id	sid	tid	token	lemma	pos
ajst-14325	1	1	academic	academic	ADJ
ajst-14325	1	2	journal	journal	NOUN
ajst-14325	1	3	of	of	ADP
ajst-14325	1	4	science	science	NOUN
ajst-14325	1	5	and	and	CCONJ
ajst-14325	1	6	technology	technology	NOUN
ajst-14325	1	7	issn	issn	NOUN
ajst-14325	1	8	:	:	PUNCT
ajst-14325	1	9	2771	2771	NUM
ajst-14325	1	10	-	-	SYM
ajst-14325	1	11	3032	3032	NUM
ajst-14325	1	12	|	|	NOUN
ajst-14325	1	13	vol	vol	NOUN
ajst-14325	1	14	.	.	PROPN
ajst-14325	1	15	8	8	NUM
ajst-14325	1	16	,	,	PUNCT
ajst-14325	1	17	no	no	INTJ
ajst-14325	1	18	.	.	NOUN
ajst-14325	1	19	1	1	NUM
ajst-14325	1	20	,	,	PUNCT
ajst-14325	1	21	2023	2023	NUM
ajst-14325	1	22	246	246	NUM
ajst-14325	1	23	real‐time	real‐time	NOUN
ajst-14325	1	24	monitoring	monitoring	NOUN
ajst-14325	1	25	system	system	NOUN
ajst-14325	1	26	for	for	ADP
ajst-14325	1	27	driver	driver	NOUN
ajst-14325	1	28	phone	phone	NOUN
ajst-14325	1	29	usage	usage	NOUN
ajst-14325	1	30	based	base	VERB
ajst-14325	1	31	on	on	ADP
ajst-14325	1	32	improved	improved	ADJ
ajst-14325	1	33	yolov5s	yolov5s	PROPN
ajst-14325	1	34	jialing	jialing	PROPN
ajst-14325	1	35	liu	liu	PROPN
ajst-14325	1	36	,	,	PUNCT
ajst-14325	1	37	baofeng	baofeng	PROPN
ajst-14325	1	38	wang	wang	PROPN
ajst-14325	1	39	school	school	PROPN
ajst-14325	1	40	of	of	ADP
ajst-14325	1	41	computer	computer	NOUN
ajst-14325	1	42	science	science	NOUN
ajst-14325	1	43	and	and	CCONJ
ajst-14325	1	44	engineering	engineering	NOUN
ajst-14325	1	45	,	,	PUNCT
ajst-14325	1	46	chongqing	chongqing	PROPN
ajst-14325	1	47	university	university	PROPN
ajst-14325	1	48	of	of	ADP
ajst-14325	1	49	technology	technology	NOUN
ajst-14325	1	50	,	,	PUNCT
ajst-14325	1	51	chongqing	chongqe	VERB
ajst-14325	1	52	400054	400054	NUM
ajst-14325	1	53	,	,	PUNCT
ajst-14325	1	54	china	china	PROPN
ajst-14325	1	55	abstract	abstract	PROPN
ajst-14325	1	56	:	:	PUNCT
ajst-14325	1	57	in	in	ADP
ajst-14325	1	58	response	response	NOUN
ajst-14325	1	59	to	to	ADP
ajst-14325	1	60	the	the	DET
ajst-14325	1	61	impact	impact	NOUN
ajst-14325	1	62	of	of	ADP
ajst-14325	1	63	driver	driver	NOUN
ajst-14325	1	64	's	's	PART
ajst-14325	1	65	violations	violation	NOUN
ajst-14325	1	66	,	,	PUNCT
ajst-14325	1	67	such	such	ADJ
ajst-14325	1	68	as	as	ADP
ajst-14325	1	69	using	use	VERB
ajst-14325	1	70	a	a	DET
ajst-14325	1	71	mobile	mobile	ADJ
ajst-14325	1	72	phone	phone	NOUN
ajst-14325	1	73	,	,	PUNCT
ajst-14325	1	74	on	on	ADP
ajst-14325	1	75	vehicle	vehicle	NOUN
ajst-14325	1	76	safety	safety	NOUN
ajst-14325	1	77	during	during	ADP
ajst-14325	1	78	the	the	DET
ajst-14325	1	79	driving	driving	NOUN
ajst-14325	1	80	process	process	NOUN
ajst-14325	1	81	,	,	PUNCT
ajst-14325	1	82	we	we	PRON
ajst-14325	1	83	propose	propose	VERB
ajst-14325	1	84	an	an	DET
ajst-14325	1	85	improved	improved	ADJ
ajst-14325	1	86	real	real	ADJ
ajst-14325	1	87	-	-	PUNCT
ajst-14325	1	88	time	time	NOUN
ajst-14325	1	89	monitoring	monitoring	NOUN
ajst-14325	1	90	algorithm	algorithm	NOUN
ajst-14325	1	91	based	base	VERB
ajst-14325	1	92	on	on	ADP
ajst-14325	1	93	yolov5s	yolov5s	PROPN
ajst-14325	1	94	with	with	ADP
ajst-14325	1	95	lightweight	lightweight	ADJ
ajst-14325	1	96	optimization	optimization	NOUN
ajst-14325	1	97	.	.	PUNCT
ajst-14325	2	1	firstly	firstly	ADV
ajst-14325	2	2	,	,	PUNCT
ajst-14325	2	3	we	we	PRON
ajst-14325	2	4	replace	replace	VERB
ajst-14325	2	5	the	the	DET
ajst-14325	2	6	c3	c3	PROPN
ajst-14325	2	7	module	module	NOUN
ajst-14325	2	8	(	(	PUNCT
ajst-14325	2	9	csp	csp	PROPN
ajst-14325	2	10	bottleneck	bottleneck	NOUN
ajst-14325	2	11	with	with	ADP
ajst-14325	2	12	3	3	NUM
ajst-14325	2	13	convolutions	convolution	NOUN
ajst-14325	2	14	)	)	PUNCT
ajst-14325	2	15	in	in	ADP
ajst-14325	2	16	the	the	DET
ajst-14325	2	17	backbone	backbone	NOUN
ajst-14325	2	18	network	network	NOUN
ajst-14325	2	19	of	of	ADP
ajst-14325	2	20	yolov5s	yolov5s	PROPN
ajst-14325	2	21	with	with	ADP
ajst-14325	2	22	a	a	DET
ajst-14325	2	23	lightweight	lightweight	ADJ
ajst-14325	2	24	ghost	ghost	NOUN
ajst-14325	2	25	module	module	NOUN
ajst-14325	2	26	to	to	PART
ajst-14325	2	27	reduce	reduce	VERB
ajst-14325	2	28	the	the	DET
ajst-14325	2	29	model	model	NOUN
ajst-14325	2	30	's	's	PART
ajst-14325	2	31	parameter	parameter	NOUN
ajst-14325	2	32	count	count	NOUN
ajst-14325	2	33	,	,	PUNCT
ajst-14325	2	34	enhance	enhance	VERB
ajst-14325	2	35	detection	detection	NOUN
ajst-14325	2	36	speed	speed	NOUN
ajst-14325	2	37	,	,	PUNCT
ajst-14325	2	38	and	and	CCONJ
ajst-14325	2	39	maintain	maintain	VERB
ajst-14325	2	40	inference	inference	NOUN
ajst-14325	2	41	accuracy	accuracy	NOUN
ajst-14325	2	42	unaffected	unaffected	ADJ
ajst-14325	2	43	,	,	PUNCT
ajst-14325	2	44	thus	thus	ADV
ajst-14325	2	45	meeting	meet	VERB
ajst-14325	2	46	the	the	DET
ajst-14325	2	47	requirements	requirement	NOUN
ajst-14325	2	48	of	of	ADP
ajst-14325	2	49	real	real	ADJ
ajst-14325	2	50	-	-	PUNCT
ajst-14325	2	51	time	time	NOUN
ajst-14325	2	52	monitoring	monitoring	NOUN
ajst-14325	2	53	.	.	PUNCT
ajst-14325	3	1	secondly	secondly	ADV
ajst-14325	3	2	,	,	PUNCT
ajst-14325	3	3	we	we	PRON
ajst-14325	3	4	introduce	introduce	VERB
ajst-14325	3	5	the	the	DET
ajst-14325	3	6	repconv	repconv	NOUN
ajst-14325	3	7	(	(	PUNCT
ajst-14325	3	8	receptive	receptive	ADJ
ajst-14325	3	9	field	field	NOUN
ajst-14325	3	10	block	block	NOUN
ajst-14325	3	11	)	)	PUNCT
ajst-14325	3	12	module	module	NOUN
ajst-14325	3	13	into	into	ADP
ajst-14325	3	14	the	the	DET
ajst-14325	3	15	feature	feature	NOUN
ajst-14325	3	16	extraction	extraction	NOUN
ajst-14325	3	17	network	network	NOUN
ajst-14325	3	18	(	(	PUNCT
ajst-14325	3	19	panet	panet	NOUN
ajst-14325	3	20	)	)	PUNCT
ajst-14325	3	21	structure	structure	NOUN
ajst-14325	3	22	to	to	PART
ajst-14325	3	23	increase	increase	VERB
ajst-14325	3	24	the	the	DET
ajst-14325	3	25	neural	neural	ADJ
ajst-14325	3	26	network	network	NOUN
ajst-14325	3	27	's	's	PART
ajst-14325	3	28	receptive	receptive	ADJ
ajst-14325	3	29	field	field	NOUN
ajst-14325	3	30	for	for	ADP
ajst-14325	3	31	input	input	NOUN
ajst-14325	3	32	images	image	NOUN
ajst-14325	3	33	and	and	CCONJ
ajst-14325	3	34	further	far	ADV
ajst-14325	3	35	reduce	reduce	VERB
ajst-14325	3	36	the	the	DET
ajst-14325	3	37	model	model	NOUN
ajst-14325	3	38	's	's	PART
ajst-14325	3	39	computational	computational	ADJ
ajst-14325	3	40	load	load	NOUN
ajst-14325	3	41	.	.	PUNCT
ajst-14325	4	1	experimental	experimental	ADJ
ajst-14325	4	2	results	result	NOUN
ajst-14325	4	3	show	show	VERB
ajst-14325	4	4	that	that	SCONJ
ajst-14325	4	5	the	the	DET
ajst-14325	4	6	improved	improved	ADJ
ajst-14325	4	7	network	network	NOUN
ajst-14325	4	8	achieves	achieve	VERB
ajst-14325	4	9	an	an	DET
ajst-14325	4	10	map@0.5	map@0.5	NOUN
ajst-14325	4	11	of	of	ADP
ajst-14325	4	12	95.7	95.7	NUM
ajst-14325	4	13	%	%	NOUN
ajst-14325	4	14	,	,	PUNCT
ajst-14325	4	15	a	a	DET
ajst-14325	4	16	detection	detection	NOUN
ajst-14325	4	17	speed	speed	NOUN
ajst-14325	4	18	of	of	ADP
ajst-14325	4	19	140	140	NUM
ajst-14325	4	20	fps	fps	NOUN
ajst-14325	4	21	,	,	PUNCT
ajst-14325	4	22	and	and	CCONJ
ajst-14325	4	23	a	a	DET
ajst-14325	4	24	model	model	NOUN
ajst-14325	4	25	size	size	NOUN
ajst-14325	4	26	reduction	reduction	NOUN
ajst-14325	4	27	to	to	ADP
ajst-14325	4	28	10.6	10.6	NUM
ajst-14325	4	29	mb	mb	NOUN
ajst-14325	4	30	,	,	PUNCT
ajst-14325	4	31	meeting	meet	VERB
ajst-14325	4	32	the	the	DET
ajst-14325	4	33	demand	demand	NOUN
ajst-14325	4	34	for	for	ADP
ajst-14325	4	35	real	real	ADJ
ajst-14325	4	36	-	-	PUNCT
ajst-14325	4	37	time	time	NOUN
ajst-14325	4	38	and	and	CCONJ
ajst-14325	4	39	reliable	reliable	ADJ
ajst-14325	4	40	detection	detection	NOUN
ajst-14325	4	41	on	on	ADP
ajst-14325	4	42	embedded	embed	VERB
ajst-14325	4	43	devices	device	NOUN
ajst-14325	4	44	.	.	PUNCT
ajst-14325	5	1	keywords	keyword	NOUN
ajst-14325	5	2	:	:	PUNCT
ajst-14325	5	3	real	real	ADJ
ajst-14325	5	4	-	-	PUNCT
ajst-14325	5	5	time	time	NOUN
ajst-14325	5	6	monitoring	monitoring	NOUN
ajst-14325	5	7	;	;	PUNCT
ajst-14325	5	8	embedded	embed	VERB
ajst-14325	5	9	;	;	PUNCT
ajst-14325	5	10	yolov5s	yolov5s	NOUN
ajst-14325	5	11	;	;	PUNCT
ajst-14325	5	12	ghost	ghost	NOUN
ajst-14325	5	13	-	-	PUNCT
ajst-14325	5	14	module	module	NOUN
ajst-14325	5	15	;	;	PUNCT
ajst-14325	5	16	repconv	repconv	ADJ
ajst-14325	5	17	.	.	PUNCT
ajst-14325	6	1	1	1	X
ajst-14325	6	2	.	.	X
ajst-14325	6	3	introduction	introduction	NOUN
ajst-14325	6	4	the	the	DET
ajst-14325	6	5	control	control	NOUN
ajst-14325	6	6	of	of	ADP
ajst-14325	6	7	the	the	DET
ajst-14325	6	8	driver	driver	NOUN
ajst-14325	6	9	is	be	AUX
ajst-14325	6	10	crucial	crucial	ADJ
ajst-14325	6	11	for	for	ADP
ajst-14325	6	12	the	the	DET
ajst-14325	6	13	safe	safe	ADJ
ajst-14325	6	14	operation	operation	NOUN
ajst-14325	6	15	of	of	ADP
ajst-14325	6	16	a	a	DET
ajst-14325	6	17	vehicle	vehicle	NOUN
ajst-14325	6	18	,	,	PUNCT
ajst-14325	6	19	and	and	CCONJ
ajst-14325	6	20	normal	normal	ADJ
ajst-14325	6	21	driving	drive	VERB
ajst-14325	6	22	behavior	behavior	NOUN
ajst-14325	6	23	greatly	greatly	ADV
ajst-14325	6	24	ensures	ensure	VERB
ajst-14325	6	25	the	the	DET
ajst-14325	6	26	safety	safety	NOUN
ajst-14325	6	27	of	of	ADP
ajst-14325	6	28	driving	drive	VERB
ajst-14325	6	29	.	.	PUNCT
ajst-14325	7	1	however	however	ADV
ajst-14325	7	2	,	,	PUNCT
ajst-14325	7	3	in	in	ADP
ajst-14325	7	4	actual	actual	ADJ
ajst-14325	7	5	driving	driving	NOUN
ajst-14325	7	6	,	,	PUNCT
ajst-14325	7	7	we	we	PRON
ajst-14325	7	8	often	often	ADV
ajst-14325	7	9	witness	witness	VERB
ajst-14325	7	10	drivers	driver	NOUN
ajst-14325	7	11	engaging	engage	VERB
ajst-14325	7	12	in	in	ADP
ajst-14325	7	13	violations	violation	NOUN
ajst-14325	7	14	,	,	PUNCT
ajst-14325	7	15	such	such	ADJ
ajst-14325	7	16	as	as	ADP
ajst-14325	7	17	using	use	VERB
ajst-14325	7	18	mobile	mobile	ADJ
ajst-14325	7	19	phones	phone	NOUN
ajst-14325	7	20	,	,	PUNCT
ajst-14325	7	21	which	which	PRON
ajst-14325	7	22	poses	pose	VERB
ajst-14325	7	23	a	a	DET
ajst-14325	7	24	significant	significant	ADJ
ajst-14325	7	25	threat	threat	NOUN
ajst-14325	7	26	to	to	PART
ajst-14325	7	27	road	road	NOUN
ajst-14325	7	28	safety	safety	NOUN
ajst-14325	7	29	[	[	X
ajst-14325	7	30	1	1	NUM
ajst-14325	7	31	]	]	PUNCT
ajst-14325	7	32	.	.	PUNCT
ajst-14325	8	1	according	accord	VERB
ajst-14325	8	2	to	to	ADP
ajst-14325	8	3	relevant	relevant	ADJ
ajst-14325	8	4	studies	study	NOUN
ajst-14325	8	5	,	,	PUNCT
ajst-14325	8	6	approximately	approximately	ADV
ajst-14325	8	7	25	25	NUM
ajst-14325	8	8	%	%	NOUN
ajst-14325	8	9	to	to	PART
ajst-14325	8	10	50	50	NUM
ajst-14325	8	11	%	%	NOUN
ajst-14325	8	12	of	of	ADP
ajst-14325	8	13	traffic	traffic	NOUN
ajst-14325	8	14	accidents	accident	NOUN
ajst-14325	8	15	are	be	AUX
ajst-14325	8	16	caused	cause	VERB
ajst-14325	8	17	by	by	ADP
ajst-14325	8	18	improper	improper	ADJ
ajst-14325	8	19	behaviors	behavior	NOUN
ajst-14325	8	20	of	of	ADP
ajst-14325	8	21	drivers	driver	NOUN
ajst-14325	8	22	,	,	PUNCT
ajst-14325	8	23	such	such	ADJ
ajst-14325	8	24	as	as	ADP
ajst-14325	8	25	using	use	VERB
ajst-14325	8	26	mobile	mobile	ADJ
ajst-14325	8	27	phones	phone	NOUN
ajst-14325	8	28	while	while	SCONJ
ajst-14325	8	29	driving	drive	VERB
ajst-14325	8	30	[	[	X
ajst-14325	8	31	2	2	NUM
ajst-14325	8	32	]	]	PUNCT
ajst-14325	8	33	.	.	PUNCT
ajst-14325	9	1	in	in	ADP
ajst-14325	9	2	order	order	NOUN
ajst-14325	9	3	to	to	PART
ajst-14325	9	4	prevent	prevent	VERB
ajst-14325	9	5	drivers	driver	NOUN
ajst-14325	9	6	from	from	ADP
ajst-14325	9	7	being	be	AUX
ajst-14325	9	8	unable	unable	ADJ
ajst-14325	9	9	to	to	PART
ajst-14325	9	10	respond	respond	VERB
ajst-14325	9	11	promptly	promptly	ADV
ajst-14325	9	12	to	to	ADP
ajst-14325	9	13	unexpected	unexpected	ADJ
ajst-14325	9	14	situations	situation	NOUN
ajst-14325	9	15	due	due	ADP
ajst-14325	9	16	to	to	ADP
ajst-14325	9	17	phone	phone	NOUN
ajst-14325	9	18	usage	usage	NOUN
ajst-14325	9	19	,	,	PUNCT
ajst-14325	9	20	real	real	ADJ
ajst-14325	9	21	-	-	PUNCT
ajst-14325	9	22	time	time	NOUN
ajst-14325	9	23	monitoring	monitoring	NOUN
ajst-14325	9	24	of	of	ADP
ajst-14325	9	25	driver	driver	NOUN
ajst-14325	9	26	behavior	behavior	NOUN
ajst-14325	9	27	becomes	become	VERB
ajst-14325	9	28	particularly	particularly	ADV
ajst-14325	9	29	important	important	ADJ
ajst-14325	9	30	.	.	PUNCT
ajst-14325	10	1	currently	currently	ADV
ajst-14325	10	2	,	,	PUNCT
ajst-14325	10	3	detection	detection	NOUN
ajst-14325	10	4	algorithms	algorithm	NOUN
ajst-14325	10	5	for	for	ADP
ajst-14325	10	6	driver	driver	NOUN
ajst-14325	10	7	phone	phone	NOUN
ajst-14325	10	8	usage	usage	NOUN
ajst-14325	10	9	can	can	AUX
ajst-14325	10	10	be	be	AUX
ajst-14325	10	11	broadly	broadly	ADV
ajst-14325	10	12	categorized	categorize	VERB
ajst-14325	10	13	into	into	ADP
ajst-14325	10	14	two	two	NUM
ajst-14325	10	15	types	type	NOUN
ajst-14325	10	16	:	:	PUNCT
ajst-14325	10	17	those	those	PRON
ajst-14325	10	18	based	base	VERB
ajst-14325	10	19	on	on	ADP
ajst-14325	10	20	mobile	mobile	ADJ
ajst-14325	10	21	signal	signal	NOUN
ajst-14325	10	22	detection	detection	NOUN
ajst-14325	10	23	and	and	CCONJ
ajst-14325	10	24	those	those	PRON
ajst-14325	10	25	based	base	VERB
ajst-14325	10	26	on	on	ADP
ajst-14325	10	27	computer	computer	NOUN
ajst-14325	10	28	vision	vision	NOUN
ajst-14325	10	29	detection	detection	NOUN
ajst-14325	10	30	.	.	PUNCT
ajst-14325	11	1	scholars	scholar	NOUN
ajst-14325	11	2	such	such	ADJ
ajst-14325	11	3	as	as	ADP
ajst-14325	11	4	ascariz	ascariz	NOUN
ajst-14325	11	5	[	[	X
ajst-14325	11	6	3	3	NUM
ajst-14325	11	7	]	]	PUNCT
ajst-14325	11	8	and	and	CCONJ
ajst-14325	11	9	jie	jie	PROPN
ajst-14325	11	10	yang	yang	PROPN
ajst-14325	12	1	[	[	X
ajst-14325	12	2	4	4	X
ajst-14325	12	3	]	]	PUNCT
ajst-14325	12	4	have	have	AUX
ajst-14325	12	5	proposed	propose	VERB
ajst-14325	12	6	methods	method	NOUN
ajst-14325	12	7	to	to	PART
ajst-14325	12	8	identify	identify	VERB
ajst-14325	12	9	whether	whether	SCONJ
ajst-14325	12	10	drivers	driver	NOUN
ajst-14325	12	11	are	be	AUX
ajst-14325	12	12	using	use	VERB
ajst-14325	12	13	phones	phone	NOUN
ajst-14325	12	14	through	through	ADP
ajst-14325	12	15	mobile	mobile	ADJ
ajst-14325	12	16	signal	signal	NOUN
ajst-14325	12	17	detection	detection	NOUN
ajst-14325	12	18	.	.	PUNCT
ajst-14325	13	1	however	however	ADV
ajst-14325	13	2	,	,	PUNCT
ajst-14325	13	3	this	this	DET
ajst-14325	13	4	approach	approach	NOUN
ajst-14325	13	5	is	be	AUX
ajst-14325	13	6	susceptible	susceptible	ADJ
ajst-14325	13	7	to	to	PART
ajst-14325	13	8	interference	interference	VERB
ajst-14325	13	9	from	from	ADP
ajst-14325	13	10	passenger	passenger	NOUN
ajst-14325	13	11	mobile	mobile	NOUN
ajst-14325	13	12	signals	signal	NOUN
ajst-14325	13	13	,	,	PUNCT
ajst-14325	13	14	leading	lead	VERB
ajst-14325	13	15	to	to	ADP
ajst-14325	13	16	high	high	ADJ
ajst-14325	13	17	detection	detection	NOUN
ajst-14325	13	18	errors	error	NOUN
ajst-14325	13	19	.	.	PUNCT
ajst-14325	14	1	wei	wei	PROPN
ajst-14325	14	2	minguo	minguo	PROPN
ajst-14325	15	1	[	[	X
ajst-14325	15	2	5	5	NUM
ajst-14325	15	3	]	]	PUNCT
ajst-14325	15	4	and	and	CCONJ
ajst-14325	15	5	others	other	NOUN
ajst-14325	15	6	proposed	propose	VERB
ajst-14325	15	7	a	a	DET
ajst-14325	15	8	method	method	NOUN
ajst-14325	15	9	to	to	PART
ajst-14325	15	10	detect	detect	VERB
ajst-14325	15	11	phones	phone	NOUN
ajst-14325	15	12	by	by	ADP
ajst-14325	15	13	extracting	extract	VERB
ajst-14325	15	14	f	f	PROPN
ajst-14325	15	15	-	-	PUNCT
ajst-14325	15	16	b	b	NOUN
ajst-14325	15	17	error	error	NOUN
ajst-14325	15	18	information	information	NOUN
ajst-14325	15	19	to	to	PART
ajst-14325	15	20	obtain	obtain	VERB
ajst-14325	15	21	facial	facial	ADJ
ajst-14325	15	22	features	feature	NOUN
ajst-14325	15	23	.	.	PUNCT
ajst-14325	16	1	however	however	ADV
ajst-14325	16	2	,	,	PUNCT
ajst-14325	16	3	this	this	DET
ajst-14325	16	4	method	method	NOUN
ajst-14325	16	5	has	have	VERB
ajst-14325	16	6	lower	low	ADJ
ajst-14325	16	7	robustness	robustness	NOUN
ajst-14325	16	8	and	and	CCONJ
ajst-14325	16	9	is	be	AUX
ajst-14325	16	10	prone	prone	ADJ
ajst-14325	16	11	to	to	PART
ajst-14325	16	12	be	be	AUX
ajst-14325	16	13	affected	affect	VERB
ajst-14325	16	14	by	by	ADP
ajst-14325	16	15	factors	factor	NOUN
ajst-14325	16	16	such	such	ADJ
ajst-14325	16	17	as	as	ADP
ajst-14325	16	18	lighting	lighting	NOUN
ajst-14325	16	19	,	,	PUNCT
ajst-14325	16	20	resulting	result	VERB
ajst-14325	16	21	in	in	ADP
ajst-14325	16	22	the	the	DET
ajst-14325	16	23	failure	failure	NOUN
ajst-14325	16	24	of	of	ADP
ajst-14325	16	25	the	the	DET
ajst-14325	16	26	detection	detection	NOUN
ajst-14325	16	27	algorithm	algorithm	NOUN
ajst-14325	16	28	.	.	PUNCT
ajst-14325	17	1	wang	wang	PROPN
ajst-14325	17	2	dan	dan	PROPN
ajst-14325	18	1	[	[	X
ajst-14325	18	2	6	6	NUM
ajst-14325	18	3	]	]	PUNCT
ajst-14325	18	4	and	and	CCONJ
ajst-14325	18	5	other	other	ADJ
ajst-14325	18	6	researchers	researcher	NOUN
ajst-14325	18	7	decomposed	decompose	VERB
ajst-14325	18	8	the	the	DET
ajst-14325	18	9	action	action	NOUN
ajst-14325	18	10	of	of	ADP
ajst-14325	18	11	a	a	DET
ajst-14325	18	12	driver	driver	NOUN
ajst-14325	18	13	making	make	VERB
ajst-14325	18	14	a	a	DET
ajst-14325	18	15	phone	phone	NOUN
ajst-14325	18	16	call	call	NOUN
ajst-14325	18	17	into	into	ADP
ajst-14325	18	18	a	a	DET
ajst-14325	18	19	series	series	NOUN
ajst-14325	18	20	of	of	ADP
ajst-14325	18	21	subactions	subaction	NOUN
ajst-14325	18	22	with	with	ADP
ajst-14325	18	23	certain	certain	ADJ
ajst-14325	18	24	temporal	temporal	ADJ
ajst-14325	18	25	relationships	relationship	NOUN
ajst-14325	18	26	and	and	CCONJ
ajst-14325	18	27	detected	detect	VERB
ajst-14325	18	28	whether	whether	SCONJ
ajst-14325	18	29	the	the	DET
ajst-14325	18	30	driver	driver	NOUN
ajst-14325	18	31	is	be	AUX
ajst-14325	18	32	using	use	VERB
ajst-14325	18	33	a	a	DET
ajst-14325	18	34	phone	phone	NOUN
ajst-14325	18	35	in	in	ADP
ajst-14325	18	36	a	a	DET
ajst-14325	18	37	video	video	NOUN
ajst-14325	18	38	through	through	ADP
ajst-14325	18	39	statistical	statistical	ADJ
ajst-14325	18	40	analysis	analysis	NOUN
ajst-14325	18	41	.	.	PUNCT
ajst-14325	19	1	however	however	ADV
ajst-14325	19	2	,	,	PUNCT
ajst-14325	19	3	this	this	DET
ajst-14325	19	4	method	method	NOUN
ajst-14325	19	5	is	be	AUX
ajst-14325	19	6	easily	easily	ADV
ajst-14325	19	7	interfered	interfere	VERB
ajst-14325	19	8	with	with	ADP
ajst-14325	19	9	by	by	ADP
ajst-14325	19	10	external	external	ADJ
ajst-14325	19	11	factors	factor	NOUN
ajst-14325	19	12	,	,	PUNCT
ajst-14325	19	13	leading	lead	VERB
ajst-14325	19	14	to	to	ADP
ajst-14325	19	15	detection	detection	NOUN
ajst-14325	19	16	failures	failure	NOUN
ajst-14325	19	17	.	.	PUNCT
ajst-14325	20	1	wu	wu	PROPN
ajst-14325	20	2	chenmou	chenmou	ADV
ajst-14325	21	1	[	[	X
ajst-14325	21	2	7	7	X
ajst-14325	21	3	]	]	PUNCT
ajst-14325	21	4	and	and	CCONJ
ajst-14325	21	5	colleagues	colleague	NOUN
ajst-14325	21	6	proposed	propose	VERB
ajst-14325	21	7	a	a	DET
ajst-14325	21	8	method	method	NOUN
ajst-14325	21	9	based	base	VERB
ajst-14325	21	10	on	on	ADP
ajst-14325	21	11	human	human	ADJ
ajst-14325	21	12	body	body	NOUN
ajst-14325	21	13	pose	pose	VERB
ajst-14325	21	14	estimation	estimation	NOUN
ajst-14325	21	15	to	to	PART
ajst-14325	21	16	estimate	estimate	VERB
ajst-14325	21	17	the	the	DET
ajst-14325	21	18	threedimensional	threedimensional	ADJ
ajst-14325	21	19	coordinates	coordinate	NOUN
ajst-14325	21	20	of	of	ADP
ajst-14325	21	21	eight	eight	NUM
ajst-14325	21	22	skeletal	skeletal	ADJ
ajst-14325	21	23	nodes	node	NOUN
ajst-14325	21	24	in	in	ADP
ajst-14325	21	25	the	the	DET
ajst-14325	21	26	upper	upper	ADJ
ajst-14325	21	27	body	body	NOUN
ajst-14325	21	28	,	,	PUNCT
ajst-14325	21	29	using	use	VERB
ajst-14325	21	30	spatial	spatial	ADJ
ajst-14325	21	31	analysis	analysis	NOUN
ajst-14325	21	32	of	of	ADP
ajst-14325	21	33	coordinates	coordinate	NOUN
ajst-14325	21	34	to	to	PART
ajst-14325	21	35	determine	determine	VERB
ajst-14325	21	36	if	if	SCONJ
ajst-14325	21	37	the	the	DET
ajst-14325	21	38	driver	driver	NOUN
ajst-14325	21	39	is	be	AUX
ajst-14325	21	40	using	use	VERB
ajst-14325	21	41	a	a	DET
ajst-14325	21	42	phone	phone	NOUN
ajst-14325	21	43	.	.	PUNCT
ajst-14325	22	1	however	however	ADV
ajst-14325	22	2	,	,	PUNCT
ajst-14325	22	3	this	this	DET
ajst-14325	22	4	method	method	NOUN
ajst-14325	22	5	may	may	AUX
ajst-14325	22	6	mistakenly	mistakenly	ADV
ajst-14325	22	7	classify	classify	VERB
ajst-14325	22	8	other	other	ADJ
ajst-14325	22	9	postures	posture	NOUN
ajst-14325	22	10	similar	similar	ADJ
ajst-14325	22	11	to	to	ADP
ajst-14325	22	12	phone	phone	NOUN
ajst-14325	22	13	usage	usage	NOUN
ajst-14325	22	14	as	as	ADP
ajst-14325	22	15	phone	phone	NOUN
ajst-14325	22	16	call	call	NOUN
ajst-14325	22	17	actions	action	NOUN
ajst-14325	22	18	.	.	PUNCT
ajst-14325	23	1	given	give	VERB
ajst-14325	23	2	the	the	DET
ajst-14325	23	3	current	current	ADJ
ajst-14325	23	4	shortcomings	shortcoming	NOUN
ajst-14325	23	5	in	in	ADP
ajst-14325	23	6	mainstream	mainstream	NOUN
ajst-14325	23	7	detection	detection	NOUN
ajst-14325	23	8	methods	method	NOUN
ajst-14325	23	9	,	,	PUNCT
ajst-14325	23	10	such	such	ADJ
ajst-14325	23	11	as	as	ADP
ajst-14325	23	12	poor	poor	ADJ
ajst-14325	23	13	robustness	robustness	NOUN
ajst-14325	23	14	,	,	PUNCT
ajst-14325	23	15	complex	complex	ADJ
ajst-14325	23	16	algorithm	algorithm	NOUN
ajst-14325	23	17	structures	structure	NOUN
ajst-14325	23	18	,	,	PUNCT
ajst-14325	23	19	and	and	CCONJ
ajst-14325	23	20	slow	slow	ADJ
ajst-14325	23	21	inference	inference	NOUN
ajst-14325	23	22	speeds	speed	NOUN
ajst-14325	23	23	,	,	PUNCT
ajst-14325	23	24	this	this	DET
ajst-14325	23	25	paper	paper	NOUN
ajst-14325	23	26	proposes	propose	VERB
ajst-14325	23	27	an	an	DET
ajst-14325	23	28	approach	approach	NOUN
ajst-14325	23	29	to	to	PART
ajst-14325	23	30	achieve	achieve	VERB
ajst-14325	23	31	real	real	ADJ
ajst-14325	23	32	-	-	PUNCT
ajst-14325	23	33	time	time	NOUN
ajst-14325	23	34	detection	detection	NOUN
ajst-14325	23	35	of	of	ADP
ajst-14325	23	36	driver	driver	NOUN
ajst-14325	23	37	phone	phone	NOUN
ajst-14325	23	38	usage	usage	NOUN
ajst-14325	23	39	.	.	PUNCT
ajst-14325	24	1	the	the	DET
ajst-14325	24	2	method	method	NOUN
ajst-14325	24	3	focuses	focus	VERB
ajst-14325	24	4	on	on	ADP
ajst-14325	24	5	achieving	achieve	VERB
ajst-14325	24	6	high	high	ADJ
ajst-14325	24	7	detection	detection	NOUN
ajst-14325	24	8	accuracy	accuracy	NOUN
ajst-14325	24	9	while	while	SCONJ
ajst-14325	24	10	simultaneously	simultaneously	ADV
ajst-14325	24	11	improving	improve	VERB
ajst-14325	24	12	the	the	DET
ajst-14325	24	13	algorithm	algorithm	NOUN
ajst-14325	24	14	's	's	PART
ajst-14325	24	15	detection	detection	NOUN
ajst-14325	24	16	speed	speed	NOUN
ajst-14325	24	17	to	to	ADP
ajst-14325	24	18	some	some	DET
ajst-14325	24	19	extent	extent	NOUN
ajst-14325	24	20	.	.	PUNCT
ajst-14325	25	1	this	this	PRON
ajst-14325	25	2	is	be	AUX
ajst-14325	25	3	accomplished	accomplish	VERB
ajst-14325	25	4	through	through	ADP
ajst-14325	25	5	appropriate	appropriate	ADJ
ajst-14325	25	6	enhancements	enhancement	NOUN
ajst-14325	25	7	to	to	ADP
ajst-14325	25	8	the	the	DET
ajst-14325	25	9	yolov5s	yolov5s	PROPN
ajst-14325	25	10	algorithm	algorithm	NOUN
ajst-14325	25	11	,	,	PUNCT
ajst-14325	25	12	which	which	PRON
ajst-14325	25	13	is	be	AUX
ajst-14325	25	14	a	a	DET
ajst-14325	25	15	novel	novel	ADJ
ajst-14325	25	16	and	and	CCONJ
ajst-14325	25	17	advanced	advanced	ADJ
ajst-14325	25	18	research	research	NOUN
ajst-14325	25	19	direction	direction	NOUN
ajst-14325	25	20	[	[	X
ajst-14325	25	21	8	8	NUM
ajst-14325	25	22	-	-	SYM
ajst-14325	25	23	10	10	NUM
ajst-14325	25	24	]	]	PUNCT
ajst-14325	25	25	.	.	PUNCT
ajst-14325	26	1	the	the	DET
ajst-14325	26	2	proposed	propose	VERB
ajst-14325	26	3	improvements	improvement	NOUN
ajst-14325	26	4	involve	involve	VERB
ajst-14325	26	5	replacing	replace	VERB
ajst-14325	26	6	the	the	DET
ajst-14325	26	7	original	original	ADJ
ajst-14325	26	8	c3	c3	NOUN
ajst-14325	26	9	module	module	NOUN
ajst-14325	26	10	and	and	CCONJ
ajst-14325	26	11	conv	conv	NOUN
ajst-14325	26	12	module	module	NOUN
ajst-14325	26	13	in	in	ADP
ajst-14325	26	14	the	the	DET
ajst-14325	26	15	backbone	backbone	NOUN
ajst-14325	26	16	network	network	NOUN
ajst-14325	26	17	with	with	ADP
ajst-14325	26	18	a	a	DET
ajst-14325	26	19	more	more	ADV
ajst-14325	26	20	lightweight	lightweight	ADJ
ajst-14325	26	21	ghost	ghost	NOUN
ajst-14325	26	22	-	-	PUNCT
ajst-14325	26	23	module	module	NOUN
ajst-14325	26	24	and	and	CCONJ
ajst-14325	26	25	introducing	introduce	VERB
ajst-14325	26	26	repconv	repconv	NOUN
ajst-14325	26	27	into	into	ADP
ajst-14325	26	28	the	the	DET
ajst-14325	26	29	neck	neck	NOUN
ajst-14325	26	30	structure	structure	NOUN
ajst-14325	26	31	to	to	PART
ajst-14325	26	32	enhance	enhance	VERB
ajst-14325	26	33	the	the	DET
ajst-14325	26	34	model	model	NOUN
ajst-14325	26	35	's	's	PART
ajst-14325	26	36	field	field	NOUN
ajst-14325	26	37	of	of	ADP
ajst-14325	26	38	view	view	NOUN
ajst-14325	26	39	sensitivity	sensitivity	NOUN
ajst-14325	26	40	.	.	PUNCT
ajst-14325	27	1	these	these	DET
ajst-14325	27	2	modifications	modification	NOUN
ajst-14325	27	3	reduce	reduce	VERB
ajst-14325	27	4	the	the	DET
ajst-14325	27	5	redundancy	redundancy	NOUN
ajst-14325	27	6	in	in	ADP
ajst-14325	27	7	model	model	NOUN
ajst-14325	27	8	information	information	NOUN
ajst-14325	27	9	processing	processing	NOUN
ajst-14325	27	10	and	and	CCONJ
ajst-14325	27	11	enhance	enhance	VERB
ajst-14325	27	12	the	the	DET
ajst-14325	27	13	model	model	NOUN
ajst-14325	27	14	's	's	PART
ajst-14325	27	15	field	field	NOUN
ajst-14325	27	16	of	of	ADP
ajst-14325	27	17	view	view	NOUN
ajst-14325	27	18	sensitivity	sensitivity	NOUN
ajst-14325	27	19	.	.	PUNCT
ajst-14325	28	1	in	in	ADP
ajst-14325	28	2	summary	summary	NOUN
ajst-14325	28	3	,	,	PUNCT
ajst-14325	28	4	these	these	DET
ajst-14325	28	5	improvements	improvement	NOUN
ajst-14325	28	6	enable	enable	VERB
ajst-14325	28	7	the	the	DET
ajst-14325	28	8	detection	detection	NOUN
ajst-14325	28	9	method	method	NOUN
ajst-14325	28	10	to	to	PART
ajst-14325	28	11	adapt	adapt	VERB
ajst-14325	28	12	to	to	ADP
ajst-14325	28	13	complex	complex	ADJ
ajst-14325	28	14	driving	driving	NOUN
ajst-14325	28	15	scenarios	scenario	NOUN
ajst-14325	28	16	and	and	CCONJ
ajst-14325	28	17	achieve	achieve	VERB
ajst-14325	28	18	better	well	ADJ
ajst-14325	28	19	real	real	ADJ
ajst-14325	28	20	-	-	PUNCT
ajst-14325	28	21	time	time	NOUN
ajst-14325	28	22	detection	detection	NOUN
ajst-14325	28	23	performance	performance	NOUN
ajst-14325	28	24	on	on	ADP
ajst-14325	28	25	embedded	embed	VERB
ajst-14325	28	26	devices	device	NOUN
ajst-14325	28	27	.	.	PUNCT
ajst-14325	29	1	2	2	X
ajst-14325	29	2	.	.	X
ajst-14325	29	3	related	relate	VERB
ajst-14325	29	4	work	work	NOUN
ajst-14325	29	5	2.1	2.1	NUM
ajst-14325	29	6	.	.	PUNCT
ajst-14325	30	1	the	the	DET
ajst-14325	30	2	overall	overall	ADJ
ajst-14325	30	3	structure	structure	NOUN
ajst-14325	30	4	of	of	ADP
ajst-14325	30	5	yolov5	yolov5	NOUN
ajst-14325	30	6	yolov5	yolov5	NOUN
ajst-14325	30	7	is	be	AUX
ajst-14325	30	8	a	a	DET
ajst-14325	30	9	one	one	NUM
ajst-14325	30	10	-	-	PUNCT
ajst-14325	30	11	stage	stage	NOUN
ajst-14325	30	12	object	object	NOUN
ajst-14325	30	13	detection	detection	NOUN
ajst-14325	30	14	algorithm	algorithm	NOUN
ajst-14325	30	15	that	that	PRON
ajst-14325	30	16	integrates	integrate	VERB
ajst-14325	30	17	numerous	numerous	ADJ
ajst-14325	30	18	advantages	advantage	NOUN
ajst-14325	30	19	from	from	ADP
ajst-14325	30	20	the	the	DET
ajst-14325	30	21	previous	previous	ADJ
ajst-14325	30	22	yolo	yolo	ADJ
ajst-14325	30	23	series	series	NOUN
ajst-14325	30	24	,	,	PUNCT
ajst-14325	30	25	demonstrating	demonstrate	VERB
ajst-14325	30	26	outstanding	outstanding	ADJ
ajst-14325	30	27	accuracy	accuracy	NOUN
ajst-14325	30	28	and	and	CCONJ
ajst-14325	30	29	real	real	ADJ
ajst-14325	30	30	-	-	PUNCT
ajst-14325	30	31	time	time	NOUN
ajst-14325	30	32	performance	performance	NOUN
ajst-14325	30	33	in	in	ADP
ajst-14325	30	34	the	the	DET
ajst-14325	30	35	field	field	NOUN
ajst-14325	30	36	of	of	ADP
ajst-14325	30	37	object	object	NOUN
ajst-14325	30	38	detection	detection	NOUN
ajst-14325	30	39	.	.	PUNCT
ajst-14325	31	1	it	it	PRON
ajst-14325	31	2	encompasses	encompass	VERB
ajst-14325	31	3	multiple	multiple	ADJ
ajst-14325	31	4	versions	version	NOUN
ajst-14325	31	5	,	,	PUNCT
ajst-14325	31	6	such	such	ADJ
ajst-14325	31	7	as	as	ADP
ajst-14325	31	8	yolov5n	yolov5n	PROPN
ajst-14325	31	9	,	,	PUNCT
ajst-14325	31	10	yolov5s	yolov5s	PROPN
ajst-14325	31	11	,	,	PUNCT
ajst-14325	31	12	yolov5	yolov5	PROPN
ajst-14325	31	13	m	m	PROPN
ajst-14325	31	14	,	,	PUNCT
ajst-14325	31	15	yolov5l	yolov5l	NOUN
ajst-14325	31	16	,	,	PUNCT
ajst-14325	31	17	and	and	CCONJ
ajst-14325	31	18	yolov5x	yolov5x	PROPN
ajst-14325	31	19	,	,	PUNCT
ajst-14325	31	20	allowing	allow	VERB
ajst-14325	31	21	for	for	ADP
ajst-14325	31	22	flexible	flexible	ADJ
ajst-14325	31	23	adjustments	adjustment	NOUN
ajst-14325	31	24	of	of	ADP
ajst-14325	31	25	the	the	DET
ajst-14325	31	26	network	network	NOUN
ajst-14325	31	27	's	's	PART
ajst-14325	31	28	depth	depth	NOUN
ajst-14325	31	29	and	and	CCONJ
ajst-14325	31	30	width	width	VERB
ajst-14325	31	31	through	through	ADP
ajst-14325	31	32	configuration	configuration	NOUN
ajst-14325	31	33	file	file	NOUN
ajst-14325	31	34	tuning	tuning	NOUN
ajst-14325	31	35	.	.	PUNCT
ajst-14325	32	1	moreover	moreover	ADV
ajst-14325	32	2	,	,	PUNCT
ajst-14325	32	3	yolov5	yolov5	NOUN
ajst-14325	32	4	boasts	boast	VERB
ajst-14325	32	5	remarkable	remarkable	ADJ
ajst-14325	32	6	portability	portability	NOUN
ajst-14325	32	7	and	and	CCONJ
ajst-14325	32	8	has	have	AUX
ajst-14325	32	9	been	be	AUX
ajst-14325	32	10	widely	widely	ADV
ajst-14325	32	11	applied	apply	VERB
ajst-14325	32	12	and	and	CCONJ
ajst-14325	32	13	deployed	deploy	VERB
ajst-14325	32	14	in	in	ADP
ajst-14325	32	15	practical	practical	ADJ
ajst-14325	32	16	production	production	NOUN
ajst-14325	32	17	environments	environment	NOUN
ajst-14325	32	18	.	.	PUNCT
ajst-14325	33	1	the	the	DET
ajst-14325	33	2	network	network	NOUN
ajst-14325	33	3	structure	structure	NOUN
ajst-14325	33	4	of	of	ADP
ajst-14325	33	5	yolov5	yolov5	NOUN
ajst-14325	33	6	is	be	AUX
ajst-14325	33	7	illustrated	illustrate	VERB
ajst-14325	33	8	in	in	ADP
ajst-14325	33	9	figure	figure	NOUN
ajst-14325	33	10	1	1	NUM
ajst-14325	33	11	.	.	X
ajst-14325	33	12	247	247	NUM
ajst-14325	33	13	figure	figure	NOUN
ajst-14325	33	14	1	1	NUM
ajst-14325	33	15	.	.	PUNCT
ajst-14325	34	1	network	network	NOUN
ajst-14325	34	2	structure	structure	NOUN
ajst-14325	34	3	of	of	ADP
ajst-14325	34	4	yolov5	yolov5	NOUN
ajst-14325	34	5	2.2	2.2	NUM
ajst-14325	34	6	.	.	PUNCT
ajst-14325	35	1	loss	loss	NOUN
ajst-14325	35	2	function	function	NOUN
ajst-14325	35	3	dyolov5	dyolov5	NOUN
ajst-14325	35	4	employs	employ	VERB
ajst-14325	35	5	three	three	NUM
ajst-14325	35	6	types	type	NOUN
ajst-14325	35	7	of	of	ADP
ajst-14325	35	8	loss	loss	NOUN
ajst-14325	35	9	functions	function	NOUN
ajst-14325	35	10	,	,	PUNCT
ajst-14325	35	11	namely	namely	ADV
ajst-14325	35	12	classification	classification	NOUN
ajst-14325	35	13	loss	loss	NOUN
ajst-14325	35	14	,	,	PUNCT
ajst-14325	35	15	localization	localization	NOUN
ajst-14325	35	16	loss	loss	NOUN
ajst-14325	35	17	,	,	PUNCT
ajst-14325	35	18	and	and	CCONJ
ajst-14325	35	19	confidence	confidence	NOUN
ajst-14325	35	20	loss	loss	NOUN
ajst-14325	35	21	,	,	PUNCT
ajst-14325	35	22	to	to	PART
ajst-14325	35	23	assess	assess	VERB
ajst-14325	35	24	the	the	DET
ajst-14325	35	25	algorithm	algorithm	NOUN
ajst-14325	35	26	's	's	PART
ajst-14325	35	27	detection	detection	NOUN
ajst-14325	35	28	performance	performance	NOUN
ajst-14325	35	29	.	.	PUNCT
ajst-14325	36	1	among	among	ADP
ajst-14325	36	2	them	they	PRON
ajst-14325	36	3	,	,	PUNCT
ajst-14325	36	4	intersection	intersection	NOUN
ajst-14325	36	5	over	over	ADP
ajst-14325	36	6	union	union	NOUN
ajst-14325	36	7	(	(	PUNCT
ajst-14325	36	8	iou	iou	NOUN
ajst-14325	36	9	)	)	PUNCT
ajst-14325	36	10	is	be	AUX
ajst-14325	36	11	a	a	DET
ajst-14325	36	12	simple	simple	ADJ
ajst-14325	36	13	function	function	NOUN
ajst-14325	36	14	used	use	VERB
ajst-14325	36	15	to	to	PART
ajst-14325	36	16	calculate	calculate	VERB
ajst-14325	36	17	the	the	DET
ajst-14325	36	18	localization	localization	NOUN
ajst-14325	36	19	loss	loss	NOUN
ajst-14325	36	20	.	.	PUNCT
ajst-14325	37	1	it	it	PRON
ajst-14325	37	2	evaluates	evaluate	VERB
ajst-14325	37	3	the	the	DET
ajst-14325	37	4	matching	matching	NOUN
ajst-14325	37	5	degree	degree	NOUN
ajst-14325	37	6	of	of	ADP
ajst-14325	37	7	two	two	NUM
ajst-14325	37	8	bounding	bounding	NOUN
ajst-14325	37	9	boxes	box	NOUN
ajst-14325	37	10	by	by	ADP
ajst-14325	37	11	measuring	measure	VERB
ajst-14325	37	12	their	their	PRON
ajst-14325	37	13	overlap	overlap	NOUN
ajst-14325	37	14	and	and	CCONJ
ajst-14325	37	15	then	then	ADV
ajst-14325	37	16	utilizes	utilize	VERB
ajst-14325	37	17	non	non	ADJ
ajst-14325	37	18	-	-	ADJ
ajst-14325	37	19	maximum	maximum	ADJ
ajst-14325	37	20	suppression	suppression	NOUN
ajst-14325	37	21	(	(	PUNCT
ajst-14325	37	22	nms	nms	NOUN
ajst-14325	37	23	)	)	PUNCT
ajst-14325	37	24	to	to	PART
ajst-14325	37	25	filter	filter	VERB
ajst-14325	37	26	out	out	ADP
ajst-14325	37	27	the	the	DET
ajst-14325	37	28	optimal	optimal	ADJ
ajst-14325	37	29	detection	detection	NOUN
ajst-14325	37	30	results	result	NOUN
ajst-14325	37	31	.	.	PUNCT
ajst-14325	38	1	however	however	ADV
ajst-14325	38	2	,	,	PUNCT
ajst-14325	38	3	in	in	ADP
ajst-14325	38	4	practical	practical	ADJ
ajst-14325	38	5	applications	application	NOUN
ajst-14325	38	6	,	,	PUNCT
ajst-14325	38	7	it	it	PRON
ajst-14325	38	8	has	have	AUX
ajst-14325	38	9	been	be	AUX
ajst-14325	38	10	observed	observe	VERB
ajst-14325	38	11	that	that	SCONJ
ajst-14325	38	12	the	the	DET
ajst-14325	38	13	iou	iou	NOUN
ajst-14325	38	14	function	function	NOUN
ajst-14325	38	15	has	have	VERB
ajst-14325	38	16	some	some	DET
ajst-14325	38	17	deficiencies	deficiency	NOUN
ajst-14325	38	18	,	,	PUNCT
ajst-14325	38	19	making	make	VERB
ajst-14325	38	20	it	it	PRON
ajst-14325	38	21	challenging	challenge	VERB
ajst-14325	38	22	to	to	PART
ajst-14325	38	23	meet	meet	VERB
ajst-14325	38	24	the	the	DET
ajst-14325	38	25	requirements	requirement	NOUN
ajst-14325	38	26	for	for	ADP
ajst-14325	38	27	localization	localization	NOUN
ajst-14325	38	28	loss	loss	NOUN
ajst-14325	38	29	in	in	ADP
ajst-14325	38	30	complex	complex	ADJ
ajst-14325	38	31	environments	environment	NOUN
ajst-14325	38	32	.	.	PUNCT
ajst-14325	39	1	consequently	consequently	ADV
ajst-14325	39	2	,	,	PUNCT
ajst-14325	39	3	various	various	ADJ
ajst-14325	39	4	improved	improved	ADJ
ajst-14325	39	5	versions	version	NOUN
ajst-14325	39	6	of	of	ADP
ajst-14325	39	7	localization	localization	NOUN
ajst-14325	39	8	loss	loss	NOUN
ajst-14325	39	9	calculation	calculation	NOUN
ajst-14325	39	10	methods	method	NOUN
ajst-14325	39	11	have	have	AUX
ajst-14325	39	12	emerged	emerge	VERB
ajst-14325	39	13	,	,	PUNCT
ajst-14325	39	14	with	with	ADP
ajst-14325	39	15	common	common	ADJ
ajst-14325	39	16	ones	one	NOUN
ajst-14325	39	17	including	include	VERB
ajst-14325	39	18	generalized	generalized	ADJ
ajst-14325	39	19	iou	iou	NOUN
ajst-14325	39	20	(	(	PUNCT
ajst-14325	39	21	giou	giou	NOUN
ajst-14325	39	22	)	)	PUNCT
ajst-14325	39	23	,	,	PUNCT
ajst-14325	39	24	distance	distance	NOUN
ajst-14325	39	25	iou	iou	NOUN
ajst-14325	39	26	(	(	PUNCT
ajst-14325	39	27	diou	diou	NOUN
ajst-14325	39	28	)	)	PUNCT
ajst-14325	39	29	,	,	PUNCT
ajst-14325	39	30	and	and	CCONJ
ajst-14325	39	31	complete	complete	ADJ
ajst-14325	39	32	iou	iou	PROPN
ajst-14325	39	33	(	(	PUNCT
ajst-14325	39	34	ciou	ciou	NOUN
ajst-14325	39	35	)	)	PUNCT
ajst-14325	39	36	.	.	PUNCT
ajst-14325	40	1	among	among	ADP
ajst-14325	40	2	these	these	PRON
ajst-14325	40	3	,	,	PUNCT
ajst-14325	40	4	ciou	ciou	NOUN
ajst-14325	40	5	is	be	AUX
ajst-14325	40	6	a	a	DET
ajst-14325	40	7	loss	loss	NOUN
ajst-14325	40	8	function	function	NOUN
ajst-14325	40	9	that	that	PRON
ajst-14325	40	10	considers	consider	VERB
ajst-14325	40	11	additional	additional	ADJ
ajst-14325	40	12	optimization	optimization	NOUN
ajst-14325	40	13	strategies	strategy	NOUN
ajst-14325	40	14	and	and	CCONJ
ajst-14325	40	15	exhibits	exhibit	VERB
ajst-14325	40	16	higher	high	ADJ
ajst-14325	40	17	accuracy	accuracy	NOUN
ajst-14325	40	18	in	in	ADP
ajst-14325	40	19	evaluation	evaluation	NOUN
ajst-14325	40	20	.	.	PUNCT
ajst-14325	41	1	yolov5	yolov5	NOUN
ajst-14325	41	2	precisely	precisely	ADV
ajst-14325	41	3	adopts	adopt	VERB
ajst-14325	41	4	the	the	DET
ajst-14325	41	5	ciou	ciou	NOUN
ajst-14325	41	6	function	function	NOUN
ajst-14325	41	7	as	as	ADP
ajst-14325	41	8	the	the	DET
ajst-14325	41	9	localization	localization	NOUN
ajst-14325	41	10	loss	loss	NOUN
ajst-14325	41	11	function	function	NOUN
ajst-14325	41	12	for	for	ADP
ajst-14325	41	13	the	the	DET
ajst-14325	41	14	network	network	NOUN
ajst-14325	41	15	model	model	NOUN
ajst-14325	41	16	.	.	PUNCT
ajst-14325	42	1	the	the	DET
ajst-14325	42	2	expressions	expression	NOUN
ajst-14325	42	3	for	for	ADP
ajst-14325	42	4	iou	iou	NOUN
ajst-14325	42	5	and	and	CCONJ
ajst-14325	42	6	ciou	ciou	NOUN
ajst-14325	42	7	are	be	AUX
ajst-14325	42	8	shown	show	VERB
ajst-14325	42	9	in	in	ADP
ajst-14325	42	10	equations	equation	NOUN
ajst-14325	42	11	(	(	PUNCT
ajst-14325	42	12	1	1	NUM
ajst-14325	42	13	)	)	PUNCT
ajst-14325	42	14	and	and	CCONJ
ajst-14325	42	15	(	(	PUNCT
ajst-14325	42	16	2	2	NUM
ajst-14325	42	17	):	):	PUNCT
ajst-14325	42	18	||	||	NOUN
ajst-14325	42	19	||	||	PUNCT
ajst-14325	43	1	ba	ba	PROPN
ajst-14325	43	2	ba	ba	PROPN
ajst-14325	43	3	iou	iou	PROPN
ajst-14325	43	4	∪	∪	ADJ
ajst-14325	43	5	∩	∩	NOUN
ajst-14325	43	6			NUM
ajst-14325	43	7	(	(	PUNCT
ajst-14325	43	8	1	1	NUM
ajst-14325	43	9	)	)	PUNCT
ajst-14325	43	10	v	v	NOUN
ajst-14325	43	11	c	c	NOUN
ajst-14325	43	12	bb	bb	NOUN
ajst-14325	43	13	iouloss	iouloss	NOUN
ajst-14325	43	14	gt	gt	PROPN
ajst-14325	43	15	ciou	ciou	PROPN
ajst-14325	43	16			PUNCT
ajst-14325	44	1			PROPN
ajst-14325	44	2	2	2	NUM
ajst-14325	44	3	2	2	NUM
ajst-14325	44	4	)	)	PUNCT
ajst-14325	44	5	,	,	PUNCT
ajst-14325	44	6	(	(	PUNCT
ajst-14325	44	7	1	1	NUM
ajst-14325	44	8	(	(	PUNCT
ajst-14325	44	9	2	2	NUM
ajst-14325	44	10	)	)	PUNCT
ajst-14325	44	11	3	3	NUM
ajst-14325	44	12	.	.	PUNCT
ajst-14325	44	13	improved	improve	VERB
ajst-14325	44	14	yolov5s	yolov5s	PROPN
ajst-14325	44	15	network	network	NOUN
ajst-14325	44	16	model	model	NOUN
ajst-14325	44	17	as	as	ADP
ajst-14325	44	18	a	a	DET
ajst-14325	44	19	currently	currently	ADV
ajst-14325	44	20	highly	highly	ADV
ajst-14325	44	21	regarded	regard	VERB
ajst-14325	44	22	object	object	NOUN
ajst-14325	44	23	detection	detection	NOUN
ajst-14325	44	24	algorithm	algorithm	NOUN
ajst-14325	44	25	,	,	PUNCT
ajst-14325	44	26	yolov5s	yolov5s	PROPN
ajst-14325	44	27	has	have	AUX
ajst-14325	44	28	made	make	VERB
ajst-14325	44	29	significant	significant	ADJ
ajst-14325	44	30	progress	progress	NOUN
ajst-14325	44	31	by	by	ADP
ajst-14325	44	32	integrating	integrate	VERB
ajst-14325	44	33	numerous	numerous	ADJ
ajst-14325	44	34	optimization	optimization	NOUN
ajst-14325	44	35	strategies	strategy	NOUN
ajst-14325	44	36	.	.	PUNCT
ajst-14325	45	1	however	however	ADV
ajst-14325	45	2	,	,	PUNCT
ajst-14325	45	3	due	due	ADP
ajst-14325	45	4	to	to	ADP
ajst-14325	45	5	its	its	PRON
ajst-14325	45	6	large	large	ADJ
ajst-14325	45	7	number	number	NOUN
ajst-14325	45	8	of	of	ADP
ajst-14325	45	9	parameters	parameter	NOUN
ajst-14325	45	10	,	,	PUNCT
ajst-14325	45	11	relatively	relatively	ADV
ajst-14325	45	12	low	low	ADJ
ajst-14325	45	13	model	model	NOUN
ajst-14325	45	14	inference	inference	NOUN
ajst-14325	45	15	speed	speed	NOUN
ajst-14325	45	16	,	,	PUNCT
ajst-14325	45	17	and	and	CCONJ
ajst-14325	45	18	substantial	substantial	ADJ
ajst-14325	45	19	model	model	NOUN
ajst-14325	45	20	file	file	NOUN
ajst-14325	45	21	size	size	NOUN
ajst-14325	45	22	,	,	PUNCT
ajst-14325	45	23	real	real	ADJ
ajst-14325	45	24	-	-	PUNCT
ajst-14325	45	25	time	time	NOUN
ajst-14325	45	26	detection	detection	NOUN
ajst-14325	45	27	on	on	ADP
ajst-14325	45	28	embedded	embed	VERB
ajst-14325	45	29	devices	device	NOUN
ajst-14325	45	30	has	have	AUX
ajst-14325	45	31	become	become	VERB
ajst-14325	45	32	a	a	DET
ajst-14325	45	33	challenge	challenge	NOUN
ajst-14325	45	34	.	.	PUNCT
ajst-14325	46	1	recognizing	recognize	VERB
ajst-14325	46	2	this	this	DET
ajst-14325	46	3	issue	issue	NOUN
ajst-14325	46	4	,	,	PUNCT
ajst-14325	46	5	this	this	DET
ajst-14325	46	6	paper	paper	NOUN
ajst-14325	46	7	addresses	address	VERB
ajst-14325	46	8	it	it	PRON
ajst-14325	46	9	by	by	ADP
ajst-14325	46	10	designing	design	VERB
ajst-14325	46	11	an	an	DET
ajst-14325	46	12	improved	improved	ADJ
ajst-14325	46	13	version	version	NOUN
ajst-14325	46	14	of	of	ADP
ajst-14325	46	15	the	the	DET
ajst-14325	46	16	yolov5s	yolov5s	PROPN
ajst-14325	46	17	detection	detection	NOUN
ajst-14325	46	18	algorithm	algorithm	NOUN
ajst-14325	46	19	,	,	PUNCT
ajst-14325	46	20	aiming	aim	VERB
ajst-14325	46	21	to	to	AUX
ajst-14325	46	22	more	more	ADV
ajst-14325	46	23	effectively	effectively	ADV
ajst-14325	46	24	meet	meet	VERB
ajst-14325	46	25	the	the	DET
ajst-14325	46	26	real	real	ADJ
ajst-14325	46	27	-	-	PUNCT
ajst-14325	46	28	time	time	NOUN
ajst-14325	46	29	requirements	requirement	NOUN
ajst-14325	46	30	of	of	ADP
ajst-14325	46	31	driver	driver	NOUN
ajst-14325	46	32	behavior	behavior	NOUN
ajst-14325	46	33	detection	detection	NOUN
ajst-14325	46	34	tasks	task	NOUN
ajst-14325	46	35	.	.	PUNCT
ajst-14325	47	1	references	reference	NOUN
ajst-14325	47	2	are	be	AUX
ajst-14325	47	3	cited	cite	VERB
ajst-14325	47	4	in	in	ADP
ajst-14325	47	5	the	the	DET
ajst-14325	47	6	text	text	NOUN
ajst-14325	47	7	just	just	ADV
ajst-14325	47	8	by	by	ADP
ajst-14325	47	9	square	square	ADJ
ajst-14325	47	10	brackets	bracket	NOUN
ajst-14325	48	1	[	[	X
ajst-14325	48	2	1	1	NUM
ajst-14325	48	3	]	]	PUNCT
ajst-14325	48	4	.	.	PUNCT
ajst-14325	49	1	(	(	PUNCT
ajst-14325	49	2	if	if	SCONJ
ajst-14325	49	3	square	square	ADJ
ajst-14325	49	4	brackets	bracket	NOUN
ajst-14325	49	5	are	be	AUX
ajst-14325	49	6	not	not	PART
ajst-14325	49	7	available	available	ADJ
ajst-14325	49	8	,	,	PUNCT
ajst-14325	49	9	slashes	slash	VERB
ajst-14325	49	10	may	may	AUX
ajst-14325	49	11	be	be	AUX
ajst-14325	49	12	used	use	VERB
ajst-14325	49	13	instead	instead	ADV
ajst-14325	49	14	,	,	PUNCT
ajst-14325	49	15	e.g.	e.g.	ADV
ajst-14325	49	16	/2/.	/2/.	X
ajst-14325	49	17	)	)	PUNCT
ajst-14325	49	18	two	two	NUM
ajst-14325	49	19	or	or	CCONJ
ajst-14325	49	20	more	more	ADJ
ajst-14325	49	21	references	reference	NOUN
ajst-14325	49	22	at	at	ADP
ajst-14325	49	23	a	a	DET
ajst-14325	49	24	time	time	NOUN
ajst-14325	49	25	may	may	AUX
ajst-14325	49	26	be	be	AUX
ajst-14325	49	27	put	put	VERB
ajst-14325	49	28	in	in	ADP
ajst-14325	49	29	one	one	NUM
ajst-14325	49	30	set	set	NOUN
ajst-14325	49	31	of	of	ADP
ajst-14325	49	32	brackets	bracket	NOUN
ajst-14325	49	33	[	[	X
ajst-14325	49	34	3	3	NUM
ajst-14325	49	35	,	,	PUNCT
ajst-14325	49	36	4	4	NUM
ajst-14325	49	37	]	]	PUNCT
ajst-14325	49	38	.	.	PUNCT
ajst-14325	50	1	the	the	DET
ajst-14325	50	2	references	reference	NOUN
ajst-14325	50	3	are	be	AUX
ajst-14325	50	4	to	to	PART
ajst-14325	50	5	be	be	AUX
ajst-14325	50	6	numbered	number	VERB
ajst-14325	50	7	in	in	ADP
ajst-14325	50	8	the	the	DET
ajst-14325	50	9	order	order	NOUN
ajst-14325	50	10	in	in	ADP
ajst-14325	50	11	which	which	PRON
ajst-14325	50	12	they	they	PRON
ajst-14325	50	13	are	be	AUX
ajst-14325	50	14	cited	cite	VERB
ajst-14325	50	15	in	in	ADP
ajst-14325	50	16	the	the	DET
ajst-14325	50	17	text	text	NOUN
ajst-14325	50	18	and	and	CCONJ
ajst-14325	50	19	are	be	AUX
ajst-14325	50	20	to	to	PART
ajst-14325	50	21	be	be	AUX
ajst-14325	50	22	listed	list	VERB
ajst-14325	50	23	at	at	ADP
ajst-14325	50	24	the	the	DET
ajst-14325	50	25	end	end	NOUN
ajst-14325	50	26	of	of	ADP
ajst-14325	50	27	the	the	DET
ajst-14325	50	28	contribution	contribution	NOUN
ajst-14325	50	29	under	under	ADP
ajst-14325	50	30	a	a	DET
ajst-14325	50	31	heading	heading	ADJ
ajst-14325	50	32	references	reference	NOUN
ajst-14325	50	33	,	,	PUNCT
ajst-14325	50	34	see	see	VERB
ajst-14325	50	35	our	our	PRON
ajst-14325	50	36	example	example	NOUN
ajst-14325	50	37	below	below	ADV
ajst-14325	50	38	.	.	PUNCT
ajst-14325	51	1	3.1	3.1	NUM
ajst-14325	51	2	.	.	PUNCT
ajst-14325	51	3	backbone	backbone	NOUN
ajst-14325	51	4	network	network	NOUN
ajst-14325	51	5	improvement	improvement	NOUN
ajst-14325	51	6	in	in	ADP
ajst-14325	51	7	order	order	NOUN
ajst-14325	51	8	to	to	PART
ajst-14325	51	9	achieve	achieve	VERB
ajst-14325	51	10	efficient	efficient	ADJ
ajst-14325	51	11	deployment	deployment	NOUN
ajst-14325	51	12	on	on	ADP
ajst-14325	51	13	lowcomputational	lowcomputational	ADJ
ajst-14325	51	14	-	-	PUNCT
ajst-14325	51	15	power	power	NOUN
ajst-14325	51	16	devices	device	NOUN
ajst-14325	51	17	,	,	PUNCT
ajst-14325	51	18	lightweight	lightweight	ADJ
ajst-14325	51	19	and	and	CCONJ
ajst-14325	51	20	low	low	ADJ
ajst-14325	51	21	-	-	PUNCT
ajst-14325	51	22	latency	latency	NOUN
ajst-14325	51	23	characteristics	characteristic	NOUN
ajst-14325	51	24	are	be	AUX
ajst-14325	51	25	particularly	particularly	ADV
ajst-14325	51	26	important	important	ADJ
ajst-14325	51	27	for	for	ADP
ajst-14325	51	28	convolutional	convolutional	ADJ
ajst-14325	51	29	neural	neural	ADJ
ajst-14325	51	30	networks	network	NOUN
ajst-14325	51	31	.	.	PUNCT
ajst-14325	52	1	recently	recently	ADV
ajst-14325	52	2	,	,	PUNCT
ajst-14325	52	3	han	han	PROPN
ajst-14325	52	4	and	and	CCONJ
ajst-14325	52	5	his	his	PRON
ajst-14325	52	6	colleagues	colleague	NOUN
ajst-14325	52	7	introduced	introduce	VERB
ajst-14325	52	8	a	a	DET
ajst-14325	52	9	new	new	ADJ
ajst-14325	52	10	neural	neural	ADJ
ajst-14325	52	11	network	network	NOUN
ajst-14325	52	12	called	call	VERB
ajst-14325	52	13	ghostnet[15	ghostnet[15	NOUN
ajst-14325	52	14	]	]	PUNCT
ajst-14325	52	15	.	.	PUNCT
ajst-14325	53	1	this	this	DET
ajst-14325	53	2	network	network	NOUN
ajst-14325	53	3	is	be	AUX
ajst-14325	53	4	based	base	VERB
ajst-14325	53	5	on	on	ADP
ajst-14325	53	6	the	the	DET
ajst-14325	53	7	ghost	ghost	NOUN
ajst-14325	53	8	-	-	PUNCT
ajst-14325	53	9	module	module	NOUN
ajst-14325	53	10	,	,	PUNCT
ajst-14325	53	11	and	and	CCONJ
ajst-14325	53	12	it	it	PRON
ajst-14325	53	13	is	be	AUX
ajst-14325	53	14	constructed	construct	VERB
ajst-14325	53	15	by	by	ADP
ajst-14325	53	16	stacking	stack	VERB
ajst-14325	53	17	ghost	ghost	NOUN
ajst-14325	53	18	bottlenecks	bottleneck	NOUN
ajst-14325	53	19	,	,	PUNCT
ajst-14325	53	20	resulting	result	VERB
ajst-14325	53	21	in	in	ADP
ajst-14325	53	22	an	an	DET
ajst-14325	53	23	efficient	efficient	ADJ
ajst-14325	53	24	and	and	CCONJ
ajst-14325	53	25	lightweight	lightweight	ADJ
ajst-14325	53	26	network	network	NOUN
ajst-14325	53	27	structure	structure	NOUN
ajst-14325	53	28	.	.	PUNCT
ajst-14325	54	1	verified	verify	VERB
ajst-14325	54	2	experimentally	experimentally	ADV
ajst-14325	54	3	,	,	PUNCT
ajst-14325	54	4	ghostnet	ghostnet	NOUN
ajst-14325	54	5	maintains	maintain	VERB
ajst-14325	54	6	high	high	ADJ
ajst-14325	54	7	accuracy	accuracy	NOUN
ajst-14325	54	8	while	while	SCONJ
ajst-14325	54	9	exhibiting	exhibit	VERB
ajst-14325	54	10	superior	superior	ADJ
ajst-14325	54	11	computational	computational	ADJ
ajst-14325	54	12	efficiency	efficiency	NOUN
ajst-14325	54	13	and	and	CCONJ
ajst-14325	54	14	inference	inference	NOUN
ajst-14325	54	15	speed	speed	NOUN
ajst-14325	54	16	.	.	PUNCT
ajst-14325	55	1	compared	compare	VERB
ajst-14325	55	2	to	to	ADP
ajst-14325	55	3	other	other	ADJ
ajst-14325	55	4	models	model	NOUN
ajst-14325	55	5	,	,	PUNCT
ajst-14325	55	6	ghostnet	ghostnet	NOUN
ajst-14325	55	7	achieves	achieve	VERB
ajst-14325	55	8	the	the	DET
ajst-14325	55	9	highest	high	ADJ
ajst-14325	55	10	throughput	throughput	NOUN
ajst-14325	55	11	on	on	ADP
ajst-14325	55	12	gpus	gpu	NOUN
ajst-14325	55	13	and	and	CCONJ
ajst-14325	55	14	lower	low	ADJ
ajst-14325	55	15	latency	latency	NOUN
ajst-14325	55	16	on	on	ADP
ajst-14325	55	17	cpus	cpus	NOUN
ajst-14325	55	18	and	and	CCONJ
ajst-14325	55	19	arm	arm	NOUN
ajst-14325	55	20	.	.	PUNCT
ajst-14325	56	1	building	build	VERB
ajst-14325	56	2	upon	upon	SCONJ
ajst-14325	56	3	this	this	DET
ajst-14325	56	4	foundation	foundation	NOUN
ajst-14325	56	5	,	,	PUNCT
ajst-14325	56	6	this	this	DET
ajst-14325	56	7	paper	paper	NOUN
ajst-14325	56	8	introduces	introduce	VERB
ajst-14325	56	9	the	the	DET
ajst-14325	56	10	ghost	ghost	NOUN
ajst-14325	56	11	bottleneck	bottleneck	NOUN
ajst-14325	56	12	structure	structure	NOUN
ajst-14325	56	13	and	and	CCONJ
ajst-14325	56	14	ghost	ghost	NOUN
ajst-14325	56	15	-	-	PUNCT
ajst-14325	56	16	module	module	NOUN
ajst-14325	56	17	into	into	ADP
ajst-14325	56	18	the	the	DET
ajst-14325	56	19	backbone	backbone	NOUN
ajst-14325	56	20	network	network	NOUN
ajst-14325	56	21	.	.	PUNCT
ajst-14325	57	1	while	while	SCONJ
ajst-14325	57	2	maintaining	maintain	VERB
ajst-14325	57	3	detection	detection	NOUN
ajst-14325	57	4	accuracy	accuracy	NOUN
ajst-14325	57	5	with	with	ADP
ajst-14325	57	6	minimal	minimal	ADJ
ajst-14325	57	7	decline	decline	NOUN
ajst-14325	57	8	,	,	PUNCT
ajst-14325	57	9	this	this	PRON
ajst-14325	57	10	significantly	significantly	ADV
ajst-14325	57	11	enhances	enhance	VERB
ajst-14325	57	12	the	the	DET
ajst-14325	57	13	lightweight	lightweight	ADJ
ajst-14325	57	14	and	and	CCONJ
ajst-14325	57	15	low	low	ADJ
ajst-14325	57	16	-	-	PUNCT
ajst-14325	57	17	latency	latency	NOUN
ajst-14325	57	18	characteristics	characteristic	NOUN
ajst-14325	57	19	of	of	ADP
ajst-14325	57	20	the	the	DET
ajst-14325	57	21	network	network	NOUN
ajst-14325	57	22	model	model	NOUN
ajst-14325	57	23	.	.	PUNCT
ajst-14325	58	1	3.1.1	3.1.1	X
ajst-14325	58	2	.	.	PUNCT
ajst-14325	58	3	ghost	ghost	NOUN
ajst-14325	58	4	-	-	PUNCT
ajst-14325	58	5	module	module	NOUN
ajst-14325	58	6	and	and	CCONJ
ajst-14325	58	7	ghost	ghost	NOUN
ajst-14325	58	8	bottleneck	bottleneck	NOUN
ajst-14325	58	9	the	the	DET
ajst-14325	58	10	ghost	ghost	NOUN
ajst-14325	58	11	bottleneck	bottleneck	NOUN
ajst-14325	58	12	,	,	PUNCT
ajst-14325	58	13	as	as	ADP
ajst-14325	58	14	the	the	DET
ajst-14325	58	15	core	core	NOUN
ajst-14325	58	16	structure	structure	NOUN
ajst-14325	58	17	of	of	ADP
ajst-14325	58	18	the	the	DET
ajst-14325	58	19	lightweight	lightweight	ADJ
ajst-14325	58	20	ghostnet	ghostnet	NOUN
ajst-14325	58	21	,	,	PUNCT
ajst-14325	58	22	demonstrates	demonstrate	VERB
ajst-14325	58	23	outstanding	outstanding	ADJ
ajst-14325	58	24	performance	performance	NOUN
ajst-14325	58	25	.	.	PUNCT
ajst-14325	59	1	its	its	PRON
ajst-14325	59	2	architecture	architecture	NOUN
ajst-14325	59	3	is	be	AUX
ajst-14325	59	4	implemented	implement	VERB
ajst-14325	59	5	based	base	VERB
ajst-14325	59	6	on	on	ADP
ajst-14325	59	7	the	the	DET
ajst-14325	59	8	ghost	ghost	NOUN
ajst-14325	59	9	-	-	PUNCT
ajst-14325	59	10	module	module	NOUN
ajst-14325	59	11	,	,	PUNCT
ajst-14325	59	12	a	a	DET
ajst-14325	59	13	phantom	phantom	ADJ
ajst-14325	59	14	convolution	convolution	NOUN
ajst-14325	59	15	module	module	NOUN
ajst-14325	59	16	.	.	PUNCT
ajst-14325	60	1	figure	figure	NOUN
ajst-14325	60	2	2	2	NUM
ajst-14325	60	3	.	.	PUNCT
ajst-14325	60	4	ghost	ghost	NOUN
ajst-14325	60	5	-	-	PUNCT
ajst-14325	60	6	module	module	NOUN
ajst-14325	60	7	network	network	NOUN
ajst-14325	60	8	architecture	architecture	NOUN
ajst-14325	60	9	diagram	diagram	NOUN
ajst-14325	60	10	.	.	PUNCT
ajst-14325	61	1	248	248	NUM
ajst-14325	61	2	from	from	ADP
ajst-14325	61	3	figure	figure	NOUN
ajst-14325	61	4	3	3	NUM
ajst-14325	61	5	,	,	PUNCT
ajst-14325	61	6	it	it	PRON
ajst-14325	61	7	is	be	AUX
ajst-14325	61	8	evident	evident	ADJ
ajst-14325	61	9	that	that	SCONJ
ajst-14325	61	10	the	the	DET
ajst-14325	61	11	ghost	ghost	NOUN
ajst-14325	61	12	-	-	PUNCT
ajst-14325	61	13	module	module	NOUN
ajst-14325	61	14	first	first	ADV
ajst-14325	61	15	generates	generate	VERB
ajst-14325	61	16	some	some	DET
ajst-14325	61	17	feature	feature	NOUN
ajst-14325	61	18	maps	map	NOUN
ajst-14325	61	19	through	through	ADP
ajst-14325	61	20	a	a	DET
ajst-14325	61	21	regular	regular	ADJ
ajst-14325	61	22	convolution	convolution	NOUN
ajst-14325	61	23	,	,	PUNCT
ajst-14325	61	24	then	then	ADV
ajst-14325	61	25	performs	perform	VERB
ajst-14325	61	26	a	a	DET
ajst-14325	61	27	cheap	cheap	ADJ
ajst-14325	61	28	operation	operation	NOUN
ajst-14325	61	29	on	on	ADP
ajst-14325	61	30	the	the	DET
ajst-14325	61	31	generated	generate	VERB
ajst-14325	61	32	feature	feature	NOUN
ajst-14325	61	33	maps	map	NOUN
ajst-14325	61	34	to	to	PART
ajst-14325	61	35	produce	produce	VERB
ajst-14325	61	36	redundant	redundant	ADJ
ajst-14325	61	37	feature	feature	NOUN
ajst-14325	61	38	maps	map	NOUN
ajst-14325	61	39	.	.	PUNCT
ajst-14325	62	1	the	the	DET
ajst-14325	62	2	convolution	convolution	NOUN
ajst-14325	62	3	used	use	VERB
ajst-14325	62	4	in	in	ADP
ajst-14325	62	5	this	this	DET
ajst-14325	62	6	step	step	NOUN
ajst-14325	62	7	is	be	AUX
ajst-14325	62	8	a	a	DET
ajst-14325	62	9	depth	depth	NOUN
ajst-14325	62	10	-	-	PUNCT
ajst-14325	62	11	wise	wise	ADJ
ajst-14325	62	12	separable	separable	ADJ
ajst-14325	62	13	convolution	convolution	NOUN
ajst-14325	62	14	.	.	PUNCT
ajst-14325	63	1	finally	finally	ADV
ajst-14325	63	2	,	,	PUNCT
ajst-14325	63	3	the	the	DET
ajst-14325	63	4	feature	feature	NOUN
ajst-14325	63	5	maps	map	NOUN
ajst-14325	63	6	generated	generate	VERB
ajst-14325	63	7	by	by	ADP
ajst-14325	63	8	the	the	DET
ajst-14325	63	9	regular	regular	ADJ
ajst-14325	63	10	convolution	convolution	NOUN
ajst-14325	63	11	are	be	AUX
ajst-14325	63	12	concatenated	concatenate	VERB
ajst-14325	63	13	with	with	ADP
ajst-14325	63	14	the	the	DET
ajst-14325	63	15	feature	feature	NOUN
ajst-14325	63	16	maps	map	NOUN
ajst-14325	63	17	generated	generate	VERB
ajst-14325	63	18	by	by	ADP
ajst-14325	63	19	the	the	DET
ajst-14325	63	20	cheap	cheap	ADJ
ajst-14325	63	21	operation	operation	NOUN
ajst-14325	63	22	.	.	PUNCT
ajst-14325	64	1	by	by	ADP
ajst-14325	64	2	stacking	stack	VERB
ajst-14325	64	3	ghost	ghost	NOUN
ajst-14325	64	4	-	-	PUNCT
ajst-14325	64	5	modules	module	NOUN
ajst-14325	64	6	,	,	PUNCT
ajst-14325	64	7	the	the	DET
ajst-14325	64	8	ghost	ghost	NOUN
ajst-14325	64	9	bottleneck	bottleneck	NOUN
ajst-14325	64	10	structure	structure	NOUN
ajst-14325	64	11	is	be	AUX
ajst-14325	64	12	obtained	obtain	VERB
ajst-14325	64	13	.	.	PUNCT
ajst-14325	65	1	figure	figure	NOUN
ajst-14325	65	2	3	3	NUM
ajst-14325	65	3	.	.	NOUN
ajst-14325	65	4	ghost	ghost	NOUN
ajst-14325	65	5	bottleneck	bottleneck	NOUN
ajst-14325	65	6	network	network	NOUN
ajst-14325	65	7	architecture	architecture	NOUN
ajst-14325	65	8	diagram	diagram	NOUN
ajst-14325	65	9	.	.	PUNCT
ajst-14325	66	1	as	as	SCONJ
ajst-14325	66	2	shown	show	VERB
ajst-14325	66	3	in	in	ADP
ajst-14325	66	4	the	the	DET
ajst-14325	66	5	figure	figure	NOUN
ajst-14325	66	6	,	,	PUNCT
ajst-14325	66	7	the	the	DET
ajst-14325	66	8	ghost	ghost	NOUN
ajst-14325	66	9	bottleneck	bottleneck	NOUN
ajst-14325	66	10	appears	appear	VERB
ajst-14325	66	11	to	to	PART
ajst-14325	66	12	be	be	AUX
ajst-14325	66	13	similar	similar	ADJ
ajst-14325	66	14	to	to	ADP
ajst-14325	66	15	the	the	DET
ajst-14325	66	16	basic	basic	ADJ
ajst-14325	66	17	residual	residual	ADJ
ajst-14325	66	18	block	block	NOUN
ajst-14325	66	19	in	in	ADP
ajst-14325	66	20	resnet	resnet	NOUN
ajst-14325	66	21	,	,	PUNCT
ajst-14325	66	22	incorporating	incorporate	VERB
ajst-14325	66	23	multiple	multiple	ADJ
ajst-14325	66	24	convolutional	convolutional	ADJ
ajst-14325	66	25	layers	layer	NOUN
ajst-14325	66	26	and	and	CCONJ
ajst-14325	66	27	a	a	DET
ajst-14325	66	28	shortcut	shortcut	NOUN
ajst-14325	66	29	.	.	PUNCT
ajst-14325	67	1	the	the	DET
ajst-14325	67	2	ghost	ghost	NOUN
ajst-14325	67	3	bottleneck	bottleneck	NOUN
ajst-14325	67	4	primarily	primarily	ADV
ajst-14325	67	5	consists	consist	VERB
ajst-14325	67	6	of	of	ADP
ajst-14325	67	7	two	two	NUM
ajst-14325	67	8	stacked	stack	VERB
ajst-14325	67	9	ghost	ghost	NOUN
ajst-14325	67	10	modules	module	NOUN
ajst-14325	67	11	.	.	PUNCT
ajst-14325	68	1	the	the	DET
ajst-14325	68	2	first	first	ADJ
ajst-14325	68	3	ghost	ghost	NOUN
ajst-14325	68	4	-	-	PUNCT
ajst-14325	68	5	module	module	NOUN
ajst-14325	68	6	serves	serve	VERB
ajst-14325	68	7	as	as	ADP
ajst-14325	68	8	an	an	DET
ajst-14325	68	9	expansion	expansion	NOUN
ajst-14325	68	10	layer	layer	NOUN
ajst-14325	68	11	,	,	PUNCT
ajst-14325	68	12	increasing	increase	VERB
ajst-14325	68	13	the	the	DET
ajst-14325	68	14	number	number	NOUN
ajst-14325	68	15	of	of	ADP
ajst-14325	68	16	channels	channel	NOUN
ajst-14325	68	17	,	,	PUNCT
ajst-14325	68	18	while	while	SCONJ
ajst-14325	68	19	the	the	DET
ajst-14325	68	20	second	second	ADJ
ajst-14325	68	21	ghostmodule	ghostmodule	NOUN
ajst-14325	68	22	reduces	reduce	VERB
ajst-14325	68	23	the	the	DET
ajst-14325	68	24	number	number	NOUN
ajst-14325	68	25	of	of	ADP
ajst-14325	68	26	channels	channel	NOUN
ajst-14325	68	27	to	to	PART
ajst-14325	68	28	match	match	VERB
ajst-14325	68	29	the	the	DET
ajst-14325	68	30	shortcut	shortcut	NOUN
ajst-14325	68	31	path	path	NOUN
ajst-14325	68	32	.	.	PUNCT
ajst-14325	69	1	then	then	ADV
ajst-14325	69	2	,	,	PUNCT
ajst-14325	69	3	the	the	DET
ajst-14325	69	4	shortcut	shortcut	NOUN
ajst-14325	69	5	connects	connect	VERB
ajst-14325	69	6	the	the	DET
ajst-14325	69	7	inputs	input	NOUN
ajst-14325	69	8	and	and	CCONJ
ajst-14325	69	9	outputs	output	NOUN
ajst-14325	69	10	of	of	ADP
ajst-14325	69	11	these	these	DET
ajst-14325	69	12	two	two	NUM
ajst-14325	69	13	ghost	ghost	NOUN
ajst-14325	69	14	modules	module	NOUN
ajst-14325	69	15	.	.	PUNCT
ajst-14325	70	1	in	in	ADP
ajst-14325	70	2	this	this	DET
ajst-14325	70	3	paper	paper	NOUN
ajst-14325	70	4	,	,	PUNCT
ajst-14325	70	5	ghost	ghost	NOUN
ajst-14325	70	6	-	-	PUNCT
ajst-14325	70	7	modules	module	NOUN
ajst-14325	70	8	and	and	CCONJ
ajst-14325	70	9	ghost	ghost	NOUN
ajst-14325	70	10	bottleneck	bottleneck	NOUN
ajst-14325	70	11	structures	structure	NOUN
ajst-14325	70	12	are	be	AUX
ajst-14325	70	13	introduced	introduce	VERB
ajst-14325	70	14	into	into	ADP
ajst-14325	70	15	the	the	DET
ajst-14325	70	16	backbone	backbone	NOUN
ajst-14325	70	17	network	network	NOUN
ajst-14325	70	18	of	of	ADP
ajst-14325	70	19	yolov5	yolov5	NOUN
ajst-14325	70	20	,	,	PUNCT
ajst-14325	70	21	optimizing	optimize	VERB
ajst-14325	70	22	the	the	DET
ajst-14325	70	23	design	design	NOUN
ajst-14325	70	24	to	to	PART
ajst-14325	70	25	create	create	VERB
ajst-14325	70	26	a	a	DET
ajst-14325	70	27	more	more	ADV
ajst-14325	70	28	lightweight	lightweight	ADJ
ajst-14325	70	29	feature	feature	NOUN
ajst-14325	70	30	extraction	extraction	NOUN
ajst-14325	70	31	network	network	NOUN
ajst-14325	70	32	structure	structure	NOUN
ajst-14325	70	33	.	.	PUNCT
ajst-14325	71	1	3.2	3.2	NUM
ajst-14325	71	2	.	.	PUNCT
ajst-14325	72	1	feature	feature	NOUN
ajst-14325	72	2	pyramid	pyramid	NOUN
ajst-14325	72	3	network	network	NOUN
ajst-14325	72	4	improvement	improvement	NOUN
ajst-14325	72	5	in	in	ADP
ajst-14325	72	6	object	object	NOUN
ajst-14325	72	7	detection	detection	NOUN
ajst-14325	72	8	tasks	task	NOUN
ajst-14325	72	9	,	,	PUNCT
ajst-14325	72	10	multi	multi	ADJ
ajst-14325	72	11	-	-	ADJ
ajst-14325	72	12	scale	scale	ADJ
ajst-14325	72	13	features	feature	NOUN
ajst-14325	72	14	play	play	VERB
ajst-14325	72	15	a	a	DET
ajst-14325	72	16	crucial	crucial	ADJ
ajst-14325	72	17	role	role	NOUN
ajst-14325	72	18	in	in	ADP
ajst-14325	72	19	encoding	encode	VERB
ajst-14325	72	20	objects	object	NOUN
ajst-14325	72	21	with	with	ADP
ajst-14325	72	22	scale	scale	NOUN
ajst-14325	72	23	variations	variation	NOUN
ajst-14325	72	24	.	.	PUNCT
ajst-14325	73	1	common	common	ADJ
ajst-14325	73	2	strategies	strategy	NOUN
ajst-14325	73	3	for	for	ADP
ajst-14325	73	4	multi	multi	ADJ
ajst-14325	73	5	-	-	ADJ
ajst-14325	73	6	scale	scale	ADJ
ajst-14325	73	7	feature	feature	NOUN
ajst-14325	73	8	extraction	extraction	NOUN
ajst-14325	73	9	include	include	VERB
ajst-14325	73	10	the	the	DET
ajst-14325	73	11	use	use	NOUN
ajst-14325	73	12	of	of	ADP
ajst-14325	73	13	classical	classical	ADJ
ajst-14325	73	14	top	top	ADJ
ajst-14325	73	15	-	-	PUNCT
ajst-14325	73	16	down	down	NOUN
ajst-14325	73	17	and	and	CCONJ
ajst-14325	73	18	bottom	bottom	ADJ
ajst-14325	73	19	-	-	PUNCT
ajst-14325	73	20	up	up	ADP
ajst-14325	73	21	feature	feature	NOUN
ajst-14325	73	22	pyramid	pyramid	NOUN
ajst-14325	73	23	networks	network	NOUN
ajst-14325	73	24	.	.	PUNCT
ajst-14325	74	1	the	the	DET
ajst-14325	74	2	yolov5	yolov5	PROPN
ajst-14325	74	3	network	network	NOUN
ajst-14325	74	4	model	model	NOUN
ajst-14325	74	5	,	,	PUNCT
ajst-14325	74	6	however	however	ADV
ajst-14325	74	7	,	,	PUNCT
ajst-14325	74	8	adopts	adopt	VERB
ajst-14325	74	9	a	a	DET
ajst-14325	74	10	bidirectional	bidirectional	ADJ
ajst-14325	74	11	fusion	fusion	NOUN
ajst-14325	74	12	backbone	backbone	NOUN
ajst-14325	74	13	network	network	NOUN
ajst-14325	74	14	known	know	VERB
ajst-14325	74	15	as	as	ADP
ajst-14325	74	16	the	the	DET
ajst-14325	74	17	path	path	NOUN
ajst-14325	74	18	aggregation	aggregation	NOUN
ajst-14325	74	19	network	network	NOUN
ajst-14325	74	20	(	(	PUNCT
ajst-14325	74	21	panet	panet	PROPN
ajst-14325	74	22	)	)	PUNCT
ajst-14325	74	23	,	,	PUNCT
ajst-14325	74	24	which	which	PRON
ajst-14325	74	25	operates	operate	VERB
ajst-14325	74	26	in	in	ADP
ajst-14325	74	27	a	a	DET
ajst-14325	74	28	top	top	ADJ
ajst-14325	74	29	-	-	PUNCT
ajst-14325	74	30	down	down	NOUN
ajst-14325	74	31	and	and	CCONJ
ajst-14325	74	32	bottom	bottom	NOUN
ajst-14325	74	33	-	-	PUNCT
ajst-14325	74	34	up	up	ADP
ajst-14325	74	35	manner	manner	NOUN
ajst-14325	74	36	to	to	PART
ajst-14325	74	37	enhance	enhance	VERB
ajst-14325	74	38	the	the	DET
ajst-14325	74	39	structure	structure	NOUN
ajst-14325	74	40	of	of	ADP
ajst-14325	74	41	the	the	DET
ajst-14325	74	42	feature	feature	NOUN
ajst-14325	74	43	pyramid	pyramid	NOUN
ajst-14325	74	44	.	.	PUNCT
ajst-14325	75	1	additionally	additionally	ADV
ajst-14325	75	2	,	,	PUNCT
ajst-14325	75	3	a	a	DET
ajst-14325	75	4	"	"	PUNCT
ajst-14325	75	5	short	short	ADJ
ajst-14325	75	6	-	-	PUNCT
ajst-14325	75	7	cut	cut	NOUN
ajst-14325	75	8	"	"	PUNCT
ajst-14325	75	9	path	path	NOUN
ajst-14325	75	10	is	be	AUX
ajst-14325	75	11	added	add	VERB
ajst-14325	75	12	between	between	ADP
ajst-14325	75	13	the	the	DET
ajst-14325	75	14	bottom	bottom	NOUN
ajst-14325	75	15	and	and	CCONJ
ajst-14325	75	16	top	top	ADJ
ajst-14325	75	17	layers	layer	NOUN
ajst-14325	75	18	to	to	PART
ajst-14325	75	19	shorten	shorten	VERB
ajst-14325	75	20	the	the	DET
ajst-14325	75	21	fusion	fusion	NOUN
ajst-14325	75	22	path	path	NOUN
ajst-14325	75	23	of	of	ADP
ajst-14325	75	24	high	high	ADJ
ajst-14325	75	25	and	and	CCONJ
ajst-14325	75	26	low	low	ADJ
ajst-14325	75	27	-	-	PUNCT
ajst-14325	75	28	level	level	NOUN
ajst-14325	75	29	features	feature	NOUN
ajst-14325	75	30	.	.	PUNCT
ajst-14325	76	1	figure	figure	VERB
ajst-14325	76	2	4	4	NUM
ajst-14325	76	3	.	.	PUNCT
ajst-14325	76	4	panet	panet	PROPN
ajst-14325	76	5	network	network	NOUN
ajst-14325	76	6	structure	structure	NOUN
ajst-14325	76	7	.	.	PUNCT
ajst-14325	77	1	in	in	ADP
ajst-14325	77	2	this	this	DET
ajst-14325	77	3	paper	paper	NOUN
ajst-14325	77	4	,	,	PUNCT
ajst-14325	77	5	on	on	ADP
ajst-14325	77	6	the	the	DET
ajst-14325	77	7	basis	basis	NOUN
ajst-14325	77	8	of	of	ADP
ajst-14325	77	9	the	the	DET
ajst-14325	77	10	panet	panet	NOUN
ajst-14325	77	11	feature	feature	NOUN
ajst-14325	77	12	extraction	extraction	NOUN
ajst-14325	77	13	network	network	NOUN
ajst-14325	77	14	,	,	PUNCT
ajst-14325	77	15	the	the	DET
ajst-14325	77	16	reparameterizable	reparameterizable	ADJ
ajst-14325	77	17	convolution	convolution	NOUN
ajst-14325	77	18	(	(	PUNCT
ajst-14325	77	19	repconv	repconv	ADJ
ajst-14325	77	20	)	)	PUNCT
ajst-14325	77	21	module	module	NOUN
ajst-14325	77	22	[	[	X
ajst-14325	77	23	17	17	NUM
ajst-14325	77	24	]	]	PUNCT
ajst-14325	77	25	is	be	AUX
ajst-14325	77	26	introduced	introduce	VERB
ajst-14325	77	27	.	.	PUNCT
ajst-14325	78	1	this	this	DET
ajst-14325	78	2	module	module	NOUN
ajst-14325	78	3	dynamically	dynamically	ADV
ajst-14325	78	4	adjusts	adjust	VERB
ajst-14325	78	5	the	the	DET
ajst-14325	78	6	shape	shape	NOUN
ajst-14325	78	7	and	and	CCONJ
ajst-14325	78	8	parameters	parameter	NOUN
ajst-14325	78	9	of	of	ADP
ajst-14325	78	10	the	the	DET
ajst-14325	78	11	convolution	convolution	NOUN
ajst-14325	78	12	kernel	kernel	NOUN
ajst-14325	78	13	according	accord	VERB
ajst-14325	78	14	to	to	ADP
ajst-14325	78	15	the	the	DET
ajst-14325	78	16	network	network	NOUN
ajst-14325	78	17	's	's	PART
ajst-14325	78	18	requirements	requirement	NOUN
ajst-14325	78	19	.	.	PUNCT
ajst-14325	79	1	in	in	ADP
ajst-14325	79	2	comparison	comparison	NOUN
ajst-14325	79	3	to	to	ADP
ajst-14325	79	4	regular	regular	ADJ
ajst-14325	79	5	convolution	convolution	NOUN
ajst-14325	79	6	operations	operation	NOUN
ajst-14325	79	7	,	,	PUNCT
ajst-14325	79	8	it	it	PRON
ajst-14325	79	9	can	can	AUX
ajst-14325	79	10	adapt	adapt	VERB
ajst-14325	79	11	to	to	ADP
ajst-14325	79	12	a	a	DET
ajst-14325	79	13	broader	broad	ADJ
ajst-14325	79	14	range	range	NOUN
ajst-14325	79	15	of	of	ADP
ajst-14325	79	16	tasks	task	NOUN
ajst-14325	79	17	and	and	CCONJ
ajst-14325	79	18	network	network	NOUN
ajst-14325	79	19	architecture	architecture	NOUN
ajst-14325	79	20	needs	need	NOUN
ajst-14325	79	21	.	.	PUNCT
ajst-14325	80	1	specifically	specifically	ADV
ajst-14325	80	2	,	,	PUNCT
ajst-14325	80	3	during	during	ADP
ajst-14325	80	4	training	training	NOUN
ajst-14325	80	5	,	,	PUNCT
ajst-14325	80	6	this	this	DET
ajst-14325	80	7	module	module	NOUN
ajst-14325	80	8	functions	function	NOUN
ajst-14325	80	9	as	as	ADP
ajst-14325	80	10	a	a	DET
ajst-14325	80	11	multi	multi	ADJ
ajst-14325	80	12	-	-	ADJ
ajst-14325	80	13	branch	branch	ADJ
ajst-14325	80	14	module	module	NOUN
ajst-14325	80	15	,	,	PUNCT
ajst-14325	80	16	and	and	CCONJ
ajst-14325	80	17	during	during	ADP
ajst-14325	80	18	inference	inference	NOUN
ajst-14325	80	19	,	,	PUNCT
ajst-14325	80	20	the	the	DET
ajst-14325	80	21	multi	multi	ADJ
ajst-14325	80	22	-	-	ADJ
ajst-14325	80	23	branch	branch	ADJ
ajst-14325	80	24	module	module	NOUN
ajst-14325	80	25	is	be	AUX
ajst-14325	80	26	equivalently	equivalently	ADV
ajst-14325	80	27	transformed	transform	VERB
ajst-14325	80	28	into	into	ADP
ajst-14325	80	29	a	a	DET
ajst-14325	80	30	single	single	ADJ
ajst-14325	80	31	-	-	PUNCT
ajst-14325	80	32	path	path	NOUN
ajst-14325	80	33	module	module	NOUN
ajst-14325	80	34	.	.	PUNCT
ajst-14325	81	1	figure	figure	NOUN
ajst-14325	81	2	5	5	NUM
ajst-14325	81	3	.	.	NOUN
ajst-14325	81	4	repconv	repconv	PROPN
ajst-14325	81	5	network	network	NOUN
ajst-14325	81	6	structure	structure	NOUN
ajst-14325	81	7	.	.	PUNCT
ajst-14325	82	1	the	the	DET
ajst-14325	82	2	module	module	NOUN
ajst-14325	82	3	has	have	AUX
ajst-14325	82	4	been	be	AUX
ajst-14325	82	5	introduced	introduce	VERB
ajst-14325	82	6	into	into	ADP
ajst-14325	82	7	the	the	DET
ajst-14325	82	8	neck	neck	NOUN
ajst-14325	82	9	structure	structure	NOUN
ajst-14325	82	10	of	of	ADP
ajst-14325	82	11	yolov5	yolov5	NOUN
ajst-14325	82	12	,	,	PUNCT
ajst-14325	82	13	providing	provide	VERB
ajst-14325	82	14	lightweight	lightweight	ADJ
ajst-14325	82	15	processing	processing	NOUN
ajst-14325	82	16	for	for	ADP
ajst-14325	82	17	the	the	DET
ajst-14325	82	18	feature	feature	NOUN
ajst-14325	82	19	extraction	extraction	NOUN
ajst-14325	82	20	network	network	NOUN
ajst-14325	82	21	.	.	PUNCT
ajst-14325	83	1	the	the	DET
ajst-14325	83	2	improved	improved	ADJ
ajst-14325	83	3	panet	panet	NOUN
ajst-14325	83	4	network	network	NOUN
ajst-14325	83	5	structure	structure	NOUN
ajst-14325	83	6	is	be	AUX
ajst-14325	83	7	illustrated	illustrate	VERB
ajst-14325	83	8	in	in	ADP
ajst-14325	83	9	figure	figure	NOUN
ajst-14325	83	10	6	6	NUM
ajst-14325	83	11	.	.	PUNCT
ajst-14325	84	1	figure	figure	NOUN
ajst-14325	84	2	6	6	NUM
ajst-14325	84	3	.	.	PUNCT
ajst-14325	85	1	the	the	DET
ajst-14325	85	2	improved	improve	VERB
ajst-14325	85	3	neck	neck	NOUN
ajst-14325	85	4	section	section	NOUN
ajst-14325	85	5	structure	structure	NOUN
ajst-14325	85	6	.	.	PUNCT
ajst-14325	86	1	249	249	NUM
ajst-14325	86	2	4	4	NUM
ajst-14325	86	3	.	.	PUNCT
ajst-14325	86	4	experiment	experiment	NOUN
ajst-14325	86	5	4.1	4.1	NUM
ajst-14325	86	6	.	.	PUNCT
ajst-14325	87	1	dataset	dataset	NOUN
ajst-14325	87	2	and	and	CCONJ
ajst-14325	87	3	experimental	experimental	ADJ
ajst-14325	87	4	environment	environment	NOUN
ajst-14325	87	5	this	this	DET
ajst-14325	87	6	experiment	experiment	NOUN
ajst-14325	87	7	utilized	utilize	VERB
ajst-14325	87	8	a	a	DET
ajst-14325	87	9	self	self	NOUN
ajst-14325	87	10	-	-	PUNCT
ajst-14325	87	11	built	build	VERB
ajst-14325	87	12	dataset	dataset	NOUN
ajst-14325	87	13	,	,	PUNCT
ajst-14325	87	14	consisting	consist	VERB
ajst-14325	87	15	of	of	ADP
ajst-14325	87	16	1400	1400	NUM
ajst-14325	87	17	photos	photo	NOUN
ajst-14325	87	18	captured	capture	VERB
ajst-14325	87	19	from	from	ADP
ajst-14325	87	20	real	real	ADJ
ajst-14325	87	21	driving	driving	NOUN
ajst-14325	87	22	scenes	scene	NOUN
ajst-14325	87	23	and	and	CCONJ
ajst-14325	87	24	221	221	NUM
ajst-14325	87	25	photos	photo	NOUN
ajst-14325	87	26	collected	collect	VERB
ajst-14325	87	27	from	from	ADP
ajst-14325	87	28	the	the	DET
ajst-14325	87	29	internet	internet	NOUN
ajst-14325	87	30	.	.	PUNCT
ajst-14325	88	1	the	the	DET
ajst-14325	88	2	dataset	dataset	NOUN
ajst-14325	88	3	comprises	comprise	VERB
ajst-14325	88	4	a	a	DET
ajst-14325	88	5	total	total	NOUN
ajst-14325	88	6	of	of	ADP
ajst-14325	88	7	1621	1621	NUM
ajst-14325	88	8	images	image	NOUN
ajst-14325	88	9	captured	capture	VERB
ajst-14325	88	10	by	by	ADP
ajst-14325	88	11	smartphones	smartphone	NOUN
ajst-14325	88	12	,	,	PUNCT
ajst-14325	88	13	including	include	VERB
ajst-14325	88	14	targets	target	NOUN
ajst-14325	88	15	of	of	ADP
ajst-14325	88	16	various	various	ADJ
ajst-14325	88	17	scales	scale	NOUN
ajst-14325	88	18	.	.	PUNCT
ajst-14325	89	1	these	these	DET
ajst-14325	89	2	photos	photo	NOUN
ajst-14325	89	3	cover	cover	VERB
ajst-14325	89	4	diverse	diverse	ADJ
ajst-14325	89	5	scenarios	scenario	NOUN
ajst-14325	89	6	such	such	ADJ
ajst-14325	89	7	as	as	ADP
ajst-14325	89	8	real	real	ADJ
ajst-14325	89	9	driving	driving	NOUN
ajst-14325	89	10	environments	environment	NOUN
ajst-14325	89	11	,	,	PUNCT
ajst-14325	89	12	streets	street	NOUN
ajst-14325	89	13	,	,	PUNCT
ajst-14325	89	14	and	and	CCONJ
ajst-14325	89	15	subways	subway	NOUN
ajst-14325	89	16	,	,	PUNCT
ajst-14325	89	17	enhancing	enhance	VERB
ajst-14325	89	18	the	the	DET
ajst-14325	89	19	complexity	complexity	NOUN
ajst-14325	89	20	of	of	ADP
ajst-14325	89	21	the	the	DET
ajst-14325	89	22	photo	photo	NOUN
ajst-14325	89	23	environment	environment	NOUN
ajst-14325	89	24	and	and	CCONJ
ajst-14325	89	25	the	the	DET
ajst-14325	89	26	diversity	diversity	NOUN
ajst-14325	89	27	of	of	ADP
ajst-14325	89	28	the	the	DET
ajst-14325	89	29	data	datum	NOUN
ajst-14325	89	30	.	.	PUNCT
ajst-14325	90	1	following	follow	VERB
ajst-14325	90	2	the	the	DET
ajst-14325	90	3	principle	principle	NOUN
ajst-14325	90	4	of	of	ADP
ajst-14325	90	5	an	an	DET
ajst-14325	90	6	8:1:1	8:1:1	PROPN
ajst-14325	90	7	ratio	ratio	NOUN
ajst-14325	90	8	,	,	PUNCT
ajst-14325	90	9	the	the	DET
ajst-14325	90	10	photos	photo	NOUN
ajst-14325	90	11	were	be	AUX
ajst-14325	90	12	divided	divide	VERB
ajst-14325	90	13	into	into	ADP
ajst-14325	90	14	training	training	NOUN
ajst-14325	90	15	,	,	PUNCT
ajst-14325	90	16	validation	validation	NOUN
ajst-14325	90	17	,	,	PUNCT
ajst-14325	90	18	and	and	CCONJ
ajst-14325	90	19	test	test	NOUN
ajst-14325	90	20	sets	set	NOUN
ajst-14325	90	21	.	.	PUNCT
ajst-14325	91	1	the	the	DET
ajst-14325	91	2	dataset	dataset	NOUN
ajst-14325	91	3	was	be	AUX
ajst-14325	91	4	further	far	ADV
ajst-14325	91	5	categorized	categorize	VERB
ajst-14325	91	6	into	into	ADP
ajst-14325	91	7	three	three	NUM
ajst-14325	91	8	classes	class	NOUN
ajst-14325	91	9	:	:	PUNCT
ajst-14325	91	10	head	head	NOUN
ajst-14325	91	11	,	,	PUNCT
ajst-14325	91	12	body	body	NOUN
ajst-14325	91	13	,	,	PUNCT
ajst-14325	91	14	and	and	CCONJ
ajst-14325	91	15	phone	phone	NOUN
ajst-14325	91	16	.	.	PUNCT
ajst-14325	92	1	the	the	DET
ajst-14325	92	2	hardware	hardware	NOUN
ajst-14325	92	3	setup	setup	NOUN
ajst-14325	92	4	required	require	VERB
ajst-14325	92	5	an	an	DET
ajst-14325	92	6	nvidia	nvidia	PROPN
ajst-14325	92	7	geforce	geforce	NOUN
ajst-14325	92	8	rtx	rtx	PROPN
ajst-14325	92	9	3060	3060	NUM
ajst-14325	92	10	graphics	graphic	NOUN
ajst-14325	92	11	card	card	NOUN
ajst-14325	92	12	.	.	PUNCT
ajst-14325	93	1	the	the	DET
ajst-14325	93	2	experiment	experiment	NOUN
ajst-14325	93	3	was	be	AUX
ajst-14325	93	4	conducted	conduct	VERB
ajst-14325	93	5	on	on	ADP
ajst-14325	93	6	a	a	DET
ajst-14325	93	7	system	system	NOUN
ajst-14325	93	8	running	run	VERB
ajst-14325	93	9	the	the	DET
ajst-14325	93	10	windows	window	NOUN
ajst-14325	93	11	10	10	NUM
ajst-14325	93	12	operating	operating	NOUN
ajst-14325	93	13	system	system	NOUN
ajst-14325	93	14	with	with	ADP
ajst-14325	93	15	16	16	NUM
ajst-14325	93	16	gb	gb	NOUN
ajst-14325	93	17	of	of	ADP
ajst-14325	93	18	ram	ram	NOUN
ajst-14325	93	19	and	and	CCONJ
ajst-14325	93	20	equipped	equip	VERB
ajst-14325	93	21	with	with	ADP
ajst-14325	93	22	a	a	DET
ajst-14325	93	23	12th	12th	ADJ
ajst-14325	93	24	gen	gen	PROPN
ajst-14325	93	25	intel(r	intel(r	PROPN
ajst-14325	93	26	)	)	PUNCT
ajst-14325	93	27	core(tm	core(tm	NOUN
ajst-14325	93	28	)	)	PUNCT
ajst-14325	93	29	i512400f	i512400f	NOUN
ajst-14325	93	30	processor	processor	NOUN
ajst-14325	93	31	.	.	PUNCT
ajst-14325	94	1	the	the	DET
ajst-14325	94	2	deep	deep	ADJ
ajst-14325	94	3	learning	learning	NOUN
ajst-14325	94	4	framework	framework	NOUN
ajst-14325	94	5	pytorch	pytorch	NOUN
ajst-14325	94	6	1.12.0	1.12.0	NUM
ajst-14325	94	7	was	be	AUX
ajst-14325	94	8	employed	employ	VERB
ajst-14325	94	9	in	in	ADP
ajst-14325	94	10	the	the	DET
ajst-14325	94	11	experimental	experimental	ADJ
ajst-14325	94	12	environment	environment	NOUN
ajst-14325	94	13	.	.	PUNCT
ajst-14325	95	1	4.2	4.2	NUM
ajst-14325	95	2	.	.	PUNCT
ajst-14325	95	3	evaluation	evaluation	NOUN
ajst-14325	95	4	metrics	metric	NOUN
ajst-14325	95	5	in	in	ADP
ajst-14325	95	6	order	order	NOUN
ajst-14325	95	7	to	to	PART
ajst-14325	95	8	quantitatively	quantitatively	ADV
ajst-14325	95	9	evaluate	evaluate	VERB
ajst-14325	95	10	and	and	CCONJ
ajst-14325	95	11	analyze	analyze	VERB
ajst-14325	95	12	the	the	DET
ajst-14325	95	13	detection	detection	NOUN
ajst-14325	95	14	performance	performance	NOUN
ajst-14325	95	15	of	of	ADP
ajst-14325	95	16	yolov5s	yolov5s	PROPN
ajst-14325	95	17	for	for	ADP
ajst-14325	95	18	detecting	detect	VERB
ajst-14325	95	19	drivers	driver	NOUN
ajst-14325	95	20	using	use	VERB
ajst-14325	95	21	mobile	mobile	ADJ
ajst-14325	95	22	phones	phone	NOUN
ajst-14325	95	23	,	,	PUNCT
ajst-14325	95	24	this	this	DET
ajst-14325	95	25	paper	paper	NOUN
ajst-14325	95	26	selected	select	VERB
ajst-14325	95	27	detection	detection	NOUN
ajst-14325	95	28	accuracy	accuracy	NOUN
ajst-14325	95	29	,	,	PUNCT
ajst-14325	95	30	detection	detection	NOUN
ajst-14325	95	31	speed	speed	NOUN
ajst-14325	95	32	,	,	PUNCT
ajst-14325	95	33	and	and	CCONJ
ajst-14325	95	34	model	model	NOUN
ajst-14325	95	35	size	size	NOUN
ajst-14325	95	36	as	as	ADP
ajst-14325	95	37	performance	performance	NOUN
ajst-14325	95	38	evaluation	evaluation	NOUN
ajst-14325	95	39	metrics	metric	NOUN
ajst-14325	95	40	.	.	PUNCT
ajst-14325	96	1	specifically	specifically	ADV
ajst-14325	96	2	,	,	PUNCT
ajst-14325	96	3	these	these	PRON
ajst-14325	96	4	include	include	VERB
ajst-14325	96	5	precision	precision	NOUN
ajst-14325	96	6	,	,	PUNCT
ajst-14325	96	7	recall	recall	NOUN
ajst-14325	96	8	,	,	PUNCT
ajst-14325	96	9	mean	mean	ADJ
ajst-14325	96	10	average	average	ADJ
ajst-14325	96	11	precision	precision	NOUN
ajst-14325	96	12	(	(	PUNCT
ajst-14325	96	13	map	map	NOUN
ajst-14325	96	14	)	)	PUNCT
ajst-14325	96	15	,	,	PUNCT
ajst-14325	96	16	and	and	CCONJ
ajst-14325	96	17	model	model	NOUN
ajst-14325	96	18	file	file	NOUN
ajst-14325	96	19	memory	memory	NOUN
ajst-14325	96	20	occupancy	occupancy	NOUN
ajst-14325	96	21	(	(	PUNCT
ajst-14325	96	22	mb	mb	NOUN
ajst-14325	96	23	)	)	PUNCT
ajst-14325	96	24	.	.	PUNCT
ajst-14325	97	1	in	in	ADP
ajst-14325	97	2	this	this	DET
ajst-14325	97	3	paper	paper	NOUN
ajst-14325	97	4	,	,	PUNCT
ajst-14325	97	5	we	we	PRON
ajst-14325	97	6	use	use	VERB
ajst-14325	97	7	map	map	NOUN
ajst-14325	97	8	at	at	ADP
ajst-14325	97	9	an	an	DET
ajst-14325	97	10	iou	iou	NOUN
ajst-14325	97	11	threshold	threshold	NOUN
ajst-14325	97	12	of	of	ADP
ajst-14325	97	13	0.5	0.5	NUM
ajst-14325	97	14	as	as	ADP
ajst-14325	97	15	the	the	DET
ajst-14325	97	16	evaluation	evaluation	NOUN
ajst-14325	97	17	metric	metric	NOUN
ajst-14325	97	18	.	.	PUNCT
ajst-14325	98	1	these	these	DET
ajst-14325	98	2	metrics	metric	NOUN
ajst-14325	98	3	can	can	AUX
ajst-14325	98	4	be	be	AUX
ajst-14325	98	5	calculated	calculate	VERB
ajst-14325	98	6	using	use	VERB
ajst-14325	98	7	the	the	DET
ajst-14325	98	8	following	follow	VERB
ajst-14325	98	9	formulas	formula	NOUN
ajst-14325	98	10	:	:	PUNCT
ajst-14325	98	11	fptp	fptp	PROPN
ajst-14325	98	12	tp	tp	NOUN
ajst-14325	98	13	p	p	X
ajst-14325	98	14			ADJ
ajst-14325	98	15			PROPN
ajst-14325	98	16	(	(	PUNCT
ajst-14325	98	17	5	5	NUM
ajst-14325	98	18	)	)	PUNCT
ajst-14325	98	19	fntp	fntp	NOUN
ajst-14325	98	20	tp	tp	ADP
ajst-14325	98	21	r	r	PROPN
ajst-14325	98	22			ADV
ajst-14325	98	23			NUM
ajst-14325	98	24	(	(	PUNCT
ajst-14325	98	25	6	6	NUM
ajst-14325	98	26	)	)	PUNCT
ajst-14325	98	27	c	c	NOUN
ajst-14325	98	28	ap	ap	PROPN
ajst-14325	98	29	map	map	VERB
ajst-14325	99	1	c	c	NOUN
ajst-14325	100	1	i	i	PRON
ajst-14325	100	2	i	i	NOUN
ajst-14325	100	3	1	1	NUM
ajst-14325	100	4	(	(	PUNCT
ajst-14325	100	5	7	7	NUM
ajst-14325	100	6	)	)	PUNCT
ajst-14325	100	7	t	t	NOUN
ajst-14325	100	8	n	n	NOUN
ajst-14325	100	9	fps	fps	VERB
ajst-14325	100	10			PROPN
ajst-14325	100	11	(	(	PUNCT
ajst-14325	100	12	8)	8)	NUM
ajst-14325	100	13	4.3	4.3	NUM
ajst-14325	100	14	.	.	PUNCT
ajst-14325	101	1	model	model	NOUN
ajst-14325	101	2	training	training	NOUN
ajst-14325	101	3	in	in	ADP
ajst-14325	101	4	this	this	DET
ajst-14325	101	5	paper	paper	NOUN
ajst-14325	101	6	,	,	PUNCT
ajst-14325	101	7	the	the	DET
ajst-14325	101	8	models	model	NOUN
ajst-14325	101	9	before	before	ADP
ajst-14325	101	10	and	and	CCONJ
ajst-14325	101	11	after	after	ADP
ajst-14325	101	12	improvement	improvement	NOUN
ajst-14325	101	13	were	be	AUX
ajst-14325	101	14	analyzed	analyze	VERB
ajst-14325	101	15	under	under	ADP
ajst-14325	101	16	the	the	DET
ajst-14325	101	17	same	same	ADJ
ajst-14325	101	18	hardware	hardware	NOUN
ajst-14325	101	19	facilities	facility	NOUN
ajst-14325	101	20	and	and	CCONJ
ajst-14325	101	21	parameter	parameter	NOUN
ajst-14325	101	22	conditions	condition	NOUN
ajst-14325	101	23	.	.	PUNCT
ajst-14325	102	1	the	the	DET
ajst-14325	102	2	analysis	analysis	NOUN
ajst-14325	102	3	was	be	AUX
ajst-14325	102	4	based	base	VERB
ajst-14325	102	5	on	on	ADP
ajst-14325	102	6	the	the	DET
ajst-14325	102	7	loss	loss	NOUN
ajst-14325	102	8	curve	curve	NOUN
ajst-14325	102	9	representative	representative	NOUN
ajst-14325	102	10	of	of	ADP
ajst-14325	102	11	the	the	DET
ajst-14325	102	12	experimental	experimental	ADJ
ajst-14325	102	13	results	result	NOUN
ajst-14325	102	14	.	.	PUNCT
ajst-14325	103	1	during	during	ADP
ajst-14325	103	2	the	the	DET
ajst-14325	103	3	model	model	NOUN
ajst-14325	103	4	training	training	NOUN
ajst-14325	103	5	process	process	NOUN
ajst-14325	103	6	,	,	PUNCT
ajst-14325	103	7	the	the	DET
ajst-14325	103	8	network	network	NOUN
ajst-14325	103	9	parameters	parameter	NOUN
ajst-14325	103	10	were	be	AUX
ajst-14325	103	11	set	set	VERB
ajst-14325	103	12	as	as	SCONJ
ajst-14325	103	13	shown	show	VERB
ajst-14325	103	14	in	in	ADP
ajst-14325	103	15	table	table	NOUN
ajst-14325	103	16	1	1	NUM
ajst-14325	103	17	.	.	PUNCT
ajst-14325	103	18	table	table	NOUN
ajst-14325	103	19	1	1	NUM
ajst-14325	103	20	.	.	PUNCT
ajst-14325	104	1	network	network	NOUN
ajst-14325	104	2	parameters	parameter	NOUN
ajst-14325	104	3	parameters	parameter	NOUN
ajst-14325	104	4	value	value	VERB
ajst-14325	104	5	iteration	iteration	NOUN
ajst-14325	104	6	rounds	round	VERB
ajst-14325	104	7	150	150	NUM
ajst-14325	104	8	batch	batch	NOUN
ajst-14325	104	9	size	size	NOUN
ajst-14325	104	10	8	8	NUM
ajst-14325	104	11	learning	learning	NOUN
ajst-14325	104	12	rate	rate	NOUN
ajst-14325	104	13	0.01	0.01	NUM
ajst-14325	104	14	weight	weight	NOUN
ajst-14325	104	15	decay	decay	NOUN
ajst-14325	104	16	0.0005	0.0005	NUM
ajst-14325	104	17	image	image	NOUN
ajst-14325	104	18	size	size	NOUN
ajst-14325	104	19	640	640	NUM
ajst-14325	104	20	*	*	SYM
ajst-14325	104	21	640	640	NUM
ajst-14325	104	22	momentum	momentum	NOUN
ajst-14325	104	23	0.937	0.937	NUM
ajst-14325	104	24	4.4	4.4	NUM
ajst-14325	104	25	.	.	PUNCT
ajst-14325	105	1	comparative	comparative	ADJ
ajst-14325	105	2	experiments	experiment	NOUN
ajst-14325	105	3	to	to	PART
ajst-14325	105	4	effectively	effectively	ADV
ajst-14325	105	5	demonstrate	demonstrate	VERB
ajst-14325	105	6	the	the	DET
ajst-14325	105	7	superior	superior	ADJ
ajst-14325	105	8	performance	performance	NOUN
ajst-14325	105	9	of	of	ADP
ajst-14325	105	10	the	the	DET
ajst-14325	105	11	proposed	propose	VERB
ajst-14325	105	12	algorithm	algorithm	NOUN
ajst-14325	105	13	for	for	ADP
ajst-14325	105	14	real	real	ADJ
ajst-14325	105	15	-	-	PUNCT
ajst-14325	105	16	time	time	NOUN
ajst-14325	105	17	detection	detection	NOUN
ajst-14325	105	18	of	of	ADP
ajst-14325	105	19	drivers	driver	NOUN
ajst-14325	105	20	using	use	VERB
ajst-14325	105	21	mobile	mobile	ADJ
ajst-14325	105	22	phones	phone	NOUN
ajst-14325	105	23	,	,	PUNCT
ajst-14325	105	24	it	it	PRON
ajst-14325	105	25	is	be	AUX
ajst-14325	105	26	compared	compare	VERB
ajst-14325	105	27	with	with	ADP
ajst-14325	105	28	current	current	ADJ
ajst-14325	105	29	mainstream	mainstream	NOUN
ajst-14325	105	30	lightweight	lightweight	ADJ
ajst-14325	105	31	detection	detection	NOUN
ajst-14325	105	32	algorithms	algorithm	NOUN
ajst-14325	105	33	yolov5s	yolov5s	PROPN
ajst-14325	105	34	,	,	PUNCT
ajst-14325	105	35	fasternet	fasternet	NOUN
ajst-14325	105	36	,	,	PUNCT
ajst-14325	105	37	and	and	CCONJ
ajst-14325	105	38	repvit	repvit	NOUN
ajst-14325	105	39	on	on	ADP
ajst-14325	105	40	the	the	DET
ajst-14325	105	41	self	self	NOUN
ajst-14325	105	42	-	-	PUNCT
ajst-14325	105	43	built	build	VERB
ajst-14325	105	44	dataset	dataset	NOUN
ajst-14325	105	45	,	,	PUNCT
ajst-14325	105	46	using	use	VERB
ajst-14325	105	47	the	the	DET
ajst-14325	105	48	same	same	ADJ
ajst-14325	105	49	hardware	hardware	NOUN
ajst-14325	105	50	and	and	CCONJ
ajst-14325	105	51	training	training	NOUN
ajst-14325	105	52	parameters	parameter	NOUN
ajst-14325	105	53	.	.	PUNCT
ajst-14325	106	1	the	the	DET
ajst-14325	106	2	results	result	NOUN
ajst-14325	106	3	are	be	AUX
ajst-14325	106	4	shown	show	VERB
ajst-14325	106	5	in	in	ADP
ajst-14325	106	6	table	table	NOUN
ajst-14325	106	7	2	2	NUM
ajst-14325	106	8	.	.	PUNCT
ajst-14325	106	9	table	table	NOUN
ajst-14325	106	10	2	2	NUM
ajst-14325	106	11	.	.	PUNCT
ajst-14325	106	12	compares	compare	VERB
ajst-14325	106	13	with	with	ADP
ajst-14325	106	14	current	current	ADJ
ajst-14325	106	15	mainstream	mainstream	NOUN
ajst-14325	106	16	detection	detection	NOUN
ajst-14325	106	17	algorithms	algorithm	VERB
ajst-14325	106	18	algorithm	algorithm	NOUN
ajst-14325	106	19	model	model	NOUN
ajst-14325	106	20	p/%	p/%	PROPN
ajst-14325	106	21	r/%	r/%	PROPN
ajst-14325	106	22	map/%	map/%	PROPN
ajst-14325	106	23	memory	memory	NOUN
ajst-14325	106	24	usage	usage	NOUN
ajst-14325	106	25	ratio(mb	ratio(mb	NOUN
ajst-14325	106	26	)	)	PUNCT
ajst-14325	106	27	yolov5s	yolov5s	NOUN
ajst-14325	106	28	98.1	98.1	NUM
ajst-14325	106	29	93.1	93.1	NUM
ajst-14325	106	30	96.3	96.3	NUM
ajst-14325	106	31	14.1	14.1	NUM
ajst-14325	106	32	fasternet_t0	fasternet_t0	NOUN
ajst-14325	106	33	98.2	98.2	NUM
ajst-14325	106	34	93.5	93.5	NUM
ajst-14325	106	35	96.2	96.2	NUM
ajst-14325	106	36	6.42	6.42	NUM
ajst-14325	106	37	repvit_m1	repvit_m1	NOUN
ajst-14325	106	38	97.7	97.7	NUM
ajst-14325	106	39	93	93	NUM
ajst-14325	106	40	95.8	95.8	NUM
ajst-14325	106	41	12.0	12.0	NUM
ajst-14325	106	42	ours	ours	PRON
ajst-14325	106	43	97.1	97.1	NUM
ajst-14325	106	44	92.5	92.5	NUM
ajst-14325	106	45	95.7	95.7	NUM
ajst-14325	106	46	10.6	10.6	NUM
ajst-14325	106	47	after	after	ADP
ajst-14325	106	48	analyzing	analyze	VERB
ajst-14325	106	49	the	the	DET
ajst-14325	106	50	comparative	comparative	ADJ
ajst-14325	106	51	results	result	NOUN
ajst-14325	106	52	,	,	PUNCT
ajst-14325	106	53	we	we	PRON
ajst-14325	106	54	found	find	VERB
ajst-14325	106	55	that	that	SCONJ
ajst-14325	106	56	the	the	DET
ajst-14325	106	57	improved	improved	ADJ
ajst-14325	106	58	algorithm	algorithm	NOUN
ajst-14325	106	59	achieves	achieve	VERB
ajst-14325	106	60	an	an	DET
ajst-14325	106	61	average	average	ADJ
ajst-14325	106	62	precision	precision	NOUN
ajst-14325	106	63	of	of	ADP
ajst-14325	106	64	95.6	95.6	NUM
ajst-14325	106	65	%	%	NOUN
ajst-14325	106	66	.	.	PUNCT
ajst-14325	107	1	compared	compare	VERB
ajst-14325	107	2	to	to	ADP
ajst-14325	107	3	the	the	DET
ajst-14325	107	4	current	current	ADJ
ajst-14325	107	5	mainstream	mainstream	NOUN
ajst-14325	107	6	detection	detection	NOUN
ajst-14325	107	7	algorithms	algorithm	NOUN
ajst-14325	107	8	,	,	PUNCT
ajst-14325	107	9	there	there	PRON
ajst-14325	107	10	is	be	VERB
ajst-14325	107	11	a	a	DET
ajst-14325	107	12	slight	slight	ADJ
ajst-14325	107	13	decrease	decrease	NOUN
ajst-14325	107	14	in	in	ADP
ajst-14325	107	15	accuracy	accuracy	NOUN
ajst-14325	107	16	,	,	PUNCT
ajst-14325	107	17	but	but	CCONJ
ajst-14325	107	18	there	there	PRON
ajst-14325	107	19	is	be	VERB
ajst-14325	107	20	a	a	DET
ajst-14325	107	21	significant	significant	ADJ
ajst-14325	107	22	improvement	improvement	NOUN
ajst-14325	107	23	in	in	ADP
ajst-14325	107	24	terms	term	NOUN
ajst-14325	107	25	of	of	ADP
ajst-14325	107	26	fps	fps	NOUN
ajst-14325	107	27	and	and	CCONJ
ajst-14325	107	28	model	model	NOUN
ajst-14325	107	29	memory	memory	NOUN
ajst-14325	107	30	usage	usage	NOUN
ajst-14325	107	31	.	.	PUNCT
ajst-14325	108	1	through	through	ADP
ajst-14325	108	2	the	the	DET
ajst-14325	108	3	comparison	comparison	NOUN
ajst-14325	108	4	,	,	PUNCT
ajst-14325	108	5	it	it	PRON
ajst-14325	108	6	is	be	AUX
ajst-14325	108	7	observed	observe	VERB
ajst-14325	108	8	that	that	SCONJ
ajst-14325	108	9	although	although	SCONJ
ajst-14325	108	10	the	the	DET
ajst-14325	108	11	algorithm	algorithm	NOUN
ajst-14325	108	12	in	in	ADP
ajst-14325	108	13	this	this	DET
ajst-14325	108	14	paper	paper	NOUN
ajst-14325	108	15	has	have	VERB
ajst-14325	108	16	a	a	DET
ajst-14325	108	17	slight	slight	ADJ
ajst-14325	108	18	decrease	decrease	NOUN
ajst-14325	108	19	in	in	ADP
ajst-14325	108	20	detection	detection	NOUN
ajst-14325	108	21	accuracy	accuracy	NOUN
ajst-14325	108	22	,	,	PUNCT
ajst-14325	108	23	this	this	PRON
ajst-14325	108	24	is	be	AUX
ajst-14325	108	25	understandable	understandable	ADJ
ajst-14325	108	26	in	in	ADP
ajst-14325	108	27	the	the	DET
ajst-14325	108	28	process	process	NOUN
ajst-14325	108	29	of	of	ADP
ajst-14325	108	30	lightweighting	lightweighte	VERB
ajst-14325	108	31	the	the	DET
ajst-14325	108	32	model	model	NOUN
ajst-14325	108	33	,	,	PUNCT
ajst-14325	108	34	and	and	CCONJ
ajst-14325	108	35	the	the	DET
ajst-14325	108	36	degree	degree	NOUN
ajst-14325	108	37	of	of	ADP
ajst-14325	108	38	decrease	decrease	NOUN
ajst-14325	108	39	is	be	AUX
ajst-14325	108	40	within	within	ADP
ajst-14325	108	41	an	an	DET
ajst-14325	108	42	acceptable	acceptable	ADJ
ajst-14325	108	43	range	range	NOUN
ajst-14325	108	44	.	.	PUNCT
ajst-14325	109	1	in	in	ADP
ajst-14325	109	2	terms	term	NOUN
ajst-14325	109	3	of	of	ADP
ajst-14325	109	4	lightweighting	lightweighte	VERB
ajst-14325	109	5	,	,	PUNCT
ajst-14325	109	6	the	the	DET
ajst-14325	109	7	algorithm	algorithm	NOUN
ajst-14325	109	8	proposed	propose	VERB
ajst-14325	109	9	in	in	ADP
ajst-14325	109	10	this	this	DET
ajst-14325	109	11	paper	paper	NOUN
ajst-14325	109	12	is	be	AUX
ajst-14325	109	13	significantly	significantly	ADV
ajst-14325	109	14	better	well	ADJ
ajst-14325	109	15	than	than	ADP
ajst-14325	109	16	the	the	DET
ajst-14325	109	17	current	current	ADJ
ajst-14325	109	18	mainstream	mainstream	NOUN
ajst-14325	109	19	detection	detection	NOUN
ajst-14325	109	20	algorithms	algorithm	NOUN
ajst-14325	109	21	.	.	PUNCT
ajst-14325	110	1	4.5	4.5	NUM
ajst-14325	110	2	.	.	PUNCT
ajst-14325	111	1	dropping	drop	VERB
ajst-14325	111	2	experiment	experiment	NOUN
ajst-14325	111	3	conducting	conduct	VERB
ajst-14325	111	4	ablation	ablation	NOUN
ajst-14325	111	5	experiment	experiment	NOUN
ajst-14325	111	6	to	to	PART
ajst-14325	111	7	confirm	confirm	VERB
ajst-14325	111	8	the	the	DET
ajst-14325	111	9	effectiveness	effectiveness	NOUN
ajst-14325	111	10	of	of	ADP
ajst-14325	111	11	the	the	DET
ajst-14325	111	12	proposed	propose	VERB
ajst-14325	111	13	improvements	improvement	NOUN
ajst-14325	111	14	in	in	ADP
ajst-14325	111	15	this	this	DET
ajst-14325	111	16	paper	paper	NOUN
ajst-14325	111	17	.	.	PUNCT
ajst-14325	112	1	this	this	PRON
ajst-14325	112	2	aims	aim	VERB
ajst-14325	112	3	to	to	PART
ajst-14325	112	4	comprehensively	comprehensively	ADV
ajst-14325	112	5	evaluate	evaluate	VERB
ajst-14325	112	6	the	the	DET
ajst-14325	112	7	performance	performance	NOUN
ajst-14325	112	8	impact	impact	NOUN
ajst-14325	112	9	of	of	ADP
ajst-14325	112	10	each	each	DET
ajst-14325	112	11	improvement	improvement	NOUN
ajst-14325	112	12	on	on	ADP
ajst-14325	112	13	the	the	DET
ajst-14325	112	14	algorithm	algorithm	NOUN
ajst-14325	112	15	.	.	PUNCT
ajst-14325	113	1	the	the	DET
ajst-14325	113	2	introduced	introduce	VERB
ajst-14325	113	3	enhancements	enhancement	NOUN
ajst-14325	113	4	include	include	VERB
ajst-14325	113	5	incorporating	incorporate	VERB
ajst-14325	113	6	ghost	ghost	NOUN
ajst-14325	113	7	-	-	PUNCT
ajst-14325	113	8	module	module	NOUN
ajst-14325	113	9	and	and	CCONJ
ajst-14325	113	10	repconv	repconv	NOUN
ajst-14325	113	11	.	.	PUNCT
ajst-14325	114	1	the	the	DET
ajst-14325	114	2	experimental	experimental	ADJ
ajst-14325	114	3	results	result	NOUN
ajst-14325	114	4	are	be	AUX
ajst-14325	114	5	presented	present	VERB
ajst-14325	114	6	in	in	ADP
ajst-14325	114	7	table	table	NOUN
ajst-14325	114	8	3	3	NUM
ajst-14325	114	9	.	.	PUNCT
ajst-14325	114	10	table	table	NOUN
ajst-14325	114	11	3	3	NUM
ajst-14325	114	12	.	.	PUNCT
ajst-14325	114	13	compares	compare	VERB
ajst-14325	114	14	with	with	ADP
ajst-14325	114	15	current	current	ADJ
ajst-14325	114	16	mainstream	mainstream	NOUN
ajst-14325	114	17	detection	detection	NOUN
ajst-14325	114	18	algorithms	algorithm	NOUN
ajst-14325	114	19	ghostmodule	ghostmodule	NOUN
ajst-14325	115	1	repconv	repconv	VERB
ajst-14325	115	2	p/%	p/%	PROPN
ajst-14325	115	3	r/%	r/%	PROPN
ajst-14325	115	4	map	map	NOUN
ajst-14325	115	5	memory	memory	NOUN
ajst-14325	115	6	usage	usage	NOUN
ajst-14325	115	7	ratio(mb	ratio(mb	NOUN
ajst-14325	115	8	)	)	PUNCT
ajst-14325	115	9	×	×	NOUN
ajst-14325	115	10	×	×	NOUN
ajst-14325	115	11	98.1	98.1	NUM
ajst-14325	115	12	93.1	93.1	NUM
ajst-14325	115	13	96.3	96.3	NUM
ajst-14325	115	14	14.1	14.1	NUM
ajst-14325	115	15	√	√	NUM
ajst-14325	115	16	×	×	NOUN
ajst-14325	115	17	96.7	96.7	NUM
ajst-14325	115	18	94	94	NUM
ajst-14325	115	19	94.3	94.3	NUM
ajst-14325	115	20	10.4	10.4	NUM
ajst-14325	115	21	×	×	NOUN
ajst-14325	115	22	√	√	ADV
ajst-14325	115	23	98.3	98.3	NUM
ajst-14325	115	24	94.4	94.4	NUM
ajst-14325	115	25	96.9	96.9	NUM
ajst-14325	115	26	14.3	14.3	NUM
ajst-14325	115	27	√	√	NUM
ajst-14325	116	1	√	√	ADP
ajst-14325	116	2	97.1	97.1	NUM
ajst-14325	116	3	92.5	92.5	NUM
ajst-14325	116	4	95.7	95.7	NUM
ajst-14325	116	5	10.6	10.6	NUM
ajst-14325	116	6	4.6	4.6	NUM
ajst-14325	116	7	.	.	PUNCT
ajst-14325	117	1	model	model	NOUN
ajst-14325	117	2	deployment	deployment	NOUN
ajst-14325	117	3	for	for	ADP
ajst-14325	117	4	a	a	DET
ajst-14325	117	5	more	more	ADV
ajst-14325	117	6	direct	direct	ADJ
ajst-14325	117	7	understanding	understanding	NOUN
ajst-14325	117	8	of	of	ADP
ajst-14325	117	9	the	the	DET
ajst-14325	117	10	detection	detection	NOUN
ajst-14325	117	11	performance	performance	NOUN
ajst-14325	117	12	of	of	ADP
ajst-14325	117	13	the	the	DET
ajst-14325	117	14	algorithm	algorithm	NOUN
ajst-14325	117	15	before	before	ADP
ajst-14325	117	16	and	and	CCONJ
ajst-14325	117	17	after	after	ADP
ajst-14325	117	18	improvement	improvement	NOUN
ajst-14325	117	19	,	,	PUNCT
ajst-14325	117	20	the	the	DET
ajst-14325	117	21	improved	improved	ADJ
ajst-14325	117	22	algorithm	algorithm	NOUN
ajst-14325	117	23	model	model	NOUN
ajst-14325	117	24	was	be	AUX
ajst-14325	117	25	deployed	deploy	VERB
ajst-14325	117	26	on	on	ADP
ajst-14325	117	27	the	the	DET
ajst-14325	117	28	rk3399pro	rk3399pro	PROPN
ajst-14325	117	29	development	development	NOUN
ajst-14325	117	30	board	board	NOUN
ajst-14325	117	31	for	for	ADP
ajst-14325	117	32	inference	inference	NOUN
ajst-14325	117	33	detection	detection	NOUN
ajst-14325	117	34	.	.	PUNCT
ajst-14325	118	1	the	the	DET
ajst-14325	118	2	deployment	deployment	ADJ
ajst-14325	118	3	experimental	experimental	ADJ
ajst-14325	118	4	results	result	NOUN
ajst-14325	118	5	are	be	AUX
ajst-14325	118	6	shown	show	VERB
ajst-14325	118	7	in	in	ADP
ajst-14325	118	8	table	table	NOUN
ajst-14325	118	9	.	.	PUNCT
ajst-14325	119	1	table	table	NOUN
ajst-14325	119	2	4	4	NUM
ajst-14325	119	3	.	.	PUNCT
ajst-14325	119	4	comparison	comparison	NOUN
ajst-14325	119	5	between	between	ADP
ajst-14325	119	6	baseline	baseline	NOUN
ajst-14325	119	7	and	and	CCONJ
ajst-14325	119	8	improved	improved	ADJ
ajst-14325	119	9	models	model	NOUN
ajst-14325	119	10	on	on	ADP
ajst-14325	119	11	rk3399pro	rk3399pro	ADJ
ajst-14325	119	12	algorithm	algorithm	NOUN
ajst-14325	119	13	model	model	NOUN
ajst-14325	119	14	fps/(frame	fps/(frame	PROPN
ajst-14325	119	15	/	/	SYM
ajst-14325	119	16	s	s	NOUN
ajst-14325	119	17	)	)	PUNCT
ajst-14325	119	18	yolov5s	yolov5s	NOUN
ajst-14325	119	19	16	16	NUM
ajst-14325	119	20	ours	ours	PRON
ajst-14325	119	21	20	20	NUM
ajst-14325	119	22	250	250	NUM
ajst-14325	119	23	the	the	DET
ajst-14325	119	24	detection	detection	NOUN
ajst-14325	119	25	results	result	NOUN
ajst-14325	119	26	are	be	AUX
ajst-14325	119	27	shown	show	VERB
ajst-14325	119	28	in	in	ADP
ajst-14325	119	29	the	the	DET
ajst-14325	119	30	following	following	ADJ
ajst-14325	119	31	images	image	NOUN
ajst-14325	119	32	:	:	PUNCT
ajst-14325	119	33	(	(	PUNCT
ajst-14325	119	34	a	a	X
ajst-14325	119	35	)	)	PUNCT
ajst-14325	119	36	daytime	daytime	NOUN
ajst-14325	119	37	driver	driver	NOUN
ajst-14325	119	38	using	use	VERB
ajst-14325	119	39	a	a	DET
ajst-14325	119	40	mobile	mobile	ADJ
ajst-14325	119	41	phone	phone	NOUN
ajst-14325	119	42	.	.	PUNCT
ajst-14325	120	1	(	(	PUNCT
ajst-14325	120	2	b	b	X
ajst-14325	120	3	)	)	PUNCT
ajst-14325	120	4	nighttime	nighttime	ADJ
ajst-14325	120	5	driver	driver	NOUN
ajst-14325	120	6	using	use	VERB
ajst-14325	120	7	a	a	DET
ajst-14325	120	8	mobile	mobile	ADJ
ajst-14325	120	9	phone	phone	NOUN
ajst-14325	120	10	.	.	PUNCT
ajst-14325	121	1	figure	figure	NOUN
ajst-14325	121	2	7	7	NUM
ajst-14325	121	3	.	.	PUNCT
ajst-14325	122	1	detection	detection	NOUN
ajst-14325	122	2	results	result	NOUN
ajst-14325	122	3	of	of	ADP
ajst-14325	122	4	the	the	DET
ajst-14325	122	5	improved	improved	ADJ
ajst-14325	122	6	model	model	NOUN
ajst-14325	122	7	as	as	SCONJ
ajst-14325	122	8	shown	show	VERB
ajst-14325	122	9	in	in	ADP
ajst-14325	122	10	figure	figure	NOUN
ajst-14325	122	11	7(a	7(a	NUM
ajst-14325	122	12	)	)	PUNCT
ajst-14325	122	13	and	and	CCONJ
ajst-14325	122	14	(	(	PUNCT
ajst-14325	122	15	b	b	NOUN
ajst-14325	122	16	)	)	PUNCT
ajst-14325	122	17	,	,	PUNCT
ajst-14325	122	18	the	the	DET
ajst-14325	122	19	improved	improved	ADJ
ajst-14325	122	20	network	network	NOUN
ajst-14325	122	21	model	model	NOUN
ajst-14325	122	22	can	can	AUX
ajst-14325	122	23	accurately	accurately	ADV
ajst-14325	122	24	and	and	CCONJ
ajst-14325	122	25	efficiently	efficiently	ADV
ajst-14325	122	26	complete	complete	VERB
ajst-14325	122	27	the	the	DET
ajst-14325	122	28	detection	detection	NOUN
ajst-14325	122	29	of	of	ADP
ajst-14325	122	30	drivers	driver	NOUN
ajst-14325	122	31	using	use	VERB
ajst-14325	122	32	mobile	mobile	ADJ
ajst-14325	122	33	phones	phone	NOUN
ajst-14325	122	34	in	in	ADP
ajst-14325	122	35	complex	complex	ADJ
ajst-14325	122	36	environments	environment	NOUN
ajst-14325	122	37	,	,	PUNCT
ajst-14325	122	38	including	include	VERB
ajst-14325	122	39	daytime	daytime	NOUN
ajst-14325	122	40	and	and	CCONJ
ajst-14325	122	41	nighttime	nighttime	ADJ
ajst-14325	122	42	scenarios	scenario	NOUN
ajst-14325	122	43	.	.	PUNCT
ajst-14325	123	1	5	5	X
ajst-14325	123	2	.	.	X
ajst-14325	123	3	summary	summary	VERB
ajst-14325	123	4	this	this	DET
ajst-14325	123	5	paper	paper	NOUN
ajst-14325	123	6	addresses	address	NOUN
ajst-14325	123	7	issues	issue	NOUN
ajst-14325	123	8	with	with	ADP
ajst-14325	123	9	existing	exist	VERB
ajst-14325	123	10	real	real	ADJ
ajst-14325	123	11	-	-	PUNCT
ajst-14325	123	12	time	time	NOUN
ajst-14325	123	13	detection	detection	NOUN
ajst-14325	123	14	algorithms	algorithm	NOUN
ajst-14325	123	15	for	for	ADP
ajst-14325	123	16	detecting	detect	VERB
ajst-14325	123	17	drivers	driver	NOUN
ajst-14325	123	18	'	'	PART
ajst-14325	123	19	use	use	NOUN
ajst-14325	123	20	of	of	ADP
ajst-14325	123	21	mobile	mobile	ADJ
ajst-14325	123	22	phones	phone	NOUN
ajst-14325	123	23	,	,	PUNCT
ajst-14325	123	24	such	such	ADJ
ajst-14325	123	25	as	as	ADP
ajst-14325	123	26	high	high	ADJ
ajst-14325	123	27	memory	memory	NOUN
ajst-14325	123	28	usage	usage	NOUN
ajst-14325	123	29	and	and	CCONJ
ajst-14325	123	30	poor	poor	ADJ
ajst-14325	123	31	real	real	ADJ
ajst-14325	123	32	-	-	PUNCT
ajst-14325	123	33	time	time	NOUN
ajst-14325	123	34	performance	performance	NOUN
ajst-14325	123	35	,	,	PUNCT
ajst-14325	123	36	by	by	ADP
ajst-14325	123	37	proposing	propose	VERB
ajst-14325	123	38	a	a	DET
ajst-14325	123	39	series	series	NOUN
ajst-14325	123	40	of	of	ADP
ajst-14325	123	41	improvement	improvement	NOUN
ajst-14325	123	42	strategies	strategy	NOUN
ajst-14325	123	43	.	.	PUNCT
ajst-14325	124	1	by	by	ADP
ajst-14325	124	2	introducing	introduce	VERB
ajst-14325	124	3	ghost	ghost	NOUN
ajst-14325	124	4	-	-	PUNCT
ajst-14325	124	5	module	module	NOUN
ajst-14325	124	6	into	into	ADP
ajst-14325	124	7	the	the	DET
ajst-14325	124	8	backbone	backbone	NOUN
ajst-14325	124	9	network	network	NOUN
ajst-14325	124	10	,	,	PUNCT
ajst-14325	124	11	the	the	DET
ajst-14325	124	12	feature	feature	NOUN
ajst-14325	124	13	extraction	extraction	NOUN
ajst-14325	124	14	is	be	AUX
ajst-14325	124	15	enhanced	enhance	VERB
ajst-14325	124	16	,	,	PUNCT
ajst-14325	124	17	simultaneously	simultaneously	ADV
ajst-14325	124	18	reducing	reduce	VERB
ajst-14325	124	19	the	the	DET
ajst-14325	124	20	model	model	NOUN
ajst-14325	124	21	's	's	PART
ajst-14325	124	22	parameter	parameter	NOUN
ajst-14325	124	23	count	count	NOUN
ajst-14325	124	24	,	,	PUNCT
ajst-14325	124	25	suppressing	suppress	VERB
ajst-14325	124	26	invalid	invalid	ADJ
ajst-14325	124	27	information	information	NOUN
ajst-14325	124	28	input	input	NOUN
ajst-14325	124	29	,	,	PUNCT
ajst-14325	124	30	and	and	CCONJ
ajst-14325	124	31	improving	improve	VERB
ajst-14325	124	32	the	the	DET
ajst-14325	124	33	model	model	NOUN
ajst-14325	124	34	's	's	PART
ajst-14325	124	35	focus	focus	NOUN
ajst-14325	124	36	on	on	ADP
ajst-14325	124	37	target	target	NOUN
ajst-14325	124	38	information	information	NOUN
ajst-14325	124	39	.	.	PUNCT
ajst-14325	125	1	in	in	ADP
ajst-14325	125	2	the	the	DET
ajst-14325	125	3	neck	neck	NOUN
ajst-14325	125	4	section	section	NOUN
ajst-14325	125	5	,	,	PUNCT
ajst-14325	125	6	the	the	DET
ajst-14325	125	7	repconv	repconv	NOUN
ajst-14325	125	8	module	module	NOUN
ajst-14325	125	9	is	be	AUX
ajst-14325	125	10	introduced	introduce	VERB
ajst-14325	125	11	to	to	PART
ajst-14325	125	12	lightweight	lightweight	VERB
ajst-14325	125	13	the	the	DET
ajst-14325	125	14	feature	feature	NOUN
ajst-14325	125	15	extraction	extraction	NOUN
ajst-14325	125	16	network	network	NOUN
ajst-14325	125	17	.	.	PUNCT
ajst-14325	126	1	the	the	DET
ajst-14325	126	2	experimental	experimental	ADJ
ajst-14325	126	3	results	result	NOUN
ajst-14325	126	4	demonstrate	demonstrate	VERB
ajst-14325	126	5	that	that	SCONJ
ajst-14325	126	6	the	the	DET
ajst-14325	126	7	improved	improved	ADJ
ajst-14325	126	8	yolov5s	yolov5s	PROPN
ajst-14325	126	9	algorithm	algorithm	NOUN
ajst-14325	126	10	for	for	ADP
ajst-14325	126	11	real	real	ADJ
ajst-14325	126	12	-	-	PUNCT
ajst-14325	126	13	time	time	NOUN
ajst-14325	126	14	detection	detection	NOUN
ajst-14325	126	15	of	of	ADP
ajst-14325	126	16	drivers	driver	NOUN
ajst-14325	126	17	'	'	PART
ajst-14325	126	18	use	use	NOUN
ajst-14325	126	19	of	of	ADP
ajst-14325	126	20	mobile	mobile	ADJ
ajst-14325	126	21	phones	phone	NOUN
ajst-14325	126	22	,	,	PUNCT
ajst-14325	126	23	as	as	SCONJ
ajst-14325	126	24	proposed	propose	VERB
ajst-14325	126	25	in	in	ADP
ajst-14325	126	26	this	this	DET
ajst-14325	126	27	paper	paper	NOUN
ajst-14325	126	28	,	,	PUNCT
ajst-14325	126	29	has	have	VERB
ajst-14325	126	30	a	a	DET
ajst-14325	126	31	significant	significant	ADJ
ajst-14325	126	32	advantage	advantage	NOUN
ajst-14325	126	33	over	over	ADP
ajst-14325	126	34	other	other	ADJ
ajst-14325	126	35	mainstream	mainstream	NOUN
ajst-14325	126	36	detection	detection	NOUN
ajst-14325	126	37	algorithms	algorithm	NOUN
ajst-14325	126	38	.	.	PUNCT
ajst-14325	127	1	compared	compare	VERB
ajst-14325	127	2	to	to	ADP
ajst-14325	127	3	the	the	DET
ajst-14325	127	4	original	original	ADJ
ajst-14325	127	5	algorithm	algorithm	NOUN
ajst-14325	127	6	,	,	PUNCT
ajst-14325	127	7	this	this	DET
ajst-14325	127	8	algorithm	algorithm	NOUN
ajst-14325	127	9	has	have	AUX
ajst-14325	127	10	undergone	undergo	VERB
ajst-14325	127	11	substantial	substantial	ADJ
ajst-14325	127	12	lightweight	lightweight	ADJ
ajst-14325	127	13	processing	processing	NOUN
ajst-14325	127	14	while	while	SCONJ
ajst-14325	127	15	meeting	meet	VERB
ajst-14325	127	16	the	the	DET
ajst-14325	127	17	requirements	requirement	NOUN
ajst-14325	127	18	for	for	ADP
ajst-14325	127	19	real	real	ADJ
ajst-14325	127	20	-	-	PUNCT
ajst-14325	127	21	time	time	NOUN
ajst-14325	127	22	detection	detection	NOUN
ajst-14325	127	23	.	.	PUNCT
ajst-14325	128	1	however	however	ADV
ajst-14325	128	2	,	,	PUNCT
ajst-14325	128	3	due	due	ADP
ajst-14325	128	4	to	to	ADP
ajst-14325	128	5	the	the	DET
ajst-14325	128	6	relatively	relatively	ADV
ajst-14325	128	7	lower	low	ADJ
ajst-14325	128	8	accuracy	accuracy	NOUN
ajst-14325	128	9	of	of	ADP
ajst-14325	128	10	the	the	DET
ajst-14325	128	11	modified	modify	VERB
ajst-14325	128	12	model	model	NOUN
ajst-14325	128	13	,	,	PUNCT
ajst-14325	128	14	future	future	ADJ
ajst-14325	128	15	work	work	NOUN
ajst-14325	128	16	will	will	AUX
ajst-14325	128	17	focus	focus	VERB
ajst-14325	128	18	on	on	ADP
ajst-14325	128	19	improving	improve	VERB
ajst-14325	128	20	both	both	PRON
ajst-14325	128	21	accuracy	accuracy	NOUN
ajst-14325	128	22	and	and	CCONJ
ajst-14325	128	23	detection	detection	NOUN
ajst-14325	128	24	speed	speed	NOUN
ajst-14325	128	25	to	to	PART
ajst-14325	128	26	achieve	achieve	VERB
ajst-14325	128	27	better	well	ADJ
ajst-14325	128	28	detection	detection	NOUN
ajst-14325	128	29	performance	performance	NOUN
ajst-14325	128	30	on	on	ADP
ajst-14325	128	31	embedded	embed	VERB
ajst-14325	128	32	devices	device	NOUN
ajst-14325	128	33	.	.	PUNCT
ajst-14325	129	1	references	reference	NOUN
ajst-14325	129	2	[	[	X
ajst-14325	129	3	1	1	NUM
ajst-14325	129	4	]	]	PUNCT
ajst-14325	129	5	world	world	PROPN
ajst-14325	129	6	health	health	PROPN
ajst-14325	129	7	organization.global	organization.global	PROPN
ajst-14325	129	8	status	status	NOUN
ajst-14325	129	9	report	report	NOUN
ajst-14325	129	10	on	on	ADP
ajst-14325	129	11	road	road	NOUN
ajst-14325	129	12	safety[r].geneva	safety[r].geneva	PROPN
ajst-14325	129	13	:	:	PUNCT
ajst-14325	129	14	who,2018[2019	who,2018[2019	VERB
ajst-14325	129	15	-	-	ADJ
ajst-14325	129	16	09	09	NUM
ajst-14325	129	17	-	-	SYM
ajst-14325	129	18	15	15	NUM
ajst-14325	129	19	]	]	PUNCT
ajst-14325	129	20	.	.	PUNCT
ajst-14325	130	1	[	[	X
ajst-14325	130	2	2	2	NUM
ajst-14325	130	3	]	]	X
ajst-14325	130	4	h	h	NOUN
ajst-14325	130	5	k	k	PROPN
ajst-14325	130	6	m	m	PROPN
ajst-14325	130	7	b	b	PROPN
ajst-14325	130	8	,	,	PUNCT
ajst-14325	130	9	skov	skov	PROPN
ajst-14325	130	10	m	m	PROPN
ajst-14325	130	11	b	b	NOUN
ajst-14325	130	12	,	,	PUNCT
ajst-14325	130	13	thomassen	thomassen	NOUN
ajst-14325	130	14	n	n	CCONJ
ajst-14325	130	15	g.you	g.you	NOUN
ajst-14325	130	16	can	can	AUX
ajst-14325	130	17	touch	touch	VERB
ajst-14325	130	18	,	,	PUNCT
ajst-14325	130	19	but	but	CCONJ
ajst-14325	130	20	you	you	PRON
ajst-14325	130	21	ca	can	AUX
ajst-14325	130	22	n’t	not	PART
ajst-14325	130	23	look	look	VERB
ajst-14325	130	24	:	:	PUNCT
ajst-14325	130	25	interacting	interact	VERB
ajst-14325	130	26	with	with	ADP
ajst-14325	130	27	in	in	ADP
ajst-14325	130	28	-	-	PUNCT
ajst-14325	130	29	vehicle	vehicle	NOUN
ajst-14325	130	30	systems	system	NOUN
ajst-14325	131	1	[	[	X
ajst-14325	131	2	c]//conference	c]//conference	NOUN
ajst-14325	131	3	on	on	ADP
ajst-14325	131	4	human	human	ADJ
ajst-14325	131	5	factors	factor	NOUN
ajst-14325	131	6	in	in	ADP
ajst-14325	131	7	computing	computing	NOUN
ajst-14325	131	8	systems	system	NOUN
ajst-14325	131	9	.	.	PUNCT
ajst-14325	132	1	florence	florence	PROPN
ajst-14325	132	2	,	,	PUNCT
ajst-14325	132	3	italy	italy	PROPN
ajst-14325	132	4	:	:	PUNCT
ajst-14325	132	5	chi	chi	PROPN
ajst-14325	132	6	,	,	PUNCT
ajst-14325	132	7	2008:1139	2008:1139	NUM
ajst-14325	132	8	-	-	SYM
ajst-14325	132	9	1148	1148	NUM
ajst-14325	132	10	.	.	PUNCT
ajst-14325	133	1	[	[	X
ajst-14325	133	2	3	3	X
ajst-14325	133	3	]	]	X
ajst-14325	133	4	beissel	beissel	NOUN
ajst-14325	133	5	s	s	PROPN
ajst-14325	133	6	,	,	PUNCT
ajst-14325	133	7	belytschko	belytschko	ADJ
ajst-14325	133	8	t.	t.	NOUN
ajst-14325	133	9	nodal	nodal	NOUN
ajst-14325	133	10	integration	integration	NOUN
ajst-14325	133	11	of	of	ADP
ajst-14325	133	12	the	the	DET
ajst-14325	133	13	element	element	NOUN
ajst-14325	133	14	-	-	PUNCT
ajst-14325	133	15	free	free	ADJ
ajst-14325	133	16	galerkin	galerkin	ADJ
ajst-14325	133	17	method[j].computer	method[j].computer	NOUN
ajst-14325	133	18	methods	method	NOUN
ajst-14325	133	19	in	in	ADP
ajst-14325	133	20	applied	applied	ADJ
ajst-14325	133	21	mechanics	mechanic	NOUN
ajst-14325	133	22	and	and	CCONJ
ajst-14325	133	23	engineering	engineering	NOUN
ajst-14325	133	24	,	,	PUNCT
ajst-14325	133	25	1996,139(1	1996,139(1	NUM
ajst-14325	133	26	-	-	SYM
ajst-14325	133	27	4	4	NUM
ajst-14325	133	28	):	):	PUNCT
ajst-14325	133	29	49	49	NUM
ajst-14325	133	30	-	-	SYM
ajst-14325	133	31	74	74	NUM
ajst-14325	133	32	.	.	PUNCT
ajst-14325	134	1	[	[	X
ajst-14325	134	2	4	4	NUM
ajst-14325	134	3	]	]	X
ajst-14325	134	4	cheng	cheng	PROPN
ajst-14325	134	5	y	y	PROPN
ajst-14325	134	6	m	m	PROPN
ajst-14325	134	7	,	,	PUNCT
ajst-14325	134	8	zhang	zhang	PROPN
ajst-14325	134	9	y	y	PROPN
ajst-14325	134	10	h	h	PROPN
ajst-14325	134	11	,	,	PUNCT
ajst-14325	134	12	chen	chen	PROPN
ajst-14325	134	13	w	w	PROPN
ajst-14325	134	14	s.	s.	PROPN
ajst-14325	134	15	wilson	wilson	PROPN
ajst-14325	134	16	nonconforming	nonconforming	NOUN
ajst-14325	134	17	element	element	NOUN
ajst-14325	134	18	in	in	ADP
ajst-14325	134	19	numerical	numerical	PROPN
ajst-14325	134	20	manifold	manifold	ADJ
ajst-14325	134	21	method[j	method[j	PROPN
ajst-14325	134	22	]	]	PUNCT
ajst-14325	134	23	.	.	PUNCT
ajst-14325	135	1	commun	commun	PROPN
ajst-14325	135	2	.	.	PUNCT
ajst-14325	136	1	numer	numer	PROPN
ajst-14325	136	2	.	.	PUNCT
ajst-14325	136	3	meth	meth	PROPN
ajst-14325	136	4	,	,	PUNCT
ajst-14325	136	5	2002	2002	NUM
ajst-14325	136	6	,	,	PUNCT
ajst-14325	136	7	18(12	18(12	NUM
ajst-14325	136	8	):	):	PUNCT
ajst-14325	136	9	877	877	NUM
ajst-14325	136	10	-	-	SYM
ajst-14325	136	11	884	884	NUM
ajst-14325	136	12	.	.	PUNCT
ajst-14325	137	1	[	[	X
ajst-14325	137	2	5	5	NUM
ajst-14325	137	3	]	]	X
ajst-14325	137	4	hou	hou	PROPN
ajst-14325	137	5	yuqingyang	yuqingyang	PROPN
ajst-14325	137	6	,	,	PUNCT
ajst-14325	137	7	quan	quan	PROPN
ajst-14325	137	8	jicheng	jicheng	PROPN
ajst-14325	137	9	,	,	PUNCT
ajst-14325	137	10	wang	wang	PROPN
ajst-14325	137	11	hongwei	hongwei	PROPN
ajst-14325	137	12	.	.	PUNCT
ajst-14325	138	1	overview	overview	NOUN
ajst-14325	138	2	of	of	ADP
ajst-14325	138	3	deep	deep	ADJ
ajst-14325	138	4	learning	learn	VERB
ajst-14325	138	5	development[j	development[j	PROPN
ajst-14325	138	6	]	]	PUNCT
ajst-14325	138	7	.	.	PUNCT
ajst-14325	139	1	journal	journal	PROPN
ajst-14325	139	2	of	of	ADP
ajst-14325	139	3	shipborne	shipborne	ADJ
ajst-14325	139	4	electronic	electronic	ADJ
ajst-14325	139	5	engineering	engineering	NOUN
ajst-14325	139	6	,	,	PUNCT
ajst-14325	139	7	2017	2017	NUM
ajst-14325	139	8	,	,	PUNCT
ajst-14325	139	9	37(4	37(4	NUM
ajst-14325	139	10	):	):	PUNCT
ajst-14325	139	11	5	5	NUM
ajst-14325	139	12	-	-	SYM
ajst-14325	139	13	9	9	NUM
ajst-14325	139	14	.	.	PUNCT
ajst-14325	140	1	[	[	X
ajst-14325	140	2	6	6	NUM
ajst-14325	140	3	]	]	X
ajst-14325	140	4	wang	wang	PROPN
ajst-14325	140	5	dan	dan	PROPN
ajst-14325	140	6	.	.	PROPN
ajst-14325	140	7	driver	driver	PROPN
ajst-14325	140	8	phone	phone	NOUN
ajst-14325	140	9	-	-	PUNCT
ajst-14325	140	10	calling	call	VERB
ajst-14325	140	11	behavior	behavior	NOUN
ajst-14325	140	12	detection	detection	NOUN
ajst-14325	140	13	based	base	VERB
ajst-14325	140	14	on	on	ADP
ajst-14325	140	15	computer	computer	NOUN
ajst-14325	140	16	vision	vision	NOUN
ajst-14325	141	1	[	[	X
ajst-14325	141	2	d	d	X
ajst-14325	141	3	]	]	X
ajst-14325	141	4	.	.	PUNCT
ajst-14325	142	1	beijing	beijing	PROPN
ajst-14325	142	2	:	:	PUNCT
ajst-14325	142	3	beijing	beijing	PROPN
ajst-14325	142	4	institute	institute	PROPN
ajst-14325	142	5	of	of	ADP
ajst-14325	142	6	technology	technology	PROPN
ajst-14325	142	7	,	,	PUNCT
ajst-14325	142	8	2015	2015	NUM
ajst-14325	142	9	.	.	PUNCT
ajst-14325	143	1	[	[	X
ajst-14325	143	2	7	7	NUM
ajst-14325	143	3	]	]	X
ajst-14325	143	4	wu	wu	PROPN
ajst-14325	143	5	chenmou	chenmou	PROPN
ajst-14325	143	6	,	,	PUNCT
ajst-14325	143	7	fang	fang	PROPN
ajst-14325	143	8	zhijun	zhijun	PROPN
ajst-14325	143	9	,	,	PUNCT
ajst-14325	143	10	huang	huang	PROPN
ajst-14325	143	11	zhengneng	zhengneng	PROPN
ajst-14325	143	12	.	.	PUNCT
ajst-14325	144	1	active	active	ADJ
ajst-14325	144	2	driving	drive	VERB
ajst-14325	144	3	behavior	behavior	NOUN
ajst-14325	144	4	analysis	analysis	NOUN
ajst-14325	144	5	algorithm	algorithm	NOUN
ajst-14325	144	6	based	base	VERB
ajst-14325	144	7	on	on	ADP
ajst-14325	144	8	monocular	monocular	ADJ
ajst-14325	144	9	camera	camera	NOUN
ajst-14325	145	1	[	[	X
ajst-14325	145	2	j	j	X
ajst-14325	145	3	]	]	X
ajst-14325	145	4	.	.	PUNCT
ajst-14325	146	1	journal	journal	PROPN
ajst-14325	146	2	of	of	ADP
ajst-14325	146	3	shandong	shandong	PROPN
ajst-14325	146	4	university	university	PROPN
ajst-14325	146	5	(	(	PUNCT
ajst-14325	146	6	engineering	engineering	NOUN
ajst-14325	146	7	science	science	NOUN
ajst-14325	146	8	)	)	PUNCT
ajst-14325	146	9	,	,	PUNCT
ajst-14325	146	10	2018	2018	NUM
ajst-14325	146	11	,	,	PUNCT
ajst-14325	146	12	48(5	48(5	NUM
ajst-14325	146	13	):	):	PUNCT
ajst-14325	146	14	69	69	NUM
ajst-14325	146	15	-	-	SYM
ajst-14325	146	16	76	76	NUM
ajst-14325	146	17	.	.	PUNCT
ajst-14325	147	1	[	[	X
ajst-14325	147	2	8	8	NUM
ajst-14325	147	3	]	]	X
ajst-14325	147	4	redmon	redmon	PROPN
ajst-14325	147	5	j	j	PROPN
ajst-14325	147	6	,	,	PUNCT
ajst-14325	147	7	divvala	divvala	PROPN
ajst-14325	147	8	s	s	PROPN
ajst-14325	147	9	,	,	PUNCT
ajst-14325	147	10	girshick	girshick	ADJ
ajst-14325	147	11	r	r	NOUN
ajst-14325	147	12	,	,	PUNCT
ajst-14325	147	13	et	et	PROPN
ajst-14325	147	14	al	al	PROPN
ajst-14325	147	15	.	.	PUNCT
ajst-14325	148	1	you	you	PRON
ajst-14325	148	2	only	only	ADV
ajst-14325	148	3	look	look	VERB
ajst-14325	148	4	once	once	ADV
ajst-14325	148	5	:	:	PUNCT
ajst-14325	148	6	unified	unified	ADJ
ajst-14325	148	7	,	,	PUNCT
ajst-14325	148	8	real	real	ADJ
ajst-14325	148	9	-	-	PUNCT
ajst-14325	148	10	time	time	NOUN
ajst-14325	148	11	objectdetection[j	objectdetection[j	X
ajst-14325	148	12	]	]	PUNCT
ajst-14325	148	13	.	.	PUNCT
ajst-14325	149	1	ieee	ieee	PROPN
ajst-14325	149	2	,	,	PUNCT
ajst-14325	149	3	2016	2016	NUM
ajst-14325	149	4	:	:	PUNCT
ajst-14325	149	5	444	444	NUM
ajst-14325	149	6	-	-	SYM
ajst-14325	149	7	453	453	NUM
ajst-14325	149	8	.	.	PUNCT
ajst-14325	150	1	[	[	X
ajst-14325	150	2	9	9	NUM
ajst-14325	150	3	]	]	X
ajst-14325	150	4	redmon	redmon	PROPN
ajst-14325	150	5	j	j	PROPN
ajst-14325	150	6	,	,	PUNCT
ajst-14325	150	7	farhadi	farhadi	PROPN
ajst-14325	150	8	a.	a.	PROPN
ajst-14325	150	9	yolo9000	yolo9000	PROPN
ajst-14325	150	10	:	:	PUNCT
ajst-14325	150	11	better	well	ADJ
ajst-14325	150	12	,	,	PUNCT
ajst-14325	150	13	faster	fast	ADV
ajst-14325	150	14	,	,	PUNCT
ajst-14325	150	15	stronger[c]//	stronger[c]//	PROPN
ajst-14325	150	16	ieee.ieee	ieee.ieee	X
ajst-14325	150	17	,	,	PUNCT
ajst-14325	150	18	2017:6517	2017:6517	NUM
ajst-14325	150	19	-	-	SYM
ajst-14325	150	20	6525	6525	NUM
ajst-14325	150	21	.	.	PUNCT
ajst-14325	151	1	[	[	X
ajst-14325	151	2	10	10	NUM
ajst-14325	151	3	]	]	X
ajst-14325	151	4	yang	yang	PROPN
ajst-14325	151	5	y	y	PROPN
ajst-14325	151	6	z.	z.	PROPN
ajst-14325	151	7	drone	drone	PROPN
ajst-14325	151	8	-	-	PUNCT
ajst-14325	151	9	view	view	NOUN
ajst-14325	151	10	obiect	obiect	NOUN
ajst-14325	151	11	detection	detection	NOUN
ajst-14325	151	12	based	base	VERB
ajst-14325	151	13	on	on	ADP
ajst-14325	151	14	the	the	DET
ajst-14325	151	15	improved	improve	VERB
ajst-14325	151	16	yolo5(cj	yolo5(cj	SYM
ajst-14325	151	17	/	/	SYM
ajst-14325	151	18	proceedings	proceeding	NOUN
ajst-14325	151	19	of	of	ADP
ajst-14325	151	20	the	the	DET
ajst-14325	151	21	leee	leee	PROPN
ajst-14325	151	22	ntemational	ntemational	ADJ
ajst-14325	151	23	conference	conference	NOUN
ajst-14325	151	24	on	on	ADP
ajst-14325	151	25	electrical	electrical	ADJ
ajst-14325	151	26	engineering	engineering	NOUN
ajst-14325	151	27	,	,	PUNCT
ajst-14325	151	28	big	big	ADJ
ajst-14325	151	29	data	datum	NOUN
ajst-14325	151	30	and	and	CCONJ
ajst-14325	151	31	algorithms.changchun	algorithms.changchun	NOUN
ajst-14325	151	32	:	:	PUNCT
ajst-14325	151	33	ieee.2022	ieee.2022	NOUN
ajst-14325	151	34	:	:	PUNCT
ajst-14325	151	35	612	612	NUM
ajst-14325	151	36	-	-	SYM
ajst-14325	151	37	617	617	NUM
ajst-14325	151	38	.	.	PUNCT
ajst-14325	152	1	[	[	X
ajst-14325	152	2	11	11	NUM
ajst-14325	152	3	]	]	PUNCT
ajst-14325	152	4	he	he	PRON
ajst-14325	152	5	k	k	PROPN
ajst-14325	152	6	m	m	PROPN
ajst-14325	152	7	,	,	PUNCT
ajst-14325	152	8	zhang	zhang	PROPN
ajst-14325	152	9	x	x	PROPN
ajst-14325	152	10	y.	y.	PROPN
ajst-14325	152	11	spatial	spatial	PROPN
ajst-14325	152	12	pyramid	pyramid	NOUN
ajst-14325	152	13	pooling	pool	VERB
ajst-14325	152	14	in	in	ADP
ajst-14325	152	15	deep	deep	ADJ
ajst-14325	152	16	convolutional	convolutional	ADJ
ajst-14325	152	17	networks	network	NOUN
ajst-14325	152	18	for	for	ADP
ajst-14325	152	19	visual	visual	ADJ
ajst-14325	152	20	recognition[j	recognition[j	NOUN
ajst-14325	152	21	]	]	PUNCT
ajst-14325	152	22	.	.	PUNCT
ajst-14325	153	1	ieee	ieee	NOUN
ajst-14325	153	2	transactions	transaction	NOUN
ajst-14325	153	3	on	on	ADP
ajst-14325	153	4	pattern	pattern	NOUN
ajst-14325	153	5	analysis	analysis	NOUN
ajst-14325	153	6	&	&	CCONJ
ajst-14325	153	7	machine	machine	NOUN
ajst-14325	153	8	intelligence	intelligence	NOUN
ajst-14325	153	9	,	,	PUNCT
ajst-14325	153	10	2014	2014	NUM
ajst-14325	153	11	,	,	PUNCT
ajst-14325	153	12	37(9	37(9	NUM
ajst-14325	153	13	):	):	PUNCT
ajst-14325	153	14	1904	1904	NUM
ajst-14325	153	15	-	-	SYM
ajst-14325	153	16	1916	1916	NUM
ajst-14325	153	17	.	.	PUNCT
ajst-14325	154	1	[	[	X
ajst-14325	154	2	12	12	NUM
ajst-14325	154	3	]	]	X
ajst-14325	154	4	liu	liu	PROPN
ajst-14325	154	5	,	,	PUNCT
ajst-14325	154	6	s.	s.	PROPN
ajst-14325	154	7	,	,	PUNCT
ajst-14325	154	8	qi	qi	PROPN
ajst-14325	154	9	,	,	PUNCT
ajst-14325	154	10	l.	l.	PROPN
ajst-14325	154	11	,	,	PUNCT
ajst-14325	154	12	qin	qin	PROPN
ajst-14325	154	13	,	,	PUNCT
ajst-14325	154	14	h.	h.	PROPN
ajst-14325	154	15	,	,	PUNCT
ajst-14325	154	16	shi	shi	PROPN
ajst-14325	154	17	,	,	PUNCT
ajst-14325	154	18	j.	j.	PROPN
ajst-14325	154	19	,	,	PUNCT
ajst-14325	154	20	&	&	CCONJ
ajst-14325	154	21	jia	jia	PROPN
ajst-14325	154	22	,	,	PUNCT
ajst-14325	154	23	j.	j.	PROPN
ajst-14325	154	24	(	(	PUNCT
ajst-14325	154	25	2018	2018	NUM
ajst-14325	154	26	)	)	PUNCT
ajst-14325	154	27	.	.	PUNCT
ajst-14325	155	1	path	path	NOUN
ajst-14325	155	2	aggregation	aggregation	NOUN
ajst-14325	155	3	network	network	NOUN
ajst-14325	155	4	for	for	ADP
ajst-14325	155	5	instance	instance	NOUN
ajst-14325	155	6	segmentation	segmentation	NOUN
ajst-14325	155	7	.	.	PUNCT
ajst-14325	156	1	2018	2018	NUM
ajst-14325	156	2	ieee	ieee	NOUN
ajst-14325	156	3	/	/	SYM
ajst-14325	156	4	cvf	cvf	NOUN
ajst-14325	156	5	conference	conference	NOUN
ajst-14325	156	6	on	on	ADP
ajst-14325	156	7	computer	computer	NOUN
ajst-14325	156	8	vision	vision	NOUN
ajst-14325	156	9	and	and	CCONJ
ajst-14325	156	10	pattern	pattern	NOUN
ajst-14325	156	11	recognition	recognition	NOUN
ajst-14325	156	12	,	,	PUNCT
ajst-14325	156	13	8759	8759	NUM
ajst-14325	156	14	-	-	SYM
ajst-14325	156	15	8768	8768	NUM
ajst-14325	156	16	.	.	PUNCT
ajst-14325	157	1	[	[	X
ajst-14325	157	2	13	13	NUM
ajst-14325	157	3	]	]	PUNCT
ajst-14325	157	4	rezatofighi	rezatofighi	PROPN
ajst-14325	157	5	h	h	PROPN
ajst-14325	157	6	,	,	PUNCT
ajst-14325	157	7	tsoi	tsoi	PROPN
ajst-14325	157	8	n	n	CCONJ
ajst-14325	157	9	,	,	PUNCT
ajst-14325	157	10	gwak	gwak	PROPN
ajst-14325	157	11	j	j	PROPN
ajst-14325	157	12	,	,	PUNCT
ajst-14325	157	13	et	et	PROPN
ajst-14325	157	14	al	al	PROPN
ajst-14325	157	15	.	.	PROPN
ajst-14325	157	16	generalized	generalized	ADJ
ajst-14325	157	17	intersection	intersection	NOUN
ajst-14325	157	18	over	over	ADP
ajst-14325	157	19	union	union	NOUN
ajst-14325	157	20	:	:	PUNCT
ajst-14325	157	21	a	a	DET
ajst-14325	157	22	metric	metric	ADJ
ajst-14325	157	23	and	and	CCONJ
ajst-14325	157	24	a	a	DET
ajst-14325	157	25	loss	loss	NOUN
ajst-14325	157	26	for	for	ADP
ajst-14325	157	27	bounding	bound	VERB
ajst-14325	157	28	box	box	PROPN
ajst-14325	157	29	regression[c]//proceedings	regression[c]//proceedings	PROPN
ajst-14325	157	30	of	of	ADP
ajst-14325	157	31	the	the	DET
ajst-14325	157	32	ieee	ieee	NOUN
ajst-14325	157	33	/	/	SYM
ajst-14325	157	34	cvf	cvf	NOUN
ajst-14325	157	35	conference	conference	NOUN
ajst-14325	157	36	on	on	ADP
ajst-14325	157	37	computer	computer	NOUN
ajst-14325	157	38	vision	vision	NOUN
ajst-14325	157	39	and	and	CCONJ
ajst-14325	157	40	pattern	pattern	NOUN
ajst-14325	157	41	recognition	recognition	NOUN
ajst-14325	157	42	,	,	PUNCT
ajst-14325	157	43	2019.ieee	2019.ieee	NUM
ajst-14325	157	44	,	,	PUNCT
ajst-14325	157	45	2019:658	2019:658	NOUN
ajst-14325	157	46	-	-	PUNCT
ajst-14325	157	47	666	666	NUM
ajst-14325	157	48	.	.	PUNCT
ajst-14325	158	1	[	[	X
ajst-14325	158	2	14	14	NUM
ajst-14325	158	3	]	]	X
ajst-14325	158	4	zheng	zheng	PROPN
ajst-14325	158	5	z	z	PROPN
ajst-14325	158	6	,	,	PUNCT
ajst-14325	158	7	wang	wang	PROPN
ajst-14325	158	8	p	p	PROPN
ajst-14325	158	9	,	,	PUNCT
ajst-14325	158	10	liu	liu	PROPN
ajst-14325	158	11	w	w	PROPN
ajst-14325	158	12	,	,	PUNCT
ajst-14325	158	13	et	et	PROPN
ajst-14325	158	14	al	al	PROPN
ajst-14325	158	15	.	.	PROPN
ajst-14325	158	16	distance	distance	NOUN
ajst-14325	158	17	-	-	PUNCT
ajst-14325	158	18	iou	iou	NOUN
ajst-14325	158	19	loss	loss	NOUN
ajst-14325	158	20	:	:	PUNCT
ajst-14325	158	21	faster	fast	ADJ
ajst-14325	158	22	and	and	CCONJ
ajst-14325	158	23	better	well	ADV
ajst-14325	158	24	learning	learn	VERB
ajst-14325	158	25	for	for	ADP
ajst-14325	158	26	bounding	bound	VERB
ajst-14325	158	27	box	box	NOUN
ajst-14325	158	28	regression	regression	NOUN
ajst-14325	158	29	[	[	X
ajst-14325	158	30	c]//	c]//	ADJ
ajst-14325	158	31	proceedings	proceeding	NOUN
ajst-14325	158	32	of	of	ADP
ajst-14325	158	33	the	the	DET
ajst-14325	158	34	aaai	aaai	PROPN
ajst-14325	158	35	conference	conference	NOUN
ajst-14325	158	36	on	on	ADP
ajst-14325	158	37	artificial	artificial	ADJ
ajst-14325	158	38	intelligence	intelligence	NOUN
ajst-14325	158	39	,	,	PUNCT
ajst-14325	158	40	2020.aaai,2020:12993	2020.aaai,2020:12993	PROPN
ajst-14325	158	41	-	-	SYM
ajst-14325	158	42	13000	13000	NUM
ajst-14325	158	43	.	.	PUNCT
ajst-14325	159	1	[	[	X
ajst-14325	159	2	15	15	NUM
ajst-14325	159	3	]	]	X
ajst-14325	159	4	han	han	PROPN
ajst-14325	159	5	,	,	PUNCT
ajst-14325	159	6	k.	k.	PROPN
ajst-14325	159	7	,	,	PUNCT
ajst-14325	159	8	wang	wang	PROPN
ajst-14325	159	9	,	,	PUNCT
ajst-14325	159	10	y.	y.	PROPN
ajst-14325	159	11	,	,	PUNCT
ajst-14325	159	12	tian	tian	PROPN
ajst-14325	159	13	,	,	PUNCT
ajst-14325	159	14	q.	q.	PROPN
ajst-14325	159	15	,	,	PUNCT
ajst-14325	159	16	guo	guo	PROPN
ajst-14325	159	17	,	,	PUNCT
ajst-14325	159	18	j.	j.	PROPN
ajst-14325	159	19	,	,	PUNCT
ajst-14325	159	20	xu	xu	PROPN
ajst-14325	159	21	,	,	PUNCT
ajst-14325	159	22	c.	c.	PROPN
ajst-14325	159	23	,	,	PUNCT
ajst-14325	159	24	&	&	CCONJ
ajst-14325	159	25	xu	xu	PROPN
ajst-14325	159	26	,	,	PUNCT
ajst-14325	159	27	c.	c.	PROPN
ajst-14325	159	28	(	(	PUNCT
ajst-14325	159	29	2019	2019	NUM
ajst-14325	159	30	)	)	PUNCT
ajst-14325	159	31	.	.	PUNCT
ajst-14325	160	1	ghostnet	ghostnet	NOUN
ajst-14325	160	2	:	:	PUNCT
ajst-14325	160	3	more	more	ADJ
ajst-14325	160	4	features	feature	NOUN
ajst-14325	160	5	from	from	ADP
ajst-14325	160	6	cheap	cheap	ADJ
ajst-14325	160	7	operations	operation	NOUN
ajst-14325	160	8	.	.	PUNCT
ajst-14325	161	1	2020	2020	NUM
ajst-14325	161	2	ieee	ieee	NOUN
ajst-14325	161	3	/	/	SYM
ajst-14325	161	4	cvf	cvf	NOUN
ajst-14325	161	5	conference	conference	NOUN
ajst-14325	161	6	on	on	ADP
ajst-14325	161	7	computer	computer	NOUN
ajst-14325	161	8	vision	vision	NOUN
ajst-14325	161	9	and	and	CCONJ
ajst-14325	161	10	pattern	pattern	NOUN
ajst-14325	161	11	recognition	recognition	NOUN
ajst-14325	161	12	(	(	PUNCT
ajst-14325	161	13	cvpr	cvpr	NOUN
ajst-14325	161	14	)	)	PUNCT
ajst-14325	161	15	,	,	PUNCT
ajst-14325	161	16	1577	1577	NUM
ajst-14325	161	17	-	-	SYM
ajst-14325	161	18	1586	1586	NUM
ajst-14325	161	19	.	.	PUNCT
ajst-14325	162	1	[	[	X
ajst-14325	162	2	16	16	NUM
ajst-14325	162	3	]	]	X
ajst-14325	162	4	hou	hou	PROPN
ajst-14325	162	5	,	,	PUNCT
ajst-14325	162	6	q.	q.	PROPN
ajst-14325	162	7	,	,	PUNCT
ajst-14325	162	8	zhou	zhou	PROPN
ajst-14325	162	9	,	,	PUNCT
ajst-14325	162	10	d.	d.	PROPN
ajst-14325	162	11	,	,	PUNCT
ajst-14325	162	12	&	&	CCONJ
ajst-14325	162	13	feng	feng	PROPN
ajst-14325	162	14	,	,	PUNCT
ajst-14325	162	15	j.	j.	PROPN
ajst-14325	162	16	(	(	PUNCT
ajst-14325	162	17	2021	2021	NUM
ajst-14325	162	18	)	)	PUNCT
ajst-14325	162	19	.	.	PUNCT
ajst-14325	163	1	coordinate	coordinate	VERB
ajst-14325	163	2	attention	attention	NOUN
ajst-14325	163	3	for	for	ADP
ajst-14325	163	4	efficient	efficient	ADJ
ajst-14325	163	5	mobile	mobile	ADJ
ajst-14325	163	6	network	network	NOUN
ajst-14325	163	7	design	design	NOUN
ajst-14325	163	8	.	.	PUNCT
ajst-14325	164	1	2021	2021	NUM
ajst-14325	164	2	ieee	ieee	NOUN
ajst-14325	164	3	/	/	SYM
ajst-14325	164	4	cvf	cvf	NOUN
ajst-14325	164	5	conference	conference	NOUN
ajst-14325	164	6	on	on	ADP
ajst-14325	164	7	computer	computer	NOUN
ajst-14325	164	8	vision	vision	NOUN
ajst-14325	164	9	and	and	CCONJ
ajst-14325	164	10	pattern	pattern	NOUN
ajst-14325	164	11	recognition	recognition	NOUN
ajst-14325	164	12	(	(	PUNCT
ajst-14325	164	13	cvpr	cvpr	NOUN
ajst-14325	164	14	)	)	PUNCT
ajst-14325	164	15	,	,	PUNCT
ajst-14325	164	16	13708	13708	NUM
ajst-14325	164	17	-	-	SYM
ajst-14325	164	18	13717	13717	NUM
ajst-14325	164	19	.	.	PUNCT
ajst-14325	165	1	251	251	NUM
ajst-14325	166	1	[	[	SYM
ajst-14325	166	2	17	17	NUM
ajst-14325	166	3	]	]	X
ajst-14325	166	4	ding	ding	NOUN
ajst-14325	166	5	,	,	PUNCT
ajst-14325	166	6	x.	x.	PROPN
ajst-14325	166	7	,	,	PUNCT
ajst-14325	166	8	zhang	zhang	PROPN
ajst-14325	166	9	,	,	PUNCT
ajst-14325	166	10	x.	x.	PROPN
ajst-14325	166	11	,	,	PUNCT
ajst-14325	166	12	ma	ma	PROPN
ajst-14325	166	13	,	,	PUNCT
ajst-14325	166	14	n.	n.	PROPN
ajst-14325	166	15	,	,	PUNCT
ajst-14325	166	16	han	han	PROPN
ajst-14325	166	17	,	,	PUNCT
ajst-14325	166	18	j.	j.	PROPN
ajst-14325	166	19	,	,	PUNCT
ajst-14325	166	20	ding	ding	NOUN
ajst-14325	166	21	,	,	PUNCT
ajst-14325	166	22	g.	g.	PROPN
ajst-14325	166	23	,	,	PUNCT
ajst-14325	166	24	&	&	CCONJ
ajst-14325	166	25	sun	sun	PROPN
ajst-14325	166	26	,	,	PUNCT
ajst-14325	166	27	j.	j.	PROPN
ajst-14325	166	28	(	(	PUNCT
ajst-14325	166	29	2021	2021	NUM
ajst-14325	166	30	)	)	PUNCT
ajst-14325	166	31	.	.	PUNCT
ajst-14325	167	1	repvgg	repvgg	NOUN
ajst-14325	167	2	:	:	PUNCT
ajst-14325	167	3	making	make	VERB
ajst-14325	167	4	vgg	vgg	ADJ
ajst-14325	167	5	-	-	PUNCT
ajst-14325	167	6	style	style	NOUN
ajst-14325	167	7	convnets	convnet	NOUN
ajst-14325	167	8	great	great	ADJ
ajst-14325	167	9	again	again	ADV
ajst-14325	167	10	.	.	PUNCT
ajst-14325	168	1	2021	2021	NUM
ajst-14325	168	2	ieee	ieee	NOUN
ajst-14325	168	3	/	/	SYM
ajst-14325	168	4	cvf	cvf	NOUN
ajst-14325	168	5	conference	conference	NOUN
ajst-14325	168	6	on	on	ADP
ajst-14325	168	7	computer	computer	NOUN
ajst-14325	168	8	vision	vision	NOUN
ajst-14325	168	9	and	and	CCONJ
ajst-14325	168	10	pattern	pattern	NOUN
ajst-14325	168	11	recognition	recognition	NOUN
ajst-14325	168	12	(	(	PUNCT
ajst-14325	168	13	cvpr	cvpr	NOUN
ajst-14325	168	14	)	)	PUNCT
ajst-14325	168	15	,	,	PUNCT
ajst-14325	168	16	13728	13728	NUM
ajst-14325	168	17	-	-	SYM
ajst-14325	168	18	13737	13737	NUM
ajst-14325	168	19	.	.	PUNCT
ajst-14325	169	1	[	[	X
ajst-14325	169	2	18	18	NUM
ajst-14325	169	3	]	]	X
ajst-14325	169	4	lee	lee	PROPN
ajst-14325	169	5	,	,	PUNCT
ajst-14325	169	6	j.	j.	PROPN
ajst-14325	169	7	,	,	PUNCT
ajst-14325	169	8	park	park	PROPN
ajst-14325	169	9	,	,	PUNCT
ajst-14325	169	10	s.	s.	PROPN
ajst-14325	169	11	,	,	PUNCT
ajst-14325	169	12	mo	mo	PROPN
ajst-14325	169	13	,	,	PUNCT
ajst-14325	169	14	s.	s.	PROPN
ajst-14325	169	15	,	,	PUNCT
ajst-14325	169	16	ahn	ahn	PROPN
ajst-14325	169	17	,	,	PUNCT
ajst-14325	169	18	s.	s.	PROPN
ajst-14325	169	19	,	,	PUNCT
ajst-14325	169	20	&	&	CCONJ
ajst-14325	169	21	shin	shin	PROPN
ajst-14325	169	22	,	,	PUNCT
ajst-14325	169	23	j.	j.	PROPN
ajst-14325	169	24	(	(	PUNCT
ajst-14325	169	25	2020	2020	NUM
ajst-14325	169	26	)	)	PUNCT
ajst-14325	169	27	.	.	PUNCT
ajst-14325	170	1	layeradaptive	layeradaptive	ADJ
ajst-14325	170	2	sparsity	sparsity	NOUN
ajst-14325	170	3	for	for	ADP
ajst-14325	170	4	the	the	DET
ajst-14325	170	5	magnitude	magnitude	NOUN
ajst-14325	170	6	-	-	PUNCT
ajst-14325	170	7	based	base	VERB
ajst-14325	170	8	pruning	pruning	NOUN
ajst-14325	170	9	.	.	PUNCT
ajst-14325	171	1	international	international	ADJ
ajst-14325	171	2	conference	conference	NOUN
ajst-14325	171	3	on	on	ADP
ajst-14325	171	4	learning	learn	VERB
ajst-14325	171	5	representations	representation	NOUN
ajst-14325	171	6	.	.	PUNCT
ajst-14325	172	1	[	[	X
ajst-14325	172	2	19	19	NUM
ajst-14325	172	3	]	]	X
ajst-14325	172	4	liu	liu	PROPN
ajst-14325	172	5	,	,	PUNCT
ajst-14325	172	6	s.	s.	PROPN
ajst-14325	172	7	,	,	PUNCT
ajst-14325	172	8	huang	huang	PROPN
ajst-14325	172	9	,	,	PUNCT
ajst-14325	172	10	d.	d.	PROPN
ajst-14325	172	11	,	,	PUNCT
ajst-14325	172	12	&	&	CCONJ
ajst-14325	172	13	wang	wang	PROPN
ajst-14325	172	14	,	,	PUNCT
ajst-14325	172	15	y.	y.	PROPN
ajst-14325	172	16	(	(	PUNCT
ajst-14325	172	17	2019	2019	NUM
ajst-14325	172	18	)	)	PUNCT
ajst-14325	172	19	.	.	PUNCT
ajst-14325	173	1	learning	learn	VERB
ajst-14325	173	2	spatial	spatial	ADJ
ajst-14325	173	3	fusion	fusion	NOUN
ajst-14325	173	4	for	for	ADP
ajst-14325	173	5	single	single	ADJ
ajst-14325	173	6	-	-	PUNCT
ajst-14325	173	7	shot	shoot	VERB
ajst-14325	173	8	object	object	NOUN
ajst-14325	173	9	detection	detection	NOUN
ajst-14325	173	10	.	.	PUNCT
ajst-14325	174	1	arxiv	arxiv	NOUN
ajst-14325	174	2	,	,	PUNCT
ajst-14325	174	3	abs/1911.09516	abs/1911.09516	X
ajst-14325	174	4	.	.	PUNCT
ajst-14325	175	1	[	[	X
ajst-14325	175	2	20	20	NUM
ajst-14325	175	3	]	]	X
ajst-14325	176	1	[	[	X
ajst-14325	176	2	20].ge	20].ge	NUM
ajst-14325	176	3	,	,	PUNCT
ajst-14325	176	4	z.	z.	PROPN
ajst-14325	176	5	,	,	PUNCT
ajst-14325	176	6	liu	liu	PROPN
ajst-14325	176	7	,	,	PUNCT
ajst-14325	176	8	s.	s.	PROPN
ajst-14325	176	9	,	,	PUNCT
ajst-14325	176	10	wang	wang	PROPN
ajst-14325	176	11	,	,	PUNCT
ajst-14325	176	12	f.	f.	PROPN
ajst-14325	176	13	,	,	PUNCT
ajst-14325	176	14	li	li	PROPN
ajst-14325	176	15	,	,	PUNCT
ajst-14325	176	16	z.	z.	PROPN
ajst-14325	176	17	,	,	PUNCT
ajst-14325	176	18	&	&	CCONJ
ajst-14325	176	19	sun	sun	PROPN
ajst-14325	176	20	,	,	PUNCT
ajst-14325	176	21	j.	j.	PROPN
ajst-14325	176	22	(	(	PUNCT
ajst-14325	176	23	2021	2021	NUM
ajst-14325	176	24	)	)	PUNCT
ajst-14325	176	25	.	.	PUNCT
ajst-14325	177	1	yolox	yolox	NOUN
ajst-14325	177	2	:	:	PUNCT
ajst-14325	177	3	exceeding	exceed	VERB
ajst-14325	177	4	yolo	yolo	ADJ
ajst-14325	177	5	series	series	NOUN
ajst-14325	177	6	in	in	ADP
ajst-14325	177	7	2021	2021	NUM
ajst-14325	177	8	.	.	PUNCT
ajst-14325	178	1	arxiv	arxiv	PROPN
ajst-14325	178	2	,	,	PUNCT
ajst-14325	178	3	abs/2107.08430	abs/2107.08430	PROPN
ajst-14325	178	4	.	.	PUNCT
ajst-14325	179	1	[	[	X
ajst-14325	179	2	21	21	NUM
ajst-14325	179	3	]	]	SYM
ajst-14325	179	4	li	li	PROPN
ajst-14325	179	5	,	,	PUNCT
ajst-14325	179	6	h.	h.	PROPN
ajst-14325	179	7	,	,	PUNCT
ajst-14325	179	8	kadav	kadav	PROPN
ajst-14325	179	9	,	,	PUNCT
ajst-14325	179	10	a.	a.	NOUN
ajst-14325	179	11	,	,	PUNCT
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ajst-14325	179	13	,	,	PUNCT
ajst-14325	179	14	i.	i.	PROPN
ajst-14325	179	15	,	,	PUNCT
ajst-14325	179	16	samet	samet	PROPN
ajst-14325	179	17	,	,	PUNCT
ajst-14325	179	18	h.	h.	PROPN
ajst-14325	179	19	,	,	PUNCT
ajst-14325	179	20	&	&	CCONJ
ajst-14325	179	21	graf	graf	PROPN
ajst-14325	179	22	,	,	PUNCT
ajst-14325	179	23	h.p	h.p	PROPN
ajst-14325	179	24	.	.	PROPN
ajst-14325	179	25	(	(	PUNCT
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ajst-14325	179	27	)	)	PUNCT
ajst-14325	179	28	.	.	PUNCT
ajst-14325	180	1	pruning	prune	VERB
ajst-14325	180	2	filters	filter	NOUN
ajst-14325	180	3	for	for	ADP
ajst-14325	180	4	efficient	efficient	ADJ
ajst-14325	180	5	convnets	convnet	NOUN
ajst-14325	180	6	.	.	PUNCT
ajst-14325	181	1	arxiv	arxiv	PROPN
ajst-14325	181	2	,	,	PUNCT
ajst-14325	181	3	abs/1608.08710	abs/1608.08710	PROPN
ajst-14325	181	4	.	.	PUNCT
ajst-14325	182	1	[	[	X
ajst-14325	182	2	22	22	NUM
ajst-14325	182	3	]	]	X
ajst-14325	182	4	liu	liu	PROPN
ajst-14325	182	5	,	,	PUNCT
ajst-14325	182	6	z.	z.	PROPN
ajst-14325	182	7	,	,	PUNCT
ajst-14325	182	8	li	li	PROPN
ajst-14325	182	9	,	,	PUNCT
ajst-14325	182	10	j.	j.	PROPN
ajst-14325	182	11	,	,	PUNCT
ajst-14325	182	12	shen	shen	PROPN
ajst-14325	182	13	,	,	PUNCT
ajst-14325	182	14	z.	z.	PROPN
ajst-14325	182	15	,	,	PUNCT
ajst-14325	182	16	huang	huang	PROPN
ajst-14325	182	17	,	,	PUNCT
ajst-14325	182	18	g.	g.	PROPN
ajst-14325	182	19	,	,	PUNCT
ajst-14325	182	20	yan	yan	PROPN
ajst-14325	182	21	,	,	PUNCT
ajst-14325	182	22	s.	s.	PROPN
ajst-14325	182	23	,	,	PUNCT
ajst-14325	182	24	&	&	CCONJ
ajst-14325	182	25	zhang	zhang	PROPN
ajst-14325	182	26	,	,	PUNCT
ajst-14325	182	27	c.	c.	PROPN
ajst-14325	182	28	(	(	PUNCT
ajst-14325	182	29	2017	2017	NUM
ajst-14325	182	30	)	)	PUNCT
ajst-14325	182	31	.	.	PUNCT
ajst-14325	183	1	learning	learn	VERB
ajst-14325	183	2	efficient	efficient	ADJ
ajst-14325	183	3	convolutional	convolutional	ADJ
ajst-14325	183	4	networks	network	NOUN
ajst-14325	183	5	through	through	ADP
ajst-14325	183	6	network	network	NOUN
ajst-14325	183	7	slimming	slimming	NOUN
ajst-14325	183	8	.	.	PUNCT
ajst-14325	184	1	2017	2017	NUM
ajst-14325	184	2	ieee	ieee	PROPN
ajst-14325	184	3	international	international	ADJ
ajst-14325	184	4	conference	conference	NOUN
ajst-14325	184	5	on	on	ADP
ajst-14325	184	6	computer	computer	NOUN
ajst-14325	184	7	vision	vision	NOUN
ajst-14325	184	8	(	(	PUNCT
ajst-14325	184	9	iccv	iccv	PROPN
ajst-14325	184	10	)	)	PUNCT
ajst-14325	184	11	,	,	PUNCT
ajst-14325	184	12	2755	2755	NUM
ajst-14325	184	13	-	-	SYM
ajst-14325	184	14	2763	2763	NUM
ajst-14325	184	15	.	.	PUNCT
ajst-14325	185	1	[	[	X
ajst-14325	185	2	23	23	NUM
ajst-14325	185	3	]	]	X
ajst-14325	185	4	gongfan	gongfan	PROPN
ajst-14325	185	5	fang	fang	PROPN
ajst-14325	185	6	,	,	PUNCT
ajst-14325	185	7	xinyin	xinyin	PROPN
ajst-14325	185	8	ma	ma	PROPN
ajst-14325	185	9	,	,	PUNCT
ajst-14325	185	10	mingli	mingli	NOUN
ajst-14325	185	11	song	song	NOUN
ajst-14325	185	12	,	,	PUNCT
ajst-14325	185	13	michael	michael	PROPN
ajst-14325	185	14	bi	bi	PROPN
ajst-14325	185	15	mi	mi	PROPN
ajst-14325	185	16	,	,	PUNCT
ajst-14325	185	17	xinchao	xinchao	PROPN
ajst-14325	185	18	wang	wang	PROPN
ajst-14325	185	19	;	;	PUNCT
ajst-14325	185	20	proceedings	proceeding	NOUN
ajst-14325	185	21	of	of	ADP
ajst-14325	185	22	the	the	DET
ajst-14325	185	23	ieee	ieee	NOUN
ajst-14325	185	24	/	/	SYM
ajst-14325	185	25	cvf	cvf	NOUN
ajst-14325	185	26	conference	conference	NOUN
ajst-14325	185	27	on	on	ADP
ajst-14325	185	28	computer	computer	NOUN
ajst-14325	185	29	vision	vision	NOUN
ajst-14325	185	30	and	and	CCONJ
ajst-14325	185	31	pattern	pattern	NOUN
ajst-14325	185	32	recognition	recognition	NOUN
ajst-14325	185	33	(	(	PUNCT
ajst-14325	185	34	cvpr	cvpr	NOUN
ajst-14325	185	35	)	)	PUNCT
ajst-14325	185	36	,	,	PUNCT
ajst-14325	185	37	2023	2023	NUM
ajst-14325	185	38	,	,	PUNCT
ajst-14325	185	39	pp	pp	ADJ
ajst-14325	185	40	.	.	PUNCT
ajst-14325	186	1	16091	16091	NUM
ajst-14325	186	2	-	-	SYM
ajst-14325	186	3	16101	16101	NUM
ajst-14325	186	4	.	.	PUNCT
ajst-14325	187	1	[	[	X
ajst-14325	187	2	24	24	NUM
ajst-14325	187	3	]	]	X
ajst-14325	187	4	zhao	zhao	PROPN
ajst-14325	187	5	min	min	PROPN
ajst-14325	187	6	,	,	PUNCT
ajst-14325	187	7	yang	yang	PROPN
ajst-14325	187	8	guoliang	guoliang	PROPN
ajst-14325	187	9	,	,	PUNCT
ajst-14325	187	10	wang	wang	PROPN
ajst-14325	187	11	jixiang	jixiang	PROPN
ajst-14325	187	12	,	,	PUNCT
ajst-14325	187	13	gong	gong	PROPN
ajst-14325	187	14	zhipeng	zhipeng	PROPN
ajst-14325	187	15	.	.	PUNCT
ajst-14325	188	1	improving	improve	VERB
ajst-14325	188	2	the	the	DET
ajst-14325	188	3	real	real	ADJ
ajst-14325	188	4	-	-	PUNCT
ajst-14325	188	5	time	time	NOUN
ajst-14325	188	6	detection	detection	NOUN
ajst-14325	188	7	algorithm	algorithm	NOUN
ajst-14325	188	8	for	for	ADP
ajst-14325	188	9	safety	safety	NOUN
ajst-14325	188	10	helmets	helmet	NOUN
ajst-14325	188	11	in	in	ADP
ajst-14325	188	12	yolov7	yolov7	ADV
ajst-14325	188	13	tiny	tiny	ADJ
ajst-14325	189	1	[	[	X
ajst-14325	189	2	j	j	X
ajst-14325	189	3	]	]	X
ajst-14325	189	4	.	.	PUNCT
ajst-14325	190	1	radio	radio	NOUN
ajst-14325	190	2	engineering	engineering	NOUN
ajst-14325	190	3	,	,	PUNCT
ajst-14325	190	4	2023	2023	NUM
ajst-14325	190	5	,	,	PUNCT
ajst-14325	190	6	v.53	v.53	NOUN
ajst-14325	190	7	;	;	PUNCT
ajst-14325	190	8	no.411	no.411	X
ajst-14325	190	9	(	(	PUNCT
ajst-14325	190	10	08	08	NUM
ajst-14325	190	11	):	):	PUNCT
ajst-14325	190	12	1741	1741	NUM
ajst-14325	190	13	-	-	SYM
ajst-14325	190	14	1749	1749	NUM
ajst-14325	190	15	.	.	PUNCT
ajst-14325	191	1	[	[	X
ajst-14325	191	2	25	25	NUM
ajst-14325	191	3	]	]	X
ajst-14325	191	4	xiong	xiong	PROPN
ajst-14325	191	5	qunfang	qunfang	PROPN
ajst-14325	191	6	,	,	PUNCT
ajst-14325	191	7	lin	lin	PROPN
ajst-14325	191	8	jun	jun	PROPN
ajst-14325	191	9	,	,	PUNCT
ajst-14325	191	10	yue	yue	PROPN
ajst-14325	191	11	wei	wei	PROPN
ajst-14325	191	12	,	,	PUNCT
ajst-14325	191	13	et	et	PROPN
ajst-14325	191	14	al	al	PROPN
ajst-14325	191	15	.	.	PUNCT
ajst-14325	192	1	driver	driver	NOUN
ajst-14325	192	2	phone	phone	NOUN
ajst-14325	192	3	use	use	NOUN
ajst-14325	192	4	detection	detection	NOUN
ajst-14325	192	5	method	method	NOUN
ajst-14325	192	6	based	base	VERB
ajst-14325	192	7	on	on	ADP
ajst-14325	192	8	deep	deep	ADJ
ajst-14325	192	9	learning	learning	NOUN
ajst-14325	193	1	[	[	X
ajst-14325	193	2	j	j	X
ajst-14325	193	3	]	]	X
ajst-14325	193	4	.	.	PUNCT
ajst-14325	194	1	control	control	NOUN
ajst-14325	194	2	and	and	CCONJ
ajst-14325	194	3	information	information	NOUN
ajst-14325	194	4	technology	technology	NOUN
ajst-14325	194	5	,	,	PUNCT
ajst-14325	194	6	2019(6	2019(6	NUM
ajst-14325	194	7	):	):	PUNCT
ajst-14325	194	8	5	5	NUM
ajst-14325	194	9	.	.	X
ajst-14325	194	10	doi	doi	NOUN
ajst-14325	194	11	:	:	PUNCT
ajst-14325	194	12	10.13889	10.13889	NUM
ajst-14325	194	13	/	/	SYM
ajst-14325	194	14	j.issn.2096	j.issn.2096	NOUN
ajst-14325	194	15	-	-	PUNCT
ajst-14325	194	16	5427.2019.06.400	5427.2019.06.400	NOUN
ajst-14325	194	17	.	.	PUNCT
ajst-14325	195	1	[	[	X
ajst-14325	195	2	26	26	NUM
ajst-14325	195	3	]	]	X
ajst-14325	195	4	zhang	zhang	PROPN
ajst-14325	195	5	s	s	PROPN
ajst-14325	195	6	,	,	PUNCT
ajst-14325	195	7	zhu	zhu	PROPN
ajst-14325	195	8	x	x	SYM
ajst-14325	195	9	,	,	PUNCT
ajst-14325	195	10	lei	lei	PROPN
ajst-14325	195	11	z	z	PROPN
ajst-14325	195	12	,	,	PUNCT
ajst-14325	195	13	et	et	PROPN
ajst-14325	195	14	al	al	PROPN
ajst-14325	195	15	.	.	PROPN
ajst-14325	195	16	s^3fd	s^3fd	PROPN
ajst-14325	195	17	:	:	PUNCT
ajst-14325	195	18	single	single	ADJ
ajst-14325	195	19	shot	shot	NOUN
ajst-14325	195	20	scaleinvariant	scaleinvariant	ADJ
ajst-14325	195	21	face	face	NOUN
ajst-14325	195	22	detector[c]//2017	detector[c]//2017	PART
ajst-14325	195	23	ieee	ieee	NOUN
ajst-14325	195	24	international	international	ADJ
ajst-14325	195	25	conference	conference	NOUN
ajst-14325	195	26	on	on	ADP
ajst-14325	195	27	computer	computer	NOUN
ajst-14325	195	28	vision	vision	NOUN
ajst-14325	195	29	(	(	PUNCT
ajst-14325	195	30	iccv	iccv	PROPN
ajst-14325	195	31	)	)	PUNCT
ajst-14325	195	32	.	.	PUNCT
ajst-14325	196	1	venice	venice	PROPN
ajst-14325	196	2	,	,	PUNCT
ajst-14325	196	3	italy	italy	PROPN
ajst-14325	196	4	:	:	PUNCT
ajst-14325	196	5	ieee	ieee	NOUN
ajst-14325	196	6	computer	computer	NOUN
ajst-14325	196	7	society	society	NOUN
ajst-14325	196	8	,	,	PUNCT
ajst-14325	196	9	2017：192	2017：192	PROPN
ajst-14325	196	10	-	-	PUNCT
ajst-14325	196	11	201	201	NUM
ajst-14325	196	12	.	.	PUNCT
ajst-14325	197	1	[	[	X
ajst-14325	197	2	27	27	NUM
ajst-14325	197	3	]	]	X
ajst-14325	197	4	ren	ren	PROPN
ajst-14325	197	5	s	s	PROPN
ajst-14325	197	6	,	,	PUNCT
ajst-14325	197	7	he	he	PRON
ajst-14325	197	8	k	k	NOUN
ajst-14325	197	9	,	,	PUNCT
ajst-14325	197	10	girshick	girshick	ADJ
ajst-14325	197	11	r	r	NOUN
ajst-14325	197	12	,	,	PUNCT
ajst-14325	197	13	et	et	PROPN
ajst-14325	197	14	al	al	PROPN
ajst-14325	197	15	.	.	PUNCT
ajst-14325	198	1	faster	fast	ADJ
ajst-14325	198	2	r	r	NOUN
ajst-14325	198	3	-	-	PUNCT
ajst-14325	198	4	cnn	cnn	NOUN
ajst-14325	198	5	:	:	PUNCT
ajst-14325	198	6	towards	towards	ADP
ajst-14325	198	7	real	real	ADJ
ajst-14325	198	8	-	-	PUNCT
ajst-14325	198	9	time	time	NOUN
ajst-14325	198	10	object	object	NOUN
ajst-14325	198	11	detection	detection	NOUN
ajst-14325	198	12	with	with	ADP
ajst-14325	198	13	region	region	NOUN
ajst-14325	198	14	proposal	proposal	NOUN
ajst-14325	198	15	networks[j	networks[j	PROPN
ajst-14325	198	16	]	]	X
ajst-14325	198	17	.	.	PUNCT
ajst-14325	199	1	ieee	ieee	NOUN
ajst-14325	199	2	transactions	transaction	NOUN
ajst-14325	199	3	on	on	ADP
ajst-14325	199	4	pattern	pattern	NOUN
ajst-14325	199	5	analysis	analysis	NOUN
ajst-14325	199	6	and	and	CCONJ
ajst-14325	199	7	machine	machine	NOUN
ajst-14325	199	8	intelligence	intelligence	NOUN
ajst-14325	199	9	,	,	PUNCT
ajst-14325	199	10	2015	2015	NUM
ajst-14325	199	11	,	,	PUNCT
ajst-14325	199	12	39(6):1137	39(6):1137	NUM
ajst-14325	199	13	-	-	SYM
ajst-14325	199	14	1149	1149	NUM
ajst-14325	199	15	.	.	PUNCT
ajst-14325	200	1	[	[	X
ajst-14325	200	2	28	28	NUM
ajst-14325	200	3	]	]	X
ajst-14325	200	4	zhang	zhang	PROPN
ajst-14325	200	5	j	j	PROPN
ajst-14325	200	6	,	,	PUNCT
ajst-14325	200	7	chen	chen	PROPN
ajst-14325	200	8	z	z	PROPN
ajst-14325	200	9	,	,	PUNCT
ajst-14325	200	10	liu	liu	PROPN
ajst-14325	200	11	w	w	PROPN
ajst-14325	200	12	,	,	PUNCT
ajst-14325	200	13	et	et	PROPN
ajst-14325	200	14	al	al	PROPN
ajst-14325	200	15	.	.	PUNCT
ajst-14325	201	1	a	a	DET
ajst-14325	201	2	field	field	NOUN
ajst-14325	201	3	study	study	NOUN
ajst-14325	201	4	of	of	ADP
ajst-14325	201	5	work	work	NOUN
ajst-14325	201	6	type	type	NOUN
ajst-14325	201	7	influence	influence	NOUN
ajst-14325	201	8	on	on	ADP
ajst-14325	201	9	air	air	NOUN
ajst-14325	201	10	traffic	traffic	NOUN
ajst-14325	201	11	controllers	controller	NOUN
ajst-14325	201	12	’	'	PUNCT
ajst-14325	201	13	fatigue	fatigue	NOUN
ajst-14325	201	14	based	base	VERB
ajst-14325	201	15	on	on	ADP
ajst-14325	201	16	data	data	NOUN
ajst-14325	201	17	-	-	PUNCT
ajst-14325	201	18	driven	drive	VERB
ajst-14325	201	19	perclos	perclo	NOUN
ajst-14325	201	20	detection[j	detection[j	PROPN
ajst-14325	201	21	]	]	PUNCT
ajst-14325	201	22	.	.	PUNCT
ajst-14325	202	1	international	international	ADJ
ajst-14325	202	2	journal	journal	PROPN
ajst-14325	202	3	of	of	ADP
ajst-14325	202	4	environmental	environmental	ADJ
ajst-14325	202	5	research	research	NOUN
ajst-14325	202	6	and	and	CCONJ
ajst-14325	202	7	public	public	ADJ
ajst-14325	202	8	health	health	NOUN
ajst-14325	202	9	,	,	PUNCT
ajst-14325	202	10	2021	2021	NUM
ajst-14325	202	11	,	,	PUNCT
ajst-14325	202	12	18(22):11937	18(22):11937	NUM
ajst-14325	202	13	.	.	PUNCT