id	sid	tid	token	lemma	pos
fcis-14861	1	1	frontiers	frontier	NOUN
fcis-14861	1	2	in	in	ADP
fcis-14861	1	3	computing	computing	NOUN
fcis-14861	1	4	and	and	CCONJ
fcis-14861	1	5	intelligent	intelligent	ADJ
fcis-14861	1	6	systems	system	NOUN
fcis-14861	1	7	issn	issn	VERB
fcis-14861	1	8	:	:	PUNCT
fcis-14861	1	9	2832	2832	NUM
fcis-14861	1	10	-	-	SYM
fcis-14861	1	11	6024	6024	NUM
fcis-14861	1	12	|	|	NOUN
fcis-14861	1	13	vol	vol	NOUN
fcis-14861	1	14	.	.	PROPN
fcis-14861	2	1	6	6	NUM
fcis-14861	2	2	,	,	PUNCT
fcis-14861	2	3	no	no	INTJ
fcis-14861	2	4	.	.	NOUN
fcis-14861	2	5	1	1	NUM
fcis-14861	2	6	,	,	PUNCT
fcis-14861	2	7	2023	2023	NUM
fcis-14861	2	8	111	111	NUM
fcis-14861	2	9	public	public	ADJ
fcis-14861	2	10	place	place	NOUN
fcis-14861	2	11	crowd	crowd	NOUN
fcis-14861	2	12	transaction	transaction	NOUN
fcis-14861	2	13	monitoring	monitoring	NOUN
fcis-14861	2	14	system	system	NOUN
fcis-14861	2	15	zhize	zhize	NOUN
fcis-14861	2	16	wang	wang	PROPN
fcis-14861	2	17	south	south	PROPN
fcis-14861	2	18	west	west	PROPN
fcis-14861	2	19	minzu	minzu	PROPN
fcis-14861	2	20	university	university	PROPN
fcis-14861	2	21	,	,	PUNCT
fcis-14861	2	22	chengdu	chengdu	PROPN
fcis-14861	2	23	610000	610000	NUM
fcis-14861	2	24	,	,	PUNCT
fcis-14861	2	25	china	china	PROPN
fcis-14861	2	26	abstract	abstract	NOUN
fcis-14861	2	27	:	:	PUNCT
fcis-14861	2	28	currently	currently	ADV
fcis-14861	2	29	,	,	PUNCT
fcis-14861	2	30	the	the	DET
fcis-14861	2	31	phenomenon	phenomenon	NOUN
fcis-14861	2	32	of	of	ADP
fcis-14861	2	33	abnormal	abnormal	ADJ
fcis-14861	2	34	movement	movement	NOUN
fcis-14861	2	35	in	in	ADP
fcis-14861	2	36	public	public	ADJ
fcis-14861	2	37	spaces	space	NOUN
fcis-14861	2	38	by	by	ADP
fcis-14861	2	39	groups	group	NOUN
fcis-14861	2	40	is	be	AUX
fcis-14861	2	41	becoming	become	VERB
fcis-14861	2	42	increasingly	increasingly	ADV
fcis-14861	2	43	prominent	prominent	ADJ
fcis-14861	2	44	,	,	PUNCT
fcis-14861	2	45	leading	lead	VERB
fcis-14861	2	46	to	to	ADP
fcis-14861	2	47	issues	issue	NOUN
fcis-14861	2	48	concerning	concern	VERB
fcis-14861	2	49	public	public	ADJ
fcis-14861	2	50	flow	flow	NOUN
fcis-14861	2	51	and	and	CCONJ
fcis-14861	2	52	safety	safety	NOUN
fcis-14861	2	53	.	.	PUNCT
fcis-14861	3	1	the	the	DET
fcis-14861	3	2	escalating	escalate	VERB
fcis-14861	3	3	problems	problem	NOUN
fcis-14861	3	4	of	of	ADP
fcis-14861	3	5	high	high	ADJ
fcis-14861	3	6	crowd	crowd	NOUN
fcis-14861	3	7	density	density	NOUN
fcis-14861	3	8	,	,	PUNCT
fcis-14861	3	9	the	the	DET
fcis-14861	3	10	presence	presence	NOUN
fcis-14861	3	11	of	of	ADP
fcis-14861	3	12	controlled	control	VERB
fcis-14861	3	13	dangerous	dangerous	ADJ
fcis-14861	3	14	items	item	NOUN
fcis-14861	3	15	,	,	PUNCT
fcis-14861	3	16	and	and	CCONJ
fcis-14861	3	17	unexpected	unexpected	ADJ
fcis-14861	3	18	group	group	NOUN
fcis-14861	3	19	activities	activity	NOUN
fcis-14861	3	20	highlight	highlight	VERB
fcis-14861	3	21	the	the	DET
fcis-14861	3	22	necessity	necessity	NOUN
fcis-14861	3	23	for	for	ADP
fcis-14861	3	24	timely	timely	ADJ
fcis-14861	3	25	detection	detection	NOUN
fcis-14861	3	26	in	in	ADP
fcis-14861	3	27	public	public	ADJ
fcis-14861	3	28	settings	setting	NOUN
fcis-14861	3	29	.	.	PUNCT
fcis-14861	4	1	timely	timely	ADJ
fcis-14861	4	2	identification	identification	NOUN
fcis-14861	4	3	of	of	ADP
fcis-14861	4	4	such	such	ADJ
fcis-14861	4	5	scenarios	scenario	NOUN
fcis-14861	4	6	will	will	AUX
fcis-14861	4	7	facilitate	facilitate	VERB
fcis-14861	4	8	prompt	prompt	ADJ
fcis-14861	4	9	responses	response	NOUN
fcis-14861	4	10	and	and	CCONJ
fcis-14861	4	11	assistance	assistance	NOUN
fcis-14861	4	12	from	from	ADP
fcis-14861	4	13	relevant	relevant	ADJ
fcis-14861	4	14	government	government	NOUN
fcis-14861	4	15	departments	department	NOUN
fcis-14861	4	16	.	.	PUNCT
fcis-14861	5	1	exploring	explore	VERB
fcis-14861	5	2	how	how	SCONJ
fcis-14861	5	3	artificial	artificial	ADJ
fcis-14861	5	4	intelligence	intelligence	NOUN
fcis-14861	5	5	technology	technology	NOUN
fcis-14861	5	6	can	can	AUX
fcis-14861	5	7	aid	aid	VERB
fcis-14861	5	8	urban	urban	ADJ
fcis-14861	5	9	management	management	NOUN
fcis-14861	5	10	personnel	personnel	NOUN
fcis-14861	5	11	in	in	ADP
fcis-14861	5	12	effectively	effectively	ADV
fcis-14861	5	13	detecting	detect	VERB
fcis-14861	5	14	abnormal	abnormal	ADJ
fcis-14861	5	15	group	group	NOUN
fcis-14861	5	16	behaviors	behavior	NOUN
fcis-14861	5	17	is	be	AUX
fcis-14861	5	18	crucial	crucial	ADJ
fcis-14861	5	19	.	.	PUNCT
fcis-14861	6	1	having	have	VERB
fcis-14861	6	2	the	the	DET
fcis-14861	6	3	ability	ability	NOUN
fcis-14861	6	4	to	to	PART
fcis-14861	6	5	swiftly	swiftly	ADV
fcis-14861	6	6	and	and	CCONJ
fcis-14861	6	7	efficiently	efficiently	ADV
fcis-14861	6	8	evacuate	evacuate	VERB
fcis-14861	6	9	crowds	crowd	NOUN
fcis-14861	6	10	in	in	ADP
fcis-14861	6	11	emergency	emergency	NOUN
fcis-14861	6	12	situations	situation	NOUN
fcis-14861	6	13	holds	hold	VERB
fcis-14861	6	14	significant	significant	ADJ
fcis-14861	6	15	practical	practical	ADJ
fcis-14861	6	16	importance	importance	NOUN
fcis-14861	6	17	.	.	PUNCT
fcis-14861	7	1	this	this	DET
fcis-14861	7	2	paper	paper	NOUN
fcis-14861	7	3	employs	employ	VERB
fcis-14861	7	4	deep	deep	ADJ
fcis-14861	7	5	learning	learning	NOUN
fcis-14861	7	6	methodologies	methodology	NOUN
fcis-14861	7	7	to	to	PART
fcis-14861	7	8	assist	assist	VERB
fcis-14861	7	9	urban	urban	ADJ
fcis-14861	7	10	management	management	NOUN
fcis-14861	7	11	personnel	personnel	NOUN
fcis-14861	7	12	in	in	ADP
fcis-14861	7	13	efficiently	efficiently	ADV
fcis-14861	7	14	monitoring	monitor	VERB
fcis-14861	7	15	crowd	crowd	NOUN
fcis-14861	7	16	density	density	NOUN
fcis-14861	7	17	and	and	CCONJ
fcis-14861	7	18	detecting	detect	VERB
fcis-14861	7	19	abnormal	abnormal	ADJ
fcis-14861	7	20	behaviors	behavior	NOUN
fcis-14861	7	21	.	.	PUNCT
fcis-14861	8	1	the	the	DET
fcis-14861	8	2	aim	aim	NOUN
fcis-14861	8	3	is	be	AUX
fcis-14861	8	4	to	to	PART
fcis-14861	8	5	maintain	maintain	VERB
fcis-14861	8	6	crowd	crowd	NOUN
fcis-14861	8	7	density	density	NOUN
fcis-14861	8	8	within	within	ADP
fcis-14861	8	9	reasonable	reasonable	ADJ
fcis-14861	8	10	limits	limit	NOUN
fcis-14861	8	11	and	and	CCONJ
fcis-14861	8	12	enable	enable	VERB
fcis-14861	8	13	rapid	rapid	ADJ
fcis-14861	8	14	and	and	CCONJ
fcis-14861	8	15	effective	effective	ADJ
fcis-14861	8	16	crowd	crowd	NOUN
fcis-14861	8	17	evacuation	evacuation	NOUN
fcis-14861	8	18	in	in	ADP
fcis-14861	8	19	emergency	emergency	NOUN
fcis-14861	8	20	situations	situation	NOUN
fcis-14861	8	21	.	.	PUNCT
fcis-14861	9	1	detection	detection	NOUN
fcis-14861	9	2	of	of	ADP
fcis-14861	9	3	abnormal	abnormal	ADJ
fcis-14861	9	4	group	group	NOUN
fcis-14861	9	5	behaviors	behavior	NOUN
fcis-14861	9	6	typically	typically	ADV
fcis-14861	9	7	involves	involve	VERB
fcis-14861	9	8	methods	method	NOUN
fcis-14861	9	9	based	base	VERB
fcis-14861	9	10	on	on	ADP
fcis-14861	9	11	global	global	ADJ
fcis-14861	9	12	features	feature	NOUN
fcis-14861	9	13	,	,	PUNCT
fcis-14861	9	14	extracting	extract	VERB
fcis-14861	9	15	feature	feature	NOUN
fcis-14861	9	16	patterns	pattern	NOUN
fcis-14861	9	17	like	like	ADP
fcis-14861	9	18	optical	optical	ADJ
fcis-14861	9	19	flow	flow	NOUN
fcis-14861	9	20	from	from	ADP
fcis-14861	9	21	entire	entire	ADJ
fcis-14861	9	22	video	video	NOUN
fcis-14861	9	23	segments	segment	NOUN
fcis-14861	9	24	and	and	CCONJ
fcis-14861	9	25	constructing	construct	VERB
fcis-14861	9	26	corresponding	correspond	VERB
fcis-14861	9	27	histograms	histogram	NOUN
fcis-14861	9	28	.	.	PUNCT
fcis-14861	10	1	given	give	VERB
fcis-14861	10	2	that	that	DET
fcis-14861	10	3	automatic	automatic	ADJ
fcis-14861	10	4	classification	classification	NOUN
fcis-14861	10	5	of	of	ADP
fcis-14861	10	6	crowd	crowd	NOUN
fcis-14861	10	7	patterns	pattern	NOUN
fcis-14861	10	8	involves	involve	VERB
fcis-14861	10	9	sudden	sudden	ADJ
fcis-14861	10	10	and	and	CCONJ
fcis-14861	10	11	abnormal	abnormal	ADJ
fcis-14861	10	12	changes	change	NOUN
fcis-14861	10	13	,	,	PUNCT
fcis-14861	10	14	a	a	DET
fcis-14861	10	15	novel	novel	ADJ
fcis-14861	10	16	method	method	NOUN
fcis-14861	10	17	is	be	AUX
fcis-14861	10	18	proposed	propose	VERB
fcis-14861	10	19	to	to	PART
fcis-14861	10	20	extract	extract	VERB
fcis-14861	10	21	motion	motion	NOUN
fcis-14861	10	22	"	"	PUNCT
fcis-14861	10	23	textures	texture	NOUN
fcis-14861	10	24	"	"	PUNCT
fcis-14861	10	25	from	from	ADP
fcis-14861	10	26	dynamic	dynamic	ADJ
fcis-14861	10	27	stv	stv	NOUN
fcis-14861	10	28	(	(	PUNCT
fcis-14861	10	29	space	space	NOUN
fcis-14861	10	30	-	-	PUNCT
fcis-14861	10	31	time	time	NOUN
fcis-14861	10	32	volume	volume	NOUN
fcis-14861	10	33	)	)	PUNCT
fcis-14861	10	34	blocks	block	NOUN
fcis-14861	10	35	formed	form	VERB
fcis-14861	10	36	from	from	ADP
fcis-14861	10	37	real	real	ADJ
fcis-14861	10	38	-	-	PUNCT
fcis-14861	10	39	time	time	NOUN
fcis-14861	10	40	video	video	NOUN
fcis-14861	10	41	streams	stream	NOUN
fcis-14861	10	42	.	.	PUNCT
fcis-14861	11	1	keywords	keyword	NOUN
fcis-14861	11	2	:	:	PUNCT
fcis-14861	11	3	neural	neural	ADJ
fcis-14861	11	4	networks	network	NOUN
fcis-14861	11	5	;	;	PUNCT
fcis-14861	11	6	deep	deep	ADJ
fcis-14861	11	7	learning	learning	NOUN
fcis-14861	11	8	;	;	PUNCT
fcis-14861	11	9	anomalous	anomalous	ADJ
fcis-14861	11	10	behavior	behavior	NOUN
fcis-14861	11	11	;	;	PUNCT
fcis-14861	11	12	clustering	cluster	VERB
fcis-14861	11	13	algorithms	algorithm	NOUN
fcis-14861	11	14	.	.	PUNCT
fcis-14861	12	1	1	1	X
fcis-14861	12	2	.	.	X
fcis-14861	12	3	introduction	introduction	NOUN
fcis-14861	12	4	in	in	ADP
fcis-14861	12	5	recent	recent	ADJ
fcis-14861	12	6	years	year	NOUN
fcis-14861	12	7	,	,	PUNCT
fcis-14861	12	8	the	the	DET
fcis-14861	12	9	issues	issue	NOUN
fcis-14861	12	10	of	of	ADP
fcis-14861	12	11	abnormal	abnormal	ADJ
fcis-14861	12	12	movement	movement	NOUN
fcis-14861	12	13	among	among	ADP
fcis-14861	12	14	groups	group	NOUN
fcis-14861	12	15	in	in	ADP
fcis-14861	12	16	public	public	ADJ
fcis-14861	12	17	spaces	space	NOUN
fcis-14861	12	18	have	have	AUX
fcis-14861	12	19	become	become	VERB
fcis-14861	12	20	increasingly	increasingly	ADV
fcis-14861	12	21	prominent	prominent	ADJ
fcis-14861	12	22	,	,	PUNCT
fcis-14861	12	23	intensifying	intensify	VERB
fcis-14861	12	24	concerns	concern	NOUN
fcis-14861	12	25	regarding	regard	VERB
fcis-14861	12	26	public	public	ADJ
fcis-14861	12	27	flow	flow	NOUN
fcis-14861	12	28	and	and	CCONJ
fcis-14861	12	29	safety	safety	NOUN
fcis-14861	12	30	.	.	PUNCT
fcis-14861	13	1	the	the	DET
fcis-14861	13	2	timely	timely	ADJ
fcis-14861	13	3	detection	detection	NOUN
fcis-14861	13	4	of	of	ADP
fcis-14861	13	5	events	event	NOUN
fcis-14861	13	6	involving	involve	VERB
fcis-14861	13	7	excessively	excessively	ADV
fcis-14861	13	8	dense	dense	ADJ
fcis-14861	13	9	crowds	crowd	NOUN
fcis-14861	13	10	,	,	PUNCT
fcis-14861	13	11	controlled	control	VERB
fcis-14861	13	12	dangerous	dangerous	ADJ
fcis-14861	13	13	items	item	NOUN
fcis-14861	13	14	such	such	ADJ
fcis-14861	13	15	as	as	ADP
fcis-14861	13	16	metal	metal	NOUN
fcis-14861	13	17	knives	knife	NOUN
fcis-14861	13	18	,	,	PUNCT
fcis-14861	13	19	and	and	CCONJ
fcis-14861	13	20	unexpected	unexpected	ADJ
fcis-14861	13	21	group	group	NOUN
fcis-14861	13	22	activities	activity	NOUN
fcis-14861	13	23	can	can	AUX
fcis-14861	13	24	prompt	prompt	VERB
fcis-14861	13	25	swift	swift	ADJ
fcis-14861	13	26	responses	response	NOUN
fcis-14861	13	27	and	and	CCONJ
fcis-14861	13	28	aid	aid	NOUN
fcis-14861	13	29	from	from	ADP
fcis-14861	13	30	relevant	relevant	ADJ
fcis-14861	13	31	government	government	NOUN
fcis-14861	13	32	departments	department	NOUN
fcis-14861	13	33	.	.	PUNCT
fcis-14861	14	1	this	this	PRON
fcis-14861	14	2	,	,	PUNCT
fcis-14861	14	3	in	in	ADP
fcis-14861	14	4	turn	turn	NOUN
fcis-14861	14	5	,	,	PUNCT
fcis-14861	14	6	enhances	enhance	VERB
fcis-14861	14	7	public	public	ADJ
fcis-14861	14	8	safety	safety	NOUN
fcis-14861	14	9	and	and	CCONJ
fcis-14861	14	10	reduces	reduce	VERB
fcis-14861	14	11	harm	harm	NOUN
fcis-14861	14	12	to	to	ADP
fcis-14861	14	13	individuals	individual	NOUN
fcis-14861	14	14	and	and	CCONJ
fcis-14861	14	15	property	property	NOUN
fcis-14861	14	16	.	.	PUNCT
fcis-14861	15	1	the	the	DET
fcis-14861	15	2	rapid	rapid	ADJ
fcis-14861	15	3	evolution	evolution	NOUN
fcis-14861	15	4	of	of	ADP
fcis-14861	15	5	artificial	artificial	ADJ
fcis-14861	15	6	intelligence	intelligence	NOUN
fcis-14861	15	7	(	(	PUNCT
fcis-14861	15	8	ai	ai	NOUN
fcis-14861	15	9	)	)	PUNCT
fcis-14861	15	10	technology	technology	NOUN
fcis-14861	15	11	in	in	ADP
fcis-14861	15	12	the	the	DET
fcis-14861	15	13	realm	realm	NOUN
fcis-14861	15	14	of	of	ADP
fcis-14861	15	15	social	social	ADJ
fcis-14861	15	16	sciences	science	NOUN
fcis-14861	15	17	and	and	CCONJ
fcis-14861	15	18	technology	technology	NOUN
fcis-14861	15	19	has	have	AUX
fcis-14861	15	20	garnered	garner	VERB
fcis-14861	15	21	substantial	substantial	ADJ
fcis-14861	15	22	attention	attention	NOUN
fcis-14861	15	23	and	and	CCONJ
fcis-14861	15	24	interest	interest	NOUN
fcis-14861	15	25	across	across	ADP
fcis-14861	15	26	academia	academia	NOUN
fcis-14861	15	27	and	and	CCONJ
fcis-14861	15	28	various	various	ADJ
fcis-14861	15	29	industries	industry	NOUN
fcis-14861	15	30	.	.	PUNCT
fcis-14861	16	1	notably	notably	ADV
fcis-14861	16	2	,	,	PUNCT
fcis-14861	16	3	with	with	ADP
fcis-14861	16	4	the	the	DET
fcis-14861	16	5	explosive	explosive	ADJ
fcis-14861	16	6	growth	growth	NOUN
fcis-14861	16	7	in	in	ADP
fcis-14861	16	8	datasets	dataset	NOUN
fcis-14861	16	9	,	,	PUNCT
fcis-14861	16	10	data	datum	NOUN
fcis-14861	16	11	processing	processing	NOUN
fcis-14861	16	12	capabilities	capability	NOUN
fcis-14861	16	13	driven	drive	VERB
fcis-14861	16	14	by	by	ADP
fcis-14861	16	15	moore	moore	PROPN
fcis-14861	16	16	's	's	PART
fcis-14861	16	17	law	law	NOUN
fcis-14861	16	18	in	in	ADP
fcis-14861	16	19	hardware	hardware	NOUN
fcis-14861	16	20	technology	technology	NOUN
fcis-14861	16	21	,	,	PUNCT
fcis-14861	16	22	and	and	CCONJ
fcis-14861	16	23	exponential	exponential	ADJ
fcis-14861	16	24	computational	computational	ADJ
fcis-14861	16	25	power	power	NOUN
fcis-14861	16	26	,	,	PUNCT
fcis-14861	16	27	deep	deep	ADJ
fcis-14861	16	28	learning	learning	NOUN
fcis-14861	16	29	and	and	CCONJ
fcis-14861	16	30	machine	machine	NOUN
fcis-14861	16	31	learning	learning	NOUN
fcis-14861	16	32	methodologies	methodology	NOUN
fcis-14861	16	33	have	have	AUX
fcis-14861	16	34	played	play	VERB
fcis-14861	16	35	pivotal	pivotal	ADJ
fcis-14861	16	36	roles	role	NOUN
fcis-14861	16	37	in	in	ADP
fcis-14861	16	38	the	the	DET
fcis-14861	16	39	field	field	NOUN
fcis-14861	16	40	of	of	ADP
fcis-14861	16	41	ai	ai	AUX
fcis-14861	16	42	learning	learn	VERB
fcis-14861	16	43	.	.	PUNCT
fcis-14861	17	1	as	as	ADP
fcis-14861	17	2	china	china	PROPN
fcis-14861	17	3	's	's	PART
fcis-14861	17	4	urbanization	urbanization	NOUN
fcis-14861	17	5	progresses	progress	NOUN
fcis-14861	17	6	and	and	CCONJ
fcis-14861	17	7	accelerates	accelerate	VERB
fcis-14861	17	8	,	,	PUNCT
fcis-14861	17	9	the	the	DET
fcis-14861	17	10	migration	migration	NOUN
fcis-14861	17	11	of	of	ADP
fcis-14861	17	12	populations	population	NOUN
fcis-14861	17	13	towards	towards	ADP
fcis-14861	17	14	cities	city	NOUN
fcis-14861	17	15	continues	continue	VERB
fcis-14861	17	16	to	to	PART
fcis-14861	17	17	increase	increase	VERB
fcis-14861	17	18	.	.	PUNCT
fcis-14861	18	1	consequently	consequently	ADV
fcis-14861	18	2	,	,	PUNCT
fcis-14861	18	3	the	the	DET
fcis-14861	18	4	issue	issue	NOUN
fcis-14861	18	5	of	of	ADP
fcis-14861	18	6	large	large	ADJ
fcis-14861	18	7	crowds	crowd	NOUN
fcis-14861	18	8	congregating	congregate	VERB
fcis-14861	18	9	in	in	ADP
fcis-14861	18	10	public	public	ADJ
fcis-14861	18	11	spaces	space	NOUN
fcis-14861	18	12	has	have	AUX
fcis-14861	18	13	become	become	VERB
fcis-14861	18	14	more	more	ADV
fcis-14861	18	15	prevalent	prevalent	ADJ
fcis-14861	18	16	,	,	PUNCT
fcis-14861	18	17	especially	especially	ADV
fcis-14861	18	18	during	during	ADP
fcis-14861	18	19	weekends	weekend	NOUN
fcis-14861	18	20	,	,	PUNCT
fcis-14861	18	21	holidays	holiday	NOUN
fcis-14861	18	22	,	,	PUNCT
fcis-14861	18	23	and	and	CCONJ
fcis-14861	18	24	peak	peak	NOUN
fcis-14861	18	25	times	time	NOUN
fcis-14861	18	26	when	when	SCONJ
fcis-14861	18	27	the	the	DET
fcis-14861	18	28	public	public	NOUN
fcis-14861	18	29	tends	tend	VERB
fcis-14861	18	30	to	to	PART
fcis-14861	18	31	gather	gather	VERB
fcis-14861	18	32	in	in	ADP
fcis-14861	18	33	areas	area	NOUN
fcis-14861	18	34	like	like	ADP
fcis-14861	18	35	tourist	tourist	NOUN
fcis-14861	18	36	spots	spot	NOUN
fcis-14861	18	37	,	,	PUNCT
fcis-14861	18	38	subways	subway	NOUN
fcis-14861	18	39	,	,	PUNCT
fcis-14861	18	40	and	and	CCONJ
fcis-14861	18	41	transportation	transportation	NOUN
fcis-14861	18	42	hubs	hub	NOUN
fcis-14861	18	43	.	.	PUNCT
fcis-14861	19	1	in	in	ADP
fcis-14861	19	2	today	today	NOUN
fcis-14861	19	3	's	's	PART
fcis-14861	19	4	cities	city	NOUN
fcis-14861	19	5	,	,	PUNCT
fcis-14861	19	6	managing	manage	VERB
fcis-14861	19	7	crowd	crowd	NOUN
fcis-14861	19	8	density	density	NOUN
fcis-14861	19	9	and	and	CCONJ
fcis-14861	19	10	preventing	prevent	VERB
fcis-14861	19	11	anomalous	anomalous	ADJ
fcis-14861	19	12	behaviors	behavior	NOUN
fcis-14861	19	13	within	within	ADP
fcis-14861	19	14	these	these	DET
fcis-14861	19	15	populations	population	NOUN
fcis-14861	19	16	are	be	AUX
fcis-14861	19	17	imperative	imperative	ADJ
fcis-14861	19	18	.	.	PUNCT
fcis-14861	20	1	incidents	incident	NOUN
fcis-14861	20	2	of	of	ADP
fcis-14861	20	3	abnormal	abnormal	ADJ
fcis-14861	20	4	group	group	NOUN
fcis-14861	20	5	behaviors	behavior	NOUN
fcis-14861	20	6	in	in	ADP
fcis-14861	20	7	these	these	DET
fcis-14861	20	8	areas	area	NOUN
fcis-14861	20	9	can	can	AUX
fcis-14861	20	10	lead	lead	VERB
fcis-14861	20	11	to	to	ADP
fcis-14861	20	12	severe	severe	ADJ
fcis-14861	20	13	consequences	consequence	NOUN
fcis-14861	20	14	for	for	ADP
fcis-14861	20	15	both	both	CCONJ
fcis-14861	20	16	the	the	DET
fcis-14861	20	17	public	public	ADJ
fcis-14861	20	18	and	and	CCONJ
fcis-14861	20	19	relevant	relevant	ADJ
fcis-14861	20	20	authorities	authority	NOUN
fcis-14861	20	21	.	.	PUNCT
fcis-14861	21	1	for	for	ADP
fcis-14861	21	2	instance	instance	NOUN
fcis-14861	21	3	,	,	PUNCT
fcis-14861	21	4	the	the	DET
fcis-14861	21	5	2014	2014	NUM
fcis-14861	21	6	stampede	stampede	NOUN
fcis-14861	21	7	incident	incident	NOUN
fcis-14861	21	8	at	at	ADP
fcis-14861	21	9	the	the	DET
fcis-14861	21	10	shanghai	shanghai	PROPN
fcis-14861	21	11	bund	bund	PROPN
fcis-14861	21	12	highlights	highlight	VERB
fcis-14861	21	13	the	the	DET
fcis-14861	21	14	criticality	criticality	NOUN
fcis-14861	21	15	of	of	ADP
fcis-14861	21	16	monitoring	monitor	VERB
fcis-14861	21	17	abnormal	abnormal	ADJ
fcis-14861	21	18	crowd	crowd	NOUN
fcis-14861	21	19	behaviors	behavior	NOUN
fcis-14861	21	20	and	and	CCONJ
fcis-14861	21	21	crowd	crowd	VERB
fcis-14861	21	22	density	density	NOUN
fcis-14861	21	23	in	in	ADP
fcis-14861	21	24	public	public	ADJ
fcis-14861	21	25	spaces	space	NOUN
fcis-14861	21	26	for	for	ADP
fcis-14861	21	27	everyone	everyone	PRON
fcis-14861	21	28	's	's	PART
fcis-14861	21	29	safety	safety	NOUN
fcis-14861	21	30	.	.	PUNCT
fcis-14861	22	1	this	this	DET
fcis-14861	22	2	paper	paper	NOUN
fcis-14861	22	3	primarily	primarily	ADV
fcis-14861	22	4	focuses	focus	VERB
fcis-14861	22	5	on	on	ADP
fcis-14861	22	6	studying	study	VERB
fcis-14861	22	7	methods	method	NOUN
fcis-14861	22	8	for	for	ADP
fcis-14861	22	9	detecting	detect	VERB
fcis-14861	22	10	abnormal	abnormal	ADJ
fcis-14861	22	11	group	group	NOUN
fcis-14861	22	12	behaviors	behavior	NOUN
fcis-14861	22	13	.	.	PUNCT
fcis-14861	23	1	it	it	PRON
fcis-14861	23	2	categorizes	categorize	VERB
fcis-14861	23	3	the	the	DET
fcis-14861	23	4	current	current	ADJ
fcis-14861	23	5	algorithms	algorithm	NOUN
fcis-14861	23	6	for	for	ADP
fcis-14861	23	7	abnormal	abnormal	ADJ
fcis-14861	23	8	group	group	NOUN
fcis-14861	23	9	monitoring	monitoring	NOUN
fcis-14861	23	10	[	[	X
fcis-14861	23	11	14	14	NUM
fcis-14861	23	12	]	]	PUNCT
fcis-14861	23	13	into	into	ADP
fcis-14861	23	14	two	two	NUM
fcis-14861	23	15	classes	class	NOUN
fcis-14861	23	16	:	:	PUNCT
fcis-14861	23	17	tracking	tracking	NOUN
fcis-14861	23	18	-	-	PUNCT
fcis-14861	23	19	based	base	VERB
fcis-14861	23	20	methods	method	NOUN
fcis-14861	23	21	and	and	CCONJ
fcis-14861	23	22	non	non	ADJ
fcis-14861	23	23	-	-	ADJ
fcis-14861	23	24	tracking	tracking	ADJ
fcis-14861	23	25	methods	method	NOUN
fcis-14861	23	26	.	.	PUNCT
fcis-14861	24	1	tracking	tracking	NOUN
fcis-14861	24	2	-	-	PUNCT
fcis-14861	24	3	based	base	VERB
fcis-14861	24	4	approaches	approach	NOUN
fcis-14861	24	5	detect	detect	VERB
fcis-14861	24	6	anomalies	anomaly	NOUN
fcis-14861	24	7	by	by	ADP
fcis-14861	24	8	tracking	track	VERB
fcis-14861	24	9	specific	specific	ADJ
fcis-14861	24	10	targets	target	NOUN
fcis-14861	24	11	.	.	PUNCT
fcis-14861	25	1	this	this	DET
fcis-14861	25	2	method	method	NOUN
fcis-14861	25	3	records	record	VERB
fcis-14861	25	4	certain	certain	ADJ
fcis-14861	25	5	trajectories	trajectory	NOUN
fcis-14861	25	6	and	and	CCONJ
fcis-14861	25	7	identifies	identify	VERB
fcis-14861	25	8	anomalies	anomaly	NOUN
fcis-14861	25	9	as	as	ADP
fcis-14861	25	10	deviations	deviation	NOUN
fcis-14861	25	11	from	from	ADP
fcis-14861	25	12	normal	normal	ADJ
fcis-14861	25	13	trajectories	trajectory	NOUN
fcis-14861	25	14	[	[	X
fcis-14861	25	15	15	15	NUM
fcis-14861	25	16	]	]	PUNCT
fcis-14861	25	17	.	.	PUNCT
fcis-14861	26	1	while	while	SCONJ
fcis-14861	26	2	suitable	suitable	ADJ
fcis-14861	26	3	for	for	ADP
fcis-14861	26	4	non	non	ADJ
fcis-14861	26	5	-	-	ADJ
fcis-14861	26	6	congested	congested	ADJ
fcis-14861	26	7	scenarios	scenario	NOUN
fcis-14861	26	8	,	,	PUNCT
fcis-14861	26	9	it	it	PRON
fcis-14861	26	10	is	be	AUX
fcis-14861	26	11	inadequate	inadequate	ADJ
fcis-14861	26	12	for	for	ADP
fcis-14861	26	13	monitoring	monitor	VERB
fcis-14861	26	14	abnormal	abnormal	ADJ
fcis-14861	26	15	movements	movement	NOUN
fcis-14861	26	16	in	in	ADP
fcis-14861	26	17	congested	congested	ADJ
fcis-14861	26	18	public	public	ADJ
fcis-14861	26	19	places	place	NOUN
fcis-14861	26	20	or	or	CCONJ
fcis-14861	26	21	crowd	crowd	VERB
fcis-14861	26	22	density	density	NOUN
fcis-14861	26	23	control	control	NOUN
fcis-14861	26	24	systems	system	NOUN
fcis-14861	26	25	.	.	PUNCT
fcis-14861	27	1	it	it	PRON
fcis-14861	27	2	focuses	focus	VERB
fcis-14861	27	3	solely	solely	ADV
fcis-14861	27	4	on	on	ADP
fcis-14861	27	5	spatial	spatial	ADJ
fcis-14861	27	6	errors	error	NOUN
fcis-14861	27	7	,	,	PUNCT
fcis-14861	27	8	failing	fail	VERB
fcis-14861	27	9	to	to	PART
fcis-14861	27	10	detect	detect	VERB
fcis-14861	27	11	abnormalities	abnormality	NOUN
fcis-14861	27	12	in	in	ADP
fcis-14861	27	13	object	object	NOUN
fcis-14861	27	14	appearance	appearance	NOUN
fcis-14861	27	15	or	or	CCONJ
fcis-14861	27	16	movement	movement	NOUN
fcis-14861	27	17	along	along	ADP
fcis-14861	27	18	a	a	DET
fcis-14861	27	19	normal	normal	ADJ
fcis-14861	27	20	trajectory	trajectory	NOUN
fcis-14861	27	21	.	.	PUNCT
fcis-14861	28	1	non	non	ADJ
fcis-14861	28	2	-	-	ADJ
fcis-14861	28	3	tracking	tracking	ADJ
fcis-14861	28	4	methods	method	NOUN
fcis-14861	28	5	typically	typically	ADV
fcis-14861	28	6	rely	rely	VERB
fcis-14861	28	7	on	on	ADP
fcis-14861	28	8	underlying	underlie	VERB
fcis-14861	28	9	features	feature	NOUN
fcis-14861	28	10	such	such	ADJ
fcis-14861	28	11	as	as	ADP
fcis-14861	28	12	motion	motion	NOUN
fcis-14861	28	13	(	(	PUNCT
fcis-14861	28	14	optical	optical	ADJ
fcis-14861	28	15	flow	flow	NOUN
fcis-14861	28	16	or	or	CCONJ
fcis-14861	28	17	gradients	gradient	NOUN
fcis-14861	28	18	)	)	PUNCT
fcis-14861	28	19	and	and	CCONJ
fcis-14861	28	20	texture	texture	NOUN
fcis-14861	28	21	features	feature	NOUN
fcis-14861	28	22	to	to	PART
fcis-14861	28	23	analyze	analyze	VERB
fcis-14861	28	24	group	group	NOUN
fcis-14861	28	25	data	datum	NOUN
fcis-14861	28	26	.	.	PUNCT
fcis-14861	29	1	these	these	DET
fcis-14861	29	2	methods	method	NOUN
fcis-14861	29	3	are	be	AUX
fcis-14861	29	4	adaptable	adaptable	ADJ
fcis-14861	29	5	to	to	ADP
fcis-14861	29	6	both	both	CCONJ
fcis-14861	29	7	congested	congested	ADJ
fcis-14861	29	8	and	and	CCONJ
fcis-14861	29	9	non	non	ADJ
fcis-14861	29	10	-	-	ADJ
fcis-14861	29	11	congested	congested	ADJ
fcis-14861	29	12	groups	group	NOUN
fcis-14861	29	13	.	.	PUNCT
fcis-14861	30	1	for	for	ADP
fcis-14861	30	2	instance	instance	NOUN
fcis-14861	30	3	,	,	PUNCT
fcis-14861	30	4	a	a	DET
fcis-14861	30	5	study	study	NOUN
fcis-14861	30	6	[	[	X
fcis-14861	30	7	16	16	NUM
fcis-14861	30	8	]	]	PUNCT
fcis-14861	30	9	presents	present	VERB
fcis-14861	30	10	a	a	DET
fcis-14861	30	11	research	research	NOUN
fcis-14861	30	12	approach	approach	NOUN
fcis-14861	30	13	based	base	VERB
fcis-14861	30	14	on	on	ADP
fcis-14861	30	15	the	the	DET
fcis-14861	30	16	particle	particle	NOUN
fcis-14861	30	17	energy	energy	NOUN
fcis-14861	30	18	distribution	distribution	NOUN
fcis-14861	30	19	according	accord	VERB
fcis-14861	30	20	to	to	ADP
fcis-14861	30	21	optical	optical	ADJ
fcis-14861	30	22	flow	flow	NOUN
fcis-14861	30	23	characteristics	characteristic	NOUN
fcis-14861	30	24	.	.	PUNCT
fcis-14861	31	1	it	it	PRON
fcis-14861	31	2	defines	define	VERB
fcis-14861	31	3	groups	group	NOUN
fcis-14861	31	4	by	by	ADP
fcis-14861	31	5	constructing	construct	VERB
fcis-14861	31	6	a	a	DET
fcis-14861	31	7	co	co	ADJ
fcis-14861	31	8	-	-	NOUN
fcis-14861	31	9	occurrence	occurrence	ADJ
fcis-14861	31	10	matrix	matrix	NOUN
fcis-14861	31	11	and	and	CCONJ
fcis-14861	31	12	evaluates	evaluate	VERB
fcis-14861	31	13	group	group	NOUN
fcis-14861	31	14	movement	movement	NOUN
fcis-14861	31	15	using	use	VERB
fcis-14861	31	16	the	the	DET
fcis-14861	31	17	entropy	entropy	NOUN
fcis-14861	31	18	and	and	CCONJ
fcis-14861	31	19	contrast	contrast	NOUN
fcis-14861	31	20	of	of	ADP
fcis-14861	31	21	the	the	DET
fcis-14861	31	22	co	co	NOUN
fcis-14861	31	23	-	-	NOUN
fcis-14861	31	24	occurrence	occurrence	ADJ
fcis-14861	31	25	matrix	matrix	NOUN
fcis-14861	31	26	.	.	PUNCT
fcis-14861	32	1	this	this	DET
fcis-14861	32	2	paper	paper	NOUN
fcis-14861	32	3	proposes	propose	VERB
fcis-14861	32	4	a	a	DET
fcis-14861	32	5	deep	deep	ADJ
fcis-14861	32	6	learning	learning	NOUN
fcis-14861	32	7	-	-	PUNCT
fcis-14861	32	8	based	base	VERB
fcis-14861	32	9	method	method	NOUN
fcis-14861	32	10	for	for	ADP
fcis-14861	32	11	detecting	detect	VERB
fcis-14861	32	12	abnormal	abnormal	ADJ
fcis-14861	32	13	crowd	crowd	NOUN
fcis-14861	32	14	behaviors	behavior	NOUN
fcis-14861	32	15	using	use	VERB
fcis-14861	32	16	pytorch	pytorch	NOUN
fcis-14861	32	17	.	.	PUNCT
fcis-14861	33	1	leveraging	leverage	VERB
fcis-14861	33	2	the	the	DET
fcis-14861	33	3	effectiveness	effectiveness	NOUN
fcis-14861	33	4	of	of	ADP
fcis-14861	33	5	training	training	NOUN
fcis-14861	33	6	,	,	PUNCT
fcis-14861	33	7	neural	neural	ADJ
fcis-14861	33	8	network	network	NOUN
fcis-14861	33	9	optimization	optimization	NOUN
fcis-14861	33	10	,	,	PUNCT
fcis-14861	33	11	and	and	CCONJ
fcis-14861	33	12	parameter	parameter	NOUN
fcis-14861	33	13	tuning	tuning	NOUN
fcis-14861	33	14	,	,	PUNCT
fcis-14861	33	15	it	it	PRON
fcis-14861	33	16	constructs	construct	VERB
fcis-14861	33	17	suitable	suitable	ADJ
fcis-14861	33	18	models	model	NOUN
fcis-14861	33	19	.	.	PUNCT
fcis-14861	34	1	experimental	experimental	ADJ
fcis-14861	34	2	results	result	NOUN
fcis-14861	34	3	demonstrate	demonstrate	VERB
fcis-14861	34	4	that	that	SCONJ
fcis-14861	34	5	this	this	DET
fcis-14861	34	6	method	method	NOUN
fcis-14861	34	7	can	can	AUX
fcis-14861	34	8	effectively	effectively	ADV
fcis-14861	34	9	accomplish	accomplish	VERB
fcis-14861	34	10	the	the	DET
fcis-14861	34	11	majority	majority	NOUN
fcis-14861	34	12	of	of	ADP
fcis-14861	34	13	abnormal	abnormal	ADJ
fcis-14861	34	14	behavior	behavior	NOUN
fcis-14861	34	15	detection	detection	NOUN
fcis-14861	34	16	tasks	task	NOUN
fcis-14861	34	17	.	.	PUNCT
fcis-14861	35	1	2	2	X
fcis-14861	35	2	.	.	X
fcis-14861	35	3	method	method	NOUN
fcis-14861	35	4	and	and	CCONJ
fcis-14861	35	5	result	result	VERB
fcis-14861	35	6	2.1	2.1	NUM
fcis-14861	35	7	.	.	PUNCT
fcis-14861	36	1	dbscan	dbscan	PROPN
fcis-14861	36	2	clustering	cluster	VERB
fcis-14861	36	3	algorithm	algorithm	NOUN
fcis-14861	36	4	detection	detection	NOUN
fcis-14861	36	5	of	of	ADP
fcis-14861	36	6	abnormal	abnormal	ADJ
fcis-14861	36	7	behaviors	behavior	NOUN
fcis-14861	36	8	within	within	ADP
fcis-14861	36	9	crowds	crowd	NOUN
fcis-14861	36	10	hinges	hinge	NOUN
fcis-14861	36	11	on	on	ADP
fcis-14861	36	12	establishing	establish	VERB
fcis-14861	36	13	criteria	criterion	NOUN
fcis-14861	36	14	for	for	ADP
fcis-14861	36	15	defining	define	VERB
fcis-14861	36	16	what	what	PRON
fcis-14861	36	17	qualifies	qualify	VERB
fcis-14861	36	18	as	as	ADP
fcis-14861	36	19	an	an	DET
fcis-14861	36	20	anomaly	anomaly	NOUN
fcis-14861	36	21	.	.	PUNCT
fcis-14861	37	1	generally	generally	ADV
fcis-14861	37	2	,	,	PUNCT
fcis-14861	37	3	defining	define	VERB
fcis-14861	37	4	normal	normal	ADJ
fcis-14861	37	5	versus	versus	ADP
fcis-14861	37	6	abnormal	abnormal	ADJ
fcis-14861	37	7	behavior	behavior	NOUN
fcis-14861	37	8	often	often	ADV
fcis-14861	37	9	involves	involve	VERB
fcis-14861	37	10	a	a	DET
fcis-14861	37	11	comparative	comparative	ADJ
fcis-14861	37	12	approach	approach	NOUN
fcis-14861	37	13	.	.	PUNCT
fcis-14861	38	1	initially	initially	ADV
fcis-14861	38	2	,	,	PUNCT
fcis-14861	38	3	setting	set	VERB
fcis-14861	38	4	standards	standard	NOUN
fcis-14861	38	5	for	for	ADP
fcis-14861	38	6	normal	normal	ADJ
fcis-14861	38	7	behavior	behavior	NOUN
fcis-14861	38	8	allows	allow	VERB
fcis-14861	38	9	us	we	PRON
fcis-14861	38	10	to	to	PART
fcis-14861	38	11	categorize	categorize	VERB
fcis-14861	38	12	anything	anything	PRON
fcis-14861	38	13	contrary	contrary	ADJ
fcis-14861	38	14	to	to	ADP
fcis-14861	38	15	these	these	DET
fcis-14861	38	16	standards	standard	NOUN
fcis-14861	38	17	as	as	ADP
fcis-14861	38	18	abnormal	abnormal	ADJ
fcis-14861	38	19	.	.	PUNCT
fcis-14861	39	1	furthermore	furthermore	ADV
fcis-14861	39	2	,	,	PUNCT
fcis-14861	39	3	the	the	DET
fcis-14861	39	4	definition	definition	NOUN
fcis-14861	39	5	of	of	ADP
fcis-14861	39	6	abnormal	abnormal	ADJ
fcis-14861	39	7	behavior	behavior	NOUN
fcis-14861	39	8	naturally	naturally	ADV
fcis-14861	39	9	fluctuates	fluctuate	VERB
fcis-14861	39	10	based	base	VERB
fcis-14861	39	11	on	on	ADP
fcis-14861	39	12	different	different	ADJ
fcis-14861	39	13	scenarios	scenario	NOUN
fcis-14861	39	14	.	.	PUNCT
fcis-14861	40	1	for	for	ADP
fcis-14861	40	2	instance	instance	NOUN
fcis-14861	40	3	,	,	PUNCT
fcis-14861	40	4	in	in	ADP
fcis-14861	40	5	some	some	DET
fcis-14861	40	6	contexts	contexts	NOUN
fcis-14861	40	7	,	,	PUNCT
fcis-14861	40	8	a	a	DET
fcis-14861	40	9	sudden	sudden	ADJ
fcis-14861	40	10	acceleration	acceleration	NOUN
fcis-14861	40	11	of	of	ADP
fcis-14861	40	12	a	a	DET
fcis-14861	40	13	crowd	crowd	NOUN
fcis-14861	40	14	might	might	AUX
fcis-14861	40	15	constitute	constitute	VERB
fcis-14861	40	16	abnormal	abnormal	ADJ
fcis-14861	40	17	behavior	behavior	NOUN
fcis-14861	40	18	,	,	PUNCT
fcis-14861	40	19	while	while	SCONJ
fcis-14861	40	20	in	in	ADP
fcis-14861	40	21	other	other	ADJ
fcis-14861	40	22	situations	situation	NOUN
fcis-14861	40	23	,	,	PUNCT
fcis-14861	40	24	an	an	DET
fcis-14861	40	25	abrupt	abrupt	ADJ
fcis-14861	40	26	halt	halt	NOUN
fcis-14861	40	27	during	during	ADP
fcis-14861	40	28	rapid	rapid	ADJ
fcis-14861	40	29	movement	movement	NOUN
fcis-14861	40	30	might	might	AUX
fcis-14861	40	31	be	be	AUX
fcis-14861	40	32	considered	consider	VERB
fcis-14861	40	33	abnormal	abnormal	ADJ
fcis-14861	40	34	.	.	PUNCT
fcis-14861	41	1	group	group	NOUN
fcis-14861	41	2	counting	count	VERB
fcis-14861	41	3	algorithms	algorithm	NOUN
fcis-14861	41	4	provide	provide	VERB
fcis-14861	41	5	density	density	NOUN
fcis-14861	41	6	maps	map	NOUN
fcis-14861	41	7	that	that	PRON
fcis-14861	41	8	encapsulate	encapsulate	VERB
fcis-14861	41	9	information	information	NOUN
fcis-14861	41	10	about	about	ADP
fcis-14861	41	11	group	group	NOUN
fcis-14861	41	12	distribution	distribution	NOUN
fcis-14861	41	13	.	.	PUNCT
fcis-14861	42	1	hence	hence	ADV
fcis-14861	42	2	,	,	PUNCT
fcis-14861	42	3	using	use	VERB
fcis-14861	42	4	density	density	NOUN
fcis-14861	42	5	maps	map	NOUN
fcis-14861	42	6	as	as	ADP
fcis-14861	42	7	a	a	DET
fcis-14861	42	8	basis	basis	NOUN
fcis-14861	42	9	for	for	ADP
fcis-14861	42	10	anomaly	anomaly	NOUN
fcis-14861	42	11	detection	detection	NOUN
fcis-14861	42	12	is	be	AUX
fcis-14861	42	13	viable	viable	ADJ
fcis-14861	42	14	.	.	PUNCT
fcis-14861	43	1	the	the	DET
fcis-14861	43	2	dbscan	dbscan	PROPN
fcis-14861	43	3	algorithm	algorithm	NOUN
fcis-14861	43	4	can	can	AUX
fcis-14861	43	5	112	112	NUM
fcis-14861	43	6	identify	identify	VERB
fcis-14861	43	7	all	all	DET
fcis-14861	43	8	dense	dense	ADJ
fcis-14861	43	9	regions	region	NOUN
fcis-14861	43	10	within	within	ADP
fcis-14861	43	11	sample	sample	NOUN
fcis-14861	43	12	points	point	NOUN
fcis-14861	43	13	,	,	PUNCT
fcis-14861	43	14	significantly	significantly	ADV
fcis-14861	43	15	reducing	reduce	VERB
fcis-14861	43	16	computational	computational	ADJ
fcis-14861	43	17	workload	workload	NOUN
fcis-14861	43	18	.	.	PUNCT
fcis-14861	44	1	in	in	ADP
fcis-14861	44	2	the	the	DET
fcis-14861	44	3	model	model	NOUN
fcis-14861	44	4	design	design	NOUN
fcis-14861	44	5	phase	phase	NOUN
fcis-14861	44	6	,	,	PUNCT
fcis-14861	44	7	the	the	DET
fcis-14861	44	8	primary	primary	ADJ
fcis-14861	44	9	focus	focus	NOUN
fcis-14861	44	10	is	be	AUX
fcis-14861	44	11	on	on	ADP
fcis-14861	44	12	analyzing	analyze	VERB
fcis-14861	44	13	density	density	NOUN
fcis-14861	44	14	maps	map	NOUN
fcis-14861	44	15	using	use	VERB
fcis-14861	44	16	clustering	clustering	ADJ
fcis-14861	44	17	algorithms	algorithm	NOUN
fcis-14861	44	18	.	.	PUNCT
fcis-14861	45	1	the	the	DET
fcis-14861	45	2	steps	step	NOUN
fcis-14861	45	3	involved	involve	VERB
fcis-14861	45	4	can	can	AUX
fcis-14861	45	5	be	be	AUX
fcis-14861	45	6	outlined	outline	VERB
fcis-14861	45	7	as	as	SCONJ
fcis-14861	45	8	follows	follow	VERB
fcis-14861	45	9	:	:	PUNCT
fcis-14861	45	10	1	1	X
fcis-14861	45	11	.	.	X
fcis-14861	45	12	convert	convert	VERB
fcis-14861	45	13	video	video	NOUN
fcis-14861	45	14	into	into	ADP
fcis-14861	45	15	images	image	NOUN
fcis-14861	45	16	.	.	PUNCT
fcis-14861	46	1	2	2	X
fcis-14861	46	2	.	.	NOUN
fcis-14861	46	3	locate	locate	VERB
fcis-14861	46	4	and	and	CCONJ
fcis-14861	46	5	extract	extract	VERB
fcis-14861	46	6	coordinates	coordinate	NOUN
fcis-14861	46	7	of	of	ADP
fcis-14861	46	8	prominent	prominent	ADJ
fcis-14861	46	9	crowds	crowd	NOUN
fcis-14861	46	10	within	within	ADP
fcis-14861	46	11	the	the	DET
fcis-14861	46	12	images	image	NOUN
fcis-14861	46	13	.	.	PUNCT
fcis-14861	47	1	3	3	X
fcis-14861	47	2	.	.	X
fcis-14861	47	3	analyze	analyze	VERB
fcis-14861	47	4	the	the	DET
fcis-14861	47	5	extracted	extract	VERB
fcis-14861	47	6	data	datum	NOUN
fcis-14861	47	7	using	use	VERB
fcis-14861	47	8	clustering	clustering	ADJ
fcis-14861	47	9	algorithms	algorithm	NOUN
fcis-14861	47	10	.	.	PUNCT
fcis-14861	48	1	4	4	X
fcis-14861	48	2	.	.	NOUN
fcis-14861	48	3	derive	derive	ADJ
fcis-14861	48	4	data	datum	NOUN
fcis-14861	48	5	changes	change	NOUN
fcis-14861	48	6	over	over	ADP
fcis-14861	48	7	time	time	NOUN
fcis-14861	48	8	due	due	ADJ
fcis-14861	48	9	to	to	ADP
fcis-14861	48	10	crowd	crowd	VERB
fcis-14861	48	11	movements	movement	NOUN
fcis-14861	48	12	.	.	PUNCT
fcis-14861	49	1	through	through	ADP
fcis-14861	49	2	these	these	DET
fcis-14861	49	3	four	four	NUM
fcis-14861	49	4	steps	step	NOUN
fcis-14861	49	5	,	,	PUNCT
fcis-14861	49	6	the	the	DET
fcis-14861	49	7	algorithm	algorithm	NOUN
fcis-14861	49	8	model	model	NOUN
fcis-14861	49	9	outputs	output	VERB
fcis-14861	49	10	the	the	DET
fcis-14861	49	11	number	number	NOUN
fcis-14861	49	12	of	of	ADP
fcis-14861	49	13	clusters	cluster	NOUN
fcis-14861	49	14	and	and	CCONJ
fcis-14861	49	15	the	the	DET
fcis-14861	49	16	total	total	ADJ
fcis-14861	49	17	number	number	NOUN
fcis-14861	49	18	of	of	ADP
fcis-14861	49	19	samples	sample	NOUN
fcis-14861	49	20	in	in	ADP
fcis-14861	49	21	the	the	DET
fcis-14861	49	22	largest	large	ADJ
fcis-14861	49	23	cluster	cluster	NOUN
fcis-14861	49	24	.	.	PUNCT
fcis-14861	50	1	subsequently	subsequently	ADV
fcis-14861	50	2	,	,	PUNCT
fcis-14861	50	3	the	the	DET
fcis-14861	50	4	model	model	NOUN
fcis-14861	50	5	employs	employ	VERB
fcis-14861	50	6	predefined	predefine	VERB
fcis-14861	50	7	criteria	criterion	NOUN
fcis-14861	50	8	for	for	ADP
fcis-14861	50	9	abnormal	abnormal	ADJ
fcis-14861	50	10	behavior	behavior	NOUN
fcis-14861	50	11	—	—	PUNCT
fcis-14861	50	12	such	such	ADJ
fcis-14861	50	13	as	as	ADP
fcis-14861	50	14	sudden	sudden	ADJ
fcis-14861	50	15	rapid	rapid	ADJ
fcis-14861	50	16	movement	movement	NOUN
fcis-14861	50	17	in	in	ADP
fcis-14861	50	18	a	a	DET
fcis-14861	50	19	particular	particular	ADJ
fcis-14861	50	20	direction	direction	NOUN
fcis-14861	50	21	,	,	PUNCT
fcis-14861	50	22	sudden	sudden	ADJ
fcis-14861	50	23	dispersal	dispersal	NOUN
fcis-14861	50	24	,	,	PUNCT
fcis-14861	50	25	or	or	CCONJ
fcis-14861	50	26	sudden	sudden	ADJ
fcis-14861	50	27	aggregation	aggregation	NOUN
fcis-14861	50	28	of	of	ADP
fcis-14861	50	29	crowds	crowd	NOUN
fcis-14861	50	30	—	—	PUNCT
fcis-14861	50	31	to	to	PART
fcis-14861	50	32	determine	determine	VERB
fcis-14861	50	33	instances	instance	NOUN
fcis-14861	50	34	of	of	ADP
fcis-14861	50	35	abnormal	abnormal	ADJ
fcis-14861	50	36	behavior	behavior	NOUN
fcis-14861	50	37	within	within	ADP
fcis-14861	50	38	the	the	DET
fcis-14861	50	39	crowds	crowd	NOUN
fcis-14861	50	40	.	.	PUNCT
fcis-14861	51	1	fig	fig	NOUN
fcis-14861	51	2	1	1	NUM
fcis-14861	51	3	.	.	PUNCT
fcis-14861	52	1	cluster	cluster	NOUN
fcis-14861	52	2	simulation	simulation	NOUN
fcis-14861	52	3	firstly	firstly	ADV
fcis-14861	52	4	,	,	PUNCT
fcis-14861	52	5	concerning	concern	VERB
fcis-14861	52	6	three	three	NUM
fcis-14861	52	7	different	different	ADJ
fcis-14861	52	8	scenarios	scenario	NOUN
fcis-14861	52	9	of	of	ADP
fcis-14861	52	10	normal	normal	ADJ
fcis-14861	52	11	crowd	crowd	NOUN
fcis-14861	52	12	movement	movement	NOUN
fcis-14861	52	13	:	:	PUNCT
fcis-14861	52	14	the	the	DET
fcis-14861	52	15	phenomenon	phenomenon	NOUN
fcis-14861	52	16	of	of	ADP
fcis-14861	52	17	crowds	crowd	NOUN
fcis-14861	52	18	walking	walk	VERB
fcis-14861	52	19	faceto	faceto	NOUN
fcis-14861	52	20	-	-	PUNCT
fcis-14861	52	21	face	face	NOUN
fcis-14861	52	22	without	without	ADP
fcis-14861	52	23	crossing	crossing	NOUN
fcis-14861	52	24	paths	path	NOUN
fcis-14861	52	25	,	,	PUNCT
fcis-14861	52	26	crowds	crowd	NOUN
fcis-14861	52	27	walking	walk	VERB
fcis-14861	52	28	face	face	NOUN
fcis-14861	52	29	-	-	PUNCT
fcis-14861	52	30	to	to	ADP
fcis-14861	52	31	-	-	PUNCT
fcis-14861	52	32	face	face	NOUN
fcis-14861	52	33	with	with	ADP
fcis-14861	52	34	crossing	crossing	NOUN
fcis-14861	52	35	paths	path	NOUN
fcis-14861	52	36	,	,	PUNCT
fcis-14861	52	37	and	and	CCONJ
fcis-14861	52	38	different	different	ADJ
fcis-14861	52	39	crowds	crowd	NOUN
fcis-14861	52	40	walking	walk	VERB
fcis-14861	52	41	inward	inward	ADV
fcis-14861	52	42	from	from	ADP
fcis-14861	52	43	four	four	NUM
fcis-14861	52	44	directions	direction	NOUN
fcis-14861	52	45	and	and	CCONJ
fcis-14861	52	46	crossing	crossing	NOUN
fcis-14861	52	47	paths	path	NOUN
fcis-14861	52	48	.	.	PUNCT
fcis-14861	53	1	the	the	DET
fcis-14861	53	2	graph	graph	NOUN
fcis-14861	53	3	below	below	ADV
fcis-14861	53	4	illustrates	illustrate	VERB
fcis-14861	53	5	the	the	DET
fcis-14861	53	6	trend	trend	NOUN
fcis-14861	53	7	of	of	ADP
fcis-14861	53	8	the	the	DET
fcis-14861	53	9	"	"	PUNCT
fcis-14861	53	10	total	total	ADJ
fcis-14861	53	11	samples	sample	NOUN
fcis-14861	53	12	in	in	ADP
fcis-14861	53	13	the	the	DET
fcis-14861	53	14	largest	large	ADJ
fcis-14861	53	15	cluster	cluster	NOUN
fcis-14861	53	16	"	"	PUNCT
fcis-14861	53	17	metric	metric	NOUN
fcis-14861	53	18	.	.	PUNCT
fcis-14861	54	1	fig	fig	NOUN
fcis-14861	54	2	2	2	NUM
fcis-14861	54	3	.	.	PUNCT
fcis-14861	55	1	state	state	NOUN
fcis-14861	55	2	curve	curve	PROPN
fcis-14861	55	3	simulation	simulation	NOUN
fcis-14861	55	4	the	the	DET
fcis-14861	55	5	upper	upper	ADJ
fcis-14861	55	6	blue	blue	ADJ
fcis-14861	55	7	line	line	NOUN
fcis-14861	55	8	represents	represent	VERB
fcis-14861	55	9	the	the	DET
fcis-14861	55	10	phenomenon	phenomenon	NOUN
fcis-14861	55	11	of	of	ADP
fcis-14861	55	12	crowds	crowd	NOUN
fcis-14861	55	13	walking	walk	VERB
fcis-14861	55	14	face	face	NOUN
fcis-14861	55	15	-	-	PUNCT
fcis-14861	55	16	to	to	ADP
fcis-14861	55	17	-	-	PUNCT
fcis-14861	55	18	face	face	NOUN
fcis-14861	55	19	without	without	ADP
fcis-14861	55	20	crossing	crossing	NOUN
fcis-14861	55	21	paths	path	NOUN
fcis-14861	55	22	,	,	PUNCT
fcis-14861	55	23	the	the	DET
fcis-14861	55	24	middle	middle	ADJ
fcis-14861	55	25	green	green	ADJ
fcis-14861	55	26	line	line	NOUN
fcis-14861	55	27	represents	represent	VERB
fcis-14861	55	28	crowds	crowd	NOUN
fcis-14861	55	29	walking	walk	VERB
fcis-14861	55	30	face	face	NOUN
fcis-14861	55	31	-	-	PUNCT
fcis-14861	55	32	to	to	ADP
fcis-14861	55	33	-	-	PUNCT
fcis-14861	55	34	face	face	NOUN
fcis-14861	55	35	with	with	ADP
fcis-14861	55	36	crossing	crossing	NOUN
fcis-14861	55	37	paths	path	NOUN
fcis-14861	55	38	,	,	PUNCT
fcis-14861	55	39	and	and	CCONJ
fcis-14861	55	40	the	the	DET
fcis-14861	55	41	lower	low	ADJ
fcis-14861	55	42	orange	orange	ADJ
fcis-14861	55	43	line	line	NOUN
fcis-14861	55	44	represents	represent	VERB
fcis-14861	55	45	different	different	ADJ
fcis-14861	55	46	crowds	crowd	NOUN
fcis-14861	55	47	walking	walk	VERB
fcis-14861	55	48	inward	inward	ADV
fcis-14861	55	49	from	from	ADP
fcis-14861	55	50	four	four	NUM
fcis-14861	55	51	directions	direction	NOUN
fcis-14861	55	52	and	and	CCONJ
fcis-14861	55	53	crossing	crossing	NOUN
fcis-14861	55	54	paths	path	NOUN
fcis-14861	55	55	.	.	PUNCT
fcis-14861	56	1	fig	fig	NOUN
fcis-14861	56	2	3	3	NUM
fcis-14861	56	3	.	.	PUNCT
fcis-14861	57	1	state	state	NOUN
fcis-14861	57	2	curve	curve	NOUN
fcis-14861	57	3	simulation	simulation	NOUN
fcis-14861	57	4	the	the	DET
fcis-14861	57	5	graph	graph	NOUN
fcis-14861	57	6	below	below	ADV
fcis-14861	57	7	illustrates	illustrate	VERB
fcis-14861	57	8	the	the	DET
fcis-14861	57	9	trend	trend	NOUN
fcis-14861	57	10	of	of	ADP
fcis-14861	57	11	the	the	DET
fcis-14861	57	12	"	"	PUNCT
fcis-14861	57	13	total	total	ADJ
fcis-14861	57	14	samples	sample	NOUN
fcis-14861	57	15	in	in	ADP
fcis-14861	57	16	the	the	DET
fcis-14861	57	17	largest	large	ADJ
fcis-14861	57	18	cluster	cluster	NOUN
fcis-14861	57	19	"	"	PUNCT
fcis-14861	57	20	metric	metric	NOUN
fcis-14861	57	21	.	.	PUNCT
fcis-14861	58	1	the	the	DET
fcis-14861	58	2	upper	upper	ADJ
fcis-14861	58	3	blue	blue	ADJ
fcis-14861	58	4	line	line	NOUN
fcis-14861	58	5	represents	represent	VERB
fcis-14861	58	6	the	the	DET
fcis-14861	58	7	phenomenon	phenomenon	NOUN
fcis-14861	58	8	of	of	ADP
fcis-14861	58	9	crowds	crowd	NOUN
fcis-14861	58	10	dispersing	disperse	VERB
fcis-14861	58	11	in	in	ADP
fcis-14861	58	12	all	all	DET
fcis-14861	58	13	directions	direction	NOUN
fcis-14861	58	14	,	,	PUNCT
fcis-14861	58	15	showing	show	VERB
fcis-14861	58	16	a	a	DET
fcis-14861	58	17	continuous	continuous	ADJ
fcis-14861	58	18	decrease	decrease	NOUN
fcis-14861	58	19	in	in	ADP
fcis-14861	58	20	the	the	DET
fcis-14861	58	21	number	number	NOUN
fcis-14861	58	22	of	of	ADP
fcis-14861	58	23	clusters	cluster	NOUN
fcis-14861	58	24	due	due	ADP
fcis-14861	58	25	to	to	ADP
fcis-14861	58	26	the	the	DET
fcis-14861	58	27	scattering	scattering	NOUN
fcis-14861	58	28	of	of	ADP
fcis-14861	58	29	people	people	NOUN
fcis-14861	58	30	in	in	ADP
fcis-14861	58	31	various	various	ADJ
fcis-14861	58	32	directions	direction	NOUN
fcis-14861	58	33	.	.	PUNCT
fcis-14861	59	1	the	the	DET
fcis-14861	59	2	lower	low	ADJ
fcis-14861	59	3	orange	orange	ADJ
fcis-14861	59	4	line	line	NOUN
fcis-14861	59	5	represents	represent	VERB
fcis-14861	59	6	the	the	DET
fcis-14861	59	7	phenomenon	phenomenon	NOUN
fcis-14861	59	8	of	of	ADP
fcis-14861	59	9	crowds	crowd	NOUN
fcis-14861	59	10	gathering	gather	VERB
fcis-14861	59	11	and	and	CCONJ
fcis-14861	59	12	moving	move	VERB
fcis-14861	59	13	towards	towards	ADP
fcis-14861	59	14	a	a	DET
fcis-14861	59	15	specific	specific	ADJ
fcis-14861	59	16	location	location	NOUN
fcis-14861	59	17	,	,	PUNCT
fcis-14861	59	18	indicating	indicate	VERB
fcis-14861	59	19	a	a	DET
fcis-14861	59	20	continuous	continuous	ADJ
fcis-14861	59	21	decrease	decrease	NOUN
fcis-14861	59	22	in	in	ADP
fcis-14861	59	23	the	the	DET
fcis-14861	59	24	"	"	PUNCT
fcis-14861	59	25	total	total	ADJ
fcis-14861	59	26	samples	sample	NOUN
fcis-14861	59	27	in	in	ADP
fcis-14861	59	28	the	the	DET
fcis-14861	59	29	largest	large	ADJ
fcis-14861	59	30	cluster	cluster	NOUN
fcis-14861	59	31	"	"	PUNCT
fcis-14861	59	32	due	due	ADP
fcis-14861	59	33	to	to	ADP
fcis-14861	59	34	the	the	DET
fcis-14861	59	35	dispersion	dispersion	NOUN
fcis-14861	59	36	of	of	ADP
fcis-14861	59	37	the	the	DET
fcis-14861	59	38	crowd	crowd	NOUN
fcis-14861	59	39	away	away	ADV
fcis-14861	59	40	from	from	ADP
fcis-14861	59	41	the	the	DET
fcis-14861	59	42	gathering	gathering	NOUN
fcis-14861	59	43	point	point	NOUN
fcis-14861	59	44	.	.	PUNCT
fcis-14861	60	1	simultaneously	simultaneously	ADV
fcis-14861	60	2	,	,	PUNCT
fcis-14861	60	3	due	due	ADP
fcis-14861	60	4	to	to	ADP
fcis-14861	60	5	the	the	DET
fcis-14861	60	6	congregation	congregation	NOUN
fcis-14861	60	7	of	of	ADP
fcis-14861	60	8	people	people	NOUN
fcis-14861	60	9	,	,	PUNCT
fcis-14861	60	10	the	the	DET
fcis-14861	60	11	"	"	PUNCT
fcis-14861	60	12	total	total	ADJ
fcis-14861	60	13	samples	sample	NOUN
fcis-14861	60	14	in	in	ADP
fcis-14861	60	15	the	the	DET
fcis-14861	60	16	largest	large	ADJ
fcis-14861	60	17	cluster	cluster	NOUN
fcis-14861	60	18	"	"	PUNCT
fcis-14861	60	19	consistently	consistently	ADV
fcis-14861	60	20	increases	increase	NOUN
fcis-14861	60	21	.	.	PUNCT
fcis-14861	61	1	fig	fig	NOUN
fcis-14861	61	2	4	4	NUM
fcis-14861	61	3	.	.	PUNCT
fcis-14861	61	4	clustering	clustering	ADJ
fcis-14861	61	5	accuracy	accuracy	NOUN
fcis-14861	61	6	rate	rate	NOUN
fcis-14861	61	7	the	the	DET
fcis-14861	61	8	project	project	NOUN
fcis-14861	61	9	distinctly	distinctly	ADV
fcis-14861	61	10	differentiates	differentiate	VERB
fcis-14861	61	11	between	between	ADP
fcis-14861	61	12	normal	normal	ADJ
fcis-14861	61	13	and	and	CCONJ
fcis-14861	61	14	abnormal	abnormal	ADJ
fcis-14861	61	15	situations	situation	NOUN
fcis-14861	61	16	by	by	ADP
fcis-14861	61	17	defining	define	VERB
fcis-14861	61	18	a	a	DET
fcis-14861	61	19	"	"	PUNCT
fcis-14861	61	20	comprehensive	comprehensive	ADJ
fcis-14861	61	21	chaos	chaos	NOUN
fcis-14861	61	22	value	value	NOUN
fcis-14861	61	23	.	.	PUNCT
fcis-14861	61	24	"	"	PUNCT
fcis-14861	62	1	2.2	2.2	NUM
fcis-14861	62	2	.	.	PUNCT
fcis-14861	63	1	the	the	DET
fcis-14861	63	2	identification	identification	NOUN
fcis-14861	63	3	of	of	ADP
fcis-14861	63	4	clustering	cluster	VERB
fcis-14861	63	5	structures	structure	NOUN
fcis-14861	63	6	using	use	VERB
fcis-14861	63	7	optics	optic	NOUN
fcis-14861	63	8	defines	define	NOUN
fcis-14861	63	9	ordering	order	VERB
fcis-14861	63	10	points	point	NOUN
fcis-14861	63	11	as	as	ADP
fcis-14861	63	12	an	an	DET
fcis-14861	63	13	algorithm	algorithm	NOUN
fcis-14861	63	14	capable	capable	ADJ
fcis-14861	63	15	of	of	ADP
fcis-14861	63	16	detecting	detect	VERB
fcis-14861	63	17	outliers	outlier	NOUN
fcis-14861	63	18	based	base	VERB
fcis-14861	63	19	on	on	ADP
fcis-14861	63	20	the	the	DET
fcis-14861	63	21	density	density	NOUN
fcis-14861	63	22	structure	structure	NOUN
fcis-14861	63	23	from	from	ADP
fcis-14861	63	24	largescale	largescale	ADJ
fcis-14861	63	25	datasets	dataset	NOUN
fcis-14861	63	26	.	.	PUNCT
fcis-14861	64	1	this	this	DET
fcis-14861	64	2	method	method	NOUN
fcis-14861	64	3	is	be	AUX
fcis-14861	64	4	utilized	utilize	VERB
fcis-14861	64	5	to	to	PART
fcis-14861	64	6	detect	detect	VERB
fcis-14861	64	7	system	system	NOUN
fcis-14861	64	8	clusters	cluster	NOUN
fcis-14861	64	9	in	in	ADP
fcis-14861	64	10	spatial	spatial	ADJ
fcis-14861	64	11	data	datum	NOUN
fcis-14861	64	12	based	base	VERB
fcis-14861	64	13	on	on	ADP
fcis-14861	64	14	density	density	NOUN
fcis-14861	64	15	.	.	PUNCT
fcis-14861	65	1	its	its	PRON
fcis-14861	65	2	computation	computation	NOUN
fcis-14861	65	3	not	not	PART
fcis-14861	65	4	only	only	ADV
fcis-14861	65	5	relates	relate	VERB
fcis-14861	65	6	to	to	PART
fcis-14861	65	7	dbscan	dbscan	VERB
fcis-14861	65	8	but	but	CCONJ
fcis-14861	65	9	also	also	ADV
fcis-14861	65	10	highlights	highlight	VERB
fcis-14861	65	11	crucial	crucial	ADJ
fcis-14861	65	12	distinctions	distinction	NOUN
fcis-14861	65	13	in	in	ADP
fcis-14861	65	14	identifying	identify	VERB
fcis-14861	65	15	various	various	ADJ
fcis-14861	65	16	useful	useful	ADJ
fcis-14861	65	17	system	system	NOUN
fcis-14861	65	18	clustering	cluster	VERB
fcis-14861	65	19	analysis	analysis	NOUN
fcis-14861	65	20	methods	method	NOUN
fcis-14861	65	21	based	base	VERB
fcis-14861	65	22	on	on	ADP
fcis-14861	65	23	density	density	NOUN
fcis-14861	65	24	.	.	PUNCT
fcis-14861	66	1	core	core	NOUN
fcis-14861	66	2	points	point	NOUN
fcis-14861	66	3	:	:	PUNCT
fcis-14861	66	4	these	these	PRON
fcis-14861	66	5	are	be	AUX
fcis-14861	66	6	points	point	NOUN
fcis-14861	66	7	positioned	position	VERB
fcis-14861	66	8	at	at	ADP
fcis-14861	66	9	the	the	DET
fcis-14861	66	10	center	center	NOUN
fcis-14861	66	11	of	of	ADP
fcis-14861	66	12	a	a	DET
fcis-14861	66	13	cluster	cluster	NOUN
fcis-14861	66	14	and	and	CCONJ
fcis-14861	66	15	are	be	AUX
fcis-14861	66	16	considered	consider	VERB
fcis-14861	66	17	core	core	NOUN
fcis-14861	66	18	points	point	NOUN
fcis-14861	66	19	if	if	SCONJ
fcis-14861	66	20	a	a	DET
fcis-14861	66	21	minimum	minimum	NOUN
fcis-14861	66	22	of	of	ADP
fcis-14861	66	23	minpts	minpt	NOUN
fcis-14861	66	24	data	datum	NOUN
fcis-14861	66	25	points	point	NOUN
fcis-14861	66	26	exist	exist	VERB
fcis-14861	66	27	within	within	ADP
fcis-14861	66	28	their	their	PRON
fcis-14861	66	29	neighborhood	neighborhood	NOUN
fcis-14861	66	30	.	.	PUNCT
fcis-14861	67	1	core	core	NOUN
fcis-14861	67	2	distance	distance	NOUN
fcis-14861	67	3	:	:	PUNCT
fcis-14861	67	4	this	this	PRON
fcis-14861	67	5	represents	represent	VERB
fcis-14861	67	6	the	the	DET
fcis-14861	67	7	minimum	minimum	ADJ
fcis-14861	67	8	radius	radius	NOUN
fcis-14861	67	9	required	require	VERB
fcis-14861	67	10	to	to	ADP
fcis-14861	67	11	group	group	NOUN
fcis-14861	67	12	observed	observe	VERB
fcis-14861	67	13	values	value	NOUN
fcis-14861	67	14	around	around	ADP
fcis-14861	67	15	core	core	NOUN
fcis-14861	67	16	points	point	NOUN
fcis-14861	67	17	.	.	PUNCT
fcis-14861	68	1	reachability	reachability	NOUN
fcis-14861	68	2	distance	distance	NOUN
fcis-14861	68	3	:	:	PUNCT
fcis-14861	68	4	this	this	DET
fcis-14861	68	5	distance	distance	NOUN
fcis-14861	68	6	metric	metric	NOUN
fcis-14861	68	7	indicates	indicate	VERB
fcis-14861	68	8	the	the	DET
fcis-14861	68	9	shortest	short	ADJ
fcis-14861	68	10	length	length	NOUN
fcis-14861	68	11	from	from	ADP
fcis-14861	68	12	a	a	DET
fcis-14861	68	13	data	data	NOUN
fcis-14861	68	14	point	point	NOUN
fcis-14861	68	15	to	to	ADP
fcis-14861	68	16	a	a	DET
fcis-14861	68	17	cluster	cluster	NOUN
fcis-14861	68	18	's	's	PART
fcis-14861	68	19	center	center	NOUN
fcis-14861	68	20	point	point	NOUN
fcis-14861	68	21	,	,	PUNCT
fcis-14861	68	22	which	which	PRON
fcis-14861	68	23	can	can	AUX
fcis-14861	68	24	not	not	PART
fcis-14861	68	25	be	be	AUX
fcis-14861	68	26	less	less	ADJ
fcis-14861	68	27	than	than	ADP
fcis-14861	68	28	the	the	DET
fcis-14861	68	29	core	core	NOUN
fcis-14861	68	30	distance	distance	NOUN
fcis-14861	68	31	.	.	PUNCT
fcis-14861	69	1	in	in	ADP
fcis-14861	69	2	the	the	DET
fcis-14861	69	3	description	description	NOUN
fcis-14861	69	4	below	below	ADV
fcis-14861	69	5	,	,	PUNCT
fcis-14861	69	6	the	the	DET
fcis-14861	69	7	reachability	reachability	NOUN
fcis-14861	69	8	distance	distance	NOUN
fcis-14861	69	9	between	between	ADP
fcis-14861	69	10	(	(	PUNCT
fcis-14861	69	11	c	c	X
fcis-14861	69	12	,	,	PUNCT
fcis-14861	69	13	a	a	PRON
fcis-14861	69	14	)	)	PUNCT
fcis-14861	69	15	is	be	AUX
fcis-14861	69	16	denoted	denote	VERB
fcis-14861	69	17	as	as	ADP
fcis-14861	69	18	x	x	PUNCT
fcis-14861	69	19	because	because	SCONJ
fcis-14861	69	20	their	their	PRON
fcis-14861	69	21	distance	distance	NOUN
fcis-14861	69	22	is	be	AUX
fcis-14861	69	23	less	less	ADJ
fcis-14861	69	24	than	than	ADP
fcis-14861	69	25	the	the	DET
fcis-14861	69	26	unacceptable	unacceptable	ADJ
fcis-14861	69	27	core	core	NOUN
fcis-14861	69	28	distance	distance	NOUN
fcis-14861	69	29	.	.	PUNCT
fcis-14861	70	1	fig	fig	NOUN
fcis-14861	70	2	5	5	NUM
fcis-14861	70	3	.	.	PUNCT
fcis-14861	70	4	clustering	cluster	VERB
fcis-14861	70	5	algorithm	algorithm	NOUN
fcis-14861	70	6	2.3	2.3	NUM
fcis-14861	70	7	.	.	PUNCT
fcis-14861	71	1	crowd	crowd	NOUN
fcis-14861	71	2	testing	test	VERB
fcis-14861	71	3	2.3.1	2.3.1	NUM
fcis-14861	71	4	.	.	PUNCT
fcis-14861	71	5	data	datum	NOUN
fcis-14861	71	6	testing	test	VERB
fcis-14861	71	7	the	the	DET
fcis-14861	71	8	project	project	NOUN
fcis-14861	71	9	conducted	conduct	VERB
fcis-14861	71	10	training	training	NOUN
fcis-14861	71	11	on	on	ADP
fcis-14861	71	12	various	various	ADJ
fcis-14861	71	13	datasets	dataset	NOUN
fcis-14861	71	14	,	,	PUNCT
fcis-14861	71	15	including	include	VERB
fcis-14861	71	16	:	:	PUNCT
fcis-14861	71	17	113	113	NUM
fcis-14861	71	18	1	1	NUM
fcis-14861	71	19	.	.	PUNCT
fcis-14861	72	1	ucsd	ucsd	PROPN
fcis-14861	72	2	dataset	dataset	PROPN
fcis-14861	72	3	:	:	PUNCT
fcis-14861	72	4	consisting	consist	VERB
fcis-14861	72	5	of	of	ADP
fcis-14861	72	6	approximately	approximately	ADV
fcis-14861	72	7	2000	2000	NUM
fcis-14861	72	8	images	image	NOUN
fcis-14861	72	9	with	with	ADP
fcis-14861	72	10	relatively	relatively	ADV
fcis-14861	72	11	low	low	ADJ
fcis-14861	72	12	crowd	crowd	NOUN
fcis-14861	72	13	density	density	NOUN
fcis-14861	72	14	.	.	PUNCT
fcis-14861	73	1	2	2	NUM
fcis-14861	73	2	.	.	PUNCT
fcis-14861	73	3	ucf_cc_50s	ucf_cc_50s	NUM
fcis-14861	74	1	dataset	dataset	NOUN
fcis-14861	74	2	:	:	PUNCT
fcis-14861	74	3	containing	contain	VERB
fcis-14861	74	4	multiple	multiple	ADJ
fcis-14861	74	5	scenes	scene	NOUN
fcis-14861	74	6	with	with	ADP
fcis-14861	74	7	varying	vary	VERB
fcis-14861	74	8	densities	density	NOUN
fcis-14861	74	9	,	,	PUNCT
fcis-14861	74	10	perspective	perspective	NOUN
fcis-14861	74	11	distortions	distortion	NOUN
fcis-14861	74	12	,	,	PUNCT
fcis-14861	74	13	and	and	CCONJ
fcis-14861	74	14	significant	significant	ADJ
fcis-14861	74	15	variations	variation	NOUN
fcis-14861	74	16	in	in	ADP
fcis-14861	74	17	the	the	DET
fcis-14861	74	18	number	number	NOUN
fcis-14861	74	19	of	of	ADP
fcis-14861	74	20	individuals	individual	NOUN
fcis-14861	74	21	across	across	ADP
fcis-14861	74	22	50	50	NUM
fcis-14861	74	23	images	image	NOUN
fcis-14861	74	24	.	.	PUNCT
fcis-14861	75	1	3	3	X
fcis-14861	75	2	.	.	X
fcis-14861	75	3	worldexpo	worldexpo	VERB
fcis-14861	75	4	10	10	NUM
fcis-14861	75	5	dataset	dataset	NOUN
fcis-14861	75	6	:	:	PUNCT
fcis-14861	75	7	utilized	utilize	VERB
fcis-14861	75	8	for	for	ADP
fcis-14861	75	9	cross	cross	ADJ
fcis-14861	75	10	-	-	ADJ
fcis-14861	75	11	scene	scene	ADJ
fcis-14861	75	12	crowd	crowd	NOUN
fcis-14861	75	13	counting	counting	NOUN
fcis-14861	75	14	.	.	PUNCT
fcis-14861	76	1	4	4	X
fcis-14861	76	2	.	.	X
fcis-14861	76	3	shanghaitech	shanghaitech	PROPN
fcis-14861	76	4	dataset	dataset	VERB
fcis-14861	76	5	:	:	PUNCT
fcis-14861	76	6	employed	employ	VERB
fcis-14861	76	7	for	for	ADP
fcis-14861	76	8	large	large	ADJ
fcis-14861	76	9	-	-	PUNCT
fcis-14861	76	10	scale	scale	NOUN
fcis-14861	76	11	crowd	crowd	NOUN
fcis-14861	76	12	analysis	analysis	NOUN
fcis-14861	76	13	.	.	PUNCT
fcis-14861	77	1	for	for	ADP
fcis-14861	77	2	the	the	DET
fcis-14861	77	3	test	test	NOUN
fcis-14861	77	4	set	set	NOUN
fcis-14861	77	5	images	image	NOUN
fcis-14861	77	6	,	,	PUNCT
fcis-14861	77	7	coordinates	coordinate	NOUN
fcis-14861	77	8	representing	represent	VERB
fcis-14861	77	9	human	human	ADJ
fcis-14861	77	10	heads	head	NOUN
fcis-14861	77	11	were	be	AUX
fcis-14861	77	12	transformed	transform	VERB
fcis-14861	77	13	into	into	ADP
fcis-14861	77	14	regions	region	NOUN
fcis-14861	77	15	using	use	VERB
fcis-14861	77	16	gaussian	gaussian	ADJ
fcis-14861	77	17	functions	function	NOUN
fcis-14861	77	18	.	.	PUNCT
fcis-14861	78	1	the	the	DET
fcis-14861	78	2	generated	generate	VERB
fcis-14861	78	3	data	datum	NOUN
fcis-14861	78	4	was	be	AUX
fcis-14861	78	5	saved	save	VERB
fcis-14861	78	6	in	in	ADP
fcis-14861	78	7	csv	csv	NOUN
fcis-14861	78	8	format	format	NOUN
fcis-14861	78	9	for	for	ADP
fcis-14861	78	10	easy	easy	ADJ
fcis-14861	78	11	viewing	view	VERB
fcis-14861	78	12	through	through	ADP
fcis-14861	78	13	excel	excel	NOUN
fcis-14861	78	14	.	.	PUNCT
fcis-14861	79	1	each	each	DET
fcis-14861	79	2	image	image	NOUN
fcis-14861	79	3	corresponds	correspond	VERB
fcis-14861	79	4	to	to	ADP
fcis-14861	79	5	a	a	DET
fcis-14861	79	6	dedicated	dedicated	ADJ
fcis-14861	79	7	excel	excel	NOUN
fcis-14861	79	8	file	file	NOUN
fcis-14861	79	9	,	,	PUNCT
fcis-14861	79	10	comprising	comprise	VERB
fcis-14861	79	11	a	a	DET
fcis-14861	79	12	matrix	matrix	NOUN
fcis-14861	79	13	with	with	ADP
fcis-14861	79	14	dimensions	dimension	NOUN
fcis-14861	79	15	of	of	ADP
fcis-14861	79	16	1024	1024	NUM
fcis-14861	79	17	columns	column	NOUN
fcis-14861	79	18	and	and	CCONJ
fcis-14861	79	19	768	768	NUM
fcis-14861	79	20	rows	row	NOUN
fcis-14861	79	21	,	,	PUNCT
fcis-14861	79	22	matching	match	VERB
fcis-14861	79	23	all	all	DET
fcis-14861	79	24	the	the	DET
fcis-14861	79	25	original	original	ADJ
fcis-14861	79	26	image	image	NOUN
fcis-14861	79	27	's	's	PART
fcis-14861	79	28	pixels	pixel	NOUN
fcis-14861	79	29	.	.	PUNCT
fcis-14861	80	1	as	as	SCONJ
fcis-14861	80	2	shown	show	VERB
fcis-14861	80	3	in	in	ADP
fcis-14861	80	4	figure	figure	NOUN
fcis-14861	80	5	5	5	NUM
fcis-14861	80	6	,	,	PUNCT
fcis-14861	80	7	an	an	DET
fcis-14861	80	8	area	area	NOUN
fcis-14861	80	9	of	of	ADP
fcis-14861	80	10	15x15	15x15	NUM
fcis-14861	80	11	centered	center	VERB
fcis-14861	80	12	around	around	ADP
fcis-14861	80	13	the	the	DET
fcis-14861	80	14	point	point	NOUN
fcis-14861	80	15	(	(	PUNCT
fcis-14861	80	16	103	103	NUM
fcis-14861	80	17	,	,	PUNCT
fcis-14861	80	18	95	95	NUM
fcis-14861	80	19	)	)	PUNCT
fcis-14861	80	20	contains	contain	VERB
fcis-14861	80	21	data	datum	NOUN
fcis-14861	80	22	,	,	PUNCT
fcis-14861	80	23	with	with	ADP
fcis-14861	80	24	225	225	NUM
fcis-14861	80	25	data	datum	NOUN
fcis-14861	80	26	points	point	NOUN
fcis-14861	80	27	corresponding	correspond	VERB
fcis-14861	80	28	to	to	ADP
fcis-14861	80	29	the	the	DET
fcis-14861	80	30	first	first	ADJ
fcis-14861	80	31	row	row	NOUN
fcis-14861	80	32	of	of	ADP
fcis-14861	80	33	the	the	DET
fcis-14861	80	34	image	image	NOUN
fcis-14861	80	35	.	.	PUNCT
fcis-14861	81	1	additionally	additionally	ADV
fcis-14861	81	2	,	,	PUNCT
fcis-14861	81	3	the	the	DET
fcis-14861	81	4	sum	sum	NOUN
fcis-14861	81	5	of	of	ADP
fcis-14861	81	6	these	these	DET
fcis-14861	81	7	225	225	NUM
fcis-14861	81	8	values	value	NOUN
fcis-14861	81	9	closely	closely	ADV
fcis-14861	81	10	approaches	approach	VERB
fcis-14861	81	11	1	1	NUM
fcis-14861	81	12	.	.	PUNCT
fcis-14861	81	13	fig	fig	NOUN
fcis-14861	81	14	6	6	NUM
fcis-14861	81	15	.	.	PUNCT
fcis-14861	82	1	test	test	NOUN
fcis-14861	82	2	set	set	VERB
fcis-14861	82	3	img1	img1	NOUN
fcis-14861	82	4	image	image	NOUN
fcis-14861	82	5	and	and	CCONJ
fcis-14861	82	6	corresponding	correspond	VERB
fcis-14861	82	7	annotation	annotation	NOUN
fcis-14861	82	8	data	datum	NOUN
fcis-14861	82	9	this	this	DET
fcis-14861	82	10	article	article	NOUN
fcis-14861	82	11	performed	perform	VERB
fcis-14861	82	12	calculations	calculation	NOUN
fcis-14861	82	13	on	on	ADP
fcis-14861	82	14	300	300	NUM
fcis-14861	82	15	images	image	NOUN
fcis-14861	82	16	from	from	ADP
fcis-14861	82	17	part	part	NOUN
fcis-14861	82	18	b	b	PROPN
fcis-14861	82	19	of	of	ADP
fcis-14861	82	20	the	the	DET
fcis-14861	82	21	shanghaitech	shanghaitech	NOUN
fcis-14861	82	22	dataset	dataset	VERB
fcis-14861	82	23	,	,	PUNCT
fcis-14861	82	24	which	which	PRON
fcis-14861	82	25	contained	contain	VERB
fcis-14861	82	26	a	a	DET
fcis-14861	82	27	smaller	small	ADJ
fcis-14861	82	28	number	number	NOUN
fcis-14861	82	29	of	of	ADP
fcis-14861	82	30	individuals	individual	NOUN
fcis-14861	82	31	.	.	PUNCT
fcis-14861	83	1	the	the	DET
fcis-14861	83	2	following	follow	VERB
fcis-14861	83	3	graph	graph	NOUN
fcis-14861	83	4	illustrates	illustrate	VERB
fcis-14861	83	5	the	the	DET
fcis-14861	83	6	predictive	predictive	ADJ
fcis-14861	83	7	accuracy	accuracy	NOUN
fcis-14861	83	8	,	,	PUNCT
fcis-14861	83	9	with	with	ADP
fcis-14861	83	10	an	an	DET
fcis-14861	83	11	average	average	ADJ
fcis-14861	83	12	accuracy	accuracy	NOUN
fcis-14861	83	13	of	of	ADP
fcis-14861	83	14	approximately	approximately	ADV
fcis-14861	83	15	0.806	0.806	NUM
fcis-14861	83	16	.	.	PUNCT
fcis-14861	84	1	this	this	PRON
fcis-14861	84	2	means	mean	VERB
fcis-14861	84	3	that	that	SCONJ
fcis-14861	84	4	on	on	ADP
fcis-14861	84	5	average	average	ADJ
fcis-14861	84	6	,	,	PUNCT
fcis-14861	84	7	the	the	DET
fcis-14861	84	8	deviation	deviation	NOUN
fcis-14861	84	9	in	in	ADP
fcis-14861	84	10	detected	detect	VERB
fcis-14861	84	11	count	count	NOUN
fcis-14861	84	12	,	,	PUNCT
fcis-14861	84	13	whether	whether	SCONJ
fcis-14861	84	14	overestimation	overestimation	NOUN
fcis-14861	84	15	or	or	CCONJ
fcis-14861	84	16	underestimation	underestimation	NOUN
fcis-14861	84	17	,	,	PUNCT
fcis-14861	84	18	does	do	AUX
fcis-14861	84	19	not	not	PART
fcis-14861	84	20	exceed	exceed	VERB
fcis-14861	84	21	20	20	NUM
fcis-14861	84	22	%	%	NOUN
fcis-14861	84	23	of	of	ADP
fcis-14861	84	24	the	the	DET
fcis-14861	84	25	total	total	ADJ
fcis-14861	84	26	count	count	NOUN
fcis-14861	84	27	per	per	ADP
fcis-14861	84	28	image	image	NOUN
fcis-14861	84	29	.	.	PUNCT
fcis-14861	85	1	fig	fig	NOUN
fcis-14861	85	2	7	7	NUM
fcis-14861	85	3	.	.	PUNCT
fcis-14861	85	4	accuracy	accuracy	NOUN
fcis-14861	85	5	diagram	diagram	NOUN
fcis-14861	85	6	of	of	ADP
fcis-14861	85	7	the	the	DET
fcis-14861	85	8	model	model	NOUN
fcis-14861	85	9	2.3.2	2.3.2	PROPN
fcis-14861	85	10	.	.	PUNCT
fcis-14861	85	11	mscnn	mscnn	PROPN
fcis-14861	85	12	network	network	NOUN
fcis-14861	85	13	construction	construction	NOUN
fcis-14861	85	14	compared	compare	VERB
fcis-14861	85	15	to	to	ADP
fcis-14861	85	16	traditional	traditional	ADJ
fcis-14861	85	17	cognitive	cognitive	ADJ
fcis-14861	85	18	methods	method	NOUN
fcis-14861	85	19	,	,	PUNCT
fcis-14861	85	20	mscnn	mscnn	NOUN
fcis-14861	85	21	,	,	PUNCT
fcis-14861	85	22	as	as	ADP
fcis-14861	85	23	a	a	DET
fcis-14861	85	24	multi	multi	ADJ
fcis-14861	85	25	-	-	ADJ
fcis-14861	85	26	scale	scale	ADJ
fcis-14861	85	27	convolutional	convolutional	ADJ
fcis-14861	85	28	neural	neural	ADJ
fcis-14861	85	29	network	network	NOUN
fcis-14861	85	30	,	,	PUNCT
fcis-14861	85	31	enables	enable	VERB
fcis-14861	85	32	more	more	ADV
fcis-14861	85	33	effective	effective	ADJ
fcis-14861	85	34	automatic	automatic	ADJ
fcis-14861	85	35	acquisition	acquisition	NOUN
fcis-14861	85	36	of	of	ADP
fcis-14861	85	37	information	information	NOUN
fcis-14861	85	38	in	in	ADP
fcis-14861	85	39	highdimensional	highdimensional	ADJ
fcis-14861	85	40	complex	complex	ADJ
fcis-14861	85	41	systems	system	NOUN
fcis-14861	85	42	through	through	ADP
fcis-14861	85	43	deep	deep	ADJ
fcis-14861	85	44	learning	learning	NOUN
fcis-14861	85	45	models	model	NOUN
fcis-14861	85	46	.	.	PUNCT
fcis-14861	86	1	convolutional	convolutional	ADJ
fcis-14861	86	2	neural	neural	ADJ
fcis-14861	86	3	networks	network	NOUN
fcis-14861	86	4	are	be	AUX
fcis-14861	86	5	among	among	ADP
fcis-14861	86	6	the	the	DET
fcis-14861	86	7	most	most	ADV
fcis-14861	86	8	commonly	commonly	ADV
fcis-14861	86	9	applied	apply	VERB
fcis-14861	86	10	deep	deep	ADJ
fcis-14861	86	11	learning	learning	NOUN
fcis-14861	86	12	models	model	NOUN
fcis-14861	86	13	,	,	PUNCT
fcis-14861	86	14	utilizing	utilize	VERB
fcis-14861	86	15	convolution	convolution	NOUN
fcis-14861	86	16	operations	operation	NOUN
fcis-14861	86	17	,	,	PUNCT
fcis-14861	86	18	data	datum	NOUN
fcis-14861	86	19	pooling	pooling	NOUN
fcis-14861	86	20	,	,	PUNCT
fcis-14861	86	21	and	and	CCONJ
fcis-14861	86	22	other	other	ADJ
fcis-14861	86	23	techniques	technique	NOUN
fcis-14861	86	24	to	to	PART
fcis-14861	86	25	extract	extract	VERB
fcis-14861	86	26	features	feature	NOUN
fcis-14861	86	27	from	from	ADP
fcis-14861	86	28	raw	raw	ADJ
fcis-14861	86	29	data	datum	NOUN
fcis-14861	86	30	,	,	PUNCT
fcis-14861	86	31	and	and	CCONJ
fcis-14861	86	32	using	use	VERB
fcis-14861	86	33	weighted	weight	VERB
fcis-14861	86	34	connections	connection	NOUN
fcis-14861	86	35	to	to	PART
fcis-14861	86	36	generate	generate	VERB
fcis-14861	86	37	modeling	modeling	NOUN
fcis-14861	86	38	results	result	NOUN
fcis-14861	86	39	.	.	PUNCT
fcis-14861	87	1	the	the	DET
fcis-14861	87	2	number	number	NOUN
fcis-14861	87	3	of	of	ADP
fcis-14861	87	4	convolution	convolution	NOUN
fcis-14861	87	5	operation	operation	NOUN
fcis-14861	87	6	kernels	kernel	NOUN
fcis-14861	87	7	to	to	ADP
fcis-14861	87	8	some	some	DET
fcis-14861	87	9	extent	extent	NOUN
fcis-14861	87	10	affects	affect	VERB
fcis-14861	87	11	the	the	DET
fcis-14861	87	12	efficiency	efficiency	NOUN
fcis-14861	87	13	of	of	ADP
fcis-14861	87	14	facial	facial	ADJ
fcis-14861	87	15	feature	feature	NOUN
fcis-14861	87	16	extraction	extraction	NOUN
fcis-14861	87	17	.	.	PUNCT
fcis-14861	88	1	by	by	ADP
fcis-14861	88	2	adopting	adopt	VERB
fcis-14861	88	3	a	a	DET
fcis-14861	88	4	multiscale	multiscale	ADJ
fcis-14861	88	5	blob	blob	NOUN
fcis-14861	88	6	module	module	NOUN
fcis-14861	88	7	(	(	PUNCT
fcis-14861	88	8	similar	similar	ADJ
fcis-14861	88	9	to	to	ADP
fcis-14861	88	10	the	the	DET
fcis-14861	88	11	inception	inception	ADJ
fcis-14861	88	12	structure	structure	NOUN
fcis-14861	88	13	)	)	PUNCT
fcis-14861	88	14	,	,	PUNCT
fcis-14861	88	15	the	the	DET
fcis-14861	88	16	model	model	NOUN
fcis-14861	88	17	can	can	AUX
fcis-14861	88	18	achieve	achieve	VERB
fcis-14861	88	19	the	the	DET
fcis-14861	88	20	ability	ability	NOUN
fcis-14861	88	21	to	to	PART
fcis-14861	88	22	detect	detect	VERB
fcis-14861	88	23	anomalies	anomaly	NOUN
fcis-14861	88	24	in	in	ADP
fcis-14861	88	25	public	public	ADJ
fcis-14861	88	26	places	place	NOUN
fcis-14861	88	27	and	and	CCONJ
fcis-14861	88	28	monitor	monitor	VERB
fcis-14861	88	29	crowd	crowd	NOUN
fcis-14861	88	30	movement	movement	NOUN
fcis-14861	88	31	and	and	CCONJ
fcis-14861	88	32	density	density	NOUN
fcis-14861	88	33	in	in	ADP
fcis-14861	88	34	systems	system	NOUN
fcis-14861	88	35	.	.	PUNCT
fcis-14861	89	1	mscnn	mscnn	PROPN
fcis-14861	89	2	is	be	AUX
fcis-14861	89	3	an	an	DET
fcis-14861	89	4	improved	improved	ADJ
fcis-14861	89	5	convolutional	convolutional	ADJ
fcis-14861	89	6	neural	neural	ADJ
fcis-14861	89	7	network	network	NOUN
fcis-14861	89	8	that	that	PRON
fcis-14861	89	9	leverages	leverage	VERB
fcis-14861	89	10	convolution	convolution	NOUN
fcis-14861	89	11	computation	computation	NOUN
fcis-14861	89	12	kernels	kernel	NOUN
fcis-14861	89	13	of	of	ADP
fcis-14861	89	14	different	different	ADJ
fcis-14861	89	15	sizes	size	NOUN
fcis-14861	89	16	to	to	PART
fcis-14861	89	17	extract	extract	VERB
fcis-14861	89	18	feature	feature	NOUN
fcis-14861	89	19	signals	signal	NOUN
fcis-14861	89	20	from	from	ADP
fcis-14861	89	21	multiple	multiple	ADJ
fcis-14861	89	22	scales	scale	NOUN
fcis-14861	89	23	,	,	PUNCT
fcis-14861	89	24	effectively	effectively	ADV
fcis-14861	89	25	overcoming	overcome	VERB
fcis-14861	89	26	the	the	DET
fcis-14861	89	27	adaptive	adaptive	ADJ
fcis-14861	89	28	selection	selection	NOUN
fcis-14861	89	29	issue	issue	NOUN
fcis-14861	89	30	present	present	ADJ
fcis-14861	89	31	in	in	ADP
fcis-14861	89	32	traditional	traditional	ADJ
fcis-14861	89	33	cnn	cnn	PROPN
fcis-14861	89	34	models	model	NOUN
fcis-14861	89	35	.	.	PUNCT
fcis-14861	90	1	the	the	DET
fcis-14861	90	2	network	network	NOUN
fcis-14861	90	3	workflow	workflow	NOUN
fcis-14861	90	4	is	be	AUX
fcis-14861	90	5	as	as	SCONJ
fcis-14861	90	6	follows	follow	VERB
fcis-14861	90	7	.	.	PUNCT
fcis-14861	91	1	the	the	DET
fcis-14861	91	2	foundation	foundation	NOUN
fcis-14861	91	3	of	of	ADP
fcis-14861	91	4	multi	multi	ADJ
fcis-14861	91	5	-	-	ADJ
fcis-14861	91	6	scale	scale	ADJ
fcis-14861	91	7	information	information	NOUN
fcis-14861	91	8	technology	technology	NOUN
fcis-14861	91	9	is	be	AUX
fcis-14861	91	10	built	build	VERB
fcis-14861	91	11	upon	upon	SCONJ
fcis-14861	91	12	the	the	DET
fcis-14861	91	13	cornerstone	cornerstone	NOUN
fcis-14861	91	14	of	of	ADP
fcis-14861	91	15	cnn	cnn	PROPN
fcis-14861	91	16	networks	network	NOUN
fcis-14861	91	17	.	.	PUNCT
fcis-14861	92	1	its	its	PRON
fcis-14861	92	2	fundamental	fundamental	ADJ
fcis-14861	92	3	completion	completion	NOUN
fcis-14861	92	4	process	process	NOUN
fcis-14861	92	5	involves	involve	VERB
fcis-14861	92	6	connecting	connect	VERB
fcis-14861	92	7	the	the	DET
fcis-14861	92	8	output	output	NOUN
fcis-14861	92	9	characteristics	characteristic	NOUN
fcis-14861	92	10	of	of	ADP
fcis-14861	92	11	a	a	DET
fcis-14861	92	12	central	central	ADJ
fcis-14861	92	13	layer	layer	NOUN
fcis-14861	92	14	or	or	CCONJ
fcis-14861	92	15	several	several	ADJ
fcis-14861	92	16	central	central	ADJ
fcis-14861	92	17	layers	layer	NOUN
fcis-14861	92	18	with	with	ADP
fcis-14861	92	19	the	the	DET
fcis-14861	92	20	input	input	NOUN
fcis-14861	92	21	-	-	PUNCT
fcis-14861	92	22	output	output	NOUN
fcis-14861	92	23	characteristics	characteristic	NOUN
fcis-14861	92	24	of	of	ADP
fcis-14861	92	25	the	the	DET
fcis-14861	92	26	final	final	ADJ
fcis-14861	92	27	layer	layer	NOUN
fcis-14861	92	28	,	,	PUNCT
fcis-14861	92	29	flattening	flatten	VERB
fcis-14861	92	30	them	they	PRON
fcis-14861	92	31	to	to	PART
fcis-14861	92	32	serve	serve	VERB
fcis-14861	92	33	as	as	ADP
fcis-14861	92	34	inputs	input	NOUN
fcis-14861	92	35	and	and	CCONJ
fcis-14861	92	36	outputs	output	NOUN
fcis-14861	92	37	for	for	ADP
fcis-14861	92	38	the	the	DET
fcis-14861	92	39	cnn	cnn	PROPN
fcis-14861	92	40	.	.	PUNCT
fcis-14861	93	1	this	this	PRON
fcis-14861	93	2	,	,	PUNCT
fcis-14861	93	3	combined	combine	VERB
fcis-14861	93	4	with	with	ADP
fcis-14861	93	5	the	the	DET
fcis-14861	93	6	outputs	output	NOUN
fcis-14861	93	7	from	from	ADP
fcis-14861	93	8	higher	high	ADJ
fcis-14861	93	9	and	and	CCONJ
fcis-14861	93	10	lower	low	ADJ
fcis-14861	93	11	layers	layer	NOUN
fcis-14861	93	12	,	,	PUNCT
fcis-14861	93	13	enables	enable	VERB
fcis-14861	93	14	a	a	DET
fcis-14861	93	15	more	more	ADV
fcis-14861	93	16	comprehensive	comprehensive	ADJ
fcis-14861	93	17	learning	learning	NOUN
fcis-14861	93	18	of	of	ADP
fcis-14861	93	19	the	the	DET
fcis-14861	93	20	entire	entire	ADJ
fcis-14861	93	21	device	device	NOUN
fcis-14861	93	22	degradation	degradation	NOUN
fcis-14861	93	23	process	process	NOUN
fcis-14861	93	24	.	.	PUNCT
fcis-14861	94	1	by	by	ADP
fcis-14861	94	2	utilizing	utilize	VERB
fcis-14861	94	3	a	a	DET
fcis-14861	94	4	multi	multi	ADJ
fcis-14861	94	5	-	-	ADJ
fcis-14861	94	6	scale	scale	ADJ
fcis-14861	94	7	blob	blob	NOUN
fcis-14861	94	8	module	module	NOUN
fcis-14861	94	9	(	(	PUNCT
fcis-14861	94	10	similar	similar	ADJ
fcis-14861	94	11	to	to	ADP
fcis-14861	94	12	the	the	DET
fcis-14861	94	13	inception	inception	ADJ
fcis-14861	94	14	structure	structure	NOUN
fcis-14861	94	15	)	)	PUNCT
fcis-14861	94	16	,	,	PUNCT
fcis-14861	94	17	the	the	DET
fcis-14861	94	18	extraction	extraction	NOUN
fcis-14861	94	19	of	of	ADP
fcis-14861	94	20	relevant	relevant	ADJ
fcis-14861	94	21	features	feature	NOUN
fcis-14861	94	22	can	can	AUX
fcis-14861	94	23	be	be	AUX
fcis-14861	94	24	achieved	achieve	VERB
fcis-14861	94	25	.	.	PUNCT
fcis-14861	95	1	constructing	construct	VERB
fcis-14861	95	2	a	a	DET
fcis-14861	95	3	multi	multi	ADJ
fcis-14861	95	4	-	-	ADJ
fcis-14861	95	5	scale	scale	ADJ
fcis-14861	95	6	blob	blob	NOUN
fcis-14861	95	7	(	(	PUNCT
fcis-14861	95	8	msb	msb	PROPN
fcis-14861	95	9	)	)	PUNCT
fcis-14861	95	10	structure	structure	NOUN
fcis-14861	95	11	enhances	enhance	VERB
fcis-14861	95	12	the	the	DET
fcis-14861	95	13	diversity	diversity	NOUN
fcis-14861	95	14	of	of	ADP
fcis-14861	95	15	features	feature	NOUN
fcis-14861	95	16	.	.	PUNCT
fcis-14861	96	1	the	the	DET
fcis-14861	96	2	formation	formation	NOUN
fcis-14861	96	3	of	of	ADP
fcis-14861	96	4	crowd	crowd	NOUN
fcis-14861	96	5	density	density	NOUN
fcis-14861	96	6	maps	map	NOUN
fcis-14861	96	7	must	must	AUX
fcis-14861	96	8	undergo	undergo	VERB
fcis-14861	96	9	gaussian	gaussian	ADJ
fcis-14861	96	10	filtering	filtering	NOUN
fcis-14861	96	11	.	.	PUNCT
fcis-14861	97	1	a	a	DET
fcis-14861	97	2	major	major	ADJ
fcis-14861	97	3	issue	issue	NOUN
fcis-14861	97	4	arises	arise	VERB
fcis-14861	97	5	when	when	SCONJ
fcis-14861	97	6	computing	compute	VERB
fcis-14861	97	7	in	in	ADP
fcis-14861	97	8	space	space	NOUN
fcis-14861	97	9	,	,	PUNCT
fcis-14861	97	10	as	as	SCONJ
fcis-14861	97	11	each	each	DET
fcis-14861	97	12	person	person	NOUN
fcis-14861	97	13	represents	represent	VERB
fcis-14861	97	14	a	a	DET
fcis-14861	97	15	pixel	pixel	NOUN
fcis-14861	97	16	,	,	PUNCT
fcis-14861	97	17	resulting	result	VERB
fcis-14861	97	18	in	in	ADP
fcis-14861	97	19	a	a	DET
fcis-14861	97	20	very	very	ADV
fcis-14861	97	21	sparse	sparse	ADJ
fcis-14861	97	22	density	density	NOUN
fcis-14861	97	23	distribution	distribution	NOUN
fcis-14861	97	24	map	map	NOUN
fcis-14861	97	25	.	.	PUNCT
fcis-14861	98	1	this	this	PRON
fcis-14861	98	2	can	can	AUX
fcis-14861	98	3	lead	lead	VERB
fcis-14861	98	4	the	the	DET
fcis-14861	98	5	model	model	NOUN
fcis-14861	98	6	to	to	PART
fcis-14861	98	7	converge	converge	VERB
fcis-14861	98	8	to	to	ADP
fcis-14861	98	9	a	a	DET
fcis-14861	98	10	completely	completely	ADV
fcis-14861	98	11	zero	zero	NUM
fcis-14861	98	12	state	state	NOUN
fcis-14861	98	13	.	.	PUNCT
fcis-14861	99	1	however	however	ADV
fcis-14861	99	2	,	,	PUNCT
fcis-14861	99	3	employing	employ	VERB
fcis-14861	99	4	gaussian	gaussian	ADJ
fcis-14861	99	5	data	datum	NOUN
fcis-14861	99	6	processing	processing	NOUN
fcis-14861	99	7	helps	helps	AUX
fcis-14861	99	8	mitigate	mitigate	VERB
fcis-14861	99	9	the	the	DET
fcis-14861	99	10	sparse	sparse	ADJ
fcis-14861	99	11	phenomenon	phenomenon	NOUN
fcis-14861	99	12	to	to	ADP
fcis-14861	99	13	some	some	DET
fcis-14861	99	14	extent	extent	NOUN
fcis-14861	99	15	by	by	ADP
fcis-14861	99	16	transforming	transform	VERB
fcis-14861	99	17	the	the	DET
fcis-14861	99	18	density	density	NOUN
fcis-14861	99	19	map	map	NOUN
fcis-14861	99	20	into	into	ADP
fcis-14861	99	21	a	a	DET
fcis-14861	99	22	heatmap	heatmap	NOUN
fcis-14861	99	23	shape	shape	NOUN
fcis-14861	99	24	.	.	PUNCT
fcis-14861	100	1	the	the	DET
fcis-14861	100	2	calculation	calculation	NOUN
fcis-14861	100	3	of	of	ADP
fcis-14861	100	4	the	the	DET
fcis-14861	100	5	density	density	NOUN
fcis-14861	100	6	map	map	NOUN
fcis-14861	100	7	after	after	SCONJ
fcis-14861	100	8	gaussian	gaussian	ADJ
fcis-14861	100	9	data	datum	NOUN
fcis-14861	100	10	processing	processing	NOUN
fcis-14861	100	11	remains	remain	VERB
fcis-14861	100	12	constant	constant	ADJ
fcis-14861	100	13	.	.	PUNCT
fcis-14861	101	1	3	3	X
fcis-14861	101	2	.	.	X
fcis-14861	101	3	discussion	discussion	NOUN
fcis-14861	101	4	as	as	ADP
fcis-14861	101	5	urban	urban	ADJ
fcis-14861	101	6	populations	population	NOUN
fcis-14861	101	7	are	be	AUX
fcis-14861	101	8	experiencing	experience	VERB
fcis-14861	101	9	exponential	exponential	ADJ
fcis-14861	101	10	growth	growth	NOUN
fcis-14861	101	11	,	,	PUNCT
fcis-14861	101	12	the	the	DET
fcis-14861	101	13	density	density	NOUN
fcis-14861	101	14	of	of	ADP
fcis-14861	101	15	crowds	crowd	NOUN
fcis-14861	101	16	in	in	ADP
fcis-14861	101	17	public	public	ADJ
fcis-14861	101	18	spaces	space	NOUN
fcis-14861	101	19	is	be	AUX
fcis-14861	101	20	continuously	continuously	ADV
fcis-14861	101	21	increasing	increase	VERB
fcis-14861	101	22	.	.	PUNCT
fcis-14861	102	1	particularly	particularly	ADV
fcis-14861	102	2	on	on	ADP
fcis-14861	102	3	weekends	weekend	NOUN
fcis-14861	102	4	and	and	CCONJ
fcis-14861	102	5	holidays	holiday	NOUN
fcis-14861	102	6	when	when	SCONJ
fcis-14861	102	7	large	large	ADJ
fcis-14861	102	8	numbers	number	NOUN
fcis-14861	102	9	of	of	ADP
fcis-14861	102	10	citizens	citizen	NOUN
fcis-14861	102	11	gather	gather	VERB
fcis-14861	102	12	in	in	ADP
fcis-14861	102	13	public	public	ADJ
fcis-14861	102	14	areas	area	NOUN
fcis-14861	102	15	,	,	PUNCT
fcis-14861	102	16	any	any	DET
fcis-14861	102	17	sudden	sudden	ADJ
fcis-14861	102	18	abnormal	abnormal	ADJ
fcis-14861	102	19	events	event	NOUN
fcis-14861	102	20	in	in	ADP
fcis-14861	102	21	these	these	DET
fcis-14861	102	22	spaces	space	NOUN
fcis-14861	102	23	could	could	AUX
fcis-14861	102	24	result	result	VERB
fcis-14861	102	25	in	in	ADP
fcis-14861	102	26	severe	severe	ADJ
fcis-14861	102	27	consequences	consequence	NOUN
fcis-14861	102	28	.	.	PUNCT
fcis-14861	103	1	therefore	therefore	ADV
fcis-14861	103	2	,	,	PUNCT
fcis-14861	103	3	the	the	DET
fcis-14861	103	4	detection	detection	NOUN
fcis-14861	103	5	of	of	ADP
fcis-14861	103	6	crowd	crowd	NOUN
fcis-14861	103	7	density	density	NOUN
fcis-14861	103	8	and	and	CCONJ
fcis-14861	103	9	monitoring	monitoring	NOUN
fcis-14861	103	10	of	of	ADP
fcis-14861	103	11	unusual	unusual	ADJ
fcis-14861	103	12	behaviors	behavior	NOUN
fcis-14861	103	13	in	in	ADP
fcis-14861	103	14	public	public	ADJ
fcis-14861	103	15	spaces	space	NOUN
fcis-14861	103	16	are	be	AUX
fcis-14861	103	17	crucial	crucial	ADJ
fcis-14861	103	18	for	for	ADP
fcis-14861	103	19	social	social	ADJ
fcis-14861	103	20	stability	stability	NOUN
fcis-14861	103	21	and	and	CCONJ
fcis-14861	103	22	people	people	NOUN
fcis-14861	103	23	's	's	PART
fcis-14861	103	24	safety	safety	NOUN
fcis-14861	103	25	.	.	PUNCT
fcis-14861	104	1	the	the	DET
fcis-14861	104	2	continuous	continuous	ADJ
fcis-14861	104	3	development	development	NOUN
fcis-14861	104	4	of	of	ADP
fcis-14861	104	5	artificial	artificial	ADJ
fcis-14861	104	6	intelligence	intelligence	NOUN
fcis-14861	104	7	technology	technology	NOUN
fcis-14861	104	8	has	have	AUX
fcis-14861	104	9	become	become	VERB
fcis-14861	104	10	a	a	DET
fcis-14861	104	11	focal	focal	ADJ
fcis-14861	104	12	point	point	NOUN
fcis-14861	104	13	across	across	ADP
fcis-14861	104	14	various	various	ADJ
fcis-14861	104	15	sectors	sector	NOUN
fcis-14861	104	16	of	of	ADP
fcis-14861	104	17	society	society	NOUN
fcis-14861	104	18	.	.	PUNCT
fcis-14861	105	1	with	with	ADP
fcis-14861	105	2	the	the	DET
fcis-14861	105	3	explosive	explosive	ADJ
fcis-14861	105	4	growth	growth	NOUN
fcis-14861	105	5	of	of	ADP
fcis-14861	105	6	data	datum	NOUN
fcis-14861	105	7	and	and	CCONJ
fcis-14861	105	8	the	the	DET
fcis-14861	105	9	constant	constant	ADJ
fcis-14861	105	10	improvement	improvement	NOUN
fcis-14861	105	11	of	of	ADP
fcis-14861	105	12	hardware	hardware	NOUN
fcis-14861	105	13	technology	technology	NOUN
fcis-14861	105	14	,	,	PUNCT
fcis-14861	105	15	deep	deep	ADJ
fcis-14861	105	16	learning	learning	NOUN
fcis-14861	105	17	and	and	CCONJ
fcis-14861	105	18	neural	neural	ADJ
fcis-14861	105	19	networks	network	NOUN
fcis-14861	105	20	have	have	AUX
fcis-14861	105	21	become	become	VERB
fcis-14861	105	22	crucial	crucial	ADJ
fcis-14861	105	23	pillars	pillar	NOUN
fcis-14861	105	24	in	in	ADP
fcis-14861	105	25	many	many	ADJ
fcis-14861	105	26	fields	field	NOUN
fcis-14861	105	27	.	.	PUNCT
fcis-14861	106	1	exploring	explore	VERB
fcis-14861	106	2	how	how	SCONJ
fcis-14861	106	3	artificial	artificial	ADJ
fcis-14861	106	4	intelligence	intelligence	NOUN
fcis-14861	106	5	technology	technology	NOUN
fcis-14861	106	6	can	can	AUX
fcis-14861	106	7	effectively	effectively	ADV
fcis-14861	106	8	assist	assist	VERB
fcis-14861	106	9	city	city	NOUN
fcis-14861	106	10	management	management	NOUN
fcis-14861	106	11	personnel	personnel	NOUN
fcis-14861	106	12	in	in	ADP
fcis-14861	106	13	monitoring	monitor	VERB
fcis-14861	106	14	crowd	crowd	NOUN
fcis-14861	106	15	density	density	NOUN
fcis-14861	106	16	,	,	PUNCT
fcis-14861	106	17	detecting	detect	VERB
fcis-14861	106	18	abnormal	abnormal	ADJ
fcis-14861	106	19	behaviors	behavior	NOUN
fcis-14861	106	20	,	,	PUNCT
fcis-14861	106	21	and	and	CCONJ
fcis-14861	106	22	maintaining	maintain	VERB
fcis-14861	106	23	crowd	crowd	NOUN
fcis-14861	106	24	density	density	NOUN
fcis-14861	106	25	within	within	ADP
fcis-14861	106	26	reasonable	reasonable	ADJ
fcis-14861	106	27	limits	limit	NOUN
fcis-14861	106	28	is	be	AUX
fcis-14861	106	29	of	of	ADP
fcis-14861	106	30	significant	significant	ADJ
fcis-14861	106	31	practical	practical	ADJ
fcis-14861	106	32	importance	importance	NOUN
fcis-14861	106	33	.	.	PUNCT
fcis-14861	107	1	ensuring	ensure	VERB
fcis-14861	107	2	rapid	rapid	ADJ
fcis-14861	107	3	and	and	CCONJ
fcis-14861	107	4	effective	effective	ADJ
fcis-14861	107	5	crowd	crowd	NOUN
fcis-14861	107	6	evacuation	evacuation	NOUN
fcis-14861	107	7	during	during	ADP
fcis-14861	107	8	emergencies	emergency	NOUN
fcis-14861	107	9	is	be	AUX
fcis-14861	107	10	pivotal	pivotal	ADJ
fcis-14861	107	11	.	.	PUNCT
fcis-14861	108	1	given	give	VERB
fcis-14861	108	2	the	the	DET
fcis-14861	108	3	prevalence	prevalence	NOUN
fcis-14861	108	4	and	and	CCONJ
fcis-14861	108	5	high	high	ADJ
fcis-14861	108	6	clarity	clarity	NOUN
fcis-14861	108	7	of	of	ADP
fcis-14861	108	8	fixed	fix	VERB
fcis-14861	108	9	surveillance	surveillance	NOUN
fcis-14861	108	10	cameras	camera	NOUN
fcis-14861	108	11	,	,	PUNCT
fcis-14861	108	12	ensuring	ensure	VERB
fcis-14861	108	13	the	the	DET
fcis-14861	108	14	accuracy	accuracy	NOUN
fcis-14861	108	15	of	of	ADP
fcis-14861	108	16	captured	capture	VERB
fcis-14861	108	17	images	image	NOUN
fcis-14861	108	18	,	,	PUNCT
fcis-14861	108	19	this	this	DET
fcis-14861	108	20	research	research	NOUN
fcis-14861	108	21	direction	direction	NOUN
fcis-14861	108	22	proves	prove	VERB
fcis-14861	108	23	feasible	feasible	ADJ
fcis-14861	108	24	.	.	PUNCT
fcis-14861	109	1	regarding	regard	VERB
fcis-14861	109	2	the	the	DET
fcis-14861	109	3	establishment	establishment	NOUN
fcis-14861	109	4	of	of	ADP
fcis-14861	109	5	algorithmic	algorithmic	ADJ
fcis-14861	109	6	computing	computing	NOUN
fcis-14861	109	7	platforms	platform	NOUN
fcis-14861	109	8	,	,	PUNCT
fcis-14861	109	9	due	due	ADP
fcis-14861	109	10	to	to	ADP
fcis-14861	109	11	the	the	DET
fcis-14861	109	12	advancement	advancement	NOUN
fcis-14861	109	13	of	of	ADP
fcis-14861	109	14	urban	urban	ADJ
fcis-14861	109	15	development	development	NOUN
fcis-14861	109	16	and	and	CCONJ
fcis-14861	109	17	the	the	DET
fcis-14861	109	18	widespread	widespread	ADJ
fcis-14861	109	19	deployment	deployment	NOUN
fcis-14861	109	20	of	of	ADP
fcis-14861	109	21	official	official	ADJ
fcis-14861	109	22	surveillance	surveillance	NOUN
fcis-14861	109	23	cameras	camera	NOUN
fcis-14861	109	24	,	,	PUNCT
fcis-14861	109	25	especially	especially	ADV
fcis-14861	109	26	in	in	ADP
fcis-14861	109	27	places	place	NOUN
fcis-14861	109	28	with	with	ADP
fcis-14861	109	29	high	high	ADJ
fcis-14861	109	30	foot	foot	NOUN
fcis-14861	109	31	traffic	traffic	NOUN
fcis-14861	109	32	like	like	ADP
fcis-14861	109	33	stations	station	NOUN
fcis-14861	109	34	and	and	CCONJ
fcis-14861	109	35	tourist	tourist	NOUN
fcis-14861	109	36	spots	spot	NOUN
fcis-14861	109	37	,	,	PUNCT
fcis-14861	109	38	analyzing	analyze	VERB
fcis-14861	109	39	the	the	DET
fcis-14861	109	40	captured	capture	VERB
fcis-14861	109	41	footage	footage	NOUN
fcis-14861	109	42	from	from	ADP
fcis-14861	109	43	stationary	stationary	ADJ
fcis-14861	109	44	camera	camera	NOUN
fcis-14861	109	45	devices	device	NOUN
fcis-14861	109	46	provides	provide	VERB
fcis-14861	109	47	clear	clear	ADJ
fcis-14861	109	48	and	and	CCONJ
fcis-14861	109	49	highly	highly	ADV
fcis-14861	109	50	accurate	accurate	ADJ
fcis-14861	109	51	monitoring	monitoring	NOUN
fcis-14861	109	52	.	.	PUNCT
fcis-14861	110	1	therefore	therefore	ADV
fcis-14861	110	2	,	,	PUNCT
fcis-14861	110	3	analyzing	analyze	VERB
fcis-14861	110	4	this	this	DET
fcis-14861	110	5	collected	collect	VERB
fcis-14861	110	6	footage	footage	NOUN
fcis-14861	110	7	becomes	become	VERB
fcis-14861	110	8	a	a	DET
fcis-14861	110	9	viable	viable	ADJ
fcis-14861	110	10	direction	direction	NOUN
fcis-14861	110	11	.	.	PUNCT
fcis-14861	111	1	for	for	ADP
fcis-14861	111	2	crowd	crowd	NOUN
fcis-14861	111	3	density	density	NOUN
fcis-14861	111	4	counting	counting	NOUN
fcis-14861	111	5	,	,	PUNCT
fcis-14861	111	6	as	as	SCONJ
fcis-14861	111	7	abnormal	abnormal	ADJ
fcis-14861	111	8	crowd	crowd	NOUN
fcis-14861	111	9	behaviors	behavior	NOUN
fcis-14861	111	10	often	often	ADV
fcis-14861	111	11	occur	occur	VERB
fcis-14861	111	12	in	in	ADP
fcis-14861	111	13	an	an	DET
fcis-14861	111	14	instant	instant	ADJ
fcis-14861	111	15	,	,	PUNCT
fcis-14861	111	16	continuous	continuous	ADJ
fcis-14861	111	17	processing	processing	NOUN
fcis-14861	111	18	and	and	CCONJ
fcis-14861	111	19	calculation	calculation	NOUN
fcis-14861	111	20	of	of	ADP
fcis-14861	111	21	videos	video	NOUN
fcis-14861	111	22	by	by	ADP
fcis-14861	111	23	computing	computing	NOUN
fcis-14861	111	24	devices	device	NOUN
fcis-14861	111	25	are	be	AUX
fcis-14861	111	26	necessary	necessary	ADJ
fcis-14861	111	27	.	.	PUNCT
fcis-14861	112	1	regarding	regard	VERB
fcis-14861	112	2	the	the	DET
fcis-14861	112	3	detection	detection	NOUN
fcis-14861	112	4	of	of	ADP
fcis-14861	112	5	crowd	crowd	NOUN
fcis-14861	112	6	movement	movement	NOUN
fcis-14861	112	7	states	state	NOUN
fcis-14861	112	8	,	,	PUNCT
fcis-14861	112	9	a	a	DET
fcis-14861	112	10	popular	popular	ADJ
fcis-14861	112	11	method	method	NOUN
fcis-14861	112	12	involves	involve	VERB
fcis-14861	112	13	direct	direct	ADJ
fcis-14861	112	14	processing	processing	NOUN
fcis-14861	112	15	of	of	ADP
fcis-14861	112	16	image	image	NOUN
fcis-14861	112	17	data	datum	NOUN
fcis-14861	112	18	,	,	PUNCT
fcis-14861	112	19	providing	provide	VERB
fcis-14861	112	20	algorithms	algorithm	NOUN
fcis-14861	112	21	with	with	ADP
fcis-14861	112	22	good	good	ADJ
fcis-14861	112	23	efficacy	efficacy	NOUN
fcis-14861	112	24	applicable	applicable	ADJ
fcis-14861	112	25	across	across	ADP
fcis-14861	112	26	114	114	NUM
fcis-14861	112	27	various	various	ADJ
fcis-14861	112	28	scenarios	scenario	NOUN
fcis-14861	112	29	,	,	PUNCT
fcis-14861	112	30	yet	yet	CCONJ
fcis-14861	112	31	this	this	DET
fcis-14861	112	32	method	method	NOUN
fcis-14861	112	33	typically	typically	ADV
fcis-14861	112	34	involves	involve	VERB
fcis-14861	112	35	substantial	substantial	ADJ
fcis-14861	112	36	computational	computational	ADJ
fcis-14861	112	37	requirements	requirement	NOUN
fcis-14861	112	38	.	.	PUNCT
fcis-14861	113	1	accurately	accurately	ADV
fcis-14861	113	2	estimating	estimate	VERB
fcis-14861	113	3	crowd	crowd	NOUN
fcis-14861	113	4	density	density	NOUN
fcis-14861	113	5	and	and	CCONJ
fcis-14861	113	6	obtaining	obtain	VERB
fcis-14861	113	7	information	information	NOUN
fcis-14861	113	8	about	about	ADP
fcis-14861	113	9	crowd	crowd	NOUN
fcis-14861	113	10	distribution	distribution	NOUN
fcis-14861	113	11	from	from	ADP
fcis-14861	113	12	image	image	NOUN
fcis-14861	113	13	or	or	CCONJ
fcis-14861	113	14	video	video	NOUN
fcis-14861	113	15	data	datum	NOUN
fcis-14861	113	16	will	will	AUX
fcis-14861	113	17	play	play	VERB
fcis-14861	113	18	a	a	DET
fcis-14861	113	19	crucial	crucial	ADJ
fcis-14861	113	20	role	role	NOUN
fcis-14861	113	21	in	in	ADP
fcis-14861	113	22	the	the	DET
fcis-14861	113	23	application	application	NOUN
fcis-14861	113	24	of	of	ADP
fcis-14861	113	25	computer	computer	NOUN
fcis-14861	113	26	vision	vision	NOUN
fcis-14861	113	27	technology	technology	NOUN
fcis-14861	113	28	in	in	ADP
fcis-14861	113	29	public	public	ADJ
fcis-14861	113	30	safety	safety	NOUN
fcis-14861	113	31	.	.	PUNCT
fcis-14861	114	1	accurately	accurately	ADV
fcis-14861	114	2	estimating	estimate	VERB
fcis-14861	114	3	crowd	crowd	NOUN
fcis-14861	114	4	size	size	NOUN
fcis-14861	114	5	,	,	PUNCT
fcis-14861	114	6	obtaining	obtain	VERB
fcis-14861	114	7	crowd	crowd	NOUN
fcis-14861	114	8	distribution	distribution	NOUN
fcis-14861	114	9	information	information	NOUN
fcis-14861	114	10	from	from	ADP
fcis-14861	114	11	images	image	NOUN
fcis-14861	114	12	or	or	CCONJ
fcis-14861	114	13	videos	video	NOUN
fcis-14861	114	14	,	,	PUNCT
fcis-14861	114	15	and	and	CCONJ
fcis-14861	114	16	simultaneously	simultaneously	ADV
fcis-14861	114	17	monitoring	monitor	VERB
fcis-14861	114	18	abnormal	abnormal	ADJ
fcis-14861	114	19	crowd	crowd	NOUN
fcis-14861	114	20	behaviors	behavior	NOUN
fcis-14861	114	21	are	be	AUX
fcis-14861	114	22	increasingly	increasingly	ADV
fcis-14861	114	23	vital	vital	ADJ
fcis-14861	114	24	applications	application	NOUN
fcis-14861	114	25	of	of	ADP
fcis-14861	114	26	computer	computer	NOUN
fcis-14861	114	27	vision	vision	NOUN
fcis-14861	114	28	technology	technology	NOUN
fcis-14861	114	29	in	in	ADP
fcis-14861	114	30	crowd	crowd	NOUN
fcis-14861	114	31	control	control	NOUN
fcis-14861	114	32	and	and	CCONJ
fcis-14861	114	33	public	public	ADJ
fcis-14861	114	34	safety	safety	NOUN
fcis-14861	114	35	.	.	PUNCT
fcis-14861	115	1	this	this	DET
fcis-14861	115	2	research	research	NOUN
fcis-14861	115	3	has	have	AUX
fcis-14861	115	4	practically	practically	ADV
fcis-14861	115	5	designed	design	VERB
fcis-14861	115	6	a	a	DET
fcis-14861	115	7	relatively	relatively	ADV
fcis-14861	115	8	simple	simple	ADJ
fcis-14861	115	9	yet	yet	CCONJ
fcis-14861	115	10	effective	effective	ADJ
fcis-14861	115	11	algorithm	algorithm	NOUN
fcis-14861	115	12	,	,	PUNCT
fcis-14861	115	13	indicating	indicate	VERB
fcis-14861	115	14	significant	significant	ADJ
fcis-14861	115	15	practical	practical	ADJ
fcis-14861	115	16	implications	implication	NOUN
fcis-14861	115	17	at	at	ADP
fcis-14861	115	18	present	present	ADJ
fcis-14861	115	19	.	.	PUNCT
fcis-14861	116	1	references	reference	NOUN
fcis-14861	116	2	[	[	X
fcis-14861	116	3	1	1	X
fcis-14861	116	4	]	]	PUNCT
fcis-14861	116	5	yang	yang	PROPN
fcis-14861	116	6	zhe	zhe	PROPN
fcis-14861	116	7	.	.	PROPN
fcis-14861	116	8	crowd	crowd	VERB
fcis-14861	116	9	abnormal	abnormal	ADJ
fcis-14861	116	10	behavior	behavior	NOUN
fcis-14861	116	11	detection	detection	NOUN
fcis-14861	116	12	based	base	VERB
fcis-14861	116	13	on	on	ADP
fcis-14861	116	14	video	video	NOUN
fcis-14861	116	15	surveillance	surveillance	NOUN
fcis-14861	117	1	[	[	X
fcis-14861	117	2	d	d	X
fcis-14861	117	3	]	]	X
fcis-14861	117	4	.	.	PUNCT
fcis-14861	118	1	yanshan	yanshan	ADP
fcis-14861	118	2	university,2019	university,2019	PROPN
fcis-14861	118	3	.	.	PUNCT
fcis-14861	119	1	[	[	X
fcis-14861	119	2	2	2	NUM
fcis-14861	119	3	]	]	X
fcis-14861	119	4	mo	mo	PROPN
fcis-14861	119	5	x	x	PROPN
fcis-14861	119	6	,	,	PUNCT
fcis-14861	119	7	monga	monga	ADJ
fcis-14861	119	8	v	v	NOUN
fcis-14861	119	9	,	,	PUNCT
fcis-14861	119	10	bala	bala	PROPN
fcis-14861	119	11	r	r	PROPN
fcis-14861	119	12	,	,	PUNCT
fcis-14861	119	13	et	et	PROPN
fcis-14861	119	14	al	al	PROPN
fcis-14861	119	15	.	.	PROPN
fcis-14861	120	1	adaptive	adaptive	ADJ
fcis-14861	120	2	sparse	sparse	ADJ
fcis-14861	120	3	representations	representation	NOUN
fcis-14861	120	4	for	for	ADP
fcis-14861	120	5	video	video	NOUN
fcis-14861	120	6	anomaly	anomaly	NOUN
fcis-14861	120	7	detection[j	detection[j	PROPN
fcis-14861	120	8	]	]	PUNCT
fcis-14861	120	9	.	.	PUNCT
fcis-14861	121	1	ieee	ieee	NOUN
fcis-14861	121	2	transactions	transaction	NOUN
fcis-14861	121	3	on	on	ADP
fcis-14861	121	4	circuits	circuit	NOUN
fcis-14861	121	5	and	and	CCONJ
fcis-14861	121	6	systems	system	NOUN
fcis-14861	121	7	forvideo	forvideo	NOUN
fcis-14861	121	8	technology	technology	NOUN
fcis-14861	121	9	,	,	PUNCT
fcis-14861	121	10	2013	2013	NUM
fcis-14861	121	11	,	,	PUNCT
fcis-14861	121	12	24(4	24(4	NUM
fcis-14861	121	13	):	):	PUNCT
fcis-14861	121	14	631	631	NUM
fcis-14861	121	15	-	-	SYM
fcis-14861	121	16	645	645	NUM
fcis-14861	121	17	.	.	PUNCT
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fcis-14861	122	2	3	3	X
fcis-14861	122	3	]	]	X
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fcis-14861	122	5	x	x	PROPN
fcis-14861	122	6	,	,	PUNCT
fcis-14861	122	7	zhang	zhang	PROPN
fcis-14861	122	8	q	q	PROPN
fcis-14861	122	9	,	,	PUNCT
fcis-14861	122	10	hu	hu	PROPN
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fcis-14861	122	12	,	,	PUNCT
fcis-14861	122	13	et	et	PROPN
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fcis-14861	122	15	.	.	PUNCT
fcis-14861	122	16	energy	energy	NOUN
fcis-14861	122	17	level	level	NOUN
fcis-14861	122	18	-	-	PUNCT
fcis-14861	122	19	based	base	VERB
fcis-14861	122	20	abnormalcrowd	abnormalcrowd	NOUN
fcis-14861	122	21	behavior	behavior	NOUN
fcis-14861	122	22	detection[j	detection[j	PROPN
fcis-14861	122	23	]	]	PUNCT
fcis-14861	122	24	.	.	PUNCT
fcis-14861	123	1	sensors	sensor	NOUN
fcis-14861	123	2	,	,	PUNCT
fcis-14861	123	3	2018	2018	NUM
fcis-14861	123	4	,	,	PUNCT
fcis-14861	123	5	18(2	18(2	NUM
fcis-14861	123	6	):	):	PUNCT
fcis-14861	123	7	423	423	NUM
fcis-14861	123	8	.	.	PUNCT
fcis-14861	124	1	[	[	X
fcis-14861	124	2	4	4	NUM
fcis-14861	124	3	]	]	X
fcis-14861	124	4	zhou	zhou	PROPN
fcis-14861	124	5	mengxing	mengxing	PROPN
fcis-14861	124	6	.	.	PUNCT
fcis-14861	125	1	research	research	NOUN
fcis-14861	125	2	on	on	ADP
fcis-14861	125	3	abnormal	abnormal	ADJ
fcis-14861	125	4	behavior	behavior	NOUN
fcis-14861	125	5	detection	detection	NOUN
fcis-14861	125	6	algorithm	algorithm	NOUN
fcis-14861	125	7	of	of	ADP
fcis-14861	125	8	crowd	crowd	NOUN
fcis-14861	126	1	[	[	X
fcis-14861	126	2	d	d	X
fcis-14861	126	3	]	]	X
fcis-14861	126	4	.	.	PUNCT
fcis-14861	127	1	dalian	dalian	ADJ
fcis-14861	127	2	university,2020	university,2020	NOUN
fcis-14861	127	3	.	.	PUNCT
fcis-14861	128	1	[	[	X
fcis-14861	128	2	5	5	X
fcis-14861	128	3	]	]	PUNCT
fcis-14861	128	4	okusa	okusa	X
fcis-14861	128	5	k	k	NOUN
fcis-14861	128	6	,	,	PUNCT
fcis-14861	128	7	kamakura	kamakura	PROPN
fcis-14861	128	8	t.	t.	PROPN
fcis-14861	128	9	human	human	PROPN
fcis-14861	128	10	gait	gait	PROPN
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fcis-14861	128	12	and	and	CCONJ
fcis-14861	128	13	statistical	statistical	ADJ
fcis-14861	128	14	registration	registration	NOUN
fcis-14861	128	15	for	for	ADP
fcis-14861	128	16	the	the	DET
fcis-14861	128	17	frontal	frontal	ADJ
fcis-14861	128	18	view	view	NOUN
fcis-14861	128	19	gait	gait	NOUN
fcis-14861	128	20	data	datum	NOUN
fcis-14861	128	21	with	with	ADP
fcis-14861	128	22	application	application	NOUN
fcis-14861	128	23	to	to	ADP
fcis-14861	128	24	the	the	DET
fcis-14861	128	25	normal	normal	ADJ
fcis-14861	128	26	/	/	SYM
fcis-14861	128	27	abnormal	abnormal	ADJ
fcis-14861	128	28	gait	gait	NOUN
fcis-14861	128	29	analysis[m]//iaeng	analysis[m]//iaeng	PROPN
fcis-14861	128	30	transactions	transaction	NOUN
fcis-14861	128	31	on	on	ADP
fcis-14861	128	32	engineeringtechnologies	engineeringtechnologie	NOUN
fcis-14861	128	33	.	.	PUNCT
fcis-14861	129	1	springer	springer	NOUN
fcis-14861	129	2	,	,	PUNCT
fcis-14861	129	3	dordrecht	dordrecht	PROPN
fcis-14861	129	4	,	,	PUNCT
fcis-14861	129	5	2014	2014	NUM
fcis-14861	129	6	:	:	PUNCT
fcis-14861	129	7	525	525	NUM
fcis-14861	129	8	-	-	SYM
fcis-14861	129	9	539	539	NUM
fcis-14861	129	10	.	.	PUNCT
fcis-14861	130	1	[	[	X
fcis-14861	130	2	6	6	NUM
fcis-14861	130	3	]	]	PUNCT
fcis-14861	130	4	supreeth	supreeth	PROPN
fcis-14861	130	5	h	h	PROPN
fcis-14861	130	6	s	s	PROPN
fcis-14861	130	7	g	g	PROPN
fcis-14861	130	8	,	,	PUNCT
fcis-14861	130	9	patil	patil	PROPN
fcis-14861	130	10	c	c	PROPN
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fcis-14861	130	13	multiple	multiple	ADJ
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fcis-14861	130	15	object	object	NOUN
fcis-14861	130	16	detection	detection	NOUN
fcis-14861	130	17	and	and	CCONJ
fcis-14861	130	18	tracking	tracking	NOUN
fcis-14861	130	19	using	use	VERB
fcis-14861	130	20	combined	combined	ADJ
fcis-14861	130	21	background	background	NOUN
fcis-14861	130	22	subtraction	subtraction	NOUN
fcis-14861	130	23	and	and	CCONJ
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fcis-14861	130	25	,	,	PUNCT
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fcis-14861	130	27	and	and	CCONJ
fcis-14861	130	28	video	video	NOUN
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fcis-14861	130	30	,	,	PUNCT
fcis-14861	130	31	2018	2018	NUM
fcis-14861	130	32	,	,	PUNCT
fcis-14861	130	33	12(6	12(6	NUM
fcis-14861	130	34	):	):	PUNCT
fcis-14861	130	35	10971105	10971105	NUM
fcis-14861	130	36	.	.	PUNCT
fcis-14861	131	1	[	[	X
fcis-14861	131	2	7	7	NUM
fcis-14861	131	3	]	]	X
fcis-14861	131	4	lucas	lucas	PROPN
fcis-14861	131	5	b	b	PROPN
fcis-14861	131	6	d	d	PROPN
fcis-14861	131	7	,	,	PUNCT
fcis-14861	131	8	kanade	kanade	PROPN
fcis-14861	131	9	t.	t.	PROPN
fcis-14861	131	10	an	an	DET
fcis-14861	131	11	iterative	iterative	NOUN
fcis-14861	131	12	image	image	NOUN
fcis-14861	131	13	registration	registration	NOUN
fcis-14861	131	14	technique	technique	NOUN
fcis-14861	131	15	with	with	ADP
fcis-14861	131	16	an	an	DET
fcis-14861	131	17	applicationto	applicationto	NOUN
fcis-14861	131	18	stereo	stereo	PROPN
fcis-14861	131	19	vision[c	vision[c	PROPN
fcis-14861	131	20	]	]	PUNCT
fcis-14861	131	21	.	.	PUNCT
fcis-14861	132	1	1981	1981	NUM
fcis-14861	132	2	.	.	PUNCT
fcis-14861	133	1	[	[	X
fcis-14861	133	2	8	8	NUM
fcis-14861	133	3	]	]	X
fcis-14861	133	4	g.	g.	PROPN
fcis-14861	133	5	csurka	csurka	PROPN
fcis-14861	133	6	,	,	PUNCT
fcis-14861	133	7	c.	c.	PROPN
fcis-14861	133	8	r.	r.	PROPN
fcis-14861	133	9	dance	dance	PROPN
fcis-14861	133	10	,	,	PUNCT
fcis-14861	133	11	l.	l.	PROPN
fcis-14861	133	12	x.	x.	PROPN
fcis-14861	133	13	fan	fan	PROPN
fcis-14861	133	14	,	,	PUNCT
fcis-14861	133	15	j.	j.	PROPN
fcis-14861	133	16	willamowski	willamowski	PROPN
fcis-14861	133	17	,	,	PUNCT
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fcis-14861	133	19	.	.	PUNCT
fcis-14861	134	1	visual	visual	ADJ
fcis-14861	134	2	categorization	categorization	NOUN
fcis-14861	134	3	with	with	ADP
fcis-14861	134	4	bags	bag	NOUN
fcis-14861	134	5	of	of	ADP
fcis-14861	134	6	keypoints	keypoint	NOUN
fcis-14861	134	7	.	.	PUNCT
fcis-14861	135	1	in	in	ADP
fcis-14861	135	2	pro	pro	ADJ
fcis-14861	135	3	-	-	NOUN
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fcis-14861	135	6	eccv	eccv	ADJ
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fcis-14861	135	8	on	on	ADP
fcis-14861	135	9	statisticallearning	statisticallearne	VERB
fcis-14861	135	10	in	in	ADP
fcis-14861	135	11	computer	computer	NOUN
fcis-14861	135	12	vision	vision	NOUN
fcis-14861	135	13	,	,	PUNCT
fcis-14861	135	14	grenoble	grenoble	PROPN
fcis-14861	135	15	,	,	PUNCT
fcis-14861	135	16	france	france	PROPN
fcis-14861	135	17	,	,	PUNCT
fcis-14861	135	18	pp.145146	pp.145146	PROPN
fcis-14861	135	19	,	,	PUNCT
fcis-14861	135	20	2004	2004	NUM
fcis-14861	135	21	.	.	PUNCT
fcis-14861	136	1	[	[	X
fcis-14861	136	2	9	9	NUM
fcis-14861	136	3	]	]	X
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fcis-14861	136	5	solmaz	solmaz	PROPN
fcis-14861	136	6	,	,	PUNCT
fcis-14861	136	7	b.	b.	PROPN
fcis-14861	136	8	e.	e.	PROPN
fcis-14861	136	9	moore	moore	PROPN
fcis-14861	136	10	,	,	PUNCT
fcis-14861	136	11	m.	m.	NOUN
fcis-14861	136	12	shah	shah	PROPN
fcis-14861	136	13	.	.	PUNCT
fcis-14861	137	1	identifying	identify	VERB
fcis-14861	137	2	behaviorsin	behaviorsin	NOUN
fcis-14861	137	3	crowd	crowd	NOUN
fcis-14861	137	4	scenes	scene	NOUN
fcis-14861	137	5	using	use	VERB
fcis-14861	137	6	stability	stability	NOUN
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fcis-14861	137	8	for	for	ADP
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fcis-14861	137	10	sys	sy	NOUN
fcis-14861	137	11	-	-	NOUN
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fcis-14861	137	13	.	.	PUNCT
fcis-14861	138	1	ieee	ieee	NOUN
fcis-14861	138	2	transactions	transaction	NOUN
fcis-14861	138	3	on	on	ADP
fcis-14861	138	4	pattern	pattern	NOUN
fcis-14861	138	5	analysis	analysis	NOUN
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fcis-14861	138	7	ma	ma	NOUN
fcis-14861	138	8	-	-	PUNCT
fcis-14861	138	9	chine	chine	ADJ
fcis-14861	138	10	intelligence	intelligence	NOUN
fcis-14861	138	11	,	,	PUNCT
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fcis-14861	138	13	.	.	PROPN
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fcis-14861	139	2	,	,	PUNCT
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fcis-14861	139	6	,	,	PUNCT
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fcis-14861	139	8	.	.	PUNCT
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fcis-14861	140	2	-	-	SYM
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fcis-14861	140	4	.	.	PUNCT
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fcis-14861	142	3	]	]	X
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fcis-14861	143	3	:	:	PUNCT
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fcis-14861	145	9	,	,	PUNCT
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fcis-14861	145	13	.	.	PUNCT
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fcis-14861	146	2	-	-	SYM
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fcis-14861	146	4	:	:	PUNCT
fcis-14861	146	5	10	10	NUM
fcis-14861	146	6	.	.	X
fcis-14861	146	7	1016/	1016/	NUM
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fcis-14861	146	9	.	.	PUNCT
fcis-14861	147	1	[	[	X
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fcis-14861	147	3	]	]	X
fcis-14861	147	4	d.	d.	PROPN
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fcis-14861	147	6	,	,	PUNCT
fcis-14861	147	7	p.	p.	PROPN
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fcis-14861	147	9	.	.	PUNCT
fcis-14861	148	1	social	social	ADJ
fcis-14861	148	2	force	force	NOUN
fcis-14861	148	3	model	model	NOUN
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fcis-14861	148	5	pedestrian	pedestrian	NOUN
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fcis-14861	148	7	.	.	PUNCT
fcis-14861	149	1	physical	physical	ADJ
fcis-14861	149	2	review	review	PROPN
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fcis-14861	149	4	,	,	PUNCT
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fcis-14861	149	6	.	.	PROPN
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fcis-14861	149	8	,	,	PUNCT
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fcis-14861	149	11	5	5	NUM
fcis-14861	149	12	,	,	PUNCT
fcis-14861	149	13	pp	pp	ADJ
fcis-14861	149	14	.	.	PUNCT
fcis-14861	149	15	4282	4282	NUM
fcis-14861	149	16	-	-	SYM
fcis-14861	149	17	4294	4294	NUM
fcis-14861	149	18	,	,	PUNCT
fcis-14861	149	19	1995	1995	NUM
fcis-14861	149	20	.	.	PUNCT
fcis-14861	150	1	doi:10	doi:10	PROPN
fcis-14861	150	2	.	.	PUNCT
fcis-14861	151	1	1103	1103	NUM
fcis-14861	151	2	/	/	SYM
fcis-14861	151	3	physreve.51.4282	physreve.51.4282	PROPN
fcis-14861	151	4	.	.	PUNCT
fcis-14861	152	1	[	[	X
fcis-14861	152	2	12	12	NUM
fcis-14861	152	3	]	]	X
fcis-14861	152	4	w.	w.	PROPN
fcis-14861	152	5	yan	yan	PROPN
fcis-14861	152	6	,	,	PUNCT
fcis-14861	152	7	z.	z.	PROPN
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fcis-14861	152	9	,	,	PUNCT
fcis-14861	152	10	j.	j.	PROPN
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fcis-14861	152	13	,	,	PUNCT
fcis-14861	152	14	t.	t.	PROPN
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fcis-14861	152	16	,	,	PUNCT
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fcis-14861	153	1	the	the	DET
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fcis-14861	153	10	vector	vector	NOUN
fcis-14861	153	11	.	.	PUNCT
fcis-14861	154	1	op	op	NOUN
fcis-14861	154	2	-	-	PUNCT
fcis-14861	154	3	tik	tik	NOUN
fcis-14861	154	4	,	,	PUNCT
fcis-14861	154	5	vol	vol	NOUN
fcis-14861	154	6	.	.	PROPN
fcis-14861	154	7	166	166	NUM
fcis-14861	154	8	,	,	PUNCT
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fcis-14861	155	2	-	-	SYM
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fcis-14861	155	4	,	,	PUNCT
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fcis-14861	155	6	.	.	PUNCT
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fcis-14861	155	8	/	/	SYM
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fcis-14861	155	10	.	.	PUNCT
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fcis-14861	156	3	]	]	X
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fcis-14861	156	7	y.	y.	PROPN
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fcis-14861	156	9	,	,	PUNCT
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fcis-14861	156	11	l.	l.	PROPN
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fcis-14861	156	13	.	.	PUNCT
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fcis-14861	157	11	.	.	PUNCT
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fcis-14861	158	11	,	,	PUNCT
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fcis-14861	158	17	.	.	PUNCT
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fcis-14861	159	2	.	.	PUNCT
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fcis-14861	160	2	-	-	SYM
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fcis-14861	160	4	,	,	PUNCT
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fcis-14861	160	6	.	.	PUNCT
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fcis-14861	162	2	/	/	SYM
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fcis-14861	162	4	-	-	PUNCT
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fcis-14861	163	1	(	(	PUNCT
fcis-14861	163	2	in	in	ADP
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fcis-14861	163	4	)	)	PUNCT
fcis-14861	163	5	.	.	PUNCT
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fcis-14861	164	3	]	]	PUNCT
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fcis-14861	164	11	.	.	PUNCT
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fcis-14861	165	2	and	and	CCONJ
fcis-14861	165	3	recognizing	recognize	VERB
fcis-14861	165	4	walking	walk	VERB
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fcis-14861	165	6	in	in	ADP
fcis-14861	165	7	xyt	xyt	PROPN
fcis-14861	165	8	.	.	PUNCT
fcis-14861	166	1	in	in	ADP
fcis-14861	166	2	proceedings	proceeding	NOUN
fcis-14861	166	3	of	of	ADP
fcis-14861	166	4	ieee	ieee	NOUN
fcis-14861	166	5	confer	confer	NOUN
fcis-14861	166	6	-	-	PUNCT
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fcis-14861	166	9	computer	computer	NOUN
fcis-14861	166	10	vision	vision	NOUN
fcis-14861	166	11	and	and	CCONJ
fcis-14861	166	12	pattern	pattern	NOUN
fcis-14861	166	13	recognition	recognition	NOUN
fcis-14861	166	14	,	,	PUNCT
fcis-14861	166	15	seattle	seattle	PROPN
fcis-14861	166	16	,	,	PUNCT
fcis-14861	166	17	usa	usa	PROPN
fcis-14861	166	18	,	,	PUNCT
fcis-14861	166	19	pp	pp	PROPN
fcis-14861	166	20	.	.	PUNCT
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fcis-14861	166	22	-	-	NUM
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fcis-14861	166	24	,	,	PUNCT
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fcis-14861	166	26	.	.	PUNCT
fcis-14861	167	1	doi:10	doi:10	PROPN
fcis-14861	167	2	.	.	PUNCT
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fcis-14861	168	2	/	/	SYM
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fcis-14861	168	4	.	.	PUNCT
fcis-14861	169	1	[	[	X
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fcis-14861	169	3	]	]	X
fcis-14861	169	4	m.	m.	NOUN
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fcis-14861	169	6	,	,	PUNCT
fcis-14861	169	7	a.	a.	NOUN
fcis-14861	169	8	witkin	witkin	PROPN
fcis-14861	169	9	,	,	PUNCT
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fcis-14861	169	12	.	.	PUNCT
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fcis-14861	170	2	:	:	PUNCT
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fcis-14861	170	5	-	-	PUNCT
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fcis-14861	170	8	.	.	PUNCT
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fcis-14861	171	6	,	,	PUNCT
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fcis-14861	171	8	.	.	PROPN
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fcis-14861	171	10	,	,	PUNCT
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fcis-14861	171	14	,	,	PUNCT
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fcis-14861	171	16	.	.	PUNCT
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fcis-14861	172	2	-	-	SYM
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fcis-14861	172	4	,	,	PUNCT
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fcis-14861	172	6	.	.	PUNCT
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fcis-14861	172	8	/	/	SYM
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fcis-14861	172	10	.	.	PUNCT
fcis-14861	173	1	[	[	X
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fcis-14861	173	3	]	]	PUNCT
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fcis-14861	173	10	.	.	PUNCT
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fcis-14861	174	10	.	.	PUNCT
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fcis-14861	175	3	,	,	PUNCT
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fcis-14861	175	5	.	.	PROPN
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fcis-14861	175	7	,	,	PUNCT
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fcis-14861	175	11	,	,	PUNCT
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fcis-14861	175	13	.	.	PUNCT
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fcis-14861	175	15	,	,	PUNCT
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fcis-14861	175	17	.	.	PUNCT
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fcis-14861	175	19	/	/	SYM
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fcis-14861	175	21	.	.	PUNCT
fcis-14861	176	1	[	[	X
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fcis-14861	176	3	]	]	X
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fcis-14861	177	2	-	-	PUNCT
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fcis-14861	177	4	:	:	PUNCT
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fcis-14861	178	8	,	,	PUNCT
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fcis-14861	179	8	-	-	PUNCT
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fcis-14861	179	10	-	-	PUNCT
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fcis-14861	183	2	-	-	SYM
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fcis-14861	184	6	/	/	SYM
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fcis-14861	184	8	-	-	PUNCT
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fcis-14861	184	10	-	-	PUNCT
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fcis-14861	186	4	-	-	PUNCT
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fcis-14861	186	11	.	.	PUNCT
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fcis-14861	187	6	-	-	PUNCT
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fcis-14861	187	11	,	,	PUNCT
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fcis-14861	187	19	,	,	PUNCT
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fcis-14861	187	21	.	.	PUNCT
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fcis-14861	187	23	-	-	SYM
fcis-14861	187	24	299	299	NUM
fcis-14861	187	25	,	,	PUNCT
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fcis-14861	188	1	doi:10	doi:10	PROPN
fcis-14861	188	2	.	.	PUNCT
fcis-14861	189	1	1364/	1364/	NUM
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fcis-14861	190	2	.	.	PUNCT
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fcis-14861	191	3	]	]	X
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fcis-14861	192	6	.	.	PUNCT
fcis-14861	193	1	in	in	ADP
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fcis-14861	193	3	of	of	ADP
fcis-14861	193	4	the	the	DET
fcis-14861	193	5	23rd	23rd	ADJ
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fcis-14861	193	7	-	-	PUNCT
fcis-14861	193	8	al	al	PROPN
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fcis-14861	193	10	image	image	NOUN
fcis-14861	193	11	and	and	CCONJ
fcis-14861	193	12	vision	vision	NOUN
fcis-14861	193	13	computing	computing	NOUN
fcis-14861	193	14	,	,	PUNCT
fcis-14861	193	15	ieee	ieee	PROPN
fcis-14861	193	16	,	,	PUNCT
fcis-14861	193	17	christ	christ	PROPN
fcis-14861	193	18	-	-	PUNCT
fcis-14861	193	19	church	church	PROPN
fcis-14861	193	20	,	,	PUNCT
fcis-14861	193	21	new	new	PROPN
fcis-14861	193	22	zealand	zealand	PROPN
fcis-14861	193	23	,	,	PUNCT
fcis-14861	193	24	2008	2008	NUM
fcis-14861	193	25	.	.	PUNCT
fcis-14861	194	1	doi	doi	NOUN
fcis-14861	194	2	:	:	PUNCT
fcis-14861	194	3	10	10	NUM
fcis-14861	194	4	.	.	PUNCT
fcis-14861	195	1	1109	1109	NUM
fcis-14861	195	2	/	/	SYM
fcis-14861	195	3	ivcnz.2008.4762086	ivcnz.2008.4762086	NOUN
fcis-14861	195	4	.	.	PUNCT
fcis-14861	196	1	[	[	X
fcis-14861	196	2	21	21	NUM
fcis-14861	196	3	]	]	PUNCT
fcis-14861	196	4	s.	s.	PROPN
fcis-14861	196	5	a.	a.	PROPN
fcis-14861	196	6	niyogi	niyogi	PROPN
fcis-14861	196	7	,	,	PUNCT
fcis-14861	196	8	e.	e.	PROPN
fcis-14861	196	9	h.	h.	PROPN
fcis-14861	196	10	adelson	adelson	PROPN
fcis-14861	196	11	.	.	PUNCT
fcis-14861	197	1	analyzing	analyze	VERB
fcis-14861	197	2	and	and	CCONJ
fcis-14861	197	3	recognizing	recognize	VERB
fcis-14861	197	4	walking	walk	VERB
fcis-14861	197	5	figures	figure	NOUN
fcis-14861	197	6	in	in	ADP
fcis-14861	197	7	xyt	xyt	PROPN
fcis-14861	197	8	.	.	PUNCT
fcis-14861	198	1	in	in	ADP
fcis-14861	198	2	proceedings	proceeding	NOUN
fcis-14861	198	3	of	of	ADP
fcis-14861	198	4	ieee	ieee	NOUN
fcis-14861	198	5	confer	confer	NOUN
fcis-14861	198	6	-	-	PUNCT
fcis-14861	198	7	ence	ence	NOUN
fcis-14861	198	8	on	on	ADP
fcis-14861	198	9	computer	computer	NOUN
fcis-14861	198	10	vision	vision	NOUN
fcis-14861	198	11	and	and	CCONJ
fcis-14861	198	12	pattern	pattern	NOUN
fcis-14861	198	13	recognition	recognition	NOUN
fcis-14861	198	14	,	,	PUNCT
fcis-14861	198	15	seattle	seattle	PROPN
fcis-14861	198	16	,	,	PUNCT
fcis-14861	198	17	usa	usa	PROPN
fcis-14861	198	18	,	,	PUNCT
fcis-14861	198	19	pp	pp	PROPN
fcis-14861	198	20	.	.	PUNCT
fcis-14861	198	21	469	469	X
fcis-14861	198	22	-	-	NUM
fcis-14861	198	23	474	474	NUM
fcis-14861	198	24	,	,	PUNCT
fcis-14861	198	25	1994	1994	NUM
fcis-14861	198	26	.	.	PUNCT
fcis-14861	199	1	doi:10	doi:10	PROPN
fcis-14861	199	2	.	.	PUNCT
fcis-14861	200	1	1109	1109	NUM
fcis-14861	200	2	/	/	SYM
fcis-14861	200	3	cvpr.1994.323868	cvpr.1994.323868	VERB
fcis-14861	200	4	[	[	X
fcis-14861	200	5	22	22	NUM
fcis-14861	200	6	]	]	PUNCT
fcis-14861	200	7	r.	r.	PROPN
fcis-14861	200	8	c.	c.	PROPN
fcis-14861	200	9	bolles	bolles	PROPN
fcis-14861	200	10	,	,	PUNCT
fcis-14861	200	11	h.	h.	PROPN
fcis-14861	200	12	h.	h.	PROPN
fcis-14861	200	13	baker	baker	PROPN
fcis-14861	200	14	,	,	PUNCT
fcis-14861	200	15	d.	d.	PROPN
fcis-14861	200	16	h.	h.	PROPN
fcis-14861	200	17	marimont	marimont	PROPN
fcis-14861	200	18	.	.	PUNCT
fcis-14861	201	1	epipolar	epipolar	ADJ
fcis-14861	201	2	-	-	PUNCT
fcis-14861	201	3	plane	plane	NOUN
fcis-14861	201	4	image	image	NOUN
fcis-14861	201	5	analysis	analysis	NOUN
fcis-14861	201	6	:	:	PUNCT
fcis-14861	201	7	an	an	DET
fcis-14861	201	8	approach	approach	NOUN
fcis-14861	201	9	to	to	ADP
fcis-14861	201	10	determining	determine	VERB
fcis-14861	201	11	structure	structure	NOUN
fcis-14861	201	12	from	from	ADP
fcis-14861	201	13	motion	motion	NOUN
fcis-14861	201	14	.	.	PUNCT
fcis-14861	202	1	international	international	ADJ
fcis-14861	202	2	journal	journal	PROPN
fcis-14861	202	3	of	of	ADP
fcis-14861	202	4	computervision	computervision	NOUN
fcis-14861	202	5	,	,	PUNCT
fcis-14861	202	6	vol	vol	NOUN
fcis-14861	202	7	.	.	PROPN
fcis-14861	202	8	1	1	NUM
fcis-14861	202	9	,	,	PUNCT
fcis-14861	202	10	no	no	INTJ
fcis-14861	202	11	.	.	NOUN
fcis-14861	202	12	1	1	NUM
fcis-14861	202	13	,	,	PUNCT
fcis-14861	202	14	pp	pp	ADJ
fcis-14861	202	15	.	.	PUNCT
fcis-14861	203	1	7	7	NUM
fcis-14861	203	2	-	-	SYM
fcis-14861	203	3	55	55	NUM
fcis-14861	203	4	,	,	PUNCT
fcis-14861	203	5	1987	1987	NUM
fcis-14861	203	6	.	.	PUNCT
fcis-14861	204	1	doi	doi	NOUN
fcis-14861	204	2	:	:	PUNCT
fcis-14861	204	3	10	10	NUM
fcis-14861	204	4	.	.	PUNCT
fcis-14861	204	5	1007	1007	NUM
fcis-14861	204	6	/	/	SYM
fcis-14861	204	7	bf00128525	bf00128525	PROPN
fcis-14861	204	8	.	.	PUNCT
fcis-14861	205	1	[	[	X
fcis-14861	205	2	23	23	NUM
fcis-14861	205	3	]	]	PUNCT
fcis-14861	205	4	h.	h.	PROPN
fcis-14861	205	5	h.	h.	PROPN
fcis-14861	205	6	baker	baker	PROPN
fcis-14861	205	7	,	,	PUNCT
fcis-14861	205	8	r.	r.	PROPN
fcis-14861	205	9	c.	c.	PROPN
fcis-14861	205	10	bolles	bolles	PROPN
fcis-14861	205	11	.	.	PUNCT
fcis-14861	206	1	generalizing	generalize	VERB
fcis-14861	206	2	epipolar	epipolar	ADJ
fcis-14861	206	3	-	-	PUNCT
fcis-14861	206	4	plane	plane	NOUN
fcis-14861	206	5	im	im	NOUN
fcis-14861	206	6	-	-	PUNCT
fcis-14861	206	7	age	age	NOUN
fcis-14861	206	8	analysis	analysis	NOUN
fcis-14861	206	9	on	on	ADP
fcis-14861	206	10	the	the	DET
fcis-14861	206	11	spatiotemporal	spatiotemporal	ADJ
fcis-14861	206	12	surface	surface	NOUN
fcis-14861	206	13	.	.	PUNCT
fcis-14861	207	1	in	in	ADP
fcis-14861	207	2	proceedings	proceeding	NOUN
fcis-14861	207	3	of	of	ADP
fcis-14861	207	4	the	the	DET
fcis-14861	207	5	computer	computer	NOUN
fcis-14861	207	6	society	society	NOUN
fcis-14861	207	7	conference	conference	NOUN
fcis-14861	207	8	on	on	ADP
fcis-14861	207	9	computer	computer	NOUN
fcis-14861	207	10	vision	vision	NOUN
fcis-14861	207	11	and	and	CCONJ
fcis-14861	207	12	pattern	pattern	NOUN
fcis-14861	207	13	recognition	recognition	NOUN
fcis-14861	207	14	,	,	PUNCT
fcis-14861	207	15	ieee	ieee	PROPN
fcis-14861	207	16	,	,	PUNCT
fcis-14861	207	17	ann	ann	PROPN
fcis-14861	207	18	arbor	arbor	PROPN
fcis-14861	207	19	,	,	PUNCT
fcis-14861	207	20	usa	usa	PROPN
fcis-14861	207	21	,	,	PUNCT
fcis-14861	207	22	pp	pp	PROPN
fcis-14861	207	23	.	.	PUNCT
fcis-14861	208	1	33	33	NUM
fcis-14861	208	2	-	-	SYM
fcis-14861	208	3	49	49	NUM
fcis-14861	208	4	,	,	PUNCT
fcis-14861	208	5	1988	1988	NUM
fcis-14861	208	6	.	.	PUNCT
fcis-14861	209	1	doi	doi	NOUN
fcis-14861	209	2	:	:	PUNCT
fcis-14861	209	3	10	10	NUM
fcis-14861	209	4	.	.	PUNCT
fcis-14861	210	1	1109	1109	NUM
fcis-14861	210	2	/	/	SYM
fcis-14861	210	3	cvpr.1988.196209	cvpr.1988.196209	NOUN
fcis-14861	210	4	.	.	PUNCT
fcis-14861	211	1	[	[	X
fcis-14861	211	2	24	24	NUM
fcis-14861	211	3	]	]	X
fcis-14861	211	4	g.	g.	PROPN
fcis-14861	211	5	kuhne	kuhne	PROPN
fcis-14861	211	6	g	g	PROPN
fcis-14861	211	7	,	,	PUNCT
fcis-14861	211	8	s.	s.	PROPN
fcis-14861	211	9	richter	richter	PROPN
fcis-14861	211	10	,	,	PUNCT
fcis-14861	211	11	m.	m.	NOUN
fcis-14861	211	12	beier	beier	NOUN
fcis-14861	211	13	.	.	PUNCT
fcis-14861	211	14	motion	motion	NOUN
fcis-14861	211	15	-	-	PUNCT
fcis-14861	211	16	based	base	VERB
fcis-14861	211	17	segment	segment	NOUN
fcis-14861	211	18	-	-	PUNCT
fcis-14861	211	19	ation	ation	NOUN
fcis-14861	211	20	and	and	CCONJ
fcis-14861	211	21	contour	contour	NOUN
fcis-14861	211	22	-	-	PUNCT
fcis-14861	211	23	based	base	VERB
fcis-14861	211	24	classification	classification	NOUN
fcis-14861	211	25	of	of	ADP
fcis-14861	211	26	video	video	NOUN
fcis-14861	211	27	objects	object	NOUN
fcis-14861	211	28	.	.	PUNCT
fcis-14861	212	1	in	in	ADP
fcis-14861	212	2	proceedings	proceeding	NOUN
fcis-14861	212	3	of	of	ADP
fcis-14861	212	4	the	the	DET
fcis-14861	212	5	9th	9th	ADJ
fcis-14861	212	6	acm	acm	PROPN
fcis-14861	212	7	international	international	ADJ
fcis-14861	212	8	conferenceon	conferenceon	NOUN
fcis-14861	212	9	multimedia	multimedia	PROPN
fcis-14861	212	10	,	,	PUNCT
fcis-14861	212	11	ottawa	ottawa	PROPN
fcis-14861	212	12	,	,	PUNCT
fcis-14861	212	13	canada	canada	PROPN
fcis-14861	212	14	,	,	PUNCT
fcis-14861	212	15	pp	pp	PROPN
fcis-14861	212	16	.	.	PUNCT
fcis-14861	213	1	41	41	NUM
fcis-14861	213	2	-	-	SYM
fcis-14861	213	3	50	50	NUM
fcis-14861	213	4	,	,	PUNCT
fcis-14861	213	5	2001.doi:10	2001.doi:10	NUM
fcis-14861	213	6	.	.	PUNCT
fcis-14861	214	1	1145/500141.500150	1145/500141.500150	NUM
fcis-14861	214	2	.	.	PUNCT
fcis-14861	215	1	[	[	X
fcis-14861	215	2	25	25	NUM
fcis-14861	215	3	]	]	X
fcis-14861	215	4	g.	g.	PROPN
fcis-14861	215	5	kuhne	kuhne	PROPN
fcis-14861	215	6	g	g	PROPN
fcis-14861	215	7	,	,	PUNCT
fcis-14861	215	8	s.	s.	PROPN
fcis-14861	215	9	richter	richter	PROPN
fcis-14861	215	10	,	,	PUNCT
fcis-14861	215	11	m.	m.	NOUN
fcis-14861	215	12	beier	beier	NOUN
fcis-14861	215	13	.	.	PUNCT
fcis-14861	216	1	motion	motion	NOUN
fcis-14861	216	2	-	-	PUNCT
fcis-14861	216	3	based	base	VERB
fcis-14861	216	4	segment	segment	NOUN
fcis-14861	216	5	-	-	PUNCT
fcis-14861	216	6	ation	ation	NOUN
fcis-14861	216	7	and	and	CCONJ
fcis-14861	216	8	contour	contour	NOUN
fcis-14861	216	9	-	-	PUNCT
fcis-14861	216	10	based	base	VERB
fcis-14861	216	11	classification	classification	NOUN
fcis-14861	216	12	of	of	ADP
fcis-14861	216	13	video	video	NOUN
fcis-14861	216	14	objects	object	NOUN
fcis-14861	216	15	.	.	PUNCT
fcis-14861	217	1	in	in	ADP
fcis-14861	217	2	proceedings	proceeding	NOUN
fcis-14861	217	3	of	of	ADP
fcis-14861	217	4	the	the	DET
fcis-14861	217	5	9th	9th	ADJ
fcis-14861	217	6	acm	acm	PROPN
fcis-14861	217	7	international	international	ADJ
fcis-14861	217	8	conferenceon	conferenceon	NOUN
fcis-14861	217	9	multimedia	multimedia	PROPN
fcis-14861	217	10	,	,	PUNCT
fcis-14861	217	11	ottawa	ottawa	PROPN
fcis-14861	217	12	,	,	PUNCT
fcis-14861	217	13	canada	canada	PROPN
fcis-14861	217	14	,	,	PUNCT
fcis-14861	217	15	pp	pp	PROPN
fcis-14861	217	16	.	.	PUNCT
fcis-14861	218	1	41	41	NUM
fcis-14861	218	2	-	-	SYM
fcis-14861	218	3	50	50	NUM
fcis-14861	218	4	,	,	PUNCT
fcis-14861	218	5	2001.doi:10	2001.doi:10	NUM
fcis-14861	218	6	.	.	PUNCT
fcis-14861	219	1	1145/	1145/	NUM
fcis-14861	219	2	500141	500141	NUM
fcis-14861	219	3	.	.	PUNCT
fcis-14861	220	1	500150	500150	NUM
fcis-14861	220	2	.	.	PUNCT
fcis-14861	221	1	[	[	X
fcis-14861	221	2	26	26	NUM
fcis-14861	221	3	]	]	X
fcis-14861	221	4	c.	c.	PROPN
fcis-14861	221	5	e.	e.	PROPN
fcis-14861	221	6	shannon	shannon	PROPN
fcis-14861	221	7	.	.	PROPN
fcis-14861	221	8	amathematical	amathematical	PROPN
fcis-14861	221	9	theory	theory	NOUN
fcis-14861	221	10	of	of	ADP
fcis-14861	221	11	communication	communication	NOUN
fcis-14861	221	12	.	.	PUNCT
fcis-14861	222	1	bell	bell	NOUN
fcis-14861	222	2	system	system	PROPN
fcis-14861	222	3	technical	technical	PROPN
fcis-14861	222	4	journal	journal	PROPN
fcis-14861	222	5	,	,	PUNCT
fcis-14861	222	6	vol	vol	NOUN
fcis-14861	222	7	.	.	PROPN
fcis-14861	222	8	27	27	NUM
fcis-14861	222	9	,	,	PUNCT
fcis-14861	222	10	no	no	INTJ
fcis-14861	222	11	.	.	NOUN
fcis-14861	222	12	3	3	NUM
fcis-14861	222	13	,	,	PUNCT
fcis-14861	222	14	pp	pp	ADJ
fcis-14861	222	15	.	.	PUNCT
fcis-14861	223	1	379	379	NUM
fcis-14861	223	2	-	-	SYM
fcis-14861	223	3	423	423	NUM
fcis-14861	223	4	,	,	PUNCT
fcis-14861	223	5	1948	1948	NUM
fcis-14861	223	6	.	.	PUNCT
fcis-14861	224	1	doi	doi	NOUN
fcis-14861	224	2	:	:	PUNCT
fcis-14861	224	3	10	10	NUM
fcis-14861	224	4	.	.	PUNCT
fcis-14861	224	5	1002	1002	NUM
fcis-14861	224	6	/	/	SYM
fcis-14861	224	7	j.1538	j.1538	NOUN
fcis-14861	224	8	-	-	PUNCT
fcis-14861	224	9	7305	7305	NUM
fcis-14861	224	10	.	.	PUNCT
fcis-14861	225	1	1948.tb01338.x	1948.tb01338.x	X
fcis-14861	225	2	.	.	PUNCT
fcis-14861	226	1	[	[	X
fcis-14861	226	2	27	27	NUM
fcis-14861	226	3	]	]	PUNCT
fcis-14861	226	4	k.	k.	NOUN
fcis-14861	227	1	he	he	PROPN
fcis-14861	227	2	,	,	PUNCT
fcis-14861	227	3	s.	s.	PROPN
fcis-14861	227	4	x.	x.	PROPN
fcis-14861	227	5	wang	wang	PROPN
fcis-14861	227	6	.	.	PUNCT
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fcis-14861	227	8	on	on	ADP
fcis-14861	227	9	denoising	denoising	NOUN
fcis-14861	227	10	of	of	ADP
fcis-14861	227	11	fractal	fractal	ADJ
fcis-14861	227	12	signal	signal	PROPN
fcis-14861	227	13	based	base	VERB
fcis-14861	227	14	onshannon	onshannon	PROPN
fcis-14861	227	15	entropy	entropy	PROPN
fcis-14861	227	16	.	.	PUNCT
fcis-14861	228	1	in	in	ADP
fcis-14861	228	2	proceedings	proceeding	NOUN
fcis-14861	228	3	of	of	ADP
fcis-14861	228	4	internation	internation	NOUN
fcis-14861	228	5	-	-	PUNCT
fcis-14861	228	6	al	al	PROPN
fcis-14861	228	7	conference	conference	NOUN
fcis-14861	228	8	on	on	ADP
fcis-14861	228	9	neural	neural	ADJ
fcis-14861	228	10	networks	network	NOUN
fcis-14861	228	11	and	and	CCONJ
fcis-14861	228	12	signal	signal	NOUN
fcis-14861	228	13	processing	processing	NOUN
fcis-14861	228	14	,	,	PUNCT
fcis-14861	228	15	ieee	ieee	NOUN
fcis-14861	228	16	,	,	PUNCT
fcis-14861	228	17	nanjing	nanjing	PROPN
fcis-14861	228	18	,	,	PUNCT
fcis-14861	228	19	china	china	PROPN
fcis-14861	228	20	,	,	PUNCT
fcis-14861	228	21	pp	pp	ADJ
fcis-14861	228	22	.	.	PUNCT
fcis-14861	229	1	751	751	NUM
fcis-14861	229	2	-	-	SYM
fcis-14861	229	3	755	755	NUM
fcis-14861	229	4	,	,	PUNCT
fcis-14861	229	5	2003.doi:10	2003.doi:10	NUM
fcis-14861	229	6	.	.	PUNCT
fcis-14861	229	7	1109	1109	NUM
fcis-14861	229	8	/	/	SYM
fcis-14861	229	9	icnnsp	icnnsp	PROPN
fcis-14861	229	10	.	.	PUNCT
fcis-14861	230	1	2003	2003	NUM
fcis-14861	230	2	.	.	PUNCT
fcis-14861	231	1	1279384	1279384	NUM
fcis-14861	231	2	.	.	PUNCT
fcis-14861	232	1	[	[	X
fcis-14861	232	2	28	28	NUM
fcis-14861	232	3	]	]	X
fcis-14861	232	4	s.	s.	PROPN
fcis-14861	232	5	liang	liang	PROPN
fcis-14861	232	6	,	,	PUNCT
fcis-14861	232	7	y.	y.	PROPN
fcis-14861	232	8	ma	ma	PROPN
fcis-14861	232	9	,	,	PUNCT
fcis-14861	232	10	y.	y.	PROPN
fcis-14861	232	11	y.	y.	PROPN
fcis-14861	232	12	huang	huang	PROPN
fcis-14861	232	13	,	,	PUNCT
fcis-14861	232	14	j.	j.	PROPN
fcis-14861	232	15	guo	guo	PROPN
fcis-14861	232	16	,	,	PUNCT
fcis-14861	232	17	c.	c.	PROPN
fcis-14861	232	18	f.	f.	PROPN
fcis-14861	232	19	jia	jia	PROPN
fcis-14861	232	20	.	.	PUNCT
fcis-14861	233	1	the	the	DET
fcis-14861	233	2	scheme	scheme	NOUN
fcis-14861	233	3	of	of	ADP
fcis-14861	233	4	detecting	detect	VERB
fcis-14861	233	5	encoded	encode	VERB
fcis-14861	233	6	malicious	malicious	ADJ
fcis-14861	233	7	web	web	NOUN
fcis-14861	233	8	pages	page	NOUN
fcis-14861	233	9	based	base	VERB
fcis-14861	233	10	on	on	ADP
fcis-14861	233	11	information	information	NOUN
fcis-14861	233	12	entropy	entropy	NOUN
fcis-14861	233	13	.	.	PUNCT
fcis-14861	234	1	in	in	ADP
fcis-14861	234	2	proceedings	proceeding	NOUN
fcis-14861	234	3	of	of	ADP
fcis-14861	234	4	the	the	DET
fcis-14861	234	5	10th	10th	ADJ
fcis-14861	234	6	interna	interna	PROPN
fcis-14861	234	7	-	-	PUNCT
fcis-14861	234	8	tional	tional	ADJ
fcis-14861	234	9	conference	conference	NOUN
fcis-14861	234	10	on	on	ADP
fcis-14861	234	11	innovative	innovative	ADJ
fcis-14861	234	12	mobile	mobile	ADJ
fcis-14861	234	13	and	and	CCONJ
fcis-14861	234	14	internetser	internets	ADJ
fcis-14861	234	15	-	-	NOUN
fcis-14861	234	16	vices	vice	NOUN
fcis-14861	234	17	in	in	ADP
fcis-14861	234	18	ubiquitous	ubiquitous	ADJ
fcis-14861	234	19	computing	computing	NOUN
fcis-14861	234	20	,	,	PUNCT
fcis-14861	234	21	ieee	ieee	NOUN
fcis-14861	234	22	,	,	PUNCT
fcis-14861	234	23	fukuoka	fukuoka	PROPN
fcis-14861	234	24	,	,	PUNCT
fcis-14861	234	25	japan	japan	PROPN
fcis-14861	234	26	,	,	PUNCT
fcis-14861	234	27	pp	pp	PROPN
fcis-14861	234	28	.	.	PUNCT
fcis-14861	235	1	310	310	NUM
fcis-14861	235	2	-	-	SYM
fcis-14861	235	3	312	312	NUM
fcis-14861	235	4	,	,	PUNCT
fcis-14861	235	5	2016	2016	NUM
fcis-14861	235	6	.	.	PUNCT
fcis-14861	236	1	doi	doi	NOUN
fcis-14861	236	2	:	:	PUNCT
fcis-14861	236	3	10	10	NUM
fcis-14861	236	4	.	.	PUNCT
fcis-14861	237	1	1109	1109	NUM
fcis-14861	237	2	/	/	SYM
fcis-14861	237	3	imis.2016.82	imis.2016.82	NOUN
fcis-14861	237	4	.	.	PUNCT
fcis-14861	238	1	[	[	X
fcis-14861	238	2	29	29	NUM
fcis-14861	238	3	]	]	PUNCT
fcis-14861	238	4	z.	z.	PROPN
fcis-14861	238	5	j.	j.	PROPN
fcis-14861	238	6	zhang	zhang	PROPN
fcis-14861	238	7	,	,	PUNCT
fcis-14861	238	8	x.	x.	PROPN
fcis-14861	238	9	n.	n.	PROPN
fcis-14861	238	10	wang	wang	PROPN
fcis-14861	238	11	,	,	PUNCT
fcis-14861	238	12	l.	l.	PROPN
fcis-14861	238	13	sun	sun	PROPN
fcis-14861	238	14	.	.	PUNCT
fcis-14861	239	1	mobile	mobile	ADJ
fcis-14861	239	2	payment	payment	NOUN
fcis-14861	239	3	anom	anom	PROPN
fcis-14861	239	4	-	-	PUNCT
fcis-14861	239	5	aly	aly	NOUN
fcis-14861	239	6	detection	detection	NOUN
fcis-14861	239	7	mechanism	mechanism	NOUN
fcis-14861	239	8	based	base	VERB
fcis-14861	239	9	on	on	ADP
fcis-14861	239	10	information	information	NOUN
fcis-14861	239	11	entropy.iet	entropy.iet	NOUN
fcis-14861	239	12	networks	network	NOUN
fcis-14861	239	13	,	,	PUNCT
fcis-14861	239	14	vol	vol	NOUN
fcis-14861	239	15	.	.	PROPN
fcis-14861	239	16	5	5	NUM
fcis-14861	239	17	,	,	PUNCT
fcis-14861	239	18	no	no	INTJ
fcis-14861	239	19	.	.	NOUN
fcis-14861	239	20	1	1	NUM
fcis-14861	239	21	,	,	PUNCT
fcis-14861	239	22	pp.1	pp.1	NOUN
fcis-14861	239	23	-	-	PUNCT
fcis-14861	239	24	7	7	NUM
fcis-14861	239	25	,	,	PUNCT
fcis-14861	239	26	2014	2014	NUM
fcis-14861	239	27	.	.	PUNCT
fcis-14861	240	1	doi:10	doi:10	PROPN
fcis-14861	240	2	.	.	PUNCT
fcis-14861	241	1	1049	1049	NUM
fcis-14861	241	2	/	/	SYM
fcis-14861	241	3	iet	iet	PROPN
fcis-14861	241	4	-	-	PUNCT
fcis-14861	241	5	net	net	NOUN
fcis-14861	241	6	.	.	PUNCT
fcis-14861	241	7	2014	2014	NUM
fcis-14861	241	8	.	.	PUNCT
fcis-14861	242	1	0101	0101	NUM
fcis-14861	242	2	.	.	PUNCT