id	sid	tid	token	lemma	pos
fcis-30391	1	1	frontiers	frontier	NOUN
fcis-30391	1	2	in	in	ADP
fcis-30391	1	3	computing	computing	NOUN
fcis-30391	1	4	and	and	CCONJ
fcis-30391	1	5	intelligent	intelligent	ADJ
fcis-30391	1	6	systems	system	NOUN
fcis-30391	1	7	issn	issn	VERB
fcis-30391	1	8	:	:	PUNCT
fcis-30391	1	9	2832	2832	NUM
fcis-30391	1	10	-	-	SYM
fcis-30391	1	11	6024	6024	NUM
fcis-30391	1	12	|	|	NOUN
fcis-30391	1	13	vol	vol	NOUN
fcis-30391	1	14	.	.	PROPN
fcis-30391	2	1	12	12	NUM
fcis-30391	2	2	,	,	PUNCT
fcis-30391	2	3	no	no	INTJ
fcis-30391	2	4	.	.	NOUN
fcis-30391	2	5	1	1	NUM
fcis-30391	2	6	,	,	PUNCT
fcis-30391	2	7	2025	2025	NUM
fcis-30391	2	8	43	43	NUM
fcis-30391	2	9	design	design	NOUN
fcis-30391	2	10	and	and	CCONJ
fcis-30391	2	11	optimization	optimization	NOUN
fcis-30391	2	12	of	of	ADP
fcis-30391	2	13	urban	urban	ADJ
fcis-30391	2	14	stray	stray	ADJ
fcis-30391	2	15	animal	animal	NOUN
fcis-30391	2	16	supervision	supervision	NOUN
fcis-30391	2	17	model	model	NOUN
fcis-30391	2	18	based	base	VERB
fcis-30391	2	19	on	on	ADP
fcis-30391	2	20	yolov8	yolov8	PROPN
fcis-30391	2	21	and	and	CCONJ
fcis-30391	2	22	flink	flink	PROPN
fcis-30391	2	23	bo	bo	PROPN
fcis-30391	2	24	rao	rao	PROPN
fcis-30391	2	25	,	,	PUNCT
fcis-30391	2	26	junjie	junjie	PROPN
fcis-30391	2	27	feng	feng	PROPN
fcis-30391	2	28	,	,	PUNCT
fcis-30391	2	29	chengxin	chengxin	PROPN
fcis-30391	2	30	huang	huang	PROPN
fcis-30391	2	31	,	,	PUNCT
fcis-30391	2	32	junming	junme	VERB
fcis-30391	2	33	chang	chang	PROPN
fcis-30391	2	34	*	*	PUNCT
fcis-30391	2	35	jianghan	jianghan	PROPN
fcis-30391	2	36	university	university	PROPN
fcis-30391	2	37	college	college	PROPN
fcis-30391	2	38	of	of	ADP
fcis-30391	2	39	artificial	artificial	ADJ
fcis-30391	2	40	intelligence	intelligence	NOUN
fcis-30391	2	41	,	,	PUNCT
fcis-30391	2	42	wuhan	wuhan	PROPN
fcis-30391	2	43	,	,	PUNCT
fcis-30391	2	44	hubei	hubei	PROPN
fcis-30391	2	45	,	,	PUNCT
fcis-30391	2	46	china	china	PROPN
fcis-30391	2	47	*	*	PUNCT
fcis-30391	2	48	corresponding	correspond	VERB
fcis-30391	2	49	author	author	NOUN
fcis-30391	2	50	:	:	PUNCT
fcis-30391	2	51	junming	junme	VERB
fcis-30391	2	52	chang	chang	PROPN
fcis-30391	2	53	abstract	abstract	PROPN
fcis-30391	2	54	:	:	PUNCT
fcis-30391	2	55	with	with	ADP
fcis-30391	2	56	the	the	DET
fcis-30391	2	57	increasingly	increasingly	ADV
fcis-30391	2	58	serious	serious	ADJ
fcis-30391	2	59	problem	problem	NOUN
fcis-30391	2	60	of	of	ADP
fcis-30391	2	61	stray	stray	ADJ
fcis-30391	2	62	animals	animal	NOUN
fcis-30391	2	63	in	in	ADP
fcis-30391	2	64	cities	city	NOUN
fcis-30391	2	65	,	,	PUNCT
fcis-30391	2	66	traditional	traditional	ADJ
fcis-30391	2	67	manual	manual	ADJ
fcis-30391	2	68	monitoring	monitoring	NOUN
fcis-30391	2	69	and	and	CCONJ
fcis-30391	2	70	management	management	NOUN
fcis-30391	2	71	methods	method	NOUN
fcis-30391	2	72	are	be	AUX
fcis-30391	2	73	unable	unable	ADJ
fcis-30391	2	74	to	to	PART
fcis-30391	2	75	meet	meet	VERB
fcis-30391	2	76	the	the	DET
fcis-30391	2	77	real	real	ADJ
fcis-30391	2	78	-	-	PUNCT
fcis-30391	2	79	time	time	NOUN
fcis-30391	2	80	and	and	CCONJ
fcis-30391	2	81	efficient	efficient	ADJ
fcis-30391	2	82	monitoring	monitoring	NOUN
fcis-30391	2	83	needs	need	NOUN
fcis-30391	2	84	of	of	ADP
fcis-30391	2	85	stray	stray	ADJ
fcis-30391	2	86	animals	animal	NOUN
fcis-30391	2	87	.	.	PUNCT
fcis-30391	3	1	therefore	therefore	ADV
fcis-30391	3	2	,	,	PUNCT
fcis-30391	3	3	this	this	DET
fcis-30391	3	4	article	article	NOUN
fcis-30391	3	5	designs	design	VERB
fcis-30391	3	6	a	a	DET
fcis-30391	3	7	city	city	NOUN
fcis-30391	3	8	stray	stray	NOUN
fcis-30391	3	9	animal	animal	NOUN
fcis-30391	3	10	supervision	supervision	NOUN
fcis-30391	3	11	and	and	CCONJ
fcis-30391	3	12	testing	testing	NOUN
fcis-30391	3	13	model	model	NOUN
fcis-30391	3	14	based	base	VERB
fcis-30391	3	15	on	on	ADP
fcis-30391	3	16	yolov8	yolov8	NOUN
fcis-30391	3	17	and	and	CCONJ
fcis-30391	3	18	flink	flink	PROPN
fcis-30391	3	19	.	.	PUNCT
fcis-30391	4	1	this	this	DET
fcis-30391	4	2	model	model	NOUN
fcis-30391	4	3	identifies	identify	VERB
fcis-30391	4	4	stray	stray	ADJ
fcis-30391	4	5	animals	animal	NOUN
fcis-30391	4	6	and	and	CCONJ
fcis-30391	4	7	determines	determine	VERB
fcis-30391	4	8	their	their	PRON
fcis-30391	4	9	species	specie	NOUN
fcis-30391	4	10	based	base	VERB
fcis-30391	4	11	on	on	ADP
fcis-30391	4	12	the	the	DET
fcis-30391	4	13	video	video	NOUN
fcis-30391	4	14	streams	stream	NOUN
fcis-30391	4	15	captured	capture	VERB
fcis-30391	4	16	by	by	ADP
fcis-30391	4	17	the	the	DET
fcis-30391	4	18	camera	camera	NOUN
fcis-30391	4	19	.	.	PUNCT
fcis-30391	5	1	it	it	PRON
fcis-30391	5	2	simultaneously	simultaneously	ADV
fcis-30391	5	3	uses	use	VERB
fcis-30391	5	4	the	the	DET
fcis-30391	5	5	real	real	ADJ
fcis-30391	5	6	-	-	PUNCT
fcis-30391	5	7	time	time	NOUN
fcis-30391	5	8	processing	processing	NOUN
fcis-30391	5	9	framework	framework	NOUN
fcis-30391	5	10	flink	flink	VERB
fcis-30391	5	11	to	to	PART
fcis-30391	5	12	sort	sort	VERB
fcis-30391	5	13	and	and	CCONJ
fcis-30391	5	14	dynamically	dynamically	ADV
fcis-30391	5	15	analyze	analyze	VERB
fcis-30391	5	16	data	datum	NOUN
fcis-30391	5	17	by	by	ADP
fcis-30391	5	18	time	time	NOUN
fcis-30391	5	19	,	,	PUNCT
fcis-30391	5	20	thus	thus	ADV
fcis-30391	5	21	providing	provide	VERB
fcis-30391	5	22	accurate	accurate	ADJ
fcis-30391	5	23	data	datum	NOUN
fcis-30391	5	24	for	for	ADP
fcis-30391	5	25	the	the	DET
fcis-30391	5	26	management	management	NOUN
fcis-30391	5	27	and	and	CCONJ
fcis-30391	5	28	protection	protection	NOUN
fcis-30391	5	29	of	of	ADP
fcis-30391	5	30	stray	stray	ADJ
fcis-30391	5	31	animals	animal	NOUN
fcis-30391	5	32	.	.	PUNCT
fcis-30391	6	1	through	through	ADP
fcis-30391	6	2	training	training	NOUN
fcis-30391	6	3	and	and	CCONJ
fcis-30391	6	4	parameter	parameter	NOUN
fcis-30391	6	5	optimization	optimization	NOUN
fcis-30391	6	6	of	of	ADP
fcis-30391	6	7	the	the	DET
fcis-30391	6	8	model	model	NOUN
fcis-30391	6	9	,	,	PUNCT
fcis-30391	6	10	we	we	PRON
fcis-30391	6	11	achieved	achieve	VERB
fcis-30391	6	12	high	high	ADJ
fcis-30391	6	13	accuracy	accuracy	NOUN
fcis-30391	6	14	and	and	CCONJ
fcis-30391	6	15	real	real	ADJ
fcis-30391	6	16	-	-	PUNCT
fcis-30391	6	17	time	time	NOUN
fcis-30391	6	18	performance	performance	NOUN
fcis-30391	6	19	in	in	ADP
fcis-30391	6	20	the	the	DET
fcis-30391	6	21	task	task	NOUN
fcis-30391	6	22	of	of	ADP
fcis-30391	6	23	detecting	detect	VERB
fcis-30391	6	24	stray	stray	ADJ
fcis-30391	6	25	animals	animal	NOUN
fcis-30391	6	26	.	.	PUNCT
fcis-30391	7	1	the	the	DET
fcis-30391	7	2	experimental	experimental	ADJ
fcis-30391	7	3	results	result	NOUN
fcis-30391	7	4	show	show	VERB
fcis-30391	7	5	that	that	SCONJ
fcis-30391	7	6	the	the	DET
fcis-30391	7	7	map	map	NOUN
fcis-30391	7	8	value	value	NOUN
fcis-30391	7	9	of	of	ADP
fcis-30391	7	10	this	this	DET
fcis-30391	7	11	model	model	NOUN
fcis-30391	7	12	in	in	ADP
fcis-30391	7	13	stray	stray	ADJ
fcis-30391	7	14	animal	animal	NOUN
fcis-30391	7	15	detection	detection	NOUN
fcis-30391	7	16	reaches	reach	VERB
fcis-30391	7	17	0.767	0.767	NUM
fcis-30391	7	18	,	,	PUNCT
fcis-30391	7	19	the	the	DET
fcis-30391	7	20	f1	f1	NOUN
fcis-30391	7	21	score	score	NOUN
fcis-30391	7	22	is	be	AUX
fcis-30391	7	23	0.75	0.75	NUM
fcis-30391	7	24	,	,	PUNCT
fcis-30391	7	25	and	and	CCONJ
fcis-30391	7	26	the	the	DET
fcis-30391	7	27	inference	inference	NOUN
fcis-30391	7	28	speed	speed	NOUN
fcis-30391	7	29	meets	meet	VERB
fcis-30391	7	30	the	the	DET
fcis-30391	7	31	requirements	requirement	NOUN
fcis-30391	7	32	of	of	ADP
fcis-30391	7	33	real	real	ADJ
fcis-30391	7	34	-	-	PUNCT
fcis-30391	7	35	time	time	NOUN
fcis-30391	7	36	monitoring	monitoring	NOUN
fcis-30391	7	37	.	.	PUNCT
fcis-30391	8	1	the	the	DET
fcis-30391	8	2	design	design	NOUN
fcis-30391	8	3	and	and	CCONJ
fcis-30391	8	4	implementation	implementation	NOUN
fcis-30391	8	5	of	of	ADP
fcis-30391	8	6	the	the	DET
fcis-30391	8	7	model	model	NOUN
fcis-30391	8	8	provide	provide	VERB
fcis-30391	8	9	effective	effective	ADJ
fcis-30391	8	10	technical	technical	ADJ
fcis-30391	8	11	support	support	NOUN
fcis-30391	8	12	for	for	ADP
fcis-30391	8	13	the	the	DET
fcis-30391	8	14	management	management	NOUN
fcis-30391	8	15	and	and	CCONJ
fcis-30391	8	16	protection	protection	NOUN
fcis-30391	8	17	of	of	ADP
fcis-30391	8	18	urban	urban	ADJ
fcis-30391	8	19	stray	stray	ADJ
fcis-30391	8	20	animals	animal	NOUN
fcis-30391	8	21	,	,	PUNCT
fcis-30391	8	22	and	and	CCONJ
fcis-30391	8	23	have	have	VERB
fcis-30391	8	24	high	high	ADJ
fcis-30391	8	25	application	application	NOUN
fcis-30391	8	26	value	value	NOUN
fcis-30391	8	27	and	and	CCONJ
fcis-30391	8	28	practical	practical	ADJ
fcis-30391	8	29	significance	significance	NOUN
fcis-30391	8	30	.	.	PUNCT
fcis-30391	9	1	keywords	keyword	NOUN
fcis-30391	9	2	:	:	PUNCT
fcis-30391	10	1	yolov8	yolov8	NOUN
fcis-30391	10	2	;	;	PUNCT
fcis-30391	10	3	flink	flink	NOUN
fcis-30391	10	4	;	;	PUNCT
fcis-30391	10	5	object	object	NOUN
fcis-30391	10	6	detection	detection	NOUN
fcis-30391	10	7	;	;	PUNCT
fcis-30391	10	8	animal	animal	NOUN
fcis-30391	10	9	identification	identification	NOUN
fcis-30391	10	10	.	.	PUNCT
fcis-30391	11	1	1	1	X
fcis-30391	11	2	.	.	X
fcis-30391	11	3	introduction	introduction	NOUN
fcis-30391	11	4	in	in	ADP
fcis-30391	11	5	the	the	DET
fcis-30391	11	6	modern	modern	ADJ
fcis-30391	11	7	urban	urban	PROPN
fcis-30391	11	8	environment	environment	PROPN
fcis-30391	11	9	,	,	PUNCT
fcis-30391	11	10	the	the	DET
fcis-30391	11	11	number	number	NOUN
fcis-30391	11	12	of	of	ADP
fcis-30391	11	13	stray	stray	ADJ
fcis-30391	11	14	animals	animal	NOUN
fcis-30391	11	15	is	be	AUX
fcis-30391	11	16	increasing	increase	VERB
fcis-30391	11	17	,	,	PUNCT
fcis-30391	11	18	and	and	CCONJ
fcis-30391	11	19	their	their	PRON
fcis-30391	11	20	activities	activity	NOUN
fcis-30391	11	21	not	not	PART
fcis-30391	11	22	only	only	ADV
fcis-30391	11	23	affect	affect	VERB
fcis-30391	11	24	the	the	DET
fcis-30391	11	25	urban	urban	ADJ
fcis-30391	11	26	environmental	environmental	ADJ
fcis-30391	11	27	health	health	NOUN
fcis-30391	11	28	,	,	PUNCT
fcis-30391	11	29	such	such	ADJ
fcis-30391	11	30	as	as	ADP
fcis-30391	11	31	public	public	ADJ
fcis-30391	11	32	excretion	excretion	NOUN
fcis-30391	11	33	,	,	PUNCT
fcis-30391	11	34	rummaging	rummaging	NOUN
fcis-30391	11	35	,	,	PUNCT
fcis-30391	11	36	etc	etc	X
fcis-30391	11	37	.	.	X
fcis-30391	11	38	,	,	PUNCT
fcis-30391	11	39	but	but	CCONJ
fcis-30391	11	40	also	also	ADV
fcis-30391	11	41	may	may	AUX
fcis-30391	11	42	carry	carry	VERB
fcis-30391	11	43	germs	germ	NOUN
fcis-30391	11	44	and	and	CCONJ
fcis-30391	11	45	parasites	parasite	NOUN
fcis-30391	11	46	,	,	PUNCT
fcis-30391	11	47	posing	pose	VERB
fcis-30391	11	48	a	a	DET
fcis-30391	11	49	threat	threat	NOUN
fcis-30391	11	50	to	to	ADP
fcis-30391	11	51	public	public	ADJ
fcis-30391	11	52	health	health	NOUN
fcis-30391	11	53	.	.	PUNCT
fcis-30391	12	1	in	in	ADP
fcis-30391	12	2	addition	addition	NOUN
fcis-30391	12	3	,	,	PUNCT
fcis-30391	12	4	the	the	DET
fcis-30391	12	5	disorderly	disorderly	ADJ
fcis-30391	12	6	reproduction	reproduction	NOUN
fcis-30391	12	7	and	and	CCONJ
fcis-30391	12	8	activities	activity	NOUN
fcis-30391	12	9	of	of	ADP
fcis-30391	12	10	stray	stray	ADJ
fcis-30391	12	11	animals	animal	NOUN
fcis-30391	12	12	may	may	AUX
fcis-30391	12	13	disturb	disturb	VERB
fcis-30391	12	14	the	the	DET
fcis-30391	12	15	balance	balance	NOUN
fcis-30391	12	16	of	of	ADP
fcis-30391	12	17	urban	urban	ADJ
fcis-30391	12	18	ecosystems[1	ecosystems[1	PROPN
fcis-30391	12	19	]	]	PUNCT
fcis-30391	12	20	.	.	PUNCT
fcis-30391	13	1	to	to	PART
fcis-30391	13	2	solve	solve	VERB
fcis-30391	13	3	these	these	DET
fcis-30391	13	4	problems	problem	NOUN
fcis-30391	13	5	,	,	PUNCT
fcis-30391	13	6	scholars	scholar	NOUN
fcis-30391	13	7	at	at	ADP
fcis-30391	13	8	home	home	ADV
fcis-30391	13	9	and	and	CCONJ
fcis-30391	13	10	abroad	abroad	ADV
fcis-30391	13	11	have	have	AUX
fcis-30391	13	12	proposed	propose	VERB
fcis-30391	13	13	a	a	DET
fcis-30391	13	14	variety	variety	NOUN
fcis-30391	13	15	of	of	ADP
fcis-30391	13	16	management	management	NOUN
fcis-30391	13	17	schemes	scheme	NOUN
fcis-30391	13	18	,	,	PUNCT
fcis-30391	13	19	such	such	ADJ
fcis-30391	13	20	as	as	ADP
fcis-30391	13	21	manual	manual	ADJ
fcis-30391	13	22	inspection	inspection	NOUN
fcis-30391	13	23	and	and	CCONJ
fcis-30391	13	24	capture	capture	NOUN
fcis-30391	13	25	,	,	PUNCT
fcis-30391	13	26	electronic	electronic	ADJ
fcis-30391	13	27	tag	tag	NOUN
fcis-30391	13	28	tracking	tracking	NOUN
fcis-30391	13	29	and	and	CCONJ
fcis-30391	13	30	so	so	ADV
fcis-30391	13	31	on	on	ADV
fcis-30391	13	32	.	.	PUNCT
fcis-30391	14	1	however	however	ADV
fcis-30391	14	2	,	,	PUNCT
fcis-30391	14	3	these	these	DET
fcis-30391	14	4	methods	method	NOUN
fcis-30391	14	5	generally	generally	ADV
fcis-30391	14	6	have	have	VERB
fcis-30391	14	7	limitations	limitation	NOUN
fcis-30391	14	8	:	:	PUNCT
fcis-30391	14	9	manual	manual	ADJ
fcis-30391	14	10	inspection	inspection	NOUN
fcis-30391	14	11	cost	cost	NOUN
fcis-30391	14	12	is	be	AUX
fcis-30391	14	13	high	high	ADJ
fcis-30391	14	14	and	and	CCONJ
fcis-30391	14	15	efficiency	efficiency	NOUN
fcis-30391	14	16	is	be	AUX
fcis-30391	14	17	low	low	ADJ
fcis-30391	14	18	;	;	PUNCT
fcis-30391	14	19	electronic	electronic	ADJ
fcis-30391	14	20	tag	tag	NOUN
fcis-30391	14	21	tracking	tracking	NOUN
fcis-30391	14	22	depends	depend	VERB
fcis-30391	14	23	on	on	ADP
fcis-30391	14	24	individual	individual	ADJ
fcis-30391	14	25	wearing	wear	VERB
fcis-30391	14	26	devices	device	NOUN
fcis-30391	14	27	,	,	PUNCT
fcis-30391	14	28	and	and	CCONJ
fcis-30391	14	29	it	it	PRON
fcis-30391	14	30	is	be	AUX
fcis-30391	14	31	difficult	difficult	ADJ
fcis-30391	14	32	to	to	PART
fcis-30391	14	33	promote	promote	VERB
fcis-30391	14	34	it	it	PRON
fcis-30391	14	35	on	on	ADP
fcis-30391	14	36	a	a	DET
fcis-30391	14	37	large	large	ADJ
fcis-30391	14	38	scale[2	scale[2	NOUN
fcis-30391	14	39	]	]	PUNCT
fcis-30391	14	40	.	.	PUNCT
fcis-30391	15	1	in	in	ADP
fcis-30391	15	2	recent	recent	ADJ
fcis-30391	15	3	years	year	NOUN
fcis-30391	15	4	,	,	PUNCT
fcis-30391	15	5	the	the	DET
fcis-30391	15	6	development	development	NOUN
fcis-30391	15	7	of	of	ADP
fcis-30391	15	8	computer	computer	NOUN
fcis-30391	15	9	vision	vision	NOUN
fcis-30391	15	10	and	and	CCONJ
fcis-30391	15	11	deep	deep	ADJ
fcis-30391	15	12	learning	learning	NOUN
fcis-30391	15	13	technologies	technology	NOUN
fcis-30391	15	14	have	have	AUX
fcis-30391	15	15	provided	provide	VERB
fcis-30391	15	16	new	new	ADJ
fcis-30391	15	17	possibilities	possibility	NOUN
fcis-30391	15	18	for	for	ADP
fcis-30391	15	19	stray	stray	ADJ
fcis-30391	15	20	animal	animal	NOUN
fcis-30391	15	21	monitoring[3	monitoring[3	NOUN
fcis-30391	15	22	]	]	X
fcis-30391	15	23	.	.	PUNCT
fcis-30391	16	1	based	base	VERB
fcis-30391	16	2	on	on	ADP
fcis-30391	16	3	yolov8	yolov8	NOUN
fcis-30391	16	4	target	target	NOUN
fcis-30391	16	5	detection	detection	NOUN
fcis-30391	16	6	method	method	NOUN
fcis-30391	16	7	and	and	CCONJ
fcis-30391	16	8	flink	flink	AUX
fcis-30391	16	9	streaming	stream	VERB
fcis-30391	16	10	data	datum	NOUN
fcis-30391	16	11	processing	processing	NOUN
fcis-30391	16	12	framework	framework	NOUN
fcis-30391	16	13	,	,	PUNCT
fcis-30391	16	14	an	an	DET
fcis-30391	16	15	efficient	efficient	ADJ
fcis-30391	16	16	and	and	CCONJ
fcis-30391	16	17	intelligent	intelligent	ADJ
fcis-30391	16	18	stray	stray	NOUN
fcis-30391	16	19	animal	animal	NOUN
fcis-30391	16	20	supervision	supervision	NOUN
fcis-30391	16	21	model	model	NOUN
fcis-30391	16	22	was	be	AUX
fcis-30391	16	23	constructed	construct	VERB
fcis-30391	16	24	in	in	ADP
fcis-30391	16	25	this	this	DET
fcis-30391	16	26	study	study	NOUN
fcis-30391	16	27	.	.	PUNCT
fcis-30391	17	1	in	in	ADP
fcis-30391	17	2	the	the	DET
fcis-30391	17	3	detection	detection	NOUN
fcis-30391	17	4	stage	stage	NOUN
fcis-30391	17	5	,	,	PUNCT
fcis-30391	17	6	the	the	DET
fcis-30391	17	7	model	model	NOUN
fcis-30391	17	8	relies	rely	VERB
fcis-30391	17	9	on	on	ADP
fcis-30391	17	10	the	the	DET
fcis-30391	17	11	target	target	NOUN
fcis-30391	17	12	detection	detection	NOUN
fcis-30391	17	13	algorithm	algorithm	NOUN
fcis-30391	17	14	to	to	PART
fcis-30391	17	15	automatically	automatically	ADV
fcis-30391	17	16	identify	identify	VERB
fcis-30391	17	17	and	and	CCONJ
fcis-30391	17	18	classify	classify	VERB
fcis-30391	17	19	stray	stray	ADJ
fcis-30391	17	20	animals	animal	NOUN
fcis-30391	17	21	,	,	PUNCT
fcis-30391	17	22	and	and	CCONJ
fcis-30391	17	23	the	the	DET
fcis-30391	17	24	data	data	NOUN
fcis-30391	17	25	processing	processing	NOUN
fcis-30391	17	26	part	part	NOUN
fcis-30391	17	27	adopts	adopt	VERB
fcis-30391	17	28	the	the	DET
fcis-30391	17	29	high	high	ADJ
fcis-30391	17	30	-	-	PUNCT
fcis-30391	17	31	throughput	throughput	NOUN
fcis-30391	17	32	and	and	CCONJ
fcis-30391	17	33	low	low	ADJ
fcis-30391	17	34	-	-	PUNCT
fcis-30391	17	35	latency	latency	NOUN
fcis-30391	17	36	streaming	streaming	NOUN
fcis-30391	17	37	data	datum	NOUN
fcis-30391	17	38	computing	compute	VERB
fcis-30391	17	39	framework	framework	NOUN
fcis-30391	17	40	to	to	PART
fcis-30391	17	41	realize	realize	VERB
fcis-30391	17	42	the	the	DET
fcis-30391	17	43	real	real	ADJ
fcis-30391	17	44	-	-	PUNCT
fcis-30391	17	45	time	time	NOUN
fcis-30391	17	46	update	update	NOUN
fcis-30391	17	47	and	and	CCONJ
fcis-30391	17	48	storage	storage	NOUN
fcis-30391	17	49	of	of	ADP
fcis-30391	17	50	the	the	DET
fcis-30391	17	51	detection	detection	NOUN
fcis-30391	17	52	results	result	VERB
fcis-30391	17	53	.	.	PUNCT
fcis-30391	18	1	through	through	ADP
fcis-30391	18	2	this	this	DET
fcis-30391	18	3	technological	technological	ADJ
fcis-30391	18	4	integration	integration	NOUN
fcis-30391	18	5	,	,	PUNCT
fcis-30391	18	6	the	the	DET
fcis-30391	18	7	model	model	NOUN
fcis-30391	18	8	can	can	AUX
fcis-30391	18	9	not	not	PART
fcis-30391	18	10	only	only	ADV
fcis-30391	18	11	accurately	accurately	ADV
fcis-30391	18	12	identify	identify	VERB
fcis-30391	18	13	the	the	DET
fcis-30391	18	14	types	type	NOUN
fcis-30391	18	15	of	of	ADP
fcis-30391	18	16	stray	stray	ADJ
fcis-30391	18	17	animals	animal	NOUN
fcis-30391	18	18	,	,	PUNCT
fcis-30391	18	19	accurately	accurately	ADV
fcis-30391	18	20	distinguish	distinguish	VERB
fcis-30391	18	21	individuals	individual	NOUN
fcis-30391	18	22	,	,	PUNCT
fcis-30391	18	23	and	and	CCONJ
fcis-30391	18	24	establish	establish	VERB
fcis-30391	18	25	"	"	PUNCT
fcis-30391	18	26	identity	identity	NOUN
fcis-30391	18	27	files	file	NOUN
fcis-30391	18	28	"	"	PUNCT
fcis-30391	18	29	for	for	ADP
fcis-30391	18	30	them[4,5	them[4,5	NOUN
fcis-30391	18	31	]	]	PUNCT
fcis-30391	18	32	,	,	PUNCT
fcis-30391	18	33	but	but	CCONJ
fcis-30391	18	34	also	also	ADV
fcis-30391	18	35	track	track	VERB
fcis-30391	18	36	their	their	PRON
fcis-30391	18	37	activity	activity	NOUN
fcis-30391	18	38	trajectories	trajectory	NOUN
fcis-30391	18	39	in	in	ADP
fcis-30391	18	40	real	real	ADJ
fcis-30391	18	41	time	time	NOUN
fcis-30391	18	42	,	,	PUNCT
fcis-30391	18	43	achieve	achieve	VERB
fcis-30391	18	44	fine	fine	ADJ
fcis-30391	18	45	management	management	NOUN
fcis-30391	18	46	,	,	PUNCT
fcis-30391	18	47	and	and	CCONJ
fcis-30391	18	48	provide	provide	VERB
fcis-30391	18	49	data	data	NOUN
fcis-30391	18	50	support	support	NOUN
fcis-30391	18	51	for	for	ADP
fcis-30391	18	52	the	the	DET
fcis-30391	18	53	rescue	rescue	NOUN
fcis-30391	18	54	,	,	PUNCT
fcis-30391	18	55	adoption	adoption	NOUN
fcis-30391	18	56	and	and	CCONJ
fcis-30391	18	57	quantity	quantity	NOUN
fcis-30391	18	58	control	control	NOUN
fcis-30391	18	59	of	of	ADP
fcis-30391	18	60	stray	stray	ADJ
fcis-30391	18	61	animals	animal	NOUN
fcis-30391	18	62	.	.	PUNCT
fcis-30391	19	1	it	it	PRON
fcis-30391	19	2	also	also	ADV
fcis-30391	19	3	provides	provide	VERB
fcis-30391	19	4	a	a	DET
fcis-30391	19	5	new	new	ADJ
fcis-30391	19	6	method	method	NOUN
fcis-30391	19	7	for	for	ADP
fcis-30391	19	8	improving	improve	VERB
fcis-30391	19	9	the	the	DET
fcis-30391	19	10	efficiency	efficiency	NOUN
fcis-30391	19	11	of	of	ADP
fcis-30391	19	12	urban	urban	ADJ
fcis-30391	19	13	stray	stray	ADJ
fcis-30391	19	14	animal	animal	NOUN
fcis-30391	19	15	management	management	NOUN
fcis-30391	19	16	.	.	PUNCT
fcis-30391	20	1	2	2	X
fcis-30391	20	2	.	.	X
fcis-30391	20	3	research	research	NOUN
fcis-30391	20	4	and	and	CCONJ
fcis-30391	20	5	optimization	optimization	NOUN
fcis-30391	20	6	of	of	ADP
fcis-30391	20	7	image	image	NOUN
fcis-30391	20	8	recognition	recognition	NOUN
fcis-30391	20	9	model	model	NOUN
fcis-30391	20	10	based	base	VERB
fcis-30391	20	11	on	on	ADP
fcis-30391	20	12	yolov8	yolov8	PROPN
fcis-30391	20	13	algorithm	algorithm	PROPN
fcis-30391	20	14	2.1	2.1	NUM
fcis-30391	20	15	.	.	PUNCT
fcis-30391	21	1	model	model	NOUN
fcis-30391	21	2	algorithm	algorithm	PROPN
fcis-30391	21	3	the	the	DET
fcis-30391	21	4	yolov8	yolov8	NOUN
fcis-30391	21	5	algorithm	algorithm	PROPN
fcis-30391	21	6	,	,	PUNCT
fcis-30391	21	7	as	as	ADP
fcis-30391	21	8	the	the	DET
fcis-30391	21	9	current	current	ADJ
fcis-30391	21	10	new	new	ADJ
fcis-30391	21	11	generation	generation	NOUN
fcis-30391	21	12	of	of	ADP
fcis-30391	21	13	highly	highly	ADV
fcis-30391	21	14	efficient	efficient	ADJ
fcis-30391	21	15	object	object	NOUN
fcis-30391	21	16	detection	detection	NOUN
fcis-30391	21	17	model	model	NOUN
fcis-30391	21	18	,	,	PUNCT
fcis-30391	21	19	still	still	ADV
fcis-30391	21	20	inherits	inherit	VERB
fcis-30391	21	21	the	the	DET
fcis-30391	21	22	design	design	NOUN
fcis-30391	21	23	philosophy	philosophy	NOUN
fcis-30391	21	24	of	of	ADP
fcis-30391	21	25	the	the	DET
fcis-30391	21	26	yolo	yolo	ADJ
fcis-30391	21	27	series	series	NOUN
fcis-30391	21	28	in	in	ADP
fcis-30391	21	29	its	its	PRON
fcis-30391	21	30	core	core	NOUN
fcis-30391	21	31	concept	concept	NOUN
fcis-30391	21	32	,	,	PUNCT
fcis-30391	21	33	namely	namely	ADV
fcis-30391	21	34	"	"	PUNCT
fcis-30391	21	35	you	you	PRON
fcis-30391	21	36	only	only	ADV
fcis-30391	21	37	look	look	VERB
fcis-30391	21	38	once	once	ADV
fcis-30391	21	39	"	"	PUNCT
fcis-30391	21	40	(	(	PUNCT
fcis-30391	21	41	one	one	NUM
fcis-30391	21	42	-	-	PUNCT
fcis-30391	21	43	pass	pass	NOUN
fcis-30391	21	44	prediction	prediction	NOUN
fcis-30391	21	45	)	)	PUNCT
fcis-30391	21	46	.	.	PUNCT
fcis-30391	22	1	this	this	PRON
fcis-30391	22	2	means	mean	VERB
fcis-30391	22	3	that	that	SCONJ
fcis-30391	22	4	when	when	SCONJ
fcis-30391	22	5	the	the	DET
fcis-30391	22	6	model	model	NOUN
fcis-30391	22	7	conducts	conduct	VERB
fcis-30391	22	8	object	object	VERB
fcis-30391	22	9	detection	detection	NOUN
fcis-30391	22	10	,	,	PUNCT
fcis-30391	22	11	it	it	PRON
fcis-30391	22	12	can	can	AUX
fcis-30391	22	13	complete	complete	VERB
fcis-30391	22	14	the	the	DET
fcis-30391	22	15	detection	detection	NOUN
fcis-30391	22	16	and	and	CCONJ
fcis-30391	22	17	classification	classification	NOUN
fcis-30391	22	18	of	of	ADP
fcis-30391	22	19	objects	object	NOUN
fcis-30391	22	20	in	in	ADP
fcis-30391	22	21	an	an	DET
fcis-30391	22	22	image	image	NOUN
fcis-30391	22	23	through	through	ADP
fcis-30391	22	24	only	only	ADV
fcis-30391	22	25	one	one	NUM
fcis-30391	22	26	forward	forward	ADJ
fcis-30391	22	27	propagation	propagation	NOUN
fcis-30391	22	28	.	.	PUNCT
fcis-30391	23	1	compared	compare	VERB
fcis-30391	23	2	with	with	ADP
fcis-30391	23	3	traditional	traditional	ADJ
fcis-30391	23	4	multi	multi	ADJ
fcis-30391	23	5	-	-	ADJ
fcis-30391	23	6	step	step	ADJ
fcis-30391	23	7	detection	detection	NOUN
fcis-30391	23	8	algorithms	algorithm	NOUN
fcis-30391	23	9	,	,	PUNCT
fcis-30391	23	10	the	the	DET
fcis-30391	23	11	characteristic	characteristic	NOUN
fcis-30391	23	12	of	of	ADP
fcis-30391	23	13	"	"	PUNCT
fcis-30391	23	14	one	one	NUM
fcis-30391	23	15	-	-	PUNCT
fcis-30391	23	16	pass	pass	NOUN
fcis-30391	23	17	prediction	prediction	NOUN
fcis-30391	23	18	"	"	PUNCT
fcis-30391	23	19	greatly	greatly	ADV
fcis-30391	23	20	improves	improve	VERB
fcis-30391	23	21	the	the	DET
fcis-30391	23	22	detection	detection	NOUN
fcis-30391	23	23	efficiency	efficiency	NOUN
fcis-30391	23	24	,	,	PUNCT
fcis-30391	23	25	and	and	CCONJ
fcis-30391	23	26	at	at	ADP
fcis-30391	23	27	the	the	DET
fcis-30391	23	28	same	same	ADJ
fcis-30391	23	29	time	time	NOUN
fcis-30391	23	30	maintains	maintain	VERB
fcis-30391	23	31	a	a	DET
fcis-30391	23	32	good	good	ADJ
fcis-30391	23	33	accuracy	accuracy	NOUN
fcis-30391	23	34	rate	rate	NOUN
fcis-30391	23	35	,	,	PUNCT
fcis-30391	23	36	which	which	PRON
fcis-30391	23	37	is	be	AUX
fcis-30391	23	38	particularly	particularly	ADV
fcis-30391	23	39	important	important	ADJ
fcis-30391	23	40	for	for	ADP
fcis-30391	23	41	real	real	ADJ
fcis-30391	23	42	-	-	PUNCT
fcis-30391	23	43	time	time	NOUN
fcis-30391	23	44	or	or	CCONJ
fcis-30391	23	45	situations	situation	NOUN
fcis-30391	23	46	requiring	require	VERB
fcis-30391	23	47	a	a	DET
fcis-30391	23	48	quick	quick	ADJ
fcis-30391	23	49	response[6	response[6	NOUN
fcis-30391	23	50	]	]	PUNCT
fcis-30391	23	51	.	.	PUNCT
fcis-30391	24	1	in	in	ADP
fcis-30391	24	2	this	this	DET
fcis-30391	24	3	study	study	NOUN
fcis-30391	24	4	,	,	PUNCT
fcis-30391	24	5	we	we	PRON
fcis-30391	24	6	trained	train	VERB
fcis-30391	24	7	a	a	DET
fcis-30391	24	8	model	model	NOUN
fcis-30391	24	9	with	with	ADP
fcis-30391	24	10	the	the	DET
fcis-30391	24	11	function	function	NOUN
fcis-30391	24	12	of	of	ADP
fcis-30391	24	13	animal	animal	NOUN
fcis-30391	24	14	recognition	recognition	NOUN
fcis-30391	24	15	based	base	VERB
fcis-30391	24	16	on	on	ADP
fcis-30391	24	17	this	this	DET
fcis-30391	24	18	algorithm	algorithm	NOUN
fcis-30391	24	19	.	.	PUNCT
fcis-30391	25	1	we	we	PRON
fcis-30391	25	2	used	use	VERB
fcis-30391	25	3	the	the	DET
fcis-30391	25	4	stray	stray	ADJ
fcis-30391	25	5	animal	animal	NOUN
fcis-30391	25	6	image	image	NOUN
fcis-30391	25	7	dataset	dataset	NOUN
fcis-30391	25	8	collected	collect	VERB
fcis-30391	25	9	by	by	ADP
fcis-30391	25	10	the	the	DET
fcis-30391	25	11	data	datum	NOUN
fcis-30391	25	12	collection	collection	NOUN
fcis-30391	25	13	layer	layer	NOUN
fcis-30391	25	14	for	for	ADP
fcis-30391	25	15	model	model	NOUN
fcis-30391	25	16	training	training	NOUN
fcis-30391	25	17	.	.	PUNCT
fcis-30391	26	1	after	after	SCONJ
fcis-30391	26	2	the	the	DET
fcis-30391	26	3	model	model	NOUN
fcis-30391	26	4	training	training	NOUN
fcis-30391	26	5	was	be	AUX
fcis-30391	26	6	completed	complete	VERB
fcis-30391	26	7	,	,	PUNCT
fcis-30391	26	8	we	we	PRON
fcis-30391	26	9	deployed	deploy	VERB
fcis-30391	26	10	the	the	DET
fcis-30391	26	11	model	model	NOUN
fcis-30391	26	12	on	on	ADP
fcis-30391	26	13	the	the	DET
fcis-30391	26	14	server	server	NOUN
fcis-30391	26	15	.	.	PUNCT
fcis-30391	27	1	2.2	2.2	NUM
fcis-30391	27	2	.	.	PUNCT
fcis-30391	28	1	algorithm	algorithm	NOUN
fcis-30391	28	2	flow	flow	NOUN
fcis-30391	28	3	in	in	ADP
fcis-30391	28	4	the	the	DET
fcis-30391	28	5	algorithm	algorithm	NOUN
fcis-30391	28	6	,	,	PUNCT
fcis-30391	28	7	the	the	DET
fcis-30391	28	8	cnn	cnn	PROPN
fcis-30391	28	9	network	network	NOUN
fcis-30391	28	10	divides	divide	VERB
fcis-30391	28	11	the	the	DET
fcis-30391	28	12	input	input	NOUN
fcis-30391	28	13	picture	picture	NOUN
fcis-30391	28	14	into	into	ADP
fcis-30391	28	15	s×s	s×s	ADJ
fcis-30391	28	16	grids	grid	NOUN
fcis-30391	28	17	,	,	PUNCT
fcis-30391	28	18	and	and	CCONJ
fcis-30391	28	19	each	each	DET
fcis-30391	28	20	cell	cell	NOUN
fcis-30391	28	21	predicts	predict	VERB
fcis-30391	28	22	the	the	DET
fcis-30391	28	23	target	target	NOUN
fcis-30391	28	24	,	,	PUNCT
fcis-30391	28	25	and	and	CCONJ
fcis-30391	28	26	then	then	ADV
fcis-30391	28	27	each	each	DET
fcis-30391	28	28	cell	cell	NOUN
fcis-30391	28	29	cloud	cloud	NOUN
fcis-30391	28	30	is	be	AUX
fcis-30391	28	31	processed	process	VERB
fcis-30391	28	32	by	by	ADP
fcis-30391	28	33	image	image	NOUN
fcis-30391	28	34	positioning	positioning	NOUN
fcis-30391	28	35	and	and	CCONJ
fcis-30391	28	36	positioning	positioning	NOUN
fcis-30391	28	37	algorithm	algorithm	NOUN
fcis-30391	28	38	.	.	PUNCT
fcis-30391	29	1	each	each	DET
fcis-30391	29	2	cell	cell	NOUN
fcis-30391	29	3	defines	define	VERB
fcis-30391	29	4	a	a	DET
fcis-30391	29	5	label	label	NOUN
fcis-30391	29	6	of	of	ADP
fcis-30391	29	7	a	a	DET
fcis-30391	29	8	multidimensional	multidimensional	ADJ
fcis-30391	29	9	vector	vector	NOUN
fcis-30391	29	10	,	,	PUNCT
fcis-30391	29	11	and	and	CCONJ
fcis-30391	29	12	then	then	ADV
fcis-30391	29	13	observes	observe	VERB
fcis-30391	29	14	the	the	DET
fcis-30391	29	15	cell	cell	NOUN
fcis-30391	29	16	center	center	NOUN
fcis-30391	29	17	position	position	NOUN
fcis-30391	29	18	of	of	ADP
fcis-30391	29	19	the	the	DET
fcis-30391	29	20	target	target	NOUN
fcis-30391	29	21	border	border	NOUN
fcis-30391	29	22	.	.	PUNCT
fcis-30391	30	1	44	44	NUM
fcis-30391	30	2	figure	figure	NOUN
fcis-30391	30	3	1	1	NUM
fcis-30391	30	4	.	.	PUNCT
fcis-30391	30	5	algorithm	algorithm	NOUN
fcis-30391	30	6	processing	processing	NOUN
fcis-30391	30	7	data	datum	NOUN
fcis-30391	30	8	flow	flow	NOUN
fcis-30391	30	9	chart	chart	NOUN
fcis-30391	30	10	each	each	DET
fcis-30391	30	11	grid	grid	NOUN
fcis-30391	30	12	will	will	AUX
fcis-30391	30	13	predict	predict	VERB
fcis-30391	30	14	b	b	NUM
fcis-30391	30	15	bounding	bounding	NOUN
fcis-30391	30	16	boxes	box	NOUN
fcis-30391	30	17	and	and	CCONJ
fcis-30391	30	18	the	the	DET
fcis-30391	30	19	confidence	confidence	NOUN
fcis-30391	30	20	score	score	NOUN
fcis-30391	30	21	of	of	ADP
fcis-30391	30	22	the	the	DET
fcis-30391	30	23	bounding	bounding	NOUN
fcis-30391	30	24	boxes	box	NOUN
fcis-30391	30	25	.	.	PUNCT
fcis-30391	31	1	the	the	DET
fcis-30391	31	2	parameters	parameter	NOUN
fcis-30391	31	3	of	of	ADP
fcis-30391	31	4	the	the	DET
fcis-30391	31	5	border	border	NOUN
fcis-30391	31	6	are	be	AUX
fcis-30391	31	7	as	as	SCONJ
fcis-30391	31	8	follows	follow	VERB
fcis-30391	31	9	:	:	PUNCT
fcis-30391	31	10	coordinate	coordinate	NOUN
fcis-30391	31	11	of	of	ADP
fcis-30391	31	12	the	the	DET
fcis-30391	31	13	center	center	NOUN
fcis-30391	31	14	point	point	NOUN
fcis-30391	31	15	:	:	PUNCT
fcis-30391	31	16	(	(	PUNCT
fcis-30391	31	17	x	x	X
fcis-30391	31	18	,	,	PUNCT
fcis-30391	31	19	y	y	PROPN
fcis-30391	31	20	)	)	PUNCT
fcis-30391	31	21	,	,	PUNCT
fcis-30391	31	22	offset	offset	VERB
fcis-30391	31	23	from	from	ADP
fcis-30391	31	24	the	the	DET
fcis-30391	31	25	upper	upper	ADJ
fcis-30391	31	26	left	left	ADJ
fcis-30391	31	27	corner	corner	NOUN
fcis-30391	31	28	of	of	ADP
fcis-30391	31	29	the	the	DET
fcis-30391	31	30	grid	grid	NOUN
fcis-30391	31	31	.	.	PUNCT
fcis-30391	32	1	width	width	VERB
fcis-30391	32	2	and	and	CCONJ
fcis-30391	32	3	height	height	NOUN
fcis-30391	32	4	:	:	PUNCT
fcis-30391	32	5	(	(	PUNCT
fcis-30391	32	6	w	w	PROPN
fcis-30391	32	7	,	,	PUNCT
fcis-30391	32	8	h	h	NOUN
fcis-30391	32	9	)	)	PUNCT
fcis-30391	32	10	,	,	PUNCT
fcis-30391	32	11	the	the	DET
fcis-30391	32	12	ratio	ratio	NOUN
fcis-30391	32	13	relative	relative	ADJ
fcis-30391	32	14	to	to	ADP
fcis-30391	32	15	the	the	DET
fcis-30391	32	16	width	width	NOUN
fcis-30391	32	17	and	and	CCONJ
fcis-30391	32	18	height	height	NOUN
fcis-30391	32	19	of	of	ADP
fcis-30391	32	20	the	the	DET
fcis-30391	32	21	image	image	NOUN
fcis-30391	32	22	.	.	PUNCT
fcis-30391	33	1	confidence	confidence	NOUN
fcis-30391	33	2	:	:	PUNCT
fcis-30391	33	3	confidence	confidence	NOUN
fcis-30391	33	4	=	=	SYM
fcis-30391	33	5	pr(object)×iou	pr(object)×iou	NOUN
fcis-30391	33	6	,	,	PUNCT
fcis-30391	33	7	which	which	PRON
fcis-30391	33	8	indicates	indicate	VERB
fcis-30391	33	9	the	the	DET
fcis-30391	33	10	probability	probability	NOUN
fcis-30391	33	11	that	that	SCONJ
fcis-30391	33	12	there	there	PRON
fcis-30391	33	13	is	be	VERB
fcis-30391	33	14	an	an	DET
fcis-30391	33	15	object	object	NOUN
fcis-30391	33	16	in	in	ADP
fcis-30391	33	17	the	the	DET
fcis-30391	33	18	grid	grid	NOUN
fcis-30391	33	19	and	and	CCONJ
fcis-30391	33	20	the	the	DET
fcis-30391	33	21	accuracy	accuracy	NOUN
fcis-30391	33	22	of	of	ADP
fcis-30391	33	23	the	the	DET
fcis-30391	33	24	bounding	bounding	NOUN
fcis-30391	33	25	box	box	NOUN
fcis-30391	33	26	.	.	PUNCT
fcis-30391	34	1	for	for	ADP
fcis-30391	34	2	each	each	DET
fcis-30391	34	3	bounding	bounding	NOUN
fcis-30391	34	4	box	box	NOUN
fcis-30391	34	5	,	,	PUNCT
fcis-30391	34	6	the	the	DET
fcis-30391	34	7	model	model	NOUN
fcis-30391	34	8	also	also	ADV
fcis-30391	34	9	predicts	predict	VERB
fcis-30391	34	10	the	the	DET
fcis-30391	34	11	probability	probability	NOUN
fcis-30391	34	12	of	of	ADP
fcis-30391	34	13	c	c	NOUN
fcis-30391	34	14	categories	category	NOUN
fcis-30391	34	15	,	,	PUNCT
fcis-30391	34	16	indicating	indicate	VERB
fcis-30391	34	17	the	the	DET
fcis-30391	34	18	category	category	NOUN
fcis-30391	34	19	of	of	ADP
fcis-30391	34	20	the	the	DET
fcis-30391	34	21	target	target	NOUN
fcis-30391	34	22	in	in	ADP
fcis-30391	34	23	the	the	DET
fcis-30391	34	24	bounding	bounding	NOUN
fcis-30391	34	25	box	box	NOUN
fcis-30391	34	26	.	.	PUNCT
fcis-30391	35	1	the	the	DET
fcis-30391	35	2	category	category	NOUN
fcis-30391	35	3	probability	probability	NOUN
fcis-30391	35	4	and	and	CCONJ
fcis-30391	35	5	the	the	DET
fcis-30391	35	6	confidence	confidence	NOUN
fcis-30391	35	7	of	of	ADP
fcis-30391	35	8	the	the	DET
fcis-30391	35	9	bounding	bounding	NOUN
fcis-30391	35	10	box	box	NOUN
fcis-30391	35	11	are	be	AUX
fcis-30391	35	12	calculated	calculate	VERB
fcis-30391	35	13	independently	independently	ADV
fcis-30391	35	14	.	.	PUNCT
fcis-30391	36	1	for	for	ADP
fcis-30391	36	2	each	each	DET
fcis-30391	36	3	cell	cell	NOUN
fcis-30391	36	4	,	,	PUNCT
fcis-30391	36	5	it	it	PRON
fcis-30391	36	6	also	also	ADV
fcis-30391	36	7	gives	give	VERB
fcis-30391	36	8	the	the	DET
fcis-30391	36	9	probability	probability	NOUN
fcis-30391	36	10	values	value	NOUN
fcis-30391	36	11	of	of	ADP
fcis-30391	36	12	predicting	predict	VERB
fcis-30391	36	13	c	c	PROPN
fcis-30391	36	14	categories	category	NOUN
fcis-30391	36	15	,	,	PUNCT
fcis-30391	36	16	which	which	PRON
fcis-30391	36	17	represents	represent	VERB
fcis-30391	36	18	the	the	DET
fcis-30391	36	19	probability	probability	NOUN
fcis-30391	36	20	that	that	SCONJ
fcis-30391	36	21	the	the	DET
fcis-30391	36	22	target	target	NOUN
fcis-30391	36	23	of	of	ADP
fcis-30391	36	24	the	the	DET
fcis-30391	36	25	bounding	bounding	NOUN
fcis-30391	36	26	box	box	NOUN
fcis-30391	36	27	predicted	predict	VERB
fcis-30391	36	28	by	by	ADP
fcis-30391	36	29	the	the	DET
fcis-30391	36	30	cell	cell	NOUN
fcis-30391	36	31	belongs	belong	VERB
fcis-30391	36	32	to	to	ADP
fcis-30391	36	33	each	each	DET
fcis-30391	36	34	category	category	NOUN
fcis-30391	36	35	,	,	PUNCT
fcis-30391	36	36	but	but	CCONJ
fcis-30391	36	37	these	these	DET
fcis-30391	36	38	probability	probability	NOUN
fcis-30391	36	39	values	value	NOUN
fcis-30391	36	40	are	be	AUX
fcis-30391	36	41	actually	actually	ADV
fcis-30391	36	42	the	the	DET
fcis-30391	36	43	conditional	conditional	ADJ
fcis-30391	36	44	probability	probability	NOUN
fcis-30391	36	45	under	under	ADP
fcis-30391	36	46	the	the	DET
fcis-30391	36	47	confidence	confidence	NOUN
fcis-30391	36	48	level	level	NOUN
fcis-30391	36	49	of	of	ADP
fcis-30391	36	50	each	each	DET
fcis-30391	36	51	bounding	bounding	NOUN
fcis-30391	36	52	box	box	NOUN
fcis-30391	36	53	,	,	PUNCT
fcis-30391	36	54	that	that	ADV
fcis-30391	36	55	is	is	ADV
fcis-30391	36	56	,	,	PUNCT
fcis-30391	36	57	pr	pr	NOUN
fcis-30391	36	58	(	(	PUNCT
fcis-30391	36	59	classic	classic	ADJ
fcis-30391	36	60	)	)	PUNCT
fcis-30391	36	61	.	.	PUNCT
fcis-30391	37	1	at	at	ADP
fcis-30391	37	2	the	the	DET
fcis-30391	37	3	same	same	ADJ
fcis-30391	37	4	time	time	NOUN
fcis-30391	37	5	,	,	PUNCT
fcis-30391	37	6	we	we	PRON
fcis-30391	37	7	can	can	AUX
fcis-30391	37	8	calculate	calculate	VERB
fcis-30391	37	9	the	the	DET
fcis-30391	37	10	confidence	confidence	NOUN
fcis-30391	37	11	of	of	ADP
fcis-30391	37	12	each	each	DET
fcis-30391	37	13	bounding	bounding	NOUN
fcis-30391	37	14	box	box	NOUN
fcis-30391	37	15	category	category	NOUN
fcis-30391	37	16	,	,	PUNCT
fcis-30391	37	17	which	which	PRON
fcis-30391	37	18	represents	represent	VERB
fcis-30391	37	19	the	the	DET
fcis-30391	37	20	possibility	possibility	NOUN
fcis-30391	37	21	that	that	SCONJ
fcis-30391	37	22	the	the	DET
fcis-30391	37	23	target	target	NOUN
fcis-30391	37	24	in	in	ADP
fcis-30391	37	25	the	the	DET
fcis-30391	37	26	bounding	bounding	NOUN
fcis-30391	37	27	box	box	NOUN
fcis-30391	37	28	belongs	belong	VERB
fcis-30391	37	29	to	to	ADP
fcis-30391	37	30	each	each	DET
fcis-30391	37	31	category	category	NOUN
fcis-30391	37	32	and	and	CCONJ
fcis-30391	37	33	the	the	DET
fcis-30391	37	34	quality	quality	NOUN
fcis-30391	37	35	of	of	ADP
fcis-30391	37	36	the	the	DET
fcis-30391	37	37	bounding	bounding	NOUN
fcis-30391	37	38	box	box	NOUN
fcis-30391	37	39	matching	match	VERB
fcis-30391	37	40	the	the	DET
fcis-30391	37	41	target	target	NOUN
fcis-30391	37	42	.	.	PUNCT
fcis-30391	38	1	finally	finally	ADV
fcis-30391	38	2	,	,	PUNCT
fcis-30391	38	3	the	the	DET
fcis-30391	38	4	output	output	NOUN
fcis-30391	38	5	is	be	AUX
fcis-30391	38	6	processed	process	VERB
fcis-30391	38	7	and	and	CCONJ
fcis-30391	38	8	non	non	ADJ
fcis-30391	38	9	-	-	ADJ
fcis-30391	38	10	maximum	maximum	ADJ
fcis-30391	38	11	suppression(nms	suppression(nms	NOUN
fcis-30391	38	12	)	)	PUNCT
fcis-30391	38	13	is	be	AUX
fcis-30391	38	14	used.nms	used.nms	NOUN
fcis-30391	38	15	ranks	rank	VERB
fcis-30391	38	16	the	the	DET
fcis-30391	38	17	bounding	bounding	NOUN
fcis-30391	38	18	boxes	box	NOUN
fcis-30391	38	19	according	accord	VERB
fcis-30391	38	20	to	to	ADP
fcis-30391	38	21	their	their	PRON
fcis-30391	38	22	confidence	confidence	NOUN
fcis-30391	38	23	,	,	PUNCT
fcis-30391	38	24	and	and	CCONJ
fcis-30391	38	25	removes	remove	VERB
fcis-30391	38	26	other	other	ADJ
fcis-30391	38	27	bounding	bounding	NOUN
fcis-30391	38	28	boxes	box	NOUN
fcis-30391	38	29	with	with	ADP
fcis-30391	38	30	high	high	ADJ
fcis-30391	38	31	overlap	overlap	NOUN
fcis-30391	38	32	with	with	ADP
fcis-30391	38	33	high	high	ADJ
fcis-30391	38	34	confidence	confidence	NOUN
fcis-30391	38	35	bounding	bounding	NOUN
fcis-30391	38	36	boxes	box	NOUN
fcis-30391	38	37	.	.	PUNCT
fcis-30391	39	1	intersection	intersection	NOUN
fcis-30391	39	2	over	over	ADP
fcis-30391	39	3	union(iou	union(iou	NOUN
fcis-30391	39	4	)	)	PUNCT
fcis-30391	39	5	is	be	AUX
fcis-30391	39	6	usually	usually	ADV
fcis-30391	39	7	used	use	VERB
fcis-30391	39	8	to	to	PART
fcis-30391	39	9	measure	measure	VERB
fcis-30391	39	10	the	the	DET
fcis-30391	39	11	degree	degree	NOUN
fcis-30391	39	12	of	of	ADP
fcis-30391	39	13	overlap	overlap	NOUN
fcis-30391	39	14	,	,	PUNCT
fcis-30391	39	15	and	and	CCONJ
fcis-30391	39	16	the	the	DET
fcis-30391	39	17	iou	iou	NOUN
fcis-30391	39	18	threshold	threshold	NOUN
fcis-30391	39	19	is	be	AUX
fcis-30391	39	20	usually	usually	ADV
fcis-30391	39	21	set	set	VERB
fcis-30391	39	22	to	to	ADP
fcis-30391	39	23	0.4	0.4	NUM
fcis-30391	39	24	or	or	CCONJ
fcis-30391	39	25	0.5	0.5	NUM
fcis-30391	39	26	.	.	PUNCT
fcis-30391	40	1	nms	nms	NOUN
fcis-30391	40	2	processing	processing	NOUN
fcis-30391	40	3	can	can	AUX
fcis-30391	40	4	solve	solve	VERB
fcis-30391	40	5	the	the	DET
fcis-30391	40	6	problem	problem	NOUN
fcis-30391	40	7	that	that	SCONJ
fcis-30391	40	8	an	an	DET
fcis-30391	40	9	object	object	NOUN
fcis-30391	40	10	in	in	ADP
fcis-30391	40	11	a	a	DET
fcis-30391	40	12	picture	picture	NOUN
fcis-30391	40	13	is	be	AUX
fcis-30391	40	14	detected	detect	VERB
fcis-30391	40	15	many	many	ADJ
fcis-30391	40	16	times	time	NOUN
fcis-30391	40	17	.	.	PUNCT
fcis-30391	41	1	first	first	ADV
fcis-30391	41	2	,	,	PUNCT
fcis-30391	41	3	the	the	DET
fcis-30391	41	4	frame	frame	NOUN
fcis-30391	41	5	with	with	ADP
fcis-30391	41	6	the	the	DET
fcis-30391	41	7	greatest	great	ADJ
fcis-30391	41	8	confidence	confidence	NOUN
fcis-30391	41	9	is	be	AUX
fcis-30391	41	10	found	find	VERB
fcis-30391	41	11	out	out	ADP
fcis-30391	41	12	from	from	ADP
fcis-30391	41	13	all	all	DET
fcis-30391	41	14	the	the	DET
fcis-30391	41	15	detection	detection	NOUN
fcis-30391	41	16	frames	frame	NOUN
fcis-30391	41	17	,	,	PUNCT
fcis-30391	41	18	and	and	CCONJ
fcis-30391	41	19	then	then	ADV
fcis-30391	41	20	the	the	DET
fcis-30391	41	21	iou	iou	NOUN
fcis-30391	41	22	between	between	ADP
fcis-30391	41	23	it	it	PRON
fcis-30391	41	24	and	and	CCONJ
fcis-30391	41	25	the	the	DET
fcis-30391	41	26	remaining	remain	VERB
fcis-30391	41	27	frames	frame	NOUN
fcis-30391	41	28	is	be	AUX
fcis-30391	41	29	calculated	calculate	VERB
fcis-30391	41	30	one	one	NUM
fcis-30391	41	31	by	by	ADP
fcis-30391	41	32	one	one	NUM
fcis-30391	41	33	.	.	PUNCT
fcis-30391	42	1	if	if	SCONJ
fcis-30391	42	2	its	its	PRON
fcis-30391	42	3	value	value	NOUN
fcis-30391	42	4	is	be	AUX
fcis-30391	42	5	greater	great	ADJ
fcis-30391	42	6	than	than	ADP
fcis-30391	42	7	a	a	DET
fcis-30391	42	8	certain	certain	ADJ
fcis-30391	42	9	threshold	threshold	NOUN
fcis-30391	42	10	(	(	PUNCT
fcis-30391	42	11	the	the	DET
fcis-30391	42	12	overlap	overlap	NOUN
fcis-30391	42	13	is	be	AUX
fcis-30391	42	14	too	too	ADV
fcis-30391	42	15	high	high	ADJ
fcis-30391	42	16	)	)	PUNCT
fcis-30391	42	17	,	,	PUNCT
fcis-30391	42	18	then	then	ADV
fcis-30391	42	19	the	the	DET
fcis-30391	42	20	frame	frame	NOUN
fcis-30391	42	21	is	be	AUX
fcis-30391	42	22	eliminated	eliminate	VERB
fcis-30391	42	23	.	.	PUNCT
fcis-30391	43	1	then	then	ADV
fcis-30391	43	2	repeat	repeat	VERB
fcis-30391	43	3	the	the	DET
fcis-30391	43	4	above	above	ADJ
fcis-30391	43	5	process	process	NOUN
fcis-30391	43	6	for	for	ADP
fcis-30391	43	7	the	the	DET
fcis-30391	43	8	remaining	remain	VERB
fcis-30391	43	9	detection	detection	NOUN
fcis-30391	43	10	frames	frame	NOUN
fcis-30391	43	11	until	until	SCONJ
fcis-30391	43	12	all	all	DET
fcis-30391	43	13	detection	detection	NOUN
fcis-30391	43	14	frames	frame	NOUN
fcis-30391	43	15	are	be	AUX
fcis-30391	43	16	processed[7,8	processed[7,8	NOUN
fcis-30391	43	17	]	]	PUNCT
fcis-30391	43	18	.	.	PUNCT
fcis-30391	44	1	3	3	X
fcis-30391	44	2	.	.	X
fcis-30391	44	3	research	research	NOUN
fcis-30391	44	4	on	on	ADP
fcis-30391	44	5	data	datum	NOUN
fcis-30391	44	6	processing	processing	NOUN
fcis-30391	44	7	model	model	NOUN
fcis-30391	44	8	based	base	VERB
fcis-30391	44	9	on	on	ADP
fcis-30391	44	10	flink	flink	PROPN
fcis-30391	44	11	in	in	ADP
fcis-30391	44	12	this	this	DET
fcis-30391	44	13	article	article	NOUN
fcis-30391	44	14	,	,	PUNCT
fcis-30391	44	15	building	build	VERB
fcis-30391	44	16	a	a	DET
fcis-30391	44	17	processing	processing	NOUN
fcis-30391	44	18	pipeline	pipeline	NOUN
fcis-30391	44	19	using	use	VERB
fcis-30391	44	20	flink	flink	PROPN
fcis-30391	44	21	's	's	PART
fcis-30391	44	22	datastream	datastream	ADJ
fcis-30391	44	23	api	api	NOUN
fcis-30391	44	24	is	be	AUX
fcis-30391	44	25	at	at	ADP
fcis-30391	44	26	the	the	DET
fcis-30391	44	27	core	core	NOUN
fcis-30391	44	28	of	of	ADP
fcis-30391	44	29	data	datum	NOUN
fcis-30391	44	30	processing	processing	NOUN
fcis-30391	44	31	.	.	PUNCT
fcis-30391	45	1	this	this	DET
fcis-30391	45	2	process	process	NOUN
fcis-30391	45	3	comprehensively	comprehensively	ADV
fcis-30391	45	4	covers	cover	VERB
fcis-30391	45	5	a	a	DET
fcis-30391	45	6	series	series	NOUN
fcis-30391	45	7	of	of	ADP
fcis-30391	45	8	steps	step	NOUN
fcis-30391	45	9	from	from	ADP
fcis-30391	45	10	data	datum	NOUN
fcis-30391	45	11	collection	collection	NOUN
fcis-30391	45	12	and	and	CCONJ
fcis-30391	45	13	processing	processing	NOUN
fcis-30391	45	14	to	to	ADP
fcis-30391	45	15	storage	storage	NOUN
fcis-30391	45	16	,	,	PUNCT
fcis-30391	45	17	and	and	CCONJ
fcis-30391	45	18	effectively	effectively	ADV
fcis-30391	45	19	manages	manage	VERB
fcis-30391	45	20	and	and	CCONJ
fcis-30391	45	21	updates	update	VERB
fcis-30391	45	22	the	the	DET
fcis-30391	45	23	information	information	NOUN
fcis-30391	45	24	of	of	ADP
fcis-30391	45	25	stray	stray	ADJ
fcis-30391	45	26	animals	animal	NOUN
fcis-30391	45	27	through	through	ADP
fcis-30391	45	28	interaction	interaction	NOUN
fcis-30391	45	29	with	with	ADP
fcis-30391	45	30	the	the	DET
fcis-30391	45	31	mysql	mysql	NOUN
fcis-30391	45	32	databas[7,8	databas[7,8	PROPN
fcis-30391	45	33	]	]	PUNCT
fcis-30391	45	34	.	.	PUNCT
fcis-30391	46	1	the	the	DET
fcis-30391	46	2	specific	specific	ADJ
fcis-30391	46	3	process	process	NOUN
fcis-30391	46	4	is	be	AUX
fcis-30391	46	5	shown	show	VERB
fcis-30391	46	6	in	in	ADP
fcis-30391	46	7	figure	figure	NOUN
fcis-30391	46	8	2	2	NUM
fcis-30391	46	9	.	.	PUNCT
fcis-30391	46	10	figure	figure	NOUN
fcis-30391	46	11	2	2	NUM
fcis-30391	46	12	.	.	NOUN
fcis-30391	46	13	flink	flink	PROPN
fcis-30391	46	14	data	data	PROPN
fcis-30391	46	15	processing	processing	NOUN
fcis-30391	46	16	flow	flow	NOUN
fcis-30391	46	17	chart	chart	NOUN
fcis-30391	46	18	3.1	3.1	NUM
fcis-30391	46	19	.	.	PUNCT
fcis-30391	47	1	data	datum	NOUN
fcis-30391	47	2	source	source	NOUN
fcis-30391	47	3	collection	collection	NOUN
fcis-30391	47	4	the	the	DET
fcis-30391	47	5	collection	collection	NOUN
fcis-30391	47	6	of	of	ADP
fcis-30391	47	7	data	datum	NOUN
fcis-30391	47	8	source	source	NOUN
fcis-30391	47	9	is	be	AUX
fcis-30391	47	10	the	the	DET
fcis-30391	47	11	starting	starting	NOUN
fcis-30391	47	12	point	point	NOUN
fcis-30391	47	13	of	of	ADP
fcis-30391	47	14	the	the	DET
fcis-30391	47	15	whole	whole	ADJ
fcis-30391	47	16	data	datum	NOUN
fcis-30391	47	17	processing	processing	NOUN
fcis-30391	47	18	process	process	NOUN
fcis-30391	47	19	,	,	PUNCT
fcis-30391	47	20	which	which	PRON
fcis-30391	47	21	is	be	AUX
fcis-30391	47	22	responsible	responsible	ADJ
fcis-30391	47	23	for	for	ADP
fcis-30391	47	24	receiving	receive	VERB
fcis-30391	47	25	video	video	NOUN
fcis-30391	47	26	streaming	streaming	NOUN
fcis-30391	47	27	data	datum	NOUN
fcis-30391	47	28	from	from	ADP
fcis-30391	47	29	the	the	DET
fcis-30391	47	30	camera	camera	NOUN
fcis-30391	47	31	and	and	CCONJ
fcis-30391	47	32	ensuring	ensure	VERB
fcis-30391	47	33	that	that	SCONJ
fcis-30391	47	34	the	the	DET
fcis-30391	47	35	data	datum	NOUN
fcis-30391	47	36	can	can	AUX
fcis-30391	47	37	be	be	AUX
fcis-30391	47	38	efficiently	efficiently	ADV
fcis-30391	47	39	entered	enter	VERB
fcis-30391	47	40	into	into	ADP
fcis-30391	47	41	the	the	DET
fcis-30391	47	42	streaming	streaming	NOUN
fcis-30391	47	43	computing	compute	VERB
fcis-30391	47	44	system	system	NOUN
fcis-30391	47	45	.	.	PUNCT
fcis-30391	48	1	under	under	ADP
fcis-30391	48	2	the	the	DET
fcis-30391	48	3	framework	framework	NOUN
fcis-30391	48	4	of	of	ADP
fcis-30391	48	5	flink	flink	PROPN
fcis-30391	48	6	,	,	PUNCT
fcis-30391	48	7	data	datum	NOUN
fcis-30391	48	8	sources	source	NOUN
fcis-30391	48	9	are	be	AUX
fcis-30391	48	10	constructed	construct	VERB
fcis-30391	48	11	through	through	ADP
fcis-30391	48	12	streaming	streaming	NOUN
fcis-30391	48	13	data	datum	NOUN
fcis-30391	48	14	acquisition	acquisition	NOUN
fcis-30391	48	15	module	module	NOUN
fcis-30391	48	16	to	to	PART
fcis-30391	48	17	support	support	VERB
fcis-30391	48	18	long	long	ADJ
fcis-30391	48	19	-	-	PUNCT
fcis-30391	48	20	term	term	NOUN
fcis-30391	48	21	connection	connection	NOUN
fcis-30391	48	22	and	and	CCONJ
fcis-30391	48	23	stable	stable	ADJ
fcis-30391	48	24	data	data	NOUN
fcis-30391	48	25	transmission	transmission	NOUN
fcis-30391	48	26	of	of	ADP
fcis-30391	48	27	camera	camera	NOUN
fcis-30391	48	28	devices[9	devices[9	NOUN
fcis-30391	48	29	-	-	PUNCT
fcis-30391	48	30	13	13	NUM
fcis-30391	48	31	]	]	PUNCT
fcis-30391	48	32	.	.	PUNCT
fcis-30391	49	1	based	base	VERB
fcis-30391	49	2	on	on	ADP
fcis-30391	49	3	the	the	DET
fcis-30391	49	4	streaming	streaming	NOUN
fcis-30391	49	5	data	datum	NOUN
fcis-30391	49	6	processing	processing	NOUN
fcis-30391	49	7	mechanism	mechanism	NOUN
fcis-30391	49	8	,	,	PUNCT
fcis-30391	49	9	we	we	PRON
fcis-30391	49	10	carry	carry	VERB
fcis-30391	49	11	out	out	ADP
fcis-30391	49	12	structured	structured	ADJ
fcis-30391	49	13	transformation	transformation	NOUN
fcis-30391	49	14	of	of	ADP
fcis-30391	49	15	the	the	DET
fcis-30391	49	16	captured	capture	VERB
fcis-30391	49	17	video	video	NOUN
fcis-30391	49	18	stream	stream	NOUN
fcis-30391	49	19	to	to	PART
fcis-30391	49	20	ensure	ensure	VERB
fcis-30391	49	21	the	the	DET
fcis-30391	49	22	efficient	efficient	ADJ
fcis-30391	49	23	execution	execution	NOUN
fcis-30391	49	24	of	of	ADP
fcis-30391	49	25	subsequent	subsequent	ADJ
fcis-30391	49	26	calculations	calculation	NOUN
fcis-30391	49	27	.	.	PUNCT
fcis-30391	50	1	before	before	ADP
fcis-30391	50	2	entering	enter	VERB
fcis-30391	50	3	the	the	DET
fcis-30391	50	4	processing	processing	NOUN
fcis-30391	50	5	pipeline	pipeline	NOUN
fcis-30391	50	6	,	,	PUNCT
fcis-30391	50	7	the	the	DET
fcis-30391	50	8	data	data	NOUN
fcis-30391	50	9	flow	flow	NOUN
fcis-30391	50	10	is	be	AUX
fcis-30391	50	11	optimized	optimize	VERB
fcis-30391	50	12	by	by	ADP
fcis-30391	50	13	time	time	NOUN
fcis-30391	50	14	stamp	stamp	NOUN
fcis-30391	50	15	marking	marking	NOUN
fcis-30391	50	16	,	,	PUNCT
fcis-30391	50	17	format	format	NOUN
fcis-30391	50	18	conversion	conversion	NOUN
fcis-30391	50	19	,	,	PUNCT
fcis-30391	50	20	frame	frame	NOUN
fcis-30391	50	21	rate	rate	NOUN
fcis-30391	50	22	control	control	NOUN
fcis-30391	50	23	,	,	PUNCT
fcis-30391	50	24	etc	etc	X
fcis-30391	50	25	.	.	X
fcis-30391	50	26	,	,	PUNCT
fcis-30391	50	27	in	in	ADP
fcis-30391	50	28	order	order	NOUN
fcis-30391	50	29	to	to	PART
fcis-30391	50	30	meet	meet	VERB
fcis-30391	50	31	the	the	DET
fcis-30391	50	32	computational	computational	ADJ
fcis-30391	50	33	requirements	requirement	NOUN
fcis-30391	50	34	of	of	ADP
fcis-30391	50	35	real	real	ADJ
fcis-30391	50	36	-	-	PUNCT
fcis-30391	50	37	time	time	NOUN
fcis-30391	50	38	target	target	NOUN
fcis-30391	50	39	detection	detection	NOUN
fcis-30391	50	40	.	.	PUNCT
fcis-30391	51	1	at	at	ADP
fcis-30391	51	2	the	the	DET
fcis-30391	51	3	same	same	ADJ
fcis-30391	51	4	time	time	NOUN
fcis-30391	51	5	,	,	PUNCT
fcis-30391	51	6	the	the	DET
fcis-30391	51	7	data	datum	NOUN
fcis-30391	51	8	source	source	NOUN
fcis-30391	51	9	management	management	NOUN
fcis-30391	51	10	mechanism	mechanism	NOUN
fcis-30391	51	11	can	can	AUX
fcis-30391	51	12	also	also	ADV
fcis-30391	51	13	ensure	ensure	VERB
fcis-30391	51	14	that	that	SCONJ
fcis-30391	51	15	the	the	DET
fcis-30391	51	16	collection	collection	NOUN
fcis-30391	51	17	of	of	ADP
fcis-30391	51	18	data	datum	NOUN
fcis-30391	51	19	streams	stream	NOUN
fcis-30391	51	20	can	can	AUX
fcis-30391	51	21	be	be	AUX
fcis-30391	51	22	quickly	quickly	ADV
fcis-30391	51	23	resumed	resume	VERB
fcis-30391	51	24	in	in	ADP
fcis-30391	51	25	the	the	DET
fcis-30391	51	26	case	case	NOUN
fcis-30391	51	27	of	of	ADP
fcis-30391	51	28	sudden	sudden	ADJ
fcis-30391	51	29	interruption	interruption	NOUN
fcis-30391	51	30	or	or	CCONJ
fcis-30391	51	31	abnormal	abnormal	ADJ
fcis-30391	51	32	circumstances	circumstance	NOUN
fcis-30391	51	33	,	,	PUNCT
fcis-30391	51	34	and	and	CCONJ
fcis-30391	51	35	ensure	ensure	VERB
fcis-30391	51	36	the	the	DET
fcis-30391	51	37	continuity	continuity	NOUN
fcis-30391	51	38	and	and	CCONJ
fcis-30391	51	39	stability	stability	NOUN
fcis-30391	51	40	of	of	ADP
fcis-30391	51	41	stray	stray	ADJ
fcis-30391	51	42	animal	animal	NOUN
fcis-30391	51	43	monitoring	monitoring	NOUN
fcis-30391	51	44	.	.	PUNCT
fcis-30391	52	1	3.2	3.2	NUM
fcis-30391	52	2	.	.	PUNCT
fcis-30391	53	1	data	datum	NOUN
fcis-30391	53	2	and	and	CCONJ
fcis-30391	53	3	video	video	NOUN
fcis-30391	53	4	stream	stream	NOUN
fcis-30391	53	5	processing	processing	NOUN
fcis-30391	53	6	after	after	SCONJ
fcis-30391	53	7	the	the	DET
fcis-30391	53	8	video	video	NOUN
fcis-30391	53	9	stream	stream	NOUN
fcis-30391	53	10	enters	enter	VERB
fcis-30391	53	11	the	the	DET
fcis-30391	53	12	flink	flink	PROPN
fcis-30391	53	13	processing	processing	NOUN
fcis-30391	53	14	pipeline	pipeline	NOUN
fcis-30391	53	15	,	,	PUNCT
fcis-30391	53	16	it	it	PRON
fcis-30391	53	17	is	be	AUX
fcis-30391	53	18	necessary	necessary	ADJ
fcis-30391	53	19	to	to	PART
fcis-30391	53	20	complete	complete	VERB
fcis-30391	53	21	the	the	DET
fcis-30391	53	22	image	image	NOUN
fcis-30391	53	23	frame	frame	NOUN
fcis-30391	53	24	analysis	analysis	NOUN
fcis-30391	53	25	to	to	PART
fcis-30391	53	26	meet	meet	VERB
fcis-30391	53	27	the	the	DET
fcis-30391	53	28	input	input	NOUN
fcis-30391	53	29	requirements	requirement	NOUN
fcis-30391	53	30	of	of	ADP
fcis-30391	53	31	target	target	NOUN
fcis-30391	53	32	detection	detection	NOUN
fcis-30391	53	33	.	.	PUNCT
fcis-30391	54	1	therefore	therefore	ADV
fcis-30391	54	2	,	,	PUNCT
fcis-30391	54	3	we	we	PRON
fcis-30391	54	4	use	use	VERB
fcis-30391	54	5	the	the	DET
fcis-30391	54	6	data	datum	NOUN
fcis-30391	54	7	stream	stream	NOUN
fcis-30391	54	8	conversion	conversion	NOUN
fcis-30391	54	9	module	module	NOUN
fcis-30391	54	10	to	to	PART
fcis-30391	54	11	structure	structure	VERB
fcis-30391	54	12	the	the	DET
fcis-30391	54	13	video	video	NOUN
fcis-30391	54	14	stream	stream	NOUN
fcis-30391	54	15	,	,	PUNCT
fcis-30391	54	16	extract	extract	VERB
fcis-30391	54	17	effective	effective	ADJ
fcis-30391	54	18	image	image	NOUN
fcis-30391	54	19	information	information	NOUN
fcis-30391	54	20	,	,	PUNCT
fcis-30391	54	21	and	and	CCONJ
fcis-30391	54	22	optimize	optimize	VERB
fcis-30391	54	23	the	the	DET
fcis-30391	54	24	data	data	NOUN
fcis-30391	54	25	format	format	NOUN
fcis-30391	54	26	to	to	PART
fcis-30391	54	27	adapt	adapt	VERB
fcis-30391	54	28	to	to	ADP
fcis-30391	54	29	the	the	DET
fcis-30391	54	30	efficient	efficient	ADJ
fcis-30391	54	31	calculation	calculation	NOUN
fcis-30391	54	32	process	process	NOUN
fcis-30391	54	33	.	.	PUNCT
fcis-30391	55	1	in	in	ADP
fcis-30391	55	2	the	the	DET
fcis-30391	55	3	parsing	parsing	NOUN
fcis-30391	55	4	process	process	NOUN
fcis-30391	55	5	,	,	PUNCT
fcis-30391	55	6	the	the	DET
fcis-30391	55	7	system	system	NOUN
fcis-30391	55	8	performs	perform	VERB
fcis-30391	55	9	data	datum	NOUN
fcis-30391	55	10	decoding	decode	VERB
fcis-30391	55	11	,	,	PUNCT
fcis-30391	55	12	frame	frame	VERB
fcis-30391	55	13	45	45	NUM
fcis-30391	55	14	extraction	extraction	NOUN
fcis-30391	55	15	,	,	PUNCT
fcis-30391	55	16	format	format	NOUN
fcis-30391	55	17	conversion	conversion	NOUN
fcis-30391	55	18	and	and	CCONJ
fcis-30391	55	19	other	other	ADJ
fcis-30391	55	20	operations	operation	NOUN
fcis-30391	55	21	,	,	PUNCT
fcis-30391	55	22	so	so	SCONJ
fcis-30391	55	23	that	that	SCONJ
fcis-30391	55	24	the	the	DET
fcis-30391	55	25	video	video	NOUN
fcis-30391	55	26	frame	frame	NOUN
fcis-30391	55	27	has	have	VERB
fcis-30391	55	28	a	a	DET
fcis-30391	55	29	standardized	standardized	ADJ
fcis-30391	55	30	structure	structure	NOUN
fcis-30391	55	31	suitable	suitable	ADJ
fcis-30391	55	32	for	for	ADP
fcis-30391	55	33	subsequent	subsequent	ADJ
fcis-30391	55	34	detection	detection	NOUN
fcis-30391	55	35	.	.	PUNCT
fcis-30391	56	1	aiming	aim	VERB
fcis-30391	56	2	at	at	ADP
fcis-30391	56	3	the	the	DET
fcis-30391	56	4	real	real	ADJ
fcis-30391	56	5	-	-	PUNCT
fcis-30391	56	6	time	time	NOUN
fcis-30391	56	7	requirement	requirement	NOUN
fcis-30391	56	8	,	,	PUNCT
fcis-30391	56	9	the	the	DET
fcis-30391	56	10	streaming	streaming	NOUN
fcis-30391	56	11	frame	frame	NOUN
fcis-30391	56	12	processing	processing	NOUN
fcis-30391	56	13	strategy	strategy	NOUN
fcis-30391	56	14	ensures	ensure	VERB
fcis-30391	56	15	the	the	DET
fcis-30391	56	16	low	low	ADJ
fcis-30391	56	17	delay	delay	NOUN
fcis-30391	56	18	of	of	ADP
fcis-30391	56	19	data	datum	NOUN
fcis-30391	56	20	conversion	conversion	NOUN
fcis-30391	56	21	and	and	CCONJ
fcis-30391	56	22	provides	provide	VERB
fcis-30391	56	23	stable	stable	ADJ
fcis-30391	56	24	high	high	ADJ
fcis-30391	56	25	-	-	PUNCT
fcis-30391	56	26	quality	quality	NOUN
fcis-30391	56	27	image	image	NOUN
fcis-30391	56	28	input	input	NOUN
fcis-30391	56	29	for	for	ADP
fcis-30391	56	30	the	the	DET
fcis-30391	56	31	target	target	NOUN
fcis-30391	56	32	detection	detection	NOUN
fcis-30391	56	33	module	module	NOUN
fcis-30391	56	34	.	.	PUNCT
fcis-30391	57	1	3.3	3.3	NUM
fcis-30391	57	2	.	.	PUNCT
fcis-30391	58	1	model	model	NOUN
fcis-30391	58	2	invocation	invocation	NOUN
fcis-30391	58	3	and	and	CCONJ
fcis-30391	58	4	detection	detection	NOUN
fcis-30391	58	5	after	after	ADP
fcis-30391	58	6	completing	complete	VERB
fcis-30391	58	7	the	the	DET
fcis-30391	58	8	video	video	NOUN
fcis-30391	58	9	frame	frame	NOUN
fcis-30391	58	10	parsing	parsing	NOUN
fcis-30391	58	11	,	,	PUNCT
fcis-30391	58	12	enter	enter	VERB
fcis-30391	58	13	the	the	DET
fcis-30391	58	14	stray	stray	ADJ
fcis-30391	58	15	animal	animal	NOUN
fcis-30391	58	16	detection	detection	NOUN
fcis-30391	58	17	stage	stage	NOUN
fcis-30391	58	18	,	,	PUNCT
fcis-30391	58	19	which	which	PRON
fcis-30391	58	20	uses	use	VERB
fcis-30391	58	21	python	python	NOUN
fcis-30391	58	22	udf	udf	NOUN
fcis-30391	58	23	(	(	PUNCT
fcis-30391	58	24	user	user	NOUN
fcis-30391	58	25	-	-	PUNCT
fcis-30391	58	26	defined	define	VERB
fcis-30391	58	27	function	function	NOUN
fcis-30391	58	28	)	)	PUNCT
fcis-30391	58	29	to	to	PART
fcis-30391	58	30	call	call	VERB
fcis-30391	58	31	the	the	DET
fcis-30391	58	32	object	object	NOUN
fcis-30391	58	33	detection	detection	NOUN
fcis-30391	58	34	model	model	NOUN
fcis-30391	58	35	.	.	PUNCT
fcis-30391	59	1	during	during	ADP
fcis-30391	59	2	the	the	DET
fcis-30391	59	3	detection	detection	NOUN
fcis-30391	59	4	process	process	NOUN
fcis-30391	59	5	,	,	PUNCT
fcis-30391	59	6	the	the	DET
fcis-30391	59	7	video	video	NOUN
fcis-30391	59	8	data	datum	NOUN
fcis-30391	59	9	is	be	AUX
fcis-30391	59	10	converted	convert	VERB
fcis-30391	59	11	into	into	ADP
fcis-30391	59	12	a	a	DET
fcis-30391	59	13	table	table	NOUN
fcis-30391	59	14	structure	structure	NOUN
fcis-30391	59	15	to	to	PART
fcis-30391	59	16	facilitate	facilitate	VERB
fcis-30391	59	17	streaming	streaming	NOUN
fcis-30391	59	18	computation	computation	NOUN
fcis-30391	59	19	using	use	VERB
fcis-30391	59	20	sql	sql	NOUN
fcis-30391	59	21	like	like	ADP
fcis-30391	59	22	syntax	syntax	NOUN
fcis-30391	59	23	and	and	CCONJ
fcis-30391	59	24	ensure	ensure	VERB
fcis-30391	59	25	that	that	SCONJ
fcis-30391	59	26	the	the	DET
fcis-30391	59	27	data	data	NOUN
fcis-30391	59	28	enters	enter	VERB
fcis-30391	59	29	the	the	DET
fcis-30391	59	30	detection	detection	NOUN
fcis-30391	59	31	module	module	NOUN
fcis-30391	59	32	after	after	ADP
fcis-30391	59	33	structured	structured	ADJ
fcis-30391	59	34	processing	processing	NOUN
fcis-30391	59	35	.	.	PUNCT
fcis-30391	60	1	the	the	DET
fcis-30391	60	2	detection	detection	NOUN
fcis-30391	60	3	module	module	NOUN
fcis-30391	60	4	extracts	extract	NOUN
fcis-30391	60	5	features	feature	NOUN
fcis-30391	60	6	and	and	CCONJ
fcis-30391	60	7	recognizes	recognize	VERB
fcis-30391	60	8	objects	object	NOUN
fcis-30391	60	9	from	from	ADP
fcis-30391	60	10	input	input	NOUN
fcis-30391	60	11	image	image	NOUN
fcis-30391	60	12	frames	frame	NOUN
fcis-30391	60	13	,	,	PUNCT
fcis-30391	60	14	and	and	CCONJ
fcis-30391	60	15	combines	combine	VERB
fcis-30391	60	16	spatial	spatial	ADJ
fcis-30391	60	17	location	location	NOUN
fcis-30391	60	18	,	,	PUNCT
fcis-30391	60	19	morphological	morphological	ADJ
fcis-30391	60	20	features	feature	NOUN
fcis-30391	60	21	,	,	PUNCT
fcis-30391	60	22	and	and	CCONJ
fcis-30391	60	23	other	other	ADJ
fcis-30391	60	24	information	information	NOUN
fcis-30391	60	25	to	to	PART
fcis-30391	60	26	determine	determine	VERB
fcis-30391	60	27	the	the	DET
fcis-30391	60	28	type	type	NOUN
fcis-30391	60	29	,	,	PUNCT
fcis-30391	60	30	location	location	NOUN
fcis-30391	60	31	,	,	PUNCT
fcis-30391	60	32	and	and	CCONJ
fcis-30391	60	33	confidence	confidence	NOUN
fcis-30391	60	34	of	of	ADP
fcis-30391	60	35	stray	stray	ADJ
fcis-30391	60	36	animals	animal	NOUN
fcis-30391	60	37	.	.	PUNCT
fcis-30391	61	1	the	the	DET
fcis-30391	61	2	recognition	recognition	NOUN
fcis-30391	61	3	results	result	NOUN
fcis-30391	61	4	are	be	AUX
fcis-30391	61	5	filtered	filter	VERB
fcis-30391	61	6	and	and	CCONJ
fcis-30391	61	7	processed	process	VERB
fcis-30391	61	8	to	to	PART
fcis-30391	61	9	remove	remove	VERB
fcis-30391	61	10	low	low	ADJ
fcis-30391	61	11	confidence	confidence	NOUN
fcis-30391	61	12	targets	target	NOUN
fcis-30391	61	13	,	,	PUNCT
fcis-30391	61	14	optimize	optimize	VERB
fcis-30391	61	15	bounding	bounding	NOUN
fcis-30391	61	16	box	box	NOUN
fcis-30391	61	17	information	information	NOUN
fcis-30391	61	18	,	,	PUNCT
fcis-30391	61	19	and	and	CCONJ
fcis-30391	61	20	store	store	VERB
fcis-30391	61	21	the	the	DET
fcis-30391	61	22	final	final	ADJ
fcis-30391	61	23	results	result	NOUN
fcis-30391	61	24	in	in	ADP
fcis-30391	61	25	a	a	DET
fcis-30391	61	26	newly	newly	ADV
fcis-30391	61	27	created	create	VERB
fcis-30391	61	28	data	datum	NOUN
fcis-30391	61	29	table	table	NOUN
fcis-30391	61	30	.	.	PUNCT
fcis-30391	62	1	subsequently	subsequently	ADV
fcis-30391	62	2	,	,	PUNCT
fcis-30391	62	3	the	the	DET
fcis-30391	62	4	data	data	NOUN
fcis-30391	62	5	table	table	NOUN
fcis-30391	62	6	was	be	AUX
fcis-30391	62	7	converted	convert	VERB
fcis-30391	62	8	into	into	ADP
fcis-30391	62	9	a	a	DET
fcis-30391	62	10	reflow	reflow	NOUN
fcis-30391	62	11	data	data	NOUN
fcis-30391	62	12	format	format	NOUN
fcis-30391	62	13	to	to	PART
fcis-30391	62	14	provide	provide	VERB
fcis-30391	62	15	support	support	NOUN
fcis-30391	62	16	for	for	ADP
fcis-30391	62	17	subsequent	subsequent	ADJ
fcis-30391	62	18	data	datum	NOUN
fcis-30391	62	19	storage	storage	NOUN
fcis-30391	62	20	,	,	PUNCT
fcis-30391	62	21	statistical	statistical	ADJ
fcis-30391	62	22	analysis	analysis	NOUN
fcis-30391	62	23	,	,	PUNCT
fcis-30391	62	24	and	and	CCONJ
fcis-30391	62	25	application	application	NOUN
fcis-30391	62	26	display	display	NOUN
fcis-30391	62	27	.	.	PUNCT
fcis-30391	63	1	4	4	X
fcis-30391	63	2	.	.	NOUN
fcis-30391	63	3	results	result	NOUN
fcis-30391	63	4	and	and	CCONJ
fcis-30391	63	5	analysis	analysis	NOUN
fcis-30391	63	6	4.1	4.1	NUM
fcis-30391	63	7	.	.	PUNCT
fcis-30391	63	8	environment	environment	NOUN
fcis-30391	63	9	configuration	configuration	NOUN
fcis-30391	63	10	the	the	DET
fcis-30391	63	11	experiment	experiment	NOUN
fcis-30391	63	12	is	be	AUX
fcis-30391	63	13	based	base	VERB
fcis-30391	63	14	on	on	ADP
fcis-30391	63	15	python	python	PROPN
fcis-30391	63	16	3.10	3.10	NUM
fcis-30391	63	17	and	and	CCONJ
fcis-30391	63	18	pytorch	pytorch	NOUN
fcis-30391	63	19	1.13	1.13	NUM
fcis-30391	63	20	frameworks	framework	NOUN
fcis-30391	63	21	,	,	PUNCT
fcis-30391	63	22	running	run	VERB
fcis-30391	63	23	on	on	ADP
fcis-30391	63	24	an	an	DET
fcis-30391	63	25	amd	amd	ADJ
fcis-30391	63	26	ryzen	ryzen	ADJ
fcis-30391	63	27	7	7	NUM
fcis-30391	63	28	5800h	5800h	NOUN
fcis-30391	63	29	@3.20ghz	@3.20ghz	ADP
fcis-30391	63	30	*	*	SYM
fcis-30391	63	31	16	16	NUM
fcis-30391	63	32	core	core	NOUN
fcis-30391	63	33	processor	processor	NOUN
fcis-30391	63	34	,	,	PUNCT
fcis-30391	63	35	and	and	CCONJ
fcis-30391	63	36	training	training	NOUN
fcis-30391	63	37	using	use	VERB
fcis-30391	63	38	an	an	DET
fcis-30391	63	39	nvidia	nvidia	PROPN
fcis-30391	63	40	rtx	rtx	PROPN
fcis-30391	63	41	3050	3050	NUM
fcis-30391	63	42	graphics	graphic	NOUN
fcis-30391	63	43	card	card	NOUN
fcis-30391	63	44	with	with	ADP
fcis-30391	63	45	16	16	NUM
fcis-30391	63	46	gb	gb	NOUN
fcis-30391	63	47	of	of	ADP
fcis-30391	63	48	video	video	NOUN
fcis-30391	63	49	memory	memory	NOUN
fcis-30391	63	50	.	.	PUNCT
fcis-30391	64	1	4.2	4.2	NUM
fcis-30391	64	2	.	.	PUNCT
fcis-30391	64	3	evaluation	evaluation	NOUN
fcis-30391	64	4	indicators	indicator	NOUN
fcis-30391	64	5	in	in	ADP
fcis-30391	64	6	order	order	NOUN
fcis-30391	64	7	to	to	PART
fcis-30391	64	8	comprehensively	comprehensively	ADV
fcis-30391	64	9	evaluate	evaluate	VERB
fcis-30391	64	10	the	the	DET
fcis-30391	64	11	performance	performance	NOUN
fcis-30391	64	12	of	of	ADP
fcis-30391	64	13	the	the	DET
fcis-30391	64	14	detection	detection	NOUN
fcis-30391	64	15	model	model	NOUN
fcis-30391	64	16	,	,	PUNCT
fcis-30391	64	17	the	the	DET
fcis-30391	64	18	following	follow	VERB
fcis-30391	64	19	performance	performance	NOUN
fcis-30391	64	20	evaluation	evaluation	NOUN
fcis-30391	64	21	indicators	indicator	NOUN
fcis-30391	64	22	are	be	AUX
fcis-30391	64	23	selected	select	VERB
fcis-30391	64	24	:	:	PUNCT
fcis-30391	64	25	accuracy	accuracy	NOUN
fcis-30391	64	26	:	:	PUNCT
fcis-30391	64	27	it	it	PRON
fcis-30391	64	28	measures	measure	VERB
fcis-30391	64	29	the	the	DET
fcis-30391	64	30	correctness	correctness	NOUN
fcis-30391	64	31	of	of	ADP
fcis-30391	64	32	the	the	DET
fcis-30391	64	33	overall	overall	ADJ
fcis-30391	64	34	prediction	prediction	NOUN
fcis-30391	64	35	of	of	ADP
fcis-30391	64	36	the	the	DET
fcis-30391	64	37	model	model	NOUN
fcis-30391	64	38	and	and	CCONJ
fcis-30391	64	39	reflects	reflect	VERB
fcis-30391	64	40	its	its	PRON
fcis-30391	64	41	ability	ability	NOUN
fcis-30391	64	42	to	to	PART
fcis-30391	64	43	distinguish	distinguish	VERB
fcis-30391	64	44	between	between	ADP
fcis-30391	64	45	targets	target	NOUN
fcis-30391	64	46	and	and	CCONJ
fcis-30391	64	47	non	non	NOUN
fcis-30391	64	48	-	-	NOUN
fcis-30391	64	49	targets	target	NOUN
fcis-30391	64	50	.	.	PUNCT
fcis-30391	65	1	the	the	DET
fcis-30391	65	2	formula	formula	NOUN
fcis-30391	65	3	is	be	AUX
fcis-30391	65	4	shown	show	VERB
fcis-30391	65	5	in	in	ADP
fcis-30391	65	6	eq	eq	ADP
fcis-30391	65	7	.	.	PUNCT
fcis-30391	66	1	(	(	PUNCT
fcis-30391	66	2	1	1	NUM
fcis-30391	66	3	)	)	PUNCT
fcis-30391	66	4	.	.	PUNCT
fcis-30391	67	1	accuracy	accuracy	NOUN
fcis-30391	67	2	.	.	PUNCT
fcis-30391	68	1	(	(	PUNCT
fcis-30391	68	2	1	1	X
fcis-30391	68	3	)	)	PUNCT
fcis-30391	68	4	among	among	ADP
fcis-30391	68	5	them	they	PRON
fcis-30391	68	6	:	:	PUNCT
fcis-30391	68	7	tp(true	tp(true	ADJ
fcis-30391	68	8	positives	positive	NOUN
fcis-30391	68	9	):	):	PUNCT
fcis-30391	68	10	the	the	DET
fcis-30391	68	11	number	number	NOUN
fcis-30391	68	12	of	of	ADP
fcis-30391	68	13	stray	stray	ADJ
fcis-30391	68	14	animals	animal	NOUN
fcis-30391	68	15	correctly	correctly	ADV
fcis-30391	68	16	detected	detect	VERB
fcis-30391	68	17	.	.	PUNCT
fcis-30391	69	1	tn(true	tn(true	NOUN
fcis-30391	69	2	negatives	negative	NOUN
fcis-30391	69	3	):	):	PUNCT
fcis-30391	69	4	the	the	DET
fcis-30391	69	5	number	number	NOUN
fcis-30391	69	6	of	of	ADP
fcis-30391	69	7	categories	category	NOUN
fcis-30391	69	8	correctly	correctly	ADV
fcis-30391	69	9	identified	identify	VERB
fcis-30391	69	10	as	as	ADP
fcis-30391	69	11	nontargets	nontarget	NOUN
fcis-30391	69	12	.	.	PUNCT
fcis-30391	70	1	fp(false	fp(false	ADJ
fcis-30391	70	2	positives	positive	NOUN
fcis-30391	70	3	):	):	PUNCT
fcis-30391	70	4	the	the	DET
fcis-30391	70	5	number	number	NOUN
fcis-30391	70	6	of	of	ADP
fcis-30391	70	7	non	non	ADJ
fcis-30391	70	8	-	-	ADJ
fcis-30391	70	9	target	target	ADJ
fcis-30391	70	10	animals	animal	NOUN
fcis-30391	70	11	that	that	PRON
fcis-30391	70	12	are	be	AUX
fcis-30391	70	13	wrongly	wrongly	ADV
fcis-30391	70	14	detected	detect	VERB
fcis-30391	70	15	as	as	ADP
fcis-30391	70	16	stray	stray	ADJ
fcis-30391	70	17	animals	animal	NOUN
fcis-30391	70	18	.	.	PUNCT
fcis-30391	71	1	fn(false	fn(false	ADV
fcis-30391	71	2	negatives	negative	NOUN
fcis-30391	71	3	):	):	PUNCT
fcis-30391	71	4	the	the	DET
fcis-30391	71	5	actual	actual	ADJ
fcis-30391	71	6	number	number	NOUN
fcis-30391	71	7	of	of	ADP
fcis-30391	71	8	stray	stray	ADJ
fcis-30391	71	9	animals	animal	NOUN
fcis-30391	71	10	that	that	PRON
fcis-30391	71	11	have	have	AUX
fcis-30391	71	12	not	not	PART
fcis-30391	71	13	been	be	AUX
fcis-30391	71	14	identified	identify	VERB
fcis-30391	71	15	.	.	PUNCT
fcis-30391	71	16			ADJ
fcis-30391	71	17	precision	precision	NOUN
fcis-30391	71	18	:	:	PUNCT
fcis-30391	71	19	measure	measure	VERB
fcis-30391	71	20	the	the	DET
fcis-30391	71	21	proportion	proportion	NOUN
fcis-30391	71	22	of	of	ADP
fcis-30391	71	23	stray	stray	ADJ
fcis-30391	71	24	animals	animal	NOUN
fcis-30391	71	25	among	among	ADP
fcis-30391	71	26	the	the	DET
fcis-30391	71	27	detected	detect	VERB
fcis-30391	71	28	targets	target	NOUN
fcis-30391	71	29	,	,	PUNCT
fcis-30391	71	30	and	and	CCONJ
fcis-30391	71	31	reflect	reflect	VERB
fcis-30391	71	32	the	the	DET
fcis-30391	71	33	false	false	ADJ
fcis-30391	71	34	alarm	alarm	NOUN
fcis-30391	71	35	of	of	ADP
fcis-30391	71	36	the	the	DET
fcis-30391	71	37	model	model	NOUN
fcis-30391	71	38	.	.	PUNCT
fcis-30391	72	1	the	the	DET
fcis-30391	72	2	formula	formula	NOUN
fcis-30391	72	3	is	be	AUX
fcis-30391	72	4	shown	show	VERB
fcis-30391	72	5	in	in	ADP
fcis-30391	72	6	eq	eq	ADP
fcis-30391	72	7	.	.	PUNCT
fcis-30391	73	1	(	(	PUNCT
fcis-30391	73	2	2	2	NUM
fcis-30391	73	3	)	)	PUNCT
fcis-30391	73	4	.	.	PUNCT
fcis-30391	74	1	precision	precision	NOUN
fcis-30391	74	2	.	.	PUNCT
fcis-30391	75	1	2	2	NUM
fcis-30391	75	2			ADJ
fcis-30391	75	3	recall	recall	NOUN
fcis-30391	75	4	:	:	PUNCT
fcis-30391	75	5	measures	measure	VERB
fcis-30391	75	6	the	the	DET
fcis-30391	75	7	proportion	proportion	NOUN
fcis-30391	75	8	of	of	ADP
fcis-30391	75	9	all	all	DET
fcis-30391	75	10	real	real	ADJ
fcis-30391	75	11	stray	stray	ADJ
fcis-30391	75	12	animals	animal	NOUN
fcis-30391	75	13	successfully	successfully	ADV
fcis-30391	75	14	detected	detect	VERB
fcis-30391	75	15	by	by	ADP
fcis-30391	75	16	the	the	DET
fcis-30391	75	17	model	model	NOUN
fcis-30391	75	18	,	,	PUNCT
fcis-30391	75	19	and	and	CCONJ
fcis-30391	75	20	reflects	reflect	VERB
fcis-30391	75	21	the	the	DET
fcis-30391	75	22	missed	miss	VERB
fcis-30391	75	23	detection	detection	NOUN
fcis-30391	75	24	of	of	ADP
fcis-30391	75	25	the	the	DET
fcis-30391	75	26	model	model	NOUN
fcis-30391	75	27	.	.	PUNCT
fcis-30391	76	1	the	the	DET
fcis-30391	76	2	formula	formula	NOUN
fcis-30391	76	3	is	be	AUX
fcis-30391	76	4	shown	show	VERB
fcis-30391	76	5	in	in	ADP
fcis-30391	76	6	eq	eq	ADP
fcis-30391	76	7	.	.	PUNCT
fcis-30391	77	1	(	(	PUNCT
fcis-30391	77	2	3	3	NUM
fcis-30391	77	3	)	)	PUNCT
fcis-30391	77	4	.	.	PUNCT
fcis-30391	78	1	recall	recall	NOUN
fcis-30391	78	2	.	.	PUNCT
fcis-30391	79	1	3	3	NUM
fcis-30391	79	2	mean	mean	NOUN
fcis-30391	79	3	average	average	ADJ
fcis-30391	79	4	precision	precision	NOUN
fcis-30391	79	5	(	(	PUNCT
fcis-30391	79	6	map	map	NOUN
fcis-30391	79	7	):	):	PUNCT
fcis-30391	79	8	calculate	calculate	VERB
fcis-30391	79	9	the	the	DET
fcis-30391	79	10	accuracy	accuracy	NOUN
fcis-30391	79	11	under	under	ADP
fcis-30391	79	12	multiple	multiple	ADJ
fcis-30391	79	13	iou	iou	NOUN
fcis-30391	79	14	thresholds	threshold	NOUN
fcis-30391	79	15	respectively	respectively	ADV
fcis-30391	79	16	,	,	PUNCT
fcis-30391	79	17	and	and	CCONJ
fcis-30391	79	18	take	take	VERB
fcis-30391	79	19	the	the	DET
fcis-30391	79	20	average	average	ADJ
fcis-30391	79	21	value	value	NOUN
fcis-30391	79	22	.	.	PUNCT
fcis-30391	80	1	map	map	VERB
fcis-30391	80	2	50	50	NUM
fcis-30391	80	3	:	:	PUNCT
fcis-30391	80	4	average	average	ADJ
fcis-30391	80	5	accuracy	accuracy	NOUN
fcis-30391	80	6	when	when	SCONJ
fcis-30391	80	7	iou	iou	NOUN
fcis-30391	80	8	threshold	threshold	NOUN
fcis-30391	80	9	is	be	AUX
fcis-30391	80	10	0.5	0.5	NUM
fcis-30391	80	11	.	.	PUNCT
fcis-30391	80	12	map	map	VERB
fcis-30391	80	13	50	50	NUM
fcis-30391	80	14	-	-	SYM
fcis-30391	80	15	95	95	NUM
fcis-30391	80	16	:	:	PUNCT
fcis-30391	80	17	the	the	DET
fcis-30391	80	18	iou	iou	NOUN
fcis-30391	80	19	threshold	threshold	NOUN
fcis-30391	80	20	is	be	AUX
fcis-30391	80	21	from	from	ADP
fcis-30391	80	22	0.5	0.5	NUM
fcis-30391	80	23	to	to	ADP
fcis-30391	80	24	0.95	0.95	NUM
fcis-30391	80	25	,	,	PUNCT
fcis-30391	80	26	and	and	CCONJ
fcis-30391	80	27	the	the	DET
fcis-30391	80	28	average	average	ADJ
fcis-30391	80	29	accuracy	accuracy	NOUN
fcis-30391	80	30	is	be	AUX
fcis-30391	80	31	0.05	0.05	NUM
fcis-30391	80	32	.	.	PUNCT
fcis-30391	81	1	4.3	4.3	NUM
fcis-30391	81	2	.	.	PUNCT
fcis-30391	81	3	model	model	NOUN
fcis-30391	81	4	adjustment	adjustment	NOUN
fcis-30391	81	5	and	and	CCONJ
fcis-30391	81	6	optimization	optimization	NOUN
fcis-30391	81	7	during	during	ADP
fcis-30391	81	8	the	the	DET
fcis-30391	81	9	training	training	NOUN
fcis-30391	81	10	process	process	NOUN
fcis-30391	81	11	,	,	PUNCT
fcis-30391	81	12	the	the	DET
fcis-30391	81	13	performance	performance	NOUN
fcis-30391	81	14	of	of	ADP
fcis-30391	81	15	our	our	PRON
fcis-30391	81	16	model	model	NOUN
fcis-30391	81	17	is	be	AUX
fcis-30391	81	18	improved	improve	VERB
fcis-30391	81	19	by	by	ADP
fcis-30391	81	20	optimizing	optimize	VERB
fcis-30391	81	21	and	and	CCONJ
fcis-30391	81	22	adjusting	adjust	VERB
fcis-30391	81	23	hyperparameters	hyperparameter	NOUN
fcis-30391	81	24	(	(	PUNCT
fcis-30391	81	25	mean	mean	ADJ
fcis-30391	81	26	average	average	ADJ
fcis-30391	81	27	precision	precision	NOUN
fcis-30391	81	28	(	(	PUNCT
fcis-30391	81	29	map	map	NOUN
fcis-30391	81	30	)	)	PUNCT
fcis-30391	81	31	,	,	PUNCT
fcis-30391	81	32	f1	f1	NOUN
fcis-30391	81	33	score	score	NOUN
fcis-30391	81	34	)	)	PUNCT
fcis-30391	81	35	to	to	PART
fcis-30391	81	36	ensure	ensure	VERB
fcis-30391	81	37	accurate	accurate	ADJ
fcis-30391	81	38	animal	animal	NOUN
fcis-30391	81	39	recognition	recognition	NOUN
fcis-30391	81	40	.	.	PUNCT
fcis-30391	82	1	the	the	DET
fcis-30391	82	2	specific	specific	ADJ
fcis-30391	82	3	parameters	parameter	NOUN
fcis-30391	82	4	of	of	ADP
fcis-30391	82	5	the	the	DET
fcis-30391	82	6	model	model	NOUN
fcis-30391	82	7	are	be	AUX
fcis-30391	82	8	shown	show	VERB
fcis-30391	82	9	in	in	ADP
fcis-30391	82	10	table	table	NOUN
fcis-30391	82	11	1	1	NUM
fcis-30391	82	12	.	.	PUNCT
fcis-30391	82	13	table	table	NOUN
fcis-30391	82	14	1	1	NUM
fcis-30391	82	15	.	.	PUNCT
fcis-30391	82	16	model	model	NOUN
fcis-30391	82	17	parameters	parameter	NOUN
fcis-30391	82	18	hyperparameter	hyperparameter	NOUN
fcis-30391	82	19	setting	set	VERB
fcis-30391	82	20	instructions	instruction	NOUN
fcis-30391	82	21	learning	learn	VERB
fcis-30391	82	22	rate	rate	NOUN
fcis-30391	82	23	(	(	PUNCT
fcis-30391	82	24	lr0	lr0	PROPN
fcis-30391	82	25	)	)	PUNCT
fcis-30391	82	26	0.01	0.01	NUM
fcis-30391	82	27	the	the	DET
fcis-30391	82	28	step	step	NOUN
fcis-30391	82	29	size	size	NOUN
fcis-30391	82	30	that	that	PRON
fcis-30391	82	31	determines	determine	VERB
fcis-30391	82	32	the	the	DET
fcis-30391	82	33	weight	weight	NOUN
fcis-30391	82	34	adjustment	adjustment	NOUN
fcis-30391	82	35	of	of	ADP
fcis-30391	82	36	the	the	DET
fcis-30391	82	37	model	model	NOUN
fcis-30391	82	38	is	be	AUX
fcis-30391	82	39	helpful	helpful	ADJ
fcis-30391	82	40	for	for	ADP
fcis-30391	82	41	rapid	rapid	ADJ
fcis-30391	82	42	convergence	convergence	NOUN
fcis-30391	82	43	in	in	ADP
fcis-30391	82	44	the	the	DET
fcis-30391	82	45	early	early	ADJ
fcis-30391	82	46	stages	stage	NOUN
fcis-30391	82	47	of	of	ADP
fcis-30391	82	48	training	training	NOUN
fcis-30391	82	49	decline	decline	NOUN
fcis-30391	82	50	in	in	ADP
fcis-30391	82	51	learning	learn	VERB
fcis-30391	82	52	rate	rate	NOUN
fcis-30391	82	53	(	(	PUNCT
fcis-30391	82	54	lrf	lrf	NOUN
fcis-30391	82	55	)	)	PUNCT
fcis-30391	82	56	0.01	0.01	NUM
fcis-30391	82	57	controlling	control	VERB
fcis-30391	82	58	the	the	DET
fcis-30391	82	59	rate	rate	NOUN
fcis-30391	82	60	of	of	ADP
fcis-30391	82	61	decrease	decrease	NOUN
fcis-30391	82	62	in	in	ADP
fcis-30391	82	63	learning	learn	VERB
fcis-30391	82	64	during	during	ADP
fcis-30391	82	65	the	the	DET
fcis-30391	82	66	training	training	NOUN
fcis-30391	82	67	process	process	NOUN
fcis-30391	82	68	helps	help	VERB
fcis-30391	82	69	the	the	DET
fcis-30391	82	70	model	model	NOUN
fcis-30391	82	71	to	to	PART
fcis-30391	82	72	make	make	VERB
fcis-30391	82	73	detailed	detailed	ADJ
fcis-30391	82	74	adjustments	adjustment	NOUN
fcis-30391	82	75	in	in	ADP
fcis-30391	82	76	the	the	DET
fcis-30391	82	77	later	later	ADJ
fcis-30391	82	78	stages	stage	NOUN
fcis-30391	82	79	of	of	ADP
fcis-30391	82	80	training	training	NOUN
fcis-30391	82	81	momentum	momentum	NOUN
fcis-30391	82	82	0.937	0.937	NUM
fcis-30391	82	83	accelerate	accelerate	VERB
fcis-30391	82	84	the	the	DET
fcis-30391	82	85	learning	learning	NOUN
fcis-30391	82	86	of	of	ADP
fcis-30391	82	87	the	the	DET
fcis-30391	82	88	model	model	NOUN
fcis-30391	82	89	in	in	ADP
fcis-30391	82	90	the	the	DET
fcis-30391	82	91	correct	correct	ADJ
fcis-30391	82	92	direction	direction	NOUN
fcis-30391	82	93	,	,	PUNCT
fcis-30391	82	94	reduce	reduce	VERB
fcis-30391	82	95	oscillations	oscillation	NOUN
fcis-30391	82	96	,	,	PUNCT
fcis-30391	82	97	and	and	CCONJ
fcis-30391	82	98	accelerate	accelerate	VERB
fcis-30391	82	99	convergence	convergence	NOUN
fcis-30391	82	100	speed	speed	NOUN
fcis-30391	82	101	weight_decay	weight_decay	AUX
fcis-30391	82	102	0.0005	0.0005	NUM
fcis-30391	82	103	prevent	prevent	NOUN
fcis-30391	82	104	overfitting	overfitting	NOUN
fcis-30391	82	105	by	by	ADP
fcis-30391	82	106	adding	add	VERB
fcis-30391	82	107	regularization	regularization	NOUN
fcis-30391	82	108	terms	term	NOUN
fcis-30391	82	109	to	to	ADP
fcis-30391	82	110	the	the	DET
fcis-30391	82	111	loss	loss	NOUN
fcis-30391	82	112	function	function	NOUN
fcis-30391	82	113	to	to	PART
fcis-30391	82	114	reduce	reduce	VERB
fcis-30391	82	115	model	model	NOUN
fcis-30391	82	116	complexity	complexity	NOUN
fcis-30391	82	117	warmup_epochs	warmup_epoch	VERB
fcis-30391	82	118	3.0	3.0	NUM
fcis-30391	82	119	start	start	NOUN
fcis-30391	82	120	training	training	NOUN
fcis-30391	82	121	at	at	ADP
fcis-30391	82	122	a	a	DET
fcis-30391	82	123	lower	low	ADJ
fcis-30391	82	124	learning	learning	NOUN
fcis-30391	82	125	rate	rate	NOUN
fcis-30391	82	126	in	in	ADP
fcis-30391	82	127	the	the	DET
fcis-30391	82	128	initial	initial	ADJ
fcis-30391	82	129	few	few	ADJ
fcis-30391	82	130	cycles	cycle	NOUN
fcis-30391	82	131	and	and	CCONJ
fcis-30391	82	132	gradually	gradually	ADV
fcis-30391	82	133	increase	increase	VERB
fcis-30391	82	134	to	to	ADP
fcis-30391	82	135	the	the	DET
fcis-30391	82	136	predetermined	predetermined	ADJ
fcis-30391	82	137	learning	learning	NOUN
fcis-30391	82	138	rate	rate	NOUN
fcis-30391	82	139	batch	batch	NOUN
fcis-30391	82	140	16	16	NUM
fcis-30391	82	141	the	the	DET
fcis-30391	82	142	number	number	NOUN
fcis-30391	82	143	of	of	ADP
fcis-30391	82	144	samples	sample	NOUN
fcis-30391	82	145	input	input	NOUN
fcis-30391	82	146	into	into	ADP
fcis-30391	82	147	the	the	DET
fcis-30391	82	148	model	model	NOUN
fcis-30391	82	149	during	during	ADP
fcis-30391	82	150	each	each	DET
fcis-30391	82	151	iteration	iteration	NOUN
fcis-30391	82	152	of	of	ADP
fcis-30391	82	153	training	training	NOUN
fcis-30391	82	154	affects	affect	VERB
fcis-30391	82	155	gpu	gpu	NOUN
fcis-30391	82	156	memory	memory	NOUN
fcis-30391	82	157	usage	usage	NOUN
fcis-30391	82	158	and	and	CCONJ
fcis-30391	82	159	model	model	NOUN
fcis-30391	82	160	performance	performance	NOUN
fcis-30391	82	161	map	map	NOUN
fcis-30391	82	162	comprehensively	comprehensively	ADV
fcis-30391	82	163	evaluated	evaluate	VERB
fcis-30391	82	164	the	the	DET
fcis-30391	82	165	accuracy	accuracy	NOUN
fcis-30391	82	166	and	and	CCONJ
fcis-30391	82	167	comprehensiveness	comprehensiveness	NOUN
fcis-30391	82	168	of	of	ADP
fcis-30391	82	169	the	the	DET
fcis-30391	82	170	model	model	NOUN
fcis-30391	82	171	in	in	ADP
fcis-30391	82	172	identifying	identify	VERB
fcis-30391	82	173	stray	stray	ADJ
fcis-30391	82	174	animals	animal	NOUN
fcis-30391	82	175	by	by	ADP
fcis-30391	82	176	calculating	calculate	VERB
fcis-30391	82	177	the	the	DET
fcis-30391	82	178	average	average	ADJ
fcis-30391	82	179	accuracy	accuracy	NOUN
fcis-30391	82	180	under	under	ADP
fcis-30391	82	181	different	different	ADJ
fcis-30391	82	182	recall	recall	NOUN
fcis-30391	82	183	rates	rate	NOUN
fcis-30391	82	184	.	.	PUNCT
fcis-30391	83	1	in	in	ADP
fcis-30391	83	2	the	the	DET
fcis-30391	83	3	scenario	scenario	NOUN
fcis-30391	83	4	where	where	SCONJ
fcis-30391	83	5	this	this	DET
fcis-30391	83	6	model	model	NOUN
fcis-30391	83	7	is	be	AUX
fcis-30391	83	8	applied	apply	VERB
fcis-30391	83	9	to	to	PART
fcis-30391	83	10	stray	stray	VERB
fcis-30391	83	11	animal	animal	NOUN
fcis-30391	83	12	detection	detection	NOUN
fcis-30391	83	13	,	,	PUNCT
fcis-30391	83	14	the	the	DET
fcis-30391	83	15	map	map	NOUN
fcis-30391	83	16	value	value	NOUN
fcis-30391	83	17	reaches	reach	VERB
fcis-30391	83	18	0.767	0.767	NUM
fcis-30391	83	19	,	,	PUNCT
fcis-30391	83	20	indicating	indicate	VERB
fcis-30391	83	21	that	that	SCONJ
fcis-30391	83	22	this	this	DET
fcis-30391	83	23	model	model	NOUN
fcis-30391	83	24	has	have	VERB
fcis-30391	83	25	high	high	ADJ
fcis-30391	83	26	accuracy	accuracy	NOUN
fcis-30391	83	27	and	and	CCONJ
fcis-30391	83	28	reliability	reliability	NOUN
fcis-30391	83	29	in	in	ADP
fcis-30391	83	30	stray	stray	ADJ
fcis-30391	83	31	animal	animal	NOUN
fcis-30391	83	32	detection	detection	NOUN
fcis-30391	83	33	tasks	task	NOUN
fcis-30391	83	34	.	.	PUNCT
fcis-30391	84	1	the	the	DET
fcis-30391	84	2	f1	f1	NOUN
fcis-30391	84	3	-	-	PUNCT
fcis-30391	84	4	score	score	NOUN
fcis-30391	84	5	is	be	AUX
fcis-30391	84	6	a	a	DET
fcis-30391	84	7	harmonic	harmonic	ADJ
fcis-30391	84	8	average	average	NOUN
fcis-30391	84	9	of	of	ADP
fcis-30391	84	10	accuracy	accuracy	NOUN
fcis-30391	84	11	and	and	CCONJ
fcis-30391	84	12	recall	recall	NOUN
fcis-30391	84	13	,	,	PUNCT
fcis-30391	84	14	which	which	PRON
fcis-30391	84	15	balances	balance	VERB
fcis-30391	84	16	the	the	DET
fcis-30391	84	17	two	two	NUM
fcis-30391	84	18	metrics	metric	NOUN
fcis-30391	84	19	,	,	PUNCT
fcis-30391	84	20	avoiding	avoid	VERB
fcis-30391	84	21	the	the	DET
fcis-30391	84	22	situation	situation	NOUN
fcis-30391	84	23	of	of	ADP
fcis-30391	84	24	focusing	focus	VERB
fcis-30391	84	25	on	on	ADP
fcis-30391	84	26	one	one	NUM
fcis-30391	84	27	and	and	CCONJ
fcis-30391	84	28	ignoring	ignore	VERB
fcis-30391	84	29	the	the	DET
fcis-30391	84	30	other	other	ADJ
fcis-30391	84	31	.	.	PUNCT
fcis-30391	85	1	the	the	DET
fcis-30391	85	2	f1	f1	NOUN
fcis-30391	85	3	-	-	PUNCT
fcis-30391	85	4	score	score	NOUN
fcis-30391	85	5	of	of	ADP
fcis-30391	85	6	this	this	DET
fcis-30391	85	7	46	46	NUM
fcis-30391	85	8	model	model	NOUN
fcis-30391	85	9	reaches	reach	VERB
fcis-30391	85	10	0.75	0.75	NUM
fcis-30391	85	11	,	,	PUNCT
fcis-30391	85	12	which	which	PRON
fcis-30391	85	13	indicates	indicate	VERB
fcis-30391	85	14	that	that	SCONJ
fcis-30391	85	15	it	it	PRON
fcis-30391	85	16	can	can	AUX
fcis-30391	85	17	not	not	PART
fcis-30391	85	18	only	only	ADV
fcis-30391	85	19	accurately	accurately	ADV
fcis-30391	85	20	identify	identify	VERB
fcis-30391	85	21	stray	stray	ADJ
fcis-30391	85	22	animals	animal	NOUN
fcis-30391	85	23	(	(	PUNCT
fcis-30391	85	24	high	high	ADJ
fcis-30391	85	25	accuracy	accuracy	NOUN
fcis-30391	85	26	)	)	PUNCT
fcis-30391	85	27	,	,	PUNCT
fcis-30391	85	28	but	but	CCONJ
fcis-30391	85	29	also	also	ADV
fcis-30391	85	30	find	find	VERB
fcis-30391	85	31	most	most	ADJ
fcis-30391	85	32	of	of	ADP
fcis-30391	85	33	the	the	DET
fcis-30391	85	34	actual	actual	ADJ
fcis-30391	85	35	stray	stray	ADJ
fcis-30391	85	36	animals	animal	NOUN
fcis-30391	85	37	(	(	PUNCT
fcis-30391	85	38	high	high	ADJ
fcis-30391	85	39	recall	recall	NOUN
fcis-30391	85	40	rate	rate	NOUN
fcis-30391	85	41	)	)	PUNCT
fcis-30391	85	42	.	.	PUNCT
fcis-30391	86	1	in	in	ADP
fcis-30391	86	2	order	order	NOUN
fcis-30391	86	3	to	to	PART
fcis-30391	86	4	further	far	ADV
fcis-30391	86	5	evaluate	evaluate	VERB
fcis-30391	86	6	the	the	DET
fcis-30391	86	7	model	model	NOUN
fcis-30391	86	8	performance	performance	NOUN
fcis-30391	86	9	,	,	PUNCT
fcis-30391	86	10	this	this	DET
fcis-30391	86	11	paper	paper	NOUN
fcis-30391	86	12	conducted	conduct	VERB
fcis-30391	86	13	a	a	DET
fcis-30391	86	14	quantitative	quantitative	ADJ
fcis-30391	86	15	analysis	analysis	NOUN
fcis-30391	86	16	of	of	ADP
fcis-30391	86	17	the	the	DET
fcis-30391	86	18	training	training	NOUN
fcis-30391	86	19	results	result	NOUN
fcis-30391	86	20	,	,	PUNCT
fcis-30391	86	21	as	as	SCONJ
fcis-30391	86	22	shown	show	VERB
fcis-30391	86	23	in	in	ADP
fcis-30391	86	24	figure	figure	NOUN
fcis-30391	86	25	3	3	NUM
fcis-30391	86	26	.	.	PUNCT
fcis-30391	86	27	figure	figure	VERB
fcis-30391	86	28	3	3	NUM
fcis-30391	86	29	.	.	PUNCT
fcis-30391	86	30	model	model	PROPN
fcis-30391	86	31	parameter	parameter	PROPN
fcis-30391	86	32	diagram	diagram	PROPN
fcis-30391	86	33	it	it	PRON
fcis-30391	86	34	can	can	AUX
fcis-30391	86	35	be	be	AUX
fcis-30391	86	36	seen	see	VERB
fcis-30391	86	37	that	that	SCONJ
fcis-30391	86	38	the	the	DET
fcis-30391	86	39	recall	recall	NOUN
fcis-30391	86	40	rate	rate	NOUN
fcis-30391	86	41	and	and	CCONJ
fcis-30391	86	42	accuracy	accuracy	NOUN
fcis-30391	86	43	rate	rate	NOUN
fcis-30391	86	44	reached	reach	VERB
fcis-30391	86	45	75	75	NUM
fcis-30391	86	46	%	%	NOUN
fcis-30391	86	47	and	and	CCONJ
fcis-30391	86	48	85	85	NUM
fcis-30391	86	49	%	%	NOUN
fcis-30391	86	50	respectively	respectively	ADV
fcis-30391	86	51	,	,	PUNCT
fcis-30391	86	52	indicating	indicate	VERB
fcis-30391	86	53	that	that	SCONJ
fcis-30391	86	54	this	this	DET
fcis-30391	86	55	model	model	NOUN
fcis-30391	86	56	can	can	AUX
fcis-30391	86	57	capture	capture	VERB
fcis-30391	86	58	the	the	DET
fcis-30391	86	59	target	target	NOUN
fcis-30391	86	60	well	well	ADV
fcis-30391	86	61	and	and	CCONJ
fcis-30391	86	62	reduce	reduce	VERB
fcis-30391	86	63	false	false	ADJ
fcis-30391	86	64	positives	positive	NOUN
fcis-30391	86	65	in	in	ADP
fcis-30391	86	66	the	the	DET
fcis-30391	86	67	detection	detection	NOUN
fcis-30391	86	68	of	of	ADP
fcis-30391	86	69	stray	stray	ADJ
fcis-30391	86	70	animals	animal	NOUN
fcis-30391	86	71	.	.	PUNCT
fcis-30391	87	1	in	in	ADP
fcis-30391	87	2	addition	addition	NOUN
fcis-30391	87	3	,	,	PUNCT
fcis-30391	87	4	on	on	ADP
fcis-30391	87	5	map@0.5	map@0.5	PROPN
fcis-30391	87	6	(	(	PUNCT
fcis-30391	87	7	mean	mean	INTJ
fcis-30391	87	8	accuracy	accuracy	NOUN
fcis-30391	87	9	@0.5	@0.5	NOUN
fcis-30391	87	10	)	)	PUNCT
fcis-30391	87	11	,	,	PUNCT
fcis-30391	87	12	its	its	PRON
fcis-30391	87	13	value	value	NOUN
fcis-30391	87	14	is	be	AUX
fcis-30391	87	15	close	close	ADJ
fcis-30391	87	16	to	to	ADP
fcis-30391	87	17	0.8	0.8	NUM
fcis-30391	87	18	,	,	PUNCT
fcis-30391	87	19	indicating	indicate	VERB
fcis-30391	87	20	that	that	SCONJ
fcis-30391	87	21	the	the	DET
fcis-30391	87	22	model	model	NOUN
fcis-30391	87	23	has	have	VERB
fcis-30391	87	24	higher	high	ADJ
fcis-30391	87	25	detection	detection	NOUN
fcis-30391	87	26	accuracy	accuracy	NOUN
fcis-30391	87	27	under	under	ADP
fcis-30391	87	28	a	a	DET
fcis-30391	87	29	low	low	ADJ
fcis-30391	87	30	iou	iou	NOUN
fcis-30391	87	31	threshold	threshold	NOUN
fcis-30391	87	32	.	.	PUNCT
fcis-30391	88	1	more	more	ADV
fcis-30391	88	2	significantly	significantly	ADV
fcis-30391	88	3	,	,	PUNCT
fcis-30391	88	4	on	on	ADP
fcis-30391	88	5	the	the	DET
fcis-30391	88	6	more	more	ADV
fcis-30391	88	7	stringent	stringent	ADJ
fcis-30391	88	8	index	index	NOUN
fcis-30391	88	9	map@0.95	map@0.95	NOUN
fcis-30391	88	10	(	(	PUNCT
fcis-30391	88	11	average	average	ADJ
fcis-30391	88	12	accuracy	accuracy	NOUN
fcis-30391	88	13	@0.95	@0.95	NOUN
fcis-30391	88	14	)	)	PUNCT
fcis-30391	88	15	,	,	PUNCT
fcis-30391	88	16	the	the	DET
fcis-30391	88	17	model	model	NOUN
fcis-30391	88	18	also	also	ADV
fcis-30391	88	19	performs	perform	VERB
fcis-30391	88	20	significantly	significantly	ADV
fcis-30391	88	21	better	well	ADV
fcis-30391	88	22	,	,	PUNCT
fcis-30391	88	23	finally	finally	ADV
fcis-30391	88	24	approaching	approach	VERB
fcis-30391	88	25	0.75	0.75	NUM
fcis-30391	88	26	,	,	PUNCT
fcis-30391	88	27	showing	show	VERB
fcis-30391	88	28	its	its	PRON
fcis-30391	88	29	advantages	advantage	NOUN
fcis-30391	88	30	in	in	ADP
fcis-30391	88	31	high	high	ADJ
fcis-30391	88	32	-	-	PUNCT
fcis-30391	88	33	precision	precision	NOUN
fcis-30391	88	34	target	target	NOUN
fcis-30391	88	35	detection	detection	NOUN
fcis-30391	88	36	.	.	PUNCT
fcis-30391	89	1	in	in	ADP
fcis-30391	89	2	general	general	ADJ
fcis-30391	89	3	,	,	PUNCT
fcis-30391	89	4	the	the	DET
fcis-30391	89	5	model	model	NOUN
fcis-30391	89	6	showed	show	VERB
fcis-30391	89	7	high	high	ADJ
fcis-30391	89	8	accuracy	accuracy	NOUN
fcis-30391	89	9	and	and	CCONJ
fcis-30391	89	10	stability	stability	NOUN
fcis-30391	89	11	in	in	ADP
fcis-30391	89	12	the	the	DET
fcis-30391	89	13	task	task	NOUN
fcis-30391	89	14	of	of	ADP
fcis-30391	89	15	stray	stray	ADJ
fcis-30391	89	16	animal	animal	NOUN
fcis-30391	89	17	detection	detection	NOUN
fcis-30391	89	18	,	,	PUNCT
fcis-30391	89	19	and	and	CCONJ
fcis-30391	89	20	the	the	DET
fcis-30391	89	21	performance	performance	NOUN
fcis-30391	89	22	of	of	ADP
fcis-30391	89	23	various	various	ADJ
fcis-30391	89	24	indicators	indicator	NOUN
fcis-30391	89	25	proved	prove	VERB
fcis-30391	89	26	its	its	PRON
fcis-30391	89	27	practicability	practicability	NOUN
fcis-30391	89	28	in	in	ADP
fcis-30391	89	29	real	real	ADJ
fcis-30391	89	30	-	-	PUNCT
fcis-30391	89	31	time	time	NOUN
fcis-30391	89	32	monitoring	monitoring	NOUN
fcis-30391	89	33	function	function	NOUN
fcis-30391	89	34	,	,	PUNCT
fcis-30391	89	35	providing	provide	VERB
fcis-30391	89	36	reliable	reliable	ADJ
fcis-30391	89	37	technical	technical	ADJ
fcis-30391	89	38	support	support	NOUN
fcis-30391	89	39	for	for	ADP
fcis-30391	89	40	urban	urban	ADJ
fcis-30391	89	41	stray	stray	ADJ
fcis-30391	89	42	animal	animal	NOUN
fcis-30391	89	43	management	management	NOUN
fcis-30391	89	44	.	.	PUNCT
fcis-30391	90	1	5	5	X
fcis-30391	90	2	.	.	X
fcis-30391	90	3	conclusion	conclusion	NOUN
fcis-30391	90	4	this	this	DET
fcis-30391	90	5	article	article	NOUN
fcis-30391	90	6	successfully	successfully	ADV
fcis-30391	90	7	designed	design	VERB
fcis-30391	90	8	and	and	CCONJ
fcis-30391	90	9	implemented	implement	VERB
fcis-30391	90	10	an	an	DET
fcis-30391	90	11	urban	urban	ADJ
fcis-30391	90	12	stray	stray	ADJ
fcis-30391	90	13	animal	animal	NOUN
fcis-30391	90	14	monitoring	monitoring	NOUN
fcis-30391	90	15	model	model	NOUN
fcis-30391	90	16	based	base	VERB
fcis-30391	90	17	on	on	ADP
fcis-30391	90	18	yolov8	yolov8	PROPN
fcis-30391	90	19	and	and	CCONJ
fcis-30391	90	20	flink	flink	PROPN
fcis-30391	90	21	,	,	PUNCT
fcis-30391	90	22	effectively	effectively	ADV
fcis-30391	90	23	filling	fill	VERB
fcis-30391	90	24	many	many	ADJ
fcis-30391	90	25	shortcomings	shortcoming	NOUN
fcis-30391	90	26	of	of	ADP
fcis-30391	90	27	traditional	traditional	ADJ
fcis-30391	90	28	stray	stray	ADJ
fcis-30391	90	29	animal	animal	NOUN
fcis-30391	90	30	management	management	NOUN
fcis-30391	90	31	methods	method	NOUN
fcis-30391	90	32	.	.	PUNCT
fcis-30391	91	1	by	by	ADP
fcis-30391	91	2	reasonably	reasonably	ADV
fcis-30391	91	3	deploying	deploy	VERB
fcis-30391	91	4	cameras	camera	NOUN
fcis-30391	91	5	in	in	ADP
fcis-30391	91	6	areas	area	NOUN
fcis-30391	91	7	where	where	SCONJ
fcis-30391	91	8	stray	stray	ADJ
fcis-30391	91	9	animals	animal	NOUN
fcis-30391	91	10	often	often	ADV
fcis-30391	91	11	appear	appear	VERB
fcis-30391	91	12	,	,	PUNCT
fcis-30391	91	13	utilizing	utilize	VERB
fcis-30391	91	14	the	the	DET
fcis-30391	91	15	efficient	efficient	ADJ
fcis-30391	91	16	object	object	NOUN
fcis-30391	91	17	detection	detection	NOUN
fcis-30391	91	18	capability	capability	NOUN
fcis-30391	91	19	of	of	ADP
fcis-30391	91	20	this	this	DET
fcis-30391	91	21	model	model	NOUN
fcis-30391	91	22	and	and	CCONJ
fcis-30391	91	23	flink	flink	PROPN
fcis-30391	91	24	's	's	PART
fcis-30391	91	25	powerful	powerful	ADJ
fcis-30391	91	26	real	real	ADJ
fcis-30391	91	27	-	-	PUNCT
fcis-30391	91	28	time	time	NOUN
fcis-30391	91	29	data	datum	NOUN
fcis-30391	91	30	processing	processing	NOUN
fcis-30391	91	31	function	function	NOUN
fcis-30391	91	32	,	,	PUNCT
fcis-30391	91	33	accurate	accurate	ADJ
fcis-30391	91	34	identification	identification	NOUN
fcis-30391	91	35	and	and	CCONJ
fcis-30391	91	36	real	real	ADJ
fcis-30391	91	37	-	-	PUNCT
fcis-30391	91	38	time	time	NOUN
fcis-30391	91	39	information	information	NOUN
fcis-30391	91	40	recording	recording	NOUN
fcis-30391	91	41	of	of	ADP
fcis-30391	91	42	stray	stray	ADJ
fcis-30391	91	43	animals	animal	NOUN
fcis-30391	91	44	have	have	AUX
fcis-30391	91	45	been	be	AUX
fcis-30391	91	46	achieved	achieve	VERB
fcis-30391	91	47	,	,	PUNCT
fcis-30391	91	48	and	and	CCONJ
fcis-30391	91	49	the	the	DET
fcis-30391	91	50	data	datum	NOUN
fcis-30391	91	51	has	have	AUX
fcis-30391	91	52	been	be	AUX
fcis-30391	91	53	stored	store	VERB
fcis-30391	91	54	in	in	ADP
fcis-30391	91	55	an	an	DET
fcis-30391	91	56	orderly	orderly	ADJ
fcis-30391	91	57	manner	manner	NOUN
fcis-30391	91	58	in	in	ADP
fcis-30391	91	59	a	a	DET
fcis-30391	91	60	mysql	mysql	NOUN
fcis-30391	91	61	database	database	NOUN
fcis-30391	91	62	.	.	PUNCT
fcis-30391	92	1	in	in	ADP
fcis-30391	92	2	future	future	ADJ
fcis-30391	92	3	research	research	NOUN
fcis-30391	92	4	,	,	PUNCT
fcis-30391	92	5	further	further	ADJ
fcis-30391	92	6	exploration	exploration	NOUN
fcis-30391	92	7	can	can	AUX
fcis-30391	92	8	be	be	AUX
fcis-30391	92	9	conducted	conduct	VERB
fcis-30391	92	10	to	to	PART
fcis-30391	92	11	optimize	optimize	VERB
fcis-30391	92	12	models	model	NOUN
fcis-30391	92	13	and	and	CCONJ
fcis-30391	92	14	algorithms	algorithm	NOUN
fcis-30391	92	15	,	,	PUNCT
fcis-30391	92	16	improve	improve	VERB
fcis-30391	92	17	their	their	PRON
fcis-30391	92	18	performance	performance	NOUN
fcis-30391	92	19	in	in	ADP
fcis-30391	92	20	all	all	DET
fcis-30391	92	21	aspects	aspect	NOUN
fcis-30391	92	22	,	,	PUNCT
fcis-30391	92	23	expand	expand	VERB
fcis-30391	92	24	their	their	PRON
fcis-30391	92	25	application	application	NOUN
fcis-30391	92	26	scenarios	scenario	NOUN
fcis-30391	92	27	,	,	PUNCT
fcis-30391	92	28	and	and	CCONJ
fcis-30391	92	29	contribute	contribute	VERB
fcis-30391	92	30	more	more	ADJ
fcis-30391	92	31	to	to	ADP
fcis-30391	92	32	the	the	DET
fcis-30391	92	33	balance	balance	NOUN
fcis-30391	92	34	of	of	ADP
fcis-30391	92	35	urban	urban	ADJ
fcis-30391	92	36	ecology	ecology	NOUN
fcis-30391	92	37	and	and	CCONJ
fcis-30391	92	38	public	public	ADJ
fcis-30391	92	39	health	health	NOUN
fcis-30391	92	40	security	security	NOUN
fcis-30391	92	41	.	.	PUNCT
fcis-30391	93	1	acknowledgments	acknowledgment	NOUN
fcis-30391	93	2	this	this	DET
fcis-30391	93	3	paper	paper	NOUN
fcis-30391	93	4	is	be	AUX
fcis-30391	93	5	sponsored	sponsor	VERB
fcis-30391	93	6	by	by	ADP
fcis-30391	93	7	the	the	DET
fcis-30391	93	8	2023	2023	NUM
fcis-30391	93	9	student	student	NOUN
fcis-30391	93	10	research	research	NOUN
fcis-30391	93	11	project	project	NOUN
fcis-30391	93	12	in	in	ADP
fcis-30391	93	13	jianghan	jianghan	PROPN
fcis-30391	93	14	university	university	PROPN
fcis-30391	93	15	(	(	PUNCT
fcis-30391	93	16	an	an	DET
fcis-30391	93	17	integrated	integrate	VERB
fcis-30391	93	18	supervision	supervision	NOUN
fcis-30391	93	19	framework	framework	NOUN
fcis-30391	93	20	for	for	ADP
fcis-30391	93	21	urban	urban	ADJ
fcis-30391	93	22	stray	stray	ADJ
fcis-30391	93	23	animals	animal	NOUN
fcis-30391	93	24	yolov8	yolov8	NOUN
fcis-30391	93	25	-	-	PUNCT
fcis-30391	93	26	based	base	VERB
fcis-30391	93	27	detection	detection	NOUN
fcis-30391	93	28	and	and	CCONJ
fcis-30391	93	29	flink	flink	PROPN
fcis-30391	93	30	-	-	PUNCT
fcis-30391	93	31	enabled	enable	VERB
fcis-30391	93	32	real	real	ADJ
fcis-30391	93	33	-	-	PUNCT
fcis-30391	93	34	time	time	NOUN
fcis-30391	93	35	analytics	analytic	NOUN
fcis-30391	93	36	)	)	PUNCT
fcis-30391	93	37	.	.	PUNCT
fcis-30391	94	1	references	reference	NOUN
fcis-30391	94	2	[	[	X
fcis-30391	94	3	1	1	NUM
fcis-30391	94	4	]	]	X
fcis-30391	94	5	yan	yan	PROPN
fcis-30391	94	6	,	,	PUNCT
fcis-30391	94	7	n.	n.	PROPN
fcis-30391	94	8	(	(	PUNCT
fcis-30391	94	9	2020	2020	NUM
fcis-30391	94	10	)	)	PUNCT
fcis-30391	94	11	.	.	PUNCT
fcis-30391	95	1	the	the	DET
fcis-30391	95	2	security	security	NOUN
fcis-30391	95	3	hazards	hazard	NOUN
fcis-30391	95	4	of	of	ADP
fcis-30391	95	5	urban	urban	ADJ
fcis-30391	95	6	stray	stray	ADJ
fcis-30391	95	7	animals	animal	NOUN
fcis-30391	95	8	and	and	CCONJ
fcis-30391	95	9	management	management	NOUN
fcis-30391	95	10	suggestions	suggestion	NOUN
fcis-30391	95	11	.	.	PUNCT
fcis-30391	96	1	china	china	PROPN
fcis-30391	96	2	animal	animal	PROPN
fcis-30391	96	3	quarantine	quarantine	NOUN
fcis-30391	96	4	,	,	PUNCT
fcis-30391	96	5	37(07	37(07	NUM
fcis-30391	96	6	)	)	PUNCT
fcis-30391	96	7	,	,	PUNCT
fcis-30391	96	8	49	49	NUM
fcis-30391	96	9	-	-	SYM
fcis-30391	96	10	52	52	NUM
fcis-30391	96	11	.	.	PUNCT
fcis-30391	97	1	[	[	X
fcis-30391	97	2	2	2	NUM
fcis-30391	97	3	]	]	X
fcis-30391	97	4	chen	chen	PROPN
fcis-30391	97	5	,	,	PUNCT
fcis-30391	97	6	m.	m.	PROPN
fcis-30391	97	7	y.	y.	PROPN
fcis-30391	97	8	(	(	PUNCT
fcis-30391	97	9	2016	2016	NUM
fcis-30391	97	10	)	)	PUNCT
fcis-30391	97	11	.	.	PUNCT
fcis-30391	98	1	on	on	ADP
fcis-30391	98	2	the	the	DET
fcis-30391	98	3	ethical	ethical	ADJ
fcis-30391	98	4	review	review	NOUN
fcis-30391	98	5	and	and	CCONJ
fcis-30391	98	6	management	management	NOUN
fcis-30391	98	7	of	of	ADP
fcis-30391	98	8	urban	urban	ADJ
fcis-30391	98	9	stray	stray	ADJ
fcis-30391	98	10	animals	animal	NOUN
fcis-30391	98	11	.	.	PUNCT
fcis-30391	99	1	management	management	NOUN
fcis-30391	99	2	observation	observation	NOUN
fcis-30391	99	3	,	,	PUNCT
fcis-30391	99	4	(	(	PUNCT
fcis-30391	99	5	29	29	NUM
fcis-30391	99	6	)	)	PUNCT
fcis-30391	99	7	,	,	PUNCT
fcis-30391	99	8	75	75	NUM
fcis-30391	99	9	-	-	SYM
fcis-30391	99	10	77	77	NUM
fcis-30391	99	11	+	+	NOUN
fcis-30391	99	12	80	80	NUM
fcis-30391	99	13	.	.	PUNCT
fcis-30391	100	1	[	[	X
fcis-30391	100	2	3	3	NUM
fcis-30391	100	3	]	]	X
fcis-30391	100	4	zhang	zhang	PROPN
fcis-30391	100	5	,	,	PUNCT
fcis-30391	100	6	x.	x.	PROPN
fcis-30391	100	7	w.	w.	PROPN
fcis-30391	100	8	,	,	PUNCT
fcis-30391	100	9	wang	wang	PROPN
fcis-30391	100	10	,	,	PUNCT
fcis-30391	100	11	y.	y.	PROPN
fcis-30391	100	12	m.	m.	PROPN
fcis-30391	100	13	,	,	PUNCT
fcis-30391	100	14	li	li	PROPN
fcis-30391	100	15	,	,	PUNCT
fcis-30391	100	16	z.	z.	PROPN
fcis-30391	100	17	j.	j.	PROPN
fcis-30391	100	18	,	,	PUNCT
fcis-30391	100	19	et	et	PROPN
fcis-30391	100	20	al	al	PROPN
fcis-30391	100	21	.	.	PROPN
fcis-30391	101	1	(	(	PUNCT
fcis-30391	101	2	2023	2023	NUM
fcis-30391	101	3	)	)	PUNCT
fcis-30391	101	4	.	.	PUNCT
fcis-30391	102	1	a	a	DET
fcis-30391	102	2	review	review	NOUN
fcis-30391	102	3	of	of	ADP
fcis-30391	102	4	animal	animal	NOUN
fcis-30391	102	5	identity	identity	NOUN
fcis-30391	102	6	recognition	recognition	NOUN
fcis-30391	102	7	methods	method	NOUN
fcis-30391	102	8	.	.	PUNCT
fcis-30391	103	1	heilongjiang	heilongjiang	PROPN
fcis-30391	103	2	animal	animal	NOUN
fcis-30391	103	3	husbandry	husbandry	NOUN
fcis-30391	103	4	and	and	CCONJ
fcis-30391	103	5	veterinary	veterinary	ADJ
fcis-30391	103	6	medicine	medicine	NOUN
fcis-30391	103	7	,	,	PUNCT
fcis-30391	103	8	(	(	PUNCT
fcis-30391	103	9	08	08	NUM
fcis-30391	103	10	)	)	PUNCT
fcis-30391	103	11	,	,	PUNCT
fcis-30391	103	12	34	34	NUM
fcis-30391	103	13	-	-	SYM
fcis-30391	103	14	42	42	NUM
fcis-30391	103	15	+	+	NOUN
fcis-30391	103	16	134	134	NUM
fcis-30391	103	17	-	-	SYM
fcis-30391	103	18	135	135	NUM
fcis-30391	103	19	.	.	PUNCT
fcis-30391	104	1	[	[	X
fcis-30391	104	2	4	4	NUM
fcis-30391	104	3	]	]	SYM
fcis-30391	104	4	wu	wu	PROPN
fcis-30391	104	5	,	,	PUNCT
fcis-30391	104	6	g.	g.	PROPN
fcis-30391	104	7	b.	b.	PROPN
fcis-30391	104	8	,	,	PUNCT
fcis-30391	104	9	&	&	CCONJ
fcis-30391	104	10	pan	pan	PROPN
fcis-30391	104	11	,	,	PUNCT
fcis-30391	104	12	y.	y.	PROPN
fcis-30391	104	13	y.	y.	PROPN
fcis-30391	104	14	(	(	PUNCT
fcis-30391	104	15	2024	2024	NUM
fcis-30391	104	16	)	)	PUNCT
fcis-30391	104	17	.	.	PUNCT
fcis-30391	105	1	design	design	NOUN
fcis-30391	105	2	of	of	ADP
fcis-30391	105	3	a	a	DET
fcis-30391	105	4	scenic	scenic	ADJ
fcis-30391	105	5	spot	spot	NOUN
fcis-30391	105	6	population	population	NOUN
fcis-30391	105	7	monitoring	monitoring	NOUN
fcis-30391	105	8	system	system	NOUN
fcis-30391	105	9	based	base	VERB
fcis-30391	105	10	on	on	ADP
fcis-30391	105	11	yolo	yolo	PROPN
fcis-30391	105	12	and	and	CCONJ
fcis-30391	105	13	flink	flink	PROPN
fcis-30391	105	14	.	.	PUNCT
fcis-30391	106	1	electronic	electronic	ADJ
fcis-30391	106	2	technology	technology	NOUN
fcis-30391	106	3	,	,	PUNCT
fcis-30391	106	4	53(10	53(10	NUM
fcis-30391	106	5	)	)	PUNCT
fcis-30391	106	6	,	,	PUNCT
fcis-30391	106	7	53	53	NUM
fcis-30391	106	8	-	-	SYM
fcis-30391	106	9	55	55	NUM
fcis-30391	106	10	.	.	PUNCT
fcis-30391	107	1	[	[	X
fcis-30391	107	2	5	5	NUM
fcis-30391	107	3	]	]	SYM
fcis-30391	107	4	zhang	zhang	PROPN
fcis-30391	107	5	,	,	PUNCT
fcis-30391	107	6	l.	l.	PROPN
fcis-30391	107	7	j.	j.	PROPN
fcis-30391	107	8	,	,	PUNCT
fcis-30391	107	9	yao	yao	PROPN
fcis-30391	107	10	,	,	PUNCT
fcis-30391	107	11	g.	g.	PROPN
fcis-30391	107	12	p.	p.	PROPN
fcis-30391	107	13	,	,	PUNCT
fcis-30391	107	14	&	&	CCONJ
fcis-30391	107	15	wu	wu	PROPN
fcis-30391	107	16	,	,	PUNCT
fcis-30391	107	17	z.	z.	PROPN
fcis-30391	107	18	z.	z.	PROPN
fcis-30391	107	19	(	(	PUNCT
fcis-30391	107	20	2024	2024	NUM
fcis-30391	107	21	)	)	PUNCT
fcis-30391	107	22	.	.	PUNCT
fcis-30391	108	1	design	design	NOUN
fcis-30391	108	2	and	and	CCONJ
fcis-30391	108	3	implementation	implementation	NOUN
fcis-30391	108	4	of	of	ADP
fcis-30391	108	5	a	a	DET
fcis-30391	108	6	classroom	classroom	NOUN
fcis-30391	108	7	attendance	attendance	NOUN
fcis-30391	108	8	system	system	NOUN
fcis-30391	108	9	based	base	VERB
fcis-30391	108	10	on	on	ADP
fcis-30391	108	11	facial	facial	ADJ
fcis-30391	108	12	recognition	recognition	NOUN
fcis-30391	108	13	.	.	PUNCT
fcis-30391	109	1	wireless	wireless	ADJ
fcis-30391	109	2	internet	internet	NOUN
fcis-30391	109	3	technology	technology	NOUN
fcis-30391	109	4	,	,	PUNCT
fcis-30391	109	5	21(22	21(22	NUM
fcis-30391	109	6	)	)	PUNCT
fcis-30391	109	7	,	,	PUNCT
fcis-30391	109	8	2327	2327	NUM
fcis-30391	109	9	.	.	PUNCT
fcis-30391	110	1	[	[	X
fcis-30391	110	2	6	6	NUM
fcis-30391	110	3	]	]	X
fcis-30391	110	4	jiang	jiang	PROPN
fcis-30391	110	5	,	,	PUNCT
fcis-30391	110	6	x.	x.	PROPN
fcis-30391	110	7	x.	x.	PROPN
fcis-30391	110	8	(	(	PUNCT
fcis-30391	110	9	2024	2024	NUM
fcis-30391	110	10	)	)	PUNCT
fcis-30391	110	11	.	.	PUNCT
fcis-30391	111	1	application	application	NOUN
fcis-30391	111	2	research	research	NOUN
fcis-30391	111	3	of	of	ADP
fcis-30391	111	4	facial	facial	ADJ
fcis-30391	111	5	recognition	recognition	NOUN
fcis-30391	111	6	access	access	NOUN
fcis-30391	111	7	control	control	NOUN
fcis-30391	111	8	system	system	NOUN
fcis-30391	111	9	in	in	ADP
fcis-30391	111	10	smart	smart	ADJ
fcis-30391	111	11	community	community	NOUN
fcis-30391	111	12	.	.	PUNCT
fcis-30391	112	1	television	television	NOUN
fcis-30391	112	2	technology	technology	NOUN
fcis-30391	112	3	,	,	PUNCT
fcis-30391	112	4	48(10	48(10	NUM
fcis-30391	112	5	)	)	PUNCT
fcis-30391	112	6	,	,	PUNCT
fcis-30391	112	7	225	225	NUM
fcis-30391	112	8	-	-	SYM
fcis-30391	112	9	228	228	NUM
fcis-30391	112	10	.	.	PUNCT
fcis-30391	113	1	[	[	X
fcis-30391	113	2	7	7	NUM
fcis-30391	113	3	]	]	X
fcis-30391	113	4	chen	chen	PROPN
fcis-30391	113	5	,	,	PUNCT
fcis-30391	113	6	f.	f.	PROPN
fcis-30391	113	7	(	(	PUNCT
fcis-30391	113	8	2024	2024	NUM
fcis-30391	113	9	)	)	PUNCT
fcis-30391	113	10	.	.	PUNCT
fcis-30391	114	1	design	design	NOUN
fcis-30391	114	2	research	research	NOUN
fcis-30391	114	3	of	of	ADP
fcis-30391	114	4	a	a	DET
fcis-30391	114	5	data	data	NOUN
fcis-30391	114	6	entry	entry	NOUN
fcis-30391	114	7	system	system	NOUN
fcis-30391	114	8	based	base	VERB
fcis-30391	114	9	on	on	ADP
fcis-30391	114	10	mysql	mysql	NOUN
fcis-30391	114	11	database	database	NOUN
fcis-30391	114	12	.	.	PUNCT
fcis-30391	115	1	science	science	NOUN
fcis-30391	115	2	and	and	CCONJ
fcis-30391	115	3	technology	technology	NOUN
fcis-30391	115	4	information	information	NOUN
fcis-30391	115	5	,	,	PUNCT
fcis-30391	115	6	22(20	22(20	NUM
fcis-30391	115	7	)	)	PUNCT
fcis-30391	115	8	,	,	PUNCT
fcis-30391	115	9	35	35	NUM
fcis-30391	115	10	-	-	SYM
fcis-30391	115	11	37	37	NUM
fcis-30391	115	12	.	.	PUNCT
fcis-30391	116	1	[	[	X
fcis-30391	116	2	8	8	NUM
fcis-30391	116	3	]	]	X
fcis-30391	116	4	liu	liu	PROPN
fcis-30391	116	5	,	,	PUNCT
fcis-30391	116	6	x.	x.	PROPN
fcis-30391	116	7	,	,	PUNCT
fcis-30391	116	8	&	&	CCONJ
fcis-30391	116	9	ji	ji	PROPN
fcis-30391	116	10	,	,	PUNCT
fcis-30391	116	11	y.	y.	PROPN
fcis-30391	116	12	k.	k.	PROPN
fcis-30391	116	13	(	(	PUNCT
fcis-30391	116	14	2023	2023	NUM
fcis-30391	116	15	)	)	PUNCT
fcis-30391	116	16	.	.	PUNCT
fcis-30391	117	1	design	design	NOUN
fcis-30391	117	2	and	and	CCONJ
fcis-30391	117	3	implementation	implementation	NOUN
fcis-30391	117	4	of	of	ADP
fcis-30391	117	5	an	an	DET
fcis-30391	117	6	electronic	electronic	ADJ
fcis-30391	117	7	medical	medical	ADJ
fcis-30391	117	8	record	record	NOUN
fcis-30391	117	9	data	data	NOUN
fcis-30391	117	10	processing	processing	NOUN
fcis-30391	117	11	model	model	NOUN
fcis-30391	117	12	based	base	VERB
fcis-30391	117	13	on	on	ADP
fcis-30391	117	14	flink	flink	PROPN
fcis-30391	117	15	.	.	PUNCT
fcis-30391	118	1	wireless	wireless	ADJ
fcis-30391	118	2	internet	internet	NOUN
fcis-30391	118	3	technology	technology	NOUN
fcis-30391	118	4	,	,	PUNCT
fcis-30391	118	5	20(16	20(16	NUM
fcis-30391	118	6	)	)	PUNCT
fcis-30391	118	7	,	,	PUNCT
fcis-30391	118	8	52	52	NUM
fcis-30391	118	9	-	-	SYM
fcis-30391	118	10	56	56	NUM
fcis-30391	118	11	+	+	NOUN
fcis-30391	118	12	66	66	NUM
fcis-30391	118	13	.	.	PUNCT
fcis-30391	119	1	[	[	X
fcis-30391	119	2	9	9	NUM
fcis-30391	119	3	]	]	SYM
fcis-30391	119	4	fan	fan	NOUN
fcis-30391	119	5	,	,	PUNCT
fcis-30391	119	6	x.	x.	PROPN
fcis-30391	119	7	h.	h.	PROPN
fcis-30391	119	8	(	(	PUNCT
fcis-30391	119	9	2020	2020	NUM
fcis-30391	119	10	)	)	PUNCT
fcis-30391	119	11	.	.	PUNCT
fcis-30391	120	1	an	an	DET
fcis-30391	120	2	industrial	industrial	ADJ
fcis-30391	120	3	big	big	ADJ
fcis-30391	120	4	data	datum	NOUN
fcis-30391	120	5	storage	storage	NOUN
fcis-30391	120	6	and	and	CCONJ
fcis-30391	120	7	analysis	analysis	NOUN
fcis-30391	120	8	system	system	NOUN
fcis-30391	120	9	based	base	VERB
fcis-30391	120	10	on	on	ADP
fcis-30391	120	11	hadoop	hadoop	NOUN
fcis-30391	120	12	.	.	PUNCT
fcis-30391	121	1	science	science	NOUN
fcis-30391	121	2	and	and	CCONJ
fcis-30391	121	3	technology	technology	NOUN
fcis-30391	121	4	innovation	innovation	NOUN
fcis-30391	121	5	and	and	CCONJ
fcis-30391	121	6	application	application	NOUN
fcis-30391	121	7	,	,	PUNCT
fcis-30391	121	8	(	(	PUNCT
fcis-30391	121	9	23	23	NUM
fcis-30391	121	10	)	)	PUNCT
fcis-30391	121	11	,	,	PUNCT
fcis-30391	121	12	18	18	NUM
fcis-30391	121	13	-	-	SYM
fcis-30391	121	14	20	20	NUM
fcis-30391	121	15	+	+	NOUN
fcis-30391	121	16	24	24	NUM
fcis-30391	121	17	.	.	PUNCT
fcis-30391	122	1	[	[	X
fcis-30391	122	2	10	10	NUM
fcis-30391	122	3	]	]	SYM
fcis-30391	122	4	mao	mao	PROPN
fcis-30391	122	5	,	,	PUNCT
fcis-30391	122	6	s.	s.	PROPN
fcis-30391	122	7	h.	h.	PROPN
fcis-30391	122	8	,	,	PUNCT
fcis-30391	122	9	&	&	CCONJ
fcis-30391	122	10	wang	wang	PROPN
fcis-30391	122	11	,	,	PUNCT
fcis-30391	122	12	w.	w.	PROPN
fcis-30391	122	13	d.	d.	PROPN
fcis-30391	122	14	(	(	PUNCT
fcis-30391	122	15	2024	2024	NUM
fcis-30391	122	16	)	)	PUNCT
fcis-30391	122	17	.	.	PUNCT
fcis-30391	123	1	a	a	DET
fcis-30391	123	2	review	review	NOUN
fcis-30391	123	3	of	of	ADP
fcis-30391	123	4	yolo	yolo	ADJ
fcis-30391	123	5	series	series	PROPN
fcis-30391	123	6	object	object	VERB
fcis-30391	123	7	detection	detection	NOUN
fcis-30391	123	8	algorithms	algorithm	NOUN
fcis-30391	123	9	based	base	VERB
fcis-30391	123	10	on	on	ADP
fcis-30391	123	11	deep	deep	ADJ
fcis-30391	123	12	learning	learning	NOUN
fcis-30391	123	13	.	.	PUNCT
fcis-30391	124	1	journal	journal	PROPN
fcis-30391	124	2	of	of	ADP
fcis-30391	124	3	yan'an	yan'an	PROPN
fcis-30391	124	4	university	university	PROPN
fcis-30391	124	5	(	(	PUNCT
fcis-30391	124	6	natural	natural	ADJ
fcis-30391	124	7	science	science	NOUN
fcis-30391	124	8	edition	edition	NOUN
fcis-30391	124	9	)	)	PUNCT
fcis-30391	124	10	,	,	PUNCT
fcis-30391	124	11	43(02	43(02	NOUN
fcis-30391	124	12	)	)	PUNCT
fcis-30391	124	13	,	,	PUNCT
fcis-30391	124	14	88	88	NUM
fcis-30391	124	15	-	-	SYM
fcis-30391	124	16	95	95	NUM
fcis-30391	124	17	.	.	PUNCT
fcis-30391	125	1	[	[	X
fcis-30391	125	2	11	11	NUM
fcis-30391	125	3	]	]	X
fcis-30391	125	4	ma	ma	PROPN
fcis-30391	125	5	,	,	PUNCT
fcis-30391	125	6	p.	p.	PROPN
fcis-30391	125	7	,	,	PUNCT
fcis-30391	125	8	yang	yang	PROPN
fcis-30391	125	9	,	,	PUNCT
fcis-30391	125	10	z.	z.	PROPN
fcis-30391	125	11	h.	h.	PROPN
fcis-30391	125	12	,	,	PUNCT
fcis-30391	125	13	wan	wan	PROPN
fcis-30391	125	14	,	,	PUNCT
fcis-30391	125	15	h.	h.	PROPN
fcis-30391	125	16	,	,	PUNCT
fcis-30391	125	17	et	et	PROPN
fcis-30391	125	18	al	al	PROPN
fcis-30391	125	19	.	.	PROPN
fcis-30391	126	1	(	(	PUNCT
fcis-30391	126	2	2023	2023	NUM
fcis-30391	126	3	)	)	PUNCT
fcis-30391	126	4	.	.	PUNCT
fcis-30391	127	1	a	a	DET
fcis-30391	127	2	cotton	cotton	NOUN
fcis-30391	127	3	aphid	aphid	NOUN
fcis-30391	127	4	image	image	NOUN
fcis-30391	127	5	recognition	recognition	NOUN
fcis-30391	127	6	algorithm	algorithm	NOUN
fcis-30391	127	7	and	and	CCONJ
fcis-30391	127	8	software	software	NOUN
fcis-30391	127	9	system	system	NOUN
fcis-30391	127	10	design	design	NOUN
fcis-30391	127	11	based	base	VERB
fcis-30391	127	12	on	on	ADP
fcis-30391	127	13	yolov8	yolov8	PROPN
fcis-30391	127	14	network	network	PROPN
fcis-30391	127	15	.	.	PUNCT
fcis-30391	128	1	journal	journal	NOUN
fcis-30391	128	2	of	of	ADP
fcis-30391	128	3	intelligent	intelligent	ADJ
fcis-30391	128	4	agricultural	agricultural	ADJ
fcis-30391	128	5	equipment	equipment	NOUN
fcis-30391	128	6	(	(	PUNCT
fcis-30391	128	7	chinese	chinese	ADJ
fcis-30391	128	8	and	and	CCONJ
fcis-30391	128	9	english	english	PROPN
fcis-30391	128	10	)	)	PUNCT
fcis-30391	128	11	,	,	PUNCT
fcis-30391	128	12	4(03	4(03	NUM
fcis-30391	128	13	)	)	PUNCT
fcis-30391	128	14	,	,	PUNCT
fcis-30391	128	15	42	42	NUM
fcis-30391	128	16	-	-	SYM
fcis-30391	128	17	49	49	NUM
fcis-30391	128	18	.	.	PUNCT
fcis-30391	129	1	[	[	X
fcis-30391	129	2	12	12	NUM
fcis-30391	129	3	]	]	SYM
fcis-30391	129	4	mao	mao	PROPN
fcis-30391	129	5	,	,	PUNCT
fcis-30391	129	6	s.	s.	PROPN
fcis-30391	129	7	h.	h.	PROPN
fcis-30391	129	8	,	,	PUNCT
fcis-30391	129	9	&	&	CCONJ
fcis-30391	129	10	wang	wang	PROPN
fcis-30391	129	11	,	,	PUNCT
fcis-30391	129	12	w.	w.	PROPN
fcis-30391	129	13	d.	d.	PROPN
fcis-30391	129	14	(	(	PUNCT
fcis-30391	129	15	2023	2023	NUM
fcis-30391	129	16	)	)	PUNCT
fcis-30391	129	17	.	.	PUNCT
fcis-30391	130	1	the	the	DET
fcis-30391	130	2	impact	impact	NOUN
fcis-30391	130	3	of	of	ADP
fcis-30391	130	4	the	the	DET
fcis-30391	130	5	depth	depth	NOUN
fcis-30391	130	6	and	and	CCONJ
fcis-30391	130	7	width	width	NOUN
fcis-30391	130	8	of	of	ADP
fcis-30391	130	9	convolutional	convolutional	ADJ
fcis-30391	130	10	neural	neural	ADJ
fcis-30391	130	11	networks	network	NOUN
fcis-30391	130	12	on	on	ADP
fcis-30391	130	13	the	the	DET
fcis-30391	130	14	performance	performance	NOUN
fcis-30391	130	15	of	of	ADP
fcis-30391	130	16	cat	cat	NOUN
fcis-30391	130	17	and	and	CCONJ
fcis-30391	130	18	dog	dog	NOUN
fcis-30391	130	19	image	image	NOUN
fcis-30391	130	20	recognition	recognition	NOUN
fcis-30391	130	21	models	model	NOUN
fcis-30391	130	22	.	.	PUNCT
fcis-30391	131	1	henan	henan	PROPN
fcis-30391	131	2	science	science	PROPN
fcis-30391	131	3	,	,	PUNCT
fcis-30391	131	4	41(07	41(07	PROPN
fcis-30391	131	5	)	)	PUNCT
fcis-30391	131	6	,	,	PUNCT
fcis-30391	131	7	956	956	NUM
fcis-30391	131	8	-	-	SYM
fcis-30391	131	9	963	963	NUM
fcis-30391	131	10	.	.	PUNCT
fcis-30391	132	1	[	[	X
fcis-30391	132	2	13	13	NUM
fcis-30391	132	3	]	]	X
fcis-30391	132	4	shao	shao	PROPN
fcis-30391	132	5	,	,	PUNCT
fcis-30391	132	6	y.	y.	PROPN
fcis-30391	132	7	h.	h.	PROPN
fcis-30391	132	8	,	,	PUNCT
fcis-30391	132	9	zhang	zhang	PROPN
fcis-30391	132	10	,	,	PUNCT
fcis-30391	132	11	d.	d.	PROPN
fcis-30391	132	12	,	,	PUNCT
fcis-30391	132	13	chu	chu	PROPN
fcis-30391	132	14	,	,	PUNCT
fcis-30391	132	15	h.	h.	PROPN
fcis-30391	132	16	y.	y.	PROPN
fcis-30391	132	17	,	,	PUNCT
fcis-30391	132	18	et	et	PROPN
fcis-30391	132	19	al	al	PROPN
fcis-30391	132	20	.	.	PROPN
fcis-30391	132	21	(	(	PUNCT
fcis-30391	132	22	2022	2022	NUM
fcis-30391	132	23	)	)	PUNCT
fcis-30391	132	24	.	.	PUNCT
fcis-30391	133	1	a	a	DET
fcis-30391	133	2	review	review	NOUN
fcis-30391	133	3	of	of	ADP
fcis-30391	133	4	yolo	yolo	ADJ
fcis-30391	133	5	object	object	NOUN
fcis-30391	133	6	detection	detection	NOUN
fcis-30391	133	7	based	base	VERB
fcis-30391	133	8	on	on	ADP
fcis-30391	133	9	deep	deep	ADJ
fcis-30391	133	10	learning	learning	NOUN
fcis-30391	133	11	.	.	PUNCT
fcis-30391	134	1	journal	journal	PROPN
fcis-30391	134	2	of	of	ADP
fcis-30391	134	3	electronics	electronic	NOUN
fcis-30391	134	4	and	and	CCONJ
fcis-30391	134	5	information	information	NOUN
fcis-30391	134	6	,	,	PUNCT
fcis-30391	134	7	44(10	44(10	NUM
fcis-30391	134	8	)	)	PUNCT