id	sid	tid	token	lemma	pos
aiti-12682	1	1	microsoft	microsoft	PROPN
aiti-12682	1	2	word	word	NOUN
aiti-12682	1	3	4	4	NUM
aiti-12682	1	4	-	-	PUNCT
aiti-12682	1	5	v9n1(2024)-aiti#12682(42	v9n1(2024)-aiti#12682(42	ADP
aiti-12682	1	6	-	-	PUNCT
aiti-12682	1	7	49).docx	49).docx	NUM
aiti-12682	1	8	advances	advance	NOUN
aiti-12682	1	9	in	in	ADP
aiti-12682	1	10	technology	technology	NOUN
aiti-12682	1	11	innovation	innovation	NOUN
aiti-12682	1	12	,	,	PUNCT
aiti-12682	1	13	vol	vol	NOUN
aiti-12682	1	14	.	.	PROPN
aiti-12682	1	15	9	9	NUM
aiti-12682	1	16	,	,	PUNCT
aiti-12682	1	17	no	no	INTJ
aiti-12682	1	18	.	.	NOUN
aiti-12682	1	19	1	1	NUM
aiti-12682	1	20	,	,	PUNCT
aiti-12682	1	21	2024	2024	NUM
aiti-12682	1	22	,	,	PUNCT
aiti-12682	1	23	pp	pp	ADV
aiti-12682	1	24	.	.	PUNCT
aiti-12682	2	1	42	42	NUM
aiti-12682	2	2	-	-	SYM
aiti-12682	2	3	49	49	NUM
aiti-12682	2	4	english	english	ADJ
aiti-12682	2	5	language	language	NOUN
aiti-12682	2	6	proofreader	proofreader	NOUN
aiti-12682	2	7	:	:	PUNCT
aiti-12682	2	8	chih	chih	PROPN
aiti-12682	2	9	-	-	PUNCT
aiti-12682	2	10	wen	wen	PROPN
aiti-12682	2	11	teng	teng	PROPN
aiti-12682	2	12	efficient	efficient	ADJ
aiti-12682	2	13	object	object	NOUN
aiti-12682	2	14	detection	detection	NOUN
aiti-12682	2	15	and	and	CCONJ
aiti-12682	2	16	intelligent	intelligent	ADJ
aiti-12682	2	17	information	information	NOUN
aiti-12682	2	18	display	display	NOUN
aiti-12682	2	19	using	use	VERB
aiti-12682	2	20	yolov4	yolov4	NOUN
aiti-12682	2	21	-	-	PUNCT
aiti-12682	2	22	tiny	tiny	ADJ
aiti-12682	2	23	ying	ying	NOUN
aiti-12682	2	24	-	-	PUNCT
aiti-12682	2	25	tung	tung	PROPN
aiti-12682	2	26	hsiao	hsiao	PROPN
aiti-12682	2	27	,	,	PUNCT
aiti-12682	2	28	jia	jia	PROPN
aiti-12682	2	29	-	-	PUNCT
aiti-12682	2	30	shing	she	VERB
aiti-12682	2	31	sheu	sheu	PROPN
aiti-12682	2	32	*	*	PROPN
aiti-12682	2	33	,	,	PUNCT
aiti-12682	2	34	hsu	hsu	PROPN
aiti-12682	2	35	ma	ma	PROPN
aiti-12682	2	36	department	department	PROPN
aiti-12682	2	37	of	of	ADP
aiti-12682	2	38	computer	computer	NOUN
aiti-12682	2	39	science	science	NOUN
aiti-12682	2	40	,	,	PUNCT
aiti-12682	2	41	national	national	PROPN
aiti-12682	2	42	taipei	taipei	PROPN
aiti-12682	2	43	university	university	PROPN
aiti-12682	2	44	of	of	ADP
aiti-12682	2	45	education	education	PROPN
aiti-12682	2	46	,	,	PUNCT
aiti-12682	2	47	taipei	taipei	PROPN
aiti-12682	2	48	,	,	PUNCT
aiti-12682	2	49	taiwan	taiwan	PROPN
aiti-12682	2	50	,	,	PUNCT
aiti-12682	2	51	roc	roc	PROPN
aiti-12682	2	52	received	receive	VERB
aiti-12682	2	53	04	04	NUM
aiti-12682	2	54	august	august	PROPN
aiti-12682	2	55	2023	2023	NUM
aiti-12682	2	56	;	;	PUNCT
aiti-12682	2	57	received	receive	VERB
aiti-12682	2	58	in	in	ADP
aiti-12682	2	59	revised	revise	VERB
aiti-12682	2	60	form	form	NOUN
aiti-12682	2	61	14	14	NUM
aiti-12682	2	62	november	november	PROPN
aiti-12682	2	63	2023	2023	NUM
aiti-12682	2	64	;	;	PUNCT
aiti-12682	2	65	accepted	accept	VERB
aiti-12682	2	66	15	15	NUM
aiti-12682	2	67	november	november	PROPN
aiti-12682	2	68	2023	2023	NUM
aiti-12682	2	69	doi	doi	NOUN
aiti-12682	2	70	:	:	PUNCT
aiti-12682	2	71	https://doi.org/10.46604/aiti.2023.12682	https://doi.org/10.46604/aiti.2023.12682	NOUN
aiti-12682	2	72	abstract	abstract	ADV
aiti-12682	2	73	this	this	DET
aiti-12682	2	74	study	study	NOUN
aiti-12682	2	75	aims	aim	VERB
aiti-12682	2	76	to	to	PART
aiti-12682	2	77	develop	develop	VERB
aiti-12682	2	78	an	an	DET
aiti-12682	2	79	innovative	innovative	ADJ
aiti-12682	2	80	image	image	NOUN
aiti-12682	2	81	recognition	recognition	NOUN
aiti-12682	2	82	and	and	CCONJ
aiti-12682	2	83	information	information	NOUN
aiti-12682	2	84	display	display	NOUN
aiti-12682	2	85	approach	approach	NOUN
aiti-12682	2	86	based	base	VERB
aiti-12682	2	87	on	on	ADP
aiti-12682	2	88	you	you	PRON
aiti-12682	2	89	only	only	ADV
aiti-12682	2	90	look	look	VERB
aiti-12682	2	91	once	once	ADV
aiti-12682	2	92	version	version	NOUN
aiti-12682	2	93	4	4	NUM
aiti-12682	2	94	(	(	PUNCT
aiti-12682	2	95	yolov4)-tiny	yolov4)-tiny	ADJ
aiti-12682	2	96	framework	framework	NOUN
aiti-12682	2	97	.	.	PUNCT
aiti-12682	3	1	the	the	DET
aiti-12682	3	2	lightweight	lightweight	ADJ
aiti-12682	3	3	yolov4	yolov4	NOUN
aiti-12682	3	4	-	-	PUNCT
aiti-12682	3	5	tiny	tiny	ADJ
aiti-12682	3	6	model	model	NOUN
aiti-12682	3	7	is	be	AUX
aiti-12682	3	8	modified	modify	VERB
aiti-12682	3	9	by	by	ADP
aiti-12682	3	10	replacing	replace	VERB
aiti-12682	3	11	convolutional	convolutional	ADJ
aiti-12682	3	12	modules	module	NOUN
aiti-12682	3	13	with	with	ADP
aiti-12682	3	14	fire	fire	NOUN
aiti-12682	3	15	modules	module	NOUN
aiti-12682	3	16	to	to	PART
aiti-12682	3	17	further	far	ADV
aiti-12682	3	18	reduce	reduce	VERB
aiti-12682	3	19	its	its	PRON
aiti-12682	3	20	parameters	parameter	NOUN
aiti-12682	3	21	.	.	PUNCT
aiti-12682	4	1	performance	performance	NOUN
aiti-12682	4	2	reductions	reduction	NOUN
aiti-12682	4	3	are	be	AUX
aiti-12682	4	4	offset	offset	VERB
aiti-12682	4	5	by	by	ADP
aiti-12682	4	6	including	include	VERB
aiti-12682	4	7	spatial	spatial	ADJ
aiti-12682	4	8	pyramid	pyramid	NOUN
aiti-12682	4	9	pooling	pooling	NOUN
aiti-12682	4	10	,	,	PUNCT
aiti-12682	4	11	and	and	CCONJ
aiti-12682	4	12	they	they	PRON
aiti-12682	4	13	also	also	ADV
aiti-12682	4	14	improve	improve	VERB
aiti-12682	4	15	the	the	DET
aiti-12682	4	16	model	model	NOUN
aiti-12682	4	17	’s	’s	PART
aiti-12682	4	18	detection	detection	NOUN
aiti-12682	4	19	ability	ability	NOUN
aiti-12682	4	20	for	for	ADP
aiti-12682	4	21	objects	object	NOUN
aiti-12682	4	22	of	of	ADP
aiti-12682	4	23	various	various	ADJ
aiti-12682	4	24	sizes	size	NOUN
aiti-12682	4	25	.	.	PUNCT
aiti-12682	5	1	the	the	DET
aiti-12682	5	2	pattern	pattern	NOUN
aiti-12682	5	3	analysis	analysis	NOUN
aiti-12682	5	4	,	,	PUNCT
aiti-12682	5	5	statistical	statistical	ADJ
aiti-12682	5	6	modeling	modeling	NOUN
aiti-12682	5	7	,	,	PUNCT
aiti-12682	5	8	and	and	CCONJ
aiti-12682	5	9	computational	computational	ADJ
aiti-12682	5	10	learning	learning	ADJ
aiti-12682	5	11	visual	visual	ADJ
aiti-12682	5	12	object	object	NOUN
aiti-12682	5	13	classes	class	NOUN
aiti-12682	5	14	(	(	PUNCT
aiti-12682	5	15	pascal	pascal	PROPN
aiti-12682	5	16	voc	voc	NOUN
aiti-12682	5	17	)	)	PUNCT
aiti-12682	5	18	2012	2012	NUM
aiti-12682	5	19	dataset	dataset	NOUN
aiti-12682	5	20	are	be	AUX
aiti-12682	5	21	used	use	VERB
aiti-12682	5	22	,	,	PUNCT
aiti-12682	5	23	the	the	DET
aiti-12682	5	24	proposed	propose	VERB
aiti-12682	5	25	modified	modify	VERB
aiti-12682	5	26	yolov4	yolov4	NOUN
aiti-12682	5	27	-	-	PUNCT
aiti-12682	5	28	tiny	tiny	ADJ
aiti-12682	5	29	architecture	architecture	NOUN
aiti-12682	5	30	achieves	achieve	VERB
aiti-12682	5	31	a	a	DET
aiti-12682	5	32	higher	high	ADJ
aiti-12682	5	33	mean	mean	ADJ
aiti-12682	5	34	average	average	ADJ
aiti-12682	5	35	precision	precision	NOUN
aiti-12682	5	36	(	(	PUNCT
aiti-12682	5	37	map	map	NOUN
aiti-12682	5	38	)	)	PUNCT
aiti-12682	5	39	that	that	PRON
aiti-12682	5	40	is	be	AUX
aiti-12682	5	41	1.59	1.59	NUM
aiti-12682	5	42	%	%	NOUN
aiti-12682	5	43	higher	high	ADJ
aiti-12682	5	44	than	than	ADP
aiti-12682	5	45	its	its	PRON
aiti-12682	5	46	unmodified	unmodified	ADJ
aiti-12682	5	47	counterpart	counterpart	NOUN
aiti-12682	5	48	.	.	PUNCT
aiti-12682	6	1	this	this	DET
aiti-12682	6	2	study	study	NOUN
aiti-12682	6	3	addresses	address	VERB
aiti-12682	6	4	the	the	DET
aiti-12682	6	5	need	need	NOUN
aiti-12682	6	6	for	for	ADP
aiti-12682	6	7	efficient	efficient	ADJ
aiti-12682	6	8	object	object	NOUN
aiti-12682	6	9	detection	detection	NOUN
aiti-12682	6	10	and	and	CCONJ
aiti-12682	6	11	recognition	recognition	NOUN
aiti-12682	6	12	on	on	ADP
aiti-12682	6	13	resource	resource	NOUN
aiti-12682	6	14	-	-	PUNCT
aiti-12682	6	15	constrained	constrain	VERB
aiti-12682	6	16	devices	device	NOUN
aiti-12682	6	17	by	by	ADP
aiti-12682	6	18	leveraging	leverage	VERB
aiti-12682	6	19	yolov4	yolov4	NOUN
aiti-12682	6	20	-	-	PUNCT
aiti-12682	6	21	tiny	tiny	ADJ
aiti-12682	6	22	,	,	PUNCT
aiti-12682	6	23	fire	fire	NOUN
aiti-12682	6	24	modules	module	NOUN
aiti-12682	6	25	,	,	PUNCT
aiti-12682	6	26	and	and	CCONJ
aiti-12682	6	27	spp	spp	NOUN
aiti-12682	6	28	to	to	PART
aiti-12682	6	29	achieve	achieve	VERB
aiti-12682	6	30	accurate	accurate	ADJ
aiti-12682	6	31	image	image	NOUN
aiti-12682	6	32	recognition	recognition	NOUN
aiti-12682	6	33	at	at	ADP
aiti-12682	6	34	a	a	DET
aiti-12682	6	35	low	low	ADJ
aiti-12682	6	36	computational	computational	ADJ
aiti-12682	6	37	cost	cost	NOUN
aiti-12682	6	38	.	.	PUNCT
aiti-12682	7	1	keywords	keyword	NOUN
aiti-12682	7	2	:	:	PUNCT
aiti-12682	7	3	yolov4	yolov4	NOUN
aiti-12682	7	4	-	-	PUNCT
aiti-12682	7	5	tiny	tiny	ADJ
aiti-12682	7	6	,	,	PUNCT
aiti-12682	7	7	deep	deep	ADJ
aiti-12682	7	8	learning	learning	NOUN
aiti-12682	7	9	,	,	PUNCT
aiti-12682	7	10	object	object	VERB
aiti-12682	7	11	detection	detection	NOUN
aiti-12682	7	12	,	,	PUNCT
aiti-12682	7	13	image	image	NOUN
aiti-12682	7	14	recognition	recognition	NOUN
aiti-12682	7	15	,	,	PUNCT
aiti-12682	7	16	information	information	NOUN
aiti-12682	7	17	display	display	NOUN
aiti-12682	7	18	1	1	NUM
aiti-12682	7	19	.	.	PUNCT
aiti-12682	7	20	introduction	introduction	NOUN
aiti-12682	7	21	target	target	NOUN
aiti-12682	7	22	detection	detection	NOUN
aiti-12682	7	23	methods	method	NOUN
aiti-12682	7	24	that	that	PRON
aiti-12682	7	25	leverage	leverage	VERB
aiti-12682	7	26	deep	deep	ADJ
aiti-12682	7	27	learning	learning	NOUN
aiti-12682	7	28	have	have	AUX
aiti-12682	7	29	greatly	greatly	ADV
aiti-12682	7	30	advanced	advance	VERB
aiti-12682	7	31	with	with	ADP
aiti-12682	7	32	the	the	DET
aiti-12682	7	33	introduction	introduction	NOUN
aiti-12682	7	34	of	of	ADP
aiti-12682	7	35	models	model	NOUN
aiti-12682	7	36	such	such	ADJ
aiti-12682	7	37	as	as	ADP
aiti-12682	7	38	recursive	recursive	ADJ
aiti-12682	7	39	convolutional	convolutional	ADJ
aiti-12682	7	40	neural	neural	ADJ
aiti-12682	7	41	networks	network	NOUN
aiti-12682	7	42	(	(	PUNCT
aiti-12682	7	43	r	r	NOUN
aiti-12682	7	44	-	-	PUNCT
aiti-12682	7	45	cnns	cnns	ADJ
aiti-12682	7	46	)	)	PUNCT
aiti-12682	8	1	[	[	X
aiti-12682	8	2	1	1	NUM
aiti-12682	8	3	-	-	SYM
aiti-12682	8	4	2	2	NUM
aiti-12682	8	5	]	]	PUNCT
aiti-12682	8	6	,	,	PUNCT
aiti-12682	8	7	fast	fast	ADJ
aiti-12682	8	8	r	r	NOUN
aiti-12682	8	9	-	-	PUNCT
aiti-12682	8	10	cnn	cnn	NOUN
aiti-12682	9	1	[	[	X
aiti-12682	9	2	3	3	NUM
aiti-12682	9	3	]	]	PUNCT
aiti-12682	9	4	,	,	PUNCT
aiti-12682	9	5	faster	fast	ADV
aiti-12682	9	6	r	r	VERB
aiti-12682	9	7	-	-	PUNCT
aiti-12682	9	8	cnn	cnn	NOUN
aiti-12682	10	1	[	[	X
aiti-12682	10	2	4	4	NUM
aiti-12682	10	3	]	]	PUNCT
aiti-12682	10	4	,	,	PUNCT
aiti-12682	10	5	mask	mask	NOUN
aiti-12682	10	6	r	r	NOUN
aiti-12682	10	7	-	-	PUNCT
aiti-12682	10	8	cnn	cnn	NOUN
aiti-12682	11	1	[	[	X
aiti-12682	11	2	5	5	NUM
aiti-12682	11	3	]	]	PUNCT
aiti-12682	11	4	,	,	PUNCT
aiti-12682	11	5	single	single	ADJ
aiti-12682	11	6	shot	shot	NOUN
aiti-12682	11	7	detector	detector	NOUN
aiti-12682	11	8	(	(	PUNCT
aiti-12682	11	9	ssd	ssd	NOUN
aiti-12682	11	10	)	)	PUNCT
aiti-12682	12	1	[	[	X
aiti-12682	12	2	6	6	NUM
aiti-12682	12	3	]	]	PUNCT
aiti-12682	12	4	,	,	PUNCT
aiti-12682	12	5	and	and	CCONJ
aiti-12682	12	6	you	you	PRON
aiti-12682	12	7	only	only	ADV
aiti-12682	12	8	look	look	VERB
aiti-12682	12	9	once	once	ADV
aiti-12682	12	10	(	(	PUNCT
aiti-12682	12	11	yolo	yolo	ADJ
aiti-12682	12	12	)	)	PUNCT
aiti-12682	13	1	[	[	X
aiti-12682	13	2	7	7	NUM
aiti-12682	13	3	]	]	PUNCT
aiti-12682	13	4	.	.	PUNCT
aiti-12682	14	1	mask	mask	NOUN
aiti-12682	14	2	r	r	NOUN
aiti-12682	14	3	-	-	PUNCT
aiti-12682	14	4	cnn	cnn	PROPN
aiti-12682	14	5	proposes	propose	VERB
aiti-12682	14	6	a	a	DET
aiti-12682	14	7	region	region	NOUN
aiti-12682	14	8	of	of	ADP
aiti-12682	14	9	interest	interest	NOUN
aiti-12682	14	10	(	(	PUNCT
aiti-12682	14	11	roi	roi	NOUN
aiti-12682	14	12	)	)	PUNCT
aiti-12682	14	13	align	align	ADJ
aiti-12682	14	14	technology	technology	NOUN
aiti-12682	14	15	to	to	PART
aiti-12682	14	16	address	address	VERB
aiti-12682	14	17	the	the	DET
aiti-12682	14	18	problem	problem	NOUN
aiti-12682	14	19	that	that	SCONJ
aiti-12682	14	20	the	the	DET
aiti-12682	14	21	bounding	bounding	NOUN
aiti-12682	14	22	box	box	NOUN
aiti-12682	14	23	positioning	positioning	NOUN
aiti-12682	14	24	of	of	ADP
aiti-12682	14	25	faster	fast	ADJ
aiti-12682	14	26	r	r	NOUN
aiti-12682	14	27	-	-	PUNCT
aiti-12682	14	28	cnn	cnn	PROPN
aiti-12682	14	29	’s	’s	PART
aiti-12682	14	30	roi	roi	NOUN
aiti-12682	14	31	pooling	pooling	NOUN
aiti-12682	14	32	is	be	AUX
aiti-12682	14	33	not	not	PART
aiti-12682	14	34	accurate	accurate	ADJ
aiti-12682	14	35	enough	enough	ADV
aiti-12682	14	36	.	.	PUNCT
aiti-12682	15	1	the	the	DET
aiti-12682	15	2	roi	roi	NOUN
aiti-12682	15	3	align	align	NOUN
aiti-12682	15	4	uses	use	VERB
aiti-12682	15	5	bilinear	bilinear	NOUN
aiti-12682	15	6	interpolation	interpolation	NOUN
aiti-12682	15	7	to	to	PART
aiti-12682	15	8	replace	replace	VERB
aiti-12682	15	9	the	the	DET
aiti-12682	15	10	original	original	ADJ
aiti-12682	15	11	roi	roi	NOUN
aiti-12682	15	12	pooling	pooling	NOUN
aiti-12682	15	13	’s	’s	PART
aiti-12682	15	14	use	use	NOUN
aiti-12682	15	15	of	of	ADP
aiti-12682	15	16	integers	integer	NOUN
aiti-12682	15	17	to	to	PART
aiti-12682	15	18	record	record	VERB
aiti-12682	15	19	coordinates	coordinate	NOUN
aiti-12682	15	20	and	and	CCONJ
aiti-12682	15	21	instead	instead	ADV
aiti-12682	15	22	uses	use	VERB
aiti-12682	15	23	a	a	DET
aiti-12682	15	24	floating	float	VERB
aiti-12682	15	25	point	point	NOUN
aiti-12682	15	26	to	to	ADP
aiti-12682	15	27	record	record	NOUN
aiti-12682	15	28	coordinates	coordinate	NOUN
aiti-12682	15	29	.	.	PUNCT
aiti-12682	16	1	ssd	ssd	PROPN
aiti-12682	16	2	uses	use	VERB
aiti-12682	16	3	a	a	DET
aiti-12682	16	4	multibox	multibox	NOUN
aiti-12682	16	5	detector	detector	NOUN
aiti-12682	16	6	based	base	VERB
aiti-12682	16	7	on	on	ADP
aiti-12682	16	8	a	a	DET
aiti-12682	16	9	convolutional	convolutional	ADJ
aiti-12682	16	10	neural	neural	ADJ
aiti-12682	16	11	network	network	NOUN
aiti-12682	16	12	and	and	CCONJ
aiti-12682	16	13	sets	set	VERB
aiti-12682	16	14	a	a	DET
aiti-12682	16	15	series	series	NOUN
aiti-12682	16	16	of	of	ADP
aiti-12682	16	17	anchor	anchor	NOUN
aiti-12682	16	18	boxes	box	NOUN
aiti-12682	16	19	(	(	PUNCT
aiti-12682	16	20	anchor	anchor	NOUN
aiti-12682	16	21	boxes	box	NOUN
aiti-12682	16	22	)	)	PUNCT
aiti-12682	16	23	on	on	ADP
aiti-12682	16	24	each	each	DET
aiti-12682	16	25	layer	layer	NOUN
aiti-12682	16	26	of	of	ADP
aiti-12682	16	27	feature	feature	NOUN
aiti-12682	16	28	maps	map	NOUN
aiti-12682	16	29	.	.	PUNCT
aiti-12682	17	1	each	each	DET
aiti-12682	17	2	anchor	anchor	NOUN
aiti-12682	17	3	box	box	PROPN
aiti-12682	17	4	corresponds	correspond	VERB
aiti-12682	17	5	to	to	ADP
aiti-12682	17	6	an	an	DET
aiti-12682	17	7	object	object	NOUN
aiti-12682	17	8	of	of	ADP
aiti-12682	17	9	different	different	ADJ
aiti-12682	17	10	sizes	size	NOUN
aiti-12682	17	11	and	and	CCONJ
aiti-12682	17	12	aspect	aspect	NOUN
aiti-12682	17	13	ratios	ratio	NOUN
aiti-12682	17	14	.	.	PUNCT
aiti-12682	18	1	the	the	DET
aiti-12682	18	2	ssd	ssd	NOUN
aiti-12682	18	3	detects	detect	NOUN
aiti-12682	18	4	and	and	CCONJ
aiti-12682	18	5	locates	locate	VERB
aiti-12682	18	6	objects	object	NOUN
aiti-12682	18	7	by	by	ADP
aiti-12682	18	8	predicting	predict	VERB
aiti-12682	18	9	whether	whether	SCONJ
aiti-12682	18	10	each	each	DET
aiti-12682	18	11	anchor	anchor	NOUN
aiti-12682	18	12	box	box	NOUN
aiti-12682	18	13	contains	contain	VERB
aiti-12682	18	14	an	an	DET
aiti-12682	18	15	object	object	NOUN
aiti-12682	18	16	and	and	CCONJ
aiti-12682	18	17	the	the	DET
aiti-12682	18	18	category	category	NOUN
aiti-12682	18	19	and	and	CCONJ
aiti-12682	18	20	location	location	NOUN
aiti-12682	18	21	information	information	NOUN
aiti-12682	18	22	of	of	ADP
aiti-12682	18	23	the	the	DET
aiti-12682	18	24	object	object	NOUN
aiti-12682	18	25	.	.	PUNCT
aiti-12682	19	1	during	during	ADP
aiti-12682	19	2	training	training	NOUN
aiti-12682	19	3	,	,	PUNCT
aiti-12682	19	4	ssd	ssd	PROPN
aiti-12682	19	5	uses	use	VERB
aiti-12682	19	6	a	a	DET
aiti-12682	19	7	cross	cross	ADJ
aiti-12682	19	8	-	-	ADJ
aiti-12682	19	9	entropy	entropy	ADJ
aiti-12682	19	10	loss	loss	NOUN
aiti-12682	19	11	function	function	NOUN
aiti-12682	19	12	to	to	PART
aiti-12682	19	13	minimize	minimize	VERB
aiti-12682	19	14	the	the	DET
aiti-12682	19	15	gap	gap	NOUN
aiti-12682	19	16	between	between	ADP
aiti-12682	19	17	predicted	predict	VERB
aiti-12682	19	18	values	value	NOUN
aiti-12682	19	19	and	and	CCONJ
aiti-12682	19	20	true	true	ADJ
aiti-12682	19	21	values	value	NOUN
aiti-12682	19	22	.	.	PUNCT
aiti-12682	20	1	these	these	DET
aiti-12682	20	2	methods	method	NOUN
aiti-12682	20	3	have	have	AUX
aiti-12682	20	4	enabled	enable	VERB
aiti-12682	20	5	accurate	accurate	ADJ
aiti-12682	20	6	and	and	CCONJ
aiti-12682	20	7	efficient	efficient	ADJ
aiti-12682	20	8	object	object	NOUN
aiti-12682	20	9	detection	detection	NOUN
aiti-12682	20	10	in	in	ADP
aiti-12682	20	11	domains	domain	NOUN
aiti-12682	20	12	such	such	ADJ
aiti-12682	20	13	as	as	ADP
aiti-12682	20	14	medical	medical	ADJ
aiti-12682	20	15	image	image	NOUN
aiti-12682	20	16	analysis	analysis	NOUN
aiti-12682	20	17	,	,	PUNCT
aiti-12682	20	18	face	face	NOUN
aiti-12682	20	19	recognition	recognition	NOUN
aiti-12682	20	20	,	,	PUNCT
aiti-12682	20	21	and	and	CCONJ
aiti-12682	20	22	self	self	NOUN
aiti-12682	20	23	-	-	PUNCT
aiti-12682	20	24	driving	drive	VERB
aiti-12682	20	25	cars	car	NOUN
aiti-12682	20	26	[	[	X
aiti-12682	20	27	8	8	NUM
aiti-12682	20	28	]	]	PUNCT
aiti-12682	20	29	.	.	PUNCT
aiti-12682	21	1	however	however	ADV
aiti-12682	21	2	,	,	PUNCT
aiti-12682	21	3	applying	apply	VERB
aiti-12682	21	4	computationally	computationally	ADV
aiti-12682	21	5	demanding	demand	VERB
aiti-12682	21	6	deep	deep	ADJ
aiti-12682	21	7	learning	learning	NOUN
aiti-12682	21	8	models	model	NOUN
aiti-12682	21	9	in	in	ADP
aiti-12682	21	10	resourceconstrained	resourceconstraine	VERB
aiti-12682	21	11	edge	edge	NOUN
aiti-12682	21	12	devices	device	NOUN
aiti-12682	21	13	is	be	AUX
aiti-12682	21	14	challenging	challenge	VERB
aiti-12682	21	15	[	[	PUNCT
aiti-12682	21	16	9	9	NUM
aiti-12682	21	17	-	-	SYM
aiti-12682	21	18	10	10	NUM
aiti-12682	21	19	]	]	PUNCT
aiti-12682	21	20	.	.	PUNCT
aiti-12682	22	1	in	in	ADP
aiti-12682	22	2	this	this	DET
aiti-12682	22	3	study	study	NOUN
aiti-12682	22	4	,	,	PUNCT
aiti-12682	22	5	the	the	DET
aiti-12682	22	6	efficient	efficient	ADJ
aiti-12682	22	7	and	and	CCONJ
aiti-12682	22	8	lightweight	lightweight	ADJ
aiti-12682	22	9	object	object	NOUN
aiti-12682	22	10	detection	detection	NOUN
aiti-12682	22	11	architecture	architecture	NOUN
aiti-12682	22	12	you	you	PRON
aiti-12682	22	13	only	only	ADV
aiti-12682	22	14	look	look	VERB
aiti-12682	22	15	at	at	ADP
aiti-12682	22	16	once	once	ADV
aiti-12682	22	17	version	version	NOUN
aiti-12682	22	18	4	4	NUM
aiti-12682	22	19	(	(	PUNCT
aiti-12682	22	20	yolov4)-tiny	yolov4)-tiny	ADJ
aiti-12682	23	1	[	[	X
aiti-12682	23	2	11	11	NUM
aiti-12682	23	3	]	]	PUNCT
aiti-12682	23	4	was	be	AUX
aiti-12682	23	5	modified	modify	VERB
aiti-12682	23	6	to	to	PART
aiti-12682	23	7	achieve	achieve	VERB
aiti-12682	23	8	a	a	DET
aiti-12682	23	9	superior	superior	ADJ
aiti-12682	23	10	trade	trade	NOUN
aiti-12682	23	11	-	-	PUNCT
aiti-12682	23	12	off	off	NOUN
aiti-12682	23	13	between	between	ADP
aiti-12682	23	14	accuracy	accuracy	NOUN
aiti-12682	23	15	and	and	CCONJ
aiti-12682	23	16	computational	computational	ADJ
aiti-12682	23	17	cost	cost	NOUN
aiti-12682	23	18	.	.	PUNCT
aiti-12682	24	1	specifically	specifically	ADV
aiti-12682	24	2	,	,	PUNCT
aiti-12682	24	3	convolution	convolution	NOUN
aiti-12682	24	4	-	-	PUNCT
aiti-12682	24	5	batch	batch	NOUN
aiti-12682	24	6	normalization	normalization	NOUN
aiti-12682	24	7	-	-	PUNCT
aiti-12682	24	8	leaky	leaky	ADJ
aiti-12682	24	9	relu	relu	NOUN
aiti-12682	24	10	(	(	PUNCT
aiti-12682	24	11	cbl	cbl	PROPN
aiti-12682	24	12	)	)	PUNCT
aiti-12682	24	13	modules	module	NOUN
aiti-12682	24	14	in	in	ADP
aiti-12682	24	15	yolov4	yolov4	NOUN
aiti-12682	24	16	-	-	PUNCT
aiti-12682	24	17	tiny	tiny	ADJ
aiti-12682	24	18	were	be	AUX
aiti-12682	24	19	replaced	replace	VERB
aiti-12682	24	20	with	with	ADP
aiti-12682	24	21	fire	fire	NOUN
aiti-12682	24	22	modules	module	NOUN
aiti-12682	24	23	to	to	PART
aiti-12682	24	24	reduce	reduce	VERB
aiti-12682	24	25	the	the	DET
aiti-12682	24	26	number	number	NOUN
aiti-12682	24	27	of	of	ADP
aiti-12682	24	28	parameters	parameter	NOUN
aiti-12682	24	29	without	without	ADP
aiti-12682	24	30	compromising	compromise	VERB
aiti-12682	24	31	performance	performance	NOUN
aiti-12682	24	32	[	[	X
aiti-12682	24	33	12	12	NUM
aiti-12682	24	34	]	]	PUNCT
aiti-12682	24	35	,	,	PUNCT
aiti-12682	24	36	enabling	enable	VERB
aiti-12682	24	37	its	its	PRON
aiti-12682	24	38	*	*	PUNCT
aiti-12682	24	39	corresponding	correspond	VERB
aiti-12682	24	40	author	author	NOUN
aiti-12682	24	41	.	.	PUNCT
aiti-12682	25	1	e	e	X
aiti-12682	25	2	-	-	NOUN
aiti-12682	25	3	mail	mail	NOUN
aiti-12682	25	4	address	address	NOUN
aiti-12682	25	5	:	:	PUNCT
aiti-12682	25	6	jiashing@tea.ntue.edu.tw	jiashing@tea.ntue.edu.tw	PROPN
aiti-12682	25	7	advances	advance	VERB
aiti-12682	25	8	in	in	ADP
aiti-12682	25	9	technology	technology	NOUN
aiti-12682	25	10	innovation	innovation	NOUN
aiti-12682	25	11	,	,	PUNCT
aiti-12682	25	12	vol	vol	NOUN
aiti-12682	25	13	.	.	PROPN
aiti-12682	26	1	9	9	NUM
aiti-12682	26	2	,	,	PUNCT
aiti-12682	26	3	no	no	INTJ
aiti-12682	26	4	.	.	NOUN
aiti-12682	26	5	1	1	NUM
aiti-12682	26	6	,	,	PUNCT
aiti-12682	26	7	2024	2024	NUM
aiti-12682	26	8	,	,	PUNCT
aiti-12682	26	9	pp	pp	ADV
aiti-12682	26	10	.	.	PUNCT
aiti-12682	27	1	42	42	NUM
aiti-12682	27	2	-	-	SYM
aiti-12682	27	3	49	49	NUM
aiti-12682	27	4	43	43	NUM
aiti-12682	27	5	deployment	deployment	NOUN
aiti-12682	27	6	on	on	ADP
aiti-12682	27	7	low	low	ADJ
aiti-12682	27	8	-	-	PUNCT
aiti-12682	27	9	power	power	NOUN
aiti-12682	27	10	devices	device	NOUN
aiti-12682	27	11	.	.	PUNCT
aiti-12682	28	1	spatial	spatial	ADJ
aiti-12682	28	2	pyramid	pyramid	NOUN
aiti-12682	28	3	pooling	pool	VERB
aiti-12682	28	4	(	(	PUNCT
aiti-12682	28	5	spp	spp	NOUN
aiti-12682	28	6	)	)	PUNCT
aiti-12682	28	7	was	be	AUX
aiti-12682	28	8	then	then	ADV
aiti-12682	28	9	to	to	PART
aiti-12682	28	10	enhance	enhance	VERB
aiti-12682	28	11	the	the	DET
aiti-12682	28	12	feature	feature	NOUN
aiti-12682	28	13	extraction	extraction	NOUN
aiti-12682	28	14	capabilities	capability	NOUN
aiti-12682	28	15	of	of	ADP
aiti-12682	28	16	the	the	DET
aiti-12682	28	17	network	network	NOUN
aiti-12682	28	18	at	at	ADP
aiti-12682	28	19	various	various	ADJ
aiti-12682	28	20	scales	scale	NOUN
aiti-12682	28	21	and	and	CCONJ
aiti-12682	28	22	capture	capture	VERB
aiti-12682	28	23	fine	fine	ADV
aiti-12682	28	24	-	-	PUNCT
aiti-12682	28	25	grained	grain	VERB
aiti-12682	28	26	details	detail	NOUN
aiti-12682	28	27	in	in	ADP
aiti-12682	28	28	objects	object	NOUN
aiti-12682	28	29	of	of	ADP
aiti-12682	28	30	varying	vary	VERB
aiti-12682	28	31	sizes	size	NOUN
aiti-12682	28	32	[	[	X
aiti-12682	28	33	13	13	NUM
aiti-12682	28	34	]	]	PUNCT
aiti-12682	28	35	.	.	PUNCT
aiti-12682	29	1	the	the	DET
aiti-12682	29	2	proposed	propose	VERB
aiti-12682	29	3	method	method	NOUN
aiti-12682	29	4	was	be	AUX
aiti-12682	29	5	used	use	VERB
aiti-12682	29	6	to	to	PART
aiti-12682	29	7	effectively	effectively	ADV
aiti-12682	29	8	recognize	recognize	VERB
aiti-12682	29	9	objects	object	NOUN
aiti-12682	29	10	within	within	ADP
aiti-12682	29	11	images	image	NOUN
aiti-12682	29	12	and	and	CCONJ
aiti-12682	29	13	could	could	AUX
aiti-12682	29	14	then	then	ADV
aiti-12682	29	15	display	display	VERB
aiti-12682	29	16	information	information	NOUN
aiti-12682	29	17	on	on	ADP
aiti-12682	29	18	these	these	DET
aiti-12682	29	19	objects	object	NOUN
aiti-12682	29	20	.	.	PUNCT
aiti-12682	30	1	the	the	DET
aiti-12682	30	2	motivation	motivation	NOUN
aiti-12682	30	3	behind	behind	ADP
aiti-12682	30	4	this	this	DET
aiti-12682	30	5	study	study	NOUN
aiti-12682	30	6	is	be	AUX
aiti-12682	30	7	to	to	PART
aiti-12682	30	8	assist	assist	VERB
aiti-12682	30	9	individuals	individual	NOUN
aiti-12682	30	10	in	in	ADP
aiti-12682	30	11	capturing	capture	VERB
aiti-12682	30	12	moments	moment	NOUN
aiti-12682	30	13	using	use	VERB
aiti-12682	30	14	their	their	PRON
aiti-12682	30	15	convenient	convenient	ADJ
aiti-12682	30	16	photography	photography	NOUN
aiti-12682	30	17	devices	device	NOUN
aiti-12682	30	18	or	or	CCONJ
aiti-12682	30	19	accurately	accurately	ADV
aiti-12682	30	20	retrieving	retrieve	VERB
aiti-12682	30	21	desired	desire	VERB
aiti-12682	30	22	product	product	NOUN
aiti-12682	30	23	information	information	NOUN
aiti-12682	30	24	from	from	ADP
aiti-12682	30	25	online	online	ADJ
aiti-12682	30	26	photos	photo	NOUN
aiti-12682	30	27	.	.	PUNCT
aiti-12682	31	1	however	however	ADV
aiti-12682	31	2	,	,	PUNCT
aiti-12682	31	3	achieving	achieve	VERB
aiti-12682	31	4	high	high	ADJ
aiti-12682	31	5	precision	precision	NOUN
aiti-12682	31	6	in	in	ADP
aiti-12682	31	7	image	image	NOUN
aiti-12682	31	8	recognition	recognition	NOUN
aiti-12682	31	9	and	and	CCONJ
aiti-12682	31	10	fast	fast	ADJ
aiti-12682	31	11	detection	detection	NOUN
aiti-12682	31	12	often	often	ADV
aiti-12682	31	13	relies	rely	VERB
aiti-12682	31	14	on	on	ADP
aiti-12682	31	15	extensive	extensive	ADJ
aiti-12682	31	16	computation	computation	NOUN
aiti-12682	31	17	and	and	CCONJ
aiti-12682	31	18	high	high	ADJ
aiti-12682	31	19	-	-	PUNCT
aiti-12682	31	20	performance	performance	NOUN
aiti-12682	31	21	hardware	hardware	NOUN
aiti-12682	31	22	.	.	PUNCT
aiti-12682	32	1	therefore	therefore	ADV
aiti-12682	32	2	,	,	PUNCT
aiti-12682	32	3	an	an	DET
aiti-12682	32	4	approach	approach	NOUN
aiti-12682	32	5	that	that	PRON
aiti-12682	32	6	maintains	maintain	VERB
aiti-12682	32	7	high	high	ADJ
aiti-12682	32	8	accuracy	accuracy	NOUN
aiti-12682	32	9	while	while	SCONJ
aiti-12682	32	10	minimizing	minimize	VERB
aiti-12682	32	11	computational	computational	ADJ
aiti-12682	32	12	costs	cost	NOUN
aiti-12682	32	13	is	be	AUX
aiti-12682	32	14	investigated	investigate	VERB
aiti-12682	32	15	.	.	PUNCT
aiti-12682	33	1	the	the	DET
aiti-12682	33	2	remainder	remainder	NOUN
aiti-12682	33	3	of	of	ADP
aiti-12682	33	4	this	this	DET
aiti-12682	33	5	article	article	NOUN
aiti-12682	33	6	is	be	AUX
aiti-12682	33	7	organized	organize	VERB
aiti-12682	33	8	as	as	SCONJ
aiti-12682	33	9	follows	follow	VERB
aiti-12682	33	10	:	:	PUNCT
aiti-12682	33	11	section	section	NOUN
aiti-12682	33	12	2	2	NUM
aiti-12682	33	13	presents	present	VERB
aiti-12682	33	14	a	a	DET
aiti-12682	33	15	literature	literature	NOUN
aiti-12682	33	16	review	review	NOUN
aiti-12682	33	17	related	relate	VERB
aiti-12682	33	18	to	to	ADP
aiti-12682	33	19	the	the	DET
aiti-12682	33	20	proposed	propose	VERB
aiti-12682	33	21	method	method	NOUN
aiti-12682	33	22	in	in	ADP
aiti-12682	33	23	the	the	DET
aiti-12682	33	24	paper	paper	NOUN
aiti-12682	33	25	,	,	PUNCT
aiti-12682	33	26	section	section	NOUN
aiti-12682	33	27	3	3	NUM
aiti-12682	33	28	describes	describe	VERB
aiti-12682	33	29	the	the	DET
aiti-12682	33	30	system	system	NOUN
aiti-12682	33	31	architecture	architecture	NOUN
aiti-12682	33	32	of	of	ADP
aiti-12682	33	33	the	the	DET
aiti-12682	33	34	modified	modified	ADJ
aiti-12682	33	35	yolov4	yolov4	NOUN
aiti-12682	33	36	-	-	PUNCT
aiti-12682	33	37	tiny	tiny	ADJ
aiti-12682	33	38	architecture	architecture	NOUN
aiti-12682	33	39	,	,	PUNCT
aiti-12682	33	40	which	which	PRON
aiti-12682	33	41	was	be	AUX
aiti-12682	33	42	adjusted	adjust	VERB
aiti-12682	33	43	to	to	PART
aiti-12682	33	44	reduce	reduce	VERB
aiti-12682	33	45	the	the	DET
aiti-12682	33	46	complexity	complexity	NOUN
aiti-12682	33	47	of	of	ADP
aiti-12682	33	48	the	the	DET
aiti-12682	33	49	cbl	cbl	NOUN
aiti-12682	33	50	module	module	NOUN
aiti-12682	33	51	,	,	PUNCT
aiti-12682	33	52	section	section	NOUN
aiti-12682	33	53	4	4	NUM
aiti-12682	33	54	outlines	outline	VERB
aiti-12682	33	55	the	the	DET
aiti-12682	33	56	experiments	experiment	NOUN
aiti-12682	33	57	and	and	CCONJ
aiti-12682	33	58	presents	present	VERB
aiti-12682	33	59	the	the	DET
aiti-12682	33	60	results	result	NOUN
aiti-12682	33	61	,	,	PUNCT
aiti-12682	33	62	and	and	CCONJ
aiti-12682	33	63	section	section	NOUN
aiti-12682	33	64	5	5	NUM
aiti-12682	33	65	concludes	conclude	VERB
aiti-12682	33	66	the	the	DET
aiti-12682	33	67	paper	paper	NOUN
aiti-12682	33	68	.	.	PUNCT
aiti-12682	34	1	2	2	X
aiti-12682	34	2	.	.	X
aiti-12682	34	3	literature	literature	NOUN
aiti-12682	34	4	review	review	PROPN
aiti-12682	34	5	and	and	CCONJ
aiti-12682	34	6	methodology	methodology	VERB
aiti-12682	34	7	the	the	DET
aiti-12682	34	8	yolo	yolo	ADJ
aiti-12682	34	9	series	series	NOUN
aiti-12682	34	10	is	be	AUX
aiti-12682	34	11	a	a	DET
aiti-12682	34	12	well	well	ADV
aiti-12682	34	13	-	-	PUNCT
aiti-12682	34	14	established	establish	VERB
aiti-12682	34	15	architecture	architecture	NOUN
aiti-12682	34	16	and	and	CCONJ
aiti-12682	34	17	was	be	AUX
aiti-12682	34	18	selected	select	VERB
aiti-12682	34	19	as	as	ADP
aiti-12682	34	20	the	the	DET
aiti-12682	34	21	basis	basis	NOUN
aiti-12682	34	22	for	for	ADP
aiti-12682	34	23	the	the	DET
aiti-12682	34	24	proposed	propose	VERB
aiti-12682	34	25	method	method	NOUN
aiti-12682	34	26	[	[	X
aiti-12682	34	27	14	14	NUM
aiti-12682	34	28	-	-	SYM
aiti-12682	34	29	15	15	NUM
aiti-12682	34	30	]	]	PUNCT
aiti-12682	34	31	.	.	PUNCT
aiti-12682	35	1	yolo	yolo	PROPN
aiti-12682	35	2	is	be	AUX
aiti-12682	35	3	widely	widely	ADV
aiti-12682	35	4	recognized	recognize	VERB
aiti-12682	35	5	for	for	ADP
aiti-12682	35	6	its	its	PRON
aiti-12682	35	7	real	real	ADJ
aiti-12682	35	8	-	-	PUNCT
aiti-12682	35	9	time	time	NOUN
aiti-12682	35	10	object	object	NOUN
aiti-12682	35	11	detection	detection	NOUN
aiti-12682	35	12	capabilities	capability	NOUN
aiti-12682	35	13	and	and	CCONJ
aiti-12682	35	14	high	high	ADJ
aiti-12682	35	15	efficiency	efficiency	NOUN
aiti-12682	35	16	.	.	PUNCT
aiti-12682	36	1	for	for	ADP
aiti-12682	36	2	yolov3	yolov3	PROPN
aiti-12682	36	3	,	,	PUNCT
aiti-12682	36	4	a	a	DET
aiti-12682	36	5	novel	novel	ADJ
aiti-12682	36	6	backbone	backbone	NOUN
aiti-12682	36	7	network	network	NOUN
aiti-12682	36	8	,	,	PUNCT
aiti-12682	36	9	darknet-53	darknet-53	PROPN
aiti-12682	36	10	,	,	PUNCT
aiti-12682	36	11	was	be	AUX
aiti-12682	36	12	developed	develop	VERB
aiti-12682	36	13	[	[	X
aiti-12682	36	14	16	16	NUM
aiti-12682	36	15	]	]	PUNCT
aiti-12682	36	16	.	.	PUNCT
aiti-12682	37	1	as	as	SCONJ
aiti-12682	37	2	the	the	DET
aiti-12682	37	3	name	name	NOUN
aiti-12682	37	4	suggests	suggest	VERB
aiti-12682	37	5	,	,	PUNCT
aiti-12682	37	6	darknet-53	darknet-53	PROPN
aiti-12682	37	7	has	have	VERB
aiti-12682	37	8	53	53	NUM
aiti-12682	37	9	convolutional	convolutional	ADJ
aiti-12682	37	10	layers	layer	NOUN
aiti-12682	37	11	and	and	CCONJ
aiti-12682	37	12	uses	use	VERB
aiti-12682	37	13	the	the	DET
aiti-12682	37	14	resnet	resnet	NOUN
aiti-12682	37	15	structure	structure	NOUN
aiti-12682	37	16	to	to	PART
aiti-12682	37	17	solve	solve	VERB
aiti-12682	37	18	the	the	DET
aiti-12682	37	19	vanishing	vanish	VERB
aiti-12682	37	20	gradient	gradient	NOUN
aiti-12682	37	21	problem	problem	NOUN
aiti-12682	37	22	.	.	PUNCT
aiti-12682	38	1	the	the	DET
aiti-12682	38	2	architecture	architecture	NOUN
aiti-12682	38	3	also	also	ADV
aiti-12682	38	4	uses	use	VERB
aiti-12682	38	5	feature	feature	NOUN
aiti-12682	38	6	pyramid	pyramid	NOUN
aiti-12682	38	7	networks	network	NOUN
aiti-12682	38	8	(	(	PUNCT
aiti-12682	38	9	fpns	fpns	NOUN
aiti-12682	38	10	)	)	PUNCT
aiti-12682	38	11	in	in	ADP
aiti-12682	38	12	its	its	PRON
aiti-12682	38	13	neck	neck	NOUN
aiti-12682	38	14	;	;	PUNCT
aiti-12682	38	15	the	the	DET
aiti-12682	38	16	different	different	ADJ
aiti-12682	38	17	sizes	size	NOUN
aiti-12682	38	18	of	of	ADP
aiti-12682	38	19	these	these	DET
aiti-12682	38	20	fpns	fpns	NOUN
aiti-12682	38	21	improved	improve	VERB
aiti-12682	38	22	its	its	PRON
aiti-12682	38	23	prediction	prediction	NOUN
aiti-12682	38	24	accuracy	accuracy	NOUN
aiti-12682	38	25	for	for	ADP
aiti-12682	38	26	small	small	ADJ
aiti-12682	38	27	targets	target	NOUN
aiti-12682	38	28	.	.	PUNCT
aiti-12682	39	1	yolov4	yolov4	NOUN
aiti-12682	40	1	[	[	X
aiti-12682	40	2	17	17	NUM
aiti-12682	40	3	]	]	PUNCT
aiti-12682	40	4	constitutes	constitute	VERB
aiti-12682	40	5	a	a	DET
aiti-12682	40	6	leap	leap	NOUN
aiti-12682	40	7	in	in	ADP
aiti-12682	40	8	image	image	NOUN
aiti-12682	40	9	recognition	recognition	NOUN
aiti-12682	40	10	technology	technology	NOUN
aiti-12682	40	11	.	.	PUNCT
aiti-12682	41	1	its	its	PRON
aiti-12682	41	2	backbone	backbone	NOUN
aiti-12682	41	3	network	network	NOUN
aiti-12682	41	4	,	,	PUNCT
aiti-12682	41	5	denoted	denote	VERB
aiti-12682	41	6	cspdarknet-53	cspdarknet-53	PROPN
aiti-12682	41	7	,	,	PUNCT
aiti-12682	41	8	is	be	AUX
aiti-12682	41	9	an	an	DET
aiti-12682	41	10	integration	integration	NOUN
aiti-12682	41	11	of	of	ADP
aiti-12682	41	12	darknet-53	darknet-53	PROPN
aiti-12682	41	13	and	and	CCONJ
aiti-12682	41	14	cspnet	cspnet	NOUN
aiti-12682	41	15	.	.	PUNCT
aiti-12682	42	1	the	the	DET
aiti-12682	42	2	fpn	fpn	PROPN
aiti-12682	42	3	neck	neck	NOUN
aiti-12682	42	4	of	of	ADP
aiti-12682	42	5	yolov3	yolov3	PROPN
aiti-12682	42	6	was	be	AUX
aiti-12682	42	7	replaced	replace	VERB
aiti-12682	42	8	with	with	ADP
aiti-12682	42	9	spp	spp	NOUN
aiti-12682	42	10	and	and	CCONJ
aiti-12682	42	11	a	a	DET
aiti-12682	42	12	path	path	NOUN
aiti-12682	42	13	aggregation	aggregation	NOUN
aiti-12682	42	14	network	network	NOUN
aiti-12682	42	15	in	in	ADP
aiti-12682	42	16	yolov4	yolov4	PROPN
aiti-12682	42	17	.	.	PUNCT
aiti-12682	43	1	these	these	DET
aiti-12682	43	2	changes	change	NOUN
aiti-12682	43	3	both	both	PRON
aiti-12682	43	4	decreased	decrease	VERB
aiti-12682	43	5	its	its	PRON
aiti-12682	43	6	parameter	parameter	NOUN
aiti-12682	43	7	count	count	NOUN
aiti-12682	43	8	and	and	CCONJ
aiti-12682	43	9	improved	improved	ADJ
aiti-12682	43	10	detection	detection	NOUN
aiti-12682	43	11	accuracy	accuracy	NOUN
aiti-12682	43	12	,	,	PUNCT
aiti-12682	43	13	greatly	greatly	ADV
aiti-12682	43	14	increasing	increase	VERB
aiti-12682	43	15	its	its	PRON
aiti-12682	43	16	average	average	ADJ
aiti-12682	43	17	precision	precision	NOUN
aiti-12682	43	18	(	(	PUNCT
aiti-12682	43	19	ap	ap	PROPN
aiti-12682	43	20	)	)	PUNCT
aiti-12682	43	21	and	and	CCONJ
aiti-12682	43	22	frames	frame	NOUN
aiti-12682	43	23	per	per	ADP
aiti-12682	43	24	second	second	ADJ
aiti-12682	43	25	(	(	PUNCT
aiti-12682	43	26	fps	fps	PROPN
aiti-12682	43	27	)	)	PUNCT
aiti-12682	44	1	[	[	X
aiti-12682	44	2	11	11	NUM
aiti-12682	44	3	]	]	PUNCT
aiti-12682	44	4	.	.	PUNCT
aiti-12682	45	1	in	in	ADP
aiti-12682	45	2	this	this	DET
aiti-12682	45	3	study	study	NOUN
aiti-12682	45	4	,	,	PUNCT
aiti-12682	45	5	a	a	DET
aiti-12682	45	6	version	version	NOUN
aiti-12682	45	7	of	of	ADP
aiti-12682	45	8	yolov4	yolov4	PROPN
aiti-12682	45	9	,	,	PUNCT
aiti-12682	45	10	yolov4	yolov4	PROPN
aiti-12682	45	11	-	-	PUNCT
aiti-12682	45	12	tiny	tiny	ADJ
aiti-12682	45	13	,	,	PUNCT
aiti-12682	45	14	was	be	AUX
aiti-12682	45	15	adopted	adopt	VERB
aiti-12682	45	16	to	to	PART
aiti-12682	45	17	enable	enable	VERB
aiti-12682	45	18	detection	detection	NOUN
aiti-12682	45	19	on	on	ADP
aiti-12682	45	20	computationally	computationally	ADV
aiti-12682	45	21	constrained	constrain	VERB
aiti-12682	45	22	hardware	hardware	NOUN
aiti-12682	45	23	.	.	PUNCT
aiti-12682	46	1	fig	fig	NOUN
aiti-12682	46	2	.	.	PUNCT
aiti-12682	47	1	1	1	NUM
aiti-12682	47	2	presents	present	VERB
aiti-12682	47	3	an	an	DET
aiti-12682	47	4	overview	overview	NOUN
aiti-12682	47	5	of	of	ADP
aiti-12682	47	6	the	the	DET
aiti-12682	47	7	yolov4	yolov4	NOUN
aiti-12682	47	8	-	-	PUNCT
aiti-12682	47	9	tiny	tiny	ADJ
aiti-12682	47	10	architecture	architecture	NOUN
aiti-12682	47	11	,	,	PUNCT
aiti-12682	47	12	which	which	PRON
aiti-12682	47	13	comprises	comprise	VERB
aiti-12682	47	14	a	a	DET
aiti-12682	47	15	cspdarknet53	cspdarknet53	ADJ
aiti-12682	47	16	-	-	PUNCT
aiti-12682	47	17	tiny	tiny	ADJ
aiti-12682	47	18	module	module	NOUN
aiti-12682	47	19	,	,	PUNCT
aiti-12682	47	20	five	five	NUM
aiti-12682	47	21	convolution	convolution	NOUN
aiti-12682	47	22	,	,	PUNCT
aiti-12682	47	23	batch	batch	NOUN
aiti-12682	47	24	normalization	normalization	NOUN
aiti-12682	47	25	,	,	PUNCT
aiti-12682	47	26	and	and	CCONJ
aiti-12682	47	27	cbl	cbl	PROPN
aiti-12682	47	28	modules	module	NOUN
aiti-12682	47	29	,	,	PUNCT
aiti-12682	47	30	an	an	DET
aiti-12682	47	31	upsampling	upsample	VERB
aiti-12682	47	32	layer	layer	NOUN
aiti-12682	47	33	,	,	PUNCT
aiti-12682	47	34	and	and	CCONJ
aiti-12682	47	35	two	two	NUM
aiti-12682	47	36	convolutional	convolutional	ADJ
aiti-12682	47	37	layers	layer	NOUN
aiti-12682	47	38	.	.	PUNCT
aiti-12682	48	1	unlike	unlike	ADP
aiti-12682	48	2	yolov4	yolov4	PROPN
aiti-12682	48	3	,	,	PUNCT
aiti-12682	48	4	yolov4	yolov4	PROPN
aiti-12682	48	5	-	-	PUNCT
aiti-12682	48	6	tiny	tiny	ADJ
aiti-12682	48	7	produces	produce	VERB
aiti-12682	48	8	two	two	NUM
aiti-12682	48	9	feature	feature	NOUN
aiti-12682	48	10	outputs	output	NOUN
aiti-12682	48	11	instead	instead	ADV
aiti-12682	48	12	of	of	ADP
aiti-12682	48	13	three	three	NUM
aiti-12682	48	14	.	.	PUNCT
aiti-12682	49	1	fig	fig	NOUN
aiti-12682	49	2	.	.	PUNCT
aiti-12682	50	1	1	1	NUM
aiti-12682	50	2	yolov4	yolov4	NOUN
aiti-12682	50	3	-	-	PUNCT
aiti-12682	50	4	tiny	tiny	ADJ
aiti-12682	50	5	architecture	architecture	NOUN
aiti-12682	50	6	the	the	DET
aiti-12682	50	7	backbone	backbone	NOUN
aiti-12682	50	8	of	of	ADP
aiti-12682	50	9	the	the	DET
aiti-12682	50	10	yolov4	yolov4	NOUN
aiti-12682	50	11	-	-	PUNCT
aiti-12682	50	12	tiny	tiny	ADJ
aiti-12682	50	13	architecture	architecture	NOUN
aiti-12682	50	14	is	be	AUX
aiti-12682	50	15	the	the	DET
aiti-12682	50	16	cspdarknet53	cspdarknet53	ADJ
aiti-12682	50	17	-	-	PUNCT
aiti-12682	50	18	tiny	tiny	ADJ
aiti-12682	50	19	module	module	NOUN
aiti-12682	50	20	shown	show	VERB
aiti-12682	50	21	in	in	ADP
aiti-12682	50	22	fig	fig	NOUN
aiti-12682	50	23	.	.	PUNCT
aiti-12682	51	1	2	2	X
aiti-12682	51	2	.	.	X
aiti-12682	51	3	this	this	DET
aiti-12682	51	4	module	module	NOUN
aiti-12682	51	5	comprises	comprise	VERB
aiti-12682	51	6	two	two	NUM
aiti-12682	51	7	cbl	cbl	NOUN
aiti-12682	51	8	modules	module	NOUN
aiti-12682	51	9	,	,	PUNCT
aiti-12682	51	10	three	three	NUM
aiti-12682	51	11	cross	cross	NOUN
aiti-12682	51	12	stage	stage	NOUN
aiti-12682	51	13	partial	partial	ADJ
aiti-12682	51	14	(	(	PUNCT
aiti-12682	51	15	csp	csp	PROPN
aiti-12682	51	16	)	)	PUNCT
aiti-12682	51	17	modules	module	NOUN
aiti-12682	51	18	,	,	PUNCT
aiti-12682	51	19	and	and	CCONJ
aiti-12682	51	20	three	three	NUM
aiti-12682	51	21	max	max	PROPN
aiti-12682	51	22	pooling	pooling	NOUN
aiti-12682	51	23	modules	module	NOUN
aiti-12682	51	24	.	.	PUNCT
aiti-12682	52	1	in	in	ADP
aiti-12682	52	2	contrast	contrast	NOUN
aiti-12682	52	3	to	to	ADP
aiti-12682	52	4	yolov4	yolov4	PROPN
aiti-12682	52	5	,	,	PUNCT
aiti-12682	52	6	which	which	PRON
aiti-12682	52	7	employs	employ	VERB
aiti-12682	52	8	the	the	DET
aiti-12682	52	9	mish	mish	ADJ
aiti-12682	52	10	activation	activation	NOUN
aiti-12682	52	11	function	function	NOUN
aiti-12682	52	12	,	,	PUNCT
aiti-12682	52	13	the	the	DET
aiti-12682	52	14	cbl	cbl	NOUN
aiti-12682	52	15	module	module	NOUN
aiti-12682	52	16	in	in	ADP
aiti-12682	52	17	cspdarknet53	cspdarknet53	ADJ
aiti-12682	52	18	-	-	PUNCT
aiti-12682	52	19	tiny	tiny	ADJ
aiti-12682	52	20	uses	use	VERB
aiti-12682	52	21	leaky	leaky	ADJ
aiti-12682	52	22	relu	relu	NOUN
aiti-12682	52	23	for	for	ADP
aiti-12682	52	24	improved	improved	ADJ
aiti-12682	52	25	speed	speed	NOUN
aiti-12682	52	26	and	and	CCONJ
aiti-12682	52	27	performance	performance	NOUN
aiti-12682	52	28	.	.	PUNCT
aiti-12682	53	1	to	to	PART
aiti-12682	53	2	enhance	enhance	VERB
aiti-12682	53	3	the	the	DET
aiti-12682	53	4	efficiency	efficiency	NOUN
aiti-12682	53	5	of	of	ADP
aiti-12682	53	6	the	the	DET
aiti-12682	53	7	csp	csp	PROPN
aiti-12682	53	8	module	module	NOUN
aiti-12682	53	9	,	,	PUNCT
aiti-12682	53	10	the	the	DET
aiti-12682	53	11	original	original	ADJ
aiti-12682	53	12	cspnet	cspnet	NOUN
aiti-12682	54	1	[	[	X
aiti-12682	54	2	18	18	NUM
aiti-12682	54	3	]	]	PUNCT
aiti-12682	54	4	from	from	ADP
aiti-12682	54	5	yolov4	yolov4	PROPN
aiti-12682	54	6	was	be	AUX
aiti-12682	54	7	modified	modify	VERB
aiti-12682	54	8	by	by	ADP
aiti-12682	54	9	splitting	split	VERB
aiti-12682	54	10	the	the	DET
aiti-12682	54	11	residual	residual	ADJ
aiti-12682	54	12	block	block	NOUN
aiti-12682	54	13	into	into	ADP
aiti-12682	54	14	two	two	NUM
aiti-12682	54	15	parts	part	NOUN
aiti-12682	54	16	,	,	PUNCT
aiti-12682	54	17	reducing	reduce	VERB
aiti-12682	54	18	intermediate	intermediate	ADJ
aiti-12682	54	19	processing	processing	NOUN
aiti-12682	54	20	;	;	PUNCT
aiti-12682	54	21	the	the	DET
aiti-12682	54	22	outputs	output	NOUN
aiti-12682	54	23	are	be	AUX
aiti-12682	54	24	merged	merge	VERB
aiti-12682	54	25	at	at	ADP
aiti-12682	54	26	the	the	DET
aiti-12682	54	27	end	end	NOUN
aiti-12682	54	28	of	of	ADP
aiti-12682	54	29	the	the	DET
aiti-12682	54	30	module	module	NOUN
aiti-12682	54	31	shown	show	VERB
aiti-12682	54	32	in	in	ADP
aiti-12682	54	33	fig	fig	NOUN
aiti-12682	54	34	.	.	PUNCT
aiti-12682	55	1	3	3	X
aiti-12682	55	2	.	.	X
aiti-12682	55	3	this	this	DET
aiti-12682	55	4	approach	approach	NOUN
aiti-12682	55	5	reduces	reduce	VERB
aiti-12682	55	6	the	the	DET
aiti-12682	55	7	computational	computational	ADJ
aiti-12682	55	8	cost	cost	NOUN
aiti-12682	55	9	of	of	ADP
aiti-12682	55	10	the	the	DET
aiti-12682	55	11	network	network	NOUN
aiti-12682	55	12	architecture	architecture	NOUN
aiti-12682	55	13	while	while	SCONJ
aiti-12682	55	14	improving	improve	VERB
aiti-12682	55	15	accuracy	accuracy	NOUN
aiti-12682	55	16	.	.	PUNCT
aiti-12682	56	1	advances	advance	NOUN
aiti-12682	56	2	in	in	ADP
aiti-12682	56	3	technology	technology	NOUN
aiti-12682	56	4	innovation	innovation	NOUN
aiti-12682	56	5	,	,	PUNCT
aiti-12682	56	6	vol	vol	NOUN
aiti-12682	56	7	.	.	PROPN
aiti-12682	57	1	9	9	NUM
aiti-12682	57	2	,	,	PUNCT
aiti-12682	57	3	no	no	INTJ
aiti-12682	57	4	.	.	NOUN
aiti-12682	57	5	1	1	NUM
aiti-12682	57	6	,	,	PUNCT
aiti-12682	57	7	2024	2024	NUM
aiti-12682	57	8	,	,	PUNCT
aiti-12682	57	9	pp	pp	ADV
aiti-12682	57	10	.	.	PUNCT
aiti-12682	58	1	42	42	NUM
aiti-12682	58	2	-	-	SYM
aiti-12682	58	3	49	49	NUM
aiti-12682	58	4	44	44	NUM
aiti-12682	58	5	specifically	specifically	ADV
aiti-12682	58	6	,	,	PUNCT
aiti-12682	58	7	the	the	DET
aiti-12682	58	8	input	input	NOUN
aiti-12682	58	9	of	of	ADP
aiti-12682	58	10	the	the	DET
aiti-12682	58	11	csp	csp	PROPN
aiti-12682	58	12	module	module	NOUN
aiti-12682	58	13	is	be	AUX
aiti-12682	58	14	a	a	DET
aiti-12682	58	15	feature	feature	NOUN
aiti-12682	58	16	map	map	NOUN
aiti-12682	58	17	,	,	PUNCT
aiti-12682	58	18	which	which	PRON
aiti-12682	58	19	is	be	AUX
aiti-12682	58	20	dimensionally	dimensionally	ADV
aiti-12682	58	21	reduced	reduce	VERB
aiti-12682	58	22	through	through	ADP
aiti-12682	58	23	a	a	DET
aiti-12682	58	24	convolutional	convolutional	ADJ
aiti-12682	58	25	layer	layer	NOUN
aiti-12682	58	26	to	to	PART
aiti-12682	58	27	generate	generate	VERB
aiti-12682	58	28	two	two	NUM
aiti-12682	58	29	feature	feature	NOUN
aiti-12682	58	30	maps	map	NOUN
aiti-12682	58	31	.	.	PUNCT
aiti-12682	59	1	after	after	ADP
aiti-12682	59	2	passing	pass	VERB
aiti-12682	59	3	through	through	ADP
aiti-12682	59	4	some	some	DET
aiti-12682	59	5	convolutional	convolutional	ADJ
aiti-12682	59	6	layers	layer	NOUN
aiti-12682	59	7	,	,	PUNCT
aiti-12682	59	8	batch	batch	VERB
aiti-12682	59	9	normalization	normalization	NOUN
aiti-12682	59	10	layers	layer	NOUN
aiti-12682	59	11	,	,	PUNCT
aiti-12682	59	12	activation	activation	NOUN
aiti-12682	59	13	function	function	NOUN
aiti-12682	59	14	layers	layer	NOUN
aiti-12682	59	15	,	,	PUNCT
aiti-12682	59	16	etc	etc	X
aiti-12682	59	17	.	.	X
aiti-12682	59	18	,	,	PUNCT
aiti-12682	59	19	the	the	DET
aiti-12682	59	20	two	two	NUM
aiti-12682	59	21	feature	feature	NOUN
aiti-12682	59	22	maps	map	NOUN
aiti-12682	59	23	are	be	AUX
aiti-12682	59	24	concatenated	concatenate	VERB
aiti-12682	59	25	and	and	CCONJ
aiti-12682	59	26	then	then	ADV
aiti-12682	59	27	passed	pass	VERB
aiti-12682	59	28	through	through	ADP
aiti-12682	59	29	some	some	DET
aiti-12682	59	30	convolutional	convolutional	ADJ
aiti-12682	59	31	layers	layer	NOUN
aiti-12682	59	32	to	to	PART
aiti-12682	59	33	obtain	obtain	VERB
aiti-12682	59	34	the	the	DET
aiti-12682	59	35	output	output	NOUN
aiti-12682	59	36	feature	feature	NOUN
aiti-12682	59	37	map	map	NOUN
aiti-12682	59	38	.	.	PUNCT
aiti-12682	60	1	therefore	therefore	ADV
aiti-12682	60	2	,	,	PUNCT
aiti-12682	60	3	the	the	DET
aiti-12682	60	4	csp	csp	PROPN
aiti-12682	60	5	part	part	NOUN
aiti-12682	60	6	can	can	AUX
aiti-12682	60	7	be	be	AUX
aiti-12682	60	8	seen	see	VERB
aiti-12682	60	9	as	as	ADP
aiti-12682	60	10	a	a	DET
aiti-12682	60	11	multi	multi	ADJ
aiti-12682	60	12	-	-	ADJ
aiti-12682	60	13	layer	layer	ADJ
aiti-12682	60	14	convolutional	convolutional	ADJ
aiti-12682	60	15	network	network	NOUN
aiti-12682	60	16	that	that	PRON
aiti-12682	60	17	can	can	AUX
aiti-12682	60	18	learn	learn	VERB
aiti-12682	60	19	high	high	ADJ
aiti-12682	60	20	-	-	PUNCT
aiti-12682	60	21	level	level	NOUN
aiti-12682	60	22	information	information	NOUN
aiti-12682	60	23	from	from	ADP
aiti-12682	60	24	the	the	DET
aiti-12682	60	25	input	input	NOUN
aiti-12682	60	26	feature	feature	NOUN
aiti-12682	60	27	map	map	NOUN
aiti-12682	60	28	,	,	PUNCT
aiti-12682	60	29	while	while	SCONJ
aiti-12682	60	30	the	the	DET
aiti-12682	60	31	residual	residual	ADJ
aiti-12682	60	32	connection	connection	NOUN
aiti-12682	60	33	can	can	AUX
aiti-12682	60	34	retain	retain	VERB
aiti-12682	60	35	low	low	ADJ
aiti-12682	60	36	-	-	PUNCT
aiti-12682	60	37	level	level	NOUN
aiti-12682	60	38	information	information	NOUN
aiti-12682	60	39	from	from	ADP
aiti-12682	60	40	the	the	DET
aiti-12682	60	41	input	input	NOUN
aiti-12682	60	42	feature	feature	NOUN
aiti-12682	60	43	map	map	NOUN
aiti-12682	60	44	,	,	PUNCT
aiti-12682	60	45	thus	thus	ADV
aiti-12682	60	46	effectively	effectively	ADV
aiti-12682	60	47	utilizing	utilize	VERB
aiti-12682	60	48	the	the	DET
aiti-12682	60	49	information	information	NOUN
aiti-12682	60	50	in	in	ADP
aiti-12682	60	51	the	the	DET
aiti-12682	60	52	input	input	NOUN
aiti-12682	60	53	feature	feature	NOUN
aiti-12682	60	54	map	map	NOUN
aiti-12682	60	55	.	.	PUNCT
aiti-12682	61	1	fig	fig	NOUN
aiti-12682	61	2	.	.	PUNCT
aiti-12682	62	1	2	2	NUM
aiti-12682	62	2	cspdarknet53	cspdarknet53	ADJ
aiti-12682	62	3	-	-	PUNCT
aiti-12682	62	4	tiny	tiny	ADJ
aiti-12682	62	5	module	module	NOUN
aiti-12682	62	6	fig	fig	NOUN
aiti-12682	62	7	.	.	PUNCT
aiti-12682	63	1	3	3	NUM
aiti-12682	63	2	csp	csp	PROPN
aiti-12682	63	3	module	module	NOUN
aiti-12682	63	4	spp	spp	NOUN
aiti-12682	63	5	was	be	AUX
aiti-12682	63	6	applied	apply	VERB
aiti-12682	63	7	in	in	ADP
aiti-12682	63	8	this	this	DET
aiti-12682	63	9	study	study	NOUN
aiti-12682	63	10	to	to	PART
aiti-12682	63	11	enhance	enhance	VERB
aiti-12682	63	12	the	the	DET
aiti-12682	63	13	model	model	NOUN
aiti-12682	63	14	’s	’s	PART
aiti-12682	63	15	ability	ability	NOUN
aiti-12682	63	16	to	to	PART
aiti-12682	63	17	detect	detect	VERB
aiti-12682	63	18	objects	object	NOUN
aiti-12682	63	19	at	at	ADP
aiti-12682	63	20	various	various	ADJ
aiti-12682	63	21	scales	scale	NOUN
aiti-12682	63	22	[	[	X
aiti-12682	63	23	19	19	NUM
aiti-12682	63	24	]	]	PUNCT
aiti-12682	63	25	.	.	PUNCT
aiti-12682	64	1	specifically	specifically	ADV
aiti-12682	64	2	,	,	PUNCT
aiti-12682	64	3	spp	spp	NOUN
aiti-12682	64	4	facilitates	facilitate	VERB
aiti-12682	64	5	feature	feature	NOUN
aiti-12682	64	6	extraction	extraction	NOUN
aiti-12682	64	7	at	at	ADP
aiti-12682	64	8	different	different	ADJ
aiti-12682	64	9	scales	scale	NOUN
aiti-12682	64	10	when	when	SCONJ
aiti-12682	64	11	the	the	DET
aiti-12682	64	12	model	model	NOUN
aiti-12682	64	13	is	be	AUX
aiti-12682	64	14	trained	train	VERB
aiti-12682	64	15	on	on	ADP
aiti-12682	64	16	images	image	NOUN
aiti-12682	64	17	of	of	ADP
aiti-12682	64	18	various	various	ADJ
aiti-12682	64	19	sizes	size	NOUN
aiti-12682	64	20	.	.	PUNCT
aiti-12682	65	1	the	the	DET
aiti-12682	65	2	proposed	propose	VERB
aiti-12682	65	3	spp	spp	NOUN
aiti-12682	65	4	module	module	NOUN
aiti-12682	65	5	differs	differ	VERB
aiti-12682	65	6	from	from	ADP
aiti-12682	65	7	previous	previous	ADJ
aiti-12682	65	8	approaches	approach	NOUN
aiti-12682	65	9	[	[	X
aiti-12682	65	10	19	19	NUM
aiti-12682	65	11	]	]	PUNCT
aiti-12682	65	12	in	in	ADP
aiti-12682	65	13	that	that	SCONJ
aiti-12682	65	14	it	it	PRON
aiti-12682	65	15	connects	connect	VERB
aiti-12682	65	16	three	three	NUM
aiti-12682	65	17	feature	feature	NOUN
aiti-12682	65	18	maps	map	NOUN
aiti-12682	65	19	of	of	ADP
aiti-12682	65	20	the	the	DET
aiti-12682	65	21	same	same	ADJ
aiti-12682	65	22	size	size	NOUN
aiti-12682	65	23	to	to	ADP
aiti-12682	65	24	the	the	DET
aiti-12682	65	25	input	input	NOUN
aiti-12682	65	26	feature	feature	NOUN
aiti-12682	65	27	map	map	NOUN
aiti-12682	65	28	,	,	PUNCT
aiti-12682	65	29	resulting	result	VERB
aiti-12682	65	30	in	in	ADP
aiti-12682	65	31	a	a	DET
aiti-12682	65	32	final	final	ADJ
aiti-12682	65	33	feature	feature	NOUN
aiti-12682	65	34	map	map	NOUN
aiti-12682	65	35	four	four	NUM
aiti-12682	65	36	times	time	NOUN
aiti-12682	65	37	the	the	DET
aiti-12682	65	38	size	size	NOUN
aiti-12682	65	39	of	of	ADP
aiti-12682	65	40	the	the	DET
aiti-12682	65	41	original	original	ADJ
aiti-12682	65	42	input	input	NOUN
aiti-12682	65	43	as	as	SCONJ
aiti-12682	65	44	shown	show	VERB
aiti-12682	65	45	in	in	ADP
aiti-12682	65	46	fig	fig	NOUN
aiti-12682	65	47	.	.	PUNCT
aiti-12682	66	1	4	4	X
aiti-12682	66	2	.	.	X
aiti-12682	66	3	spp	spp	NOUN
aiti-12682	66	4	mainly	mainly	ADV
aiti-12682	66	5	addresses	address	VERB
aiti-12682	66	6	two	two	NUM
aiti-12682	66	7	issues	issue	NOUN
aiti-12682	66	8	related	relate	VERB
aiti-12682	66	9	to	to	ADP
aiti-12682	66	10	fully	fully	ADV
aiti-12682	66	11	connected	connected	ADJ
aiti-12682	66	12	layers	layer	NOUN
aiti-12682	66	13	.	.	PUNCT
aiti-12682	67	1	firstly	firstly	ADV
aiti-12682	67	2	,	,	PUNCT
aiti-12682	67	3	fully	fully	ADV
aiti-12682	67	4	connected	connected	ADJ
aiti-12682	67	5	layers	layer	NOUN
aiti-12682	67	6	require	require	VERB
aiti-12682	67	7	fixed	fix	VERB
aiti-12682	67	8	-	-	PUNCT
aiti-12682	67	9	size	size	NOUN
aiti-12682	67	10	inputs	input	NOUN
aiti-12682	67	11	,	,	PUNCT
aiti-12682	67	12	which	which	PRON
aiti-12682	67	13	means	mean	VERB
aiti-12682	67	14	that	that	SCONJ
aiti-12682	67	15	when	when	SCONJ
aiti-12682	67	16	using	use	VERB
aiti-12682	67	17	convolutional	convolutional	ADJ
aiti-12682	67	18	neural	neural	ADJ
aiti-12682	67	19	networks	network	NOUN
aiti-12682	67	20	for	for	ADP
aiti-12682	67	21	object	object	NOUN
aiti-12682	67	22	recognition	recognition	NOUN
aiti-12682	67	23	,	,	PUNCT
aiti-12682	67	24	the	the	DET
aiti-12682	67	25	size	size	NOUN
aiti-12682	67	26	of	of	ADP
aiti-12682	67	27	the	the	DET
aiti-12682	67	28	input	input	NOUN
aiti-12682	67	29	image	image	NOUN
aiti-12682	67	30	must	must	AUX
aiti-12682	67	31	be	be	AUX
aiti-12682	67	32	fixed	fix	VERB
aiti-12682	67	33	,	,	PUNCT
aiti-12682	67	34	limiting	limit	VERB
aiti-12682	67	35	the	the	DET
aiti-12682	67	36	model	model	NOUN
aiti-12682	67	37	’s	’s	PART
aiti-12682	67	38	application	application	NOUN
aiti-12682	67	39	range	range	NOUN
aiti-12682	67	40	.	.	PUNCT
aiti-12682	68	1	secondly	secondly	ADV
aiti-12682	68	2	,	,	PUNCT
aiti-12682	68	3	fully	fully	ADV
aiti-12682	68	4	connected	connected	ADJ
aiti-12682	68	5	layers	layer	NOUN
aiti-12682	68	6	require	require	VERB
aiti-12682	68	7	a	a	DET
aiti-12682	68	8	large	large	ADJ
aiti-12682	68	9	amount	amount	NOUN
aiti-12682	68	10	of	of	ADP
aiti-12682	68	11	memory	memory	NOUN
aiti-12682	68	12	,	,	PUNCT
aiti-12682	68	13	which	which	PRON
aiti-12682	68	14	means	mean	VERB
aiti-12682	68	15	that	that	SCONJ
aiti-12682	68	16	when	when	SCONJ
aiti-12682	68	17	the	the	DET
aiti-12682	68	18	size	size	NOUN
aiti-12682	68	19	of	of	ADP
aiti-12682	68	20	the	the	DET
aiti-12682	68	21	input	input	NOUN
aiti-12682	68	22	image	image	NOUN
aiti-12682	68	23	increases	increase	NOUN
aiti-12682	68	24	,	,	PUNCT
aiti-12682	68	25	more	more	ADJ
aiti-12682	68	26	memory	memory	NOUN
aiti-12682	68	27	is	be	AUX
aiti-12682	68	28	consumed	consume	VERB
aiti-12682	68	29	,	,	PUNCT
aiti-12682	68	30	making	make	VERB
aiti-12682	68	31	it	it	PRON
aiti-12682	68	32	impossible	impossible	ADJ
aiti-12682	68	33	to	to	PART
aiti-12682	68	34	train	train	VERB
aiti-12682	68	35	the	the	DET
aiti-12682	68	36	model	model	NOUN
aiti-12682	68	37	or	or	CCONJ
aiti-12682	68	38	run	run	VERB
aiti-12682	68	39	it	it	PRON
aiti-12682	68	40	on	on	ADP
aiti-12682	68	41	devices	device	NOUN
aiti-12682	68	42	with	with	ADP
aiti-12682	68	43	limited	limited	ADJ
aiti-12682	68	44	memory	memory	NOUN
aiti-12682	68	45	.	.	PUNCT
aiti-12682	69	1	spp	spp	NOUN
aiti-12682	69	2	solves	solve	VERB
aiti-12682	69	3	these	these	DET
aiti-12682	69	4	problems	problem	NOUN
aiti-12682	69	5	by	by	ADP
aiti-12682	69	6	pooling	pool	VERB
aiti-12682	69	7	different	different	ADJ
aiti-12682	69	8	-	-	PUNCT
aiti-12682	69	9	sized	sized	ADJ
aiti-12682	69	10	regions	region	NOUN
aiti-12682	69	11	to	to	PART
aiti-12682	69	12	obtain	obtain	VERB
aiti-12682	69	13	a	a	DET
aiti-12682	69	14	fixed	fix	VERB
aiti-12682	69	15	-	-	PUNCT
aiti-12682	69	16	size	size	NOUN
aiti-12682	69	17	feature	feature	NOUN
aiti-12682	69	18	vector	vector	NOUN
aiti-12682	69	19	,	,	PUNCT
aiti-12682	69	20	which	which	PRON
aiti-12682	69	21	can	can	AUX
aiti-12682	69	22	be	be	AUX
aiti-12682	69	23	used	use	VERB
aiti-12682	69	24	as	as	ADP
aiti-12682	69	25	the	the	DET
aiti-12682	69	26	input	input	NOUN
aiti-12682	69	27	of	of	ADP
aiti-12682	69	28	the	the	DET
aiti-12682	69	29	fully	fully	ADV
aiti-12682	69	30	connected	connected	ADJ
aiti-12682	69	31	layer	layer	NOUN
aiti-12682	69	32	,	,	PUNCT
aiti-12682	69	33	avoiding	avoid	VERB
aiti-12682	69	34	the	the	DET
aiti-12682	69	35	aforementioned	aforementioned	ADJ
aiti-12682	69	36	problems	problem	NOUN
aiti-12682	69	37	.	.	PUNCT
aiti-12682	70	1	in	in	ADP
aiti-12682	70	2	addition	addition	NOUN
aiti-12682	70	3	,	,	PUNCT
aiti-12682	70	4	spp	spp	NOUN
aiti-12682	70	5	can	can	AUX
aiti-12682	70	6	increase	increase	VERB
aiti-12682	70	7	the	the	DET
aiti-12682	70	8	model	model	NOUN
aiti-12682	70	9	’s	’s	PART
aiti-12682	70	10	ability	ability	NOUN
aiti-12682	70	11	to	to	PART
aiti-12682	70	12	extract	extract	VERB
aiti-12682	70	13	features	feature	NOUN
aiti-12682	70	14	of	of	ADP
aiti-12682	70	15	different	different	ADJ
aiti-12682	70	16	scales	scale	NOUN
aiti-12682	70	17	.	.	PUNCT
aiti-12682	71	1	this	this	PRON
aiti-12682	71	2	is	be	AUX
aiti-12682	71	3	because	because	SCONJ
aiti-12682	71	4	,	,	PUNCT
aiti-12682	71	5	through	through	ADP
aiti-12682	71	6	pyramid	pyramid	NOUN
aiti-12682	71	7	pooling	pooling	NOUN
aiti-12682	71	8	,	,	PUNCT
aiti-12682	71	9	spp	spp	NOUN
aiti-12682	71	10	can	can	AUX
aiti-12682	71	11	extract	extract	VERB
aiti-12682	71	12	features	feature	NOUN
aiti-12682	71	13	from	from	ADP
aiti-12682	71	14	regions	region	NOUN
aiti-12682	71	15	of	of	ADP
aiti-12682	71	16	different	different	ADJ
aiti-12682	71	17	sizes	size	NOUN
aiti-12682	71	18	,	,	PUNCT
aiti-12682	71	19	thereby	thereby	ADV
aiti-12682	71	20	improving	improve	VERB
aiti-12682	71	21	the	the	DET
aiti-12682	71	22	model	model	NOUN
aiti-12682	71	23	’s	’s	PART
aiti-12682	71	24	generalization	generalization	NOUN
aiti-12682	71	25	ability	ability	NOUN
aiti-12682	71	26	.	.	PUNCT
aiti-12682	72	1	fig	fig	NOUN
aiti-12682	72	2	.	.	PUNCT
aiti-12682	73	1	4	4	NUM
aiti-12682	73	2	spp	spp	NOUN
aiti-12682	73	3	module	module	NOUN
aiti-12682	73	4	fig	fig	NOUN
aiti-12682	73	5	.	.	PUNCT
aiti-12682	74	1	5	5	NUM
aiti-12682	74	2	fire	fire	NOUN
aiti-12682	74	3	module	module	NOUN
aiti-12682	74	4	the	the	DET
aiti-12682	74	5	fire	fire	NOUN
aiti-12682	74	6	module	module	NOUN
aiti-12682	74	7	[	[	X
aiti-12682	74	8	12	12	NUM
aiti-12682	74	9	]	]	PUNCT
aiti-12682	74	10	,	,	PUNCT
aiti-12682	74	11	comprising	comprise	VERB
aiti-12682	74	12	a	a	DET
aiti-12682	74	13	squeezing	squeeze	VERB
aiti-12682	74	14	part	part	NOUN
aiti-12682	74	15	and	and	CCONJ
aiti-12682	74	16	two	two	NUM
aiti-12682	74	17	expansion	expansion	NOUN
aiti-12682	74	18	parts	part	NOUN
aiti-12682	74	19	,	,	PUNCT
aiti-12682	74	20	is	be	AUX
aiti-12682	74	21	crucial	crucial	ADJ
aiti-12682	74	22	in	in	ADP
aiti-12682	74	23	reducing	reduce	VERB
aiti-12682	74	24	the	the	DET
aiti-12682	74	25	model	model	NOUN
aiti-12682	74	26	’s	’s	PART
aiti-12682	74	27	parameter	parameter	PROPN
aiti-12682	74	28	count	count	NOUN
aiti-12682	74	29	.	.	PUNCT
aiti-12682	75	1	the	the	DET
aiti-12682	75	2	squeeze	squeeze	NOUN
aiti-12682	75	3	part	part	NOUN
aiti-12682	75	4	is	be	AUX
aiti-12682	75	5	a	a	DET
aiti-12682	75	6	convolutional	convolutional	ADJ
aiti-12682	75	7	layer	layer	NOUN
aiti-12682	75	8	with	with	ADP
aiti-12682	75	9	a	a	DET
aiti-12682	75	10	kernel	kernel	NOUN
aiti-12682	75	11	size	size	NOUN
aiti-12682	75	12	of	of	ADP
aiti-12682	75	13	1	1	NUM
aiti-12682	75	14	,	,	PUNCT
aiti-12682	75	15	and	and	CCONJ
aiti-12682	75	16	the	the	DET
aiti-12682	75	17	expansion	expansion	NOUN
aiti-12682	75	18	part	part	NOUN
aiti-12682	75	19	comprises	comprise	VERB
aiti-12682	75	20	two	two	NUM
aiti-12682	75	21	convolutional	convolutional	ADJ
aiti-12682	75	22	layers	layer	NOUN
aiti-12682	75	23	with	with	ADP
aiti-12682	75	24	kernel	kernel	PROPN
aiti-12682	75	25	sizes	size	NOUN
aiti-12682	75	26	of	of	ADP
aiti-12682	75	27	1	1	NUM
aiti-12682	75	28	and	and	CCONJ
aiti-12682	75	29	3	3	NUM
aiti-12682	75	30	shown	show	VERB
aiti-12682	75	31	in	in	ADP
aiti-12682	75	32	fig	fig	NOUN
aiti-12682	75	33	.	.	PUNCT
aiti-12682	76	1	5	5	X
aiti-12682	76	2	.	.	X
aiti-12682	76	3	advances	advance	NOUN
aiti-12682	76	4	in	in	ADP
aiti-12682	76	5	technology	technology	NOUN
aiti-12682	76	6	innovation	innovation	NOUN
aiti-12682	76	7	,	,	PUNCT
aiti-12682	76	8	vol	vol	NOUN
aiti-12682	76	9	.	.	PROPN
aiti-12682	76	10	9	9	NUM
aiti-12682	76	11	,	,	PUNCT
aiti-12682	76	12	no	no	INTJ
aiti-12682	76	13	.	.	NOUN
aiti-12682	76	14	1	1	NUM
aiti-12682	76	15	,	,	PUNCT
aiti-12682	76	16	2024	2024	NUM
aiti-12682	76	17	,	,	PUNCT
aiti-12682	76	18	pp	pp	ADV
aiti-12682	76	19	.	.	PUNCT
aiti-12682	77	1	42	42	NUM
aiti-12682	77	2	-	-	SYM
aiti-12682	77	3	49	49	NUM
aiti-12682	77	4	45	45	NUM
aiti-12682	77	5	the	the	DET
aiti-12682	77	6	following	follow	VERB
aiti-12682	77	7	formulas	formula	NOUN
aiti-12682	77	8	represent	represent	VERB
aiti-12682	77	9	the	the	DET
aiti-12682	77	10	parameter	parameter	NOUN
aiti-12682	77	11	calculation	calculation	NOUN
aiti-12682	77	12	for	for	ADP
aiti-12682	77	13	a	a	DET
aiti-12682	77	14	general	general	ADJ
aiti-12682	77	15	convolutional	convolutional	ADJ
aiti-12682	77	16	layer	layer	NOUN
aiti-12682	77	17	(	(	PUNCT
aiti-12682	77	18	�	�	PROPN
aiti-12682	77	19	�	�	PROPN
aiti-12682	77	20	�	�	PROPN
aiti-12682	77	21	�	�	PROPN
aiti-12682	77	22	�	�	PROPN
aiti-12682	77	23	)	)	PUNCT
aiti-12682	77	24	and	and	CCONJ
aiti-12682	77	25	the	the	DET
aiti-12682	77	26	fire	fire	NOUN
aiti-12682	77	27	module	module	NOUN
aiti-12682	77	28	(	(	PUNCT
aiti-12682	77	29	�	�	PROPN
aiti-12682	77	30	�	�	PROPN
aiti-12682	77	31	�	�	PROPN
aiti-12682	77	32	�	�	PROPN
aiti-12682	77	33	)	)	PUNCT
aiti-12682	77	34	,	,	PUNCT
aiti-12682	77	35	respectively	respectively	ADV
aiti-12682	77	36	.	.	PUNCT
aiti-12682	78	1	(	(	PUNCT
aiti-12682	78	2	)	)	PUNCT
aiti-12682	78	3	2	2	NUM
aiti-12682	78	4	1=	1=	NUM
aiti-12682	78	5	×	×	NOUN
aiti-12682	78	6	+	+	CCONJ
aiti-12682	78	7	×conv	×conv	NOUN
aiti-12682	78	8	input	input	NOUN
aiti-12682	78	9	outputr	outputr	NOUN
aiti-12682	78	10	c	c	PROPN
aiti-12682	78	11	k	k	PROPN
aiti-12682	78	12	c	c	X
aiti-12682	78	13	(	(	PUNCT
aiti-12682	78	14	1	1	NUM
aiti-12682	78	15	)	)	PUNCT
aiti-12682	78	16	(	(	PUNCT
aiti-12682	78	17	)	)	PUNCT
aiti-12682	78	18	(	(	PUNCT
aiti-12682	78	19	)	)	PUNCT
aiti-12682	78	20	(	(	PUNCT
aiti-12682	78	21	)	)	SYM
aiti-12682	78	22	2	2	NUM
aiti-12682	78	23	2	2	NUM
aiti-12682	78	24	2	2	NUM
aiti-12682	78	25	1	1	NUM
aiti-12682	78	26	1	1	NUM
aiti-12682	78	27	31	31	NUM
aiti-12682	78	28	1	1	NUM
aiti-12682	78	29	1	1	NUM
aiti-12682	78	30	1	1	NUM
aiti-12682	78	31	1	1	NUM
aiti-12682	78	32	1	1	NUM
aiti-12682	78	33	1	1	NUM
aiti-12682	78	34	3=	3=	NUM
aiti-12682	78	35	×	×	NOUN
aiti-12682	78	36	+	+	CCONJ
aiti-12682	78	37	×	×	NOUN
aiti-12682	78	38	+	+	CCONJ
aiti-12682	78	39	×	×	NOUN
aiti-12682	78	40	+	+	CCONJ
aiti-12682	78	41	×	×	NOUN
aiti-12682	78	42	+	+	CCONJ
aiti-12682	78	43	×	×	NOUN
aiti-12682	78	44	+	+	CCONJ
aiti-12682	78	45	×	×	NOUN
aiti-12682	78	46	s	s	X
aiti-12682	78	47	e	e	NOUN
aiti-12682	78	48	einputfirer	einputfirer	PROPN
aiti-12682	78	49	c	c	PROPN
aiti-12682	79	1	k	k	PROPN
aiti-12682	79	2	s	s	X
aiti-12682	79	3	s	s	X
aiti-12682	79	4	k	k	PROPN
aiti-12682	79	5	e	e	PROPN
aiti-12682	79	6	s	s	PROPN
aiti-12682	79	7	k	k	PROPN
aiti-12682	79	8	e	e	X
aiti-12682	79	9	(	(	PUNCT
aiti-12682	79	10	2	2	NUM
aiti-12682	79	11	)	)	PUNCT
aiti-12682	79	12	in	in	ADP
aiti-12682	79	13	eq	eq	ADP
aiti-12682	79	14	.	.	PUNCT
aiti-12682	80	1	(	(	PUNCT
aiti-12682	80	2	1	1	NUM
aiti-12682	80	3	)	)	PUNCT
aiti-12682	80	4	,	,	PUNCT
aiti-12682	80	5	�	�	PROPN
aiti-12682	80	6	�	�	PROPN
aiti-12682	80	7	�	�	PROPN
aiti-12682	80	8	�	�	PROPN
aiti-12682	80	9	is	be	AUX
aiti-12682	80	10	the	the	DET
aiti-12682	80	11	number	number	NOUN
aiti-12682	80	12	of	of	ADP
aiti-12682	80	13	channels	channel	NOUN
aiti-12682	80	14	of	of	ADP
aiti-12682	80	15	the	the	DET
aiti-12682	80	16	current	current	ADJ
aiti-12682	80	17	convolution	convolution	NOUN
aiti-12682	80	18	input	input	NOUN
aiti-12682	80	19	,	,	PUNCT
aiti-12682	80	20	k	k	PROPN
aiti-12682	80	21	is	be	AUX
aiti-12682	80	22	the	the	DET
aiti-12682	80	23	size	size	NOUN
aiti-12682	80	24	of	of	ADP
aiti-12682	80	25	its	its	PRON
aiti-12682	80	26	kernel	kernel	PROPN
aiti-12682	80	27	and	and	CCONJ
aiti-12682	80	28	�	�	PROPN
aiti-12682	80	29	�	�	PROPN
aiti-12682	80	30	�	�	PROPN
aiti-12682	80	31	�	�	PROPN
aiti-12682	80	32	is	be	AUX
aiti-12682	80	33	the	the	DET
aiti-12682	80	34	number	number	NOUN
aiti-12682	80	35	of	of	ADP
aiti-12682	80	36	channels	channel	NOUN
aiti-12682	80	37	of	of	ADP
aiti-12682	80	38	its	its	PRON
aiti-12682	80	39	output	output	NOUN
aiti-12682	80	40	.	.	PUNCT
aiti-12682	81	1	in	in	ADP
aiti-12682	81	2	eq	eq	ADP
aiti-12682	81	3	.	.	PUNCT
aiti-12682	82	1	(	(	PUNCT
aiti-12682	82	2	2	2	NUM
aiti-12682	82	3	)	)	PUNCT
aiti-12682	82	4	,	,	PUNCT
aiti-12682	82	5	�	�	PROPN
aiti-12682	82	6	�	�	PROPN
aiti-12682	82	7	�	�	PROPN
aiti-12682	82	8	�	�	PROPN
aiti-12682	82	9	is	be	AUX
aiti-12682	82	10	the	the	DET
aiti-12682	82	11	input	input	ADJ
aiti-12682	82	12	channel	channel	NOUN
aiti-12682	82	13	number	number	NOUN
aiti-12682	82	14	of	of	ADP
aiti-12682	82	15	the	the	DET
aiti-12682	82	16	fire	fire	NOUN
aiti-12682	82	17	module	module	NOUN
aiti-12682	82	18	,	,	PUNCT
aiti-12682	82	19	�	�	PROPN
aiti-12682	82	20	�	�	PROPN
aiti-12682	82	21	�	�	PROPN
aiti-12682	82	22	is	be	AUX
aiti-12682	82	23	the	the	DET
aiti-12682	82	24	kernel	kernel	NOUN
aiti-12682	82	25	size	size	NOUN
aiti-12682	82	26	of	of	ADP
aiti-12682	82	27	the	the	DET
aiti-12682	82	28	squeeze	squeeze	NOUN
aiti-12682	82	29	layer	layer	NOUN
aiti-12682	82	30	,	,	PUNCT
aiti-12682	82	31	s1	s1	PROPN
aiti-12682	82	32	is	be	AUX
aiti-12682	82	33	the	the	DET
aiti-12682	82	34	output	output	NOUN
aiti-12682	82	35	channel	channel	NOUN
aiti-12682	82	36	number	number	NOUN
aiti-12682	82	37	of	of	ADP
aiti-12682	82	38	the	the	DET
aiti-12682	82	39	squeeze	squeeze	NOUN
aiti-12682	82	40	layer	layer	NOUN
aiti-12682	82	41	,	,	PUNCT
aiti-12682	82	42	and	and	CCONJ
aiti-12682	82	43	the	the	DET
aiti-12682	82	44	following	follow	VERB
aiti-12682	82	45	parts	part	NOUN
aiti-12682	82	46	are	be	AUX
aiti-12682	82	47	respectively	respectively	ADV
aiti-12682	82	48	the	the	DET
aiti-12682	82	49	two	two	NUM
aiti-12682	82	50	convolution	convolution	NOUN
aiti-12682	82	51	modules	module	NOUN
aiti-12682	82	52	of	of	ADP
aiti-12682	82	53	the	the	DET
aiti-12682	82	54	expand	expand	NOUN
aiti-12682	82	55	layer	layer	NOUN
aiti-12682	82	56	.	.	PUNCT
aiti-12682	83	1	�	�	PROPN
aiti-12682	83	2	�	�	PROPN
aiti-12682	83	3	�	�	PROPN
aiti-12682	83	4	is	be	AUX
aiti-12682	83	5	the	the	DET
aiti-12682	83	6	kernel	kernel	NOUN
aiti-12682	83	7	size	size	NOUN
aiti-12682	83	8	of	of	ADP
aiti-12682	83	9	the	the	DET
aiti-12682	83	10	convolution	convolution	NOUN
aiti-12682	83	11	module	module	NOUN
aiti-12682	83	12	,	,	PUNCT
aiti-12682	83	13	and	and	CCONJ
aiti-12682	83	14	e1	e1	NOUN
aiti-12682	83	15	is	be	AUX
aiti-12682	83	16	its	its	PRON
aiti-12682	83	17	output	output	NOUN
aiti-12682	83	18	channel	channel	NOUN
aiti-12682	83	19	number	number	NOUN
aiti-12682	83	20	.	.	PUNCT
aiti-12682	84	1	similarly	similarly	ADV
aiti-12682	84	2	,	,	PUNCT
aiti-12682	84	3	�	�	PROPN
aiti-12682	84	4	�	�	PROPN
aiti-12682	84	5	�	�	PROPN
aiti-12682	84	6	and	and	CCONJ
aiti-12682	84	7	e3	e3	NOUN
aiti-12682	84	8	are	be	AUX
aiti-12682	84	9	both	both	CCONJ
aiti-12682	84	10	the	the	DET
aiti-12682	84	11	kernel	kernel	NOUN
aiti-12682	84	12	size	size	NOUN
aiti-12682	84	13	and	and	CCONJ
aiti-12682	84	14	output	output	NOUN
aiti-12682	84	15	channel	channel	NOUN
aiti-12682	84	16	number	number	NOUN
aiti-12682	84	17	.	.	PUNCT
aiti-12682	85	1	the	the	DET
aiti-12682	85	2	customized	customized	ADJ
aiti-12682	85	3	yolov4	yolov4	NOUN
aiti-12682	85	4	-	-	PUNCT
aiti-12682	85	5	tiny	tiny	ADJ
aiti-12682	85	6	architecture	architecture	NOUN
aiti-12682	85	7	comprised	comprise	VERB
aiti-12682	85	8	the	the	DET
aiti-12682	85	9	cspdarknet53	cspdarknet53	NOUN
aiti-12682	85	10	-	-	PUNCT
aiti-12682	85	11	tiny	tiny	ADJ
aiti-12682	85	12	module	module	NOUN
aiti-12682	85	13	,	,	PUNCT
aiti-12682	85	14	cbl	cbl	NOUN
aiti-12682	85	15	modules	module	NOUN
aiti-12682	85	16	,	,	PUNCT
aiti-12682	85	17	upsampling	upsample	VERB
aiti-12682	85	18	layer	layer	NOUN
aiti-12682	85	19	,	,	PUNCT
aiti-12682	85	20	and	and	CCONJ
aiti-12682	85	21	convolutional	convolutional	ADJ
aiti-12682	85	22	layers	layer	NOUN
aiti-12682	85	23	.	.	PUNCT
aiti-12682	86	1	the	the	DET
aiti-12682	86	2	cbl	cbl	NOUN
aiti-12682	86	3	module	module	NOUN
aiti-12682	86	4	is	be	AUX
aiti-12682	86	5	mainly	mainly	ADV
aiti-12682	86	6	composed	compose	VERB
aiti-12682	86	7	of	of	ADP
aiti-12682	86	8	a	a	DET
aiti-12682	86	9	convolution	convolution	NOUN
aiti-12682	86	10	layer	layer	NOUN
aiti-12682	86	11	,	,	PUNCT
aiti-12682	86	12	batch	batch	NOUN
aiti-12682	86	13	normalization	normalization	NOUN
aiti-12682	86	14	,	,	PUNCT
aiti-12682	86	15	and	and	CCONJ
aiti-12682	86	16	an	an	DET
aiti-12682	86	17	excitation	excitation	NOUN
aiti-12682	86	18	function	function	NOUN
aiti-12682	86	19	.	.	PUNCT
aiti-12682	87	1	the	the	DET
aiti-12682	87	2	operation	operation	NOUN
aiti-12682	87	3	of	of	ADP
aiti-12682	87	4	the	the	DET
aiti-12682	87	5	convolution	convolution	NOUN
aiti-12682	87	6	layer	layer	NOUN
aiti-12682	87	7	mainly	mainly	ADV
aiti-12682	87	8	has	have	VERB
aiti-12682	87	9	the	the	DET
aiti-12682	87	10	parameters	parameter	NOUN
aiti-12682	87	11	,	,	PUNCT
aiti-12682	87	12	including	include	VERB
aiti-12682	87	13	convolution	convolution	NOUN
aiti-12682	87	14	kernel	kernel	NOUN
aiti-12682	87	15	size	size	NOUN
aiti-12682	87	16	,	,	PUNCT
aiti-12682	87	17	stride	stride	NOUN
aiti-12682	87	18	,	,	PUNCT
aiti-12682	87	19	and	and	CCONJ
aiti-12682	87	20	padding	padding	NOUN
aiti-12682	87	21	,	,	PUNCT
aiti-12682	87	22	to	to	PART
aiti-12682	87	23	determine	determine	VERB
aiti-12682	87	24	the	the	DET
aiti-12682	87	25	operation	operation	NOUN
aiti-12682	87	26	of	of	ADP
aiti-12682	87	27	the	the	DET
aiti-12682	87	28	convolution	convolution	NOUN
aiti-12682	87	29	and	and	CCONJ
aiti-12682	87	30	the	the	DET
aiti-12682	87	31	control	control	NOUN
aiti-12682	87	32	feature	feature	NOUN
aiti-12682	87	33	map	map	NOUN
aiti-12682	87	34	.	.	PUNCT
aiti-12682	88	1	in	in	ADP
aiti-12682	88	2	the	the	DET
aiti-12682	88	3	convolution	convolution	NOUN
aiti-12682	88	4	operation	operation	NOUN
aiti-12682	88	5	,	,	PUNCT
aiti-12682	88	6	by	by	ADP
aiti-12682	88	7	setting	set	VERB
aiti-12682	88	8	these	these	DET
aiti-12682	88	9	parameters	parameter	NOUN
aiti-12682	88	10	,	,	PUNCT
aiti-12682	88	11	the	the	DET
aiti-12682	88	12	size	size	NOUN
aiti-12682	88	13	,	,	PUNCT
aiti-12682	88	14	shape	shape	NOUN
aiti-12682	88	15	,	,	PUNCT
aiti-12682	88	16	depth	depth	NOUN
aiti-12682	88	17	,	,	PUNCT
aiti-12682	88	18	and	and	CCONJ
aiti-12682	88	19	other	other	ADJ
aiti-12682	88	20	attributes	attribute	NOUN
aiti-12682	88	21	of	of	ADP
aiti-12682	88	22	the	the	DET
aiti-12682	88	23	output	output	NOUN
aiti-12682	88	24	feature	feature	NOUN
aiti-12682	88	25	map	map	NOUN
aiti-12682	88	26	can	can	AUX
aiti-12682	88	27	be	be	AUX
aiti-12682	88	28	controlled	control	VERB
aiti-12682	88	29	,	,	PUNCT
aiti-12682	88	30	so	so	SCONJ
aiti-12682	88	31	that	that	SCONJ
aiti-12682	88	32	the	the	DET
aiti-12682	88	33	convolution	convolution	NOUN
aiti-12682	88	34	layer	layer	NOUN
aiti-12682	88	35	can	can	AUX
aiti-12682	88	36	perform	perform	VERB
aiti-12682	88	37	feature	feature	NOUN
aiti-12682	88	38	extraction	extraction	NOUN
aiti-12682	88	39	and	and	CCONJ
aiti-12682	88	40	feature	feature	NOUN
aiti-12682	88	41	mapping	mapping	NOUN
aiti-12682	88	42	of	of	ADP
aiti-12682	88	43	different	different	ADJ
aiti-12682	88	44	sizes	size	NOUN
aiti-12682	88	45	and	and	CCONJ
aiti-12682	88	46	directions	direction	NOUN
aiti-12682	88	47	on	on	ADP
aiti-12682	88	48	the	the	DET
aiti-12682	88	49	input	input	NOUN
aiti-12682	88	50	image	image	NOUN
aiti-12682	88	51	.	.	PUNCT
aiti-12682	89	1	the	the	DET
aiti-12682	89	2	modified	modify	VERB
aiti-12682	89	3	spp	spp	NOUN
aiti-12682	89	4	module	module	NOUN
aiti-12682	89	5	and	and	CCONJ
aiti-12682	89	6	fire	fire	NOUN
aiti-12682	89	7	module	module	NOUN
aiti-12682	89	8	were	be	AUX
aiti-12682	89	9	also	also	ADV
aiti-12682	89	10	included	include	VERB
aiti-12682	89	11	to	to	PART
aiti-12682	89	12	improve	improve	VERB
aiti-12682	89	13	feature	feature	NOUN
aiti-12682	89	14	extraction	extraction	NOUN
aiti-12682	89	15	and	and	CCONJ
aiti-12682	89	16	reduce	reduce	VERB
aiti-12682	89	17	the	the	DET
aiti-12682	89	18	model	model	NOUN
aiti-12682	89	19	’s	’s	PART
aiti-12682	89	20	parameter	parameter	PROPN
aiti-12682	89	21	count	count	NOUN
aiti-12682	89	22	.	.	PUNCT
aiti-12682	90	1	to	to	PART
aiti-12682	90	2	evaluate	evaluate	VERB
aiti-12682	90	3	the	the	DET
aiti-12682	90	4	effectiveness	effectiveness	NOUN
aiti-12682	90	5	of	of	ADP
aiti-12682	90	6	these	these	DET
aiti-12682	90	7	modifications	modification	NOUN
aiti-12682	90	8	,	,	PUNCT
aiti-12682	90	9	the	the	DET
aiti-12682	90	10	proposed	propose	VERB
aiti-12682	90	11	model	model	NOUN
aiti-12682	90	12	and	and	CCONJ
aiti-12682	90	13	vanilla	vanilla	NOUN
aiti-12682	90	14	yolov4	yolov4	NOUN
aiti-12682	90	15	-	-	PUNCT
aiti-12682	90	16	tiny	tiny	ADJ
aiti-12682	90	17	were	be	AUX
aiti-12682	90	18	trained	train	VERB
aiti-12682	90	19	on	on	ADP
aiti-12682	90	20	the	the	DET
aiti-12682	90	21	pascal	pascal	PROPN
aiti-12682	90	22	voc	voc	PROPN
aiti-12682	90	23	2012	2012	NUM
aiti-12682	90	24	dataset	dataset	VERB
aiti-12682	90	25	and	and	CCONJ
aiti-12682	90	26	compared	compare	VERB
aiti-12682	90	27	against	against	ADP
aiti-12682	90	28	each	each	DET
aiti-12682	90	29	other	other	ADJ
aiti-12682	90	30	.	.	PUNCT
aiti-12682	91	1	3	3	X
aiti-12682	91	2	.	.	X
aiti-12682	91	3	system	system	NOUN
aiti-12682	91	4	structure	structure	NOUN
aiti-12682	91	5	the	the	DET
aiti-12682	91	6	yolov4	yolov4	NOUN
aiti-12682	91	7	-	-	PUNCT
aiti-12682	91	8	tiny	tiny	ADJ
aiti-12682	91	9	architecture	architecture	NOUN
aiti-12682	91	10	was	be	AUX
aiti-12682	91	11	modified	modify	VERB
aiti-12682	91	12	to	to	PART
aiti-12682	91	13	reduce	reduce	VERB
aiti-12682	91	14	the	the	DET
aiti-12682	91	15	complexity	complexity	NOUN
aiti-12682	91	16	of	of	ADP
aiti-12682	91	17	the	the	DET
aiti-12682	91	18	cbl	cbl	NOUN
aiti-12682	91	19	module	module	NOUN
aiti-12682	91	20	.	.	PUNCT
aiti-12682	92	1	however	however	ADV
aiti-12682	92	2	,	,	PUNCT
aiti-12682	92	3	reducing	reduce	VERB
aiti-12682	92	4	parameters	parameter	NOUN
aiti-12682	92	5	in	in	ADP
aiti-12682	92	6	the	the	DET
aiti-12682	92	7	critical	critical	ADJ
aiti-12682	92	8	backbone	backbone	NOUN
aiti-12682	92	9	of	of	ADP
aiti-12682	92	10	cspdarknet53	cspdarknet53	NOUN
aiti-12682	92	11	-	-	PUNCT
aiti-12682	92	12	tiny	tiny	ADJ
aiti-12682	92	13	may	may	AUX
aiti-12682	92	14	reduce	reduce	VERB
aiti-12682	92	15	the	the	DET
aiti-12682	92	16	accuracy	accuracy	NOUN
aiti-12682	92	17	of	of	ADP
aiti-12682	92	18	the	the	DET
aiti-12682	92	19	model	model	NOUN
aiti-12682	92	20	.	.	PUNCT
aiti-12682	93	1	according	accord	VERB
aiti-12682	93	2	to	to	ADP
aiti-12682	93	3	fang	fang	PROPN
aiti-12682	93	4	et	et	PROPN
aiti-12682	93	5	al	al	PROPN
aiti-12682	93	6	.	.	PUNCT
aiti-12682	94	1	[	[	X
aiti-12682	94	2	20	20	NUM
aiti-12682	94	3	]	]	PUNCT
aiti-12682	94	4	,	,	PUNCT
aiti-12682	94	5	the	the	DET
aiti-12682	94	6	cbl	cbl	NOUN
aiti-12682	94	7	module	module	NOUN
aiti-12682	94	8	following	follow	VERB
aiti-12682	94	9	cspdarknet53	cspdarknet53	NOUN
aiti-12682	94	10	-	-	PUNCT
aiti-12682	94	11	tiny	tiny	ADJ
aiti-12682	94	12	was	be	AUX
aiti-12682	94	13	replaced	replace	VERB
aiti-12682	94	14	with	with	ADP
aiti-12682	94	15	an	an	DET
aiti-12682	94	16	appropriate	appropriate	ADJ
aiti-12682	94	17	number	number	NOUN
aiti-12682	94	18	of	of	ADP
aiti-12682	94	19	fire	fire	NOUN
aiti-12682	94	20	modules	module	NOUN
aiti-12682	94	21	.	.	PUNCT
aiti-12682	95	1	eqs	eqs	PROPN
aiti-12682	95	2	.	.	PUNCT
aiti-12682	95	3	(	(	PUNCT
aiti-12682	95	4	1)-(2	1)-(2	NUM
aiti-12682	95	5	)	)	PUNCT
aiti-12682	95	6	can	can	AUX
aiti-12682	95	7	be	be	AUX
aiti-12682	95	8	used	use	VERB
aiti-12682	95	9	to	to	PART
aiti-12682	95	10	calculate	calculate	VERB
aiti-12682	95	11	the	the	DET
aiti-12682	95	12	parameter	parameter	NOUN
aiti-12682	95	13	counts	count	NOUN
aiti-12682	95	14	of	of	ADP
aiti-12682	95	15	the	the	DET
aiti-12682	95	16	cbl	cbl	NOUN
aiti-12682	95	17	module	module	NOUN
aiti-12682	95	18	and	and	CCONJ
aiti-12682	95	19	the	the	DET
aiti-12682	95	20	modified	modify	VERB
aiti-12682	95	21	fire	fire	NOUN
aiti-12682	95	22	modules	module	NOUN
aiti-12682	95	23	;	;	PUNCT
aiti-12682	95	24	the	the	DET
aiti-12682	95	25	results	result	NOUN
aiti-12682	95	26	for	for	ADP
aiti-12682	95	27	various	various	ADJ
aiti-12682	95	28	modifications	modification	NOUN
aiti-12682	95	29	are	be	AUX
aiti-12682	95	30	presented	present	VERB
aiti-12682	95	31	in	in	ADP
aiti-12682	95	32	table	table	NOUN
aiti-12682	95	33	1	1	NUM
aiti-12682	95	34	.	.	PUNCT
aiti-12682	95	35	table	table	NOUN
aiti-12682	95	36	1	1	NUM
aiti-12682	95	37	reveals	reveal	VERB
aiti-12682	95	38	that	that	SCONJ
aiti-12682	95	39	the	the	DET
aiti-12682	95	40	fire	fire	NOUN
aiti-12682	95	41	module	module	NOUN
aiti-12682	95	42	reduced	reduce	VERB
aiti-12682	95	43	the	the	DET
aiti-12682	95	44	number	number	NOUN
aiti-12682	95	45	of	of	ADP
aiti-12682	95	46	parameters	parameter	NOUN
aiti-12682	95	47	more	more	ADV
aiti-12682	95	48	for	for	ADP
aiti-12682	95	49	convolutional	convolutional	ADJ
aiti-12682	95	50	layers	layer	NOUN
aiti-12682	95	51	with	with	ADP
aiti-12682	95	52	more	more	ADJ
aiti-12682	95	53	input	input	NOUN
aiti-12682	95	54	channels	channel	NOUN
aiti-12682	95	55	.	.	PUNCT
aiti-12682	96	1	consequently	consequently	ADV
aiti-12682	96	2	,	,	PUNCT
aiti-12682	96	3	two	two	NUM
aiti-12682	96	4	cbl	cbl	NOUN
aiti-12682	96	5	modules	module	NOUN
aiti-12682	96	6	were	be	AUX
aiti-12682	96	7	replaced	replace	VERB
aiti-12682	96	8	with	with	ADP
aiti-12682	96	9	three	three	NUM
aiti-12682	96	10	fire	fire	NOUN
aiti-12682	96	11	modules	module	NOUN
aiti-12682	96	12	,	,	PUNCT
aiti-12682	96	13	and	and	CCONJ
aiti-12682	96	14	the	the	DET
aiti-12682	96	15	cbl	cbl	NOUN
aiti-12682	96	16	modules	module	NOUN
aiti-12682	96	17	preceding	precede	VERB
aiti-12682	96	18	the	the	DET
aiti-12682	96	19	final	final	ADJ
aiti-12682	96	20	output	output	NOUN
aiti-12682	96	21	were	be	AUX
aiti-12682	96	22	replaced	replace	VERB
aiti-12682	96	23	with	with	ADP
aiti-12682	96	24	two	two	NUM
aiti-12682	96	25	fire	fire	NOUN
aiti-12682	96	26	modules	module	NOUN
aiti-12682	96	27	,	,	PUNCT
aiti-12682	96	28	reducing	reduce	VERB
aiti-12682	96	29	the	the	DET
aiti-12682	96	30	parameter	parameter	NOUN
aiti-12682	96	31	count	count	NOUN
aiti-12682	96	32	by	by	ADP
aiti-12682	96	33	a	a	DET
aiti-12682	96	34	factor	factor	NOUN
aiti-12682	96	35	of	of	ADP
aiti-12682	96	36	5.8	5.8	NUM
aiti-12682	96	37	.	.	PUNCT
aiti-12682	97	1	this	this	DET
aiti-12682	97	2	reduction	reduction	NOUN
aiti-12682	97	3	in	in	ADP
aiti-12682	97	4	parameters	parameter	NOUN
aiti-12682	97	5	reduces	reduce	VERB
aiti-12682	97	6	accuracy	accuracy	NOUN
aiti-12682	97	7	;	;	PUNCT
aiti-12682	97	8	however	however	ADV
aiti-12682	97	9	,	,	PUNCT
aiti-12682	97	10	additional	additional	ADJ
aiti-12682	97	11	modules	module	NOUN
aiti-12682	97	12	could	could	AUX
aiti-12682	97	13	be	be	AUX
aiti-12682	97	14	introduced	introduce	VERB
aiti-12682	97	15	to	to	PART
aiti-12682	97	16	improve	improve	VERB
aiti-12682	97	17	the	the	DET
aiti-12682	97	18	model	model	NOUN
aiti-12682	97	19	’s	’s	PART
aiti-12682	97	20	multiscale	multiscale	ADJ
aiti-12682	97	21	feature	feature	NOUN
aiti-12682	97	22	extraction	extraction	NOUN
aiti-12682	97	23	capabilities	capability	NOUN
aiti-12682	97	24	.	.	PUNCT
aiti-12682	98	1	therefore	therefore	ADV
aiti-12682	98	2	,	,	PUNCT
aiti-12682	98	3	in	in	ADP
aiti-12682	98	4	reference	reference	NOUN
aiti-12682	98	5	to	to	ADP
aiti-12682	98	6	prasetyo	prasetyo	NOUN
aiti-12682	98	7	et	et	NOUN
aiti-12682	98	8	al	al	PROPN
aiti-12682	98	9	.	.	PUNCT
aiti-12682	99	1	[	[	X
aiti-12682	99	2	21	21	NUM
aiti-12682	99	3	]	]	X
aiti-12682	99	4	,	,	PUNCT
aiti-12682	99	5	an	an	DET
aiti-12682	99	6	spp	spp	NOUN
aiti-12682	99	7	module	module	NOUN
aiti-12682	99	8	was	be	AUX
aiti-12682	99	9	included	include	VERB
aiti-12682	99	10	after	after	ADP
aiti-12682	99	11	the	the	DET
aiti-12682	99	12	fire3	fire3	PROPN
aiti-12682	99	13	module	module	NOUN
aiti-12682	99	14	to	to	PART
aiti-12682	99	15	improve	improve	VERB
aiti-12682	99	16	training	train	VERB
aiti-12682	99	17	stability	stability	NOUN
aiti-12682	99	18	for	for	ADP
aiti-12682	99	19	multisize	multisize	NOUN
aiti-12682	99	20	training	training	NOUN
aiti-12682	99	21	images	image	NOUN
aiti-12682	99	22	.	.	PUNCT
aiti-12682	100	1	table	table	NOUN
aiti-12682	100	2	1	1	NUM
aiti-12682	100	3	parameters	parameter	NOUN
aiti-12682	100	4	for	for	ADP
aiti-12682	100	5	various	various	ADJ
aiti-12682	100	6	cbl	cbl	NOUN
aiti-12682	100	7	and	and	CCONJ
aiti-12682	100	8	fire	fire	NOUN
aiti-12682	100	9	module	module	NOUN
aiti-12682	100	10	configurations	configuration	NOUN
aiti-12682	100	11	and	and	CCONJ
aiti-12682	100	12	input	input	NOUN
aiti-12682	100	13	/	/	SYM
aiti-12682	100	14	output	output	NOUN
aiti-12682	100	15	channels	channel	NOUN
aiti-12682	100	16	input	input	VERB
aiti-12682	100	17	/	/	SYM
aiti-12682	100	18	output	output	NOUN
aiti-12682	100	19	cbl	cbl	NOUN
aiti-12682	100	20	fire	fire	NOUN
aiti-12682	100	21	module	module	NOUN
aiti-12682	100	22	512/512	512/512	PROPN
aiti-12682	100	23	2359808	2359808	NUM
aiti-12682	100	24	197184	197184	NUM
aiti-12682	101	1	512/256	512/256	NUM
aiti-12682	101	2	131328	131328	NUM
aiti-12682	101	3	57632	57632	NUM
aiti-12682	101	4	256/256	256/256	PROPN
aiti-12682	101	5	49440	49440	NUM
aiti-12682	101	6	256/512	256/512	NUM
aiti-12682	101	7	1180160	1180160	NUM
aiti-12682	101	8	180800	180800	NUM
aiti-12682	101	9	256/256	256/256	PROPN
aiti-12682	101	10	197184	197184	NUM
aiti-12682	101	11	384/256	384/256	PROPN
aiti-12682	101	12	884992	884992	NUM
aiti-12682	101	13	53536	53536	NUM
aiti-12682	101	14	256/256	256/256	PROPN
aiti-12682	101	15	49440	49440	NUM
aiti-12682	101	16	total	total	ADJ
aiti-12682	101	17	4556288	4556288	NUM
aiti-12682	101	18	785216	785216	NUM
aiti-12682	101	19	advances	advance	NOUN
aiti-12682	101	20	in	in	ADP
aiti-12682	101	21	technology	technology	NOUN
aiti-12682	101	22	innovation	innovation	NOUN
aiti-12682	101	23	,	,	PUNCT
aiti-12682	101	24	vol	vol	NOUN
aiti-12682	101	25	.	.	PROPN
aiti-12682	102	1	9	9	NUM
aiti-12682	102	2	,	,	PUNCT
aiti-12682	102	3	no	no	INTJ
aiti-12682	102	4	.	.	NOUN
aiti-12682	102	5	1	1	NUM
aiti-12682	102	6	,	,	PUNCT
aiti-12682	102	7	2024	2024	NUM
aiti-12682	102	8	,	,	PUNCT
aiti-12682	102	9	pp	pp	ADV
aiti-12682	102	10	.	.	PUNCT
aiti-12682	103	1	42	42	NUM
aiti-12682	103	2	-	-	SYM
aiti-12682	103	3	49	49	NUM
aiti-12682	103	4	46	46	NUM
aiti-12682	103	5	the	the	DET
aiti-12682	103	6	integrated	integrate	VERB
aiti-12682	103	7	definition	definition	NOUN
aiti-12682	103	8	for	for	ADP
aiti-12682	103	9	function	function	NOUN
aiti-12682	103	10	modeling	modeling	NOUN
aiti-12682	103	11	(	(	PUNCT
aiti-12682	103	12	idef	idef	NOUN
aiti-12682	103	13	)	)	PUNCT
aiti-12682	103	14	methodology	methodology	NOUN
aiti-12682	103	15	is	be	AUX
aiti-12682	103	16	widely	widely	ADV
aiti-12682	103	17	used	use	VERB
aiti-12682	103	18	in	in	ADP
aiti-12682	103	19	software	software	NOUN
aiti-12682	103	20	development	development	NOUN
aiti-12682	103	21	;	;	PUNCT
aiti-12682	103	22	idef0	idef0	PROPN
aiti-12682	103	23	was	be	AUX
aiti-12682	103	24	designed	design	VERB
aiti-12682	103	25	explicitly	explicitly	ADV
aiti-12682	103	26	for	for	ADP
aiti-12682	103	27	functional	functional	ADJ
aiti-12682	103	28	modeling	modeling	NOUN
aiti-12682	103	29	[	[	X
aiti-12682	103	30	22	22	NUM
aiti-12682	103	31	]	]	PUNCT
aiti-12682	103	32	.	.	PUNCT
aiti-12682	104	1	idef0	idef0	PROPN
aiti-12682	104	2	uses	use	VERB
aiti-12682	104	3	visual	visual	ADJ
aiti-12682	104	4	graphics	graphic	NOUN
aiti-12682	104	5	and	and	CCONJ
aiti-12682	104	6	structured	structured	ADJ
aiti-12682	104	7	methods	method	NOUN
aiti-12682	104	8	to	to	PART
aiti-12682	104	9	describe	describe	VERB
aiti-12682	104	10	the	the	DET
aiti-12682	104	11	entire	entire	ADJ
aiti-12682	104	12	system	system	NOUN
aiti-12682	104	13	,	,	PUNCT
aiti-12682	104	14	which	which	PRON
aiti-12682	104	15	can	can	AUX
aiti-12682	104	16	concisely	concisely	ADV
aiti-12682	104	17	and	and	CCONJ
aiti-12682	104	18	quickly	quickly	ADV
aiti-12682	104	19	understand	understand	VERB
aiti-12682	104	20	the	the	DET
aiti-12682	104	21	purpose	purpose	NOUN
aiti-12682	104	22	and	and	CCONJ
aiti-12682	104	23	process	process	NOUN
aiti-12682	104	24	of	of	ADP
aiti-12682	104	25	the	the	DET
aiti-12682	104	26	system	system	NOUN
aiti-12682	104	27	,	,	PUNCT
aiti-12682	104	28	effectively	effectively	ADV
aiti-12682	104	29	avoiding	avoid	VERB
aiti-12682	104	30	the	the	DET
aiti-12682	104	31	use	use	NOUN
aiti-12682	104	32	of	of	ADP
aiti-12682	104	33	excessive	excessive	ADJ
aiti-12682	104	34	text	text	NOUN
aiti-12682	104	35	descriptions	description	NOUN
aiti-12682	104	36	and	and	CCONJ
aiti-12682	104	37	complicating	complicate	VERB
aiti-12682	104	38	the	the	DET
aiti-12682	104	39	narrative	narrative	NOUN
aiti-12682	104	40	.	.	PUNCT
aiti-12682	105	1	fig	fig	NOUN
aiti-12682	105	2	.	.	PUNCT
aiti-12682	106	1	6	6	NUM
aiti-12682	106	2	presents	present	VERB
aiti-12682	106	3	an	an	DET
aiti-12682	106	4	idef0	idef0	ADJ
aiti-12682	106	5	diagram	diagram	NOUN
aiti-12682	106	6	that	that	PRON
aiti-12682	106	7	visually	visually	ADV
aiti-12682	106	8	represents	represent	VERB
aiti-12682	106	9	the	the	DET
aiti-12682	106	10	key	key	ADJ
aiti-12682	106	11	components	component	NOUN
aiti-12682	106	12	of	of	ADP
aiti-12682	106	13	the	the	DET
aiti-12682	106	14	proposed	propose	VERB
aiti-12682	106	15	system	system	NOUN
aiti-12682	106	16	architecture	architecture	NOUN
aiti-12682	106	17	.	.	PUNCT
aiti-12682	107	1	in	in	ADP
aiti-12682	107	2	the	the	DET
aiti-12682	107	3	image	image	NOUN
aiti-12682	107	4	processing	processing	NOUN
aiti-12682	107	5	(	(	PUNCT
aiti-12682	107	6	a1	a1	NOUN
aiti-12682	107	7	)	)	PUNCT
aiti-12682	107	8	module	module	NOUN
aiti-12682	107	9	,	,	PUNCT
aiti-12682	107	10	the	the	DET
aiti-12682	107	11	images	image	NOUN
aiti-12682	107	12	in	in	ADP
aiti-12682	107	13	the	the	DET
aiti-12682	107	14	data	datum	NOUN
aiti-12682	107	15	set	set	VERB
aiti-12682	107	16	need	need	VERB
aiti-12682	107	17	to	to	PART
aiti-12682	107	18	be	be	AUX
aiti-12682	107	19	pre	pre	VERB
aiti-12682	107	20	-	-	VERB
aiti-12682	107	21	processed	process	VERB
aiti-12682	107	22	,	,	PUNCT
aiti-12682	107	23	including	include	VERB
aiti-12682	107	24	resizing	resize	VERB
aiti-12682	107	25	and	and	CCONJ
aiti-12682	107	26	converting	convert	VERB
aiti-12682	107	27	the	the	DET
aiti-12682	107	28	image	image	NOUN
aiti-12682	107	29	to	to	PART
aiti-12682	107	30	grayscale	grayscale	VERB
aiti-12682	107	31	for	for	ADP
aiti-12682	107	32	subsequent	subsequent	ADJ
aiti-12682	107	33	feature	feature	NOUN
aiti-12682	107	34	extraction	extraction	NOUN
aiti-12682	107	35	and	and	CCONJ
aiti-12682	107	36	model	model	NOUN
aiti-12682	107	37	training	training	NOUN
aiti-12682	107	38	.	.	PUNCT
aiti-12682	108	1	fig	fig	NOUN
aiti-12682	108	2	.	.	PUNCT
aiti-12682	109	1	7	7	NUM
aiti-12682	109	2	presents	present	VERB
aiti-12682	109	3	a	a	DET
aiti-12682	109	4	diagram	diagram	NOUN
aiti-12682	109	5	of	of	ADP
aiti-12682	109	6	the	the	DET
aiti-12682	109	7	image	image	NOUN
aiti-12682	109	8	processing	processing	NOUN
aiti-12682	109	9	and	and	CCONJ
aiti-12682	109	10	result	result	VERB
aiti-12682	109	11	presentation	presentation	NOUN
aiti-12682	109	12	component	component	NOUN
aiti-12682	109	13	,	,	PUNCT
aiti-12682	109	14	and	and	CCONJ
aiti-12682	109	15	fig	fig	NOUN
aiti-12682	109	16	.	.	PUNCT
aiti-12682	110	1	8	8	NUM
aiti-12682	110	2	displays	display	VERB
aiti-12682	110	3	the	the	DET
aiti-12682	110	4	modified	modified	ADJ
aiti-12682	110	5	yolov4	yolov4	NOUN
aiti-12682	110	6	-	-	PUNCT
aiti-12682	110	7	tiny	tiny	ADJ
aiti-12682	110	8	architecture	architecture	NOUN
aiti-12682	110	9	.	.	PUNCT
aiti-12682	111	1	fig	fig	NOUN
aiti-12682	111	2	.	.	PUNCT
aiti-12682	112	1	6	6	NUM
aiti-12682	112	2	idef0	idef0	NOUN
aiti-12682	112	3	for	for	ADP
aiti-12682	112	4	the	the	DET
aiti-12682	112	5	image	image	NOUN
aiti-12682	112	6	detection	detection	NOUN
aiti-12682	112	7	and	and	CCONJ
aiti-12682	112	8	information	information	NOUN
aiti-12682	112	9	display	display	NOUN
aiti-12682	112	10	system	system	NOUN
aiti-12682	112	11	fig	fig	NOUN
aiti-12682	112	12	.	.	PUNCT
aiti-12682	113	1	7	7	NUM
aiti-12682	113	2	idef0	idef0	NOUN
aiti-12682	113	3	for	for	ADP
aiti-12682	113	4	image	image	NOUN
aiti-12682	113	5	processing	processing	NOUN
aiti-12682	113	6	fig	fig	NOUN
aiti-12682	113	7	.	.	PUNCT
aiti-12682	113	8	8	8	NUM
aiti-12682	113	9	idef0	idef0	NOUN
aiti-12682	113	10	for	for	ADP
aiti-12682	113	11	the	the	DET
aiti-12682	113	12	improved	improved	ADJ
aiti-12682	113	13	yolov4	yolov4	NOUN
aiti-12682	113	14	-	-	PUNCT
aiti-12682	113	15	tiny	tiny	ADJ
aiti-12682	113	16	network	network	NOUN
aiti-12682	113	17	architecture	architecture	NOUN
aiti-12682	113	18	in	in	ADP
aiti-12682	113	19	summary	summary	NOUN
aiti-12682	113	20	,	,	PUNCT
aiti-12682	113	21	some	some	PRON
aiti-12682	113	22	cbl	cbl	VERB
aiti-12682	113	23	modules	module	NOUN
aiti-12682	113	24	in	in	ADP
aiti-12682	113	25	yolov4	yolov4	NOUN
aiti-12682	113	26	-	-	PUNCT
aiti-12682	113	27	tiny	tiny	ADJ
aiti-12682	113	28	were	be	AUX
aiti-12682	113	29	replaced	replace	VERB
aiti-12682	113	30	with	with	ADP
aiti-12682	113	31	fire	fire	NOUN
aiti-12682	113	32	modules	module	NOUN
aiti-12682	113	33	to	to	PART
aiti-12682	113	34	reduce	reduce	VERB
aiti-12682	113	35	their	their	PRON
aiti-12682	113	36	size	size	NOUN
aiti-12682	113	37	and	and	CCONJ
aiti-12682	113	38	computational	computational	ADJ
aiti-12682	113	39	complexity	complexity	NOUN
aiti-12682	113	40	;	;	PUNCT
aiti-12682	113	41	spp	spp	NOUN
aiti-12682	113	42	was	be	AUX
aiti-12682	113	43	then	then	ADV
aiti-12682	113	44	incorporated	incorporate	VERB
aiti-12682	113	45	to	to	PART
aiti-12682	113	46	improve	improve	VERB
aiti-12682	113	47	accuracy	accuracy	NOUN
aiti-12682	113	48	when	when	SCONJ
aiti-12682	113	49	training	training	NOUN
aiti-12682	113	50	on	on	ADP
aiti-12682	113	51	images	image	NOUN
aiti-12682	113	52	of	of	ADP
aiti-12682	113	53	different	different	ADJ
aiti-12682	113	54	sizes	size	NOUN
aiti-12682	113	55	.	.	PUNCT
aiti-12682	114	1	the	the	DET
aiti-12682	114	2	idef0	idef0	PROPN
aiti-12682	114	3	diagram	diagram	PROPN
aiti-12682	114	4	visually	visually	ADV
aiti-12682	114	5	representing	represent	VERB
aiti-12682	114	6	the	the	DET
aiti-12682	114	7	image	image	NOUN
aiti-12682	114	8	processing	processing	NOUN
aiti-12682	114	9	and	and	CCONJ
aiti-12682	114	10	information	information	NOUN
aiti-12682	114	11	presentation	presentation	NOUN
aiti-12682	114	12	components	component	NOUN
aiti-12682	114	13	comprising	comprise	VERB
aiti-12682	114	14	the	the	DET
aiti-12682	114	15	system	system	NOUN
aiti-12682	114	16	architecture	architecture	NOUN
aiti-12682	114	17	was	be	AUX
aiti-12682	114	18	also	also	ADV
aiti-12682	114	19	presented	present	VERB
aiti-12682	114	20	.	.	PUNCT
aiti-12682	115	1	4	4	X
aiti-12682	115	2	.	.	X
aiti-12682	115	3	experimental	experimental	ADJ
aiti-12682	115	4	results	result	NOUN
aiti-12682	115	5	this	this	DET
aiti-12682	115	6	section	section	NOUN
aiti-12682	115	7	presents	present	VERB
aiti-12682	115	8	the	the	DET
aiti-12682	115	9	experiments	experiment	NOUN
aiti-12682	115	10	’	'	PUNCT
aiti-12682	115	11	results	result	NOUN
aiti-12682	115	12	to	to	PART
aiti-12682	115	13	evaluate	evaluate	VERB
aiti-12682	115	14	the	the	DET
aiti-12682	115	15	proposed	propose	VERB
aiti-12682	115	16	approach	approach	NOUN
aiti-12682	115	17	.	.	PUNCT
aiti-12682	116	1	the	the	DET
aiti-12682	116	2	experiments	experiment	NOUN
aiti-12682	116	3	were	be	AUX
aiti-12682	116	4	performed	perform	VERB
aiti-12682	116	5	using	use	VERB
aiti-12682	116	6	an	an	DET
aiti-12682	116	7	rtx	rtx	NOUN
aiti-12682	116	8	3060	3060	NUM
aiti-12682	116	9	ti	ti	NOUN
aiti-12682	116	10	gpu	gpu	NOUN
aiti-12682	116	11	with	with	ADP
aiti-12682	116	12	cuda	cuda	NOUN
aiti-12682	116	13	11.3	11.3	NUM
aiti-12682	116	14	,	,	PUNCT
aiti-12682	116	15	significantly	significantly	ADV
aiti-12682	116	16	accelerating	accelerate	VERB
aiti-12682	116	17	the	the	DET
aiti-12682	116	18	training	training	NOUN
aiti-12682	116	19	process	process	NOUN
aiti-12682	116	20	.	.	PUNCT
aiti-12682	117	1	detailed	detailed	ADJ
aiti-12682	117	2	system	system	NOUN
aiti-12682	117	3	configurations	configuration	NOUN
aiti-12682	117	4	used	use	VERB
aiti-12682	117	5	in	in	ADP
aiti-12682	117	6	the	the	DET
aiti-12682	117	7	experiments	experiment	NOUN
aiti-12682	117	8	are	be	AUX
aiti-12682	117	9	provided	provide	VERB
aiti-12682	117	10	in	in	ADP
aiti-12682	117	11	table	table	NOUN
aiti-12682	117	12	2	2	NUM
aiti-12682	117	13	.	.	PUNCT
aiti-12682	117	14	advances	advance	NOUN
aiti-12682	117	15	in	in	ADP
aiti-12682	117	16	technology	technology	NOUN
aiti-12682	117	17	innovation	innovation	NOUN
aiti-12682	117	18	,	,	PUNCT
aiti-12682	117	19	vol	vol	NOUN
aiti-12682	117	20	.	.	PROPN
aiti-12682	118	1	9	9	NUM
aiti-12682	118	2	,	,	PUNCT
aiti-12682	118	3	no	no	INTJ
aiti-12682	118	4	.	.	NOUN
aiti-12682	118	5	1	1	NUM
aiti-12682	118	6	,	,	PUNCT
aiti-12682	118	7	2024	2024	NUM
aiti-12682	118	8	,	,	PUNCT
aiti-12682	118	9	pp	pp	ADV
aiti-12682	118	10	.	.	PUNCT
aiti-12682	119	1	42	42	NUM
aiti-12682	119	2	-	-	SYM
aiti-12682	119	3	49	49	NUM
aiti-12682	119	4	47	47	NUM
aiti-12682	119	5	table	table	NOUN
aiti-12682	119	6	2	2	NUM
aiti-12682	119	7	experiment	experiment	NOUN
aiti-12682	119	8	types	type	NOUN
aiti-12682	119	9	of	of	ADP
aiti-12682	119	10	equipment	equipment	NOUN
aiti-12682	119	11	and	and	CCONJ
aiti-12682	119	12	system	system	NOUN
aiti-12682	119	13	configurations	configuration	NOUN
aiti-12682	119	14	components	component	NOUN
aiti-12682	119	15	specification	specification	NOUN
aiti-12682	119	16	operating	operate	VERB
aiti-12682	119	17	system	system	NOUN
aiti-12682	119	18	windows	window	VERB
aiti-12682	119	19	10	10	NUM
aiti-12682	119	20	gpu	gpu	PROPN
aiti-12682	119	21	nvidia	nvidia	PROPN
aiti-12682	119	22	geforce	geforce	NOUN
aiti-12682	119	23	rtx	rtx	PROPN
aiti-12682	119	24	3060	3060	NUM
aiti-12682	119	25	ti	ti	NOUN
aiti-12682	119	26	cpu	cpu	VERB
aiti-12682	119	27	amd	amd	NOUN
aiti-12682	119	28	ryzen	ryzen	ADJ
aiti-12682	119	29	9	9	NUM
aiti-12682	119	30	5900x	5900x	NUM
aiti-12682	119	31	12	12	NUM
aiti-12682	119	32	-	-	PUNCT
aiti-12682	119	33	core	core	NOUN
aiti-12682	119	34	memory	memory	NOUN
aiti-12682	119	35	32	32	NUM
aiti-12682	119	36	gb	gb	NOUN
aiti-12682	119	37	cuda	cuda	NOUN
aiti-12682	119	38	11.3	11.3	NUM
aiti-12682	119	39	the	the	DET
aiti-12682	119	40	metrics	metric	NOUN
aiti-12682	119	41	for	for	ADP
aiti-12682	119	42	evaluating	evaluate	VERB
aiti-12682	119	43	image	image	NOUN
aiti-12682	119	44	recognition	recognition	NOUN
aiti-12682	119	45	performance	performance	NOUN
aiti-12682	119	46	were	be	AUX
aiti-12682	119	47	precision	precision	NOUN
aiti-12682	119	48	,	,	PUNCT
aiti-12682	119	49	recall	recall	NOUN
aiti-12682	119	50	,	,	PUNCT
aiti-12682	119	51	and	and	CCONJ
aiti-12682	119	52	f1	f1	NOUN
aiti-12682	119	53	-	-	PUNCT
aiti-12682	119	54	score	score	NOUN
aiti-12682	119	55	;	;	PUNCT
aiti-12682	119	56	these	these	PRON
aiti-12682	119	57	can	can	AUX
aiti-12682	119	58	be	be	AUX
aiti-12682	119	59	calculated	calculate	VERB
aiti-12682	119	60	from	from	ADP
aiti-12682	119	61	the	the	DET
aiti-12682	119	62	confusion	confusion	NOUN
aiti-12682	119	63	matrix	matrix	NOUN
aiti-12682	119	64	.	.	PUNCT
aiti-12682	120	1	the	the	DET
aiti-12682	120	2	confusion	confusion	NOUN
aiti-12682	120	3	matrix	matrix	NOUN
aiti-12682	120	4	is	be	AUX
aiti-12682	120	5	a	a	DET
aiti-12682	120	6	representation	representation	NOUN
aiti-12682	120	7	of	of	ADP
aiti-12682	120	8	the	the	DET
aiti-12682	120	9	correspondence	correspondence	NOUN
aiti-12682	120	10	between	between	ADP
aiti-12682	120	11	the	the	DET
aiti-12682	120	12	actual	actual	ADJ
aiti-12682	120	13	and	and	CCONJ
aiti-12682	120	14	predicted	predict	VERB
aiti-12682	120	15	labels	label	NOUN
aiti-12682	120	16	of	of	ADP
aiti-12682	120	17	the	the	DET
aiti-12682	120	18	input	input	NOUN
aiti-12682	120	19	data	datum	NOUN
aiti-12682	120	20	as	as	SCONJ
aiti-12682	120	21	shown	show	VERB
aiti-12682	120	22	in	in	ADP
aiti-12682	120	23	table	table	NOUN
aiti-12682	120	24	3	3	NUM
aiti-12682	120	25	.	.	PUNCT
aiti-12682	120	26	table	table	NOUN
aiti-12682	120	27	3	3	NUM
aiti-12682	120	28	confusion	confusion	NOUN
aiti-12682	120	29	matrix	matrix	NOUN
aiti-12682	120	30	true	true	ADJ
aiti-12682	120	31	false	false	ADJ
aiti-12682	120	32	true	true	ADJ
aiti-12682	120	33	true	true	ADJ
aiti-12682	120	34	positive	positive	ADJ
aiti-12682	120	35	(	(	PUNCT
aiti-12682	120	36	tp	tp	NOUN
aiti-12682	120	37	)	)	PUNCT
aiti-12682	120	38	false	false	ADJ
aiti-12682	120	39	negative	negative	ADJ
aiti-12682	120	40	(	(	PUNCT
aiti-12682	120	41	fn	fn	NOUN
aiti-12682	120	42	)	)	PUNCT
aiti-12682	120	43	false	false	ADJ
aiti-12682	120	44	false	false	ADJ
aiti-12682	120	45	positive	positive	ADJ
aiti-12682	120	46	(	(	PUNCT
aiti-12682	120	47	fp	fp	NOUN
aiti-12682	120	48	)	)	PUNCT
aiti-12682	120	49	true	true	ADJ
aiti-12682	120	50	negative	negative	ADJ
aiti-12682	120	51	(	(	PUNCT
aiti-12682	120	52	tn	tn	PROPN
aiti-12682	120	53	)	)	PUNCT
aiti-12682	120	54	the	the	DET
aiti-12682	120	55	other	other	ADJ
aiti-12682	120	56	metrics	metric	NOUN
aiti-12682	120	57	can	can	AUX
aiti-12682	120	58	be	be	AUX
aiti-12682	120	59	calculated	calculate	VERB
aiti-12682	120	60	from	from	ADP
aiti-12682	120	61	the	the	DET
aiti-12682	120	62	confusion	confusion	NOUN
aiti-12682	120	63	matrix	matrix	NOUN
aiti-12682	120	64	,	,	PUNCT
aiti-12682	120	65	precission	precission	NOUN
aiti-12682	120	66	+	+	X
aiti-12682	120	67	=	=	SYM
aiti-12682	120	68	tp	tp	NOUN
aiti-12682	120	69	tp	tp	ADP
aiti-12682	120	70	fp	fp	PROPN
aiti-12682	120	71	(	(	PUNCT
aiti-12682	120	72	3	3	NUM
aiti-12682	120	73	)	)	PUNCT
aiti-12682	120	74	recall	recall	NOUN
aiti-12682	120	75	=	=	PUNCT
aiti-12682	121	1	+	+	CCONJ
aiti-12682	121	2	tp	tp	NOUN
aiti-12682	121	3	tp	tp	ADP
aiti-12682	121	4	fn	fn	PROPN
aiti-12682	121	5	(	(	PUNCT
aiti-12682	121	6	4	4	NUM
aiti-12682	121	7	)	)	SYM
aiti-12682	121	8	2	2	NUM
aiti-12682	121	9	precission	precission	NOUN
aiti-12682	121	10	recall	recall	NOUN
aiti-12682	121	11	f1	f1	NOUN
aiti-12682	121	12	-	-	PUNCT
aiti-12682	121	13	score	score	NOUN
aiti-12682	121	14	precission	precission	NOUN
aiti-12682	121	15	recall	recall	VERB
aiti-12682	121	16	×	×	PROPN
aiti-12682	121	17	×	×	NOUN
aiti-12682	121	18	=	=	PUNCT
aiti-12682	122	1	+	+	CCONJ
aiti-12682	122	2	(	(	PUNCT
aiti-12682	122	3	5	5	NUM
aiti-12682	122	4	)	)	PUNCT
aiti-12682	122	5	eqs	eqs	X
aiti-12682	122	6	.	.	PUNCT
aiti-12682	122	7	(	(	PUNCT
aiti-12682	122	8	3)-(5	3)-(5	NUM
aiti-12682	122	9	)	)	PUNCT
aiti-12682	122	10	were	be	AUX
aiti-12682	122	11	applied	apply	VERB
aiti-12682	122	12	to	to	PART
aiti-12682	122	13	evaluate	evaluate	VERB
aiti-12682	122	14	the	the	DET
aiti-12682	122	15	performance	performance	NOUN
aiti-12682	122	16	of	of	ADP
aiti-12682	122	17	the	the	DET
aiti-12682	122	18	modified	modified	ADJ
aiti-12682	122	19	and	and	CCONJ
aiti-12682	122	20	unmodified	unmodified	ADJ
aiti-12682	122	21	models	model	NOUN
aiti-12682	122	22	.	.	PUNCT
aiti-12682	123	1	the	the	DET
aiti-12682	123	2	modified	modify	VERB
aiti-12682	123	3	model	model	NOUN
aiti-12682	123	4	was	be	AUX
aiti-12682	123	5	called	call	VERB
aiti-12682	123	6	yolov4	yolov4	PROPN
aiti-12682	123	7	-	-	PUNCT
aiti-12682	123	8	tinyx1	tinyx1	PROPN
aiti-12682	123	9	.	.	PUNCT
aiti-12682	124	1	the	the	DET
aiti-12682	124	2	models	model	NOUN
aiti-12682	124	3	were	be	AUX
aiti-12682	124	4	trained	train	VERB
aiti-12682	124	5	on	on	ADP
aiti-12682	124	6	the	the	DET
aiti-12682	124	7	pascal	pascal	PROPN
aiti-12682	124	8	voc	voc	PROPN
aiti-12682	124	9	2012	2012	NUM
aiti-12682	124	10	dataset	dataset	NOUN
aiti-12682	124	11	,	,	PUNCT
aiti-12682	124	12	which	which	PRON
aiti-12682	124	13	has	have	VERB
aiti-12682	124	14	20	20	NUM
aiti-12682	124	15	object	object	NOUN
aiti-12682	124	16	categories	category	NOUN
aiti-12682	124	17	.	.	PUNCT
aiti-12682	125	1	yolov4tinyx1	yolov4tinyx1	PROPN
aiti-12682	125	2	achieved	achieve	VERB
aiti-12682	125	3	higher	high	ADJ
aiti-12682	125	4	precision	precision	NOUN
aiti-12682	125	5	than	than	ADP
aiti-12682	125	6	yolov4	yolov4	NOUN
aiti-12682	125	7	-	-	PUNCT
aiti-12682	125	8	tiny	tiny	ADJ
aiti-12682	125	9	in	in	ADP
aiti-12682	125	10	each	each	DET
aiti-12682	125	11	category	category	NOUN
aiti-12682	125	12	presented	present	VERB
aiti-12682	125	13	in	in	ADP
aiti-12682	125	14	table	table	NOUN
aiti-12682	125	15	4	4	NUM
aiti-12682	125	16	but	but	CCONJ
aiti-12682	125	17	generally	generally	ADV
aiti-12682	125	18	low	low	ADJ
aiti-12682	125	19	recall	recall	NOUN
aiti-12682	125	20	presented	present	VERB
aiti-12682	125	21	in	in	ADP
aiti-12682	125	22	table	table	NOUN
aiti-12682	125	23	5	5	NUM
aiti-12682	125	24	.	.	PUNCT
aiti-12682	125	25	table	table	NOUN
aiti-12682	125	26	4	4	NUM
aiti-12682	125	27	precision	precision	NOUN
aiti-12682	125	28	of	of	ADP
aiti-12682	125	29	yolov4	yolov4	NOUN
aiti-12682	125	30	-	-	PUNCT
aiti-12682	125	31	tiny	tiny	ADJ
aiti-12682	125	32	and	and	CCONJ
aiti-12682	125	33	yolov4	yolov4	PROPN
aiti-12682	125	34	-	-	PUNCT
aiti-12682	125	35	tinyx1	tinyx1	PROPN
aiti-12682	126	1	yolov4	yolov4	PROPN
aiti-12682	126	2	-	-	PUNCT
aiti-12682	126	3	tinyx1	tinyx1	NOUN
aiti-12682	126	4	yolov4	yolov4	NOUN
aiti-12682	126	5	-	-	PUNCT
aiti-12682	126	6	tiny	tiny	ADJ
aiti-12682	126	7	aeroplane	aeroplane	NOUN
aiti-12682	126	8	95.77	95.77	NUM
aiti-12682	126	9	%	%	NOUN
aiti-12682	126	10	90.48	90.48	NUM
aiti-12682	126	11	%	%	NOUN
aiti-12682	126	12	bicycle	bicycle	NOUN
aiti-12682	126	13	74.42	74.42	NUM
aiti-12682	126	14	%	%	NOUN
aiti-12682	126	15	71.74	71.74	NUM
aiti-12682	126	16	%	%	NOUN
aiti-12682	126	17	bird	bird	NOUN
aiti-12682	126	18	82.50	82.50	NUM
aiti-12682	126	19	%	%	NOUN
aiti-12682	126	20	72.86	72.86	NUM
aiti-12682	126	21	%	%	NOUN
aiti-12682	126	22	boat	boat	NOUN
aiti-12682	126	23	78.38	78.38	NUM
aiti-12682	126	24	%	%	NOUN
aiti-12682	126	25	77.42	77.42	NUM
aiti-12682	126	26	%	%	NOUN
aiti-12682	126	27	bottle	bottle	NOUN
aiti-12682	126	28	63.64	63.64	NUM
aiti-12682	126	29	%	%	NOUN
aiti-12682	126	30	72.73	72.73	NUM
aiti-12682	126	31	%	%	NOUN
aiti-12682	126	32	bus	bus	NOUN
aiti-12682	126	33	90.48	90.48	NUM
aiti-12682	126	34	%	%	NOUN
aiti-12682	126	35	81.63	81.63	NUM
aiti-12682	126	36	%	%	NOUN
aiti-12682	126	37	car	car	NOUN
aiti-12682	126	38	81.36	81.36	NUM
aiti-12682	126	39	%	%	NOUN
aiti-12682	126	40	81.30	81.30	NUM
aiti-12682	126	41	%	%	NOUN
aiti-12682	126	42	cat	cat	NOUN
aiti-12682	126	43	82.18	82.18	NUM
aiti-12682	126	44	%	%	NOUN
aiti-12682	126	45	79.63	79.63	NUM
aiti-12682	126	46	%	%	NOUN
aiti-12682	126	47	chair	chair	NOUN
aiti-12682	126	48	64.29	64.29	NUM
aiti-12682	126	49	%	%	NOUN
aiti-12682	126	50	60.00	60.00	NUM
aiti-12682	126	51	%	%	NOUN
aiti-12682	126	52	cow	cow	NOUN
aiti-12682	126	53	73.08	73.08	NUM
aiti-12682	126	54	%	%	NOUN
aiti-12682	126	55	65.62	65.62	NUM
aiti-12682	126	56	%	%	NOUN
aiti-12682	126	57	dining	dining	NOUN
aiti-12682	126	58	table	table	NOUN
aiti-12682	126	59	94.12	94.12	NUM
aiti-12682	126	60	%	%	NOUN
aiti-12682	126	61	73.91	73.91	NUM
aiti-12682	126	62	%	%	NOUN
aiti-12682	126	63	dog	dog	NOUN
aiti-12682	126	64	77.24	77.24	NUM
aiti-12682	126	65	%	%	NOUN
aiti-12682	126	66	71.97	71.97	NUM
aiti-12682	126	67	%	%	NOUN
aiti-12682	126	68	horse	horse	NOUN
aiti-12682	126	69	70.27	70.27	NUM
aiti-12682	126	70	%	%	NOUN
aiti-12682	126	71	68.57	68.57	NUM
aiti-12682	126	72	%	%	NOUN
aiti-12682	126	73	motorbike	motorbike	NOUN
aiti-12682	126	74	76.32	76.32	NUM
aiti-12682	126	75	%	%	NOUN
aiti-12682	126	76	75.68	75.68	NUM
aiti-12682	126	77	%	%	NOUN
aiti-12682	126	78	person	person	NOUN
aiti-12682	126	79	82.33	82.33	NUM
aiti-12682	126	80	%	%	NOUN
aiti-12682	126	81	81.43	81.43	NUM
aiti-12682	126	82	%	%	NOUN
aiti-12682	126	83	pottedplant	pottedplant	NOUN
aiti-12682	126	84	67.86	67.86	NUM
aiti-12682	126	85	%	%	NOUN
aiti-12682	126	86	64.29	64.29	NUM
aiti-12682	126	87	%	%	NOUN
aiti-12682	126	88	sheep	sheep	NOUN
aiti-12682	126	89	78.43	78.43	NUM
aiti-12682	126	90	%	%	NOUN
aiti-12682	126	91	78.00	78.00	NUM
aiti-12682	126	92	%	%	NOUN
aiti-12682	126	93	sofa	sofa	NOUN
aiti-12682	126	94	78.95	78.95	NUM
aiti-12682	126	95	%	%	NOUN
aiti-12682	126	96	75.00	75.00	NUM
aiti-12682	126	97	%	%	NOUN
aiti-12682	126	98	train	train	NOUN
aiti-12682	126	99	91.11	91.11	NUM
aiti-12682	126	100	%	%	NOUN
aiti-12682	126	101	86.96	86.96	NUM
aiti-12682	126	102	%	%	NOUN
aiti-12682	126	103	table	table	NOUN
aiti-12682	126	104	5	5	NUM
aiti-12682	126	105	recall	recall	NOUN
aiti-12682	126	106	of	of	ADP
aiti-12682	126	107	yolov4	yolov4	NOUN
aiti-12682	126	108	-	-	PUNCT
aiti-12682	126	109	tiny	tiny	ADJ
aiti-12682	126	110	and	and	CCONJ
aiti-12682	126	111	yolov4	yolov4	PROPN
aiti-12682	126	112	-	-	PUNCT
aiti-12682	126	113	tinyx1	tinyx1	PROPN
aiti-12682	127	1	yolov4	yolov4	PROPN
aiti-12682	127	2	-	-	PUNCT
aiti-12682	127	3	tinyx1	tinyx1	NOUN
aiti-12682	127	4	yolov4	yolov4	NOUN
aiti-12682	127	5	-	-	PUNCT
aiti-12682	127	6	tiny	tiny	ADJ
aiti-12682	127	7	aeroplane	aeroplane	NOUN
aiti-12682	127	8	66.02	66.02	NUM
aiti-12682	127	9	%	%	NOUN
aiti-12682	127	10	73.79	73.79	NUM
aiti-12682	127	11	%	%	NOUN
aiti-12682	127	12	bicycle	bicycle	NOUN
aiti-12682	127	13	43.24	43.24	NUM
aiti-12682	127	14	%	%	NOUN
aiti-12682	127	15	44.59	44.59	NUM
aiti-12682	127	16	%	%	NOUN
aiti-12682	127	17	bird	bird	NOUN
aiti-12682	127	18	43.14	43.14	NUM
aiti-12682	127	19	%	%	NOUN
aiti-12682	127	20	33.33	33.33	NUM
aiti-12682	127	21	%	%	NOUN
aiti-12682	127	22	boat	boat	NOUN
aiti-12682	127	23	30.85	30.85	NUM
aiti-12682	127	24	%	%	NOUN
aiti-12682	127	25	25.53	25.53	NUM
aiti-12682	127	26	%	%	NOUN
aiti-12682	127	27	bottle	bottle	NOUN
aiti-12682	127	28	11.97	11.97	NUM
aiti-12682	127	29	%	%	NOUN
aiti-12682	127	30	13.68	13.68	NUM
aiti-12682	127	31	%	%	NOUN
aiti-12682	127	32	bus	bus	NOUN
aiti-12682	127	33	70.37	70.37	NUM
aiti-12682	127	34	%	%	NOUN
aiti-12682	127	35	74.07	74.07	NUM
aiti-12682	127	36	%	%	NOUN
aiti-12682	127	37	car	car	NOUN
aiti-12682	127	38	45.28	45.28	NUM
aiti-12682	127	39	%	%	NOUN
aiti-12682	127	40	47.17	47.17	NUM
aiti-12682	127	41	%	%	NOUN
aiti-12682	127	42	cat	cat	NOUN
aiti-12682	127	43	61.03	61.03	NUM
aiti-12682	127	44	%	%	NOUN
aiti-12682	127	45	63.24	63.24	NUM
aiti-12682	127	46	%	%	NOUN
aiti-12682	127	47	chair	chair	NOUN
aiti-12682	127	48	23.38	23.38	NUM
aiti-12682	127	49	%	%	NOUN
aiti-12682	127	50	22.08	22.08	NUM
aiti-12682	127	51	%	%	NOUN
aiti-12682	127	52	cow	cow	NOUN
aiti-12682	127	53	38.78	38.78	NUM
aiti-12682	127	54	%	%	NOUN
aiti-12682	127	55	42.86	42.86	NUM
aiti-12682	127	56	%	%	NOUN
aiti-12682	127	57	dining	dining	NOUN
aiti-12682	127	58	table	table	NOUN
aiti-12682	127	59	21.62	21.62	NUM
aiti-12682	127	60	%	%	NOUN
aiti-12682	127	61	22.97	22.97	NUM
aiti-12682	127	62	%	%	NOUN
aiti-12682	127	63	dog	dog	NOUN
aiti-12682	127	64	62.91	62.91	NUM
aiti-12682	127	65	%	%	NOUN
aiti-12682	127	66	62.91	62.91	NUM
aiti-12682	127	67	%	%	NOUN
aiti-12682	127	68	horse	horse	NOUN
aiti-12682	127	69	35.14	35.14	NUM
aiti-12682	127	70	%	%	NOUN
aiti-12682	127	71	32.43	32.43	NUM
aiti-12682	127	72	%	%	NOUN
aiti-12682	127	73	motorbike	motorbike	NOUN
aiti-12682	127	74	50.88	50.88	NUM
aiti-12682	127	75	%	%	NOUN
aiti-12682	127	76	49.12	49.12	NUM
aiti-12682	127	77	%	%	NOUN
aiti-12682	127	78	person	person	NOUN
aiti-12682	127	79	58.30	58.30	NUM
aiti-12682	127	80	%	%	NOUN
aiti-12682	127	81	60.08	60.08	NUM
aiti-12682	127	82	%	%	NOUN
aiti-12682	127	83	pottedplant	pottedplant	NOUN
aiti-12682	127	84	20.43	20.43	NUM
aiti-12682	127	85	%	%	NOUN
aiti-12682	127	86	19.35	19.35	NUM
aiti-12682	127	87	%	%	NOUN
aiti-12682	127	88	sheep	sheep	NOUN
aiti-12682	127	89	57.97	57.97	NUM
aiti-12682	127	90	%	%	NOUN
aiti-12682	127	91	56.52	56.52	NUM
aiti-12682	127	92	%	%	NOUN
aiti-12682	127	93	sofa	sofa	NOUN
aiti-12682	127	94	29.41	29.41	NUM
aiti-12682	127	95	%	%	NOUN
aiti-12682	127	96	23.53	23.53	NUM
aiti-12682	127	97	%	%	NOUN
aiti-12682	127	98	train	train	NOUN
aiti-12682	127	99	60.29	60.29	NUM
aiti-12682	127	100	%	%	NOUN
aiti-12682	127	101	58.82	58.82	NUM
aiti-12682	127	102	%	%	NOUN
aiti-12682	127	103	advances	advance	NOUN
aiti-12682	127	104	in	in	ADP
aiti-12682	127	105	technology	technology	NOUN
aiti-12682	127	106	innovation	innovation	NOUN
aiti-12682	127	107	,	,	PUNCT
aiti-12682	127	108	vol	vol	NOUN
aiti-12682	127	109	.	.	PROPN
aiti-12682	127	110	9	9	NUM
aiti-12682	127	111	,	,	PUNCT
aiti-12682	127	112	no	no	INTJ
aiti-12682	127	113	.	.	NOUN
aiti-12682	127	114	1	1	NUM
aiti-12682	127	115	,	,	PUNCT
aiti-12682	127	116	2024	2024	NUM
aiti-12682	127	117	,	,	PUNCT
aiti-12682	127	118	pp	pp	ADV
aiti-12682	127	119	.	.	PUNCT
aiti-12682	128	1	42	42	NUM
aiti-12682	128	2	-	-	SYM
aiti-12682	128	3	49	49	NUM
aiti-12682	128	4	48	48	NUM
aiti-12682	129	1	the	the	DET
aiti-12682	129	2	yolov4	yolov4	PROPN
aiti-12682	129	3	-	-	PUNCT
aiti-12682	129	4	tinyx1	tinyx1	PROPN
aiti-12682	129	5	also	also	ADV
aiti-12682	129	6	outperforms	outperform	VERB
aiti-12682	129	7	yolov4	yolov4	NOUN
aiti-12682	129	8	-	-	PUNCT
aiti-12682	129	9	tiny	tiny	ADJ
aiti-12682	129	10	in	in	ADP
aiti-12682	129	11	terms	term	NOUN
aiti-12682	129	12	of	of	ADP
aiti-12682	129	13	f1	f1	NOUN
aiti-12682	129	14	-	-	PUNCT
aiti-12682	129	15	score	score	NOUN
aiti-12682	129	16	in	in	ADP
aiti-12682	129	17	several	several	ADJ
aiti-12682	129	18	categories	category	NOUN
aiti-12682	129	19	presented	present	VERB
aiti-12682	129	20	in	in	ADP
aiti-12682	129	21	table	table	NOUN
aiti-12682	129	22	6	6	NUM
aiti-12682	129	23	.	.	PUNCT
aiti-12682	130	1	the	the	DET
aiti-12682	130	2	mean	mean	PROPN
aiti-12682	130	3	ap	ap	PROPN
aiti-12682	130	4	(	(	PUNCT
aiti-12682	130	5	map	map	NOUN
aiti-12682	130	6	)	)	PUNCT
aiti-12682	130	7	of	of	ADP
aiti-12682	130	8	the	the	DET
aiti-12682	130	9	models	model	NOUN
aiti-12682	130	10	was	be	AUX
aiti-12682	130	11	also	also	ADV
aiti-12682	130	12	compared	compare	VERB
aiti-12682	130	13	with	with	ADP
aiti-12682	130	14	an	an	DET
aiti-12682	130	15	intersection	intersection	NOUN
aiti-12682	130	16	over	over	ADP
aiti-12682	130	17	the	the	DET
aiti-12682	130	18	union	union	NOUN
aiti-12682	130	19	threshold	threshold	NOUN
aiti-12682	130	20	of	of	ADP
aiti-12682	130	21	0.5	0.5	NUM
aiti-12682	130	22	.	.	PUNCT
aiti-12682	130	23	table	table	NOUN
aiti-12682	130	24	7	7	NUM
aiti-12682	130	25	reveals	reveal	VERB
aiti-12682	130	26	that	that	SCONJ
aiti-12682	130	27	the	the	DET
aiti-12682	130	28	training	training	NOUN
aiti-12682	130	29	map	map	NOUN
aiti-12682	130	30	of	of	ADP
aiti-12682	130	31	the	the	DET
aiti-12682	130	32	yolov4	yolov4	PROPN
aiti-12682	130	33	-	-	PUNCT
aiti-12682	130	34	tinyx1	tinyx1	PROPN
aiti-12682	130	35	(	(	PUNCT
aiti-12682	130	36	57.03	57.03	NUM
aiti-12682	130	37	%	%	NOUN
aiti-12682	130	38	)	)	PUNCT
aiti-12682	130	39	was	be	AUX
aiti-12682	130	40	superior	superior	ADJ
aiti-12682	130	41	to	to	ADP
aiti-12682	130	42	that	that	PRON
aiti-12682	130	43	of	of	ADP
aiti-12682	130	44	yolov4	yolov4	NOUN
aiti-12682	130	45	-	-	PUNCT
aiti-12682	130	46	tiny	tiny	ADJ
aiti-12682	130	47	(	(	PUNCT
aiti-12682	130	48	52.93	52.93	NUM
aiti-12682	130	49	%	%	NOUN
aiti-12682	130	50	)	)	PUNCT
aiti-12682	130	51	;	;	PUNCT
aiti-12682	130	52	its	its	PRON
aiti-12682	130	53	testing	testing	NOUN
aiti-12682	130	54	map	map	NOUN
aiti-12682	130	55	was	be	AUX
aiti-12682	130	56	also	also	ADV
aiti-12682	130	57	approximately	approximately	ADV
aiti-12682	130	58	1.59	1.59	NUM
aiti-12682	130	59	%	%	NOUN
aiti-12682	130	60	higher	high	ADJ
aiti-12682	130	61	.	.	PUNCT
aiti-12682	131	1	the	the	DET
aiti-12682	131	2	proposed	propose	VERB
aiti-12682	131	3	model	model	NOUN
aiti-12682	131	4	also	also	ADV
aiti-12682	131	5	achieved	achieve	VERB
aiti-12682	131	6	a	a	DET
aiti-12682	131	7	lower	low	ADJ
aiti-12682	131	8	giga	giga	NOUN
aiti-12682	131	9	floating	float	VERB
aiti-12682	131	10	point	point	NOUN
aiti-12682	131	11	operations	operation	NOUN
aiti-12682	131	12	(	(	PUNCT
aiti-12682	131	13	gflops	gflop	NOUN
aiti-12682	131	14	)	)	PUNCT
aiti-12682	131	15	score	score	NOUN
aiti-12682	131	16	,	,	PUNCT
aiti-12682	131	17	parameter	parameter	NOUN
aiti-12682	131	18	count	count	NOUN
aiti-12682	131	19	,	,	PUNCT
aiti-12682	131	20	and	and	CCONJ
aiti-12682	131	21	total	total	ADJ
aiti-12682	131	22	size	size	NOUN
aiti-12682	131	23	than	than	ADP
aiti-12682	131	24	yolov4	yolov4	NOUN
aiti-12682	131	25	-	-	PUNCT
aiti-12682	131	26	tiny	tiny	ADJ
aiti-12682	131	27	,	,	PUNCT
aiti-12682	131	28	indicating	indicate	VERB
aiti-12682	131	29	that	that	SCONJ
aiti-12682	131	30	it	it	PRON
aiti-12682	131	31	was	be	AUX
aiti-12682	131	32	more	more	ADV
aiti-12682	131	33	efficient	efficient	ADJ
aiti-12682	131	34	in	in	ADP
aiti-12682	131	35	terms	term	NOUN
aiti-12682	131	36	of	of	ADP
aiti-12682	131	37	every	every	DET
aiti-12682	131	38	metric	metric	ADJ
aiti-12682	131	39	.	.	PUNCT
aiti-12682	131	40	table	table	NOUN
aiti-12682	131	41	6	6	NUM
aiti-12682	131	42	f1	f1	NOUN
aiti-12682	131	43	-	-	PUNCT
aiti-12682	131	44	score	score	NOUN
aiti-12682	131	45	of	of	ADP
aiti-12682	131	46	yolov4	yolov4	NOUN
aiti-12682	131	47	-	-	PUNCT
aiti-12682	131	48	tiny	tiny	ADJ
aiti-12682	131	49	and	and	CCONJ
aiti-12682	131	50	yolov4	yolov4	PROPN
aiti-12682	131	51	-	-	PUNCT
aiti-12682	131	52	tinyx1	tinyx1	PROPN
aiti-12682	132	1	yolov4	yolov4	PROPN
aiti-12682	132	2	-	-	PUNCT
aiti-12682	132	3	tinyx1	tinyx1	NOUN
aiti-12682	132	4	yolov4	yolov4	NOUN
aiti-12682	132	5	-	-	PUNCT
aiti-12682	132	6	tiny	tiny	ADJ
aiti-12682	132	7	aeroplane	aeroplane	NOUN
aiti-12682	132	8	78	78	NUM
aiti-12682	132	9	%	%	NOUN
aiti-12682	132	10	81	81	NUM
aiti-12682	132	11	%	%	NOUN
aiti-12682	132	12	bicycle	bicycle	NOUN
aiti-12682	132	13	55	55	NUM
aiti-12682	132	14	%	%	NOUN
aiti-12682	132	15	55	55	NUM
aiti-12682	132	16	%	%	NOUN
aiti-12682	132	17	bird	bird	NOUN
aiti-12682	132	18	57	57	NUM
aiti-12682	132	19	%	%	NOUN
aiti-12682	132	20	46	46	NUM
aiti-12682	132	21	%	%	NOUN
aiti-12682	132	22	boat	boat	NOUN
aiti-12682	132	23	44	44	NUM
aiti-12682	132	24	%	%	NOUN
aiti-12682	132	25	38	38	NUM
aiti-12682	132	26	%	%	NOUN
aiti-12682	132	27	bottle	bottle	NOUN
aiti-12682	132	28	20	20	NUM
aiti-12682	132	29	%	%	NOUN
aiti-12682	132	30	23	23	NUM
aiti-12682	132	31	%	%	NOUN
aiti-12682	132	32	bus	bus	NOUN
aiti-12682	132	33	79	79	NUM
aiti-12682	132	34	%	%	NOUN
aiti-12682	132	35	78	78	NUM
aiti-12682	132	36	%	%	NOUN
aiti-12682	132	37	car	car	NOUN
aiti-12682	132	38	58	58	NUM
aiti-12682	132	39	%	%	NOUN
aiti-12682	132	40	60	60	NUM
aiti-12682	132	41	%	%	NOUN
aiti-12682	132	42	cat	cat	NOUN
aiti-12682	132	43	70	70	NUM
aiti-12682	132	44	%	%	NOUN
aiti-12682	132	45	70	70	NUM
aiti-12682	132	46	%	%	NOUN
aiti-12682	132	47	chair	chair	NOUN
aiti-12682	132	48	34	34	NUM
aiti-12682	132	49	%	%	NOUN
aiti-12682	132	50	32	32	NUM
aiti-12682	132	51	%	%	NOUN
aiti-12682	132	52	cow	cow	NOUN
aiti-12682	132	53	51	51	NUM
aiti-12682	132	54	%	%	NOUN
aiti-12682	132	55	52	52	NUM
aiti-12682	132	56	%	%	NOUN
aiti-12682	132	57	dining	dining	NOUN
aiti-12682	132	58	table	table	NOUN
aiti-12682	132	59	35	35	NUM
aiti-12682	132	60	%	%	NOUN
aiti-12682	132	61	35	35	NUM
aiti-12682	132	62	%	%	NOUN
aiti-12682	132	63	dog	dog	NOUN
aiti-12682	132	64	69	69	NUM
aiti-12682	132	65	%	%	NOUN
aiti-12682	132	66	67	67	NUM
aiti-12682	132	67	%	%	NOUN
aiti-12682	132	68	horse	horse	NOUN
aiti-12682	132	69	47	47	NUM
aiti-12682	132	70	%	%	NOUN
aiti-12682	132	71	44	44	NUM
aiti-12682	132	72	%	%	NOUN
aiti-12682	132	73	motorbike	motorbike	NOUN
aiti-12682	132	74	61	61	NUM
aiti-12682	132	75	%	%	NOUN
aiti-12682	132	76	60	60	NUM
aiti-12682	132	77	%	%	NOUN
aiti-12682	132	78	person	person	NOUN
aiti-12682	132	79	68	68	NUM
aiti-12682	132	80	%	%	NOUN
aiti-12682	132	81	69	69	NUM
aiti-12682	132	82	%	%	NOUN
aiti-12682	132	83	potted	potted	ADJ
aiti-12682	132	84	plant	plant	NOUN
aiti-12682	132	85	31	31	NUM
aiti-12682	132	86	%	%	NOUN
aiti-12682	132	87	30	30	NUM
aiti-12682	132	88	%	%	NOUN
aiti-12682	132	89	sheep	sheep	NOUN
aiti-12682	132	90	67	67	NUM
aiti-12682	132	91	%	%	NOUN
aiti-12682	132	92	66	66	NUM
aiti-12682	132	93	%	%	NOUN
aiti-12682	132	94	sofa	sofa	NOUN
aiti-12682	132	95	43	43	NUM
aiti-12682	132	96	%	%	NOUN
aiti-12682	132	97	36	36	NUM
aiti-12682	132	98	%	%	NOUN
aiti-12682	132	99	train	train	NOUN
aiti-12682	132	100	73	73	NUM
aiti-12682	132	101	%	%	NOUN
aiti-12682	132	102	70	70	NUM
aiti-12682	132	103	%	%	NOUN
aiti-12682	132	104	table	table	NOUN
aiti-12682	132	105	7	7	NUM
aiti-12682	132	106	overall	overall	ADJ
aiti-12682	132	107	results	result	NOUN
aiti-12682	132	108	of	of	ADP
aiti-12682	132	109	yolov4	yolov4	NOUN
aiti-12682	132	110	-	-	PUNCT
aiti-12682	132	111	tiny	tiny	ADJ
aiti-12682	132	112	and	and	CCONJ
aiti-12682	132	113	yolov4	yolov4	PROPN
aiti-12682	132	114	-	-	PUNCT
aiti-12682	132	115	tinyx1	tinyx1	PROPN
aiti-12682	133	1	yolov4	yolov4	PROPN
aiti-12682	133	2	-	-	PUNCT
aiti-12682	133	3	tinyx1	tinyx1	NOUN
aiti-12682	133	4	yolov4	yolov4	NOUN
aiti-12682	133	5	-	-	PUNCT
aiti-12682	133	6	tiny	tiny	ADJ
aiti-12682	133	7	train	train	NOUN
aiti-12682	133	8	map	map	NOUN
aiti-12682	133	9	57.03	57.03	NUM
aiti-12682	133	10	%	%	NOUN
aiti-12682	133	11	52.93	52.93	NUM
aiti-12682	133	12	%	%	NOUN
aiti-12682	133	13	test	test	NOUN
aiti-12682	133	14	map	map	NOUN
aiti-12682	133	15	57.73	57.73	NUM
aiti-12682	133	16	%	%	NOUN
aiti-12682	133	17	56.14	56.14	NUM
aiti-12682	133	18	%	%	NOUN
aiti-12682	133	19	gflops	gflop	NOUN
aiti-12682	133	20	(	(	PUNCT
aiti-12682	133	21	g	g	NOUN
aiti-12682	133	22	)	)	PUNCT
aiti-12682	133	23	4.770	4.770	NUM
aiti-12682	133	24	6.836	6.836	NUM
aiti-12682	133	25	total	total	NOUN
aiti-12682	133	26	params	param	NOUN
aiti-12682	133	27	(	(	PUNCT
aiti-12682	133	28	m	m	NOUN
aiti-12682	133	29	)	)	PUNCT
aiti-12682	133	30	2.107	2.107	NUM
aiti-12682	133	31	5.876	5.876	NUM
aiti-12682	133	32	params	param	NOUN
aiti-12682	133	33	size	size	NOUN
aiti-12682	133	34	(	(	PUNCT
aiti-12682	133	35	mb	mb	NOUN
aiti-12682	133	36	)	)	PUNCT
aiti-12682	133	37	8.04	8.04	NUM
aiti-12682	133	38	22.42	22.42	NUM
aiti-12682	133	39	these	these	DET
aiti-12682	133	40	experimental	experimental	ADJ
aiti-12682	133	41	results	result	NOUN
aiti-12682	133	42	validate	validate	VERB
aiti-12682	133	43	the	the	DET
aiti-12682	133	44	effectiveness	effectiveness	NOUN
aiti-12682	133	45	of	of	ADP
aiti-12682	133	46	the	the	DET
aiti-12682	133	47	proposed	propose	VERB
aiti-12682	133	48	modified	modify	VERB
aiti-12682	133	49	architecture	architecture	NOUN
aiti-12682	133	50	;	;	PUNCT
aiti-12682	133	51	it	it	PRON
aiti-12682	133	52	not	not	PART
aiti-12682	133	53	only	only	ADV
aiti-12682	133	54	achieved	achieve	VERB
aiti-12682	133	55	higher	high	ADJ
aiti-12682	133	56	precision	precision	NOUN
aiti-12682	133	57	,	,	PUNCT
aiti-12682	133	58	recall	recall	NOUN
aiti-12682	133	59	,	,	PUNCT
aiti-12682	133	60	and	and	CCONJ
aiti-12682	133	61	f1	f1	NOUN
aiti-12682	133	62	scores	score	NOUN
aiti-12682	133	63	in	in	ADP
aiti-12682	133	64	many	many	ADJ
aiti-12682	133	65	or	or	CCONJ
aiti-12682	133	66	all	all	PRON
aiti-12682	133	67	categories	category	NOUN
aiti-12682	133	68	but	but	CCONJ
aiti-12682	133	69	also	also	ADV
aiti-12682	133	70	higher	high	ADJ
aiti-12682	133	71	map	map	NOUN
aiti-12682	133	72	.	.	PUNCT
aiti-12682	134	1	it	it	PRON
aiti-12682	134	2	also	also	ADV
aiti-12682	134	3	had	have	VERB
aiti-12682	134	4	lower	low	ADJ
aiti-12682	134	5	overall	overall	ADJ
aiti-12682	134	6	computational	computational	ADJ
aiti-12682	134	7	requirements	requirement	NOUN
aiti-12682	134	8	and	and	CCONJ
aiti-12682	134	9	fewer	few	ADJ
aiti-12682	134	10	parameters	parameter	NOUN
aiti-12682	134	11	in	in	ADP
aiti-12682	134	12	every	every	DET
aiti-12682	134	13	performance	performance	NOUN
aiti-12682	134	14	metric	metric	ADJ
aiti-12682	134	15	.	.	PUNCT
aiti-12682	135	1	hence	hence	ADV
aiti-12682	135	2	,	,	PUNCT
aiti-12682	135	3	despite	despite	SCONJ
aiti-12682	135	4	its	its	PRON
aiti-12682	135	5	simpler	simple	ADJ
aiti-12682	135	6	architecture	architecture	NOUN
aiti-12682	135	7	,	,	PUNCT
aiti-12682	135	8	the	the	DET
aiti-12682	135	9	model	model	NOUN
aiti-12682	135	10	was	be	AUX
aiti-12682	135	11	competitive	competitive	ADJ
aiti-12682	135	12	with	with	ADP
aiti-12682	135	13	yolov4	yolov4	NOUN
aiti-12682	135	14	-	-	PUNCT
aiti-12682	135	15	tiny	tiny	ADJ
aiti-12682	135	16	.	.	PUNCT
aiti-12682	136	1	in	in	ADP
aiti-12682	136	2	summary	summary	NOUN
aiti-12682	136	3	,	,	PUNCT
aiti-12682	136	4	the	the	DET
aiti-12682	136	5	experimental	experimental	ADJ
aiti-12682	136	6	results	result	NOUN
aiti-12682	136	7	substantiate	substantiate	VERB
aiti-12682	136	8	the	the	DET
aiti-12682	136	9	efficacy	efficacy	NOUN
aiti-12682	136	10	of	of	ADP
aiti-12682	136	11	the	the	DET
aiti-12682	136	12	proposed	propose	VERB
aiti-12682	136	13	modifications	modification	NOUN
aiti-12682	136	14	to	to	ADP
aiti-12682	136	15	yolov4	yolov4	NOUN
aiti-12682	136	16	-	-	PUNCT
aiti-12682	136	17	tiny	tiny	ADJ
aiti-12682	136	18	.	.	PUNCT
aiti-12682	137	1	the	the	DET
aiti-12682	137	2	achieved	achieve	VERB
aiti-12682	137	3	precision	precision	NOUN
aiti-12682	137	4	,	,	PUNCT
aiti-12682	137	5	recall	recall	NOUN
aiti-12682	137	6	,	,	PUNCT
aiti-12682	137	7	and	and	CCONJ
aiti-12682	137	8	map	map	VERB
aiti-12682	137	9	improvements	improvement	NOUN
aiti-12682	137	10	highlight	highlight	VERB
aiti-12682	137	11	the	the	DET
aiti-12682	137	12	proposed	propose	VERB
aiti-12682	137	13	model	model	NOUN
aiti-12682	137	14	’s	’s	PART
aiti-12682	137	15	enhanced	enhance	VERB
aiti-12682	137	16	object	object	NOUN
aiti-12682	137	17	detection	detection	NOUN
aiti-12682	137	18	capabilities	capability	NOUN
aiti-12682	137	19	.	.	PUNCT
aiti-12682	138	1	the	the	DET
aiti-12682	138	2	reduction	reduction	NOUN
aiti-12682	138	3	in	in	ADP
aiti-12682	138	4	computational	computational	ADJ
aiti-12682	138	5	costs	cost	NOUN
aiti-12682	138	6	,	,	PUNCT
aiti-12682	138	7	parameter	parameter	NOUN
aiti-12682	138	8	size	size	NOUN
aiti-12682	138	9	,	,	PUNCT
aiti-12682	138	10	and	and	CCONJ
aiti-12682	138	11	gflops	gflop	NOUN
aiti-12682	138	12	demonstrate	demonstrate	VERB
aiti-12682	138	13	the	the	DET
aiti-12682	138	14	efficiency	efficiency	NOUN
aiti-12682	138	15	of	of	ADP
aiti-12682	138	16	the	the	DET
aiti-12682	138	17	modified	modify	VERB
aiti-12682	138	18	architecture	architecture	NOUN
aiti-12682	138	19	.	.	PUNCT
aiti-12682	139	1	5	5	X
aiti-12682	139	2	.	.	X
aiti-12682	139	3	conclusions	conclusion	NOUN
aiti-12682	139	4	a	a	DET
aiti-12682	139	5	modified	modified	ADJ
aiti-12682	139	6	yolov4	yolov4	NOUN
aiti-12682	139	7	-	-	PUNCT
aiti-12682	139	8	tiny	tiny	ADJ
aiti-12682	139	9	architecture	architecture	NOUN
aiti-12682	139	10	was	be	AUX
aiti-12682	139	11	developed	develop	VERB
aiti-12682	139	12	by	by	ADP
aiti-12682	139	13	incorporating	incorporate	VERB
aiti-12682	139	14	fire	fire	NOUN
aiti-12682	139	15	and	and	CCONJ
aiti-12682	139	16	spp	spp	NOUN
aiti-12682	139	17	modules	module	NOUN
aiti-12682	139	18	to	to	PART
aiti-12682	139	19	replace	replace	VERB
aiti-12682	139	20	some	some	DET
aiti-12682	139	21	cbl	cbl	NOUN
aiti-12682	139	22	modules	module	NOUN
aiti-12682	139	23	,	,	PUNCT
aiti-12682	139	24	greatly	greatly	ADV
aiti-12682	139	25	reducing	reduce	VERB
aiti-12682	139	26	the	the	DET
aiti-12682	139	27	parameter	parameter	NOUN
aiti-12682	139	28	count	count	NOUN
aiti-12682	139	29	while	while	SCONJ
aiti-12682	139	30	maintaining	maintain	VERB
aiti-12682	139	31	competitive	competitive	ADJ
aiti-12682	139	32	performance	performance	NOUN
aiti-12682	139	33	.	.	PUNCT
aiti-12682	140	1	including	include	VERB
aiti-12682	140	2	the	the	DET
aiti-12682	140	3	spp	spp	NOUN
aiti-12682	140	4	module	module	NOUN
aiti-12682	140	5	enhanced	enhance	VERB
aiti-12682	140	6	feature	feature	NOUN
aiti-12682	140	7	extraction	extraction	NOUN
aiti-12682	140	8	across	across	ADP
aiti-12682	140	9	different	different	ADJ
aiti-12682	140	10	scales	scale	NOUN
aiti-12682	140	11	.	.	PUNCT
aiti-12682	141	1	in	in	ADP
aiti-12682	141	2	experiments	experiment	NOUN
aiti-12682	141	3	,	,	PUNCT
aiti-12682	141	4	the	the	DET
aiti-12682	141	5	modified	modified	ADJ
aiti-12682	141	6	architecture	architecture	NOUN
aiti-12682	141	7	achieved	achieve	VERB
aiti-12682	141	8	training	training	NOUN
aiti-12682	141	9	and	and	CCONJ
aiti-12682	141	10	testing	testing	NOUN
aiti-12682	141	11	maps	map	NOUN
aiti-12682	141	12	that	that	PRON
aiti-12682	141	13	were	be	AUX
aiti-12682	141	14	4.1	4.1	NUM
aiti-12682	141	15	%	%	NOUN
aiti-12682	141	16	and	and	CCONJ
aiti-12682	141	17	1.59	1.59	NUM
aiti-12682	141	18	%	%	NOUN
aiti-12682	141	19	higher	high	ADJ
aiti-12682	141	20	,	,	PUNCT
aiti-12682	141	21	respectively	respectively	ADV
aiti-12682	141	22	,	,	PUNCT
aiti-12682	141	23	than	than	ADP
aiti-12682	141	24	the	the	DET
aiti-12682	141	25	unmodified	unmodified	ADJ
aiti-12682	141	26	yolov4	yolov4	NOUN
aiti-12682	141	27	-	-	PUNCT
aiti-12682	141	28	tiny	tiny	ADJ
aiti-12682	141	29	architecture	architecture	NOUN
aiti-12682	141	30	.	.	PUNCT
aiti-12682	142	1	these	these	DET
aiti-12682	142	2	findings	finding	NOUN
aiti-12682	142	3	indicate	indicate	VERB
aiti-12682	142	4	that	that	SCONJ
aiti-12682	142	5	the	the	DET
aiti-12682	142	6	proposed	propose	VERB
aiti-12682	142	7	approach	approach	NOUN
aiti-12682	142	8	can	can	AUX
aiti-12682	142	9	achieve	achieve	VERB
aiti-12682	142	10	a	a	DET
aiti-12682	142	11	superior	superior	ADJ
aiti-12682	142	12	trade	trade	NOUN
aiti-12682	142	13	-	-	PUNCT
aiti-12682	142	14	off	off	NOUN
aiti-12682	142	15	between	between	ADP
aiti-12682	142	16	accuracy	accuracy	NOUN
aiti-12682	142	17	and	and	CCONJ
aiti-12682	142	18	computational	computational	ADJ
aiti-12682	142	19	cost	cost	NOUN
aiti-12682	142	20	relative	relative	ADJ
aiti-12682	142	21	to	to	ADP
aiti-12682	142	22	the	the	DET
aiti-12682	142	23	original	original	ADJ
aiti-12682	142	24	network	network	NOUN
aiti-12682	142	25	;	;	PUNCT
aiti-12682	142	26	hence	hence	ADV
aiti-12682	142	27	,	,	PUNCT
aiti-12682	142	28	it	it	PRON
aiti-12682	142	29	is	be	AUX
aiti-12682	142	30	a	a	DET
aiti-12682	142	31	compelling	compelling	ADJ
aiti-12682	142	32	solution	solution	NOUN
aiti-12682	142	33	for	for	ADP
aiti-12682	142	34	efficient	efficient	ADJ
aiti-12682	142	35	object	object	NOUN
aiti-12682	142	36	detection	detection	NOUN
aiti-12682	142	37	on	on	ADP
aiti-12682	142	38	resource	resource	NOUN
aiti-12682	142	39	-	-	PUNCT
aiti-12682	142	40	constrained	constrain	VERB
aiti-12682	142	41	devices	device	NOUN
aiti-12682	142	42	,	,	PUNCT
aiti-12682	142	43	such	such	ADJ
aiti-12682	142	44	as	as	ADP
aiti-12682	142	45	autonomous	autonomous	ADJ
aiti-12682	142	46	driving	driving	NOUN
aiti-12682	142	47	,	,	PUNCT
aiti-12682	142	48	surveillance	surveillance	NOUN
aiti-12682	142	49	systems	system	NOUN
aiti-12682	142	50	,	,	PUNCT
aiti-12682	142	51	and	and	CCONJ
aiti-12682	142	52	other	other	ADJ
aiti-12682	142	53	mobile	mobile	ADJ
aiti-12682	142	54	applications	application	NOUN
aiti-12682	142	55	with	with	ADP
aiti-12682	142	56	edge	edge	NOUN
aiti-12682	142	57	devices	device	NOUN
aiti-12682	142	58	.	.	PUNCT
aiti-12682	143	1	future	future	ADJ
aiti-12682	143	2	studies	study	NOUN
aiti-12682	143	3	could	could	AUX
aiti-12682	143	4	further	far	ADV
aiti-12682	143	5	optimize	optimize	VERB
aiti-12682	143	6	the	the	DET
aiti-12682	143	7	network	network	NOUN
aiti-12682	143	8	by	by	ADP
aiti-12682	143	9	integrating	integrate	VERB
aiti-12682	143	10	additional	additional	ADJ
aiti-12682	143	11	lightweight	lightweight	ADJ
aiti-12682	143	12	modules	module	NOUN
aiti-12682	143	13	or	or	CCONJ
aiti-12682	143	14	investigating	investigate	VERB
aiti-12682	143	15	alternative	alternative	ADJ
aiti-12682	143	16	techniques	technique	NOUN
aiti-12682	143	17	to	to	PART
aiti-12682	143	18	enhance	enhance	VERB
aiti-12682	143	19	computational	computational	ADJ
aiti-12682	143	20	efficiency	efficiency	NOUN
aiti-12682	143	21	while	while	SCONJ
aiti-12682	143	22	preserving	preserve	VERB
aiti-12682	143	23	accuracy	accuracy	NOUN
aiti-12682	143	24	.	.	PUNCT
aiti-12682	144	1	additionally	additionally	ADV
aiti-12682	144	2	,	,	PUNCT
aiti-12682	144	3	the	the	DET
aiti-12682	144	4	performance	performance	NOUN
aiti-12682	144	5	of	of	ADP
aiti-12682	144	6	the	the	DET
aiti-12682	144	7	modified	modify	VERB
aiti-12682	144	8	model	model	NOUN
aiti-12682	144	9	could	could	AUX
aiti-12682	144	10	be	be	AUX
aiti-12682	144	11	evaluated	evaluate	VERB
aiti-12682	144	12	on	on	ADP
aiti-12682	144	13	diverse	diverse	ADJ
aiti-12682	144	14	datasets	dataset	NOUN
aiti-12682	144	15	,	,	PUNCT
aiti-12682	144	16	and	and	CCONJ
aiti-12682	144	17	its	its	PRON
aiti-12682	144	18	scalability	scalability	NOUN
aiti-12682	144	19	for	for	ADP
aiti-12682	144	20	larger	large	ADJ
aiti-12682	144	21	applications	application	NOUN
aiti-12682	144	22	could	could	AUX
aiti-12682	144	23	be	be	AUX
aiti-12682	144	24	assessed	assess	VERB
aiti-12682	144	25	.	.	PUNCT
aiti-12682	145	1	advances	advance	NOUN
aiti-12682	145	2	in	in	ADP
aiti-12682	145	3	technology	technology	NOUN
aiti-12682	145	4	innovation	innovation	NOUN
aiti-12682	145	5	,	,	PUNCT
aiti-12682	145	6	vol	vol	NOUN
aiti-12682	145	7	.	.	PROPN
aiti-12682	145	8	9	9	NUM
aiti-12682	145	9	,	,	PUNCT
aiti-12682	145	10	no	no	INTJ
aiti-12682	145	11	.	.	NOUN
aiti-12682	145	12	1	1	NUM
aiti-12682	145	13	,	,	PUNCT
aiti-12682	145	14	2024	2024	NUM
aiti-12682	145	15	,	,	PUNCT
aiti-12682	145	16	pp	pp	ADV
aiti-12682	145	17	.	.	PUNCT
aiti-12682	146	1	42	42	NUM
aiti-12682	146	2	-	-	SYM
aiti-12682	146	3	49	49	NUM
aiti-12682	146	4	49	49	NUM
aiti-12682	146	5	conflicts	conflict	NOUN
aiti-12682	146	6	of	of	ADP
aiti-12682	146	7	interest	interest	NOUN
aiti-12682	146	8	the	the	DET
aiti-12682	146	9	authors	author	NOUN
aiti-12682	146	10	declare	declare	VERB
aiti-12682	146	11	no	no	DET
aiti-12682	146	12	conflict	conflict	NOUN
aiti-12682	146	13	of	of	ADP
aiti-12682	146	14	interest	interest	NOUN
aiti-12682	146	15	.	.	PUNCT
aiti-12682	147	1	references	reference	NOUN
aiti-12682	147	2	[	[	X
aiti-12682	147	3	1	1	NUM
aiti-12682	147	4	]	]	PUNCT
aiti-12682	147	5	m.	m.	NOUN
aiti-12682	147	6	s.	s.	PROPN
aiti-12682	147	7	b.	b.	PROPN
aiti-12682	147	8	hossain	hossain	PROPN
aiti-12682	147	9	,	,	PUNCT
aiti-12682	147	10	j.	j.	PROPN
aiti-12682	147	11	dranetz	dranetz	PROPN
aiti-12682	147	12	,	,	PUNCT
aiti-12682	147	13	h.	h.	PROPN
aiti-12682	147	14	choi	choi	PROPN
aiti-12682	147	15	,	,	PUNCT
aiti-12682	147	16	and	and	CCONJ
aiti-12682	147	17	z.	z.	PROPN
aiti-12682	147	18	guo	guo	PROPN
aiti-12682	147	19	,	,	PUNCT
aiti-12682	147	20	“	"	PUNCT
aiti-12682	147	21	deepbbwae	deepbbwae	NOUN
aiti-12682	147	22	-	-	PUNCT
aiti-12682	147	23	net	net	NOUN
aiti-12682	147	24	:	:	PUNCT
aiti-12682	147	25	a	a	DET
aiti-12682	147	26	cnn	cnn	PROPN
aiti-12682	147	27	-	-	PUNCT
aiti-12682	147	28	rnn	rnn	PROPN
aiti-12682	147	29	based	base	VERB
aiti-12682	147	30	deep	deep	ADJ
aiti-12682	147	31	superlearner	superlearner	NOUN
aiti-12682	147	32	for	for	ADP
aiti-12682	147	33	estimating	estimate	VERB
aiti-12682	147	34	lower	low	ADJ
aiti-12682	147	35	extremity	extremity	NOUN
aiti-12682	147	36	sagittal	sagittal	ADJ
aiti-12682	147	37	plane	plane	NOUN
aiti-12682	147	38	joint	joint	ADJ
aiti-12682	147	39	kinematics	kinematic	NOUN
aiti-12682	147	40	using	use	VERB
aiti-12682	147	41	shoe	shoe	NOUN
aiti-12682	147	42	-	-	PUNCT
aiti-12682	147	43	mounted	mount	VERB
aiti-12682	147	44	imu	imu	NOUN
aiti-12682	147	45	sensors	sensor	NOUN
aiti-12682	147	46	in	in	ADP
aiti-12682	147	47	daily	daily	ADJ
aiti-12682	147	48	living	living	NOUN
aiti-12682	147	49	,	,	PUNCT
aiti-12682	147	50	”	"	PUNCT
aiti-12682	147	51	ieee	ieee	NOUN
aiti-12682	147	52	journal	journal	NOUN
aiti-12682	147	53	of	of	ADP
aiti-12682	147	54	biomedical	biomedical	ADJ
aiti-12682	147	55	and	and	CCONJ
aiti-12682	147	56	health	health	NOUN
aiti-12682	147	57	informatics	informatic	NOUN
aiti-12682	147	58	,	,	PUNCT
aiti-12682	147	59	vol	vol	NOUN
aiti-12682	147	60	.	.	PROPN
aiti-12682	147	61	26	26	NUM
aiti-12682	147	62	,	,	PUNCT
aiti-12682	147	63	no	no	INTJ
aiti-12682	147	64	.	.	NOUN
aiti-12682	147	65	8	8	NUM
aiti-12682	147	66	,	,	PUNCT
aiti-12682	147	67	pp	pp	ADJ
aiti-12682	147	68	.	.	PUNCT
aiti-12682	147	69	3906	3906	NUM
aiti-12682	147	70	-	-	SYM
aiti-12682	147	71	3917	3917	NUM
aiti-12682	147	72	,	,	PUNCT
aiti-12682	147	73	august	august	PROPN
aiti-12682	147	74	2022	2022	NUM
aiti-12682	147	75	.	.	PUNCT
aiti-12682	148	1	[	[	X
aiti-12682	148	2	2	2	X
aiti-12682	148	3	]	]	PUNCT
aiti-12682	148	4	s.	s.	PROPN
aiti-12682	148	5	s.	s.	PROPN
aiti-12682	148	6	islam	islam	PROPN
aiti-12682	148	7	,	,	PUNCT
aiti-12682	148	8	e.	e.	PROPN
aiti-12682	148	9	k.	k.	PROPN
aiti-12682	148	10	dey	dey	PROPN
aiti-12682	148	11	,	,	PUNCT
aiti-12682	148	12	m.	m.	PROPN
aiti-12682	148	13	n.	n.	PROPN
aiti-12682	148	14	a.	a.	PROPN
aiti-12682	148	15	tawhid	tawhid	PROPN
aiti-12682	148	16	,	,	PUNCT
aiti-12682	148	17	and	and	CCONJ
aiti-12682	148	18	b.	b.	PROPN
aiti-12682	148	19	m.	m.	PROPN
aiti-12682	148	20	m.	m.	PROPN
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aiti-12682	148	22	,	,	PUNCT
aiti-12682	148	23	“	"	PUNCT
aiti-12682	148	24	a	a	DET
aiti-12682	148	25	cnn	cnn	PROPN
aiti-12682	148	26	based	base	VERB
aiti-12682	148	27	approach	approach	NOUN
aiti-12682	148	28	for	for	ADP
aiti-12682	148	29	garments	garment	NOUN
aiti-12682	148	30	texture	texture	NOUN
aiti-12682	148	31	design	design	NOUN
aiti-12682	148	32	classification	classification	NOUN
aiti-12682	148	33	,	,	PUNCT
aiti-12682	148	34	”	"	PUNCT
aiti-12682	148	35	advances	advance	NOUN
aiti-12682	148	36	in	in	ADP
aiti-12682	148	37	technology	technology	NOUN
aiti-12682	148	38	innovation	innovation	NOUN
aiti-12682	148	39	,	,	PUNCT
aiti-12682	148	40	vol	vol	NOUN
aiti-12682	148	41	.	.	PROPN
aiti-12682	149	1	2	2	NUM
aiti-12682	149	2	,	,	PUNCT
aiti-12682	149	3	no	no	INTJ
aiti-12682	149	4	.	.	NOUN
aiti-12682	149	5	4	4	NUM
aiti-12682	149	6	,	,	PUNCT
aiti-12682	149	7	pp	pp	ADJ
aiti-12682	149	8	.	.	PUNCT
aiti-12682	150	1	119	119	NUM
aiti-12682	150	2	-	-	SYM
aiti-12682	150	3	125	125	NUM
aiti-12682	150	4	,	,	PUNCT
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aiti-12682	150	7	.	.	PUNCT
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aiti-12682	151	2	3	3	X
aiti-12682	151	3	]	]	PUNCT
aiti-12682	151	4	s.	s.	PROPN
aiti-12682	151	5	ren	ren	PROPN
aiti-12682	151	6	,	,	PUNCT
aiti-12682	151	7	k.	k.	PROPN
aiti-12682	152	1	he	he	PRON
aiti-12682	152	2	,	,	PUNCT
aiti-12682	152	3	r.	r.	PROPN
aiti-12682	152	4	girshick	girshick	PROPN
aiti-12682	152	5	,	,	PUNCT
aiti-12682	152	6	and	and	CCONJ
aiti-12682	152	7	j.	j.	PROPN
aiti-12682	152	8	sun	sun	PROPN
aiti-12682	152	9	,	,	PUNCT
aiti-12682	152	10	“	"	PUNCT
aiti-12682	152	11	faster	fast	ADJ
aiti-12682	152	12	r	r	NOUN
aiti-12682	152	13	-	-	PUNCT
aiti-12682	152	14	cnn	cnn	NOUN
aiti-12682	152	15	:	:	PUNCT
aiti-12682	152	16	towards	towards	ADP
aiti-12682	152	17	real	real	ADJ
aiti-12682	152	18	-	-	PUNCT
aiti-12682	152	19	time	time	NOUN
aiti-12682	152	20	object	object	NOUN
aiti-12682	152	21	detection	detection	NOUN
aiti-12682	152	22	with	with	ADP
aiti-12682	152	23	region	region	NOUN
aiti-12682	152	24	proposal	proposal	NOUN
aiti-12682	152	25	networks	network	NOUN
aiti-12682	152	26	,	,	PUNCT
aiti-12682	152	27	”	"	PUNCT
aiti-12682	152	28	ieee	ieee	NOUN
aiti-12682	152	29	transactions	transaction	NOUN
aiti-12682	152	30	on	on	ADP
aiti-12682	152	31	pattern	pattern	NOUN
aiti-12682	152	32	analysis	analysis	NOUN
aiti-12682	152	33	and	and	CCONJ
aiti-12682	152	34	machine	machine	NOUN
aiti-12682	152	35	intelligence	intelligence	NOUN
aiti-12682	152	36	,	,	PUNCT
aiti-12682	152	37	vol	vol	NOUN
aiti-12682	152	38	.	.	PROPN
aiti-12682	152	39	39	39	NUM
aiti-12682	152	40	,	,	PUNCT
aiti-12682	152	41	no	no	INTJ
aiti-12682	152	42	.	.	NOUN
aiti-12682	152	43	6	6	NUM
aiti-12682	152	44	,	,	PUNCT
aiti-12682	152	45	pp	pp	ADJ
aiti-12682	152	46	.	.	PUNCT
aiti-12682	152	47	1137	1137	NUM
aiti-12682	152	48	-	-	SYM
aiti-12682	152	49	1149	1149	NUM
aiti-12682	152	50	,	,	PUNCT
aiti-12682	152	51	june	june	PROPN
aiti-12682	152	52	2017	2017	NUM
aiti-12682	152	53	.	.	PUNCT
aiti-12682	153	1	[	[	X
aiti-12682	153	2	4	4	X
aiti-12682	153	3	]	]	PUNCT
aiti-12682	153	4	w.	w.	PROPN
aiti-12682	153	5	wu	wu	PROPN
aiti-12682	153	6	,	,	PUNCT
aiti-12682	153	7	y.	y.	PROPN
aiti-12682	153	8	yin	yin	PROPN
aiti-12682	153	9	,	,	PUNCT
aiti-12682	153	10	x.	x.	PROPN
aiti-12682	153	11	wang	wang	PROPN
aiti-12682	153	12	,	,	PUNCT
aiti-12682	153	13	and	and	CCONJ
aiti-12682	153	14	d.	d.	PROPN
aiti-12682	153	15	xu	xu	PROPN
aiti-12682	153	16	,	,	PUNCT
aiti-12682	153	17	“	"	PUNCT
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aiti-12682	153	20	with	with	ADP
aiti-12682	153	21	different	different	ADJ
aiti-12682	153	22	scales	scale	NOUN
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aiti-12682	153	24	on	on	ADP
aiti-12682	153	25	faster	fast	ADJ
aiti-12682	153	26	r	r	NOUN
aiti-12682	153	27	-	-	PUNCT
aiti-12682	153	28	cnn	cnn	PROPN
aiti-12682	153	29	,	,	PUNCT
aiti-12682	153	30	”	"	PUNCT
aiti-12682	153	31	ieee	ieee	NOUN
aiti-12682	153	32	transactions	transaction	NOUN
aiti-12682	153	33	on	on	ADP
aiti-12682	153	34	cybernetics	cybernetic	NOUN
aiti-12682	153	35	,	,	PUNCT
aiti-12682	153	36	vol	vol	NOUN
aiti-12682	153	37	.	.	PROPN
aiti-12682	153	38	49	49	NUM
aiti-12682	153	39	,	,	PUNCT
aiti-12682	153	40	no	no	INTJ
aiti-12682	153	41	.	.	NOUN
aiti-12682	153	42	11	11	NUM
aiti-12682	153	43	,	,	PUNCT
aiti-12682	153	44	pp	pp	ADJ
aiti-12682	153	45	.	.	PUNCT
aiti-12682	154	1	4017	4017	NUM
aiti-12682	154	2	-	-	SYM
aiti-12682	154	3	4028	4028	NUM
aiti-12682	154	4	,	,	PUNCT
aiti-12682	154	5	november	november	PROPN
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aiti-12682	154	7	.	.	PUNCT
aiti-12682	155	1	[	[	X
aiti-12682	155	2	5	5	NUM
aiti-12682	155	3	]	]	PUNCT
aiti-12682	155	4	x.	x.	NOUN
aiti-12682	155	5	bi	bi	PROPN
aiti-12682	155	6	,	,	PUNCT
aiti-12682	155	7	j.	j.	PROPN
aiti-12682	155	8	hu	hu	PROPN
aiti-12682	155	9	,	,	PUNCT
aiti-12682	155	10	b.	b.	PROPN
aiti-12682	155	11	xiao	xiao	PROPN
aiti-12682	155	12	,	,	PUNCT
aiti-12682	155	13	w.	w.	PROPN
aiti-12682	155	14	li	li	PROPN
aiti-12682	155	15	,	,	PUNCT
aiti-12682	155	16	and	and	CCONJ
aiti-12682	155	17	x.	x.	NOUN
aiti-12682	155	18	gao	gao	PROPN
aiti-12682	155	19	,	,	PUNCT
aiti-12682	155	20	“	"	PUNCT
aiti-12682	155	21	iemask	iemask	NOUN
aiti-12682	155	22	r	r	PROPN
aiti-12682	155	23	-	-	PUNCT
aiti-12682	155	24	cnn	cnn	NOUN
aiti-12682	155	25	:	:	PUNCT
aiti-12682	155	26	information	information	NOUN
aiti-12682	155	27	-	-	PUNCT
aiti-12682	155	28	enhanced	enhance	VERB
aiti-12682	155	29	mask	mask	NOUN
aiti-12682	155	30	r	r	NOUN
aiti-12682	155	31	-	-	PUNCT
aiti-12682	155	32	cnn	cnn	PROPN
aiti-12682	155	33	,	,	PUNCT
aiti-12682	155	34	”	"	PUNCT
aiti-12682	155	35	ieee	ieee	NOUN
aiti-12682	155	36	transactions	transaction	NOUN
aiti-12682	155	37	on	on	ADP
aiti-12682	155	38	big	big	ADJ
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aiti-12682	155	40	,	,	PUNCT
aiti-12682	155	41	vol	vol	NOUN
aiti-12682	155	42	.	.	PROPN
aiti-12682	155	43	9	9	NUM
aiti-12682	155	44	,	,	PUNCT
aiti-12682	155	45	no	no	INTJ
aiti-12682	155	46	.	.	NOUN
aiti-12682	155	47	2	2	NUM
aiti-12682	155	48	,	,	PUNCT
aiti-12682	155	49	pp	pp	ADJ
aiti-12682	155	50	.	.	PUNCT
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aiti-12682	156	2	-	-	SYM
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aiti-12682	156	4	,	,	PUNCT
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aiti-12682	156	7	.	.	PUNCT
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aiti-12682	157	2	6	6	NUM
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aiti-12682	157	4	w.	w.	PROPN
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aiti-12682	157	6	,	,	PUNCT
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aiti-12682	157	9	,	,	PUNCT
aiti-12682	157	10	d.	d.	PROPN
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aiti-12682	157	16	s.	s.	PROPN
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aiti-12682	157	18	,	,	PUNCT
aiti-12682	157	19	c.	c.	PROPN
aiti-12682	157	20	y.	y.	PROPN
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aiti-12682	157	26	,	,	PUNCT
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aiti-12682	157	28	ssd	ssd	NOUN
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aiti-12682	157	30	single	single	ADJ
aiti-12682	157	31	shot	shot	PROPN
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aiti-12682	157	33	detector	detector	NOUN
aiti-12682	157	34	,	,	PUNCT
aiti-12682	157	35	”	"	PUNCT
aiti-12682	157	36	computer	computer	NOUN
aiti-12682	157	37	vision	vision	NOUN
aiti-12682	157	38	–	–	PUNCT
aiti-12682	157	39	eccv	eccv	ADV
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aiti-12682	157	41	:	:	PUNCT
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aiti-12682	157	45	on	on	ADP
aiti-12682	157	46	computer	computer	NOUN
aiti-12682	157	47	vision	vision	NOUN
aiti-12682	157	48	,	,	PUNCT
aiti-12682	157	49	pp	pp	ADP
aiti-12682	157	50	.	.	PUNCT
aiti-12682	157	51	21	21	NUM
aiti-12682	157	52	-	-	SYM
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aiti-12682	157	54	,	,	PUNCT
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aiti-12682	157	57	.	.	PUNCT
aiti-12682	158	1	[	[	X
aiti-12682	158	2	7	7	X
aiti-12682	158	3	]	]	PUNCT
aiti-12682	158	4	k.	k.	PROPN
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aiti-12682	158	16	w.	w.	PROPN
aiti-12682	158	17	j.	j.	PROPN
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aiti-12682	158	20	and	and	CCONJ
aiti-12682	158	21	c.	c.	PROPN
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aiti-12682	158	24	,	,	PUNCT
aiti-12682	158	25	“	"	PUNCT
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aiti-12682	158	40	,	,	PUNCT
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aiti-12682	158	46	technology	technology	NOUN
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aiti-12682	158	48	,	,	PUNCT
aiti-12682	158	49	vol	vol	NOUN
aiti-12682	158	50	.	.	PROPN
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aiti-12682	158	52	,	,	PUNCT
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aiti-12682	158	54	.	.	PUNCT
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aiti-12682	159	2	-	-	SYM
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aiti-12682	159	4	,	,	PUNCT
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aiti-12682	159	7	.	.	PUNCT
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aiti-12682	160	6	,	,	PUNCT
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aiti-12682	160	9	,	,	PUNCT
aiti-12682	160	10	j.	j.	PROPN
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aiti-12682	160	12	,	,	PUNCT
aiti-12682	160	13	e.	e.	PROPN
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aiti-12682	160	17	m.	m.	PROPN
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aiti-12682	160	19	,	,	PUNCT
aiti-12682	160	20	“	"	PUNCT
aiti-12682	160	21	object	object	NOUN
aiti-12682	160	22	detection	detection	NOUN
aiti-12682	160	23	in	in	ADP
aiti-12682	160	24	complex	complex	ADJ
aiti-12682	160	25	road	road	NOUN
aiti-12682	160	26	scenarios	scenario	NOUN
aiti-12682	160	27	:	:	PUNCT
aiti-12682	160	28	improved	improve	VERB
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aiti-12682	160	30	-	-	PUNCT
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aiti-12682	160	33	,	,	PUNCT
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aiti-12682	160	35	2nd	2nd	ADJ
aiti-12682	160	36	information	information	NOUN
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aiti-12682	160	38	technologies	technology	NOUN
aiti-12682	160	39	conference	conference	NOUN
aiti-12682	160	40	,	,	PUNCT
aiti-12682	160	41	pp	pp	X
aiti-12682	160	42	.	.	PUNCT
aiti-12682	161	1	75	75	NUM
aiti-12682	161	2	-	-	SYM
aiti-12682	161	3	80	80	NUM
aiti-12682	161	4	,	,	PUNCT
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aiti-12682	161	7	.	.	PUNCT
aiti-12682	162	1	[	[	X
aiti-12682	162	2	9	9	NUM
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aiti-12682	162	19	,	,	PUNCT
aiti-12682	162	20	”	"	PUNCT
aiti-12682	162	21	ieee	ieee	NOUN
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aiti-12682	162	25	(	(	PUNCT
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aiti-12682	162	28	,	,	PUNCT
aiti-12682	162	29	pp	pp	PROPN
aiti-12682	162	30	.	.	PUNCT
aiti-12682	163	1	552	552	NUM
aiti-12682	163	2	-	-	SYM
aiti-12682	163	3	555	555	NUM
aiti-12682	163	4	,	,	PUNCT
aiti-12682	163	5	june	june	PROPN
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aiti-12682	163	7	.	.	PUNCT
aiti-12682	164	1	[	[	X
aiti-12682	164	2	10	10	NUM
aiti-12682	164	3	]	]	PUNCT
aiti-12682	164	4	s.	s.	PROPN
aiti-12682	164	5	chen	chen	PROPN
aiti-12682	164	6	and	and	CCONJ
aiti-12682	164	7	w.	w.	PROPN
aiti-12682	164	8	lin	lin	PROPN
aiti-12682	164	9	,	,	PUNCT
aiti-12682	164	10	“	"	PUNCT
aiti-12682	164	11	embedded	embed	VERB
aiti-12682	164	12	system	system	NOUN
aiti-12682	164	13	real	real	ADJ
aiti-12682	164	14	-	-	PUNCT
aiti-12682	164	15	time	time	NOUN
aiti-12682	164	16	vehicle	vehicle	NOUN
aiti-12682	164	17	detection	detection	NOUN
aiti-12682	164	18	based	base	VERB
aiti-12682	164	19	on	on	ADP
aiti-12682	164	20	improved	improve	VERB
aiti-12682	164	21	yolo	yolo	ADJ
aiti-12682	164	22	network	network	NOUN
aiti-12682	164	23	,	,	PUNCT
aiti-12682	164	24	”	"	PUNCT
aiti-12682	164	25	3rd	3rd	ADJ
aiti-12682	164	26	advanced	advanced	ADJ
aiti-12682	164	27	information	information	NOUN
aiti-12682	164	28	management	management	NOUN
aiti-12682	164	29	,	,	PUNCT
aiti-12682	164	30	communicates	communicate	VERB
aiti-12682	164	31	,	,	PUNCT
aiti-12682	164	32	electronic	electronic	ADJ
aiti-12682	164	33	and	and	CCONJ
aiti-12682	164	34	automation	automation	NOUN
aiti-12682	164	35	control	control	NOUN
aiti-12682	164	36	conference	conference	PROPN
aiti-12682	164	37	,	,	PUNCT
aiti-12682	164	38	pp	pp	ADP
aiti-12682	164	39	.	.	PUNCT
aiti-12682	165	1	1400	1400	NUM
aiti-12682	165	2	-	-	SYM
aiti-12682	165	3	1403	1403	NUM
aiti-12682	165	4	,	,	PUNCT
aiti-12682	165	5	october	october	PROPN
aiti-12682	165	6	2019	2019	NUM
aiti-12682	165	7	.	.	PUNCT
aiti-12682	166	1	[	[	X
aiti-12682	166	2	11	11	NUM
aiti-12682	166	3	]	]	X
aiti-12682	166	4	c.	c.	PROPN
aiti-12682	166	5	y.	y.	PROPN
aiti-12682	166	6	wang	wang	PROPN
aiti-12682	166	7	,	,	PUNCT
aiti-12682	166	8	a.	a.	NOUN
aiti-12682	166	9	bochkovskiy	bochkovskiy	PROPN
aiti-12682	166	10	,	,	PUNCT
aiti-12682	166	11	and	and	CCONJ
aiti-12682	166	12	h.	h.	PROPN
aiti-12682	166	13	y.	y.	PROPN
aiti-12682	166	14	m.	m.	PROPN
aiti-12682	166	15	liao	liao	PROPN
aiti-12682	166	16	,	,	PUNCT
aiti-12682	166	17	“	"	PUNCT
aiti-12682	166	18	scaled	scale	VERB
aiti-12682	166	19	-	-	PUNCT
aiti-12682	166	20	yolov4	yolov4	NOUN
aiti-12682	166	21	:	:	PUNCT
aiti-12682	166	22	scaling	scale	VERB
aiti-12682	166	23	cross	cross	ADJ
aiti-12682	166	24	stage	stage	NOUN
aiti-12682	166	25	partial	partial	ADJ
aiti-12682	166	26	network	network	NOUN
aiti-12682	166	27	,	,	PUNCT
aiti-12682	166	28	”	"	PUNCT
aiti-12682	166	29	ieee	ieee	NOUN
aiti-12682	166	30	/	/	SYM
aiti-12682	166	31	cvf	cvf	NOUN
aiti-12682	166	32	conference	conference	NOUN
aiti-12682	166	33	on	on	ADP
aiti-12682	166	34	computer	computer	NOUN
aiti-12682	166	35	vision	vision	NOUN
aiti-12682	166	36	and	and	CCONJ
aiti-12682	166	37	pattern	pattern	NOUN
aiti-12682	166	38	recognition	recognition	NOUN
aiti-12682	166	39	,	,	PUNCT
aiti-12682	166	40	pp	pp	PROPN
aiti-12682	166	41	.	.	PUNCT
aiti-12682	167	1	13029	13029	NUM
aiti-12682	167	2	-	-	SYM
aiti-12682	167	3	13038	13038	NUM
aiti-12682	167	4	,	,	PUNCT
aiti-12682	167	5	june	june	PROPN
aiti-12682	167	6	2021	2021	NUM
aiti-12682	167	7	.	.	PUNCT
aiti-12682	168	1	[	[	X
aiti-12682	168	2	12	12	NUM
aiti-12682	168	3	]	]	PUNCT
aiti-12682	168	4	f.	f.	PROPN
aiti-12682	168	5	n.	n.	PROPN
aiti-12682	168	6	iandola	iandola	PROPN
aiti-12682	168	7	,	,	PUNCT
aiti-12682	168	8	s.	s.	PROPN
aiti-12682	168	9	han	han	PROPN
aiti-12682	168	10	,	,	PUNCT
aiti-12682	168	11	m.	m.	PROPN
aiti-12682	168	12	w.	w.	PROPN
aiti-12682	168	13	moskewicz	moskewicz	PROPN
aiti-12682	168	14	,	,	PUNCT
aiti-12682	168	15	k.	k.	PROPN
aiti-12682	168	16	ashraf	ashraf	PROPN
aiti-12682	168	17	,	,	PUNCT
aiti-12682	168	18	w.	w.	PROPN
aiti-12682	168	19	j.	j.	PROPN
aiti-12682	168	20	dally	dally	PROPN
aiti-12682	168	21	,	,	PUNCT
aiti-12682	168	22	and	and	CCONJ
aiti-12682	168	23	k.	k.	PROPN
aiti-12682	168	24	keutzer	keutzer	PROPN
aiti-12682	168	25	,	,	PUNCT
aiti-12682	168	26	“	"	PUNCT
aiti-12682	168	27	squeezenet	squeezenet	NOUN
aiti-12682	168	28	:	:	PUNCT
aiti-12682	168	29	alexnet	alexnet	ADJ
aiti-12682	168	30	-	-	PUNCT
aiti-12682	168	31	level	level	NOUN
aiti-12682	168	32	accuracy	accuracy	NOUN
aiti-12682	168	33	with	with	ADP
aiti-12682	168	34	50x	50x	NUM
aiti-12682	168	35	fewer	few	ADJ
aiti-12682	168	36	parameters	parameter	NOUN
aiti-12682	168	37	and	and	CCONJ
aiti-12682	168	38	<	<	X
aiti-12682	168	39	0.5	0.5	NUM
aiti-12682	168	40	mb	mb	NOUN
aiti-12682	168	41	model	model	NOUN
aiti-12682	168	42	size	size	NOUN
aiti-12682	168	43	,	,	PUNCT
aiti-12682	168	44	”	"	PUNCT
aiti-12682	168	45	https://doi.org/10.48550/arxiv.1602.07360	https://doi.org/10.48550/arxiv.1602.07360	PROPN
aiti-12682	168	46	,	,	PUNCT
aiti-12682	168	47	november	november	PROPN
aiti-12682	168	48	04	04	NUM
aiti-12682	168	49	,	,	PUNCT
aiti-12682	168	50	2016	2016	NUM
aiti-12682	168	51	.	.	PUNCT
aiti-12682	169	1	[	[	X
aiti-12682	169	2	13	13	NUM
aiti-12682	169	3	]	]	PUNCT
aiti-12682	169	4	z.	z.	PROPN
aiti-12682	169	5	huang	huang	PROPN
aiti-12682	169	6	,	,	PUNCT
aiti-12682	169	7	j.	j.	PROPN
aiti-12682	169	8	wang	wang	PROPN
aiti-12682	169	9	,	,	PUNCT
aiti-12682	169	10	x.	x.	NOUN
aiti-12682	169	11	fu	fu	PROPN
aiti-12682	169	12	,	,	PUNCT
aiti-12682	169	13	t.	t.	PROPN
aiti-12682	169	14	yu	yu	PROPN
aiti-12682	169	15	,	,	PUNCT
aiti-12682	169	16	y.	y.	PROPN
aiti-12682	169	17	guo	guo	PROPN
aiti-12682	169	18	,	,	PUNCT
aiti-12682	169	19	and	and	CCONJ
aiti-12682	169	20	r.	r.	PROPN
aiti-12682	169	21	wang	wang	PROPN
aiti-12682	169	22	,	,	PUNCT
aiti-12682	169	23	“	"	PUNCT
aiti-12682	169	24	dc	dc	PROPN
aiti-12682	169	25	-	-	PUNCT
aiti-12682	169	26	spp	spp	NOUN
aiti-12682	169	27	-	-	PUNCT
aiti-12682	169	28	yolo	yolo	NOUN
aiti-12682	169	29	:	:	PUNCT
aiti-12682	169	30	dense	dense	ADJ
aiti-12682	169	31	connection	connection	NOUN
aiti-12682	169	32	and	and	CCONJ
aiti-12682	169	33	spatial	spatial	ADJ
aiti-12682	169	34	pyramid	pyramid	NOUN
aiti-12682	169	35	pooling	pool	VERB
aiti-12682	169	36	based	base	VERB
aiti-12682	169	37	yolo	yolo	ADV
aiti-12682	169	38	for	for	ADP
aiti-12682	169	39	object	object	NOUN
aiti-12682	169	40	detection	detection	NOUN
aiti-12682	169	41	,	,	PUNCT
aiti-12682	169	42	”	"	PUNCT
aiti-12682	169	43	information	information	NOUN
aiti-12682	169	44	sciences	science	NOUN
aiti-12682	169	45	,	,	PUNCT
aiti-12682	169	46	vol	vol	NOUN
aiti-12682	169	47	.	.	PUNCT
aiti-12682	170	1	522	522	NUM
aiti-12682	170	2	,	,	PUNCT
aiti-12682	170	3	pp	pp	ADJ
aiti-12682	170	4	.	.	PUNCT
aiti-12682	171	1	241	241	NUM
aiti-12682	171	2	-	-	SYM
aiti-12682	171	3	258	258	NUM
aiti-12682	171	4	,	,	PUNCT
aiti-12682	171	5	june	june	PROPN
aiti-12682	171	6	2020	2020	NUM
aiti-12682	171	7	.	.	PUNCT
aiti-12682	172	1	[	[	X
aiti-12682	172	2	14	14	NUM
aiti-12682	172	3	]	]	PUNCT
aiti-12682	172	4	j.	j.	PROPN
aiti-12682	172	5	redmon	redmon	PROPN
aiti-12682	172	6	,	,	PUNCT
aiti-12682	172	7	s.	s.	PROPN
aiti-12682	172	8	divvala	divvala	PROPN
aiti-12682	172	9	,	,	PUNCT
aiti-12682	172	10	r.	r.	PROPN
aiti-12682	172	11	girshick	girshick	PROPN
aiti-12682	172	12	,	,	PUNCT
aiti-12682	172	13	and	and	CCONJ
aiti-12682	172	14	a.	a.	NOUN
aiti-12682	172	15	farhadi	farhadi	NOUN
aiti-12682	172	16	,	,	PUNCT
aiti-12682	172	17	“	"	PUNCT
aiti-12682	172	18	you	you	PRON
aiti-12682	172	19	only	only	ADV
aiti-12682	172	20	look	look	VERB
aiti-12682	172	21	once	once	ADV
aiti-12682	172	22	:	:	PUNCT
aiti-12682	172	23	unified	unified	ADJ
aiti-12682	172	24	,	,	PUNCT
aiti-12682	172	25	real	real	ADJ
aiti-12682	172	26	-	-	PUNCT
aiti-12682	172	27	time	time	NOUN
aiti-12682	172	28	object	object	NOUN
aiti-12682	172	29	detection	detection	NOUN
aiti-12682	172	30	,	,	PUNCT
aiti-12682	172	31	”	"	PUNCT
aiti-12682	172	32	ieee	ieee	NOUN
aiti-12682	172	33	conference	conference	NOUN
aiti-12682	172	34	on	on	ADP
aiti-12682	172	35	computer	computer	NOUN
aiti-12682	172	36	vision	vision	NOUN
aiti-12682	172	37	and	and	CCONJ
aiti-12682	172	38	pattern	pattern	NOUN
aiti-12682	172	39	recognition	recognition	NOUN
aiti-12682	172	40	,	,	PUNCT
aiti-12682	172	41	pp	pp	PROPN
aiti-12682	172	42	.	.	PUNCT
aiti-12682	173	1	779	779	NUM
aiti-12682	173	2	-	-	SYM
aiti-12682	173	3	788	788	NUM
aiti-12682	173	4	,	,	PUNCT
aiti-12682	173	5	june	june	PROPN
aiti-12682	173	6	2016	2016	NUM
aiti-12682	173	7	.	.	PUNCT
aiti-12682	174	1	[	[	X
aiti-12682	174	2	15	15	NUM
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aiti-12682	174	4	j.	j.	PROPN
aiti-12682	174	5	redmon	redmon	PROPN
aiti-12682	174	6	and	and	CCONJ
aiti-12682	174	7	a.	a.	NOUN
aiti-12682	174	8	farhadi	farhadi	PROPN
aiti-12682	174	9	,	,	PUNCT
aiti-12682	174	10	“	"	PUNCT
aiti-12682	174	11	yolo9000	yolo9000	PROPN
aiti-12682	174	12	:	:	PUNCT
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aiti-12682	174	14	,	,	PUNCT
aiti-12682	174	15	faster	fast	ADJ
aiti-12682	174	16	,	,	PUNCT
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aiti-12682	174	18	,	,	PUNCT
aiti-12682	174	19	”	"	PUNCT
aiti-12682	174	20	ieee	ieee	NOUN
aiti-12682	174	21	conference	conference	NOUN
aiti-12682	174	22	on	on	ADP
aiti-12682	174	23	computer	computer	NOUN
aiti-12682	174	24	vision	vision	NOUN
aiti-12682	174	25	and	and	CCONJ
aiti-12682	174	26	pattern	pattern	NOUN
aiti-12682	174	27	recognition	recognition	NOUN
aiti-12682	174	28	,	,	PUNCT
aiti-12682	174	29	pp	pp	PROPN
aiti-12682	174	30	.	.	PUNCT
aiti-12682	174	31	6517	6517	NUM
aiti-12682	174	32	-	-	SYM
aiti-12682	174	33	6525	6525	NUM
aiti-12682	174	34	,	,	PUNCT
aiti-12682	174	35	july	july	PROPN
aiti-12682	174	36	2017	2017	NUM
aiti-12682	174	37	.	.	PUNCT
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aiti-12682	175	2	16	16	NUM
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aiti-12682	175	4	j.	j.	PROPN
aiti-12682	175	5	redmon	redmon	PROPN
aiti-12682	175	6	and	and	CCONJ
aiti-12682	175	7	a.	a.	NOUN
aiti-12682	175	8	farhadi	farhadi	PROPN
aiti-12682	175	9	,	,	PUNCT
aiti-12682	175	10	“	"	PUNCT
aiti-12682	175	11	yolov3	yolov3	PROPN
aiti-12682	175	12	:	:	PUNCT
aiti-12682	175	13	an	an	DET
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aiti-12682	175	15	improvement	improvement	NOUN
aiti-12682	175	16	”	"	PUNCT
aiti-12682	175	17	,	,	PUNCT
aiti-12682	175	18	https://doi.org/10.48550/arxiv.1804.02767	https://doi.org/10.48550/arxiv.1804.02767	PROPN
aiti-12682	175	19	,	,	PUNCT
aiti-12682	175	20	april	april	PROPN
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aiti-12682	175	22	,	,	PUNCT
aiti-12682	175	23	2018	2018	NUM
aiti-12682	175	24	.	.	PUNCT
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aiti-12682	176	2	17	17	NUM
aiti-12682	176	3	]	]	PUNCT
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aiti-12682	176	8	y.	y.	PROPN
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aiti-12682	176	10	,	,	PUNCT
aiti-12682	176	11	and	and	CCONJ
aiti-12682	176	12	h.	h.	PROPN
aiti-12682	176	13	y.	y.	PROPN
aiti-12682	176	14	m.	m.	PROPN
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aiti-12682	176	16	.	.	PUNCT
aiti-12682	177	1	“	"	PUNCT
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aiti-12682	177	3	:	:	PUNCT
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aiti-12682	177	7	accuracy	accuracy	NOUN
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aiti-12682	177	10	detection	detection	NOUN
aiti-12682	177	11	,	,	PUNCT
aiti-12682	177	12	”	"	PUNCT
aiti-12682	177	13	https://doi.org/10.48550/arxiv.2004.10934	https://doi.org/10.48550/arxiv.2004.10934	PROPN
aiti-12682	177	14	,	,	PUNCT
aiti-12682	177	15	april	april	PROPN
aiti-12682	177	16	23	23	NUM
aiti-12682	177	17	,	,	PUNCT
aiti-12682	177	18	2020	2020	NUM
aiti-12682	177	19	.	.	PUNCT
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aiti-12682	178	2	18	18	NUM
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aiti-12682	178	4	c.	c.	PROPN
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aiti-12682	178	9	y.	y.	PROPN
aiti-12682	178	10	m.	m.	PROPN
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aiti-12682	178	13	y.	y.	PROPN
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aiti-12682	178	17	p.	p.	PROPN
aiti-12682	178	18	y.	y.	PROPN
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aiti-12682	178	32	:	:	PUNCT
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aiti-12682	178	45	ieee	ieee	NOUN
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aiti-12682	178	47	cvf	cvf	NOUN
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aiti-12682	178	49	on	on	ADP
aiti-12682	178	50	computer	computer	NOUN
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aiti-12682	178	56	,	,	PUNCT
aiti-12682	178	57	pp	pp	ADJ
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aiti-12682	178	59	15711580	15711580	NUM
aiti-12682	178	60	,	,	PUNCT
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aiti-12682	178	63	.	.	PUNCT
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aiti-12682	179	2	19	19	NUM
aiti-12682	179	3	]	]	PUNCT
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aiti-12682	180	1	he	he	PROPN
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aiti-12682	180	5	,	,	PUNCT
aiti-12682	180	6	s.	s.	PROPN
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aiti-12682	180	8	,	,	PUNCT
aiti-12682	180	9	and	and	CCONJ
aiti-12682	180	10	j.	j.	PROPN
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aiti-12682	180	12	,	,	PUNCT
aiti-12682	180	13	“	"	PUNCT
aiti-12682	180	14	spatial	spatial	ADJ
aiti-12682	180	15	pyramid	pyramid	NOUN
aiti-12682	180	16	pooling	pool	VERB
aiti-12682	180	17	in	in	ADP
aiti-12682	180	18	deep	deep	ADJ
aiti-12682	180	19	convolutional	convolutional	ADJ
aiti-12682	180	20	networks	network	NOUN
aiti-12682	180	21	for	for	ADP
aiti-12682	180	22	visual	visual	ADJ
aiti-12682	180	23	recognition	recognition	NOUN
aiti-12682	180	24	,	,	PUNCT
aiti-12682	180	25	”	"	PUNCT
aiti-12682	180	26	ieee	ieee	NOUN
aiti-12682	180	27	transactions	transaction	NOUN
aiti-12682	180	28	on	on	ADP
aiti-12682	180	29	pattern	pattern	NOUN
aiti-12682	180	30	analysis	analysis	NOUN
aiti-12682	180	31	and	and	CCONJ
aiti-12682	180	32	machine	machine	NOUN
aiti-12682	180	33	intelligence	intelligence	NOUN
aiti-12682	180	34	,	,	PUNCT
aiti-12682	180	35	vol	vol	NOUN
aiti-12682	180	36	.	.	PROPN
aiti-12682	180	37	37	37	NUM
aiti-12682	180	38	,	,	PUNCT
aiti-12682	180	39	no	no	INTJ
aiti-12682	180	40	.	.	NOUN
aiti-12682	180	41	9	9	NUM
aiti-12682	180	42	,	,	PUNCT
aiti-12682	180	43	pp	pp	ADJ
aiti-12682	180	44	.	.	PUNCT
aiti-12682	181	1	1904	1904	NUM
aiti-12682	181	2	-	-	SYM
aiti-12682	181	3	1916	1916	NUM
aiti-12682	181	4	,	,	PUNCT
aiti-12682	181	5	september	september	PROPN
aiti-12682	181	6	2015	2015	NUM
aiti-12682	181	7	.	.	PUNCT
aiti-12682	182	1	[	[	X
aiti-12682	182	2	20	20	NUM
aiti-12682	182	3	]	]	X
aiti-12682	182	4	w.	w.	PROPN
aiti-12682	182	5	fang	fang	PROPN
aiti-12682	182	6	,	,	PUNCT
aiti-12682	182	7	l.	l.	PROPN
aiti-12682	182	8	wang	wang	PROPN
aiti-12682	182	9	,	,	PUNCT
aiti-12682	182	10	and	and	CCONJ
aiti-12682	182	11	p.	p.	PROPN
aiti-12682	182	12	ren	ren	PROPN
aiti-12682	182	13	,	,	PUNCT
aiti-12682	182	14	“	"	PUNCT
aiti-12682	182	15	tinier	tiny	ADJ
aiti-12682	182	16	-	-	PUNCT
aiti-12682	182	17	yolo	yolo	NOUN
aiti-12682	182	18	:	:	PUNCT
aiti-12682	182	19	a	a	DET
aiti-12682	182	20	real	real	ADJ
aiti-12682	182	21	-	-	PUNCT
aiti-12682	182	22	time	time	NOUN
aiti-12682	182	23	object	object	NOUN
aiti-12682	182	24	detection	detection	NOUN
aiti-12682	182	25	method	method	NOUN
aiti-12682	182	26	for	for	ADP
aiti-12682	182	27	constrained	constrained	ADJ
aiti-12682	182	28	environments	environment	NOUN
aiti-12682	182	29	,	,	PUNCT
aiti-12682	182	30	”	"	PUNCT
aiti-12682	182	31	ieee	ieee	NOUN
aiti-12682	182	32	access	access	NOUN
aiti-12682	182	33	,	,	PUNCT
aiti-12682	182	34	vol	vol	NOUN
aiti-12682	182	35	.	.	PROPN
aiti-12682	182	36	8	8	NUM
aiti-12682	182	37	,	,	PUNCT
aiti-12682	182	38	pp	pp	ADJ
aiti-12682	182	39	.	.	PUNCT
aiti-12682	182	40	1935	1935	NUM
aiti-12682	182	41	-	-	SYM
aiti-12682	182	42	1944	1944	NUM
aiti-12682	182	43	,	,	PUNCT
aiti-12682	182	44	2020	2020	NUM
aiti-12682	182	45	.	.	PUNCT
aiti-12682	183	1	[	[	X
aiti-12682	183	2	21	21	NUM
aiti-12682	183	3	]	]	X
aiti-12682	183	4	e.	e.	PROPN
aiti-12682	183	5	prasetyo	prasetyo	PROPN
aiti-12682	183	6	,	,	PUNCT
aiti-12682	183	7	n.	n.	PROPN
aiti-12682	183	8	suciati	suciati	PROPN
aiti-12682	183	9	,	,	PUNCT
aiti-12682	183	10	and	and	CCONJ
aiti-12682	183	11	c.	c.	PROPN
aiti-12682	183	12	fatichah	fatichah	PROPN
aiti-12682	183	13	,	,	PUNCT
aiti-12682	183	14	“	"	PUNCT
aiti-12682	183	15	yolov4	yolov4	NOUN
aiti-12682	183	16	-	-	PUNCT
aiti-12682	183	17	tiny	tiny	ADJ
aiti-12682	183	18	and	and	CCONJ
aiti-12682	183	19	spatial	spatial	ADJ
aiti-12682	183	20	pyramid	pyramid	NOUN
aiti-12682	183	21	pooling	pool	VERB
aiti-12682	183	22	for	for	ADP
aiti-12682	183	23	detecting	detect	VERB
aiti-12682	183	24	head	head	NOUN
aiti-12682	183	25	and	and	CCONJ
aiti-12682	183	26	tail	tail	NOUN
aiti-12682	183	27	of	of	ADP
aiti-12682	183	28	fish	fish	NOUN
aiti-12682	183	29	,	,	PUNCT
aiti-12682	183	30	”	"	PUNCT
aiti-12682	183	31	international	international	ADJ
aiti-12682	183	32	conference	conference	NOUN
aiti-12682	183	33	on	on	ADP
aiti-12682	183	34	artificial	artificial	ADJ
aiti-12682	183	35	intelligence	intelligence	NOUN
aiti-12682	183	36	and	and	CCONJ
aiti-12682	183	37	computer	computer	NOUN
aiti-12682	183	38	science	science	NOUN
aiti-12682	183	39	technology	technology	NOUN
aiti-12682	183	40	,	,	PUNCT
aiti-12682	183	41	pp	pp	ADJ
aiti-12682	183	42	.	.	PUNCT
aiti-12682	184	1	157	157	NUM
aiti-12682	184	2	-	-	SYM
aiti-12682	184	3	161	161	NUM
aiti-12682	184	4	,	,	PUNCT
aiti-12682	184	5	june	june	PROPN
aiti-12682	184	6	2021	2021	NUM
aiti-12682	184	7	.	.	PUNCT
aiti-12682	185	1	[	[	X
aiti-12682	185	2	22	22	NUM
aiti-12682	185	3	]	]	PUNCT
aiti-12682	185	4	j.	j.	PROPN
aiti-12682	185	5	s.	s.	PROPN
aiti-12682	185	6	sheu	sheu	PROPN
aiti-12682	185	7	and	and	CCONJ
aiti-12682	185	8	c.	c.	PROPN
aiti-12682	185	9	y.	y.	PROPN
aiti-12682	185	10	han	han	PROPN
aiti-12682	185	11	,	,	PUNCT
aiti-12682	185	12	“	"	PUNCT
aiti-12682	185	13	combining	combine	VERB
aiti-12682	185	14	cloud	cloud	NOUN
aiti-12682	185	15	computing	computing	NOUN
aiti-12682	185	16	and	and	CCONJ
aiti-12682	185	17	artificial	artificial	ADJ
aiti-12682	185	18	intelligence	intelligence	NOUN
aiti-12682	185	19	scene	scene	NOUN
aiti-12682	185	20	recognition	recognition	NOUN
aiti-12682	185	21	in	in	ADP
aiti-12682	185	22	real	real	ADJ
aiti-12682	185	23	-	-	PUNCT
aiti-12682	185	24	time	time	NOUN
aiti-12682	185	25	environment	environment	NOUN
aiti-12682	185	26	image	image	NOUN
aiti-12682	185	27	planning	planning	NOUN
aiti-12682	185	28	walkable	walkable	ADJ
aiti-12682	185	29	area	area	NOUN
aiti-12682	185	30	,	,	PUNCT
aiti-12682	185	31	”	"	PUNCT
aiti-12682	185	32	advances	advance	NOUN
aiti-12682	185	33	in	in	ADP
aiti-12682	185	34	technology	technology	NOUN
aiti-12682	185	35	innovation	innovation	NOUN
aiti-12682	185	36	,	,	PUNCT
aiti-12682	185	37	vol	vol	NOUN
aiti-12682	185	38	.	.	PROPN
aiti-12682	185	39	5	5	NUM
aiti-12682	185	40	no	no	NOUN
aiti-12682	185	41	.	.	NOUN
aiti-12682	185	42	1	1	NUM
aiti-12682	185	43	,	,	PUNCT
aiti-12682	185	44	pp	pp	ADJ
aiti-12682	185	45	.	.	PUNCT
aiti-12682	186	1	10	10	NUM
aiti-12682	186	2	-	-	SYM
aiti-12682	186	3	17	17	NUM
aiti-12682	186	4	,	,	PUNCT
aiti-12682	186	5	january	january	PROPN
aiti-12682	186	6	2020	2020	NUM
aiti-12682	186	7	.	.	PUNCT
aiti-12682	187	1	copyright	copyright	NOUN
aiti-12682	187	2	©	©	PROPN
aiti-12682	187	3	by	by	ADP
aiti-12682	187	4	the	the	DET
aiti-12682	187	5	authors	author	NOUN
aiti-12682	187	6	.	.	PUNCT
aiti-12682	188	1	licensee	licensee	PROPN
aiti-12682	188	2	taeti	taeti	PROPN
aiti-12682	188	3	,	,	PUNCT
aiti-12682	188	4	taiwan	taiwan	PROPN
aiti-12682	188	5	.	.	PUNCT
aiti-12682	189	1	this	this	DET
aiti-12682	189	2	article	article	NOUN
aiti-12682	189	3	is	be	AUX
aiti-12682	189	4	an	an	DET
aiti-12682	189	5	open	open	ADJ
aiti-12682	189	6	-	-	PUNCT
aiti-12682	189	7	access	access	NOUN
aiti-12682	189	8	article	article	NOUN
aiti-12682	189	9	distributed	distribute	VERB
aiti-12682	189	10	under	under	ADP
aiti-12682	189	11	the	the	DET
aiti-12682	189	12	terms	term	NOUN
aiti-12682	189	13	and	and	CCONJ
aiti-12682	189	14	conditions	condition	NOUN
aiti-12682	189	15	of	of	ADP
aiti-12682	189	16	the	the	DET
aiti-12682	189	17	creative	creative	ADJ
aiti-12682	189	18	commons	common	NOUN
aiti-12682	189	19	attribution	attribution	NOUN
aiti-12682	189	20	(	(	PUNCT
aiti-12682	189	21	cc	cc	NOUN
aiti-12682	189	22	by	by	ADP
aiti-12682	189	23	-	-	PUNCT
aiti-12682	189	24	nc	nc	NOUN
aiti-12682	189	25	)	)	PUNCT
aiti-12682	189	26	license	license	NOUN
aiti-12682	189	27	(	(	PUNCT
aiti-12682	189	28	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	NOUN
aiti-12682	189	29	)	)	PUNCT
aiti-12682	189	30	.	.	PUNCT