id	sid	tid	token	lemma	pos
aiti-13702	1	1	microsoft	microsoft	PROPN
aiti-13702	1	2	word	word	NOUN
aiti-13702	1	3	1	1	NUM
aiti-13702	1	4	-	-	PUNCT
aiti-13702	1	5	v9n3(2024)-aiti#13702(157	v9n3(2024)-aiti#13702(157	NOUN
aiti-13702	1	6	-	-	PUNCT
aiti-13702	1	7	171).docx	171).docx	NUM
aiti-13702	1	8	advances	advance	NOUN
aiti-13702	1	9	in	in	ADP
aiti-13702	1	10	technology	technology	NOUN
aiti-13702	1	11	innovation	innovation	NOUN
aiti-13702	1	12	,	,	PUNCT
aiti-13702	1	13	vol	vol	NOUN
aiti-13702	1	14	.	.	PROPN
aiti-13702	1	15	9	9	NUM
aiti-13702	1	16	,	,	PUNCT
aiti-13702	1	17	no	no	INTJ
aiti-13702	1	18	.	.	NOUN
aiti-13702	1	19	3	3	NUM
aiti-13702	1	20	,	,	PUNCT
aiti-13702	1	21	2024	2024	NUM
aiti-13702	1	22	,	,	PUNCT
aiti-13702	1	23	pp	pp	ADJ
aiti-13702	1	24	.	.	PUNCT
aiti-13702	2	1	157	157	NUM
aiti-13702	2	2	-	-	SYM
aiti-13702	2	3	171	171	NUM
aiti-13702	2	4	english	english	ADJ
aiti-13702	2	5	language	language	NOUN
aiti-13702	2	6	proofreader	proofreader	NOUN
aiti-13702	2	7	:	:	PUNCT
aiti-13702	2	8	yen	yen	NOUN
aiti-13702	2	9	-	-	PUNCT
aiti-13702	2	10	chun	chun	PROPN
aiti-13702	2	11	hsieh	hsieh	PROPN
aiti-13702	2	12	an	an	DET
aiti-13702	2	13	efficient	efficient	ADJ
aiti-13702	2	14	application	application	NOUN
aiti-13702	2	15	of	of	ADP
aiti-13702	2	16	modified	modified	ADJ
aiti-13702	2	17	yolov5	yolov5	NOUN
aiti-13702	2	18	in	in	ADP
aiti-13702	2	19	basketball	basketball	NOUN
aiti-13702	2	20	player	player	NOUN
aiti-13702	2	21	detection	detection	NOUN
aiti-13702	2	22	and	and	CCONJ
aiti-13702	2	23	analysis	analysis	NOUN
aiti-13702	2	24	jia	jia	PROPN
aiti-13702	2	25	-	-	PUNCT
aiti-13702	2	26	shing	she	VERB
aiti-13702	2	27	sheu	sheu	PROPN
aiti-13702	2	28	*	*	PROPN
aiti-13702	2	29	,	,	PUNCT
aiti-13702	2	30	sheng	sheng	PROPN
aiti-13702	2	31	-	-	PUNCT
aiti-13702	2	32	ju	ju	PROPN
aiti-13702	2	33	lin	lin	PROPN
aiti-13702	2	34	department	department	PROPN
aiti-13702	2	35	of	of	ADP
aiti-13702	2	36	computer	computer	NOUN
aiti-13702	2	37	science	science	NOUN
aiti-13702	2	38	,	,	PUNCT
aiti-13702	2	39	national	national	PROPN
aiti-13702	2	40	taipei	taipei	PROPN
aiti-13702	2	41	university	university	PROPN
aiti-13702	2	42	of	of	ADP
aiti-13702	2	43	education	education	PROPN
aiti-13702	2	44	,	,	PUNCT
aiti-13702	2	45	taipei	taipei	PROPN
aiti-13702	2	46	,	,	PUNCT
aiti-13702	2	47	taiwan	taiwan	PROPN
aiti-13702	2	48	,	,	PUNCT
aiti-13702	2	49	roc	roc	PROPN
aiti-13702	2	50	received	receive	VERB
aiti-13702	2	51	09	09	NUM
aiti-13702	2	52	may	may	NOUN
aiti-13702	2	53	2024	2024	NUM
aiti-13702	2	54	;	;	PUNCT
aiti-13702	2	55	received	receive	VERB
aiti-13702	2	56	in	in	ADP
aiti-13702	2	57	revised	revise	VERB
aiti-13702	2	58	form	form	NOUN
aiti-13702	2	59	14	14	NUM
aiti-13702	2	60	july	july	PROPN
aiti-13702	2	61	2024	2024	NUM
aiti-13702	2	62	;	;	PUNCT
aiti-13702	2	63	accepted	accept	VERB
aiti-13702	2	64	15	15	NUM
aiti-13702	2	65	july	july	PROPN
aiti-13702	2	66	2024	2024	NUM
aiti-13702	2	67	doi	doi	NOUN
aiti-13702	2	68	:	:	PUNCT
aiti-13702	2	69	https://doi.org/10.46604/aiti.2024.13702	https://doi.org/10.46604/aiti.2024.13702	PROPN
aiti-13702	2	70	abstract	abstract	ADJ
aiti-13702	2	71	effective	effective	ADJ
aiti-13702	2	72	analysis	analysis	NOUN
aiti-13702	2	73	helps	help	VERB
aiti-13702	2	74	players	player	NOUN
aiti-13702	2	75	evaluate	evaluate	VERB
aiti-13702	2	76	their	their	PRON
aiti-13702	2	77	performance	performance	NOUN
aiti-13702	2	78	,	,	PUNCT
aiti-13702	2	79	make	make	VERB
aiti-13702	2	80	necessary	necessary	ADJ
aiti-13702	2	81	adjustments	adjustment	NOUN
aiti-13702	2	82	,	,	PUNCT
aiti-13702	2	83	and	and	CCONJ
aiti-13702	2	84	develop	develop	VERB
aiti-13702	2	85	diverse	diverse	ADJ
aiti-13702	2	86	game	game	NOUN
aiti-13702	2	87	strategies	strategy	NOUN
aiti-13702	2	88	.	.	PUNCT
aiti-13702	3	1	moreover	moreover	ADV
aiti-13702	3	2	,	,	PUNCT
aiti-13702	3	3	the	the	DET
aiti-13702	3	4	analysis	analysis	NOUN
aiti-13702	3	5	provides	provide	VERB
aiti-13702	3	6	viewers	viewer	NOUN
aiti-13702	3	7	with	with	ADP
aiti-13702	3	8	different	different	ADJ
aiti-13702	3	9	perspectives	perspective	NOUN
aiti-13702	3	10	,	,	PUNCT
aiti-13702	3	11	enhancing	enhance	VERB
aiti-13702	3	12	their	their	PRON
aiti-13702	3	13	understanding	understanding	NOUN
aiti-13702	3	14	of	of	ADP
aiti-13702	3	15	the	the	DET
aiti-13702	3	16	game	game	NOUN
aiti-13702	3	17	.	.	PUNCT
aiti-13702	4	1	this	this	DET
aiti-13702	4	2	study	study	NOUN
aiti-13702	4	3	aims	aim	VERB
aiti-13702	4	4	to	to	PART
aiti-13702	4	5	develop	develop	VERB
aiti-13702	4	6	a	a	DET
aiti-13702	4	7	basketball	basketball	NOUN
aiti-13702	4	8	player	player	NOUN
aiti-13702	4	9	detection	detection	NOUN
aiti-13702	4	10	and	and	CCONJ
aiti-13702	4	11	analysis	analysis	NOUN
aiti-13702	4	12	system	system	NOUN
aiti-13702	4	13	to	to	PART
aiti-13702	4	14	assist	assist	VERB
aiti-13702	4	15	in	in	ADP
aiti-13702	4	16	analyzing	analyze	VERB
aiti-13702	4	17	oncourt	oncourt	NOUN
aiti-13702	4	18	situations	situation	NOUN
aiti-13702	4	19	.	.	PUNCT
aiti-13702	5	1	the	the	DET
aiti-13702	5	2	system	system	NOUN
aiti-13702	5	3	uses	use	VERB
aiti-13702	5	4	perspective	perspective	NOUN
aiti-13702	5	5	transformation	transformation	NOUN
aiti-13702	5	6	to	to	PART
aiti-13702	5	7	obtain	obtain	VERB
aiti-13702	5	8	player	player	NOUN
aiti-13702	5	9	tracking	track	VERB
aiti-13702	5	10	information	information	NOUN
aiti-13702	5	11	on	on	ADP
aiti-13702	5	12	the	the	DET
aiti-13702	5	13	top	top	ADJ
aiti-13702	5	14	view	view	NOUN
aiti-13702	5	15	image	image	NOUN
aiti-13702	5	16	in	in	ADP
aiti-13702	5	17	basketball	basketball	NOUN
aiti-13702	5	18	games	game	NOUN
aiti-13702	5	19	.	.	PUNCT
aiti-13702	6	1	the	the	DET
aiti-13702	6	2	system	system	NOUN
aiti-13702	6	3	uses	use	VERB
aiti-13702	6	4	a	a	DET
aiti-13702	6	5	modified	modified	ADJ
aiti-13702	6	6	you	you	PRON
aiti-13702	6	7	only	only	ADV
aiti-13702	6	8	look	look	VERB
aiti-13702	6	9	once	once	ADV
aiti-13702	6	10	(	(	PUNCT
aiti-13702	6	11	yolo	yolo	ADJ
aiti-13702	6	12	)	)	PUNCT
aiti-13702	6	13	v5	v5	PROPN
aiti-13702	6	14	model	model	NOUN
aiti-13702	6	15	that	that	PRON
aiti-13702	6	16	replaces	replace	VERB
aiti-13702	6	17	the	the	DET
aiti-13702	6	18	backbone	backbone	NOUN
aiti-13702	6	19	of	of	ADP
aiti-13702	6	20	yolov5s	yolov5s	PROPN
aiti-13702	6	21	with	with	ADP
aiti-13702	6	22	the	the	DET
aiti-13702	6	23	mobilenetv3	mobilenetv3	PROPN
aiti-13702	6	24	-	-	PUNCT
aiti-13702	6	25	small	small	ADJ
aiti-13702	6	26	architecture	architecture	NOUN
aiti-13702	6	27	for	for	ADP
aiti-13702	6	28	player	player	NOUN
aiti-13702	6	29	detection	detection	NOUN
aiti-13702	6	30	.	.	PUNCT
aiti-13702	7	1	compared	compare	VERB
aiti-13702	7	2	to	to	ADP
aiti-13702	7	3	the	the	DET
aiti-13702	7	4	original	original	ADJ
aiti-13702	7	5	yolov5	yolov5	NOUN
aiti-13702	7	6	,	,	PUNCT
aiti-13702	7	7	the	the	DET
aiti-13702	7	8	modified	modified	ADJ
aiti-13702	7	9	yolov5	yolov5	NOUN
aiti-13702	7	10	reduces	reduce	VERB
aiti-13702	7	11	parameters	parameter	NOUN
aiti-13702	7	12	from	from	ADP
aiti-13702	7	13	7.02	7.02	NUM
aiti-13702	7	14	×	×	NOUN
aiti-13702	7	15	106	106	NUM
aiti-13702	7	16	to	to	ADP
aiti-13702	7	17	3.5	3.5	NUM
aiti-13702	7	18	×	×	NOUN
aiti-13702	7	19	106	106	NUM
aiti-13702	7	20	,	,	PUNCT
aiti-13702	7	21	a	a	DET
aiti-13702	7	22	decrease	decrease	NOUN
aiti-13702	7	23	of	of	ADP
aiti-13702	7	24	49.8	49.8	NUM
aiti-13702	7	25	%	%	NOUN
aiti-13702	7	26	.	.	PUNCT
aiti-13702	8	1	the	the	DET
aiti-13702	8	2	number	number	NOUN
aiti-13702	8	3	of	of	ADP
aiti-13702	8	4	frames	frame	NOUN
aiti-13702	8	5	obtainable	obtainable	ADJ
aiti-13702	8	6	per	per	ADP
aiti-13702	8	7	second	second	ADJ
aiti-13702	8	8	increases	increase	NOUN
aiti-13702	8	9	from	from	ADP
aiti-13702	8	10	12.4	12.4	NUM
aiti-13702	8	11	to	to	ADP
aiti-13702	8	12	17.5	17.5	NUM
aiti-13702	8	13	,	,	PUNCT
aiti-13702	8	14	an	an	DET
aiti-13702	8	15	improvement	improvement	NOUN
aiti-13702	8	16	of	of	ADP
aiti-13702	8	17	about	about	ADV
aiti-13702	8	18	41.1	41.1	NUM
aiti-13702	8	19	%	%	NOUN
aiti-13702	8	20	.	.	PUNCT
aiti-13702	9	1	finally	finally	ADV
aiti-13702	9	2	,	,	PUNCT
aiti-13702	9	3	the	the	DET
aiti-13702	9	4	system	system	NOUN
aiti-13702	9	5	performs	perform	VERB
aiti-13702	9	6	perspective	perspective	NOUN
aiti-13702	9	7	transformation	transformation	NOUN
aiti-13702	9	8	and	and	CCONJ
aiti-13702	9	9	tracks	track	VERB
aiti-13702	9	10	the	the	DET
aiti-13702	9	11	detected	detect	VERB
aiti-13702	9	12	player	player	NOUN
aiti-13702	9	13	positions	position	NOUN
aiti-13702	9	14	onto	onto	ADP
aiti-13702	9	15	the	the	DET
aiti-13702	9	16	top	top	ADJ
aiti-13702	9	17	-	-	PUNCT
aiti-13702	9	18	view	view	NOUN
aiti-13702	9	19	court	court	NOUN
aiti-13702	9	20	image	image	NOUN
aiti-13702	9	21	using	use	VERB
aiti-13702	9	22	the	the	DET
aiti-13702	9	23	yolov5	yolov5	NOUN
aiti-13702	9	24	model	model	NOUN
aiti-13702	9	25	.	.	PUNCT
aiti-13702	10	1	keywords	keyword	NOUN
aiti-13702	10	2	:	:	PUNCT
aiti-13702	10	3	player	player	NOUN
aiti-13702	10	4	detection	detection	NOUN
aiti-13702	10	5	,	,	PUNCT
aiti-13702	10	6	player	player	NOUN
aiti-13702	10	7	tracking	tracking	NOUN
aiti-13702	10	8	,	,	PUNCT
aiti-13702	10	9	basketball	basketball	NOUN
aiti-13702	10	10	game	game	NOUN
aiti-13702	10	11	,	,	PUNCT
aiti-13702	10	12	yolov5	yolov5	NOUN
aiti-13702	10	13	1	1	NUM
aiti-13702	10	14	.	.	PUNCT
aiti-13702	10	15	introduction	introduction	NOUN
aiti-13702	10	16	image	image	NOUN
aiti-13702	10	17	processing	processing	NOUN
aiti-13702	10	18	is	be	AUX
aiti-13702	10	19	a	a	DET
aiti-13702	10	20	major	major	ADJ
aiti-13702	10	21	research	research	NOUN
aiti-13702	10	22	area	area	NOUN
aiti-13702	10	23	in	in	ADP
aiti-13702	10	24	computer	computer	NOUN
aiti-13702	10	25	science	science	NOUN
aiti-13702	10	26	that	that	PRON
aiti-13702	10	27	involves	involve	VERB
aiti-13702	10	28	techniques	technique	NOUN
aiti-13702	10	29	such	such	ADJ
aiti-13702	10	30	as	as	ADP
aiti-13702	10	31	image	image	NOUN
aiti-13702	10	32	analysis	analysis	NOUN
aiti-13702	10	33	,	,	PUNCT
aiti-13702	10	34	enhancement	enhancement	NOUN
aiti-13702	10	35	,	,	PUNCT
aiti-13702	10	36	and	and	CCONJ
aiti-13702	10	37	reconstruction	reconstruction	NOUN
aiti-13702	10	38	.	.	PUNCT
aiti-13702	11	1	common	common	ADJ
aiti-13702	11	2	image	image	NOUN
aiti-13702	11	3	processing	processing	NOUN
aiti-13702	11	4	techniques	technique	NOUN
aiti-13702	11	5	include	include	VERB
aiti-13702	11	6	edge	edge	NOUN
aiti-13702	11	7	detection	detection	NOUN
aiti-13702	11	8	,	,	PUNCT
aiti-13702	11	9	color	color	NOUN
aiti-13702	11	10	model	model	NOUN
aiti-13702	11	11	conversion	conversion	NOUN
aiti-13702	11	12	,	,	PUNCT
aiti-13702	11	13	and	and	CCONJ
aiti-13702	11	14	image	image	NOUN
aiti-13702	11	15	filtering	filtering	NOUN
aiti-13702	11	16	.	.	PUNCT
aiti-13702	12	1	these	these	DET
aiti-13702	12	2	techniques	technique	NOUN
aiti-13702	12	3	have	have	VERB
aiti-13702	12	4	applications	application	NOUN
aiti-13702	12	5	in	in	ADP
aiti-13702	12	6	various	various	ADJ
aiti-13702	12	7	fields	field	NOUN
aiti-13702	12	8	,	,	PUNCT
aiti-13702	12	9	including	include	VERB
aiti-13702	12	10	artificial	artificial	ADJ
aiti-13702	12	11	intelligence	intelligence	NOUN
aiti-13702	12	12	,	,	PUNCT
aiti-13702	12	13	autonomous	autonomous	ADJ
aiti-13702	12	14	driving	driving	NOUN
aiti-13702	13	1	[	[	X
aiti-13702	13	2	13	13	NUM
aiti-13702	13	3	]	]	PUNCT
aiti-13702	13	4	,	,	PUNCT
aiti-13702	13	5	virtual	virtual	ADJ
aiti-13702	13	6	reality	reality	NOUN
aiti-13702	13	7	,	,	PUNCT
aiti-13702	13	8	defect	defect	VERB
aiti-13702	13	9	detection	detection	NOUN
aiti-13702	13	10	[	[	X
aiti-13702	13	11	4	4	NUM
aiti-13702	13	12	-	-	SYM
aiti-13702	13	13	5	5	NUM
aiti-13702	13	14	]	]	PUNCT
aiti-13702	13	15	,	,	PUNCT
aiti-13702	13	16	and	and	CCONJ
aiti-13702	13	17	medicine	medicine	NOUN
aiti-13702	14	1	[	[	X
aiti-13702	14	2	6	6	NUM
aiti-13702	14	3	-	-	SYM
aiti-13702	14	4	7	7	NUM
aiti-13702	14	5	]	]	PUNCT
aiti-13702	14	6	.	.	PUNCT
aiti-13702	15	1	object	object	NOUN
aiti-13702	15	2	detection	detection	NOUN
aiti-13702	15	3	,	,	PUNCT
aiti-13702	15	4	a	a	DET
aiti-13702	15	5	crucial	crucial	ADJ
aiti-13702	15	6	research	research	NOUN
aiti-13702	15	7	area	area	NOUN
aiti-13702	15	8	in	in	ADP
aiti-13702	15	9	computer	computer	NOUN
aiti-13702	15	10	vision	vision	NOUN
aiti-13702	15	11	,	,	PUNCT
aiti-13702	15	12	involves	involve	VERB
aiti-13702	15	13	accurately	accurately	ADV
aiti-13702	15	14	identifying	identify	VERB
aiti-13702	15	15	and	and	CCONJ
aiti-13702	15	16	locating	locate	VERB
aiti-13702	15	17	specific	specific	ADJ
aiti-13702	15	18	objects	object	NOUN
aiti-13702	15	19	in	in	ADP
aiti-13702	15	20	images	image	NOUN
aiti-13702	15	21	.	.	PUNCT
aiti-13702	16	1	this	this	DET
aiti-13702	16	2	technology	technology	NOUN
aiti-13702	16	3	has	have	AUX
aiti-13702	16	4	been	be	AUX
aiti-13702	16	5	extensively	extensively	ADV
aiti-13702	16	6	used	use	VERB
aiti-13702	16	7	in	in	ADP
aiti-13702	16	8	fields	field	NOUN
aiti-13702	16	9	such	such	ADJ
aiti-13702	16	10	as	as	ADP
aiti-13702	16	11	autonomous	autonomous	ADJ
aiti-13702	16	12	driving	driving	NOUN
aiti-13702	16	13	,	,	PUNCT
aiti-13702	16	14	medical	medical	ADJ
aiti-13702	16	15	imaging	imaging	NOUN
aiti-13702	16	16	,	,	PUNCT
aiti-13702	16	17	and	and	CCONJ
aiti-13702	16	18	security	security	NOUN
aiti-13702	16	19	surveillance	surveillance	NOUN
aiti-13702	16	20	.	.	PUNCT
aiti-13702	17	1	deep	deep	ADJ
aiti-13702	17	2	learning	learning	NOUN
aiti-13702	17	3	significantly	significantly	ADV
aiti-13702	17	4	improves	improve	VERB
aiti-13702	17	5	object	object	NOUN
aiti-13702	17	6	detection	detection	NOUN
aiti-13702	17	7	performance	performance	NOUN
aiti-13702	17	8	.	.	PUNCT
aiti-13702	18	1	traditional	traditional	ADJ
aiti-13702	18	2	methodologies	methodology	NOUN
aiti-13702	18	3	for	for	ADP
aiti-13702	18	4	object	object	NOUN
aiti-13702	18	5	detection	detection	NOUN
aiti-13702	18	6	include	include	VERB
aiti-13702	18	7	histograms	histogram	NOUN
aiti-13702	18	8	of	of	ADP
aiti-13702	18	9	oriented	orient	VERB
aiti-13702	18	10	gradients	gradient	NOUN
aiti-13702	18	11	(	(	PUNCT
aiti-13702	18	12	hog	hog	NOUN
aiti-13702	18	13	)	)	PUNCT
aiti-13702	18	14	and	and	CCONJ
aiti-13702	18	15	adaboost	adaboost	ADV
aiti-13702	18	16	[	[	X
aiti-13702	18	17	8	8	NUM
aiti-13702	18	18	]	]	PUNCT
aiti-13702	18	19	.	.	PUNCT
aiti-13702	19	1	deep	deep	ADJ
aiti-13702	19	2	learning	learning	NOUN
aiti-13702	19	3	approaches	approach	NOUN
aiti-13702	19	4	that	that	PRON
aiti-13702	19	5	have	have	AUX
aiti-13702	19	6	been	be	AUX
aiti-13702	19	7	employed	employ	VERB
aiti-13702	19	8	to	to	PART
aiti-13702	19	9	enhance	enhance	VERB
aiti-13702	19	10	object	object	NOUN
aiti-13702	19	11	detection	detection	NOUN
aiti-13702	19	12	include	include	VERB
aiti-13702	19	13	convolutional	convolutional	ADJ
aiti-13702	19	14	neural	neural	ADJ
aiti-13702	19	15	networks	network	NOUN
aiti-13702	19	16	(	(	PUNCT
aiti-13702	19	17	cnns	cnns	PROPN
aiti-13702	19	18	)	)	PUNCT
aiti-13702	19	19	,	,	PUNCT
aiti-13702	19	20	you	you	PRON
aiti-13702	19	21	only	only	ADV
aiti-13702	19	22	look	look	VERB
aiti-13702	19	23	once	once	ADV
aiti-13702	19	24	(	(	PUNCT
aiti-13702	19	25	yolo	yolo	ADJ
aiti-13702	19	26	)	)	PUNCT
aiti-13702	19	27	,	,	PUNCT
aiti-13702	19	28	single	single	ADJ
aiti-13702	19	29	shot	shot	NOUN
aiti-13702	19	30	multibox	multibox	PROPN
aiti-13702	19	31	detector	detector	NOUN
aiti-13702	19	32	(	(	PUNCT
aiti-13702	19	33	ssd	ssd	NOUN
aiti-13702	19	34	)	)	PUNCT
aiti-13702	20	1	[	[	X
aiti-13702	20	2	9	9	NUM
aiti-13702	20	3	]	]	PUNCT
aiti-13702	20	4	,	,	PUNCT
aiti-13702	20	5	and	and	CCONJ
aiti-13702	20	6	mobilenet	mobilenet	NOUN
aiti-13702	20	7	.	.	PUNCT
aiti-13702	21	1	this	this	DET
aiti-13702	21	2	study	study	NOUN
aiti-13702	21	3	focuses	focus	VERB
aiti-13702	21	4	on	on	ADP
aiti-13702	21	5	the	the	DET
aiti-13702	21	6	following	follow	VERB
aiti-13702	21	7	questions	question	NOUN
aiti-13702	21	8	:	:	PUNCT
aiti-13702	21	9	how	how	SCONJ
aiti-13702	21	10	to	to	PART
aiti-13702	21	11	determine	determine	VERB
aiti-13702	21	12	the	the	DET
aiti-13702	21	13	court	court	NOUN
aiti-13702	21	14	boundaries	boundary	NOUN
aiti-13702	21	15	to	to	PART
aiti-13702	21	16	facilitate	facilitate	VERB
aiti-13702	21	17	the	the	DET
aiti-13702	21	18	accurate	accurate	ADJ
aiti-13702	21	19	projection	projection	NOUN
aiti-13702	21	20	of	of	ADP
aiti-13702	21	21	player	player	NOUN
aiti-13702	21	22	positions	position	NOUN
aiti-13702	21	23	onto	onto	ADP
aiti-13702	21	24	the	the	DET
aiti-13702	21	25	court	court	NOUN
aiti-13702	21	26	view	view	NOUN
aiti-13702	21	27	,	,	PUNCT
aiti-13702	21	28	what	what	DET
aiti-13702	21	29	methods	method	NOUN
aiti-13702	21	30	to	to	PART
aiti-13702	21	31	use	use	VERB
aiti-13702	21	32	for	for	ADP
aiti-13702	21	33	player	player	NOUN
aiti-13702	21	34	detection	detection	NOUN
aiti-13702	21	35	,	,	PUNCT
aiti-13702	21	36	how	how	SCONJ
aiti-13702	21	37	to	to	PART
aiti-13702	21	38	confirm	confirm	VERB
aiti-13702	21	39	player	player	NOUN
aiti-13702	21	40	positions	position	NOUN
aiti-13702	21	41	and	and	CCONJ
aiti-13702	21	42	project	project	VERB
aiti-13702	21	43	them	they	PRON
aiti-13702	21	44	onto	onto	ADP
aiti-13702	21	45	the	the	DET
aiti-13702	21	46	court	court	NOUN
aiti-13702	21	47	view	view	NOUN
aiti-13702	21	48	,	,	PUNCT
aiti-13702	21	49	and	and	CCONJ
aiti-13702	21	50	how	how	SCONJ
aiti-13702	21	51	to	to	PART
aiti-13702	21	52	improve	improve	VERB
aiti-13702	21	53	the	the	DET
aiti-13702	21	54	model	model	NOUN
aiti-13702	21	55	to	to	PART
aiti-13702	21	56	increase	increase	VERB
aiti-13702	21	57	efficiency	efficiency	NOUN
aiti-13702	21	58	and	and	CCONJ
aiti-13702	21	59	accuracy	accuracy	NOUN
aiti-13702	21	60	.	.	PUNCT
aiti-13702	22	1	therefore	therefore	ADV
aiti-13702	22	2	,	,	PUNCT
aiti-13702	22	3	this	this	DET
aiti-13702	22	4	study	study	NOUN
aiti-13702	22	5	proposes	propose	VERB
aiti-13702	22	6	a	a	DET
aiti-13702	22	7	basketball	basketball	NOUN
aiti-13702	22	8	player	player	NOUN
aiti-13702	22	9	detection	detection	NOUN
aiti-13702	22	10	system	system	NOUN
aiti-13702	22	11	based	base	VERB
aiti-13702	22	12	on	on	ADP
aiti-13702	22	13	yolov5	yolov5	NOUN
aiti-13702	22	14	.	.	PUNCT
aiti-13702	23	1	it	it	PRON
aiti-13702	23	2	employs	employ	VERB
aiti-13702	23	3	techniques	technique	NOUN
aiti-13702	23	4	such	such	ADJ
aiti-13702	23	5	as	as	ADP
aiti-13702	23	6	the	the	DET
aiti-13702	23	7	hue	hue	NOUN
aiti-13702	23	8	saturation	saturation	NOUN
aiti-13702	23	9	value	value	NOUN
aiti-13702	23	10	(	(	PUNCT
aiti-13702	23	11	hsv	hsv	PROPN
aiti-13702	23	12	)	)	PUNCT
aiti-13702	23	13	model	model	NOUN
aiti-13702	23	14	,	,	PUNCT
aiti-13702	23	15	canny	canny	ADJ
aiti-13702	23	16	edge	edge	NOUN
aiti-13702	23	17	detection	detection	NOUN
aiti-13702	23	18	,	,	PUNCT
aiti-13702	23	19	and	and	CCONJ
aiti-13702	23	20	hough	hough	PROPN
aiti-13702	23	21	transform	transform	VERB
aiti-13702	23	22	to	to	PART
aiti-13702	23	23	confirm	confirm	VERB
aiti-13702	23	24	basketball	basketball	NOUN
aiti-13702	23	25	court	court	NOUN
aiti-13702	23	26	boundaries	boundary	NOUN
aiti-13702	23	27	.	.	PUNCT
aiti-13702	24	1	the	the	DET
aiti-13702	24	2	study	study	NOUN
aiti-13702	24	3	conducts	conduct	VERB
aiti-13702	24	4	player	player	NOUN
aiti-13702	24	5	detection	detection	NOUN
aiti-13702	24	6	by	by	ADP
aiti-13702	24	7	*	*	PUNCT
aiti-13702	24	8	corresponding	correspond	VERB
aiti-13702	24	9	author	author	NOUN
aiti-13702	24	10	.	.	PUNCT
aiti-13702	25	1	e	e	X
aiti-13702	25	2	-	-	NOUN
aiti-13702	25	3	mail	mail	NOUN
aiti-13702	25	4	address	address	NOUN
aiti-13702	25	5	:	:	PUNCT
aiti-13702	25	6	jiashing@tea.ntue.edu.tw	jiashing@tea.ntue.edu.tw	PROPN
aiti-13702	25	7	158	158	NUM
aiti-13702	25	8	advances	advance	VERB
aiti-13702	25	9	in	in	ADP
aiti-13702	25	10	technology	technology	NOUN
aiti-13702	25	11	innovation	innovation	NOUN
aiti-13702	25	12	,	,	PUNCT
aiti-13702	25	13	vol	vol	NOUN
aiti-13702	25	14	.	.	PROPN
aiti-13702	26	1	9	9	NUM
aiti-13702	26	2	,	,	PUNCT
aiti-13702	26	3	no	no	INTJ
aiti-13702	26	4	.	.	NOUN
aiti-13702	26	5	3	3	NUM
aiti-13702	26	6	,	,	PUNCT
aiti-13702	26	7	2024	2024	NUM
aiti-13702	26	8	,	,	PUNCT
aiti-13702	26	9	pp	pp	ADJ
aiti-13702	26	10	.	.	PUNCT
aiti-13702	27	1	157	157	NUM
aiti-13702	27	2	-	-	SYM
aiti-13702	27	3	171	171	NUM
aiti-13702	27	4	using	use	VERB
aiti-13702	27	5	a	a	DET
aiti-13702	27	6	modified	modified	ADJ
aiti-13702	27	7	yolov5	yolov5	NOUN
aiti-13702	27	8	model	model	NOUN
aiti-13702	27	9	and	and	CCONJ
aiti-13702	27	10	projects	project	VERB
aiti-13702	27	11	player	player	NOUN
aiti-13702	27	12	position	position	NOUN
aiti-13702	27	13	information	information	NOUN
aiti-13702	27	14	onto	onto	ADP
aiti-13702	27	15	a	a	DET
aiti-13702	27	16	top	top	ADJ
aiti-13702	27	17	-	-	PUNCT
aiti-13702	27	18	view	view	NOUN
aiti-13702	27	19	basketball	basketball	NOUN
aiti-13702	27	20	court	court	NOUN
aiti-13702	27	21	image	image	NOUN
aiti-13702	27	22	through	through	ADP
aiti-13702	27	23	perspective	perspective	ADJ
aiti-13702	27	24	transformation	transformation	NOUN
aiti-13702	27	25	to	to	PART
aiti-13702	27	26	obtain	obtain	VERB
aiti-13702	27	27	the	the	DET
aiti-13702	27	28	desired	desire	VERB
aiti-13702	27	29	planar	planar	ADJ
aiti-13702	27	30	information	information	NOUN
aiti-13702	27	31	.	.	PUNCT
aiti-13702	28	1	the	the	DET
aiti-13702	28	2	modified	modified	ADJ
aiti-13702	28	3	yolov5	yolov5	NOUN
aiti-13702	28	4	improves	improve	VERB
aiti-13702	28	5	frames	frame	NOUN
aiti-13702	28	6	per	per	ADP
aiti-13702	28	7	second	second	ADJ
aiti-13702	28	8	(	(	PUNCT
aiti-13702	28	9	fps	fps	PROPN
aiti-13702	28	10	)	)	PUNCT
aiti-13702	28	11	by	by	ADP
aiti-13702	28	12	approximately	approximately	ADV
aiti-13702	28	13	41.1	41.1	NUM
aiti-13702	28	14	%	%	NOUN
aiti-13702	28	15	.	.	PUNCT
aiti-13702	29	1	the	the	DET
aiti-13702	29	2	remainder	remainder	NOUN
aiti-13702	29	3	of	of	ADP
aiti-13702	29	4	this	this	DET
aiti-13702	29	5	article	article	NOUN
aiti-13702	29	6	is	be	AUX
aiti-13702	29	7	organized	organize	VERB
aiti-13702	29	8	as	as	SCONJ
aiti-13702	29	9	follows	follow	VERB
aiti-13702	29	10	:	:	PUNCT
aiti-13702	29	11	section	section	NOUN
aiti-13702	29	12	2	2	NUM
aiti-13702	29	13	describes	describe	VERB
aiti-13702	29	14	the	the	DET
aiti-13702	29	15	relevant	relevant	ADJ
aiti-13702	29	16	literature	literature	NOUN
aiti-13702	29	17	,	,	PUNCT
aiti-13702	29	18	section	section	NOUN
aiti-13702	29	19	3	3	NUM
aiti-13702	29	20	describes	describe	VERB
aiti-13702	29	21	the	the	DET
aiti-13702	29	22	system	system	NOUN
aiti-13702	29	23	architecture	architecture	NOUN
aiti-13702	29	24	,	,	PUNCT
aiti-13702	29	25	section	section	NOUN
aiti-13702	29	26	4	4	NUM
aiti-13702	29	27	presents	present	VERB
aiti-13702	29	28	a	a	DET
aiti-13702	29	29	description	description	NOUN
aiti-13702	29	30	of	of	ADP
aiti-13702	29	31	the	the	DET
aiti-13702	29	32	experiments	experiment	NOUN
aiti-13702	29	33	and	and	CCONJ
aiti-13702	29	34	the	the	DET
aiti-13702	29	35	experiment	experiment	NOUN
aiti-13702	29	36	results	result	VERB
aiti-13702	29	37	,	,	PUNCT
aiti-13702	29	38	and	and	CCONJ
aiti-13702	29	39	section	section	NOUN
aiti-13702	29	40	5	5	NUM
aiti-13702	29	41	presents	present	VERB
aiti-13702	29	42	the	the	DET
aiti-13702	29	43	conclusions	conclusion	NOUN
aiti-13702	29	44	.	.	PUNCT
aiti-13702	30	1	2	2	X
aiti-13702	30	2	.	.	X
aiti-13702	30	3	literature	literature	NOUN
aiti-13702	30	4	review	review	NOUN
aiti-13702	30	5	in	in	ADP
aiti-13702	30	6	recent	recent	ADJ
aiti-13702	30	7	years	year	NOUN
aiti-13702	30	8	,	,	PUNCT
aiti-13702	30	9	many	many	ADJ
aiti-13702	30	10	object	object	NOUN
aiti-13702	30	11	detection	detection	NOUN
aiti-13702	30	12	methods	method	NOUN
aiti-13702	30	13	have	have	AUX
aiti-13702	30	14	been	be	AUX
aiti-13702	30	15	continuously	continuously	ADV
aiti-13702	30	16	introduced	introduce	VERB
aiti-13702	30	17	,	,	PUNCT
aiti-13702	30	18	and	and	CCONJ
aiti-13702	30	19	due	due	ADP
aiti-13702	30	20	to	to	ADP
aiti-13702	30	21	the	the	DET
aiti-13702	30	22	widespread	widespread	ADJ
aiti-13702	30	23	use	use	NOUN
aiti-13702	30	24	of	of	ADP
aiti-13702	30	25	mobile	mobile	ADJ
aiti-13702	30	26	devices	device	NOUN
aiti-13702	30	27	and	and	CCONJ
aiti-13702	30	28	diverse	diverse	ADJ
aiti-13702	30	29	application	application	NOUN
aiti-13702	30	30	scenarios	scenario	NOUN
aiti-13702	30	31	,	,	PUNCT
aiti-13702	30	32	how	how	SCONJ
aiti-13702	30	33	to	to	PART
aiti-13702	30	34	lightweight	lightweight	VERB
aiti-13702	30	35	models	model	NOUN
aiti-13702	30	36	for	for	ADP
aiti-13702	30	37	deployment	deployment	NOUN
aiti-13702	30	38	on	on	ADP
aiti-13702	30	39	mobile	mobile	ADJ
aiti-13702	30	40	platforms	platform	NOUN
aiti-13702	30	41	has	have	AUX
aiti-13702	30	42	become	become	VERB
aiti-13702	30	43	a	a	DET
aiti-13702	30	44	highly	highly	ADV
aiti-13702	30	45	researched	research	VERB
aiti-13702	30	46	topic	topic	NOUN
aiti-13702	30	47	.	.	PUNCT
aiti-13702	31	1	the	the	DET
aiti-13702	31	2	popular	popular	ADJ
aiti-13702	31	3	object	object	NOUN
aiti-13702	31	4	detection	detection	NOUN
aiti-13702	31	5	methods	method	NOUN
aiti-13702	31	6	in	in	ADP
aiti-13702	31	7	recent	recent	ADJ
aiti-13702	31	8	years	year	NOUN
aiti-13702	31	9	are	be	AUX
aiti-13702	31	10	summarized	summarize	VERB
aiti-13702	31	11	in	in	ADP
aiti-13702	31	12	table	table	NOUN
aiti-13702	31	13	1	1	NUM
aiti-13702	31	14	.	.	PUNCT
aiti-13702	32	1	dalal	dalal	PROPN
aiti-13702	32	2	and	and	CCONJ
aiti-13702	32	3	triggs	triggs	PROPN
aiti-13702	33	1	[	[	X
aiti-13702	33	2	10	10	NUM
aiti-13702	33	3	]	]	PUNCT
aiti-13702	33	4	introduced	introduce	VERB
aiti-13702	33	5	hog	hog	NOUN
aiti-13702	33	6	,	,	PUNCT
aiti-13702	33	7	a	a	DET
aiti-13702	33	8	widely	widely	ADV
aiti-13702	33	9	utilized	utilize	VERB
aiti-13702	33	10	feature	feature	NOUN
aiti-13702	33	11	descriptor	descriptor	NOUN
aiti-13702	33	12	method	method	NOUN
aiti-13702	33	13	in	in	ADP
aiti-13702	33	14	image	image	NOUN
aiti-13702	33	15	processing	processing	NOUN
aiti-13702	33	16	and	and	CCONJ
aiti-13702	33	17	computer	computer	NOUN
aiti-13702	33	18	vision	vision	NOUN
aiti-13702	33	19	in	in	ADP
aiti-13702	33	20	2005	2005	NUM
aiti-13702	33	21	.	.	PUNCT
aiti-13702	34	1	hog	hog	NOUN
aiti-13702	34	2	divides	divide	VERB
aiti-13702	34	3	an	an	DET
aiti-13702	34	4	image	image	NOUN
aiti-13702	34	5	into	into	ADP
aiti-13702	34	6	small	small	ADJ
aiti-13702	34	7	blocks	block	NOUN
aiti-13702	34	8	and	and	CCONJ
aiti-13702	34	9	computes	compute	VERB
aiti-13702	34	10	the	the	DET
aiti-13702	34	11	gradient	gradient	ADJ
aiti-13702	34	12	magnitude	magnitude	NOUN
aiti-13702	34	13	based	base	VERB
aiti-13702	34	14	on	on	ADP
aiti-13702	34	15	the	the	DET
aiti-13702	34	16	pixel	pixel	PROPN
aiti-13702	34	17	gradient	gradient	NOUN
aiti-13702	34	18	directions	direction	NOUN
aiti-13702	34	19	within	within	ADP
aiti-13702	34	20	each	each	DET
aiti-13702	34	21	block	block	NOUN
aiti-13702	34	22	,	,	PUNCT
aiti-13702	34	23	with	with	ADP
aiti-13702	34	24	this	this	DET
aiti-13702	34	25	information	information	NOUN
aiti-13702	34	26	considered	consider	VERB
aiti-13702	34	27	to	to	PART
aiti-13702	34	28	be	be	AUX
aiti-13702	34	29	the	the	DET
aiti-13702	34	30	block	block	NOUN
aiti-13702	34	31	’s	’s	PART
aiti-13702	34	32	feature	feature	NOUN
aiti-13702	34	33	.	.	PUNCT
aiti-13702	35	1	it	it	PRON
aiti-13702	35	2	addresses	address	VERB
aiti-13702	35	3	the	the	DET
aiti-13702	35	4	feature	feature	NOUN
aiti-13702	35	5	extraction	extraction	NOUN
aiti-13702	35	6	problem	problem	NOUN
aiti-13702	35	7	in	in	ADP
aiti-13702	35	8	pedestrian	pedestrian	NOUN
aiti-13702	35	9	detection	detection	NOUN
aiti-13702	35	10	.	.	PUNCT
aiti-13702	36	1	the	the	DET
aiti-13702	36	2	hog	hog	NOUN
aiti-13702	36	3	feature	feature	NOUN
aiti-13702	36	4	vector	vector	NOUN
aiti-13702	36	5	is	be	AUX
aiti-13702	36	6	frequently	frequently	ADV
aiti-13702	36	7	combined	combine	VERB
aiti-13702	36	8	with	with	ADP
aiti-13702	36	9	a	a	DET
aiti-13702	36	10	support	support	NOUN
aiti-13702	36	11	vector	vector	NOUN
aiti-13702	36	12	machine	machine	NOUN
aiti-13702	36	13	(	(	PUNCT
aiti-13702	36	14	svm	svm	PROPN
aiti-13702	36	15	)	)	PUNCT
aiti-13702	36	16	for	for	ADP
aiti-13702	36	17	training	training	NOUN
aiti-13702	36	18	to	to	PART
aiti-13702	36	19	perform	perform	VERB
aiti-13702	36	20	object	object	NOUN
aiti-13702	36	21	detection	detection	NOUN
aiti-13702	36	22	tasks	task	NOUN
aiti-13702	36	23	.	.	PUNCT
aiti-13702	37	1	table	table	NOUN
aiti-13702	37	2	1	1	NUM
aiti-13702	37	3	methodologies	methodology	NOUN
aiti-13702	37	4	of	of	ADP
aiti-13702	37	5	object	object	NOUN
aiti-13702	37	6	detection	detection	NOUN
aiti-13702	37	7	object	object	NOUN
aiti-13702	37	8	detection	detection	NOUN
aiti-13702	37	9	traditional	traditional	ADJ
aiti-13702	37	10	methods	method	NOUN
aiti-13702	37	11	hog	hog	NOUN
aiti-13702	37	12	adaboost	adaboost	ADV
aiti-13702	37	13	deep	deep	ADJ
aiti-13702	37	14	learning	learn	VERB
aiti-13702	37	15	cnn	cnn	PROPN
aiti-13702	37	16	yolo	yolo	PROPN
aiti-13702	37	17	ssd	ssd	PROPN
aiti-13702	37	18	mobilenet	mobilenet	PROPN
aiti-13702	37	19	the	the	DET
aiti-13702	37	20	yolo	yolo	ADJ
aiti-13702	37	21	algorithm	algorithm	NOUN
aiti-13702	38	1	[	[	X
aiti-13702	38	2	11	11	NUM
aiti-13702	38	3	]	]	PUNCT
aiti-13702	38	4	is	be	AUX
aiti-13702	38	5	a	a	DET
aiti-13702	38	6	popular	popular	ADJ
aiti-13702	38	7	real	real	ADJ
aiti-13702	38	8	-	-	PUNCT
aiti-13702	38	9	time	time	NOUN
aiti-13702	38	10	object	object	NOUN
aiti-13702	38	11	detection	detection	NOUN
aiti-13702	38	12	algorithm	algorithm	NOUN
aiti-13702	38	13	that	that	PRON
aiti-13702	38	14	employs	employ	VERB
aiti-13702	38	15	one	one	NUM
aiti-13702	38	16	-	-	PUNCT
aiti-13702	38	17	stage	stage	NOUN
aiti-13702	38	18	detection	detection	NOUN
aiti-13702	38	19	.	.	PUNCT
aiti-13702	39	1	in	in	ADP
aiti-13702	39	2	such	such	ADJ
aiti-13702	39	3	detection	detection	NOUN
aiti-13702	39	4	,	,	PUNCT
aiti-13702	39	5	an	an	DET
aiti-13702	39	6	image	image	NOUN
aiti-13702	39	7	is	be	AUX
aiti-13702	39	8	examined	examine	VERB
aiti-13702	39	9	only	only	ADV
aiti-13702	39	10	once	once	ADV
aiti-13702	39	11	to	to	PART
aiti-13702	39	12	recognize	recognize	VERB
aiti-13702	39	13	and	and	CCONJ
aiti-13702	39	14	locate	locate	ADJ
aiti-13702	39	15	objects	object	NOUN
aiti-13702	39	16	,	,	PUNCT
aiti-13702	39	17	and	and	CCONJ
aiti-13702	39	18	therefore	therefore	ADV
aiti-13702	39	19	,	,	PUNCT
aiti-13702	39	20	yolo	yolo	PROPN
aiti-13702	39	21	offers	offer	VERB
aiti-13702	39	22	efficiency	efficiency	NOUN
aiti-13702	39	23	advantages	advantage	NOUN
aiti-13702	39	24	in	in	ADP
aiti-13702	39	25	object	object	NOUN
aiti-13702	39	26	detection	detection	NOUN
aiti-13702	39	27	.	.	PUNCT
aiti-13702	40	1	yolo	yolo	PROPN
aiti-13702	40	2	divides	divide	VERB
aiti-13702	40	3	each	each	DET
aiti-13702	40	4	image	image	NOUN
aiti-13702	40	5	into	into	ADP
aiti-13702	40	6	a	a	DET
aiti-13702	40	7	fixed	fix	VERB
aiti-13702	40	8	-	-	PUNCT
aiti-13702	40	9	size	size	NOUN
aiti-13702	40	10	grid	grid	NOUN
aiti-13702	40	11	and	and	CCONJ
aiti-13702	40	12	analyzes	analyze	VERB
aiti-13702	40	13	each	each	DET
aiti-13702	40	14	grid	grid	NOUN
aiti-13702	40	15	for	for	ADP
aiti-13702	40	16	potential	potential	ADJ
aiti-13702	40	17	objects	object	NOUN
aiti-13702	40	18	and	and	CCONJ
aiti-13702	40	19	their	their	PRON
aiti-13702	40	20	positions	position	NOUN
aiti-13702	40	21	.	.	PUNCT
aiti-13702	41	1	each	each	DET
aiti-13702	41	2	grid	grid	NOUN
aiti-13702	41	3	prediction	prediction	NOUN
aiti-13702	41	4	comprises	comprise	VERB
aiti-13702	41	5	the	the	DET
aiti-13702	41	6	probability	probability	NOUN
aiti-13702	41	7	of	of	ADP
aiti-13702	41	8	belonging	belong	VERB
aiti-13702	41	9	to	to	ADP
aiti-13702	41	10	a	a	DET
aiti-13702	41	11	particular	particular	ADJ
aiti-13702	41	12	object	object	NOUN
aiti-13702	41	13	,	,	PUNCT
aiti-13702	41	14	the	the	DET
aiti-13702	41	15	location	location	NOUN
aiti-13702	41	16	of	of	ADP
aiti-13702	41	17	the	the	DET
aiti-13702	41	18	bounding	bounding	NOUN
aiti-13702	41	19	box	box	NOUN
aiti-13702	41	20	,	,	PUNCT
aiti-13702	41	21	and	and	CCONJ
aiti-13702	41	22	the	the	DET
aiti-13702	41	23	object	object	NOUN
aiti-13702	41	24	’s	’s	PART
aiti-13702	41	25	class	class	NOUN
aiti-13702	41	26	.	.	PUNCT
aiti-13702	42	1	mobilenet	mobilenet	NOUN
aiti-13702	43	1	[	[	X
aiti-13702	43	2	12	12	NUM
aiti-13702	43	3	]	]	X
aiti-13702	43	4	,	,	PUNCT
aiti-13702	43	5	an	an	DET
aiti-13702	43	6	optimized	optimize	VERB
aiti-13702	43	7	network	network	NOUN
aiti-13702	43	8	architecture	architecture	NOUN
aiti-13702	43	9	specifically	specifically	ADV
aiti-13702	43	10	designed	design	VERB
aiti-13702	43	11	for	for	ADP
aiti-13702	43	12	mobile	mobile	ADJ
aiti-13702	43	13	devices	device	NOUN
aiti-13702	43	14	,	,	PUNCT
aiti-13702	43	15	is	be	AUX
aiti-13702	43	16	lightweight	lightweight	ADJ
aiti-13702	43	17	and	and	CCONJ
aiti-13702	43	18	efficient	efficient	ADJ
aiti-13702	43	19	,	,	PUNCT
aiti-13702	43	20	therefore	therefore	ADV
aiti-13702	43	21	,	,	PUNCT
aiti-13702	43	22	it	it	PRON
aiti-13702	43	23	is	be	AUX
aiti-13702	43	24	ideal	ideal	ADJ
aiti-13702	43	25	for	for	ADP
aiti-13702	43	26	deep	deep	ADJ
aiti-13702	43	27	learning	learning	NOUN
aiti-13702	43	28	on	on	ADP
aiti-13702	43	29	mobile	mobile	ADJ
aiti-13702	43	30	or	or	CCONJ
aiti-13702	43	31	embedded	embed	VERB
aiti-13702	43	32	devices	device	NOUN
aiti-13702	43	33	.	.	PUNCT
aiti-13702	44	1	the	the	DET
aiti-13702	44	2	core	core	NOUN
aiti-13702	44	3	innovation	innovation	NOUN
aiti-13702	44	4	of	of	ADP
aiti-13702	44	5	this	this	DET
aiti-13702	44	6	architecture	architecture	NOUN
aiti-13702	44	7	is	be	AUX
aiti-13702	44	8	the	the	DET
aiti-13702	44	9	use	use	NOUN
aiti-13702	44	10	of	of	ADP
aiti-13702	44	11	depthwise	depthwise	NOUN
aiti-13702	44	12	separable	separable	ADJ
aiti-13702	44	13	convolution	convolution	NOUN
aiti-13702	44	14	,	,	PUNCT
aiti-13702	44	15	which	which	PRON
aiti-13702	44	16	decomposes	decompose	VERB
aiti-13702	44	17	traditional	traditional	ADJ
aiti-13702	44	18	convolution	convolution	NOUN
aiti-13702	44	19	into	into	ADP
aiti-13702	44	20	depthwise	depthwise	NOUN
aiti-13702	44	21	and	and	CCONJ
aiti-13702	44	22	pointwise	pointwise	VERB
aiti-13702	44	23	convolution	convolution	NOUN
aiti-13702	44	24	steps	step	NOUN
aiti-13702	44	25	,	,	PUNCT
aiti-13702	44	26	thereby	thereby	ADV
aiti-13702	44	27	reducing	reduce	VERB
aiti-13702	44	28	computation	computation	NOUN
aiti-13702	44	29	and	and	CCONJ
aiti-13702	44	30	parameters	parameter	NOUN
aiti-13702	44	31	and	and	CCONJ
aiti-13702	44	32	resulting	result	VERB
aiti-13702	44	33	in	in	ADP
aiti-13702	44	34	a	a	DET
aiti-13702	44	35	lighter	light	ADJ
aiti-13702	44	36	model	model	NOUN
aiti-13702	44	37	.	.	PUNCT
aiti-13702	45	1	mobilenetv2	mobilenetv2	PROPN
aiti-13702	46	1	[	[	X
aiti-13702	46	2	13	13	NUM
aiti-13702	46	3	]	]	PUNCT
aiti-13702	46	4	is	be	AUX
aiti-13702	46	5	an	an	DET
aiti-13702	46	6	improvement	improvement	NOUN
aiti-13702	46	7	on	on	ADP
aiti-13702	46	8	mobilenet	mobilenet	NOUN
aiti-13702	46	9	because	because	SCONJ
aiti-13702	46	10	it	it	PRON
aiti-13702	46	11	includes	include	VERB
aiti-13702	46	12	inverted	inverted	ADJ
aiti-13702	46	13	residual	residual	ADJ
aiti-13702	46	14	blocks	block	NOUN
aiti-13702	46	15	and	and	CCONJ
aiti-13702	46	16	linear	linear	ADJ
aiti-13702	46	17	bottlenecks	bottleneck	NOUN
aiti-13702	46	18	.	.	PUNCT
aiti-13702	47	1	mobilenetv3	mobilenetv3	PROPN
aiti-13702	48	1	[	[	X
aiti-13702	48	2	14	14	NUM
aiti-13702	48	3	]	]	PUNCT
aiti-13702	48	4	builds	build	VERB
aiti-13702	48	5	on	on	ADP
aiti-13702	48	6	mobilenetv2	mobilenetv2	PROPN
aiti-13702	48	7	because	because	SCONJ
aiti-13702	48	8	it	it	PRON
aiti-13702	48	9	employs	employ	VERB
aiti-13702	48	10	a	a	DET
aiti-13702	48	11	squeeze	squeeze	NOUN
aiti-13702	48	12	and	and	CCONJ
aiti-13702	48	13	excitation	excitation	NOUN
aiti-13702	48	14	structure	structure	NOUN
aiti-13702	48	15	[	[	X
aiti-13702	48	16	15	15	NUM
aiti-13702	48	17	]	]	X
aiti-13702	48	18	;	;	PUNCT
aiti-13702	48	19	through	through	ADP
aiti-13702	48	20	global	global	ADJ
aiti-13702	48	21	average	average	ADJ
aiti-13702	48	22	pooling	pooling	NOUN
aiti-13702	48	23	,	,	PUNCT
aiti-13702	48	24	it	it	PRON
aiti-13702	48	25	calculates	calculate	VERB
aiti-13702	48	26	each	each	DET
aiti-13702	48	27	feature	feature	NOUN
aiti-13702	48	28	map	map	NOUN
aiti-13702	48	29	’s	’s	PART
aiti-13702	48	30	weights	weight	NOUN
aiti-13702	48	31	to	to	PART
aiti-13702	48	32	improve	improve	VERB
aiti-13702	48	33	the	the	DET
aiti-13702	48	34	model	model	NOUN
aiti-13702	48	35	’s	’s	PART
aiti-13702	48	36	focus	focus	NOUN
aiti-13702	48	37	on	on	ADP
aiti-13702	48	38	crucial	crucial	ADJ
aiti-13702	48	39	features	feature	NOUN
aiti-13702	48	40	and	and	CCONJ
aiti-13702	48	41	thereby	thereby	ADV
aiti-13702	48	42	improve	improve	VERB
aiti-13702	48	43	its	its	PRON
aiti-13702	48	44	recognition	recognition	NOUN
aiti-13702	48	45	performance	performance	NOUN
aiti-13702	48	46	.	.	PUNCT
aiti-13702	49	1	in	in	ADP
aiti-13702	49	2	2019	2019	NUM
aiti-13702	49	3	,	,	PUNCT
aiti-13702	49	4	google	google	PROPN
aiti-13702	49	5	introduced	introduce	VERB
aiti-13702	49	6	efficientnet	efficientnet	NOUN
aiti-13702	50	1	[	[	X
aiti-13702	50	2	16	16	NUM
aiti-13702	50	3	]	]	X
aiti-13702	50	4	,	,	PUNCT
aiti-13702	50	5	which	which	PRON
aiti-13702	50	6	has	have	VERB
aiti-13702	50	7	the	the	DET
aiti-13702	50	8	core	core	NOUN
aiti-13702	50	9	concept	concept	NOUN
aiti-13702	50	10	of	of	ADP
aiti-13702	50	11	compound	compound	NOUN
aiti-13702	50	12	model	model	NOUN
aiti-13702	50	13	scaling	scaling	NOUN
aiti-13702	50	14	.	.	PUNCT
aiti-13702	51	1	efficientnet	efficientnet	PROPN
aiti-13702	51	2	is	be	AUX
aiti-13702	51	3	based	base	VERB
aiti-13702	51	4	on	on	ADP
aiti-13702	51	5	compound	compound	NOUN
aiti-13702	51	6	coefficients	coefficient	NOUN
aiti-13702	51	7	,	,	PUNCT
aiti-13702	51	8	which	which	PRON
aiti-13702	51	9	enable	enable	VERB
aiti-13702	51	10	uniform	uniform	ADJ
aiti-13702	51	11	scaling	scaling	NOUN
aiti-13702	51	12	of	of	ADP
aiti-13702	51	13	the	the	DET
aiti-13702	51	14	network	network	NOUN
aiti-13702	51	15	’s	’s	PART
aiti-13702	51	16	depth	depth	NOUN
aiti-13702	51	17	,	,	PUNCT
aiti-13702	51	18	width	width	ADJ
aiti-13702	51	19	,	,	PUNCT
aiti-13702	51	20	and	and	CCONJ
aiti-13702	51	21	resolution	resolution	NOUN
aiti-13702	51	22	in	in	ADP
aiti-13702	51	23	its	its	PRON
aiti-13702	51	24	architecture	architecture	NOUN
aiti-13702	51	25	.	.	PUNCT
aiti-13702	52	1	although	although	SCONJ
aiti-13702	52	2	individually	individually	ADV
aiti-13702	52	3	increasing	increase	VERB
aiti-13702	52	4	depth	depth	NOUN
aiti-13702	52	5	,	,	PUNCT
aiti-13702	52	6	width	width	ADJ
aiti-13702	52	7	,	,	PUNCT
aiti-13702	52	8	or	or	CCONJ
aiti-13702	52	9	resolution	resolution	NOUN
aiti-13702	52	10	can	can	AUX
aiti-13702	52	11	improve	improve	VERB
aiti-13702	52	12	model	model	NOUN
aiti-13702	52	13	accuracy	accuracy	NOUN
aiti-13702	52	14	,	,	PUNCT
aiti-13702	52	15	saturation	saturation	NOUN
aiti-13702	52	16	tends	tend	VERB
aiti-13702	52	17	to	to	PART
aiti-13702	52	18	occur	occur	VERB
aiti-13702	52	19	once	once	ADV
aiti-13702	52	20	accuracy	accuracy	NOUN
aiti-13702	52	21	reaches	reach	VERB
aiti-13702	52	22	approximately	approximately	ADV
aiti-13702	52	23	80	80	NUM
aiti-13702	52	24	%	%	NOUN
aiti-13702	52	25	,	,	PUNCT
aiti-13702	52	26	which	which	PRON
aiti-13702	52	27	can	can	AUX
aiti-13702	52	28	make	make	VERB
aiti-13702	52	29	further	further	ADJ
aiti-13702	52	30	improvement	improvement	NOUN
aiti-13702	52	31	challenging	challenging	ADJ
aiti-13702	52	32	.	.	PUNCT
aiti-13702	53	1	to	to	PART
aiti-13702	53	2	enhance	enhance	VERB
aiti-13702	53	3	accuracy	accuracy	NOUN
aiti-13702	53	4	,	,	PUNCT
aiti-13702	53	5	compound	compound	NOUN
aiti-13702	53	6	model	model	NOUN
aiti-13702	53	7	scaling	scaling	NOUN
aiti-13702	53	8	balances	balance	VERB
aiti-13702	53	9	the	the	DET
aiti-13702	53	10	network	network	NOUN
aiti-13702	53	11	’s	’s	PART
aiti-13702	53	12	depth	depth	NOUN
aiti-13702	53	13	,	,	PUNCT
aiti-13702	53	14	width	width	ADJ
aiti-13702	53	15	,	,	PUNCT
aiti-13702	53	16	and	and	CCONJ
aiti-13702	53	17	resolution	resolution	NOUN
aiti-13702	53	18	by	by	ADP
aiti-13702	53	19	adjusting	adjust	VERB
aiti-13702	53	20	them	they	PRON
aiti-13702	53	21	simultaneously	simultaneously	ADV
aiti-13702	53	22	based	base	VERB
aiti-13702	53	23	on	on	ADP
aiti-13702	53	24	compound	compound	NOUN
aiti-13702	53	25	coefficients	coefficient	NOUN
aiti-13702	53	26	,	,	PUNCT
aiti-13702	53	27	which	which	PRON
aiti-13702	53	28	improves	improve	VERB
aiti-13702	53	29	the	the	DET
aiti-13702	53	30	overall	overall	ADJ
aiti-13702	53	31	model	model	NOUN
aiti-13702	53	32	performance	performance	NOUN
aiti-13702	53	33	.	.	PUNCT
aiti-13702	53	34	efficientnetv2	efficientnetv2	PUNCT
aiti-13702	54	1	[	[	X
aiti-13702	54	2	17	17	NUM
aiti-13702	54	3	]	]	X
aiti-13702	54	4	,	,	PUNCT
aiti-13702	54	5	an	an	DET
aiti-13702	54	6	advancement	advancement	NOUN
aiti-13702	54	7	over	over	ADP
aiti-13702	54	8	efficientnet	efficientnet	NOUN
aiti-13702	54	9	,	,	PUNCT
aiti-13702	54	10	addresses	address	NOUN
aiti-13702	54	11	problems	problem	NOUN
aiti-13702	54	12	such	such	ADJ
aiti-13702	54	13	as	as	ADP
aiti-13702	54	14	slow	slow	ADJ
aiti-13702	54	15	training	training	NOUN
aiti-13702	54	16	speeds	speed	NOUN
aiti-13702	54	17	associated	associate	VERB
aiti-13702	54	18	with	with	ADP
aiti-13702	54	19	large	large	ADJ
aiti-13702	54	20	input	input	NOUN
aiti-13702	54	21	sizes	size	NOUN
aiti-13702	54	22	through	through	ADP
aiti-13702	54	23	the	the	DET
aiti-13702	54	24	introduction	introduction	NOUN
aiti-13702	54	25	of	of	ADP
aiti-13702	54	26	the	the	DET
aiti-13702	54	27	fusedmbconv	fusedmbconv	NOUN
aiti-13702	54	28	structure	structure	NOUN
aiti-13702	54	29	in	in	ADP
aiti-13702	54	30	certain	certain	ADJ
aiti-13702	54	31	modules	module	NOUN
aiti-13702	54	32	.	.	PUNCT
aiti-13702	55	1	advances	advance	NOUN
aiti-13702	55	2	in	in	ADP
aiti-13702	55	3	technology	technology	NOUN
aiti-13702	55	4	innovation	innovation	NOUN
aiti-13702	55	5	,	,	PUNCT
aiti-13702	55	6	vol	vol	NOUN
aiti-13702	55	7	.	.	PROPN
aiti-13702	55	8	9	9	NUM
aiti-13702	55	9	,	,	PUNCT
aiti-13702	55	10	no	no	INTJ
aiti-13702	55	11	.	.	NOUN
aiti-13702	55	12	3	3	NUM
aiti-13702	55	13	,	,	PUNCT
aiti-13702	55	14	2024	2024	NUM
aiti-13702	55	15	,	,	PUNCT
aiti-13702	55	16	pp	pp	ADJ
aiti-13702	55	17	.	.	PUNCT
aiti-13702	56	1	157	157	NUM
aiti-13702	56	2	-	-	SYM
aiti-13702	56	3	171	171	NUM
aiti-13702	56	4	159	159	NUM
aiti-13702	56	5	in	in	ADP
aiti-13702	56	6	contemporary	contemporary	ADJ
aiti-13702	56	7	sports	sport	NOUN
aiti-13702	56	8	,	,	PUNCT
aiti-13702	56	9	performance	performance	NOUN
aiti-13702	56	10	analysis	analysis	NOUN
aiti-13702	56	11	through	through	ADP
aiti-13702	56	12	computer	computer	NOUN
aiti-13702	56	13	vision	vision	NOUN
aiti-13702	56	14	has	have	AUX
aiti-13702	56	15	emerged	emerge	VERB
aiti-13702	56	16	as	as	ADP
aiti-13702	56	17	a	a	DET
aiti-13702	56	18	critical	critical	ADJ
aiti-13702	56	19	area	area	NOUN
aiti-13702	56	20	of	of	ADP
aiti-13702	56	21	research	research	NOUN
aiti-13702	56	22	.	.	PUNCT
aiti-13702	57	1	player	player	NOUN
aiti-13702	57	2	detection	detection	NOUN
aiti-13702	57	3	in	in	ADP
aiti-13702	57	4	sports	sport	NOUN
aiti-13702	57	5	scenes	scene	NOUN
aiti-13702	57	6	has	have	VERB
aiti-13702	57	7	wide	wide	ADJ
aiti-13702	57	8	applicability	applicability	NOUN
aiti-13702	57	9	,	,	PUNCT
aiti-13702	57	10	including	include	VERB
aiti-13702	57	11	in	in	ADP
aiti-13702	57	12	sports	sport	NOUN
aiti-13702	57	13	such	such	ADJ
aiti-13702	57	14	as	as	ADP
aiti-13702	57	15	ice	ice	NOUN
aiti-13702	57	16	hockey	hockey	NOUN
aiti-13702	57	17	and	and	CCONJ
aiti-13702	57	18	basketball	basketball	NOUN
aiti-13702	57	19	.	.	PUNCT
aiti-13702	58	1	researchers	researcher	NOUN
aiti-13702	58	2	proposed	propose	VERB
aiti-13702	58	3	a	a	DET
aiti-13702	58	4	two	two	NUM
aiti-13702	58	5	-	-	PUNCT
aiti-13702	58	6	stage	stage	NOUN
aiti-13702	58	7	cnn	cnn	PROPN
aiti-13702	58	8	model	model	NOUN
aiti-13702	58	9	for	for	ADP
aiti-13702	58	10	detecting	detect	VERB
aiti-13702	58	11	players	player	NOUN
aiti-13702	58	12	in	in	ADP
aiti-13702	58	13	ice	ice	NOUN
aiti-13702	58	14	hockey	hockey	NOUN
aiti-13702	59	1	[	[	X
aiti-13702	59	2	18	18	NUM
aiti-13702	59	3	]	]	PUNCT
aiti-13702	59	4	.	.	PUNCT
aiti-13702	60	1	in	in	ADP
aiti-13702	60	2	addition	addition	NOUN
aiti-13702	60	3	,	,	PUNCT
aiti-13702	60	4	for	for	ADP
aiti-13702	60	5	basketball	basketball	NOUN
aiti-13702	60	6	,	,	PUNCT
aiti-13702	60	7	researchers	researcher	NOUN
aiti-13702	60	8	used	use	VERB
aiti-13702	60	9	yolov2	yolov2	NOUN
aiti-13702	60	10	for	for	ADP
aiti-13702	60	11	player	player	NOUN
aiti-13702	60	12	position	position	NOUN
aiti-13702	60	13	tracking	track	VERB
aiti-13702	60	14	[	[	X
aiti-13702	60	15	19	19	NUM
aiti-13702	60	16	]	]	PUNCT
aiti-13702	60	17	and	and	CCONJ
aiti-13702	60	18	trained	train	VERB
aiti-13702	60	19	a	a	DET
aiti-13702	60	20	two	two	NUM
aiti-13702	60	21	-	-	PUNCT
aiti-13702	60	22	layer	layer	NOUN
aiti-13702	60	23	long	long	ADJ
aiti-13702	60	24	short	short	ADJ
aiti-13702	60	25	-	-	PUNCT
aiti-13702	60	26	term	term	NOUN
aiti-13702	60	27	memory	memory	NOUN
aiti-13702	60	28	model	model	NOUN
aiti-13702	60	29	[	[	X
aiti-13702	60	30	20	20	NUM
aiti-13702	60	31	]	]	PUNCT
aiti-13702	60	32	for	for	ADP
aiti-13702	60	33	player	player	NOUN
aiti-13702	60	34	action	action	NOUN
aiti-13702	60	35	recognition	recognition	NOUN
aiti-13702	60	36	.	.	PUNCT
aiti-13702	61	1	in	in	ADP
aiti-13702	61	2	addition	addition	NOUN
aiti-13702	61	3	,	,	PUNCT
aiti-13702	61	4	researchers	researcher	NOUN
aiti-13702	61	5	used	use	VERB
aiti-13702	61	6	combinations	combination	NOUN
aiti-13702	61	7	of	of	ADP
aiti-13702	61	8	hog	hog	NOUN
aiti-13702	61	9	and	and	CCONJ
aiti-13702	61	10	svm	svm	NOUN
aiti-13702	61	11	for	for	ADP
aiti-13702	61	12	player	player	NOUN
aiti-13702	61	13	detection	detection	NOUN
aiti-13702	61	14	[	[	X
aiti-13702	61	15	21	21	NUM
aiti-13702	61	16	]	]	PUNCT
aiti-13702	61	17	,	,	PUNCT
aiti-13702	61	18	followed	follow	VERB
aiti-13702	61	19	by	by	ADP
aiti-13702	61	20	the	the	DET
aiti-13702	61	21	transformation	transformation	NOUN
aiti-13702	61	22	of	of	ADP
aiti-13702	61	23	player	player	NOUN
aiti-13702	61	24	positions	position	NOUN
aiti-13702	61	25	to	to	ADP
aiti-13702	61	26	a	a	DET
aiti-13702	61	27	top	top	ADJ
aiti-13702	61	28	view	view	NOUN
aiti-13702	61	29	for	for	ADP
aiti-13702	61	30	analysis	analysis	NOUN
aiti-13702	61	31	[	[	X
aiti-13702	61	32	22	22	NUM
aiti-13702	61	33	]	]	PUNCT
aiti-13702	61	34	.	.	PUNCT
aiti-13702	62	1	in	in	ADP
aiti-13702	62	2	addition	addition	NOUN
aiti-13702	62	3	,	,	PUNCT
aiti-13702	62	4	adaboost	adaboost	ADV
aiti-13702	62	5	was	be	AUX
aiti-13702	62	6	proposed	propose	VERB
aiti-13702	62	7	for	for	ADP
aiti-13702	62	8	player	player	NOUN
aiti-13702	62	9	detection	detection	NOUN
aiti-13702	62	10	[	[	X
aiti-13702	62	11	23	23	NUM
aiti-13702	62	12	]	]	X
aiti-13702	62	13	;	;	PUNCT
aiti-13702	62	14	however	however	ADV
aiti-13702	62	15	,	,	PUNCT
aiti-13702	62	16	experimental	experimental	ADJ
aiti-13702	62	17	results	result	NOUN
aiti-13702	62	18	indicated	indicate	VERB
aiti-13702	62	19	that	that	SCONJ
aiti-13702	62	20	its	its	PRON
aiti-13702	62	21	effectiveness	effectiveness	NOUN
aiti-13702	62	22	was	be	AUX
aiti-13702	62	23	below	below	ADP
aiti-13702	62	24	expectations	expectation	NOUN
aiti-13702	62	25	and	and	CCONJ
aiti-13702	62	26	that	that	SCONJ
aiti-13702	62	27	it	it	PRON
aiti-13702	62	28	was	be	AUX
aiti-13702	62	29	unsuitable	unsuitable	ADJ
aiti-13702	62	30	for	for	ADP
aiti-13702	62	31	object	object	NOUN
aiti-13702	62	32	detection	detection	NOUN
aiti-13702	62	33	in	in	ADP
aiti-13702	62	34	sports	sport	NOUN
aiti-13702	62	35	events	event	NOUN
aiti-13702	62	36	.	.	PUNCT
aiti-13702	63	1	3	3	X
aiti-13702	63	2	.	.	X
aiti-13702	63	3	system	system	NOUN
aiti-13702	63	4	structure	structure	NOUN
aiti-13702	63	5	and	and	CCONJ
aiti-13702	63	6	methodology	methodology	NOUN
aiti-13702	63	7	this	this	DET
aiti-13702	63	8	study	study	NOUN
aiti-13702	63	9	structures	structure	VERB
aiti-13702	63	10	its	its	PRON
aiti-13702	63	11	system	system	NOUN
aiti-13702	63	12	by	by	ADP
aiti-13702	63	13	using	use	VERB
aiti-13702	63	14	the	the	DET
aiti-13702	63	15	integrated	integrated	ADJ
aiti-13702	63	16	definition	definition	NOUN
aiti-13702	63	17	for	for	ADP
aiti-13702	63	18	function	function	NOUN
aiti-13702	63	19	modeling	modeling	NOUN
aiti-13702	63	20	(	(	PUNCT
aiti-13702	63	21	idef0	idef0	ADJ
aiti-13702	63	22	)	)	PUNCT
aiti-13702	63	23	modeling	modeling	NOUN
aiti-13702	63	24	method	method	NOUN
aiti-13702	63	25	,	,	PUNCT
aiti-13702	63	26	which	which	PRON
aiti-13702	63	27	is	be	AUX
aiti-13702	63	28	based	base	VERB
aiti-13702	63	29	on	on	ADP
aiti-13702	63	30	the	the	DET
aiti-13702	63	31	structured	structured	ADJ
aiti-13702	63	32	analysis	analysis	NOUN
aiti-13702	63	33	and	and	CCONJ
aiti-13702	63	34	design	design	NOUN
aiti-13702	63	35	technique	technique	NOUN
aiti-13702	63	36	,	,	PUNCT
aiti-13702	63	37	to	to	PART
aiti-13702	63	38	describe	describe	VERB
aiti-13702	63	39	system	system	NOUN
aiti-13702	63	40	functionality	functionality	NOUN
aiti-13702	63	41	.	.	PUNCT
aiti-13702	64	1	idef0	idef0	PROPN
aiti-13702	64	2	can	can	AUX
aiti-13702	64	3	help	help	VERB
aiti-13702	64	4	organizations	organization	NOUN
aiti-13702	64	5	analyze	analyze	VERB
aiti-13702	64	6	and	and	CCONJ
aiti-13702	64	7	understand	understand	VERB
aiti-13702	64	8	their	their	PRON
aiti-13702	64	9	processes	process	NOUN
aiti-13702	64	10	or	or	CCONJ
aiti-13702	64	11	systems	system	NOUN
aiti-13702	64	12	,	,	PUNCT
aiti-13702	64	13	providing	provide	VERB
aiti-13702	64	14	a	a	DET
aiti-13702	64	15	clearer	clear	ADJ
aiti-13702	64	16	understanding	understanding	NOUN
aiti-13702	64	17	of	of	ADP
aiti-13702	64	18	how	how	SCONJ
aiti-13702	64	19	a	a	DET
aiti-13702	64	20	system	system	NOUN
aiti-13702	64	21	works	work	VERB
aiti-13702	64	22	.	.	PUNCT
aiti-13702	65	1	as	as	SCONJ
aiti-13702	65	2	illustrated	illustrate	VERB
aiti-13702	65	3	in	in	ADP
aiti-13702	65	4	fig	fig	NOUN
aiti-13702	65	5	.	.	PUNCT
aiti-13702	66	1	1	1	NUM
aiti-13702	66	2	,	,	PUNCT
aiti-13702	66	3	the	the	DET
aiti-13702	66	4	system	system	NOUN
aiti-13702	66	5	(	(	PUNCT
aiti-13702	66	6	a0	a0	NOUN
aiti-13702	66	7	)	)	PUNCT
aiti-13702	66	8	comprises	comprise	VERB
aiti-13702	66	9	three	three	NUM
aiti-13702	66	10	submodules	submodule	NOUN
aiti-13702	66	11	designed	design	VERB
aiti-13702	66	12	to	to	PART
aiti-13702	66	13	achieve	achieve	VERB
aiti-13702	66	14	player	player	NOUN
aiti-13702	66	15	detection	detection	NOUN
aiti-13702	66	16	and	and	CCONJ
aiti-13702	66	17	tracking	tracking	NOUN
aiti-13702	66	18	:	:	PUNCT
aiti-13702	66	19	court	court	NOUN
aiti-13702	66	20	detection	detection	NOUN
aiti-13702	66	21	,	,	PUNCT
aiti-13702	66	22	yolov5	yolov5	NOUN
aiti-13702	66	23	player	player	NOUN
aiti-13702	66	24	detection	detection	NOUN
aiti-13702	66	25	,	,	PUNCT
aiti-13702	66	26	and	and	CCONJ
aiti-13702	66	27	player	player	NOUN
aiti-13702	66	28	position	position	NOUN
aiti-13702	66	29	localization	localization	NOUN
aiti-13702	66	30	.	.	PUNCT
aiti-13702	67	1	the	the	DET
aiti-13702	67	2	purpose	purpose	NOUN
aiti-13702	67	3	of	of	ADP
aiti-13702	67	4	the	the	DET
aiti-13702	67	5	court	court	NOUN
aiti-13702	67	6	detection	detection	NOUN
aiti-13702	67	7	module	module	NOUN
aiti-13702	67	8	is	be	AUX
aiti-13702	67	9	to	to	PART
aiti-13702	67	10	define	define	VERB
aiti-13702	67	11	the	the	DET
aiti-13702	67	12	court	court	NOUN
aiti-13702	67	13	boundaries	boundary	NOUN
aiti-13702	67	14	using	use	VERB
aiti-13702	67	15	various	various	ADJ
aiti-13702	67	16	image	image	NOUN
aiti-13702	67	17	processing	processing	NOUN
aiti-13702	67	18	methods	method	NOUN
aiti-13702	67	19	.	.	PUNCT
aiti-13702	68	1	then	then	ADV
aiti-13702	68	2	the	the	DET
aiti-13702	68	3	yolov5	yolov5	NOUN
aiti-13702	68	4	player	player	NOUN
aiti-13702	68	5	detection	detection	NOUN
aiti-13702	68	6	module	module	NOUN
aiti-13702	68	7	identifies	identify	VERB
aiti-13702	68	8	the	the	DET
aiti-13702	68	9	player	player	NOUN
aiti-13702	68	10	positions	position	NOUN
aiti-13702	68	11	.	.	PUNCT
aiti-13702	69	1	finally	finally	ADV
aiti-13702	69	2	,	,	PUNCT
aiti-13702	69	3	the	the	DET
aiti-13702	69	4	player	player	NOUN
aiti-13702	69	5	position	position	NOUN
aiti-13702	69	6	localization	localization	NOUN
aiti-13702	69	7	module	module	NOUN
aiti-13702	69	8	projects	project	VERB
aiti-13702	69	9	the	the	DET
aiti-13702	69	10	player	player	NOUN
aiti-13702	69	11	positions	position	VERB
aiti-13702	69	12	onto	onto	ADP
aiti-13702	69	13	the	the	DET
aiti-13702	69	14	top	top	ADJ
aiti-13702	69	15	-	-	PUNCT
aiti-13702	69	16	view	view	NOUN
aiti-13702	69	17	image	image	NOUN
aiti-13702	69	18	of	of	ADP
aiti-13702	69	19	the	the	DET
aiti-13702	69	20	court	court	NOUN
aiti-13702	69	21	to	to	PART
aiti-13702	69	22	obtain	obtain	VERB
aiti-13702	69	23	the	the	DET
aiti-13702	69	24	required	require	VERB
aiti-13702	69	25	planar	planar	ADJ
aiti-13702	69	26	information	information	NOUN
aiti-13702	69	27	.	.	PUNCT
aiti-13702	70	1	fig	fig	NOUN
aiti-13702	70	2	.	.	PUNCT
aiti-13702	71	1	1	1	NUM
aiti-13702	71	2	idef0	idef0	NOUN
aiti-13702	71	3	for	for	ADP
aiti-13702	71	4	player	player	NOUN
aiti-13702	71	5	detection	detection	NOUN
aiti-13702	71	6	and	and	CCONJ
aiti-13702	71	7	analysis	analysis	NOUN
aiti-13702	71	8	system	system	NOUN
aiti-13702	71	9	fig	fig	NOUN
aiti-13702	71	10	.	.	PUNCT
aiti-13702	72	1	2	2	NUM
aiti-13702	72	2	displays	display	VERB
aiti-13702	72	3	the	the	DET
aiti-13702	72	4	court	court	NOUN
aiti-13702	72	5	detection	detection	NOUN
aiti-13702	72	6	module	module	NOUN
aiti-13702	72	7	(	(	PUNCT
aiti-13702	72	8	a01	a01	NOUN
aiti-13702	72	9	)	)	PUNCT
aiti-13702	72	10	,	,	PUNCT
aiti-13702	72	11	which	which	PRON
aiti-13702	72	12	takes	take	VERB
aiti-13702	72	13	red	red	ADJ
aiti-13702	72	14	,	,	PUNCT
aiti-13702	72	15	green	green	ADJ
aiti-13702	72	16	,	,	PUNCT
aiti-13702	72	17	and	and	CCONJ
aiti-13702	72	18	blue	blue	ADJ
aiti-13702	72	19	(	(	PUNCT
aiti-13702	72	20	rgb	rgb	PROPN
aiti-13702	72	21	)	)	PUNCT
aiti-13702	72	22	images	image	NOUN
aiti-13702	72	23	from	from	ADP
aiti-13702	72	24	basketball	basketball	NOUN
aiti-13702	72	25	videos	video	NOUN
aiti-13702	72	26	as	as	ADP
aiti-13702	72	27	input	input	NOUN
aiti-13702	72	28	.	.	PUNCT
aiti-13702	73	1	it	it	PRON
aiti-13702	73	2	converts	convert	VERB
aiti-13702	73	3	the	the	DET
aiti-13702	73	4	rgb	rgb	PROPN
aiti-13702	73	5	color	color	NOUN
aiti-13702	73	6	model	model	NOUN
aiti-13702	73	7	to	to	ADP
aiti-13702	73	8	the	the	DET
aiti-13702	73	9	hsv	hsv	PROPN
aiti-13702	73	10	color	color	NOUN
aiti-13702	73	11	model	model	NOUN
aiti-13702	73	12	,	,	PUNCT
aiti-13702	73	13	uses	use	VERB
aiti-13702	73	14	the	the	DET
aiti-13702	73	15	canny	canny	ADJ
aiti-13702	73	16	edge	edge	NOUN
aiti-13702	73	17	detection	detection	NOUN
aiti-13702	73	18	algorithm	algorithm	NOUN
aiti-13702	73	19	to	to	PART
aiti-13702	73	20	identify	identify	VERB
aiti-13702	73	21	basketball	basketball	NOUN
aiti-13702	73	22	court	court	NOUN
aiti-13702	73	23	edges	edge	NOUN
aiti-13702	73	24	,	,	PUNCT
aiti-13702	73	25	and	and	CCONJ
aiti-13702	73	26	uses	use	VERB
aiti-13702	73	27	the	the	DET
aiti-13702	73	28	hough	hough	PROPN
aiti-13702	73	29	transform	transform	VERB
aiti-13702	73	30	to	to	PART
aiti-13702	73	31	define	define	VERB
aiti-13702	73	32	court	court	NOUN
aiti-13702	73	33	boundaries	boundary	NOUN
aiti-13702	73	34	.	.	PUNCT
aiti-13702	74	1	after	after	ADP
aiti-13702	74	2	summarizing	summarize	VERB
aiti-13702	74	3	these	these	DET
aiti-13702	74	4	steps	step	NOUN
aiti-13702	74	5	,	,	PUNCT
aiti-13702	74	6	the	the	DET
aiti-13702	74	7	module	module	NOUN
aiti-13702	74	8	obtains	obtain	VERB
aiti-13702	74	9	an	an	DET
aiti-13702	74	10	image	image	NOUN
aiti-13702	74	11	confirming	confirm	VERB
aiti-13702	74	12	the	the	DET
aiti-13702	74	13	basketball	basketball	NOUN
aiti-13702	74	14	court	court	NOUN
aiti-13702	74	15	’s	’s	PART
aiti-13702	74	16	extent	extent	NOUN
aiti-13702	74	17	,	,	PUNCT
aiti-13702	74	18	which	which	PRON
aiti-13702	74	19	is	be	AUX
aiti-13702	74	20	used	use	VERB
aiti-13702	74	21	for	for	ADP
aiti-13702	74	22	subsequent	subsequent	ADJ
aiti-13702	74	23	perspective	perspective	NOUN
aiti-13702	74	24	transformation	transformation	NOUN
aiti-13702	74	25	.	.	PUNCT
aiti-13702	75	1	fig	fig	NOUN
aiti-13702	75	2	.	.	PUNCT
aiti-13702	76	1	2	2	NUM
aiti-13702	76	2	idef0	idef0	NOUN
aiti-13702	76	3	for	for	ADP
aiti-13702	76	4	court	court	NOUN
aiti-13702	76	5	detection	detection	NOUN
aiti-13702	76	6	160	160	NUM
aiti-13702	76	7	advances	advance	NOUN
aiti-13702	76	8	in	in	ADP
aiti-13702	76	9	technology	technology	NOUN
aiti-13702	76	10	innovation	innovation	NOUN
aiti-13702	76	11	,	,	PUNCT
aiti-13702	76	12	vol	vol	NOUN
aiti-13702	76	13	.	.	PROPN
aiti-13702	77	1	9	9	NUM
aiti-13702	77	2	,	,	PUNCT
aiti-13702	77	3	no	no	INTJ
aiti-13702	77	4	.	.	NOUN
aiti-13702	77	5	3	3	NUM
aiti-13702	77	6	,	,	PUNCT
aiti-13702	77	7	2024	2024	NUM
aiti-13702	77	8	,	,	PUNCT
aiti-13702	77	9	pp	pp	ADJ
aiti-13702	77	10	.	.	PUNCT
aiti-13702	78	1	157	157	NUM
aiti-13702	78	2	-	-	SYM
aiti-13702	78	3	171	171	NUM
aiti-13702	78	4	the	the	DET
aiti-13702	78	5	study	study	NOUN
aiti-13702	78	6	converts	convert	VERB
aiti-13702	78	7	images	image	NOUN
aiti-13702	78	8	from	from	ADP
aiti-13702	78	9	the	the	DET
aiti-13702	78	10	rgb	rgb	PROPN
aiti-13702	78	11	to	to	ADP
aiti-13702	78	12	the	the	DET
aiti-13702	78	13	hsv	hsv	PROPN
aiti-13702	78	14	color	color	NOUN
aiti-13702	78	15	model	model	NOUN
aiti-13702	78	16	because	because	SCONJ
aiti-13702	78	17	of	of	ADP
aiti-13702	78	18	the	the	DET
aiti-13702	78	19	ease	ease	NOUN
aiti-13702	78	20	of	of	ADP
aiti-13702	78	21	extracting	extract	VERB
aiti-13702	78	22	information	information	NOUN
aiti-13702	78	23	with	with	ADP
aiti-13702	78	24	specific	specific	ADJ
aiti-13702	78	25	color	color	NOUN
aiti-13702	78	26	ranges	range	VERB
aiti-13702	78	27	in	in	ADP
aiti-13702	78	28	the	the	DET
aiti-13702	78	29	hsv	hsv	PROPN
aiti-13702	78	30	color	color	NOUN
aiti-13702	78	31	model	model	NOUN
aiti-13702	78	32	(	(	PUNCT
aiti-13702	78	33	a011	a011	PROPN
aiti-13702	78	34	)	)	PUNCT
aiti-13702	78	35	.	.	PUNCT
aiti-13702	79	1	in	in	ADP
aiti-13702	79	2	the	the	DET
aiti-13702	79	3	hsv	hsv	PROPN
aiti-13702	79	4	color	color	NOUN
aiti-13702	79	5	model	model	NOUN
aiti-13702	79	6	,	,	PUNCT
aiti-13702	79	7	(	(	PUNCT
aiti-13702	79	8	�	�	PROPN
aiti-13702	79	9	�	�	PROPN
aiti-13702	79	10	,	,	PUNCT
aiti-13702	79	11	�	�	PROPN
aiti-13702	79	12	�	�	PROPN
aiti-13702	79	13	,	,	PUNCT
aiti-13702	79	14	�	�	PROPN
aiti-13702	79	15	�	�	PROPN
aiti-13702	79	16	)	)	PUNCT
aiti-13702	79	17	represent	represent	VERB
aiti-13702	79	18	the	the	DET
aiti-13702	79	19	coordinates	coordinate	NOUN
aiti-13702	79	20	of	of	ADP
aiti-13702	79	21	rgb	rgb	PROPN
aiti-13702	79	22	.	.	PUNCT
aiti-13702	80	1	they	they	PRON
aiti-13702	80	2	are	be	AUX
aiti-13702	80	3	normalized	normalize	VERB
aiti-13702	80	4	by	by	ADP
aiti-13702	80	5	dividing	divide	VERB
aiti-13702	80	6	each	each	DET
aiti-13702	80	7	value	value	NOUN
aiti-13702	80	8	by	by	ADP
aiti-13702	80	9	255	255	NUM
aiti-13702	80	10	,	,	PUNCT
aiti-13702	80	11	which	which	PRON
aiti-13702	80	12	ensures	ensure	VERB
aiti-13702	80	13	that	that	SCONJ
aiti-13702	80	14	values	value	NOUN
aiti-13702	80	15	range	range	VERB
aiti-13702	80	16	from	from	ADP
aiti-13702	80	17	0	0	NUM
aiti-13702	80	18	to	to	ADP
aiti-13702	80	19	1	1	NUM
aiti-13702	80	20	,	,	PUNCT
aiti-13702	80	21	which	which	PRON
aiti-13702	80	22	accurately	accurately	ADV
aiti-13702	80	23	describes	describe	VERB
aiti-13702	80	24	color	color	NOUN
aiti-13702	80	25	information	information	NOUN
aiti-13702	80	26	in	in	ADP
aiti-13702	80	27	the	the	DET
aiti-13702	80	28	hsv	hsv	PROPN
aiti-13702	80	29	color	color	NOUN
aiti-13702	80	30	model	model	NOUN
aiti-13702	80	31	.	.	PUNCT
aiti-13702	81	1	the	the	DET
aiti-13702	81	2	conversion	conversion	NOUN
aiti-13702	81	3	formulas	formula	NOUN
aiti-13702	81	4	are	be	AUX
aiti-13702	81	5	displayed	display	VERB
aiti-13702	81	6	below	below	ADV
aiti-13702	81	7	.	.	PUNCT
aiti-13702	82	1	(	(	PUNCT
aiti-13702	82	2	)	)	PUNCT
aiti-13702	82	3	,	,	PUNCT
aiti-13702	82	4	,	,	PUNCT
aiti-13702	82	5	,	,	PUNCT
aiti-13702	82	6	,	,	PUNCT
aiti-13702	82	7	255	255	NUM
aiti-13702	82	8	255	255	NUM
aiti-13702	82	9	255	255	NUM
aiti-13702	82	10			NOUN
aiti-13702	82	11			NOUN
aiti-13702	82	12	′	′	NUM
aiti-13702	83	1	′	′	NUM
aiti-13702	83	2	′	′	NUM
aiti-13702	84	1	=	=	PUNCT
aiti-13702	84	2			PROPN
aiti-13702	84	3			PROPN
aiti-13702	85	1			ADJ
aiti-13702	85	2			PROPN
aiti-13702	85	3	r	r	VERB
aiti-13702	85	4	g	g	NOUN
aiti-13702	85	5	b	b	NOUN
aiti-13702	85	6	r	r	NOUN
aiti-13702	85	7	g	g	PROPN
aiti-13702	85	8	b	b	PROPN
aiti-13702	85	9	(	(	PUNCT
aiti-13702	85	10	1	1	NUM
aiti-13702	85	11	)	)	PUNCT
aiti-13702	85	12	v	v	NOUN
aiti-13702	85	13	represents	represent	VERB
aiti-13702	85	14	value	value	NOUN
aiti-13702	85	15	,	,	PUNCT
aiti-13702	85	16	which	which	PRON
aiti-13702	85	17	indicates	indicate	VERB
aiti-13702	85	18	the	the	DET
aiti-13702	85	19	intensity	intensity	NOUN
aiti-13702	85	20	of	of	ADP
aiti-13702	85	21	light	light	NOUN
aiti-13702	85	22	reflected	reflect	VERB
aiti-13702	85	23	from	from	ADP
aiti-13702	85	24	the	the	DET
aiti-13702	85	25	object	object	NOUN
aiti-13702	85	26	.	.	PUNCT
aiti-13702	86	1	(	(	PUNCT
aiti-13702	86	2	)	)	PUNCT
aiti-13702	86	3	max	max	PROPN
aiti-13702	86	4	,	,	PUNCT
aiti-13702	86	5	,	,	PUNCT
aiti-13702	86	6	′	′	NUM
aiti-13702	86	7	′	′	NUM
aiti-13702	87	1	′=v	′=v	NOUN
aiti-13702	88	1	r	r	NOUN
aiti-13702	88	2	g	g	PROPN
aiti-13702	88	3	b	b	PROPN
aiti-13702	88	4	(	(	PUNCT
aiti-13702	88	5	2	2	NUM
aiti-13702	88	6	)	)	PUNCT
aiti-13702	88	7	s	s	VERB
aiti-13702	88	8	represents	represent	VERB
aiti-13702	88	9	saturation	saturation	NOUN
aiti-13702	88	10	,	,	PUNCT
aiti-13702	88	11	which	which	PRON
aiti-13702	88	12	indicates	indicate	VERB
aiti-13702	88	13	the	the	DET
aiti-13702	88	14	color	color	NOUN
aiti-13702	88	15	’s	’s	PART
aiti-13702	88	16	purity	purity	NOUN
aiti-13702	88	17	.	.	PUNCT
aiti-13702	89	1	(	(	PUNCT
aiti-13702	89	2	)	)	PUNCT
aiti-13702	89	3	min	min	NOUN
aiti-13702	89	4	,	,	PUNCT
aiti-13702	89	5	,	,	PUNCT
aiti-13702	89	6	′	′	NUM
aiti-13702	89	7	′	′	NUM
aiti-13702	89	8	′−	′−	NOUN
aiti-13702	90	1			PROPN
aiti-13702	90	2			PROPN
aiti-13702	90	3	=	=	SYM
aiti-13702	91	1	v	v	ADP
aiti-13702	91	2	r	r	NOUN
aiti-13702	91	3	g	g	NOUN
aiti-13702	91	4	b	b	PROPN
aiti-13702	91	5	s	s	X
aiti-13702	91	6	v	v	NOUN
aiti-13702	91	7	(	(	PUNCT
aiti-13702	91	8	3	3	NUM
aiti-13702	91	9	)	)	PUNCT
aiti-13702	91	10	h	h	NOUN
aiti-13702	91	11	represents	represent	VERB
aiti-13702	91	12	hue	hue	NOUN
aiti-13702	91	13	,	,	PUNCT
aiti-13702	91	14	which	which	PRON
aiti-13702	91	15	indicates	indicate	VERB
aiti-13702	91	16	the	the	DET
aiti-13702	91	17	color	color	NOUN
aiti-13702	91	18	’s	’s	PART
aiti-13702	91	19	basic	basic	ADJ
aiti-13702	91	20	characteristic	characteristic	NOUN
aiti-13702	91	21	.	.	PUNCT
aiti-13702	92	1	(	(	PUNCT
aiti-13702	92	2	)	)	PUNCT
aiti-13702	92	3	(	(	PUNCT
aiti-13702	92	4	)	)	PUNCT
aiti-13702	92	5	(	(	PUNCT
aiti-13702	92	6	)	)	PUNCT
aiti-13702	92	7	60	60	NUM
aiti-13702	92	8	0	0	NUM
aiti-13702	92	9	,	,	PUNCT
aiti-13702	92	10	60	60	NUM
aiti-13702	92	11	120	120	NUM
aiti-13702	92	12	,	,	PUNCT
aiti-13702	92	13	60	60	NUM
aiti-13702	92	14	240	240	NUM
aiti-13702	92	15	,	,	PUNCT
aiti-13702	92	16			ADP
aiti-13702	92	17	′	′	NUM
aiti-13702	92	18	′−	′−	NOUN
aiti-13702	92	19			VERB
aiti-13702	92	20	′×	′×	ADJ
aiti-13702	92	21	+	+	PUNCT
aiti-13702	93	1	=	=	NOUN
aiti-13702	93	2			NUM
aiti-13702	93	3			NOUN
aiti-13702	93	4			NOUN
aiti-13702	93	5			VERB
aiti-13702	93	6			NOUN
aiti-13702	93	7			NUM
aiti-13702	93	8	′	′	NUM
aiti-13702	93	9	′−	′−	NOUN
aiti-13702	93	10			NOUN
aiti-13702	93	11	′=	′=	PROPN
aiti-13702	93	12	×	×	NOUN
aiti-13702	93	13	+	+	CCONJ
aiti-13702	93	14	=	=	NOUN
aiti-13702	93	15			NUM
aiti-13702	93	16			NOUN
aiti-13702	93	17			NOUN
aiti-13702	93	18			VERB
aiti-13702	93	19			NOUN
aiti-13702	93	20			NUM
aiti-13702	93	21	′	′	NUM
aiti-13702	93	22	′−	′−	NOUN
aiti-13702	93	23			NOUN
aiti-13702	93	24	′×	′×	ADJ
aiti-13702	93	25	+	+	PUNCT
aiti-13702	93	26	=	=	ADJ
aiti-13702	93	27			X
aiti-13702	93	28			X
aiti-13702	93	29			X
aiti-13702	93	30			PROPN
aiti-13702	93	31	�	�	PROPN
aiti-13702	93	32	�	�	PROPN
aiti-13702	93	33	�	�	PROPN
aiti-13702	93	34	�	�	PROPN
aiti-13702	93	35	�	�	PROPN
aiti-13702	93	36	�	�	PROPN
aiti-13702	93	37	g	g	PROPN
aiti-13702	93	38	b	b	PROPN
aiti-13702	94	1	if	if	SCONJ
aiti-13702	94	2	v	v	NUM
aiti-13702	94	3	r	r	NOUN
aiti-13702	94	4	s	s	NOUN
aiti-13702	94	5	b	b	NOUN
aiti-13702	94	6	r	r	NOUN
aiti-13702	94	7	h	h	NOUN
aiti-13702	95	1	if	if	SCONJ
aiti-13702	95	2	v	v	VERB
aiti-13702	95	3	g	g	NOUN
aiti-13702	95	4	s	s	NOUN
aiti-13702	95	5	r	r	NOUN
aiti-13702	95	6	g	g	NOUN
aiti-13702	95	7	if	if	SCONJ
aiti-13702	95	8	v	v	NUM
aiti-13702	95	9	b	b	X
aiti-13702	95	10	s	s	X
aiti-13702	96	1	(	(	PUNCT
aiti-13702	96	2	4	4	NUM
aiti-13702	96	3	)	)	PUNCT
aiti-13702	96	4	this	this	DET
aiti-13702	96	5	study	study	NOUN
aiti-13702	96	6	uses	use	VERB
aiti-13702	96	7	the	the	DET
aiti-13702	96	8	canny	canny	ADJ
aiti-13702	96	9	edge	edge	NOUN
aiti-13702	96	10	detector	detector	NOUN
aiti-13702	96	11	(	(	PUNCT
aiti-13702	96	12	a012	a012	PROPN
aiti-13702	96	13	)	)	PUNCT
aiti-13702	96	14	to	to	PART
aiti-13702	96	15	detect	detect	VERB
aiti-13702	96	16	basketball	basketball	NOUN
aiti-13702	96	17	court	court	NOUN
aiti-13702	96	18	boundaries	boundary	NOUN
aiti-13702	96	19	.	.	PUNCT
aiti-13702	97	1	the	the	DET
aiti-13702	97	2	canny	canny	ADJ
aiti-13702	97	3	edge	edge	NOUN
aiti-13702	97	4	detection	detection	NOUN
aiti-13702	97	5	algorithm	algorithm	NOUN
aiti-13702	97	6	,	,	PUNCT
aiti-13702	97	7	which	which	PRON
aiti-13702	97	8	is	be	AUX
aiti-13702	97	9	a	a	DET
aiti-13702	97	10	classic	classic	ADJ
aiti-13702	97	11	edge	edge	NOUN
aiti-13702	97	12	detection	detection	NOUN
aiti-13702	97	13	technique	technique	NOUN
aiti-13702	97	14	known	know	VERB
aiti-13702	97	15	for	for	ADP
aiti-13702	97	16	its	its	PRON
aiti-13702	97	17	ability	ability	NOUN
aiti-13702	97	18	to	to	PART
aiti-13702	97	19	detect	detect	VERB
aiti-13702	97	20	edges	edge	NOUN
aiti-13702	97	21	in	in	ADP
aiti-13702	97	22	images	image	NOUN
aiti-13702	97	23	while	while	SCONJ
aiti-13702	97	24	resisting	resist	VERB
aiti-13702	97	25	noise	noise	NOUN
aiti-13702	97	26	interference	interference	NOUN
aiti-13702	97	27	,	,	PUNCT
aiti-13702	97	28	is	be	AUX
aiti-13702	97	29	widely	widely	ADV
aiti-13702	97	30	used	use	VERB
aiti-13702	97	31	in	in	ADP
aiti-13702	97	32	various	various	ADJ
aiti-13702	97	33	image	image	NOUN
aiti-13702	97	34	processing	processing	NOUN
aiti-13702	97	35	tasks	task	NOUN
aiti-13702	97	36	,	,	PUNCT
aiti-13702	97	37	including	include	VERB
aiti-13702	97	38	object	object	NOUN
aiti-13702	97	39	detection	detection	NOUN
aiti-13702	97	40	,	,	PUNCT
aiti-13702	97	41	feature	feature	NOUN
aiti-13702	97	42	extraction	extraction	NOUN
aiti-13702	97	43	,	,	PUNCT
aiti-13702	97	44	and	and	CCONJ
aiti-13702	97	45	image	image	NOUN
aiti-13702	97	46	segmentation	segmentation	NOUN
aiti-13702	97	47	.	.	PUNCT
aiti-13702	98	1	the	the	DET
aiti-13702	98	2	algorithm	algorithm	NOUN
aiti-13702	98	3	involves	involve	VERB
aiti-13702	98	4	four	four	NUM
aiti-13702	98	5	steps	step	NOUN
aiti-13702	98	6	:	:	PUNCT
aiti-13702	98	7	gaussian	gaussian	ADJ
aiti-13702	98	8	smoothing	smoothing	NOUN
aiti-13702	98	9	,	,	PUNCT
aiti-13702	98	10	gradient	gradient	ADJ
aiti-13702	98	11	calculation	calculation	NOUN
aiti-13702	98	12	,	,	PUNCT
aiti-13702	98	13	nonmaximum	nonmaximum	ADJ
aiti-13702	98	14	suppression	suppression	NOUN
aiti-13702	98	15	,	,	PUNCT
aiti-13702	98	16	and	and	CCONJ
aiti-13702	98	17	hysteresis	hysteresis	NOUN
aiti-13702	98	18	thresholding	thresholding	NOUN
aiti-13702	98	19	.	.	PUNCT
aiti-13702	99	1	first	first	ADV
aiti-13702	99	2	,	,	PUNCT
aiti-13702	99	3	before	before	ADP
aiti-13702	99	4	detecting	detect	VERB
aiti-13702	99	5	edges	edge	NOUN
aiti-13702	99	6	in	in	ADP
aiti-13702	99	7	the	the	DET
aiti-13702	99	8	image	image	NOUN
aiti-13702	99	9	,	,	PUNCT
aiti-13702	99	10	gaussian	gaussian	ADJ
aiti-13702	99	11	blurring	blurring	NOUN
aiti-13702	99	12	is	be	AUX
aiti-13702	99	13	applied	apply	VERB
aiti-13702	99	14	to	to	PART
aiti-13702	99	15	reduce	reduce	VERB
aiti-13702	99	16	noise	noise	NOUN
aiti-13702	99	17	,	,	PUNCT
aiti-13702	99	18	typically	typically	ADV
aiti-13702	99	19	using	use	VERB
aiti-13702	99	20	a	a	DET
aiti-13702	99	21	gaussian	gaussian	ADJ
aiti-13702	99	22	smoothing	smooth	VERB
aiti-13702	99	23	filter	filter	NOUN
aiti-13702	99	24	.	.	PUNCT
aiti-13702	100	1	second	second	ADJ
aiti-13702	100	2	,	,	PUNCT
aiti-13702	100	3	gradients	gradient	NOUN
aiti-13702	100	4	are	be	AUX
aiti-13702	100	5	computed	compute	VERB
aiti-13702	100	6	using	use	VERB
aiti-13702	100	7	sobel	sobel	NOUN
aiti-13702	100	8	filters	filter	NOUN
aiti-13702	100	9	to	to	PART
aiti-13702	100	10	compute	compute	VERB
aiti-13702	100	11	the	the	DET
aiti-13702	100	12	gradient	gradient	ADJ
aiti-13702	100	13	magnitude	magnitude	NOUN
aiti-13702	100	14	and	and	CCONJ
aiti-13702	100	15	direction	direction	NOUN
aiti-13702	100	16	for	for	ADP
aiti-13702	100	17	each	each	DET
aiti-13702	100	18	pixel	pixel	NOUN
aiti-13702	100	19	.	.	PUNCT
aiti-13702	101	1	third	third	ADJ
aiti-13702	101	2	,	,	PUNCT
aiti-13702	101	3	non	non	ADJ
aiti-13702	101	4	-	-	ADJ
aiti-13702	101	5	maximum	maximum	ADJ
aiti-13702	101	6	suppression	suppression	NOUN
aiti-13702	101	7	is	be	AUX
aiti-13702	101	8	applied	apply	VERB
aiti-13702	101	9	to	to	PART
aiti-13702	101	10	filter	filter	VERB
aiti-13702	101	11	out	out	ADP
aiti-13702	101	12	pixels	pixel	NOUN
aiti-13702	101	13	by	by	ADP
aiti-13702	101	14	retaining	retain	VERB
aiti-13702	101	15	only	only	ADV
aiti-13702	101	16	those	those	PRON
aiti-13702	101	17	where	where	SCONJ
aiti-13702	101	18	the	the	DET
aiti-13702	101	19	gradient	gradient	NOUN
aiti-13702	101	20	has	have	VERB
aiti-13702	101	21	the	the	DET
aiti-13702	101	22	maximum	maximum	ADJ
aiti-13702	101	23	magnitude	magnitude	NOUN
aiti-13702	101	24	in	in	ADP
aiti-13702	101	25	its	its	PRON
aiti-13702	101	26	direction	direction	NOUN
aiti-13702	101	27	,	,	PUNCT
aiti-13702	101	28	preserving	preserve	VERB
aiti-13702	101	29	finer	fine	ADJ
aiti-13702	101	30	edges	edge	NOUN
aiti-13702	101	31	.	.	PUNCT
aiti-13702	102	1	finally	finally	ADV
aiti-13702	102	2	,	,	PUNCT
aiti-13702	102	3	double	double	ADJ
aiti-13702	102	4	thresholding	thresholding	NOUN
aiti-13702	102	5	is	be	AUX
aiti-13702	102	6	applied	apply	VERB
aiti-13702	102	7	using	use	VERB
aiti-13702	102	8	two	two	NUM
aiti-13702	102	9	thresholds	threshold	NOUN
aiti-13702	102	10	:	:	PUNCT
aiti-13702	102	11	a	a	DET
aiti-13702	102	12	low	low	ADJ
aiti-13702	102	13	threshold	threshold	NOUN
aiti-13702	102	14	and	and	CCONJ
aiti-13702	102	15	a	a	DET
aiti-13702	102	16	high	high	ADJ
aiti-13702	102	17	threshold	threshold	NOUN
aiti-13702	102	18	.	.	PUNCT
aiti-13702	103	1	these	these	DET
aiti-13702	103	2	thresholds	threshold	NOUN
aiti-13702	103	3	are	be	AUX
aiti-13702	103	4	used	use	VERB
aiti-13702	103	5	to	to	PART
aiti-13702	103	6	select	select	VERB
aiti-13702	103	7	edges	edge	NOUN
aiti-13702	103	8	by	by	ADP
aiti-13702	103	9	either	either	CCONJ
aiti-13702	103	10	preserving	preserve	VERB
aiti-13702	103	11	or	or	CCONJ
aiti-13702	103	12	discarding	discard	VERB
aiti-13702	103	13	pixels	pixel	NOUN
aiti-13702	103	14	based	base	VERB
aiti-13702	103	15	on	on	ADP
aiti-13702	103	16	their	their	PRON
aiti-13702	103	17	edge	edge	NOUN
aiti-13702	103	18	strength	strength	NOUN
aiti-13702	103	19	.	.	PUNCT
aiti-13702	104	1	hough	hough	PROPN
aiti-13702	104	2	transform	transform	VERB
aiti-13702	104	3	(	(	PUNCT
aiti-13702	104	4	a013	a013	PROPN
aiti-13702	104	5	)	)	PUNCT
aiti-13702	104	6	,	,	PUNCT
aiti-13702	104	7	a	a	DET
aiti-13702	104	8	technique	technique	NOUN
aiti-13702	104	9	used	use	VERB
aiti-13702	104	10	to	to	PART
aiti-13702	104	11	detect	detect	VERB
aiti-13702	104	12	geometric	geometric	ADJ
aiti-13702	104	13	shapes	shape	NOUN
aiti-13702	104	14	such	such	ADJ
aiti-13702	104	15	as	as	ADP
aiti-13702	104	16	lines	line	NOUN
aiti-13702	104	17	and	and	CCONJ
aiti-13702	104	18	circles	circle	NOUN
aiti-13702	104	19	in	in	ADP
aiti-13702	104	20	images	image	NOUN
aiti-13702	104	21	,	,	PUNCT
aiti-13702	104	22	uses	use	VERB
aiti-13702	104	23	a	a	DET
aiti-13702	104	24	voting	voting	NOUN
aiti-13702	104	25	mechanism	mechanism	NOUN
aiti-13702	104	26	to	to	PART
aiti-13702	104	27	confirm	confirm	VERB
aiti-13702	104	28	lines	line	NOUN
aiti-13702	104	29	,	,	PUNCT
aiti-13702	104	30	with	with	SCONJ
aiti-13702	104	31	line	line	NOUN
aiti-13702	104	32	equations	equation	NOUN
aiti-13702	104	33	typically	typically	ADV
aiti-13702	104	34	represented	represent	VERB
aiti-13702	104	35	using	use	VERB
aiti-13702	104	36	the	the	DET
aiti-13702	104	37	slope	slope	NOUN
aiti-13702	104	38	-	-	PUNCT
aiti-13702	104	39	intercept	intercept	NOUN
aiti-13702	104	40	form	form	NOUN
aiti-13702	104	41	.	.	PUNCT
aiti-13702	105	1	when	when	SCONJ
aiti-13702	105	2	a	a	DET
aiti-13702	105	3	line	line	NOUN
aiti-13702	105	4	is	be	AUX
aiti-13702	105	5	perpendicular	perpendicular	ADJ
aiti-13702	105	6	to	to	ADP
aiti-13702	105	7	the	the	DET
aiti-13702	105	8	x	x	NOUN
aiti-13702	105	9	-	-	NOUN
aiti-13702	105	10	axis	axis	ADJ
aiti-13702	105	11	,	,	PUNCT
aiti-13702	105	12	the	the	DET
aiti-13702	105	13	slope	slope	NOUN
aiti-13702	105	14	becomes	become	VERB
aiti-13702	105	15	infinite	infinite	ADJ
aiti-13702	105	16	,	,	PUNCT
aiti-13702	105	17	which	which	PRON
aiti-13702	105	18	can	can	AUX
aiti-13702	105	19	lead	lead	VERB
aiti-13702	105	20	to	to	ADP
aiti-13702	105	21	computational	computational	ADJ
aiti-13702	105	22	difficulties	difficulty	NOUN
aiti-13702	105	23	.	.	PUNCT
aiti-13702	106	1	therefore	therefore	ADV
aiti-13702	106	2	,	,	PUNCT
aiti-13702	106	3	the	the	DET
aiti-13702	106	4	hough	hough	PROPN
aiti-13702	106	5	transform	transform	VERB
aiti-13702	106	6	uses	use	VERB
aiti-13702	106	7	normal	normal	ADJ
aiti-13702	106	8	parametrization	parametrization	NOUN
aiti-13702	106	9	to	to	PART
aiti-13702	106	10	represent	represent	VERB
aiti-13702	106	11	lines	line	NOUN
aiti-13702	106	12	in	in	ADP
aiti-13702	106	13	such	such	ADJ
aiti-13702	106	14	cases	case	NOUN
aiti-13702	106	15	.	.	PUNCT
aiti-13702	107	1	a	a	DET
aiti-13702	107	2	point	point	NOUN
aiti-13702	107	3	can	can	AUX
aiti-13702	107	4	be	be	AUX
aiti-13702	107	5	the	the	DET
aiti-13702	107	6	intersection	intersection	NOUN
aiti-13702	107	7	of	of	ADP
aiti-13702	107	8	infinitely	infinitely	ADV
aiti-13702	107	9	many	many	ADJ
aiti-13702	107	10	lines	line	NOUN
aiti-13702	107	11	.	.	PUNCT
aiti-13702	108	1	when	when	SCONJ
aiti-13702	108	2	these	these	DET
aiti-13702	108	3	lines	line	NOUN
aiti-13702	108	4	are	be	AUX
aiti-13702	108	5	transformed	transform	VERB
aiti-13702	108	6	into	into	ADP
aiti-13702	108	7	polar	polar	ADJ
aiti-13702	108	8	coordinates	coordinate	NOUN
aiti-13702	108	9	through	through	ADP
aiti-13702	108	10	plane	plane	NOUN
aiti-13702	108	11	coordinate	coordinate	NOUN
aiti-13702	108	12	transformation	transformation	NOUN
aiti-13702	108	13	,	,	PUNCT
aiti-13702	108	14	if	if	SCONJ
aiti-13702	108	15	the	the	DET
aiti-13702	108	16	curves	curve	NOUN
aiti-13702	108	17	formed	form	VERB
aiti-13702	108	18	by	by	ADP
aiti-13702	108	19	two	two	NUM
aiti-13702	108	20	points	point	NOUN
aiti-13702	108	21	intersect	intersect	ADJ
aiti-13702	108	22	in	in	ADP
aiti-13702	108	23	polar	polar	ADJ
aiti-13702	108	24	coordinates	coordinate	NOUN
aiti-13702	108	25	,	,	PUNCT
aiti-13702	108	26	it	it	PRON
aiti-13702	108	27	implies	imply	VERB
aiti-13702	108	28	that	that	SCONJ
aiti-13702	108	29	the	the	DET
aiti-13702	108	30	two	two	NUM
aiti-13702	108	31	points	point	NOUN
aiti-13702	108	32	are	be	AUX
aiti-13702	108	33	on	on	ADP
aiti-13702	108	34	the	the	DET
aiti-13702	108	35	same	same	ADJ
aiti-13702	108	36	straight	straight	ADJ
aiti-13702	108	37	line	line	NOUN
aiti-13702	108	38	.	.	PUNCT
aiti-13702	109	1	in	in	ADP
aiti-13702	109	2	the	the	DET
aiti-13702	109	3	player	player	NOUN
aiti-13702	109	4	detection	detection	NOUN
aiti-13702	109	5	component	component	NOUN
aiti-13702	109	6	of	of	ADP
aiti-13702	109	7	this	this	DET
aiti-13702	109	8	study	study	NOUN
aiti-13702	109	9	,	,	PUNCT
aiti-13702	109	10	a	a	DET
aiti-13702	109	11	modified	modify	VERB
aiti-13702	109	12	yolov5s	yolov5s	PROPN
aiti-13702	109	13	model	model	NOUN
aiti-13702	109	14	(	(	PUNCT
aiti-13702	109	15	a02	a02	PROPN
aiti-13702	109	16	)	)	PUNCT
aiti-13702	109	17	is	be	AUX
aiti-13702	109	18	applied	apply	VERB
aiti-13702	109	19	.	.	PUNCT
aiti-13702	110	1	the	the	DET
aiti-13702	110	2	main	main	ADJ
aiti-13702	110	3	modification	modification	NOUN
aiti-13702	110	4	of	of	ADP
aiti-13702	110	5	the	the	DET
aiti-13702	110	6	model	model	NOUN
aiti-13702	110	7	involves	involve	VERB
aiti-13702	110	8	changing	change	VERB
aiti-13702	110	9	the	the	DET
aiti-13702	110	10	backbone	backbone	NOUN
aiti-13702	110	11	architecture	architecture	NOUN
aiti-13702	110	12	of	of	ADP
aiti-13702	110	13	yolov5s	yolov5s	PROPN
aiti-13702	110	14	to	to	ADP
aiti-13702	110	15	those	those	PRON
aiti-13702	110	16	of	of	ADP
aiti-13702	110	17	other	other	ADJ
aiti-13702	110	18	models	model	NOUN
aiti-13702	110	19	to	to	PART
aiti-13702	110	20	reduce	reduce	VERB
aiti-13702	110	21	computation	computation	NOUN
aiti-13702	110	22	and	and	CCONJ
aiti-13702	110	23	increase	increase	VERB
aiti-13702	110	24	processing	processing	NOUN
aiti-13702	110	25	speed	speed	NOUN
aiti-13702	110	26	.	.	PUNCT
aiti-13702	111	1	advances	advance	NOUN
aiti-13702	111	2	in	in	ADP
aiti-13702	111	3	technology	technology	NOUN
aiti-13702	111	4	innovation	innovation	NOUN
aiti-13702	111	5	,	,	PUNCT
aiti-13702	111	6	vol	vol	NOUN
aiti-13702	111	7	.	.	PROPN
aiti-13702	112	1	9	9	NUM
aiti-13702	112	2	,	,	PUNCT
aiti-13702	112	3	no	no	INTJ
aiti-13702	112	4	.	.	NOUN
aiti-13702	112	5	3	3	NUM
aiti-13702	112	6	,	,	PUNCT
aiti-13702	112	7	2024	2024	NUM
aiti-13702	112	8	,	,	PUNCT
aiti-13702	112	9	pp	pp	ADJ
aiti-13702	112	10	.	.	PUNCT
aiti-13702	113	1	157	157	NUM
aiti-13702	113	2	-	-	SYM
aiti-13702	113	3	171	171	NUM
aiti-13702	113	4	161	161	NUM
aiti-13702	113	5	a.	a.	NOUN
aiti-13702	113	6	yolov5s	yolov5s	NOUN
aiti-13702	113	7	(	(	PUNCT
aiti-13702	113	8	a02	a02	PROPN
aiti-13702	113	9	)	)	PUNCT
aiti-13702	113	10	for	for	ADP
aiti-13702	113	11	the	the	DET
aiti-13702	113	12	yolov5s	yolov5s	PROPN
aiti-13702	113	13	input	input	NOUN
aiti-13702	113	14	,	,	PUNCT
aiti-13702	113	15	the	the	DET
aiti-13702	113	16	mosaic	mosaic	ADJ
aiti-13702	113	17	data	datum	NOUN
aiti-13702	113	18	augmentation	augmentation	NOUN
aiti-13702	113	19	method	method	NOUN
aiti-13702	113	20	is	be	AUX
aiti-13702	113	21	applied	apply	VERB
aiti-13702	113	22	,	,	PUNCT
aiti-13702	113	23	as	as	SCONJ
aiti-13702	113	24	it	it	PRON
aiti-13702	113	25	is	be	AUX
aiti-13702	113	26	for	for	ADP
aiti-13702	113	27	yolov4	yolov4	PROPN
aiti-13702	113	28	,	,	PUNCT
aiti-13702	113	29	and	and	CCONJ
aiti-13702	113	30	adaptive	adaptive	ADJ
aiti-13702	113	31	computation	computation	NOUN
aiti-13702	113	32	and	and	CCONJ
aiti-13702	113	33	scaling	scaling	NOUN
aiti-13702	113	34	of	of	ADP
aiti-13702	113	35	anchor	anchor	NOUN
aiti-13702	113	36	boxes	box	NOUN
aiti-13702	113	37	are	be	AUX
aiti-13702	113	38	incorporated	incorporate	VERB
aiti-13702	113	39	.	.	PUNCT
aiti-13702	114	1	the	the	DET
aiti-13702	114	2	mosaic	mosaic	ADJ
aiti-13702	114	3	data	datum	NOUN
aiti-13702	114	4	augmentation	augmentation	NOUN
aiti-13702	114	5	technique	technique	NOUN
aiti-13702	114	6	combines	combine	VERB
aiti-13702	114	7	multiple	multiple	ADJ
aiti-13702	114	8	images	image	NOUN
aiti-13702	114	9	by	by	ADP
aiti-13702	114	10	randomly	randomly	ADV
aiti-13702	114	11	cropping	cropping	NOUN
aiti-13702	114	12	,	,	PUNCT
aiti-13702	114	13	scaling	scaling	NOUN
aiti-13702	114	14	,	,	PUNCT
aiti-13702	114	15	and	and	CCONJ
aiti-13702	114	16	arranging	arrange	VERB
aiti-13702	114	17	them	they	PRON
aiti-13702	114	18	to	to	PART
aiti-13702	114	19	increase	increase	VERB
aiti-13702	114	20	the	the	DET
aiti-13702	114	21	diversity	diversity	NOUN
aiti-13702	114	22	of	of	ADP
aiti-13702	114	23	training	training	NOUN
aiti-13702	114	24	data	datum	NOUN
aiti-13702	114	25	.	.	PUNCT
aiti-13702	115	1	this	this	DET
aiti-13702	115	2	approach	approach	NOUN
aiti-13702	115	3	can	can	AUX
aiti-13702	115	4	improve	improve	VERB
aiti-13702	115	5	a	a	DET
aiti-13702	115	6	model	model	NOUN
aiti-13702	115	7	’s	’s	PART
aiti-13702	115	8	sensitivity	sensitivity	NOUN
aiti-13702	115	9	to	to	PART
aiti-13702	115	10	object	object	VERB
aiti-13702	115	11	detection	detection	NOUN
aiti-13702	115	12	in	in	ADP
aiti-13702	115	13	different	different	ADJ
aiti-13702	115	14	scenes	scene	NOUN
aiti-13702	115	15	and	and	CCONJ
aiti-13702	115	16	at	at	ADP
aiti-13702	115	17	different	different	ADJ
aiti-13702	115	18	angles	angle	NOUN
aiti-13702	115	19	.	.	PUNCT
aiti-13702	116	1	the	the	DET
aiti-13702	116	2	backbone	backbone	NOUN
aiti-13702	116	3	of	of	ADP
aiti-13702	116	4	the	the	DET
aiti-13702	116	5	yolov5s	yolov5s	PROPN
aiti-13702	116	6	model	model	NOUN
aiti-13702	116	7	mainly	mainly	ADV
aiti-13702	116	8	extracts	extract	VERB
aiti-13702	116	9	image	image	NOUN
aiti-13702	116	10	features	feature	NOUN
aiti-13702	116	11	by	by	ADP
aiti-13702	116	12	converting	convert	VERB
aiti-13702	116	13	an	an	DET
aiti-13702	116	14	input	input	NOUN
aiti-13702	116	15	image	image	NOUN
aiti-13702	116	16	into	into	ADP
aiti-13702	116	17	multilayer	multilayer	ADJ
aiti-13702	116	18	feature	feature	NOUN
aiti-13702	116	19	maps	map	NOUN
aiti-13702	116	20	,	,	PUNCT
aiti-13702	116	21	which	which	PRON
aiti-13702	116	22	are	be	AUX
aiti-13702	116	23	used	use	VERB
aiti-13702	116	24	for	for	ADP
aiti-13702	116	25	subsequent	subsequent	ADJ
aiti-13702	116	26	object	object	NOUN
aiti-13702	116	27	detection	detection	NOUN
aiti-13702	116	28	tasks	task	NOUN
aiti-13702	116	29	.	.	PUNCT
aiti-13702	117	1	its	its	PRON
aiti-13702	117	2	structure	structure	NOUN
aiti-13702	117	3	mainly	mainly	ADV
aiti-13702	117	4	consists	consist	VERB
aiti-13702	117	5	of	of	ADP
aiti-13702	117	6	the	the	DET
aiti-13702	117	7	focus	focus	NOUN
aiti-13702	117	8	module	module	NOUN
aiti-13702	117	9	,	,	PUNCT
aiti-13702	117	10	the	the	DET
aiti-13702	117	11	conv	conv	NOUN
aiti-13702	117	12	module	module	NOUN
aiti-13702	117	13	,	,	PUNCT
aiti-13702	117	14	the	the	DET
aiti-13702	117	15	c3	c3	PROPN
aiti-13702	117	16	module	module	NOUN
aiti-13702	117	17	,	,	PUNCT
aiti-13702	117	18	and	and	CCONJ
aiti-13702	117	19	the	the	DET
aiti-13702	117	20	spatial	spatial	ADJ
aiti-13702	117	21	pyramid	pyramid	NOUN
aiti-13702	117	22	pooling	pooling	NOUN
aiti-13702	117	23	-	-	PUNCT
aiti-13702	117	24	fast	fast	ADJ
aiti-13702	117	25	(	(	PUNCT
aiti-13702	117	26	sppf	sppf	ADJ
aiti-13702	117	27	)	)	PUNCT
aiti-13702	117	28	module	module	NOUN
aiti-13702	117	29	.	.	PUNCT
aiti-13702	118	1	fig	fig	NOUN
aiti-13702	118	2	.	.	PUNCT
aiti-13702	119	1	3	3	NUM
aiti-13702	119	2	illustrates	illustrate	VERB
aiti-13702	119	3	the	the	DET
aiti-13702	119	4	architecture	architecture	NOUN
aiti-13702	119	5	of	of	ADP
aiti-13702	119	6	the	the	DET
aiti-13702	119	7	yolov5s	yolov5s	PROPN
aiti-13702	119	8	model	model	NOUN
aiti-13702	119	9	.	.	PUNCT
aiti-13702	120	1	fig	fig	NOUN
aiti-13702	120	2	.	.	PUNCT
aiti-13702	121	1	3	3	NUM
aiti-13702	121	2	architecture	architecture	NOUN
aiti-13702	121	3	of	of	ADP
aiti-13702	121	4	yolov5s	yolov5s	PROPN
aiti-13702	121	5	model	model	VERB
aiti-13702	121	6	the	the	DET
aiti-13702	121	7	focus	focus	NOUN
aiti-13702	121	8	module	module	NOUN
aiti-13702	121	9	in	in	ADP
aiti-13702	121	10	yolov5s	yolov5s	PROPN
aiti-13702	121	11	is	be	AUX
aiti-13702	121	12	used	use	VERB
aiti-13702	121	13	for	for	ADP
aiti-13702	121	14	slice	slice	NOUN
aiti-13702	121	15	operation	operation	NOUN
aiti-13702	121	16	.	.	PUNCT
aiti-13702	122	1	it	it	PRON
aiti-13702	122	2	is	be	AUX
aiti-13702	122	3	designed	design	VERB
aiti-13702	122	4	to	to	PART
aiti-13702	122	5	process	process	VERB
aiti-13702	122	6	input	input	NOUN
aiti-13702	122	7	images	image	NOUN
aiti-13702	122	8	efficiently	efficiently	ADV
aiti-13702	122	9	by	by	ADP
aiti-13702	122	10	reducing	reduce	VERB
aiti-13702	122	11	computation	computation	NOUN
aiti-13702	122	12	while	while	SCONJ
aiti-13702	122	13	preserving	preserve	VERB
aiti-13702	122	14	relevant	relevant	ADJ
aiti-13702	122	15	features	feature	NOUN
aiti-13702	122	16	.	.	PUNCT
aiti-13702	123	1	for	for	ADP
aiti-13702	123	2	example	example	NOUN
aiti-13702	123	3	,	,	PUNCT
aiti-13702	123	4	after	after	ADP
aiti-13702	123	5	receiving	receive	VERB
aiti-13702	123	6	an	an	DET
aiti-13702	123	7	input	input	NOUN
aiti-13702	123	8	image	image	NOUN
aiti-13702	123	9	of	of	ADP
aiti-13702	123	10	the	the	DET
aiti-13702	123	11	size	size	NOUN
aiti-13702	123	12	608	608	NUM
aiti-13702	123	13	×	×	NOUN
aiti-13702	123	14	608	608	NUM
aiti-13702	123	15	×	×	NOUN
aiti-13702	123	16	3	3	NUM
aiti-13702	123	17	,	,	PUNCT
aiti-13702	123	18	the	the	DET
aiti-13702	123	19	module	module	NOUN
aiti-13702	123	20	performs	perform	VERB
aiti-13702	123	21	slice	slice	NOUN
aiti-13702	123	22	operations	operation	NOUN
aiti-13702	123	23	to	to	PART
aiti-13702	123	24	transform	transform	VERB
aiti-13702	123	25	it	it	PRON
aiti-13702	123	26	into	into	ADP
aiti-13702	123	27	a	a	DET
aiti-13702	123	28	feature	feature	NOUN
aiti-13702	123	29	map	map	NOUN
aiti-13702	123	30	of	of	ADP
aiti-13702	123	31	the	the	DET
aiti-13702	123	32	size	size	NOUN
aiti-13702	123	33	304	304	NUM
aiti-13702	123	34	×	×	NOUN
aiti-13702	123	35	304	304	NUM
aiti-13702	123	36	×	×	NOUN
aiti-13702	123	37	12	12	NUM
aiti-13702	123	38	.	.	PUNCT
aiti-13702	124	1	it	it	PRON
aiti-13702	124	2	then	then	ADV
aiti-13702	124	3	performs	perform	VERB
aiti-13702	124	4	a	a	DET
aiti-13702	124	5	convolution	convolution	NOUN
aiti-13702	124	6	operation	operation	NOUN
aiti-13702	124	7	,	,	PUNCT
aiti-13702	124	8	which	which	PRON
aiti-13702	124	9	results	result	VERB
aiti-13702	124	10	in	in	ADP
aiti-13702	124	11	a	a	DET
aiti-13702	124	12	feature	feature	NOUN
aiti-13702	124	13	map	map	NOUN
aiti-13702	124	14	of	of	ADP
aiti-13702	124	15	the	the	DET
aiti-13702	124	16	size	size	NOUN
aiti-13702	124	17	304	304	NUM
aiti-13702	124	18	×	×	NOUN
aiti-13702	124	19	304	304	NUM
aiti-13702	124	20	×	×	NOUN
aiti-13702	124	21	32	32	NUM
aiti-13702	124	22	.	.	PUNCT
aiti-13702	125	1	the	the	DET
aiti-13702	125	2	c3	c3	PROPN
aiti-13702	125	3	module	module	NOUN
aiti-13702	125	4	comprises	comprise	VERB
aiti-13702	125	5	three	three	NUM
aiti-13702	125	6	conv	conv	ADJ
aiti-13702	125	7	modules	module	NOUN
aiti-13702	125	8	and	and	CCONJ
aiti-13702	125	9	several	several	ADJ
aiti-13702	125	10	bottleneck	bottleneck	NOUN
aiti-13702	125	11	modules	module	NOUN
aiti-13702	125	12	.	.	PUNCT
aiti-13702	126	1	each	each	DET
aiti-13702	126	2	bottleneck	bottleneck	NOUN
aiti-13702	126	3	module	module	NOUN
aiti-13702	126	4	has	have	VERB
aiti-13702	126	5	two	two	NUM
aiti-13702	126	6	convolutional	convolutional	ADJ
aiti-13702	126	7	layers	layer	NOUN
aiti-13702	126	8	.	.	PUNCT
aiti-13702	127	1	the	the	DET
aiti-13702	127	2	c3	c3	PROPN
aiti-13702	127	3	module	module	NOUN
aiti-13702	127	4	enhances	enhance	VERB
aiti-13702	127	5	the	the	DET
aiti-13702	127	6	feature	feature	NOUN
aiti-13702	127	7	extraction	extraction	NOUN
aiti-13702	127	8	capability	capability	NOUN
aiti-13702	127	9	by	by	ADP
aiti-13702	127	10	increasing	increase	VERB
aiti-13702	127	11	the	the	DET
aiti-13702	127	12	network	network	NOUN
aiti-13702	127	13	’s	’s	PART
aiti-13702	127	14	depth	depth	NOUN
aiti-13702	127	15	.	.	PUNCT
aiti-13702	128	1	fig	fig	NOUN
aiti-13702	128	2	.	.	PUNCT
aiti-13702	129	1	4	4	NUM
aiti-13702	129	2	illustrates	illustrate	VERB
aiti-13702	129	3	the	the	DET
aiti-13702	129	4	architecture	architecture	NOUN
aiti-13702	129	5	of	of	ADP
aiti-13702	129	6	the	the	DET
aiti-13702	129	7	c3	c3	PROPN
aiti-13702	129	8	module	module	NOUN
aiti-13702	129	9	.	.	PUNCT
aiti-13702	130	1	fig	fig	NOUN
aiti-13702	130	2	.	.	PUNCT
aiti-13702	131	1	4	4	NUM
aiti-13702	131	2	architecture	architecture	NOUN
aiti-13702	131	3	of	of	ADP
aiti-13702	131	4	c3	c3	PROPN
aiti-13702	131	5	module	module	NOUN
aiti-13702	131	6	162	162	NUM
aiti-13702	131	7	advances	advance	NOUN
aiti-13702	131	8	in	in	ADP
aiti-13702	131	9	technology	technology	NOUN
aiti-13702	131	10	innovation	innovation	NOUN
aiti-13702	131	11	,	,	PUNCT
aiti-13702	131	12	vol	vol	NOUN
aiti-13702	131	13	.	.	PROPN
aiti-13702	132	1	9	9	NUM
aiti-13702	132	2	,	,	PUNCT
aiti-13702	132	3	no	no	INTJ
aiti-13702	132	4	.	.	NOUN
aiti-13702	132	5	3	3	NUM
aiti-13702	132	6	,	,	PUNCT
aiti-13702	132	7	2024	2024	NUM
aiti-13702	132	8	,	,	PUNCT
aiti-13702	132	9	pp	pp	ADJ
aiti-13702	132	10	.	.	PUNCT
aiti-13702	133	1	157	157	NUM
aiti-13702	133	2	-	-	SYM
aiti-13702	133	3	171	171	NUM
aiti-13702	133	4	sppf	sppf	NOUN
aiti-13702	133	5	is	be	AUX
aiti-13702	133	6	an	an	DET
aiti-13702	133	7	improved	improved	ADJ
aiti-13702	133	8	version	version	NOUN
aiti-13702	133	9	based	base	VERB
aiti-13702	133	10	on	on	ADP
aiti-13702	133	11	spatial	spatial	ADJ
aiti-13702	133	12	pyramid	pyramid	NOUN
aiti-13702	133	13	pooling	pool	VERB
aiti-13702	133	14	(	(	PUNCT
aiti-13702	133	15	spp	spp	NOUN
aiti-13702	133	16	)	)	PUNCT
aiti-13702	133	17	.	.	PUNCT
aiti-13702	134	1	it	it	PRON
aiti-13702	134	2	processes	process	VERB
aiti-13702	134	3	input	input	NOUN
aiti-13702	134	4	through	through	ADP
aiti-13702	134	5	multiple	multiple	ADJ
aiti-13702	134	6	maxpool	maxpool	ADJ
aiti-13702	134	7	layers	layer	NOUN
aiti-13702	134	8	of	of	ADP
aiti-13702	134	9	different	different	ADJ
aiti-13702	134	10	sizes	size	NOUN
aiti-13702	134	11	to	to	PART
aiti-13702	134	12	obtain	obtain	VERB
aiti-13702	134	13	feature	feature	NOUN
aiti-13702	134	14	information	information	NOUN
aiti-13702	134	15	at	at	ADP
aiti-13702	134	16	different	different	ADJ
aiti-13702	134	17	scales	scale	NOUN
aiti-13702	134	18	.	.	PUNCT
aiti-13702	135	1	these	these	DET
aiti-13702	135	2	features	feature	NOUN
aiti-13702	135	3	are	be	AUX
aiti-13702	135	4	then	then	ADV
aiti-13702	135	5	merged	merge	VERB
aiti-13702	135	6	.	.	PUNCT
aiti-13702	136	1	this	this	PRON
aiti-13702	136	2	is	be	AUX
aiti-13702	136	3	completed	complete	VERB
aiti-13702	136	4	to	to	PART
aiti-13702	136	5	address	address	VERB
aiti-13702	136	6	the	the	DET
aiti-13702	136	7	multiscale	multiscale	ADJ
aiti-13702	136	8	problem	problem	NOUN
aiti-13702	136	9	in	in	ADP
aiti-13702	136	10	object	object	NOUN
aiti-13702	136	11	recognition	recognition	NOUN
aiti-13702	136	12	tasks	task	NOUN
aiti-13702	136	13	.	.	PUNCT
aiti-13702	137	1	fig	fig	NOUN
aiti-13702	137	2	.	.	PUNCT
aiti-13702	138	1	5	5	NUM
aiti-13702	138	2	illustrates	illustrate	VERB
aiti-13702	138	3	the	the	DET
aiti-13702	138	4	architecture	architecture	NOUN
aiti-13702	138	5	.	.	PUNCT
aiti-13702	139	1	fig	fig	NOUN
aiti-13702	139	2	.	.	PUNCT
aiti-13702	140	1	5	5	NUM
aiti-13702	140	2	architecture	architecture	NOUN
aiti-13702	140	3	of	of	ADP
aiti-13702	140	4	the	the	DET
aiti-13702	140	5	sppf	sppf	ADJ
aiti-13702	140	6	module	module	NOUN
aiti-13702	140	7	the	the	DET
aiti-13702	140	8	neck	neck	NOUN
aiti-13702	140	9	of	of	ADP
aiti-13702	140	10	the	the	DET
aiti-13702	140	11	yolov5s	yolov5s	PROPN
aiti-13702	140	12	model	model	NOUN
aiti-13702	140	13	is	be	AUX
aiti-13702	140	14	used	use	VERB
aiti-13702	140	15	for	for	ADP
aiti-13702	140	16	feature	feature	NOUN
aiti-13702	140	17	fusion	fusion	NOUN
aiti-13702	140	18	and	and	CCONJ
aiti-13702	140	19	enhancement	enhancement	NOUN
aiti-13702	140	20	.	.	PUNCT
aiti-13702	141	1	it	it	PRON
aiti-13702	141	2	uses	use	VERB
aiti-13702	141	3	the	the	DET
aiti-13702	141	4	feature	feature	NOUN
aiti-13702	141	5	pyramid	pyramid	NOUN
aiti-13702	141	6	network	network	NOUN
aiti-13702	141	7	(	(	PUNCT
aiti-13702	141	8	fpn	fpn	PROPN
aiti-13702	141	9	)	)	PUNCT
aiti-13702	141	10	and	and	CCONJ
aiti-13702	141	11	path	path	NOUN
aiti-13702	141	12	aggregation	aggregation	NOUN
aiti-13702	141	13	network	network	NOUN
aiti-13702	141	14	(	(	PUNCT
aiti-13702	141	15	pan	pan	NOUN
aiti-13702	141	16	)	)	PUNCT
aiti-13702	141	17	structure	structure	NOUN
aiti-13702	141	18	to	to	PART
aiti-13702	141	19	combine	combine	VERB
aiti-13702	141	20	image	image	NOUN
aiti-13702	141	21	features	feature	NOUN
aiti-13702	141	22	and	and	CCONJ
aiti-13702	141	23	pass	pass	VERB
aiti-13702	141	24	them	they	PRON
aiti-13702	141	25	to	to	ADP
aiti-13702	141	26	the	the	DET
aiti-13702	141	27	prediction	prediction	NOUN
aiti-13702	141	28	layer	layer	NOUN
aiti-13702	141	29	.	.	PUNCT
aiti-13702	142	1	in	in	ADP
aiti-13702	142	2	the	the	DET
aiti-13702	142	3	fpn	fpn	PROPN
aiti-13702	142	4	structure	structure	NOUN
aiti-13702	142	5	,	,	PUNCT
aiti-13702	142	6	information	information	NOUN
aiti-13702	142	7	flows	flow	VERB
aiti-13702	142	8	from	from	ADP
aiti-13702	142	9	top	top	NOUN
aiti-13702	142	10	to	to	ADP
aiti-13702	142	11	bottom	bottom	NOUN
aiti-13702	142	12	,	,	PUNCT
aiti-13702	142	13	with	with	ADP
aiti-13702	142	14	features	feature	NOUN
aiti-13702	142	15	from	from	ADP
aiti-13702	142	16	higher	high	ADJ
aiti-13702	142	17	layers	layer	NOUN
aiti-13702	142	18	merged	merge	VERB
aiti-13702	142	19	with	with	ADP
aiti-13702	142	20	those	those	PRON
aiti-13702	142	21	from	from	ADP
aiti-13702	142	22	lower	low	ADJ
aiti-13702	142	23	layers	layer	NOUN
aiti-13702	142	24	through	through	ADP
aiti-13702	142	25	upsampling	upsample	VERB
aiti-13702	142	26	.	.	PUNCT
aiti-13702	143	1	pan	pan	NOUN
aiti-13702	143	2	is	be	AUX
aiti-13702	143	3	a	a	DET
aiti-13702	143	4	feature	feature	NOUN
aiti-13702	143	5	fusion	fusion	NOUN
aiti-13702	143	6	structure	structure	NOUN
aiti-13702	143	7	that	that	PRON
aiti-13702	143	8	adds	add	VERB
aiti-13702	143	9	a	a	DET
aiti-13702	143	10	layer	layer	NOUN
aiti-13702	143	11	of	of	ADP
aiti-13702	143	12	bottom	bottom	ADJ
aiti-13702	143	13	–	–	PUNCT
aiti-13702	143	14	top	top	ADJ
aiti-13702	143	15	feature	feature	NOUN
aiti-13702	143	16	fusion	fusion	NOUN
aiti-13702	143	17	following	follow	VERB
aiti-13702	143	18	the	the	DET
aiti-13702	143	19	fpn	fpn	NOUN
aiti-13702	143	20	process	process	NOUN
aiti-13702	143	21	.	.	PUNCT
aiti-13702	144	1	fig	fig	NOUN
aiti-13702	144	2	.	.	PUNCT
aiti-13702	145	1	6	6	NUM
aiti-13702	145	2	illustrates	illustrate	VERB
aiti-13702	145	3	the	the	DET
aiti-13702	145	4	architectures	architecture	NOUN
aiti-13702	145	5	.	.	PUNCT
aiti-13702	146	1	(	(	PUNCT
aiti-13702	146	2	a	a	X
aiti-13702	146	3	)	)	PUNCT
aiti-13702	146	4	fpn	fpn	NOUN
aiti-13702	146	5	(	(	PUNCT
aiti-13702	146	6	b	b	NOUN
aiti-13702	146	7	)	)	PUNCT
aiti-13702	146	8	pan	pan	NOUN
aiti-13702	146	9	fig	fig	NOUN
aiti-13702	146	10	.	.	PUNCT
aiti-13702	147	1	6	6	NUM
aiti-13702	147	2	architectures	architecture	NOUN
aiti-13702	147	3	of	of	ADP
aiti-13702	147	4	fpn	fpn	NOUN
aiti-13702	147	5	and	and	CCONJ
aiti-13702	147	6	pan	pan	VERB
aiti-13702	147	7	the	the	DET
aiti-13702	147	8	head	head	NOUN
aiti-13702	147	9	of	of	ADP
aiti-13702	147	10	yolov5s	yolov5s	PROPN
aiti-13702	147	11	is	be	AUX
aiti-13702	147	12	responsible	responsible	ADJ
aiti-13702	147	13	for	for	ADP
aiti-13702	147	14	predicting	predict	VERB
aiti-13702	147	15	image	image	NOUN
aiti-13702	147	16	features	feature	NOUN
aiti-13702	147	17	and	and	CCONJ
aiti-13702	147	18	generating	generate	VERB
aiti-13702	147	19	bounding	bounding	NOUN
aiti-13702	147	20	boxes	box	NOUN
aiti-13702	147	21	to	to	PART
aiti-13702	147	22	predict	predict	VERB
aiti-13702	147	23	object	object	NOUN
aiti-13702	147	24	classes	class	NOUN
aiti-13702	147	25	.	.	PUNCT
aiti-13702	148	1	the	the	DET
aiti-13702	148	2	detection	detection	NOUN
aiti-13702	148	3	layer	layer	NOUN
aiti-13702	148	4	comprises	comprise	VERB
aiti-13702	148	5	several	several	ADJ
aiti-13702	148	6	components	component	NOUN
aiti-13702	148	7	,	,	PUNCT
aiti-13702	148	8	including	include	VERB
aiti-13702	148	9	anchor	anchor	NOUN
aiti-13702	148	10	boxes	box	NOUN
aiti-13702	148	11	,	,	PUNCT
aiti-13702	148	12	convolutional	convolutional	ADJ
aiti-13702	148	13	layers	layer	NOUN
aiti-13702	148	14	,	,	PUNCT
aiti-13702	148	15	prediction	prediction	NOUN
aiti-13702	148	16	layers	layer	NOUN
aiti-13702	148	17	,	,	PUNCT
aiti-13702	148	18	and	and	CCONJ
aiti-13702	148	19	nonmaximum	nonmaximum	ADJ
aiti-13702	148	20	suppression	suppression	NOUN
aiti-13702	148	21	.	.	PUNCT
aiti-13702	149	1	b.	b.	PROPN
aiti-13702	149	2	mobilenetv3	mobilenetv3	PROPN
aiti-13702	149	3	mobilenetv3	mobilenetv3	PROPN
aiti-13702	149	4	is	be	AUX
aiti-13702	149	5	a	a	DET
aiti-13702	149	6	lightweight	lightweight	ADJ
aiti-13702	149	7	cnn	cnn	NOUN
aiti-13702	149	8	that	that	PRON
aiti-13702	149	9	mainly	mainly	ADV
aiti-13702	149	10	uses	use	VERB
aiti-13702	149	11	depthwise	depthwise	PROPN
aiti-13702	149	12	separable	separable	ADJ
aiti-13702	149	13	convolution	convolution	NOUN
aiti-13702	149	14	to	to	PART
aiti-13702	149	15	reduce	reduce	VERB
aiti-13702	149	16	the	the	DET
aiti-13702	149	17	number	number	NOUN
aiti-13702	149	18	of	of	ADP
aiti-13702	149	19	model	model	NOUN
aiti-13702	149	20	parameters	parameter	NOUN
aiti-13702	149	21	while	while	SCONJ
aiti-13702	149	22	maintaining	maintain	VERB
aiti-13702	149	23	accuracy	accuracy	NOUN
aiti-13702	149	24	.	.	PUNCT
aiti-13702	150	1	in	in	ADP
aiti-13702	150	2	this	this	DET
aiti-13702	150	3	study	study	NOUN
aiti-13702	150	4	,	,	PUNCT
aiti-13702	150	5	the	the	DET
aiti-13702	150	6	backbone	backbone	NOUN
aiti-13702	150	7	of	of	ADP
aiti-13702	150	8	yolov5s	yolov5s	PROPN
aiti-13702	150	9	was	be	AUX
aiti-13702	150	10	replaced	replace	VERB
aiti-13702	150	11	with	with	ADP
aiti-13702	150	12	the	the	DET
aiti-13702	150	13	mobilenetv3	mobilenetv3	PROPN
aiti-13702	150	14	-	-	PUNCT
aiti-13702	150	15	small	small	ADJ
aiti-13702	150	16	architecture	architecture	NOUN
aiti-13702	150	17	,	,	PUNCT
aiti-13702	150	18	named	name	VERB
aiti-13702	150	19	mob_yolov5s	mob_yolov5s	NOUN
aiti-13702	150	20	,	,	PUNCT
aiti-13702	150	21	to	to	PART
aiti-13702	150	22	reduce	reduce	VERB
aiti-13702	150	23	the	the	DET
aiti-13702	150	24	number	number	NOUN
aiti-13702	150	25	of	of	ADP
aiti-13702	150	26	parameters	parameter	NOUN
aiti-13702	150	27	and	and	CCONJ
aiti-13702	150	28	achieve	achieve	VERB
aiti-13702	150	29	more	more	ADV
aiti-13702	150	30	favorable	favorable	ADJ
aiti-13702	150	31	computational	computational	ADJ
aiti-13702	150	32	speed	speed	NOUN
aiti-13702	150	33	.	.	PUNCT
aiti-13702	151	1	fig	fig	NOUN
aiti-13702	151	2	.	.	PUNCT
aiti-13702	152	1	7	7	NUM
aiti-13702	152	2	illustrates	illustrate	VERB
aiti-13702	152	3	the	the	DET
aiti-13702	152	4	mobilenetv3	mobilenetv3	PROPN
aiti-13702	152	5	-	-	PUNCT
aiti-13702	152	6	small	small	ADJ
aiti-13702	152	7	architecture	architecture	NOUN
aiti-13702	152	8	,	,	PUNCT
aiti-13702	152	9	and	and	CCONJ
aiti-13702	152	10	fig	fig	NOUN
aiti-13702	152	11	.	.	PUNCT
aiti-13702	152	12	8	8	NUM
aiti-13702	152	13	displays	display	VERB
aiti-13702	152	14	the	the	DET
aiti-13702	152	15	mob_yolov5s	mob_yolov5s	ADJ
aiti-13702	152	16	architecture	architecture	NOUN
aiti-13702	152	17	.	.	PUNCT
aiti-13702	153	1	depthwise	depthwise	NOUN
aiti-13702	153	2	separable	separable	ADJ
aiti-13702	153	3	convolution	convolution	NOUN
aiti-13702	153	4	can	can	AUX
aiti-13702	153	5	be	be	AUX
aiti-13702	153	6	divided	divide	VERB
aiti-13702	153	7	into	into	ADP
aiti-13702	153	8	two	two	NUM
aiti-13702	153	9	components	component	NOUN
aiti-13702	153	10	:	:	PUNCT
aiti-13702	153	11	depthwise	depthwise	NOUN
aiti-13702	153	12	convolution	convolution	NOUN
aiti-13702	153	13	and	and	CCONJ
aiti-13702	153	14	pointwise	pointwise	NOUN
aiti-13702	153	15	convolution	convolution	NOUN
aiti-13702	153	16	.	.	PUNCT
aiti-13702	154	1	depthwise	depthwise	NOUN
aiti-13702	154	2	convolution	convolution	NOUN
aiti-13702	154	3	performs	perform	VERB
aiti-13702	154	4	separate	separate	ADJ
aiti-13702	154	5	convolutions	convolution	NOUN
aiti-13702	154	6	on	on	ADP
aiti-13702	154	7	each	each	DET
aiti-13702	154	8	channel	channel	NOUN
aiti-13702	154	9	individually	individually	ADV
aiti-13702	154	10	.	.	PUNCT
aiti-13702	155	1	as	as	SCONJ
aiti-13702	155	2	displayed	display	VERB
aiti-13702	155	3	in	in	ADP
aiti-13702	155	4	fig	fig	NOUN
aiti-13702	155	5	.	.	PUNCT
aiti-13702	156	1	9	9	NUM
aiti-13702	156	2	,	,	PUNCT
aiti-13702	156	3	each	each	DET
aiti-13702	156	4	channel	channel	NOUN
aiti-13702	156	5	is	be	AUX
aiti-13702	156	6	convolved	convolve	VERB
aiti-13702	156	7	with	with	ADP
aiti-13702	156	8	a	a	DET
aiti-13702	156	9	separate	separate	ADJ
aiti-13702	156	10	kernel	kernel	NOUN
aiti-13702	156	11	.	.	PUNCT
aiti-13702	157	1	pointwise	pointwise	PROPN
aiti-13702	157	2	convolution	convolution	NOUN
aiti-13702	157	3	applies	apply	VERB
aiti-13702	157	4	a	a	DET
aiti-13702	157	5	1	1	NUM
aiti-13702	157	6	×	×	NOUN
aiti-13702	157	7	1	1	NUM
aiti-13702	157	8	convolution	convolution	NOUN
aiti-13702	157	9	kernel	kernel	NOUN
aiti-13702	157	10	to	to	ADP
aiti-13702	157	11	the	the	DET
aiti-13702	157	12	feature	feature	NOUN
aiti-13702	157	13	map	map	NOUN
aiti-13702	157	14	obtained	obtain	VERB
aiti-13702	157	15	from	from	ADP
aiti-13702	157	16	depthwise	depthwise	NOUN
aiti-13702	157	17	convolution	convolution	NOUN
aiti-13702	157	18	.	.	PUNCT
aiti-13702	158	1	a	a	DET
aiti-13702	158	2	flow	flow	NOUN
aiti-13702	158	3	diagram	diagram	NOUN
aiti-13702	158	4	of	of	ADP
aiti-13702	158	5	this	this	DET
aiti-13702	158	6	process	process	NOUN
aiti-13702	158	7	is	be	AUX
aiti-13702	158	8	presented	present	VERB
aiti-13702	158	9	in	in	ADP
aiti-13702	158	10	fig	fig	NOUN
aiti-13702	158	11	.	.	PUNCT
aiti-13702	159	1	10	10	NUM
aiti-13702	159	2	.	.	PUNCT
aiti-13702	160	1	advances	advance	NOUN
aiti-13702	160	2	in	in	ADP
aiti-13702	160	3	technology	technology	NOUN
aiti-13702	160	4	innovation	innovation	NOUN
aiti-13702	160	5	,	,	PUNCT
aiti-13702	160	6	vol	vol	NOUN
aiti-13702	160	7	.	.	PROPN
aiti-13702	161	1	9	9	NUM
aiti-13702	161	2	,	,	PUNCT
aiti-13702	161	3	no	no	INTJ
aiti-13702	161	4	.	.	NOUN
aiti-13702	161	5	3	3	NUM
aiti-13702	161	6	,	,	PUNCT
aiti-13702	161	7	2024	2024	NUM
aiti-13702	161	8	,	,	PUNCT
aiti-13702	161	9	pp	pp	ADJ
aiti-13702	161	10	.	.	PUNCT
aiti-13702	162	1	157	157	NUM
aiti-13702	162	2	-	-	SYM
aiti-13702	162	3	171	171	NUM
aiti-13702	162	4	163	163	NUM
aiti-13702	162	5	fig	fig	NOUN
aiti-13702	162	6	.	.	PUNCT
aiti-13702	163	1	7	7	NUM
aiti-13702	163	2	architecture	architecture	NOUN
aiti-13702	163	3	of	of	ADP
aiti-13702	163	4	mobilenetv3	mobilenetv3	PROPN
aiti-13702	163	5	-	-	PUNCT
aiti-13702	163	6	small	small	ADJ
aiti-13702	163	7	fig	fig	NOUN
aiti-13702	163	8	.	.	PUNCT
aiti-13702	164	1	8	8	NUM
aiti-13702	164	2	architecture	architecture	NOUN
aiti-13702	164	3	of	of	ADP
aiti-13702	164	4	mob_yolov5s	mob_yolov5s	NOUN
aiti-13702	164	5	164	164	NUM
aiti-13702	164	6	advances	advance	NOUN
aiti-13702	164	7	in	in	ADP
aiti-13702	164	8	technology	technology	NOUN
aiti-13702	164	9	innovation	innovation	NOUN
aiti-13702	164	10	,	,	PUNCT
aiti-13702	164	11	vol	vol	NOUN
aiti-13702	164	12	.	.	PROPN
aiti-13702	164	13	9	9	NUM
aiti-13702	164	14	,	,	PUNCT
aiti-13702	164	15	no	no	INTJ
aiti-13702	164	16	.	.	NOUN
aiti-13702	164	17	3	3	NUM
aiti-13702	164	18	,	,	PUNCT
aiti-13702	164	19	2024	2024	NUM
aiti-13702	164	20	,	,	PUNCT
aiti-13702	164	21	pp	pp	ADJ
aiti-13702	164	22	.	.	PUNCT
aiti-13702	165	1	157	157	NUM
aiti-13702	165	2	-	-	SYM
aiti-13702	165	3	171	171	NUM
aiti-13702	165	4	fig	fig	NOUN
aiti-13702	165	5	.	.	PUNCT
aiti-13702	166	1	9	9	NUM
aiti-13702	166	2	flow	flow	NOUN
aiti-13702	166	3	diagram	diagram	NOUN
aiti-13702	166	4	of	of	ADP
aiti-13702	166	5	depthwise	depthwise	NOUN
aiti-13702	166	6	convolution	convolution	NOUN
aiti-13702	166	7	fig	fig	NOUN
aiti-13702	166	8	.	.	PUNCT
aiti-13702	167	1	10	10	NUM
aiti-13702	167	2	flow	flow	NOUN
aiti-13702	167	3	diagram	diagram	NOUN
aiti-13702	167	4	of	of	ADP
aiti-13702	167	5	pointwise	pointwise	NOUN
aiti-13702	167	6	convolution	convolution	NOUN
aiti-13702	167	7	as	as	SCONJ
aiti-13702	167	8	described	describe	VERB
aiti-13702	167	9	in	in	ADP
aiti-13702	167	10	the	the	DET
aiti-13702	167	11	following	follow	VERB
aiti-13702	167	12	formula	formula	NOUN
aiti-13702	167	13	,	,	PUNCT
aiti-13702	167	14	s	s	X
aiti-13702	167	15	represents	represent	VERB
aiti-13702	167	16	the	the	DET
aiti-13702	167	17	computational	computational	ADJ
aiti-13702	167	18	cost	cost	NOUN
aiti-13702	167	19	of	of	ADP
aiti-13702	167	20	the	the	DET
aiti-13702	167	21	standard	standard	ADJ
aiti-13702	167	22	convolution	convolution	NOUN
aiti-13702	167	23	,	,	PUNCT
aiti-13702	167	24	dk	dk	PROPN
aiti-13702	167	25	represents	represent	VERB
aiti-13702	167	26	the	the	DET
aiti-13702	167	27	kernel	kernel	NOUN
aiti-13702	167	28	size	size	NOUN
aiti-13702	167	29	,	,	PUNCT
aiti-13702	167	30	df	df	PROPN
aiti-13702	167	31	represents	represent	VERB
aiti-13702	167	32	the	the	DET
aiti-13702	167	33	feature	feature	NOUN
aiti-13702	167	34	map	map	NOUN
aiti-13702	167	35	size	size	NOUN
aiti-13702	167	36	,	,	PUNCT
aiti-13702	167	37	�	�	PROPN
aiti-13702	167	38	represents	represent	VERB
aiti-13702	167	39	the	the	DET
aiti-13702	167	40	number	number	NOUN
aiti-13702	167	41	of	of	ADP
aiti-13702	167	42	input	input	NOUN
aiti-13702	167	43	channels	channel	NOUN
aiti-13702	167	44	,	,	PUNCT
aiti-13702	167	45	and	and	CCONJ
aiti-13702	167	46	�	�	PROPN
aiti-13702	167	47	represents	represent	VERB
aiti-13702	167	48	the	the	DET
aiti-13702	167	49	number	number	NOUN
aiti-13702	167	50	of	of	ADP
aiti-13702	167	51	output	output	NOUN
aiti-13702	167	52	channels	channel	NOUN
aiti-13702	167	53	.	.	PUNCT
aiti-13702	168	1	=	=	PRON
aiti-13702	169	1	×	×	NUM
aiti-13702	169	2	×	×	NOUN
aiti-13702	169	3	×	×	NOUN
aiti-13702	169	4	×	×	NOUN
aiti-13702	169	5	×	×	NOUN
aiti-13702	169	6	k	k	PROPN
aiti-13702	170	1	k	k	PROPN
aiti-13702	170	2	f	f	X
aiti-13702	171	1	f	f	PROPN
aiti-13702	171	2	s	s	PROPN
aiti-13702	171	3	d	d	X
aiti-13702	171	4	d	d	PROPN
aiti-13702	171	5	m	m	VERB
aiti-13702	171	6	n	n	PROPN
aiti-13702	171	7	d	d	X
aiti-13702	171	8	d	d	X
aiti-13702	171	9	(	(	PUNCT
aiti-13702	171	10	5	5	NUM
aiti-13702	171	11	)	)	PUNCT
aiti-13702	171	12	the	the	DET
aiti-13702	171	13	computational	computational	ADJ
aiti-13702	171	14	cost	cost	NOUN
aiti-13702	171	15	of	of	ADP
aiti-13702	171	16	depthwise	depthwise	NOUN
aiti-13702	171	17	convolution	convolution	NOUN
aiti-13702	171	18	is	be	AUX
aiti-13702	171	19	denoted	denote	VERB
aiti-13702	171	20	as	as	ADP
aiti-13702	171	21	�	�	PROPN
aiti-13702	171	22	�	�	PROPN
aiti-13702	171	23	,	,	PUNCT
aiti-13702	171	24	and	and	CCONJ
aiti-13702	171	25	that	that	PRON
aiti-13702	171	26	of	of	ADP
aiti-13702	171	27	pointwise	pointwise	NOUN
aiti-13702	171	28	convolution	convolution	NOUN
aiti-13702	171	29	is	be	AUX
aiti-13702	171	30	denoted	denote	VERB
aiti-13702	171	31	as	as	ADP
aiti-13702	171	32	�	�	PROPN
aiti-13702	171	33	�	�	PROPN
aiti-13702	171	34	,	,	PUNCT
aiti-13702	171	35	as	as	SCONJ
aiti-13702	171	36	presented	present	VERB
aiti-13702	171	37	below	below	ADV
aiti-13702	171	38	:	:	PUNCT
aiti-13702	172	1	=	=	PUNCT
aiti-13702	172	2	×	×	NOUN
aiti-13702	172	3	×	×	NOUN
aiti-13702	172	4	×	×	NOUN
aiti-13702	172	5	×	×	NOUN
aiti-13702	172	6	k	k	PROPN
aiti-13702	172	7	k	k	PROPN
aiti-13702	172	8	f	f	PROPN
aiti-13702	172	9	fdm	fdm	NOUN
aiti-13702	173	1	d	d	NOUN
aiti-13702	174	1	d	d	NOUN
aiti-13702	174	2	m	m	PROPN
aiti-13702	174	3	d	d	X
aiti-13702	174	4	d	d	X
aiti-13702	174	5	(	(	PUNCT
aiti-13702	174	6	6	6	NUM
aiti-13702	174	7	)	)	PUNCT
aiti-13702	174	8	=	=	SYM
aiti-13702	175	1	×	×	NOUN
aiti-13702	175	2	×	×	NOUN
aiti-13702	175	3	×	×	NOUN
aiti-13702	175	4	f	f	X
aiti-13702	175	5	fpm	fpm	NOUN
aiti-13702	175	6	m	m	PROPN
aiti-13702	175	7	n	n	PROPN
aiti-13702	175	8	d	d	X
aiti-13702	175	9	d	d	X
aiti-13702	175	10	(	(	PUNCT
aiti-13702	175	11	7	7	NUM
aiti-13702	175	12	)	)	PUNCT
aiti-13702	175	13	relative	relative	ADJ
aiti-13702	175	14	to	to	ADP
aiti-13702	175	15	standard	standard	ADJ
aiti-13702	175	16	convolution	convolution	NOUN
aiti-13702	175	17	,	,	PUNCT
aiti-13702	175	18	depthwise	depthwise	NOUN
aiti-13702	175	19	separable	separable	ADJ
aiti-13702	175	20	convolution	convolution	NOUN
aiti-13702	175	21	reduces	reduce	VERB
aiti-13702	175	22	the	the	DET
aiti-13702	175	23	computational	computational	ADJ
aiti-13702	175	24	cost	cost	NOUN
aiti-13702	175	25	by	by	ADP
aiti-13702	175	26	1	1	NUM
aiti-13702	175	27	�	�	PROPN
aiti-13702	175	28	⁄	⁄	PROPN
aiti-13702	175	29	�	�	PROPN
aiti-13702	175	30	1	1	NUM
aiti-13702	175	31	�	�	PROPN
aiti-13702	175	32	�	�	PROPN
aiti-13702	175	33	⁄	⁄	PROPN
aiti-13702	175	34	,	,	PUNCT
aiti-13702	175	35	as	as	SCONJ
aiti-13702	175	36	illustrated	illustrate	VERB
aiti-13702	175	37	in	in	ADP
aiti-13702	175	38	:	:	PUNCT
aiti-13702	175	39	2	2	NUM
aiti-13702	175	40	1	1	NUM
aiti-13702	175	41	1	1	NUM
aiti-13702	175	42	+	+	NUM
aiti-13702	175	43	×	×	PROPN
aiti-13702	175	44	×	×	NOUN
aiti-13702	175	45	×	×	NOUN
aiti-13702	175	46	+	+	CCONJ
aiti-13702	175	47	×	×	PROPN
aiti-13702	175	48	×	×	NOUN
aiti-13702	175	49	×	×	NOUN
aiti-13702	175	50	=	=	PUNCT
aiti-13702	176	1	=	=	PUNCT
aiti-13702	177	1	+	+	NUM
aiti-13702	177	2	×	×	PROPN
aiti-13702	177	3	×	×	NOUN
aiti-13702	177	4	×	×	NOUN
aiti-13702	177	5	×	×	NOUN
aiti-13702	177	6	×	×	NOUN
aiti-13702	177	7	k	k	PROPN
aiti-13702	178	1	k	k	PROPN
aiti-13702	178	2	f	f	X
aiti-13702	179	1	f	f	X
aiti-13702	179	2	f	f	PROPN
aiti-13702	180	1	k	k	PROPN
aiti-13702	180	2	k	k	PROPN
aiti-13702	181	1	f	f	PROPN
aiti-13702	181	2	f	f	PROPN
aiti-13702	181	3	pd	pd	PROPN
aiti-13702	181	4	k	k	PROPN
aiti-13702	181	5	m	m	VERB
aiti-13702	181	6	m	m	VERB
aiti-13702	181	7	d	d	X
aiti-13702	181	8	d	d	X
aiti-13702	181	9	m	m	PROPN
aiti-13702	181	10	d	d	NOUN
aiti-13702	181	11	m	m	VERB
aiti-13702	181	12	n	n	PROPN
aiti-13702	181	13	d	d	X
aiti-13702	181	14	d	d	X
aiti-13702	181	15	s	s	PROPN
aiti-13702	181	16	d	d	X
aiti-13702	181	17	d	d	PROPN
aiti-13702	181	18	m	m	VERB
aiti-13702	181	19	n	n	PROPN
aiti-13702	181	20	d	d	PROPN
aiti-13702	181	21	d	d	PROPN
aiti-13702	181	22	n	n	PROPN
aiti-13702	181	23	d	d	PROPN
aiti-13702	181	24	(	(	PUNCT
aiti-13702	181	25	8)	8)	NUM
aiti-13702	181	26	fig	fig	NOUN
aiti-13702	181	27	.	.	PUNCT
aiti-13702	182	1	11	11	NUM
aiti-13702	182	2	architecture	architecture	NOUN
aiti-13702	182	3	of	of	ADP
aiti-13702	182	4	se	se	PROPN
aiti-13702	182	5	module	module	NOUN
aiti-13702	182	6	advances	advance	NOUN
aiti-13702	182	7	in	in	ADP
aiti-13702	182	8	technology	technology	NOUN
aiti-13702	182	9	innovation	innovation	NOUN
aiti-13702	182	10	,	,	PUNCT
aiti-13702	182	11	vol	vol	NOUN
aiti-13702	182	12	.	.	PROPN
aiti-13702	182	13	9	9	NUM
aiti-13702	182	14	,	,	PUNCT
aiti-13702	182	15	no	no	INTJ
aiti-13702	182	16	.	.	NOUN
aiti-13702	182	17	3	3	NUM
aiti-13702	182	18	,	,	PUNCT
aiti-13702	182	19	2024	2024	NUM
aiti-13702	182	20	,	,	PUNCT
aiti-13702	182	21	pp	pp	ADJ
aiti-13702	182	22	.	.	PUNCT
aiti-13702	183	1	157	157	NUM
aiti-13702	183	2	-	-	SYM
aiti-13702	183	3	171	171	NUM
aiti-13702	183	4	165	165	NUM
aiti-13702	183	5	the	the	DET
aiti-13702	183	6	introduction	introduction	NOUN
aiti-13702	183	7	of	of	ADP
aiti-13702	183	8	the	the	DET
aiti-13702	183	9	squeeze	squeeze	NOUN
aiti-13702	183	10	-	-	PUNCT
aiti-13702	183	11	and	and	CCONJ
aiti-13702	183	12	-	-	PUNCT
aiti-13702	183	13	excitation	excitation	NOUN
aiti-13702	183	14	(	(	PUNCT
aiti-13702	183	15	se	se	ADJ
aiti-13702	183	16	)	)	PUNCT
aiti-13702	183	17	module	module	NOUN
aiti-13702	183	18	in	in	ADP
aiti-13702	183	19	mobilenetv3	mobilenetv3	PROPN
aiti-13702	183	20	is	be	AUX
aiti-13702	183	21	another	another	DET
aiti-13702	183	22	improvement	improvement	NOUN
aiti-13702	183	23	.	.	PUNCT
aiti-13702	184	1	the	the	DET
aiti-13702	184	2	se	se	PROPN
aiti-13702	184	3	module	module	NOUN
aiti-13702	184	4	is	be	AUX
aiti-13702	184	5	an	an	DET
aiti-13702	184	6	attention	attention	NOUN
aiti-13702	184	7	mechanism	mechanism	NOUN
aiti-13702	184	8	designed	design	VERB
aiti-13702	184	9	to	to	PART
aiti-13702	184	10	improve	improve	VERB
aiti-13702	184	11	the	the	DET
aiti-13702	184	12	performance	performance	NOUN
aiti-13702	184	13	of	of	ADP
aiti-13702	184	14	deep	deep	ADJ
aiti-13702	184	15	neural	neural	ADJ
aiti-13702	184	16	networks	network	NOUN
aiti-13702	184	17	.	.	PUNCT
aiti-13702	185	1	its	its	PRON
aiti-13702	185	2	core	core	NOUN
aiti-13702	185	3	concept	concept	NOUN
aiti-13702	185	4	involves	involve	VERB
aiti-13702	185	5	squeeze	squeeze	NOUN
aiti-13702	185	6	and	and	CCONJ
aiti-13702	185	7	excitation	excitation	NOUN
aiti-13702	185	8	,	,	PUNCT
aiti-13702	185	9	enhancing	enhance	VERB
aiti-13702	185	10	crucial	crucial	ADJ
aiti-13702	185	11	features	feature	NOUN
aiti-13702	185	12	while	while	SCONJ
aiti-13702	185	13	ignoring	ignore	VERB
aiti-13702	185	14	irrelevant	irrelevant	ADJ
aiti-13702	185	15	ones	one	NOUN
aiti-13702	185	16	,	,	PUNCT
aiti-13702	185	17	thereby	thereby	ADV
aiti-13702	185	18	improving	improve	VERB
aiti-13702	185	19	the	the	DET
aiti-13702	185	20	feature	feature	NOUN
aiti-13702	185	21	extraction	extraction	NOUN
aiti-13702	185	22	ability	ability	NOUN
aiti-13702	185	23	and	and	CCONJ
aiti-13702	185	24	overall	overall	ADJ
aiti-13702	185	25	performance	performance	NOUN
aiti-13702	185	26	of	of	ADP
aiti-13702	185	27	a	a	DET
aiti-13702	185	28	model	model	NOUN
aiti-13702	185	29	.	.	PUNCT
aiti-13702	186	1	fig	fig	NOUN
aiti-13702	186	2	.	.	PUNCT
aiti-13702	187	1	11	11	NUM
aiti-13702	187	2	illustrates	illustrate	VERB
aiti-13702	187	3	the	the	DET
aiti-13702	187	4	se	se	PROPN
aiti-13702	187	5	architecture	architecture	NOUN
aiti-13702	187	6	.	.	PUNCT
aiti-13702	188	1	during	during	ADP
aiti-13702	188	2	the	the	DET
aiti-13702	188	3	compression	compression	NOUN
aiti-13702	188	4	phase	phase	NOUN
aiti-13702	188	5	,	,	PUNCT
aiti-13702	188	6	the	the	DET
aiti-13702	188	7	se	se	PROPN
aiti-13702	188	8	module	module	NOUN
aiti-13702	188	9	aggregates	aggregate	VERB
aiti-13702	188	10	information	information	NOUN
aiti-13702	188	11	from	from	ADP
aiti-13702	188	12	each	each	DET
aiti-13702	188	13	channel	channel	NOUN
aiti-13702	188	14	of	of	ADP
aiti-13702	188	15	the	the	DET
aiti-13702	188	16	input	input	NOUN
aiti-13702	188	17	feature	feature	NOUN
aiti-13702	188	18	map	map	NOUN
aiti-13702	188	19	through	through	ADP
aiti-13702	188	20	global	global	ADJ
aiti-13702	188	21	average	average	ADJ
aiti-13702	188	22	pooling	pooling	NOUN
aiti-13702	188	23	to	to	PART
aiti-13702	188	24	obtain	obtain	VERB
aiti-13702	188	25	global	global	ADJ
aiti-13702	188	26	statistical	statistical	ADJ
aiti-13702	188	27	information	information	NOUN
aiti-13702	188	28	for	for	ADP
aiti-13702	188	29	each	each	DET
aiti-13702	188	30	channel	channel	NOUN
aiti-13702	188	31	.	.	PUNCT
aiti-13702	189	1	this	this	DET
aiti-13702	189	2	step	step	NOUN
aiti-13702	189	3	helps	help	VERB
aiti-13702	189	4	with	with	ADP
aiti-13702	189	5	evaluating	evaluate	VERB
aiti-13702	189	6	the	the	DET
aiti-13702	189	7	importance	importance	NOUN
aiti-13702	189	8	of	of	ADP
aiti-13702	189	9	each	each	DET
aiti-13702	189	10	channel	channel	NOUN
aiti-13702	189	11	.	.	PUNCT
aiti-13702	190	1	in	in	ADP
aiti-13702	190	2	the	the	DET
aiti-13702	190	3	excitation	excitation	NOUN
aiti-13702	190	4	phase	phase	NOUN
aiti-13702	190	5	,	,	PUNCT
aiti-13702	190	6	the	the	DET
aiti-13702	190	7	focus	focus	NOUN
aiti-13702	190	8	is	be	AUX
aiti-13702	190	9	further	far	ADV
aiti-13702	190	10	extracting	extract	VERB
aiti-13702	190	11	the	the	DET
aiti-13702	190	12	features	feature	NOUN
aiti-13702	190	13	obtained	obtain	VERB
aiti-13702	190	14	in	in	ADP
aiti-13702	190	15	the	the	DET
aiti-13702	190	16	compression	compression	NOUN
aiti-13702	190	17	phase	phase	NOUN
aiti-13702	190	18	.	.	PUNCT
aiti-13702	191	1	the	the	DET
aiti-13702	191	2	se	se	PROPN
aiti-13702	191	3	module	module	NOUN
aiti-13702	191	4	uses	use	VERB
aiti-13702	191	5	two	two	NUM
aiti-13702	191	6	fully	fully	ADV
aiti-13702	191	7	connected	connected	ADJ
aiti-13702	191	8	layers	layer	NOUN
aiti-13702	191	9	to	to	PART
aiti-13702	191	10	reduce	reduce	VERB
aiti-13702	191	11	the	the	DET
aiti-13702	191	12	number	number	NOUN
aiti-13702	191	13	of	of	ADP
aiti-13702	191	14	channels	channel	NOUN
aiti-13702	191	15	and	and	CCONJ
aiti-13702	191	16	parameters	parameter	NOUN
aiti-13702	191	17	.	.	PUNCT
aiti-13702	192	1	rectified	rectify	VERB
aiti-13702	192	2	linear	linear	ADJ
aiti-13702	192	3	unit	unit	NOUN
aiti-13702	192	4	and	and	CCONJ
aiti-13702	192	5	sigmoid	sigmoid	NOUN
aiti-13702	192	6	activation	activation	NOUN
aiti-13702	192	7	functions	function	NOUN
aiti-13702	192	8	are	be	AUX
aiti-13702	192	9	applied	apply	VERB
aiti-13702	192	10	to	to	ADP
aiti-13702	192	11	the	the	DET
aiti-13702	192	12	output	output	NOUN
aiti-13702	192	13	of	of	ADP
aiti-13702	192	14	the	the	DET
aiti-13702	192	15	fully	fully	ADV
aiti-13702	192	16	connected	connected	ADJ
aiti-13702	192	17	layers	layer	NOUN
aiti-13702	192	18	.	.	PUNCT
aiti-13702	193	1	the	the	DET
aiti-13702	193	2	formulas	formula	NOUN
aiti-13702	193	3	are	be	AUX
aiti-13702	193	4	presented	present	VERB
aiti-13702	193	5	below	below	ADV
aiti-13702	193	6	.	.	PUNCT
aiti-13702	194	1	(	(	PUNCT
aiti-13702	194	2	)	)	PUNCT
aiti-13702	194	3	(	(	PUNCT
aiti-13702	194	4	)	)	PUNCT
aiti-13702	194	5	max	max	PROPN
aiti-13702	194	6	0,=relu	0,=relu	NOUN
aiti-13702	195	1	x	x	PUNCT
aiti-13702	195	2	x	x	X
aiti-13702	195	3	(	(	PUNCT
aiti-13702	195	4	9	9	NUM
aiti-13702	195	5	)	)	PUNCT
aiti-13702	195	6	(	(	PUNCT
aiti-13702	195	7	)	)	PUNCT
aiti-13702	195	8	1	1	NUM
aiti-13702	195	9	1	1	NUM
aiti-13702	195	10	−	−	NOUN
aiti-13702	195	11	=	=	SYM
aiti-13702	196	1	+	+	CCONJ
aiti-13702	196	2	x	x	SYM
aiti-13702	196	3	sigmoid	sigmoid	NOUN
aiti-13702	196	4	x	x	X
aiti-13702	196	5	e	e	X
aiti-13702	196	6	(	(	PUNCT
aiti-13702	196	7	10	10	NUM
aiti-13702	196	8	)	)	PUNCT
aiti-13702	196	9	c.	c.	NOUN
aiti-13702	196	10	efficientnetv2	efficientnetv2	PROPN
aiti-13702	196	11	proposed	propose	VERB
aiti-13702	196	12	in	in	ADP
aiti-13702	196	13	2021	2021	NUM
aiti-13702	196	14	,	,	PUNCT
aiti-13702	196	15	efficientnetv2	efficientnetv2	PROPN
aiti-13702	196	16	is	be	AUX
aiti-13702	196	17	an	an	DET
aiti-13702	196	18	iteration	iteration	NOUN
aiti-13702	196	19	of	of	ADP
aiti-13702	196	20	efficientnet	efficientnet	NOUN
aiti-13702	196	21	that	that	PRON
aiti-13702	196	22	addresses	address	VERB
aiti-13702	196	23	the	the	DET
aiti-13702	196	24	slow	slow	ADJ
aiti-13702	196	25	training	training	NOUN
aiti-13702	196	26	speeds	speed	NOUN
aiti-13702	196	27	associated	associate	VERB
aiti-13702	196	28	with	with	ADP
aiti-13702	196	29	training	training	NOUN
aiti-13702	196	30	using	use	VERB
aiti-13702	196	31	large	large	ADJ
aiti-13702	196	32	images	image	NOUN
aiti-13702	196	33	in	in	ADP
aiti-13702	196	34	efficientnet	efficientnet	NOUN
aiti-13702	196	35	.	.	PUNCT
aiti-13702	197	1	efficientnetv2	efficientnetv2	PROPN
aiti-13702	198	1	mainly	mainly	ADV
aiti-13702	198	2	differs	differ	VERB
aiti-13702	198	3	from	from	ADP
aiti-13702	198	4	efficientnet	efficientnet	NOUN
aiti-13702	198	5	in	in	ADP
aiti-13702	198	6	the	the	DET
aiti-13702	198	7	following	follow	VERB
aiti-13702	198	8	four	four	NUM
aiti-13702	198	9	aspects	aspect	NOUN
aiti-13702	198	10	:	:	PUNCT
aiti-13702	198	11	(	(	PUNCT
aiti-13702	198	12	1	1	X
aiti-13702	198	13	)	)	PUNCT
aiti-13702	198	14	module	module	NOUN
aiti-13702	198	15	usage	usage	NOUN
aiti-13702	198	16	:	:	PUNCT
aiti-13702	198	17	in	in	ADP
aiti-13702	198	18	addition	addition	NOUN
aiti-13702	198	19	to	to	ADP
aiti-13702	198	20	using	use	VERB
aiti-13702	198	21	the	the	DET
aiti-13702	198	22	mbconv	mbconv	NOUN
aiti-13702	198	23	module	module	NOUN
aiti-13702	198	24	,	,	PUNCT
aiti-13702	198	25	efficientnetv2	efficientnetv2	PROPN
aiti-13702	198	26	uses	use	VERB
aiti-13702	198	27	the	the	DET
aiti-13702	198	28	fused	fuse	VERB
aiti-13702	198	29	-	-	PUNCT
aiti-13702	198	30	mbconv	mbconv	NOUN
aiti-13702	198	31	module	module	NOUN
aiti-13702	198	32	.	.	PUNCT
aiti-13702	199	1	the	the	DET
aiti-13702	199	2	mbconv	mbconv	NOUN
aiti-13702	199	3	module	module	NOUN
aiti-13702	199	4	uses	use	VERB
aiti-13702	199	5	depthwise	depthwise	VERB
aiti-13702	199	6	separable	separable	ADJ
aiti-13702	199	7	convolution	convolution	NOUN
aiti-13702	199	8	,	,	PUNCT
aiti-13702	199	9	which	which	PRON
aiti-13702	199	10	has	have	VERB
aiti-13702	199	11	fewer	few	ADJ
aiti-13702	199	12	parameters	parameter	NOUN
aiti-13702	199	13	and	and	CCONJ
aiti-13702	199	14	computations	computation	NOUN
aiti-13702	199	15	and	and	CCONJ
aiti-13702	199	16	is	be	AUX
aiti-13702	199	17	suitable	suitable	ADJ
aiti-13702	199	18	for	for	ADP
aiti-13702	199	19	mobile	mobile	ADJ
aiti-13702	199	20	platforms	platform	NOUN
aiti-13702	199	21	.	.	PUNCT
aiti-13702	200	1	however	however	ADV
aiti-13702	200	2	,	,	PUNCT
aiti-13702	200	3	it	it	PRON
aiti-13702	200	4	can	can	AUX
aiti-13702	200	5	not	not	PART
aiti-13702	200	6	fully	fully	ADV
aiti-13702	200	7	leverage	leverage	VERB
aiti-13702	200	8	modern	modern	ADJ
aiti-13702	200	9	accelerators	accelerator	NOUN
aiti-13702	200	10	.	.	PUNCT
aiti-13702	201	1	therefore	therefore	ADV
aiti-13702	201	2	,	,	PUNCT
aiti-13702	201	3	some	some	DET
aiti-13702	201	4	modules	module	NOUN
aiti-13702	201	5	are	be	AUX
aiti-13702	201	6	replaced	replace	VERB
aiti-13702	201	7	with	with	ADP
aiti-13702	201	8	fusedmbconv	fusedmbconv	NOUN
aiti-13702	201	9	to	to	PART
aiti-13702	201	10	improve	improve	VERB
aiti-13702	201	11	computational	computational	ADJ
aiti-13702	201	12	performance	performance	NOUN
aiti-13702	201	13	.	.	PUNCT
aiti-13702	202	1	(	(	PUNCT
aiti-13702	202	2	2	2	X
aiti-13702	202	3	)	)	PUNCT
aiti-13702	202	4	expansion	expansion	NOUN
aiti-13702	202	5	ratio	ratio	NOUN
aiti-13702	202	6	:	:	PUNCT
aiti-13702	202	7	efficientnetv2	efficientnetv2	PROPN
aiti-13702	202	8	uses	use	VERB
aiti-13702	202	9	smaller	small	ADJ
aiti-13702	202	10	expansion	expansion	NOUN
aiti-13702	202	11	ratios	ratio	NOUN
aiti-13702	202	12	in	in	ADP
aiti-13702	202	13	the	the	DET
aiti-13702	202	14	mbconv	mbconv	NOUN
aiti-13702	202	15	module	module	NOUN
aiti-13702	202	16	because	because	SCONJ
aiti-13702	202	17	smaller	small	ADJ
aiti-13702	202	18	expansion	expansion	NOUN
aiti-13702	202	19	ratios	ratio	NOUN
aiti-13702	202	20	can	can	AUX
aiti-13702	202	21	reduce	reduce	VERB
aiti-13702	202	22	memory	memory	NOUN
aiti-13702	202	23	consumption	consumption	NOUN
aiti-13702	202	24	.	.	PUNCT
aiti-13702	203	1	(	(	PUNCT
aiti-13702	203	2	3	3	X
aiti-13702	203	3	)	)	PUNCT
aiti-13702	203	4	convolution	convolution	NOUN
aiti-13702	203	5	kernel	kernel	NOUN
aiti-13702	203	6	size	size	NOUN
aiti-13702	203	7	:	:	PUNCT
aiti-13702	203	8	efficientnet	efficientnet	NOUN
aiti-13702	203	9	uses	use	VERB
aiti-13702	203	10	many	many	ADJ
aiti-13702	203	11	5	5	NUM
aiti-13702	203	12	×	×	NOUN
aiti-13702	203	13	5	5	NUM
aiti-13702	203	14	convolution	convolution	NOUN
aiti-13702	203	15	kernels	kernel	NOUN
aiti-13702	203	16	,	,	PUNCT
aiti-13702	203	17	whereas	whereas	SCONJ
aiti-13702	203	18	efficientnetv2	efficientnetv2	PROPN
aiti-13702	203	19	uses	use	VERB
aiti-13702	203	20	3	3	NUM
aiti-13702	203	21	×	×	NOUN
aiti-13702	203	22	3	3	NUM
aiti-13702	203	23	convolution	convolution	NOUN
aiti-13702	203	24	kernels	kernel	NOUN
aiti-13702	203	25	.	.	PUNCT
aiti-13702	204	1	(	(	PUNCT
aiti-13702	204	2	4	4	X
aiti-13702	204	3	)	)	PUNCT
aiti-13702	204	4	layer	layer	NOUN
aiti-13702	204	5	removal	removal	NOUN
aiti-13702	204	6	:	:	PUNCT
aiti-13702	204	7	efficientnetv2	efficientnetv2	PROPN
aiti-13702	204	8	removes	remove	VERB
aiti-13702	204	9	the	the	DET
aiti-13702	204	10	last	last	ADJ
aiti-13702	204	11	mbconv	mbconv	NOUN
aiti-13702	204	12	module	module	NOUN
aiti-13702	204	13	of	of	ADP
aiti-13702	204	14	efficientnet	efficientnet	NOUN
aiti-13702	204	15	to	to	PART
aiti-13702	204	16	reduce	reduce	VERB
aiti-13702	204	17	parameter	parameter	NOUN
aiti-13702	204	18	and	and	CCONJ
aiti-13702	204	19	memory	memory	NOUN
aiti-13702	204	20	consumption	consumption	NOUN
aiti-13702	204	21	.	.	PUNCT
aiti-13702	205	1	fig	fig	NOUN
aiti-13702	205	2	.	.	PUNCT
aiti-13702	206	1	12	12	NUM
aiti-13702	206	2	architectures	architecture	NOUN
aiti-13702	206	3	of	of	ADP
aiti-13702	206	4	mbconv	mbconv	NOUN
aiti-13702	206	5	and	and	CCONJ
aiti-13702	206	6	fused	fuse	VERB
aiti-13702	206	7	-	-	PUNCT
aiti-13702	206	8	mbconv	mbconv	NOUN
aiti-13702	206	9	fig	fig	NOUN
aiti-13702	206	10	.	.	PUNCT
aiti-13702	207	1	13	13	NUM
aiti-13702	207	2	architecture	architecture	NOUN
aiti-13702	207	3	of	of	ADP
aiti-13702	207	4	efficientnetv2	efficientnetv2	PROPN
aiti-13702	207	5	model	model	NOUN
aiti-13702	207	6	166	166	NUM
aiti-13702	207	7	advances	advance	NOUN
aiti-13702	207	8	in	in	ADP
aiti-13702	207	9	technology	technology	NOUN
aiti-13702	207	10	innovation	innovation	NOUN
aiti-13702	207	11	,	,	PUNCT
aiti-13702	207	12	vol	vol	NOUN
aiti-13702	207	13	.	.	PROPN
aiti-13702	208	1	9	9	NUM
aiti-13702	208	2	,	,	PUNCT
aiti-13702	208	3	no	no	INTJ
aiti-13702	208	4	.	.	NOUN
aiti-13702	208	5	3	3	NUM
aiti-13702	208	6	,	,	PUNCT
aiti-13702	208	7	2024	2024	NUM
aiti-13702	208	8	,	,	PUNCT
aiti-13702	208	9	pp	pp	ADJ
aiti-13702	208	10	.	.	PUNCT
aiti-13702	209	1	157	157	NUM
aiti-13702	209	2	-	-	SYM
aiti-13702	209	3	171	171	NUM
aiti-13702	209	4	fused	fuse	VERB
aiti-13702	209	5	-	-	PUNCT
aiti-13702	209	6	mbconv	mbconv	NOUN
aiti-13702	209	7	,	,	PUNCT
aiti-13702	209	8	an	an	DET
aiti-13702	209	9	enhanced	enhanced	ADJ
aiti-13702	209	10	version	version	NOUN
aiti-13702	209	11	of	of	ADP
aiti-13702	209	12	mbconv	mbconv	NOUN
aiti-13702	209	13	,	,	PUNCT
aiti-13702	209	14	further	far	ADV
aiti-13702	209	15	improves	improve	VERB
aiti-13702	209	16	the	the	DET
aiti-13702	209	17	computational	computational	ADJ
aiti-13702	209	18	efficiency	efficiency	NOUN
aiti-13702	209	19	and	and	CCONJ
aiti-13702	209	20	performance	performance	NOUN
aiti-13702	209	21	of	of	ADP
aiti-13702	209	22	a	a	DET
aiti-13702	209	23	model	model	NOUN
aiti-13702	209	24	.	.	PUNCT
aiti-13702	210	1	it	it	PRON
aiti-13702	210	2	merges	merge	VERB
aiti-13702	210	3	the	the	DET
aiti-13702	210	4	depth	depth	NOUN
aiti-13702	210	5	-	-	PUNCT
aiti-13702	210	6	separable	separable	NOUN
aiti-13702	210	7	convolution	convolution	NOUN
aiti-13702	210	8	in	in	ADP
aiti-13702	210	9	mbconv	mbconv	NOUN
aiti-13702	210	10	into	into	ADP
aiti-13702	210	11	a	a	DET
aiti-13702	210	12	single	single	ADJ
aiti-13702	210	13	standard	standard	ADJ
aiti-13702	210	14	convolution	convolution	NOUN
aiti-13702	210	15	(	(	PUNCT
aiti-13702	210	16	conv	conv	NOUN
aiti-13702	210	17	3	3	NUM
aiti-13702	210	18	×	×	NOUN
aiti-13702	210	19	3	3	NUM
aiti-13702	210	20	)	)	PUNCT
aiti-13702	210	21	.	.	PUNCT
aiti-13702	211	1	fig	fig	NOUN
aiti-13702	211	2	.	.	PUNCT
aiti-13702	212	1	12	12	NUM
aiti-13702	212	2	illustrates	illustrate	VERB
aiti-13702	212	3	the	the	DET
aiti-13702	212	4	architectures	architecture	NOUN
aiti-13702	212	5	of	of	ADP
aiti-13702	212	6	mbconv	mbconv	NOUN
aiti-13702	212	7	and	and	CCONJ
aiti-13702	212	8	fused	fuse	VERB
aiti-13702	212	9	-	-	PUNCT
aiti-13702	212	10	mbconv	mbconv	NOUN
aiti-13702	212	11	,	,	PUNCT
aiti-13702	212	12	and	and	CCONJ
aiti-13702	212	13	fig	fig	NOUN
aiti-13702	212	14	.	.	PUNCT
aiti-13702	213	1	13	13	NUM
aiti-13702	213	2	illustrates	illustrate	VERB
aiti-13702	213	3	the	the	DET
aiti-13702	213	4	architecture	architecture	NOUN
aiti-13702	213	5	of	of	ADP
aiti-13702	213	6	efficientnetv2	efficientnetv2	PROPN
aiti-13702	213	7	.	.	PUNCT
aiti-13702	214	1	in	in	ADP
aiti-13702	214	2	this	this	DET
aiti-13702	214	3	study	study	NOUN
aiti-13702	214	4	,	,	PUNCT
aiti-13702	214	5	the	the	DET
aiti-13702	214	6	original	original	ADJ
aiti-13702	214	7	yolov5s	yolov5s	PROPN
aiti-13702	214	8	backbone	backbone	NOUN
aiti-13702	214	9	was	be	AUX
aiti-13702	214	10	replaced	replace	VERB
aiti-13702	214	11	with	with	ADP
aiti-13702	214	12	the	the	DET
aiti-13702	214	13	efficientnetv2	efficientnetv2	NOUN
aiti-13702	214	14	architecture	architecture	NOUN
aiti-13702	214	15	to	to	PART
aiti-13702	214	16	create	create	VERB
aiti-13702	214	17	eff_yolov5s	eff_yolov5s	PROPN
aiti-13702	214	18	to	to	PART
aiti-13702	214	19	integrate	integrate	VERB
aiti-13702	214	20	the	the	DET
aiti-13702	214	21	computational	computational	ADJ
aiti-13702	214	22	efficiency	efficiency	NOUN
aiti-13702	214	23	of	of	ADP
aiti-13702	214	24	efficientnetv2	efficientnetv2	NOUN
aiti-13702	214	25	with	with	ADP
aiti-13702	214	26	yolov5s	yolov5s	PROPN
aiti-13702	214	27	.	.	PUNCT
aiti-13702	215	1	the	the	DET
aiti-13702	215	2	goal	goal	NOUN
aiti-13702	215	3	is	be	AUX
aiti-13702	215	4	to	to	PART
aiti-13702	215	5	optimize	optimize	VERB
aiti-13702	215	6	yolov5s	yolov5s	PROPN
aiti-13702	215	7	by	by	ADP
aiti-13702	215	8	utilizing	utilize	VERB
aiti-13702	215	9	the	the	DET
aiti-13702	215	10	computational	computational	ADJ
aiti-13702	215	11	efficiency	efficiency	NOUN
aiti-13702	215	12	of	of	ADP
aiti-13702	215	13	efficientnetv2	efficientnetv2	NOUN
aiti-13702	215	14	to	to	PART
aiti-13702	215	15	achieve	achieve	VERB
aiti-13702	215	16	improved	improved	ADJ
aiti-13702	215	17	computational	computational	ADJ
aiti-13702	215	18	speed	speed	NOUN
aiti-13702	215	19	and	and	CCONJ
aiti-13702	215	20	performance	performance	NOUN
aiti-13702	215	21	.	.	PUNCT
aiti-13702	216	1	additionally	additionally	ADV
aiti-13702	216	2	,	,	PUNCT
aiti-13702	216	3	the	the	DET
aiti-13702	216	4	study	study	NOUN
aiti-13702	216	5	compares	compare	VERB
aiti-13702	216	6	the	the	DET
aiti-13702	216	7	effects	effect	NOUN
aiti-13702	216	8	of	of	ADP
aiti-13702	216	9	different	different	ADJ
aiti-13702	216	10	backbones	backbone	NOUN
aiti-13702	216	11	on	on	ADP
aiti-13702	216	12	computational	computational	ADJ
aiti-13702	216	13	efficiency	efficiency	NOUN
aiti-13702	216	14	.	.	PUNCT
aiti-13702	217	1	fig	fig	NOUN
aiti-13702	217	2	.	.	PUNCT
aiti-13702	218	1	14	14	NUM
aiti-13702	218	2	illustrates	illustrate	VERB
aiti-13702	218	3	the	the	DET
aiti-13702	218	4	architecture	architecture	NOUN
aiti-13702	218	5	of	of	ADP
aiti-13702	218	6	eff_yolov5s	eff_yolov5s	PROPN
aiti-13702	218	7	.	.	PUNCT
aiti-13702	219	1	fig	fig	NOUN
aiti-13702	219	2	.	.	PUNCT
aiti-13702	220	1	14	14	NUM
aiti-13702	220	2	architecture	architecture	NOUN
aiti-13702	220	3	of	of	ADP
aiti-13702	220	4	eff_yolov5s	eff_yolov5s	PROPN
aiti-13702	220	5	d.	d.	PROPN
aiti-13702	220	6	locate	locate	ADJ
aiti-13702	220	7	player	player	NOUN
aiti-13702	220	8	locations	location	NOUN
aiti-13702	220	9	(	(	PUNCT
aiti-13702	220	10	a03	a03	ADJ
aiti-13702	220	11	)	)	PUNCT
aiti-13702	220	12	this	this	DET
aiti-13702	220	13	study	study	NOUN
aiti-13702	220	14	uses	use	VERB
aiti-13702	220	15	a	a	DET
aiti-13702	220	16	perspective	perspective	ADJ
aiti-13702	220	17	transformation	transformation	NOUN
aiti-13702	220	18	to	to	PART
aiti-13702	220	19	track	track	VERB
aiti-13702	220	20	and	and	CCONJ
aiti-13702	220	21	record	record	VERB
aiti-13702	220	22	the	the	DET
aiti-13702	220	23	positions	position	NOUN
aiti-13702	220	24	of	of	ADP
aiti-13702	220	25	players	player	NOUN
aiti-13702	220	26	detected	detect	VERB
aiti-13702	220	27	by	by	ADP
aiti-13702	220	28	yolov5s	yolov5s	PROPN
aiti-13702	220	29	.	.	PUNCT
aiti-13702	221	1	perspective	perspective	NOUN
aiti-13702	221	2	transformation	transformation	NOUN
aiti-13702	221	3	refers	refer	VERB
aiti-13702	221	4	to	to	ADP
aiti-13702	221	5	the	the	DET
aiti-13702	221	6	process	process	NOUN
aiti-13702	221	7	of	of	ADP
aiti-13702	221	8	projecting	project	VERB
aiti-13702	221	9	a	a	DET
aiti-13702	221	10	point	point	NOUN
aiti-13702	221	11	from	from	ADP
aiti-13702	221	12	a	a	DET
aiti-13702	221	13	three	three	NUM
aiti-13702	221	14	-	-	PUNCT
aiti-13702	221	15	dimensional	dimensional	ADJ
aiti-13702	221	16	real	real	ADJ
aiti-13702	221	17	-	-	PUNCT
aiti-13702	221	18	world	world	NOUN
aiti-13702	221	19	space	space	NOUN
aiti-13702	221	20	onto	onto	ADP
aiti-13702	221	21	a	a	DET
aiti-13702	221	22	twodimensional	twodimensional	ADJ
aiti-13702	221	23	plane	plane	NOUN
aiti-13702	221	24	.	.	PUNCT
aiti-13702	222	1	given	give	VERB
aiti-13702	222	2	that	that	SCONJ
aiti-13702	222	3	a	a	DET
aiti-13702	222	4	basketball	basketball	NOUN
aiti-13702	222	5	court	court	NOUN
aiti-13702	222	6	is	be	AUX
aiti-13702	222	7	effectively	effectively	ADV
aiti-13702	222	8	a	a	DET
aiti-13702	222	9	plane	plane	NOUN
aiti-13702	222	10	,	,	PUNCT
aiti-13702	222	11	the	the	DET
aiti-13702	222	12	transformation	transformation	NOUN
aiti-13702	222	13	of	of	ADP
aiti-13702	222	14	real	real	ADJ
aiti-13702	222	15	-	-	PUNCT
aiti-13702	222	16	world	world	NOUN
aiti-13702	222	17	coordinates	coordinate	NOUN
aiti-13702	222	18	to	to	PART
aiti-13702	222	19	image	image	NOUN
aiti-13702	222	20	plane	plane	NOUN
aiti-13702	222	21	coordinates	coordinate	NOUN
aiti-13702	222	22	represents	represent	VERB
aiti-13702	222	23	a	a	DET
aiti-13702	222	24	projection	projection	NOUN
aiti-13702	222	25	from	from	ADP
aiti-13702	222	26	one	one	NUM
aiti-13702	222	27	plane	plane	NOUN
aiti-13702	222	28	to	to	ADP
aiti-13702	222	29	another	another	PRON
aiti-13702	222	30	.	.	PUNCT
aiti-13702	223	1	the	the	DET
aiti-13702	223	2	formula	formula	NOUN
aiti-13702	223	3	for	for	ADP
aiti-13702	223	4	the	the	DET
aiti-13702	223	5	perspective	perspective	ADJ
aiti-13702	223	6	transformation	transformation	NOUN
aiti-13702	223	7	is	be	AUX
aiti-13702	223	8	presented	present	VERB
aiti-13702	223	9	in	in	ADP
aiti-13702	223	10	:	:	PUNCT
aiti-13702	223	11	′=p	′=p	PROPN
aiti-13702	223	12	hp	hp	PROPN
aiti-13702	223	13	(	(	PUNCT
aiti-13702	223	14	11	11	NUM
aiti-13702	223	15	)	)	PUNCT
aiti-13702	223	16	where	where	SCONJ
aiti-13702	223	17	�	�	PROPN
aiti-13702	223	18	is	be	AUX
aiti-13702	223	19	the	the	DET
aiti-13702	223	20	perspective	perspective	ADJ
aiti-13702	223	21	transformation	transformation	NOUN
aiti-13702	223	22	matrix	matrix	NOUN
aiti-13702	223	23	that	that	PRON
aiti-13702	223	24	projects	project	VERB
aiti-13702	223	25	the	the	DET
aiti-13702	223	26	position	position	NOUN
aiti-13702	223	27	coordinates	coordinate	VERB
aiti-13702	223	28	�	�	PROPN
aiti-13702	223	29	�	�	PROPN
aiti-13702	223	30	to	to	ADP
aiti-13702	223	31	the	the	DET
aiti-13702	223	32	desired	desire	VERB
aiti-13702	223	33	top	top	ADJ
aiti-13702	223	34	view	view	NOUN
aiti-13702	223	35	coordinates	coordinate	NOUN
aiti-13702	223	36	�	�	PROPN
aiti-13702	223	37	.	.	PUNCT
aiti-13702	224	1	this	this	DET
aiti-13702	224	2	formula	formula	NOUN
aiti-13702	224	3	can	can	AUX
aiti-13702	224	4	be	be	AUX
aiti-13702	224	5	expressed	express	VERB
aiti-13702	224	6	as	as	SCONJ
aiti-13702	224	7	follows	follow	VERB
aiti-13702	224	8	:	:	PUNCT
aiti-13702	224	9	00	00	NUM
aiti-13702	224	10	01	01	NUM
aiti-13702	225	1	02	02	NUM
aiti-13702	225	2	10	10	NUM
aiti-13702	225	3	11	11	NUM
aiti-13702	225	4	12	12	NUM
aiti-13702	225	5	20	20	NUM
aiti-13702	225	6	21	21	NUM
aiti-13702	225	7	22	22	NUM
aiti-13702	225	8	′	′	NUM
aiti-13702	225	9			PROPN
aiti-13702	225	10			NOUN
aiti-13702	225	11			PROPN
aiti-13702	225	12			NOUN
aiti-13702	225	13			PROPN
aiti-13702	225	14			PROPN
aiti-13702	226	1			PROPN
aiti-13702	227	1			PROPN
aiti-13702	228	1			INTJ
aiti-13702	229	1			PROPN
aiti-13702	230	1			PROPN
aiti-13702	230	2	′=	′=	PROPN
aiti-13702	231	1	=	=	PROPN
aiti-13702	231	2			PROPN
aiti-13702	232	1			PROPN
aiti-13702	233	1			PROPN
aiti-13702	234	1			INTJ
aiti-13702	235	1			PROPN
aiti-13702	236	1			INTJ
aiti-13702	237	1			PROPN
aiti-13702	238	1			PROPN
aiti-13702	239	1			PROPN
aiti-13702	240	1			PROPN
aiti-13702	241	1			PROPN
aiti-13702	241	2	′	′	VERB
aiti-13702	241	3			NUM
aiti-13702	241	4			PROPN
aiti-13702	241	5			NOUN
aiti-13702	241	6			PROPN
aiti-13702	241	7			NOUN
aiti-13702	241	8	x	x	PUNCT
aiti-13702	242	1	h	h	NOUN
aiti-13702	242	2	h	h	NOUN
aiti-13702	242	3	h	h	NOUN
aiti-13702	242	4	x	x	PUNCT
aiti-13702	243	1	y	y	NOUN
aiti-13702	243	2	h	h	NOUN
aiti-13702	243	3	h	h	NOUN
aiti-13702	244	1	h	h	NOUN
aiti-13702	245	1	y	y	PROPN
aiti-13702	245	2	w	w	PROPN
aiti-13702	245	3	h	h	PROPN
aiti-13702	245	4	h	h	NOUN
aiti-13702	245	5	h	h	PROPN
aiti-13702	245	6	w	w	PROPN
aiti-13702	245	7	(	(	PUNCT
aiti-13702	245	8	12	12	NUM
aiti-13702	245	9	)	)	PUNCT
aiti-13702	245	10	because	because	SCONJ
aiti-13702	245	11	the	the	DET
aiti-13702	245	12	basketball	basketball	NOUN
aiti-13702	245	13	court	court	NOUN
aiti-13702	245	14	typically	typically	ADV
aiti-13702	245	15	lacks	lack	VERB
aiti-13702	245	16	distinct	distinct	ADJ
aiti-13702	245	17	features	feature	NOUN
aiti-13702	245	18	,	,	PUNCT
aiti-13702	245	19	this	this	DET
aiti-13702	245	20	study	study	NOUN
aiti-13702	245	21	uses	use	VERB
aiti-13702	245	22	the	the	DET
aiti-13702	245	23	four	four	NUM
aiti-13702	245	24	corners	corner	NOUN
aiti-13702	245	25	of	of	ADP
aiti-13702	245	26	the	the	DET
aiti-13702	245	27	court	court	NOUN
aiti-13702	245	28	that	that	PRON
aiti-13702	245	29	are	be	AUX
aiti-13702	245	30	visible	visible	ADJ
aiti-13702	245	31	to	to	ADP
aiti-13702	245	32	the	the	DET
aiti-13702	245	33	camera	camera	NOUN
aiti-13702	245	34	as	as	ADP
aiti-13702	245	35	reference	reference	NOUN
aiti-13702	245	36	points	point	NOUN
aiti-13702	245	37	.	.	PUNCT
aiti-13702	246	1	fig	fig	NOUN
aiti-13702	246	2	.	.	PUNCT
aiti-13702	247	1	15	15	NUM
aiti-13702	247	2	illustrates	illustrate	VERB
aiti-13702	247	3	the	the	DET
aiti-13702	247	4	top	top	ADJ
aiti-13702	247	5	view	view	NOUN
aiti-13702	247	6	of	of	ADP
aiti-13702	247	7	the	the	DET
aiti-13702	247	8	field	field	NOUN
aiti-13702	247	9	,	,	PUNCT
aiti-13702	247	10	with	with	ADP
aiti-13702	247	11	the	the	DET
aiti-13702	247	12	red	red	ADJ
aiti-13702	247	13	dots	dot	NOUN
aiti-13702	247	14	representing	represent	VERB
aiti-13702	247	15	�	�	PROPN
aiti-13702	247	16	,	,	PUNCT
aiti-13702	247	17	and	and	CCONJ
aiti-13702	247	18	fig	fig	NOUN
aiti-13702	247	19	.	.	PUNCT
aiti-13702	248	1	16	16	NUM
aiti-13702	248	2	presents	present	VERB
aiti-13702	248	3	the	the	DET
aiti-13702	248	4	real	real	ADJ
aiti-13702	248	5	-	-	PUNCT
aiti-13702	248	6	world	world	NOUN
aiti-13702	248	7	view	view	NOUN
aiti-13702	248	8	of	of	ADP
aiti-13702	248	9	the	the	DET
aiti-13702	248	10	court	court	NOUN
aiti-13702	248	11	,	,	PUNCT
aiti-13702	248	12	with	with	ADP
aiti-13702	248	13	the	the	DET
aiti-13702	248	14	green	green	ADJ
aiti-13702	248	15	dots	dot	NOUN
aiti-13702	248	16	representing	represent	VERB
aiti-13702	248	17	�	�	PROPN
aiti-13702	248	18	�	�	PROPN
aiti-13702	248	19	.	.	PUNCT
aiti-13702	249	1	the	the	DET
aiti-13702	249	2	�	�	PROPN
aiti-13702	249	3	matrix	matrix	NOUN
aiti-13702	249	4	is	be	AUX
aiti-13702	249	5	derived	derive	VERB
aiti-13702	249	6	from	from	ADP
aiti-13702	249	7	coordinates	coordinate	NOUN
aiti-13702	249	8	�	�	PROPN
aiti-13702	249	9	and	and	CCONJ
aiti-13702	249	10	�	�	PROPN
aiti-13702	249	11	�	�	PROPN
aiti-13702	249	12	,	,	PUNCT
aiti-13702	249	13	the	the	DET
aiti-13702	249	14	player	player	NOUN
aiti-13702	249	15	coordinates	coordinate	VERB
aiti-13702	249	16	in	in	ADP
aiti-13702	249	17	the	the	DET
aiti-13702	249	18	image	image	NOUN
aiti-13702	249	19	are	be	AUX
aiti-13702	249	20	multiplied	multiply	VERB
aiti-13702	249	21	by	by	ADP
aiti-13702	249	22	this	this	DET
aiti-13702	249	23	matrix	matrix	NOUN
aiti-13702	249	24	to	to	PART
aiti-13702	249	25	yield	yield	VERB
aiti-13702	249	26	their	their	PRON
aiti-13702	249	27	corresponding	corresponding	ADJ
aiti-13702	249	28	top	top	ADJ
aiti-13702	249	29	-	-	PUNCT
aiti-13702	249	30	view	view	NOUN
aiti-13702	249	31	positions	position	NOUN
aiti-13702	249	32	.	.	PUNCT
aiti-13702	250	1	advances	advance	NOUN
aiti-13702	250	2	in	in	ADP
aiti-13702	250	3	technology	technology	NOUN
aiti-13702	250	4	innovation	innovation	NOUN
aiti-13702	250	5	,	,	PUNCT
aiti-13702	250	6	vol	vol	NOUN
aiti-13702	250	7	.	.	PROPN
aiti-13702	250	8	9	9	NUM
aiti-13702	250	9	,	,	PUNCT
aiti-13702	250	10	no	no	INTJ
aiti-13702	250	11	.	.	NOUN
aiti-13702	250	12	3	3	NUM
aiti-13702	250	13	,	,	PUNCT
aiti-13702	250	14	2024	2024	NUM
aiti-13702	250	15	,	,	PUNCT
aiti-13702	250	16	pp	pp	ADJ
aiti-13702	250	17	.	.	PUNCT
aiti-13702	251	1	157	157	NUM
aiti-13702	251	2	-	-	SYM
aiti-13702	251	3	171	171	NUM
aiti-13702	251	4	167	167	NUM
aiti-13702	251	5	fig	fig	NOUN
aiti-13702	251	6	.	.	PUNCT
aiti-13702	252	1	15	15	NUM
aiti-13702	252	2	top	top	ADJ
aiti-13702	252	3	view	view	NOUN
aiti-13702	252	4	image	image	NOUN
aiti-13702	252	5	fig	fig	NOUN
aiti-13702	252	6	.	.	PUNCT
aiti-13702	253	1	16	16	NUM
aiti-13702	253	2	real	real	ADJ
aiti-13702	253	3	-	-	PUNCT
aiti-13702	253	4	world	world	NOUN
aiti-13702	253	5	view	view	NOUN
aiti-13702	253	6	of	of	ADP
aiti-13702	253	7	the	the	DET
aiti-13702	253	8	court	court	NOUN
aiti-13702	253	9	4	4	NUM
aiti-13702	253	10	.	.	PUNCT
aiti-13702	253	11	experimental	experimental	ADJ
aiti-13702	253	12	results	result	NOUN
aiti-13702	253	13	this	this	DET
aiti-13702	253	14	section	section	NOUN
aiti-13702	253	15	presents	present	VERB
aiti-13702	253	16	the	the	DET
aiti-13702	253	17	results	result	NOUN
aiti-13702	253	18	to	to	PART
aiti-13702	253	19	evaluate	evaluate	VERB
aiti-13702	253	20	the	the	DET
aiti-13702	253	21	proposed	propose	VERB
aiti-13702	253	22	approach	approach	NOUN
aiti-13702	253	23	.	.	PUNCT
aiti-13702	254	1	the	the	DET
aiti-13702	254	2	experiments	experiment	NOUN
aiti-13702	254	3	were	be	AUX
aiti-13702	254	4	performed	perform	VERB
aiti-13702	254	5	using	use	VERB
aiti-13702	254	6	an	an	DET
aiti-13702	254	7	nvidia	nvidia	ADJ
aiti-13702	254	8	geforce	geforce	NOUN
aiti-13702	254	9	rtx	rtx	PROPN
aiti-13702	254	10	3070	3070	NUM
aiti-13702	254	11	gpu	gpu	NOUN
aiti-13702	254	12	,	,	PUNCT
aiti-13702	254	13	significantly	significantly	ADV
aiti-13702	254	14	accelerating	accelerate	VERB
aiti-13702	254	15	the	the	DET
aiti-13702	254	16	training	training	NOUN
aiti-13702	254	17	process	process	NOUN
aiti-13702	254	18	.	.	PUNCT
aiti-13702	255	1	detailed	detailed	ADJ
aiti-13702	255	2	software	software	NOUN
aiti-13702	255	3	and	and	CCONJ
aiti-13702	255	4	hardware	hardware	NOUN
aiti-13702	255	5	system	system	NOUN
aiti-13702	255	6	configurations	configuration	NOUN
aiti-13702	255	7	used	use	VERB
aiti-13702	255	8	in	in	ADP
aiti-13702	255	9	the	the	DET
aiti-13702	255	10	experiments	experiment	NOUN
aiti-13702	255	11	are	be	AUX
aiti-13702	255	12	provided	provide	VERB
aiti-13702	255	13	in	in	ADP
aiti-13702	255	14	table	table	NOUN
aiti-13702	255	15	2	2	NUM
aiti-13702	255	16	.	.	PUNCT
aiti-13702	255	17	table	table	NOUN
aiti-13702	255	18	2	2	NUM
aiti-13702	255	19	hardware	hardware	NOUN
aiti-13702	255	20	equipment	equipment	NOUN
aiti-13702	255	21	item	item	NOUN
aiti-13702	255	22	specification	specification	NOUN
aiti-13702	255	23	cpu	cpu	VERB
aiti-13702	255	24	amd	amd	NOUN
aiti-13702	255	25	ryzen5	ryzen5	VERB
aiti-13702	255	26	5600x	5600x	NOUN
aiti-13702	255	27	ram	ram	VERB
aiti-13702	255	28	16	16	NUM
aiti-13702	255	29	gb	gb	NOUN
aiti-13702	255	30	ddr4	ddr4	PROPN
aiti-13702	255	31	-	-	PUNCT
aiti-13702	255	32	3200	3200	NUM
aiti-13702	255	33	gpu	gpu	PROPN
aiti-13702	255	34	nvidia	nvidia	PROPN
aiti-13702	255	35	geforce	geforce	NOUN
aiti-13702	255	36	rtx	rtx	PROPN
aiti-13702	255	37	3070	3070	NUM
aiti-13702	255	38	operating	operating	NOUN
aiti-13702	255	39	system	system	NOUN
aiti-13702	255	40	windows	window	VERB
aiti-13702	255	41	10	10	NUM
aiti-13702	255	42	the	the	DET
aiti-13702	255	43	data	datum	NOUN
aiti-13702	255	44	set	set	VERB
aiti-13702	255	45	used	use	VERB
aiti-13702	255	46	in	in	ADP
aiti-13702	255	47	this	this	DET
aiti-13702	255	48	study	study	NOUN
aiti-13702	255	49	primarily	primarily	ADV
aiti-13702	255	50	comprises	comprise	VERB
aiti-13702	255	51	images	image	NOUN
aiti-13702	255	52	taken	take	VERB
aiti-13702	255	53	from	from	ADP
aiti-13702	255	54	basketball	basketball	NOUN
aiti-13702	255	55	games	game	NOUN
aiti-13702	255	56	played	play	VERB
aiti-13702	255	57	on	on	ADP
aiti-13702	255	58	campus	campus	NOUN
aiti-13702	255	59	,	,	PUNCT
aiti-13702	255	60	as	as	SCONJ
aiti-13702	255	61	illustrated	illustrate	VERB
aiti-13702	255	62	in	in	ADP
aiti-13702	255	63	fig	fig	NOUN
aiti-13702	255	64	.	.	PUNCT
aiti-13702	256	1	17	17	NUM
aiti-13702	256	2	.	.	PUNCT
aiti-13702	257	1	the	the	DET
aiti-13702	257	2	dataset	dataset	NOUN
aiti-13702	257	3	was	be	AUX
aiti-13702	257	4	generated	generate	VERB
aiti-13702	257	5	by	by	ADP
aiti-13702	257	6	recording	recording	NOUN
aiti-13702	257	7	matches	match	NOUN
aiti-13702	257	8	and	and	CCONJ
aiti-13702	257	9	capturing	capture	VERB
aiti-13702	257	10	an	an	DET
aiti-13702	257	11	image	image	NOUN
aiti-13702	257	12	every	every	DET
aiti-13702	257	13	2	2	NUM
aiti-13702	257	14	seconds	second	NOUN
aiti-13702	257	15	.	.	PUNCT
aiti-13702	258	1	a	a	DET
aiti-13702	258	2	total	total	NOUN
aiti-13702	258	3	of	of	ADP
aiti-13702	258	4	2	2	NUM
aiti-13702	258	5	different	different	ADJ
aiti-13702	258	6	match	match	NOUN
aiti-13702	258	7	videos	video	NOUN
aiti-13702	258	8	were	be	AUX
aiti-13702	258	9	collected	collect	VERB
aiti-13702	258	10	.	.	PUNCT
aiti-13702	259	1	the	the	DET
aiti-13702	259	2	data	datum	NOUN
aiti-13702	259	3	set	set	VERB
aiti-13702	259	4	comprises	comprise	VERB
aiti-13702	259	5	1270	1270	NUM
aiti-13702	259	6	images	image	NOUN
aiti-13702	259	7	,	,	PUNCT
aiti-13702	259	8	with	with	ADP
aiti-13702	259	9	960	960	NUM
aiti-13702	259	10	used	use	VERB
aiti-13702	259	11	for	for	ADP
aiti-13702	259	12	training	training	NOUN
aiti-13702	259	13	,	,	PUNCT
aiti-13702	259	14	200	200	NUM
aiti-13702	259	15	used	use	VERB
aiti-13702	259	16	for	for	ADP
aiti-13702	259	17	validation	validation	NOUN
aiti-13702	259	18	,	,	PUNCT
aiti-13702	259	19	and	and	CCONJ
aiti-13702	259	20	100	100	NUM
aiti-13702	259	21	used	use	VERB
aiti-13702	259	22	for	for	ADP
aiti-13702	259	23	testing	testing	NOUN
aiti-13702	259	24	,	,	PUNCT
aiti-13702	259	25	accounting	account	VERB
aiti-13702	259	26	for	for	ADP
aiti-13702	259	27	approximately	approximately	ADV
aiti-13702	259	28	76	76	NUM
aiti-13702	259	29	%	%	NOUN
aiti-13702	259	30	,	,	PUNCT
aiti-13702	259	31	16	16	NUM
aiti-13702	259	32	%	%	NOUN
aiti-13702	259	33	,	,	PUNCT
aiti-13702	259	34	and	and	CCONJ
aiti-13702	259	35	8	8	NUM
aiti-13702	259	36	%	%	NOUN
aiti-13702	259	37	of	of	ADP
aiti-13702	259	38	the	the	DET
aiti-13702	259	39	total	total	ADJ
aiti-13702	259	40	images	image	NOUN
aiti-13702	259	41	,	,	PUNCT
aiti-13702	259	42	respectively	respectively	ADV
aiti-13702	259	43	.	.	PUNCT
aiti-13702	260	1	the	the	DET
aiti-13702	260	2	epoch	epoch	NOUN
aiti-13702	260	3	is	be	AUX
aiti-13702	260	4	set	set	VERB
aiti-13702	260	5	to	to	ADP
aiti-13702	260	6	300	300	NUM
aiti-13702	260	7	,	,	PUNCT
aiti-13702	260	8	and	and	CCONJ
aiti-13702	260	9	the	the	DET
aiti-13702	260	10	batch	batch	NOUN
aiti-13702	260	11	size	size	NOUN
aiti-13702	260	12	is	be	AUX
aiti-13702	260	13	set	set	VERB
aiti-13702	260	14	to	to	ADP
aiti-13702	260	15	4	4	NUM
aiti-13702	260	16	.	.	PUNCT
aiti-13702	260	17	fig	fig	NOUN
aiti-13702	260	18	.	.	PUNCT
aiti-13702	261	1	17	17	NUM
aiti-13702	261	2	image	image	NOUN
aiti-13702	261	3	from	from	ADP
aiti-13702	261	4	the	the	DET
aiti-13702	261	5	data	datum	NOUN
aiti-13702	261	6	set	set	VERB
aiti-13702	261	7	table	table	NOUN
aiti-13702	261	8	3	3	NUM
aiti-13702	261	9	confusion	confusion	NOUN
aiti-13702	261	10	matrix	matrix	NOUN
aiti-13702	261	11	predicted	predict	VERB
aiti-13702	261	12	positive	positive	ADJ
aiti-13702	261	13	predicted	predict	VERB
aiti-13702	261	14	negative	negative	ADJ
aiti-13702	261	15	actual	actual	ADJ
aiti-13702	261	16	positive	positive	ADJ
aiti-13702	261	17	tp	tp	NOUN
aiti-13702	261	18	fn	fn	NOUN
aiti-13702	261	19	actual	actual	ADJ
aiti-13702	261	20	negative	negative	ADJ
aiti-13702	261	21	fp	fp	PROPN
aiti-13702	261	22	tn	tn	PROPN
aiti-13702	261	23	168	168	NUM
aiti-13702	261	24	advances	advance	NOUN
aiti-13702	261	25	in	in	ADP
aiti-13702	261	26	technology	technology	NOUN
aiti-13702	261	27	innovation	innovation	NOUN
aiti-13702	261	28	,	,	PUNCT
aiti-13702	261	29	vol	vol	NOUN
aiti-13702	261	30	.	.	PROPN
aiti-13702	262	1	9	9	NUM
aiti-13702	262	2	,	,	PUNCT
aiti-13702	262	3	no	no	INTJ
aiti-13702	262	4	.	.	NOUN
aiti-13702	262	5	3	3	NUM
aiti-13702	262	6	,	,	PUNCT
aiti-13702	262	7	2024	2024	NUM
aiti-13702	262	8	,	,	PUNCT
aiti-13702	262	9	pp	pp	ADJ
aiti-13702	262	10	.	.	PUNCT
aiti-13702	263	1	157	157	NUM
aiti-13702	263	2	-	-	SYM
aiti-13702	263	3	171	171	NUM
aiti-13702	263	4	a	a	DET
aiti-13702	263	5	confusion	confusion	NOUN
aiti-13702	263	6	matrix	matrix	NOUN
aiti-13702	263	7	was	be	AUX
aiti-13702	263	8	mainly	mainly	ADV
aiti-13702	263	9	used	use	VERB
aiti-13702	263	10	to	to	PART
aiti-13702	263	11	evaluate	evaluate	VERB
aiti-13702	263	12	the	the	DET
aiti-13702	263	13	training	training	NOUN
aiti-13702	263	14	results	result	NOUN
aiti-13702	263	15	in	in	ADP
aiti-13702	263	16	this	this	DET
aiti-13702	263	17	study	study	NOUN
aiti-13702	263	18	(	(	PUNCT
aiti-13702	263	19	table	table	NOUN
aiti-13702	263	20	3	3	NUM
aiti-13702	263	21	)	)	PUNCT
aiti-13702	263	22	.	.	PUNCT
aiti-13702	264	1	the	the	DET
aiti-13702	264	2	confusion	confusion	NOUN
aiti-13702	264	3	matrix	matrix	NOUN
aiti-13702	264	4	is	be	AUX
aiti-13702	264	5	commonly	commonly	ADV
aiti-13702	264	6	used	use	VERB
aiti-13702	264	7	in	in	ADP
aiti-13702	264	8	deep	deep	ADJ
aiti-13702	264	9	learning	learning	NOUN
aiti-13702	264	10	to	to	PART
aiti-13702	264	11	evaluate	evaluate	VERB
aiti-13702	264	12	a	a	DET
aiti-13702	264	13	model	model	NOUN
aiti-13702	264	14	’s	’s	PART
aiti-13702	264	15	performance	performance	NOUN
aiti-13702	264	16	based	base	VERB
aiti-13702	264	17	on	on	ADP
aiti-13702	264	18	precision	precision	NOUN
aiti-13702	264	19	and	and	CCONJ
aiti-13702	264	20	recall	recall	NOUN
aiti-13702	264	21	,	,	PUNCT
aiti-13702	264	22	as	as	SCONJ
aiti-13702	264	23	illustrated	illustrate	VERB
aiti-13702	264	24	in	in	ADP
aiti-13702	264	25	:	:	PUNCT
aiti-13702	264	26	=	=	SYM
aiti-13702	265	1	+	+	CCONJ
aiti-13702	265	2	tp	tp	PART
aiti-13702	265	3	precision	precision	NOUN
aiti-13702	265	4	tp	tp	ADP
aiti-13702	265	5	fp	fp	PROPN
aiti-13702	265	6	(	(	PUNCT
aiti-13702	265	7	13	13	NUM
aiti-13702	265	8	)	)	PUNCT
aiti-13702	265	9	=	=	PUNCT
aiti-13702	266	1	+	+	CCONJ
aiti-13702	266	2	tp	tp	PART
aiti-13702	266	3	recall	recall	VERB
aiti-13702	266	4	tp	tp	ADP
aiti-13702	266	5	fn	fn	PROPN
aiti-13702	266	6	(	(	PUNCT
aiti-13702	266	7	14	14	NUM
aiti-13702	266	8	)	)	PUNCT
aiti-13702	266	9	fig	fig	NOUN
aiti-13702	266	10	.	.	PUNCT
aiti-13702	267	1	18	18	NUM
aiti-13702	267	2	illustrates	illustrate	VERB
aiti-13702	267	3	the	the	DET
aiti-13702	267	4	line	line	NOUN
aiti-13702	267	5	chart	chart	NOUN
aiti-13702	267	6	of	of	ADP
aiti-13702	267	7	the	the	DET
aiti-13702	267	8	precision	precision	NOUN
aiti-13702	267	9	of	of	ADP
aiti-13702	267	10	each	each	DET
aiti-13702	267	11	model	model	NOUN
aiti-13702	267	12	during	during	ADP
aiti-13702	267	13	training	training	NOUN
aiti-13702	267	14	,	,	PUNCT
aiti-13702	267	15	gradually	gradually	ADV
aiti-13702	267	16	converging	converge	VERB
aiti-13702	267	17	after	after	ADP
aiti-13702	267	18	about	about	ADV
aiti-13702	267	19	40	40	NUM
aiti-13702	267	20	epochs	epoch	NOUN
aiti-13702	267	21	.	.	PUNCT
aiti-13702	268	1	yolov5s	yolov5s	NOUN
aiti-13702	268	2	shows	show	VERB
aiti-13702	268	3	slightly	slightly	ADV
aiti-13702	268	4	higher	high	ADJ
aiti-13702	268	5	precision	precision	NOUN
aiti-13702	268	6	after	after	ADP
aiti-13702	268	7	convergence	convergence	NOUN
aiti-13702	268	8	,	,	PUNCT
aiti-13702	268	9	about	about	ADV
aiti-13702	268	10	1	1	NUM
aiti-13702	268	11	%	%	NOUN
aiti-13702	268	12	higher	high	ADJ
aiti-13702	268	13	than	than	ADP
aiti-13702	268	14	the	the	DET
aiti-13702	268	15	other	other	ADJ
aiti-13702	268	16	two	two	NUM
aiti-13702	268	17	models	model	NOUN
aiti-13702	268	18	.	.	PUNCT
aiti-13702	269	1	fig	fig	NOUN
aiti-13702	269	2	.	.	PUNCT
aiti-13702	270	1	19	19	NUM
aiti-13702	270	2	illustrates	illustrate	VERB
aiti-13702	270	3	the	the	DET
aiti-13702	270	4	line	line	NOUN
aiti-13702	270	5	chart	chart	NOUN
aiti-13702	270	6	of	of	ADP
aiti-13702	270	7	recall	recall	NOUN
aiti-13702	270	8	of	of	ADP
aiti-13702	270	9	each	each	DET
aiti-13702	270	10	model	model	NOUN
aiti-13702	270	11	during	during	ADP
aiti-13702	270	12	training	training	NOUN
aiti-13702	270	13	,	,	PUNCT
aiti-13702	270	14	where	where	SCONJ
aiti-13702	270	15	yolov5s	yolov5s	PROPN
aiti-13702	270	16	also	also	ADV
aiti-13702	270	17	shows	show	VERB
aiti-13702	270	18	a	a	DET
aiti-13702	270	19	slight	slight	ADJ
aiti-13702	270	20	lead	lead	NOUN
aiti-13702	270	21	of	of	ADP
aiti-13702	270	22	1	1	NUM
aiti-13702	270	23	to	to	PART
aiti-13702	270	24	2	2	NUM
aiti-13702	270	25	%	%	NOUN
aiti-13702	270	26	over	over	ADP
aiti-13702	270	27	the	the	DET
aiti-13702	270	28	other	other	ADJ
aiti-13702	270	29	two	two	NUM
aiti-13702	270	30	models	model	NOUN
aiti-13702	270	31	in	in	ADP
aiti-13702	270	32	terms	term	NOUN
aiti-13702	270	33	of	of	ADP
aiti-13702	270	34	recall	recall	NOUN
aiti-13702	270	35	.	.	PUNCT
aiti-13702	271	1	in	in	ADP
aiti-13702	271	2	the	the	DET
aiti-13702	271	3	current	current	ADJ
aiti-13702	271	4	study	study	NOUN
aiti-13702	271	5	,	,	PUNCT
aiti-13702	271	6	the	the	DET
aiti-13702	271	7	mean	mean	ADJ
aiti-13702	271	8	average	average	ADJ
aiti-13702	271	9	precision	precision	NOUN
aiti-13702	271	10	(	(	PUNCT
aiti-13702	271	11	map	map	NOUN
aiti-13702	271	12	)	)	PUNCT
aiti-13702	271	13	was	be	AUX
aiti-13702	271	14	considered	consider	VERB
aiti-13702	271	15	to	to	PART
aiti-13702	271	16	be	be	AUX
aiti-13702	271	17	the	the	DET
aiti-13702	271	18	primary	primary	ADJ
aiti-13702	271	19	indicator	indicator	NOUN
aiti-13702	271	20	of	of	ADP
aiti-13702	271	21	the	the	DET
aiti-13702	271	22	proposed	propose	VERB
aiti-13702	271	23	model	model	NOUN
aiti-13702	271	24	’s	’s	PART
aiti-13702	271	25	performance	performance	NOUN
aiti-13702	271	26	.	.	PUNCT
aiti-13702	272	1	the	the	DET
aiti-13702	272	2	accuracy	accuracy	NOUN
aiti-13702	272	3	of	of	ADP
aiti-13702	272	4	object	object	NOUN
aiti-13702	272	5	detection	detection	NOUN
aiti-13702	272	6	was	be	AUX
aiti-13702	272	7	measured	measure	VERB
aiti-13702	272	8	using	use	VERB
aiti-13702	272	9	map@0.5	map@0.5	NOUN
aiti-13702	272	10	,	,	PUNCT
aiti-13702	272	11	which	which	PRON
aiti-13702	272	12	evaluates	evaluate	VERB
aiti-13702	272	13	the	the	DET
aiti-13702	272	14	map	map	NOUN
aiti-13702	272	15	at	at	ADP
aiti-13702	272	16	an	an	DET
aiti-13702	272	17	intersection	intersection	NOUN
aiti-13702	272	18	over	over	ADP
aiti-13702	272	19	union	union	NOUN
aiti-13702	272	20	(	(	PUNCT
aiti-13702	272	21	iou	iou	NOUN
aiti-13702	272	22	)	)	PUNCT
aiti-13702	272	23	threshold	threshold	NOUN
aiti-13702	272	24	of	of	ADP
aiti-13702	272	25	0.5	0.5	NUM
aiti-13702	272	26	.	.	PUNCT
aiti-13702	273	1	map@0.5:0.95	map@0.5:0.95	NOUN
aiti-13702	273	2	measures	measure	VERB
aiti-13702	273	3	the	the	DET
aiti-13702	273	4	map	map	NOUN
aiti-13702	273	5	over	over	ADP
aiti-13702	273	6	a	a	DET
aiti-13702	273	7	range	range	NOUN
aiti-13702	273	8	of	of	ADP
aiti-13702	273	9	iou	iou	PROPN
aiti-13702	273	10	thresholds	threshold	NOUN
aiti-13702	273	11	from	from	ADP
aiti-13702	273	12	0.5	0.5	NUM
aiti-13702	273	13	to	to	PART
aiti-13702	273	14	0.95	0.95	NUM
aiti-13702	273	15	.	.	PUNCT
aiti-13702	274	1	a	a	DET
aiti-13702	274	2	lower	low	ADJ
aiti-13702	274	3	iou	iou	NOUN
aiti-13702	274	4	threshold	threshold	NOUN
aiti-13702	274	5	indicates	indicate	VERB
aiti-13702	274	6	less	less	ADJ
aiti-13702	274	7	overlap	overlap	NOUN
aiti-13702	274	8	between	between	ADP
aiti-13702	274	9	the	the	DET
aiti-13702	274	10	detection	detection	NOUN
aiti-13702	274	11	and	and	CCONJ
aiti-13702	274	12	target	target	NOUN
aiti-13702	274	13	boxes	box	NOUN
aiti-13702	274	14	,	,	PUNCT
aiti-13702	274	15	whereas	whereas	SCONJ
aiti-13702	274	16	a	a	DET
aiti-13702	274	17	higher	high	ADJ
aiti-13702	274	18	iou	iou	NOUN
aiti-13702	274	19	threshold	threshold	NOUN
aiti-13702	274	20	indicates	indicate	VERB
aiti-13702	274	21	greater	great	ADJ
aiti-13702	274	22	overlap	overlap	NOUN
aiti-13702	274	23	.	.	PUNCT
aiti-13702	275	1	fig	fig	NOUN
aiti-13702	275	2	.	.	PUNCT
aiti-13702	276	1	18	18	NUM
aiti-13702	276	2	line	line	NOUN
aiti-13702	276	3	chart	chart	NOUN
aiti-13702	276	4	of	of	ADP
aiti-13702	276	5	precision	precision	NOUN
aiti-13702	276	6	of	of	ADP
aiti-13702	276	7	each	each	DET
aiti-13702	276	8	model	model	NOUN
aiti-13702	276	9	fig	fig	NOUN
aiti-13702	276	10	.	.	PUNCT
aiti-13702	277	1	19	19	NUM
aiti-13702	277	2	line	line	NOUN
aiti-13702	277	3	chart	chart	NOUN
aiti-13702	277	4	of	of	ADP
aiti-13702	277	5	recall	recall	NOUN
aiti-13702	277	6	of	of	ADP
aiti-13702	277	7	each	each	DET
aiti-13702	277	8	model	model	NOUN
aiti-13702	277	9	advances	advance	VERB
aiti-13702	277	10	in	in	ADP
aiti-13702	277	11	technology	technology	NOUN
aiti-13702	277	12	innovation	innovation	NOUN
aiti-13702	277	13	,	,	PUNCT
aiti-13702	277	14	vol	vol	NOUN
aiti-13702	277	15	.	.	PROPN
aiti-13702	278	1	9	9	NUM
aiti-13702	278	2	,	,	PUNCT
aiti-13702	278	3	no	no	INTJ
aiti-13702	278	4	.	.	NOUN
aiti-13702	278	5	3	3	NUM
aiti-13702	278	6	,	,	PUNCT
aiti-13702	278	7	2024	2024	NUM
aiti-13702	278	8	,	,	PUNCT
aiti-13702	278	9	pp	pp	ADJ
aiti-13702	278	10	.	.	PUNCT
aiti-13702	279	1	157	157	NUM
aiti-13702	279	2	-	-	SYM
aiti-13702	279	3	171	171	NUM
aiti-13702	279	4	169	169	NUM
aiti-13702	279	5	the	the	DET
aiti-13702	279	6	study	study	NOUN
aiti-13702	279	7	trained	train	VERB
aiti-13702	279	8	three	three	NUM
aiti-13702	279	9	models	model	NOUN
aiti-13702	279	10	,	,	PUNCT
aiti-13702	279	11	that	that	ADV
aiti-13702	279	12	is	is	ADV
aiti-13702	279	13	,	,	PUNCT
aiti-13702	279	14	yolov5s	yolov5s	PROPN
aiti-13702	279	15	,	,	PUNCT
aiti-13702	279	16	mob_yolov5s	mob_yolov5s	NOUN
aiti-13702	279	17	,	,	PUNCT
aiti-13702	279	18	and	and	CCONJ
aiti-13702	279	19	eff_yolov5s	eff_yolov5s	NOUN
aiti-13702	279	20	,	,	PUNCT
aiti-13702	279	21	on	on	ADP
aiti-13702	279	22	the	the	DET
aiti-13702	279	23	data	datum	NOUN
aiti-13702	279	24	set	set	VERB
aiti-13702	279	25	.	.	PUNCT
aiti-13702	280	1	the	the	DET
aiti-13702	280	2	main	main	ADJ
aiti-13702	280	3	evaluation	evaluation	NOUN
aiti-13702	280	4	metrics	metric	NOUN
aiti-13702	280	5	that	that	PRON
aiti-13702	280	6	were	be	AUX
aiti-13702	280	7	used	use	VERB
aiti-13702	280	8	were	be	AUX
aiti-13702	280	9	precision	precision	NOUN
aiti-13702	280	10	,	,	PUNCT
aiti-13702	280	11	recall	recall	NOUN
aiti-13702	280	12	,	,	PUNCT
aiti-13702	280	13	map@0.5	map@0.5	PROPN
aiti-13702	280	14	,	,	PUNCT
aiti-13702	280	15	and	and	CCONJ
aiti-13702	280	16	map@0.5:0.95	map@0.5:0.95	NOUN
aiti-13702	280	17	.	.	PUNCT
aiti-13702	281	1	table	table	NOUN
aiti-13702	281	2	4	4	NUM
aiti-13702	281	3	compares	compare	VERB
aiti-13702	281	4	the	the	DET
aiti-13702	281	5	training	training	NOUN
aiti-13702	281	6	results	result	NOUN
aiti-13702	281	7	for	for	ADP
aiti-13702	281	8	each	each	DET
aiti-13702	281	9	model	model	NOUN
aiti-13702	281	10	.	.	PUNCT
aiti-13702	282	1	table	table	NOUN
aiti-13702	282	2	5	5	NUM
aiti-13702	282	3	presents	present	VERB
aiti-13702	282	4	a	a	DET
aiti-13702	282	5	comparative	comparative	ADJ
aiti-13702	282	6	analysis	analysis	NOUN
aiti-13702	282	7	of	of	ADP
aiti-13702	282	8	the	the	DET
aiti-13702	282	9	performance	performance	NOUN
aiti-13702	282	10	of	of	ADP
aiti-13702	282	11	each	each	DET
aiti-13702	282	12	model	model	NOUN
aiti-13702	282	13	,	,	PUNCT
aiti-13702	282	14	focusing	focus	VERB
aiti-13702	282	15	mainly	mainly	ADV
aiti-13702	282	16	on	on	ADP
aiti-13702	282	17	differences	difference	NOUN
aiti-13702	282	18	in	in	ADP
aiti-13702	282	19	the	the	DET
aiti-13702	282	20	parameters	parameter	NOUN
aiti-13702	282	21	,	,	PUNCT
aiti-13702	282	22	model	model	NOUN
aiti-13702	282	23	size	size	NOUN
aiti-13702	282	24	,	,	PUNCT
aiti-13702	282	25	giga	giga	NOUN
aiti-13702	282	26	floating	float	VERB
aiti-13702	282	27	point	point	NOUN
aiti-13702	282	28	operations	operation	NOUN
aiti-13702	282	29	per	per	ADP
aiti-13702	282	30	second	second	ADJ
aiti-13702	282	31	(	(	PUNCT
aiti-13702	282	32	gflops	gflop	NOUN
aiti-13702	282	33	)	)	PUNCT
aiti-13702	282	34	,	,	PUNCT
aiti-13702	282	35	and	and	CCONJ
aiti-13702	282	36	fps	fps	PROPN
aiti-13702	282	37	.	.	PUNCT
aiti-13702	282	38	table	table	NOUN
aiti-13702	282	39	4	4	NUM
aiti-13702	282	40	comparison	comparison	NOUN
aiti-13702	282	41	table	table	NOUN
aiti-13702	282	42	of	of	ADP
aiti-13702	282	43	training	training	NOUN
aiti-13702	282	44	results	result	NOUN
aiti-13702	282	45	for	for	ADP
aiti-13702	282	46	each	each	DET
aiti-13702	282	47	model	model	NOUN
aiti-13702	282	48	model	model	NOUN
aiti-13702	282	49	date	date	PROPN
aiti-13702	282	50	yolov5s	yolov5s	PROPN
aiti-13702	283	1	mob_yolov5s	mob_yolov5s	ADJ
aiti-13702	283	2	eff_yolov5s	eff_yolov5s	PROPN
aiti-13702	283	3	precision	precision	NOUN
aiti-13702	283	4	97.5	97.5	NUM
aiti-13702	283	5	%	%	NOUN
aiti-13702	283	6	97.4	97.4	NUM
aiti-13702	283	7	%	%	NOUN
aiti-13702	283	8	95.8	95.8	NUM
aiti-13702	283	9	%	%	NOUN
aiti-13702	283	10	recall	recall	NOUN
aiti-13702	283	11	96.9	96.9	NUM
aiti-13702	283	12	%	%	NOUN
aiti-13702	283	13	94.4	94.4	NUM
aiti-13702	283	14	%	%	NOUN
aiti-13702	283	15	94.7	94.7	NUM
aiti-13702	283	16	%	%	NOUN
aiti-13702	283	17	map@0.5	map@0.5	VERB
aiti-13702	283	18	98.3	98.3	NUM
aiti-13702	283	19	%	%	NOUN
aiti-13702	283	20	98.2	98.2	NUM
aiti-13702	283	21	%	%	NOUN
aiti-13702	283	22	97.4	97.4	NUM
aiti-13702	283	23	%	%	NOUN
aiti-13702	283	24	map@0.5:0.95	map@0.5:0.95	NOUN
aiti-13702	283	25	80.9	80.9	NUM
aiti-13702	283	26	%	%	NOUN
aiti-13702	283	27	72.3	72.3	NUM
aiti-13702	283	28	%	%	NOUN
aiti-13702	283	29	74.5	74.5	NUM
aiti-13702	283	30	%	%	NOUN
aiti-13702	283	31	table	table	NOUN
aiti-13702	283	32	5	5	NUM
aiti-13702	283	33	performance	performance	NOUN
aiti-13702	283	34	comparison	comparison	NOUN
aiti-13702	283	35	chart	chart	NOUN
aiti-13702	283	36	of	of	ADP
aiti-13702	283	37	each	each	DET
aiti-13702	283	38	model	model	NOUN
aiti-13702	283	39	model	model	NOUN
aiti-13702	283	40	date	date	PROPN
aiti-13702	283	41	yolov5s	yolov5s	PROPN
aiti-13702	284	1	mob_yolov5s	mob_yolov5s	ADJ
aiti-13702	284	2	eff_yolov5s	eff_yolov5s	NOUN
aiti-13702	284	3	parameters	parameter	NOUN
aiti-13702	284	4	7.02	7.02	NUM
aiti-13702	284	5	×	×	NOUN
aiti-13702	284	6	106	106	NUM
aiti-13702	284	7	3.5	3.5	NUM
aiti-13702	284	8	×	×	NOUN
aiti-13702	284	9	106	106	NUM
aiti-13702	284	10	5.4	5.4	NUM
aiti-13702	284	11	×	×	NOUN
aiti-13702	284	12	106	106	NUM
aiti-13702	284	13	model	model	NOUN
aiti-13702	284	14	size	size	NOUN
aiti-13702	284	15	(	(	PUNCT
aiti-13702	284	16	mb	mb	NOUN
aiti-13702	284	17	)	)	PUNCT
aiti-13702	284	18	13.7	13.7	NUM
aiti-13702	284	19	7.08	7.08	NUM
aiti-13702	284	20	10.6	10.6	NUM
aiti-13702	284	21	gflops	gflop	NOUN
aiti-13702	284	22	15.8	15.8	NUM
aiti-13702	284	23	6.3	6.3	NUM
aiti-13702	284	24	6.9	6.9	NUM
aiti-13702	284	25	fps	fps	NOUN
aiti-13702	284	26	(	(	PUNCT
aiti-13702	284	27	cpu	cpu	PROPN
aiti-13702	284	28	)	)	PUNCT
aiti-13702	284	29	12.4	12.4	NUM
aiti-13702	284	30	17.5	17.5	NUM
aiti-13702	284	31	13.7	13.7	NUM
aiti-13702	284	32	after	after	ADP
aiti-13702	284	33	conducting	conduct	VERB
aiti-13702	284	34	an	an	DET
aiti-13702	284	35	extensive	extensive	ADJ
aiti-13702	284	36	comparison	comparison	NOUN
aiti-13702	284	37	,	,	PUNCT
aiti-13702	284	38	it	it	PRON
aiti-13702	284	39	is	be	AUX
aiti-13702	284	40	evident	evident	ADJ
aiti-13702	284	41	that	that	SCONJ
aiti-13702	284	42	the	the	DET
aiti-13702	284	43	performance	performance	NOUN
aiti-13702	284	44	of	of	ADP
aiti-13702	284	45	the	the	DET
aiti-13702	284	46	original	original	ADJ
aiti-13702	284	47	yolov5s	yolov5s	PROPN
aiti-13702	284	48	and	and	CCONJ
aiti-13702	284	49	mob_yolov5s	mob_yolov5s	PROPN
aiti-13702	284	50	is	be	AUX
aiti-13702	284	51	similar	similar	ADJ
aiti-13702	284	52	,	,	PUNCT
aiti-13702	284	53	with	with	ADP
aiti-13702	284	54	only	only	ADV
aiti-13702	284	55	a	a	DET
aiti-13702	284	56	slight	slight	ADJ
aiti-13702	284	57	difference	difference	NOUN
aiti-13702	284	58	in	in	ADP
aiti-13702	284	59	map@0.5:0.95	map@0.5:0.95	NOUN
aiti-13702	284	60	.	.	PUNCT
aiti-13702	285	1	eff_yolov5s	eff_yolov5s	NOUN
aiti-13702	285	2	is	be	AUX
aiti-13702	285	3	slightly	slightly	ADV
aiti-13702	285	4	behind	behind	ADP
aiti-13702	285	5	the	the	DET
aiti-13702	285	6	other	other	ADJ
aiti-13702	285	7	two	two	NUM
aiti-13702	285	8	models	model	NOUN
aiti-13702	285	9	.	.	PUNCT
aiti-13702	286	1	mob_yolov5s	mob_yolov5s	NOUN
aiti-13702	286	2	has	have	VERB
aiti-13702	286	3	the	the	DET
aiti-13702	286	4	fewest	few	ADJ
aiti-13702	286	5	parameters	parameter	NOUN
aiti-13702	286	6	,	,	PUNCT
aiti-13702	286	7	reducing	reduce	VERB
aiti-13702	286	8	them	they	PRON
aiti-13702	286	9	by	by	ADP
aiti-13702	286	10	approximately	approximately	ADV
aiti-13702	286	11	49.8	49.8	NUM
aiti-13702	286	12	%	%	NOUN
aiti-13702	286	13	.	.	PUNCT
aiti-13702	287	1	the	the	DET
aiti-13702	287	2	fps	fps	NOUN
aiti-13702	287	3	increased	increase	VERB
aiti-13702	287	4	from	from	ADP
aiti-13702	287	5	the	the	DET
aiti-13702	287	6	original	original	ADJ
aiti-13702	287	7	12.4	12.4	NUM
aiti-13702	287	8	to	to	ADP
aiti-13702	287	9	17.5	17.5	NUM
aiti-13702	287	10	,	,	PUNCT
aiti-13702	287	11	showing	show	VERB
aiti-13702	287	12	an	an	DET
aiti-13702	287	13	improvement	improvement	NOUN
aiti-13702	287	14	of	of	ADP
aiti-13702	287	15	approximately	approximately	ADV
aiti-13702	287	16	41.1	41.1	NUM
aiti-13702	287	17	%	%	NOUN
aiti-13702	287	18	.	.	PUNCT
aiti-13702	288	1	the	the	DET
aiti-13702	288	2	parameters	parameter	NOUN
aiti-13702	288	3	of	of	ADP
aiti-13702	288	4	eff_yolov5s	eff_yolov5s	PROPN
aiti-13702	288	5	are	be	AUX
aiti-13702	288	6	reduced	reduce	VERB
aiti-13702	288	7	by	by	ADP
aiti-13702	288	8	approximately	approximately	ADV
aiti-13702	288	9	23.08	23.08	NUM
aiti-13702	288	10	%	%	NOUN
aiti-13702	288	11	compared	compare	VERB
aiti-13702	288	12	to	to	ADP
aiti-13702	288	13	yolov5s	yolov5s	PROPN
aiti-13702	288	14	,	,	PUNCT
aiti-13702	288	15	and	and	CCONJ
aiti-13702	288	16	the	the	DET
aiti-13702	288	17	fps	fps	NOUN
aiti-13702	288	18	is	be	AUX
aiti-13702	288	19	increased	increase	VERB
aiti-13702	288	20	by	by	ADP
aiti-13702	288	21	10.48	10.48	NUM
aiti-13702	288	22	%	%	NOUN
aiti-13702	288	23	.	.	PUNCT
aiti-13702	289	1	when	when	SCONJ
aiti-13702	289	2	all	all	DET
aiti-13702	289	3	factors	factor	NOUN
aiti-13702	289	4	are	be	AUX
aiti-13702	289	5	considered	consider	VERB
aiti-13702	289	6	,	,	PUNCT
aiti-13702	289	7	mob_yolov5s	mob_yolov5s	PROPN
aiti-13702	289	8	appears	appear	VERB
aiti-13702	289	9	to	to	PART
aiti-13702	289	10	be	be	AUX
aiti-13702	289	11	the	the	DET
aiti-13702	289	12	most	most	ADV
aiti-13702	289	13	suitable	suitable	ADJ
aiti-13702	289	14	model	model	NOUN
aiti-13702	289	15	for	for	ADP
aiti-13702	289	16	player	player	NOUN
aiti-13702	289	17	detection	detection	NOUN
aiti-13702	289	18	because	because	SCONJ
aiti-13702	289	19	of	of	ADP
aiti-13702	289	20	its	its	PRON
aiti-13702	289	21	higher	high	ADJ
aiti-13702	289	22	precision	precision	NOUN
aiti-13702	289	23	and	and	CCONJ
aiti-13702	289	24	recall	recall	NOUN
aiti-13702	289	25	rates	rate	NOUN
aiti-13702	289	26	,	,	PUNCT
aiti-13702	289	27	consistent	consistent	ADJ
aiti-13702	289	28	prediction	prediction	NOUN
aiti-13702	289	29	rates	rate	NOUN
aiti-13702	289	30	at	at	ADP
aiti-13702	289	31	map@0.5	map@0.5	PROPN
aiti-13702	289	32	,	,	PUNCT
aiti-13702	289	33	reduced	reduced	ADJ
aiti-13702	289	34	model	model	NOUN
aiti-13702	289	35	parameters	parameter	NOUN
aiti-13702	289	36	,	,	PUNCT
aiti-13702	289	37	and	and	CCONJ
aiti-13702	289	38	greater	great	ADJ
aiti-13702	289	39	computational	computational	ADJ
aiti-13702	289	40	efficiency	efficiency	NOUN
aiti-13702	289	41	.	.	PUNCT
aiti-13702	290	1	therefore	therefore	ADV
aiti-13702	290	2	,	,	PUNCT
aiti-13702	290	3	the	the	DET
aiti-13702	290	4	current	current	ADJ
aiti-13702	290	5	study	study	NOUN
aiti-13702	290	6	uses	use	VERB
aiti-13702	290	7	mob_yolov5s	mob_yolov5s	PROPN
aiti-13702	290	8	for	for	ADP
aiti-13702	290	9	subsequent	subsequent	ADJ
aiti-13702	290	10	player	player	NOUN
aiti-13702	290	11	detection	detection	NOUN
aiti-13702	290	12	tasks	task	NOUN
aiti-13702	290	13	.	.	PUNCT
aiti-13702	291	1	however	however	ADV
aiti-13702	291	2	,	,	PUNCT
aiti-13702	291	3	the	the	DET
aiti-13702	291	4	final	final	ADJ
aiti-13702	291	5	selection	selection	NOUN
aiti-13702	291	6	of	of	ADP
aiti-13702	291	7	a	a	DET
aiti-13702	291	8	model	model	NOUN
aiti-13702	291	9	should	should	AUX
aiti-13702	291	10	also	also	ADV
aiti-13702	291	11	be	be	AUX
aiti-13702	291	12	based	base	VERB
aiti-13702	291	13	on	on	ADP
aiti-13702	291	14	a	a	DET
aiti-13702	291	15	comprehensive	comprehensive	ADJ
aiti-13702	291	16	evaluation	evaluation	NOUN
aiti-13702	291	17	of	of	ADP
aiti-13702	291	18	application	application	NOUN
aiti-13702	291	19	scenarios	scenario	NOUN
aiti-13702	291	20	and	and	CCONJ
aiti-13702	291	21	hardware	hardware	NOUN
aiti-13702	291	22	resources	resource	NOUN
aiti-13702	291	23	.	.	PUNCT
aiti-13702	292	1	this	this	DET
aiti-13702	292	2	study	study	NOUN
aiti-13702	292	3	uses	use	VERB
aiti-13702	292	4	a	a	DET
aiti-13702	292	5	test	test	NOUN
aiti-13702	292	6	video	video	NOUN
aiti-13702	292	7	segment	segment	NOUN
aiti-13702	292	8	of	of	ADP
aiti-13702	292	9	approximately	approximately	ADV
aiti-13702	292	10	15	15	NUM
aiti-13702	292	11	seconds	second	NOUN
aiti-13702	292	12	for	for	ADP
aiti-13702	292	13	player	player	NOUN
aiti-13702	292	14	detection	detection	NOUN
aiti-13702	292	15	using	use	VERB
aiti-13702	292	16	mob_yolov5s	mob_yolov5s	PROPN
aiti-13702	292	17	,	,	PUNCT
aiti-13702	292	18	as	as	SCONJ
aiti-13702	292	19	illustrated	illustrate	VERB
aiti-13702	292	20	in	in	ADP
aiti-13702	292	21	fig	fig	NOUN
aiti-13702	292	22	.	.	PUNCT
aiti-13702	293	1	20	20	NUM
aiti-13702	293	2	,	,	PUNCT
aiti-13702	293	3	with	with	ADP
aiti-13702	293	4	player	player	NOUN
aiti-13702	293	5	positions	position	NOUN
aiti-13702	293	6	subsequently	subsequently	ADV
aiti-13702	293	7	transformed	transform	VERB
aiti-13702	293	8	to	to	ADP
aiti-13702	293	9	a	a	DET
aiti-13702	293	10	top	top	ADJ
aiti-13702	293	11	view	view	NOUN
aiti-13702	293	12	through	through	ADP
aiti-13702	293	13	perspective	perspective	ADJ
aiti-13702	293	14	transformation	transformation	NOUN
aiti-13702	293	15	.	.	PUNCT
aiti-13702	294	1	perspective	perspective	NOUN
aiti-13702	294	2	transformation	transformation	NOUN
aiti-13702	294	3	can	can	AUX
aiti-13702	294	4	be	be	AUX
aiti-13702	294	5	used	use	VERB
aiti-13702	294	6	to	to	PART
aiti-13702	294	7	project	project	VERB
aiti-13702	294	8	the	the	DET
aiti-13702	294	9	original	original	ADJ
aiti-13702	294	10	view	view	NOUN
aiti-13702	294	11	of	of	ADP
aiti-13702	294	12	the	the	DET
aiti-13702	294	13	court	court	NOUN
aiti-13702	294	14	onto	onto	ADP
aiti-13702	294	15	the	the	DET
aiti-13702	294	16	top	top	ADJ
aiti-13702	294	17	view	view	NOUN
aiti-13702	294	18	image	image	NOUN
aiti-13702	294	19	,	,	PUNCT
aiti-13702	294	20	which	which	PRON
aiti-13702	294	21	can	can	AUX
aiti-13702	294	22	facilitate	facilitate	VERB
aiti-13702	294	23	tracking	tracking	NOUN
aiti-13702	294	24	of	of	ADP
aiti-13702	294	25	players	player	NOUN
aiti-13702	294	26	.	.	PUNCT
aiti-13702	295	1	subsequently	subsequently	ADV
aiti-13702	295	2	,	,	PUNCT
aiti-13702	295	3	the	the	DET
aiti-13702	295	4	study	study	NOUN
aiti-13702	295	5	uses	use	VERB
aiti-13702	295	6	perspective	perspective	NOUN
aiti-13702	295	7	transformation	transformation	NOUN
aiti-13702	295	8	to	to	PART
aiti-13702	295	9	obtain	obtain	VERB
aiti-13702	295	10	player	player	NOUN
aiti-13702	295	11	tracking	track	VERB
aiti-13702	295	12	information	information	NOUN
aiti-13702	295	13	on	on	ADP
aiti-13702	295	14	the	the	DET
aiti-13702	295	15	top	top	ADJ
aiti-13702	295	16	view	view	NOUN
aiti-13702	295	17	image	image	NOUN
aiti-13702	295	18	,	,	PUNCT
aiti-13702	295	19	with	with	ADP
aiti-13702	295	20	players	player	NOUN
aiti-13702	295	21	from	from	ADP
aiti-13702	295	22	different	different	ADJ
aiti-13702	295	23	teams	team	NOUN
aiti-13702	295	24	marked	mark	VERB
aiti-13702	295	25	with	with	ADP
aiti-13702	295	26	green	green	ADJ
aiti-13702	295	27	and	and	CCONJ
aiti-13702	295	28	red	red	ADJ
aiti-13702	295	29	dots	dot	NOUN
aiti-13702	295	30	,	,	PUNCT
aiti-13702	295	31	as	as	SCONJ
aiti-13702	295	32	depicted	depict	VERB
aiti-13702	295	33	in	in	ADP
aiti-13702	295	34	fig	fig	NOUN
aiti-13702	295	35	.	.	PUNCT
aiti-13702	296	1	21	21	NUM
aiti-13702	296	2	.	.	X
aiti-13702	296	3	fig	fig	NOUN
aiti-13702	296	4	.	.	PUNCT
aiti-13702	297	1	20	20	NUM
aiti-13702	297	2	mob_yolov5s	mob_yolov5s	NOUN
aiti-13702	297	3	player	player	NOUN
aiti-13702	297	4	detection	detection	NOUN
aiti-13702	297	5	scene	scene	NOUN
aiti-13702	297	6	fig	fig	NOUN
aiti-13702	297	7	.	.	PUNCT
aiti-13702	298	1	21	21	NUM
aiti-13702	298	2	top	top	ADJ
aiti-13702	298	3	view	view	NOUN
aiti-13702	298	4	image	image	NOUN
aiti-13702	298	5	of	of	ADP
aiti-13702	298	6	the	the	DET
aiti-13702	298	7	player	player	NOUN
aiti-13702	298	8	position	position	NOUN
aiti-13702	298	9	tracking	track	VERB
aiti-13702	298	10	information	information	NOUN
aiti-13702	298	11	170	170	NUM
aiti-13702	298	12	advances	advance	NOUN
aiti-13702	298	13	in	in	ADP
aiti-13702	298	14	technology	technology	NOUN
aiti-13702	298	15	innovation	innovation	NOUN
aiti-13702	298	16	,	,	PUNCT
aiti-13702	298	17	vol	vol	NOUN
aiti-13702	298	18	.	.	PROPN
aiti-13702	299	1	9	9	NUM
aiti-13702	299	2	,	,	PUNCT
aiti-13702	299	3	no	no	INTJ
aiti-13702	299	4	.	.	NOUN
aiti-13702	299	5	3	3	NUM
aiti-13702	299	6	,	,	PUNCT
aiti-13702	299	7	2024	2024	NUM
aiti-13702	299	8	,	,	PUNCT
aiti-13702	299	9	pp	pp	ADJ
aiti-13702	299	10	.	.	PUNCT
aiti-13702	300	1	157	157	NUM
aiti-13702	300	2	-	-	SYM
aiti-13702	300	3	171	171	NUM
aiti-13702	300	4	5	5	NUM
aiti-13702	300	5	.	.	PUNCT
aiti-13702	300	6	conclusions	conclusion	NOUN
aiti-13702	300	7	this	this	DET
aiti-13702	300	8	study	study	NOUN
aiti-13702	300	9	proposes	propose	VERB
aiti-13702	300	10	a	a	DET
aiti-13702	300	11	basketball	basketball	NOUN
aiti-13702	300	12	player	player	NOUN
aiti-13702	300	13	detection	detection	NOUN
aiti-13702	300	14	and	and	CCONJ
aiti-13702	300	15	analysis	analysis	NOUN
aiti-13702	300	16	system	system	NOUN
aiti-13702	300	17	based	base	VERB
aiti-13702	300	18	on	on	ADP
aiti-13702	300	19	yolov5	yolov5	NOUN
aiti-13702	300	20	that	that	PRON
aiti-13702	300	21	enables	enable	VERB
aiti-13702	300	22	the	the	DET
aiti-13702	300	23	detection	detection	NOUN
aiti-13702	300	24	and	and	CCONJ
aiti-13702	300	25	analysis	analysis	NOUN
aiti-13702	300	26	of	of	ADP
aiti-13702	300	27	player	player	NOUN
aiti-13702	300	28	positions	position	NOUN
aiti-13702	300	29	during	during	ADP
aiti-13702	300	30	basketball	basketball	NOUN
aiti-13702	300	31	games	game	NOUN
aiti-13702	300	32	.	.	PUNCT
aiti-13702	301	1	with	with	ADP
aiti-13702	301	2	the	the	DET
aiti-13702	301	3	introduction	introduction	NOUN
aiti-13702	301	4	of	of	ADP
aiti-13702	301	5	the	the	DET
aiti-13702	301	6	improved	improved	ADJ
aiti-13702	301	7	yolov5	yolov5	NOUN
aiti-13702	301	8	model	model	NOUN
aiti-13702	301	9	,	,	PUNCT
aiti-13702	301	10	the	the	DET
aiti-13702	301	11	system	system	NOUN
aiti-13702	301	12	achieves	achieve	VERB
aiti-13702	301	13	more	more	ADV
aiti-13702	301	14	efficient	efficient	ADJ
aiti-13702	301	15	detection	detection	NOUN
aiti-13702	301	16	of	of	ADP
aiti-13702	301	17	player	player	NOUN
aiti-13702	301	18	positions	position	NOUN
aiti-13702	301	19	than	than	SCONJ
aiti-13702	301	20	the	the	DET
aiti-13702	301	21	original	original	ADJ
aiti-13702	301	22	version	version	NOUN
aiti-13702	301	23	does	do	VERB
aiti-13702	301	24	.	.	PUNCT
aiti-13702	302	1	the	the	DET
aiti-13702	302	2	improved	improved	ADJ
aiti-13702	302	3	model	model	NOUN
aiti-13702	302	4	achieves	achieve	VERB
aiti-13702	302	5	improved	improved	ADJ
aiti-13702	302	6	performance	performance	NOUN
aiti-13702	302	7	,	,	PUNCT
aiti-13702	302	8	uses	use	VERB
aiti-13702	302	9	fewer	few	ADJ
aiti-13702	302	10	parameters	parameter	NOUN
aiti-13702	302	11	,	,	PUNCT
aiti-13702	302	12	and	and	CCONJ
aiti-13702	302	13	achieves	achieve	VERB
aiti-13702	302	14	more	more	ADJ
aiti-13702	302	15	fps	fps	NOUN
aiti-13702	302	16	.	.	PUNCT
aiti-13702	303	1	the	the	DET
aiti-13702	303	2	incorporation	incorporation	NOUN
aiti-13702	303	3	of	of	ADP
aiti-13702	303	4	mobilenetv3	mobilenetv3	PROPN
aiti-13702	303	5	-	-	PUNCT
aiti-13702	303	6	small	small	ADJ
aiti-13702	303	7	significantly	significantly	ADV
aiti-13702	303	8	improves	improve	VERB
aiti-13702	303	9	the	the	DET
aiti-13702	303	10	system	system	NOUN
aiti-13702	303	11	’s	’s	PART
aiti-13702	303	12	performance	performance	NOUN
aiti-13702	303	13	because	because	SCONJ
aiti-13702	303	14	it	it	PRON
aiti-13702	303	15	enables	enable	VERB
aiti-13702	303	16	the	the	DET
aiti-13702	303	17	number	number	NOUN
aiti-13702	303	18	of	of	ADP
aiti-13702	303	19	parameters	parameter	NOUN
aiti-13702	303	20	to	to	PART
aiti-13702	303	21	be	be	AUX
aiti-13702	303	22	reduced	reduce	VERB
aiti-13702	303	23	by	by	ADP
aiti-13702	303	24	approximately	approximately	ADV
aiti-13702	303	25	49.8	49.8	NUM
aiti-13702	303	26	%	%	NOUN
aiti-13702	303	27	and	and	CCONJ
aiti-13702	303	28	increases	increase	VERB
aiti-13702	303	29	the	the	DET
aiti-13702	303	30	number	number	NOUN
aiti-13702	303	31	of	of	ADP
aiti-13702	303	32	fps	fps	NOUN
aiti-13702	303	33	by	by	ADP
aiti-13702	303	34	approximately	approximately	ADV
aiti-13702	303	35	41.1	41.1	NUM
aiti-13702	303	36	%	%	NOUN
aiti-13702	303	37	.	.	PUNCT
aiti-13702	304	1	further	further	ADJ
aiti-13702	304	2	improvement	improvement	NOUN
aiti-13702	304	3	is	be	AUX
aiti-13702	304	4	required	require	VERB
aiti-13702	304	5	to	to	PART
aiti-13702	304	6	ensure	ensure	VERB
aiti-13702	304	7	the	the	DET
aiti-13702	304	8	current	current	ADJ
aiti-13702	304	9	system	system	NOUN
aiti-13702	304	10	can	can	AUX
aiti-13702	304	11	be	be	AUX
aiti-13702	304	12	adapted	adapt	VERB
aiti-13702	304	13	to	to	ADP
aiti-13702	304	14	different	different	ADJ
aiti-13702	304	15	venues	venue	NOUN
aiti-13702	304	16	and	and	CCONJ
aiti-13702	304	17	game	game	NOUN
aiti-13702	304	18	conditions	condition	NOUN
aiti-13702	304	19	.	.	PUNCT
aiti-13702	305	1	currently	currently	ADV
aiti-13702	305	2	,	,	PUNCT
aiti-13702	305	3	the	the	DET
aiti-13702	305	4	system	system	NOUN
aiti-13702	305	5	can	can	AUX
aiti-13702	305	6	primarily	primarily	ADV
aiti-13702	305	7	be	be	AUX
aiti-13702	305	8	used	use	VERB
aiti-13702	305	9	for	for	ADP
aiti-13702	305	10	school	school	NOUN
aiti-13702	305	11	venues	venue	NOUN
aiti-13702	305	12	.	.	PUNCT
aiti-13702	306	1	given	give	VERB
aiti-13702	306	2	the	the	DET
aiti-13702	306	3	diversity	diversity	NOUN
aiti-13702	306	4	of	of	ADP
aiti-13702	306	5	basketball	basketball	NOUN
aiti-13702	306	6	venues	venue	NOUN
aiti-13702	306	7	,	,	PUNCT
aiti-13702	306	8	modifications	modification	NOUN
aiti-13702	306	9	to	to	ADP
aiti-13702	306	10	the	the	DET
aiti-13702	306	11	court	court	NOUN
aiti-13702	306	12	detection	detection	NOUN
aiti-13702	306	13	module	module	NOUN
aiti-13702	306	14	are	be	AUX
aiti-13702	306	15	necessary	necessary	ADJ
aiti-13702	306	16	to	to	PART
aiti-13702	306	17	adapt	adapt	VERB
aiti-13702	306	18	to	to	ADP
aiti-13702	306	19	different	different	ADJ
aiti-13702	306	20	court	court	NOUN
aiti-13702	306	21	environments	environment	NOUN
aiti-13702	306	22	.	.	PUNCT
aiti-13702	307	1	this	this	PRON
aiti-13702	307	2	ensures	ensure	VERB
aiti-13702	307	3	that	that	SCONJ
aiti-13702	307	4	the	the	DET
aiti-13702	307	5	court	court	NOUN
aiti-13702	307	6	drawing	drawing	NOUN
aiti-13702	307	7	is	be	AUX
aiti-13702	307	8	specific	specific	ADJ
aiti-13702	307	9	to	to	ADP
aiti-13702	307	10	each	each	DET
aiti-13702	307	11	court	court	NOUN
aiti-13702	307	12	where	where	SCONJ
aiti-13702	307	13	it	it	PRON
aiti-13702	307	14	is	be	AUX
aiti-13702	307	15	used	use	VERB
aiti-13702	307	16	.	.	PUNCT
aiti-13702	308	1	in	in	ADP
aiti-13702	308	2	addition	addition	NOUN
aiti-13702	308	3	,	,	PUNCT
aiti-13702	308	4	in	in	ADP
aiti-13702	308	5	the	the	DET
aiti-13702	308	6	future	future	NOUN
aiti-13702	308	7	,	,	PUNCT
aiti-13702	308	8	the	the	DET
aiti-13702	308	9	performance	performance	NOUN
aiti-13702	308	10	of	of	ADP
aiti-13702	308	11	the	the	DET
aiti-13702	308	12	model	model	NOUN
aiti-13702	308	13	can	can	AUX
aiti-13702	308	14	be	be	AUX
aiti-13702	308	15	further	far	ADV
aiti-13702	308	16	optimized	optimize	VERB
aiti-13702	308	17	to	to	PART
aiti-13702	308	18	enable	enable	VERB
aiti-13702	308	19	it	it	PRON
aiti-13702	308	20	to	to	PART
aiti-13702	308	21	be	be	AUX
aiti-13702	308	22	applied	apply	VERB
aiti-13702	308	23	to	to	ADP
aiti-13702	308	24	mobile	mobile	NOUN
aiti-13702	308	25	platforms	platform	NOUN
aiti-13702	308	26	or	or	CCONJ
aiti-13702	308	27	embedded	embed	VERB
aiti-13702	308	28	devices	device	NOUN
aiti-13702	308	29	,	,	PUNCT
aiti-13702	308	30	which	which	PRON
aiti-13702	308	31	can	can	AUX
aiti-13702	308	32	increase	increase	VERB
aiti-13702	308	33	the	the	DET
aiti-13702	308	34	system	system	NOUN
aiti-13702	308	35	’s	’s	PART
aiti-13702	308	36	usability	usability	NOUN
aiti-13702	308	37	on	on	ADP
aiti-13702	308	38	the	the	DET
aiti-13702	308	39	court	court	NOUN
aiti-13702	308	40	.	.	PUNCT
aiti-13702	309	1	conflicts	conflict	NOUN
aiti-13702	309	2	of	of	ADP
aiti-13702	309	3	interest	interest	NOUN
aiti-13702	309	4	the	the	DET
aiti-13702	309	5	authors	author	NOUN
aiti-13702	309	6	declare	declare	VERB
aiti-13702	309	7	no	no	DET
aiti-13702	309	8	conflict	conflict	NOUN
aiti-13702	309	9	of	of	ADP
aiti-13702	309	10	interest	interest	NOUN
aiti-13702	309	11	.	.	PUNCT
aiti-13702	310	1	references	reference	NOUN
aiti-13702	310	2	[	[	X
aiti-13702	310	3	1	1	X
aiti-13702	310	4	]	]	PUNCT
aiti-13702	310	5	j.	j.	PROPN
aiti-13702	310	6	s.	s.	PROPN
aiti-13702	310	7	sheu	sheu	PROPN
aiti-13702	310	8	,	,	PUNCT
aiti-13702	310	9	c.	c.	PROPN
aiti-13702	310	10	k.	k.	PROPN
aiti-13702	310	11	tsai	tsai	PROPN
aiti-13702	310	12	,	,	PUNCT
aiti-13702	310	13	and	and	CCONJ
aiti-13702	310	14	p.	p.	PROPN
aiti-13702	310	15	t.	t.	PROPN
aiti-13702	310	16	wang	wang	PROPN
aiti-13702	310	17	,	,	PUNCT
aiti-13702	310	18	“	"	PUNCT
aiti-13702	310	19	driving	drive	VERB
aiti-13702	310	20	assistance	assistance	NOUN
aiti-13702	310	21	system	system	NOUN
aiti-13702	310	22	with	with	ADP
aiti-13702	310	23	lane	lane	NOUN
aiti-13702	310	24	change	change	NOUN
aiti-13702	310	25	detection	detection	NOUN
aiti-13702	310	26	,	,	PUNCT
aiti-13702	310	27	”	"	PUNCT
aiti-13702	310	28	advances	advance	NOUN
aiti-13702	310	29	in	in	ADP
aiti-13702	310	30	technology	technology	NOUN
aiti-13702	310	31	innovation	innovation	NOUN
aiti-13702	310	32	,	,	PUNCT
aiti-13702	310	33	vol	vol	NOUN
aiti-13702	310	34	.	.	PROPN
aiti-13702	311	1	6	6	NUM
aiti-13702	311	2	,	,	PUNCT
aiti-13702	311	3	no	no	INTJ
aiti-13702	311	4	.	.	NOUN
aiti-13702	311	5	3	3	NUM
aiti-13702	311	6	,	,	PUNCT
aiti-13702	311	7	pp	pp	ADJ
aiti-13702	311	8	.	.	PUNCT
aiti-13702	312	1	137	137	NUM
aiti-13702	312	2	-	-	SYM
aiti-13702	312	3	145	145	NUM
aiti-13702	312	4	,	,	PUNCT
aiti-13702	312	5	july	july	PROPN
aiti-13702	312	6	2021	2021	NUM
aiti-13702	312	7	.	.	PUNCT
aiti-13702	313	1	[	[	X
aiti-13702	313	2	2	2	X
aiti-13702	313	3	]	]	PUNCT
aiti-13702	313	4	p.	p.	NOUN
aiti-13702	313	5	t.	t.	PROPN
aiti-13702	313	6	wang	wang	PROPN
aiti-13702	313	7	,	,	PUNCT
aiti-13702	313	8	s.	s.	PROPN
aiti-13702	313	9	y.	y.	PROPN
aiti-13702	313	10	lin	lin	PROPN
aiti-13702	313	11	,	,	PUNCT
aiti-13702	313	12	and	and	CCONJ
aiti-13702	313	13	j.	j.	PROPN
aiti-13702	313	14	s.	s.	PROPN
aiti-13702	313	15	sheu	sheu	PROPN
aiti-13702	313	16	,	,	PUNCT
aiti-13702	313	17	“	"	PUNCT
aiti-13702	313	18	vehicle	vehicle	NOUN
aiti-13702	313	19	path	path	NOUN
aiti-13702	313	20	planning	planning	NOUN
aiti-13702	313	21	with	with	ADP
aiti-13702	313	22	multicloud	multicloud	NOUN
aiti-13702	313	23	computation	computation	NOUN
aiti-13702	313	24	services	service	NOUN
aiti-13702	313	25	,	,	PUNCT
aiti-13702	313	26	”	"	PUNCT
aiti-13702	313	27	advances	advance	NOUN
aiti-13702	313	28	in	in	ADP
aiti-13702	313	29	technology	technology	NOUN
aiti-13702	313	30	innovation	innovation	NOUN
aiti-13702	313	31	,	,	PUNCT
aiti-13702	313	32	vol	vol	NOUN
aiti-13702	313	33	.	.	PROPN
aiti-13702	314	1	6	6	NUM
aiti-13702	314	2	,	,	PUNCT
aiti-13702	314	3	no	no	INTJ
aiti-13702	314	4	.	.	NOUN
aiti-13702	314	5	4	4	NUM
aiti-13702	314	6	,	,	PUNCT
aiti-13702	314	7	pp	pp	ADJ
aiti-13702	314	8	.	.	PUNCT
aiti-13702	315	1	213	213	NUM
aiti-13702	315	2	-	-	SYM
aiti-13702	315	3	221	221	NUM
aiti-13702	315	4	,	,	PUNCT
aiti-13702	315	5	october	october	PROPN
aiti-13702	315	6	2021	2021	NUM
aiti-13702	316	1	.	.	PUNCT
aiti-13702	317	1	[	[	X
aiti-13702	317	2	3	3	X
aiti-13702	317	3	]	]	PUNCT
aiti-13702	317	4	w.	w.	NOUN
aiti-13702	317	5	song	song	NOUN
aiti-13702	317	6	and	and	CCONJ
aiti-13702	317	7	s.	s.	PROPN
aiti-13702	317	8	a.	a.	PROPN
aiti-13702	317	9	suandi	suandi	PROPN
aiti-13702	317	10	,	,	PUNCT
aiti-13702	317	11	“	"	PUNCT
aiti-13702	317	12	sign	sign	NOUN
aiti-13702	317	13	-	-	PUNCT
aiti-13702	317	14	yolo	yolo	PROPN
aiti-13702	317	15	:	:	PUNCT
aiti-13702	317	16	a	a	DET
aiti-13702	317	17	novel	novel	ADJ
aiti-13702	317	18	lightweight	lightweight	ADJ
aiti-13702	317	19	detection	detection	NOUN
aiti-13702	317	20	model	model	NOUN
aiti-13702	317	21	for	for	ADP
aiti-13702	317	22	chinese	chinese	ADJ
aiti-13702	317	23	traffic	traffic	NOUN
aiti-13702	317	24	sign	sign	NOUN
aiti-13702	317	25	,	,	PUNCT
aiti-13702	317	26	”	"	PUNCT
aiti-13702	317	27	ieee	ieee	NOUN
aiti-13702	317	28	access	access	NOUN
aiti-13702	317	29	,	,	PUNCT
aiti-13702	317	30	vol	vol	NOUN
aiti-13702	317	31	.	.	PROPN
aiti-13702	317	32	11	11	NUM
aiti-13702	317	33	,	,	PUNCT
aiti-13702	317	34	pp	pp	ADJ
aiti-13702	317	35	.	.	PUNCT
aiti-13702	317	36	113941	113941	NUM
aiti-13702	317	37	-	-	SYM
aiti-13702	317	38	113951	113951	NUM
aiti-13702	317	39	,	,	PUNCT
aiti-13702	317	40	2023	2023	NUM
aiti-13702	317	41	.	.	PUNCT
aiti-13702	318	1	[	[	X
aiti-13702	318	2	4	4	X
aiti-13702	318	3	]	]	PUNCT
aiti-13702	318	4	s.	s.	PROPN
aiti-13702	318	5	zhang	zhang	PROPN
aiti-13702	318	6	,	,	PUNCT
aiti-13702	318	7	y.	y.	PROPN
aiti-13702	318	8	chang	chang	PROPN
aiti-13702	318	9	,	,	PUNCT
aiti-13702	318	10	s.	s.	PROPN
aiti-13702	318	11	wang	wang	PROPN
aiti-13702	318	12	,	,	PUNCT
aiti-13702	318	13	y.	y.	PROPN
aiti-13702	318	14	li	li	PROPN
aiti-13702	318	15	,	,	PUNCT
aiti-13702	318	16	and	and	CCONJ
aiti-13702	318	17	t.	t.	PROPN
aiti-13702	318	18	gu	gu	PROPN
aiti-13702	318	19	,	,	PUNCT
aiti-13702	318	20	“	"	PUNCT
aiti-13702	318	21	an	an	DET
aiti-13702	318	22	improved	improved	ADJ
aiti-13702	318	23	lightweight	lightweight	ADJ
aiti-13702	318	24	yolov5	yolov5	NOUN
aiti-13702	318	25	algorithm	algorithm	NOUN
aiti-13702	318	26	for	for	ADP
aiti-13702	318	27	detecting	detect	VERB
aiti-13702	318	28	railway	railway	NOUN
aiti-13702	318	29	catenary	catenary	NOUN
aiti-13702	318	30	hanging	hang	VERB
aiti-13702	318	31	string	string	NOUN
aiti-13702	318	32	,	,	PUNCT
aiti-13702	318	33	”	"	PUNCT
aiti-13702	318	34	ieee	ieee	NOUN
aiti-13702	318	35	access	access	NOUN
aiti-13702	318	36	,	,	PUNCT
aiti-13702	318	37	vol	vol	NOUN
aiti-13702	318	38	.	.	PROPN
aiti-13702	318	39	11	11	NUM
aiti-13702	318	40	,	,	PUNCT
aiti-13702	318	41	pp	pp	ADJ
aiti-13702	318	42	.	.	PUNCT
aiti-13702	318	43	114061	114061	NUM
aiti-13702	318	44	-	-	SYM
aiti-13702	318	45	114070	114070	NUM
aiti-13702	318	46	,	,	PUNCT
aiti-13702	318	47	2023	2023	NUM
aiti-13702	318	48	.	.	PUNCT
aiti-13702	319	1	[	[	X
aiti-13702	319	2	5	5	X
aiti-13702	319	3	]	]	PUNCT
aiti-13702	319	4	s.	s.	PROPN
aiti-13702	319	5	han	han	PROPN
aiti-13702	319	6	,	,	PUNCT
aiti-13702	319	7	x.	x.	PROPN
aiti-13702	319	8	jiang	jiang	PROPN
aiti-13702	319	9	,	,	PUNCT
aiti-13702	319	10	and	and	CCONJ
aiti-13702	319	11	z.	z.	PROPN
aiti-13702	319	12	wu	wu	PROPN
aiti-13702	319	13	,	,	PUNCT
aiti-13702	319	14	“	"	PUNCT
aiti-13702	319	15	an	an	DET
aiti-13702	319	16	improved	improved	ADJ
aiti-13702	319	17	yolov5	yolov5	NOUN
aiti-13702	319	18	algorithm	algorithm	NOUN
aiti-13702	319	19	for	for	ADP
aiti-13702	319	20	wood	wood	NOUN
aiti-13702	319	21	defect	defect	NOUN
aiti-13702	319	22	detection	detection	NOUN
aiti-13702	319	23	based	base	VERB
aiti-13702	319	24	on	on	ADP
aiti-13702	319	25	attention	attention	NOUN
aiti-13702	319	26	,	,	PUNCT
aiti-13702	319	27	”	"	PUNCT
aiti-13702	319	28	ieee	ieee	NOUN
aiti-13702	319	29	access	access	NOUN
aiti-13702	319	30	,	,	PUNCT
aiti-13702	319	31	vol	vol	NOUN
aiti-13702	319	32	.	.	PROPN
aiti-13702	319	33	11	11	NUM
aiti-13702	319	34	,	,	PUNCT
aiti-13702	319	35	pp	pp	ADJ
aiti-13702	319	36	.	.	PUNCT
aiti-13702	320	1	71800	71800	NUM
aiti-13702	320	2	-	-	SYM
aiti-13702	320	3	71810	71810	NUM
aiti-13702	320	4	,	,	PUNCT
aiti-13702	320	5	2023	2023	NUM
aiti-13702	320	6	.	.	PUNCT
aiti-13702	321	1	[	[	X
aiti-13702	321	2	6	6	NUM
aiti-13702	321	3	]	]	X
aiti-13702	321	4	y.	y.	PROPN
aiti-13702	321	5	guo	guo	PROPN
aiti-13702	321	6	and	and	CCONJ
aiti-13702	321	7	m.	m.	PROPN
aiti-13702	321	8	zhang	zhang	PROPN
aiti-13702	321	9	,	,	PUNCT
aiti-13702	321	10	“	"	PUNCT
aiti-13702	321	11	blood	blood	NOUN
aiti-13702	321	12	cell	cell	NOUN
aiti-13702	321	13	detection	detection	NOUN
aiti-13702	321	14	method	method	NOUN
aiti-13702	321	15	based	base	VERB
aiti-13702	321	16	on	on	ADP
aiti-13702	321	17	improved	improved	ADJ
aiti-13702	321	18	yolov5	yolov5	NOUN
aiti-13702	321	19	,	,	PUNCT
aiti-13702	321	20	”	"	PUNCT
aiti-13702	321	21	ieee	ieee	NOUN
aiti-13702	321	22	access	access	NOUN
aiti-13702	321	23	,	,	PUNCT
aiti-13702	321	24	vol	vol	NOUN
aiti-13702	321	25	.	.	PROPN
aiti-13702	321	26	11	11	NUM
aiti-13702	321	27	,	,	PUNCT
aiti-13702	321	28	pp	pp	ADJ
aiti-13702	321	29	.	.	PUNCT
aiti-13702	321	30	6798767995	6798767995	NUM
aiti-13702	321	31	,	,	PUNCT
aiti-13702	321	32	2023	2023	NUM
aiti-13702	321	33	.	.	PUNCT
aiti-13702	322	1	[	[	X
aiti-13702	322	2	7	7	X
aiti-13702	322	3	]	]	X
aiti-13702	322	4	y.	y.	NOUN
aiti-13702	322	5	he	he	PRON
aiti-13702	322	6	,	,	PUNCT
aiti-13702	322	7	“	"	PUNCT
aiti-13702	322	8	automatic	automatic	ADJ
aiti-13702	322	9	blood	blood	NOUN
aiti-13702	322	10	cell	cell	NOUN
aiti-13702	322	11	detection	detection	NOUN
aiti-13702	322	12	based	base	VERB
aiti-13702	322	13	on	on	ADP
aiti-13702	322	14	advanced	advanced	ADJ
aiti-13702	322	15	yolov5s	yolov5s	PROPN
aiti-13702	322	16	network	network	NOUN
aiti-13702	322	17	,	,	PUNCT
aiti-13702	322	18	”	"	PUNCT
aiti-13702	322	19	ieee	ieee	NOUN
aiti-13702	322	20	access	access	NOUN
aiti-13702	322	21	,	,	PUNCT
aiti-13702	322	22	vol	vol	NOUN
aiti-13702	322	23	.	.	PROPN
aiti-13702	322	24	12	12	NUM
aiti-13702	322	25	,	,	PUNCT
aiti-13702	322	26	pp	pp	ADJ
aiti-13702	322	27	.	.	PUNCT
aiti-13702	322	28	1763917650	1763917650	NUM
aiti-13702	322	29	,	,	PUNCT
aiti-13702	322	30	2024	2024	NUM
aiti-13702	322	31	.	.	PUNCT
aiti-13702	323	1	[	[	X
aiti-13702	323	2	8	8	NUM
aiti-13702	323	3	]	]	X
aiti-13702	323	4	y.	y.	PROPN
aiti-13702	323	5	freund	freund	PROPN
aiti-13702	323	6	and	and	CCONJ
aiti-13702	323	7	r.	r.	PROPN
aiti-13702	323	8	e.	e.	PROPN
aiti-13702	323	9	schapire	schapire	PROPN
aiti-13702	323	10	,	,	PUNCT
aiti-13702	323	11	“	"	PUNCT
aiti-13702	323	12	a	a	DET
aiti-13702	323	13	decision	decision	NOUN
aiti-13702	323	14	-	-	PUNCT
aiti-13702	323	15	theoretic	theoretic	NOUN
aiti-13702	323	16	generalization	generalization	NOUN
aiti-13702	323	17	of	of	ADP
aiti-13702	323	18	on	on	ADP
aiti-13702	323	19	-	-	PUNCT
aiti-13702	323	20	line	line	NOUN
aiti-13702	323	21	learning	learning	NOUN
aiti-13702	323	22	and	and	CCONJ
aiti-13702	323	23	an	an	DET
aiti-13702	323	24	application	application	NOUN
aiti-13702	323	25	to	to	ADP
aiti-13702	323	26	boosting	boost	VERB
aiti-13702	323	27	,	,	PUNCT
aiti-13702	323	28	”	"	PUNCT
aiti-13702	323	29	journal	journal	NOUN
aiti-13702	323	30	of	of	ADP
aiti-13702	323	31	computer	computer	NOUN
aiti-13702	323	32	and	and	CCONJ
aiti-13702	323	33	system	system	NOUN
aiti-13702	323	34	sciences	science	NOUN
aiti-13702	323	35	,	,	PUNCT
aiti-13702	323	36	vol	vol	NOUN
aiti-13702	323	37	.	.	PROPN
aiti-13702	324	1	55	55	NUM
aiti-13702	324	2	,	,	PUNCT
aiti-13702	324	3	no	no	INTJ
aiti-13702	324	4	.	.	NOUN
aiti-13702	324	5	1	1	NUM
aiti-13702	324	6	,	,	PUNCT
aiti-13702	324	7	pp	pp	ADJ
aiti-13702	324	8	.	.	PUNCT
aiti-13702	325	1	119	119	NUM
aiti-13702	325	2	-	-	SYM
aiti-13702	325	3	139	139	NUM
aiti-13702	325	4	,	,	PUNCT
aiti-13702	325	5	august	august	PROPN
aiti-13702	325	6	1997	1997	NUM
aiti-13702	325	7	.	.	PUNCT
aiti-13702	326	1	[	[	X
aiti-13702	326	2	9	9	NUM
aiti-13702	326	3	]	]	PUNCT
aiti-13702	326	4	w.	w.	PROPN
aiti-13702	326	5	liu	liu	PROPN
aiti-13702	326	6	,	,	PUNCT
aiti-13702	326	7	d.	d.	PROPN
aiti-13702	326	8	anguelov	anguelov	PROPN
aiti-13702	326	9	,	,	PUNCT
aiti-13702	326	10	d.	d.	PROPN
aiti-13702	326	11	erhan	erhan	PROPN
aiti-13702	326	12	,	,	PUNCT
aiti-13702	326	13	c.	c.	PROPN
aiti-13702	326	14	szegedy	szegedy	PROPN
aiti-13702	326	15	,	,	PUNCT
aiti-13702	326	16	s.	s.	PROPN
aiti-13702	326	17	reed	reed	PROPN
aiti-13702	326	18	,	,	PUNCT
aiti-13702	326	19	c.	c.	PROPN
aiti-13702	326	20	y.	y.	PROPN
aiti-13702	326	21	fu	fu	PROPN
aiti-13702	326	22	,	,	PUNCT
aiti-13702	326	23	et	et	PROPN
aiti-13702	326	24	al	al	PROPN
aiti-13702	326	25	.	.	PROPN
aiti-13702	326	26	,	,	PUNCT
aiti-13702	326	27	“	"	PUNCT
aiti-13702	326	28	ssd	ssd	NOUN
aiti-13702	326	29	:	:	PUNCT
aiti-13702	326	30	single	single	ADJ
aiti-13702	326	31	shot	shot	PROPN
aiti-13702	326	32	multibox	multibox	NOUN
aiti-13702	326	33	detector	detector	NOUN
aiti-13702	326	34	,	,	PUNCT
aiti-13702	326	35	”	"	PUNCT
aiti-13702	326	36	computer	computer	NOUN
aiti-13702	326	37	vision	vision	NOUN
aiti-13702	326	38	–	–	PUNCT
aiti-13702	326	39	eccv	eccv	ADV
aiti-13702	326	40	2016	2016	NUM
aiti-13702	326	41	:	:	PUNCT
aiti-13702	326	42	14th	14th	ADJ
aiti-13702	326	43	european	european	ADJ
aiti-13702	326	44	conference	conference	PROPN
aiti-13702	326	45	,	,	PUNCT
aiti-13702	326	46	amsterdam	amsterdam	PROPN
aiti-13702	326	47	,	,	PUNCT
aiti-13702	326	48	the	the	DET
aiti-13702	326	49	netherlands	netherlands	PROPN
aiti-13702	326	50	,	,	PUNCT
aiti-13702	326	51	pp	pp	PROPN
aiti-13702	326	52	.	.	PUNCT
aiti-13702	327	1	21	21	NUM
aiti-13702	327	2	-	-	SYM
aiti-13702	327	3	37	37	NUM
aiti-13702	327	4	,	,	PUNCT
aiti-13702	327	5	october	october	PROPN
aiti-13702	327	6	2016	2016	NUM
aiti-13702	327	7	.	.	PUNCT
aiti-13702	328	1	[	[	X
aiti-13702	328	2	10	10	NUM
aiti-13702	328	3	]	]	X
aiti-13702	328	4	n.	n.	PROPN
aiti-13702	328	5	dalal	dalal	PROPN
aiti-13702	328	6	and	and	CCONJ
aiti-13702	328	7	b.	b.	PROPN
aiti-13702	328	8	triggs	triggs	PROPN
aiti-13702	328	9	,	,	PUNCT
aiti-13702	328	10	“	"	PUNCT
aiti-13702	328	11	histograms	histogram	NOUN
aiti-13702	328	12	of	of	ADP
aiti-13702	328	13	oriented	orient	VERB
aiti-13702	328	14	gradients	gradient	NOUN
aiti-13702	328	15	for	for	ADP
aiti-13702	328	16	human	human	ADJ
aiti-13702	328	17	detection	detection	NOUN
aiti-13702	328	18	,	,	PUNCT
aiti-13702	328	19	”	"	PUNCT
aiti-13702	328	20	ieee	ieee	NOUN
aiti-13702	328	21	computer	computer	NOUN
aiti-13702	328	22	society	society	PROPN
aiti-13702	328	23	conference	conference	NOUN
aiti-13702	328	24	on	on	ADP
aiti-13702	328	25	computer	computer	NOUN
aiti-13702	328	26	vision	vision	NOUN
aiti-13702	328	27	and	and	CCONJ
aiti-13702	328	28	pattern	pattern	NOUN
aiti-13702	328	29	recognition	recognition	NOUN
aiti-13702	328	30	,	,	PUNCT
aiti-13702	328	31	pp	pp	PROPN
aiti-13702	328	32	.	.	PUNCT
aiti-13702	329	1	886	886	NUM
aiti-13702	329	2	-	-	SYM
aiti-13702	329	3	893	893	NUM
aiti-13702	329	4	,	,	PUNCT
aiti-13702	329	5	june	june	PROPN
aiti-13702	329	6	2005	2005	NUM
aiti-13702	329	7	.	.	PUNCT
aiti-13702	330	1	[	[	X
aiti-13702	330	2	11	11	NUM
aiti-13702	330	3	]	]	PUNCT
aiti-13702	330	4	j.	j.	PROPN
aiti-13702	330	5	redmon	redmon	PROPN
aiti-13702	330	6	,	,	PUNCT
aiti-13702	330	7	s.	s.	PROPN
aiti-13702	330	8	divvala	divvala	PROPN
aiti-13702	330	9	,	,	PUNCT
aiti-13702	330	10	r.	r.	PROPN
aiti-13702	330	11	girshick	girshick	PROPN
aiti-13702	330	12	,	,	PUNCT
aiti-13702	330	13	and	and	CCONJ
aiti-13702	330	14	a.	a.	NOUN
aiti-13702	330	15	farhadi	farhadi	NOUN
aiti-13702	330	16	,	,	PUNCT
aiti-13702	330	17	“	"	PUNCT
aiti-13702	330	18	you	you	PRON
aiti-13702	330	19	only	only	ADV
aiti-13702	330	20	look	look	VERB
aiti-13702	330	21	once	once	ADV
aiti-13702	330	22	:	:	PUNCT
aiti-13702	330	23	unified	unified	ADJ
aiti-13702	330	24	,	,	PUNCT
aiti-13702	330	25	real	real	ADJ
aiti-13702	330	26	-	-	PUNCT
aiti-13702	330	27	time	time	NOUN
aiti-13702	330	28	object	object	NOUN
aiti-13702	330	29	detection	detection	NOUN
aiti-13702	330	30	,	,	PUNCT
aiti-13702	330	31	”	"	PUNCT
aiti-13702	330	32	ieee	ieee	NOUN
aiti-13702	330	33	conference	conference	NOUN
aiti-13702	330	34	on	on	ADP
aiti-13702	330	35	computer	computer	NOUN
aiti-13702	330	36	vision	vision	NOUN
aiti-13702	330	37	and	and	CCONJ
aiti-13702	330	38	pattern	pattern	NOUN
aiti-13702	330	39	recognition	recognition	NOUN
aiti-13702	330	40	,	,	PUNCT
aiti-13702	330	41	pp	pp	PROPN
aiti-13702	330	42	.	.	PUNCT
aiti-13702	331	1	779	779	NUM
aiti-13702	331	2	-	-	SYM
aiti-13702	331	3	788	788	NUM
aiti-13702	331	4	,	,	PUNCT
aiti-13702	331	5	june	june	PROPN
aiti-13702	331	6	2016	2016	NUM
aiti-13702	331	7	.	.	PUNCT
aiti-13702	332	1	[	[	X
aiti-13702	332	2	12	12	NUM
aiti-13702	332	3	]	]	PUNCT
aiti-13702	332	4	a.	a.	NOUN
aiti-13702	332	5	g.	g.	PROPN
aiti-13702	332	6	howard	howard	PROPN
aiti-13702	332	7	,	,	PUNCT
aiti-13702	332	8	m.	m.	PROPN
aiti-13702	332	9	zhu	zhu	PROPN
aiti-13702	332	10	,	,	PUNCT
aiti-13702	332	11	b.	b.	PROPN
aiti-13702	332	12	chen	chen	PROPN
aiti-13702	332	13	,	,	PUNCT
aiti-13702	332	14	d.	d.	PROPN
aiti-13702	332	15	kalenichenko	kalenichenko	PROPN
aiti-13702	332	16	,	,	PUNCT
aiti-13702	332	17	w.	w.	PROPN
aiti-13702	332	18	wang	wang	PROPN
aiti-13702	332	19	,	,	PUNCT
aiti-13702	332	20	t.	t.	PROPN
aiti-13702	332	21	weyand	weyand	PROPN
aiti-13702	332	22	,	,	PUNCT
aiti-13702	332	23	et	et	PROPN
aiti-13702	332	24	al	al	PROPN
aiti-13702	332	25	.	.	PROPN
aiti-13702	332	26	,	,	PUNCT
aiti-13702	332	27	“	"	PUNCT
aiti-13702	332	28	mobilenets	mobilenet	NOUN
aiti-13702	332	29	:	:	PUNCT
aiti-13702	332	30	efficient	efficient	ADJ
aiti-13702	332	31	convolutional	convolutional	ADJ
aiti-13702	332	32	neural	neural	ADJ
aiti-13702	332	33	networks	network	NOUN
aiti-13702	332	34	for	for	ADP
aiti-13702	332	35	mobile	mobile	ADJ
aiti-13702	332	36	vision	vision	NOUN
aiti-13702	332	37	applications	application	NOUN
aiti-13702	332	38	,	,	PUNCT
aiti-13702	332	39	”	"	PUNCT
aiti-13702	332	40	https://doi.org/10.48550/arxiv.1704.04861	https://doi.org/10.48550/arxiv.1704.04861	PROPN
aiti-13702	332	41	,	,	PUNCT
aiti-13702	332	42	april	april	PROPN
aiti-13702	332	43	17	17	NUM
aiti-13702	332	44	,	,	PUNCT
aiti-13702	332	45	2017	2017	NUM
aiti-13702	332	46	.	.	PUNCT
aiti-13702	333	1	[	[	X
aiti-13702	333	2	13	13	NUM
aiti-13702	333	3	]	]	PUNCT
aiti-13702	333	4	m.	m.	NOUN
aiti-13702	333	5	sandler	sandler	PROPN
aiti-13702	333	6	,	,	PUNCT
aiti-13702	333	7	a.	a.	PROPN
aiti-13702	333	8	howard	howard	PROPN
aiti-13702	333	9	,	,	PUNCT
aiti-13702	333	10	m.	m.	PROPN
aiti-13702	333	11	zhu	zhu	PROPN
aiti-13702	333	12	,	,	PUNCT
aiti-13702	333	13	a.	a.	NOUN
aiti-13702	333	14	zhmoginov	zhmoginov	PROPN
aiti-13702	333	15	,	,	PUNCT
aiti-13702	333	16	and	and	CCONJ
aiti-13702	333	17	l.	l.	PROPN
aiti-13702	333	18	c.	c.	PROPN
aiti-13702	333	19	chen	chen	PROPN
aiti-13702	333	20	,	,	PUNCT
aiti-13702	333	21	“	"	PUNCT
aiti-13702	333	22	mobilenetv2	mobilenetv2	NOUN
aiti-13702	333	23	:	:	PUNCT
aiti-13702	333	24	inverted	inverted	ADJ
aiti-13702	333	25	residuals	residual	NOUN
aiti-13702	333	26	and	and	CCONJ
aiti-13702	333	27	linear	linear	ADJ
aiti-13702	333	28	bottlenecks	bottleneck	NOUN
aiti-13702	333	29	,	,	PUNCT
aiti-13702	333	30	”	"	PUNCT
aiti-13702	333	31	ieee	ieee	NOUN
aiti-13702	333	32	/	/	SYM
aiti-13702	333	33	cvf	cvf	NOUN
aiti-13702	333	34	conference	conference	NOUN
aiti-13702	333	35	on	on	ADP
aiti-13702	333	36	computer	computer	NOUN
aiti-13702	333	37	vision	vision	NOUN
aiti-13702	333	38	and	and	CCONJ
aiti-13702	333	39	pattern	pattern	NOUN
aiti-13702	333	40	recognition	recognition	NOUN
aiti-13702	333	41	,	,	PUNCT
aiti-13702	333	42	pp	pp	ADP
aiti-13702	333	43	.	.	PUNCT
aiti-13702	333	44	4510	4510	NUM
aiti-13702	333	45	-	-	SYM
aiti-13702	333	46	4520	4520	NUM
aiti-13702	333	47	,	,	PUNCT
aiti-13702	333	48	june	june	PROPN
aiti-13702	333	49	2018	2018	NUM
aiti-13702	333	50	[	[	X
aiti-13702	333	51	14	14	NUM
aiti-13702	333	52	]	]	PUNCT
aiti-13702	333	53	a.	a.	NOUN
aiti-13702	333	54	howard	howard	PROPN
aiti-13702	333	55	,	,	PUNCT
aiti-13702	333	56	m.	m.	NOUN
aiti-13702	333	57	sandler	sandler	PROPN
aiti-13702	333	58	,	,	PUNCT
aiti-13702	333	59	b.	b.	PROPN
aiti-13702	333	60	chen	chen	PROPN
aiti-13702	333	61	,	,	PUNCT
aiti-13702	333	62	w.	w.	PROPN
aiti-13702	333	63	wang	wang	PROPN
aiti-13702	333	64	,	,	PUNCT
aiti-13702	333	65	l.	l.	PROPN
aiti-13702	333	66	c.	c.	PROPN
aiti-13702	333	67	chen	chen	PROPN
aiti-13702	333	68	,	,	PUNCT
aiti-13702	333	69	m.	m.	PROPN
aiti-13702	333	70	tan	tan	PROPN
aiti-13702	333	71	,	,	PUNCT
aiti-13702	333	72	et	et	PROPN
aiti-13702	333	73	al	al	PROPN
aiti-13702	333	74	.	.	PROPN
aiti-13702	333	75	,	,	PUNCT
aiti-13702	333	76	“	"	PUNCT
aiti-13702	333	77	searching	search	VERB
aiti-13702	333	78	for	for	ADP
aiti-13702	333	79	mobilenetv3	mobilenetv3	PROPN
aiti-13702	333	80	,	,	PUNCT
aiti-13702	333	81	”	"	PUNCT
aiti-13702	333	82	ieee	ieee	NOUN
aiti-13702	333	83	/	/	SYM
aiti-13702	333	84	cvf	cvf	NOUN
aiti-13702	333	85	international	international	ADJ
aiti-13702	333	86	conference	conference	NOUN
aiti-13702	333	87	on	on	ADP
aiti-13702	333	88	computer	computer	NOUN
aiti-13702	333	89	vision	vision	NOUN
aiti-13702	333	90	,	,	PUNCT
aiti-13702	333	91	pp	pp	ADP
aiti-13702	333	92	.	.	PUNCT
aiti-13702	333	93	1314	1314	NUM
aiti-13702	333	94	-	-	SYM
aiti-13702	333	95	1324	1324	NUM
aiti-13702	333	96	,	,	PUNCT
aiti-13702	333	97	october	october	PROPN
aiti-13702	333	98	-	-	PUNCT
aiti-13702	333	99	november	november	PROPN
aiti-13702	333	100	2019	2019	NUM
aiti-13702	333	101	.	.	PUNCT
aiti-13702	334	1	[	[	X
aiti-13702	334	2	15	15	NUM
aiti-13702	334	3	]	]	X
aiti-13702	334	4	j.	j.	PROPN
aiti-13702	334	5	hu	hu	PROPN
aiti-13702	334	6	,	,	PUNCT
aiti-13702	334	7	l.	l.	PROPN
aiti-13702	334	8	shen	shen	PROPN
aiti-13702	334	9	,	,	PUNCT
aiti-13702	334	10	and	and	CCONJ
aiti-13702	334	11	g.	g.	PROPN
aiti-13702	334	12	sun	sun	PROPN
aiti-13702	334	13	,	,	PUNCT
aiti-13702	334	14	“	"	PUNCT
aiti-13702	334	15	squeeze	squeeze	NOUN
aiti-13702	334	16	-	-	PUNCT
aiti-13702	334	17	and	and	CCONJ
aiti-13702	334	18	-	-	PUNCT
aiti-13702	334	19	excitation	excitation	NOUN
aiti-13702	334	20	networks	network	NOUN
aiti-13702	334	21	,	,	PUNCT
aiti-13702	334	22	”	"	PUNCT
aiti-13702	334	23	ieee	ieee	NOUN
aiti-13702	334	24	/	/	SYM
aiti-13702	334	25	cvf	cvf	NOUN
aiti-13702	334	26	conference	conference	NOUN
aiti-13702	334	27	on	on	ADP
aiti-13702	334	28	computer	computer	NOUN
aiti-13702	334	29	vision	vision	NOUN
aiti-13702	334	30	and	and	CCONJ
aiti-13702	334	31	pattern	pattern	NOUN
aiti-13702	334	32	recognition	recognition	NOUN
aiti-13702	334	33	,	,	PUNCT
aiti-13702	334	34	pp	pp	ADJ
aiti-13702	334	35	.	.	PUNCT
aiti-13702	334	36	7132	7132	NUM
aiti-13702	334	37	-	-	SYM
aiti-13702	334	38	7141	7141	NUM
aiti-13702	334	39	,	,	PUNCT
aiti-13702	334	40	june	june	PROPN
aiti-13702	334	41	2018	2018	NUM
aiti-13702	334	42	.	.	PUNCT
aiti-13702	335	1	advances	advance	NOUN
aiti-13702	335	2	in	in	ADP
aiti-13702	335	3	technology	technology	NOUN
aiti-13702	335	4	innovation	innovation	NOUN
aiti-13702	335	5	,	,	PUNCT
aiti-13702	335	6	vol	vol	NOUN
aiti-13702	335	7	.	.	PROPN
aiti-13702	336	1	9	9	NUM
aiti-13702	336	2	,	,	PUNCT
aiti-13702	336	3	no	no	INTJ
aiti-13702	336	4	.	.	NOUN
aiti-13702	336	5	3	3	NUM
aiti-13702	336	6	,	,	PUNCT
aiti-13702	336	7	2024	2024	NUM
aiti-13702	336	8	,	,	PUNCT
aiti-13702	336	9	pp	pp	ADJ
aiti-13702	336	10	.	.	PUNCT
aiti-13702	337	1	157	157	NUM
aiti-13702	337	2	-	-	SYM
aiti-13702	337	3	171	171	NUM
aiti-13702	337	4	171	171	NUM
aiti-13702	337	5	[	[	X
aiti-13702	337	6	16	16	NUM
aiti-13702	337	7	]	]	PUNCT
aiti-13702	337	8	m.	m.	NOUN
aiti-13702	337	9	tan	tan	PROPN
aiti-13702	337	10	and	and	CCONJ
aiti-13702	337	11	q.	q.	PROPN
aiti-13702	337	12	le	le	PROPN
aiti-13702	337	13	,	,	PUNCT
aiti-13702	337	14	“	"	PUNCT
aiti-13702	337	15	efficientnet	efficientnet	NOUN
aiti-13702	337	16	:	:	PUNCT
aiti-13702	337	17	rethinking	rethink	VERB
aiti-13702	337	18	model	model	NOUN
aiti-13702	337	19	scaling	scale	VERB
aiti-13702	337	20	for	for	ADP
aiti-13702	337	21	convolutional	convolutional	ADJ
aiti-13702	337	22	neural	neural	ADJ
aiti-13702	337	23	networks	network	NOUN
aiti-13702	337	24	,	,	PUNCT
aiti-13702	337	25	”	"	PUNCT
aiti-13702	337	26	proceedings	proceeding	NOUN
aiti-13702	337	27	of	of	ADP
aiti-13702	337	28	the	the	DET
aiti-13702	337	29	36th	36th	ADJ
aiti-13702	337	30	international	international	ADJ
aiti-13702	337	31	conference	conference	NOUN
aiti-13702	337	32	on	on	ADP
aiti-13702	337	33	machine	machine	NOUN
aiti-13702	337	34	learning	learning	NOUN
aiti-13702	337	35	,	,	PUNCT
aiti-13702	337	36	vol	vol	NOUN
aiti-13702	337	37	.	.	PROPN
aiti-13702	337	38	97	97	NUM
aiti-13702	337	39	,	,	PUNCT
aiti-13702	337	40	pp	pp	ADJ
aiti-13702	337	41	.	.	PUNCT
aiti-13702	338	1	6105	6105	NUM
aiti-13702	338	2	-	-	PUNCT
aiti-13702	338	3	6114	6114	NUM
aiti-13702	338	4	,	,	PUNCT
aiti-13702	338	5	june	june	PROPN
aiti-13702	338	6	2019	2019	NUM
aiti-13702	338	7	.	.	PUNCT
aiti-13702	339	1	[	[	X
aiti-13702	339	2	17	17	NUM
aiti-13702	339	3	]	]	PUNCT
aiti-13702	339	4	m.	m.	NOUN
aiti-13702	339	5	tan	tan	PROPN
aiti-13702	339	6	and	and	CCONJ
aiti-13702	339	7	q.	q.	PROPN
aiti-13702	339	8	le	le	PROPN
aiti-13702	339	9	,	,	PUNCT
aiti-13702	339	10	“	"	PUNCT
aiti-13702	339	11	efficientnetv2	efficientnetv2	NOUN
aiti-13702	339	12	:	:	PUNCT
aiti-13702	339	13	smaller	small	ADJ
aiti-13702	339	14	models	model	NOUN
aiti-13702	339	15	and	and	CCONJ
aiti-13702	339	16	faster	fast	ADJ
aiti-13702	339	17	training	training	NOUN
aiti-13702	339	18	,	,	PUNCT
aiti-13702	339	19	”	"	PUNCT
aiti-13702	339	20	proceedings	proceeding	NOUN
aiti-13702	339	21	of	of	ADP
aiti-13702	339	22	the	the	DET
aiti-13702	339	23	38th	38th	ADJ
aiti-13702	339	24	international	international	ADJ
aiti-13702	339	25	conference	conference	NOUN
aiti-13702	339	26	on	on	ADP
aiti-13702	339	27	machine	machine	NOUN
aiti-13702	339	28	learning	learning	NOUN
aiti-13702	339	29	,	,	PUNCT
aiti-13702	339	30	vol	vol	NOUN
aiti-13702	339	31	.	.	PROPN
aiti-13702	339	32	139	139	NUM
aiti-13702	339	33	,	,	PUNCT
aiti-13702	339	34	pp	pp	ADJ
aiti-13702	339	35	.	.	PUNCT
aiti-13702	339	36	10096	10096	NUM
aiti-13702	339	37	-	-	SYM
aiti-13702	339	38	10106	10106	NUM
aiti-13702	339	39	,	,	PUNCT
aiti-13702	339	40	july	july	PROPN
aiti-13702	339	41	2021	2021	NUM
aiti-13702	339	42	.	.	PUNCT
aiti-13702	340	1	[	[	X
aiti-13702	340	2	18	18	NUM
aiti-13702	340	3	]	]	PUNCT
aiti-13702	340	4	t.	t.	PROPN
aiti-13702	340	5	guo	guo	PROPN
aiti-13702	340	6	,	,	PUNCT
aiti-13702	340	7	k.	k.	PROPN
aiti-13702	340	8	tao	tao	PROPN
aiti-13702	340	9	,	,	PUNCT
aiti-13702	340	10	q.	q.	PROPN
aiti-13702	340	11	hu	hu	PROPN
aiti-13702	340	12	,	,	PUNCT
aiti-13702	340	13	and	and	CCONJ
aiti-13702	340	14	y.	y.	PROPN
aiti-13702	340	15	shen	shen	PROPN
aiti-13702	340	16	,	,	PUNCT
aiti-13702	340	17	“	"	PUNCT
aiti-13702	340	18	detection	detection	NOUN
aiti-13702	340	19	of	of	ADP
aiti-13702	340	20	ice	ice	NOUN
aiti-13702	340	21	hockey	hockey	NOUN
aiti-13702	340	22	players	player	NOUN
aiti-13702	340	23	and	and	CCONJ
aiti-13702	340	24	teams	team	NOUN
aiti-13702	340	25	via	via	ADP
aiti-13702	340	26	a	a	DET
aiti-13702	340	27	two	two	NUM
aiti-13702	340	28	-	-	PUNCT
aiti-13702	340	29	phase	phase	NOUN
aiti-13702	340	30	cascaded	cascade	VERB
aiti-13702	340	31	cnn	cnn	PROPN
aiti-13702	340	32	model	model	NOUN
aiti-13702	340	33	,	,	PUNCT
aiti-13702	340	34	”	"	PUNCT
aiti-13702	340	35	ieee	ieee	NOUN
aiti-13702	340	36	access	access	NOUN
aiti-13702	340	37	,	,	PUNCT
aiti-13702	340	38	vol	vol	NOUN
aiti-13702	340	39	.	.	PROPN
aiti-13702	340	40	8	8	NUM
aiti-13702	340	41	,	,	PUNCT
aiti-13702	340	42	pp	pp	ADJ
aiti-13702	340	43	.	.	PUNCT
aiti-13702	340	44	195062	195062	NUM
aiti-13702	340	45	-	-	SYM
aiti-13702	340	46	195073	195073	NUM
aiti-13702	340	47	,	,	PUNCT
aiti-13702	340	48	2020	2020	NUM
aiti-13702	340	49	.	.	PUNCT
aiti-13702	341	1	[	[	X
aiti-13702	341	2	19	19	NUM
aiti-13702	341	3	]	]	X
aiti-13702	341	4	d.	d.	PROPN
aiti-13702	341	5	acuna	acuna	PROPN
aiti-13702	341	6	,	,	PUNCT
aiti-13702	341	7	“	"	PUNCT
aiti-13702	341	8	towards	towards	ADP
aiti-13702	341	9	real	real	ADJ
aiti-13702	341	10	-	-	PUNCT
aiti-13702	341	11	time	time	NOUN
aiti-13702	341	12	detection	detection	NOUN
aiti-13702	341	13	and	and	CCONJ
aiti-13702	341	14	tracking	tracking	NOUN
aiti-13702	341	15	of	of	ADP
aiti-13702	341	16	basketball	basketball	NOUN
aiti-13702	341	17	players	player	NOUN
aiti-13702	341	18	using	use	VERB
aiti-13702	341	19	deep	deep	ADJ
aiti-13702	341	20	neural	neural	ADJ
aiti-13702	341	21	networks	network	NOUN
aiti-13702	341	22	,	,	PUNCT
aiti-13702	341	23	”	"	PUNCT
aiti-13702	341	24	proceedings	proceeding	NOUN
aiti-13702	341	25	of	of	ADP
aiti-13702	341	26	the	the	DET
aiti-13702	341	27	31st	31st	ADJ
aiti-13702	341	28	conference	conference	NOUN
aiti-13702	341	29	on	on	ADP
aiti-13702	341	30	neural	neural	ADJ
aiti-13702	341	31	information	information	NOUN
aiti-13702	341	32	processing	processing	NOUN
aiti-13702	341	33	systems	system	NOUN
aiti-13702	341	34	,	,	PUNCT
aiti-13702	341	35	pp	pp	ADJ
aiti-13702	341	36	.	.	PUNCT
aiti-13702	342	1	4	4	NUM
aiti-13702	342	2	-	-	SYM
aiti-13702	342	3	9	9	NUM
aiti-13702	342	4	,	,	PUNCT
aiti-13702	342	5	december	december	PROPN
aiti-13702	342	6	2017	2017	NUM
aiti-13702	342	7	.	.	PUNCT
aiti-13702	343	1	[	[	X
aiti-13702	343	2	20	20	NUM
aiti-13702	343	3	]	]	PUNCT
aiti-13702	343	4	s.	s.	PROPN
aiti-13702	343	5	hochreiter	hochreiter	PROPN
aiti-13702	343	6	and	and	CCONJ
aiti-13702	343	7	j.	j.	PROPN
aiti-13702	343	8	schmidhuber	schmidhuber	PROPN
aiti-13702	343	9	,	,	PUNCT
aiti-13702	343	10	“	"	PUNCT
aiti-13702	343	11	long	long	ADJ
aiti-13702	343	12	short	short	ADJ
aiti-13702	343	13	-	-	PUNCT
aiti-13702	343	14	term	term	NOUN
aiti-13702	343	15	memory	memory	NOUN
aiti-13702	343	16	,	,	PUNCT
aiti-13702	343	17	”	"	PUNCT
aiti-13702	343	18	neural	neural	ADJ
aiti-13702	343	19	computation	computation	NOUN
aiti-13702	343	20	,	,	PUNCT
aiti-13702	343	21	vol	vol	NOUN
aiti-13702	343	22	.	.	PROPN
aiti-13702	343	23	9	9	NUM
aiti-13702	343	24	,	,	PUNCT
aiti-13702	343	25	no	no	INTJ
aiti-13702	343	26	.	.	NOUN
aiti-13702	343	27	8	8	NUM
aiti-13702	343	28	,	,	PUNCT
aiti-13702	343	29	pp	pp	ADJ
aiti-13702	343	30	.	.	PUNCT
aiti-13702	344	1	1735	1735	NUM
aiti-13702	344	2	-	-	SYM
aiti-13702	344	3	1780	1780	NUM
aiti-13702	344	4	,	,	PUNCT
aiti-13702	344	5	november	november	PROPN
aiti-13702	344	6	1997	1997	NUM
aiti-13702	344	7	.	.	PUNCT
aiti-13702	345	1	[	[	X
aiti-13702	345	2	21	21	NUM
aiti-13702	345	3	]	]	PUNCT
aiti-13702	345	4	z.	z.	PROPN
aiti-13702	345	5	ivankovic	ivankovic	PROPN
aiti-13702	345	6	,	,	PUNCT
aiti-13702	345	7	m.	m.	NOUN
aiti-13702	345	8	rackovic	rackovic	VERB
aiti-13702	345	9	,	,	PUNCT
aiti-13702	345	10	and	and	CCONJ
aiti-13702	345	11	m.	m.	NOUN
aiti-13702	345	12	ivkovic	ivkovic	PROPN
aiti-13702	345	13	,	,	PUNCT
aiti-13702	345	14	“	"	PUNCT
aiti-13702	345	15	automatic	automatic	ADJ
aiti-13702	345	16	player	player	NOUN
aiti-13702	345	17	position	position	NOUN
aiti-13702	345	18	detection	detection	NOUN
aiti-13702	345	19	in	in	ADP
aiti-13702	345	20	basketball	basketball	NOUN
aiti-13702	345	21	games	game	NOUN
aiti-13702	345	22	,	,	PUNCT
aiti-13702	345	23	”	"	PUNCT
aiti-13702	345	24	multimedia	multimedia	NOUN
aiti-13702	345	25	tools	tool	NOUN
aiti-13702	345	26	and	and	CCONJ
aiti-13702	345	27	applications	application	NOUN
aiti-13702	345	28	,	,	PUNCT
aiti-13702	345	29	vol	vol	NOUN
aiti-13702	345	30	.	.	PROPN
aiti-13702	346	1	72	72	NUM
aiti-13702	346	2	,	,	PUNCT
aiti-13702	346	3	no	no	INTJ
aiti-13702	346	4	.	.	NOUN
aiti-13702	346	5	3	3	NUM
aiti-13702	346	6	,	,	PUNCT
aiti-13702	346	7	pp	pp	ADJ
aiti-13702	346	8	.	.	PUNCT
aiti-13702	347	1	2741	2741	NUM
aiti-13702	347	2	-	-	SYM
aiti-13702	347	3	2767	2767	NUM
aiti-13702	347	4	,	,	PUNCT
aiti-13702	347	5	october	october	PROPN
aiti-13702	347	6	2014	2014	NUM
aiti-13702	347	7	.	.	PUNCT
aiti-13702	348	1	[	[	X
aiti-13702	348	2	22	22	NUM
aiti-13702	348	3	]	]	PUNCT
aiti-13702	348	4	p.	p.	PROPN
aiti-13702	348	5	k.	k.	PROPN
aiti-13702	349	1	santhosh	santhosh	PROPN
aiti-13702	349	2	and	and	CCONJ
aiti-13702	349	3	b.	b.	PROPN
aiti-13702	349	4	kaarthick	kaarthick	PROPN
aiti-13702	349	5	,	,	PUNCT
aiti-13702	349	6	“	"	PUNCT
aiti-13702	349	7	an	an	DET
aiti-13702	349	8	automated	automate	VERB
aiti-13702	349	9	player	player	NOUN
aiti-13702	349	10	detection	detection	NOUN
aiti-13702	349	11	and	and	CCONJ
aiti-13702	349	12	tracking	track	VERB
aiti-13702	349	13	in	in	ADP
aiti-13702	349	14	basketball	basketball	NOUN
aiti-13702	349	15	game	game	NOUN
aiti-13702	349	16	,	,	PUNCT
aiti-13702	349	17	”	"	PUNCT
aiti-13702	349	18	computers	computer	NOUN
aiti-13702	349	19	,	,	PUNCT
aiti-13702	349	20	materials	material	NOUN
aiti-13702	349	21	&	&	CCONJ
aiti-13702	349	22	continua	continua	PROPN
aiti-13702	349	23	,	,	PUNCT
aiti-13702	349	24	vol	vol	NOUN
aiti-13702	349	25	.	.	PROPN
aiti-13702	350	1	58	58	NUM
aiti-13702	350	2	,	,	PUNCT
aiti-13702	350	3	no	no	INTJ
aiti-13702	350	4	.	.	NOUN
aiti-13702	350	5	3	3	NUM
aiti-13702	350	6	,	,	PUNCT
aiti-13702	350	7	pp	pp	ADJ
aiti-13702	350	8	.	.	PUNCT
aiti-13702	351	1	625	625	NUM
aiti-13702	351	2	-	-	SYM
aiti-13702	351	3	639	639	NUM
aiti-13702	351	4	,	,	PUNCT
aiti-13702	351	5	2019	2019	NUM
aiti-13702	351	6	.	.	PUNCT
aiti-13702	352	1	[	[	X
aiti-13702	352	2	23	23	NUM
aiti-13702	352	3	]	]	PUNCT
aiti-13702	352	4	b.	b.	PROPN
aiti-13702	352	5	markoski	markoski	PROPN
aiti-13702	352	6	,	,	PUNCT
aiti-13702	352	7	z.	z.	PROPN
aiti-13702	352	8	ivanković	ivanković	PROPN
aiti-13702	352	9	,	,	PUNCT
aiti-13702	352	10	l.	l.	PROPN
aiti-13702	352	11	ratgeber	ratgeber	PROPN
aiti-13702	352	12	,	,	PUNCT
aiti-13702	352	13	p.	p.	NOUN
aiti-13702	352	14	pecev	pecev	NOUN
aiti-13702	352	15	,	,	PUNCT
aiti-13702	352	16	and	and	CCONJ
aiti-13702	352	17	d.	d.	PROPN
aiti-13702	352	18	glušac	glušac	PROPN
aiti-13702	352	19	,	,	PUNCT
aiti-13702	352	20	“	"	PUNCT
aiti-13702	352	21	application	application	NOUN
aiti-13702	352	22	of	of	ADP
aiti-13702	352	23	adaboost	adaboost	ADJ
aiti-13702	352	24	algorithm	algorithm	NOUN
aiti-13702	352	25	in	in	ADP
aiti-13702	352	26	basketball	basketball	NOUN
aiti-13702	352	27	player	player	NOUN
aiti-13702	352	28	detection	detection	NOUN
aiti-13702	352	29	,	,	PUNCT
aiti-13702	352	30	”	"	PUNCT
aiti-13702	352	31	acta	acta	PROPN
aiti-13702	352	32	polytechnica	polytechnica	PROPN
aiti-13702	352	33	hungarica	hungarica	PROPN
aiti-13702	352	34	,	,	PUNCT
aiti-13702	352	35	vol	vol	NOUN
aiti-13702	352	36	.	.	PROPN
aiti-13702	352	37	12	12	NUM
aiti-13702	352	38	,	,	PUNCT
aiti-13702	352	39	no	no	INTJ
aiti-13702	352	40	.	.	NOUN
aiti-13702	352	41	1	1	NUM
aiti-13702	352	42	,	,	PUNCT
aiti-13702	352	43	pp	pp	ADJ
aiti-13702	352	44	.	.	PUNCT
aiti-13702	353	1	189	189	NUM
aiti-13702	353	2	-	-	SYM
aiti-13702	353	3	207	207	NUM
aiti-13702	353	4	,	,	PUNCT
aiti-13702	353	5	2015	2015	NUM
aiti-13702	353	6	.	.	PUNCT
aiti-13702	354	1	copyright	copyright	NOUN
aiti-13702	354	2	©	©	PROPN
aiti-13702	354	3	by	by	ADP
aiti-13702	354	4	the	the	DET
aiti-13702	354	5	authors	author	NOUN
aiti-13702	354	6	.	.	PUNCT
aiti-13702	355	1	licensee	licensee	PROPN
aiti-13702	355	2	taeti	taeti	PROPN
aiti-13702	355	3	,	,	PUNCT
aiti-13702	355	4	taiwan	taiwan	PROPN
aiti-13702	355	5	.	.	PUNCT
aiti-13702	356	1	this	this	DET
aiti-13702	356	2	article	article	NOUN
aiti-13702	356	3	is	be	AUX
aiti-13702	356	4	an	an	DET
aiti-13702	356	5	open	open	ADJ
aiti-13702	356	6	-	-	PUNCT
aiti-13702	356	7	access	access	NOUN
aiti-13702	356	8	article	article	NOUN
aiti-13702	356	9	distributed	distribute	VERB
aiti-13702	356	10	under	under	ADP
aiti-13702	356	11	the	the	DET
aiti-13702	356	12	terms	term	NOUN
aiti-13702	356	13	and	and	CCONJ
aiti-13702	356	14	conditions	condition	NOUN
aiti-13702	356	15	of	of	ADP
aiti-13702	356	16	the	the	DET
aiti-13702	356	17	creative	creative	ADJ
aiti-13702	356	18	commons	common	NOUN
aiti-13702	356	19	attribution	attribution	NOUN
aiti-13702	356	20	(	(	PUNCT
aiti-13702	356	21	cc	cc	NOUN
aiti-13702	356	22	by	by	ADP
aiti-13702	356	23	-	-	PUNCT
aiti-13702	356	24	nc	nc	NOUN
aiti-13702	356	25	)	)	PUNCT
aiti-13702	356	26	license	license	NOUN
aiti-13702	356	27	(	(	PUNCT
aiti-13702	356	28	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	NOUN
aiti-13702	356	29	)	)	PUNCT
aiti-13702	356	30	.	.	PUNCT