP
alkej-961	10	30	public	public	ADJ
alkej-961	10	31	and	and	CCONJ
alkej-961	10	32	private	private	ADJ
alkej-961	10	33	spaces	space	NOUN
alkej-961	10	34	.	.	PUNCT
alkej-961	11	1	keywords	keyword	NOUN
alkej-961	11	2	:	:	PUNCT
alkej-961	11	3	anomaly	anomaly	NOUN
alkej-961	11	4	detection	detection	NOUN
alkej-961	11	5	;	;	PUNCT
alkej-961	11	6	surveillance	surveillance	NOUN
alkej-961	11	7	cameras	camera	NOUN
alkej-961	11	8	;	;	PUNCT
alkej-961	11	9	convolutional	convolutional	ADJ
alkej-961	11	10	neural	neural	ADJ
alkej-961	11	11	network	network	NOUN
alkej-961	11	12	(	(	PUNCT
alkej-961	11	13	cnn	cnn	PROPN
alkej-961	11	14	)	)	PUNCT
alkej-961	11	15	;	;	PUNCT
alkej-961	11	16	deep	deep	ADJ
alkej-961	11	17	learning	learning	NOUN
alkej-961	11	18	;	;	PUNCT
alkej-961	11	19	violence	violence	NOUN
alkej-961	11	20	detection	detection	NOUN
alkej-961	11	21	;	;	PUNCT
alkej-961	11	22	support	support	NOUN
alkej-961	11	23	vector	vector	NOUN
alkej-961	11	24	machine	machine	NOUN
alkej-961	11	25	.	.	PUNCT
alkej-961	12	1	1	1	X
alkej-961	12	2	.	.	X
alkej-961	12	3	introduction	introduction	NOUN
alkej-961	12	4	the	the	DET
alkej-961	12	5	use	use	NOUN
alkej-961	12	6	of	of	ADP
alkej-961	12	7	surveillance	surveillance	NOUN
alkej-961	12	8	cameras	camera	NOUN
alkej-961	12	9	to	to	PART
alkej-961	12	10	monitor	monitor	VERB
alkej-961	12	11	public	public	ADJ
alkej-961	12	12	situations	situation	NOUN
alkej-961	12	13	is	be	AUX
alkej-961	12	14	becoming	become	VERB
alkej-961	12	15	increasingly	increasingly	ADV
alkej-961	12	16	common	common	ADJ
alkej-961	12	17	due	due	ADP
alkej-961	12	18	to	to	ADP
alkej-961	12	19	the	the	DET
alkej-961	12	20	growing	grow	VERB
alkej-961	12	21	issues	issue	NOUN
alkej-961	12	22	in	in	ADP
alkej-961	12	23	public	public	ADJ
alkej-961	12	24	administration	administration	NOUN
alkej-961	12	25	,	,	PUNCT
alkej-961	12	26	security	security	NOUN
alkej-961	12	27	and	and	CCONJ
alkej-961	12	28	safety	safety	NOUN
alkej-961	12	29	.	.	PUNCT
alkej-961	13	1	the	the	DET
alkej-961	13	2	task	task	NOUN
alkej-961	13	3	of	of	ADP
alkej-961	13	4	monitoring	monitor	VERB
alkej-961	13	5	security	security	NOUN
alkej-961	13	6	camera	camera	NOUN
alkej-961	13	7	footage	footage	NOUN
alkej-961	13	8	to	to	PART
alkej-961	13	9	detect	detect	VERB
alkej-961	13	10	unusual	unusual	ADJ
alkej-961	13	11	behaviour	behaviour	NOUN
alkej-961	13	12	,	,	PUNCT
alkej-961	13	13	extract	extract	VERB
alkej-961	13	14	patterns	pattern	NOUN
alkej-961	13	15	and	and	CCONJ
alkej-961	13	16	promptly	promptly	ADV
alkej-961	13	17	respond	respond	VERB
alkej-961	13	18	may	may	AUX
alkej-961	13	19	appear	appear	VERB
alkej-961	13	20	simple	simple	ADJ
alkej-961	13	21	for	for	ADP
alkej-961	13	22	humans	human	NOUN
alkej-961	13	23	.	.	PUNCT
alkej-961	14	1	however	however	ADV
alkej-961	14	2	,	,	PUNCT
alkej-961	14	3	a	a	DET
alkej-961	14	4	person	person	NOUN
alkej-961	14	5	finds	find	VERB
alkej-961	14	6	it	it	PRON
alkej-961	14	7	difficult	difficult	ADJ
alkej-961	14	8	to	to	PART
alkej-961	14	9	simultaneously	simultaneously	ADV
alkej-961	14	10	observe	observe	VERB
alkej-961	14	11	multiple	multiple	ADJ
alkej-961	14	12	signals	signal	NOUN
alkej-961	14	13	due	due	ADP
alkej-961	14	14	to	to	ADP
alkej-961	14	15	the	the	DET
alkej-961	14	16	inherent	inherent	ADJ
alkej-961	14	17	limitations	limitation	NOUN
alkej-961	14	18	of	of	ADP
alkej-961	14	19	human	human	ADJ
alkej-961	14	20	capabilities	capability	NOUN
alkej-961	14	21	[	[	X
alkej-961	14	22	1	1	NUM
alkej-961	14	23	]	]	PUNCT
alkej-961	14	24	.	.	PUNCT
alkej-961	15	1	the	the	DET
alkej-961	15	2	process	process	NOUN
alkej-961	15	3	is	be	AUX
alkej-961	15	4	time	time	NOUN
alkej-961	15	5	-	-	PUNCT
alkej-961	15	6	consuming	consume	VERB
alkej-961	15	7	and	and	CCONJ
alkej-961	15	8	costly	costly	ADJ
alkej-961	15	9	,	,	PUNCT
alkej-961	15	10	necessitating	necessitate	VERB
alkej-961	15	11	the	the	DET
alkej-961	15	12	involvement	involvement	NOUN
alkej-961	15	13	of	of	ADP
alkej-961	15	14	people	people	NOUN
alkej-961	15	15	and	and	CCONJ
alkej-961	15	16	a	a	DET
alkej-961	15	17	workplace	workplace	NOUN
alkej-961	15	18	.	.	PUNCT
alkej-961	16	1	consequently	consequently	ADV
alkej-961	16	2	,	,	PUNCT
alkej-961	16	3	an	an	DET
alkej-961	16	4	automatic	automatic	ADJ
alkej-961	16	5	detection	detection	NOUN
alkej-961	16	6	system	system	NOUN
alkej-961	16	7	is	be	AUX
alkej-961	16	8	crucial	crucial	ADJ
alkej-961	16	9	.	.	PUNCT
alkej-961	17	1	anomalous	anomalous	ADJ
alkej-961	17	2	event	event	NOUN
alkej-961	17	3	identification	identification	NOUN
alkej-961	17	4	is	be	AUX
alkej-961	17	5	an	an	DET
alkej-961	17	6	essential	essential	ADJ
alkej-961	17	7	aspect	aspect	NOUN
alkej-961	17	8	of	of	ADP
alkej-961	17	9	understanding	understand	VERB
alkej-961	17	10	human	human	ADJ
alkej-961	17	11	behavioural	behavioural	NOUN
alkej-961	17	12	through	through	ADP
alkej-961	17	13	surveillance	surveillance	NOUN
alkej-961	17	14	cameras	camera	NOUN
alkej-961	18	1	[	[	X
alkej-961	18	2	2	2	NUM
alkej-961	18	3	]	]	PUNCT
alkej-961	18	4	.	.	PUNCT
alkej-961	19	1	however	however	ADV
alkej-961	19	2	,	,	PUNCT
alkej-961	19	3	detecting	detect	VERB
alkej-961	19	4	such	such	ADJ
alkej-961	19	5	events	event	NOUN
alkej-961	19	6	in	in	ADP
alkej-961	19	7	security	security	NOUN
alkej-961	19	8	footage	footage	NOUN
alkej-961	19	9	presents	present	VERB
alkej-961	19	10	several	several	ADJ
alkej-961	19	11	challenges	challenge	NOUN
alkej-961	19	12	:	:	PUNCT
alkej-961	19	13	(	(	PUNCT
alkej-961	19	14	1	1	X
alkej-961	19	15	)	)	PUNCT
alkej-961	19	16	a	a	DET
alkej-961	19	17	large	large	ADJ
alkej-961	19	18	database	database	NOUN
alkej-961	19	19	of	of	ADP
alkej-961	19	20	anomalous	anomalous	ADJ
alkej-961	19	21	events	event	NOUN
alkej-961	19	22	is	be	AUX
alkej-961	19	23	difficult	difficult	ADJ
alkej-961	19	24	to	to	PART
alkej-961	19	25	obtain	obtain	VERB
alkej-961	19	26	due	due	ADP
alkej-961	19	27	to	to	ADP
alkej-961	19	28	their	their	PRON
alkej-961	19	29	rarity	rarity	NOUN
alkej-961	19	30	.	.	PUNCT
alkej-961	20	1	the	the	DET
alkej-961	20	2	learning	learning	NOUN
alkej-961	20	3	process	process	NOUN
alkej-961	20	4	may	may	AUX
alkej-961	20	5	be	be	AUX
alkej-961	20	6	adversely	adversely	ADV
alkej-961	20	7	affected	affect	VERB
alkej-961	20	8	by	by	ADP
alkej-961	20	9	the	the	DET
alkej-961	20	10	lack	lack	NOUN
alkej-961	20	11	of	of	ADP
alkej-961	20	12	data	datum	NOUN
alkej-961	20	13	.	.	PUNCT
alkej-961	21	1	(	(	PUNCT
alkej-961	21	2	2	2	X
alkej-961	21	3	)	)	PUNCT
alkej-961	21	4	an	an	DET
alkej-961	21	5	‘	'	PUNCT
alkej-961	21	6	anomaly	anomaly	NOUN
alkej-961	21	7	’	'	PUNCT
alkej-961	21	8	refers	refer	VERB
alkej-961	21	9	to	to	ADP
alkej-961	21	10	anything	anything	PRON
alkej-961	21	11	that	that	PRON
alkej-961	21	12	deviates	deviate	VERB
alkej-961	21	13	from	from	ADP
alkej-961	21	14	a	a	DET
alkej-961	21	15	pre	pre	ADJ
alkej-961	21	16	-	-	ADJ
alkej-961	21	17	established	established	ADJ
alkej-961	21	18	pattern	pattern	NOUN
alkej-961	21	19	(	(	PUNCT
alkej-961	21	20	or	or	CCONJ
alkej-961	21	21	rule	rule	NOUN
alkej-961	21	22	)	)	PUNCT
alkej-961	21	23	.	.	PUNCT
alkej-961	22	1	we	we	PRON
alkej-961	22	2	are	be	AUX
alkej-961	22	3	unable	unable	ADJ
alkej-961	22	4	to	to	PART
alkej-961	22	5	create	create	VERB
alkej-961	22	6	a	a	DET
alkej-961	22	7	model	model	NOUN
alkej-961	22	8	specifically	specifically	ADV
alkej-961	22	9	designed	design	VERB
alkej-961	22	10	to	to	PART
alkej-961	22	11	handle	handle	VERB
alkej-961	22	12	uncommon	uncommon	ADJ
alkej-961	22	13	events	event	NOUN
alkej-961	22	14	.	.	PUNCT
alkej-961	23	1	(	(	PUNCT
alkej-961	23	2	3	3	X
alkej-961	23	3	)	)	PUNCT
alkej-961	23	4	an	an	DET
alkej-961	23	5	activity	activity	NOUN
alkej-961	23	6	may	may	AUX
alkej-961	23	7	deem	deem	VERB
alkej-961	23	8	normal	normal	ADJ
alkej-961	23	9	or	or	CCONJ
alkej-961	23	10	abnormal	abnormal	ADJ
alkej-961	23	11	depending	depend	VERB
alkej-961	23	12	on	on	ADP
alkej-961	23	13	the	the	DET
alkej-961	23	14	situation	situation	NOUN
alkej-961	23	15	.	.	PUNCT
alkej-961	24	1	this	this	DET
alkej-961	24	2	notion	notion	NOUN
alkej-961	24	3	suggests	suggest	VERB
alkej-961	24	4	that	that	SCONJ
alkej-961	24	5	a	a	DET
alkej-961	24	6	global	global	ADJ
alkej-961	24	7	mailto:saraaagh785@gmail.com	mailto:saraaagh785@gmail.com	PROPN
alkej-961	24	8	https://doi.org/10.22153/kej.2025.11.004	https://doi.org/10.22153/kej.2025.11.004	PROPN
alkej-961	24	9	sara	sara	PROPN
alkej-961	24	10	ayad	ayad	PROPN
alkej-961	24	11	al	al	PROPN
alkej-961	24	12	-	-	PUNCT
alkej-961	24	13	khwarizmi	khwarizmi	PROPN
alkej-961	24	14	engineering	engineering	NOUN
alkej-961	24	15	journal	journal	PROPN
alkej-961	24	16	,	,	PUNCT
alkej-961	24	17	vol	vol	NOUN
alkej-961	24	18	.	.	PROPN
alkej-961	24	19	21	21	NUM
alkej-961	24	20	,	,	PUNCT
alkej-961	24	21	no.3	no.3	VERB
alkej-961	24	22	,	,	PUNCT
alkej-961	24	23	pp	pp	X
alkej-961	24	24	.	.	PUNCT
alkej-961	24	25	5565	5565	NUM
alkej-961	24	26	(	(	PUNCT
alkej-961	24	27	2025	2025	NUM
alkej-961	24	28	)	)	PUNCT
alkej-961	24	29	56	56	NUM
alkej-961	24	30	anomalous	anomalous	ADJ
alkej-961	24	31	event	event	NOUN
alkej-961	24	32	is	be	AUX
alkej-961	24	33	likely	likely	ADJ
alkej-961	24	34	to	to	PART
alkej-961	24	35	regularly	regularly	ADV
alkej-961	24	36	occur	occur	VERB
alkej-961	24	37	in	in	ADP
alkej-961	24	38	cases	case	NOUN
alkej-961	24	39	involving	involve	VERB
alkej-961	24	40	a	a	DET
alkej-961	24	41	gun	gun	NOUN
alkej-961	24	42	club	club	NOUN
alkej-961	24	43	.	.	PUNCT
alkej-961	25	1	although	although	SCONJ
alkej-961	25	2	this	this	DET
alkej-961	25	3	event	event	NOUN
alkej-961	25	4	is	be	AUX
alkej-961	25	5	common	common	ADJ
alkej-961	25	6	in	in	ADP
alkej-961	25	7	a	a	DET
alkej-961	25	8	shooting	shooting	NOUN
alkej-961	25	9	group	group	NOUN
alkej-961	25	10	,	,	PUNCT
alkej-961	25	11	the	the	DET
alkej-961	25	12	practice	practice	NOUN
alkej-961	25	13	of	of	ADP
alkej-961	25	14	‘	'	PUNCT
alkej-961	25	15	shooting	shooting	NOUN
alkej-961	25	16	’	'	PUNCT
alkej-961	25	17	is	be	AUX
alkej-961	25	18	often	often	ADV
alkej-961	25	19	considered	consider	VERB
alkej-961	25	20	unusual	unusual	ADJ
alkej-961	25	21	.	.	PUNCT
alkej-961	26	1	however	however	ADV
alkej-961	26	2	,	,	PUNCT
alkej-961	26	3	certain	certain	ADJ
alkej-961	26	4	conduct	conduct	NOUN
alkej-961	26	5	may	may	AUX
alkej-961	26	6	be	be	AUX
alkej-961	26	7	considered	consider	VERB
alkej-961	26	8	an	an	DET
alkej-961	26	9	anomalous	anomalous	ADJ
alkej-961	26	10	practice	practice	NOUN
alkej-961	26	11	in	in	ADP
alkej-961	26	12	a	a	DET
alkej-961	26	13	particular	particular	ADJ
alkej-961	26	14	locale	locale	NOUN
alkej-961	26	15	and	and	CCONJ
alkej-961	26	16	context	context	NOUN
alkej-961	26	17	,	,	PUNCT
alkej-961	26	18	referred	refer	VERB
alkej-961	26	19	to	to	ADP
alkej-961	26	20	as	as	ADP
alkej-961	26	21	a	a	DET
alkej-961	26	22	local	local	ADJ
alkej-961	26	23	abnormal	abnormal	ADJ
alkej-961	26	24	event	event	NOUN
alkej-961	26	25	,	,	PUNCT
alkej-961	26	26	even	even	ADV
alkej-961	26	27	if	if	SCONJ
alkej-961	26	28	it	it	PRON
alkej-961	26	29	is	be	AUX
alkej-961	26	30	not	not	PART
alkej-961	26	31	inherently	inherently	ADV
alkej-961	26	32	anomalous	anomalous	ADJ
alkej-961	26	33	.	.	PUNCT
alkej-961	26	34	varadarajan	varadarajan	PROPN
alkej-961	27	1	[	[	X
alkej-961	27	2	3	3	NUM
alkej-961	27	3	]	]	PUNCT
alkej-961	27	4	characterised	characterise	VERB
alkej-961	27	5	anomalous	anomalous	ADJ
alkej-961	27	6	events	event	NOUN
alkej-961	27	7	as	as	ADP
alkej-961	27	8	‘	'	PUNCT
alkej-961	27	9	actions	action	NOUN
alkej-961	27	10	that	that	PRON
alkej-961	27	11	are	be	AUX
alkej-961	27	12	performed	perform	VERB
alkej-961	27	13	in	in	ADP
alkej-961	27	14	an	an	DET
alkej-961	27	15	unusual	unusual	ADJ
alkej-961	27	16	location	location	NOUN
alkej-961	27	17	,	,	PUNCT
alkej-961	27	18	at	at	ADP
alkej-961	27	19	an	an	DET
alkej-961	27	20	unusual	unusual	ADJ
alkej-961	27	21	time	time	NOUN
alkej-961	27	22	’	'	PUNCT
alkej-961	27	23	.	.	PUNCT
alkej-961	28	1	anomalous	anomalous	ADJ
alkej-961	28	2	behaviour	behaviour	NOUN
alkej-961	28	3	,	,	PUNCT
alkej-961	28	4	a	a	DET
alkej-961	28	5	significant	significant	ADJ
alkej-961	28	6	and	and	CCONJ
alkej-961	28	7	recognised	recognise	VERB
alkej-961	28	8	classification	classification	NOUN
alkej-961	28	9	of	of	ADP
alkej-961	28	10	learning	learn	VERB
alkej-961	28	11	methods	method	NOUN
alkej-961	28	12	,	,	PUNCT
alkej-961	28	13	can	can	AUX
alkej-961	28	14	be	be	AUX
alkej-961	28	15	categorised	categorise	VERB
alkej-961	28	16	into	into	ADP
alkej-961	28	17	three	three	NUM
alkej-961	28	18	approaches	approach	NOUN
alkej-961	28	19	from	from	ADP
alkej-961	28	20	a	a	DET
alkej-961	28	21	learning	learning	NOUN
alkej-961	28	22	perspective	perspective	NOUN
alkej-961	28	23	:	:	PUNCT
alkej-961	28	24	supervised	supervised	ADJ
alkej-961	28	25	,	,	PUNCT
alkej-961	28	26	unsupervised	unsupervised	ADJ
alkej-961	28	27	and	and	CCONJ
alkej-961	28	28	semi	semi	ADJ
alkej-961	28	29	-	-	ADJ
alkej-961	28	30	supervised	supervised	ADJ
alkej-961	28	31	.	.	PUNCT
alkej-961	29	1	specifically	specifically	ADV
alkej-961	29	2	,	,	PUNCT
alkej-961	29	3	single	single	ADJ
alkej-961	29	4	-	-	PUNCT
alkej-961	29	5	model	model	NOUN
alkej-961	29	6	learning	learning	NOUN
alkej-961	29	7	focuses	focus	VERB
alkej-961	29	8	solely	solely	ADV
alkej-961	29	9	on	on	ADP
alkej-961	29	10	either	either	CCONJ
alkej-961	29	11	normal	normal	ADJ
alkej-961	29	12	or	or	CCONJ
alkej-961	29	13	abnormal	abnormal	ADJ
alkej-961	29	14	events	event	NOUN
alkej-961	29	15	for	for	ADP
alkej-961	29	16	training	training	NOUN
alkej-961	29	17	.	.	PUNCT
alkej-961	30	1	meanwhile	meanwhile	ADV
alkej-961	30	2	,	,	PUNCT
alkej-961	30	3	multimodel	multimodel	PROPN
alkej-961	30	4	learning	learn	VERB
alkej-961	30	5	involves	involve	VERB
alkej-961	30	6	training	training	NOUN
alkej-961	30	7	of	of	ADP
alkej-961	30	8	normal	normal	ADJ
alkej-961	30	9	and	and	CCONJ
alkej-961	30	10	abnormal	abnormal	ADJ
alkej-961	30	11	events	event	NOUN
alkej-961	30	12	.	.	PUNCT
alkej-961	31	1	the	the	DET
alkej-961	31	2	methods	method	NOUN
alkej-961	31	3	used	use	VERB
alkej-961	31	4	in	in	ADP
alkej-961	31	5	the	the	DET
alkej-961	31	6	single	single	ADJ
alkej-961	31	7	model	model	NOUN
alkej-961	31	8	learning	learning	NOUN
alkej-961	31	9	process	process	NOUN
alkej-961	31	10	to	to	PART
alkej-961	31	11	distinguish	distinguish	VERB
alkej-961	31	12	abnormal	abnormal	ADJ
alkej-961	31	13	events	event	NOUN
alkej-961	31	14	from	from	ADP
alkej-961	31	15	normal	normal	ADJ
alkej-961	31	16	ones	one	NOUN
alkej-961	31	17	include	include	VERB
alkej-961	31	18	the	the	DET
alkej-961	31	19	following	following	NOUN
alkej-961	31	20	:	:	PUNCT
alkej-961	31	21	learning	learn	VERB
alkej-961	31	22	the	the	DET
alkej-961	31	23	definition	definition	NOUN
alkej-961	31	24	of	of	ADP
alkej-961	31	25	normality	normality	NOUN
alkej-961	31	26	[	[	X
alkej-961	31	27	4	4	NUM
alkej-961	31	28	-	-	SYM
alkej-961	31	29	6	6	NUM
alkej-961	31	30	]	]	PUNCT
alkej-961	31	31	,	,	PUNCT
alkej-961	31	32	constructing	construct	VERB
alkej-961	31	33	a	a	DET
alkej-961	31	34	multidimensional	multidimensional	ADJ
alkej-961	31	35	model	model	NOUN
alkej-961	31	36	of	of	ADP
alkej-961	31	37	abnormal	abnormal	ADJ
alkej-961	31	38	events	event	NOUN
alkej-961	31	39	within	within	ADP
alkej-961	31	40	the	the	DET
alkej-961	31	41	space	space	NOUN
alkej-961	31	42	of	of	ADP
alkej-961	31	43	normal	normal	ADJ
alkej-961	31	44	events	event	NOUN
alkej-961	31	45	[	[	X
alkej-961	31	46	7	7	NUM
alkej-961	31	47	-	-	SYM
alkej-961	31	48	10	10	NUM
alkej-961	31	49	]	]	PUNCT
alkej-961	31	50	and	and	CCONJ
alkej-961	31	51	learning	learn	VERB
alkej-961	31	52	rules	rule	NOUN
alkej-961	31	53	that	that	PRON
alkej-961	31	54	define	define	VERB
alkej-961	31	55	abnormal	abnormal	ADJ
alkej-961	31	56	events	event	NOUN
alkej-961	31	57	[	[	X
alkej-961	31	58	11	11	NUM
alkej-961	31	59	]	]	PUNCT
alkej-961	31	60	.	.	PUNCT
alkej-961	32	1	however	however	ADV
alkej-961	32	2	,	,	PUNCT
alkej-961	32	3	the	the	DET
alkej-961	32	4	multi	multi	ADJ
alkej-961	32	5	-	-	ADJ
alkej-961	32	6	model	model	ADJ
alkej-961	32	7	learning	learning	NOUN
alkej-961	32	8	strategy	strategy	NOUN
alkej-961	32	9	involves	involve	VERB
alkej-961	32	10	training	train	VERB
alkej-961	32	11	each	each	DET
alkej-961	32	12	class	class	NOUN
alkej-961	32	13	either	either	CCONJ
alkej-961	32	14	independently	independently	ADV
alkej-961	32	15	or	or	CCONJ
alkej-961	32	16	in	in	ADP
alkej-961	32	17	combination	combination	NOUN
alkej-961	32	18	with	with	ADP
alkej-961	32	19	other	other	ADJ
alkej-961	32	20	classes	class	NOUN
alkej-961	32	21	.	.	PUNCT
alkej-961	33	1	this	this	DET
alkej-961	33	2	strategy	strategy	NOUN
alkej-961	33	3	is	be	AUX
alkej-961	33	4	particularly	particularly	ADV
alkej-961	33	5	effective	effective	ADJ
alkej-961	33	6	when	when	SCONJ
alkej-961	33	7	multiple	multiple	ADJ
alkej-961	33	8	groups	group	NOUN
alkej-961	33	9	of	of	ADP
alkej-961	33	10	irregularities	irregularity	NOUN
alkej-961	33	11	exist	exist	VERB
alkej-961	33	12	.	.	PUNCT
alkej-961	34	1	in	in	ADP
alkej-961	34	2	unsupervised	unsupervised	ADJ
alkej-961	34	3	learning	learning	NOUN
alkej-961	34	4	,	,	PUNCT
alkej-961	34	5	numerous	numerous	ADJ
alkej-961	34	6	clustering	clustering	ADJ
alkej-961	34	7	techniques	technique	NOUN
alkej-961	34	8	assume	assume	VERB
alkej-961	34	9	that	that	SCONJ
alkej-961	34	10	abnormal	abnormal	ADJ
alkej-961	34	11	and	and	CCONJ
alkej-961	34	12	normal	normal	ADJ
alkej-961	34	13	events	event	NOUN
alkej-961	34	14	can	can	AUX
alkej-961	34	15	be	be	AUX
alkej-961	34	16	easily	easily	ADV
alkej-961	34	17	distinguished	distinguish	VERB
alkej-961	34	18	within	within	ADP
alkej-961	34	19	the	the	DET
alkej-961	34	20	feature	feature	NOUN
alkej-961	34	21	space	space	NOUN
alkej-961	35	1	[	[	X
alkej-961	35	2	12	12	NUM
alkej-961	35	3	-	-	SYM
alkej-961	35	4	14	14	NUM
alkej-961	35	5	]	]	PUNCT
alkej-961	35	6	.	.	PUNCT
alkej-961	36	1	additionally	additionally	ADV
alkej-961	36	2	,	,	PUNCT
alkej-961	36	3	the	the	DET
alkej-961	36	4	semisupervised	semisupervise	VERB
alkej-961	36	5	method	method	NOUN
alkej-961	36	6	of	of	ADP
alkej-961	36	7	detecting	detect	VERB
alkej-961	36	8	anomalous	anomalous	ADJ
alkej-961	36	9	behaviour	behaviour	NOUN
alkej-961	36	10	is	be	AUX
alkej-961	36	11	not	not	PART
alkej-961	36	12	as	as	ADV
alkej-961	36	13	accurate	accurate	ADJ
alkej-961	36	14	as	as	ADP
alkej-961	36	15	unsupervised	unsupervised	ADJ
alkej-961	36	16	models	model	NOUN
alkej-961	36	17	and	and	CCONJ
alkej-961	36	18	does	do	AUX
alkej-961	36	19	not	not	PART
alkej-961	36	20	depend	depend	VERB
alkej-961	36	21	on	on	ADP
alkej-961	36	22	pre	pre	ADJ
alkej-961	36	23	-	-	ADJ
alkej-961	36	24	labelled	labelled	ADJ
alkej-961	36	25	data	datum	NOUN
alkej-961	36	26	as	as	SCONJ
alkej-961	36	27	the	the	DET
alkej-961	36	28	supervised	supervised	ADJ
alkej-961	36	29	approach	approach	NOUN
alkej-961	36	30	does	do	VERB
alkej-961	36	31	.	.	PUNCT
alkej-961	37	1	however	however	ADV
alkej-961	37	2	,	,	PUNCT
alkej-961	37	3	anomalous	anomalous	ADJ
alkej-961	37	4	behaviour	behaviour	NOUN
alkej-961	37	5	detection	detection	NOUN
alkej-961	37	6	is	be	AUX
alkej-961	37	7	regarded	regard	VERB
alkej-961	37	8	as	as	ADP
alkej-961	37	9	an	an	DET
alkej-961	37	10	unsupervised	unsupervised	ADJ
alkej-961	37	11	learning	learning	NOUN
alkej-961	37	12	problem	problem	NOUN
alkej-961	37	13	.	.	PUNCT
alkej-961	38	1	the	the	DET
alkej-961	38	2	evolution	evolution	NOUN
alkej-961	38	3	of	of	ADP
alkej-961	38	4	violence	violence	NOUN
alkej-961	38	5	detection	detection	NOUN
alkej-961	38	6	in	in	ADP
alkej-961	38	7	video	video	NOUN
alkej-961	38	8	surveillance	surveillance	NOUN
alkej-961	38	9	began	begin	VERB
alkej-961	38	10	with	with	ADP
alkej-961	38	11	traditional	traditional	ADJ
alkej-961	38	12	methods	method	NOUN
alkej-961	38	13	that	that	PRON
alkej-961	38	14	relied	rely	VERB
alkej-961	38	15	on	on	ADP
alkej-961	38	16	handcrafted	handcraft	VERB
alkej-961	38	17	features	feature	NOUN
alkej-961	38	18	and	and	CCONJ
alkej-961	38	19	basic	basic	ADJ
alkej-961	38	20	classifiers	classifier	NOUN
alkej-961	38	21	[	[	X
alkej-961	38	22	15	15	NUM
alkej-961	38	23	]	]	PUNCT
alkej-961	38	24	.	.	PUNCT
alkej-961	39	1	this	this	DET
alkej-961	39	2	approach	approach	NOUN
alkej-961	39	3	was	be	AUX
alkej-961	39	4	later	later	ADV
alkej-961	39	5	enhanced	enhance	VERB
alkej-961	39	6	by	by	ADP
alkej-961	39	7	the	the	DET
alkej-961	39	8	integration	integration	NOUN
alkej-961	39	9	of	of	ADP
alkej-961	39	10	machine	machine	NOUN
alkej-961	39	11	learning	learning	NOUN
alkej-961	39	12	algorithms	algorithm	NOUN
alkej-961	39	13	,	,	PUNCT
alkej-961	39	14	which	which	PRON
alkej-961	39	15	improved	improve	VERB
alkej-961	39	16	the	the	DET
alkej-961	39	17	classification	classification	NOUN
alkej-961	39	18	of	of	ADP
alkej-961	39	19	violent	violent	ADJ
alkej-961	39	20	events	event	NOUN
alkej-961	39	21	by	by	ADP
alkej-961	39	22	combining	combine	VERB
alkej-961	39	23	spatial	spatial	ADJ
alkej-961	39	24	and	and	CCONJ
alkej-961	39	25	temporal	temporal	ADJ
alkej-961	39	26	features	feature	NOUN
alkej-961	39	27	[	[	X
alkej-961	39	28	16	16	NUM
alkej-961	39	29	]	]	PUNCT
alkej-961	39	30	.	.	PUNCT
alkej-961	40	1	finally	finally	ADV
alkej-961	40	2	,	,	PUNCT
alkej-961	40	3	deep	deep	ADJ
alkej-961	40	4	learning	learning	NOUN
alkej-961	40	5	models	model	NOUN
alkej-961	40	6	,	,	PUNCT
alkej-961	40	7	particularly	particularly	ADV
alkej-961	40	8	convolutional	convolutional	ADJ
alkej-961	40	9	neural	neural	ADJ
alkej-961	40	10	networks	network	NOUN
alkej-961	40	11	(	(	PUNCT
alkej-961	40	12	cnns	cnns	PROPN
alkej-961	40	13	)	)	PUNCT
alkej-961	40	14	,	,	PUNCT
alkej-961	40	15	have	have	AUX
alkej-961	40	16	significantly	significantly	ADV
alkej-961	40	17	improved	improve	VERB
alkej-961	40	18	the	the	DET
alkej-961	40	19	accuracy	accuracy	NOUN
alkej-961	40	20	of	of	ADP
alkej-961	40	21	violence	violence	NOUN
alkej-961	40	22	detection	detection	NOUN
alkej-961	40	23	in	in	ADP
alkej-961	40	24	large	large	ADJ
alkej-961	40	25	-	-	PUNCT
alkej-961	40	26	scale	scale	NOUN
alkej-961	40	27	datasets	dataset	NOUN
alkej-961	40	28	and	and	CCONJ
alkej-961	40	29	paved	pave	VERB
alkej-961	40	30	the	the	DET
alkej-961	40	31	way	way	NOUN
alkej-961	40	32	for	for	ADP
alkej-961	40	33	highly	highly	ADV
alkej-961	40	34	sophisticated	sophisticated	ADJ
alkej-961	40	35	neural	neural	ADJ
alkej-961	40	36	network	network	NOUN
alkej-961	40	37	architectures	architecture	NOUN
alkej-961	40	38	[	[	X
alkej-961	40	39	17	17	NUM
alkej-961	40	40	]	]	PUNCT
alkej-961	40	41	.	.	PUNCT
alkej-961	41	1	in	in	ADP
alkej-961	41	2	this	this	DET
alkej-961	41	3	study	study	NOUN
alkej-961	41	4	,	,	PUNCT
alkej-961	41	5	anomalous	anomalous	ADJ
alkej-961	41	6	behaviour	behaviour	NOUN
alkej-961	41	7	is	be	AUX
alkej-961	41	8	considered	consider	VERB
alkej-961	41	9	a	a	DET
alkej-961	41	10	multiplescene	multiplescene	NOUN
alkej-961	41	11	issue	issue	NOUN
alkej-961	41	12	under	under	ADP
alkej-961	41	13	a	a	DET
alkej-961	41	14	supervised	supervised	ADJ
alkej-961	41	15	learning	learning	NOUN
alkej-961	41	16	scheme	scheme	NOUN
alkej-961	41	17	.	.	PUNCT
alkej-961	42	1	the	the	DET
alkej-961	42	2	classification	classification	NOUN
alkej-961	42	3	of	of	ADP
alkej-961	42	4	numerous	numerous	ADJ
alkej-961	42	5	erratic	erratic	ADJ
alkej-961	42	6	behaviours	behaviour	NOUN
alkej-961	42	7	in	in	ADP
alkej-961	42	8	the	the	DET
alkej-961	42	9	real	real	ADJ
alkej-961	42	10	world	world	NOUN
alkej-961	42	11	as	as	SCONJ
alkej-961	42	12	anomalies	anomaly	NOUN
alkej-961	42	13	is	be	AUX
alkej-961	42	14	based	base	VERB
alkej-961	42	15	on	on	ADP
alkej-961	42	16	the	the	DET
alkej-961	42	17	definition	definition	NOUN
alkej-961	42	18	of	of	ADP
alkej-961	42	19	an	an	DET
alkej-961	42	20	anomalous	anomalous	ADJ
alkej-961	42	21	event	event	NOUN
alkej-961	42	22	.	.	PUNCT
alkej-961	43	1	in	in	ADP
alkej-961	43	2	this	this	DET
alkej-961	43	3	study	study	NOUN
alkej-961	43	4	,	,	PUNCT
alkej-961	43	5	we	we	PRON
alkej-961	43	6	focus	focus	VERB
alkej-961	43	7	on	on	ADP
alkej-961	43	8	the	the	DET
alkej-961	43	9	dataset	dataset	NOUN
alkej-961	43	10	[	[	X
alkej-961	43	11	18	18	NUM
alkej-961	43	12	]	]	PUNCT
alkej-961	43	13	that	that	PRON
alkej-961	43	14	contains	contain	VERB
alkej-961	43	15	numerous	numerous	ADJ
alkej-961	43	16	anomalous	anomalous	ADJ
alkej-961	43	17	,	,	PUNCT
alkej-961	43	18	illegal	illegal	ADJ
alkej-961	43	19	and	and	CCONJ
alkej-961	43	20	violent	violent	ADJ
alkej-961	43	21	behaviours	behaviour	NOUN
alkej-961	43	22	captured	capture	VERB
alkej-961	43	23	on	on	ADP
alkej-961	43	24	video	video	NOUN
alkej-961	43	25	in	in	ADP
alkej-961	43	26	public	public	ADJ
alkej-961	43	27	areas	area	NOUN
alkej-961	43	28	.	.	PUNCT
alkej-961	44	1	these	these	DET
alkej-961	44	2	behaviours	behaviour	NOUN
alkej-961	44	3	have	have	VERB
alkej-961	44	4	a	a	DET
alkej-961	44	5	serious	serious	ADJ
alkej-961	44	6	influence	influence	NOUN
alkej-961	44	7	on	on	ADP
alkej-961	44	8	individuals	individual	NOUN
alkej-961	44	9	and	and	CCONJ
alkej-961	44	10	the	the	DET
alkej-961	44	11	general	general	ADJ
alkej-961	44	12	public	public	NOUN
alkej-961	44	13	.	.	PUNCT
alkej-961	45	1	our	our	PRON
alkej-961	45	2	proposed	propose	VERB
alkej-961	45	3	model	model	NOUN
alkej-961	45	4	utilised	utilise	VERB
alkej-961	45	5	vgg16	vgg16	PROPN
alkej-961	45	6	as	as	ADP
alkej-961	45	7	a	a	DET
alkej-961	45	8	cnn	cnn	NOUN
alkej-961	45	9	for	for	ADP
alkej-961	45	10	feature	feature	NOUN
alkej-961	45	11	extraction	extraction	NOUN
alkej-961	45	12	.	.	PUNCT
alkej-961	46	1	given	give	VERB
alkej-961	46	2	the	the	DET
alkej-961	46	3	nature	nature	NOUN
alkej-961	46	4	of	of	ADP
alkej-961	46	5	the	the	DET
alkej-961	46	6	video	video	NOUN
alkej-961	46	7	dataset	dataset	NOUN
alkej-961	46	8	,	,	PUNCT
alkej-961	46	9	we	we	PRON
alkej-961	46	10	augment	augment	VERB
alkej-961	46	11	the	the	DET
alkej-961	46	12	model	model	NOUN
alkej-961	46	13	with	with	ADP
alkej-961	46	14	an	an	DET
alkej-961	46	15	svm	svm	NOUN
alkej-961	46	16	,	,	PUNCT
alkej-961	46	17	which	which	PRON
alkej-961	46	18	can	can	AUX
alkej-961	46	19	effectively	effectively	ADV
alkej-961	46	20	handle	handle	VERB
alkej-961	46	21	this	this	DET
alkej-961	46	22	type	type	NOUN
alkej-961	46	23	of	of	ADP
alkej-961	46	24	data	datum	NOUN
alkej-961	46	25	.	.	PUNCT
alkej-961	47	1	this	this	DET
alkej-961	47	2	methodology	methodology	NOUN
alkej-961	47	3	enhances	enhance	VERB
alkej-961	47	4	the	the	DET
alkej-961	47	5	ability	ability	NOUN
alkej-961	47	6	to	to	PART
alkej-961	47	7	detect	detect	VERB
alkej-961	47	8	irreversible	irreversible	ADJ
alkej-961	47	9	damage	damage	NOUN
alkej-961	47	10	whilst	whilst	SCONJ
alkej-961	47	11	reducing	reduce	VERB
alkej-961	47	12	the	the	DET
alkej-961	47	13	need	need	NOUN
alkej-961	47	14	for	for	ADP
alkej-961	47	15	human	human	ADJ
alkej-961	47	16	labour	labour	NOUN
alkej-961	47	17	and	and	CCONJ
alkej-961	47	18	financial	financial	ADJ
alkej-961	47	19	resources	resource	NOUN
alkej-961	47	20	.	.	PUNCT
alkej-961	48	1	moreover	moreover	ADV
alkej-961	48	2	,	,	PUNCT
alkej-961	48	3	this	this	DET
alkej-961	48	4	strategy	strategy	NOUN
alkej-961	48	5	is	be	AUX
alkej-961	48	6	of	of	ADP
alkej-961	48	7	great	great	ADJ
alkej-961	48	8	importance	importance	NOUN
alkej-961	48	9	to	to	ADP
alkej-961	48	10	governments	government	NOUN
alkej-961	48	11	and	and	CCONJ
alkej-961	48	12	the	the	DET
alkej-961	48	13	public	public	NOUN
alkej-961	48	14	because	because	SCONJ
alkej-961	48	15	it	it	PRON
alkej-961	48	16	can	can	AUX
alkej-961	48	17	significantly	significantly	ADV
alkej-961	48	18	reduce	reduce	VERB
alkej-961	48	19	emergency	emergency	NOUN
alkej-961	48	20	response	response	NOUN
alkej-961	48	21	times	time	NOUN
alkej-961	48	22	.	.	PUNCT
alkej-961	49	1	a	a	DET
alkej-961	49	2	summary	summary	NOUN
alkej-961	49	3	of	of	ADP
alkej-961	49	4	the	the	DET
alkej-961	49	5	primary	primary	ADJ
alkej-961	49	6	contributions	contribution	NOUN
alkej-961	49	7	of	of	ADP
alkej-961	49	8	the	the	DET
alkej-961	49	9	proposed	propose	VERB
alkej-961	49	10	method	method	NOUN
alkej-961	49	11	is	be	AUX
alkej-961	49	12	provided	provide	VERB
alkej-961	49	13	below	below	ADV
alkej-961	49	14	.	.	PUNCT
alkej-961	50	1	1	1	X
alkej-961	50	2	.	.	X
alkej-961	50	3	we	we	PRON
alkej-961	50	4	gather	gather	VERB
alkej-961	50	5	the	the	DET
alkej-961	50	6	essential	essential	ADJ
alkej-961	50	7	data	datum	NOUN
alkej-961	50	8	necessary	necessary	ADJ
alkej-961	50	9	to	to	PART
alkej-961	50	10	identify	identify	VERB
alkej-961	50	11	violence	violence	NOUN
alkej-961	50	12	,	,	PUNCT
alkej-961	50	13	including	include	VERB
alkej-961	50	14	human	human	ADJ
alkej-961	50	15	bodies	body	NOUN
alkej-961	50	16	and	and	CCONJ
alkej-961	50	17	their	their	PRON
alkej-961	50	18	interactions	interaction	NOUN
alkej-961	50	19	,	,	PUNCT
alkej-961	50	20	to	to	PART
alkej-961	50	21	minimise	minimise	VERB
alkej-961	50	22	the	the	DET
alkej-961	50	23	complexity	complexity	NOUN
alkej-961	50	24	of	of	ADP
alkej-961	50	25	the	the	DET
alkej-961	50	26	model	model	NOUN
alkej-961	50	27	’s	’s	PART
alkej-961	50	28	input	input	NOUN
alkej-961	50	29	.	.	PUNCT
alkej-961	51	1	this	this	DET
alkej-961	51	2	approach	approach	NOUN
alkej-961	51	3	facilitates	facilitate	VERB
alkej-961	51	4	the	the	DET
alkej-961	51	5	development	development	NOUN
alkej-961	51	6	of	of	ADP
alkej-961	51	7	a	a	DET
alkej-961	51	8	real	real	ADJ
alkej-961	51	9	-	-	PUNCT
alkej-961	51	10	time	time	NOUN
alkej-961	51	11	infrastructure	infrastructure	NOUN
alkej-961	51	12	for	for	ADP
alkej-961	51	13	crime	crime	NOUN
alkej-961	51	14	detection	detection	NOUN
alkej-961	51	15	.	.	PUNCT
alkej-961	52	1	2	2	X
alkej-961	52	2	.	.	X
alkej-961	52	3	we	we	PRON
alkej-961	52	4	uniquely	uniquely	ADV
alkej-961	52	5	combine	combine	VERB
alkej-961	52	6	features	feature	NOUN
alkej-961	52	7	derived	derive	VERB
alkej-961	52	8	from	from	ADP
alkej-961	52	9	human	human	ADJ
alkej-961	52	10	interactions	interaction	NOUN
alkej-961	52	11	with	with	ADP
alkej-961	52	12	temporal	temporal	ADJ
alkej-961	52	13	changes	change	NOUN
alkej-961	52	14	in	in	ADP
alkej-961	52	15	body	body	NOUN
alkej-961	52	16	postures	posture	NOUN
alkej-961	52	17	to	to	PART
alkej-961	52	18	fully	fully	ADV
alkej-961	52	19	utilise	utilise	VERB
alkej-961	52	20	both	both	DET
alkej-961	52	21	information	information	NOUN
alkej-961	52	22	sources	source	NOUN
alkej-961	52	23	.	.	PUNCT
alkej-961	53	1	3	3	X
alkej-961	53	2	.	.	X
alkej-961	53	3	we	we	PRON
alkej-961	53	4	recommend	recommend	VERB
alkej-961	53	5	the	the	DET
alkej-961	53	6	effective	effective	ADJ
alkej-961	53	7	use	use	NOUN
alkej-961	53	8	of	of	ADP
alkej-961	53	9	a	a	DET
alkej-961	53	10	support	support	NOUN
alkej-961	53	11	vector	vector	NOUN
alkej-961	53	12	machine	machine	NOUN
alkej-961	53	13	(	(	PUNCT
alkej-961	53	14	svm	svm	PROPN
alkej-961	53	15	)	)	PUNCT
alkej-961	53	16	in	in	ADP
alkej-961	53	17	two	two	NUM
alkej-961	53	18	-	-	PUNCT
alkej-961	53	19	stream	stream	NOUN
alkej-961	53	20	models	model	NOUN
alkej-961	53	21	designed	design	VERB
alkej-961	53	22	for	for	ADP
alkej-961	53	23	violent	violent	ADJ
alkej-961	53	24	behaviour	behaviour	NOUN
alkej-961	53	25	detection	detection	NOUN
alkej-961	53	26	.	.	PUNCT
alkej-961	54	1	this	this	DET
alkej-961	54	2	approach	approach	NOUN
alkej-961	54	3	facilitates	facilitate	VERB
alkej-961	54	4	real	real	ADJ
alkej-961	54	5	-	-	PUNCT
alkej-961	54	6	time	time	NOUN
alkej-961	54	7	operation	operation	NOUN
alkej-961	54	8	whilst	whilst	SCONJ
alkej-961	54	9	still	still	ADV
alkej-961	54	10	maintaining	maintain	VERB
alkej-961	54	11	accuracy	accuracy	NOUN
alkej-961	54	12	.	.	PUNCT
alkej-961	55	1	figure	figure	NOUN
alkej-961	55	2	1	1	NUM
alkej-961	55	3	presents	present	VERB
alkej-961	55	4	a	a	DET
alkej-961	55	5	flow	flow	NOUN
alkej-961	55	6	chart	chart	NOUN
alkej-961	55	7	that	that	PRON
alkej-961	55	8	illustrates	illustrate	VERB
alkej-961	55	9	the	the	DET
alkej-961	55	10	steps	step	NOUN
alkej-961	55	11	involved	involve	VERB
alkej-961	55	12	in	in	ADP
alkej-961	55	13	implementing	implement	VERB
alkej-961	55	14	a	a	DET
alkej-961	55	15	video	video	NOUN
alkej-961	55	16	-	-	PUNCT
alkej-961	55	17	based	base	VERB
alkej-961	55	18	violence	violence	NOUN
alkej-961	55	19	detection	detection	NOUN
alkej-961	55	20	scheme	scheme	NOUN
alkej-961	55	21	.	.	PUNCT
alkej-961	56	1	the	the	DET
alkej-961	56	2	first	first	ADJ
alkej-961	56	3	phase	phase	NOUN
alkej-961	56	4	involves	involve	VERB
alkej-961	56	5	inputting	inputte	VERB
alkej-961	56	6	a	a	DET
alkej-961	56	7	collection	collection	NOUN
alkej-961	56	8	of	of	ADP
alkej-961	56	9	movies	movie	NOUN
alkej-961	56	10	that	that	PRON
alkej-961	56	11	include	include	VERB
alkej-961	56	12	violent	violent	ADJ
alkej-961	56	13	and	and	CCONJ
alkej-961	56	14	non	non	ADJ
alkej-961	56	15	-	-	ADJ
alkej-961	56	16	violent	violent	ADJ
alkej-961	56	17	scenes	scene	NOUN
alkej-961	56	18	.	.	PUNCT
alkej-961	57	1	the	the	DET
alkej-961	57	2	second	second	ADJ
alkej-961	57	3	phase	phase	NOUN
alkej-961	57	4	is	be	AUX
alkej-961	57	5	key	key	ADJ
alkej-961	57	6	frame	frame	NOUN
alkej-961	57	7	extraction	extraction	NOUN
alkej-961	57	8	,	,	PUNCT
alkej-961	57	9	although	although	SCONJ
alkej-961	57	10	not	not	PART
alkej-961	57	11	all	all	DET
alkej-961	57	12	methods	method	NOUN
alkej-961	57	13	utilise	utilise	VERB
alkej-961	57	14	it	it	PRON
alkej-961	57	15	.	.	PUNCT
alkej-961	58	1	this	this	DET
alkej-961	58	2	process	process	NOUN
alkej-961	58	3	focuses	focus	VERB
alkej-961	58	4	on	on	ADP
alkej-961	58	5	selecting	select	VERB
alkej-961	58	6	frames	frame	NOUN
alkej-961	58	7	that	that	PRON
alkej-961	58	8	depict	depict	VERB
alkej-961	58	9	violent	violent	ADJ
alkej-961	58	10	content	content	NOUN
alkej-961	58	11	,	,	PUNCT
alkej-961	58	12	aiming	aim	VERB
alkej-961	58	13	to	to	PART
alkej-961	58	14	avoid	avoid	VERB
alkej-961	58	15	the	the	DET
alkej-961	58	16	processing	processing	NOUN
alkej-961	58	17	of	of	ADP
alkej-961	58	18	large	large	ADJ
alkej-961	58	19	volumes	volume	NOUN
alkej-961	58	20	of	of	ADP
alkej-961	58	21	video	video	NOUN
alkej-961	58	22	,	,	PUNCT
alkej-961	58	23	minimising	minimise	VERB
alkej-961	58	24	the	the	DET
alkej-961	58	25	computational	computational	ADJ
alkej-961	58	26	burden	burden	NOUN
alkej-961	58	27	.	.	PUNCT
alkej-961	59	1	in	in	ADP
alkej-961	59	2	the	the	DET
alkej-961	59	3	third	third	ADJ
alkej-961	59	4	phase	phase	NOUN
alkej-961	59	5	,	,	PUNCT
alkej-961	59	6	the	the	DET
alkej-961	59	7	information	information	NOUN
alkej-961	59	8	is	be	AUX
alkej-961	59	9	transformed	transform	VERB
alkej-961	59	10	to	to	PART
alkej-961	59	11	serve	serve	VERB
alkej-961	59	12	as	as	ADP
alkej-961	59	13	an	an	DET
alkej-961	59	14	input	input	NOUN
alkej-961	59	15	for	for	ADP
alkej-961	59	16	the	the	DET
alkej-961	59	17	violent	violent	ADJ
alkej-961	59	18	behaviour	behaviour	NOUN
alkej-961	59	19	detection	detection	NOUN
alkej-961	59	20	algorithm	algorithm	NOUN
alkej-961	59	21	;	;	PUNCT
alkej-961	59	22	the	the	DET
alkej-961	59	23	type	type	NOUN
alkej-961	59	24	of	of	ADP
alkej-961	59	25	input	input	NOUN
alkej-961	59	26	is	be	AUX
alkej-961	59	27	based	base	VERB
alkej-961	59	28	on	on	ADP
alkej-961	59	29	the	the	DET
alkej-961	59	30	desired	desire	VERB
alkej-961	59	31	features	feature	NOUN
alkej-961	59	32	.	.	PUNCT
alkej-961	60	1	sara	sara	PROPN
alkej-961	60	2	ayad	ayad	PROPN
alkej-961	60	3	al	al	PROPN
alkej-961	60	4	-	-	PUNCT
alkej-961	60	5	khwarizmi	khwarizmi	PROPN
alkej-961	60	6	engineering	engineering	NOUN
alkej-961	60	7	journal	journal	PROPN
alkej-961	60	8	,	,	PUNCT
alkej-961	60	9	vol	vol	NOUN
alkej-961	60	10	.	.	PROPN
alkej-961	60	11	21	21	NUM
alkej-961	60	12	,	,	PUNCT
alkej-961	60	13	no.3	no.3	VERB
alkej-961	60	14	,	,	PUNCT
alkej-961	60	15	pp	pp	X
alkej-961	60	16	.	.	PUNCT
alkej-961	60	17	5565	5565	NUM
alkej-961	60	18	(	(	PUNCT
alkej-961	60	19	2025	2025	NUM
alkej-961	60	20	)	)	PUNCT
alkej-961	60	21	57	57	NUM
alkej-961	60	22	fig	fig	NOUN
alkej-961	60	23	.	.	PUNCT
alkej-961	61	1	1	1	X
alkej-961	61	2	.	.	X
alkej-961	61	3	basic	basic	ADJ
alkej-961	61	4	steps	step	NOUN
alkej-961	61	5	in	in	ADP
alkej-961	61	6	the	the	DET
alkej-961	61	7	application	application	NOUN
alkej-961	61	8	of	of	ADP
alkej-961	61	9	an	an	DET
alkej-961	61	10	algorithm	algorithm	NOUN
alkej-961	61	11	for	for	ADP
alkej-961	61	12	video	video	NOUN
alkej-961	61	13	violence	violence	NOUN
alkej-961	61	14	detection	detection	NOUN
alkej-961	61	15	the	the	DET
alkej-961	61	16	remainder	remainder	NOUN
alkej-961	61	17	of	of	ADP
alkej-961	61	18	this	this	DET
alkej-961	61	19	study	study	NOUN
alkej-961	61	20	discusses	discuss	VERB
alkej-961	61	21	related	related	ADJ
alkej-961	61	22	projects	project	NOUN
alkej-961	61	23	that	that	PRON
alkej-961	61	24	utilise	utilise	VERB
alkej-961	61	25	different	different	ADJ
alkej-961	61	26	models	model	NOUN
alkej-961	61	27	and	and	CCONJ
alkej-961	61	28	submodels	submodel	NOUN
alkej-961	61	29	based	base	VERB
alkej-961	61	30	on	on	ADP
alkej-961	61	31	the	the	DET
alkej-961	61	32	overall	overall	ADJ
alkej-961	61	33	concept	concept	NOUN
alkej-961	61	34	of	of	ADP
alkej-961	61	35	detecting	detect	VERB
alkej-961	61	36	anomalous	anomalous	ADJ
alkej-961	61	37	behaviour	behaviour	NOUN
alkej-961	61	38	in	in	ADP
alkej-961	61	39	security	security	NOUN
alkej-961	61	40	camera	camera	NOUN
alkej-961	61	41	footage	footage	NOUN
alkej-961	61	42	.	.	PUNCT
alkej-961	62	1	section	section	NOUN
alkej-961	62	2	2	2	NUM
alkej-961	62	3	presents	present	VERB
alkej-961	62	4	an	an	DET
alkej-961	62	5	overview	overview	NOUN
alkej-961	62	6	,	,	PUNCT
alkej-961	62	7	followed	follow	VERB
alkej-961	62	8	by	by	ADP
alkej-961	62	9	a	a	DET
alkej-961	62	10	detailed	detailed	ADJ
alkej-961	62	11	discussion	discussion	NOUN
alkej-961	62	12	of	of	ADP
alkej-961	62	13	the	the	DET
alkej-961	62	14	proposed	propose	VERB
alkej-961	62	15	methodology	methodology	NOUN
alkej-961	62	16	in	in	ADP
alkej-961	62	17	section	section	NOUN
alkej-961	62	18	3	3	NUM
alkej-961	62	19	.	.	PUNCT
alkej-961	62	20	section	section	NOUN
alkej-961	62	21	4	4	NUM
alkej-961	62	22	explores	explore	VERB
alkej-961	62	23	the	the	DET
alkej-961	62	24	findings	finding	NOUN
alkej-961	62	25	from	from	ADP
alkej-961	62	26	various	various	ADJ
alkej-961	62	27	experiments	experiment	NOUN
alkej-961	62	28	.	.	PUNCT
alkej-961	63	1	section	section	NOUN
alkej-961	63	2	5	5	NUM
alkej-961	63	3	concludes	conclude	VERB
alkej-961	63	4	the	the	DET
alkej-961	63	5	study	study	NOUN
alkej-961	63	6	with	with	ADP
alkej-961	63	7	final	final	ADJ
alkej-961	63	8	remarks	remark	NOUN
alkej-961	63	9	and	and	CCONJ
alkej-961	63	10	future	future	ADJ
alkej-961	63	11	project	project	NOUN
alkej-961	63	12	directions	direction	NOUN
alkej-961	63	13	.	.	PUNCT
alkej-961	64	1	2	2	X
alkej-961	64	2	.	.	X
alkej-961	64	3	literature	literature	PROPN
alkej-961	64	4	review	review	PROPN
alkej-961	64	5	liu	liu	PROPN
alkej-961	64	6	et	et	PROPN
alkej-961	64	7	al	al	PROPN
alkej-961	64	8	.	.	PUNCT
alkej-961	65	1	[	[	X
alkej-961	65	2	19	19	NUM
alkej-961	65	3	]	]	PUNCT
alkej-961	65	4	studied	study	VERB
alkej-961	65	5	various	various	ADJ
alkej-961	65	6	experiments	experiment	NOUN
alkej-961	65	7	,	,	PUNCT
alkej-961	65	8	among	among	ADP
alkej-961	65	9	them	they	PRON
alkej-961	65	10	one	one	NUM
alkej-961	65	11	by	by	ADP
alkej-961	65	12	reference	reference	NOUN
alkej-961	65	13	[	[	X
alkej-961	65	14	20	20	NUM
alkej-961	65	15	]	]	PUNCT
alkej-961	65	16	,	,	PUNCT
alkej-961	65	17	and	and	CCONJ
alkej-961	65	18	it	it	PRON
alkej-961	65	19	is	be	AUX
alkej-961	65	20	an	an	DET
alkej-961	65	21	unsupervised	unsupervised	ADJ
alkej-961	65	22	deep	deep	ADJ
alkej-961	65	23	representation	representation	NOUN
alkej-961	65	24	approach	approach	NOUN
alkej-961	65	25	for	for	ADP
alkej-961	65	26	abnormal	abnormal	ADJ
alkej-961	65	27	behaviour	behaviour	NOUN
alkej-961	65	28	recognition	recognition	NOUN
alkej-961	65	29	in	in	ADP
alkej-961	65	30	crowded	crowded	ADJ
alkej-961	65	31	environments	environment	NOUN
alkej-961	65	32	.	.	PUNCT
alkej-961	66	1	this	this	DET
alkej-961	66	2	scheme	scheme	NOUN
alkej-961	66	3	relies	rely	VERB
alkej-961	66	4	on	on	ADP
alkej-961	66	5	hybrid	hybrid	ADJ
alkej-961	66	6	deep	deep	ADJ
alkej-961	66	7	learning	learning	NOUN
alkej-961	66	8	models	model	NOUN
alkej-961	66	9	and	and	CCONJ
alkej-961	66	10	two	two	NUM
alkej-961	66	11	-	-	PUNCT
alkej-961	66	12	channel	channel	NOUN
alkej-961	66	13	framework	framework	NOUN
alkej-961	66	14	to	to	PART
alkej-961	66	15	learn	learn	VERB
alkej-961	66	16	and	and	CCONJ
alkej-961	66	17	generate	generate	VERB
alkej-961	66	18	anomaly	anomaly	NOUN
alkej-961	66	19	scores	score	NOUN
alkej-961	66	20	.	.	PUNCT
alkej-961	67	1	the	the	DET
alkej-961	67	2	validity	validity	NOUN
alkej-961	67	3	of	of	ADP
alkej-961	67	4	the	the	DET
alkej-961	67	5	approach	approach	NOUN
alkej-961	67	6	has	have	AUX
alkej-961	67	7	been	be	AUX
alkej-961	67	8	proven	prove	VERB
alkej-961	67	9	experimentally	experimentally	ADV
alkej-961	67	10	with	with	ADP
alkej-961	67	11	training	training	NOUN
alkej-961	67	12	data	datum	NOUN
alkej-961	67	13	tests	test	NOUN
alkej-961	67	14	and	and	CCONJ
alkej-961	67	15	with	with	ADP
alkej-961	67	16	tests	test	NOUN
alkej-961	67	17	in	in	ADP
alkej-961	67	18	different	different	ADJ
alkej-961	67	19	lighting	lighting	NOUN
alkej-961	67	20	conditions	condition	NOUN
alkej-961	67	21	.	.	PUNCT
alkej-961	68	1	sreenu	sreenu	PROPN
alkej-961	68	2	et	et	PROPN
alkej-961	68	3	al	al	PROPN
alkej-961	68	4	.	.	PUNCT
alkej-961	69	1	[	[	X
alkej-961	69	2	21	21	NUM
alkej-961	69	3	]	]	PUNCT
alkej-961	69	4	identified	identify	VERB
alkej-961	69	5	live	live	ADJ
alkej-961	69	6	public	public	ADJ
alkej-961	69	7	square	square	ADJ
alkej-961	69	8	cctv	cctv	PROPN
alkej-961	69	9	stream	stream	NOUN
alkej-961	69	10	videos	video	NOUN
alkej-961	69	11	as	as	ADP
alkej-961	69	12	a	a	DET
alkej-961	69	13	useful	useful	ADJ
alkej-961	69	14	big	big	ADJ
alkej-961	69	15	data	datum	NOUN
alkej-961	69	16	to	to	PART
alkej-961	69	17	improve	improve	VERB
alkej-961	69	18	safety	safety	NOUN
alkej-961	69	19	in	in	ADP
alkej-961	69	20	crowded	crowded	ADJ
alkej-961	69	21	public	public	ADJ
alkej-961	69	22	areas	area	NOUN
alkej-961	69	23	.	.	PUNCT
alkej-961	70	1	our	our	PRON
alkej-961	70	2	work	work	NOUN
alkej-961	70	3	is	be	AUX
alkej-961	70	4	a	a	DET
alkej-961	70	5	comprehensive	comprehensive	ADJ
alkej-961	70	6	survey	survey	NOUN
alkej-961	70	7	on	on	ADP
alkej-961	70	8	a	a	DET
alkej-961	70	9	variety	variety	NOUN
alkej-961	70	10	of	of	ADP
alkej-961	70	11	deep	deep	ADJ
alkej-961	70	12	learning	learning	NOUN
alkej-961	70	13	based	base	VERB
alkej-961	70	14	methods	method	NOUN
alkej-961	70	15	used	use	VERB
alkej-961	70	16	for	for	ADP
alkej-961	70	17	different	different	ADJ
alkej-961	70	18	crowd	crowd	NOUN
alkej-961	70	19	video	video	NOUN
alkej-961	70	20	analysis	analysis	NOUN
alkej-961	70	21	tasks	task	NOUN
alkej-961	70	22	ranging	range	VERB
alkej-961	70	23	from	from	ADP
alkej-961	70	24	features	feature	NOUN
alkej-961	70	25	,	,	PUNCT
alkej-961	70	26	action	action	NOUN
alkej-961	70	27	recognition	recognition	NOUN
alkej-961	70	28	,	,	PUNCT
alkej-961	70	29	to	to	ADP
alkej-961	70	30	violence	violence	NOUN
alkej-961	70	31	detection	detection	NOUN
alkej-961	70	32	.	.	PUNCT
alkej-961	71	1	farroq	farroq	PROPN
alkej-961	71	2	et	et	PROPN
alkej-961	71	3	al	al	PROPN
alkej-961	71	4	.	.	PUNCT
alkej-961	72	1	[	[	X
alkej-961	72	2	22	22	NUM
alkej-961	72	3	]	]	PUNCT
alkej-961	72	4	attempted	attempt	VERB
alkej-961	72	5	to	to	PART
alkej-961	72	6	detect	detect	VERB
alkej-961	72	7	crowd	crowd	NOUN
alkej-961	72	8	divergence	divergence	NOUN
alkej-961	72	9	behavior	behavior	NOUN
alkej-961	72	10	for	for	ADP
alkej-961	72	11	disaster	disaster	NOUN
alkej-961	72	12	prevention	prevention	NOUN
alkej-961	72	13	,	,	PUNCT
alkej-961	72	14	such	such	ADJ
alkej-961	72	15	as	as	ADP
alkej-961	72	16	stampedes	stampede	NOUN
alkej-961	72	17	.	.	PUNCT
alkej-961	73	1	their	their	PRON
alkej-961	73	2	method	method	NOUN
alkej-961	73	3	presented	present	VERB
alkej-961	73	4	a	a	DET
alkej-961	73	5	solution	solution	NOUN
alkej-961	73	6	for	for	ADP
alkej-961	73	7	crowd	crowd	NOUN
alkej-961	73	8	behaviour	behaviour	NOUN
alkej-961	73	9	classification	classification	NOUN
alkej-961	73	10	with	with	ADP
alkej-961	73	11	a	a	DET
alkej-961	73	12	cnn	cnn	NOUN
alkej-961	73	13	on	on	ADP
alkej-961	73	14	motion	motion	NOUN
alkej-961	73	15	shaped	shape	VERB
alkej-961	73	16	images	image	NOUN
alkej-961	73	17	.	.	PUNCT
alkej-961	74	1	the	the	DET
alkej-961	74	2	method	method	NOUN
alkej-961	74	3	performed	perform	VERB
alkej-961	74	4	better	well	ADV
alkej-961	74	5	than	than	ADP
alkej-961	74	6	a	a	DET
alkej-961	74	7	number	number	NOUN
alkej-961	74	8	of	of	ADP
alkej-961	74	9	existing	exist	VERB
alkej-961	74	10	algorithms	algorithm	NOUN
alkej-961	74	11	in	in	ADP
alkej-961	74	12	terms	term	NOUN
alkej-961	74	13	of	of	ADP
alkej-961	74	14	accuracy	accuracy	NOUN
alkej-961	74	15	and	and	CCONJ
alkej-961	74	16	employs	employ	VERB
alkej-961	74	17	a	a	DET
alkej-961	74	18	divergencelocalisation	divergencelocalisation	NOUN
alkej-961	74	19	approach	approach	NOUN
alkej-961	74	20	.	.	PUNCT
alkej-961	75	1	the	the	DET
alkej-961	75	2	study	study	NOUN
alkej-961	75	3	also	also	ADV
alkej-961	75	4	generates	generate	VERB
alkej-961	75	5	novel	novel	ADJ
alkej-961	75	6	datasetsfor	datasetsfor	NOUN
alkej-961	75	7	analyzing	analyze	VERB
alkej-961	75	8	normal	normal	ADJ
alkej-961	75	9	and	and	CCONJ
alkej-961	75	10	abnormal	abnormal	ADJ
alkej-961	75	11	crowd	crowd	NOUN
alkej-961	75	12	behavior	behavior	NOUN
alkej-961	75	13	in	in	ADP
alkej-961	75	14	highly	highly	ADV
alkej-961	75	15	dense	dense	ADJ
alkej-961	75	16	crowd	crowd	NOUN
alkej-961	75	17	environments	environment	NOUN
alkej-961	75	18	.	.	PUNCT
alkej-961	76	1	in	in	ADP
alkej-961	76	2	high	high	ADJ
alkej-961	76	3	-	-	PUNCT
alkej-961	76	4	density	density	NOUN
alkej-961	76	5	settings	setting	NOUN
alkej-961	76	6	.	.	PUNCT
alkej-961	77	1	behera	behera	PROPN
alkej-961	77	2	et	et	PROPN
alkej-961	77	3	al	al	PROPN
alkej-961	77	4	.	.	PUNCT
alkej-961	78	1	[	[	X
alkej-961	78	2	23	23	NUM
alkej-961	78	3	]	]	PUNCT
alkej-961	78	4	proposed	propose	VERB
alkej-961	78	5	a	a	DET
alkej-961	78	6	deep	deep	ADJ
alkej-961	78	7	learning	learning	NOUN
alkej-961	78	8	method	method	NOUN
alkej-961	78	9	called	call	VERB
alkej-961	78	10	pidlnet	pidlnet	NOUN
alkej-961	78	11	,	,	PUNCT
alkej-961	78	12	which	which	PRON
alkej-961	78	13	combines	combine	VERB
alkej-961	78	14	3d	3d	NUM
alkej-961	78	15	convolutional	convolutional	ADJ
alkej-961	78	16	features	feature	NOUN
alkej-961	78	17	with	with	ADP
alkej-961	78	18	physics	physics	NOUN
alkej-961	78	19	-	-	PUNCT
alkej-961	78	20	based	base	VERB
alkej-961	78	21	properties	property	NOUN
alkej-961	78	22	,	,	PUNCT
alkej-961	78	23	to	to	PART
alkej-961	78	24	explain	explain	VERB
alkej-961	78	25	crowd	crowd	NOUN
alkej-961	78	26	dynamics	dynamic	NOUN
alkej-961	78	27	.	.	PUNCT
alkej-961	79	1	varghese	varghese	PROPN
alkej-961	79	2	et	et	PROPN
alkej-961	79	3	al	al	PROPN
alkej-961	79	4	.	.	PUNCT
alkej-961	80	1	[	[	X
alkej-961	80	2	24	24	NUM
alkej-961	80	3	]	]	PUNCT
alkej-961	80	4	proposed	propose	VERB
alkej-961	80	5	an	an	DET
alkej-961	80	6	approach	approach	NOUN
alkej-961	80	7	by	by	ADP
alkej-961	80	8	integrating	integrate	VERB
alkej-961	80	9	cognitive	cognitive	ADJ
alkej-961	80	10	deep	deep	ADJ
alkej-961	80	11	learning	learning	NOUN
alkej-961	80	12	frameworks	framework	NOUN
alkej-961	80	13	with	with	ADP
alkej-961	80	14	a	a	DET
alkej-961	80	15	fuzzy	fuzzy	ADJ
alkej-961	80	16	computational	computational	ADJ
alkej-961	80	17	model	model	NOUN
alkej-961	80	18	according	accord	VERB
alkej-961	80	19	to	to	ADP
alkej-961	80	20	the	the	DET
alkej-961	80	21	sentiments	sentiment	NOUN
alkej-961	80	22	,	,	PUNCT
alkej-961	80	23	behavioural	behavioural	ADJ
alkej-961	80	24	traits	trait	NOUN
alkej-961	80	25	and	and	CCONJ
alkej-961	80	26	visual	visual	ADJ
alkej-961	80	27	examination	examination	NOUN
alkej-961	80	28	.	.	PUNCT
alkej-961	81	1	the	the	DET
alkej-961	81	2	methodology	methodology	NOUN
alkej-961	81	3	’s	’s	PART
alkej-961	81	4	objective	objective	ADJ
alkej-961	81	5	lies	lie	NOUN
alkej-961	81	6	in	in	ADP
alkej-961	81	7	the	the	DET
alkej-961	81	8	estimation	estimation	NOUN
alkej-961	81	9	and	and	CCONJ
alkej-961	81	10	anticipation	anticipation	NOUN
alkej-961	81	11	of	of	ADP
alkej-961	81	12	different	different	ADJ
alkej-961	81	13	types	type	NOUN
alkej-961	81	14	of	of	ADP
alkej-961	81	15	collective	collective	ADJ
alkej-961	81	16	actions	action	NOUN
alkej-961	81	17	from	from	ADP
alkej-961	81	18	the	the	DET
alkej-961	81	19	crowd	crowd	NOUN
alkej-961	81	20	in	in	ADP
alkej-961	81	21	surveillance	surveillance	NOUN
alkej-961	81	22	devices	device	NOUN
alkej-961	81	23	to	to	PART
alkej-961	81	24	efficiently	efficiently	ADV
alkej-961	81	25	handle	handle	VERB
alkej-961	81	26	the	the	DET
alkej-961	81	27	crowd	crowd	NOUN
alkej-961	81	28	.	.	PUNCT
alkej-961	82	1	b.	b.	PROPN
alkej-961	82	2	peixoto	peixoto	PROPN
alkej-961	82	3	et	et	PROPN
alkej-961	82	4	al	al	PROPN
alkej-961	82	5	.	.	PUNCT
alkej-961	83	1	[	[	X
alkej-961	83	2	25	25	NUM
alkej-961	83	3	]	]	PUNCT
alkej-961	83	4	presented	present	VERB
alkej-961	83	5	a	a	DET
alkej-961	83	6	new	new	ADJ
alkej-961	83	7	visual	visual	ADJ
alkej-961	83	8	data	data	NOUN
alkej-961	83	9	-	-	PUNCT
alkej-961	83	10	driven	drive	VERB
alkej-961	83	11	two	two	NUM
alkej-961	83	12	-	-	PUNCT
alkej-961	83	13	stage	stage	NOUN
alkej-961	83	14	framework	framework	NOUN
alkej-961	83	15	followed	follow	VERB
alkej-961	83	16	a	a	DET
alkej-961	83	17	data	data	NOUN
alkej-961	83	18	-	-	PUNCT
alkej-961	83	19	driven	drive	VERB
alkej-961	83	20	approach	approach	NOUN
alkej-961	83	21	for	for	ADP
alkej-961	83	22	violent	violent	ADJ
alkej-961	83	23	scene	scene	NOUN
alkej-961	83	24	detection	detection	NOUN
alkej-961	83	25	using	use	VERB
alkej-961	83	26	two	two	NUM
alkej-961	83	27	deep	deep	ADJ
alkej-961	83	28	network	network	NOUN
alkej-961	83	29	model	model	NOUN
alkej-961	83	30	applied	apply	VERB
alkej-961	83	31	directly	directly	ADV
alkej-961	83	32	over	over	ADP
alkej-961	83	33	raw	raw	ADJ
alkej-961	83	34	image	image	NOUN
alkej-961	83	35	data	datum	NOUN
alkej-961	83	36	.	.	PUNCT
alkej-961	84	1	the	the	DET
alkej-961	84	2	two	two	NUM
alkej-961	84	3	networks	network	NOUN
alkej-961	84	4	we	we	PRON
alkej-961	84	5	adopt	adopt	VERB
alkej-961	84	6	are	be	AUX
alkej-961	84	7	a	a	DET
alkej-961	84	8	cnn	cnn	PROPN
alkej-961	84	9	–	–	PUNCT
alkej-961	84	10	lstm	lstm	PROPN
alkej-961	84	11	,	,	PUNCT
alkej-961	84	12	which	which	PRON
alkej-961	84	13	involves	involve	VERB
alkej-961	84	14	long	long	ADJ
alkej-961	84	15	short	short	ADJ
alkej-961	84	16	-	-	PUNCT
alkej-961	84	17	term	term	NOUN
alkej-961	84	18	memory	memory	NOUN
alkej-961	84	19	,	,	PUNCT
alkej-961	84	20	and	and	CCONJ
alkej-961	84	21	the	the	DET
alkej-961	84	22	3d	3d	NOUN
alkej-961	84	23	-	-	PUNCT
alkej-961	84	24	based	base	VERB
alkej-961	84	25	cnn	cnn	PROPN
alkej-961	84	26	(	(	PUNCT
alkej-961	84	27	c3d	c3d	NOUN
alkej-961	84	28	)	)	PUNCT
alkej-961	84	29	.	.	PUNCT
alkej-961	85	1	instead	instead	ADV
alkej-961	85	2	of	of	ADP
alkej-961	85	3	training	train	VERB
alkej-961	85	4	the	the	DET
alkej-961	85	5	two	two	NUM
alkej-961	85	6	networks	network	NOUN
alkej-961	85	7	separately	separately	ADV
alkej-961	85	8	,	,	PUNCT
alkej-961	85	9	the	the	DET
alkej-961	85	10	authors	author	NOUN
alkej-961	85	11	combined	combine	VERB
alkej-961	85	12	c3d	c3d	NOUN
alkej-961	85	13	and	and	CCONJ
alkej-961	85	14	cnn	cnn	PROPN
alkej-961	85	15	–	–	PUNCT
alkej-961	85	16	lstm	lstm	ADJ
alkej-961	85	17	,	,	PUNCT
alkej-961	85	18	and	and	CCONJ
alkej-961	85	19	trained	train	VERB
alkej-961	85	20	the	the	DET
alkej-961	85	21	model	model	NOUN
alkej-961	85	22	for	for	ADP
alkej-961	85	23	the	the	DET
alkej-961	85	24	violence	violence	NOUN
alkej-961	85	25	detection	detection	NOUN
alkej-961	85	26	task	task	NOUN
alkej-961	85	27	jointly	jointly	ADV
alkej-961	85	28	.	.	PUNCT
alkej-961	86	1	this	this	DET
alkej-961	86	2	method	method	NOUN
alkej-961	86	3	achieved	achieve	VERB
alkej-961	86	4	56	56	NUM
alkej-961	86	5	%	%	NOUN
alkej-961	86	6	accuracy	accuracy	NOUN
alkej-961	86	7	on	on	ADP
alkej-961	86	8	the	the	DET
alkej-961	86	9	c3d	c3d	PROPN
alkej-961	86	10	and	and	CCONJ
alkej-961	86	11	cnn	cnn	PROPN
alkej-961	86	12	–	–	PUNCT
alkej-961	86	13	lstm	lstm	NOUN
alkej-961	86	14	network	network	NOUN
alkej-961	86	15	where	where	SCONJ
alkej-961	86	16	it	it	PRON
alkej-961	86	17	was	be	AUX
alkej-961	86	18	63	63	NUM
alkej-961	86	19	%	%	NOUN
alkej-961	86	20	for	for	ADP
alkej-961	86	21	their	their	PRON
alkej-961	86	22	proposed	propose	VERB
alkej-961	86	23	method	method	NOUN
alkej-961	86	24	in	in	ADP
alkej-961	86	25	c3d	c3d	NOUN
alkej-961	86	26	and	and	CCONJ
alkej-961	86	27	61	61	NUM
alkej-961	86	28	%	%	NOUN
alkej-961	86	29	for	for	ADP
alkej-961	86	30	their	their	PRON
alkej-961	86	31	proposed	propose	VERB
alkej-961	86	32	method	method	NOUN
alkej-961	86	33	in	in	ADP
alkej-961	86	34	cnn	cnn	PROPN
alkej-961	86	35	–	–	PUNCT
alkej-961	86	36	lstm	lstm	PROPN
alkej-961	86	37	model	model	NOUN
alkej-961	86	38	.	.	PUNCT
alkej-961	87	1	soliman	soliman	PROPN
alkej-961	87	2	et	et	PROPN
alkej-961	87	3	al	al	PROPN
alkej-961	87	4	.	.	PUNCT
alkej-961	88	1	[	[	X
alkej-961	88	2	26	26	NUM
alkej-961	88	3	]	]	PUNCT
alkej-961	88	4	proposed	propose	VERB
alkej-961	88	5	a	a	DET
alkej-961	88	6	new	new	ADJ
alkej-961	88	7	model	model	NOUN
alkej-961	88	8	that	that	PRON
alkej-961	88	9	takes	take	VERB
alkej-961	88	10	a	a	DET
alkej-961	88	11	short	short	ADJ
alkej-961	88	12	clip	clip	NOUN
alkej-961	88	13	as	as	ADP
alkej-961	88	14	an	an	DET
alkej-961	88	15	rgb	rgb	PROPN
alkej-961	88	16	frame	frame	NOUN
alkej-961	88	17	sequences	sequence	NOUN
alkej-961	88	18	and	and	CCONJ
alkej-961	88	19	uses	use	VERB
alkej-961	88	20	it	it	PRON
alkej-961	88	21	endtoend	endtoend	VERB
alkej-961	88	22	with	with	ADP
alkej-961	88	23	a	a	DET
alkej-961	88	24	deep	deep	ADJ
alkej-961	88	25	neural	neural	ADJ
alkej-961	88	26	network	network	NOUN
alkej-961	88	27	.	.	PUNCT
alkej-961	89	1	a	a	DET
alkej-961	89	2	sequence	sequence	NOUN
alkej-961	89	3	of	of	ADP
alkej-961	89	4	fully	fully	ADV
alkej-961	89	5	connected	connected	ADJ
alkej-961	89	6	layers	layer	NOUN
alkej-961	89	7	was	be	AUX
alkej-961	89	8	utilised	utilise	VERB
alkej-961	89	9	for	for	ADP
alkej-961	89	10	classification	classification	NOUN
alkej-961	89	11	.	.	PUNCT
alkej-961	90	1	meanwhile	meanwhile	ADV
alkej-961	90	2	,	,	PUNCT
alkej-961	90	3	a	a	DET
alkej-961	90	4	pre	pre	ADJ
alkej-961	90	5	-	-	ADJ
alkej-961	90	6	trained	train	VERB
alkej-961	90	7	vgg-16	vgg-16	NOUN
alkej-961	90	8	on	on	ADP
alkej-961	90	9	imagenet	imagenet	NOUN
alkej-961	90	10	was	be	AUX
alkej-961	90	11	used	use	VERB
alkej-961	90	12	for	for	ADP
alkej-961	90	13	the	the	DET
alkej-961	90	14	spatial	spatial	ADJ
alkej-961	90	15	feature	feature	NOUN
alkej-961	90	16	extractor	extractor	NOUN
alkej-961	90	17	,	,	PUNCT
alkej-961	90	18	whilst	whilst	SCONJ
alkej-961	90	19	an	an	DET
alkej-961	90	20	ltsm	ltsm	NOUN
alkej-961	90	21	was	be	AUX
alkej-961	90	22	utilised	utilise	VERB
alkej-961	90	23	for	for	ADP
alkej-961	90	24	the	the	DET
alkej-961	90	25	temporal	temporal	ADJ
alkej-961	90	26	feature	feature	NOUN
alkej-961	90	27	extractor	extractor	NOUN
alkej-961	90	28	.	.	PUNCT
alkej-961	91	1	reallife	reallife	PROPN
alkej-961	91	2	violence	violence	NOUN
alkej-961	91	3	situations	situation	NOUN
alkej-961	91	4	is	be	AUX
alkej-961	91	5	a	a	DET
alkej-961	91	6	newly	newly	ADV
alkej-961	91	7	developed	develop	VERB
alkej-961	91	8	dataset	dataset	NOUN
alkej-961	91	9	consisting	consist	VERB
alkej-961	91	10	of	of	ADP
alkej-961	91	11	2000	2000	NUM
alkej-961	91	12	videos	video	NOUN
alkej-961	91	13	,	,	PUNCT
alkej-961	91	14	depicting	depict	VERB
alkej-961	91	15	either	either	CCONJ
alkej-961	91	16	aggressive	aggressive	ADJ
alkej-961	91	17	or	or	CCONJ
alkej-961	91	18	peaceful	peaceful	ADJ
alkej-961	91	19	scenarios	scenario	NOUN
alkej-961	91	20	.	.	PUNCT
alkej-961	92	1	this	this	DET
alkej-961	92	2	dataset	dataset	NOUN
alkej-961	92	3	was	be	AUX
alkej-961	92	4	used	use	VERB
alkej-961	92	5	to	to	PART
alkej-961	92	6	improve	improve	VERB
alkej-961	92	7	the	the	DET
alkej-961	92	8	developed	develop	VERB
alkej-961	92	9	model	model	NOUN
alkej-961	92	10	,	,	PUNCT
alkej-961	92	11	resulting	result	VERB
alkej-961	92	12	in	in	ADP
alkej-961	92	13	88.2	88.2	NUM
alkej-961	92	14	%	%	NOUN
alkej-961	92	15	overall	overall	ADJ
alkej-961	92	16	accuracy	accuracy	NOUN
alkej-961	92	17	.	.	PUNCT
alkej-961	93	1	abdali	abdali	PROPN
alkej-961	93	2	et	et	PROPN
alkej-961	93	3	al	al	PROPN
alkej-961	93	4	.	.	PUNCT
alkej-961	94	1	[	[	X
alkej-961	94	2	27	27	NUM
alkej-961	94	3	]	]	PUNCT
alkej-961	94	4	introduced	introduce	VERB
alkej-961	94	5	a	a	DET
alkej-961	94	6	real	real	ADJ
alkej-961	94	7	-	-	PUNCT
alkej-961	94	8	time	time	NOUN
alkej-961	94	9	violence	violence	NOUN
alkej-961	94	10	detection	detection	NOUN
alkej-961	94	11	that	that	PRON
alkej-961	94	12	uses	use	VERB
alkej-961	94	13	cnn	cnn	PROPN
alkej-961	94	14	to	to	PART
alkej-961	94	15	be	be	AUX
alkej-961	94	16	sara	sara	PROPN
alkej-961	94	17	ayad	ayad	PROPN
alkej-961	94	18	al	al	PROPN
alkej-961	94	19	-	-	PUNCT
alkej-961	94	20	khwarizmi	khwarizmi	PROPN
alkej-961	94	21	engineering	engineering	NOUN
alkej-961	94	22	journal	journal	PROPN
alkej-961	94	23	,	,	PUNCT
alkej-961	94	24	vol	vol	NOUN
alkej-961	94	25	.	.	PROPN
alkej-961	94	26	21	21	NUM
alkej-961	94	27	,	,	PUNCT
alkej-961	94	28	no.3	no.3	VERB
alkej-961	94	29	,	,	PUNCT
alkej-961	94	30	pp	pp	X
alkej-961	94	31	.	.	PUNCT
alkej-961	95	1	5565	5565	NUM
alkej-961	95	2	(	(	PUNCT
alkej-961	95	3	2025	2025	NUM
alkej-961	95	4	)	)	PUNCT
alkej-961	95	5	58	58	NUM
alkej-961	96	1	the	the	DET
alkej-961	96	2	spatial	spatial	ADJ
alkej-961	96	3	feature	feature	NOUN
alkej-961	96	4	extractor	extractor	NOUN
alkej-961	96	5	and	and	CCONJ
alkej-961	96	6	ltsm	ltsm	NOUN
alkej-961	96	7	to	to	PART
alkej-961	96	8	be	be	AUX
alkej-961	96	9	the	the	DET
alkej-961	96	10	temporal	temporal	ADJ
alkej-961	96	11	feature	feature	NOUN
alkej-961	96	12	extractor	extractor	NOUN
alkej-961	96	13	.	.	PUNCT
alkej-961	97	1	the	the	DET
alkej-961	97	2	proposed	propose	VERB
alkej-961	97	3	model	model	NOUN
alkej-961	97	4	attained	attain	VERB
alkej-961	97	5	98	98	NUM
alkej-961	97	6	%	%	NOUN
alkej-961	97	7	success	success	NOUN
alkej-961	97	8	rate	rate	NOUN
alkej-961	97	9	at	at	ADP
alkej-961	97	10	131	131	NUM
alkej-961	97	11	fps	fps	PROPN
alkej-961	97	12	,	,	PUNCT
alkej-961	97	13	meanwhile	meanwhile	ADV
alkej-961	97	14	surpassing	surpass	VERB
alkej-961	97	15	the	the	DET
alkej-961	97	16	state	state	NOUN
alkej-961	97	17	of	of	ADP
alkej-961	97	18	the	the	DET
alkej-961	97	19	art	art	NOUN
alkej-961	97	20	methods	method	NOUN
alkej-961	97	21	.	.	PUNCT
alkej-961	98	1	individual	individual	ADJ
alkej-961	98	2	verification	verification	NOUN
alkej-961	98	3	data	datum	NOUN
alkej-961	98	4	were	be	AUX
alkej-961	98	5	constructed	construct	VERB
alkej-961	98	6	for	for	ADP
alkej-961	98	7	the	the	DET
alkej-961	98	8	three	three	NUM
alkej-961	98	9	datasets	dataset	NOUN
alkej-961	98	10	and	and	CCONJ
alkej-961	98	11	perfect	perfect	ADJ
alkej-961	98	12	performance	performance	NOUN
alkej-961	98	13	was	be	AUX
alkej-961	98	14	achieved	achieve	VERB
alkej-961	98	15	on	on	ADP
alkej-961	98	16	the	the	DET
alkej-961	98	17	movie	movie	NOUN
alkej-961	98	18	dataset	dataset	NOUN
alkej-961	98	19	,	,	PUNCT
alkej-961	98	20	96.33	96.33	NUM
alkej-961	98	21	%	%	NOUN
alkej-961	98	22	on	on	ADP
alkej-961	98	23	hockey	hockey	NOUN
alkej-961	98	24	battle	battle	NOUN
alkej-961	98	25	dataset	dataset	NOUN
alkej-961	98	26	and	and	CCONJ
alkej-961	98	27	85.71	85.71	NUM
alkej-961	98	28	%	%	NOUN
alkej-961	98	29	on	on	ADP
alkej-961	98	30	the	the	DET
alkej-961	98	31	violent	violent	ADJ
alkej-961	98	32	flow	flow	NOUN
alkej-961	98	33	dataset	dataset	NOUN
alkej-961	98	34	.	.	PUNCT
alkej-961	99	1	for	for	ADP
alkej-961	99	2	training	training	NOUN
alkej-961	99	3	and	and	CCONJ
alkej-961	99	4	fine	fine	ADV
alkej-961	99	5	-	-	PUNCT
alkej-961	99	6	tuning	tune	VERB
alkej-961	99	7	the	the	DET
alkej-961	99	8	inception	inception	ADJ
alkej-961	99	9	-	-	PUNCT
alkej-961	99	10	resnetv2	resnetv2	NOUN
alkej-961	99	11	architecture	architecture	NOUN
alkej-961	99	12	introduced	introduce	VERB
alkej-961	99	13	by	by	ADP
alkej-961	99	14	jain	jain	PROPN
alkej-961	99	15	et	et	PROPN
alkej-961	99	16	al	al	PROPN
alkej-961	99	17	.	.	PUNCT
alkej-961	100	1	[	[	X
alkej-961	100	2	28	28	NUM
alkej-961	100	3	]	]	PUNCT
alkej-961	100	4	,	,	PUNCT
alkej-961	100	5	they	they	PRON
alkej-961	100	6	used	use	VERB
alkej-961	100	7	a	a	DET
alkej-961	100	8	(	(	PUNCT
alkej-961	100	9	cnn	cnn	NOUN
alkej-961	100	10	)	)	PUNCT
alkej-961	100	11	architecture	architecture	NOUN
alkej-961	100	12	.	.	PUNCT
alkej-961	101	1	the	the	DET
alkej-961	101	2	model	model	NOUN
alkej-961	101	3	was	be	AUX
alkej-961	101	4	designed	design	VERB
alkej-961	101	5	to	to	PART
alkej-961	101	6	learn	learn	VERB
alkej-961	101	7	patterns	pattern	NOUN
alkej-961	101	8	of	of	ADP
alkej-961	101	9	motion	motion	NOUN
alkej-961	101	10	in	in	ADP
alkej-961	101	11	order	order	NOUN
alkej-961	101	12	to	to	PART
alkej-961	101	13	detect	detect	VERB
alkej-961	101	14	aggression	aggression	NOUN
alkej-961	101	15	.	.	PUNCT
alkej-961	102	1	rgb	rgb	PROPN
alkej-961	102	2	video	video	NOUN
alkej-961	102	3	sequences	sequence	NOUN
alkej-961	102	4	were	be	AUX
alkej-961	102	5	first	first	ADV
alkej-961	102	6	converted	convert	VERB
alkej-961	102	7	to	to	ADP
alkej-961	102	8	dis	dis	PROPN
alkej-961	102	9	by	by	ADP
alkej-961	102	10	temporal	temporal	ADJ
alkej-961	102	11	averaging	averaging	NOUN
alkej-961	102	12	,	,	PUNCT
alkej-961	102	13	which	which	PRON
alkej-961	102	14	maps	map	VERB
alkej-961	102	15	video	video	NOUN
alkej-961	102	16	streams	stream	NOUN
alkej-961	102	17	into	into	ADP
alkej-961	102	18	a	a	DET
alkej-961	102	19	single	single	ADJ
alkej-961	102	20	image	image	NOUN
alkej-961	102	21	by	by	ADP
alkej-961	102	22	averaging	average	VERB
alkej-961	102	23	all	all	DET
alkej-961	102	24	the	the	DET
alkej-961	102	25	background	background	NOUN
alkej-961	102	26	and	and	CCONJ
alkej-961	102	27	static	static	ADJ
alkej-961	102	28	pixels	pixel	NOUN
alkej-961	102	29	over	over	ADP
alkej-961	102	30	time	time	NOUN
alkej-961	102	31	.	.	PUNCT
alkej-961	103	1	these	these	DET
alkej-961	103	2	dis	dis	PROPN
alkej-961	103	3	can	can	AUX
alkej-961	103	4	enhance	enhance	VERB
alkej-961	103	5	the	the	DET
alkej-961	103	6	motion	motion	NOUN
alkej-961	103	7	-	-	PUNCT
alkej-961	103	8	related	relate	VERB
alkej-961	103	9	characteristics	characteristic	NOUN
alkej-961	103	10	efficiently	efficiently	ADV
alkej-961	103	11	while	while	SCONJ
alkej-961	103	12	restraining	restrain	VERB
alkej-961	103	13	discriminatory	discriminatory	ADJ
alkej-961	103	14	background	background	NOUN
alkej-961	103	15	information	information	NOUN
alkej-961	103	16	.	.	PUNCT
alkej-961	104	1	the	the	DET
alkej-961	104	2	generated	generate	VERB
alkej-961	104	3	di	di	PROPN
alkej-961	104	4	’s	’s	PART
alkej-961	104	5	were	be	AUX
alkej-961	104	6	fed	feed	VERB
alkej-961	104	7	into	into	ADP
alkej-961	104	8	the	the	DET
alkej-961	104	9	inceptionresnetv2	inceptionresnetv2	PROPN
alkej-961	104	10	model	model	NOUN
alkej-961	104	11	to	to	PART
alkej-961	104	12	acquire	acquire	VERB
alkej-961	104	13	motion	motion	NOUN
alkej-961	104	14	features	feature	NOUN
alkej-961	104	15	and	and	CCONJ
alkej-961	104	16	classification	classification	NOUN
alkej-961	104	17	for	for	ADP
alkej-961	104	18	aggressive	aggressive	ADJ
alkej-961	104	19	or	or	CCONJ
alkej-961	104	20	non	non	ADJ
alkej-961	104	21	-	-	ADJ
alkej-961	104	22	aggressive	aggressive	ADJ
alkej-961	104	23	behavior	behavior	NOUN
alkej-961	104	24	.	.	PUNCT
alkej-961	105	1	the	the	DET
alkej-961	105	2	below	below	ADJ
alkej-961	105	3	testing	testing	NOUN
alkej-961	105	4	result	result	NOUN
alkej-961	105	5	is	be	AUX
alkej-961	105	6	86.78	86.78	NUM
alkej-961	105	7	%	%	NOUN
alkej-961	105	8	with	with	ADP
alkej-961	105	9	the	the	DET
alkej-961	105	10	violent	violent	ADJ
alkej-961	105	11	real	real	ADJ
alkej-961	105	12	-	-	PUNCT
alkej-961	105	13	life	life	NOUN
alkej-961	105	14	scenario	scenario	NOUN
alkej-961	105	15	dataset	dataset	NOUN
alkej-961	105	16	,	,	PUNCT
alkej-961	105	17	100.89	100.89	NUM
alkej-961	105	18	%	%	NOUN
alkej-961	105	19	and	and	CCONJ
alkej-961	105	20	92.37	92.37	NUM
alkej-961	105	21	%	%	NOUN
alkej-961	105	22	with	with	ADP
alkej-961	105	23	the	the	DET
alkej-961	105	24	secondary	secondary	ADJ
alkej-961	105	25	testing	testing	NOUN
alkej-961	105	26	dataset	dataset	NOUN
alkej-961	105	27	.	.	PUNCT
alkej-961	106	1	for	for	ADP
alkej-961	106	2	the	the	DET
alkej-961	106	3	movie	movie	NOUN
alkej-961	106	4	dataset	dataset	NOUN
alkej-961	106	5	and	and	CCONJ
alkej-961	106	6	93.33	93.33	NUM
alkej-961	106	7	%	%	NOUN
alkej-961	106	8	for	for	ADP
alkej-961	106	9	the	the	DET
alkej-961	106	10	hockey	hockey	NOUN
alkej-961	106	11	fight	fight	NOUN
alkej-961	106	12	dataset	dataset	PROPN
alkej-961	106	13	.	.	PUNCT
alkej-961	107	1	sernani	sernani	PROPN
alkej-961	107	2	et	et	PROPN
alkej-961	107	3	al	al	PROPN
alkej-961	107	4	.	.	PUNCT
alkej-961	108	1	[	[	X
alkej-961	108	2	29	29	NUM
alkej-961	108	3	]	]	PUNCT
alkej-961	108	4	proposed	propose	VERB
alkej-961	108	5	three	three	NUM
alkej-961	108	6	models	model	NOUN
alkej-961	108	7	for	for	ADP
alkej-961	108	8	violent	violent	ADJ
alkej-961	108	9	behaviour	behaviour	NOUN
alkej-961	108	10	detection	detection	NOUN
alkej-961	108	11	to	to	PART
alkej-961	108	12	evaluate	evaluate	VERB
alkej-961	108	13	the	the	DET
alkej-961	108	14	degree	degree	NOUN
alkej-961	108	15	to	to	PART
alkej-961	108	16	which	which	PRON
alkej-961	108	17	harmless	harmless	ADJ
alkej-961	108	18	gestures	gesture	NOUN
alkej-961	108	19	,	,	PUNCT
alkej-961	108	20	such	such	ADJ
alkej-961	108	21	as	as	ADP
alkej-961	108	22	claps	clap	NOUN
alkej-961	108	23	,	,	PUNCT
alkej-961	108	24	small	small	ADJ
alkej-961	108	25	hits	hit	NOUN
alkej-961	108	26	or	or	CCONJ
alkej-961	108	27	high	high	ADJ
alkej-961	108	28	fives	five	NOUN
alkej-961	108	29	,	,	PUNCT
alkej-961	108	30	are	be	AUX
alkej-961	108	31	considered	consider	VERB
alkej-961	108	32	violent	violent	ADJ
alkej-961	108	33	(	(	PUNCT
alkej-961	108	34	i.e.	i.e.	X
alkej-961	108	35	to	to	PART
alkej-961	108	36	reduce	reduce	VERB
alkej-961	108	37	false	false	ADJ
alkej-961	108	38	positive	positive	ADJ
alkej-961	108	39	values	value	NOUN
alkej-961	108	40	)	)	PUNCT
alkej-961	108	41	.	.	PUNCT
alkej-961	109	1	these	these	DET
alkej-961	109	2	models	model	NOUN
alkej-961	109	3	were	be	AUX
alkej-961	109	4	tested	test	VERB
alkej-961	109	5	on	on	ADP
alkej-961	109	6	the	the	DET
alkej-961	109	7	airtlab	airtlab	NOUN
alkej-961	109	8	dataset	dataset	NOUN
alkej-961	109	9	,	,	PUNCT
alkej-961	109	10	which	which	PRON
alkej-961	109	11	was	be	AUX
alkej-961	109	12	designed	design	VERB
alkej-961	109	13	to	to	PART
alkej-961	109	14	assess	assess	VERB
alkej-961	109	15	the	the	DET
alkej-961	109	16	susceptibility	susceptibility	NOUN
alkej-961	109	17	of	of	ADP
alkej-961	109	18	algorithms	algorithm	NOUN
alkej-961	109	19	to	to	ADP
alkej-961	109	20	false	false	ADJ
alkej-961	109	21	positives	positive	NOUN
alkej-961	109	22	.	.	PUNCT
alkej-961	110	1	when	when	SCONJ
alkej-961	110	2	contrasted	contrast	VERB
alkej-961	110	3	with	with	ADP
alkej-961	110	4	2d	2d	PROPN
alkej-961	110	5	cnns	cnn	NOUN
alkej-961	110	6	,	,	PUNCT
alkej-961	110	7	kang	kang	PROPN
alkej-961	110	8	et	et	PROPN
alkej-961	110	9	al	al	PROPN
alkej-961	110	10	.	.	PUNCT
alkej-961	111	1	[	[	X
alkej-961	111	2	30	30	NUM
alkej-961	111	3	]	]	PUNCT
alkej-961	111	4	proposed	propose	VERB
alkej-961	111	5	a	a	DET
alkej-961	111	6	more	more	ADV
alkej-961	111	7	advanced	advanced	ADJ
alkej-961	111	8	model	model	NOUN
alkej-961	111	9	that	that	PRON
alkej-961	111	10	integrates	integrate	VERB
alkej-961	111	11	lstm	lstm	NOUN
alkej-961	111	12	and	and	CCONJ
alkej-961	111	13	requires	require	VERB
alkej-961	111	14	lower	low	ADJ
alkej-961	111	15	computational	computational	ADJ
alkej-961	111	16	power	power	NOUN
alkej-961	111	17	than	than	ADP
alkej-961	111	18	existing	exist	VERB
alkej-961	111	19	3d	3d	NUM
alkej-961	111	20	-	-	PUNCT
alkej-961	111	21	cnn	cnn	NOUN
alkej-961	111	22	-	-	PUNCT
alkej-961	111	23	based	base	VERB
alkej-961	111	24	methods	method	NOUN
alkej-961	111	25	.	.	PUNCT
alkej-961	112	1	specifically	specifically	ADV
alkej-961	112	2	,	,	PUNCT
alkej-961	112	3	the	the	DET
alkej-961	112	4	proposed	propose	VERB
alkej-961	112	5	models	model	NOUN
alkej-961	112	6	for	for	ADP
alkej-961	112	7	mobilenetv3	mobilenetv3	PROPN
alkej-961	112	8	and	and	CCONJ
alkej-961	112	9	efficientnet	efficientnet	NOUN
alkej-961	112	10	-	-	PUNCT
alkej-961	112	11	b0	b0	NOUN
alkej-961	112	12	achieved	achieve	VERB
alkej-961	112	13	tremendous	tremendous	ADJ
alkej-961	112	14	success	success	NOUN
alkej-961	112	15	on	on	ADP
alkej-961	112	16	six	six	NUM
alkej-961	112	17	different	different	ADJ
alkej-961	112	18	violent	violent	ADJ
alkej-961	112	19	datasets	dataset	NOUN
alkej-961	112	20	.	.	PUNCT
alkej-961	113	1	gadelkarim	gadelkarim	PROPN
alkej-961	113	2	et	et	PROPN
alkej-961	113	3	al	al	PROPN
alkej-961	113	4	.	.	PUNCT
alkej-961	114	1	[	[	X
alkej-961	114	2	31	31	NUM
alkej-961	114	3	]	]	PUNCT
alkej-961	114	4	proposed	propose	VERB
alkej-961	114	5	two	two	NUM
alkej-961	114	6	models	model	NOUN
alkej-961	114	7	for	for	ADP
alkej-961	114	8	the	the	DET
alkej-961	114	9	recognition	recognition	NOUN
alkej-961	114	10	and	and	CCONJ
alkej-961	114	11	categorisation	categorisation	NOUN
alkej-961	114	12	of	of	ADP
alkej-961	114	13	violence	violence	NOUN
alkej-961	114	14	,	,	PUNCT
alkej-961	114	15	which	which	PRON
alkej-961	114	16	helps	help	VERB
alkej-961	114	17	in	in	ADP
alkej-961	114	18	preventing	prevent	VERB
alkej-961	114	19	daily	daily	ADJ
alkej-961	114	20	violence	violence	NOUN
alkej-961	114	21	.	.	PUNCT
alkej-961	115	1	the	the	DET
alkej-961	115	2	models	model	NOUN
alkej-961	115	3	were	be	AUX
alkej-961	115	4	developed	develop	VERB
alkej-961	115	5	using	use	VERB
alkej-961	115	6	the	the	DET
alkej-961	115	7	following	follow	VERB
alkej-961	115	8	datasets	dataset	NOUN
alkej-961	115	9	:	:	PUNCT
alkej-961	115	10	xd	xd	NOUN
alkej-961	115	11	-	-	PUNCT
alkej-961	115	12	violence	violence	NOUN
alkej-961	115	13	,	,	PUNCT
alkej-961	115	14	lad2000	lad2000	NOUN
alkej-961	115	15	and	and	CCONJ
alkej-961	115	16	ucf	ucf	PROPN
alkej-961	115	17	-	-	PUNCT
alkej-961	115	18	crime	crime	NOUN
alkej-961	115	19	.	.	PUNCT
alkej-961	116	1	similar	similar	ADJ
alkej-961	116	2	to	to	ADP
alkej-961	116	3	the	the	DET
alkej-961	116	4	xd	xd	NOUN
alkej-961	116	5	-	-	PUNCT
alkej-961	116	6	violence	violence	NOUN
alkej-961	116	7	dataset	dataset	NOUN
alkej-961	116	8	,	,	PUNCT
alkej-961	116	9	their	their	PRON
alkej-961	116	10	research	research	NOUN
alkej-961	116	11	benefitted	benefit	VERB
alkej-961	116	12	from	from	ADP
alkej-961	116	13	transfer	transfer	NOUN
alkej-961	116	14	learning	learning	NOUN
alkej-961	116	15	,	,	PUNCT
alkej-961	116	16	which	which	PRON
alkej-961	116	17	reduced	reduce	VERB
alkej-961	116	18	the	the	DET
alkej-961	116	19	training	training	NOUN
alkej-961	116	20	period	period	NOUN
alkej-961	116	21	and	and	CCONJ
alkej-961	116	22	improved	improved	ADJ
alkej-961	116	23	accuracy	accuracy	NOUN
alkej-961	116	24	.	.	PUNCT
alkej-961	117	1	islam	islam	PROPN
alkej-961	117	2	et	et	PROPN
alkej-961	117	3	al	al	PROPN
alkej-961	117	4	.	.	PUNCT
alkej-961	118	1	[	[	X
alkej-961	118	2	32	32	NUM
alkej-961	118	3	]	]	PUNCT
alkej-961	118	4	proposed	propose	VERB
alkej-961	118	5	an	an	DET
alkej-961	118	6	effective	effective	ADJ
alkej-961	118	7	two	two	NUM
alkej-961	118	8	-	-	PUNCT
alkej-961	118	9	stream	stream	NOUN
alkej-961	118	10	deep	deep	ADJ
alkej-961	118	11	learning	learning	NOUN
alkej-961	118	12	architecture	architecture	NOUN
alkej-961	118	13	,	,	PUNCT
alkej-961	118	14	with	with	ADP
alkej-961	118	15	the	the	DET
alkej-961	118	16	first	first	ADJ
alkej-961	118	17	stream	stream	NOUN
alkej-961	118	18	incorporating	incorporate	VERB
alkej-961	118	19	a	a	DET
alkej-961	118	20	pre	pre	ADJ
alkej-961	118	21	-	-	ADJ
alkej-961	118	22	trained	train	VERB
alkej-961	118	23	mobilenet	mobilenet	NOUN
alkej-961	118	24	and	and	CCONJ
alkej-961	118	25	the	the	DET
alkej-961	118	26	second	second	ADJ
alkej-961	118	27	stream	stream	NOUN
alkej-961	118	28	comprising	comprise	VERB
alkej-961	118	29	a	a	DET
alkej-961	118	30	separate	separate	ADJ
alkej-961	118	31	convolutional	convolutional	ADJ
alkej-961	118	32	lstm	lstm	NOUN
alkej-961	118	33	that	that	SCONJ
alkej-961	118	34	processes	process	VERB
alkej-961	118	35	frame	frame	NOUN
alkej-961	118	36	content	content	NOUN
alkej-961	118	37	.	.	PUNCT
alkej-961	119	1	they	they	PRON
alkej-961	119	2	utilised	utilise	VERB
alkej-961	119	3	three	three	NUM
alkej-961	119	4	different	different	ADJ
alkej-961	119	5	fusion	fusion	NOUN
alkej-961	119	6	methods	method	NOUN
alkej-961	119	7	across	across	ADP
alkej-961	119	8	three	three	NUM
alkej-961	119	9	different	different	ADJ
alkej-961	119	10	datasets	dataset	NOUN
alkej-961	119	11	to	to	PART
alkej-961	119	12	combine	combine	VERB
alkej-961	119	13	the	the	DET
alkej-961	119	14	output	output	NOUN
alkej-961	119	15	maps	map	NOUN
alkej-961	119	16	from	from	ADP
alkej-961	119	17	two	two	NUM
alkej-961	119	18	streams	stream	NOUN
alkej-961	119	19	.	.	PUNCT
alkej-961	120	1	their	their	PRON
alkej-961	120	2	model	model	NOUN
alkej-961	120	3	demonstrated	demonstrate	VERB
alkej-961	120	4	excellent	excellent	ADJ
alkej-961	120	5	performance	performance	NOUN
alkej-961	120	6	using	use	VERB
alkej-961	120	7	the	the	DET
alkej-961	120	8	rwf-2000	rwf-2000	NOUN
alkej-961	120	9	dataset	dataset	PROPN
alkej-961	120	10	,	,	PUNCT
alkej-961	120	11	which	which	PRON
alkej-961	120	12	is	be	AUX
alkej-961	120	13	the	the	DET
alkej-961	120	14	most	most	ADV
alkej-961	120	15	challenging	challenging	ADJ
alkej-961	120	16	among	among	ADP
alkej-961	120	17	larger	large	ADJ
alkej-961	120	18	datasets	dataset	NOUN
alkej-961	120	19	,	,	PUNCT
alkej-961	120	20	achieving	achieve	VERB
alkej-961	120	21	over	over	ADP
alkej-961	120	22	a	a	DET
alkej-961	120	23	2	2	NUM
alkej-961	120	24	%	%	NOUN
alkej-961	120	25	increase	increase	NOUN
alkej-961	120	26	in	in	ADP
alkej-961	120	27	accuracy	accuracy	NOUN
alkej-961	120	28	compared	compare	VERB
alkej-961	120	29	with	with	ADP
alkej-961	120	30	smaller	small	ADJ
alkej-961	120	31	datasets	dataset	NOUN
alkej-961	120	32	.	.	PUNCT
alkej-961	121	1	honarjoo	honarjoo	ADV
alkej-961	121	2	et	et	PROPN
alkej-961	121	3	al	al	PROPN
alkej-961	121	4	.	.	PUNCT
alkej-961	122	1	[	[	X
alkej-961	122	2	33	33	NUM
alkej-961	122	3	]	]	PUNCT
alkej-961	122	4	proposed	propose	VERB
alkej-961	122	5	a	a	DET
alkej-961	122	6	convolutional	convolutional	ADJ
alkej-961	122	7	-	-	PUNCT
alkej-961	122	8	based	base	VERB
alkej-961	122	9	approach	approach	NOUN
alkej-961	122	10	with	with	ADP
alkej-961	122	11	limited	limited	ADJ
alkej-961	122	12	complexity	complexity	NOUN
alkej-961	122	13	and	and	CCONJ
alkej-961	122	14	a	a	DET
alkej-961	122	15	series	series	NOUN
alkej-961	122	16	of	of	ADP
alkej-961	122	17	frames	frame	NOUN
alkej-961	122	18	with	with	ADP
alkej-961	122	19	effective	effective	ADJ
alkej-961	122	20	feature	feature	NOUN
alkej-961	122	21	vectors	vector	NOUN
alkej-961	122	22	.	.	PUNCT
alkej-961	123	1	this	this	DET
alkej-961	123	2	approach	approach	NOUN
alkej-961	123	3	successfully	successfully	ADV
alkej-961	123	4	processed	process	VERB
alkej-961	123	5	the	the	DET
alkej-961	123	6	violent	violent	ADJ
alkej-961	123	7	waterfalls	waterfall	NOUN
alkej-961	123	8	and	and	CCONJ
alkej-961	123	9	hockey	hockey	NOUN
alkej-961	123	10	disputes	dispute	NOUN
alkej-961	123	11	.	.	PUNCT
alkej-961	124	1	guedes	guede	NOUN
alkej-961	124	2	et	et	PROPN
alkej-961	124	3	al	al	PROPN
alkej-961	124	4	.	.	PUNCT
alkej-961	125	1	[	[	X
alkej-961	125	2	34	34	NUM
alkej-961	125	3	]	]	PUNCT
alkej-961	125	4	developed	develop	VERB
alkej-961	125	5	a	a	DET
alkej-961	125	6	method	method	NOUN
alkej-961	125	7	that	that	PRON
alkej-961	125	8	utilised	utilise	VERB
alkej-961	125	9	the	the	DET
alkej-961	125	10	di	di	NOUN
alkej-961	125	11	approach	approach	NOUN
alkej-961	125	12	to	to	PART
alkej-961	125	13	recognise	recognise	VERB
alkej-961	125	14	violent	violent	ADJ
alkej-961	125	15	activities	activity	NOUN
alkej-961	125	16	that	that	PRON
alkej-961	125	17	involve	involve	VERB
alkej-961	125	18	physical	physical	ADJ
alkej-961	125	19	confrontations	confrontation	NOUN
alkej-961	125	20	in	in	ADP
alkej-961	125	21	video	video	NOUN
alkej-961	125	22	games	game	NOUN
alkej-961	125	23	.	.	PUNCT
alkej-961	126	1	this	this	DET
alkej-961	126	2	method	method	NOUN
alkej-961	126	3	used	use	VERB
alkej-961	126	4	handcrafted	handcraft	VERB
alkej-961	126	5	images	image	NOUN
alkej-961	126	6	processed	process	VERB
alkej-961	126	7	through	through	ADP
alkej-961	126	8	cnns	cnn	NOUN
alkej-961	126	9	and	and	CCONJ
alkej-961	126	10	an	an	DET
alkej-961	126	11	svm	svm	NOUN
alkej-961	126	12	,	,	PUNCT
alkej-961	126	13	and	and	CCONJ
alkej-961	126	14	it	it	PRON
alkej-961	126	15	was	be	AUX
alkej-961	126	16	successful	successful	ADJ
alkej-961	126	17	when	when	SCONJ
alkej-961	126	18	applied	apply	VERB
alkej-961	126	19	to	to	ADP
alkej-961	126	20	the	the	DET
alkej-961	126	21	following	follow	VERB
alkej-961	126	22	datasets	dataset	NOUN
alkej-961	126	23	:	:	PUNCT
alkej-961	126	24	99.8	99.8	NUM
alkej-961	126	25	%	%	NOUN
alkej-961	126	26	for	for	ADP
alkej-961	126	27	movies	movie	NOUN
alkej-961	126	28	,	,	PUNCT
alkej-961	126	29	97.5	97.5	NUM
alkej-961	126	30	%	%	NOUN
alkej-961	126	31	for	for	ADP
alkej-961	126	32	hockey	hockey	NOUN
alkej-961	126	33	games	game	NOUN
alkej-961	126	34	and	and	CCONJ
alkej-961	126	35	93.4	93.4	NUM
alkej-961	126	36	%	%	NOUN
alkej-961	126	37	for	for	ADP
alkej-961	126	38	crowd	crowd	NOUN
alkej-961	126	39	datasets	dataset	NOUN
alkej-961	126	40	.	.	PUNCT
alkej-961	127	1	a	a	DET
alkej-961	127	2	summary	summary	NOUN
alkej-961	127	3	of	of	ADP
alkej-961	127	4	the	the	DET
alkej-961	127	5	papers	paper	NOUN
alkej-961	127	6	is	be	AUX
alkej-961	127	7	shown	show	VERB
alkej-961	127	8	in	in	ADP
alkej-961	127	9	table	table	NOUN
alkej-961	127	10	1	1	NUM
alkej-961	127	11	.	.	PUNCT
alkej-961	127	12	table	table	NOUN
alkej-961	127	13	1	1	NUM
alkej-961	127	14	,	,	PUNCT
alkej-961	127	15	literature	literature	NOUN
alkej-961	127	16	survey	survey	NOUN
alkej-961	127	17	of	of	ADP
alkej-961	127	18	all	all	DET
alkej-961	127	19	the	the	DET
alkej-961	127	20	referred	refer	VERB
alkej-961	127	21	papers	paper	NOUN
alkej-961	127	22	year	year	NOUN
alkej-961	127	23	author	author	NOUN
alkej-961	127	24	point	point	NOUN
alkej-961	127	25	of	of	ADP
alkej-961	127	26	selecting	select	VERB
alkej-961	127	27	the	the	DET
alkej-961	127	28	research	research	NOUN
alkej-961	127	29	2019	2019	NUM
alkej-961	127	30	liu	liu	PROPN
alkej-961	127	31	et	et	PROPN
alkej-961	127	32	al	al	PROPN
alkej-961	127	33	.	.	PUNCT
alkej-961	128	1	[	[	X
alkej-961	128	2	19	19	NUM
alkej-961	128	3	]	]	PUNCT
alkej-961	128	4	explored	explore	VERB
alkej-961	128	5	hybrid	hybrid	ADJ
alkej-961	128	6	deep	deep	ADJ
alkej-961	128	7	learning	learning	NOUN
alkej-961	128	8	methods	method	NOUN
alkej-961	128	9	for	for	ADP
alkej-961	128	10	anomaly	anomaly	NOUN
alkej-961	128	11	detection	detection	NOUN
alkej-961	128	12	in	in	ADP
alkej-961	128	13	crowded	crowded	ADJ
alkej-961	128	14	areas	area	NOUN
alkej-961	128	15	using	use	VERB
alkej-961	128	16	unsupervised	unsupervised	ADJ
alkej-961	128	17	methods	method	NOUN
alkej-961	128	18	.	.	PUNCT
alkej-961	129	1	2020	2020	NUM
alkej-961	129	2	sreenu	sreenu	PROPN
alkej-961	129	3	et	et	PROPN
alkej-961	129	4	al	al	PROPN
alkej-961	129	5	.	.	PUNCT
alkej-961	130	1	[	[	X
alkej-961	130	2	21	21	NUM
alkej-961	130	3	]	]	PUNCT
alkej-961	130	4	presented	present	VERB
alkej-961	130	5	live	live	ADJ
alkej-961	130	6	cctv	cctv	NOUN
alkej-961	130	7	streaming	streaming	NOUN
alkej-961	130	8	videos	video	NOUN
alkej-961	130	9	as	as	ADP
alkej-961	130	10	a	a	DET
alkej-961	130	11	key	key	ADJ
alkej-961	130	12	big	big	ADJ
alkej-961	130	13	data	datum	NOUN
alkej-961	130	14	source	source	NOUN
alkej-961	130	15	for	for	ADP
alkej-961	130	16	security	security	NOUN
alkej-961	130	17	in	in	ADP
alkej-961	130	18	crowded	crowded	ADJ
alkej-961	130	19	areas	area	NOUN
alkej-961	130	20	.	.	PUNCT
alkej-961	131	1	2020	2020	NUM
alkej-961	131	2	farroq	farroq	PROPN
alkej-961	131	3	et	et	PROPN
alkej-961	131	4	al	al	PROPN
alkej-961	131	5	.	.	PUNCT
alkej-961	132	1	[	[	X
alkej-961	132	2	22	22	NUM
alkej-961	132	3	]	]	PUNCT
alkej-961	132	4	proposed	propose	VERB
alkej-961	132	5	cnn	cnn	PROPN
alkej-961	132	6	-	-	PUNCT
alkej-961	132	7	based	base	VERB
alkej-961	132	8	approach	approach	NOUN
alkej-961	132	9	to	to	PART
alkej-961	132	10	detect	detect	VERB
alkej-961	132	11	crowd	crowd	NOUN
alkej-961	132	12	divergence	divergence	NOUN
alkej-961	132	13	behavior	behavior	NOUN
alkej-961	132	14	and	and	CCONJ
alkej-961	132	15	prevent	prevent	VERB
alkej-961	132	16	stampedes	stampede	NOUN
alkej-961	132	17	,	,	PUNCT
alkej-961	132	18	outperforming	outperform	VERB
alkej-961	132	19	other	other	ADJ
alkej-961	132	20	techniques	technique	NOUN
alkej-961	132	21	.	.	PUNCT
alkej-961	133	1	2020	2020	NUM
alkej-961	133	2	behera	behera	PROPN
alkej-961	133	3	et	et	PROPN
alkej-961	133	4	al	al	PROPN
alkej-961	133	5	.	.	PUNCT
alkej-961	134	1	[	[	X
alkej-961	134	2	23	23	NUM
alkej-961	134	3	]	]	PUNCT
alkej-961	134	4	suggested	suggest	VERB
alkej-961	134	5	pidlnet	pidlnet	NOUN
alkej-961	134	6	,	,	PUNCT
alkej-961	134	7	combining	combine	VERB
alkej-961	134	8	3d	3d	NUM
alkej-961	134	9	convolutional	convolutional	ADJ
alkej-961	134	10	features	feature	NOUN
alkej-961	134	11	with	with	ADP
alkej-961	134	12	physics	physics	NOUN
alkej-961	134	13	-	-	PUNCT
alkej-961	134	14	based	base	VERB
alkej-961	134	15	properties	property	NOUN
alkej-961	134	16	for	for	ADP
alkej-961	134	17	crowd	crowd	NOUN
alkej-961	134	18	action	action	NOUN
alkej-961	134	19	prediction	prediction	NOUN
alkej-961	134	20	2020	2020	NUM
alkej-961	134	21	varghese	varghese	PROPN
alkej-961	134	22	et	et	PROPN
alkej-961	134	23	al	al	PROPN
alkej-961	134	24	.	.	PUNCT
alkej-961	135	1	[	[	X
alkej-961	135	2	24	24	NUM
alkej-961	135	3	]	]	PUNCT
alkej-961	135	4	developed	develop	VERB
alkej-961	135	5	a	a	DET
alkej-961	135	6	model	model	NOUN
alkej-961	135	7	combining	combine	VERB
alkej-961	135	8	deep	deep	ADJ
alkej-961	135	9	learning	learning	NOUN
alkej-961	135	10	and	and	CCONJ
alkej-961	135	11	fuzzy	fuzzy	ADJ
alkej-961	135	12	logic	logic	NOUN
alkej-961	135	13	for	for	ADP
alkej-961	135	14	crowd	crowd	NOUN
alkej-961	135	15	behavior	behavior	NOUN
alkej-961	135	16	management	management	NOUN
alkej-961	135	17	2021	2021	NUM
alkej-961	135	18	peixoto	peixoto	NOUN
alkej-961	135	19	et	et	PROPN
alkej-961	135	20	al	al	PROPN
alkej-961	135	21	.	.	PUNCT
alkej-961	136	1	[	[	X
alkej-961	136	2	25	25	NUM
alkej-961	136	3	]	]	PUNCT
alkej-961	136	4	presented	present	VERB
alkej-961	136	5	cnn	cnn	PROPN
alkej-961	136	6	-	-	PUNCT
alkej-961	136	7	lstm	lstm	PROPN
alkej-961	136	8	and	and	CCONJ
alkej-961	136	9	c3d	c3d	VERB
alkej-961	136	10	neural	neural	ADJ
alkej-961	136	11	networks	network	NOUN
alkej-961	136	12	for	for	ADP
alkej-961	136	13	violence	violence	NOUN
alkej-961	136	14	detection	detection	NOUN
alkej-961	136	15	,	,	PUNCT
alkej-961	136	16	achieving	achieve	VERB
alkej-961	136	17	56	56	NUM
alkej-961	136	18	%	%	NOUN
alkej-961	136	19	accuracy	accuracy	NOUN
alkej-961	136	20	.	.	PUNCT
alkej-961	137	1	sara	sara	PROPN
alkej-961	137	2	ayad	ayad	PROPN
alkej-961	137	3	al	al	PROPN
alkej-961	137	4	-	-	PUNCT
alkej-961	137	5	khwarizmi	khwarizmi	PROPN
alkej-961	137	6	engineering	engineering	NOUN
alkej-961	137	7	journal	journal	PROPN
alkej-961	137	8	,	,	PUNCT
alkej-961	137	9	vol	vol	NOUN
alkej-961	137	10	.	.	PROPN
alkej-961	137	11	21	21	NUM
alkej-961	137	12	,	,	PUNCT
alkej-961	137	13	no.3	no.3	VERB
alkej-961	137	14	,	,	PUNCT
alkej-961	137	15	pp	pp	X
alkej-961	137	16	.	.	PUNCT
alkej-961	137	17	5565	5565	NUM
alkej-961	137	18	(	(	PUNCT
alkej-961	137	19	2025	2025	NUM
alkej-961	137	20	)	)	PUNCT
alkej-961	137	21	59	59	NUM
alkej-961	137	22	3	3	NUM
alkej-961	137	23	.	.	PUNCT
alkej-961	137	24	methodology	methodology	NOUN
alkej-961	137	25	section	section	NOUN
alkej-961	137	26	3	3	NUM
alkej-961	137	27	presents	present	VERB
alkej-961	137	28	an	an	DET
alkej-961	137	29	overview	overview	NOUN
alkej-961	137	30	of	of	ADP
alkej-961	137	31	the	the	DET
alkej-961	137	32	study	study	NOUN
alkej-961	137	33	’s	’s	PART
alkej-961	137	34	methodologies	methodology	NOUN
alkej-961	137	35	,	,	PUNCT
alkej-961	137	36	including	include	VERB
alkej-961	137	37	dataset	dataset	NOUN
alkej-961	137	38	acquisition	acquisition	NOUN
alkej-961	137	39	,	,	PUNCT
alkej-961	137	40	data	datum	NOUN
alkej-961	137	41	pre	pre	ADJ
alkej-961	137	42	-	-	ADJ
alkej-961	137	43	processing	processing	ADJ
alkej-961	137	44	techniques	technique	NOUN
alkej-961	137	45	(	(	PUNCT
alkej-961	137	46	such	such	ADJ
alkej-961	137	47	as	as	ADP
alkej-961	137	48	gamma	gamma	NOUN
alkej-961	137	49	correction	correction	NOUN
alkej-961	137	50	)	)	PUNCT
alkej-961	137	51	and	and	CCONJ
alkej-961	137	52	the	the	DET
alkej-961	137	53	design	design	NOUN
alkej-961	137	54	of	of	ADP
alkej-961	137	55	the	the	DET
alkej-961	137	56	cnn	cnn	PROPN
alkej-961	137	57	model	model	NOUN
alkej-961	137	58	for	for	ADP
alkej-961	137	59	violence	violence	NOUN
alkej-961	137	60	prediction	prediction	NOUN
alkej-961	137	61	.	.	PUNCT
alkej-961	138	1	moreover	moreover	ADV
alkej-961	138	2	,	,	PUNCT
alkej-961	138	3	this	this	DET
alkej-961	138	4	section	section	NOUN
alkej-961	138	5	explains	explain	VERB
alkej-961	138	6	the	the	DET
alkej-961	138	7	training	training	NOUN
alkej-961	138	8	,	,	PUNCT
alkej-961	138	9	evaluation	evaluation	NOUN
alkej-961	138	10	and	and	CCONJ
alkej-961	138	11	performance	performance	NOUN
alkej-961	138	12	metrics	metric	NOUN
alkej-961	138	13	of	of	ADP
alkej-961	138	14	these	these	DET
alkej-961	138	15	models	model	NOUN
alkej-961	138	16	,	,	PUNCT
alkej-961	138	17	including	include	VERB
alkej-961	138	18	the	the	DET
alkej-961	138	19	hybrid	hybrid	ADJ
alkej-961	138	20	model	model	NOUN
alkej-961	138	21	(	(	PUNCT
alkej-961	138	22	cnn	cnn	PROPN
alkej-961	138	23	–	–	PUNCT
alkej-961	138	24	svm	svm	PROPN
alkej-961	138	25	)	)	PUNCT
alkej-961	138	26	for	for	ADP
alkej-961	138	27	feature	feature	NOUN
alkej-961	138	28	extraction	extraction	NOUN
alkej-961	138	29	.	.	PUNCT
alkej-961	139	1	3.1	3.1	NUM
alkej-961	139	2	datasets	dataset	NOUN
alkej-961	139	3	the	the	DET
alkej-961	139	4	real	real	ADJ
alkej-961	139	5	-	-	PUNCT
alkej-961	139	6	life	life	NOUN
alkej-961	139	7	violence	violence	NOUN
alkej-961	139	8	situations	situation	NOUN
alkej-961	139	9	dataset	dataset	VERB
alkej-961	139	10	[	[	X
alkej-961	139	11	35	35	NUM
alkej-961	139	12	]	]	PUNCT
alkej-961	139	13	consists	consist	VERB
alkej-961	139	14	of	of	ADP
alkej-961	139	15	2000	2000	NUM
alkej-961	139	16	videos	video	NOUN
alkej-961	139	17	,	,	PUNCT
alkej-961	139	18	which	which	PRON
alkej-961	139	19	takes	take	VERB
alkej-961	139	20	1000	1000	NUM
alkej-961	139	21	violence	violence	NOUN
alkej-961	139	22	videos	video	NOUN
alkej-961	139	23	and	and	CCONJ
alkej-961	139	24	1000	1000	NUM
alkej-961	139	25	non	non	ADJ
alkej-961	139	26	-	-	ADJ
alkej-961	139	27	violence	violence	ADJ
alkej-961	139	28	videos	video	NOUN
alkej-961	139	29	crawled	crawl	VERB
alkej-961	139	30	from	from	ADP
alkej-961	139	31	youtube	youtube	NOUN
alkej-961	139	32	.	.	PUNCT
alkej-961	140	1	each	each	DET
alkej-961	140	2	video	video	NOUN
alkej-961	140	3	ranges	range	VERB
alkej-961	140	4	from	from	ADP
alkej-961	140	5	50	50	NUM
alkej-961	140	6	-	-	SYM
alkej-961	140	7	150	150	NUM
alkej-961	140	8	frames	frame	NOUN
alkej-961	140	9	,	,	PUNCT
alkej-961	140	10	and	and	CCONJ
alkej-961	140	11	the	the	DET
alkej-961	140	12	violent	violent	ADJ
alkej-961	140	13	and	and	CCONJ
alkej-961	140	14	non	non	ADJ
alkej-961	140	15	-	-	ADJ
alkej-961	140	16	violent	violent	ADJ
alkej-961	140	17	videos	video	NOUN
alkej-961	140	18	are	be	AUX
alkej-961	140	19	clips	clip	NOUN
alkej-961	140	20	of	of	ADP
alkej-961	140	21	everyday	everyday	ADJ
alkej-961	140	22	life	life	NOUN
alkej-961	140	23	.	.	PUNCT
alkej-961	141	1	various	various	ADJ
alkej-961	141	2	images	image	NOUN
alkej-961	141	3	from	from	ADP
alkej-961	141	4	the	the	DET
alkej-961	141	5	movies	movie	NOUN
alkej-961	141	6	are	be	AUX
alkej-961	141	7	shown	show	VERB
alkej-961	141	8	in	in	ADP
alkej-961	141	9	fig	fig	NOUN
alkej-961	141	10	.	.	PUNCT
alkej-961	142	1	2	2	NUM
alkej-961	142	2	,	,	PUNCT
alkej-961	142	3	showing	show	VERB
alkej-961	142	4	images	image	NOUN
alkej-961	142	5	of	of	ADP
alkej-961	142	6	violence	violence	NOUN
alkej-961	142	7	with	with	ADP
alkej-961	142	8	the	the	DET
alkej-961	142	9	head	head	NOUN
alkej-961	142	10	of	of	ADP
alkej-961	142	11	the	the	DET
alkej-961	142	12	first	first	ADJ
alkej-961	142	13	row	row	NOUN
alkej-961	142	14	and	and	CCONJ
alkej-961	142	15	non	non	ADJ
alkej-961	142	16	-	-	NOUN
alkej-961	142	17	violence	violence	NOUN
alkej-961	142	18	of	of	ADP
alkej-961	142	19	the	the	DET
alkej-961	142	20	watershed	watershed	NOUN
alkej-961	142	21	of	of	ADP
alkej-961	142	22	the	the	DET
alkej-961	142	23	second	second	ADJ
alkej-961	142	24	row	row	NOUN
alkej-961	142	25	.	.	PUNCT
alkej-961	143	1	fig	fig	NOUN
alkej-961	143	2	.	.	PUNCT
alkej-961	144	1	2	2	X
alkej-961	144	2	.	.	X
alkej-961	144	3	rlvs	rlvs	ADJ
alkej-961	144	4	dataset	dataset	NOUN
alkej-961	144	5	samples	sample	NOUN
alkej-961	144	6	for	for	ADP
alkej-961	144	7	(	(	PUNCT
alkej-961	144	8	a	a	PRON
alkej-961	144	9	)	)	PUNCT
alkej-961	144	10	violence	violence	NOUN
alkej-961	144	11	and	and	CCONJ
alkej-961	144	12	(	(	PUNCT
alkej-961	144	13	b	b	NOUN
alkej-961	144	14	)	)	PUNCT
alkej-961	144	15	non	non	NOUN
alkej-961	144	16	-	-	NOUN
alkej-961	144	17	violence	violence	NOUN
alkej-961	144	18	.	.	PUNCT
alkej-961	145	1	3.2	3.2	NUM
alkej-961	145	2	proposed	propose	VERB
alkej-961	145	3	approach	approach	NOUN
alkej-961	145	4	the	the	DET
alkej-961	145	5	block	block	NOUN
alkej-961	145	6	diagram	diagram	NOUN
alkej-961	145	7	provides	provide	VERB
alkej-961	145	8	a	a	DET
alkej-961	145	9	quick	quick	ADJ
alkej-961	145	10	summary	summary	NOUN
alkej-961	145	11	of	of	ADP
alkej-961	145	12	all	all	DET
alkej-961	145	13	the	the	DET
alkej-961	145	14	procedures	procedure	NOUN
alkej-961	145	15	and	and	CCONJ
alkej-961	145	16	stages	stage	NOUN
alkej-961	145	17	involved	involve	VERB
alkej-961	145	18	in	in	ADP
alkej-961	145	19	our	our	PRON
alkej-961	145	20	methodology	methodology	NOUN
alkej-961	145	21	(	(	PUNCT
alkej-961	145	22	fig	fig	NOUN
alkej-961	145	23	.	.	PUNCT
alkej-961	146	1	3	3	NUM
alkej-961	146	2	)	)	PUNCT
alkej-961	146	3	.	.	PUNCT
alkej-961	147	1	this	this	DET
alkej-961	147	2	diagram	diagram	NOUN
alkej-961	147	3	is	be	AUX
alkej-961	147	4	divided	divide	VERB
alkej-961	147	5	into	into	ADP
alkej-961	147	6	three	three	NUM
alkej-961	147	7	phases	phase	NOUN
alkej-961	147	8	:	:	PUNCT
alkej-961	147	9	dataset	dataset	NOUN
alkej-961	147	10	preprocessing	preprocessing	NOUN
alkej-961	147	11	,	,	PUNCT
alkej-961	147	12	model	model	NOUN
alkej-961	147	13	training	training	NOUN
alkej-961	147	14	and	and	CCONJ
alkej-961	147	15	testing	testing	NOUN
alkej-961	147	16	and	and	CCONJ
alkej-961	147	17	validation	validation	NOUN
alkej-961	147	18	.	.	PUNCT
alkej-961	148	1	the	the	DET
alkej-961	148	2	initial	initial	ADJ
alkej-961	148	3	stage	stage	NOUN
alkej-961	148	4	,	,	PUNCT
alkej-961	148	5	known	know	VERB
alkej-961	148	6	as	as	ADP
alkej-961	148	7	preprocessing	preprocessing	NOUN
alkej-961	148	8	,	,	PUNCT
alkej-961	148	9	involves	involve	VERB
alkej-961	148	10	gathering	gather	VERB
alkej-961	148	11	raw	raw	ADJ
alkej-961	148	12	data	datum	NOUN
alkej-961	148	13	,	,	PUNCT
alkej-961	148	14	cleaning	clean	VERB
alkej-961	148	15	it	it	PRON
alkej-961	148	16	and	and	CCONJ
alkej-961	148	17	adapting	adapt	VERB
alkej-961	148	18	it	it	PRON
alkej-961	148	19	for	for	ADP
alkej-961	148	20	compatibility	compatibility	NOUN
alkej-961	148	21	with	with	ADP
alkej-961	148	22	a	a	DET
alkej-961	148	23	machine	machine	NOUN
alkej-961	148	24	learning	learn	VERB
alkej-961	148	25	model	model	NOUN
alkej-961	148	26	.	.	PUNCT
alkej-961	149	1	thereafter	thereafter	ADV
alkej-961	149	2	,	,	PUNCT
alkej-961	149	3	the	the	DET
alkej-961	149	4	models	model	NOUN
alkej-961	149	5	2021	2021	NUM
alkej-961	149	6	soliman	soliman	NOUN
alkej-961	149	7	et	et	PROPN
alkej-961	149	8	al	al	PROPN
alkej-961	149	9	.	.	PUNCT
alkej-961	150	1	[	[	X
alkej-961	150	2	26	26	NUM
alkej-961	150	3	]	]	PUNCT
alkej-961	150	4	used	use	VERB
alkej-961	150	5	cnn	cnn	PROPN
alkej-961	150	6	-	-	PUNCT
alkej-961	150	7	lstm	lstm	ADJ
alkej-961	150	8	approach	approach	NOUN
alkej-961	150	9	for	for	ADP
alkej-961	150	10	violence	violence	NOUN
alkej-961	150	11	detection	detection	NOUN
alkej-961	150	12	,	,	PUNCT
alkej-961	150	13	reaching	reach	VERB
alkej-961	150	14	88.2	88.2	NUM
alkej-961	150	15	%	%	NOUN
alkej-961	150	16	accuracy	accuracy	NOUN
alkej-961	150	17	on	on	ADP
alkej-961	150	18	the	the	DET
alkej-961	150	19	reallife	reallife	NOUN
alkej-961	150	20	violence	violence	NOUN
alkej-961	150	21	situations	situation	NOUN
alkej-961	150	22	dataset	dataset	VERB
alkej-961	150	23	.	.	PUNCT
alkej-961	151	1	2021	2021	NUM
alkej-961	151	2	abdali	abdali	PROPN
alkej-961	151	3	et	et	PROPN
alkej-961	151	4	al	al	PROPN
alkej-961	151	5	.	.	PUNCT
alkej-961	152	1	[	[	X
alkej-961	152	2	27	27	NUM
alkej-961	152	3	]	]	PUNCT
alkej-961	152	4	developed	develop	VERB
alkej-961	152	5	a	a	DET
alkej-961	152	6	real	real	ADJ
alkej-961	152	7	-	-	PUNCT
alkej-961	152	8	time	time	NOUN
alkej-961	152	9	violence	violence	NOUN
alkej-961	152	10	detector	detector	NOUN
alkej-961	152	11	with	with	ADP
alkej-961	152	12	98	98	NUM
alkej-961	152	13	%	%	NOUN
alkej-961	152	14	accuracy	accuracy	NOUN
alkej-961	152	15	at	at	ADP
alkej-961	152	16	131	131	NUM
alkej-961	152	17	fps	fps	PROPN
alkej-961	152	18	2021	2021	NUM
alkej-961	152	19	jain	jain	PROPN
alkej-961	152	20	et	et	PROPN
alkej-961	152	21	al	al	PROPN
alkej-961	152	22	.	.	PUNCT
alkej-961	153	1	[	[	X
alkej-961	153	2	28	28	NUM
alkej-961	153	3	]	]	X
alkej-961	153	4	utilized	utilize	VERB
alkej-961	153	5	inception	inception	NOUN
alkej-961	153	6	resnetv2	resnetv2	NOUN
alkej-961	153	7	to	to	PART
alkej-961	153	8	transform	transform	VERB
alkej-961	153	9	rgb	rgb	PROPN
alkej-961	153	10	videos	video	NOUN
alkej-961	153	11	into	into	ADP
alkej-961	153	12	dynamic	dynamic	ADJ
alkej-961	153	13	images	image	NOUN
alkej-961	153	14	for	for	ADP
alkej-961	153	15	motion	motion	NOUN
alkej-961	153	16	recognition	recognition	NOUN
alkej-961	153	17	,	,	PUNCT
alkej-961	153	18	achieving	achieve	VERB
alkej-961	153	19	up	up	ADP
alkej-961	153	20	to	to	PART
alkej-961	153	21	100	100	NUM
alkej-961	153	22	%	%	NOUN
alkej-961	153	23	accuracy	accuracy	NOUN
alkej-961	153	24	.	.	PUNCT
alkej-961	154	1	2021	2021	NUM
alkej-961	154	2	sernani	sernani	PROPN
alkej-961	154	3	et	et	PROPN
alkej-961	154	4	al	al	PROPN
alkej-961	154	5	.	.	PUNCT
alkej-961	155	1	[	[	X
alkej-961	155	2	29	29	NUM
alkej-961	155	3	]	]	PUNCT
alkej-961	155	4	focused	focus	VERB
alkej-961	155	5	on	on	ADP
alkej-961	155	6	reducing	reduce	VERB
alkej-961	155	7	false	false	ADJ
alkej-961	155	8	positives	positive	NOUN
alkej-961	155	9	in	in	ADP
alkej-961	155	10	violent	violent	ADJ
alkej-961	155	11	behavior	behavior	NOUN
alkej-961	155	12	detection	detection	NOUN
alkej-961	155	13	models	model	NOUN
alkej-961	155	14	2021	2021	NUM
alkej-961	155	15	kang	kang	PROPN
alkej-961	155	16	et	et	PROPN
alkej-961	155	17	al	al	PROPN
alkej-961	155	18	.	.	PUNCT
alkej-961	156	1	[	[	X
alkej-961	156	2	30	30	NUM
alkej-961	156	3	]	]	PUNCT
alkej-961	156	4	proposed	propose	VERB
alkej-961	156	5	mobilenetv3	mobilenetv3	NOUN
alkej-961	156	6	and	and	CCONJ
alkej-961	156	7	efficientnet	efficientnet	NOUN
alkej-961	156	8	-	-	PUNCT
alkej-961	156	9	b0	b0	NOUN
alkej-961	156	10	architecture	architecture	NOUN
alkej-961	156	11	with	with	ADP
alkej-961	156	12	less	less	ADJ
alkej-961	156	13	computational	computational	ADJ
alkej-961	156	14	power	power	NOUN
alkej-961	156	15	than	than	ADP
alkej-961	156	16	existing	exist	VERB
alkej-961	156	17	3d	3d	NOUN
alkej-961	156	18	-	-	PUNCT
alkej-961	156	19	cnns	cnns	NOUN
alkej-961	156	20	.	.	PUNCT
alkej-961	157	1	2021	2021	NUM
alkej-961	157	2	gadelkarim	gadelkarim	PROPN
alkej-961	157	3	et	et	PROPN
alkej-961	157	4	al	al	PROPN
alkej-961	157	5	.	.	PUNCT
alkej-961	158	1	[	[	X
alkej-961	158	2	31	31	NUM
alkej-961	158	3	]	]	PUNCT
alkej-961	158	4	proposed	propose	VERB
alkej-961	158	5	models	model	NOUN
alkej-961	158	6	for	for	ADP
alkej-961	158	7	violence	violence	NOUN
alkej-961	158	8	detection	detection	NOUN
alkej-961	158	9	benefiting	benefit	VERB
alkej-961	158	10	from	from	ADP
alkej-961	158	11	transfer	transfer	NOUN
alkej-961	158	12	learning	learning	NOUN
alkej-961	158	13	,	,	PUNCT
alkej-961	158	14	achieving	achieve	VERB
alkej-961	158	15	higher	high	ADJ
alkej-961	158	16	accuracy	accuracy	NOUN
alkej-961	158	17	on	on	ADP
alkej-961	158	18	xd	xd	NOUN
alkej-961	158	19	-	-	PUNCT
alkej-961	158	20	violence	violence	NOUN
alkej-961	158	21	and	and	CCONJ
alkej-961	158	22	ucf	ucf	PROPN
alkej-961	158	23	-	-	PUNCT
alkej-961	158	24	crime	crime	NOUN
alkej-961	158	25	datasets	dataset	NOUN
alkej-961	158	26	.	.	PUNCT
alkej-961	159	1	2021	2021	NUM
alkej-961	160	1	islam	islam	PROPN
alkej-961	160	2	et	et	PROPN
alkej-961	160	3	al	al	PROPN
alkej-961	160	4	.	.	PUNCT
alkej-961	161	1	[	[	X
alkej-961	161	2	32	32	NUM
alkej-961	161	3	]	]	PUNCT
alkej-961	161	4	proposed	propose	VERB
alkej-961	161	5	two	two	NUM
alkej-961	161	6	-	-	PUNCT
alkej-961	161	7	stream	stream	NOUN
alkej-961	161	8	deep	deep	ADJ
alkej-961	161	9	learning	learning	NOUN
alkej-961	161	10	model	model	NOUN
alkej-961	161	11	with	with	ADP
alkej-961	161	12	significant	significant	ADJ
alkej-961	161	13	performance	performance	NOUN
alkej-961	161	14	on	on	ADP
alkej-961	161	15	rwf2000	rwf2000	ADJ
alkej-961	161	16	dataset	dataset	NOUN
alkej-961	161	17	.	.	PUNCT
alkej-961	162	1	2021	2021	NUM
alkej-961	162	2	honarjoo	honarjoo	ADV
alkej-961	162	3	et	et	PROPN
alkej-961	162	4	al	al	PROPN
alkej-961	162	5	.	.	PUNCT
alkej-961	163	1	[	[	X
alkej-961	163	2	33	33	NUM
alkej-961	163	3	]	]	PUNCT
alkej-961	163	4	used	use	VERB
alkej-961	163	5	convolutional	convolutional	ADJ
alkej-961	163	6	-	-	PUNCT
alkej-961	163	7	based	base	VERB
alkej-961	163	8	approach	approach	NOUN
alkej-961	163	9	to	to	PART
alkej-961	163	10	process	process	VERB
alkej-961	163	11	violent	violent	ADJ
alkej-961	163	12	datasets	dataset	NOUN
alkej-961	163	13	with	with	ADP
alkej-961	163	14	feature	feature	NOUN
alkej-961	163	15	vectors	vector	NOUN
alkej-961	163	16	.	.	PUNCT
alkej-961	164	1	2021	2021	NUM
alkej-961	164	2	guedes	guede	NOUN
alkej-961	164	3	et	et	NOUN
alkej-961	164	4	al	al	PROPN
alkej-961	164	5	.	.	PUNCT
alkej-961	165	1	[	[	X
alkej-961	165	2	34	34	NUM
alkej-961	165	3	]	]	PUNCT
alkej-961	165	4	developed	develop	VERB
alkej-961	165	5	method	method	NOUN
alkej-961	165	6	using	use	VERB
alkej-961	165	7	dynamic	dynamic	ADJ
alkej-961	165	8	images	image	NOUN
alkej-961	165	9	with	with	ADP
alkej-961	165	10	cnn	cnn	PROPN
alkej-961	165	11	and	and	CCONJ
alkej-961	165	12	svm	svm	PROPN
alkej-961	165	13	,	,	PUNCT
alkej-961	165	14	achieving	achieve	VERB
alkej-961	165	15	high	high	ADJ
alkej-961	165	16	accuracy	accuracy	NOUN
alkej-961	165	17	in	in	ADP
alkej-961	165	18	various	various	ADJ
alkej-961	165	19	datasets	dataset	NOUN
alkej-961	165	20	,	,	PUNCT
alkej-961	165	21	including	include	VERB
alkej-961	165	22	movies	movie	NOUN
alkej-961	165	23	and	and	CCONJ
alkej-961	165	24	crowd	crowd	NOUN
alkej-961	165	25	violence	violence	NOUN
alkej-961	165	26	.	.	PUNCT
alkej-961	166	1	sara	sara	PROPN
alkej-961	166	2	ayad	ayad	PROPN
alkej-961	166	3	al	al	PROPN
alkej-961	166	4	-	-	PUNCT
alkej-961	166	5	khwarizmi	khwarizmi	PROPN
alkej-961	166	6	engineering	engineering	NOUN
alkej-961	166	7	journal	journal	PROPN
alkej-961	166	8	,	,	PUNCT
alkej-961	166	9	vol	vol	NOUN
alkej-961	166	10	.	.	PROPN
alkej-961	166	11	21	21	NUM
alkej-961	166	12	,	,	PUNCT
alkej-961	166	13	no.3	no.3	VERB
alkej-961	166	14	,	,	PUNCT
alkej-961	166	15	pp	pp	X
alkej-961	166	16	.	.	PUNCT
alkej-961	166	17	5565	5565	NUM
alkej-961	166	18	(	(	PUNCT
alkej-961	166	19	2025	2025	NUM
alkej-961	166	20	)	)	PUNCT
alkej-961	166	21	60	60	NUM
alkej-961	166	22	are	be	AUX
alkej-961	166	23	trained	train	VERB
alkej-961	166	24	for	for	ADP
alkej-961	166	25	a	a	DET
alkej-961	166	26	specific	specific	ADJ
alkej-961	166	27	task	task	NOUN
alkej-961	166	28	using	use	VERB
alkej-961	166	29	either	either	CCONJ
alkej-961	166	30	newly	newly	ADV
alkej-961	166	31	collected	collect	VERB
alkej-961	166	32	data	datum	NOUN
alkej-961	166	33	or	or	CCONJ
alkej-961	166	34	pre	pre	ADJ
alkej-961	166	35	-	-	ADJ
alkej-961	166	36	trained	train	VERB
alkej-961	166	37	modules	module	NOUN
alkej-961	166	38	.	.	PUNCT
alkej-961	167	1	after	after	SCONJ
alkej-961	167	2	the	the	DET
alkej-961	167	3	models	model	NOUN
alkej-961	167	4	have	have	AUX
alkej-961	167	5	learned	learn	VERB
alkej-961	167	6	the	the	DET
alkej-961	167	7	fundamentals	fundamental	NOUN
alkej-961	167	8	,	,	PUNCT
alkej-961	167	9	they	they	PRON
alkej-961	167	10	are	be	AUX
alkej-961	167	11	tested	test	VERB
alkej-961	167	12	across	across	ADP
alkej-961	167	13	various	various	ADJ
alkej-961	167	14	applications	application	NOUN
alkej-961	167	15	to	to	PART
alkej-961	167	16	evaluate	evaluate	VERB
alkej-961	167	17	their	their	PRON
alkej-961	167	18	performance	performance	NOUN
alkej-961	167	19	in	in	ADP
alkej-961	167	20	real	real	ADJ
alkej-961	167	21	-	-	PUNCT
alkej-961	167	22	world	world	NOUN
alkej-961	167	23	scenarios	scenario	NOUN
alkej-961	167	24	.	.	PUNCT
alkej-961	168	1	each	each	DET
alkej-961	168	2	procedure	procedure	NOUN
alkej-961	168	3	is	be	AUX
alkej-961	168	4	discussed	discuss	VERB
alkej-961	168	5	in	in	ADP
alkej-961	168	6	detail	detail	NOUN
alkej-961	168	7	below	below	ADV
alkej-961	168	8	.	.	PUNCT
alkej-961	169	1	fig	fig	NOUN
alkej-961	169	2	.	.	PUNCT
alkej-961	170	1	3	3	X
alkej-961	170	2	.	.	NUM
alkej-961	170	3	proposed	propose	VERB
alkej-961	170	4	model	model	PROPN
alkej-961	170	5	’s	’s	PART
alkej-961	170	6	block	block	PROPN
alkej-961	170	7	diagram	diagram	PROPN
alkej-961	170	8	3.2.1	3.2.1	NUM
alkej-961	170	9	data	datum	NOUN
alkej-961	170	10	pre	pre	ADJ
alkej-961	170	11	-	-	ADJ
alkej-961	170	12	processing	processing	ADJ
alkej-961	170	13	noise	noise	NOUN
alkej-961	170	14	and	and	CCONJ
alkej-961	170	15	missing	miss	VERB
alkej-961	170	16	values	value	NOUN
alkej-961	170	17	are	be	AUX
alkej-961	170	18	unavoidable	unavoidable	ADJ
alkej-961	170	19	in	in	ADP
alkej-961	170	20	the	the	DET
alkej-961	170	21	real	real	ADJ
alkej-961	170	22	world	world	NOUN
alkej-961	170	23	data	datum	NOUN
alkej-961	170	24	,	,	PUNCT
alkej-961	170	25	and	and	CCONJ
alkej-961	170	26	ill	ill	ADV
alkej-961	170	27	-	-	PUNCT
alkej-961	170	28	structured	structured	ADJ
alkej-961	170	29	data	datum	NOUN
alkej-961	170	30	will	will	AUX
alkej-961	170	31	mislead	mislead	VERB
alkej-961	170	32	machine	machine	NOUN
alkej-961	170	33	learning	learning	NOUN
alkej-961	170	34	models	model	NOUN
alkej-961	170	35	.	.	PUNCT
alkej-961	171	1	pre	pre	ADJ
alkej-961	171	2	-	-	ADJ
alkej-961	171	3	processingthe	processingthe	ADJ
alkej-961	171	4	preprocessing	preprocessing	NOUN
alkej-961	171	5	is	be	AUX
alkej-961	171	6	intended	intend	VERB
alkej-961	171	7	to	to	PART
alkej-961	171	8	bring	bring	VERB
alkej-961	171	9	higher	high	ADJ
alkej-961	171	10	quality	quality	NOUN
alkej-961	171	11	and	and	CCONJ
alkej-961	171	12	accuracy	accuracy	NOUN
alkej-961	171	13	to	to	ADP
alkej-961	171	14	the	the	DET
alkej-961	171	15	dataset	dataset	NOUN
alkej-961	171	16	by	by	ADP
alkej-961	171	17	refining	refine	VERB
alkej-961	171	18	the	the	DET
alkej-961	171	19	information	information	NOUN
alkej-961	171	20	in	in	ADP
alkej-961	171	21	a	a	DET
alkej-961	171	22	descending	descend	VERB
alkej-961	171	23	order	order	NOUN
alkej-961	171	24	of	of	ADP
alkej-961	171	25	priority	priority	NOUN
alkej-961	171	26	and	and	CCONJ
alkej-961	171	27	is	be	AUX
alkej-961	171	28	empirical	empirical	ADJ
alkej-961	171	29	in	in	ADP
alkej-961	171	30	nature	nature	NOUN
alkej-961	171	31	to	to	PART
alkej-961	171	32	ensure	ensure	VERB
alkej-961	171	33	the	the	DET
alkej-961	171	34	reliability	reliability	NOUN
alkej-961	171	35	in	in	ADP
alkej-961	171	36	actual	actual	ADJ
alkej-961	171	37	career	career	NOUN
alkej-961	171	38	the	the	DET
alkej-961	171	39	consistency	consistency	NOUN
alkej-961	171	40	of	of	ADP
alkej-961	171	41	the	the	DET
alkej-961	171	42	data	datum	NOUN
alkej-961	171	43	is	be	AUX
alkej-961	171	44	assured	assure	VERB
alkej-961	171	45	.	.	PUNCT
alkej-961	172	1	when	when	SCONJ
alkej-961	172	2	introducing	introduce	VERB
alkej-961	172	3	the	the	DET
alkej-961	172	4	proposed	propose	VERB
alkej-961	172	5	architecture	architecture	NOUN
alkej-961	172	6	,	,	PUNCT
alkej-961	172	7	the	the	DET
alkej-961	172	8	shortcomings	shortcoming	NOUN
alkej-961	172	9	of	of	ADP
alkej-961	172	10	skeletal	skeletal	ADJ
alkej-961	172	11	detection	detection	NOUN
alkej-961	172	12	may	may	AUX
alkej-961	172	13	lead	lead	VERB
alkej-961	172	14	to	to	ADP
alkej-961	172	15	the	the	DET
alkej-961	172	16	loss	loss	NOUN
alkej-961	172	17	of	of	ADP
alkej-961	172	18	information	information	NOUN
alkej-961	172	19	.	.	PUNCT
alkej-961	173	1	two	two	NUM
alkej-961	173	2	pre	pre	ADJ
alkej-961	173	3	-	-	ADJ
alkej-961	173	4	processing	processing	ADJ
alkej-961	173	5	methods	method	NOUN
alkej-961	173	6	,	,	PUNCT
alkej-961	173	7	histogram	histogram	NOUN
alkej-961	173	8	equalization	equalization	NOUN
alkej-961	173	9	and	and	CCONJ
alkej-961	173	10	gamma	gamma	NOUN
alkej-961	173	11	correction	correction	NOUN
alkej-961	173	12	,	,	PUNCT
alkej-961	173	13	are	be	AUX
alkej-961	173	14	applied	apply	VERB
alkej-961	173	15	to	to	ADP
alkej-961	173	16	videos	video	NOUN
alkej-961	173	17	.	.	PUNCT
alkej-961	174	1	concretely	concretely	ADV
alkej-961	174	2	,	,	PUNCT
alkej-961	174	3	the	the	DET
alkej-961	174	4	contrast	contrast	NOUN
alkej-961	174	5	-	-	PUNCT
alkej-961	174	6	limited	limit	VERB
alkej-961	174	7	adaptive	adaptive	ADJ
alkej-961	174	8	histogram	histogram	NOUN
alkej-961	174	9	equalisation	equalisation	NOUN
alkej-961	174	10	as	as	SCONJ
alkej-961	174	11	implemented	implement	VERB
alkej-961	174	12	in	in	ADP
alkej-961	174	13	open	open	ADJ
alkej-961	174	14	cv	cv	PROPN
alkej-961	174	15	(	(	PUNCT
alkej-961	174	16	open	open	PROPN
alkej-961	174	17	cv	cv	PROPN
alkej-961	174	18	,	,	PUNCT
alkej-961	174	19	2022	2022	NUM
alkej-961	174	20	)	)	PUNCT
alkej-961	174	21	is	be	AUX
alkej-961	174	22	applied	apply	VERB
alkej-961	174	23	to	to	PART
alkej-961	174	24	compute	compute	VERB
alkej-961	174	25	histogram	histogram	NOUN
alkej-961	174	26	equalisation	equalisation	NOUN
alkej-961	174	27	and	and	CCONJ
alkej-961	174	28	𝛾	𝛾	NOUN
alkej-961	174	29	=	=	SYM
alkej-961	174	30	1.5	1.5	NUM
alkej-961	174	31	for	for	ADP
alkej-961	174	32	gamma	gamma	NOUN
alkej-961	174	33	correction	correction	NOUN
alkej-961	174	34	.	.	PUNCT
alkej-961	175	1	performance	performance	NOUN
alkej-961	175	2	is	be	AUX
alkej-961	175	3	further	far	ADV
alkej-961	175	4	enhanced	enhance	VERB
alkej-961	175	5	by	by	ADP
alkej-961	175	6	the	the	DET
alkej-961	175	7	addition	addition	NOUN
alkej-961	175	8	of	of	ADP
alkej-961	175	9	gamma	gamma	NOUN
alkej-961	175	10	correction	correction	NOUN
alkej-961	175	11	.	.	PUNCT
alkej-961	176	1	the	the	DET
alkej-961	176	2	results	result	NOUN
alkej-961	176	3	are	be	AUX
alkej-961	176	4	shown	show	VERB
alkej-961	176	5	in	in	ADP
alkej-961	176	6	fig	fig	NOUN
alkej-961	176	7	.	.	PUNCT
alkej-961	177	1	4	4	X
alkej-961	177	2	.	.	X
alkej-961	177	3	the	the	DET
alkej-961	177	4	gamma	gamma	PROPN
alkej-961	177	5	correction	correction	NOUN
alkej-961	177	6	of	of	ADP
alkej-961	177	7	an	an	DET
alkej-961	177	8	image	image	NOUN
alkej-961	177	9	𝐼	𝐼	ADP
alkej-961	177	10	containing	contain	VERB
alkej-961	177	11	pixel	pixel	ADJ
alkej-961	177	12	values	value	NOUN
alkej-961	177	13	in	in	ADP
alkej-961	177	14	the	the	DET
alkej-961	177	15	range	range	NOUN
alkej-961	178	1	[	[	X
alkej-961	178	2	0	0	NUM
alkej-961	178	3	,	,	PUNCT
alkej-961	178	4	255	255	NUM
alkej-961	178	5	]	]	PUNCT
alkej-961	178	6	is	be	AUX
alkej-961	178	7	given	give	VERB
alkej-961	178	8	by	by	ADP
alkej-961	178	9	the	the	DET
alkej-961	178	10	following	follow	VERB
alkej-961	178	11	formula	formula	NOUN
alkej-961	178	12	:	:	PUNCT
alkej-961	178	13	𝐼	𝐼	PROPN
alkej-961	178	14	’	'	PUNCT
alkej-961	178	15	=	=	SYM
alkej-961	178	16	(	(	PUNCT
alkej-961	178	17	𝐼/255)𝑌	𝐼/255)𝑌	PROPN
alkej-961	178	18	×	×	NOUN
alkej-961	178	19	255	255	NUM
alkej-961	178	20	.	.	PUNCT
alkej-961	179	1	…	…	PUNCT
alkej-961	179	2	(	(	PUNCT
alkej-961	179	3	1	1	X
alkej-961	179	4	)	)	PUNCT
alkej-961	179	5	fig	fig	NOUN
alkej-961	179	6	.	.	PUNCT
alkej-961	180	1	4	4	X
alkej-961	180	2	.	.	X
alkej-961	180	3	a.	a.	NOUN
alkej-961	180	4	samples	sample	NOUN
alkej-961	180	5	from	from	ADP
alkej-961	180	6	the	the	DET
alkej-961	180	7	model	model	NOUN
alkej-961	180	8	with	with	ADP
alkej-961	180	9	gamma	gamma	NOUN
alkej-961	180	10	correction	correction	NOUN
alkej-961	180	11	;	;	PUNCT
alkej-961	180	12	b.	b.	PROPN
alkej-961	180	13	samples	sample	NOUN
alkej-961	180	14	from	from	ADP
alkej-961	180	15	the	the	DET
alkej-961	180	16	model	model	NOUN
alkej-961	180	17	without	without	ADP
alkej-961	180	18	gamma	gamma	NOUN
alkej-961	180	19	correction	correction	NOUN
alkej-961	180	20	.	.	PUNCT
alkej-961	181	1	3.2.2	3.2.2	NUM
alkej-961	181	2	data	datum	NOUN
alkej-961	181	3	partitioning	partition	VERB
alkej-961	181	4	this	this	DET
alkej-961	181	5	dataset	dataset	NOUN
alkej-961	181	6	is	be	AUX
alkej-961	181	7	split	split	VERB
alkej-961	181	8	into	into	ADP
alkej-961	181	9	testing	testing	NOUN
alkej-961	181	10	set	set	VERB
alkej-961	181	11	and	and	CCONJ
alkej-961	181	12	training	training	NOUN
alkej-961	181	13	set	set	NOUN
alkej-961	181	14	(	(	PUNCT
alkej-961	181	15	including	include	VERB
alkej-961	181	16	validation	validation	NOUN
alkej-961	181	17	set	set	NOUN
alkej-961	181	18	)	)	PUNCT
alkej-961	181	19	,	,	PUNCT
alkej-961	181	20	which	which	PRON
alkej-961	181	21	are	be	AUX
alkej-961	181	22	20	20	NUM
alkej-961	181	23	%	%	NOUN
alkej-961	181	24	and	and	CCONJ
alkej-961	181	25	80	80	NUM
alkej-961	181	26	%	%	NOUN
alkej-961	181	27	of	of	ADP
alkej-961	181	28	the	the	DET
alkej-961	181	29	original	original	ADJ
alkej-961	181	30	photos	photo	NOUN
alkej-961	181	31	respectively	respectively	ADV
alkej-961	181	32	.	.	PUNCT
alkej-961	182	1	the	the	DET
alkej-961	182	2	key	key	ADJ
alkej-961	182	3	difference	difference	NOUN
alkej-961	182	4	between	between	ADP
alkej-961	182	5	the	the	DET
alkej-961	182	6	two	two	NUM
alkej-961	182	7	sets	set	NOUN
alkej-961	182	8	of	of	ADP
alkej-961	182	9	images	image	NOUN
alkej-961	182	10	is	be	AUX
alkej-961	182	11	that	that	SCONJ
alkej-961	182	12	the	the	DET
alkej-961	182	13	training	training	NOUN
alkej-961	182	14	dataset	dataset	NOUN
alkej-961	182	15	has	have	AUX
alkej-961	182	16	known	know	VERB
alkej-961	182	17	ground	ground	NOUN
alkej-961	182	18	truth	truth	NOUN
alkej-961	182	19	labels	label	NOUN
alkej-961	182	20	for	for	ADP
alkej-961	182	21	all	all	DET
alkej-961	182	22	the	the	DET
alkej-961	182	23	images	image	NOUN
alkej-961	182	24	,	,	PUNCT
alkej-961	182	25	and	and	CCONJ
alkej-961	182	26	the	the	DET
alkej-961	182	27	testing	testing	NOUN
alkej-961	182	28	images	image	NOUN
alkej-961	182	29	are	be	AUX
alkej-961	182	30	unmarked	unmarked	ADJ
alkej-961	182	31	.	.	PUNCT
alkej-961	183	1	this	this	PRON
alkej-961	183	2	is	be	AUX
alkej-961	183	3	a	a	DET
alkej-961	183	4	good	good	ADJ
alkej-961	183	5	opportunity	opportunity	NOUN
alkej-961	183	6	to	to	PART
alkej-961	183	7	evaluate	evaluate	VERB
alkej-961	183	8	the	the	DET
alkej-961	183	9	model	model	NOUN
alkej-961	183	10	,	,	PUNCT
alkej-961	183	11	test	test	VERB
alkej-961	183	12	it	it	PRON
alkej-961	183	13	with	with	ADP
alkej-961	183	14	unseen	unseen	ADJ
alkej-961	183	15	data	datum	NOUN
alkej-961	183	16	we	we	PRON
alkej-961	183	17	have	have	AUX
alkej-961	183	18	collected	collect	VERB
alkej-961	183	19	and	and	CCONJ
alkej-961	183	20	execute	execute	VERB
alkej-961	183	21	experiments	experiment	NOUN
alkej-961	183	22	following	follow	VERB
alkej-961	183	23	our	our	PRON
alkej-961	183	24	protocols	protocol	NOUN
alkej-961	183	25	.	.	PUNCT
alkej-961	184	1	3.2.3	3.2.3	NUM
alkej-961	184	2	training	training	NOUN
alkej-961	184	3	and	and	CCONJ
alkej-961	184	4	testing	testing	NOUN
alkej-961	184	5	models	model	NOUN
alkej-961	184	6	loss	loss	NOUN
alkej-961	184	7	,	,	PUNCT
alkej-961	184	8	cost	cost	NOUN
alkej-961	184	9	function	function	NOUN
alkej-961	184	10	,	,	PUNCT
alkej-961	184	11	and	and	CCONJ
alkej-961	184	12	accuracy	accuracy	NOUN
alkej-961	184	13	are	be	AUX
alkej-961	184	14	computed	compute	VERB
alkej-961	184	15	at	at	ADP
alkej-961	184	16	every	every	DET
alkej-961	184	17	epoch	epoch	NOUN
alkej-961	184	18	(	(	PUNCT
alkej-961	184	19	passing	pass	VERB
alkej-961	184	20	all	all	DET
alkej-961	184	21	the	the	DET
alkej-961	184	22	training	training	NOUN
alkej-961	184	23	samples	sample	NOUN
alkej-961	184	24	once	once	ADV
alkej-961	184	25	)	)	PUNCT
alkej-961	184	26	for	for	ADP
alkej-961	184	27	training	training	NOUN
alkej-961	184	28	of	of	ADP
alkej-961	184	29	the	the	DET
alkej-961	184	30	designed	design	VERB
alkej-961	184	31	network	network	NOUN
alkej-961	184	32	layers	layer	NOUN
alkej-961	184	33	at	at	ADP
alkej-961	184	34	few	few	ADJ
alkej-961	184	35	epochs	epoch	NOUN
alkej-961	184	36	.	.	PUNCT
alkej-961	185	1	the	the	DET
alkej-961	185	2	cost	cost	NOUN
alkej-961	185	3	function	function	NOUN
alkej-961	185	4	called	call	VERB
alkej-961	185	5	‘	'	PUNCT
alkej-961	185	6	sparse	sparse	ADJ
alkej-961	185	7	categorical	categorical	ADJ
alkej-961	185	8	cross	cross	NOUN
alkej-961	185	9	entropy	entropy	NOUN
alkej-961	185	10	’	'	PUNCT
alkej-961	185	11	is	be	AUX
alkej-961	185	12	used	use	VERB
alkej-961	185	13	in	in	ADP
alkej-961	185	14	this	this	DET
alkej-961	185	15	situation	situation	NOUN
alkej-961	185	16	to	to	PART
alkej-961	185	17	prevent	prevent	VERB
alkej-961	185	18	overfitting	overfitting	NOUN
alkej-961	185	19	.	.	PUNCT
alkej-961	186	1	training	training	NOUN
alkej-961	186	2	is	be	AUX
alkej-961	186	3	carried	carry	VERB
alkej-961	186	4	out	out	ADP
alkej-961	186	5	on	on	ADP
alkej-961	186	6	vgg-16	vgg-16	NOUN
alkej-961	186	7	with	with	ADP
alkej-961	186	8	a	a	DET
alkej-961	186	9	batch	batch	NOUN
alkej-961	186	10	size	size	NOUN
alkej-961	186	11	of	of	ADP
alkej-961	186	12	32	32	NUM
alkej-961	186	13	in	in	ADP
alkej-961	186	14	order	order	NOUN
alkej-961	186	15	to	to	PART
alkej-961	186	16	create	create	VERB
alkej-961	186	17	a	a	DET
alkej-961	186	18	head	head	NOUN
alkej-961	186	19	model	model	NOUN
alkej-961	186	20	for	for	ADP
alkej-961	186	21	a	a	DET
alkej-961	186	22	fully	fully	ADV
alkej-961	186	23	connected	connected	ADJ
alkej-961	186	24	classification	classification	NOUN
alkej-961	186	25	layer	layer	NOUN
alkej-961	186	26	using	use	VERB
alkej-961	186	27	transfer	transfer	NOUN
alkej-961	186	28	learning	learning	NOUN
alkej-961	186	29	methods	method	NOUN
alkej-961	186	30	.	.	PUNCT
alkej-961	187	1	classification	classification	NOUN
alkej-961	187	2	report	report	NOUN
alkej-961	187	3	comprising	comprise	VERB
alkej-961	187	4	the	the	DET
alkej-961	187	5	precision	precision	NOUN
alkej-961	187	6	,	,	PUNCT
alkej-961	187	7	f1	f1	NOUN
alkej-961	187	8	score	score	NOUN
alkej-961	187	9	and	and	CCONJ
alkej-961	187	10	recall	recall	NOUN
alkej-961	187	11	of	of	ADP
alkej-961	187	12	the	the	DET
alkej-961	187	13	training	training	NOUN
alkej-961	187	14	models	model	NOUN
alkej-961	187	15	is	be	AUX
alkej-961	187	16	created	create	VERB
alkej-961	187	17	after	after	ADP
alkej-961	187	18	evaluating	evaluate	VERB
alkej-961	187	19	them	they	PRON
alkej-961	187	20	.	.	PUNCT
alkej-961	188	1	validation	validation	NOUN
alkej-961	188	2	of	of	ADP
alkej-961	188	3	these	these	DET
alkej-961	188	4	models	model	NOUN
alkej-961	188	5	is	be	AUX
alkej-961	188	6	performed	perform	VERB
alkej-961	188	7	on	on	ADP
alkej-961	188	8	real	real	ADJ
alkej-961	188	9	-	-	PUNCT
alkej-961	188	10	world	world	NOUN
alkej-961	188	11	violent	violent	ADJ
alkej-961	188	12	events	event	NOUN
alkej-961	188	13	dataset	dataset	VERB
alkej-961	188	14	in	in	ADP
alkej-961	188	15	order	order	NOUN
alkej-961	188	16	to	to	PART
alkej-961	188	17	evaluate	evaluate	VERB
alkej-961	188	18	their	their	PRON
alkej-961	188	19	performance	performance	NOUN
alkej-961	188	20	.	.	PUNCT
alkej-961	189	1	4	4	X
alkej-961	189	2	.	.	X
alkej-961	189	3	analysis	analysis	NOUN
alkej-961	189	4	of	of	ADP
alkej-961	189	5	results	result	NOUN
alkej-961	189	6	once	once	SCONJ
alkej-961	189	7	the	the	DET
alkej-961	189	8	model	model	NOUN
alkej-961	189	9	is	be	AUX
alkej-961	189	10	created	create	VERB
alkej-961	189	11	,	,	PUNCT
alkej-961	189	12	and	and	CCONJ
alkej-961	189	13	the	the	DET
alkej-961	189	14	desired	desire	VERB
alkej-961	189	15	outcome	outcome	NOUN
alkej-961	189	16	is	be	AUX
alkej-961	189	17	achieved	achieve	VERB
alkej-961	189	18	,	,	PUNCT
alkej-961	189	19	whether	whether	SCONJ
alkej-961	189	20	the	the	DET
alkej-961	189	21	model	model	NOUN
alkej-961	189	22	is	be	AUX
alkej-961	189	23	producing	produce	VERB
alkej-961	189	24	high	high	ADJ
alkej-961	189	25	-	-	PUNCT
alkej-961	189	26	quality	quality	NOUN
alkej-961	189	27	outcomes	outcome	NOUN
alkej-961	189	28	must	must	AUX
alkej-961	189	29	be	be	AUX
alkej-961	189	30	determined	determine	VERB
alkej-961	189	31	.	.	PUNCT
alkej-961	190	1	a	a	DET
alkej-961	190	2	confusion	confusion	NOUN
alkej-961	190	3	matrix	matrix	NOUN
alkej-961	190	4	can	can	AUX
alkej-961	190	5	be	be	AUX
alkej-961	190	6	used	use	VERB
alkej-961	190	7	to	to	PART
alkej-961	190	8	show	show	VERB
alkej-961	190	9	the	the	DET
alkej-961	190	10	trained	train	VERB
alkej-961	190	11	models	model	NOUN
alkej-961	190	12	’	'	PUNCT
alkej-961	190	13	success	success	NOUN
alkej-961	190	14	rate	rate	NOUN
alkej-961	190	15	to	to	PART
alkej-961	190	16	evaluate	evaluate	VERB
alkej-961	190	17	accuracy	accuracy	NOUN
alkej-961	190	18	[	[	X
alkej-961	190	19	36	36	NUM
alkej-961	190	20	]	]	PUNCT
alkej-961	190	21	.	.	PUNCT
alkej-961	191	1	the	the	DET
alkej-961	191	2	variable	variable	ADJ
alkej-961	191	3	value	value	NOUN
alkej-961	191	4	in	in	ADP
alkej-961	191	5	fig	fig	NOUN
alkej-961	191	6	.	.	PUNCT
alkej-961	192	1	5	5	NUM
alkej-961	192	2	can	can	AUX
alkej-961	192	3	be	be	AUX
alkej-961	192	4	sara	sara	PROPN
alkej-961	192	5	ayad	ayad	PROPN
alkej-961	192	6	al	al	PROPN
alkej-961	192	7	-	-	PUNCT
alkej-961	192	8	khwarizmi	khwarizmi	PROPN
alkej-961	192	9	engineering	engineering	NOUN
alkej-961	192	10	journal	journal	PROPN
alkej-961	192	11	,	,	PUNCT
alkej-961	192	12	vol	vol	NOUN
alkej-961	192	13	.	.	PROPN
alkej-961	192	14	21	21	NUM
alkej-961	192	15	,	,	PUNCT
alkej-961	192	16	no.3	no.3	VERB
alkej-961	192	17	,	,	PUNCT
alkej-961	192	18	pp	pp	X
alkej-961	192	19	.	.	PUNCT
alkej-961	193	1	5565	5565	NUM
alkej-961	193	2	(	(	PUNCT
alkej-961	193	3	2025	2025	NUM
alkej-961	193	4	)	)	PUNCT
alkej-961	193	5	61	61	NUM
alkej-961	193	6	either	either	CCONJ
alkej-961	193	7	positive	positive	ADJ
alkej-961	193	8	or	or	CCONJ
alkej-961	193	9	negative	negative	ADJ
alkej-961	193	10	.	.	PUNCT
alkej-961	194	1	the	the	DET
alkej-961	194	2	predicted	predict	VERB
alkej-961	194	3	data	datum	NOUN
alkej-961	194	4	are	be	AUX
alkej-961	194	5	shown	show	VERB
alkej-961	194	6	in	in	ADP
alkej-961	194	7	rows	row	NOUN
alkej-961	194	8	,	,	PUNCT
alkej-961	194	9	and	and	CCONJ
alkej-961	194	10	the	the	DET
alkej-961	194	11	actual	actual	ADJ
alkej-961	194	12	data	datum	NOUN
alkej-961	194	13	are	be	AUX
alkej-961	194	14	presented	present	VERB
alkej-961	194	15	in	in	ADP
alkej-961	194	16	columns	column	NOUN
alkej-961	194	17	.	.	PUNCT
alkej-961	195	1	true	true	ADJ
alkej-961	195	2	positive	positive	ADJ
alkej-961	195	3	:	:	PUNCT
alkej-961	195	4	the	the	DET
alkej-961	195	5	actual	actual	ADJ
alkej-961	195	6	data	datum	NOUN
alkej-961	195	7	are	be	AUX
alkej-961	195	8	positive	positive	ADJ
alkej-961	195	9	and	and	CCONJ
alkej-961	195	10	predicted	predict	VERB
alkej-961	195	11	as	as	ADP
alkej-961	195	12	positive	positive	ADJ
alkej-961	195	13	.	.	PUNCT
alkej-961	196	1	equation	equation	NOUN
alkej-961	196	2	(	(	PUNCT
alkej-961	196	3	2	2	X
alkej-961	196	4	)	)	PUNCT
alkej-961	196	5	can	can	AUX
alkej-961	196	6	be	be	AUX
alkej-961	196	7	used	use	VERB
alkej-961	196	8	to	to	PART
alkej-961	196	9	determine	determine	VERB
alkej-961	196	10	the	the	DET
alkej-961	196	11	modelling	modelling	NOUN
alkej-961	196	12	accuracy	accuracy	NOUN
alkej-961	196	13	.	.	PUNCT
alkej-961	197	1	equation	equation	NOUN
alkej-961	197	2	(	(	PUNCT
alkej-961	197	3	3	3	X
alkej-961	197	4	)	)	PUNCT
alkej-961	197	5	states	state	NOUN
alkej-961	197	6	that	that	PRON
alkej-961	197	7	recall	recall	NOUN
alkej-961	197	8	indicates	indicate	VERB
alkej-961	197	9	the	the	DET
alkej-961	197	10	proportion	proportion	NOUN
alkej-961	197	11	of	of	ADP
alkej-961	197	12	correctly	correctly	ADV
alkej-961	197	13	predicted	predict	VERB
alkej-961	197	14	outcomes	outcome	NOUN
alkej-961	197	15	amongst	amongst	ADP
alkej-961	197	16	all	all	PRON
alkej-961	197	17	correctly	correctly	ADV
alkej-961	197	18	predicted	predict	VERB
alkej-961	197	19	outcomes	outcome	NOUN
alkej-961	197	20	.	.	PUNCT
alkej-961	198	1	the	the	DET
alkej-961	198	2	error	error	NOUN
alkej-961	198	3	rate	rate	NOUN
alkej-961	198	4	(	(	PUNCT
alkej-961	198	5	equation	equation	NOUN
alkej-961	198	6	(	(	PUNCT
alkej-961	198	7	4	4	NUM
alkej-961	198	8	)	)	PUNCT
alkej-961	198	9	)	)	PUNCT
alkej-961	198	10	indicates	indicate	VERB
alkej-961	198	11	the	the	DET
alkej-961	198	12	percentage	percentage	NOUN
alkej-961	198	13	of	of	ADP
alkej-961	198	14	the	the	DET
alkej-961	198	15	model	model	NOUN
alkej-961	198	16	’s	’s	PART
alkej-961	198	17	predictions	prediction	NOUN
alkej-961	198	18	that	that	PRON
alkej-961	198	19	are	be	AUX
alkej-961	198	20	erroneous	erroneous	ADJ
alkej-961	198	21	.	.	PUNCT
alkej-961	199	1	a	a	DET
alkej-961	199	2	low	low	ADJ
alkej-961	199	3	error	error	NOUN
alkej-961	199	4	rate	rate	NOUN
alkej-961	199	5	indicates	indicate	VERB
alkej-961	199	6	that	that	SCONJ
alkej-961	199	7	the	the	DET
alkej-961	199	8	model	model	NOUN
alkej-961	199	9	effectively	effectively	ADV
alkej-961	199	10	operates	operate	VERB
alkej-961	199	11	.	.	PUNCT
alkej-961	200	1	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦=𝑇𝑃+𝑇𝑁/	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦=𝑇𝑃+𝑇𝑁/	PROPN
alkej-961	200	2	𝑇𝑃+𝑇𝑁	𝑇𝑃+𝑇𝑁	PROPN
alkej-961	200	3	𝑇𝑃+𝐹𝑃+𝑇𝑁+𝐹𝑁	𝑇𝑃+𝐹𝑃+𝑇𝑁+𝐹𝑁	PROPN
alkej-961	200	4	…	…	PUNCT
alkej-961	200	5	(	(	PUNCT
alkej-961	200	6	2	2	NUM
alkej-961	200	7	)	)	PUNCT
alkej-961	200	8	𝑅𝑒𝑐𝑎𝑙𝑙=𝑇𝑃/𝑇𝑃+𝐹𝑁	𝑅𝑒𝑐𝑎𝑙𝑙=𝑇𝑃/𝑇𝑃+𝐹𝑁	NOUN
alkej-961	200	9	…	…	PUNCT
alkej-961	200	10	(	(	PUNCT
alkej-961	200	11	3	3	X
alkej-961	200	12	)	)	PUNCT
alkej-961	200	13	𝐸𝑟𝑟𝑜𝑟𝑟𝑎𝑡𝑒=𝐹𝑃+𝐹𝑁/𝐹𝑃+𝐹𝑁𝑇𝑃+𝐹𝑃+𝑇𝑁+𝐹𝑁	𝐸𝑟𝑟𝑜𝑟𝑟𝑎𝑡𝑒=𝐹𝑃+𝐹𝑁/𝐹𝑃+𝐹𝑁𝑇𝑃+𝐹𝑃+𝑇𝑁+𝐹𝑁	NOUN
alkej-961	200	14	…	…	PUNCT
alkej-961	200	15	(	(	PUNCT
alkej-961	200	16	4	4	X
alkej-961	200	17	)	)	PUNCT
alkej-961	200	18	fig	fig	NOUN
alkej-961	200	19	.	.	PUNCT
alkej-961	201	1	5	5	NUM
alkej-961	201	2	.	.	X
alkej-961	201	3	confusion	confusion	NOUN
alkej-961	201	4	matrix	matrix	NOUN
alkej-961	201	5	.	.	PUNCT
alkej-961	202	1	the	the	DET
alkej-961	202	2	method	method	NOUN
alkej-961	202	3	is	be	AUX
alkej-961	202	4	evaluated	evaluate	VERB
alkej-961	202	5	by	by	ADP
alkej-961	202	6	calculating	calculate	VERB
alkej-961	202	7	the	the	DET
alkej-961	202	8	precision	precision	NOUN
alkej-961	202	9	,	,	PUNCT
alkej-961	202	10	recall	recall	NOUN
alkej-961	202	11	and	and	CCONJ
alkej-961	202	12	f1	f1	NOUN
alkej-961	202	13	-	-	PUNCT
alkej-961	202	14	score	score	NOUN
alkej-961	202	15	to	to	PART
alkej-961	202	16	illustrate	illustrate	VERB
alkej-961	202	17	how	how	SCONJ
alkej-961	202	18	the	the	DET
alkej-961	202	19	proposed	propose	VERB
alkej-961	202	20	model	model	NOUN
alkej-961	202	21	worked	work	VERB
alkej-961	202	22	on	on	ADP
alkej-961	202	23	the	the	DET
alkej-961	202	24	dataset	dataset	NOUN
alkej-961	202	25	(	(	PUNCT
alkej-961	202	26	table	table	NOUN
alkej-961	202	27	2	2	NUM
alkej-961	202	28	)	)	PUNCT
alkej-961	202	29	.	.	PUNCT
alkej-961	203	1	table	table	NOUN
alkej-961	203	2	2	2	NUM
alkej-961	203	3	,	,	PUNCT
alkej-961	203	4	evaluation	evaluation	NOUN
alkej-961	203	5	for	for	ADP
alkej-961	203	6	classification	classification	NOUN
alkej-961	203	7	on	on	ADP
alkej-961	203	8	the	the	DET
alkej-961	203	9	rlv	rlv	NOUN
alkej-961	203	10	-	-	PUNCT
alkej-961	203	11	crime	crime	NOUN
alkej-961	203	12	dataset	dataset	NOUN
alkej-961	203	13	.	.	PUNCT
alkej-961	204	1	evaluation	evaluation	NOUN
alkej-961	204	2	metric	metric	NOUN
alkej-961	204	3	(	(	PUNCT
alkej-961	204	4	values%	values%	PROPN
alkej-961	204	5	)	)	PUNCT
alkej-961	204	6	precision	precision	NOUN
alkej-961	204	7	0.69	0.69	NUM
alkej-961	204	8	recall	recall	NOUN
alkej-961	204	9	0.50	0.50	NUM
alkej-961	204	10	f1	f1	NOUN
alkej-961	204	11	-	-	PUNCT
alkej-961	204	12	score	score	NOUN
alkej-961	204	13	0.58	0.58	NUM
alkej-961	204	14	table	table	NOUN
alkej-961	204	15	3	3	NUM
alkej-961	204	16	presents	present	VERB
alkej-961	204	17	a	a	DET
alkej-961	204	18	comparison	comparison	NOUN
alkej-961	204	19	of	of	ADP
alkej-961	204	20	the	the	DET
alkej-961	204	21	training	training	NOUN
alkej-961	204	22	and	and	CCONJ
alkej-961	204	23	validation	validation	NOUN
alkej-961	204	24	accuracy	accuracy	NOUN
alkej-961	204	25	for	for	ADP
alkej-961	204	26	both	both	DET
alkej-961	204	27	models	model	NOUN
alkej-961	204	28	.	.	PUNCT
alkej-961	205	1	the	the	DET
alkej-961	205	2	cnn	cnn	PROPN
alkej-961	205	3	model	model	NOUN
alkej-961	205	4	with	with	ADP
alkej-961	205	5	gamma	gamma	NOUN
alkej-961	205	6	correction	correction	NOUN
alkej-961	205	7	achieves	achieve	VERB
alkej-961	205	8	a	a	DET
alkej-961	205	9	training	training	NOUN
alkej-961	205	10	accuracy	accuracy	NOUN
alkej-961	205	11	of	of	ADP
alkej-961	205	12	99.4	99.4	NUM
alkej-961	205	13	%	%	NOUN
alkej-961	205	14	and	and	CCONJ
alkej-961	205	15	a	a	DET
alkej-961	205	16	validation	validation	NOUN
alkej-961	205	17	accuracy	accuracy	NOUN
alkej-961	205	18	of	of	ADP
alkej-961	205	19	99.74	99.74	NUM
alkej-961	205	20	%	%	NOUN
alkej-961	205	21	.	.	PUNCT
alkej-961	206	1	meanwhile	meanwhile	ADV
alkej-961	206	2	,	,	PUNCT
alkej-961	206	3	the	the	DET
alkej-961	206	4	model	model	NOUN
alkej-961	206	5	without	without	ADP
alkej-961	206	6	gamma	gamma	NOUN
alkej-961	206	7	correction	correction	NOUN
alkej-961	206	8	achieves	achieve	VERB
alkej-961	206	9	a	a	DET
alkej-961	206	10	training	training	NOUN
alkej-961	206	11	accuracy	accuracy	NOUN
alkej-961	206	12	of	of	ADP
alkej-961	206	13	97.5	97.5	NUM
alkej-961	206	14	%	%	NOUN
alkej-961	206	15	and	and	CCONJ
alkej-961	206	16	a	a	DET
alkej-961	206	17	validation	validation	NOUN
alkej-961	206	18	accuracy	accuracy	NOUN
alkej-961	206	19	of	of	ADP
alkej-961	206	20	97.13	97.13	NUM
alkej-961	206	21	%	%	NOUN
alkej-961	206	22	.	.	PUNCT
alkej-961	207	1	these	these	DET
alkej-961	207	2	results	result	NOUN
alkej-961	207	3	demonstrate	demonstrate	VERB
alkej-961	207	4	that	that	SCONJ
alkej-961	207	5	gamma	gamma	NOUN
alkej-961	207	6	correction	correction	NOUN
alkej-961	207	7	enhances	enhance	VERB
alkej-961	207	8	the	the	DET
alkej-961	207	9	model	model	NOUN
alkej-961	207	10	’s	’s	PART
alkej-961	207	11	overall	overall	ADJ
alkej-961	207	12	performance	performance	NOUN
alkej-961	207	13	,	,	PUNCT
alkej-961	207	14	particularly	particularly	ADV
alkej-961	207	15	in	in	ADP
alkej-961	207	16	validation	validation	NOUN
alkej-961	207	17	accuracy	accuracy	NOUN
alkej-961	207	18	,	,	PUNCT
alkej-961	207	19	which	which	PRON
alkej-961	207	20	is	be	AUX
alkej-961	207	21	critical	critical	ADJ
alkej-961	207	22	for	for	ADP
alkej-961	207	23	assessing	assess	VERB
alkej-961	207	24	how	how	SCONJ
alkej-961	207	25	well	well	ADV
alkej-961	207	26	the	the	DET
alkej-961	207	27	model	model	NOUN
alkej-961	207	28	generalises	generalise	VERB
alkej-961	207	29	to	to	ADP
alkej-961	207	30	new	new	ADJ
alkej-961	207	31	,	,	PUNCT
alkej-961	207	32	unseen	unseen	ADJ
alkej-961	207	33	data	datum	NOUN
alkej-961	207	34	.	.	PUNCT
alkej-961	208	1	furthermore	furthermore	ADV
alkej-961	208	2	,	,	PUNCT
alkej-961	208	3	these	these	DET
alkej-961	208	4	results	result	NOUN
alkej-961	208	5	underscore	underscore	VERB
alkej-961	208	6	the	the	DET
alkej-961	208	7	effectiveness	effectiveness	NOUN
alkej-961	208	8	of	of	ADP
alkej-961	208	9	gamma	gamma	NOUN
alkej-961	208	10	correction	correction	NOUN
alkej-961	208	11	in	in	ADP
alkej-961	208	12	improving	improve	VERB
alkej-961	208	13	the	the	DET
alkej-961	208	14	robustness	robustness	NOUN
alkej-961	208	15	and	and	CCONJ
alkej-961	208	16	reliability	reliability	NOUN
alkej-961	208	17	of	of	ADP
alkej-961	208	18	the	the	DET
alkej-961	208	19	cnn	cnn	PROPN
alkej-961	208	20	model	model	NOUN
alkej-961	208	21	for	for	ADP
alkej-961	208	22	violence	violence	NOUN
alkej-961	208	23	detection	detection	NOUN
alkej-961	208	24	.	.	PUNCT
alkej-961	209	1	table	table	NOUN
alkej-961	209	2	3	3	NUM
alkej-961	209	3	,	,	PUNCT
alkej-961	209	4	the	the	DET
alkej-961	209	5	values	value	NOUN
alkej-961	209	6	of	of	ADP
alkej-961	209	7	both	both	DET
alkej-961	209	8	train	train	NOUN
alkej-961	209	9	accuracy	accuracy	NOUN
alkej-961	209	10	and	and	CCONJ
alkej-961	209	11	validation	validation	NOUN
alkej-961	209	12	accuracy	accuracy	NOUN
alkej-961	209	13	for	for	ADP
alkej-961	209	14	the	the	DET
alkej-961	209	15	rlv	rlv	NOUN
alkej-961	209	16	with	with	ADP
alkej-961	209	17	cnn	cnn	PROPN
alkej-961	209	18	.	.	PUNCT
alkej-961	210	1	model	model	PROPN
alkej-961	210	2	train	train	PROPN
alkej-961	210	3	accuracy	accuracy	NOUN
alkej-961	210	4	validation	validation	NOUN
alkej-961	210	5	accuracy	accuracy	NOUN
alkej-961	210	6	cnn	cnn	PROPN
alkej-961	210	7	with	with	ADP
alkej-961	210	8	gamma	gamma	PROPN
alkej-961	210	9	correction	correction	NOUN
alkej-961	210	10	99.4	99.4	NUM
alkej-961	210	11	%	%	NOUN
alkej-961	210	12	99.74	99.74	NUM
alkej-961	210	13	%	%	NOUN
alkej-961	210	14	cnn	cnn	PROPN
alkej-961	210	15	without	without	ADP
alkej-961	210	16	gamma	gamma	PROPN
alkej-961	210	17	correction	correction	NOUN
alkej-961	210	18	97.5	97.5	NUM
alkej-961	210	19	%	%	NOUN
alkej-961	210	20	97.13	97.13	NUM
alkej-961	210	21	%	%	NOUN
alkej-961	210	22	the	the	DET
alkej-961	210	23	proposed	propose	VERB
alkej-961	210	24	method	method	NOUN
alkej-961	210	25	is	be	AUX
alkej-961	210	26	compared	compare	VERB
alkej-961	210	27	with	with	ADP
alkej-961	210	28	a	a	DET
alkej-961	210	29	3d	3d	ADJ
alkej-961	210	30	convolutional	convolutional	ADJ
alkej-961	210	31	network	network	NOUN
alkej-961	210	32	using	use	VERB
alkej-961	210	33	accuracy	accuracy	NOUN
alkej-961	210	34	(	(	PUNCT
alkej-961	210	35	acc	acc	PROPN
alkej-961	210	36	)	)	PUNCT
alkej-961	210	37	as	as	ADP
alkej-961	210	38	the	the	DET
alkej-961	210	39	assessment	assessment	NOUN
alkej-961	210	40	parameter	parameter	NOUN
alkej-961	210	41	.	.	PUNCT
alkej-961	211	1	table	table	NOUN
alkej-961	211	2	4	4	NUM
alkej-961	211	3	compares	compare	VERB
alkej-961	211	4	the	the	DET
alkej-961	211	5	acc	acc	PROPN
alkej-961	211	6	values	value	NOUN
alkej-961	211	7	for	for	ADP
alkej-961	211	8	binary	binary	ADJ
alkej-961	211	9	classification	classification	NOUN
alkej-961	211	10	using	use	VERB
alkej-961	211	11	our	our	PRON
alkej-961	211	12	proposed	propose	VERB
alkej-961	211	13	method	method	NOUN
alkej-961	211	14	(	(	PUNCT
alkej-961	211	15	cnn	cnn	PROPN
alkej-961	211	16	–	–	PUNCT
alkej-961	211	17	svm	svm	PROPN
alkej-961	211	18	)	)	PUNCT
alkej-961	211	19	with	with	ADP
alkej-961	211	20	the	the	DET
alkej-961	211	21	different	different	ADJ
alkej-961	211	22	models	model	NOUN
alkej-961	211	23	for	for	ADP
alkej-961	211	24	anomaly	anomaly	NOUN
alkej-961	211	25	detection	detection	NOUN
alkej-961	211	26	.	.	PUNCT
alkej-961	212	1	we	we	PRON
alkej-961	212	2	categorise	categorise	VERB
alkej-961	212	3	all	all	DET
alkej-961	212	4	abnormal	abnormal	ADJ
alkej-961	212	5	events	event	NOUN
alkej-961	212	6	as	as	ADP
alkej-961	212	7	‘	'	PUNCT
alkej-961	212	8	anomaly	anomaly	NOUN
alkej-961	212	9	’	'	PUNCT
alkej-961	212	10	and	and	CCONJ
alkej-961	212	11	non	non	ADJ
alkej-961	212	12	-	-	ADJ
alkej-961	212	13	anomalous	anomalous	ADJ
alkej-961	212	14	data	datum	NOUN
alkej-961	212	15	as	as	ADP
alkej-961	212	16	‘	'	PUNCT
alkej-961	212	17	normal	normal	ADJ
alkej-961	212	18	’	'	PUNCT
alkej-961	212	19	.	.	PUNCT
alkej-961	213	1	the	the	DET
alkej-961	213	2	test	test	NOUN
alkej-961	213	3	classifier	classifier	NOUN
alkej-961	213	4	displays	display	VERB
alkej-961	213	5	the	the	DET
alkej-961	213	6	likelihood	likelihood	NOUN
alkej-961	213	7	of	of	ADP
alkej-961	213	8	a	a	DET
alkej-961	213	9	proper	proper	ADJ
alkej-961	213	10	categorisation	categorisation	NOUN
alkej-961	213	11	for	for	ADP
alkej-961	213	12	aberrant	aberrant	ADJ
alkej-961	213	13	events	event	NOUN
alkej-961	213	14	.	.	PUNCT
alkej-961	214	1	thus	thus	ADV
alkej-961	214	2	,	,	PUNCT
alkej-961	214	3	our	our	PRON
alkej-961	214	4	model	model	NOUN
alkej-961	214	5	outperformed	outperform	VERB
alkej-961	214	6	the	the	DET
alkej-961	214	7	prior	prior	ADJ
alkej-961	214	8	techniques	technique	NOUN
alkej-961	214	9	(	(	PUNCT
alkej-961	214	10	table	table	NOUN
alkej-961	214	11	4	4	NUM
alkej-961	214	12	)	)	PUNCT
alkej-961	214	13	.	.	PUNCT
alkej-961	215	1	table	table	NOUN
alkej-961	215	2	4	4	NUM
alkej-961	215	3	,	,	PUNCT
alkej-961	215	4	acc	acc	PROPN
alkej-961	215	5	for	for	ADP
alkej-961	215	6	binary	binary	ADJ
alkej-961	215	7	classification	classification	NOUN
alkej-961	215	8	on	on	ADP
alkej-961	215	9	the	the	DET
alkej-961	215	10	rlv	rlv	NOUN
alkej-961	215	11	-	-	PUNCT
alkej-961	215	12	crime	crime	NOUN
alkej-961	215	13	dataset	dataset	NOUN
alkej-961	215	14	.	.	PUNCT
alkej-961	216	1	model	model	PROPN
alkej-961	216	2	acc	acc	PROPN
alkej-961	216	3	(	(	PUNCT
alkej-961	216	4	%	%	INTJ
alkej-961	216	5	)	)	PUNCT
alkej-961	216	6	svm	svm	PROPN
alkej-961	216	7	baseline	baseline	VERB
alkej-961	216	8	50.0	50.0	NUM
alkej-961	216	9	zhong	zhong	X
alkej-961	216	10	et	et	PROPN
alkej-961	216	11	al	al	PROPN
alkej-961	216	12	.	.	PROPN
alkej-961	217	1	(	(	PUNCT
alkej-961	217	2	c3d	c3d	X
alkej-961	217	3	)	)	PUNCT
alkej-961	218	1	[	[	X
alkej-961	218	2	37	37	NUM
alkej-961	218	3	]	]	SYM
alkej-961	218	4	81.08	81.08	NUM
alkej-961	218	5	sultani	sultani	NOUN
alkej-961	218	6	et	et	PROPN
alkej-961	218	7	al	al	PROPN
alkej-961	218	8	.	.	PUNCT
alkej-961	219	1	(	(	PUNCT
alkej-961	219	2	loss	loss	NOUN
alkej-961	219	3	without	without	ADP
alkej-961	219	4	constraints	constraint	NOUN
alkej-961	219	5	)	)	PUNCT
alkej-961	220	1	[	[	X
alkej-961	220	2	38	38	NUM
alkej-961	220	3	]	]	PUNCT
alkej-961	220	4	74.4	74.4	NUM
alkej-961	220	5	our	our	PRON
alkej-961	220	6	proposed	propose	VERB
alkej-961	220	7	model	model	NOUN
alkej-961	220	8	99.7	99.7	NUM
alkej-961	220	9	fig	fig	NOUN
alkej-961	220	10	.	.	PUNCT
alkej-961	221	1	6(a	6(a	NUM
alkej-961	221	2	)	)	PUNCT
alkej-961	221	3	shows	show	VERB
alkej-961	221	4	the	the	DET
alkej-961	221	5	training	training	NOUN
alkej-961	221	6	curve	curve	NOUN
alkej-961	221	7	for	for	ADP
alkej-961	221	8	binary	binary	ADJ
alkej-961	221	9	classification	classification	NOUN
alkej-961	221	10	in	in	ADP
alkej-961	221	11	terms	term	NOUN
alkej-961	221	12	of	of	ADP
alkej-961	221	13	accuracy	accuracy	NOUN
alkej-961	221	14	and	and	CCONJ
alkej-961	221	15	loss	loss	NOUN
alkej-961	221	16	value	value	NOUN
alkej-961	221	17	using	use	VERB
alkej-961	221	18	our	our	PRON
alkej-961	221	19	suggested	suggest	VERB
alkej-961	221	20	technique	technique	NOUN
alkej-961	221	21	with	with	ADP
alkej-961	221	22	gamma	gamma	NOUN
alkej-961	221	23	correction	correction	NOUN
alkej-961	221	24	.	.	PUNCT
alkej-961	222	1	fig	fig	NOUN
alkej-961	222	2	.	.	PUNCT
alkej-961	223	1	6(b	6(b	NUM
alkej-961	223	2	)	)	PUNCT
alkej-961	223	3	depicts	depict	VERB
alkej-961	223	4	the	the	DET
alkej-961	223	5	training	training	NOUN
alkej-961	223	6	curve	curve	NOUN
alkej-961	223	7	for	for	ADP
alkej-961	223	8	binary	binary	ADJ
alkej-961	223	9	classification	classification	NOUN
alkej-961	223	10	without	without	ADP
alkej-961	223	11	gamma	gamma	NOUN
alkej-961	223	12	correction	correction	NOUN
alkej-961	223	13	.	.	PUNCT
alkej-961	224	1	the	the	DET
alkej-961	224	2	diagram	diagram	NOUN
alkej-961	224	3	illustrates	illustrate	VERB
alkej-961	224	4	the	the	DET
alkej-961	224	5	training	training	NOUN
alkej-961	224	6	curves	curve	NOUN
alkej-961	224	7	of	of	ADP
alkej-961	224	8	the	the	DET
alkej-961	224	9	cnn	cnn	PROPN
alkej-961	224	10	with	with	ADP
alkej-961	224	11	an	an	DET
alkej-961	224	12	svm	svm	ADJ
alkej-961	224	13	classifier	classifier	NOUN
alkej-961	224	14	,	,	PUNCT
alkej-961	224	15	comparing	compare	VERB
alkej-961	224	16	performance	performance	NOUN
alkej-961	224	17	with	with	ADP
alkej-961	224	18	and	and	CCONJ
alkej-961	224	19	without	without	ADP
alkej-961	224	20	gamma	gamma	NOUN
alkej-961	224	21	correction	correction	NOUN
alkej-961	224	22	.	.	PUNCT
alkej-961	225	1	in	in	ADP
alkej-961	225	2	both	both	DET
alkej-961	225	3	cases	case	NOUN
alkej-961	225	4	,	,	PUNCT
alkej-961	225	5	the	the	DET
alkej-961	225	6	model	model	NOUN
alkej-961	225	7	shows	show	VERB
alkej-961	225	8	a	a	DET
alkej-961	225	9	rapid	rapid	ADJ
alkej-961	225	10	decrease	decrease	NOUN
alkej-961	225	11	in	in	ADP
alkej-961	225	12	loss	loss	NOUN
alkej-961	225	13	and	and	CCONJ
alkej-961	225	14	a	a	DET
alkej-961	225	15	sharp	sharp	ADJ
alkej-961	225	16	increase	increase	NOUN
alkej-961	225	17	in	in	ADP
alkej-961	225	18	accuracy	accuracy	NOUN
alkej-961	225	19	during	during	ADP
alkej-961	225	20	the	the	DET
alkej-961	225	21	initial	initial	ADJ
alkej-961	225	22	epochs	epoch	NOUN
alkej-961	225	23	,	,	PUNCT
alkej-961	225	24	indicating	indicate	VERB
alkej-961	225	25	effective	effective	ADJ
alkej-961	225	26	learning	learning	NOUN
alkej-961	225	27	.	.	PUNCT
alkej-961	226	1	however	however	ADV
alkej-961	226	2	,	,	PUNCT
alkej-961	226	3	the	the	DET
alkej-961	226	4	gamma	gamma	NOUN
alkej-961	226	5	-	-	PUNCT
alkej-961	226	6	corrected	correct	VERB
alkej-961	226	7	model	model	NOUN
alkej-961	226	8	(	(	PUNCT
alkej-961	226	9	fig	fig	NOUN
alkej-961	226	10	.	.	PUNCT
alkej-961	226	11	6(a	6(a	NUM
alkej-961	226	12	)	)	PUNCT
alkej-961	226	13	)	)	PUNCT
alkej-961	226	14	more	more	ADV
alkej-961	226	15	quickly	quickly	ADV
alkej-961	226	16	achieves	achieve	VERB
alkej-961	226	17	lower	low	ADJ
alkej-961	226	18	loss	loss	NOUN
alkej-961	226	19	and	and	CCONJ
alkej-961	226	20	higher	high	ADJ
alkej-961	226	21	accuracy	accuracy	NOUN
alkej-961	226	22	and	and	CCONJ
alkej-961	226	23	stabilises	stabilise	VERB
alkej-961	226	24	at	at	ADP
alkej-961	226	25	a	a	DET
alkej-961	226	26	slightly	slightly	ADV
alkej-961	226	27	better	well	ADJ
alkej-961	226	28	performance	performance	NOUN
alkej-961	226	29	level	level	NOUN
alkej-961	226	30	compared	compare	VERB
alkej-961	226	31	with	with	ADP
alkej-961	226	32	the	the	DET
alkej-961	226	33	model	model	NOUN
alkej-961	226	34	without	without	ADP
alkej-961	226	35	gamma	gamma	NOUN
alkej-961	226	36	correction	correction	NOUN
alkej-961	226	37	(	(	PUNCT
alkej-961	226	38	fig	fig	NOUN
alkej-961	226	39	.	.	PUNCT
alkej-961	227	1	6(b	6(b	NUM
alkej-961	227	2	)	)	PUNCT
alkej-961	227	3	)	)	PUNCT
alkej-961	227	4	.	.	PUNCT
alkej-961	228	1	this	this	DET
alkej-961	228	2	notion	notion	NOUN
alkej-961	228	3	suggests	suggest	VERB
alkej-961	228	4	that	that	SCONJ
alkej-961	228	5	gamma	gamma	NOUN
alkej-961	228	6	correction	correction	NOUN
alkej-961	228	7	enhances	enhance	VERB
alkej-961	228	8	the	the	DET
alkej-961	228	9	model	model	NOUN
alkej-961	228	10	’s	’s	PART
alkej-961	228	11	ability	ability	NOUN
alkej-961	228	12	to	to	PART
alkej-961	228	13	learn	learn	VERB
alkej-961	228	14	and	and	CCONJ
alkej-961	228	15	generalise	generalise	VERB
alkej-961	228	16	from	from	ADP
alkej-961	228	17	the	the	DET
alkej-961	228	18	training	training	NOUN
alkej-961	228	19	data	datum	NOUN
alkej-961	228	20	,	,	PUNCT
alkej-961	228	21	resulting	result	VERB
alkej-961	228	22	in	in	ADP
alkej-961	228	23	improved	improve	VERB
alkej-961	228	24	overall	overall	ADJ
alkej-961	228	25	performance	performance	NOUN
alkej-961	228	26	.	.	PUNCT
alkej-961	229	1	the	the	DET
alkej-961	229	2	live	live	ADJ
alkej-961	229	3	detection	detection	NOUN
alkej-961	229	4	system	system	NOUN
alkej-961	229	5	is	be	AUX
alkej-961	229	6	applied	apply	VERB
alkej-961	229	7	,	,	PUNCT
alkej-961	229	8	sara	sara	PROPN
alkej-961	229	9	ayad	ayad	PROPN
alkej-961	229	10	al	al	PROPN
alkej-961	229	11	-	-	PUNCT
alkej-961	229	12	khwarizmi	khwarizmi	PROPN
alkej-961	229	13	engineering	engineering	NOUN
alkej-961	229	14	journal	journal	PROPN
alkej-961	229	15	,	,	PUNCT
alkej-961	229	16	vol	vol	NOUN
alkej-961	229	17	.	.	PROPN
alkej-961	229	18	21	21	NUM
alkej-961	229	19	,	,	PUNCT
alkej-961	229	20	no.3	no.3	VERB
alkej-961	229	21	,	,	PUNCT
alkej-961	229	22	pp	pp	X
alkej-961	229	23	.	.	PUNCT
alkej-961	230	1	5565	5565	NUM
alkej-961	230	2	(	(	PUNCT
alkej-961	230	3	2025	2025	NUM
alkej-961	230	4	)	)	PUNCT
alkej-961	230	5	62	62	NUM
alkej-961	230	6	where	where	SCONJ
alkej-961	230	7	a	a	DET
alkej-961	230	8	streaming	streaming	NOUN
alkej-961	230	9	video	video	NOUN
alkej-961	230	10	,	,	PUNCT
alkej-961	230	11	either	either	CCONJ
alkej-961	230	12	from	from	ADP
alkej-961	230	13	the	the	DET
alkej-961	230	14	source	source	NOUN
alkej-961	230	15	camera	camera	NOUN
alkej-961	230	16	or	or	CCONJ
alkej-961	230	17	the	the	DET
alkej-961	230	18	web	web	NOUN
alkej-961	230	19	camera	camera	NOUN
alkej-961	230	20	,	,	PUNCT
alkej-961	230	21	will	will	AUX
alkej-961	230	22	be	be	AUX
alkej-961	230	23	converted	convert	VERB
alkej-961	230	24	into	into	ADP
alkej-961	230	25	data	datum	NOUN
alkej-961	230	26	frames	frame	NOUN
alkej-961	230	27	and	and	CCONJ
alkej-961	230	28	predicted	predict	VERB
alkej-961	230	29	(	(	PUNCT
alkej-961	230	30	fig	fig	NOUN
alkej-961	230	31	.	.	PUNCT
alkej-961	231	1	7	7	NUM
alkej-961	231	2	)	)	PUNCT
alkej-961	231	3	.	.	PUNCT
alkej-961	232	1	(	(	PUNCT
alkej-961	232	2	a	a	X
alkej-961	232	3	)	)	PUNCT
alkej-961	232	4	(	(	PUNCT
alkej-961	232	5	b	b	X
alkej-961	232	6	)	)	PUNCT
alkej-961	232	7	fig	fig	NOUN
alkej-961	232	8	.	.	PUNCT
alkej-961	233	1	6	6	X
alkej-961	233	2	.	.	X
alkej-961	233	3	training	training	NOUN
alkej-961	233	4	curve	curve	NOUN
alkej-961	233	5	for	for	ADP
alkej-961	233	6	binary	binary	ADJ
alkej-961	233	7	classification	classification	NOUN
alkej-961	233	8	of	of	ADP
alkej-961	233	9	rlv	rlv	NOUN
alkej-961	233	10	dataset	dataset	VERB
alkej-961	233	11	with	with	ADP
alkej-961	233	12	2dcnn	2dcnn	NUM
alkej-961	233	13	(	(	PUNCT
alkej-961	233	14	a	a	NOUN
alkej-961	233	15	)	)	PUNCT
alkej-961	233	16	with	with	ADP
alkej-961	233	17	gamma	gamma	NOUN
alkej-961	233	18	correction	correction	NOUN
alkej-961	233	19	,	,	PUNCT
alkej-961	233	20	(	(	PUNCT
alkej-961	233	21	b	b	X
alkej-961	233	22	)	)	PUNCT
alkej-961	233	23	without	without	ADP
alkej-961	233	24	gamma	gamma	NOUN
alkej-961	233	25	correction	correction	NOUN
alkej-961	233	26	.	.	PUNCT
alkej-961	234	1	(	(	PUNCT
alkej-961	234	2	a	a	X
alkej-961	234	3	)	)	PUNCT
alkej-961	234	4	(	(	PUNCT
alkej-961	234	5	b	b	X
alkej-961	234	6	)	)	PUNCT
alkej-961	234	7	fig	fig	NOUN
alkej-961	234	8	.	.	PUNCT
alkej-961	235	1	7	7	X
alkej-961	235	2	.	.	X
alkej-961	235	3	output	output	NOUN
alkej-961	235	4	of	of	ADP
alkej-961	235	5	the	the	DET
alkej-961	235	6	proposed	propose	VERB
alkej-961	235	7	method	method	NOUN
alkej-961	235	8	,	,	PUNCT
alkej-961	235	9	for	for	ADP
alkej-961	235	10	(	(	PUNCT
alkej-961	235	11	a	a	X
alkej-961	235	12	)	)	PUNCT
alkej-961	235	13	violent	violent	ADJ
alkej-961	235	14	,	,	PUNCT
alkej-961	235	15	(	(	PUNCT
alkej-961	235	16	b	b	NOUN
alkej-961	235	17	)	)	PUNCT
alkej-961	235	18	nonviolence	nonviolence	NOUN
alkej-961	235	19	.	.	PUNCT
alkej-961	236	1	5	5	X
alkej-961	236	2	.	.	X
alkej-961	236	3	conclusion	conclusion	NOUN
alkej-961	236	4	this	this	DET
alkej-961	236	5	study	study	NOUN
alkej-961	236	6	shows	show	VERB
alkej-961	236	7	that	that	SCONJ
alkej-961	236	8	deep	deep	ADJ
alkej-961	236	9	learning	learning	NOUN
alkej-961	236	10	methods	method	NOUN
alkej-961	236	11	,	,	PUNCT
alkej-961	236	12	particularly	particularly	ADV
alkej-961	236	13	cnn	cnn	PROPN
alkej-961	236	14	models	model	NOUN
alkej-961	236	15	combined	combine	VERB
alkej-961	236	16	with	with	ADP
alkej-961	236	17	gamma	gamma	NOUN
alkej-961	236	18	correction	correction	NOUN
alkej-961	236	19	,	,	PUNCT
alkej-961	236	20	provide	provide	VERB
alkej-961	236	21	an	an	DET
alkej-961	236	22	effective	effective	ADJ
alkej-961	236	23	method	method	NOUN
alkej-961	236	24	for	for	ADP
alkej-961	236	25	identifying	identify	VERB
alkej-961	236	26	violent	violent	ADJ
alkej-961	236	27	activities	activity	NOUN
alkej-961	236	28	in	in	ADP
alkej-961	236	29	surveillance	surveillance	NOUN
alkej-961	236	30	footage	footage	NOUN
alkej-961	236	31	.	.	PUNCT
alkej-961	237	1	the	the	DET
alkej-961	237	2	model	model	NOUN
alkej-961	237	3	achieved	achieve	VERB
alkej-961	237	4	a	a	DET
alkej-961	237	5	remarkable	remarkable	ADJ
alkej-961	237	6	accuracy	accuracy	NOUN
alkej-961	237	7	of	of	ADP
alkej-961	237	8	99	99	NUM
alkej-961	237	9	%	%	NOUN
alkej-961	237	10	on	on	ADP
alkej-961	237	11	the	the	DET
alkej-961	237	12	rlv	rlv	NOUN
alkej-961	237	13	dataset	dataset	VERB
alkej-961	237	14	by	by	ADP
alkej-961	237	15	leveraging	leverage	VERB
alkej-961	237	16	the	the	DET
alkej-961	237	17	advantages	advantage	NOUN
alkej-961	237	18	of	of	ADP
alkej-961	237	19	cnn	cnn	PROPN
alkej-961	237	20	’s	’s	PART
alkej-961	237	21	spatial	spatial	ADJ
alkej-961	237	22	feature	feature	NOUN
alkej-961	237	23	extraction	extraction	NOUN
alkej-961	237	24	and	and	CCONJ
alkej-961	237	25	integrating	integrate	VERB
alkej-961	237	26	svm	svm	NOUN
alkej-961	237	27	for	for	ADP
alkej-961	237	28	classification	classification	NOUN
alkej-961	237	29	.	.	PUNCT
alkej-961	238	1	the	the	DET
alkej-961	238	2	gamma	gamma	PROPN
alkej-961	238	3	correction	correction	NOUN
alkej-961	238	4	step	step	VERB
alkej-961	238	5	further	far	ADV
alkej-961	238	6	enhances	enhance	VERB
alkej-961	238	7	the	the	DET
alkej-961	238	8	quality	quality	NOUN
alkej-961	238	9	of	of	ADP
alkej-961	238	10	feature	feature	NOUN
alkej-961	238	11	extraction	extraction	NOUN
alkej-961	238	12	,	,	PUNCT
alkej-961	238	13	improving	improve	VERB
alkej-961	238	14	the	the	DET
alkej-961	238	15	model	model	NOUN
alkej-961	238	16	’s	’s	PART
alkej-961	238	17	reliability	reliability	NOUN
alkej-961	238	18	under	under	ADP
alkej-961	238	19	varying	vary	VERB
alkej-961	238	20	lighting	lighting	NOUN
alkej-961	238	21	conditions	condition	NOUN
alkej-961	238	22	.	.	PUNCT
alkej-961	239	1	by	by	ADP
alkej-961	239	2	contrast	contrast	NOUN
alkej-961	239	3	,	,	PUNCT
alkej-961	239	4	traditional	traditional	ADJ
alkej-961	239	5	methods	method	NOUN
alkej-961	239	6	that	that	PRON
alkej-961	239	7	rely	rely	VERB
alkej-961	239	8	on	on	ADP
alkej-961	239	9	handcrafted	handcraft	VERB
alkej-961	239	10	datasets	dataset	NOUN
alkej-961	239	11	and	and	CCONJ
alkej-961	239	12	basic	basic	ADJ
alkej-961	239	13	machine	machine	NOUN
alkej-961	239	14	learning	learn	VERB
alkej-961	239	15	sara	sara	PROPN
alkej-961	239	16	ayad	ayad	PROPN
alkej-961	239	17	al	al	PROPN
alkej-961	239	18	-	-	PUNCT
alkej-961	239	19	khwarizmi	khwarizmi	PROPN
alkej-961	239	20	engineering	engineering	NOUN
alkej-961	239	21	journal	journal	PROPN
alkej-961	239	22	,	,	PUNCT
alkej-961	239	23	vol	vol	NOUN
alkej-961	239	24	.	.	PROPN
alkej-961	239	25	21	21	NUM
alkej-961	239	26	,	,	PUNCT
alkej-961	239	27	no.3	no.3	VERB
alkej-961	239	28	,	,	PUNCT
alkej-961	239	29	pp	pp	X
alkej-961	239	30	.	.	PUNCT
alkej-961	239	31	5565	5565	NUM
alkej-961	239	32	(	(	PUNCT
alkej-961	239	33	2025	2025	NUM
alkej-961	239	34	)	)	PUNCT
alkej-961	239	35	63	63	NUM
alkej-961	239	36	techniques	technique	NOUN
alkej-961	239	37	exhibit	exhibit	VERB
alkej-961	239	38	low	low	ADJ
alkej-961	239	39	performance	performance	NOUN
alkej-961	239	40	and	and	CCONJ
alkej-961	239	41	limited	limited	ADJ
alkej-961	239	42	generalisability	generalisability	NOUN
alkej-961	239	43	.	.	PUNCT
alkej-961	240	1	the	the	DET
alkej-961	240	2	model	model	NOUN
alkej-961	240	3	’s	’s	PART
alkej-961	240	4	ability	ability	NOUN
alkej-961	240	5	to	to	PART
alkej-961	240	6	handle	handle	VERB
alkej-961	240	7	realtime	realtime	ADJ
alkej-961	240	8	data	datum	NOUN
alkej-961	240	9	and	and	CCONJ
alkej-961	240	10	its	its	PRON
alkej-961	240	11	computational	computational	ADJ
alkej-961	240	12	cost	cost	NOUN
alkej-961	240	13	efficiency	efficiency	NOUN
alkej-961	240	14	make	make	VERB
alkej-961	240	15	it	it	PRON
alkej-961	240	16	a	a	DET
alkej-961	240	17	promising	promising	ADJ
alkej-961	240	18	solution	solution	NOUN
alkej-961	240	19	for	for	ADP
alkej-961	240	20	real	real	ADJ
alkej-961	240	21	-	-	PUNCT
alkej-961	240	22	world	world	NOUN
alkej-961	240	23	applications	application	NOUN
alkej-961	240	24	.	.	PUNCT
alkej-961	241	1	future	future	ADJ
alkej-961	241	2	research	research	NOUN
alkej-961	241	3	may	may	AUX
alkej-961	241	4	explore	explore	VERB
alkej-961	241	5	additional	additional	ADJ
alkej-961	241	6	datasets	dataset	NOUN
alkej-961	241	7	from	from	ADP
alkej-961	241	8	various	various	ADJ
alkej-961	241	9	video	video	NOUN
alkej-961	241	10	sources	source	NOUN
alkej-961	241	11	to	to	PART
alkej-961	241	12	further	far	ADV
alkej-961	241	13	enhance	enhance	VERB
alkej-961	241	14	the	the	DET
alkej-961	241	15	model	model	NOUN
alkej-961	241	16	’s	’s	PART
alkej-961	241	17	generalisability	generalisability	NOUN
alkej-961	241	18	.	.	PUNCT
alkej-961	242	1	another	another	DET
alkej-961	242	2	potential	potential	ADJ
alkej-961	242	3	direction	direction	NOUN
alkej-961	242	4	involves	involve	VERB
alkej-961	242	5	integrating	integrate	VERB
alkej-961	242	6	more	more	ADV
alkej-961	242	7	advanced	advanced	ADJ
alkej-961	242	8	deep	deep	ADJ
alkej-961	242	9	learning	learning	NOUN
alkej-961	242	10	models	model	NOUN
alkej-961	242	11	,	,	PUNCT
alkej-961	242	12	such	such	ADJ
alkej-961	242	13	as	as	ADP
alkej-961	242	14	resnet	resnet	NOUN
alkej-961	242	15	or	or	CCONJ
alkej-961	242	16	lstm	lstm	ADJ
alkej-961	242	17	,	,	PUNCT
alkej-961	242	18	to	to	PART
alkej-961	242	19	improve	improve	VERB
alkej-961	242	20	the	the	DET
alkej-961	242	21	detection	detection	NOUN
alkej-961	242	22	of	of	ADP
alkej-961	242	23	spatial	spatial	ADJ
alkej-961	242	24	and	and	CCONJ
alkej-961	242	25	temporal	temporal	ADJ
alkej-961	242	26	features	feature	NOUN
alkej-961	242	27	.	.	PUNCT
alkej-961	243	1	references	reference	NOUN
alkej-961	243	2	[	[	X
alkej-961	243	3	1	1	NUM
alkej-961	243	4	]	]	X
alkej-961	243	5	geetha	geetha	PROPN
alkej-961	243	6	,	,	PUNCT
alkej-961	243	7	r.	r.	PROPN
alkej-961	243	8	,	,	PUNCT
alkej-961	243	9	gunanandhini	gunanandhini	PROPN
alkej-961	243	10	,	,	PUNCT
alkej-961	243	11	s.	s.	PROPN
alkej-961	243	12	,	,	PUNCT
alkej-961	243	13	srikanth	srikanth	PROPN
alkej-961	243	14	,	,	PUNCT
alkej-961	243	15	g.	g.	PROPN
alkej-961	243	16	u.	u.	PROPN
alkej-961	243	17	,	,	PUNCT
alkej-961	243	18	&	&	CCONJ
alkej-961	243	19	sujatha	sujatha	PROPN
alkej-961	243	20	,	,	PUNCT
alkej-961	243	21	v.	v.	PROPN
alkej-961	243	22	(	(	PUNCT
alkej-961	243	23	2024	2024	NUM
alkej-961	243	24	)	)	PUNCT
alkej-961	243	25	.	.	PUNCT
alkej-961	244	1	human	human	ADJ
alkej-961	244	2	stress	stress	NOUN
alkej-961	244	3	detection	detection	NOUN
alkej-961	244	4	in	in	ADP
alkej-961	244	5	and	and	CCONJ
alkej-961	244	6	through	through	ADP
alkej-961	244	7	sleep	sleep	NOUN
alkej-961	244	8	patterns	pattern	NOUN
alkej-961	244	9	using	use	VERB
alkej-961	244	10	machine	machine	NOUN
alkej-961	244	11	learning	learning	NOUN
alkej-961	244	12	algorithms	algorithm	NOUN
alkej-961	244	13	.	.	PUNCT
alkej-961	245	1	journal	journal	NOUN
alkej-961	245	2	of	of	ADP
alkej-961	245	3	the	the	DET
alkej-961	245	4	institution	institution	NOUN
alkej-961	245	5	of	of	ADP
alkej-961	245	6	engineers	engineer	NOUN
alkej-961	245	7	(	(	PUNCT
alkej-961	245	8	india	india	PROPN
alkej-961	245	9	):	):	PUNCT
alkej-961	245	10	series	series	PROPN
alkej-961	245	11	b	b	PROPN
alkej-961	245	12	,	,	PUNCT
alkej-961	245	13	123	123	NUM
alkej-961	245	14	.	.	PUNCT
alkej-961	246	1	[	[	X
alkej-961	246	2	2	2	NUM
alkej-961	246	3	]	]	X
alkej-961	246	4	tian	tian	PROPN
alkej-961	246	5	,	,	PUNCT
alkej-961	246	6	b.	b.	PROPN
alkej-961	246	7	;	;	PUNCT
alkej-961	246	8	morris	morris	PROPN
alkej-961	246	9	,	,	PUNCT
alkej-961	246	10	b.t	b.t	PROPN
alkej-961	246	11	.	.	PROPN
alkej-961	246	12	;	;	PUNCT
alkej-961	246	13	tang	tang	PROPN
alkej-961	246	14	,	,	PUNCT
alkej-961	246	15	m.	m.	NOUN
alkej-961	246	16	;	;	PUNCT
alkej-961	246	17	liu	liu	PROPN
alkej-961	246	18	,	,	PUNCT
alkej-961	246	19	y.	y.	PROPN
alkej-961	246	20	;	;	PUNCT
alkej-961	246	21	yao	yao	PROPN
alkej-961	246	22	,	,	PUNCT
alkej-961	246	23	y.	y.	PROPN
alkej-961	246	24	;	;	PUNCT
alkej-961	246	25	gou	gou	PROPN
alkej-961	246	26	,	,	PUNCT
alkej-961	246	27	c.	c.	PROPN
alkej-961	246	28	;	;	PUNCT
alkej-961	246	29	shen	shen	PROPN
alkej-961	246	30	,	,	PUNCT
alkej-961	246	31	d.	d.	PROPN
alkej-961	246	32	;	;	PUNCT
alkej-961	246	33	tang	tang	PROPN
alkej-961	246	34	,	,	PUNCT
alkej-961	246	35	s.	s.	PROPN
alkej-961	246	36	hierarchical	hierarchical	ADJ
alkej-961	246	37	and	and	CCONJ
alkej-961	246	38	networked	networked	ADJ
alkej-961	246	39	vehicle	vehicle	NOUN
alkej-961	246	40	surveillance	surveillance	NOUN
alkej-961	246	41	in	in	ADP
alkej-961	246	42	its	its	PRON
alkej-961	246	43	:	:	PUNCT
alkej-961	246	44	a	a	DET
alkej-961	246	45	survey	survey	NOUN
alkej-961	246	46	.	.	PUNCT
alkej-961	247	1	ieee	ieee	PROPN
alkej-961	247	2	trans	trans	PROPN
alkej-961	247	3	.	.	PUNCT
alkej-961	248	1	intell	intell	PROPN
alkej-961	248	2	.	.	PUNCT
alkej-961	249	1	transp	transp	PROPN
alkej-961	249	2	.	.	PUNCT
alkej-961	250	1	syst	syst	PROPN
alkej-961	250	2	.	.	PROPN
alkej-961	251	1	2017	2017	NUM
alkej-961	251	2	,	,	PUNCT
alkej-961	251	3	18	18	NUM
alkej-961	251	4	,	,	PUNCT
alkej-961	251	5	25–48	25–48	NUM
alkej-961	251	6	.	.	PUNCT
alkej-961	252	1	[	[	X
alkej-961	252	2	crossref	crossref	X
alkej-961	252	3	]	]	X
alkej-961	252	4	[	[	X
alkej-961	252	5	3	3	NUM
alkej-961	252	6	]	]	SYM
alkej-961	252	7	varadarajan	varadarajan	ADJ
alkej-961	252	8	,	,	PUNCT
alkej-961	252	9	j.	j.	PROPN
alkej-961	252	10	;	;	PUNCT
alkej-961	252	11	odobez	odobez	PROPN
alkej-961	252	12	,	,	PUNCT
alkej-961	252	13	j.m	j.m	PROPN
alkej-961	252	14	.	.	PROPN
alkej-961	252	15	topic	topic	NOUN
alkej-961	252	16	models	model	NOUN
alkej-961	252	17	for	for	ADP
alkej-961	252	18	scene	scene	NOUN
alkej-961	252	19	analysis	analysis	NOUN
alkej-961	252	20	and	and	CCONJ
alkej-961	252	21	abnormality	abnormality	NOUN
alkej-961	252	22	detection	detection	NOUN
alkej-961	252	23	.	.	PUNCT
alkej-961	253	1	in	in	ADP
alkej-961	253	2	proceedings	proceeding	NOUN
alkej-961	253	3	of	of	ADP
alkej-961	253	4	the	the	DET
alkej-961	253	5	2009	2009	NUM
alkej-961	253	6	ieee	ieee	NOUN
alkej-961	253	7	12th	12th	PROPN
alkej-961	253	8	international	international	ADJ
alkej-961	253	9	conference	conference	NOUN
alkej-961	253	10	on	on	ADP
alkej-961	253	11	computer	computer	NOUN
alkej-961	253	12	vision	vision	NOUN
alkej-961	253	13	workshops	workshop	NOUN
alkej-961	253	14	,	,	PUNCT
alkej-961	253	15	iccv	iccv	NOUN
alkej-961	253	16	workshops	workshop	NOUN
alkej-961	253	17	,	,	PUNCT
alkej-961	253	18	kyoto	kyoto	PROPN
alkej-961	253	19	,	,	PUNCT
alkej-961	253	20	japan	japan	PROPN
alkej-961	253	21	,	,	PUNCT
alkej-961	253	22	27	27	NUM
alkej-961	253	23	september–4	september–4	NUM
alkej-961	253	24	october	october	PROPN
alkej-961	253	25	2009;pp	2009;pp	NUM
alkej-961	253	26	.	.	PUNCT
alkej-961	254	1	1338–1345	1338–1345	NUM
alkej-961	254	2	[	[	X
alkej-961	254	3	4	4	NUM
alkej-961	254	4	]	]	X
alkej-961	254	5	liu	liu	PROPN
alkej-961	254	6	,	,	PUNCT
alkej-961	254	7	m.	m.	PROPN
alkej-961	254	8	c.	c.	PROPN
alkej-961	254	9	,	,	PUNCT
alkej-961	254	10	hsu	hsu	PROPN
alkej-961	254	11	,	,	PUNCT
alkej-961	254	12	f.	f.	PROPN
alkej-961	254	13	r.	r.	PROPN
alkej-961	254	14	,	,	PUNCT
alkej-961	254	15	&	&	CCONJ
alkej-961	254	16	huang	huang	PROPN
alkej-961	254	17	,	,	PUNCT
alkej-961	254	18	c.	c.	PROPN
alkej-961	254	19	h.	h.	PROPN
alkej-961	254	20	(	(	PUNCT
alkej-961	254	21	2024	2024	NUM
alkej-961	254	22	)	)	PUNCT
alkej-961	254	23	.	.	PUNCT
alkej-961	255	1	complex	complex	ADJ
alkej-961	255	2	event	event	NOUN
alkej-961	255	3	recognition	recognition	NOUN
alkej-961	255	4	and	and	CCONJ
alkej-961	255	5	anomaly	anomaly	NOUN
alkej-961	255	6	detection	detection	NOUN
alkej-961	255	7	with	with	ADP
alkej-961	255	8	event	event	NOUN
alkej-961	255	9	behavior	behavior	NOUN
alkej-961	255	10	model	model	NOUN
alkej-961	255	11	.	.	PUNCT
alkej-961	256	1	pattern	pattern	NOUN
alkej-961	256	2	analysis	analysis	NOUN
alkej-961	256	3	and	and	CCONJ
alkej-961	256	4	applications	application	NOUN
alkej-961	256	5	,	,	PUNCT
alkej-961	256	6	27(2	27(2	NUM
alkej-961	256	7	)	)	PUNCT
alkej-961	256	8	,	,	PUNCT
alkej-961	256	9	51	51	NUM
alkej-961	256	10	.	.	PUNCT
alkej-961	257	1	[	[	X
alkej-961	257	2	5	5	NUM
alkej-961	257	3	]	]	X
alkej-961	257	4	vosta	vosta	PROPN
alkej-961	257	5	,	,	PUNCT
alkej-961	257	6	s.	s.	PROPN
alkej-961	257	7	,	,	PUNCT
alkej-961	257	8	&	&	CCONJ
alkej-961	257	9	yow	yow	PROPN
alkej-961	257	10	,	,	PUNCT
alkej-961	257	11	k.	k.	PROPN
alkej-961	257	12	c.	c.	PROPN
alkej-961	257	13	(	(	PUNCT
alkej-961	257	14	2022	2022	NUM
alkej-961	257	15	)	)	PUNCT
alkej-961	257	16	.	.	PUNCT
alkej-961	258	1	a	a	DET
alkej-961	258	2	cnn	cnn	PROPN
alkej-961	258	3	-	-	PUNCT
alkej-961	258	4	rnn	rnn	VERB
alkej-961	258	5	combined	combine	VERB
alkej-961	258	6	structure	structure	NOUN
alkej-961	258	7	for	for	ADP
alkej-961	258	8	real	real	ADJ
alkej-961	258	9	-	-	PUNCT
alkej-961	258	10	world	world	NOUN
alkej-961	258	11	violence	violence	NOUN
alkej-961	258	12	detection	detection	NOUN
alkej-961	258	13	in	in	ADP
alkej-961	258	14	surveillance	surveillance	NOUN
alkej-961	258	15	cameras	camera	NOUN
alkej-961	258	16	.	.	PUNCT
alkej-961	259	1	applied	apply	VERB
alkej-961	259	2	sciences	science	NOUN
alkej-961	259	3	,	,	PUNCT
alkej-961	259	4	12(3	12(3	NUM
alkej-961	259	5	)	)	PUNCT
alkej-961	259	6	,	,	PUNCT
alkej-961	259	7	1021	1021	NUM
alkej-961	259	8	.	.	PUNCT
alkej-961	260	1	[	[	X
alkej-961	260	2	6	6	NUM
alkej-961	260	3	]	]	SYM
alkej-961	260	4	han	han	PROPN
alkej-961	260	5	,	,	PUNCT
alkej-961	260	6	d.	d.	PROPN
alkej-961	260	7	,	,	PUNCT
alkej-961	260	8	wang	wang	PROPN
alkej-961	260	9	,	,	PUNCT
alkej-961	260	10	z.	z.	PROPN
alkej-961	260	11	,	,	PUNCT
alkej-961	260	12	chen	chen	PROPN
alkej-961	260	13	,	,	PUNCT
alkej-961	260	14	w.	w.	PROPN
alkej-961	260	15	,	,	PUNCT
alkej-961	260	16	wang	wang	PROPN
alkej-961	260	17	,	,	PUNCT
alkej-961	260	18	k.	k.	PROPN
alkej-961	260	19	,	,	PUNCT
alkej-961	260	20	yu	yu	PROPN
alkej-961	260	21	,	,	PUNCT
alkej-961	260	22	r.	r.	PROPN
alkej-961	260	23	,	,	PUNCT
alkej-961	260	24	wang	wang	PROPN
alkej-961	260	25	,	,	PUNCT
alkej-961	260	26	s.	s.	PROPN
alkej-961	260	27	,	,	PUNCT
alkej-961	260	28	...	...	PUNCT
alkej-961	260	29	&	&	CCONJ
alkej-961	260	30	yin	yin	PROPN
alkej-961	260	31	,	,	PUNCT
alkej-961	260	32	x.	x.	NOUN
alkej-961	260	33	(	(	PUNCT
alkej-961	260	34	2023	2023	NUM
alkej-961	260	35	)	)	PUNCT
alkej-961	260	36	.	.	PUNCT
alkej-961	261	1	[	[	X
alkej-961	261	2	7	7	X
alkej-961	261	3	]	]	PUNCT
alkej-961	261	4	anomaly	anomaly	NOUN
alkej-961	261	5	detection	detection	NOUN
alkej-961	261	6	in	in	ADP
alkej-961	261	7	the	the	DET
alkej-961	261	8	open	open	ADJ
alkej-961	261	9	world	world	NOUN
alkej-961	261	10	:	:	PUNCT
alkej-961	261	11	normality	normality	NOUN
alkej-961	261	12	shift	shift	NOUN
alkej-961	261	13	detection	detection	NOUN
alkej-961	261	14	,	,	PUNCT
alkej-961	261	15	explanation	explanation	NOUN
alkej-961	261	16	,	,	PUNCT
alkej-961	261	17	and	and	CCONJ
alkej-961	261	18	adaptation	adaptation	NOUN
alkej-961	261	19	.	.	PUNCT
alkej-961	262	1	in	in	ADP
alkej-961	262	2	ndss	ndss	NOUN
alkej-961	262	3	.	.	PUNCT
alkej-961	263	1	[	[	X
alkej-961	263	2	8	8	NUM
alkej-961	263	3	]	]	X
alkej-961	263	4	park	park	NOUN
alkej-961	263	5	,	,	PUNCT
alkej-961	263	6	h.	h.	PROPN
alkej-961	263	7	,	,	PUNCT
alkej-961	263	8	noh	noh	PROPN
alkej-961	263	9	,	,	PUNCT
alkej-961	263	10	j.	j.	PROPN
alkej-961	263	11	,	,	PUNCT
alkej-961	263	12	&	&	CCONJ
alkej-961	263	13	ham	ham	PROPN
alkej-961	263	14	,	,	PUNCT
alkej-961	263	15	b.	b.	PROPN
alkej-961	263	16	(	(	PUNCT
alkej-961	263	17	2020	2020	NUM
alkej-961	263	18	)	)	PUNCT
alkej-961	263	19	.	.	PUNCT
alkej-961	264	1	learning	learn	VERB
alkej-961	264	2	memory	memory	NOUN
alkej-961	264	3	-	-	PUNCT
alkej-961	264	4	guided	guide	VERB
alkej-961	264	5	normality	normality	NOUN
alkej-961	264	6	for	for	ADP
alkej-961	264	7	anomaly	anomaly	NOUN
alkej-961	264	8	detection	detection	NOUN
alkej-961	264	9	.	.	PUNCT
alkej-961	265	1	in	in	ADP
alkej-961	265	2	proceedings	proceeding	NOUN
alkej-961	265	3	of	of	ADP
alkej-961	265	4	the	the	DET
alkej-961	265	5	ieee	ieee	NOUN
alkej-961	265	6	/	/	SYM
alkej-961	265	7	cvf	cvf	NOUN
alkej-961	265	8	conference	conference	NOUN
alkej-961	265	9	on	on	ADP
alkej-961	265	10	computer	computer	NOUN
alkej-961	265	11	vision	vision	NOUN
alkej-961	265	12	and	and	CCONJ
alkej-961	265	13	pattern	pattern	NOUN
alkej-961	265	14	recognition	recognition	NOUN
alkej-961	265	15	(	(	PUNCT
alkej-961	265	16	pp	pp	ADJ
alkej-961	265	17	.	.	PUNCT
alkej-961	266	1	14372	14372	NUM
alkej-961	266	2	-	-	SYM
alkej-961	266	3	14381	14381	NUM
alkej-961	266	4	)	)	PUNCT
alkej-961	266	5	.	.	PUNCT
alkej-961	267	1	[	[	X
alkej-961	267	2	9	9	NUM
alkej-961	267	3	]	]	SYM
alkej-961	267	4	dong	dong	NOUN
alkej-961	267	5	,	,	PUNCT
alkej-961	267	6	n.	n.	NOUN
alkej-961	267	7	;	;	PUNCT
alkej-961	267	8	jia	jia	PROPN
alkej-961	267	9	,	,	PUNCT
alkej-961	267	10	z.	z.	PROPN
alkej-961	267	11	;	;	PUNCT
alkej-961	267	12	shao	shao	PROPN
alkej-961	267	13	,	,	PUNCT
alkej-961	267	14	j.	j.	PROPN
alkej-961	267	15	;	;	PUNCT
alkej-961	267	16	xiong	xiong	PROPN
alkej-961	267	17	,	,	PUNCT
alkej-961	267	18	z.	z.	PROPN
alkej-961	267	19	;	;	PUNCT
alkej-961	267	20	li	li	PROPN
alkej-961	267	21	,	,	PUNCT
alkej-961	267	22	z.	z.	PROPN
alkej-961	267	23	;	;	PUNCT
alkej-961	267	24	liu	liu	PROPN
alkej-961	267	25	,	,	PUNCT
alkej-961	267	26	f.	f.	PROPN
alkej-961	267	27	;	;	PUNCT
alkej-961	267	28	zhao	zhao	PROPN
alkej-961	267	29	,	,	PUNCT
alkej-961	267	30	j.	j.	PROPN
alkej-961	267	31	;	;	PUNCT
alkej-961	267	32	peng	peng	PROPN
alkej-961	267	33	,	,	PUNCT
alkej-961	267	34	p.	p.	NOUN
alkej-961	267	35	traffic	traffic	NOUN
alkej-961	267	36	abnormality	abnormality	NOUN
alkej-961	267	37	detection	detection	NOUN
alkej-961	267	38	through	through	ADP
alkej-961	267	39	directional	directional	ADJ
alkej-961	267	40	motion	motion	NOUN
alkej-961	267	41	behavior	behavior	NOUN
alkej-961	267	42	map	map	NOUN
alkej-961	267	43	.	.	PUNCT
alkej-961	268	1	in	in	ADP
alkej-961	268	2	proceedings	proceeding	NOUN
alkej-961	268	3	of	of	ADP
alkej-961	268	4	the	the	DET
alkej-961	268	5	2010	2010	NUM
alkej-961	268	6	7th	7th	ADJ
alkej-961	268	7	ieee	ieee	NOUN
alkej-961	268	8	international	international	ADJ
alkej-961	268	9	conference	conference	NOUN
alkej-961	268	10	on	on	ADP
alkej-961	268	11	advanced	advanced	ADJ
alkej-961	268	12	video	video	NOUN
alkej-961	268	13	and	and	CCONJ
alkej-961	268	14	signal	signal	ADJ
alkej-961	268	15	based	base	VERB
alkej-961	268	16	surveillance	surveillance	NOUN
alkej-961	268	17	,	,	PUNCT
alkej-961	268	18	boston	boston	PROPN
alkej-961	268	19	,	,	PUNCT
alkej-961	268	20	ma	ma	PROPN
alkej-961	268	21	,	,	PUNCT
alkej-961	268	22	usa	usa	PROPN
alkej-961	268	23	,	,	PUNCT
alkej-961	268	24	29	29	NUM
alkej-961	268	25	august–1	august–1	ADP
alkej-961	268	26	september	september	PROPN
alkej-961	268	27	2010	2010	NUM
alkej-961	268	28	;	;	PUNCT
alkej-961	269	1	pp	pp	X
alkej-961	269	2	.	.	PUNCT
alkej-961	270	1	80	80	NUM
alkej-961	270	2	–	–	PUNCT
alkej-961	270	3	84	84	NUM
alkej-961	271	1	[	[	SYM
alkej-961	271	2	10	10	NUM
alkej-961	271	3	]	]	X
alkej-961	271	4	loy	loy	PROPN
alkej-961	271	5	,	,	PUNCT
alkej-961	271	6	c.c	c.c	PROPN
alkej-961	271	7	.	.	PROPN
alkej-961	271	8	;	;	PUNCT
alkej-961	271	9	xiang	xiang	PROPN
alkej-961	271	10	,	,	PUNCT
alkej-961	271	11	t.	t.	PROPN
alkej-961	271	12	;	;	PUNCT
alkej-961	271	13	gong	gong	PROPN
alkej-961	271	14	,	,	PUNCT
alkej-961	271	15	s.	s.	PROPN
alkej-961	271	16	detecting	detect	VERB
alkej-961	271	17	and	and	CCONJ
alkej-961	271	18	discriminating	discriminate	VERB
alkej-961	271	19	behavioural	behavioural	ADJ
alkej-961	271	20	[	[	X
alkej-961	271	21	11	11	NUM
alkej-961	271	22	]	]	PUNCT
alkej-961	271	23	anomalies	anomaly	NOUN
alkej-961	271	24	.	.	PUNCT
alkej-961	272	1	pattern	pattern	NOUN
alkej-961	272	2	recognit	recognit	VERB
alkej-961	272	3	.	.	PUNCT
alkej-961	273	1	2011	2011	NUM
alkej-961	273	2	,	,	PUNCT
alkej-961	273	3	44	44	NUM
alkej-961	273	4	,	,	PUNCT
alkej-961	273	5	117	117	NUM
alkej-961	273	6	–	–	PUNCT
alkej-961	273	7	132	132	NUM
alkej-961	273	8	.	.	PUNCT
alkej-961	274	1	[	[	X
alkej-961	274	2	crossref	crossref	X
alkej-961	274	3	]	]	X
alkej-961	274	4	[	[	X
alkej-961	274	5	12	12	NUM
alkej-961	274	6	]	]	X
alkej-961	274	7	theves	theve	NOUN
alkej-961	274	8	,	,	PUNCT
alkej-961	274	9	s.	s.	PROPN
alkej-961	274	10	,	,	PUNCT
alkej-961	274	11	fernandez	fernandez	PROPN
alkej-961	274	12	,	,	PUNCT
alkej-961	274	13	g.	g.	PROPN
alkej-961	274	14	,	,	PUNCT
alkej-961	274	15	&	&	CCONJ
alkej-961	274	16	doeller	doeller	PROPN
alkej-961	274	17	,	,	PUNCT
alkej-961	274	18	c.	c.	PROPN
alkej-961	274	19	f.	f.	PROPN
alkej-961	274	20	(	(	PUNCT
alkej-961	274	21	2019	2019	NUM
alkej-961	274	22	)	)	PUNCT
alkej-961	274	23	.	.	PUNCT
alkej-961	275	1	the	the	DET
alkej-961	275	2	hippocampus	hippocampus	NOUN
alkej-961	275	3	encodes	encode	VERB
alkej-961	275	4	distances	distance	NOUN
alkej-961	275	5	in	in	ADP
alkej-961	275	6	multidimensional	multidimensional	ADJ
alkej-961	275	7	feature	feature	NOUN
alkej-961	275	8	space	space	NOUN
alkej-961	275	9	.	.	PUNCT
alkej-961	276	1	current	current	ADJ
alkej-961	276	2	biology	biology	NOUN
alkej-961	276	3	,	,	PUNCT
alkej-961	276	4	29(7	29(7	PROPN
alkej-961	276	5	)	)	PUNCT
alkej-961	276	6	,	,	PUNCT
alkej-961	276	7	1226	1226	NUM
alkej-961	276	8	-	-	SYM
alkej-961	276	9	1231	1231	NUM
alkej-961	276	10	.	.	PUNCT
alkej-961	277	1	[	[	X
alkej-961	277	2	13	13	NUM
alkej-961	277	3	]	]	X
alkej-961	277	4	cheng	cheng	PROPN
alkej-961	277	5	,	,	PUNCT
alkej-961	277	6	l.	l.	PROPN
alkej-961	277	7	,	,	PUNCT
alkej-961	277	8	luo	luo	PROPN
alkej-961	277	9	,	,	PUNCT
alkej-961	277	10	s.	s.	PROPN
alkej-961	277	11	,	,	PUNCT
alkej-961	277	12	li	li	PROPN
alkej-961	277	13	,	,	PUNCT
alkej-961	277	14	b.	b.	PROPN
alkej-961	277	15	,	,	PUNCT
alkej-961	277	16	liu	liu	PROPN
alkej-961	277	17	,	,	PUNCT
alkej-961	277	18	r.	r.	PROPN
alkej-961	277	19	,	,	PUNCT
alkej-961	277	20	zhang	zhang	PROPN
alkej-961	277	21	,	,	PUNCT
alkej-961	277	22	y.	y.	PROPN
alkej-961	277	23	,	,	PUNCT
alkej-961	277	24	&	&	CCONJ
alkej-961	277	25	zhang	zhang	PROPN
alkej-961	277	26	,	,	PUNCT
alkej-961	277	27	h.	h.	PROPN
alkej-961	277	28	(	(	PUNCT
alkej-961	277	29	2023	2023	NUM
alkej-961	277	30	)	)	PUNCT
alkej-961	277	31	.	.	PUNCT
alkej-961	278	1	multiple	multiple	ADJ
alkej-961	278	2	-	-	PUNCT
alkej-961	278	3	instance	instance	NOUN
alkej-961	278	4	learning	learning	NOUN
alkej-961	278	5	for	for	ADP
alkej-961	278	6	eeg	eeg	PROPN
alkej-961	278	7	based	base	VERB
alkej-961	278	8	osa	osa	PROPN
alkej-961	278	9	event	event	NOUN
alkej-961	278	10	detection	detection	NOUN
alkej-961	278	11	.	.	PUNCT
alkej-961	279	1	biomedical	biomedical	ADJ
alkej-961	279	2	signal	signal	NOUN
alkej-961	279	3	processing	processing	NOUN
alkej-961	279	4	and	and	CCONJ
alkej-961	279	5	control	control	NOUN
alkej-961	279	6	,	,	PUNCT
alkej-961	279	7	80	80	NUM
alkej-961	279	8	,	,	PUNCT
alkej-961	279	9	104358	104358	NUM
alkej-961	279	10	.	.	PUNCT
alkej-961	280	1	[	[	X
alkej-961	280	2	14	14	NUM
alkej-961	280	3	]	]	SYM
alkej-961	280	4	li	li	PROPN
alkej-961	280	5	,	,	PUNCT
alkej-961	280	6	t.	t.	PROPN
alkej-961	280	7	,	,	PUNCT
alkej-961	280	8	wang	wang	PROPN
alkej-961	280	9	,	,	PUNCT
alkej-961	280	10	z.	z.	PROPN
alkej-961	280	11	,	,	PUNCT
alkej-961	280	12	liu	liu	PROPN
alkej-961	280	13	,	,	PUNCT
alkej-961	280	14	s.	s.	PROPN
alkej-961	280	15	,	,	PUNCT
alkej-961	280	16	&	&	CCONJ
alkej-961	280	17	lin	lin	PROPN
alkej-961	280	18	,	,	PUNCT
alkej-961	280	19	w.	w.	PROPN
alkej-961	280	20	y.	y.	PROPN
alkej-961	280	21	(	(	PUNCT
alkej-961	280	22	2021	2021	NUM
alkej-961	280	23	)	)	PUNCT
alkej-961	280	24	.	.	PUNCT
alkej-961	281	1	deep	deep	ADJ
alkej-961	281	2	unsupervised	unsupervised	ADJ
alkej-961	281	3	anomaly	anomaly	NOUN
alkej-961	281	4	detection	detection	NOUN
alkej-961	281	5	.	.	PUNCT
alkej-961	282	1	in	in	ADP
alkej-961	282	2	proceedings	proceeding	NOUN
alkej-961	282	3	of	of	ADP
alkej-961	282	4	the	the	DET
alkej-961	282	5	ieee	ieee	NOUN
alkej-961	282	6	/	/	SYM
alkej-961	282	7	cvf	cvf	NOUN
alkej-961	282	8	winter	winter	NOUN
alkej-961	282	9	conference	conference	NOUN
alkej-961	282	10	on	on	ADP
alkej-961	282	11	applications	application	NOUN
alkej-961	282	12	of	of	ADP
alkej-961	282	13	computer	computer	NOUN
alkej-961	282	14	vision	vision	NOUN
alkej-961	282	15	(	(	PUNCT
alkej-961	282	16	pp	pp	ADJ
alkej-961	282	17	.	.	PUNCT
alkej-961	283	1	3636	3636	NUM
alkej-961	283	2	-	-	SYM
alkej-961	283	3	3645	3645	NUM
alkej-961	283	4	)	)	PUNCT
alkej-961	283	5	.	.	PUNCT
alkej-961	284	1	[	[	X
alkej-961	284	2	15	15	NUM
alkej-961	284	3	]	]	X
alkej-961	284	4	nezamabadi	nezamabadi	NOUN
alkej-961	284	5	,	,	PUNCT
alkej-961	284	6	k.	k.	PROPN
alkej-961	284	7	,	,	PUNCT
alkej-961	284	8	sardaripour	sardaripour	PROPN
alkej-961	284	9	,	,	PUNCT
alkej-961	284	10	n.	n.	PROPN
alkej-961	284	11	,	,	PUNCT
alkej-961	284	12	haghi	haghi	PROPN
alkej-961	284	13	,	,	PUNCT
alkej-961	284	14	b.	b.	PROPN
alkej-961	284	15	,	,	PUNCT
alkej-961	284	16	&	&	CCONJ
alkej-961	284	17	forouzanfar	forouzanfar	PROPN
alkej-961	284	18	,	,	PUNCT
alkej-961	284	19	m.	m.	NOUN
alkej-961	284	20	(	(	PUNCT
alkej-961	284	21	2022	2022	NUM
alkej-961	284	22	)	)	PUNCT
alkej-961	284	23	.	.	PUNCT
alkej-961	285	1	unsupervised	unsupervised	ADJ
alkej-961	285	2	ecg	ecg	PROPN
alkej-961	285	3	analysis	analysis	NOUN
alkej-961	285	4	:	:	PUNCT
alkej-961	285	5	a	a	DET
alkej-961	285	6	review	review	NOUN
alkej-961	285	7	.	.	PUNCT
alkej-961	286	1	ieee	ieee	NOUN
alkej-961	286	2	reviews	review	NOUN
alkej-961	286	3	in	in	ADP
alkej-961	286	4	biomedical	biomedical	ADJ
alkej-961	286	5	engineering	engineering	NOUN
alkej-961	286	6	,	,	PUNCT
alkej-961	286	7	16	16	NUM
alkej-961	286	8	,	,	PUNCT
alkej-961	286	9	208	208	NUM
alkej-961	286	10	-	-	SYM
alkej-961	286	11	224	224	NUM
alkej-961	286	12	.	.	PUNCT
alkej-961	287	1	[	[	X
alkej-961	287	2	16	16	NUM
alkej-961	287	3	]	]	X
alkej-961	287	4	usmani	usmani	PROPN
alkej-961	287	5	,	,	PUNCT
alkej-961	287	6	u.	u.	PROPN
alkej-961	287	7	a.	a.	PROPN
alkej-961	287	8	,	,	PUNCT
alkej-961	287	9	happonen	happonen	NOUN
alkej-961	287	10	,	,	PUNCT
alkej-961	287	11	a.	a.	NOUN
alkej-961	287	12	,	,	PUNCT
alkej-961	287	13	&	&	CCONJ
alkej-961	287	14	watada	watada	PROPN
alkej-961	287	15	,	,	PUNCT
alkej-961	287	16	j.	j.	PROPN
alkej-961	287	17	(	(	PUNCT
alkej-961	287	18	2022	2022	NUM
alkej-961	287	19	,	,	PUNCT
alkej-961	287	20	july	july	PROPN
alkej-961	287	21	)	)	PUNCT
alkej-961	287	22	.	.	PUNCT
alkej-961	288	1	a	a	DET
alkej-961	288	2	review	review	NOUN
alkej-961	288	3	of	of	ADP
alkej-961	288	4	unsupervised	unsupervised	ADJ
alkej-961	288	5	machine	machine	NOUN
alkej-961	288	6	learning	learn	VERB
alkej-961	288	7	frameworks	framework	NOUN
alkej-961	288	8	for	for	ADP
alkej-961	288	9	anomaly	anomaly	NOUN
alkej-961	288	10	detection	detection	NOUN
alkej-961	288	11	in	in	ADP
alkej-961	288	12	industrial	industrial	ADJ
alkej-961	288	13	applications	application	NOUN
alkej-961	288	14	.	.	PUNCT
alkej-961	289	1	in	in	ADP
alkej-961	289	2	science	science	NOUN
alkej-961	289	3	and	and	CCONJ
alkej-961	289	4	information	information	NOUN
alkej-961	289	5	conference	conference	NOUN
alkej-961	289	6	(	(	PUNCT
alkej-961	289	7	pp	pp	ADJ
alkej-961	289	8	.	.	PUNCT
alkej-961	290	1	158	158	NUM
alkej-961	290	2	-	-	SYM
alkej-961	290	3	189	189	NUM
alkej-961	290	4	)	)	PUNCT
alkej-961	290	5	.	.	PUNCT
alkej-961	291	1	cham	cham	PROPN
alkej-961	291	2	:	:	PUNCT
alkej-961	291	3	springer	springer	NOUN
alkej-961	291	4	international	international	ADJ
alkej-961	291	5	publishing	publishing	NOUN
alkej-961	291	6	.	.	PUNCT
alkej-961	292	1	[	[	X
alkej-961	292	2	17	17	NUM
alkej-961	292	3	]	]	X
alkej-961	292	4	fan	fan	PROPN
alkej-961	292	5	,	,	PUNCT
alkej-961	292	6	c.	c.	PROPN
alkej-961	292	7	,	,	PUNCT
alkej-961	292	8	liu	liu	PROPN
alkej-961	292	9	,	,	PUNCT
alkej-961	292	10	y.	y.	PROPN
alkej-961	292	11	,	,	PUNCT
alkej-961	292	12	liu	liu	PROPN
alkej-961	292	13	,	,	PUNCT
alkej-961	292	14	x.	x.	PROPN
alkej-961	292	15	,	,	PUNCT
alkej-961	292	16	sun	sun	PROPN
alkej-961	292	17	,	,	PUNCT
alkej-961	292	18	y.	y.	PROPN
alkej-961	292	19	,	,	PUNCT
alkej-961	292	20	&	&	CCONJ
alkej-961	292	21	wang	wang	PROPN
alkej-961	292	22	,	,	PUNCT
alkej-961	292	23	j.	j.	PROPN
alkej-961	292	24	(	(	PUNCT
alkej-961	292	25	2021	2021	NUM
alkej-961	292	26	)	)	PUNCT
alkej-961	292	27	.	.	PUNCT
alkej-961	293	1	a	a	DET
alkej-961	293	2	study	study	NOUN
alkej-961	293	3	on	on	ADP
alkej-961	293	4	semi	semi	ADJ
alkej-961	293	5	-	-	ADJ
alkej-961	293	6	supervised	supervised	ADJ
alkej-961	293	7	learning	learning	NOUN
alkej-961	293	8	in	in	ADP
alkej-961	293	9	enhancing	enhance	VERB
alkej-961	293	10	performance	performance	NOUN
alkej-961	293	11	of	of	ADP
alkej-961	293	12	ahu	ahu	NOUN
alkej-961	293	13	unseen	unseen	ADJ
alkej-961	293	14	fault	fault	NOUN
alkej-961	293	15	detection	detection	NOUN
alkej-961	293	16	with	with	ADP
alkej-961	293	17	limited	limited	ADJ
alkej-961	293	18	labeled	label	VERB
alkej-961	293	19	data	datum	NOUN
alkej-961	293	20	.	.	PUNCT
alkej-961	294	1	sustainable	sustainable	ADJ
alkej-961	294	2	cities	city	NOUN
alkej-961	294	3	and	and	CCONJ
alkej-961	294	4	society	society	NOUN
alkej-961	294	5	,	,	PUNCT
alkej-961	294	6	70	70	NUM
alkej-961	294	7	,	,	PUNCT
alkej-961	294	8	102874	102874	NUM
alkej-961	294	9	.	.	PUNCT
alkej-961	295	1	[	[	X
alkej-961	295	2	18	18	NUM
alkej-961	295	3	]	]	X
alkej-961	295	4	baradaran	baradaran	NOUN
alkej-961	295	5	,	,	PUNCT
alkej-961	295	6	m.	m.	NOUN
alkej-961	295	7	,	,	PUNCT
alkej-961	295	8	&	&	CCONJ
alkej-961	295	9	bergevin	bergevin	PROPN
alkej-961	295	10	,	,	PUNCT
alkej-961	295	11	r.	r.	PROPN
alkej-961	295	12	(	(	PUNCT
alkej-961	295	13	2024	2024	NUM
alkej-961	295	14	)	)	PUNCT
alkej-961	295	15	.	.	PUNCT
alkej-961	296	1	a	a	DET
alkej-961	296	2	critical	critical	ADJ
alkej-961	296	3	study	study	NOUN
alkej-961	296	4	on	on	ADP
alkej-961	296	5	the	the	DET
alkej-961	296	6	recent	recent	ADJ
alkej-961	296	7	deep	deep	ADJ
alkej-961	296	8	learning	learning	NOUN
alkej-961	296	9	based	base	VERB
alkej-961	296	10	semi	semi	ADJ
alkej-961	296	11	-	-	ADJ
alkej-961	296	12	supervised	supervised	ADJ
alkej-961	296	13	video	video	NOUN
alkej-961	296	14	anomaly	anomaly	NOUN
alkej-961	296	15	detection	detection	NOUN
alkej-961	296	16	methods	method	NOUN
alkej-961	296	17	.	.	PUNCT
alkej-961	297	1	multimedia	multimedia	NOUN
alkej-961	297	2	tools	tool	NOUN
alkej-961	297	3	and	and	CCONJ
alkej-961	297	4	applications	application	NOUN
alkej-961	297	5	,	,	PUNCT
alkej-961	297	6	83(9	83(9	NUM
alkej-961	297	7	)	)	PUNCT
alkej-961	297	8	,	,	PUNCT
alkej-961	297	9	27761	27761	NUM
alkej-961	297	10	-	-	SYM
alkej-961	297	11	27807	27807	NUM
alkej-961	297	12	.	.	PUNCT
alkej-961	298	1	[	[	X
alkej-961	298	2	19	19	NUM
alkej-961	298	3	]	]	X
alkej-961	298	4	ramírez	ramírez	NOUN
alkej-961	298	5	-	-	PUNCT
alkej-961	298	6	sanz	sanz	PROPN
alkej-961	298	7	,	,	PUNCT
alkej-961	298	8	j.	j.	PROPN
alkej-961	298	9	m.	m.	PROPN
alkej-961	298	10	,	,	PUNCT
alkej-961	298	11	maestro	maestro	NOUN
alkej-961	298	12	-	-	PUNCT
alkej-961	298	13	prieto	prieto	NOUN
alkej-961	298	14	,	,	PUNCT
alkej-961	298	15	j.	j.	PROPN
alkej-961	298	16	a.	a.	PROPN
alkej-961	298	17	,	,	PUNCT
alkej-961	298	18	arnaiz	arnaiz	PROPN
alkej-961	298	19	-	-	PUNCT
alkej-961	298	20	gonzález	gonzález	PROPN
alkej-961	298	21	,	,	PUNCT
alkej-961	298	22	á	á	PROPN
alkej-961	298	23	.	.	PROPN
alkej-961	298	24	,	,	PUNCT
alkej-961	298	25	&	&	CCONJ
alkej-961	298	26	bustillo	bustillo	PROPN
alkej-961	298	27	,	,	PUNCT
alkej-961	298	28	a.	a.	NOUN
alkej-961	298	29	(	(	PUNCT
alkej-961	298	30	2023	2023	NUM
alkej-961	298	31	)	)	PUNCT
alkej-961	298	32	.	.	PUNCT
alkej-961	299	1	semi	semi	ADJ
alkej-961	299	2	-	-	ADJ
alkej-961	299	3	supervised	supervised	ADJ
alkej-961	299	4	learning	learning	NOUN
alkej-961	299	5	for	for	ADP
alkej-961	299	6	industrial	industrial	ADJ
alkej-961	299	7	fault	fault	NOUN
alkej-961	299	8	detection	detection	NOUN
alkej-961	299	9	and	and	CCONJ
alkej-961	299	10	diagnosis	diagnosis	NOUN
alkej-961	299	11	:	:	PUNCT
alkej-961	299	12	a	a	DET
alkej-961	299	13	systemic	systemic	ADJ
alkej-961	299	14	review	review	NOUN
alkej-961	299	15	.	.	PUNCT
alkej-961	300	1	isa	isa	NOUN
alkej-961	300	2	transactions	transaction	NOUN
alkej-961	300	3	.	.	PUNCT
alkej-961	301	1	[	[	X
alkej-961	301	2	20	20	NUM
alkej-961	301	3	]	]	PUNCT
alkej-961	301	4	available	available	ADJ
alkej-961	301	5	online	online	ADV
alkej-961	301	6	:	:	PUNCT
alkej-961	301	7	https://visionlab.uncc.edu/download/summary	https://visionlab.uncc.edu/download/summary	ADJ
alkej-961	301	8	/60	/60	PROPN
alkej-961	301	9	-	-	PUNCT
alkej-961	301	10	data/477	data/477	NOUN
alkej-961	301	11	-	-	PUNCT
alkej-961	301	12	ucf	ucf	NOUN
alkej-961	301	13	-	-	PUNCT
alkej-961	301	14	anomaly	anomaly	NOUN
alkej-961	301	15	-	-	PUNCT
alkej-961	301	16	detection	detection	NOUN
alkej-961	301	17	-	-	PUNCT
alkej-961	301	18	dataset	dataset	NOUN
alkej-961	301	19	(	(	PUNCT
alkej-961	301	20	accessed	access	VERB
alkej-961	301	21	on	on	ADP
alkej-961	301	22	12january	12january	NUM
alkej-961	301	23	2018	2018	NUM
alkej-961	301	24	)	)	PUNCT
alkej-961	301	25	.	.	PUNCT
alkej-961	302	1	[	[	X
alkej-961	302	2	21	21	NUM
alkej-961	302	3	]	]	X
alkej-961	302	4	duong	duong	PROPN
alkej-961	302	5	,	,	PUNCT
alkej-961	302	6	h.	h.	PROPN
alkej-961	302	7	t.	t.	PROPN
alkej-961	302	8	,	,	PUNCT
alkej-961	302	9	le	le	X
alkej-961	302	10	,	,	PUNCT
alkej-961	302	11	v.	v.	PROPN
alkej-961	302	12	t.	t.	PROPN
alkej-961	302	13	,	,	PUNCT
alkej-961	302	14	&	&	CCONJ
alkej-961	302	15	hoang	hoang	PROPN
alkej-961	302	16	,	,	PUNCT
alkej-961	302	17	v.	v.	PROPN
alkej-961	302	18	t.	t.	PROPN
alkej-961	302	19	(	(	PUNCT
alkej-961	302	20	2023	2023	NUM
alkej-961	302	21	)	)	PUNCT
alkej-961	302	22	.	.	PUNCT
alkej-961	303	1	deep	deep	ADJ
alkej-961	303	2	learning	learning	NOUN
alkej-961	303	3	-	-	PUNCT
alkej-961	303	4	based	base	VERB
alkej-961	303	5	anomaly	anomaly	NOUN
alkej-961	303	6	detection	detection	NOUN
alkej-961	303	7	in	in	ADP
alkej-961	303	8	video	video	NOUN
alkej-961	303	9	surveillance	surveillance	NOUN
alkej-961	303	10	:	:	PUNCT
alkej-961	303	11	a	a	DET
alkej-961	303	12	survey	survey	NOUN
alkej-961	303	13	.	.	PUNCT
alkej-961	304	1	sensors	sensor	NOUN
alkej-961	304	2	,	,	PUNCT
alkej-961	304	3	23(11	23(11	NUM
alkej-961	304	4	)	)	PUNCT
alkej-961	304	5	,	,	PUNCT
alkej-961	304	6	5024	5024	NUM
alkej-961	304	7	.	.	PUNCT
alkej-961	305	1	[	[	X
alkej-961	305	2	22	22	NUM
alkej-961	305	3	]	]	X
alkej-961	305	4	liu	liu	PROPN
alkej-961	305	5	,	,	PUNCT
alkej-961	305	6	c.	c.	PROPN
alkej-961	305	7	h.	h.	PROPN
alkej-961	305	8	,	,	PUNCT
alkej-961	305	9	chen	chen	PROPN
alkej-961	305	10	,	,	PUNCT
alkej-961	305	11	z.	z.	PROPN
alkej-961	305	12	,	,	PUNCT
alkej-961	305	13	&	&	CCONJ
alkej-961	305	14	zhan	zhan	PROPN
alkej-961	305	15	,	,	PUNCT
alkej-961	305	16	y.	y.	PROPN
alkej-961	305	17	(	(	PUNCT
alkej-961	305	18	2019	2019	NUM
alkej-961	305	19	)	)	PUNCT
alkej-961	305	20	.	.	PUNCT
alkej-961	306	1	energy	energy	NOUN
alkej-961	306	2	-	-	PUNCT
alkej-961	306	3	efficient	efficient	ADJ
alkej-961	306	4	distributed	distribute	VERB
alkej-961	306	5	mobile	mobile	ADJ
alkej-961	306	6	crowd	crowd	NOUN
alkej-961	306	7	sara	sara	PROPN
alkej-961	306	8	ayad	ayad	PROPN
alkej-961	306	9	al	al	PROPN
alkej-961	306	10	-	-	PUNCT
alkej-961	306	11	khwarizmi	khwarizmi	PROPN
alkej-961	306	12	engineering	engineering	NOUN
alkej-961	306	13	journal	journal	PROPN
alkej-961	306	14	,	,	PUNCT
alkej-961	306	15	vol	vol	NOUN
alkej-961	306	16	.	.	PROPN
alkej-961	306	17	21	21	NUM
alkej-961	306	18	,	,	PUNCT
alkej-961	306	19	no.3	no.3	VERB
alkej-961	306	20	,	,	PUNCT
alkej-961	306	21	pp	pp	X
alkej-961	306	22	.	.	PUNCT
alkej-961	306	23	5565	5565	NUM
alkej-961	306	24	(	(	PUNCT
alkej-961	306	25	2025	2025	NUM
alkej-961	306	26	)	)	PUNCT
alkej-961	306	27	64	64	NUM
alkej-961	306	28	sensing	sensing	NOUN
alkej-961	306	29	:	:	PUNCT
alkej-961	306	30	a	a	DET
alkej-961	306	31	deep	deep	ADJ
alkej-961	306	32	learning	learning	NOUN
alkej-961	306	33	approach	approach	NOUN
alkej-961	306	34	.	.	PUNCT
alkej-961	307	1	ieee	ieee	PROPN
alkej-961	307	2	journal	journal	PROPN
alkej-961	307	3	on	on	ADP
alkej-961	307	4	selected	select	VERB
alkej-961	307	5	areas	area	NOUN
alkej-961	307	6	in	in	ADP
alkej-961	307	7	communications	communication	NOUN
alkej-961	307	8	,	,	PUNCT
alkej-961	307	9	37(6	37(6	NUM
alkej-961	307	10	)	)	PUNCT
alkej-961	307	11	,	,	PUNCT
alkej-961	307	12	1262	1262	NUM
alkej-961	307	13	-	-	SYM
alkej-961	307	14	1276	1276	NUM
alkej-961	307	15	.	.	PUNCT
alkej-961	308	1	[	[	X
alkej-961	308	2	23	23	NUM
alkej-961	308	3	]	]	SYM
alkej-961	308	4	sreenu	sreenu	NOUN
alkej-961	308	5	,	,	PUNCT
alkej-961	308	6	g.	g.	PROPN
alkej-961	308	7	,	,	PUNCT
alkej-961	308	8	&	&	CCONJ
alkej-961	308	9	durai	durai	PROPN
alkej-961	308	10	,	,	PUNCT
alkej-961	308	11	s.	s.	PROPN
alkej-961	308	12	(	(	PUNCT
alkej-961	308	13	2019	2019	NUM
alkej-961	308	14	)	)	PUNCT
alkej-961	308	15	.	.	PUNCT
alkej-961	309	1	intelligent	intelligent	ADJ
alkej-961	309	2	video	video	NOUN
alkej-961	309	3	surveillance	surveillance	NOUN
alkej-961	309	4	:	:	PUNCT
alkej-961	309	5	a	a	DET
alkej-961	309	6	review	review	NOUN
alkej-961	309	7	through	through	ADP
alkej-961	309	8	deep	deep	ADJ
alkej-961	309	9	learning	learning	NOUN
alkej-961	309	10	techniques	technique	NOUN
alkej-961	309	11	for	for	ADP
alkej-961	309	12	crowd	crowd	NOUN
alkej-961	309	13	analysis	analysis	NOUN
alkej-961	309	14	.	.	PUNCT
alkej-961	310	1	journal	journal	NOUN
alkej-961	310	2	of	of	ADP
alkej-961	310	3	big	big	ADJ
alkej-961	310	4	data	datum	NOUN
alkej-961	310	5	,	,	PUNCT
alkej-961	310	6	6(1	6(1	NUM
alkej-961	310	7	)	)	PUNCT
alkej-961	310	8	,	,	PUNCT
alkej-961	310	9	1	1	NUM
alkej-961	310	10	-	-	SYM
alkej-961	310	11	27	27	NUM
alkej-961	310	12	.	.	PUNCT
alkej-961	311	1	[	[	X
alkej-961	311	2	24	24	NUM
alkej-961	311	3	]	]	X
alkej-961	311	4	farooq	farooq	PROPN
alkej-961	311	5	,	,	PUNCT
alkej-961	311	6	m.	m.	NOUN
alkej-961	311	7	u.	u.	PROPN
alkej-961	311	8	,	,	PUNCT
alkej-961	311	9	saad	saad	PROPN
alkej-961	311	10	,	,	PUNCT
alkej-961	311	11	m.	m.	PROPN
alkej-961	311	12	n.	n.	PROPN
alkej-961	311	13	m.	m.	PROPN
alkej-961	311	14	,	,	PUNCT
alkej-961	311	15	&	&	CCONJ
alkej-961	311	16	khan	khan	PROPN
alkej-961	311	17	,	,	PUNCT
alkej-961	311	18	s.	s.	PROPN
alkej-961	311	19	d.	d.	PROPN
alkej-961	311	20	(	(	PUNCT
alkej-961	311	21	2022	2022	NUM
alkej-961	311	22	)	)	PUNCT
alkej-961	311	23	.	.	PUNCT
alkej-961	312	1	motion	motion	NOUN
alkej-961	312	2	-	-	PUNCT
alkej-961	312	3	shape	shape	NOUN
alkej-961	312	4	-	-	PUNCT
alkej-961	312	5	based	base	VERB
alkej-961	312	6	deep	deep	ADJ
alkej-961	312	7	learning	learning	NOUN
alkej-961	312	8	approach	approach	NOUN
alkej-961	312	9	for	for	ADP
alkej-961	312	10	divergence	divergence	NOUN
alkej-961	312	11	behavior	behavior	NOUN
alkej-961	312	12	detection	detection	NOUN
alkej-961	312	13	in	in	ADP
alkej-961	312	14	high	high	ADJ
alkej-961	312	15	-	-	PUNCT
alkej-961	312	16	density	density	NOUN
alkej-961	312	17	crowd	crowd	NOUN
alkej-961	312	18	.	.	PUNCT
alkej-961	313	1	the	the	DET
alkej-961	313	2	visual	visual	ADJ
alkej-961	313	3	computer	computer	NOUN
alkej-961	313	4	,	,	PUNCT
alkej-961	313	5	1	1	NUM
alkej-961	313	6	25	25	NUM
alkej-961	313	7	.	.	PUNCT
alkej-961	314	1	[	[	X
alkej-961	314	2	25	25	NUM
alkej-961	314	3	]	]	SYM
alkej-961	314	4	behera	behera	PROPN
alkej-961	314	5	,	,	PUNCT
alkej-961	314	6	s.	s.	PROPN
alkej-961	314	7	,	,	PUNCT
alkej-961	314	8	vijay	vijay	NOUN
alkej-961	314	9	,	,	PUNCT
alkej-961	314	10	t.	t.	PROPN
alkej-961	314	11	k.	k.	PROPN
alkej-961	314	12	,	,	PUNCT
alkej-961	314	13	kausik	kausik	PROPN
alkej-961	314	14	,	,	PUNCT
alkej-961	314	15	h.	h.	PROPN
alkej-961	314	16	m.	m.	PROPN
alkej-961	314	17	,	,	PUNCT
alkej-961	314	18	&	&	CCONJ
alkej-961	314	19	dogra	dogra	PROPN
alkej-961	314	20	,	,	PUNCT
alkej-961	314	21	d.	d.	PROPN
alkej-961	314	22	p.	p.	PROPN
alkej-961	314	23	(	(	PUNCT
alkej-961	314	24	2021	2021	NUM
alkej-961	314	25	,	,	PUNCT
alkej-961	314	26	november	november	PROPN
alkej-961	314	27	)	)	PUNCT
alkej-961	314	28	.	.	PUNCT
alkej-961	315	1	pidlnet	pidlnet	NOUN
alkej-961	315	2	:	:	PUNCT
alkej-961	315	3	a	a	DET
alkej-961	315	4	physics	physics	NOUN
alkej-961	315	5	-	-	PUNCT
alkej-961	315	6	induced	induce	VERB
alkej-961	315	7	deep	deep	ADJ
alkej-961	315	8	learning	learning	NOUN
alkej-961	315	9	network	network	NOUN
alkej-961	315	10	for	for	ADP
alkej-961	315	11	characterization	characterization	NOUN
alkej-961	315	12	of	of	ADP
alkej-961	315	13	crowd	crowd	NOUN
alkej-961	315	14	videos	video	NOUN
alkej-961	315	15	.	.	PUNCT
alkej-961	316	1	in	in	ADP
alkej-961	316	2	2021	2021	NUM
alkej-961	316	3	17th	17th	ADJ
alkej-961	316	4	ieee	ieee	NOUN
alkej-961	316	5	international	international	ADJ
alkej-961	316	6	conference	conference	NOUN
alkej-961	316	7	on	on	ADP
alkej-961	316	8	advanced	advanced	ADJ
alkej-961	316	9	video	video	NOUN
alkej-961	316	10	and	and	CCONJ
alkej-961	316	11	signal	signal	NOUN
alkej-961	316	12	based	base	VERB
alkej-961	316	13	surveillance	surveillance	NOUN
alkej-961	316	14	(	(	PUNCT
alkej-961	316	15	avss	avss	NOUN
alkej-961	316	16	)	)	PUNCT
alkej-961	316	17	(	(	PUNCT
alkej-961	316	18	pp	pp	X
alkej-961	316	19	.	.	PUNCT
alkej-961	317	1	1	1	NUM
alkej-961	317	2	-	-	SYM
alkej-961	317	3	8)	8)	NUM
alkej-961	317	4	.	.	PUNCT
alkej-961	317	5	ieee	ieee	NOUN
alkej-961	317	6	.	.	PUNCT
alkej-961	318	1	[	[	X
alkej-961	318	2	26	26	NUM
alkej-961	318	3	]	]	X
alkej-961	318	4	varghese	varghese	PROPN
alkej-961	318	5	,	,	PUNCT
alkej-961	318	6	e.	e.	PROPN
alkej-961	318	7	b.	b.	PROPN
alkej-961	318	8	,	,	PUNCT
alkej-961	318	9	thampi	thampi	PROPN
alkej-961	318	10	,	,	PUNCT
alkej-961	318	11	s.	s.	PROPN
alkej-961	318	12	m.	m.	PROPN
alkej-961	318	13	,	,	PUNCT
alkej-961	318	14	&	&	CCONJ
alkej-961	318	15	berretti	berretti	PROPN
alkej-961	318	16	,	,	PUNCT
alkej-961	318	17	s.	s.	PROPN
alkej-961	318	18	(	(	PUNCT
alkej-961	318	19	2020	2020	NUM
alkej-961	318	20	)	)	PUNCT
alkej-961	318	21	.	.	PUNCT
alkej-961	319	1	a	a	DET
alkej-961	319	2	psychologically	psychologically	ADV
alkej-961	319	3	inspired	inspire	VERB
alkej-961	319	4	fuzzy	fuzzy	ADJ
alkej-961	319	5	cognitive	cognitive	ADJ
alkej-961	319	6	deep	deep	ADJ
alkej-961	319	7	learning	learning	NOUN
alkej-961	319	8	framework	framework	NOUN
alkej-961	319	9	to	to	PART
alkej-961	319	10	predict	predict	VERB
alkej-961	319	11	crowd	crowd	NOUN
alkej-961	319	12	behavior	behavior	NOUN
alkej-961	319	13	.	.	PUNCT
alkej-961	320	1	ieee	ieee	NOUN
alkej-961	320	2	transactions	transaction	NOUN
alkej-961	320	3	on	on	ADP
alkej-961	320	4	affective	affective	ADJ
alkej-961	320	5	computing	computing	NOUN
alkej-961	320	6	,	,	PUNCT
alkej-961	320	7	13(2	13(2	PROPN
alkej-961	320	8	)	)	PUNCT
alkej-961	320	9	,	,	PUNCT
alkej-961	320	10	1005	1005	NUM
alkej-961	320	11	1022	1022	NUM
alkej-961	320	12	.	.	PUNCT
alkej-961	321	1	[	[	X
alkej-961	321	2	27	27	NUM
alkej-961	321	3	]	]	X
alkej-961	321	4	peixoto	peixoto	NOUN
alkej-961	321	5	,	,	PUNCT
alkej-961	321	6	b.	b.	PROPN
alkej-961	321	7	,	,	PUNCT
alkej-961	321	8	lavi	lavi	PROPN
alkej-961	321	9	,	,	PUNCT
alkej-961	321	10	b.	b.	PROPN
alkej-961	321	11	,	,	PUNCT
alkej-961	321	12	martin	martin	PROPN
alkej-961	321	13	,	,	PUNCT
alkej-961	321	14	j.	j.	PROPN
alkej-961	321	15	p.	p.	PROPN
alkej-961	321	16	p.	p.	PROPN
alkej-961	321	17	,	,	PUNCT
alkej-961	321	18	avila	avila	PROPN
alkej-961	321	19	,	,	PUNCT
alkej-961	321	20	s.	s.	PROPN
alkej-961	321	21	,	,	PUNCT
alkej-961	321	22	dias	dias	PROPN
alkej-961	321	23	,	,	PUNCT
alkej-961	321	24	z.	z.	PROPN
alkej-961	321	25	,	,	PUNCT
alkej-961	321	26	&	&	CCONJ
alkej-961	321	27	rocha	rocha	PROPN
alkej-961	321	28	,	,	PUNCT
alkej-961	321	29	a.	a.	PROPN
alkej-961	321	30	(	(	PUNCT
alkej-961	321	31	2019	2019	NUM
alkej-961	321	32	,	,	PUNCT
alkej-961	321	33	may	may	AUX
alkej-961	321	34	)	)	PUNCT
alkej-961	321	35	.	.	PUNCT
alkej-961	322	1	toward	toward	ADP
alkej-961	322	2	subjective	subjective	ADJ
alkej-961	322	3	violence	violence	NOUN
alkej-961	322	4	detection	detection	NOUN
alkej-961	322	5	in	in	ADP
alkej-961	322	6	videos	video	NOUN
alkej-961	322	7	.	.	PUNCT
alkej-961	323	1	in	in	ADP
alkej-961	323	2	icassp	icassp	ADJ
alkej-961	323	3	2019	2019	NUM
alkej-961	323	4	-	-	SYM
alkej-961	323	5	2019	2019	NUM
alkej-961	323	6	ieee	ieee	NOUN
alkej-961	323	7	international	international	ADJ
alkej-961	323	8	conference	conference	NOUN
alkej-961	323	9	on	on	ADP
alkej-961	323	10	acoustics	acoustic	NOUN
alkej-961	323	11	,	,	PUNCT
alkej-961	323	12	speech	speech	NOUN
alkej-961	323	13	and	and	CCONJ
alkej-961	323	14	signal	signal	NOUN
alkej-961	323	15	processing	processing	NOUN
alkej-961	323	16	(	(	PUNCT
alkej-961	323	17	icassp	icassp	PROPN
alkej-961	323	18	)	)	PUNCT
alkej-961	323	19	(	(	PUNCT
alkej-961	323	20	pp	pp	ADJ
alkej-961	323	21	.	.	PUNCT
alkej-961	324	1	8276	8276	NUM
alkej-961	324	2	-	-	SYM
alkej-961	324	3	8280	8280	NUM
alkej-961	324	4	)	)	PUNCT
alkej-961	324	5	.	.	PUNCT
alkej-961	325	1	ieee	ieee	NOUN
alkej-961	325	2	.	.	PUNCT
alkej-961	326	1	[	[	X
alkej-961	326	2	28	28	NUM
alkej-961	326	3	]	]	PUNCT
alkej-961	326	4	soliman	soliman	NOUN
alkej-961	326	5	,	,	PUNCT
alkej-961	326	6	m.	m.	NOUN
alkej-961	326	7	m.	m.	NOUN
alkej-961	326	8	,	,	PUNCT
alkej-961	326	9	kamal	kamal	PROPN
alkej-961	326	10	,	,	PUNCT
alkej-961	326	11	m.	m.	PROPN
alkej-961	326	12	h.	h.	PROPN
alkej-961	326	13	,	,	PUNCT
alkej-961	326	14	nashed	nashe	VERB
alkej-961	326	15	,	,	PUNCT
alkej-961	326	16	m.	m.	NOUN
alkej-961	326	17	a.	a.	PROPN
alkej-961	326	18	e.	e.	PROPN
alkej-961	326	19	m.	m.	PROPN
alkej-961	326	20	,	,	PUNCT
alkej-961	326	21	mostafa	mostafa	PROPN
alkej-961	326	22	,	,	PUNCT
alkej-961	326	23	y.	y.	PROPN
alkej-961	326	24	m.	m.	PROPN
alkej-961	326	25	,	,	PUNCT
alkej-961	326	26	chawky	chawky	PROPN
alkej-961	326	27	,	,	PUNCT
alkej-961	326	28	b.	b.	PROPN
alkej-961	326	29	s.	s.	PROPN
alkej-961	326	30	,	,	PUNCT
alkej-961	326	31	&	&	CCONJ
alkej-961	326	32	khattab	khattab	PROPN
alkej-961	326	33	,	,	PUNCT
alkej-961	326	34	d.	d.	PROPN
alkej-961	326	35	(	(	PUNCT
alkej-961	326	36	2019	2019	NUM
alkej-961	326	37	,	,	PUNCT
alkej-961	326	38	december	december	PROPN
alkej-961	326	39	)	)	PUNCT
alkej-961	326	40	.	.	PUNCT
alkej-961	327	1	violence	violence	NOUN
alkej-961	327	2	recognition	recognition	NOUN
alkej-961	327	3	from	from	ADP
alkej-961	327	4	videos	video	NOUN
alkej-961	327	5	using	use	VERB
alkej-961	327	6	deep	deep	ADJ
alkej-961	327	7	learning	learning	NOUN
alkej-961	327	8	techniques	technique	NOUN
alkej-961	327	9	.	.	PUNCT
alkej-961	328	1	in	in	ADP
alkej-961	328	2	2019	2019	NUM
alkej-961	328	3	ninth	ninth	ADJ
alkej-961	328	4	international	international	ADJ
alkej-961	328	5	conference	conference	NOUN
alkej-961	328	6	on	on	ADP
alkej-961	328	7	intelligent	intelligent	ADJ
alkej-961	328	8	computing	computing	NOUN
alkej-961	328	9	and	and	CCONJ
alkej-961	328	10	information	information	NOUN
alkej-961	328	11	systems	system	NOUN
alkej-961	328	12	(	(	PUNCT
alkej-961	328	13	icicis	icicis	NOUN
alkej-961	328	14	)	)	PUNCT
alkej-961	328	15	(	(	PUNCT
alkej-961	328	16	pp	pp	PROPN
alkej-961	328	17	.	.	PUNCT
alkej-961	329	1	80	80	NUM
alkej-961	329	2	-	-	SYM
alkej-961	329	3	85	85	NUM
alkej-961	329	4	)	)	PUNCT
alkej-961	329	5	.	.	PUNCT
alkej-961	330	1	ieee	ieee	NOUN
alkej-961	330	2	.	.	PUNCT
alkej-961	331	1	[	[	X
alkej-961	331	2	29	29	NUM
alkej-961	331	3	]	]	SYM
alkej-961	331	4	abdali	abdali	ADJ
alkej-961	331	5	,	,	PUNCT
alkej-961	331	6	a.	a.	NOUN
alkej-961	331	7	m.	m.	PROPN
alkej-961	331	8	r.	r.	PROPN
alkej-961	331	9	,	,	PUNCT
alkej-961	331	10	&	&	CCONJ
alkej-961	331	11	al	al	PROPN
alkej-961	331	12	-	-	PUNCT
alkej-961	331	13	tuma	tuma	PROPN
alkej-961	331	14	,	,	PUNCT
alkej-961	331	15	r.	r.	PROPN
alkej-961	331	16	f.	f.	PROPN
alkej-961	331	17	(	(	PUNCT
alkej-961	331	18	2019	2019	NUM
alkej-961	331	19	,	,	PUNCT
alkej-961	331	20	march	march	PROPN
alkej-961	331	21	)	)	PUNCT
alkej-961	331	22	.	.	PUNCT
alkej-961	332	1	robust	robust	ADJ
alkej-961	332	2	real	real	ADJ
alkej-961	332	3	-	-	PUNCT
alkej-961	332	4	time	time	NOUN
alkej-961	332	5	violence	violence	NOUN
alkej-961	332	6	detection	detection	NOUN
alkej-961	332	7	in	in	ADP
alkej-961	332	8	video	video	NOUN
alkej-961	332	9	using	use	VERB
alkej-961	332	10	cnn	cnn	PROPN
alkej-961	332	11	and	and	CCONJ
alkej-961	332	12	lstm	lstm	PROPN
alkej-961	332	13	.	.	PUNCT
alkej-961	333	1	in	in	ADP
alkej-961	333	2	2019	2019	NUM
alkej-961	333	3	2nd	2nd	ADJ
alkej-961	333	4	scientific	scientific	ADJ
alkej-961	333	5	conference	conference	NOUN
alkej-961	333	6	of	of	ADP
alkej-961	333	7	computer	computer	NOUN
alkej-961	333	8	sciences	science	NOUN
alkej-961	333	9	(	(	PUNCT
alkej-961	333	10	sccs	sccs	PROPN
alkej-961	333	11	)	)	PUNCT
alkej-961	333	12	(	(	PUNCT
alkej-961	333	13	pp	pp	ADJ
alkej-961	333	14	.	.	PUNCT
alkej-961	334	1	104	104	NUM
alkej-961	334	2	-	-	SYM
alkej-961	334	3	108	108	NUM
alkej-961	334	4	)	)	PUNCT
alkej-961	334	5	.	.	PUNCT
alkej-961	335	1	ieee	ieee	NOUN
alkej-961	335	2	.	.	PUNCT
alkej-961	336	1	[	[	X
alkej-961	336	2	30	30	NUM
alkej-961	336	3	]	]	X
alkej-961	336	4	jain	jain	PROPN
alkej-961	336	5	,	,	PUNCT
alkej-961	336	6	a.	a.	PROPN
alkej-961	336	7	,	,	PUNCT
alkej-961	336	8	&	&	CCONJ
alkej-961	336	9	vishwakarma	vishwakarma	PROPN
alkej-961	336	10	,	,	PUNCT
alkej-961	336	11	d.	d.	PROPN
alkej-961	336	12	k.	k.	PROPN
alkej-961	336	13	(	(	PUNCT
alkej-961	336	14	2020	2020	NUM
alkej-961	336	15	)	)	PUNCT
alkej-961	336	16	.	.	PUNCT
alkej-961	337	1	deep	deep	ADJ
alkej-961	337	2	neuralnet	neuralnet	NOUN
alkej-961	337	3	for	for	ADP
alkej-961	337	4	violence	violence	NOUN
alkej-961	337	5	detection	detection	NOUN
alkej-961	337	6	using	use	VERB
alkej-961	337	7	motion	motion	NOUN
alkej-961	337	8	features	feature	NOUN
alkej-961	337	9	from	from	ADP
alkej-961	337	10	dynamic	dynamic	ADJ
alkej-961	337	11	images	image	NOUN
alkej-961	337	12	.	.	PUNCT
alkej-961	338	1	in	in	ADP
alkej-961	338	2	2020	2020	NUM
alkej-961	338	3	third	third	ADJ
alkej-961	338	4	international	international	ADJ
alkej-961	338	5	conference	conference	NOUN
alkej-961	338	6	on	on	ADP
alkej-961	338	7	smart	smart	ADJ
alkej-961	338	8	systems	system	NOUN
alkej-961	338	9	and	and	CCONJ
alkej-961	338	10	inventive	inventive	ADJ
alkej-961	338	11	technology	technology	NOUN
alkej-961	338	12	(	(	PUNCT
alkej-961	338	13	icssit	icssit	NOUN
alkej-961	338	14	)	)	PUNCT
alkej-961	338	15	.	.	PUNCT
alkej-961	339	1	https://doi.org/10.1109/icssit48917.2020.9214	https://doi.org/10.1109/icssit48917.2020.9214	NUM
alkej-961	339	2	153	153	NUM
alkej-961	339	3	[	[	X
alkej-961	339	4	31	31	NUM
alkej-961	339	5	]	]	PUNCT
alkej-961	339	6	sernani	sernani	NOUN
alkej-961	339	7	,	,	PUNCT
alkej-961	339	8	p.	p.	PROPN
alkej-961	339	9	,	,	PUNCT
alkej-961	339	10	falcionelli	falcionelli	PROPN
alkej-961	339	11	,	,	PUNCT
alkej-961	339	12	n.	n.	NOUN
alkej-961	339	13	,	,	PUNCT
alkej-961	339	14	tomassini	tomassini	PROPN
alkej-961	339	15	,	,	PUNCT
alkej-961	339	16	s.	s.	PROPN
alkej-961	339	17	,	,	PUNCT
alkej-961	339	18	contardo	contardo	NOUN
alkej-961	339	19	,	,	PUNCT
alkej-961	339	20	p.	p.	NOUN
alkej-961	339	21	,	,	PUNCT
alkej-961	339	22	&	&	CCONJ
alkej-961	339	23	dragoni	dragoni	PROPN
alkej-961	339	24	,	,	PUNCT
alkej-961	339	25	a.	a.	PROPN
alkej-961	339	26	f.	f.	PROPN
alkej-961	339	27	(	(	PUNCT
alkej-961	339	28	2021	2021	NUM
alkej-961	339	29	)	)	PUNCT
alkej-961	339	30	.	.	PUNCT
alkej-961	340	1	deep	deep	ADJ
alkej-961	340	2	learning	learning	NOUN
alkej-961	340	3	for	for	ADP
alkej-961	340	4	automatic	automatic	ADJ
alkej-961	340	5	violence	violence	NOUN
alkej-961	340	6	detection	detection	NOUN
alkej-961	340	7	:	:	PUNCT
alkej-961	340	8	tests	test	NOUN
alkej-961	340	9	on	on	ADP
alkej-961	340	10	the	the	DET
alkej-961	340	11	airtlab	airtlab	NOUN
alkej-961	340	12	dataset	dataset	NOUN
alkej-961	340	13	.	.	PUNCT
alkej-961	341	1	ieee	ieee	NOUN
alkej-961	341	2	access	access	NOUN
alkej-961	341	3	,	,	PUNCT
alkej-961	341	4	9	9	NUM
alkej-961	341	5	,	,	PUNCT
alkej-961	341	6	160580–160595	160580–160595	NUM
alkej-961	341	7	.	.	PUNCT
alkej-961	342	1	https://doi.org/10.1109/access.2021.3131315	https://doi.org/10.1109/access.2021.3131315	PROPN
alkej-961	342	2	[	[	X
alkej-961	342	3	32	32	NUM
alkej-961	342	4	]	]	X
alkej-961	342	5	kang	kang	PROPN
alkej-961	342	6	,	,	PUNCT
alkej-961	342	7	m.	m.	NOUN
alkej-961	342	8	,	,	PUNCT
alkej-961	342	9	park	park	NOUN
alkej-961	342	10	,	,	PUNCT
alkej-961	342	11	r.	r.	PROPN
alkej-961	342	12	,	,	PUNCT
alkej-961	342	13	&	&	CCONJ
alkej-961	342	14	park	park	PROPN
alkej-961	342	15	,	,	PUNCT
alkej-961	342	16	h.	h.	PROPN
alkej-961	342	17	(	(	PUNCT
alkej-961	342	18	2021	2021	NUM
alkej-961	342	19	)	)	PUNCT
alkej-961	342	20	.	.	PUNCT
alkej-961	343	1	efficient	efficient	ADJ
alkej-961	343	2	spatio	spatio	PROPN
alkej-961	343	3	-	-	PUNCT
alkej-961	343	4	temporal	temporal	ADJ
alkej-961	343	5	modeling	modeling	NOUN
alkej-961	343	6	methods	method	NOUN
alkej-961	343	7	for	for	ADP
alkej-961	343	8	real	real	ADJ
alkej-961	343	9	-	-	PUNCT
alkej-961	343	10	time	time	NOUN
alkej-961	343	11	violence	violence	NOUN
alkej-961	343	12	recognition	recognition	NOUN
alkej-961	343	13	.	.	PUNCT
alkej-961	344	1	ieee	ieee	NOUN
alkej-961	344	2	access	access	NOUN
alkej-961	344	3	,	,	PUNCT
alkej-961	344	4	9	9	NUM
alkej-961	344	5	,	,	PUNCT
alkej-961	344	6	76270–76285	76270–76285	NUM
alkej-961	344	7	.	.	PUNCT
alkej-961	345	1	https://doi.org/10.1109/access.2021.3083273	https://doi.org/10.1109/access.2021.3083273	PROPN
alkej-961	346	1	[	[	X
alkej-961	346	2	33	33	NUM
alkej-961	346	3	]	]	X
alkej-961	346	4	gadelkarim	gadelkarim	PROPN
alkej-961	346	5	,	,	PUNCT
alkej-961	346	6	m.	m.	NOUN
alkej-961	346	7	,	,	PUNCT
alkej-961	346	8	khodier	khodier	NOUN
alkej-961	346	9	,	,	PUNCT
alkej-961	346	10	m.	m.	NOUN
alkej-961	346	11	,	,	PUNCT
alkej-961	346	12	&	&	CCONJ
alkej-961	346	13	gomaa	gomaa	PROPN
alkej-961	346	14	,	,	PUNCT
alkej-961	346	15	w.	w.	NOUN
alkej-961	346	16	(	(	PUNCT
alkej-961	346	17	2022	2022	NUM
alkej-961	346	18	)	)	PUNCT
alkej-961	346	19	.	.	PUNCT
alkej-961	347	1	violence	violence	NOUN
alkej-961	347	2	detection	detection	NOUN
alkej-961	347	3	and	and	CCONJ
alkej-961	347	4	recognition	recognition	NOUN
alkej-961	347	5	from	from	ADP
alkej-961	347	6	diverse	diverse	ADJ
alkej-961	347	7	video	video	NOUN
alkej-961	347	8	sources	source	NOUN
alkej-961	347	9	.	.	PUNCT
alkej-961	348	1	in	in	ADP
alkej-961	348	2	2022	2022	NUM
alkej-961	348	3	international	international	ADJ
alkej-961	348	4	joint	joint	ADJ
alkej-961	348	5	conference	conference	NOUN
alkej-961	348	6	on	on	ADP
alkej-961	348	7	neural	neural	ADJ
alkej-961	348	8	networks	network	NOUN
alkej-961	348	9	(	(	PUNCT
alkej-961	348	10	ijcnn	ijcnn	PROPN
alkej-961	348	11	)	)	PUNCT
alkej-961	348	12	.	.	PUNCT
alkej-961	349	1	https://doi.org/10.1109/ijcnn55064.2022.9892	https://doi.org/10.1109/ijcnn55064.2022.9892	NOUN
alkej-961	349	2	660	660	NUM
alkej-961	350	1	[	[	X
alkej-961	350	2	34	34	NUM
alkej-961	350	3	]	]	PUNCT
alkej-961	350	4	honarjoo	honarjoo	ADV
alkej-961	350	5	,	,	PUNCT
alkej-961	350	6	n.	n.	NOUN
alkej-961	350	7	,	,	PUNCT
alkej-961	350	8	abdari	abdari	PROPN
alkej-961	350	9	,	,	PUNCT
alkej-961	350	10	a.	a.	NOUN
alkej-961	350	11	,	,	PUNCT
alkej-961	350	12	&	&	CCONJ
alkej-961	350	13	mansouri	mansouri	PROPN
alkej-961	350	14	,	,	PUNCT
alkej-961	350	15	a.	a.	NOUN
alkej-961	350	16	(	(	PUNCT
alkej-961	350	17	2021	2021	NUM
alkej-961	350	18	)	)	PUNCT
alkej-961	350	19	.	.	PUNCT
alkej-961	351	1	violence	violence	NOUN
alkej-961	351	2	detection	detection	NOUN
alkej-961	351	3	using	use	VERB
alkej-961	351	4	onedimensional	onedimensional	ADJ
alkej-961	351	5	convolutional	convolutional	ADJ
alkej-961	351	6	networks	network	NOUN
alkej-961	351	7	.	.	PUNCT
alkej-961	352	1	https://doi.org/10.1109/ikt54664.2021.968583	https://doi.org/10.1109/ikt54664.2021.968583	VERB
alkej-961	352	2	5	5	NUM
alkej-961	353	1	[	[	SYM
alkej-961	353	2	35	35	NUM
alkej-961	353	3	]	]	SYM
alkej-961	353	4	guedes	guede	NOUN
alkej-961	353	5	,	,	PUNCT
alkej-961	353	6	a.	a.	PROPN
alkej-961	353	7	r.	r.	PROPN
alkej-961	353	8	m.	m.	PROPN
alkej-961	353	9	,	,	PUNCT
alkej-961	353	10	&	&	CCONJ
alkej-961	353	11	cámara	cámara	PROPN
alkej-961	353	12	-	-	PUNCT
alkej-961	353	13	chávez	chávez	PROPN
alkej-961	353	14	,	,	PUNCT
alkej-961	353	15	g.	g.	PROPN
alkej-961	353	16	(	(	PUNCT
alkej-961	353	17	2020	2020	NUM
alkej-961	353	18	)	)	PUNCT
alkej-961	353	19	.	.	PUNCT
alkej-961	354	1	real	real	ADJ
alkej-961	354	2	-	-	PUNCT
alkej-961	354	3	time	time	NOUN
alkej-961	354	4	violence	violence	NOUN
alkej-961	354	5	detection	detection	NOUN
alkej-961	354	6	in	in	ADP
alkej-961	354	7	videos	video	NOUN
alkej-961	354	8	using	use	VERB
alkej-961	354	9	dynamic	dynamic	ADJ
alkej-961	354	10	images	image	NOUN
alkej-961	354	11	.	.	PUNCT
alkej-961	355	1	https://doi.org/10.1109/clei52000.2020.00065	https://doi.org/10.1109/clei52000.2020.00065	NOUN
alkej-961	355	2	.	.	PUNCT
alkej-961	356	1	[	[	X
alkej-961	356	2	36	36	NUM
alkej-961	356	3	]	]	X
alkej-961	356	4	real	real	ADJ
alkej-961	356	5	life	life	NOUN
alkej-961	356	6	violence	violence	NOUN
alkej-961	356	7	situation	situation	NOUN
alkej-961	356	8	dataset	dataset	VERB
alkej-961	356	9	details,[availablonline]:https://paperswithcod	details,[availablonline]:https://paperswithcod	PROPN
alkej-961	356	10	e.com/dataset/real-life-violence-situationsdataset	e.com/dataset/real-life-violence-situationsdataset	PROPN
alkej-961	356	11	.	.	PUNCT
alkej-961	357	1	[	[	X
alkej-961	357	2	37	37	NUM
alkej-961	357	3	]	]	X
alkej-961	357	4	kim	kim	PROPN
alkej-961	357	5	j	j	PROPN
alkej-961	357	6	h	h	PROPN
alkej-961	357	7	,	,	PUNCT
alkej-961	357	8	song	song	NOUN
alkej-961	357	9	j	j	PROPN
alkej-961	357	10	h	h	PROPN
alkej-961	357	11	and	and	CCONJ
alkej-961	357	12	lim	lim	PROPN
alkej-961	358	1	d	d	PROPN
alkej-961	358	2	h	h	NOUN
alkej-961	358	3	2020	2020	NUM
alkej-961	358	4	.	.	PUNCT
alkej-961	359	1	ct	ct	NUM
alkej-961	359	2	image	image	NOUN
alkej-961	359	3	denoising	denoise	VERB
alkej-961	359	4	using	use	VERB
alkej-961	359	5	inception	inception	ADJ
alkej-961	359	6	model	model	NOUN
alkej-961	359	7	.	.	PUNCT
alkej-961	360	1	journal	journal	NOUN
alkej-961	360	2	of	of	ADP
alkej-961	360	3	the	the	DET
alkej-961	360	4	korean	korean	ADJ
alkej-961	360	5	data	datum	NOUN
alkej-961	360	6	and	and	CCONJ
alkej-961	360	7	information	information	NOUN
alkej-961	360	8	science	science	NOUN
alkej-961	360	9	society	society	NOUN
alkej-961	360	10	,	,	PUNCT
alkej-961	360	11	31	31	NUM
alkej-961	360	12	(	(	PUNCT
alkej-961	360	13	3	3	NUM
alkej-961	360	14	)	)	PUNCT
alkej-961	360	15	,	,	PUNCT
alkej-961	360	16	pp	pp	ADJ
alkej-961	360	17	.	.	PUNCT
alkej-961	361	1	487–501	487–501	NUM
alkej-961	361	2	.	.	PUNCT
alkej-961	362	1	[	[	X
alkej-961	362	2	38	38	NUM
alkej-961	362	3	]	]	PUNCT
alkej-961	362	4	ryoo	ryoo	NOUN
alkej-961	362	5	,	,	PUNCT
alkej-961	362	6	m.	m.	NOUN
alkej-961	362	7	s.	s.	PROPN
alkej-961	362	8	,	,	PUNCT
alkej-961	362	9	&	&	CCONJ
alkej-961	362	10	aggarwal	aggarwal	PROPN
alkej-961	362	11	,	,	PUNCT
alkej-961	362	12	j.	j.	PROPN
alkej-961	362	13	k.	k.	PROPN
alkej-961	362	14	(	(	PUNCT
alkej-961	362	15	2009	2009	NUM
alkej-961	362	16	,	,	PUNCT
alkej-961	362	17	september	september	PROPN
alkej-961	362	18	)	)	PUNCT
alkej-961	362	19	.	.	PUNCT
alkej-961	363	1	spatio	spatio	PROPN
alkej-961	363	2	-	-	PUNCT
alkej-961	363	3	temporal	temporal	ADJ
alkej-961	363	4	relationship	relationship	NOUN
alkej-961	363	5	match	match	NOUN
alkej-961	363	6	:	:	PUNCT
alkej-961	363	7	video	video	NOUN
alkej-961	363	8	structure	structure	NOUN
alkej-961	363	9	comparison	comparison	NOUN
alkej-961	363	10	for	for	ADP
alkej-961	363	11	recognition	recognition	NOUN
alkej-961	363	12	of	of	ADP
alkej-961	363	13	complex	complex	ADJ
alkej-961	363	14	human	human	ADJ
alkej-961	363	15	activities	activity	NOUN
alkej-961	363	16	.	.	PUNCT
alkej-961	364	1	in	in	ADP
alkej-961	364	2	2009	2009	NUM
alkej-961	364	3	ieee	ieee	NOUN
alkej-961	364	4	12th	12th	PROPN
alkej-961	364	5	international	international	ADJ
alkej-961	364	6	conference	conference	NOUN
alkej-961	364	7	on	on	ADP
alkej-961	364	8	computer	computer	NOUN
alkej-961	364	9	vision	vision	NOUN
alkej-961	364	10	(	(	PUNCT
alkej-961	364	11	pp	pp	ADJ
alkej-961	364	12	.	.	PUNCT
alkej-961	364	13	1593	1593	NUM
alkej-961	364	14	-	-	SYM
alkej-961	364	15	1600	1600	NUM
alkej-961	364	16	)	)	PUNCT
alkej-961	364	17	.	.	PUNCT
alkej-961	365	1	ieee	ieee	NOUN
alkej-961	365	2	.	.	PUNCT
alkej-961	366	1	[	[	X
alkej-961	366	2	39	39	NUM
alkej-961	366	3	]	]	X
alkej-961	366	4	zhong	zhong	PROPN
alkej-961	366	5	,	,	PUNCT
alkej-961	366	6	j.	j.	PROPN
alkej-961	366	7	x.	x.	PROPN
alkej-961	366	8	,	,	PUNCT
alkej-961	366	9	li	li	PROPN
alkej-961	366	10	,	,	PUNCT
alkej-961	366	11	n.	n.	PROPN
alkej-961	366	12	,	,	PUNCT
alkej-961	366	13	kong	kong	PROPN
alkej-961	366	14	,	,	PUNCT
alkej-961	366	15	w.	w.	PROPN
alkej-961	366	16	,	,	PUNCT
alkej-961	366	17	liu	liu	PROPN
alkej-961	366	18	,	,	PUNCT
alkej-961	366	19	s.	s.	PROPN
alkej-961	366	20	,	,	PUNCT
alkej-961	366	21	li	li	PROPN
alkej-961	366	22	,	,	PUNCT
alkej-961	366	23	t.	t.	PROPN
alkej-961	366	24	h.	h.	PROPN
alkej-961	366	25	,	,	PUNCT
alkej-961	366	26	&	&	CCONJ
alkej-961	366	27	li	li	PROPN
alkej-961	366	28	,	,	PUNCT
alkej-961	366	29	g.	g.	PROPN
alkej-961	366	30	(	(	PUNCT
alkej-961	366	31	2019	2019	NUM
alkej-961	366	32	)	)	PUNCT
alkej-961	366	33	.	.	PUNCT
alkej-961	366	34	graph	graph	VERB
alkej-961	366	35	convolutional	convolutional	ADJ
alkej-961	366	36	label	label	NOUN
alkej-961	366	37	noise	noise	NOUN
alkej-961	366	38	cleaner	cleaner	NOUN
alkej-961	366	39	:	:	PUNCT
alkej-961	366	40	train	train	VERB
alkej-961	366	41	a	a	DET
alkej-961	366	42	plug	plug	VERB
alkej-961	366	43	-	-	PUNCT
alkej-961	366	44	and	and	CCONJ
alkej-961	366	45	-	-	PUNCT
alkej-961	366	46	play	play	VERB
alkej-961	366	47	action	action	NOUN
alkej-961	366	48	classifier	classifier	NOUN
alkej-961	366	49	for	for	ADP
alkej-961	366	50	anomaly	anomaly	NOUN
alkej-961	366	51	detection	detection	NOUN
alkej-961	366	52	.	.	PUNCT
alkej-961	367	1	in	in	ADP
alkej-961	367	2	proceedings	proceeding	NOUN
alkej-961	367	3	of	of	ADP
alkej-961	367	4	the	the	DET
alkej-961	367	5	ieee	ieee	NOUN
alkej-961	367	6	/	/	SYM
alkej-961	367	7	cvf	cvf	NOUN
alkej-961	367	8	conference	conference	NOUN
alkej-961	367	9	on	on	ADP
alkej-961	367	10	computer	computer	NOUN
alkej-961	367	11	vision	vision	NOUN
alkej-961	367	12	and	and	CCONJ
alkej-961	367	13	pattern	pattern	NOUN
alkej-961	367	14	recognition	recognition	NOUN
alkej-961	367	15	(	(	PUNCT
alkej-961	367	16	pp	pp	ADJ
alkej-961	367	17	.	.	PUNCT
alkej-961	368	1	1237	1237	NUM
alkej-961	368	2	-	-	SYM
alkej-961	368	3	1246	1246	NUM
alkej-961	368	4	)	)	PUNCT
alkej-961	368	5	.	.	PUNCT
alkej-961	369	1	[	[	X
alkej-961	369	2	40	40	NUM
alkej-961	369	3	]	]	PUNCT
alkej-961	369	4	sultani	sultani	PROPN
alkej-961	369	5	,	,	PUNCT
alkej-961	369	6	w.	w.	PROPN
alkej-961	369	7	,	,	PUNCT
alkej-961	369	8	chen	chen	PROPN
alkej-961	369	9	,	,	PUNCT
alkej-961	369	10	c.	c.	PROPN
alkej-961	369	11	,	,	PUNCT
alkej-961	369	12	&	&	CCONJ
alkej-961	369	13	shah	shah	PROPN
alkej-961	369	14	,	,	PUNCT
alkej-961	369	15	m.	m.	NOUN
alkej-961	369	16	(	(	PUNCT
alkej-961	369	17	2018	2018	NUM
alkej-961	369	18	)	)	PUNCT
alkej-961	369	19	.	.	PUNCT
alkej-961	370	1	real	real	ADJ
alkej-961	370	2	-	-	PUNCT
alkej-961	370	3	world	world	NOUN
alkej-961	370	4	anomaly	anomaly	NOUN
alkej-961	370	5	detection	detection	NOUN
alkej-961	370	6	in	in	ADP
alkej-961	370	7	surveillance	surveillance	NOUN
alkej-961	370	8	videos	video	NOUN
alkej-961	370	9	.	.	PUNCT
alkej-961	371	1	in	in	ADP
alkej-961	371	2	proceedings	proceeding	NOUN
alkej-961	371	3	of	of	ADP
alkej-961	371	4	the	the	DET
alkej-961	371	5	ieee	ieee	NOUN
alkej-961	371	6	conference	conference	NOUN
alkej-961	371	7	on	on	ADP
alkej-961	371	8	computer	computer	NOUN
alkej-961	371	9	vision	vision	NOUN
alkej-961	371	10	and	and	CCONJ
alkej-961	371	11	pattern	pattern	NOUN
alkej-961	371	12	recognition	recognition	NOUN
alkej-961	371	13	(	(	PUNCT
alkej-961	371	14	pp	pp	ADJ
alkej-961	371	15	.	.	PUNCT
alkej-961	371	16	6479	6479	NUM
alkej-961	371	17	-	-	SYM
alkej-961	371	18	6488	6488	NUM
alkej-961	371	19	)	)	PUNCT
alkej-961	371	20	.	.	PUNCT
alkej-961	372	1	(	(	PUNCT
alkej-961	372	2	2025	2025	NUM
alkej-961	372	3	)	)	PUNCT
alkej-961	372	4	55	55	NUM
alkej-961	372	5	-	-	SYM
alkej-961	372	6	65	65	NUM
alkej-961	372	7	،	،	PROPN
alkej-961	372	8	صفحة	صفحة	PROPN
alkej-961	372	9	3	3	NUM
alkej-961	372	10	،	،	NOUN
alkej-961	372	11	العدد21مجلة	العدد21مجلة	PROPN
alkej-961	372	12	الخوارزمي	الخوارزمي	PROPN
alkej-961	372	13	الهندسية	الهندسية	PROPN
alkej-961	372	14	المجلدسارة	المجلدسارة	PROPN
alkej-961	372	15	اياد	اياد	PROPN
alkej-961	372	16	ربيع	ربيع	VERB
alkej-961	372	17	65	65	NUM
alkej-961	372	18	مع	مع	PROPN
alkej-961	372	19	تصحيح	تصحيح	PROPN
alkej-961	372	20	جاما	جاما	PROPN
alkej-961	372	21	cnn	cnn	PROPN
alkej-961	372	22	تقدير	تقدير	PROPN
alkej-961	372	23	التنبؤ	التنبؤ	PROPN
alkej-961	372	24	بالعنف	بالعنف	ADP
alkej-961	372	25	في	في	DET
alkej-961	372	26	كاميرات	كاميرات	ADJ
alkej-961	372	27	المراقبة	المراقبة	ADJ
alkej-961	372	28	باستخدام	باستخدام	NOUN
alkej-961	372	29	2يعرب	2يعرب	NUM
alkej-961	372	30	عمر	عمر	NOUN
alkej-961	372	31	ناجي	ناجي	PRON
alkej-961	372	32	،	،	NOUN
alkej-961	373	1	*	*	PUNCT
alkej-961	373	2	1سارة	1سارة	NUM
alkej-961	373	3	اياد	اياد	PROPN
alkej-961	373	4	ربيع	ربيع	ADJ
alkej-961	373	5	العراق	العراق	PROPN
alkej-961	373	6	بغداد	بغداد	PROPN
alkej-961	373	7	،	،	PROPN
alkej-961	373	8	اإلصالح	اإلصالح	NOUN
alkej-961	373	9	العراقية	العراقية	PROPN
alkej-961	373	10	،	،	X
alkej-961	373	11	وزارة	وزارة	PROPN
alkej-961	373	12	العدل	العدل	PROPN
alkej-961	373	13	،	،	PROPN
alkej-961	373	14	ةدائر	ةدائر	PROPN
alkej-961	373	15	1	1	NUM
alkej-961	373	16	بغداد	بغداد	PROPN
alkej-961	373	17	،	،	PROPN
alkej-961	373	18	بغداد	بغداد	PROPN
alkej-961	373	19	،	،	PROPN
alkej-961	373	20	العراق	العراق	PROPN
alkej-961	373	21	الخوارزمي	الخوارزمي	PROPN
alkej-961	373	22	،	،	PROPN
alkej-961	373	23	جامعةقسم	جامعةقسم	PROPN
alkej-961	373	24	هندسة	هندسة	PROPN
alkej-961	373	25	الميكاترونيكس	الميكاترونيكس	PROPN
alkej-961	373	26	،	،	PROPN
alkej-961	373	27	كلية	كلية	PROPN
alkej-961	373	28	الهندسة	الهندسة	NOUN
alkej-961	373	29	2	2	NUM
alkej-961	373	30	saraaagh785@gmail.com	saraaagh785@gmail.com	NUM
alkej-961	373	31	:	:	PUNCT
alkej-961	373	32	البريد	البريد	VERB
alkej-961	373	33	االلكتروني	االلكتروني	NOUN
alkej-961	373	34	*	*	PUNCT
alkej-961	373	35	المستخلص	المستخلص	NOUN
alkej-961	373	36	الشركات	الشركات	ADV
alkej-961	373	37	تستأجر	تستأجر	AUX
alkej-961	373	38	الكثير	الكثير	VERB
alkej-961	373	39	منمن	منمن	ADJ
alkej-961	373	40	األماكن	األماكن	NOUN
alkej-961	373	41	العامة	العامة	NOUN
alkej-961	373	42	والخاصة	والخاصة	NOUN
alkej-961	373	43	.	.	PUNCT
alkej-961	374	1	ال	ال	ADP
alkej-961	374	2	تزال	تزال	PROPN
alkej-961	375	1	في	في	PRON
alkej-961	375	2	نشر	نشر	VERB
alkej-961	375	3	كاميرات	كاميرات	PROPN
alkej-961	375	4	المراقبة	المراقبة	NOUN
alkej-961	375	5	لتعزيز	لتعزيز	NOUN
alkej-961	375	6	األمن	األمن	ADV
alkej-961	375	7	في	في	ADP
alkej-961	375	8	كل	كل	PROPN
alkej-961	375	9	كبيراً	كبيراً	PROPN
alkej-961	375	10	شهدت	شهدت	NOUN
alkej-961	375	11	السنوات	السنوات	NOUN
alkej-961	375	12	األخيرة	األخيرة	NOUN
alkej-961	375	13	ارتفاًعا	ارتفاًعا	PROPN
alkej-961	375	14	اللمرشخًصا	اللمرشخًصا	PROPN
alkej-961	375	15	فمن	فمن	ADJ
alkej-961	375	16	األحيان	األحيان	ADJ
alkej-961	375	17	،	،	NOUN
alkej-961	375	18	بعض	بعض	NOUN
alkej-961	375	19	في	في	SCONJ
alkej-961	375	20	بشري	بشري	NOUN
alkej-961	375	21	لحدوث	لحدوث	VERB
alkej-961	375	22	خطأ	خطأ	PROPN
alkej-961	375	23	نظًرا	نظًرا	PROPN
alkej-961	375	24	ولكن	ولكن	NOUN
alkej-961	375	25	الكاميرات	الكاميرات	PROPN
alkej-961	375	26	،	،	PROPN
alkej-961	375	27	في	في	ADP
alkej-961	375	28	رااقبة	رااقبة	PROPN
alkej-961	375	29	الغريبة	الغريبة	PROPN
alkej-961	375	30	األحداث	األحداث	NOUN
alkej-961	375	31	بعض	بعض	NOUN
alkej-961	375	32	عن	عن	PRON
alkej-961	375	33	المستأجر	المستأجر	VERB
alkej-961	375	34	الفرد	الفرد	PROPN
alkej-961	375	35	يتغاضى	يتغاضى	PROPN
alkej-961	375	36	أن	أن	ADP
alkej-961	375	37	جح	جح	ADP
alkej-961	375	38	تطبيق	تطبيق	PROPN
alkej-961	375	39	تقنيات	تقنيات	PROPN
alkej-961	375	40	التعلم	التعلم	PROPN
alkej-961	375	41	العميق	العميق	PROPN
alkej-961	375	42	،	،	X
alkej-961	375	43	أبحث	أبحث	PROPN
alkej-961	375	44	في	في	VERB
alkej-961	375	45	في	في	ADP
alkej-961	376	1	هذه	هذه	PROPN
alkej-961	376	2	الدراسة	الدراسة	PROPN
alkej-961	376	3	.	.	PUNCT
alkej-961	377	1	المراقبة	المراقبة	PROPN
alkej-961	377	2	تتبع	تتبع	PROPN
alkej-961	377	3	كاميراتموجزات	كاميراتموجزات	PROPN
alkej-961	377	4	الفيديو	الفيديو	PROPN
alkej-961	377	5	.	.	PUNCT
alkej-961	378	1	وبالتالي	وبالتالي	PROPN
alkej-961	378	2	قد	قد	INTJ
alkej-961	379	1	يكون	يكون	PROPN
alkej-961	379	2	من	من	PRON
alkej-961	379	3	غير	غير	NOUN
alkej-961	379	4	المجدي	المجدي	NOUN
alkej-961	379	5	قضاء	قضاء	VERB
alkej-961	379	6	الوقت	الوقت	PROPN
alkej-961	379	7	والجهد	والجهد	PROPN
alkej-961	379	8	في	في	DET
alkej-961	379	9	،	،	PROPN
alkej-961	379	10	للتنبؤ	للتنبؤ	NOUN
alkej-961	379	11	بالعنف	بالعنف	ADP
alkej-961	379	12	في	في	ADP
alkej-961	379	13	تدفقات	تدفقات	PROPN
alkej-961	379	14	فيديو	فيديو	PROPN
alkej-961	379	15	المراقبة	المراقبة	PROPN
alkej-961	379	16	.	.	PUNCT
alkej-961	380	1	من	من	PROPN
alkej-961	380	2	خالل	خالل	PROPN
alkej-961	380	3	استخدام	استخدام	PROPN
alkej-961	381	1	تصحيح	تصحيح	PROPN
alkej-961	381	2	جاما	جاما	PROPN
alkej-961	381	3	(	(	PUNCT
alkej-961	381	4	svms	svms	NOUN
alkej-961	381	5	)	)	PUNCT
alkej-961	381	6	وآالت	وآالت	AUX
alkej-961	381	7	الدعم	الدعم	PROPN
alkej-961	381	8	المتجهة	المتجهة	PROPN
alkej-961	381	9	(	(	PUNCT
alkej-961	381	10	cnns	cnns	PROPN
alkej-961	381	11	)	)	PUNCT
alkej-961	381	12	وخاصة	وخاصة	ADJ
alkej-961	381	13	الشبكات	الشبكات	PROPN
alkej-961	381	14	العصبية	العصبية	PROPN
alkej-961	381	15	التالفيفية	التالفيفية	PROPN
alkej-961	381	16	نموذجالمعالجة	نموذجالمعالجة	VERB
alkej-961	381	17	للكخطوة	للكخطوة	ADJ
alkej-961	381	18	تحسين	تحسين	NOUN
alkej-961	381	19	تم	تم	ADP
alkej-961	381	20	اكتشاف	اكتشاف	PROPN
alkej-961	381	21	cnn	cnn	PROPN
alkej-961	381	22	مسبقة	مسبقة	PROPN
alkej-961	381	23	،	،	PROPN
alkej-961	381	24	الفيديو	الفيديو	PROPN
alkej-961	381	25	،	،	PROPN
alkej-961	381	26	مما	مما	PROPN
alkej-961	381	27	يعزز	يعزز	PROPN
alkej-961	381	28	بشكل	بشكل	NOUN
alkej-961	382	1	كبير	كبير	INTJ
alkej-961	382	2	دقة	دقة	NOUN
alkej-961	382	3	المكانية	المكانية	PROPN
alkej-961	382	4	األساسية	األساسية	PROPN
alkej-961	383	1	من	من	PROPN
alkej-961	383	2	إطارات	إطارات	PROPN
alkej-961	383	3	السمات	السمات	VERB
alkej-961	383	4	المقترح	المقترح	NOUN
alkej-961	383	5	الستخراج	الستخراج	PROPN
alkej-961	383	6	،	،	PROPN
alkej-961	383	7	والتي	والتي	PROPN
alkej-961	383	8	تشمل	تشمل	PROPN
alkej-961	383	9	مجموعة	مجموعة	PROPN
alkej-961	383	10	من	من	PROPN
alkej-961	383	11	السيناريوهات	السيناريوهات	ADV
alkej-961	383	12	العنيفة	العنيفة	PROPN
alkej-961	383	13	rlv	rlv	PROPN
alkej-961	383	14	العنف	العنف	NOUN
alkej-961	383	15	.	.	PUNCT
alkej-961	384	1	تستفيد	تستفيد	PROPN
alkej-961	384	2	الدراسة	الدراسة	PROPN
alkej-961	385	1	من	من	PROPN
alkej-961	385	2	قدرات	قدرات	PROPN
alkej-961	385	3	الوقت	الوقت	PROPN
alkej-961	385	4	الفعلي	الفعلي	PROPN
alkej-961	385	5	لبيانات	لبيانات	PROPN
alkej-961	385	6	المراقبة	المراقبة	PROPN
alkej-961	385	7	،	،	PROPN
alkej-961	386	1	مع	مع	PROPN
alkej-961	386	2	التركيز	التركيز	PROPN
alkej-961	386	3	على	على	PROPN
alkej-961	386	4	مجموعة	مجموعة	PROPN
alkej-961	386	5	بيانات	بيانات	PROPN
alkej-961	386	6	العنيفة	العنيفة	PROPN
alkej-961	386	7	.	.	PUNCT
alkej-961	387	1	نموذجووغير	نموذجووغير	PROPN
alkej-961	387	2	بنسبة	بنسبة	VERB
alkej-961	387	3	cnn	cnn	PROPN
alkej-961	387	4	-	-	PUNCT
alkej-961	387	5	svm	svm	PROPN
alkej-961	387	6	حقق	حقق	NOUN
alkej-961	387	7	مذهلة	مذهلة	NOUN
alkej-961	387	8	دقة	دقة	NOUN
alkej-961	387	9	البحث	البحث	VERB
alkej-961	387	10	هذا	هذا	ADJ
alkej-961	387	11	في	في	ADP
alkej-961	387	12	تطويره	تطويره	PROPN
alkej-961	387	13	تم	تم	PROPN
alkej-961	387	14	الذي	الذي	PROPN
alkej-961	387	15	قدرات	قدرات	PROPN
alkej-961	387	16	99الهجين	99الهجين	PROPN
alkej-961	388	1	ومظهًرا	ومظهًرا	PROPN
alkej-961	388	2	التقليدية	التقليدية	VERB
alkej-961	388	3	الطرق	الطرق	NOUN
alkej-961	388	4	على	على	NOUN
alkej-961	388	5	متفوقًا	متفوقًا	PROPN
alkej-961	388	6	،	،	X
alkej-961	388	7	٪	٪	PROPN
alkej-961	388	8	القوية	القوية	PROPN
alkej-961	388	9	.	.	PUNCT
alkej-961	389	1	المكانية	المكانية	NOUN
alkej-961	389	2	السمات	السمات	VERB
alkej-961	389	3	عناستخراج	عناستخراج	NOUN
alkej-961	390	1	والتطبيق	والتطبيق	ADJ
alkej-961	390	2	فضالً	فضالً	PROPN
alkej-961	390	3	التوسع	التوسع	PROPN
alkej-961	390	4	قابلية	قابلية	PROPN
alkej-961	390	5	من	من	PRON
alkej-961	390	6	خالل	خالل	PROPN
alkej-961	390	7	ضمان	ضمان	PROPN
alkej-961	390	8	الفعلي	الفعلي	PROPN
alkej-961	390	9	الوقت	الوقت	PROPN
alkej-961	390	10	في	في	ADP
alkej-961	390	11	بالفيديو	بالفيديو	PROPN
alkej-961	390	12	المراقبة	المراقبة	PROPN
alkej-961	390	13	تحديات	تحديات	PROPN
alkej-961	390	14	البحث	البحث	PROPN
alkej-961	390	15	هذا	هذا	PROPN
alkej-961	390	16	يتناول	يتناول	PROPN
alkej-961	390	17	ذلك	ذلك	PROPN
alkej-961	390	18	،	،	PROPN
alkej-961	390	19	.قويًا	.قويًا	PUNCT
alkej-961	390	20	لتعزيز	لتعزيز	NOUN
alkej-961	390	21	تدابير	تدابير	AUX
alkej-961	390	22	األمن	األمن	VERB
alkej-961	390	23	في	في	ADP
alkej-961	390	24	األماكن	األماكن	NOUN
alkej-961	390	25	العامة	العامة	PROPN
alkej-961	390	26	والخاصةالعملي	والخاصةالعملي	PROPN
alkej-961	390	27	،	،	PROPN
alkej-961	391	1	مما	مما	DET
alkej-961	391	2	يوفر	يوفر	ADJ
alkej-961	391	3	حالً	حالً	PROPN
alkej-961	391	4	mailto:saraaagh785@gmail.com	mailto:saraaagh785@gmail.com	X