id	sid	tid	token	lemma	pos
fcis-13146	1	1	frontiers	frontier	NOUN
fcis-13146	1	2	in	in	ADP
fcis-13146	1	3	computing	computing	NOUN
fcis-13146	1	4	and	and	CCONJ
fcis-13146	1	5	intelligent	intelligent	ADJ
fcis-13146	1	6	systems	system	NOUN
fcis-13146	1	7	issn	issn	VERB
fcis-13146	1	8	:	:	PUNCT
fcis-13146	1	9	2832	2832	NUM
fcis-13146	1	10	-	-	SYM
fcis-13146	1	11	6024	6024	NUM
fcis-13146	1	12	|	|	NOUN
fcis-13146	1	13	vol	vol	NOUN
fcis-13146	1	14	.	.	PROPN
fcis-13146	2	1	5	5	NUM
fcis-13146	2	2	,	,	PUNCT
fcis-13146	2	3	no	no	INTJ
fcis-13146	2	4	.	.	NOUN
fcis-13146	2	5	2	2	NUM
fcis-13146	2	6	,	,	PUNCT
fcis-13146	2	7	2023	2023	NUM
fcis-13146	2	8	140	140	NUM
fcis-13146	2	9	based	base	VERB
fcis-13146	2	10	on	on	ADP
fcis-13146	2	11	yolo	yolo	PROPN
fcis-13146	2	12	v3	v3	PROPN
fcis-13146	2	13	target	target	NOUN
fcis-13146	2	14	recognition	recognition	NOUN
fcis-13146	2	15	algorithm	algorithm	NOUN
fcis-13146	2	16	as	as	ADP
fcis-13146	2	17	vehicle	vehicle	NOUN
fcis-13146	2	18	tracking	track	VERB
fcis-13146	2	19	algorithm	algorithm	NOUN
fcis-13146	2	20	analysis	analysis	NOUN
fcis-13146	2	21	zili	zili	NOUN
fcis-13146	2	22	zhang	zhang	PROPN
fcis-13146	2	23	*	*	PUNCT
fcis-13146	2	24	sydney	sydney	PROPN
fcis-13146	2	25	smart	smart	PROPN
fcis-13146	2	26	technology	technology	PROPN
fcis-13146	2	27	college	college	PROPN
fcis-13146	2	28	,	,	PUNCT
fcis-13146	2	29	northeastern	northeastern	ADJ
fcis-13146	2	30	university	university	NOUN
fcis-13146	2	31	,	,	PUNCT
fcis-13146	2	32	qinhuangdao	qinhuangdao	ADV
fcis-13146	2	33	,	,	PUNCT
fcis-13146	2	34	066004	066004	NUM
fcis-13146	2	35	,	,	PUNCT
fcis-13146	2	36	china	china	PROPN
fcis-13146	2	37	*	*	PUNCT
fcis-13146	2	38	corresponding	correspond	VERB
fcis-13146	2	39	author	author	NOUN
fcis-13146	2	40	email	email	NOUN
fcis-13146	2	41	:	:	PUNCT
fcis-13146	2	42	zzl17731725321@hotmail.com	zzl17731725321@hotmail.com	X
fcis-13146	2	43	abstract	abstract	NOUN
fcis-13146	2	44	:	:	PUNCT
fcis-13146	2	45	traditional	traditional	ADJ
fcis-13146	2	46	traffic	traffic	NOUN
fcis-13146	2	47	information	information	NOUN
fcis-13146	2	48	acquisition	acquisition	NOUN
fcis-13146	2	49	and	and	CCONJ
fcis-13146	2	50	acquisition	acquisition	NOUN
fcis-13146	2	51	are	be	AUX
fcis-13146	2	52	mainly	mainly	ADV
fcis-13146	2	53	implemented	implement	VERB
fcis-13146	2	54	by	by	ADP
fcis-13146	2	55	sensors	sensor	NOUN
fcis-13146	2	56	,	,	PUNCT
fcis-13146	2	57	and	and	CCONJ
fcis-13146	2	58	these	these	DET
fcis-13146	2	59	traditional	traditional	ADJ
fcis-13146	2	60	acquisition	acquisition	NOUN
fcis-13146	2	61	and	and	CCONJ
fcis-13146	2	62	acquisition	acquisition	NOUN
fcis-13146	2	63	systems	system	NOUN
fcis-13146	2	64	have	have	VERB
fcis-13146	2	65	some	some	DET
fcis-13146	2	66	great	great	ADJ
fcis-13146	2	67	drawbacks	drawback	NOUN
fcis-13146	2	68	.	.	PUNCT
fcis-13146	3	1	however	however	ADV
fcis-13146	3	2	,	,	PUNCT
fcis-13146	3	3	with	with	ADP
fcis-13146	3	4	the	the	DET
fcis-13146	3	5	popularity	popularity	NOUN
fcis-13146	3	6	of	of	ADP
fcis-13146	3	7	traffic	traffic	NOUN
fcis-13146	3	8	monitoring	monitoring	NOUN
fcis-13146	3	9	,	,	PUNCT
fcis-13146	3	10	computer	computer	NOUN
fcis-13146	3	11	vision	vision	NOUN
fcis-13146	3	12	technology	technology	NOUN
fcis-13146	3	13	gradually	gradually	ADV
fcis-13146	3	14	has	have	VERB
fcis-13146	3	15	a	a	DET
fcis-13146	3	16	platform	platform	NOUN
fcis-13146	3	17	foundation	foundation	NOUN
fcis-13146	3	18	that	that	PRON
fcis-13146	3	19	can	can	AUX
fcis-13146	3	20	be	be	AUX
fcis-13146	3	21	applied	apply	VERB
fcis-13146	3	22	to	to	PART
fcis-13146	3	23	identify	identify	VERB
fcis-13146	3	24	and	and	CCONJ
fcis-13146	3	25	track	track	VERB
fcis-13146	3	26	traffic	traffic	NOUN
fcis-13146	3	27	conditions	condition	NOUN
fcis-13146	3	28	.	.	PUNCT
fcis-13146	4	1	in	in	ADP
fcis-13146	4	2	this	this	DET
fcis-13146	4	3	paper	paper	NOUN
fcis-13146	4	4	,	,	PUNCT
fcis-13146	4	5	through	through	ADP
fcis-13146	4	6	the	the	DET
fcis-13146	4	7	research	research	NOUN
fcis-13146	4	8	of	of	ADP
fcis-13146	4	9	traditional	traditional	ADJ
fcis-13146	4	10	and	and	CCONJ
fcis-13146	4	11	deep	deep	ADJ
fcis-13146	4	12	learning	learning	NOUN
fcis-13146	4	13	-	-	PUNCT
fcis-13146	4	14	based	base	VERB
fcis-13146	4	15	multi	multi	ADJ
fcis-13146	4	16	-	-	ADJ
fcis-13146	4	17	target	target	ADJ
fcis-13146	4	18	recognition	recognition	NOUN
fcis-13146	4	19	algorithms	algorithm	NOUN
fcis-13146	4	20	and	and	CCONJ
fcis-13146	4	21	two	two	NUM
fcis-13146	4	22	common	common	ADJ
fcis-13146	4	23	multi	multi	ADJ
fcis-13146	4	24	-	-	ADJ
fcis-13146	4	25	target	target	ADJ
fcis-13146	4	26	tracking	tracking	NOUN
fcis-13146	4	27	algorithms	algorithm	NOUN
fcis-13146	4	28	,	,	PUNCT
fcis-13146	4	29	a	a	DET
fcis-13146	4	30	solution	solution	NOUN
fcis-13146	4	31	of	of	ADP
fcis-13146	4	32	yolo	yolo	ADJ
fcis-13146	4	33	v3	v3	PROPN
fcis-13146	4	34	network	network	NOUN
fcis-13146	4	35	combined	combine	VERB
fcis-13146	4	36	with	with	ADP
fcis-13146	4	37	deep	deep	ADJ
fcis-13146	4	38	-	-	PUNCT
fcis-13146	4	39	sort	sort	NOUN
fcis-13146	4	40	algorithm	algorithm	NOUN
fcis-13146	4	41	is	be	AUX
fcis-13146	4	42	proposed	propose	VERB
fcis-13146	4	43	.	.	PUNCT
fcis-13146	5	1	in	in	ADP
fcis-13146	5	2	this	this	DET
fcis-13146	5	3	paper	paper	NOUN
fcis-13146	5	4	,	,	PUNCT
fcis-13146	5	5	a	a	DET
fcis-13146	5	6	video	video	NOUN
fcis-13146	5	7	of	of	ADP
fcis-13146	5	8	traffic	traffic	NOUN
fcis-13146	5	9	information	information	NOUN
fcis-13146	5	10	of	of	ADP
fcis-13146	5	11	urban	urban	ADJ
fcis-13146	5	12	roads	road	NOUN
fcis-13146	5	13	is	be	AUX
fcis-13146	5	14	directly	directly	ADV
fcis-13146	5	15	collected	collect	VERB
fcis-13146	5	16	for	for	ADP
fcis-13146	5	17	areas	area	NOUN
fcis-13146	5	18	with	with	ADP
fcis-13146	5	19	relatively	relatively	ADV
fcis-13146	5	20	large	large	ADJ
fcis-13146	5	21	traffic	traffic	NOUN
fcis-13146	5	22	flow	flow	NOUN
fcis-13146	5	23	.	.	PUNCT
fcis-13146	6	1	interval	interval	NOUN
fcis-13146	6	2	frames	frame	NOUN
fcis-13146	6	3	are	be	AUX
fcis-13146	6	4	extracted	extract	VERB
fcis-13146	6	5	from	from	ADP
fcis-13146	6	6	the	the	DET
fcis-13146	6	7	video	video	NOUN
fcis-13146	6	8	data	datum	NOUN
fcis-13146	6	9	set	set	VERB
fcis-13146	6	10	to	to	PART
fcis-13146	6	11	make	make	VERB
fcis-13146	6	12	relevant	relevant	ADJ
fcis-13146	6	13	data	data	NOUN
fcis-13146	6	14	sets	set	NOUN
fcis-13146	6	15	for	for	ADP
fcis-13146	6	16	training	training	NOUN
fcis-13146	6	17	and	and	CCONJ
fcis-13146	6	18	verification	verification	NOUN
fcis-13146	6	19	of	of	ADP
fcis-13146	6	20	yolo	yolo	PROPN
fcis-13146	6	21	v3	v3	PROPN
fcis-13146	6	22	neural	neural	ADJ
fcis-13146	6	23	networks	network	NOUN
fcis-13146	6	24	.	.	PUNCT
fcis-13146	7	1	combined	combine	VERB
fcis-13146	7	2	with	with	ADP
fcis-13146	7	3	the	the	DET
fcis-13146	7	4	test	test	NOUN
fcis-13146	7	5	results	result	NOUN
fcis-13146	7	6	,	,	PUNCT
fcis-13146	7	7	an	an	DET
fcis-13146	7	8	open	open	ADJ
fcis-13146	7	9	source	source	NOUN
fcis-13146	7	10	vehicle	vehicle	NOUN
fcis-13146	7	11	depth	depth	NOUN
fcis-13146	7	12	model	model	NOUN
fcis-13146	7	13	dataset	dataset	NOUN
fcis-13146	7	14	is	be	AUX
fcis-13146	7	15	used	use	VERB
fcis-13146	7	16	to	to	PART
fcis-13146	7	17	train	train	VERB
fcis-13146	7	18	the	the	DET
fcis-13146	7	19	vehicle	vehicle	NOUN
fcis-13146	7	20	depth	depth	NOUN
fcis-13146	7	21	feature	feature	NOUN
fcis-13146	7	22	weight	weight	NOUN
fcis-13146	7	23	file	file	NOUN
fcis-13146	7	24	,	,	PUNCT
fcis-13146	7	25	and	and	CCONJ
fcis-13146	7	26	deep	deep	ADJ
fcis-13146	7	27	-	-	PUNCT
fcis-13146	7	28	sort	sort	NOUN
fcis-13146	7	29	algorithm	algorithm	NOUN
fcis-13146	7	30	is	be	AUX
fcis-13146	7	31	used	use	VERB
fcis-13146	7	32	to	to	PART
fcis-13146	7	33	achieve	achieve	VERB
fcis-13146	7	34	the	the	DET
fcis-13146	7	35	target	target	NOUN
fcis-13146	7	36	tracking	tracking	NOUN
fcis-13146	7	37	,	,	PUNCT
fcis-13146	7	38	which	which	PRON
fcis-13146	7	39	can	can	AUX
fcis-13146	7	40	realize	realize	VERB
fcis-13146	7	41	the	the	DET
fcis-13146	7	42	real	real	ADJ
fcis-13146	7	43	-	-	PUNCT
fcis-13146	7	44	time	time	NOUN
fcis-13146	7	45	and	and	CCONJ
fcis-13146	7	46	more	more	ADV
fcis-13146	7	47	accurate	accurate	ADJ
fcis-13146	7	48	multi	multi	ADJ
fcis-13146	7	49	-	-	ADJ
fcis-13146	7	50	target	target	ADJ
fcis-13146	7	51	recognition	recognition	NOUN
fcis-13146	7	52	and	and	CCONJ
fcis-13146	7	53	tracking	tracking	NOUN
fcis-13146	7	54	of	of	ADP
fcis-13146	7	55	moving	move	VERB
fcis-13146	7	56	vehicles	vehicle	NOUN
fcis-13146	7	57	.	.	PUNCT
fcis-13146	8	1	keywords	keyword	NOUN
fcis-13146	8	2	:	:	PUNCT
fcis-13146	8	3	vehicle	vehicle	NOUN
fcis-13146	8	4	identification	identification	NOUN
fcis-13146	8	5	;	;	PUNCT
fcis-13146	8	6	vehicle	vehicle	NOUN
fcis-13146	8	7	flow	flow	NOUN
fcis-13146	8	8	monitoring	monitoring	NOUN
fcis-13146	8	9	;	;	PUNCT
fcis-13146	8	10	multi	multi	ADJ
fcis-13146	8	11	-	-	ADJ
fcis-13146	8	12	target	target	ADJ
fcis-13146	8	13	tracking	tracking	NOUN
fcis-13146	8	14	;	;	PUNCT
fcis-13146	8	15	yolov3	yolov3	PROPN
fcis-13146	8	16	;	;	PUNCT
fcis-13146	8	17	deep	deep	ADJ
fcis-13146	8	18	-	-	PUNCT
fcis-13146	8	19	sort	sort	NOUN
fcis-13146	8	20	.	.	PUNCT
fcis-13146	9	1	1	1	X
fcis-13146	9	2	.	.	X
fcis-13146	9	3	introduction	introduction	NOUN
fcis-13146	9	4	in	in	ADP
fcis-13146	9	5	the	the	DET
fcis-13146	9	6	study	study	NOUN
fcis-13146	9	7	of	of	ADP
fcis-13146	9	8	intelligent	intelligent	ADJ
fcis-13146	9	9	transportation	transportation	NOUN
fcis-13146	9	10	system	system	NOUN
fcis-13146	9	11	,	,	PUNCT
fcis-13146	9	12	it	it	PRON
fcis-13146	9	13	can	can	AUX
fcis-13146	9	14	be	be	AUX
fcis-13146	9	15	found	find	VERB
fcis-13146	9	16	that	that	SCONJ
fcis-13146	9	17	due	due	ADP
fcis-13146	9	18	to	to	ADP
fcis-13146	9	19	the	the	DET
fcis-13146	9	20	demand	demand	NOUN
fcis-13146	9	21	for	for	ADP
fcis-13146	9	22	road	road	NOUN
fcis-13146	9	23	target	target	NOUN
fcis-13146	9	24	recognition	recognition	NOUN
fcis-13146	9	25	,	,	PUNCT
fcis-13146	9	26	the	the	DET
fcis-13146	9	27	collection	collection	NOUN
fcis-13146	9	28	,	,	PUNCT
fcis-13146	9	29	acquisition	acquisition	NOUN
fcis-13146	9	30	and	and	CCONJ
fcis-13146	9	31	recognition	recognition	NOUN
fcis-13146	9	32	processing	processing	NOUN
fcis-13146	9	33	of	of	ADP
fcis-13146	9	34	main	main	ADJ
fcis-13146	9	35	subject	subject	NOUN
fcis-13146	9	36	information	information	NOUN
fcis-13146	9	37	such	such	ADJ
fcis-13146	9	38	as	as	ADP
fcis-13146	9	39	vehicles	vehicle	NOUN
fcis-13146	9	40	and	and	CCONJ
fcis-13146	9	41	pedestrians	pedestrian	NOUN
fcis-13146	9	42	on	on	ADP
fcis-13146	9	43	the	the	DET
fcis-13146	9	44	road	road	NOUN
fcis-13146	9	45	have	have	AUX
fcis-13146	9	46	become	become	VERB
fcis-13146	9	47	an	an	DET
fcis-13146	9	48	extremely	extremely	ADV
fcis-13146	9	49	important	important	ADJ
fcis-13146	9	50	subject	subject	NOUN
fcis-13146	9	51	.	.	PUNCT
fcis-13146	10	1	the	the	DET
fcis-13146	10	2	process	process	NOUN
fcis-13146	10	3	of	of	ADP
fcis-13146	10	4	collecting	collect	VERB
fcis-13146	10	5	and	and	CCONJ
fcis-13146	10	6	acquiring	acquire	VERB
fcis-13146	10	7	traffic	traffic	NOUN
fcis-13146	10	8	information	information	NOUN
fcis-13146	10	9	in	in	ADP
fcis-13146	10	10	the	the	DET
fcis-13146	10	11	past	past	NOUN
fcis-13146	10	12	is	be	AUX
fcis-13146	10	13	mainly	mainly	ADV
fcis-13146	10	14	based	base	VERB
fcis-13146	10	15	on	on	ADP
fcis-13146	10	16	sensor	sensor	NOUN
fcis-13146	10	17	systems	system	NOUN
fcis-13146	10	18	,	,	PUNCT
fcis-13146	10	19	including	include	VERB
fcis-13146	10	20	wave	wave	NOUN
fcis-13146	10	21	frequency	frequency	NOUN
fcis-13146	10	22	acquisition	acquisition	NOUN
fcis-13146	10	23	system	system	NOUN
fcis-13146	10	24	and	and	CCONJ
fcis-13146	10	25	magnetic	magnetic	ADJ
fcis-13146	10	26	frequency	frequency	NOUN
fcis-13146	10	27	acquisition	acquisition	NOUN
fcis-13146	10	28	system	system	NOUN
fcis-13146	10	29	.	.	PUNCT
fcis-13146	11	1	these	these	DET
fcis-13146	11	2	traditional	traditional	ADJ
fcis-13146	11	3	data	datum	NOUN
fcis-13146	11	4	acquisition	acquisition	NOUN
fcis-13146	11	5	and	and	CCONJ
fcis-13146	11	6	acquisition	acquisition	NOUN
fcis-13146	11	7	systems	system	NOUN
fcis-13146	11	8	have	have	VERB
fcis-13146	11	9	some	some	DET
fcis-13146	11	10	major	major	ADJ
fcis-13146	11	11	shortcomings	shortcoming	NOUN
fcis-13146	11	12	in	in	ADP
fcis-13146	11	13	design	design	NOUN
fcis-13146	11	14	,	,	PUNCT
fcis-13146	11	15	and	and	CCONJ
fcis-13146	11	16	both	both	DET
fcis-13146	11	17	methods	method	NOUN
fcis-13146	11	18	are	be	AUX
fcis-13146	11	19	easily	easily	ADV
fcis-13146	11	20	interfered	interfere	VERB
fcis-13146	11	21	with	with	ADP
fcis-13146	11	22	by	by	ADP
fcis-13146	11	23	other	other	ADJ
fcis-13146	11	24	factors	factor	NOUN
fcis-13146	11	25	,	,	PUNCT
fcis-13146	11	26	resulting	result	VERB
fcis-13146	11	27	in	in	ADP
fcis-13146	11	28	less	less	ADV
fcis-13146	11	29	accurate	accurate	ADJ
fcis-13146	11	30	results	result	NOUN
fcis-13146	11	31	,	,	PUNCT
fcis-13146	11	32	and	and	CCONJ
fcis-13146	11	33	their	their	PRON
fcis-13146	11	34	maintenance	maintenance	NOUN
fcis-13146	11	35	costs	cost	NOUN
fcis-13146	11	36	are	be	AUX
fcis-13146	11	37	also	also	ADV
fcis-13146	11	38	high	high	ADJ
fcis-13146	11	39	.	.	PUNCT
fcis-13146	12	1	with	with	ADP
fcis-13146	12	2	the	the	DET
fcis-13146	12	3	emergence	emergence	NOUN
fcis-13146	12	4	of	of	ADP
fcis-13146	12	5	advanced	advanced	ADJ
fcis-13146	12	6	image	image	NOUN
fcis-13146	12	7	acquisition	acquisition	NOUN
fcis-13146	12	8	equipment	equipment	NOUN
fcis-13146	12	9	,	,	PUNCT
fcis-13146	12	10	computer	computer	NOUN
fcis-13146	12	11	vision	vision	NOUN
fcis-13146	12	12	technology	technology	NOUN
fcis-13146	12	13	has	have	AUX
fcis-13146	12	14	obtained	obtain	VERB
fcis-13146	12	15	a	a	DET
fcis-13146	12	16	large	large	ADJ
fcis-13146	12	17	number	number	NOUN
fcis-13146	12	18	of	of	ADP
fcis-13146	12	19	data	datum	NOUN
fcis-13146	12	20	sets	set	NOUN
fcis-13146	12	21	and	and	CCONJ
fcis-13146	12	22	has	have	AUX
fcis-13146	12	23	been	be	AUX
fcis-13146	12	24	rapidly	rapidly	ADV
fcis-13146	12	25	developed	develop	VERB
fcis-13146	12	26	.	.	PUNCT
fcis-13146	13	1	at	at	ADP
fcis-13146	13	2	the	the	DET
fcis-13146	13	3	same	same	ADJ
fcis-13146	13	4	time	time	NOUN
fcis-13146	13	5	,	,	PUNCT
fcis-13146	13	6	it	it	PRON
fcis-13146	13	7	has	have	AUX
fcis-13146	13	8	become	become	VERB
fcis-13146	13	9	more	more	ADV
fcis-13146	13	10	and	and	CCONJ
fcis-13146	13	11	more	more	ADV
fcis-13146	13	12	widely	widely	ADV
fcis-13146	13	13	used	use	VERB
fcis-13146	13	14	in	in	ADP
fcis-13146	13	15	the	the	DET
fcis-13146	13	16	field	field	NOUN
fcis-13146	13	17	of	of	ADP
fcis-13146	13	18	intelligent	intelligent	ADJ
fcis-13146	13	19	transportation	transportation	NOUN
fcis-13146	13	20	system	system	NOUN
fcis-13146	13	21	.	.	PUNCT
fcis-13146	14	1	in	in	ADP
fcis-13146	14	2	addition	addition	NOUN
fcis-13146	14	3	,	,	PUNCT
fcis-13146	14	4	in	in	ADP
fcis-13146	14	5	the	the	DET
fcis-13146	14	6	case	case	NOUN
fcis-13146	14	7	of	of	ADP
fcis-13146	14	8	actual	actual	ADJ
fcis-13146	14	9	traffic	traffic	NOUN
fcis-13146	14	10	video	video	NOUN
fcis-13146	14	11	,	,	PUNCT
fcis-13146	14	12	because	because	SCONJ
fcis-13146	14	13	most	most	ADJ
fcis-13146	14	14	of	of	ADP
fcis-13146	14	15	the	the	DET
fcis-13146	14	16	vehicles	vehicle	NOUN
fcis-13146	14	17	themselves	themselves	PRON
fcis-13146	14	18	are	be	AUX
fcis-13146	14	19	in	in	ADP
fcis-13146	14	20	a	a	DET
fcis-13146	14	21	moving	move	VERB
fcis-13146	14	22	state	state	NOUN
fcis-13146	14	23	,	,	PUNCT
fcis-13146	14	24	it	it	PRON
fcis-13146	14	25	is	be	AUX
fcis-13146	14	26	very	very	ADV
fcis-13146	14	27	necessary	necessary	ADJ
fcis-13146	14	28	to	to	PART
fcis-13146	14	29	study	study	VERB
fcis-13146	14	30	the	the	DET
fcis-13146	14	31	vehicles	vehicle	NOUN
fcis-13146	14	32	in	in	ADP
fcis-13146	14	33	a	a	DET
fcis-13146	14	34	moving	move	VERB
fcis-13146	14	35	state	state	NOUN
fcis-13146	14	36	.	.	PUNCT
fcis-13146	15	1	at	at	ADP
fcis-13146	15	2	the	the	DET
fcis-13146	15	3	same	same	ADJ
fcis-13146	15	4	time	time	NOUN
fcis-13146	15	5	,	,	PUNCT
fcis-13146	15	6	the	the	DET
fcis-13146	15	7	vehicles	vehicle	NOUN
fcis-13146	15	8	in	in	ADP
fcis-13146	15	9	most	most	ADJ
fcis-13146	15	10	traffic	traffic	NOUN
fcis-13146	15	11	videos	video	NOUN
fcis-13146	15	12	appear	appear	VERB
fcis-13146	15	13	in	in	ADP
fcis-13146	15	14	parallel	parallel	NOUN
fcis-13146	15	15	and	and	CCONJ
fcis-13146	15	16	exist	exist	VERB
fcis-13146	15	17	at	at	ADP
fcis-13146	15	18	the	the	DET
fcis-13146	15	19	same	same	ADJ
fcis-13146	15	20	time	time	NOUN
fcis-13146	15	21	.	.	PUNCT
fcis-13146	16	1	the	the	DET
fcis-13146	16	2	requirements	requirement	NOUN
fcis-13146	16	3	for	for	ADP
fcis-13146	16	4	real	real	ADJ
fcis-13146	16	5	-	-	PUNCT
fcis-13146	16	6	time	time	NOUN
fcis-13146	16	7	robustness	robustness	NOUN
fcis-13146	16	8	and	and	CCONJ
fcis-13146	16	9	accuracy	accuracy	NOUN
fcis-13146	16	10	are	be	AUX
fcis-13146	16	11	high	high	ADJ
fcis-13146	16	12	.	.	PUNCT
fcis-13146	17	1	however	however	ADV
fcis-13146	17	2	,	,	PUNCT
fcis-13146	17	3	a	a	DET
fcis-13146	17	4	large	large	ADJ
fcis-13146	17	5	number	number	NOUN
fcis-13146	17	6	of	of	ADP
fcis-13146	17	7	current	current	ADJ
fcis-13146	17	8	algorithms	algorithm	NOUN
fcis-13146	17	9	can	can	AUX
fcis-13146	17	10	not	not	PART
fcis-13146	17	11	meet	meet	VERB
fcis-13146	17	12	this	this	DET
fcis-13146	17	13	requirement	requirement	NOUN
fcis-13146	17	14	.	.	PUNCT
fcis-13146	18	1	therefore	therefore	ADV
fcis-13146	18	2	,	,	PUNCT
fcis-13146	18	3	the	the	DET
fcis-13146	18	4	research	research	NOUN
fcis-13146	18	5	of	of	ADP
fcis-13146	18	6	real	real	ADJ
fcis-13146	18	7	-	-	PUNCT
fcis-13146	18	8	time	time	NOUN
fcis-13146	18	9	recognition	recognition	NOUN
fcis-13146	18	10	and	and	CCONJ
fcis-13146	18	11	tracking	tracking	NOUN
fcis-13146	18	12	algorithm	algorithm	NOUN
fcis-13146	18	13	based	base	VERB
fcis-13146	18	14	on	on	ADP
fcis-13146	18	15	the	the	DET
fcis-13146	18	16	actual	actual	ADJ
fcis-13146	18	17	situation	situation	NOUN
fcis-13146	18	18	of	of	ADP
fcis-13146	18	19	multi	multi	ADJ
fcis-13146	18	20	-	-	ADJ
fcis-13146	18	21	target	target	ADJ
fcis-13146	18	22	vehicles	vehicle	NOUN
fcis-13146	18	23	is	be	AUX
fcis-13146	18	24	of	of	ADP
fcis-13146	18	25	great	great	ADJ
fcis-13146	18	26	significance	significance	NOUN
fcis-13146	18	27	for	for	ADP
fcis-13146	18	28	the	the	DET
fcis-13146	18	29	automatic	automatic	ADJ
fcis-13146	18	30	extraction	extraction	NOUN
fcis-13146	18	31	of	of	ADP
fcis-13146	18	32	road	road	NOUN
fcis-13146	18	33	traffic	traffic	NOUN
fcis-13146	18	34	information	information	NOUN
fcis-13146	18	35	and	and	CCONJ
fcis-13146	18	36	operation	operation	NOUN
fcis-13146	18	37	status	status	NOUN
fcis-13146	18	38	management	management	NOUN
fcis-13146	18	39	.	.	PUNCT
fcis-13146	19	1	the	the	DET
fcis-13146	19	2	purpose	purpose	NOUN
fcis-13146	19	3	of	of	ADP
fcis-13146	19	4	this	this	DET
fcis-13146	19	5	paper	paper	NOUN
fcis-13146	19	6	is	be	AUX
fcis-13146	19	7	to	to	PART
fcis-13146	19	8	study	study	VERB
fcis-13146	19	9	how	how	SCONJ
fcis-13146	19	10	to	to	PART
fcis-13146	19	11	use	use	VERB
fcis-13146	19	12	the	the	DET
fcis-13146	19	13	appropriate	appropriate	ADJ
fcis-13146	19	14	target	target	NOUN
fcis-13146	19	15	recognition	recognition	NOUN
fcis-13146	19	16	algorithm	algorithm	NOUN
fcis-13146	19	17	to	to	PART
fcis-13146	19	18	identify	identify	VERB
fcis-13146	19	19	the	the	DET
fcis-13146	19	20	moving	move	VERB
fcis-13146	19	21	vehicle	vehicle	NOUN
fcis-13146	19	22	in	in	ADP
fcis-13146	19	23	the	the	DET
fcis-13146	19	24	actual	actual	ADJ
fcis-13146	19	25	traffic	traffic	NOUN
fcis-13146	19	26	video	video	NOUN
fcis-13146	19	27	in	in	ADP
fcis-13146	19	28	the	the	DET
fcis-13146	19	29	city	city	NOUN
fcis-13146	19	30	,	,	PUNCT
fcis-13146	19	31	so	so	SCONJ
fcis-13146	19	32	as	as	SCONJ
fcis-13146	19	33	to	to	PART
fcis-13146	19	34	achieve	achieve	VERB
fcis-13146	19	35	the	the	DET
fcis-13146	19	36	requirement	requirement	NOUN
fcis-13146	19	37	of	of	ADP
fcis-13146	19	38	obtaining	obtain	VERB
fcis-13146	19	39	the	the	DET
fcis-13146	19	40	vehicle	vehicle	NOUN
fcis-13146	19	41	target	target	NOUN
fcis-13146	19	42	information	information	NOUN
fcis-13146	19	43	with	with	ADP
fcis-13146	19	44	high	high	ADJ
fcis-13146	19	45	accuracy	accuracy	NOUN
fcis-13146	19	46	and	and	CCONJ
fcis-13146	19	47	fast	fast	ADV
fcis-13146	19	48	.	.	PUNCT
fcis-13146	20	1	based	base	VERB
fcis-13146	20	2	on	on	ADP
fcis-13146	20	3	the	the	DET
fcis-13146	20	4	current	current	ADJ
fcis-13146	20	5	research	research	NOUN
fcis-13146	20	6	on	on	ADP
fcis-13146	20	7	major	major	ADJ
fcis-13146	20	8	traffic	traffic	NOUN
fcis-13146	20	9	problems	problem	NOUN
fcis-13146	20	10	and	and	CCONJ
fcis-13146	20	11	intelligent	intelligent	ADJ
fcis-13146	20	12	transportation	transportation	NOUN
fcis-13146	20	13	systems	system	NOUN
fcis-13146	20	14	,	,	PUNCT
fcis-13146	20	15	the	the	DET
fcis-13146	20	16	acquisition	acquisition	NOUN
fcis-13146	20	17	of	of	ADP
fcis-13146	20	18	such	such	ADJ
fcis-13146	20	19	information	information	NOUN
fcis-13146	20	20	will	will	AUX
fcis-13146	20	21	effectively	effectively	ADV
fcis-13146	20	22	determine	determine	VERB
fcis-13146	20	23	whether	whether	SCONJ
fcis-13146	20	24	a	a	DET
fcis-13146	20	25	vehicle	vehicle	NOUN
fcis-13146	20	26	is	be	AUX
fcis-13146	20	27	speeding	speed	VERB
fcis-13146	20	28	or	or	CCONJ
fcis-13146	20	29	violating	violate	VERB
fcis-13146	20	30	regulations	regulation	NOUN
fcis-13146	20	31	in	in	ADP
fcis-13146	20	32	specific	specific	ADJ
fcis-13146	20	33	traffic	traffic	NOUN
fcis-13146	20	34	conditions	condition	NOUN
fcis-13146	20	35	,	,	PUNCT
fcis-13146	20	36	and	and	CCONJ
fcis-13146	20	37	can	can	AUX
fcis-13146	20	38	determine	determine	VERB
fcis-13146	20	39	and	and	CCONJ
fcis-13146	20	40	track	track	VERB
fcis-13146	20	41	the	the	DET
fcis-13146	20	42	specific	specific	ADJ
fcis-13146	20	43	location	location	NOUN
fcis-13146	20	44	of	of	ADP
fcis-13146	20	45	illegal	illegal	ADJ
fcis-13146	20	46	vehicles	vehicle	NOUN
fcis-13146	20	47	[	[	X
fcis-13146	20	48	1	1	NUM
fcis-13146	20	49	]	]	PUNCT
fcis-13146	20	50	.	.	PUNCT
fcis-13146	21	1	to	to	ADP
fcis-13146	21	2	a	a	DET
fcis-13146	21	3	large	large	ADJ
fcis-13146	21	4	extent	extent	NOUN
fcis-13146	21	5	,	,	PUNCT
fcis-13146	21	6	it	it	PRON
fcis-13146	21	7	can	can	AUX
fcis-13146	21	8	realize	realize	VERB
fcis-13146	21	9	the	the	DET
fcis-13146	21	10	intelligence	intelligence	NOUN
fcis-13146	21	11	of	of	ADP
fcis-13146	21	12	the	the	DET
fcis-13146	21	13	traffic	traffic	NOUN
fcis-13146	21	14	field	field	NOUN
fcis-13146	21	15	.	.	PUNCT
fcis-13146	22	1	2	2	X
fcis-13146	22	2	.	.	X
fcis-13146	22	3	research	research	NOUN
fcis-13146	22	4	status	status	NOUN
fcis-13146	22	5	at	at	ADP
fcis-13146	22	6	home	home	ADV
fcis-13146	22	7	and	and	CCONJ
fcis-13146	22	8	abroad	abroad	ADV
fcis-13146	22	9	with	with	ADP
fcis-13146	22	10	the	the	DET
fcis-13146	22	11	development	development	NOUN
fcis-13146	22	12	of	of	ADP
fcis-13146	22	13	intelligent	intelligent	ADJ
fcis-13146	22	14	optimization	optimization	NOUN
fcis-13146	22	15	algorithm	algorithm	NOUN
fcis-13146	22	16	,	,	PUNCT
fcis-13146	22	17	deep	deep	ADJ
fcis-13146	22	18	learning	learning	NOUN
fcis-13146	22	19	and	and	CCONJ
fcis-13146	22	20	other	other	ADJ
fcis-13146	22	21	technologies	technology	NOUN
fcis-13146	22	22	,	,	PUNCT
fcis-13146	22	23	relevant	relevant	ADJ
fcis-13146	22	24	technicians	technician	NOUN
fcis-13146	22	25	began	begin	VERB
fcis-13146	22	26	to	to	PART
fcis-13146	22	27	focus	focus	VERB
fcis-13146	22	28	on	on	ADP
fcis-13146	22	29	the	the	DET
fcis-13146	22	30	application	application	NOUN
fcis-13146	22	31	of	of	ADP
fcis-13146	22	32	this	this	DET
fcis-13146	22	33	technology	technology	NOUN
fcis-13146	22	34	in	in	ADP
fcis-13146	22	35	the	the	DET
fcis-13146	22	36	field	field	NOUN
fcis-13146	22	37	of	of	ADP
fcis-13146	22	38	computer	computer	NOUN
fcis-13146	22	39	vision	vision	NOUN
fcis-13146	22	40	.	.	PUNCT
fcis-13146	23	1	with	with	ADP
fcis-13146	23	2	the	the	DET
fcis-13146	23	3	efforts	effort	NOUN
fcis-13146	23	4	of	of	ADP
fcis-13146	23	5	many	many	ADJ
fcis-13146	23	6	scholars	scholar	NOUN
fcis-13146	23	7	,	,	PUNCT
fcis-13146	23	8	object	object	NOUN
fcis-13146	23	9	recognition	recognition	NOUN
fcis-13146	23	10	technology	technology	NOUN
fcis-13146	23	11	in	in	ADP
fcis-13146	23	12	traffic	traffic	NOUN
fcis-13146	23	13	has	have	AUX
fcis-13146	23	14	also	also	ADV
fcis-13146	23	15	been	be	AUX
fcis-13146	23	16	vigorously	vigorously	ADV
fcis-13146	23	17	developed	develop	VERB
fcis-13146	23	18	and	and	CCONJ
fcis-13146	23	19	widely	widely	ADV
fcis-13146	23	20	applied	apply	VERB
fcis-13146	23	21	to	to	ADP
fcis-13146	23	22	all	all	DET
fcis-13146	23	23	aspects	aspect	NOUN
fcis-13146	23	24	of	of	ADP
fcis-13146	23	25	people	people	NOUN
fcis-13146	23	26	's	's	PART
fcis-13146	23	27	lives	life	NOUN
fcis-13146	24	1	[	[	X
fcis-13146	24	2	2	2	NUM
fcis-13146	24	3	]	]	PUNCT
fcis-13146	24	4	.	.	PUNCT
fcis-13146	25	1	based	base	VERB
fcis-13146	25	2	on	on	ADP
fcis-13146	25	3	the	the	DET
fcis-13146	25	4	analysis	analysis	NOUN
fcis-13146	25	5	of	of	ADP
fcis-13146	25	6	modern	modern	ADJ
fcis-13146	25	7	traditional	traditional	ADJ
fcis-13146	25	8	moving	move	VERB
fcis-13146	25	9	target	target	NOUN
fcis-13146	25	10	recognition	recognition	NOUN
fcis-13146	25	11	algorithms	algorithm	NOUN
fcis-13146	25	12	in	in	ADP
fcis-13146	25	13	china	china	PROPN
fcis-13146	25	14	and	and	CCONJ
fcis-13146	25	15	abroad	abroad	ADV
fcis-13146	25	16	,	,	PUNCT
fcis-13146	25	17	it	it	PRON
fcis-13146	25	18	is	be	AUX
fcis-13146	25	19	found	find	VERB
fcis-13146	25	20	that	that	SCONJ
fcis-13146	25	21	the	the	DET
fcis-13146	25	22	main	main	ADJ
fcis-13146	25	23	research	research	NOUN
fcis-13146	25	24	suggestions	suggestion	NOUN
fcis-13146	25	25	of	of	ADP
fcis-13146	25	26	researchers	researcher	NOUN
fcis-13146	25	27	are	be	AUX
fcis-13146	25	28	basically	basically	ADV
fcis-13146	25	29	to	to	PART
fcis-13146	25	30	carry	carry	VERB
fcis-13146	25	31	out	out	ADP
fcis-13146	25	32	practical	practical	ADJ
fcis-13146	25	33	application	application	NOUN
fcis-13146	25	34	operations	operation	NOUN
fcis-13146	25	35	on	on	ADP
fcis-13146	25	36	how	how	SCONJ
fcis-13146	25	37	to	to	PART
fcis-13146	25	38	introduce	introduce	VERB
fcis-13146	25	39	some	some	DET
fcis-13146	25	40	new	new	ADJ
fcis-13146	25	41	operators	operator	NOUN
fcis-13146	25	42	on	on	ADP
fcis-13146	25	43	the	the	DET
fcis-13146	25	44	basis	basis	NOUN
fcis-13146	25	45	of	of	ADP
fcis-13146	25	46	fully	fully	ADV
fcis-13146	25	47	considering	consider	VERB
fcis-13146	25	48	the	the	DET
fcis-13146	25	49	relevant	relevant	ADJ
fcis-13146	25	50	theories	theory	NOUN
fcis-13146	25	51	of	of	ADP
fcis-13146	25	52	some	some	DET
fcis-13146	25	53	motion	motion	NOUN
fcis-13146	25	54	recognition	recognition	NOUN
fcis-13146	25	55	algorithms	algorithm	NOUN
fcis-13146	25	56	introduced	introduce	VERB
fcis-13146	25	57	above	above	ADV
fcis-13146	25	58	.	.	PUNCT
fcis-13146	26	1	therefore	therefore	ADV
fcis-13146	26	2	,	,	PUNCT
fcis-13146	26	3	the	the	DET
fcis-13146	26	4	traditional	traditional	ADJ
fcis-13146	26	5	algorithms	algorithm	NOUN
fcis-13146	26	6	are	be	AUX
fcis-13146	26	7	improved	improve	VERB
fcis-13146	26	8	to	to	PART
fcis-13146	26	9	solve	solve	VERB
fcis-13146	26	10	the	the	DET
fcis-13146	26	11	difficulties	difficulty	NOUN
fcis-13146	26	12	in	in	ADP
fcis-13146	26	13	practical	practical	ADJ
fcis-13146	26	14	application	application	NOUN
fcis-13146	26	15	research	research	NOUN
fcis-13146	26	16	.	.	PUNCT
fcis-13146	27	1	for	for	ADP
fcis-13146	27	2	example	example	NOUN
fcis-13146	27	3	,	,	PUNCT
fcis-13146	27	4	kim	kim	PROPN
fcis-13146	27	5	et	et	PROPN
fcis-13146	27	6	al	al	PROPN
fcis-13146	27	7	.	.	PUNCT
fcis-13146	28	1	they	they	PRON
fcis-13146	28	2	put	put	VERB
fcis-13146	28	3	forward	forward	ADV
fcis-13146	28	4	a	a	DET
fcis-13146	28	5	research	research	NOUN
fcis-13146	28	6	proposal	proposal	NOUN
fcis-13146	28	7	that	that	PRON
fcis-13146	28	8	uses	use	VERB
fcis-13146	28	9	harris	harris	PROPN
fcis-13146	28	10	operator	operator	NOUN
fcis-13146	28	11	to	to	PART
fcis-13146	28	12	replace	replace	VERB
fcis-13146	28	13	the	the	DET
fcis-13146	28	14	concept	concept	NOUN
fcis-13146	28	15	of	of	ADP
fcis-13146	28	16	sports	sport	NOUN
fcis-13146	28	17	field	field	NOUN
fcis-13146	28	18	in	in	ADP
fcis-13146	28	19	traditional	traditional	ADJ
fcis-13146	28	20	optical	optical	ADJ
fcis-13146	28	21	flow	flow	NOUN
fcis-13146	28	22	field	field	NOUN
fcis-13146	28	23	algorithm	algorithm	NOUN
fcis-13146	28	24	[	[	X
fcis-13146	28	25	3	3	NUM
fcis-13146	28	26	]	]	PUNCT
fcis-13146	28	27	.	.	PUNCT
fcis-13146	29	1	using	use	VERB
fcis-13146	29	2	this	this	DET
fcis-13146	29	3	calculation	calculation	NOUN
fcis-13146	29	4	method	method	NOUN
fcis-13146	29	5	can	can	AUX
fcis-13146	29	6	effectively	effectively	ADV
fcis-13146	29	7	reduce	reduce	VERB
fcis-13146	29	8	the	the	DET
fcis-13146	29	9	calculation	calculation	NOUN
fcis-13146	29	10	amount	amount	NOUN
fcis-13146	29	11	of	of	ADP
fcis-13146	29	12	traditional	traditional	ADJ
fcis-13146	29	13	optical	optical	ADJ
fcis-13146	29	14	flow	flow	NOUN
fcis-13146	29	15	method	method	NOUN
fcis-13146	29	16	and	and	CCONJ
fcis-13146	29	17	greatly	greatly	ADV
fcis-13146	29	18	improve	improve	VERB
fcis-13146	29	19	the	the	DET
fcis-13146	29	20	efficiency	efficiency	NOUN
fcis-13146	29	21	of	of	ADP
fcis-13146	29	22	target	target	NOUN
fcis-13146	29	23	recognition	recognition	NOUN
fcis-13146	29	24	.	.	PUNCT
fcis-13146	30	1	german	german	ADJ
fcis-13146	30	2	scholars	scholar	NOUN
fcis-13146	30	3	bernd	bernd	PROPN
fcis-13146	30	4	kitt	kitt	PROPN
fcis-13146	30	5	and	and	CCONJ
fcis-13146	30	6	benjiamin	benjiamin	PROPN
fcis-13146	30	7	ranft	ranft	VERB
fcis-13146	30	8	[	[	X
fcis-13146	30	9	4	4	NUM
fcis-13146	30	10	]	]	PUNCT
fcis-13146	30	11	put	put	VERB
fcis-13146	30	12	forward	forward	ADV
fcis-13146	30	13	a	a	DET
fcis-13146	30	14	research	research	NOUN
fcis-13146	30	15	proposal	proposal	NOUN
fcis-13146	30	16	that	that	PRON
fcis-13146	30	17	combines	combine	VERB
fcis-13146	30	18	extended	extend	VERB
fcis-13146	30	19	kalman	kalman	NOUN
fcis-13146	30	20	filtering	filter	VERB
fcis-13146	30	21	with	with	ADP
fcis-13146	30	22	optical	optical	ADJ
fcis-13146	30	23	flow	flow	NOUN
fcis-13146	30	24	field	field	NOUN
fcis-13146	30	25	calculation	calculation	NOUN
fcis-13146	30	26	.	.	PUNCT
fcis-13146	31	1	this	this	DET
fcis-13146	31	2	method	method	NOUN
fcis-13146	31	3	can	can	AUX
fcis-13146	31	4	be	be	AUX
fcis-13146	31	5	used	use	VERB
fcis-13146	31	6	in	in	ADP
fcis-13146	31	7	the	the	DET
fcis-13146	31	8	recognition	recognition	NOUN
fcis-13146	31	9	algorithm	algorithm	NOUN
fcis-13146	31	10	of	of	ADP
fcis-13146	31	11	automatic	automatic	ADJ
fcis-13146	31	12	monitoring	monitoring	NOUN
fcis-13146	31	13	system	system	NOUN
fcis-13146	31	14	to	to	PART
fcis-13146	31	15	identify	identify	VERB
fcis-13146	31	16	multiple	multiple	ADJ
fcis-13146	31	17	targets	target	NOUN
fcis-13146	31	18	at	at	ADP
fcis-13146	31	19	the	the	DET
fcis-13146	31	20	same	same	ADJ
fcis-13146	31	21	time	time	NOUN
fcis-13146	31	22	.	.	PUNCT
fcis-13146	32	1	minoh	minoh	PROPN
fcis-13146	32	2	m	m	AUX
fcis-13146	32	3	put	put	VERB
fcis-13146	32	4	forward	forward	ADV
fcis-13146	32	5	the	the	DET
fcis-13146	32	6	three	three	NUM
fcis-13146	32	7	-	-	PUNCT
fcis-13146	32	8	frame	frame	NOUN
fcis-13146	32	9	difference	difference	NOUN
fcis-13146	32	10	method	method	NOUN
fcis-13146	32	11	,	,	PUNCT
fcis-13146	32	12	which	which	PRON
fcis-13146	32	13	is	be	AUX
fcis-13146	32	14	improved	improve	VERB
fcis-13146	32	15	based	base	VERB
fcis-13146	32	16	on	on	ADP
fcis-13146	32	17	the	the	DET
fcis-13146	32	18	frame	frame	NOUN
fcis-13146	32	19	difference	difference	NOUN
fcis-13146	32	20	method	method	NOUN
fcis-13146	32	21	.	.	PUNCT
fcis-13146	33	1	gan	gan	PROPN
fcis-13146	33	2	minggang	minggang	PROPN
fcis-13146	33	3	combined	combine	VERB
fcis-13146	33	4	edge	edge	NOUN
fcis-13146	33	5	recognition	recognition	NOUN
fcis-13146	33	6	and	and	CCONJ
fcis-13146	33	7	three	three	NUM
fcis-13146	33	8	-	-	PUNCT
fcis-13146	33	9	frame	frame	NOUN
fcis-13146	33	10	difference	difference	NOUN
fcis-13146	33	11	for	for	ADP
fcis-13146	33	12	target	target	NOUN
fcis-13146	33	13	recognition	recognition	NOUN
fcis-13146	33	14	,	,	PUNCT
fcis-13146	33	15	and	and	CCONJ
fcis-13146	33	16	the	the	DET
fcis-13146	33	17	recognition	recognition	NOUN
fcis-13146	33	18	results	result	VERB
fcis-13146	33	19	141	141	NUM
fcis-13146	33	20	were	be	AUX
fcis-13146	33	21	more	more	ADV
fcis-13146	33	22	accurate	accurate	ADJ
fcis-13146	33	23	.	.	PUNCT
fcis-13146	34	1	lin	lin	PROPN
fcis-13146	34	2	mingxiu	mingxiu	PROPN
fcis-13146	34	3	et	et	PROPN
fcis-13146	34	4	al	al	PROPN
fcis-13146	34	5	.	.	PROPN
fcis-13146	34	6	proposed	propose	VERB
fcis-13146	34	7	a	a	DET
fcis-13146	34	8	research	research	NOUN
fcis-13146	34	9	method	method	NOUN
fcis-13146	34	10	that	that	PRON
fcis-13146	34	11	first	first	ADV
fcis-13146	34	12	fused	fuse	VERB
fcis-13146	34	13	the	the	DET
fcis-13146	34	14	fused	fused	ADJ
fcis-13146	34	15	inter	inter	ADJ
fcis-13146	34	16	-	-	ADJ
fcis-13146	34	17	frame	frame	ADJ
fcis-13146	34	18	difference	difference	NOUN
fcis-13146	34	19	and	and	CCONJ
fcis-13146	34	20	background	background	NOUN
fcis-13146	34	21	difference	difference	NOUN
fcis-13146	34	22	,	,	PUNCT
fcis-13146	34	23	and	and	CCONJ
fcis-13146	34	24	then	then	ADV
fcis-13146	34	25	added	add	VERB
fcis-13146	34	26	gray	gray	ADJ
fcis-13146	34	27	correlation	correlation	NOUN
fcis-13146	34	28	analysis	analysis	NOUN
fcis-13146	34	29	to	to	PART
fcis-13146	34	30	determine	determine	VERB
fcis-13146	34	31	the	the	DET
fcis-13146	34	32	target	target	NOUN
fcis-13146	34	33	state	state	NOUN
fcis-13146	34	34	.	.	PUNCT
fcis-13146	35	1	however	however	ADV
fcis-13146	35	2	,	,	PUNCT
fcis-13146	35	3	for	for	ADP
fcis-13146	35	4	this	this	DET
fcis-13146	35	5	topic	topic	NOUN
fcis-13146	35	6	,	,	PUNCT
fcis-13146	35	7	when	when	SCONJ
fcis-13146	35	8	the	the	DET
fcis-13146	35	9	target	target	NOUN
fcis-13146	35	10	to	to	PART
fcis-13146	35	11	be	be	AUX
fcis-13146	35	12	identified	identify	VERB
fcis-13146	35	13	is	be	AUX
fcis-13146	35	14	in	in	ADP
fcis-13146	35	15	a	a	DET
fcis-13146	35	16	moving	move	VERB
fcis-13146	35	17	state	state	NOUN
fcis-13146	35	18	,	,	PUNCT
fcis-13146	35	19	there	there	PRON
fcis-13146	35	20	may	may	AUX
fcis-13146	35	21	be	be	AUX
fcis-13146	35	22	some	some	DET
fcis-13146	35	23	cases	case	NOUN
fcis-13146	35	24	such	such	ADJ
fcis-13146	35	25	as	as	ADP
fcis-13146	35	26	occlusion	occlusion	NOUN
fcis-13146	35	27	,	,	PUNCT
fcis-13146	35	28	so	so	SCONJ
fcis-13146	35	29	there	there	PRON
fcis-13146	35	30	are	be	VERB
fcis-13146	35	31	some	some	DET
fcis-13146	35	32	problems	problem	NOUN
fcis-13146	35	33	and	and	CCONJ
fcis-13146	35	34	shortcomings	shortcoming	NOUN
fcis-13146	35	35	in	in	ADP
fcis-13146	35	36	the	the	DET
fcis-13146	35	37	above	above	ADJ
fcis-13146	35	38	methods	method	NOUN
fcis-13146	35	39	,	,	PUNCT
fcis-13146	35	40	resulting	result	VERB
fcis-13146	35	41	in	in	ADP
fcis-13146	35	42	the	the	DET
fcis-13146	35	43	above	above	ADJ
fcis-13146	35	44	algorithm	algorithm	NOUN
fcis-13146	35	45	is	be	AUX
fcis-13146	35	46	not	not	PART
fcis-13146	35	47	particularly	particularly	ADV
fcis-13146	35	48	suitable	suitable	ADJ
fcis-13146	35	49	for	for	ADP
fcis-13146	35	50	target	target	NOUN
fcis-13146	35	51	recognition	recognition	NOUN
fcis-13146	35	52	in	in	ADP
fcis-13146	35	53	this	this	DET
fcis-13146	35	54	case	case	NOUN
fcis-13146	35	55	.	.	PUNCT
fcis-13146	36	1	in	in	ADP
fcis-13146	36	2	order	order	NOUN
fcis-13146	36	3	to	to	PART
fcis-13146	36	4	solve	solve	VERB
fcis-13146	36	5	the	the	DET
fcis-13146	36	6	above	above	ADJ
fcis-13146	36	7	problems	problem	NOUN
fcis-13146	36	8	,	,	PUNCT
fcis-13146	36	9	this	this	DET
fcis-13146	36	10	paper	paper	NOUN
fcis-13146	36	11	introduces	introduce	VERB
fcis-13146	36	12	the	the	DET
fcis-13146	36	13	target	target	NOUN
fcis-13146	36	14	recognition	recognition	NOUN
fcis-13146	36	15	algorithm	algorithm	NOUN
fcis-13146	36	16	based	base	VERB
fcis-13146	36	17	on	on	ADP
fcis-13146	36	18	neural	neural	ADJ
fcis-13146	36	19	network	network	NOUN
fcis-13146	36	20	,	,	PUNCT
fcis-13146	36	21	which	which	PRON
fcis-13146	36	22	does	do	AUX
fcis-13146	36	23	not	not	PART
fcis-13146	36	24	need	need	VERB
fcis-13146	36	25	to	to	PART
fcis-13146	36	26	consider	consider	VERB
fcis-13146	36	27	the	the	DET
fcis-13146	36	28	relative	relative	ADJ
fcis-13146	36	29	motion	motion	NOUN
fcis-13146	36	30	state	state	NOUN
fcis-13146	36	31	of	of	ADP
fcis-13146	36	32	the	the	DET
fcis-13146	36	33	target	target	NOUN
fcis-13146	36	34	and	and	CCONJ
fcis-13146	36	35	the	the	DET
fcis-13146	36	36	camera	camera	NOUN
fcis-13146	36	37	under	under	ADP
fcis-13146	36	38	the	the	DET
fcis-13146	36	39	driving	drive	VERB
fcis-13146	36	40	environment	environment	NOUN
fcis-13146	36	41	and	and	CCONJ
fcis-13146	36	42	the	the	DET
fcis-13146	36	43	occlusion	occlusion	NOUN
fcis-13146	36	44	,	,	PUNCT
fcis-13146	36	45	etc	etc	X
fcis-13146	36	46	.	.	X
fcis-13146	36	47	,	,	PUNCT
fcis-13146	36	48	and	and	CCONJ
fcis-13146	36	49	directly	directly	ADV
fcis-13146	36	50	recognizes	recognize	VERB
fcis-13146	36	51	the	the	DET
fcis-13146	36	52	vehicle	vehicle	NOUN
fcis-13146	36	53	target	target	NOUN
fcis-13146	36	54	.	.	PUNCT
fcis-13146	37	1	the	the	DET
fcis-13146	37	2	1980s	1980s	NUM
fcis-13146	37	3	,	,	PUNCT
fcis-13146	37	4	with	with	ADP
fcis-13146	37	5	the	the	DET
fcis-13146	37	6	development	development	NOUN
fcis-13146	37	7	of	of	ADP
fcis-13146	37	8	computer	computer	NOUN
fcis-13146	37	9	hardware	hardware	NOUN
fcis-13146	37	10	technology	technology	NOUN
fcis-13146	37	11	,	,	PUNCT
fcis-13146	37	12	video	video	NOUN
fcis-13146	37	13	tracking	tracking	NOUN
fcis-13146	37	14	technology	technology	NOUN
fcis-13146	37	15	entered	enter	VERB
fcis-13146	37	16	a	a	DET
fcis-13146	37	17	relatively	relatively	ADV
fcis-13146	37	18	rapid	rapid	ADJ
fcis-13146	37	19	stage	stage	NOUN
fcis-13146	37	20	of	of	ADP
fcis-13146	37	21	development	development	NOUN
fcis-13146	37	22	.	.	PUNCT
fcis-13146	38	1	wang	wang	PROPN
fcis-13146	38	2	qing	qing	PROPN
fcis-13146	38	3	,	,	PUNCT
fcis-13146	38	4	et	et	PROPN
fcis-13146	38	5	al	al	PROPN
fcis-13146	38	6	,	,	PUNCT
fcis-13146	38	7	they	they	PRON
fcis-13146	38	8	put	put	VERB
fcis-13146	38	9	forward	forward	ADV
fcis-13146	38	10	a	a	DET
fcis-13146	38	11	research	research	NOUN
fcis-13146	38	12	proposal	proposal	NOUN
fcis-13146	38	13	of	of	ADP
fcis-13146	38	14	integrating	integrate	VERB
fcis-13146	38	15	multidimensional	multidimensional	ADJ
fcis-13146	38	16	hybrid	hybrid	ADJ
fcis-13146	38	17	gaussian	gaussian	ADJ
fcis-13146	38	18	model	model	NOUN
fcis-13146	38	19	and	and	CCONJ
fcis-13146	38	20	interframe	interframe	ADJ
fcis-13146	38	21	difference	difference	NOUN
fcis-13146	38	22	algorithm	algorithm	NOUN
fcis-13146	38	23	to	to	PART
fcis-13146	38	24	realize	realize	VERB
fcis-13146	38	25	an	an	DET
fcis-13146	38	26	adaptive	adaptive	ADJ
fcis-13146	38	27	background	background	NOUN
fcis-13146	38	28	modeling	modeling	NOUN
fcis-13146	38	29	method	method	NOUN
fcis-13146	38	30	[	[	X
fcis-13146	38	31	5	5	NUM
fcis-13146	38	32	]	]	PUNCT
fcis-13146	38	33	.	.	PUNCT
fcis-13146	39	1	in	in	ADP
fcis-13146	39	2	the	the	DET
fcis-13146	39	3	early	early	ADJ
fcis-13146	39	4	21st	21st	ADJ
fcis-13146	39	5	century	century	NOUN
fcis-13146	39	6	,	,	PUNCT
fcis-13146	39	7	search	search	NOUN
fcis-13146	39	8	algorithms	algorithm	NOUN
fcis-13146	39	9	began	begin	VERB
fcis-13146	39	10	to	to	PART
fcis-13146	39	11	become	become	VERB
fcis-13146	39	12	the	the	DET
fcis-13146	39	13	main	main	ADJ
fcis-13146	39	14	research	research	NOUN
fcis-13146	39	15	objects	object	NOUN
fcis-13146	39	16	of	of	ADP
fcis-13146	39	17	target	target	NOUN
fcis-13146	39	18	recognition	recognition	NOUN
fcis-13146	39	19	and	and	CCONJ
fcis-13146	39	20	tracking	tracking	NOUN
fcis-13146	39	21	algorithms	algorithm	NOUN
fcis-13146	39	22	,	,	PUNCT
fcis-13146	39	23	such	such	ADJ
fcis-13146	39	24	as	as	ADP
fcis-13146	39	25	mean	mean	NOUN
fcis-13146	39	26	filter	filter	NOUN
fcis-13146	39	27	,	,	PUNCT
fcis-13146	39	28	particle	particle	NOUN
fcis-13146	39	29	filter	filter	NOUN
fcis-13146	39	30	and	and	CCONJ
fcis-13146	39	31	kalman	kalman	NOUN
fcis-13146	39	32	filter	filter	NOUN
fcis-13146	40	1	[	[	X
fcis-13146	40	2	6,7	6,7	NUM
fcis-13146	40	3	]	]	PUNCT
fcis-13146	40	4	,	,	PUNCT
fcis-13146	40	5	and	and	CCONJ
fcis-13146	40	6	researchers	researcher	NOUN
fcis-13146	40	7	began	begin	VERB
fcis-13146	40	8	to	to	PART
fcis-13146	40	9	consider	consider	VERB
fcis-13146	40	10	the	the	DET
fcis-13146	40	11	use	use	NOUN
fcis-13146	40	12	of	of	ADP
fcis-13146	40	13	relevant	relevant	ADJ
fcis-13146	40	14	filtering	filter	VERB
fcis-13146	40	15	methods	method	NOUN
fcis-13146	40	16	to	to	PART
fcis-13146	40	17	predict	predict	VERB
fcis-13146	40	18	the	the	DET
fcis-13146	40	19	motion	motion	NOUN
fcis-13146	40	20	state	state	NOUN
fcis-13146	40	21	of	of	ADP
fcis-13146	40	22	the	the	DET
fcis-13146	40	23	target	target	NOUN
fcis-13146	40	24	.	.	PUNCT
fcis-13146	41	1	by	by	ADP
fcis-13146	41	2	making	make	VERB
fcis-13146	41	3	corresponding	corresponding	ADJ
fcis-13146	41	4	prediction	prediction	NOUN
fcis-13146	41	5	of	of	ADP
fcis-13146	41	6	target	target	NOUN
fcis-13146	41	7	position	position	NOUN
fcis-13146	41	8	,	,	PUNCT
fcis-13146	41	9	the	the	DET
fcis-13146	41	10	prediction	prediction	NOUN
fcis-13146	41	11	result	result	NOUN
fcis-13146	41	12	was	be	AUX
fcis-13146	41	13	generated	generate	VERB
fcis-13146	41	14	,	,	PUNCT
fcis-13146	41	15	and	and	CCONJ
fcis-13146	41	16	then	then	ADV
fcis-13146	41	17	some	some	DET
fcis-13146	41	18	optimization	optimization	NOUN
fcis-13146	41	19	operations	operation	NOUN
fcis-13146	41	20	were	be	AUX
fcis-13146	41	21	performed	perform	VERB
fcis-13146	41	22	on	on	ADP
fcis-13146	41	23	the	the	DET
fcis-13146	41	24	prediction	prediction	NOUN
fcis-13146	41	25	result	result	NOUN
fcis-13146	41	26	,	,	PUNCT
fcis-13146	41	27	to	to	PART
fcis-13146	41	28	be	be	AUX
fcis-13146	41	29	used	use	VERB
fcis-13146	41	30	for	for	ADP
fcis-13146	41	31	target	target	NOUN
fcis-13146	41	32	tracking	tracking	NOUN
fcis-13146	41	33	.	.	PUNCT
fcis-13146	42	1	then	then	ADV
fcis-13146	42	2	the	the	DET
fcis-13146	42	3	error	error	NOUN
fcis-13146	42	4	rate	rate	NOUN
fcis-13146	42	5	of	of	ADP
fcis-13146	42	6	the	the	DET
fcis-13146	42	7	detector	detector	NOUN
fcis-13146	42	8	is	be	AUX
fcis-13146	42	9	given	give	VERB
fcis-13146	42	10	for	for	ADP
fcis-13146	42	11	the	the	DET
fcis-13146	42	12	tracking	tracking	NOUN
fcis-13146	42	13	results	result	NOUN
fcis-13146	42	14	between	between	ADP
fcis-13146	42	15	different	different	ADJ
fcis-13146	42	16	frames	frame	NOUN
fcis-13146	42	17	and	and	CCONJ
fcis-13146	42	18	the	the	DET
fcis-13146	42	19	tracking	tracking	NOUN
fcis-13146	42	20	is	be	AUX
fcis-13146	42	21	carried	carry	VERB
fcis-13146	42	22	out	out	ADP
fcis-13146	42	23	continuously	continuously	ADV
fcis-13146	42	24	.	.	PUNCT
fcis-13146	43	1	when	when	SCONJ
fcis-13146	43	2	the	the	DET
fcis-13146	43	3	target	target	NOUN
fcis-13146	43	4	to	to	PART
fcis-13146	43	5	be	be	AUX
fcis-13146	43	6	tracked	track	VERB
fcis-13146	43	7	is	be	AUX
fcis-13146	43	8	in	in	ADP
fcis-13146	43	9	a	a	DET
fcis-13146	43	10	moving	move	VERB
fcis-13146	43	11	state	state	NOUN
fcis-13146	43	12	,	,	PUNCT
fcis-13146	43	13	the	the	DET
fcis-13146	43	14	methods	method	NOUN
fcis-13146	43	15	such	such	ADJ
fcis-13146	43	16	as	as	ADP
fcis-13146	43	17	interframe	interframe	ADJ
fcis-13146	43	18	difference	difference	NOUN
fcis-13146	43	19	and	and	CCONJ
fcis-13146	43	20	background	background	NOUN
fcis-13146	43	21	difference	difference	NOUN
fcis-13146	43	22	can	can	AUX
fcis-13146	43	23	not	not	PART
fcis-13146	43	24	accurately	accurately	ADV
fcis-13146	43	25	judge	judge	VERB
fcis-13146	43	26	the	the	DET
fcis-13146	43	27	coherence	coherence	NOUN
fcis-13146	43	28	of	of	ADP
fcis-13146	43	29	the	the	DET
fcis-13146	43	30	target	target	NOUN
fcis-13146	43	31	between	between	ADP
fcis-13146	43	32	the	the	DET
fcis-13146	43	33	front	front	ADJ
fcis-13146	43	34	and	and	CCONJ
fcis-13146	43	35	back	back	NOUN
fcis-13146	43	36	frames	frame	NOUN
fcis-13146	43	37	,	,	PUNCT
fcis-13146	43	38	so	so	SCONJ
fcis-13146	43	39	this	this	DET
fcis-13146	43	40	topic	topic	NOUN
fcis-13146	43	41	needs	need	VERB
fcis-13146	43	42	to	to	PART
fcis-13146	43	43	use	use	VERB
fcis-13146	43	44	a	a	DET
fcis-13146	43	45	different	different	ADJ
fcis-13146	43	46	method	method	NOUN
fcis-13146	43	47	to	to	PART
fcis-13146	43	48	achieve	achieve	VERB
fcis-13146	43	49	.	.	PUNCT
fcis-13146	44	1	in	in	ADP
fcis-13146	44	2	this	this	DET
fcis-13146	44	3	paper	paper	NOUN
fcis-13146	44	4	,	,	PUNCT
fcis-13146	44	5	on	on	ADP
fcis-13146	44	6	the	the	DET
fcis-13146	44	7	basis	basis	NOUN
fcis-13146	44	8	of	of	ADP
fcis-13146	44	9	target	target	NOUN
fcis-13146	44	10	recognition	recognition	NOUN
fcis-13146	44	11	,	,	PUNCT
fcis-13146	44	12	i	i	PRON
fcis-13146	44	13	will	will	AUX
fcis-13146	44	14	introduce	introduce	VERB
fcis-13146	44	15	the	the	DET
fcis-13146	44	16	concept	concept	NOUN
fcis-13146	44	17	of	of	ADP
fcis-13146	44	18	deep	deep	ADJ
fcis-13146	44	19	learning	learning	NOUN
fcis-13146	44	20	and	and	CCONJ
fcis-13146	44	21	use	use	VERB
fcis-13146	44	22	deep	deep	ADJ
fcis-13146	44	23	-	-	PUNCT
fcis-13146	44	24	sort	sort	NOUN
fcis-13146	44	25	algorithm	algorithm	NOUN
fcis-13146	44	26	,	,	PUNCT
fcis-13146	44	27	so	so	SCONJ
fcis-13146	44	28	as	as	SCONJ
fcis-13146	44	29	to	to	PART
fcis-13146	44	30	achieve	achieve	VERB
fcis-13146	44	31	the	the	DET
fcis-13146	44	32	purpose	purpose	NOUN
fcis-13146	44	33	of	of	ADP
fcis-13146	44	34	real	real	ADJ
fcis-13146	44	35	-	-	PUNCT
fcis-13146	44	36	time	time	NOUN
fcis-13146	44	37	target	target	NOUN
fcis-13146	44	38	tracking	tracking	NOUN
fcis-13146	44	39	.	.	PUNCT
fcis-13146	45	1	3	3	X
fcis-13146	45	2	.	.	X
fcis-13146	45	3	main	main	ADJ
fcis-13146	45	4	research	research	NOUN
fcis-13146	45	5	contents	content	NOUN
fcis-13146	45	6	and	and	CCONJ
fcis-13146	45	7	methods	method	NOUN
fcis-13146	45	8	3.1	3.1	NUM
fcis-13146	45	9	.	.	PUNCT
fcis-13146	45	10	main	main	ADJ
fcis-13146	45	11	research	research	NOUN
fcis-13146	45	12	contents	content	NOUN
fcis-13146	45	13	(	(	PUNCT
fcis-13146	45	14	1	1	NUM
fcis-13146	45	15	)	)	PUNCT
fcis-13146	45	16	completed	complete	VERB
fcis-13146	45	17	the	the	DET
fcis-13146	45	18	overall	overall	ADJ
fcis-13146	45	19	construction	construction	NOUN
fcis-13146	45	20	of	of	ADP
fcis-13146	45	21	the	the	DET
fcis-13146	45	22	moving	move	VERB
fcis-13146	45	23	vehicle	vehicle	NOUN
fcis-13146	45	24	recognition	recognition	NOUN
fcis-13146	45	25	and	and	CCONJ
fcis-13146	45	26	tracking	tracking	NOUN
fcis-13146	45	27	system	system	NOUN
fcis-13146	45	28	based	base	VERB
fcis-13146	45	29	on	on	ADP
fcis-13146	45	30	video	video	NOUN
fcis-13146	45	31	.	.	PUNCT
fcis-13146	46	1	demand	demand	NOUN
fcis-13146	46	2	analysis	analysis	NOUN
fcis-13146	46	3	and	and	CCONJ
fcis-13146	46	4	overall	overall	ADJ
fcis-13146	46	5	architecture	architecture	NOUN
fcis-13146	46	6	design	design	NOUN
fcis-13146	46	7	of	of	ADP
fcis-13146	46	8	the	the	DET
fcis-13146	46	9	videobased	videobase	VERB
fcis-13146	46	10	moving	moving	NOUN
fcis-13146	46	11	vehicle	vehicle	NOUN
fcis-13146	46	12	recognition	recognition	NOUN
fcis-13146	46	13	and	and	CCONJ
fcis-13146	46	14	tracking	tracking	NOUN
fcis-13146	46	15	system	system	NOUN
fcis-13146	46	16	are	be	AUX
fcis-13146	46	17	carried	carry	VERB
fcis-13146	46	18	out	out	ADP
fcis-13146	46	19	.	.	PUNCT
fcis-13146	47	1	in	in	ADP
fcis-13146	47	2	the	the	DET
fcis-13146	47	3	process	process	NOUN
fcis-13146	47	4	of	of	ADP
fcis-13146	47	5	vehicle	vehicle	NOUN
fcis-13146	47	6	target	target	NOUN
fcis-13146	47	7	recognition	recognition	NOUN
fcis-13146	47	8	,	,	PUNCT
fcis-13146	47	9	a	a	DET
fcis-13146	47	10	suitable	suitable	ADJ
fcis-13146	47	11	target	target	NOUN
fcis-13146	47	12	recognition	recognition	NOUN
fcis-13146	47	13	algorithm	algorithm	NOUN
fcis-13146	47	14	for	for	ADP
fcis-13146	47	15	the	the	DET
fcis-13146	47	16	vehicle	vehicle	NOUN
fcis-13146	47	17	in	in	ADP
fcis-13146	47	18	the	the	DET
fcis-13146	47	19	traffic	traffic	NOUN
fcis-13146	47	20	video	video	NOUN
fcis-13146	47	21	of	of	ADP
fcis-13146	47	22	the	the	DET
fcis-13146	47	23	research	research	NOUN
fcis-13146	47	24	object	object	NOUN
fcis-13146	47	25	of	of	ADP
fcis-13146	47	26	this	this	DET
fcis-13146	47	27	paper	paper	NOUN
fcis-13146	47	28	is	be	AUX
fcis-13146	47	29	given	give	VERB
fcis-13146	47	30	by	by	ADP
fcis-13146	47	31	comparing	compare	VERB
fcis-13146	47	32	various	various	ADJ
fcis-13146	47	33	target	target	NOUN
fcis-13146	47	34	recognition	recognition	NOUN
fcis-13146	47	35	algorithms	algorithm	NOUN
fcis-13146	47	36	,	,	PUNCT
fcis-13146	47	37	and	and	CCONJ
fcis-13146	47	38	related	relate	VERB
fcis-13146	47	39	analysis	analysis	NOUN
fcis-13146	47	40	is	be	AUX
fcis-13146	47	41	carried	carry	VERB
fcis-13146	47	42	out	out	ADP
fcis-13146	47	43	.	.	PUNCT
fcis-13146	48	1	in	in	ADP
fcis-13146	48	2	the	the	DET
fcis-13146	48	3	process	process	NOUN
fcis-13146	48	4	of	of	ADP
fcis-13146	48	5	vehicle	vehicle	NOUN
fcis-13146	48	6	target	target	NOUN
fcis-13146	48	7	tracking	tracking	NOUN
fcis-13146	48	8	,	,	PUNCT
fcis-13146	48	9	by	by	ADP
fcis-13146	48	10	comparing	compare	VERB
fcis-13146	48	11	various	various	ADJ
fcis-13146	48	12	target	target	NOUN
fcis-13146	48	13	tracking	tracking	NOUN
fcis-13146	48	14	algorithms	algorithm	NOUN
fcis-13146	48	15	,	,	PUNCT
fcis-13146	48	16	the	the	DET
fcis-13146	48	17	appropriate	appropriate	ADJ
fcis-13146	48	18	target	target	NOUN
fcis-13146	48	19	tracking	tracking	NOUN
fcis-13146	48	20	algorithm	algorithm	NOUN
fcis-13146	48	21	for	for	ADP
fcis-13146	48	22	the	the	DET
fcis-13146	48	23	vehicle	vehicle	NOUN
fcis-13146	48	24	in	in	ADP
fcis-13146	48	25	the	the	DET
fcis-13146	48	26	traffic	traffic	NOUN
fcis-13146	48	27	video	video	NOUN
fcis-13146	48	28	of	of	ADP
fcis-13146	48	29	the	the	DET
fcis-13146	48	30	research	research	NOUN
fcis-13146	48	31	object	object	NOUN
fcis-13146	48	32	of	of	ADP
fcis-13146	48	33	this	this	DET
fcis-13146	48	34	paper	paper	NOUN
fcis-13146	48	35	is	be	AUX
fcis-13146	48	36	given	give	VERB
fcis-13146	48	37	,	,	PUNCT
fcis-13146	48	38	and	and	CCONJ
fcis-13146	48	39	the	the	DET
fcis-13146	48	40	relevant	relevant	ADJ
fcis-13146	48	41	analysis	analysis	NOUN
fcis-13146	48	42	is	be	AUX
fcis-13146	48	43	carried	carry	VERB
fcis-13146	48	44	out	out	ADP
fcis-13146	48	45	.	.	PUNCT
fcis-13146	49	1	(	(	PUNCT
fcis-13146	49	2	2	2	X
fcis-13146	49	3	)	)	PUNCT
fcis-13146	49	4	aiming	aim	VERB
fcis-13146	49	5	at	at	ADP
fcis-13146	49	6	the	the	DET
fcis-13146	49	7	demand	demand	NOUN
fcis-13146	49	8	of	of	ADP
fcis-13146	49	9	accuracy	accuracy	NOUN
fcis-13146	49	10	and	and	CCONJ
fcis-13146	49	11	real	real	ADJ
fcis-13146	49	12	-	-	PUNCT
fcis-13146	49	13	time	time	NOUN
fcis-13146	49	14	in	in	ADP
fcis-13146	49	15	traffic	traffic	NOUN
fcis-13146	49	16	video	video	NOUN
fcis-13146	49	17	,	,	PUNCT
fcis-13146	49	18	a	a	DET
fcis-13146	49	19	solution	solution	NOUN
fcis-13146	49	20	of	of	ADP
fcis-13146	49	21	yolo	yolo	ADJ
fcis-13146	49	22	v3	v3	PROPN
fcis-13146	49	23	network	network	NOUN
fcis-13146	49	24	combined	combine	VERB
fcis-13146	49	25	with	with	ADP
fcis-13146	49	26	deep	deep	ADJ
fcis-13146	49	27	-	-	PUNCT
fcis-13146	49	28	sort	sort	NOUN
fcis-13146	49	29	algorithm	algorithm	NOUN
fcis-13146	49	30	is	be	AUX
fcis-13146	49	31	proposed	propose	VERB
fcis-13146	49	32	.	.	PUNCT
fcis-13146	50	1	the	the	DET
fcis-13146	50	2	yolo	yolo	ADJ
fcis-13146	50	3	network	network	NOUN
fcis-13146	50	4	is	be	AUX
fcis-13146	50	5	used	use	VERB
fcis-13146	50	6	as	as	ADP
fcis-13146	50	7	the	the	DET
fcis-13146	50	8	baseline	baseline	NOUN
fcis-13146	50	9	network	network	NOUN
fcis-13146	50	10	,	,	PUNCT
fcis-13146	50	11	the	the	DET
fcis-13146	50	12	network	network	NOUN
fcis-13146	50	13	is	be	AUX
fcis-13146	50	14	trained	train	VERB
fcis-13146	50	15	with	with	ADP
fcis-13146	50	16	selfcollected	selfcollecte	VERB
fcis-13146	50	17	data	datum	NOUN
fcis-13146	50	18	set	set	NOUN
fcis-13146	50	19	,	,	PUNCT
fcis-13146	50	20	and	and	CCONJ
fcis-13146	50	21	the	the	DET
fcis-13146	50	22	vehicle	vehicle	NOUN
fcis-13146	50	23	tracking	tracking	NOUN
fcis-13146	50	24	algorithm	algorithm	NOUN
fcis-13146	50	25	is	be	AUX
fcis-13146	50	26	combined	combine	VERB
fcis-13146	50	27	to	to	PART
fcis-13146	50	28	obtain	obtain	VERB
fcis-13146	50	29	the	the	DET
fcis-13146	50	30	vehicle	vehicle	NOUN
fcis-13146	50	31	detection	detection	NOUN
fcis-13146	50	32	results	result	NOUN
fcis-13146	50	33	that	that	PRON
fcis-13146	50	34	can	can	AUX
fcis-13146	50	35	be	be	AUX
fcis-13146	50	36	used	use	VERB
fcis-13146	50	37	to	to	PART
fcis-13146	50	38	initialize	initialize	VERB
fcis-13146	50	39	the	the	DET
fcis-13146	50	40	tracking	tracking	NOUN
fcis-13146	50	41	algorithm	algorithm	NOUN
fcis-13146	50	42	.	.	PUNCT
fcis-13146	51	1	after	after	ADP
fcis-13146	51	2	that	that	PRON
fcis-13146	51	3	,	,	PUNCT
fcis-13146	51	4	the	the	DET
fcis-13146	51	5	vehicle	vehicle	NOUN
fcis-13146	51	6	detection	detection	NOUN
fcis-13146	51	7	results	result	NOUN
fcis-13146	51	8	obtained	obtain	VERB
fcis-13146	51	9	by	by	ADP
fcis-13146	51	10	the	the	DET
fcis-13146	51	11	above	above	ADJ
fcis-13146	51	12	algorithm	algorithm	NOUN
fcis-13146	51	13	and	and	CCONJ
fcis-13146	51	14	deepsort	deepsort	NOUN
fcis-13146	51	15	are	be	AUX
fcis-13146	51	16	combined	combine	VERB
fcis-13146	51	17	to	to	PART
fcis-13146	51	18	realize	realize	VERB
fcis-13146	51	19	vehicle	vehicle	NOUN
fcis-13146	51	20	tracking	tracking	NOUN
fcis-13146	51	21	.	.	PUNCT
fcis-13146	52	1	(	(	PUNCT
fcis-13146	52	2	3	3	X
fcis-13146	52	3	)	)	PUNCT
fcis-13146	52	4	using	use	VERB
fcis-13146	52	5	self	self	NOUN
fcis-13146	52	6	-	-	PUNCT
fcis-13146	52	7	collected	collect	VERB
fcis-13146	52	8	data	datum	NOUN
fcis-13146	52	9	set	set	VERB
fcis-13146	52	10	,	,	PUNCT
fcis-13146	52	11	the	the	DET
fcis-13146	52	12	video	video	NOUN
fcis-13146	52	13	duration	duration	NOUN
fcis-13146	52	14	of	of	ADP
fcis-13146	52	15	the	the	DET
fcis-13146	52	16	test	test	NOUN
fcis-13146	52	17	set	set	NOUN
fcis-13146	52	18	is	be	AUX
fcis-13146	52	19	32s	32s	NUM
fcis-13146	52	20	,	,	PUNCT
fcis-13146	52	21	and	and	CCONJ
fcis-13146	52	22	the	the	DET
fcis-13146	52	23	training	training	NOUN
fcis-13146	52	24	set	set	NOUN
fcis-13146	52	25	includes	include	VERB
fcis-13146	52	26	1166	1166	NUM
fcis-13146	52	27	pictures	picture	NOUN
fcis-13146	52	28	for	for	ADP
fcis-13146	52	29	training	training	NOUN
fcis-13146	52	30	and	and	CCONJ
fcis-13146	52	31	verifying	verify	VERB
fcis-13146	52	32	the	the	DET
fcis-13146	52	33	target	target	NOUN
fcis-13146	52	34	recognizer	recognizer	NOUN
fcis-13146	52	35	based	base	VERB
fcis-13146	52	36	on	on	ADP
fcis-13146	52	37	yolo	yolo	ADJ
fcis-13146	52	38	network	network	NOUN
fcis-13146	52	39	;	;	PUNCT
fcis-13146	52	40	the	the	DET
fcis-13146	52	41	open	open	ADJ
fcis-13146	52	42	-	-	PUNCT
fcis-13146	52	43	source	source	NOUN
fcis-13146	52	44	vehicle	vehicle	NOUN
fcis-13146	52	45	depth	depth	NOUN
fcis-13146	52	46	feature	feature	NOUN
fcis-13146	52	47	dataset	dataset	NOUN
fcis-13146	52	48	is	be	AUX
fcis-13146	52	49	used	use	VERB
fcis-13146	52	50	to	to	PART
fcis-13146	52	51	train	train	VERB
fcis-13146	52	52	the	the	DET
fcis-13146	52	53	model	model	NOUN
fcis-13146	52	54	,	,	PUNCT
fcis-13146	52	55	and	and	CCONJ
fcis-13146	52	56	the	the	DET
fcis-13146	52	57	depth	depth	NOUN
fcis-13146	52	58	feature	feature	NOUN
fcis-13146	52	59	weight	weight	NOUN
fcis-13146	52	60	file	file	NOUN
fcis-13146	52	61	of	of	ADP
fcis-13146	52	62	deep	deep	ADJ
fcis-13146	52	63	-	-	PUNCT
fcis-13146	52	64	sort	sort	NOUN
fcis-13146	52	65	tracking	tracking	NOUN
fcis-13146	52	66	algorithm	algorithm	NOUN
fcis-13146	52	67	is	be	AUX
fcis-13146	52	68	obtained	obtain	VERB
fcis-13146	52	69	.	.	PUNCT
fcis-13146	53	1	then	then	ADV
fcis-13146	53	2	on	on	ADP
fcis-13146	53	3	the	the	DET
fcis-13146	53	4	basis	basis	NOUN
fcis-13146	53	5	of	of	ADP
fcis-13146	53	6	the	the	DET
fcis-13146	53	7	weight	weight	NOUN
fcis-13146	53	8	file	file	NOUN
fcis-13146	53	9	,	,	PUNCT
fcis-13146	53	10	the	the	DET
fcis-13146	53	11	final	final	ADJ
fcis-13146	53	12	measurement	measurement	NOUN
fcis-13146	53	13	is	be	AUX
fcis-13146	53	14	raised	raise	VERB
fcis-13146	53	15	the	the	DET
fcis-13146	53	16	scheme	scheme	NOUN
fcis-13146	53	17	has	have	VERB
fcis-13146	53	18	the	the	DET
fcis-13146	53	19	advantage	advantage	NOUN
fcis-13146	53	20	of	of	ADP
fcis-13146	53	21	being	be	AUX
fcis-13146	53	22	more	more	ADV
fcis-13146	53	23	accurate	accurate	ADJ
fcis-13146	53	24	.	.	PUNCT
fcis-13146	54	1	3.2	3.2	NUM
fcis-13146	54	2	.	.	PUNCT
fcis-13146	55	1	main	main	ADJ
fcis-13146	55	2	research	research	NOUN
fcis-13146	55	3	methods	method	NOUN
fcis-13146	55	4	first	first	ADV
fcis-13146	55	5	of	of	ADP
fcis-13146	55	6	all	all	PRON
fcis-13146	55	7	,	,	PUNCT
fcis-13146	55	8	by	by	ADP
fcis-13146	55	9	consulting	consult	VERB
fcis-13146	55	10	relevant	relevant	ADJ
fcis-13146	55	11	books	book	NOUN
fcis-13146	55	12	and	and	CCONJ
fcis-13146	55	13	literature	literature	NOUN
fcis-13146	55	14	,	,	PUNCT
fcis-13146	55	15	learn	learn	VERB
fcis-13146	55	16	the	the	DET
fcis-13146	55	17	relevant	relevant	ADJ
fcis-13146	55	18	knowledge	knowledge	NOUN
fcis-13146	55	19	of	of	ADP
fcis-13146	55	20	deep	deep	ADJ
fcis-13146	55	21	learning	learning	NOUN
fcis-13146	55	22	,	,	PUNCT
fcis-13146	55	23	install	install	NOUN
fcis-13146	55	24	programming	programming	NOUN
fcis-13146	55	25	software	software	NOUN
fcis-13146	55	26	and	and	CCONJ
fcis-13146	55	27	related	relate	VERB
fcis-13146	55	28	function	function	NOUN
fcis-13146	55	29	libraries	library	NOUN
fcis-13146	55	30	,	,	PUNCT
fcis-13146	55	31	and	and	CCONJ
fcis-13146	55	32	complete	complete	VERB
fcis-13146	55	33	the	the	DET
fcis-13146	55	34	preliminary	preliminary	ADJ
fcis-13146	55	35	preparation	preparation	NOUN
fcis-13146	55	36	for	for	ADP
fcis-13146	55	37	design	design	NOUN
fcis-13146	55	38	.	.	PUNCT
fcis-13146	56	1	then	then	ADV
fcis-13146	56	2	,	,	PUNCT
fcis-13146	56	3	the	the	DET
fcis-13146	56	4	data	datum	NOUN
fcis-13146	56	5	set	set	VERB
fcis-13146	56	6	is	be	AUX
fcis-13146	56	7	made	make	VERB
fcis-13146	56	8	,	,	PUNCT
fcis-13146	56	9	the	the	DET
fcis-13146	56	10	input	input	NOUN
fcis-13146	56	11	video	video	NOUN
fcis-13146	56	12	image	image	NOUN
fcis-13146	56	13	is	be	AUX
fcis-13146	56	14	scaled	scale	VERB
fcis-13146	56	15	normalized	normalize	VERB
fcis-13146	56	16	,	,	PUNCT
fcis-13146	56	17	the	the	DET
fcis-13146	56	18	neural	neural	ADJ
fcis-13146	56	19	network	network	NOUN
fcis-13146	56	20	is	be	AUX
fcis-13146	56	21	trained	train	VERB
fcis-13146	56	22	and	and	CCONJ
fcis-13146	56	23	tested	test	VERB
fcis-13146	56	24	,	,	PUNCT
fcis-13146	56	25	and	and	CCONJ
fcis-13146	56	26	the	the	DET
fcis-13146	56	27	vehicle	vehicle	NOUN
fcis-13146	56	28	recognition	recognition	NOUN
fcis-13146	56	29	function	function	NOUN
fcis-13146	56	30	is	be	AUX
fcis-13146	56	31	realized	realize	VERB
fcis-13146	56	32	.	.	PUNCT
fcis-13146	57	1	the	the	DET
fcis-13146	57	2	vehicle	vehicle	NOUN
fcis-13146	57	3	target	target	NOUN
fcis-13146	57	4	recognition	recognition	NOUN
fcis-13146	57	5	frame	frame	NOUN
fcis-13146	57	6	identified	identify	VERB
fcis-13146	57	7	by	by	ADP
fcis-13146	57	8	yolo	yolo	PROPN
fcis-13146	57	9	v3	v3	PROPN
fcis-13146	57	10	is	be	AUX
fcis-13146	57	11	compared	compare	VERB
fcis-13146	57	12	with	with	ADP
fcis-13146	57	13	the	the	DET
fcis-13146	57	14	kalman	kalman	PROPN
fcis-13146	57	15	filter	filter	NOUN
fcis-13146	57	16	prediction	prediction	NOUN
fcis-13146	57	17	frame	frame	NOUN
fcis-13146	57	18	from	from	ADP
fcis-13146	57	19	the	the	DET
fcis-13146	57	20	previous	previous	ADJ
fcis-13146	57	21	frame	frame	NOUN
fcis-13146	57	22	,	,	PUNCT
fcis-13146	57	23	and	and	CCONJ
fcis-13146	57	24	the	the	DET
fcis-13146	57	25	markov	markov	NOUN
fcis-13146	57	26	distance	distance	NOUN
fcis-13146	57	27	and	and	CCONJ
fcis-13146	57	28	minimum	minimum	ADJ
fcis-13146	57	29	cosine	cosine	NOUN
fcis-13146	57	30	distance	distance	NOUN
fcis-13146	57	31	of	of	ADP
fcis-13146	57	32	the	the	DET
fcis-13146	57	33	feature	feature	NOUN
fcis-13146	57	34	vector	vector	NOUN
fcis-13146	57	35	between	between	ADP
fcis-13146	57	36	them	they	PRON
fcis-13146	57	37	are	be	AUX
fcis-13146	57	38	calculated	calculate	VERB
fcis-13146	57	39	respectively	respectively	ADV
fcis-13146	57	40	,	,	PUNCT
fcis-13146	57	41	and	and	CCONJ
fcis-13146	57	42	fused	fuse	VERB
fcis-13146	57	43	into	into	ADP
fcis-13146	57	44	a	a	DET
fcis-13146	57	45	correlation	correlation	NOUN
fcis-13146	57	46	matrix	matrix	NOUN
fcis-13146	57	47	.	.	PUNCT
fcis-13146	58	1	the	the	DET
fcis-13146	58	2	tracking	tracking	NOUN
fcis-13146	58	3	prediction	prediction	NOUN
fcis-13146	58	4	frame	frame	NOUN
fcis-13146	58	5	and	and	CCONJ
fcis-13146	58	6	the	the	DET
fcis-13146	58	7	current	current	ADJ
fcis-13146	58	8	frame	frame	NOUN
fcis-13146	58	9	identification	identification	NOUN
fcis-13146	58	10	frame	frame	NOUN
fcis-13146	58	11	are	be	AUX
fcis-13146	58	12	matched	match	VERB
fcis-13146	58	13	using	use	VERB
fcis-13146	58	14	the	the	DET
fcis-13146	58	15	hungarian	hungarian	ADJ
fcis-13146	58	16	algorithm	algorithm	NOUN
fcis-13146	58	17	.	.	PUNCT
fcis-13146	59	1	if	if	SCONJ
fcis-13146	59	2	the	the	DET
fcis-13146	59	3	matching	matching	NOUN
fcis-13146	59	4	fails	fail	VERB
fcis-13146	59	5	,	,	PUNCT
fcis-13146	59	6	it	it	PRON
fcis-13146	59	7	is	be	AUX
fcis-13146	59	8	considered	consider	VERB
fcis-13146	59	9	that	that	SCONJ
fcis-13146	59	10	the	the	DET
fcis-13146	59	11	time	time	NOUN
fcis-13146	59	12	t	t	NOUN
fcis-13146	59	13	from	from	ADP
fcis-13146	59	14	the	the	DET
fcis-13146	59	15	last	last	ADJ
fcis-13146	59	16	matching	matching	NOUN
fcis-13146	59	17	to	to	ADP
fcis-13146	59	18	the	the	DET
fcis-13146	59	19	target	target	NOUN
fcis-13146	59	20	exceeds	exceed	VERB
fcis-13146	59	21	the	the	DET
fcis-13146	59	22	set	set	ADJ
fcis-13146	59	23	critical	critical	ADJ
fcis-13146	59	24	value	value	NOUN
fcis-13146	59	25	,	,	PUNCT
fcis-13146	59	26	then	then	ADV
fcis-13146	59	27	the	the	DET
fcis-13146	59	28	track	track	NOUN
fcis-13146	59	29	is	be	AUX
fcis-13146	59	30	deleted	delete	VERB
fcis-13146	59	31	,	,	PUNCT
fcis-13146	59	32	otherwise	otherwise	ADV
fcis-13146	59	33	the	the	DET
fcis-13146	59	34	track	track	NOUN
fcis-13146	59	35	is	be	AUX
fcis-13146	59	36	maintained	maintain	VERB
fcis-13146	59	37	.	.	PUNCT
fcis-13146	60	1	if	if	SCONJ
fcis-13146	60	2	the	the	DET
fcis-13146	60	3	match	match	NOUN
fcis-13146	60	4	is	be	AUX
fcis-13146	60	5	successful	successful	ADJ
fcis-13146	60	6	,	,	PUNCT
fcis-13146	60	7	it	it	PRON
fcis-13146	60	8	is	be	AUX
fcis-13146	60	9	considered	consider	VERB
fcis-13146	60	10	that	that	SCONJ
fcis-13146	60	11	the	the	DET
fcis-13146	60	12	target	target	NOUN
fcis-13146	60	13	is	be	AUX
fcis-13146	60	14	in	in	ADP
fcis-13146	60	15	the	the	DET
fcis-13146	60	16	recognized	recognize	VERB
fcis-13146	60	17	state	state	NOUN
fcis-13146	60	18	and	and	CCONJ
fcis-13146	60	19	has	have	AUX
fcis-13146	60	20	not	not	PART
fcis-13146	60	21	been	be	AUX
fcis-13146	60	22	lost	lose	VERB
fcis-13146	60	23	,	,	PUNCT
fcis-13146	60	24	which	which	PRON
fcis-13146	60	25	can	can	AUX
fcis-13146	60	26	be	be	AUX
fcis-13146	60	27	used	use	VERB
fcis-13146	60	28	as	as	ADP
fcis-13146	60	29	the	the	DET
fcis-13146	60	30	final	final	ADJ
fcis-13146	60	31	result	result	NOUN
fcis-13146	60	32	4	4	NUM
fcis-13146	60	33	.	.	X
fcis-13146	60	34	system	system	NOUN
fcis-13146	60	35	implementation	implementation	NOUN
fcis-13146	60	36	and	and	CCONJ
fcis-13146	60	37	result	result	VERB
fcis-13146	60	38	analysis	analysis	NOUN
fcis-13146	60	39	4.1	4.1	NUM
fcis-13146	60	40	.	.	PUNCT
fcis-13146	61	1	data	datum	NOUN
fcis-13146	61	2	set	set	VERB
fcis-13146	61	3	collection	collection	NOUN
fcis-13146	61	4	and	and	CCONJ
fcis-13146	61	5	processing	process	VERB
fcis-13146	61	6	the	the	DET
fcis-13146	61	7	data	datum	NOUN
fcis-13146	61	8	set	set	VERB
fcis-13146	61	9	used	use	VERB
fcis-13146	61	10	in	in	ADP
fcis-13146	61	11	this	this	DET
fcis-13146	61	12	project	project	NOUN
fcis-13146	61	13	mainly	mainly	ADV
fcis-13146	61	14	includes	include	VERB
fcis-13146	61	15	two	two	NUM
fcis-13146	61	16	parts	part	NOUN
fcis-13146	61	17	.	.	PUNCT
fcis-13146	62	1	the	the	DET
fcis-13146	62	2	first	first	ADJ
fcis-13146	62	3	part	part	NOUN
fcis-13146	62	4	is	be	AUX
fcis-13146	62	5	the	the	DET
fcis-13146	62	6	traffic	traffic	NOUN
fcis-13146	62	7	data	datum	NOUN
fcis-13146	62	8	set	set	VERB
fcis-13146	62	9	collected	collect	VERB
fcis-13146	62	10	from	from	ADP
fcis-13146	62	11	the	the	DET
fcis-13146	62	12	middle	middle	ADJ
fcis-13146	62	13	part	part	NOUN
fcis-13146	62	14	of	of	ADP
fcis-13146	62	15	the	the	DET
fcis-13146	62	16	south	south	ADJ
fcis-13146	62	17	second	second	ADJ
fcis-13146	62	18	ring	ring	NOUN
fcis-13146	62	19	road	road	NOUN
fcis-13146	62	20	of	of	ADP
fcis-13146	62	21	xi	xi	ADP
fcis-13146	62	22	'	'	PUNCT
fcis-13146	62	23	an	an	DET
fcis-13146	62	24	city	city	NOUN
fcis-13146	62	25	,	,	PUNCT
fcis-13146	62	26	which	which	PRON
fcis-13146	62	27	is	be	AUX
fcis-13146	62	28	mainly	mainly	ADV
fcis-13146	62	29	used	use	VERB
fcis-13146	62	30	for	for	ADP
fcis-13146	62	31	the	the	DET
fcis-13146	62	32	training	training	NOUN
fcis-13146	62	33	and	and	CCONJ
fcis-13146	62	34	testing	testing	NOUN
fcis-13146	62	35	of	of	ADP
fcis-13146	62	36	yolo	yolo	PROPN
fcis-13146	62	37	v3	v3	PROPN
fcis-13146	62	38	neural	neural	ADJ
fcis-13146	62	39	network	network	NOUN
fcis-13146	62	40	.	.	PUNCT
fcis-13146	63	1	the	the	DET
fcis-13146	63	2	collected	collect	VERB
fcis-13146	63	3	vehicle	vehicle	NOUN
fcis-13146	63	4	data	datum	NOUN
fcis-13146	63	5	set	set	VERB
fcis-13146	63	6	is	be	AUX
fcis-13146	63	7	processed	process	VERB
fcis-13146	63	8	using	use	VERB
fcis-13146	63	9	labeling	labeling	NOUN
fcis-13146	63	10	,	,	PUNCT
fcis-13146	63	11	and	and	CCONJ
fcis-13146	63	12	the	the	DET
fcis-13146	63	13	vehicles	vehicle	NOUN
fcis-13146	63	14	are	be	AUX
fcis-13146	63	15	divided	divide	VERB
fcis-13146	63	16	into	into	ADP
fcis-13146	63	17	five	five	NUM
fcis-13146	63	18	categories	category	NOUN
fcis-13146	63	19	:	:	PUNCT
fcis-13146	63	20	car	car	NOUN
fcis-13146	63	21	,	,	PUNCT
fcis-13146	63	22	taxi	taxi	NOUN
fcis-13146	63	23	,	,	PUNCT
fcis-13146	63	24	minivan	minivan	NOUN
fcis-13146	63	25	,	,	PUNCT
fcis-13146	63	26	truck	truck	NOUN
fcis-13146	63	27	and	and	CCONJ
fcis-13146	63	28	motorcycle	motorcycle	NOUN
fcis-13146	63	29	,	,	PUNCT
fcis-13146	63	30	so	so	SCONJ
fcis-13146	63	31	as	as	SCONJ
fcis-13146	63	32	to	to	PART
fcis-13146	63	33	facilitate	facilitate	VERB
fcis-13146	63	34	and	and	CCONJ
fcis-13146	63	35	better	well	ADV
fcis-13146	63	36	identify	identify	VERB
fcis-13146	63	37	the	the	DET
fcis-13146	63	38	vehicle	vehicle	NOUN
fcis-13146	63	39	target	target	NOUN
fcis-13146	63	40	.	.	PUNCT
fcis-13146	64	1	after	after	SCONJ
fcis-13146	64	2	the	the	DET
fcis-13146	64	3	annotation	annotation	NOUN
fcis-13146	64	4	is	be	AUX
fcis-13146	64	5	completed	complete	VERB
fcis-13146	64	6	,	,	PUNCT
fcis-13146	64	7	the	the	DET
fcis-13146	64	8	corresponding	correspond	VERB
fcis-13146	64	9	xml	xml	NOUN
fcis-13146	64	10	document	document	NOUN
fcis-13146	64	11	is	be	AUX
fcis-13146	64	12	obtained	obtain	VERB
fcis-13146	64	13	.	.	PUNCT
fcis-13146	65	1	that	that	PRON
fcis-13146	65	2	is	be	AUX
fcis-13146	65	3	,	,	PUNCT
fcis-13146	65	4	pascal	pascal	PROPN
fcis-13146	65	5	voc	voc	PROPN
fcis-13146	65	6	standard	standard	ADJ
fcis-13146	65	7	format	format	NOUN
fcis-13146	65	8	annotations	annotation	NOUN
fcis-13146	65	9	.	.	PUNCT
fcis-13146	66	1	in	in	ADP
fcis-13146	66	2	this	this	DET
fcis-13146	66	3	format	format	NOUN
fcis-13146	66	4	,	,	PUNCT
fcis-13146	66	5	the	the	DET
fcis-13146	66	6	first	first	ADJ
fcis-13146	66	7	column	column	NOUN
fcis-13146	66	8	is	be	AUX
fcis-13146	66	9	the	the	DET
fcis-13146	66	10	label	label	NOUN
fcis-13146	66	11	name	name	NOUN
fcis-13146	66	12	,	,	PUNCT
fcis-13146	66	13	the	the	DET
fcis-13146	66	14	second	second	ADJ
fcis-13146	66	15	column	column	NOUN
fcis-13146	66	16	is	be	AUX
fcis-13146	66	17	the	the	DET
fcis-13146	66	18	relative	relative	ADJ
fcis-13146	66	19	coordinate	coordinate	NOUN
fcis-13146	66	20	of	of	ADP
fcis-13146	66	21	the	the	DET
fcis-13146	66	22	center	center	NOUN
fcis-13146	66	23	point	point	NOUN
fcis-13146	66	24	x	x	PRON
fcis-13146	66	25	,	,	PUNCT
fcis-13146	66	26	the	the	DET
fcis-13146	66	27	third	third	ADJ
fcis-13146	66	28	column	column	NOUN
fcis-13146	66	29	is	be	AUX
fcis-13146	66	30	the	the	DET
fcis-13146	66	31	relative	relative	ADJ
fcis-13146	66	32	coordinate	coordinate	NOUN
fcis-13146	66	33	of	of	ADP
fcis-13146	66	34	the	the	DET
fcis-13146	66	35	center	center	NOUN
fcis-13146	66	36	point	point	VERB
fcis-13146	66	37	y	y	PROPN
fcis-13146	66	38	,	,	PUNCT
fcis-13146	66	39	the	the	DET
fcis-13146	66	40	fourth	fourth	ADJ
fcis-13146	66	41	column	column	NOUN
fcis-13146	66	42	is	be	AUX
fcis-13146	66	43	the	the	DET
fcis-13146	66	44	relative	relative	ADJ
fcis-13146	66	45	coordinate	coordinate	NOUN
fcis-13146	66	46	of	of	ADP
fcis-13146	66	47	the	the	DET
fcis-13146	66	48	width	width	NOUN
fcis-13146	66	49	,	,	PUNCT
fcis-13146	66	50	and	and	CCONJ
fcis-13146	66	51	the	the	DET
fcis-13146	66	52	fifth	fifth	ADJ
fcis-13146	66	53	column	column	NOUN
fcis-13146	66	54	is	be	AUX
fcis-13146	66	55	the	the	DET
fcis-13146	66	56	relative	relative	ADJ
fcis-13146	66	57	coordinate	coordinate	NOUN
fcis-13146	66	58	the	the	DET
fcis-13146	66	59	high	high	ADJ
fcis-13146	66	60	relative	relative	ADJ
fcis-13146	66	61	coordinate	coordinate	NOUN
fcis-13146	66	62	,	,	PUNCT
fcis-13146	66	63	in	in	ADP
fcis-13146	66	64	this	this	DET
fcis-13146	66	65	case	case	NOUN
fcis-13146	66	66	,	,	PUNCT
fcis-13146	66	67	corresponds	correspond	VERB
fcis-13146	66	68	to	to	ADP
fcis-13146	66	69	the	the	DET
fcis-13146	66	70	reading	reading	NOUN
fcis-13146	66	71	of	of	ADP
fcis-13146	66	72	*	*	PUNCT
fcis-13146	66	73	xyxy	xyxy	PROPN
fcis-13146	66	74	in	in	ADP
fcis-13146	66	75	the	the	DET
fcis-13146	66	76	yolo	yolo	ADJ
fcis-13146	66	77	v3	v3	PROPN
fcis-13146	66	78	object	object	NOUN
fcis-13146	66	79	identifier	identifier	NOUN
fcis-13146	66	80	in	in	ADP
fcis-13146	66	81	chapter	chapter	NOUN
fcis-13146	66	82	3	3	NUM
fcis-13146	66	83	.	.	PUNCT
fcis-13146	67	1	for	for	ADP
fcis-13146	67	2	this	this	DET
fcis-13146	67	3	part	part	NOUN
fcis-13146	67	4	of	of	ADP
fcis-13146	67	5	data	datum	NOUN
fcis-13146	67	6	set	set	VERB
fcis-13146	67	7	,	,	PUNCT
fcis-13146	67	8	it	it	PRON
fcis-13146	67	9	is	be	AUX
fcis-13146	67	10	divided	divide	VERB
fcis-13146	67	11	into	into	ADP
fcis-13146	67	12	training	training	NOUN
fcis-13146	67	13	set	set	NOUN
fcis-13146	67	14	,	,	PUNCT
fcis-13146	67	15	verification	verification	NOUN
fcis-13146	67	16	set	set	NOUN
fcis-13146	67	17	and	and	CCONJ
fcis-13146	67	18	test	test	NOUN
fcis-13146	67	19	set	set	VERB
fcis-13146	67	20	according	accord	VERB
fcis-13146	67	21	to	to	ADP
fcis-13146	67	22	training	training	NOUN
fcis-13146	67	23	and	and	CCONJ
fcis-13146	67	24	identification	identification	NOUN
fcis-13146	67	25	requirements	requirement	NOUN
fcis-13146	67	26	,	,	PUNCT
fcis-13146	67	27	in	in	ADP
fcis-13146	67	28	which	which	PRON
fcis-13146	67	29	the	the	DET
fcis-13146	67	30	training	training	NOUN
fcis-13146	67	31	verification	verification	NOUN
fcis-13146	67	32	set	set	NOUN
fcis-13146	67	33	accounts	account	NOUN
fcis-13146	67	34	for	for	ADP
fcis-13146	67	35	80	80	NUM
fcis-13146	67	36	%	%	NOUN
fcis-13146	67	37	of	of	ADP
fcis-13146	67	38	the	the	DET
fcis-13146	67	39	total	total	ADJ
fcis-13146	67	40	data	datum	NOUN
fcis-13146	67	41	set	set	VERB
fcis-13146	67	42	,	,	PUNCT
fcis-13146	67	43	the	the	DET
fcis-13146	67	44	test	test	NOUN
fcis-13146	67	45	set	set	VERB
fcis-13146	67	46	accounts	account	NOUN
fcis-13146	67	47	for	for	ADP
fcis-13146	67	48	20	20	NUM
fcis-13146	67	49	%	%	NOUN
fcis-13146	67	50	of	of	ADP
fcis-13146	67	51	the	the	DET
fcis-13146	67	52	total	total	ADJ
fcis-13146	67	53	data	datum	NOUN
fcis-13146	67	54	set	set	VERB
fcis-13146	67	55	,	,	PUNCT
fcis-13146	67	56	80	80	NUM
fcis-13146	67	57	%	%	NOUN
fcis-13146	67	58	of	of	ADP
fcis-13146	67	59	the	the	DET
fcis-13146	67	60	training	training	NOUN
fcis-13146	67	61	verification	verification	NOUN
fcis-13146	67	62	set	set	NOUN
fcis-13146	67	63	is	be	AUX
fcis-13146	67	64	the	the	DET
fcis-13146	67	65	training	training	NOUN
fcis-13146	67	66	set	set	NOUN
fcis-13146	67	67	,	,	PUNCT
fcis-13146	67	68	and	and	CCONJ
fcis-13146	67	69	20	20	NUM
fcis-13146	67	70	%	%	NOUN
fcis-13146	67	71	is	be	AUX
fcis-13146	67	72	the	the	DET
fcis-13146	67	73	verification	verification	NOUN
fcis-13146	67	74	set	set	NOUN
fcis-13146	67	75	.	.	PUNCT
fcis-13146	68	1	after	after	SCONJ
fcis-13146	68	2	a	a	DET
fcis-13146	68	3	trainable	trainable	ADJ
fcis-13146	68	4	data	datum	NOUN
fcis-13146	68	5	set	set	VERB
fcis-13146	68	6	is	be	AUX
fcis-13146	68	7	obtained	obtain	VERB
fcis-13146	68	8	,	,	PUNCT
fcis-13146	68	9	the	the	DET
fcis-13146	68	10	yolo	yolo	ADJ
fcis-13146	68	11	v3	v3	PROPN
fcis-13146	68	12	target	target	NOUN
fcis-13146	68	13	recognizer	recognizer	NOUN
fcis-13146	68	14	is	be	AUX
fcis-13146	68	15	trained	train	VERB
fcis-13146	68	16	using	use	VERB
fcis-13146	68	17	this	this	DET
fcis-13146	68	18	data	datum	NOUN
fcis-13146	68	19	set	set	VERB
fcis-13146	68	20	.	.	PUNCT
fcis-13146	69	1	then	then	ADV
fcis-13146	69	2	deep	deep	ADJ
fcis-13146	69	3	-	-	PUNCT
fcis-13146	69	4	sort	sort	NOUN
fcis-13146	69	5	can	can	AUX
fcis-13146	69	6	be	be	AUX
fcis-13146	69	7	trained	train	VERB
fcis-13146	69	8	based	base	VERB
fcis-13146	69	9	on	on	ADP
fcis-13146	69	10	this	this	DET
fcis-13146	69	11	part	part	NOUN
fcis-13146	69	12	of	of	ADP
fcis-13146	69	13	the	the	DET
fcis-13146	69	14	data	datum	NOUN
fcis-13146	69	15	set	set	VERB
fcis-13146	69	16	,	,	PUNCT
fcis-13146	69	17	so	so	SCONJ
fcis-13146	69	18	as	as	SCONJ
fcis-13146	69	19	to	to	PART
fcis-13146	69	20	achieve	achieve	VERB
fcis-13146	69	21	the	the	DET
fcis-13146	69	22	functional	functional	ADJ
fcis-13146	69	23	purpose	purpose	NOUN
fcis-13146	69	24	of	of	ADP
fcis-13146	69	25	tracking	track	VERB
fcis-13146	69	26	142	142	NUM
fcis-13146	69	27	vehicles	vehicle	NOUN
fcis-13146	69	28	.	.	PUNCT
fcis-13146	70	1	4.2	4.2	NUM
fcis-13146	70	2	.	.	PUNCT
fcis-13146	71	1	implementation	implementation	NOUN
fcis-13146	71	2	and	and	CCONJ
fcis-13146	71	3	effect	effect	VERB
fcis-13146	71	4	analysis	analysis	NOUN
fcis-13146	71	5	based	base	VERB
fcis-13146	71	6	on	on	ADP
fcis-13146	71	7	yolo	yolo	PROPN
fcis-13146	71	8	v3	v3	PROPN
fcis-13146	71	9	identifier	identifier	NOUN
fcis-13146	71	10	4.2.1	4.2.1	NOUN
fcis-13146	71	11	.	.	PUNCT
fcis-13146	72	1	implementation	implementation	NOUN
fcis-13146	72	2	process	process	NOUN
fcis-13146	72	3	based	base	VERB
fcis-13146	72	4	on	on	ADP
fcis-13146	72	5	the	the	DET
fcis-13146	72	6	design	design	NOUN
fcis-13146	72	7	of	of	ADP
fcis-13146	72	8	yolo	yolo	PROPN
fcis-13146	72	9	v3	v3	PROPN
fcis-13146	72	10	identifier	identifier	NOUN
fcis-13146	72	11	in	in	ADP
fcis-13146	72	12	3.2	3.2	NUM
fcis-13146	72	13	and	and	CCONJ
fcis-13146	72	14	the	the	DET
fcis-13146	72	15	data	datum	NOUN
fcis-13146	72	16	set	set	VERB
fcis-13146	72	17	for	for	ADP
fcis-13146	72	18	yolo	yolo	ADJ
fcis-13146	72	19	v3	v3	PROPN
fcis-13146	72	20	target	target	NOUN
fcis-13146	72	21	identifier	identifier	NOUN
fcis-13146	72	22	in	in	ADP
fcis-13146	72	23	4.1	4.1	NUM
fcis-13146	72	24	,	,	PUNCT
fcis-13146	72	25	the	the	DET
fcis-13146	72	26	yaml	yaml	PROPN
fcis-13146	72	27	file	file	NOUN
fcis-13146	72	28	of	of	ADP
fcis-13146	72	29	data	datum	NOUN
fcis-13146	72	30	needs	need	VERB
fcis-13146	72	31	to	to	PART
fcis-13146	72	32	be	be	AUX
fcis-13146	72	33	configured	configure	VERB
fcis-13146	72	34	and	and	CCONJ
fcis-13146	72	35	copied	copy	VERB
fcis-13146	72	36	from	from	ADP
fcis-13146	72	37	yolov3	yolov3	PROPN
fcis-13146	72	38	/	/	SYM
fcis-13146	72	39	data/	data/	NUM
fcis-13146	72	40	to	to	ADP
fcis-13146	72	41	the	the	DET
fcis-13146	72	42	data	datum	NOUN
fcis-13146	72	43	set	set	VERB
fcis-13146	72	44	cars	car	NOUN
fcis-13146	72	45	file	file	VERB
fcis-13146	72	46	.	.	PUNCT
fcis-13146	73	1	after	after	ADP
fcis-13146	73	2	opening	opening	NOUN
fcis-13146	73	3	,	,	PUNCT
fcis-13146	73	4	modify	modify	VERB
fcis-13146	73	5	the	the	DET
fcis-13146	73	6	corresponding	correspond	VERB
fcis-13146	73	7	image	image	NOUN
fcis-13146	73	8	path	path	NOUN
fcis-13146	73	9	,	,	PUNCT
fcis-13146	73	10	as	as	ADV
fcis-13146	73	11	well	well	ADV
fcis-13146	73	12	as	as	ADP
fcis-13146	73	13	nc	nc	PROPN
fcis-13146	73	14	(	(	PUNCT
fcis-13146	73	15	number	number	NOUN
fcis-13146	73	16	of	of	ADP
fcis-13146	73	17	labels	label	NOUN
fcis-13146	73	18	)	)	PUNCT
fcis-13146	73	19	and	and	CCONJ
fcis-13146	73	20	name	name	NOUN
fcis-13146	73	21	(	(	PUNCT
fcis-13146	73	22	label	label	NOUN
fcis-13146	73	23	name	name	NOUN
fcis-13146	73	24	)	)	PUNCT
fcis-13146	73	25	.	.	PUNCT
fcis-13146	74	1	at	at	ADP
fcis-13146	74	2	the	the	DET
fcis-13146	74	3	same	same	ADJ
fcis-13146	74	4	time	time	NOUN
fcis-13146	74	5	,	,	PUNCT
fcis-13146	74	6	based	base	VERB
fcis-13146	74	7	on	on	ADP
fcis-13146	74	8	the	the	DET
fcis-13146	74	9	universality	universality	NOUN
fcis-13146	74	10	and	and	CCONJ
fcis-13146	74	11	vastness	vastness	ADJ
fcis-13146	74	12	of	of	ADP
fcis-13146	74	13	the	the	DET
fcis-13146	74	14	coco	coco	PROPN
fcis-13146	74	15	dataset	dataset	PROPN
fcis-13146	74	16	originally	originally	ADV
fcis-13146	74	17	used	use	VERB
fcis-13146	74	18	by	by	ADP
fcis-13146	74	19	yolo	yolo	PROPN
fcis-13146	74	20	,	,	PUNCT
fcis-13146	74	21	and	and	CCONJ
fcis-13146	74	22	containing	contain	VERB
fcis-13146	74	23	a	a	DET
fcis-13146	74	24	certain	certain	ADJ
fcis-13146	74	25	number	number	NOUN
fcis-13146	74	26	of	of	ADP
fcis-13146	74	27	vehicles	vehicle	NOUN
fcis-13146	74	28	according	accord	VERB
fcis-13146	74	29	to	to	ADP
fcis-13146	74	30	this	this	DET
fcis-13146	74	31	paper	paper	NOUN
fcis-13146	74	32	,	,	PUNCT
fcis-13146	74	33	transfer	transfer	NOUN
fcis-13146	74	34	learning	learning	NOUN
fcis-13146	74	35	method	method	NOUN
fcis-13146	74	36	can	can	AUX
fcis-13146	74	37	be	be	AUX
fcis-13146	74	38	used	use	VERB
fcis-13146	74	39	to	to	PART
fcis-13146	74	40	train	train	VERB
fcis-13146	74	41	the	the	DET
fcis-13146	74	42	vehicle	vehicle	NOUN
fcis-13146	74	43	identification	identification	NOUN
fcis-13146	74	44	system	system	NOUN
fcis-13146	74	45	.	.	PUNCT
fcis-13146	75	1	transfer	transfer	NOUN
fcis-13146	75	2	learning	learning	NOUN
fcis-13146	75	3	methods	method	NOUN
fcis-13146	75	4	can	can	AUX
fcis-13146	75	5	migrate	migrate	VERB
fcis-13146	75	6	depth	depth	NOUN
fcis-13146	75	7	and	and	CCONJ
fcis-13146	75	8	features	feature	NOUN
fcis-13146	75	9	,	,	PUNCT
fcis-13146	75	10	and	and	CCONJ
fcis-13146	75	11	can	can	AUX
fcis-13146	75	12	improve	improve	VERB
fcis-13146	75	13	and	and	CCONJ
fcis-13146	75	14	enhance	enhance	VERB
fcis-13146	75	15	the	the	DET
fcis-13146	75	16	broad	broad	ADJ
fcis-13146	75	17	performance	performance	NOUN
fcis-13146	75	18	of	of	ADP
fcis-13146	75	19	the	the	DET
fcis-13146	75	20	model	model	NOUN
fcis-13146	75	21	well	well	ADV
fcis-13146	75	22	,	,	PUNCT
fcis-13146	75	23	even	even	ADV
fcis-13146	75	24	for	for	ADP
fcis-13146	75	25	large	large	ADJ
fcis-13146	75	26	data	datum	NOUN
fcis-13146	75	27	sets	set	NOUN
fcis-13146	75	28	,	,	PUNCT
fcis-13146	75	29	and	and	CCONJ
fcis-13146	75	30	grow	grow	VERB
fcis-13146	75	31	with	with	ADP
fcis-13146	75	32	a	a	DET
fcis-13146	75	33	change	change	NOUN
fcis-13146	75	34	in	in	ADP
fcis-13146	75	35	the	the	DET
fcis-13146	75	36	number	number	NOUN
fcis-13146	75	37	of	of	ADP
fcis-13146	75	38	layers	layer	NOUN
fcis-13146	75	39	n	n	CCONJ
fcis-13146	75	40	where	where	SCONJ
fcis-13146	75	41	a	a	DET
fcis-13146	75	42	parameter	parameter	NOUN
fcis-13146	75	43	is	be	AUX
fcis-13146	75	44	fixed	fix	VERB
fcis-13146	75	45	,	,	PUNCT
fcis-13146	75	46	for	for	ADP
fcis-13146	75	47	two	two	NUM
fcis-13146	75	48	tasks	task	NOUN
fcis-13146	75	49	with	with	ADP
fcis-13146	75	50	little	little	ADJ
fcis-13146	75	51	similarity	similarity	NOUN
fcis-13146	75	52	.	.	PUNCT
fcis-13146	76	1	the	the	DET
fcis-13146	76	2	transfer	transfer	NOUN
fcis-13146	76	3	distance	distance	NOUN
fcis-13146	76	4	between	between	ADP
fcis-13146	76	5	them	they	PRON
fcis-13146	76	6	increases	increase	VERB
fcis-13146	76	7	faster	fast	ADV
fcis-13146	76	8	than	than	ADP
fcis-13146	76	9	the	the	DET
fcis-13146	76	10	transfer	transfer	NOUN
fcis-13146	76	11	distance	distance	NOUN
fcis-13146	76	12	between	between	ADP
fcis-13146	76	13	two	two	NUM
fcis-13146	76	14	tasks	task	NOUN
fcis-13146	76	15	with	with	ADP
fcis-13146	76	16	high	high	ADJ
fcis-13146	76	17	similarity	similarity	NOUN
fcis-13146	76	18	.	.	PUNCT
fcis-13146	77	1	the	the	DET
fcis-13146	77	2	more	more	ADV
fcis-13146	77	3	similar	similar	ADJ
fcis-13146	77	4	the	the	DET
fcis-13146	77	5	two	two	NUM
fcis-13146	77	6	sets	set	NOUN
fcis-13146	77	7	of	of	ADP
fcis-13146	77	8	data	datum	NOUN
fcis-13146	77	9	,	,	PUNCT
fcis-13146	77	10	the	the	PRON
fcis-13146	77	11	worse	bad	ADJ
fcis-13146	77	12	the	the	DET
fcis-13146	77	13	effect	effect	NOUN
fcis-13146	77	14	of	of	ADP
fcis-13146	77	15	deep	deep	ADJ
fcis-13146	77	16	feature	feature	NOUN
fcis-13146	77	17	transfer	transfer	NOUN
fcis-13146	77	18	training	training	NOUN
fcis-13146	77	19	.	.	PUNCT
fcis-13146	78	1	in	in	ADP
fcis-13146	78	2	the	the	DET
fcis-13146	78	3	process	process	NOUN
fcis-13146	78	4	of	of	ADP
fcis-13146	78	5	implementing	implement	VERB
fcis-13146	78	6	transfer	transfer	NOUN
fcis-13146	78	7	learning	learning	NOUN
fcis-13146	78	8	method	method	NOUN
fcis-13146	78	9	,	,	PUNCT
fcis-13146	78	10	it	it	PRON
fcis-13146	78	11	is	be	AUX
fcis-13146	78	12	necessary	necessary	ADJ
fcis-13146	78	13	to	to	PART
fcis-13146	78	14	modify	modify	VERB
fcis-13146	78	15	the	the	DET
fcis-13146	78	16	nc	nc	PROPN
fcis-13146	78	17	number	number	NOUN
fcis-13146	78	18	of	of	ADP
fcis-13146	78	19	the	the	DET
fcis-13146	78	20	model	model	NOUN
fcis-13146	78	21	file	file	NOUN
fcis-13146	78	22	that	that	PRON
fcis-13146	78	23	you	you	PRON
fcis-13146	78	24	want	want	VERB
fcis-13146	78	25	to	to	PART
fcis-13146	78	26	transfer	transfer	VERB
fcis-13146	78	27	training	training	NOUN
fcis-13146	78	28	.	.	PUNCT
fcis-13146	79	1	here	here	ADV
fcis-13146	79	2	,	,	PUNCT
fcis-13146	79	3	based	base	VERB
fcis-13146	79	4	on	on	ADP
fcis-13146	79	5	the	the	DET
fcis-13146	79	6	performance	performance	NOUN
fcis-13146	79	7	comparison	comparison	NOUN
fcis-13146	79	8	diagram	diagram	NOUN
fcis-13146	79	9	of	of	ADP
fcis-13146	79	10	each	each	DET
fcis-13146	79	11	yolo	yolo	PROPN
fcis-13146	79	12	v3	v3	PROPN
fcis-13146	79	13	pre	pre	ADJ
fcis-13146	79	14	-	-	ADJ
fcis-13146	79	15	training	training	ADJ
fcis-13146	79	16	model	model	NOUN
fcis-13146	79	17	in	in	ADP
fcis-13146	79	18	figure	figure	NOUN
fcis-13146	79	19	2	2	NUM
fcis-13146	79	20	-	-	SYM
fcis-13146	79	21	6	6	NUM
fcis-13146	79	22	,	,	PUNCT
fcis-13146	79	23	the	the	DET
fcis-13146	79	24	accuracy	accuracy	NOUN
fcis-13146	79	25	and	and	CCONJ
fcis-13146	79	26	speed	speed	NOUN
fcis-13146	79	27	are	be	AUX
fcis-13146	79	28	not	not	PART
fcis-13146	79	29	bad	bad	ADJ
fcis-13146	79	30	,	,	PUNCT
fcis-13146	79	31	and	and	CCONJ
fcis-13146	79	32	the	the	DET
fcis-13146	79	33	deployment	deployment	NOUN
fcis-13146	79	34	of	of	ADP
fcis-13146	79	35	relatively	relatively	ADV
fcis-13146	79	36	lightweight	lightweight	ADJ
fcis-13146	79	37	yolov3m.pt	yolov3m.pt	PRON
fcis-13146	79	38	file	file	NOUN
fcis-13146	79	39	is	be	AUX
fcis-13146	79	40	actually	actually	ADV
fcis-13146	79	41	the	the	DET
fcis-13146	79	42	preferred	preferred	ADJ
fcis-13146	79	43	weight	weight	NOUN
fcis-13146	79	44	file	file	NOUN
fcis-13146	79	45	for	for	ADP
fcis-13146	79	46	this	this	DET
fcis-13146	79	47	project	project	NOUN
fcis-13146	79	48	.	.	PUNCT
fcis-13146	80	1	in	in	ADP
fcis-13146	80	2	the	the	DET
fcis-13146	80	3	train.py	train.py	NUM
fcis-13146	80	4	source	source	NOUN
fcis-13146	80	5	file	file	NOUN
fcis-13146	80	6	given	give	VERB
fcis-13146	80	7	in	in	ADP
fcis-13146	80	8	the	the	DET
fcis-13146	80	9	yolov3	yolov3	PROPN
fcis-13146	80	10	source	source	PROPN
fcis-13146	80	11	code	code	PROPN
fcis-13146	80	12	,	,	PUNCT
fcis-13146	80	13	the	the	DET
fcis-13146	80	14	main	main	ADJ
fcis-13146	80	15	augment	augment	NOUN
fcis-13146	80	16	types	type	NOUN
fcis-13146	80	17	are	be	AUX
fcis-13146	80	18	as	as	SCONJ
fcis-13146	80	19	follows	follow	VERB
fcis-13146	80	20	,	,	PUNCT
fcis-13146	80	21	and	and	CCONJ
fcis-13146	80	22	their	their	PRON
fcis-13146	80	23	meanings	meaning	NOUN
fcis-13146	80	24	are	be	AUX
fcis-13146	80	25	given	give	VERB
fcis-13146	80	26	here	here	ADV
fcis-13146	80	27	one	one	NUM
fcis-13146	80	28	by	by	ADP
fcis-13146	80	29	one	one	NUM
fcis-13146	80	30	:	:	PUNCT
fcis-13146	80	31	#	#	NOUN
fcis-13146	80	32	--img	--img	PUNCT
fcis-13146	80	33	unified	unify	VERB
fcis-13146	80	34	input	input	NOUN
fcis-13146	80	35	image	image	NOUN
fcis-13146	80	36	size	size	NOUN
fcis-13146	80	37	#	#	NOUN
fcis-13146	80	38	--batch	--batch	PRON
fcis-13146	80	39	number	number	NOUN
fcis-13146	80	40	of	of	ADP
fcis-13146	80	41	input	input	NOUN
fcis-13146	80	42	images	image	NOUN
fcis-13146	80	43	for	for	ADP
fcis-13146	80	44	each	each	DET
fcis-13146	80	45	network	network	NOUN
fcis-13146	80	46	training	training	NOUN
fcis-13146	80	47	.	.	PUNCT
fcis-13146	81	1	the	the	DET
fcis-13146	81	2	minimum	minimum	ADJ
fcis-13146	81	3	performance	performance	NOUN
fcis-13146	81	4	is	be	AUX
fcis-13146	81	5	1	1	NUM
fcis-13146	81	6	#	#	NOUN
fcis-13146	81	7	--epochs	--epochs	NUM
fcis-13146	81	8	training	training	NOUN
fcis-13146	81	9	times	time	NOUN
fcis-13146	81	10	#	#	NOUN
fcis-13146	81	11	--data	--data	PUNCT
fcis-13146	81	12	the	the	DET
fcis-13146	81	13	relative	relative	ADJ
fcis-13146	81	14	location	location	NOUN
fcis-13146	81	15	of	of	ADP
fcis-13146	81	16	the	the	DET
fcis-13146	81	17	data	data	PROPN
fcis-13146	81	18	yaml	yaml	PROPN
fcis-13146	81	19	file	file	NOUN
fcis-13146	81	20	#	#	NOUN
fcis-13146	81	21	-location	-location	NOUN
fcis-13146	81	22	of	of	ADP
fcis-13146	81	23	the	the	DET
fcis-13146	81	24	cfg	cfg	PROPN
fcis-13146	81	25	model	model	PROPN
fcis-13146	81	26	yaml	yaml	PROPN
fcis-13146	81	27	file	file	NOUN
fcis-13146	81	28	#	#	NOUN
fcis-13146	81	29	--weights	--weights	PRON
fcis-13146	81	30	position	position	NOUN
fcis-13146	81	31	of	of	ADP
fcis-13146	81	32	the	the	DET
fcis-13146	81	33	pre	pre	ADJ
fcis-13146	81	34	-	-	ADJ
fcis-13146	81	35	trained	train	VERB
fcis-13146	81	36	model	model	NOUN
fcis-13146	81	37	#	#	NOUN
fcis-13146	81	38	--device	--device	NOUN
fcis-13146	81	39	training	training	NOUN
fcis-13146	81	40	device	device	NOUN
fcis-13146	81	41	(	(	PUNCT
fcis-13146	81	42	cpu	cpu	NOUN
fcis-13146	81	43	or	or	CCONJ
fcis-13146	81	44	gpu	gpu	NOUN
fcis-13146	81	45	)	)	PUNCT
fcis-13146	81	46	under	under	ADP
fcis-13146	81	47	the	the	DET
fcis-13146	81	48	objective	objective	ADJ
fcis-13146	81	49	condition	condition	NOUN
fcis-13146	81	50	that	that	SCONJ
fcis-13146	81	51	the	the	DET
fcis-13146	81	52	gpu	gpu	NOUN
fcis-13146	81	53	of	of	ADP
fcis-13146	81	54	this	this	DET
fcis-13146	81	55	project	project	NOUN
fcis-13146	81	56	is	be	AUX
fcis-13146	81	57	nvidia	nvidia	PROPN
fcis-13146	81	58	geforce	geforce	NOUN
fcis-13146	81	59	gtx	gtx	PROPN
fcis-13146	81	60	1050	1050	NUM
fcis-13146	81	61	ti	ti	NOUN
fcis-13146	81	62	4	4	NUM
fcis-13146	81	63	g	g	NOUN
fcis-13146	81	64	,	,	PUNCT
fcis-13146	81	65	certain	certain	ADJ
fcis-13146	81	66	compression	compression	NOUN
fcis-13146	81	67	processing	processing	NOUN
fcis-13146	81	68	is	be	AUX
fcis-13146	81	69	carried	carry	VERB
fcis-13146	81	70	out	out	ADP
fcis-13146	81	71	on	on	ADP
fcis-13146	81	72	the	the	DET
fcis-13146	81	73	original	original	ADJ
fcis-13146	81	74	data	datum	NOUN
fcis-13146	81	75	set	set	NOUN
fcis-13146	81	76	,	,	PUNCT
fcis-13146	81	77	and	and	CCONJ
fcis-13146	81	78	-img	-img	NUM
fcis-13146	81	79	640	640	NUM
fcis-13146	81	80	and	and	CCONJ
fcis-13146	81	81	--batch	--batch	DET
fcis-13146	81	82	4	4	NUM
fcis-13146	81	83	are	be	AUX
fcis-13146	81	84	selected	select	VERB
fcis-13146	81	85	as	as	ADP
fcis-13146	81	86	the	the	DET
fcis-13146	81	87	input	input	NOUN
fcis-13146	81	88	image	image	NOUN
fcis-13146	81	89	scale	scale	NOUN
fcis-13146	81	90	.	.	PUNCT
fcis-13146	82	1	after	after	ADP
fcis-13146	82	2	50	50	NUM
fcis-13146	82	3	training	training	NOUN
fcis-13146	82	4	sessions	session	NOUN
fcis-13146	82	5	,	,	PUNCT
fcis-13146	82	6	it	it	PRON
fcis-13146	82	7	took	take	VERB
fcis-13146	82	8	7.25	7.25	NUM
fcis-13146	82	9	the	the	DET
fcis-13146	82	10	training	training	NOUN
fcis-13146	82	11	will	will	AUX
fcis-13146	82	12	be	be	AUX
fcis-13146	82	13	completed	complete	VERB
fcis-13146	82	14	in	in	ADP
fcis-13146	82	15	an	an	DET
fcis-13146	82	16	hour	hour	NOUN
fcis-13146	82	17	,	,	PUNCT
fcis-13146	82	18	and	and	CCONJ
fcis-13146	82	19	its	its	PRON
fcis-13146	82	20	effect	effect	NOUN
fcis-13146	82	21	analysis	analysis	NOUN
fcis-13146	82	22	will	will	AUX
fcis-13146	82	23	be	be	AUX
fcis-13146	82	24	given	give	VERB
fcis-13146	82	25	in	in	ADP
fcis-13146	82	26	4.2.2	4.2.2	NUM
fcis-13146	82	27	.	.	PUNCT
fcis-13146	83	1	after	after	ADP
fcis-13146	83	2	completing	complete	VERB
fcis-13146	83	3	the	the	DET
fcis-13146	83	4	training	training	NOUN
fcis-13146	83	5	of	of	ADP
fcis-13146	83	6	yolo	yolo	PROPN
fcis-13146	83	7	v3	v3	PROPN
fcis-13146	83	8	based	base	VERB
fcis-13146	83	9	target	target	NOUN
fcis-13146	83	10	recognizer	recognizer	NOUN
fcis-13146	83	11	,	,	PUNCT
fcis-13146	83	12	using	use	VERB
fcis-13146	83	13	the	the	DET
fcis-13146	83	14	single	single	ADJ
fcis-13146	83	15	frame	frame	NOUN
fcis-13146	83	16	image	image	NOUN
fcis-13146	83	17	of	of	ADP
fcis-13146	83	18	the	the	DET
fcis-13146	83	19	test	test	NOUN
fcis-13146	83	20	data	datum	NOUN
fcis-13146	83	21	set	set	VERB
fcis-13146	83	22	as	as	ADP
fcis-13146	83	23	the	the	DET
fcis-13146	83	24	original	original	ADJ
fcis-13146	83	25	image	image	NOUN
fcis-13146	83	26	,	,	PUNCT
fcis-13146	83	27	using	use	VERB
fcis-13146	83	28	powerpoint	powerpoint	NOUN
fcis-13146	83	29	for	for	ADP
fcis-13146	83	30	video	video	NOUN
fcis-13146	83	31	synthesis	synthesis	NOUN
fcis-13146	83	32	,	,	PUNCT
fcis-13146	83	33	thus	thus	ADV
fcis-13146	83	34	synthesizing	synthesize	VERB
fcis-13146	83	35	video	video	NOUN
fcis-13146	83	36	for	for	ADP
fcis-13146	83	37	target	target	NOUN
fcis-13146	83	38	recognition	recognition	NOUN
fcis-13146	83	39	test	test	NOUN
fcis-13146	83	40	.	.	PUNCT
fcis-13146	84	1	specific	specific	ADJ
fcis-13146	84	2	effects	effect	NOUN
fcis-13146	84	3	will	will	AUX
fcis-13146	84	4	be	be	AUX
fcis-13146	84	5	given	give	VERB
fcis-13146	84	6	in	in	ADP
fcis-13146	84	7	4.2.2	4.2.2	NUM
fcis-13146	84	8	.	.	PUNCT
fcis-13146	85	1	4.2.2	4.2.2	X
fcis-13146	85	2	.	.	X
fcis-13146	86	1	effect	effect	VERB
fcis-13146	86	2	analysis	analysis	NOUN
fcis-13146	86	3	in	in	ADP
fcis-13146	86	4	the	the	DET
fcis-13146	86	5	process	process	NOUN
fcis-13146	86	6	of	of	ADP
fcis-13146	86	7	training	training	NOUN
fcis-13146	86	8	,	,	PUNCT
fcis-13146	86	9	the	the	DET
fcis-13146	86	10	whole	whole	ADJ
fcis-13146	86	11	process	process	NOUN
fcis-13146	86	12	can	can	AUX
fcis-13146	86	13	be	be	AUX
fcis-13146	86	14	visualized	visualize	VERB
fcis-13146	86	15	through	through	ADP
fcis-13146	86	16	the	the	DET
fcis-13146	86	17	wandb	wandb	NOUN
fcis-13146	86	18	library	library	NOUN
fcis-13146	86	19	.	.	PUNCT
fcis-13146	87	1	the	the	DET
fcis-13146	87	2	gpu	gpu	NOUN
fcis-13146	87	3	is	be	AUX
fcis-13146	87	4	used	use	VERB
fcis-13146	87	5	for	for	ADP
fcis-13146	87	6	training	training	NOUN
fcis-13146	87	7	.	.	PUNCT
fcis-13146	88	1	figure	figure	VERB
fcis-13146	88	2	4	4	NUM
fcis-13146	88	3	-	-	SYM
fcis-13146	88	4	4	4	NUM
fcis-13146	88	5	and	and	CCONJ
fcis-13146	88	6	figure	figure	VERB
fcis-13146	88	7	4	4	NUM
fcis-13146	88	8	-	-	SYM
fcis-13146	88	9	5	5	NUM
fcis-13146	88	10	show	show	VERB
fcis-13146	88	11	the	the	DET
fcis-13146	88	12	cpu	cpu	NOUN
fcis-13146	88	13	and	and	CCONJ
fcis-13146	88	14	gpu	gpu	NOUN
fcis-13146	88	15	utilization	utilization	NOUN
fcis-13146	88	16	during	during	ADP
fcis-13146	88	17	training	training	NOUN
fcis-13146	88	18	.	.	PUNCT
fcis-13146	89	1	as	as	SCONJ
fcis-13146	89	2	can	can	AUX
fcis-13146	89	3	be	be	AUX
fcis-13146	89	4	seen	see	VERB
fcis-13146	89	5	from	from	ADP
fcis-13146	89	6	figure	figure	NOUN
fcis-13146	89	7	4	4	NUM
fcis-13146	89	8	-	-	SYM
fcis-13146	89	9	4	4	NUM
fcis-13146	89	10	cpu	cpu	NOUN
fcis-13146	89	11	status	status	NOUN
fcis-13146	89	12	during	during	ADP
fcis-13146	89	13	yolo	yolo	ADJ
fcis-13146	89	14	training	training	NOUN
fcis-13146	89	15	and	and	CCONJ
fcis-13146	89	16	figure	figure	VERB
fcis-13146	89	17	4	4	NUM
fcis-13146	89	18	-	-	SYM
fcis-13146	89	19	5	5	NUM
fcis-13146	89	20	gpu	gpu	NOUN
fcis-13146	89	21	status	status	NOUN
fcis-13146	89	22	during	during	ADP
fcis-13146	89	23	yolo	yolo	ADJ
fcis-13146	89	24	training	training	NOUN
fcis-13146	89	25	,	,	PUNCT
fcis-13146	89	26	the	the	DET
fcis-13146	89	27	cpu	cpu	ADJ
fcis-13146	89	28	utilization	utilization	NOUN
fcis-13146	89	29	reaches	reach	VERB
fcis-13146	89	30	44	44	NUM
fcis-13146	89	31	%	%	NOUN
fcis-13146	89	32	,	,	PUNCT
fcis-13146	89	33	the	the	DET
fcis-13146	89	34	overall	overall	ADJ
fcis-13146	89	35	status	status	NOUN
fcis-13146	89	36	is	be	AUX
fcis-13146	89	37	stable	stable	ADJ
fcis-13146	89	38	,	,	PUNCT
fcis-13146	89	39	the	the	DET
fcis-13146	89	40	gpu	gpu	NOUN
fcis-13146	89	41	utilization	utilization	NOUN
fcis-13146	89	42	reaches	reach	VERB
fcis-13146	89	43	16	16	NUM
fcis-13146	89	44	%	%	NOUN
fcis-13146	89	45	,	,	PUNCT
fcis-13146	89	46	the	the	DET
fcis-13146	89	47	memory	memory	NOUN
fcis-13146	89	48	usage	usage	NOUN
fcis-13146	89	49	is	be	AUX
fcis-13146	89	50	2.9/4.0	2.9/4.0	NUM
fcis-13146	89	51	gb	gb	NOUN
fcis-13146	89	52	,	,	PUNCT
fcis-13146	89	53	and	and	CCONJ
fcis-13146	89	54	the	the	DET
fcis-13146	89	55	overall	overall	ADJ
fcis-13146	89	56	status	status	NOUN
fcis-13146	89	57	is	be	AUX
fcis-13146	89	58	stable	stable	ADJ
fcis-13146	89	59	.	.	PUNCT
fcis-13146	90	1	in	in	ADP
fcis-13146	90	2	the	the	DET
fcis-13146	90	3	field	field	NOUN
fcis-13146	90	4	of	of	ADP
fcis-13146	90	5	multi	multi	ADJ
fcis-13146	90	6	-	-	ADJ
fcis-13146	90	7	object	object	ADJ
fcis-13146	90	8	recognition	recognition	NOUN
fcis-13146	90	9	,	,	PUNCT
fcis-13146	90	10	map	map	NOUN
fcis-13146	90	11	is	be	AUX
fcis-13146	90	12	used	use	VERB
fcis-13146	90	13	as	as	ADP
fcis-13146	90	14	the	the	DET
fcis-13146	90	15	evaluation	evaluation	NOUN
fcis-13146	90	16	index	index	NOUN
fcis-13146	90	17	.	.	PUNCT
fcis-13146	91	1	after	after	ADP
fcis-13146	91	2	completing	complete	VERB
fcis-13146	91	3	the	the	DET
fcis-13146	91	4	training	training	NOUN
fcis-13146	91	5	,	,	PUNCT
fcis-13146	91	6	we	we	PRON
fcis-13146	91	7	can	can	AUX
fcis-13146	91	8	get	get	VERB
fcis-13146	91	9	the	the	DET
fcis-13146	91	10	figure	figure	NOUN
fcis-13146	91	11	of	of	ADP
fcis-13146	91	12	prc	prc	PROPN
fcis-13146	91	13	(	(	PUNCT
fcis-13146	91	14	precision	precision	NOUN
fcis-13146	91	15	-	-	PUNCT
fcis-13146	91	16	recall	recall	NOUN
fcis-13146	91	17	curve	curve	NOUN
fcis-13146	91	18	)	)	PUNCT
fcis-13146	91	19	as	as	SCONJ
fcis-13146	91	20	shown	show	VERB
fcis-13146	91	21	in	in	ADP
fcis-13146	91	22	fig	fig	NOUN
fcis-13146	91	23	.	.	PUNCT
fcis-13146	92	1	1	1	NUM
fcis-13146	92	2	below	below	ADV
fcis-13146	92	3	.	.	PUNCT
fcis-13146	93	1	figure	figure	NOUN
fcis-13146	93	2	1	1	NUM
fcis-13146	93	3	.	.	PUNCT
fcis-13146	93	4	precision	precision	NOUN
fcis-13146	93	5	-	-	PUNCT
fcis-13146	93	6	recall	recall	NOUN
fcis-13146	93	7	curve	curve	NOUN
fcis-13146	93	8	at	at	ADP
fcis-13146	93	9	the	the	DET
fcis-13146	93	10	same	same	ADJ
fcis-13146	93	11	time	time	NOUN
fcis-13146	93	12	,	,	PUNCT
fcis-13146	93	13	the	the	DET
fcis-13146	93	14	map	map	NOUN
fcis-13146	93	15	value	value	NOUN
fcis-13146	93	16	of	of	ADP
fcis-13146	93	17	the	the	DET
fcis-13146	93	18	training	training	NOUN
fcis-13146	93	19	process	process	NOUN
fcis-13146	93	20	can	can	AUX
fcis-13146	93	21	also	also	ADV
fcis-13146	93	22	be	be	AUX
fcis-13146	93	23	obtained	obtain	VERB
fcis-13146	93	24	,	,	PUNCT
fcis-13146	93	25	and	and	CCONJ
fcis-13146	93	26	the	the	DET
fcis-13146	93	27	change	change	NOUN
fcis-13146	93	28	trend	trend	NOUN
fcis-13146	93	29	of	of	ADP
fcis-13146	93	30	the	the	DET
fcis-13146	93	31	value	value	NOUN
fcis-13146	93	32	can	can	AUX
fcis-13146	93	33	be	be	AUX
fcis-13146	93	34	seen	see	VERB
fcis-13146	93	35	from	from	ADP
fcis-13146	93	36	the	the	DET
fcis-13146	93	37	training	training	NOUN
fcis-13146	93	38	results	result	NOUN
fcis-13146	93	39	figure	figure	VERB
fcis-13146	93	40	2	2	NUM
fcis-13146	93	41	below	below	ADV
fcis-13146	93	42	.	.	PUNCT
fcis-13146	94	1	figure	figure	NOUN
fcis-13146	94	2	2	2	NUM
fcis-13146	94	3	.	.	PUNCT
fcis-13146	94	4	training	training	NOUN
fcis-13146	94	5	result	result	NOUN
fcis-13146	94	6	it	it	PRON
fcis-13146	94	7	can	can	AUX
fcis-13146	94	8	be	be	AUX
fcis-13146	94	9	concluded	conclude	VERB
fcis-13146	94	10	that	that	SCONJ
fcis-13146	94	11	the	the	DET
fcis-13146	94	12	final	final	ADJ
fcis-13146	94	13	training	training	NOUN
fcis-13146	94	14	result	result	NOUN
fcis-13146	94	15	is	be	AUX
fcis-13146	94	16	map@0.5	map@0.5	VERB
fcis-13146	94	17	and	and	CCONJ
fcis-13146	94	18	0.5567	0.5567	NUM
fcis-13146	94	19	,	,	PUNCT
fcis-13146	94	20	map@0.5	map@0.5	VERB
fcis-13146	94	21	:	:	PUNCT
fcis-13146	94	22	0.95	0.95	NUM
fcis-13146	94	23	is	be	AUX
fcis-13146	94	24	0.4919	0.4919	NUM
fcis-13146	94	25	.	.	PUNCT
fcis-13146	95	1	it	it	PRON
fcis-13146	95	2	can	can	AUX
fcis-13146	95	3	be	be	AUX
fcis-13146	95	4	seen	see	VERB
fcis-13146	95	5	that	that	SCONJ
fcis-13146	95	6	map@0.5	map@0.5	NOUN
fcis-13146	95	7	is	be	AUX
fcis-13146	95	8	still	still	ADV
fcis-13146	95	9	relatively	relatively	ADV
fcis-13146	95	10	higher	high	ADJ
fcis-13146	95	11	than	than	ADP
fcis-13146	95	12	map@0.5	map@0.5	NOUN
fcis-13146	95	13	of	of	ADP
fcis-13146	95	14	the	the	DET
fcis-13146	95	15	official	official	ADJ
fcis-13146	95	16	yolo	yolo	ADJ
fcis-13146	95	17	v3	v3	PROPN
fcis-13146	95	18	project	project	NOUN
fcis-13146	95	19	,	,	PUNCT
fcis-13146	95	20	which	which	PRON
fcis-13146	95	21	shows	show	VERB
fcis-13146	95	22	that	that	SCONJ
fcis-13146	95	23	the	the	DET
fcis-13146	95	24	training	training	NOUN
fcis-13146	95	25	effect	effect	NOUN
fcis-13146	95	26	is	be	AUX
fcis-13146	95	27	considerable	considerable	ADJ
fcis-13146	95	28	.	.	PUNCT
fcis-13146	96	1	in	in	ADP
fcis-13146	96	2	view	view	NOUN
fcis-13146	96	3	of	of	ADP
fcis-13146	96	4	the	the	DET
fcis-13146	96	5	simplicity	simplicity	NOUN
fcis-13146	96	6	of	of	ADP
fcis-13146	96	7	the	the	DET
fcis-13146	96	8	data	datum	NOUN
fcis-13146	96	9	set	set	VERB
fcis-13146	96	10	and	and	CCONJ
fcis-13146	96	11	the	the	DET
fcis-13146	96	12	condition	condition	NOUN
fcis-13146	96	13	of	of	ADP
fcis-13146	96	14	the	the	DET
fcis-13146	96	15	experimental	experimental	PROPN
fcis-13146	96	16	development	development	PROPN
fcis-13146	96	17	environment	environment	PROPN
fcis-13146	96	18	,	,	PUNCT
fcis-13146	96	19	the	the	DET
fcis-13146	96	20	training	training	NOUN
fcis-13146	96	21	effect	effect	NOUN
fcis-13146	96	22	can	can	AUX
fcis-13146	96	23	be	be	AUX
fcis-13146	96	24	achieved	achieve	VERB
fcis-13146	96	25	with	with	ADP
fcis-13146	96	26	50	50	NUM
fcis-13146	96	27	training	training	NOUN
fcis-13146	96	28	times	time	NOUN
fcis-13146	96	29	.	.	PUNCT
fcis-13146	97	1	this	this	DET
fcis-13146	97	2	weight	weight	NOUN
fcis-13146	97	3	file	file	NOUN
fcis-13146	97	4	can	can	AUX
fcis-13146	97	5	be	be	AUX
fcis-13146	97	6	used	use	VERB
fcis-13146	97	7	as	as	ADP
fcis-13146	97	8	the	the	DET
fcis-13146	97	9	weight	weight	NOUN
fcis-13146	97	10	file	file	NOUN
fcis-13146	97	11	of	of	ADP
fcis-13146	97	12	the	the	DET
fcis-13146	97	13	object	object	NOUN
fcis-13146	97	14	recognition	recognition	NOUN
fcis-13146	97	15	function	function	NOUN
fcis-13146	97	16	of	of	ADP
fcis-13146	97	17	this	this	DET
fcis-13146	97	18	subject	subject	NOUN
fcis-13146	97	19	,	,	PUNCT
fcis-13146	97	20	and	and	CCONJ
fcis-13146	97	21	meet	meet	VERB
fcis-13146	97	22	the	the	DET
fcis-13146	97	23	requirements	requirement	NOUN
fcis-13146	97	24	of	of	ADP
fcis-13146	97	25	traffic	traffic	NOUN
fcis-13146	97	26	video	video	NOUN
fcis-13146	97	27	.	.	PUNCT
fcis-13146	98	1	4.2.3	4.2.3	X
fcis-13146	98	2	.	.	PUNCT
fcis-13146	99	1	effect	effect	VERB
fcis-13146	99	2	analysis	analysis	NOUN
fcis-13146	99	3	firstly	firstly	ADV
fcis-13146	99	4	,	,	PUNCT
fcis-13146	99	5	the	the	DET
fcis-13146	99	6	effect	effect	NOUN
fcis-13146	99	7	of	of	ADP
fcis-13146	99	8	extracted	extract	VERB
fcis-13146	99	9	vehicle	vehicle	NOUN
fcis-13146	99	10	depth	depth	NOUN
fcis-13146	99	11	feature	feature	NOUN
fcis-13146	99	12	was	be	AUX
fcis-13146	99	13	analyzed	analyze	VERB
fcis-13146	99	14	.	.	PUNCT
fcis-13146	100	1	during	during	ADP
fcis-13146	100	2	the	the	DET
fcis-13146	100	3	completion	completion	NOUN
fcis-13146	100	4	of	of	ADP
fcis-13146	100	5	training	training	NOUN
fcis-13146	100	6	,	,	PUNCT
fcis-13146	100	7	the	the	DET
fcis-13146	100	8	function	function	NOUN
fcis-13146	100	9	values	value	NOUN
fcis-13146	100	10	of	of	ADP
fcis-13146	100	11	weight_loss	weight_loss	PROPN
fcis-13146	100	12	,	,	PUNCT
fcis-13146	100	13	triplet_loss	triplet_loss	ADJ
fcis-13146	100	14	and	and	CCONJ
fcis-13146	100	15	total_loss	total_los	NOUN
fcis-13146	100	16	of	of	ADP
fcis-13146	100	17	this	this	DET
fcis-13146	100	18	depth	depth	NOUN
fcis-13146	100	19	feature	feature	NOUN
fcis-13146	100	20	remained	remain	VERB
fcis-13146	100	21	stable	stable	ADJ
fcis-13146	100	22	at	at	ADP
fcis-13146	100	23	about	about	ADP
fcis-13146	100	24	1.8	1.8	NUM
fcis-13146	100	25	,	,	PUNCT
fcis-13146	100	26	0.58	0.58	NUM
fcis-13146	100	27	and	and	CCONJ
fcis-13146	100	28	4	4	NUM
fcis-13146	100	29	respectively	respectively	ADV
fcis-13146	100	30	,	,	PUNCT
fcis-13146	100	31	indicating	indicate	VERB
fcis-13146	100	32	good	good	ADJ
fcis-13146	100	33	training	training	NOUN
fcis-13146	100	34	effect	effect	NOUN
fcis-13146	100	35	.	.	PUNCT
fcis-13146	101	1	figure	figure	NOUN
fcis-13146	101	2	3	3	NUM
fcis-13146	101	3	,	,	PUNCT
fcis-13146	101	4	4	4	NUM
fcis-13146	101	5	,	,	PUNCT
fcis-13146	101	6	and	and	CCONJ
fcis-13146	101	7	5	5	NUM
fcis-13146	101	8	shows	show	VERB
fcis-13146	101	9	the	the	DET
fcis-13146	101	10	changes	change	NOUN
fcis-13146	101	11	of	of	ADP
fcis-13146	101	12	the	the	DET
fcis-13146	101	13	weight_loss	weight_loss	PROPN
fcis-13146	101	14	,	,	PUNCT
fcis-13146	101	15	triplet_loss	triplet_loss	PROPN
fcis-13146	101	16	,	,	PUNCT
fcis-13146	101	17	and	and	CCONJ
fcis-13146	101	18	total_loss	total_loss	ADP
fcis-13146	101	19	loss	loss	NOUN
fcis-13146	101	20	functions	function	NOUN
fcis-13146	101	21	.	.	PUNCT
fcis-13146	102	1	at	at	ADP
fcis-13146	102	2	the	the	DET
fcis-13146	102	3	same	same	ADJ
fcis-13146	102	4	time	time	NOUN
fcis-13146	102	5	,	,	PUNCT
fcis-13146	102	6	the	the	DET
fcis-13146	102	7	image	image	NOUN
fcis-13146	102	8	of	of	ADP
fcis-13146	102	9	the	the	DET
fcis-13146	102	10	classification	classification	NOUN
fcis-13146	102	11	accuracy	accuracy	NOUN
fcis-13146	102	12	change	change	NOUN
fcis-13146	102	13	process	process	NOUN
fcis-13146	102	14	can	can	AUX
fcis-13146	102	15	also	also	ADV
fcis-13146	102	16	be	be	AUX
fcis-13146	102	17	obtained	obtain	VERB
fcis-13146	102	18	,	,	PUNCT
fcis-13146	102	19	as	as	SCONJ
fcis-13146	102	20	shown	show	VERB
fcis-13146	102	21	in	in	ADP
fcis-13146	102	22	figure	figure	NOUN
fcis-13146	102	23	6	6	NUM
fcis-13146	102	24	.	.	PUNCT
fcis-13146	103	1	we	we	PRON
fcis-13146	103	2	can	can	AUX
fcis-13146	103	3	clearly	clearly	ADV
fcis-13146	103	4	see	see	VERB
fcis-13146	103	5	that	that	SCONJ
fcis-13146	103	6	the	the	DET
fcis-13146	103	7	final	final	ADJ
fcis-13146	103	8	accuracy	accuracy	NOUN
fcis-13146	103	9	is	be	AUX
fcis-13146	103	10	infinitely	infinitely	ADV
fcis-13146	103	11	close	close	ADJ
fcis-13146	103	12	to	to	ADP
fcis-13146	103	13	1	1	NUM
fcis-13146	103	14	,	,	PUNCT
fcis-13146	103	15	which	which	PRON
fcis-13146	103	16	shows	show	VERB
fcis-13146	103	17	that	that	SCONJ
fcis-13146	103	18	the	the	DET
fcis-13146	103	19	accuracy	accuracy	NOUN
fcis-13146	103	20	is	be	AUX
fcis-13146	103	21	also	also	ADV
fcis-13146	103	22	a	a	DET
fcis-13146	103	23	high	high	ADJ
fcis-13146	103	24	degree	degree	NOUN
fcis-13146	103	25	.	.	PUNCT
fcis-13146	104	1	finally	finally	ADV
fcis-13146	104	2	,	,	PUNCT
fcis-13146	104	3	the	the	DET
fcis-13146	104	4	video	video	NOUN
fcis-13146	104	5	-	-	PUNCT
fcis-13146	104	6	based	base	VERB
fcis-13146	104	7	vehicle	vehicle	NOUN
fcis-13146	104	8	identification	identification	NOUN
fcis-13146	104	9	and	and	CCONJ
fcis-13146	104	10	tracking	tracking	NOUN
fcis-13146	104	11	system	system	NOUN
fcis-13146	104	12	designed	design	VERB
fcis-13146	104	13	and	and	CCONJ
fcis-13146	104	14	implemented	implement	VERB
fcis-13146	104	15	in	in	ADP
fcis-13146	104	16	this	this	DET
fcis-13146	104	17	subject	subject	NOUN
fcis-13146	104	18	is	be	AUX
fcis-13146	104	19	tested	test	VERB
fcis-13146	104	20	.	.	PUNCT
fcis-13146	105	1	this	this	DET
fcis-13146	105	2	test	test	NOUN
fcis-13146	105	3	is	be	AUX
fcis-13146	105	4	based	base	VERB
fcis-13146	105	5	on	on	ADP
fcis-13146	105	6	the	the	DET
fcis-13146	105	7	pre	pre	ADJ
fcis-13146	105	8	-	-	ADJ
fcis-13146	105	9	trained	train	VERB
fcis-13146	105	10	yolo	yolo	ADJ
fcis-13146	105	11	v3	v3	PROPN
fcis-13146	105	12	vehicle	vehicle	NOUN
fcis-13146	105	13	identification	identification	NOUN
fcis-13146	105	14	weight	weight	NOUN
fcis-13146	105	15	file	file	NOUN
fcis-13146	105	16	best	well	ADV
fcis-13146	105	17	-	-	PUNCT
fcis-13146	105	18	pt	pt	NOUN
fcis-13146	105	19	and	and	CCONJ
fcis-13146	105	20	deep	deep	ADJ
fcis-13146	105	21	-	-	PUNCT
fcis-13146	105	22	sort	sort	NOUN
fcis-13146	105	23	vehicle	vehicle	NOUN
fcis-13146	105	24	tracking	track	VERB
fcis-13146	105	25	weight	weight	NOUN
fcis-13146	105	26	file	file	NOUN
fcis-13146	105	27	mars.pt	mars.pt	PROPN
fcis-13146	105	28	to	to	PART
fcis-13146	105	29	identify	identify	VERB
fcis-13146	105	30	and	and	CCONJ
fcis-13146	105	31	track	track	VERB
fcis-13146	105	32	video	video	NOUN
fcis-13146	105	33	vehicles	vehicle	NOUN
fcis-13146	105	34	in	in	ADP
fcis-13146	105	35	the	the	DET
fcis-13146	105	36	test	test	NOUN
fcis-13146	105	37	set	set	VERB
fcis-13146	105	38	.	.	PUNCT
fcis-13146	106	1	figure	figure	NOUN
fcis-13146	106	2	7	7	NUM
fcis-13146	106	3	shows	show	VERB
fcis-13146	106	4	the	the	DET
fcis-13146	106	5	effect	effect	NOUN
fcis-13146	106	6	.	.	PUNCT
fcis-13146	107	1	143	143	PRON
fcis-13146	107	2	figure	figure	NOUN
fcis-13146	107	3	3	3	NUM
fcis-13146	107	4	.	.	PUNCT
fcis-13146	107	5	changes	change	NOUN
fcis-13146	107	6	in	in	ADP
fcis-13146	107	7	the	the	DET
fcis-13146	107	8	weight_loss	weight_loss	PROPN
fcis-13146	107	9	function	function	NOUN
fcis-13146	107	10	for	for	ADP
fcis-13146	107	11	tracker	tracker	NOUN
fcis-13146	107	12	depth	depth	NOUN
fcis-13146	107	13	feature	feature	NOUN
fcis-13146	107	14	training	training	NOUN
fcis-13146	107	15	figure	figure	NOUN
fcis-13146	107	16	4	4	NUM
fcis-13146	107	17	.	.	PUNCT
fcis-13146	108	1	changes	change	NOUN
fcis-13146	108	2	of	of	ADP
fcis-13146	108	3	the	the	DET
fcis-13146	108	4	triplet_loss	triplet_loss	ADJ
fcis-13146	108	5	function	function	NOUN
fcis-13146	108	6	during	during	ADP
fcis-13146	108	7	tracker	tracker	NOUN
fcis-13146	108	8	depth	depth	NOUN
fcis-13146	108	9	feature	feature	NOUN
fcis-13146	108	10	training	training	NOUN
fcis-13146	108	11	figure	figure	NOUN
fcis-13146	108	12	5	5	NUM
fcis-13146	108	13	.	.	PUNCT
fcis-13146	109	1	change	change	NOUN
fcis-13146	109	2	of	of	ADP
fcis-13146	109	3	total_loss	total_loss	ADJ
fcis-13146	109	4	function	function	NOUN
fcis-13146	109	5	in	in	ADP
fcis-13146	109	6	depth	depth	NOUN
fcis-13146	109	7	feature	feature	NOUN
fcis-13146	109	8	training	training	NOUN
fcis-13146	109	9	of	of	ADP
fcis-13146	109	10	the	the	DET
fcis-13146	109	11	tracker	tracker	NOUN
fcis-13146	109	12	figure	figure	NOUN
fcis-13146	109	13	6	6	NUM
fcis-13146	109	14	.	.	PUNCT
fcis-13146	109	15	changes	change	NOUN
fcis-13146	109	16	in	in	ADP
fcis-13146	109	17	the	the	DET
fcis-13146	109	18	classification_accuracy	classification_accuracy	NOUN
fcis-13146	109	19	function	function	NOUN
fcis-13146	109	20	of	of	ADP
fcis-13146	109	21	tracker	tracker	NOUN
fcis-13146	109	22	depth	depth	NOUN
fcis-13146	109	23	feature	feature	NOUN
fcis-13146	109	24	training	training	NOUN
fcis-13146	109	25	figure	figure	NOUN
fcis-13146	109	26	7	7	NUM
fcis-13146	109	27	.	.	PUNCT
fcis-13146	109	28	effect	effect	NOUN
fcis-13146	109	29	of	of	ADP
fcis-13146	109	30	video	video	NOUN
fcis-13146	109	31	-	-	PUNCT
fcis-13146	109	32	based	base	VERB
fcis-13146	109	33	vehicle	vehicle	NOUN
fcis-13146	109	34	identification	identification	NOUN
fcis-13146	109	35	and	and	CCONJ
fcis-13146	109	36	tracking	tracking	NOUN
fcis-13146	109	37	system	system	NOUN
fcis-13146	109	38	144	144	NUM
fcis-13146	109	39	the	the	DET
fcis-13146	109	40	box	box	NOUN
fcis-13146	109	41	in	in	ADP
fcis-13146	109	42	the	the	DET
fcis-13146	109	43	figure	figure	NOUN
fcis-13146	109	44	represents	represent	VERB
fcis-13146	109	45	the	the	DET
fcis-13146	109	46	target	target	NOUN
fcis-13146	109	47	recognition	recognition	NOUN
fcis-13146	109	48	box	box	PROPN
fcis-13146	109	49	generated	generate	VERB
fcis-13146	109	50	based	base	VERB
fcis-13146	109	51	on	on	ADP
fcis-13146	109	52	the	the	DET
fcis-13146	109	53	target	target	NOUN
fcis-13146	109	54	recognition	recognition	NOUN
fcis-13146	109	55	,	,	PUNCT
fcis-13146	109	56	and	and	CCONJ
fcis-13146	109	57	the	the	DET
fcis-13146	109	58	arabic	arabic	ADJ
fcis-13146	109	59	digit	digit	NOUN
fcis-13146	109	60	label	label	NOUN
fcis-13146	109	61	represents	represent	VERB
fcis-13146	109	62	the	the	DET
fcis-13146	109	63	i	i	PROPN
fcis-13146	109	64	d	d	PROPN
fcis-13146	109	65	in	in	ADP
fcis-13146	109	66	the	the	DET
fcis-13146	109	67	deep	deep	ADJ
fcis-13146	109	68	-	-	PUNCT
fcis-13146	109	69	sort	sort	NOUN
fcis-13146	109	70	algorithm	algorithm	NOUN
fcis-13146	109	71	.	.	PUNCT
fcis-13146	110	1	it	it	PRON
fcis-13146	110	2	can	can	AUX
fcis-13146	110	3	be	be	AUX
fcis-13146	110	4	seen	see	VERB
fcis-13146	110	5	that	that	SCONJ
fcis-13146	110	6	all	all	DET
fcis-13146	110	7	vehicles	vehicle	NOUN
fcis-13146	110	8	with	with	ADP
fcis-13146	110	9	target	target	NOUN
fcis-13146	110	10	identification	identification	NOUN
fcis-13146	110	11	boxes	box	NOUN
fcis-13146	110	12	can	can	AUX
fcis-13146	110	13	be	be	AUX
fcis-13146	110	14	assigned	assign	VERB
fcis-13146	110	15	ids	id	NOUN
fcis-13146	110	16	to	to	PART
fcis-13146	110	17	complete	complete	VERB
fcis-13146	110	18	the	the	DET
fcis-13146	110	19	tracking	tracking	NOUN
fcis-13146	110	20	effect	effect	NOUN
fcis-13146	110	21	.	.	PUNCT
fcis-13146	111	1	5	5	X
fcis-13146	111	2	.	.	X
fcis-13146	111	3	conclusion	conclusion	NOUN
fcis-13146	111	4	the	the	DET
fcis-13146	111	5	urban	urban	ADJ
fcis-13146	111	6	traffic	traffic	NOUN
fcis-13146	111	7	data	datum	NOUN
fcis-13146	111	8	set	set	VERB
fcis-13146	111	9	is	be	AUX
fcis-13146	111	10	used	use	VERB
fcis-13146	111	11	to	to	PART
fcis-13146	111	12	train	train	VERB
fcis-13146	111	13	the	the	DET
fcis-13146	111	14	target	target	NOUN
fcis-13146	111	15	recognition	recognition	NOUN
fcis-13146	111	16	neural	neural	ADJ
fcis-13146	111	17	network	network	NOUN
fcis-13146	111	18	,	,	PUNCT
fcis-13146	111	19	and	and	CCONJ
fcis-13146	111	20	the	the	DET
fcis-13146	111	21	vehicle	vehicle	NOUN
fcis-13146	111	22	appearance	appearance	NOUN
fcis-13146	111	23	data	datum	NOUN
fcis-13146	111	24	set	set	VERB
fcis-13146	111	25	is	be	AUX
fcis-13146	111	26	used	use	VERB
fcis-13146	111	27	to	to	PART
fcis-13146	111	28	train	train	VERB
fcis-13146	111	29	the	the	DET
fcis-13146	111	30	depth	depth	NOUN
fcis-13146	111	31	feature	feature	NOUN
fcis-13146	111	32	neural	neural	ADJ
fcis-13146	111	33	network	network	NOUN
fcis-13146	111	34	required	require	VERB
fcis-13146	111	35	for	for	ADP
fcis-13146	111	36	target	target	NOUN
fcis-13146	111	37	tracking	tracking	NOUN
fcis-13146	111	38	.	.	PUNCT
fcis-13146	112	1	based	base	VERB
fcis-13146	112	2	on	on	ADP
fcis-13146	112	3	the	the	DET
fcis-13146	112	4	trained	train	VERB
fcis-13146	112	5	weights	weight	NOUN
fcis-13146	112	6	,	,	PUNCT
fcis-13146	112	7	the	the	DET
fcis-13146	112	8	target	target	NOUN
fcis-13146	112	9	recognition	recognition	NOUN
fcis-13146	112	10	system	system	NOUN
fcis-13146	112	11	and	and	CCONJ
fcis-13146	112	12	the	the	DET
fcis-13146	112	13	overall	overall	ADJ
fcis-13146	112	14	tracking	tracking	NOUN
fcis-13146	112	15	system	system	NOUN
fcis-13146	112	16	are	be	AUX
fcis-13146	112	17	respectively	respectively	ADV
fcis-13146	112	18	realized	realize	VERB
fcis-13146	112	19	,	,	PUNCT
fcis-13146	112	20	and	and	CCONJ
fcis-13146	112	21	the	the	DET
fcis-13146	112	22	effect	effect	NOUN
fcis-13146	112	23	analysis	analysis	NOUN
fcis-13146	112	24	is	be	AUX
fcis-13146	112	25	given	give	VERB
fcis-13146	112	26	respectively	respectively	ADV
fcis-13146	112	27	.	.	PUNCT
fcis-13146	113	1	the	the	DET
fcis-13146	113	2	verification	verification	NOUN
fcis-13146	113	3	achieves	achieve	VERB
fcis-13146	113	4	the	the	DET
fcis-13146	113	5	purpose	purpose	NOUN
fcis-13146	113	6	that	that	SCONJ
fcis-13146	113	7	the	the	DET
fcis-13146	113	8	system	system	NOUN
fcis-13146	113	9	designed	design	VERB
fcis-13146	113	10	in	in	ADP
fcis-13146	113	11	this	this	DET
fcis-13146	113	12	subject	subject	NOUN
fcis-13146	113	13	can	can	AUX
fcis-13146	113	14	effectively	effectively	ADV
fcis-13146	113	15	identify	identify	VERB
fcis-13146	113	16	and	and	CCONJ
fcis-13146	113	17	track	track	VERB
fcis-13146	113	18	vehicles	vehicle	NOUN
fcis-13146	113	19	in	in	ADP
fcis-13146	113	20	traffic	traffic	NOUN
fcis-13146	113	21	scenes	scene	NOUN
fcis-13146	113	22	.	.	PUNCT
fcis-13146	114	1	this	this	DET
fcis-13146	114	2	paper	paper	NOUN
fcis-13146	114	3	has	have	AUX
fcis-13146	114	4	conducted	conduct	VERB
fcis-13146	114	5	in	in	ADP
fcis-13146	114	6	-	-	PUNCT
fcis-13146	114	7	depth	depth	NOUN
fcis-13146	114	8	research	research	NOUN
fcis-13146	114	9	on	on	ADP
fcis-13146	114	10	vehicle	vehicle	NOUN
fcis-13146	114	11	and	and	CCONJ
fcis-13146	114	12	tracking	tracking	NOUN
fcis-13146	114	13	based	base	VERB
fcis-13146	114	14	on	on	ADP
fcis-13146	114	15	traffic	traffic	NOUN
fcis-13146	114	16	scenarios	scenario	NOUN
fcis-13146	114	17	and	and	CCONJ
fcis-13146	114	18	achieved	achieve	VERB
fcis-13146	114	19	certain	certain	ADJ
fcis-13146	114	20	results	result	NOUN
fcis-13146	114	21	.	.	PUNCT
fcis-13146	115	1	however	however	ADV
fcis-13146	115	2	,	,	PUNCT
fcis-13146	115	3	for	for	ADP
fcis-13146	115	4	complex	complex	ADJ
fcis-13146	115	5	and	and	CCONJ
fcis-13146	115	6	flexible	flexible	ADJ
fcis-13146	115	7	traffic	traffic	NOUN
fcis-13146	115	8	scenarios	scenario	NOUN
fcis-13146	115	9	,	,	PUNCT
fcis-13146	115	10	the	the	DET
fcis-13146	115	11	technical	technical	ADJ
fcis-13146	115	12	route	route	NOUN
fcis-13146	115	13	and	and	CCONJ
fcis-13146	115	14	design	design	NOUN
fcis-13146	115	15	system	system	NOUN
fcis-13146	115	16	proposed	propose	VERB
fcis-13146	115	17	in	in	ADP
fcis-13146	115	18	this	this	DET
fcis-13146	115	19	paper	paper	NOUN
fcis-13146	115	20	still	still	ADV
fcis-13146	115	21	need	need	VERB
fcis-13146	115	22	further	further	ADJ
fcis-13146	115	23	research	research	NOUN
fcis-13146	115	24	and	and	CCONJ
fcis-13146	115	25	improvement	improvement	NOUN
fcis-13146	115	26	,	,	PUNCT
fcis-13146	115	27	mainly	mainly	ADV
fcis-13146	115	28	in	in	ADP
fcis-13146	115	29	the	the	DET
fcis-13146	115	30	following	follow	VERB
fcis-13146	115	31	aspects	aspect	NOUN
fcis-13146	115	32	.	.	PUNCT
fcis-13146	116	1	the	the	DET
fcis-13146	116	2	data	datum	NOUN
fcis-13146	116	3	set	set	VERB
fcis-13146	116	4	used	use	VERB
fcis-13146	116	5	in	in	ADP
fcis-13146	116	6	this	this	DET
fcis-13146	116	7	project	project	NOUN
fcis-13146	116	8	is	be	AUX
fcis-13146	116	9	the	the	DET
fcis-13146	116	10	traffic	traffic	NOUN
fcis-13146	116	11	data	datum	NOUN
fcis-13146	116	12	set	set	VERB
fcis-13146	116	13	actually	actually	ADV
fcis-13146	116	14	collected	collect	VERB
fcis-13146	116	15	,	,	PUNCT
fcis-13146	116	16	with	with	ADP
fcis-13146	116	17	a	a	DET
fcis-13146	116	18	very	very	ADV
fcis-13146	116	19	limited	limited	ADJ
fcis-13146	116	20	number	number	NOUN
fcis-13146	116	21	,	,	PUNCT
fcis-13146	116	22	with	with	ADP
fcis-13146	116	23	a	a	DET
fcis-13146	116	24	total	total	NOUN
fcis-13146	116	25	of	of	ADP
fcis-13146	116	26	more	more	ADJ
fcis-13146	116	27	than	than	ADP
fcis-13146	116	28	1700	1700	NUM
fcis-13146	116	29	photos	photo	NOUN
fcis-13146	116	30	.	.	PUNCT
fcis-13146	117	1	the	the	DET
fcis-13146	117	2	data	datum	NOUN
fcis-13146	117	3	set	set	VERB
fcis-13146	117	4	is	be	AUX
fcis-13146	117	5	limited	limit	VERB
fcis-13146	117	6	to	to	ADP
fcis-13146	117	7	traffic	traffic	NOUN
fcis-13146	117	8	video	video	NOUN
fcis-13146	117	9	streams	stream	NOUN
fcis-13146	117	10	in	in	ADP
fcis-13146	117	11	daytime	daytime	NOUN
fcis-13146	117	12	and	and	CCONJ
fcis-13146	117	13	cloudy	cloudy	ADJ
fcis-13146	117	14	days	day	NOUN
fcis-13146	117	15	,	,	PUNCT
fcis-13146	117	16	and	and	CCONJ
fcis-13146	117	17	does	do	AUX
fcis-13146	117	18	not	not	PART
fcis-13146	117	19	take	take	VERB
fcis-13146	117	20	into	into	ADP
fcis-13146	117	21	account	account	NOUN
fcis-13146	117	22	other	other	ADJ
fcis-13146	117	23	weather	weather	NOUN
fcis-13146	117	24	conditions	condition	NOUN
fcis-13146	117	25	such	such	ADJ
fcis-13146	117	26	as	as	ADP
fcis-13146	117	27	sunny	sunny	ADJ
fcis-13146	117	28	,	,	PUNCT
fcis-13146	117	29	rainy	rainy	ADJ
fcis-13146	117	30	and	and	CCONJ
fcis-13146	117	31	snowy	snowy	ADJ
fcis-13146	117	32	days	day	NOUN
fcis-13146	117	33	and	and	CCONJ
fcis-13146	117	34	nighttime	nighttime	ADJ
fcis-13146	117	35	conditions	condition	NOUN
fcis-13146	117	36	.	.	PUNCT
fcis-13146	118	1	the	the	DET
fcis-13146	118	2	data	datum	NOUN
fcis-13146	118	3	set	set	VERB
fcis-13146	118	4	used	use	VERB
fcis-13146	118	5	in	in	ADP
fcis-13146	118	6	this	this	DET
fcis-13146	118	7	project	project	NOUN
fcis-13146	118	8	still	still	ADV
fcis-13146	118	9	has	have	VERB
fcis-13146	118	10	certain	certain	ADJ
fcis-13146	118	11	limitations	limitation	NOUN
fcis-13146	118	12	in	in	ADP
fcis-13146	118	13	real	real	ADJ
fcis-13146	118	14	-	-	PUNCT
fcis-13146	118	15	time	time	NOUN
fcis-13146	118	16	performance	performance	NOUN
fcis-13146	118	17	,	,	PUNCT
fcis-13146	118	18	which	which	PRON
fcis-13146	118	19	has	have	VERB
fcis-13146	118	20	certain	certain	ADJ
fcis-13146	118	21	defects	defect	NOUN
fcis-13146	118	22	for	for	ADP
fcis-13146	118	23	the	the	DET
fcis-13146	118	24	whole	whole	ADJ
fcis-13146	118	25	system	system	NOUN
fcis-13146	118	26	.	.	PUNCT
fcis-13146	119	1	the	the	DET
fcis-13146	119	2	actual	actual	ADJ
fcis-13146	119	3	data	datum	NOUN
fcis-13146	119	4	set	set	VERB
fcis-13146	119	5	only	only	ADV
fcis-13146	119	6	reaches	reach	VERB
fcis-13146	119	7	6	6	NUM
fcis-13146	119	8	-	-	SYM
fcis-13146	119	9	8	8	NUM
fcis-13146	119	10	fps	fps	PROPN
fcis-13146	119	11	,	,	PUNCT
fcis-13146	119	12	which	which	PRON
fcis-13146	119	13	will	will	AUX
fcis-13146	119	14	lead	lead	VERB
fcis-13146	119	15	to	to	ADP
fcis-13146	119	16	certain	certain	ADJ
fcis-13146	119	17	fluency	fluency	NOUN
fcis-13146	119	18	in	in	ADP
fcis-13146	119	19	the	the	DET
fcis-13146	119	20	playback	playback	NOUN
fcis-13146	119	21	of	of	ADP
fcis-13146	119	22	the	the	DET
fcis-13146	119	23	recognition	recognition	NOUN
fcis-13146	119	24	video	video	NOUN
fcis-13146	119	25	,	,	PUNCT
fcis-13146	119	26	so	so	SCONJ
fcis-13146	119	27	it	it	PRON
fcis-13146	119	28	can	can	AUX
fcis-13146	119	29	be	be	AUX
fcis-13146	119	30	seen	see	VERB
fcis-13146	119	31	that	that	SCONJ
fcis-13146	119	32	there	there	PRON
fcis-13146	119	33	is	be	VERB
fcis-13146	119	34	a	a	DET
fcis-13146	119	35	certain	certain	ADJ
fcis-13146	119	36	phenomenon	phenomenon	NOUN
fcis-13146	119	37	of	of	ADP
fcis-13146	119	38	frame	frame	NOUN
fcis-13146	119	39	drop	drop	NOUN
fcis-13146	119	40	.	.	PUNCT
fcis-13146	120	1	at	at	ADP
fcis-13146	120	2	the	the	DET
fcis-13146	120	3	same	same	ADJ
fcis-13146	120	4	time	time	NOUN
fcis-13146	120	5	,	,	PUNCT
fcis-13146	120	6	map	map	VERB
fcis-13146	120	7	values	value	NOUN
fcis-13146	120	8	are	be	AUX
fcis-13146	120	9	heavily	heavily	ADV
fcis-13146	120	10	influenced	influence	VERB
fcis-13146	120	11	by	by	ADP
fcis-13146	120	12	this	this	DET
fcis-13146	120	13	aspect	aspect	NOUN
fcis-13146	120	14	of	of	ADP
fcis-13146	120	15	the	the	DET
fcis-13146	120	16	data	datum	NOUN
fcis-13146	120	17	set	set	VERB
fcis-13146	120	18	.	.	PUNCT
fcis-13146	121	1	it	it	PRON
fcis-13146	121	2	is	be	AUX
fcis-13146	121	3	necessary	necessary	ADJ
fcis-13146	121	4	to	to	PART
fcis-13146	121	5	further	far	ADV
fcis-13146	121	6	consider	consider	VERB
fcis-13146	121	7	the	the	DET
fcis-13146	121	8	use	use	NOUN
fcis-13146	121	9	of	of	ADP
fcis-13146	121	10	better	well	ADJ
fcis-13146	121	11	equipment	equipment	NOUN
fcis-13146	121	12	to	to	PART
fcis-13146	121	13	collect	collect	VERB
fcis-13146	121	14	more	more	ADJ
fcis-13146	121	15	real	real	ADJ
fcis-13146	121	16	-	-	PUNCT
fcis-13146	121	17	time	time	NOUN
fcis-13146	121	18	image	image	NOUN
fcis-13146	121	19	data	data	NOUN
fcis-13146	121	20	sets	set	NOUN
fcis-13146	121	21	.	.	PUNCT
fcis-13146	122	1	the	the	DET
fcis-13146	122	2	experimental	experimental	ADJ
fcis-13146	122	3	equipment	equipment	NOUN
fcis-13146	122	4	used	use	VERB
fcis-13146	122	5	in	in	ADP
fcis-13146	122	6	this	this	DET
fcis-13146	122	7	subject	subject	NOUN
fcis-13146	122	8	is	be	AUX
fcis-13146	122	9	relatively	relatively	ADV
fcis-13146	122	10	backward	backward	ADJ
fcis-13146	122	11	,	,	PUNCT
fcis-13146	122	12	and	and	CCONJ
fcis-13146	122	13	there	there	PRON
fcis-13146	122	14	are	be	VERB
fcis-13146	122	15	certain	certain	ADJ
fcis-13146	122	16	calculation	calculation	NOUN
fcis-13146	122	17	errors	error	NOUN
fcis-13146	122	18	and	and	CCONJ
fcis-13146	122	19	time	time	NOUN
fcis-13146	122	20	efficiency	efficiency	NOUN
fcis-13146	122	21	limitations	limitation	NOUN
fcis-13146	122	22	in	in	ADP
fcis-13146	122	23	the	the	DET
fcis-13146	122	24	training	training	NOUN
fcis-13146	122	25	process	process	NOUN
fcis-13146	122	26	.	.	PUNCT
fcis-13146	123	1	it	it	PRON
fcis-13146	123	2	can	can	AUX
fcis-13146	123	3	be	be	AUX
fcis-13146	123	4	considered	consider	VERB
fcis-13146	123	5	to	to	PART
fcis-13146	123	6	further	far	ADV
fcis-13146	123	7	use	use	VERB
fcis-13146	123	8	professional	professional	ADJ
fcis-13146	123	9	desktop	desktop	NOUN
fcis-13146	123	10	equipment	equipment	NOUN
fcis-13146	123	11	as	as	ADP
fcis-13146	123	12	training	training	NOUN
fcis-13146	123	13	equipment	equipment	NOUN
fcis-13146	123	14	to	to	PART
fcis-13146	123	15	solve	solve	VERB
fcis-13146	123	16	this	this	DET
fcis-13146	123	17	problem	problem	NOUN
fcis-13146	123	18	.	.	PUNCT
fcis-13146	124	1	references	reference	NOUN
fcis-13146	124	2	[	[	X
fcis-13146	124	3	1	1	NUM
fcis-13146	124	4	]	]	X
fcis-13146	124	5	wu	wu	PROPN
fcis-13146	124	6	,	,	PUNCT
fcis-13146	124	7	x.	x.	NOUN
fcis-13146	124	8	(	(	PUNCT
fcis-13146	124	9	2018	2018	NUM
fcis-13146	124	10	)	)	PUNCT
fcis-13146	124	11	research	research	NOUN
fcis-13146	124	12	on	on	ADP
fcis-13146	124	13	video	video	NOUN
fcis-13146	124	14	-	-	PUNCT
fcis-13146	124	15	based	base	VERB
fcis-13146	124	16	vehicle	vehicle	NOUN
fcis-13146	124	17	recognition	recognition	NOUN
fcis-13146	124	18	and	and	CCONJ
fcis-13146	124	19	tracking	tracking	NOUN
fcis-13146	124	20	.	.	PUNCT
fcis-13146	125	1	thesis	thesis	NOUN
fcis-13146	125	2	of	of	ADP
fcis-13146	125	3	chang	chang	PROPN
fcis-13146	125	4	'	'	PROPN
fcis-13146	125	5	an	an	DET
fcis-13146	125	6	university	university	NOUN
fcis-13146	125	7	.	.	PUNCT
fcis-13146	126	1	[	[	X
fcis-13146	126	2	2	2	NUM
fcis-13146	126	3	]	]	X
fcis-13146	126	4	gong	gong	NOUN
fcis-13146	126	5	,	,	PUNCT
fcis-13146	126	6	j.	j.	PROPN
fcis-13146	126	7	,	,	PUNCT
fcis-13146	126	8	ji	ji	PROPN
fcis-13146	126	9	,	,	PUNCT
fcis-13146	126	10	s.	s.	PROPN
fcis-13146	126	11	(	(	PUNCT
fcis-13146	126	12	2017	2017	NUM
fcis-13146	126	13	)	)	PUNCT
fcis-13146	126	14	from	from	ADP
fcis-13146	126	15	photogrammetry	photogrammetry	NOUN
fcis-13146	126	16	to	to	ADP
fcis-13146	126	17	computer	computer	NOUN
fcis-13146	126	18	vision	vision	NOUN
fcis-13146	126	19	.	.	PUNCT
fcis-13146	127	1	journal	journal	PROPN
fcis-13146	127	2	of	of	ADP
fcis-13146	127	3	wuhan	wuhan	PROPN
fcis-13146	127	4	university	university	PROPN
fcis-13146	127	5	(	(	PUNCT
fcis-13146	127	6	information	information	NOUN
fcis-13146	127	7	science	science	NOUN
fcis-13146	127	8	)	)	PUNCT
fcis-13146	127	9	.	.	PUNCT
fcis-13146	128	1	42(11):21	42(11):21	NOUN
fcis-13146	128	2	-	-	PUNCT
fcis-13146	128	3	5	5	NUM
fcis-13146	128	4	+	+	NOUN
fcis-13146	128	5	118	118	NUM
fcis-13146	128	6	.	.	PUNCT
fcis-13146	129	1	[	[	X
fcis-13146	129	2	3	3	X
fcis-13146	129	3	]	]	X
fcis-13146	129	4	kim	kim	PROPN
fcis-13146	129	5	,	,	PUNCT
fcis-13146	129	6	j.	j.	PROPN
fcis-13146	129	7	,	,	PUNCT
fcis-13146	129	8	kim	kim	PROPN
fcis-13146	129	9	,	,	PUNCT
fcis-13146	129	10	d.	d.	PROPN
fcis-13146	129	11	(	(	PUNCT
fcis-13146	129	12	2010	2010	NUM
fcis-13146	129	13	)	)	PUNCT
fcis-13146	129	14	moving	move	VERB
fcis-13146	129	15	object	object	NOUN
fcis-13146	129	16	detection	detection	NOUN
fcis-13146	129	17	under	under	ADP
fcis-13146	129	18	freemoving	freemove	VERB
fcis-13146	129	19	camera	camera	NOUN
fcis-13146	129	20	.	.	PUNCT
fcis-13146	130	1	2010	2010	NUM
fcis-13146	130	2	ieee	ieee	PROPN
fcis-13146	130	3	international	international	ADJ
fcis-13146	130	4	conference	conference	NOUN
fcis-13146	130	5	on	on	ADP
fcis-13146	130	6	image	image	NOUN
fcis-13146	130	7	processing	processing	NOUN
fcis-13146	130	8	.	.	PUNCT
fcis-13146	131	1	4669	4669	NUM
fcis-13146	131	2	-	-	SYM
fcis-13146	131	3	72	72	NUM
fcis-13146	131	4	.	.	PUNCT
fcis-13146	132	1	[	[	X
fcis-13146	132	2	4	4	NUM
fcis-13146	132	3	]	]	PUNCT
fcis-13146	132	4	kitt	kitt	PROPN
fcis-13146	132	5	,	,	PUNCT
fcis-13146	132	6	b.	b.	PROPN
fcis-13146	132	7	(	(	PUNCT
fcis-13146	132	8	2010	2010	NUM
fcis-13146	132	9	)	)	PUNCT
fcis-13146	132	10	detection	detection	NOUN
fcis-13146	132	11	and	and	CCONJ
fcis-13146	132	12	tracking	tracking	NOUN
fcis-13146	132	13	of	of	ADP
fcis-13146	132	14	independently	independently	ADV
fcis-13146	132	15	moving	move	VERB
fcis-13146	132	16	objects	object	NOUN
fcis-13146	132	17	in	in	ADP
fcis-13146	132	18	urban	urban	ADJ
fcis-13146	132	19	environments	environment	NOUN
fcis-13146	132	20	.	.	PUNCT
fcis-13146	133	1	2010	2010	NUM
fcis-13146	133	2	international	international	ADJ
fcis-13146	133	3	ieee	ieee	NOUN
fcis-13146	133	4	conference	conference	NOUN
fcis-13146	133	5	on	on	ADP
fcis-13146	133	6	intelligent	intelligent	ADJ
fcis-13146	133	7	transportation	transportation	NOUN
fcis-13146	133	8	systems	system	NOUN
fcis-13146	133	9	.	.	PUNCT
fcis-13146	134	1	1396401	1396401	NUM
fcis-13146	134	2	.	.	PUNCT
fcis-13146	135	1	[	[	X
fcis-13146	135	2	5	5	NUM
fcis-13146	135	3	]	]	X
fcis-13146	135	4	wang	wang	PROPN
fcis-13146	135	5	,	,	PUNCT
fcis-13146	135	6	q.	q.	PROPN
fcis-13146	135	7	,	,	PUNCT
fcis-13146	135	8	chen	chen	PROPN
fcis-13146	135	9	,	,	PUNCT
fcis-13146	135	10	f.	f.	PROPN
fcis-13146	135	11	,	,	PUNCT
fcis-13146	135	12	xu	xu	PROPN
fcis-13146	135	13	,	,	PUNCT
fcis-13146	135	14	w.	w.	PROPN
fcis-13146	135	15	,	,	PUNCT
fcis-13146	135	16	et	et	PROPN
fcis-13146	135	17	al	al	PROPN
fcis-13146	135	18	.	.	PROPN
fcis-13146	135	19	(	(	PUNCT
fcis-13146	135	20	2012	2012	NUM
fcis-13146	135	21	)	)	PUNCT
fcis-13146	135	22	object	object	NOUN
fcis-13146	135	23	tracking	tracking	NOUN
fcis-13146	135	24	via	via	ADP
fcis-13146	135	25	partial	partial	ADJ
fcis-13146	135	26	least	least	ADJ
fcis-13146	135	27	squares	square	NOUN
fcis-13146	135	28	analysis	analysis	NOUN
fcis-13146	135	29	.	.	PUNCT
fcis-13146	136	1	ieee	ieee	NOUN
fcis-13146	136	2	transactions	transaction	NOUN
fcis-13146	136	3	on	on	ADP
fcis-13146	136	4	image	image	NOUN
fcis-13146	136	5	processing	processing	NOUN
fcis-13146	136	6	,	,	PUNCT
fcis-13146	136	7	21(10):4454	21(10):4454	NUM
fcis-13146	136	8	-	-	SYM
fcis-13146	136	9	65	65	NUM
fcis-13146	136	10	.	.	PUNCT
fcis-13146	137	1	[	[	X
fcis-13146	137	2	6	6	NUM
fcis-13146	137	3	]	]	X
fcis-13146	137	4	d	d	X
fcis-13146	137	5	r.	r.	X
fcis-13146	137	6	(	(	PUNCT
fcis-13146	137	7	2013	2013	NUM
fcis-13146	137	8	)	)	PUNCT
fcis-13146	137	9	an	an	DET
fcis-13146	137	10	algorithm	algorithm	NOUN
fcis-13146	137	11	for	for	ADP
fcis-13146	137	12	tracking	track	VERB
fcis-13146	137	13	multiple	multiple	ADJ
fcis-13146	137	14	targets	target	NOUN
fcis-13146	137	15	.	.	PUNCT
fcis-13146	138	1	ieee	ieee	NOUN
fcis-13146	138	2	transactions	transaction	NOUN
fcis-13146	138	3	on	on	ADP
fcis-13146	138	4	auto	auto	NOUN
fcis-13146	138	5	-	-	PUNCT
fcis-13146	138	6	matic	matic	ADJ
fcis-13146	138	7	control	control	NOUN
fcis-13146	138	8	,	,	PUNCT
fcis-13146	138	9	24(6):843	24(6):843	PROPN
fcis-13146	138	10	-	-	SYM
fcis-13146	138	11	54	54	NUM
fcis-13146	138	12	.	.	PUNCT
fcis-13146	139	1	[	[	X
fcis-13146	139	2	7	7	NUM
fcis-13146	139	3	]	]	SYM
fcis-13146	139	4	kalal	kalal	PROPN
fcis-13146	139	5	,	,	PUNCT
fcis-13146	139	6	z.	z.	PROPN
fcis-13146	139	7	,	,	PUNCT
fcis-13146	139	8	mikolajczyk	mikolajczyk	NOUN
fcis-13146	139	9	,	,	PUNCT
fcis-13146	139	10	mata	mata	PROPN
fcis-13146	139	11	,	,	PUNCT
fcis-13146	139	12	j.k	j.k	PROPN
fcis-13146	139	13	.	.	PROPN
fcis-13146	140	1	(	(	PUNCT
fcis-13146	140	2	2012	2012	NUM
fcis-13146	140	3	)	)	PUNCT
fcis-13146	140	4	tracking	tracking	NOUN
fcis-13146	140	5	-	-	PUNCT
fcis-13146	140	6	learningdetection	learningdetection	NOUN
fcis-13146	140	7	.	.	PUNCT
fcis-13146	141	1	ieee	ieee	NOUN
fcis-13146	141	2	transaction	transaction	NOUN
fcis-13146	141	3	on	on	ADP
fcis-13146	141	4	pattern	pattern	NOUN
fcis-13146	141	5	analysis	analysis	NOUN
fcis-13146	141	6	and	and	CCONJ
fcis-13146	141	7	machine	machine	NOUN
fcis-13146	141	8	intelligence	intelligence	NOUN
fcis-13146	141	9	,	,	PUNCT
fcis-13146	141	10	34(7):1409	34(7):1409	NUM
fcis-13146	141	11	-	-	SYM
fcis-13146	141	12	22	22	NUM
fcis-13146	141	13	.	.	PUNCT