id	sid	tid	token	lemma	pos
ajst-3971	1	1	academic	academic	ADJ
ajst-3971	1	2	journal	journal	NOUN
ajst-3971	1	3	of	of	ADP
ajst-3971	1	4	science	science	NOUN
ajst-3971	1	5	and	and	CCONJ
ajst-3971	1	6	technology	technology	NOUN
ajst-3971	1	7	issn	issn	NOUN
ajst-3971	1	8	:	:	PUNCT
ajst-3971	1	9	2771	2771	NUM
ajst-3971	1	10	-	-	SYM
ajst-3971	1	11	3032	3032	NUM
ajst-3971	1	12	|	|	NOUN
ajst-3971	1	13	vol	vol	NOUN
ajst-3971	1	14	.	.	PROPN
ajst-3971	2	1	4	4	NUM
ajst-3971	2	2	,	,	PUNCT
ajst-3971	2	3	no	no	INTJ
ajst-3971	2	4	.	.	NOUN
ajst-3971	2	5	2	2	NUM
ajst-3971	2	6	,	,	PUNCT
ajst-3971	2	7	2022	2022	NUM
ajst-3971	2	8	62	62	NUM
ajst-3971	2	9	research	research	NOUN
ajst-3971	2	10	on	on	ADP
ajst-3971	2	11	license	license	NOUN
ajst-3971	2	12	plate	plate	NOUN
ajst-3971	2	13	detection	detection	NOUN
ajst-3971	2	14	and	and	CCONJ
ajst-3971	2	15	recognition	recognition	NOUN
ajst-3971	2	16	system	system	NOUN
ajst-3971	2	17	based	base	VERB
ajst-3971	2	18	on	on	ADP
ajst-3971	2	19	yolov7	yolov7	NOUN
ajst-3971	2	20	and	and	CCONJ
ajst-3971	2	21	lprnet	lprnet	PROPN
ajst-3971	2	22	shenghu	shenghu	PROPN
ajst-3971	2	23	pan	pan	PROPN
ajst-3971	2	24	,	,	PUNCT
ajst-3971	2	25	jian	jian	PROPN
ajst-3971	2	26	liu	liu	PROPN
ajst-3971	2	27	and	and	CCONJ
ajst-3971	2	28	dekun	dekun	PROPN
ajst-3971	2	29	chen	chen	PROPN
ajst-3971	2	30	southwest	southwest	PROPN
ajst-3971	2	31	petroleum	petroleum	PROPN
ajst-3971	2	32	university	university	PROPN
ajst-3971	2	33	,	,	PUNCT
ajst-3971	2	34	chengdu	chengdu	PROPN
ajst-3971	2	35	610500	610500	NUM
ajst-3971	2	36	,	,	PUNCT
ajst-3971	2	37	china	china	PROPN
ajst-3971	2	38	abstract	abstract	PROPN
ajst-3971	2	39	:	:	PUNCT
ajst-3971	2	40	with	with	ADP
ajst-3971	2	41	the	the	DET
ajst-3971	2	42	development	development	NOUN
ajst-3971	2	43	and	and	CCONJ
ajst-3971	2	44	continuous	continuous	ADJ
ajst-3971	2	45	iteration	iteration	NOUN
ajst-3971	2	46	of	of	ADP
ajst-3971	2	47	digital	digital	ADJ
ajst-3971	2	48	transformation	transformation	NOUN
ajst-3971	2	49	and	and	CCONJ
ajst-3971	2	50	artificial	artificial	ADJ
ajst-3971	2	51	intelligence	intelligence	NOUN
ajst-3971	2	52	technology	technology	NOUN
ajst-3971	2	53	,	,	PUNCT
ajst-3971	2	54	the	the	DET
ajst-3971	2	55	license	license	NOUN
ajst-3971	2	56	plate	plate	NOUN
ajst-3971	2	57	detection	detection	NOUN
ajst-3971	2	58	and	and	CCONJ
ajst-3971	2	59	recognition	recognition	NOUN
ajst-3971	2	60	system	system	NOUN
ajst-3971	2	61	based	base	VERB
ajst-3971	2	62	on	on	ADP
ajst-3971	2	63	traditional	traditional	ADJ
ajst-3971	2	64	machine	machine	NOUN
ajst-3971	2	65	vision	vision	NOUN
ajst-3971	2	66	and	and	CCONJ
ajst-3971	2	67	the	the	DET
ajst-3971	2	68	current	current	ADJ
ajst-3971	2	69	deep	deep	ADJ
ajst-3971	2	70	learning	learning	NOUN
ajst-3971	2	71	-	-	PUNCT
ajst-3971	2	72	based	base	VERB
ajst-3971	2	73	license	license	NOUN
ajst-3971	2	74	plate	plate	NOUN
ajst-3971	2	75	recognition	recognition	NOUN
ajst-3971	2	76	system	system	NOUN
ajst-3971	2	77	for	for	ADP
ajst-3971	2	78	china	china	PROPN
ajst-3971	2	79	is	be	AUX
ajst-3971	2	80	unable	unable	ADJ
ajst-3971	2	81	to	to	PART
ajst-3971	2	82	meet	meet	VERB
ajst-3971	2	83	the	the	DET
ajst-3971	2	84	needs	need	NOUN
ajst-3971	2	85	of	of	ADP
ajst-3971	2	86	rapid	rapid	ADJ
ajst-3971	2	87	and	and	CCONJ
ajst-3971	2	88	accurate	accurate	ADJ
ajst-3971	2	89	real	real	ADJ
ajst-3971	2	90	-	-	PUNCT
ajst-3971	2	91	time	time	NOUN
ajst-3971	2	92	recognition	recognition	NOUN
ajst-3971	2	93	and	and	CCONJ
ajst-3971	2	94	recognition	recognition	NOUN
ajst-3971	2	95	in	in	ADP
ajst-3971	2	96	complex	complex	ADJ
ajst-3971	2	97	environments	environment	NOUN
ajst-3971	2	98	.	.	PUNCT
ajst-3971	3	1	this	this	DET
ajst-3971	3	2	paper	paper	NOUN
ajst-3971	3	3	designs	design	NOUN
ajst-3971	3	4	and	and	CCONJ
ajst-3971	3	5	integrates	integrate	NOUN
ajst-3971	3	6	a	a	DET
ajst-3971	3	7	set	set	NOUN
ajst-3971	3	8	of	of	ADP
ajst-3971	3	9	license	license	NOUN
ajst-3971	3	10	plate	plate	NOUN
ajst-3971	3	11	detection	detection	NOUN
ajst-3971	3	12	and	and	CCONJ
ajst-3971	3	13	recognition	recognition	NOUN
ajst-3971	3	14	system	system	NOUN
ajst-3971	3	15	based	base	VERB
ajst-3971	3	16	on	on	ADP
ajst-3971	3	17	yolov7	yolov7	PROPN
ajst-3971	3	18	,	,	PUNCT
ajst-3971	3	19	stn	stn	PROPN
ajst-3971	3	20	and	and	CCONJ
ajst-3971	3	21	lprnet	lprnet	NOUN
ajst-3971	3	22	models	model	NOUN
ajst-3971	3	23	,	,	PUNCT
ajst-3971	3	24	which	which	PRON
ajst-3971	3	25	can	can	AUX
ajst-3971	3	26	recognize	recognize	VERB
ajst-3971	3	27	chinese	chinese	ADJ
ajst-3971	3	28	license	license	NOUN
ajst-3971	3	29	plates	plate	NOUN
ajst-3971	3	30	quickly	quickly	ADV
ajst-3971	3	31	and	and	CCONJ
ajst-3971	3	32	accurately	accurately	ADV
ajst-3971	3	33	in	in	ADP
ajst-3971	3	34	real	real	ADJ
ajst-3971	3	35	time	time	NOUN
ajst-3971	3	36	,	,	PUNCT
ajst-3971	3	37	and	and	CCONJ
ajst-3971	3	38	has	have	VERB
ajst-3971	3	39	good	good	ADJ
ajst-3971	3	40	robustness	robustness	NOUN
ajst-3971	3	41	in	in	ADP
ajst-3971	3	42	complex	complex	ADJ
ajst-3971	3	43	environment	environment	NOUN
ajst-3971	3	44	.	.	PUNCT
ajst-3971	4	1	its	its	PRON
ajst-3971	4	2	average	average	ADJ
ajst-3971	4	3	accuracy	accuracy	NOUN
ajst-3971	4	4	in	in	ADP
ajst-3971	4	5	complex	complex	ADJ
ajst-3971	4	6	environments	environment	NOUN
ajst-3971	4	7	reached	reach	VERB
ajst-3971	4	8	96.1	96.1	NUM
ajst-3971	4	9	%	%	NOUN
ajst-3971	4	10	,	,	PUNCT
ajst-3971	4	11	indicating	indicate	VERB
ajst-3971	4	12	that	that	SCONJ
ajst-3971	4	13	the	the	DET
ajst-3971	4	14	system	system	NOUN
ajst-3971	4	15	has	have	VERB
ajst-3971	4	16	a	a	DET
ajst-3971	4	17	better	well	ADJ
ajst-3971	4	18	effect	effect	NOUN
ajst-3971	4	19	than	than	ADP
ajst-3971	4	20	the	the	DET
ajst-3971	4	21	traditional	traditional	ADJ
ajst-3971	4	22	license	license	NOUN
ajst-3971	4	23	plate	plate	NOUN
ajst-3971	4	24	detection	detection	NOUN
ajst-3971	4	25	and	and	CCONJ
ajst-3971	4	26	recognition	recognition	NOUN
ajst-3971	4	27	system	system	NOUN
ajst-3971	4	28	.	.	PUNCT
ajst-3971	5	1	keywords	keyword	NOUN
ajst-3971	5	2	:	:	PUNCT
ajst-3971	5	3	artificial	artificial	ADJ
ajst-3971	5	4	intelligence	intelligence	NOUN
ajst-3971	5	5	,	,	PUNCT
ajst-3971	5	6	license	license	NOUN
ajst-3971	5	7	plate	plate	NOUN
ajst-3971	5	8	detection	detection	NOUN
ajst-3971	5	9	,	,	PUNCT
ajst-3971	5	10	license	license	NOUN
ajst-3971	5	11	plate	plate	NOUN
ajst-3971	5	12	recognition	recognition	NOUN
ajst-3971	5	13	.	.	PUNCT
ajst-3971	6	1	1	1	X
ajst-3971	6	2	.	.	X
ajst-3971	6	3	introduction	introduction	NOUN
ajst-3971	6	4	in	in	ADP
ajst-3971	6	5	recent	recent	ADJ
ajst-3971	6	6	years	year	NOUN
ajst-3971	6	7	,	,	PUNCT
ajst-3971	6	8	with	with	ADP
ajst-3971	6	9	the	the	DET
ajst-3971	6	10	continuous	continuous	ADJ
ajst-3971	6	11	development	development	NOUN
ajst-3971	6	12	of	of	ADP
ajst-3971	6	13	artificial	artificial	ADJ
ajst-3971	6	14	intelligence	intelligence	NOUN
ajst-3971	6	15	technology	technology	NOUN
ajst-3971	6	16	,	,	PUNCT
ajst-3971	6	17	computer	computer	NOUN
ajst-3971	6	18	vision	vision	NOUN
ajst-3971	6	19	has	have	AUX
ajst-3971	6	20	gained	gain	VERB
ajst-3971	6	21	new	new	ADJ
ajst-3971	6	22	development	development	NOUN
ajst-3971	6	23	,	,	PUNCT
ajst-3971	6	24	has	have	AUX
ajst-3971	6	25	been	be	AUX
ajst-3971	6	26	applied	apply	VERB
ajst-3971	6	27	to	to	ADP
ajst-3971	6	28	intelligent	intelligent	ADJ
ajst-3971	6	29	parking	parking	NOUN
ajst-3971	6	30	lot	lot	NOUN
ajst-3971	6	31	,	,	PUNCT
ajst-3971	6	32	intelligent	intelligent	ADJ
ajst-3971	6	33	security	security	NOUN
ajst-3971	6	34	system	system	NOUN
ajst-3971	6	35	and	and	CCONJ
ajst-3971	6	36	other	other	ADJ
ajst-3971	6	37	work	work	NOUN
ajst-3971	6	38	scenes	scene	NOUN
ajst-3971	6	39	,	,	PUNCT
ajst-3971	6	40	help	help	VERB
ajst-3971	6	41	to	to	PART
ajst-3971	6	42	achieve	achieve	VERB
ajst-3971	6	43	intelligent	intelligent	ADJ
ajst-3971	6	44	urban	urban	ADJ
ajst-3971	6	45	security	security	NOUN
ajst-3971	6	46	.	.	PUNCT
ajst-3971	7	1	license	license	NOUN
ajst-3971	7	2	plate	plate	NOUN
ajst-3971	7	3	recognition	recognition	NOUN
ajst-3971	7	4	system	system	NOUN
ajst-3971	7	5	is	be	AUX
ajst-3971	7	6	one	one	NUM
ajst-3971	7	7	of	of	ADP
ajst-3971	7	8	the	the	DET
ajst-3971	7	9	important	important	ADJ
ajst-3971	7	10	applications	application	NOUN
ajst-3971	7	11	of	of	ADP
ajst-3971	7	12	computer	computer	NOUN
ajst-3971	7	13	vision	vision	NOUN
ajst-3971	7	14	,	,	PUNCT
ajst-3971	7	15	it	it	PRON
ajst-3971	7	16	can	can	AUX
ajst-3971	7	17	automatically	automatically	ADV
ajst-3971	7	18	locate	locate	VERB
ajst-3971	7	19	,	,	PUNCT
ajst-3971	7	20	detect	detect	VERB
ajst-3971	7	21	license	license	NOUN
ajst-3971	7	22	plates	plate	NOUN
ajst-3971	7	23	and	and	CCONJ
ajst-3971	7	24	recognize	recognize	VERB
ajst-3971	7	25	license	license	NOUN
ajst-3971	7	26	plates	plate	NOUN
ajst-3971	7	27	.	.	PUNCT
ajst-3971	8	1	it	it	PRON
ajst-3971	8	2	has	have	AUX
ajst-3971	8	3	made	make	VERB
ajst-3971	8	4	great	great	ADJ
ajst-3971	8	5	contributions	contribution	NOUN
ajst-3971	8	6	to	to	ADP
ajst-3971	8	7	the	the	DET
ajst-3971	8	8	construction	construction	NOUN
ajst-3971	8	9	of	of	ADP
ajst-3971	8	10	a	a	DET
ajst-3971	8	11	modern	modern	ADJ
ajst-3971	8	12	and	and	CCONJ
ajst-3971	8	13	digital	digital	ADJ
ajst-3971	8	14	society	society	NOUN
ajst-3971	8	15	[	[	X
ajst-3971	8	16	1	1	NUM
ajst-3971	8	17	]	]	PUNCT
ajst-3971	8	18	.	.	PUNCT
ajst-3971	9	1	however	however	ADV
ajst-3971	9	2	,	,	PUNCT
ajst-3971	9	3	with	with	ADP
ajst-3971	9	4	the	the	DET
ajst-3971	9	5	development	development	NOUN
ajst-3971	9	6	of	of	ADP
ajst-3971	9	7	society	society	NOUN
ajst-3971	9	8	and	and	CCONJ
ajst-3971	9	9	economy	economy	NOUN
ajst-3971	9	10	,	,	PUNCT
ajst-3971	9	11	the	the	DET
ajst-3971	9	12	number	number	NOUN
ajst-3971	9	13	of	of	ADP
ajst-3971	9	14	vehicles	vehicle	NOUN
ajst-3971	9	15	in	in	ADP
ajst-3971	9	16	the	the	DET
ajst-3971	9	17	society	society	NOUN
ajst-3971	9	18	has	have	VERB
ajst-3971	9	19	a	a	DET
ajst-3971	9	20	growing	grow	VERB
ajst-3971	9	21	trend	trend	NOUN
ajst-3971	9	22	,	,	PUNCT
ajst-3971	9	23	and	and	CCONJ
ajst-3971	9	24	license	license	NOUN
ajst-3971	9	25	plate	plate	NOUN
ajst-3971	9	26	recognition	recognition	NOUN
ajst-3971	9	27	will	will	AUX
ajst-3971	9	28	be	be	AUX
ajst-3971	9	29	affected	affect	VERB
ajst-3971	9	30	by	by	ADP
ajst-3971	9	31	complex	complex	ADJ
ajst-3971	9	32	environment	environment	NOUN
ajst-3971	9	33	,	,	PUNCT
ajst-3971	9	34	such	such	ADJ
ajst-3971	9	35	as	as	ADP
ajst-3971	9	36	dark	dark	ADJ
ajst-3971	9	37	,	,	PUNCT
ajst-3971	9	38	long	long	ADJ
ajst-3971	9	39	-	-	PUNCT
ajst-3971	9	40	distance	distance	NOUN
ajst-3971	9	41	,	,	PUNCT
ajst-3971	9	42	fog	fog	PROPN
ajst-3971	9	43	,	,	PUNCT
ajst-3971	9	44	etc	etc	X
ajst-3971	9	45	.	.	X
ajst-3971	9	46	,	,	PUNCT
ajst-3971	9	47	therefore	therefore	ADV
ajst-3971	9	48	,	,	PUNCT
ajst-3971	9	49	there	there	PRON
ajst-3971	9	50	is	be	VERB
ajst-3971	9	51	a	a	DET
ajst-3971	9	52	high	high	ADJ
ajst-3971	9	53	demand	demand	NOUN
ajst-3971	9	54	for	for	ADP
ajst-3971	9	55	the	the	DET
ajst-3971	9	56	speed	speed	NOUN
ajst-3971	9	57	,	,	PUNCT
ajst-3971	9	58	accuracy	accuracy	NOUN
ajst-3971	9	59	and	and	CCONJ
ajst-3971	9	60	ability	ability	NOUN
ajst-3971	9	61	to	to	PART
ajst-3971	9	62	work	work	VERB
ajst-3971	9	63	in	in	ADP
ajst-3971	9	64	complex	complex	ADJ
ajst-3971	9	65	environment	environment	NOUN
ajst-3971	9	66	of	of	ADP
ajst-3971	9	67	license	license	NOUN
ajst-3971	9	68	plate	plate	NOUN
ajst-3971	9	69	location	location	NOUN
ajst-3971	9	70	detection	detection	NOUN
ajst-3971	9	71	and	and	CCONJ
ajst-3971	9	72	recognition	recognition	NOUN
ajst-3971	9	73	.	.	PUNCT
ajst-3971	10	1	in	in	ADP
ajst-3971	10	2	this	this	DET
ajst-3971	10	3	paper	paper	NOUN
ajst-3971	10	4	,	,	PUNCT
ajst-3971	10	5	a	a	DET
ajst-3971	10	6	new	new	ADJ
ajst-3971	10	7	license	license	NOUN
ajst-3971	10	8	plate	plate	NOUN
ajst-3971	10	9	detection	detection	NOUN
ajst-3971	10	10	and	and	CCONJ
ajst-3971	10	11	recognition	recognition	NOUN
ajst-3971	10	12	system	system	NOUN
ajst-3971	10	13	will	will	AUX
ajst-3971	10	14	be	be	AUX
ajst-3971	10	15	improved	improve	VERB
ajst-3971	10	16	for	for	ADP
ajst-3971	10	17	the	the	DET
ajst-3971	10	18	deficiencies	deficiency	NOUN
ajst-3971	10	19	of	of	ADP
ajst-3971	10	20	the	the	DET
ajst-3971	10	21	current	current	ADJ
ajst-3971	10	22	license	license	NOUN
ajst-3971	10	23	plate	plate	NOUN
ajst-3971	10	24	detection	detection	NOUN
ajst-3971	10	25	and	and	CCONJ
ajst-3971	10	26	recognition	recognition	NOUN
ajst-3971	10	27	system	system	NOUN
ajst-3971	10	28	.	.	PUNCT
ajst-3971	11	1	first	first	ADV
ajst-3971	11	2	,	,	PUNCT
ajst-3971	11	3	yolov7	yolov7	CCONJ
ajst-3971	11	4	as	as	SCONJ
ajst-3971	11	5	one	one	NUM
ajst-3971	11	6	-	-	PUNCT
ajst-3971	11	7	stage	stage	NOUN
ajst-3971	11	8	object	object	NOUN
ajst-3971	11	9	detection	detection	NOUN
ajst-3971	11	10	algorithm	algorithm	NOUN
ajst-3971	11	11	is	be	AUX
ajst-3971	11	12	used	use	VERB
ajst-3971	11	13	to	to	PART
ajst-3971	11	14	quickly	quickly	ADV
ajst-3971	11	15	and	and	CCONJ
ajst-3971	11	16	accurately	accurately	ADV
ajst-3971	11	17	locate	locate	VERB
ajst-3971	11	18	the	the	DET
ajst-3971	11	19	license	license	NOUN
ajst-3971	11	20	plate	plate	NOUN
ajst-3971	11	21	,	,	PUNCT
ajst-3971	11	22	and	and	CCONJ
ajst-3971	11	23	then	then	ADV
ajst-3971	11	24	the	the	DET
ajst-3971	11	25	detected	detect	VERB
ajst-3971	11	26	license	license	NOUN
ajst-3971	11	27	plate	plate	NOUN
ajst-3971	11	28	is	be	AUX
ajst-3971	11	29	input	input	VERB
ajst-3971	11	30	into	into	ADP
ajst-3971	11	31	the	the	DET
ajst-3971	11	32	stn	stn	PROPN
ajst-3971	11	33	(	(	PUNCT
ajst-3971	11	34	spatial	spatial	ADJ
ajst-3971	11	35	transformer	transformer	NOUN
ajst-3971	11	36	networks	network	NOUN
ajst-3971	11	37	)	)	PUNCT
ajst-3971	11	38	to	to	PART
ajst-3971	11	39	correct	correct	VERB
ajst-3971	11	40	the	the	DET
ajst-3971	11	41	slanting	slanting	NOUN
ajst-3971	11	42	license	license	NOUN
ajst-3971	11	43	plate	plate	NOUN
ajst-3971	11	44	.	.	PUNCT
ajst-3971	12	1	and	and	CCONJ
ajst-3971	12	2	then	then	ADV
ajst-3971	12	3	input	input	VERB
ajst-3971	12	4	into	into	ADP
ajst-3971	12	5	the	the	DET
ajst-3971	12	6	lprnet	lprnet	NOUN
ajst-3971	12	7	to	to	PART
ajst-3971	12	8	identify	identify	VERB
ajst-3971	12	9	the	the	DET
ajst-3971	12	10	license	license	NOUN
ajst-3971	12	11	plate	plate	NOUN
ajst-3971	12	12	number	number	NOUN
ajst-3971	12	13	.	.	PUNCT
ajst-3971	13	1	finally	finally	ADV
ajst-3971	13	2	,	,	PUNCT
ajst-3971	13	3	a	a	DET
ajst-3971	13	4	set	set	NOUN
ajst-3971	13	5	of	of	ADP
ajst-3971	13	6	license	license	NOUN
ajst-3971	13	7	plate	plate	NOUN
ajst-3971	13	8	detection	detection	NOUN
ajst-3971	13	9	and	and	CCONJ
ajst-3971	13	10	recognition	recognition	NOUN
ajst-3971	13	11	system	system	NOUN
ajst-3971	13	12	based	base	VERB
ajst-3971	13	13	on	on	ADP
ajst-3971	13	14	pyqt5	pyqt5	NOUN
ajst-3971	13	15	is	be	AUX
ajst-3971	13	16	developed	develop	VERB
ajst-3971	13	17	by	by	ADP
ajst-3971	13	18	integrating	integrate	VERB
ajst-3971	13	19	the	the	DET
ajst-3971	13	20	above	above	ADJ
ajst-3971	13	21	network	network	NOUN
ajst-3971	13	22	structure	structure	NOUN
ajst-3971	13	23	.	.	PUNCT
ajst-3971	14	1	during	during	ADP
ajst-3971	14	2	the	the	DET
ajst-3971	14	3	experiment	experiment	NOUN
ajst-3971	14	4	,	,	PUNCT
ajst-3971	14	5	in	in	ADP
ajst-3971	14	6	order	order	NOUN
ajst-3971	14	7	to	to	PART
ajst-3971	14	8	improve	improve	VERB
ajst-3971	14	9	the	the	DET
ajst-3971	14	10	stability	stability	NOUN
ajst-3971	14	11	of	of	ADP
ajst-3971	14	12	the	the	DET
ajst-3971	14	13	system	system	NOUN
ajst-3971	14	14	,	,	PUNCT
ajst-3971	14	15	partial	partial	ADJ
ajst-3971	14	16	ccpd	ccpd	NOUN
ajst-3971	14	17	(	(	PUNCT
ajst-3971	14	18	chinese	chinese	ADJ
ajst-3971	14	19	city	city	NOUN
ajst-3971	14	20	parking	parking	NOUN
ajst-3971	14	21	dataset	dataset	NOUN
ajst-3971	14	22	)	)	PUNCT
ajst-3971	14	23	dataset	dataset	NOUN
ajst-3971	14	24	,	,	PUNCT
ajst-3971	14	25	selfcollected	selfcollecte	VERB
ajst-3971	14	26	dataset	dataset	ADJ
ajst-3971	14	27	and	and	CCONJ
ajst-3971	14	28	mock	mock	ADJ
ajst-3971	14	29	dataset	dataset	NOUN
ajst-3971	14	30	were	be	AUX
ajst-3971	14	31	used	use	VERB
ajst-3971	14	32	to	to	PART
ajst-3971	14	33	realize	realize	VERB
ajst-3971	14	34	uniform	uniform	ADJ
ajst-3971	14	35	distribution	distribution	NOUN
ajst-3971	14	36	of	of	ADP
ajst-3971	14	37	license	license	NOUN
ajst-3971	14	38	plates	plate	NOUN
ajst-3971	14	39	in	in	ADP
ajst-3971	14	40	provinces	province	NOUN
ajst-3971	14	41	and	and	CCONJ
ajst-3971	14	42	cities	city	NOUN
ajst-3971	14	43	.	.	PUNCT
ajst-3971	15	1	2	2	X
ajst-3971	15	2	.	.	X
ajst-3971	15	3	main	main	ADJ
ajst-3971	15	4	work	work	NOUN
ajst-3971	15	5	2.1	2.1	NUM
ajst-3971	15	6	.	.	PUNCT
ajst-3971	16	1	detection	detection	NOUN
ajst-3971	16	2	of	of	ADP
ajst-3971	16	3	license	license	NOUN
ajst-3971	16	4	plate	plate	NOUN
ajst-3971	16	5	based	base	VERB
ajst-3971	16	6	on	on	ADP
ajst-3971	16	7	yolov7	yolov7	NOUN
ajst-3971	16	8	yolov7	yolov7	NOUN
ajst-3971	16	9	(	(	PUNCT
ajst-3971	16	10	you	you	PRON
ajst-3971	16	11	only	only	ADV
ajst-3971	16	12	look	look	VERB
ajst-3971	16	13	once	once	ADV
ajst-3971	16	14	)	)	PUNCT
ajst-3971	16	15	algorithm	algorithm	NOUN
ajst-3971	16	16	is	be	AUX
ajst-3971	16	17	a	a	DET
ajst-3971	16	18	kind	kind	NOUN
ajst-3971	16	19	of	of	ADP
ajst-3971	16	20	realtime	realtime	ADJ
ajst-3971	16	21	object	object	NOUN
ajst-3971	16	22	detector	detector	NOUN
ajst-3971	16	23	proposed	propose	VERB
ajst-3971	16	24	by	by	ADP
ajst-3971	16	25	wang	wang	PROPN
ajst-3971	16	26	et	et	PROPN
ajst-3971	16	27	al	al	PROPN
ajst-3971	16	28	in	in	ADP
ajst-3971	16	29	july	july	PROPN
ajst-3971	16	30	2022	2022	NUM
ajst-3971	16	31	.	.	PUNCT
ajst-3971	17	1	the	the	DET
ajst-3971	17	2	essence	essence	NOUN
ajst-3971	17	3	of	of	ADP
ajst-3971	17	4	this	this	DET
ajst-3971	17	5	algorithm	algorithm	NOUN
ajst-3971	17	6	is	be	AUX
ajst-3971	17	7	a	a	DET
ajst-3971	17	8	regression	regression	NOUN
ajst-3971	17	9	problem	problem	NOUN
ajst-3971	17	10	,	,	PUNCT
ajst-3971	17	11	which	which	PRON
ajst-3971	17	12	has	have	VERB
ajst-3971	17	13	better	well	ADJ
ajst-3971	17	14	effect	effect	NOUN
ajst-3971	17	15	when	when	SCONJ
ajst-3971	17	16	predicting	predict	VERB
ajst-3971	17	17	multiple	multiple	ADJ
ajst-3971	17	18	categories	category	NOUN
ajst-3971	17	19	[	[	X
ajst-3971	17	20	2	2	NUM
ajst-3971	17	21	]	]	PUNCT
ajst-3971	17	22	.	.	PUNCT
ajst-3971	18	1	yolo	yolo	PROPN
ajst-3971	18	2	series	series	PROPN
ajst-3971	18	3	algorithm	algorithm	PROPN
ajst-3971	18	4	,	,	PUNCT
ajst-3971	18	5	as	as	ADP
ajst-3971	18	6	a	a	DET
ajst-3971	18	7	one	one	NUM
ajst-3971	18	8	-	-	PUNCT
ajst-3971	18	9	stage	stage	NOUN
ajst-3971	18	10	detection	detection	NOUN
ajst-3971	18	11	algorithm	algorithm	NOUN
ajst-3971	18	12	with	with	ADP
ajst-3971	18	13	simple	simple	ADJ
ajst-3971	18	14	structure	structure	NOUN
ajst-3971	18	15	and	and	CCONJ
ajst-3971	18	16	high	high	ADJ
ajst-3971	18	17	computational	computational	ADJ
ajst-3971	18	18	efficiency	efficiency	NOUN
ajst-3971	18	19	,	,	PUNCT
ajst-3971	18	20	has	have	AUX
ajst-3971	18	21	become	become	VERB
ajst-3971	18	22	the	the	DET
ajst-3971	18	23	mainstream	mainstream	ADJ
ajst-3971	18	24	algorithm	algorithm	NOUN
ajst-3971	18	25	for	for	ADP
ajst-3971	18	26	object	object	NOUN
ajst-3971	18	27	detection	detection	NOUN
ajst-3971	18	28	at	at	ADP
ajst-3971	18	29	present	present	ADJ
ajst-3971	18	30	.	.	PUNCT
ajst-3971	19	1	however	however	ADV
ajst-3971	19	2	,	,	PUNCT
ajst-3971	19	3	when	when	SCONJ
ajst-3971	19	4	applied	apply	VERB
ajst-3971	19	5	to	to	AUX
ajst-3971	19	6	license	license	VERB
ajst-3971	19	7	plate	plate	NOUN
ajst-3971	19	8	location	location	NOUN
ajst-3971	19	9	detection	detection	NOUN
ajst-3971	19	10	,	,	PUNCT
ajst-3971	19	11	its	its	PRON
ajst-3971	19	12	detection	detection	NOUN
ajst-3971	19	13	speed	speed	NOUN
ajst-3971	19	14	and	and	CCONJ
ajst-3971	19	15	accuracy	accuracy	NOUN
ajst-3971	19	16	can	can	AUX
ajst-3971	19	17	not	not	PART
ajst-3971	19	18	fully	fully	ADV
ajst-3971	19	19	meet	meet	VERB
ajst-3971	19	20	the	the	DET
ajst-3971	19	21	requirements	requirement	NOUN
ajst-3971	19	22	[	[	X
ajst-3971	19	23	3	3	NUM
ajst-3971	19	24	,	,	PUNCT
ajst-3971	19	25	4	4	NUM
ajst-3971	19	26	]	]	PUNCT
ajst-3971	19	27	.	.	PUNCT
ajst-3971	20	1	the	the	DET
ajst-3971	20	2	appearance	appearance	NOUN
ajst-3971	20	3	of	of	ADP
ajst-3971	20	4	yolov7	yolov7	NOUN
ajst-3971	20	5	makes	make	VERB
ajst-3971	20	6	up	up	ADP
ajst-3971	20	7	for	for	ADP
ajst-3971	20	8	these	these	DET
ajst-3971	20	9	shortcomings	shortcoming	NOUN
ajst-3971	20	10	to	to	ADP
ajst-3971	20	11	a	a	DET
ajst-3971	20	12	large	large	ADJ
ajst-3971	20	13	extent	extent	NOUN
ajst-3971	20	14	.	.	PUNCT
ajst-3971	21	1	compared	compare	VERB
ajst-3971	21	2	with	with	ADP
ajst-3971	21	3	the	the	DET
ajst-3971	21	4	previous	previous	ADJ
ajst-3971	21	5	object	object	NOUN
ajst-3971	21	6	detector	detector	NOUN
ajst-3971	21	7	,	,	PUNCT
ajst-3971	21	8	its	its	PRON
ajst-3971	21	9	biggest	big	ADJ
ajst-3971	21	10	feature	feature	NOUN
ajst-3971	21	11	is	be	AUX
ajst-3971	21	12	that	that	SCONJ
ajst-3971	21	13	the	the	DET
ajst-3971	21	14	prediction	prediction	NOUN
ajst-3971	21	15	speed	speed	NOUN
ajst-3971	21	16	and	and	CCONJ
ajst-3971	21	17	accuracy	accuracy	NOUN
ajst-3971	21	18	have	have	AUX
ajst-3971	21	19	been	be	AUX
ajst-3971	21	20	greatly	greatly	ADV
ajst-3971	21	21	improved	improve	VERB
ajst-3971	21	22	,	,	PUNCT
ajst-3971	21	23	and	and	CCONJ
ajst-3971	21	24	the	the	DET
ajst-3971	21	25	real	real	ADJ
ajst-3971	21	26	-	-	PUNCT
ajst-3971	21	27	time	time	NOUN
ajst-3971	21	28	effect	effect	NOUN
ajst-3971	21	29	of	of	ADP
ajst-3971	21	30	the	the	DET
ajst-3971	21	31	picture	picture	NOUN
ajst-3971	21	32	can	can	AUX
ajst-3971	21	33	be	be	AUX
ajst-3971	21	34	achieved	achieve	VERB
ajst-3971	21	35	when	when	SCONJ
ajst-3971	21	36	more	more	ADJ
ajst-3971	21	37	than	than	ADP
ajst-3971	21	38	30	30	NUM
ajst-3971	21	39	fps	fps	PROPN
ajst-3971	21	40	,	,	PUNCT
ajst-3971	21	41	with	with	ADP
ajst-3971	21	42	the	the	DET
ajst-3971	21	43	highest	high	ADJ
ajst-3971	21	44	ap	ap	PROPN
ajst-3971	21	45	accuracy	accuracy	NOUN
ajst-3971	21	46	reaching	reach	VERB
ajst-3971	21	47	56.8	56.8	NUM
ajst-3971	21	48	%	%	NOUN
ajst-3971	21	49	.	.	PUNCT
ajst-3971	22	1	therefore	therefore	ADV
ajst-3971	22	2	,	,	PUNCT
ajst-3971	22	3	this	this	DET
ajst-3971	22	4	paper	paper	NOUN
ajst-3971	22	5	attempts	attempt	VERB
ajst-3971	22	6	to	to	PART
ajst-3971	22	7	apply	apply	VERB
ajst-3971	22	8	yolov7	yolov7	NOUN
ajst-3971	22	9	to	to	ADP
ajst-3971	22	10	the	the	DET
ajst-3971	22	11	end	end	VERB
ajst-3971	22	12	-	-	PUNCT
ajst-3971	22	13	to	to	ADP
ajst-3971	22	14	-	-	PUNCT
ajst-3971	22	15	end	end	NOUN
ajst-3971	22	16	location	location	NOUN
ajst-3971	22	17	detection	detection	NOUN
ajst-3971	22	18	of	of	ADP
ajst-3971	22	19	license	license	NOUN
ajst-3971	22	20	plate	plate	NOUN
ajst-3971	22	21	,	,	PUNCT
ajst-3971	22	22	so	so	SCONJ
ajst-3971	22	23	as	as	SCONJ
ajst-3971	22	24	to	to	PART
ajst-3971	22	25	improve	improve	VERB
ajst-3971	22	26	the	the	DET
ajst-3971	22	27	speed	speed	NOUN
ajst-3971	22	28	and	and	CCONJ
ajst-3971	22	29	accuracy	accuracy	NOUN
ajst-3971	22	30	of	of	ADP
ajst-3971	22	31	license	license	NOUN
ajst-3971	22	32	plate	plate	NOUN
ajst-3971	22	33	location	location	NOUN
ajst-3971	22	34	detection	detection	NOUN
ajst-3971	22	35	.	.	PUNCT
ajst-3971	23	1	2.1.1	2.1.1	X
ajst-3971	23	2	.	.	PUNCT
ajst-3971	23	3	network	network	NOUN
ajst-3971	23	4	structure	structure	NOUN
ajst-3971	23	5	the	the	DET
ajst-3971	23	6	network	network	NOUN
ajst-3971	23	7	structure	structure	NOUN
ajst-3971	23	8	of	of	ADP
ajst-3971	23	9	yolov7	yolov7	NOUN
ajst-3971	23	10	is	be	AUX
ajst-3971	23	11	composed	compose	VERB
ajst-3971	23	12	of	of	ADP
ajst-3971	23	13	input	input	NOUN
ajst-3971	23	14	,	,	PUNCT
ajst-3971	23	15	backbone	backbone	NOUN
ajst-3971	23	16	,	,	PUNCT
ajst-3971	23	17	feature	feature	NOUN
ajst-3971	23	18	pyramid	pyramid	NOUN
ajst-3971	23	19	network	network	NOUN
ajst-3971	23	20	and	and	CCONJ
ajst-3971	23	21	detection	detection	NOUN
ajst-3971	23	22	head	head	NOUN
ajst-3971	23	23	,	,	PUNCT
ajst-3971	23	24	as	as	SCONJ
ajst-3971	23	25	shown	show	VERB
ajst-3971	23	26	in	in	ADP
ajst-3971	23	27	figure	figure	NOUN
ajst-3971	23	28	1	1	NUM
ajst-3971	23	29	.	.	NUM
ajst-3971	23	30	63	63	NUM
ajst-3971	24	1	cbs	cbs	PROPN
ajst-3971	24	2	cbs	cbs	PROPN
ajst-3971	25	1	cbs	cbs	PROPN
ajst-3971	25	2	cbs	cbs	PROPN
ajst-3971	25	3	elan	elan	PROPN
ajst-3971	25	4	mp-1	mp-1	PROPN
ajst-3971	26	1	elan	elan	PROPN
ajst-3971	26	2	mp-1	mp-1	PROPN
ajst-3971	26	3	elan	elan	PROPN
ajst-3971	26	4	backbone	backbone	PROPN
ajst-3971	26	5	head	head	NOUN
ajst-3971	26	6	cbs	cbs	PROPN
ajst-3971	26	7	catelan	catelan	PROPN
ajst-3971	26	8	-	-	PUNCT
ajst-3971	26	9	hrepconv	hrepconv	PROPN
ajst-3971	26	10	upcat	upcat	NOUN
ajst-3971	26	11	cbs	cbs	PROPN
ajst-3971	26	12	sppcspcelan	sppcspcelan	PROPN
ajst-3971	26	13	-	-	PUNCT
ajst-3971	26	14	hcbsupcatelan	hcbsupcatelan	NOUN
ajst-3971	26	15	-	-	PUNCT
ajst-3971	26	16	h	h	NOUN
ajst-3971	26	17	catelan	catelan	NOUN
ajst-3971	26	18	-	-	PUNCT
ajst-3971	26	19	hrepconv	hrepconv	NOUN
ajst-3971	26	20	mp-2	mp-2	PROPN
ajst-3971	26	21	repconv	repconv	PROPN
ajst-3971	26	22	maxpool	maxpool	PROPN
ajst-3971	27	1	640×640×3	640×640×3	PRON
ajst-3971	27	2	cbs	cbs	PROPN
ajst-3971	28	1	cbs	cbs	PROPN
ajst-3971	28	2	cbs	cbs	PROPN
ajst-3971	28	3	cat	cat	PROPN
ajst-3971	28	4	mp-1	mp-1	PROPN
ajst-3971	28	5	/	/	SYM
ajst-3971	28	6	mp-2	mp-2	PROPN
ajst-3971	28	7	sppcspc	sppcspc	NOUN
ajst-3971	29	1	cbs	cbs	PROPN
ajst-3971	30	1	cbs	cbs	PROPN
ajst-3971	31	1	cbs	cbs	PROPN
ajst-3971	31	2	maxpool5	maxpool5	PROPN
ajst-3971	31	3	maxpool9	maxpool9	PROPN
ajst-3971	31	4	maxpool13	maxpool13	PROPN
ajst-3971	31	5	cat	cat	PROPN
ajst-3971	31	6	cbscbs	cbscbs	PROPN
ajst-3971	31	7	cat	cat	PROPN
ajst-3971	32	1	cbs	cbs	PROPN
ajst-3971	32	2	cbs	cbs	PROPN
ajst-3971	33	1	cbs	cbs	PROPN
ajst-3971	33	2	conv	conv	PROPN
ajst-3971	33	3	bn	bn	PROPN
ajst-3971	33	4	silu	silu	PROPN
ajst-3971	33	5	elan	elan	PROPN
ajst-3971	33	6	cbs	cbs	PROPN
ajst-3971	34	1	cbs	cbs	PROPN
ajst-3971	35	1	cbs	cbs	PROPN
ajst-3971	36	1	cbs	cbs	PROPN
ajst-3971	37	1	cbs	cbs	PROPN
ajst-3971	37	2	cat	cat	PROPN
ajst-3971	37	3	cbs	cbs	PROPN
ajst-3971	37	4	cbs	cbs	PROPN
ajst-3971	37	5	mp-1	mp-1	PUNCT
ajst-3971	38	1	elan	elan	PROPN
ajst-3971	38	2	cbs	cbs	PROPN
ajst-3971	38	3	elan	elan	PROPN
ajst-3971	38	4	-	-	PROPN
ajst-3971	38	5	h	h	PROPN
ajst-3971	39	1	cbs	cbs	PROPN
ajst-3971	39	2	cbs	cbs	PROPN
ajst-3971	40	1	cbs	cbs	PROPN
ajst-3971	41	1	cbs	cbs	PROPN
ajst-3971	42	1	cbs	cbs	PROPN
ajst-3971	42	2	cat	cat	PROPN
ajst-3971	43	1	cbs	cbs	PROPN
ajst-3971	43	2	cbs	cbs	PROPN
ajst-3971	43	3	k=3	k=3	PROPN
ajst-3971	43	4	,	,	PUNCT
ajst-3971	43	5	s=1	s=1	X
ajst-3971	43	6	k=3	k=3	X
ajst-3971	43	7	,	,	PUNCT
ajst-3971	43	8	s=2	s=2	PRON
ajst-3971	43	9	k=3	k=3	X
ajst-3971	43	10	,	,	PUNCT
ajst-3971	43	11	s=1	s=1	X
ajst-3971	43	12	k=3	k=3	X
ajst-3971	43	13	,	,	PUNCT
ajst-3971	43	14	s=2	s=2	X
ajst-3971	43	15	k=1	k=1	X
ajst-3971	43	16	,	,	PUNCT
ajst-3971	43	17	s=1	s=1	X
ajst-3971	43	18	k=1	k=1	X
ajst-3971	43	19	,	,	PUNCT
ajst-3971	43	20	s=1	s=1	X
ajst-3971	43	21	k=1	k=1	X
ajst-3971	43	22	,	,	PUNCT
ajst-3971	43	23	s=1	s=1	X
ajst-3971	43	24	k=1	k=1	X
ajst-3971	43	25	,	,	PUNCT
ajst-3971	43	26	s=1	s=1	X
ajst-3971	43	27	k=1	k=1	X
ajst-3971	43	28	,	,	PUNCT
ajst-3971	43	29	s=1	s=1	X
ajst-3971	43	30	k=1	k=1	X
ajst-3971	43	31	,	,	PUNCT
ajst-3971	43	32	s=1	s=1	X
ajst-3971	43	33	k=1	k=1	X
ajst-3971	43	34	,	,	PUNCT
ajst-3971	43	35	s=1	s=1	X
ajst-3971	43	36	k=3	k=3	X
ajst-3971	43	37	,	,	PUNCT
ajst-3971	43	38	s=1	s=1	X
ajst-3971	43	39	k=1	k=1	X
ajst-3971	43	40	,	,	PUNCT
ajst-3971	43	41	s=1	s=1	X
ajst-3971	43	42	k=1	k=1	X
ajst-3971	43	43	,	,	PUNCT
ajst-3971	43	44	s=1	s=1	X
ajst-3971	43	45	k=1	k=1	X
ajst-3971	43	46	,	,	PUNCT
ajst-3971	43	47	s=1	s=1	X
ajst-3971	43	48	k=3	k=3	X
ajst-3971	43	49	,	,	PUNCT
ajst-3971	43	50	s=1	s=1	X
ajst-3971	43	51	k=1	k=1	X
ajst-3971	43	52	,	,	PUNCT
ajst-3971	43	53	s=1	s=1	X
ajst-3971	43	54	k=1	k=1	X
ajst-3971	43	55	,	,	PUNCT
ajst-3971	43	56	s=1	s=1	X
ajst-3971	43	57	k=1	k=1	X
ajst-3971	43	58	,	,	PUNCT
ajst-3971	43	59	s=1	s=1	X
ajst-3971	43	60	k=3	k=3	X
ajst-3971	43	61	,	,	PUNCT
ajst-3971	43	62	s=1	s=1	X
ajst-3971	43	63	k=3	k=3	X
ajst-3971	43	64	,	,	PUNCT
ajst-3971	43	65	s=1	s=1	X
ajst-3971	43	66	k=3	k=3	X
ajst-3971	43	67	,	,	PUNCT
ajst-3971	43	68	s=1	s=1	X
ajst-3971	43	69	k=3	k=3	X
ajst-3971	43	70	,	,	PUNCT
ajst-3971	43	71	s=1	s=1	X
ajst-3971	43	72	k=1	k=1	X
ajst-3971	43	73	,	,	PUNCT
ajst-3971	43	74	s=1	s=1	X
ajst-3971	43	75	k=1	k=1	X
ajst-3971	43	76	,	,	PUNCT
ajst-3971	43	77	s=1	s=1	X
ajst-3971	43	78	k=1	k=1	X
ajst-3971	43	79	,	,	PUNCT
ajst-3971	43	80	s=1	s=1	X
ajst-3971	43	81	k=3	k=3	X
ajst-3971	43	82	,	,	PUNCT
ajst-3971	43	83	s=1	s=1	X
ajst-3971	43	84	k=3	k=3	X
ajst-3971	43	85	,	,	PUNCT
ajst-3971	43	86	s=1	s=1	X
ajst-3971	43	87	k=3	k=3	X
ajst-3971	43	88	,	,	PUNCT
ajst-3971	43	89	s=1	s=1	X
ajst-3971	43	90	k=1	k=1	NOUN
ajst-3971	43	91	,	,	PUNCT
ajst-3971	43	92	s=1k=3	s=1k=3	NOUN
ajst-3971	43	93	,	,	PUNCT
ajst-3971	43	94	s=1	s=1	ADP
ajst-3971	43	95	80×80×255	80×80×255	NUM
ajst-3971	43	96	40×40×255	40×40×255	NUM
ajst-3971	43	97	20×20×255	20×20×255	NUM
ajst-3971	43	98	figure	figure	NOUN
ajst-3971	43	99	1	1	NUM
ajst-3971	43	100	.	.	PUNCT
ajst-3971	44	1	yolov7	yolov7	NOUN
ajst-3971	44	2	network	network	NOUN
ajst-3971	44	3	architecture	architecture	NOUN
ajst-3971	44	4	firstly	firstly	ADV
ajst-3971	44	5	,	,	PUNCT
ajst-3971	44	6	the	the	DET
ajst-3971	44	7	vehicle	vehicle	NOUN
ajst-3971	44	8	picture	picture	NOUN
ajst-3971	44	9	containing	contain	VERB
ajst-3971	44	10	the	the	DET
ajst-3971	44	11	license	license	NOUN
ajst-3971	44	12	plate	plate	NOUN
ajst-3971	44	13	(	(	PUNCT
ajst-3971	44	14	size	size	NOUN
ajst-3971	44	15	640×640	640×640	NUM
ajst-3971	44	16	)	)	PUNCT
ajst-3971	44	17	is	be	AUX
ajst-3971	44	18	input	input	NOUN
ajst-3971	44	19	to	to	ADP
ajst-3971	44	20	the	the	DET
ajst-3971	44	21	backbone	backbone	NOUN
ajst-3971	44	22	for	for	ADP
ajst-3971	44	23	feature	feature	NOUN
ajst-3971	44	24	extraction	extraction	NOUN
ajst-3971	44	25	.	.	PUNCT
ajst-3971	45	1	the	the	DET
ajst-3971	45	2	cbs	cbs	PROPN
ajst-3971	45	3	module	module	NOUN
ajst-3971	45	4	has	have	VERB
ajst-3971	45	5	different	different	ADJ
ajst-3971	45	6	convolution	convolution	NOUN
ajst-3971	45	7	cores	core	NOUN
ajst-3971	45	8	and	and	CCONJ
ajst-3971	45	9	step	step	NOUN
ajst-3971	45	10	sizes	size	NOUN
ajst-3971	45	11	.	.	PUNCT
ajst-3971	46	1	the	the	DET
ajst-3971	46	2	convolution	convolution	NOUN
ajst-3971	46	3	of	of	ADP
ajst-3971	46	4	k=1	k=1	X
ajst-3971	46	5	and	and	CCONJ
ajst-3971	46	6	s=1	s=1	PROPN
ajst-3971	46	7	is	be	AUX
ajst-3971	46	8	mainly	mainly	ADV
ajst-3971	46	9	used	use	VERB
ajst-3971	46	10	to	to	PART
ajst-3971	46	11	change	change	VERB
ajst-3971	46	12	the	the	DET
ajst-3971	46	13	number	number	NOUN
ajst-3971	46	14	of	of	ADP
ajst-3971	46	15	channels	channel	NOUN
ajst-3971	46	16	;	;	PUNCT
ajst-3971	46	17	the	the	DET
ajst-3971	46	18	convolution	convolution	NOUN
ajst-3971	46	19	of	of	ADP
ajst-3971	46	20	k=3	k=3	PROPN
ajst-3971	46	21	and	and	CCONJ
ajst-3971	46	22	s=1	s=1	PROPN
ajst-3971	46	23	is	be	AUX
ajst-3971	46	24	mainly	mainly	ADV
ajst-3971	46	25	used	use	VERB
ajst-3971	46	26	for	for	ADP
ajst-3971	46	27	feature	feature	NOUN
ajst-3971	46	28	extraction	extraction	NOUN
ajst-3971	46	29	;	;	PUNCT
ajst-3971	46	30	the	the	DET
ajst-3971	46	31	convolution	convolution	NOUN
ajst-3971	46	32	of	of	ADP
ajst-3971	46	33	k=3	k=3	X
ajst-3971	46	34	and	and	CCONJ
ajst-3971	46	35	s=2	s=2	PRON
ajst-3971	46	36	is	be	AUX
ajst-3971	46	37	mainly	mainly	ADV
ajst-3971	46	38	used	use	VERB
ajst-3971	46	39	for	for	ADP
ajst-3971	46	40	downsampling	downsample	VERB
ajst-3971	46	41	.	.	PUNCT
ajst-3971	47	1	after	after	ADP
ajst-3971	47	2	extraction	extraction	NOUN
ajst-3971	47	3	,	,	PUNCT
ajst-3971	47	4	three	three	NUM
ajst-3971	47	5	feature	feature	NOUN
ajst-3971	47	6	maps	map	NOUN
ajst-3971	47	7	of	of	ADP
ajst-3971	47	8	feature	feature	NOUN
ajst-3971	47	9	layers	layer	NOUN
ajst-3971	47	10	are	be	AUX
ajst-3971	47	11	output	output	NOUN
ajst-3971	47	12	(	(	PUNCT
ajst-3971	47	13	size	size	NOUN
ajst-3971	47	14	:	:	PUNCT
ajst-3971	47	15	80×80×512	80×80×512	NUM
ajst-3971	47	16	,	,	PUNCT
ajst-3971	47	17	40×40×1024	40×40×1024	NUM
ajst-3971	47	18	,	,	PUNCT
ajst-3971	47	19	20×20×1024	20×20×1024	NUM
ajst-3971	47	20	,	,	PUNCT
ajst-3971	47	21	respectively	respectively	ADV
ajst-3971	47	22	)	)	PUNCT
ajst-3971	47	23	.	.	PUNCT
ajst-3971	48	1	then	then	ADV
ajst-3971	48	2	,	,	PUNCT
ajst-3971	48	3	the	the	DET
ajst-3971	48	4	extracted	extract	VERB
ajst-3971	48	5	three	three	NUM
ajst-3971	48	6	feature	feature	NOUN
ajst-3971	48	7	layers	layer	NOUN
ajst-3971	48	8	are	be	AUX
ajst-3971	48	9	fused	fuse	VERB
ajst-3971	48	10	in	in	ADP
ajst-3971	48	11	the	the	DET
ajst-3971	48	12	feature	feature	NOUN
ajst-3971	48	13	pyramid	pyramid	NOUN
ajst-3971	48	14	network	network	NOUN
ajst-3971	48	15	,	,	PUNCT
ajst-3971	48	16	so	so	SCONJ
ajst-3971	48	17	as	as	SCONJ
ajst-3971	48	18	to	to	PART
ajst-3971	48	19	combine	combine	VERB
ajst-3971	48	20	the	the	DET
ajst-3971	48	21	feature	feature	NOUN
ajst-3971	48	22	information	information	NOUN
ajst-3971	48	23	of	of	ADP
ajst-3971	48	24	different	different	ADJ
ajst-3971	48	25	scales	scale	NOUN
ajst-3971	48	26	.	.	PUNCT
ajst-3971	49	1	sppcspc	sppcspc	NOUN
ajst-3971	49	2	module	module	NOUN
ajst-3971	49	3	is	be	AUX
ajst-3971	49	4	used	use	VERB
ajst-3971	49	5	to	to	PART
ajst-3971	49	6	obtain	obtain	VERB
ajst-3971	49	7	different	different	ADJ
ajst-3971	49	8	sensitivity	sensitivity	NOUN
ajst-3971	49	9	fields	field	NOUN
ajst-3971	49	10	through	through	ADP
ajst-3971	49	11	max	max	PROPN
ajst-3971	49	12	pooling	pooling	NOUN
ajst-3971	49	13	,	,	PUNCT
ajst-3971	49	14	which	which	PRON
ajst-3971	49	15	can	can	AUX
ajst-3971	49	16	better	well	ADV
ajst-3971	49	17	distinguish	distinguish	VERB
ajst-3971	49	18	the	the	DET
ajst-3971	49	19	big	big	ADJ
ajst-3971	49	20	object	object	NOUN
ajst-3971	49	21	from	from	ADP
ajst-3971	49	22	the	the	DET
ajst-3971	49	23	small	small	ADJ
ajst-3971	49	24	object	object	NOUN
ajst-3971	49	25	.	.	PUNCT
ajst-3971	50	1	secondly	secondly	ADV
ajst-3971	50	2	,	,	PUNCT
ajst-3971	50	3	the	the	DET
ajst-3971	50	4	network	network	NOUN
ajst-3971	50	5	adopts	adopt	VERB
ajst-3971	50	6	the	the	DET
ajst-3971	50	7	efficient	efficient	ADJ
ajst-3971	50	8	converged	converged	ADJ
ajst-3971	50	9	network	network	NOUN
ajst-3971	50	10	elan	elan	PROPN
ajst-3971	50	11	module	module	NOUN
ajst-3971	50	12	to	to	PART
ajst-3971	50	13	control	control	VERB
ajst-3971	50	14	the	the	DET
ajst-3971	50	15	shortest	short	ADJ
ajst-3971	50	16	and	and	CCONJ
ajst-3971	50	17	longest	long	ADJ
ajst-3971	50	18	gradient	gradient	ADJ
ajst-3971	50	19	path	path	NOUN
ajst-3971	50	20	to	to	PART
ajst-3971	50	21	continuously	continuously	ADV
ajst-3971	50	22	enhance	enhance	VERB
ajst-3971	50	23	the	the	DET
ajst-3971	50	24	ability	ability	NOUN
ajst-3971	50	25	of	of	ADP
ajst-3971	50	26	network	network	NOUN
ajst-3971	50	27	learning	learning	NOUN
ajst-3971	50	28	,	,	PUNCT
ajst-3971	50	29	learn	learn	VERB
ajst-3971	50	30	more	more	ADJ
ajst-3971	50	31	features	feature	NOUN
ajst-3971	50	32	and	and	CCONJ
ajst-3971	50	33	have	have	VERB
ajst-3971	50	34	stronger	strong	ADJ
ajst-3971	50	35	robustness	robustness	NOUN
ajst-3971	50	36	.	.	PUNCT
ajst-3971	51	1	finally	finally	ADV
ajst-3971	51	2	,	,	PUNCT
ajst-3971	51	3	the	the	DET
ajst-3971	51	4	feature	feature	NOUN
ajst-3971	51	5	layer	layer	NOUN
ajst-3971	51	6	is	be	AUX
ajst-3971	51	7	enhanced	enhance	VERB
ajst-3971	51	8	to	to	PART
ajst-3971	51	9	detect	detect	VERB
ajst-3971	51	10	network	network	NOUN
ajst-3971	51	11	modules	module	NOUN
ajst-3971	51	12	and	and	CCONJ
ajst-3971	51	13	enter	enter	VERB
ajst-3971	51	14	the	the	DET
ajst-3971	51	15	model	model	NOUN
ajst-3971	51	16	reparameterization	reparameterization	NOUN
ajst-3971	51	17	module	module	NOUN
ajst-3971	51	18	.	.	PUNCT
ajst-3971	52	1	model	model	NOUN
ajst-3971	52	2	reparameterization	reparameterization	NOUN
ajst-3971	52	3	technology	technology	NOUN
ajst-3971	52	4	is	be	AUX
ajst-3971	52	5	a	a	DET
ajst-3971	52	6	popular	popular	ADJ
ajst-3971	52	7	research	research	NOUN
ajst-3971	52	8	direction	direction	NOUN
ajst-3971	52	9	at	at	ADP
ajst-3971	52	10	present	present	NOUN
ajst-3971	52	11	.	.	PUNCT
ajst-3971	53	1	this	this	DET
ajst-3971	53	2	technology	technology	NOUN
ajst-3971	53	3	divides	divide	VERB
ajst-3971	53	4	the	the	DET
ajst-3971	53	5	module	module	NOUN
ajst-3971	53	6	into	into	ADP
ajst-3971	53	7	two	two	NUM
ajst-3971	53	8	parts	part	NOUN
ajst-3971	53	9	:	:	PUNCT
ajst-3971	53	10	training	training	NOUN
ajst-3971	53	11	and	and	CCONJ
ajst-3971	53	12	detection	detection	NOUN
ajst-3971	53	13	.	.	PUNCT
ajst-3971	54	1	during	during	ADP
ajst-3971	54	2	training	training	NOUN
ajst-3971	54	3	,	,	PUNCT
ajst-3971	54	4	the	the	DET
ajst-3971	54	5	module	module	NOUN
ajst-3971	54	6	is	be	AUX
ajst-3971	54	7	divided	divide	VERB
ajst-3971	54	8	into	into	ADP
ajst-3971	54	9	several	several	ADJ
ajst-3971	54	10	branch	branch	NOUN
ajst-3971	54	11	structures	structure	NOUN
ajst-3971	54	12	,	,	PUNCT
ajst-3971	54	13	which	which	PRON
ajst-3971	54	14	can	can	AUX
ajst-3971	54	15	improve	improve	VERB
ajst-3971	54	16	the	the	DET
ajst-3971	54	17	number	number	NOUN
ajst-3971	54	18	of	of	ADP
ajst-3971	54	19	features	feature	NOUN
ajst-3971	54	20	obtained	obtain	VERB
ajst-3971	54	21	by	by	ADP
ajst-3971	54	22	the	the	DET
ajst-3971	54	23	network	network	NOUN
ajst-3971	54	24	and	and	CCONJ
ajst-3971	54	25	achieve	achieve	VERB
ajst-3971	54	26	higher	high	ADJ
ajst-3971	54	27	accuracy	accuracy	NOUN
ajst-3971	54	28	.	.	PUNCT
ajst-3971	55	1	during	during	ADP
ajst-3971	55	2	detection	detection	NOUN
ajst-3971	55	3	,	,	PUNCT
ajst-3971	55	4	multi	multi	ADJ
ajst-3971	55	5	-	-	ADJ
ajst-3971	55	6	branch	branch	ADJ
ajst-3971	55	7	structures	structure	NOUN
ajst-3971	55	8	are	be	AUX
ajst-3971	55	9	integrated	integrate	VERB
ajst-3971	55	10	to	to	PART
ajst-3971	55	11	form	form	VERB
ajst-3971	55	12	a	a	DET
ajst-3971	55	13	completely	completely	ADV
ajst-3971	55	14	equivalent	equivalent	ADJ
ajst-3971	55	15	module	module	NOUN
ajst-3971	55	16	,	,	PUNCT
ajst-3971	55	17	which	which	PRON
ajst-3971	55	18	improves	improve	VERB
ajst-3971	55	19	the	the	DET
ajst-3971	55	20	speed	speed	NOUN
ajst-3971	55	21	of	of	ADP
ajst-3971	55	22	network	network	NOUN
ajst-3971	55	23	detection	detection	NOUN
ajst-3971	55	24	.	.	PUNCT
ajst-3971	56	1	after	after	ADP
ajst-3971	56	2	data	data	NOUN
ajst-3971	56	3	processing	processing	NOUN
ajst-3971	56	4	in	in	ADP
ajst-3971	56	5	this	this	DET
ajst-3971	56	6	paper	paper	NOUN
ajst-3971	56	7	,	,	PUNCT
ajst-3971	56	8	the	the	DET
ajst-3971	56	9	training	training	NOUN
ajst-3971	56	10	strategy	strategy	NOUN
ajst-3971	56	11	with	with	ADP
ajst-3971	56	12	auxiliary	auxiliary	ADJ
ajst-3971	56	13	head	head	NOUN
ajst-3971	56	14	is	be	AUX
ajst-3971	56	15	used	use	VERB
ajst-3971	56	16	,	,	PUNCT
ajst-3971	56	17	which	which	PRON
ajst-3971	56	18	only	only	ADV
ajst-3971	56	19	appears	appear	VERB
ajst-3971	56	20	in	in	ADP
ajst-3971	56	21	the	the	DET
ajst-3971	56	22	training	training	NOUN
ajst-3971	56	23	process	process	NOUN
ajst-3971	56	24	.	.	PUNCT
ajst-3971	57	1	in	in	ADP
ajst-3971	57	2	the	the	DET
ajst-3971	57	3	training	training	NOUN
ajst-3971	57	4	,	,	PUNCT
ajst-3971	57	5	the	the	DET
ajst-3971	57	6	training	training	NOUN
ajst-3971	57	7	cost	cost	NOUN
ajst-3971	57	8	will	will	AUX
ajst-3971	57	9	be	be	AUX
ajst-3971	57	10	increased	increase	VERB
ajst-3971	57	11	to	to	PART
ajst-3971	57	12	improve	improve	VERB
ajst-3971	57	13	the	the	DET
ajst-3971	57	14	accuracy	accuracy	NOUN
ajst-3971	57	15	,	,	PUNCT
ajst-3971	57	16	but	but	CCONJ
ajst-3971	57	17	the	the	DET
ajst-3971	57	18	detection	detection	NOUN
ajst-3971	57	19	time	time	NOUN
ajst-3971	57	20	will	will	AUX
ajst-3971	57	21	not	not	PART
ajst-3971	57	22	be	be	AUX
ajst-3971	57	23	affected	affect	VERB
ajst-3971	57	24	.	.	PUNCT
ajst-3971	58	1	2.2	2.2	NUM
ajst-3971	58	2	.	.	PUNCT
ajst-3971	58	3	license	license	NOUN
ajst-3971	58	4	plate	plate	NOUN
ajst-3971	58	5	recognition	recognition	NOUN
ajst-3971	58	6	based	base	VERB
ajst-3971	58	7	on	on	ADP
ajst-3971	58	8	lprnet	lprnet	NOUN
ajst-3971	58	9	license	license	NOUN
ajst-3971	58	10	plate	plate	NOUN
ajst-3971	58	11	recognition	recognition	NOUN
ajst-3971	58	12	is	be	AUX
ajst-3971	58	13	a	a	DET
ajst-3971	58	14	complex	complex	ADJ
ajst-3971	58	15	and	and	CCONJ
ajst-3971	58	16	important	important	ADJ
ajst-3971	58	17	task	task	NOUN
ajst-3971	58	18	in	in	ADP
ajst-3971	58	19	urban	urban	ADJ
ajst-3971	58	20	traffic	traffic	NOUN
ajst-3971	58	21	management	management	NOUN
ajst-3971	58	22	,	,	PUNCT
ajst-3971	58	23	video	video	NOUN
ajst-3971	58	24	surveillance	surveillance	NOUN
ajst-3971	58	25	,	,	PUNCT
ajst-3971	58	26	vehicle	vehicle	NOUN
ajst-3971	58	27	recognition	recognition	NOUN
ajst-3971	58	28	and	and	CCONJ
ajst-3971	58	29	parking	parking	NOUN
ajst-3971	58	30	lot	lot	NOUN
ajst-3971	58	31	management	management	NOUN
ajst-3971	58	32	.	.	PUNCT
ajst-3971	59	1	license	license	NOUN
ajst-3971	59	2	plate	plate	NOUN
ajst-3971	59	3	recognition	recognition	NOUN
ajst-3971	59	4	methods	method	NOUN
ajst-3971	59	5	can	can	AUX
ajst-3971	59	6	be	be	AUX
ajst-3971	59	7	divided	divide	VERB
ajst-3971	59	8	into	into	ADP
ajst-3971	59	9	two	two	NUM
ajst-3971	59	10	types	type	NOUN
ajst-3971	59	11	:	:	PUNCT
ajst-3971	59	12	character	character	NOUN
ajst-3971	59	13	segmentation	segmentation	NOUN
ajst-3971	59	14	and	and	CCONJ
ajst-3971	59	15	character	character	NOUN
ajst-3971	59	16	non	non	NOUN
ajst-3971	59	17	-	-	NOUN
ajst-3971	59	18	segmentation	segmentation	NOUN
ajst-3971	59	19	.	.	PUNCT
ajst-3971	60	1	the	the	DET
ajst-3971	60	2	method	method	NOUN
ajst-3971	60	3	based	base	VERB
ajst-3971	60	4	on	on	ADP
ajst-3971	60	5	character	character	NOUN
ajst-3971	60	6	segmentation	segmentation	NOUN
ajst-3971	60	7	usually	usually	ADV
ajst-3971	60	8	uses	use	VERB
ajst-3971	60	9	edge	edge	NOUN
ajst-3971	60	10	detection	detection	NOUN
ajst-3971	60	11	,	,	PUNCT
ajst-3971	60	12	template	template	NOUN
ajst-3971	60	13	matching	matching	NOUN
ajst-3971	60	14	and	and	CCONJ
ajst-3971	60	15	other	other	ADJ
ajst-3971	60	16	methods	method	NOUN
ajst-3971	60	17	to	to	PART
ajst-3971	60	18	segment	segment	VERB
ajst-3971	60	19	a	a	DET
ajst-3971	60	20	single	single	ADJ
ajst-3971	60	21	character	character	NOUN
ajst-3971	60	22	in	in	ADP
ajst-3971	60	23	the	the	DET
ajst-3971	60	24	license	license	NOUN
ajst-3971	60	25	plate	plate	NOUN
ajst-3971	60	26	image	image	NOUN
ajst-3971	60	27	,	,	PUNCT
ajst-3971	60	28	and	and	CCONJ
ajst-3971	60	29	then	then	ADV
ajst-3971	60	30	uses	use	VERB
ajst-3971	60	31	cnn	cnn	PROPN
ajst-3971	60	32	(	(	PUNCT
ajst-3971	60	33	convolutional	convolutional	ADJ
ajst-3971	60	34	neural	neural	ADJ
ajst-3971	60	35	network	network	NOUN
ajst-3971	60	36	)	)	PUNCT
ajst-3971	60	37	and	and	CCONJ
ajst-3971	60	38	other	other	ADJ
ajst-3971	60	39	cnns	cnn	NOUN
ajst-3971	60	40	to	to	PART
ajst-3971	60	41	classify	classify	VERB
ajst-3971	60	42	the	the	DET
ajst-3971	60	43	characters	character	NOUN
ajst-3971	60	44	.	.	PUNCT
ajst-3971	61	1	however	however	ADV
ajst-3971	61	2	,	,	PUNCT
ajst-3971	61	3	this	this	DET
ajst-3971	61	4	method	method	NOUN
ajst-3971	61	5	is	be	AUX
ajst-3971	61	6	greatly	greatly	ADV
ajst-3971	61	7	affected	affect	VERB
ajst-3971	61	8	by	by	ADP
ajst-3971	61	9	external	external	ADJ
ajst-3971	61	10	conditions	condition	NOUN
ajst-3971	61	11	such	such	ADJ
ajst-3971	61	12	as	as	ADP
ajst-3971	61	13	illumination	illumination	NOUN
ajst-3971	61	14	and	and	CCONJ
ajst-3971	61	15	is	be	AUX
ajst-3971	61	16	prone	prone	ADJ
ajst-3971	61	17	to	to	ADP
ajst-3971	61	18	errors	error	NOUN
ajst-3971	61	19	.	.	PUNCT
ajst-3971	62	1	zherzdev	zherzdev	PROPN
ajst-3971	62	2	et	et	PROPN
ajst-3971	62	3	al	al	PROPN
ajst-3971	62	4	proposed	propose	VERB
ajst-3971	62	5	lprnet	lprnet	NOUN
ajst-3971	62	6	in	in	ADP
ajst-3971	62	7	2018	2018	NUM
ajst-3971	62	8	[	[	X
ajst-3971	62	9	5	5	NUM
ajst-3971	62	10	]	]	PUNCT
ajst-3971	62	11	.	.	PUNCT
ajst-3971	63	1	the	the	DET
ajst-3971	63	2	lightweight	lightweight	ADJ
ajst-3971	63	3	cnn	cnn	PROPN
ajst-3971	63	4	structure	structure	NOUN
ajst-3971	63	5	is	be	AUX
ajst-3971	63	6	selected	select	VERB
ajst-3971	63	7	in	in	ADP
ajst-3971	63	8	this	this	DET
ajst-3971	63	9	network	network	NOUN
ajst-3971	63	10	,	,	PUNCT
ajst-3971	63	11	which	which	PRON
ajst-3971	63	12	can	can	AUX
ajst-3971	63	13	realize	realize	VERB
ajst-3971	63	14	end	end	NOUN
ajst-3971	63	15	-	-	PUNCT
ajst-3971	63	16	to	to	ADP
ajst-3971	63	17	-	-	PUNCT
ajst-3971	63	18	end	end	NOUN
ajst-3971	63	19	license	license	NOUN
ajst-3971	63	20	plate	plate	NOUN
ajst-3971	63	21	character	character	NOUN
ajst-3971	63	22	recognition	recognition	NOUN
ajst-3971	63	23	with	with	ADP
ajst-3971	63	24	character	character	NOUN
ajst-3971	63	25	non	non	NOUN
ajst-3971	63	26	-	-	NOUN
ajst-3971	63	27	segmentation	segmentation	NOUN
ajst-3971	63	28	.	.	PUNCT
ajst-3971	64	1	the	the	DET
ajst-3971	64	2	algorithm	algorithm	NOUN
ajst-3971	64	3	can	can	AUX
ajst-3971	64	4	be	be	AUX
ajst-3971	64	5	used	use	VERB
ajst-3971	64	6	to	to	PART
ajst-3971	64	7	recognize	recognize	VERB
ajst-3971	64	8	license	license	NOUN
ajst-3971	64	9	plate	plate	NOUN
ajst-3971	64	10	images	image	NOUN
ajst-3971	64	11	under	under	ADP
ajst-3971	64	12	fuzzy	fuzzy	ADJ
ajst-3971	64	13	,	,	PUNCT
ajst-3971	64	14	deformed	deform	VERB
ajst-3971	64	15	,	,	PUNCT
ajst-3971	64	16	bad	bad	ADJ
ajst-3971	64	17	weather	weather	NOUN
ajst-3971	64	18	and	and	CCONJ
ajst-3971	64	19	other	other	ADJ
ajst-3971	64	20	conditions	condition	NOUN
ajst-3971	64	21	.	.	PUNCT
ajst-3971	65	1	this	this	DET
ajst-3971	65	2	section	section	NOUN
ajst-3971	65	3	based	base	VERB
ajst-3971	65	4	on	on	ADP
ajst-3971	65	5	this	this	PRON
ajst-3971	65	6	to	to	PART
ajst-3971	65	7	achieve	achieve	VERB
ajst-3971	65	8	the	the	DET
ajst-3971	65	9	license	license	NOUN
ajst-3971	65	10	plate	plate	NOUN
ajst-3971	65	11	recognition	recognition	NOUN
ajst-3971	65	12	algorithm	algorithm	NOUN
ajst-3971	65	13	.	.	PUNCT
ajst-3971	66	1	64	64	NUM
ajst-3971	66	2	2.2.1	2.2.1	NUM
ajst-3971	66	3	.	.	PUNCT
ajst-3971	67	1	network	network	NOUN
ajst-3971	67	2	structure	structure	NOUN
ajst-3971	67	3	lprnet	lprnet	NOUN
ajst-3971	67	4	is	be	AUX
ajst-3971	67	5	a	a	DET
ajst-3971	67	6	lightweight	lightweight	ADJ
ajst-3971	67	7	character	character	NOUN
ajst-3971	67	8	recognition	recognition	NOUN
ajst-3971	67	9	network	network	NOUN
ajst-3971	67	10	,	,	PUNCT
ajst-3971	67	11	which	which	PRON
ajst-3971	67	12	is	be	AUX
ajst-3971	67	13	designed	design	VERB
ajst-3971	67	14	for	for	ADP
ajst-3971	67	15	the	the	DET
ajst-3971	67	16	license	license	NOUN
ajst-3971	67	17	plate	plate	NOUN
ajst-3971	67	18	scene	scene	NOUN
ajst-3971	67	19	with	with	ADP
ajst-3971	67	20	small	small	ADJ
ajst-3971	67	21	character	character	NOUN
ajst-3971	67	22	tag	tag	NOUN
ajst-3971	67	23	set	set	VERB
ajst-3971	67	24	and	and	CCONJ
ajst-3971	67	25	short	short	ADJ
ajst-3971	67	26	string	string	NOUN
ajst-3971	67	27	length	length	NOUN
ajst-3971	67	28	.	.	PUNCT
ajst-3971	68	1	it	it	PRON
ajst-3971	68	2	has	have	VERB
ajst-3971	68	3	the	the	DET
ajst-3971	68	4	characteristics	characteristic	NOUN
ajst-3971	68	5	of	of	ADP
ajst-3971	68	6	high	high	ADJ
ajst-3971	68	7	precision	precision	NOUN
ajst-3971	68	8	,	,	PUNCT
ajst-3971	68	9	few	few	ADJ
ajst-3971	68	10	parameters	parameter	NOUN
ajst-3971	68	11	and	and	CCONJ
ajst-3971	68	12	fast	fast	ADJ
ajst-3971	68	13	reasoning	reasoning	NOUN
ajst-3971	68	14	speed	speed	NOUN
ajst-3971	68	15	,	,	PUNCT
ajst-3971	68	16	and	and	CCONJ
ajst-3971	68	17	is	be	AUX
ajst-3971	68	18	suitable	suitable	ADJ
ajst-3971	68	19	for	for	ADP
ajst-3971	68	20	embedded	embed	VERB
ajst-3971	68	21	device	device	NOUN
ajst-3971	68	22	deployment	deployment	NOUN
ajst-3971	68	23	.	.	PUNCT
ajst-3971	69	1	the	the	DET
ajst-3971	69	2	step	step	NOUN
ajst-3971	69	3	of	of	ADP
ajst-3971	69	4	lprnet	lprnet	NOUN
ajst-3971	69	5	algorithm	algorithm	NOUN
ajst-3971	69	6	is	be	AUX
ajst-3971	69	7	shown	show	VERB
ajst-3971	69	8	in	in	ADP
ajst-3971	69	9	figure	figure	NOUN
ajst-3971	69	10	2	2	NUM
ajst-3971	69	11	.	.	PUNCT
ajst-3971	70	1	[	[	X
ajst-3971	70	2	5	5	NUM
ajst-3971	70	3	,	,	PUNCT
ajst-3971	70	4	6	6	NUM
ajst-3971	70	5	,	,	PUNCT
ajst-3971	70	6	7	7	NUM
ajst-3971	70	7	]	]	PUNCT
ajst-3971	71	1	stn	stn	PROPN
ajst-3971	71	2	rectify	rectify	VERB
ajst-3971	71	3	the	the	DET
ajst-3971	71	4	input	input	NOUN
ajst-3971	71	5	image(optional	image(optional	PROPN
ajst-3971	71	6	)	)	PUNCT
ajst-3971	71	7	the	the	DET
ajst-3971	71	8	backbone	backbone	NOUN
ajst-3971	71	9	gets	get	VERB
ajst-3971	71	10	the	the	DET
ajst-3971	71	11	character	character	NOUN
ajst-3971	71	12	classification	classification	NOUN
ajst-3971	71	13	header	header	NOUN
ajst-3971	71	14	for	for	ADP
ajst-3971	71	15	each	each	DET
ajst-3971	71	16	position	position	NOUN
ajst-3971	71	17	character	character	NOUN
ajst-3971	71	18	classify	classify	VERB
ajst-3971	71	19	probability	probability	NOUN
ajst-3971	71	20	of	of	ADP
ajst-3971	71	21	sequence	sequence	NOUN
ajst-3971	71	22	decoding	decode	VERB
ajst-3971	71	23	post	post	NOUN
ajst-3971	71	24	filter	filter	NOUN
ajst-3971	71	25	input	input	NOUN
ajst-3971	71	26	license	license	NOUN
ajst-3971	71	27	plate	plate	NOUN
ajst-3971	71	28	image	image	NOUN
ajst-3971	71	29	output	output	NOUN
ajst-3971	71	30	characters	character	NOUN
ajst-3971	71	31	figure	figure	VERB
ajst-3971	71	32	2	2	NUM
ajst-3971	71	33	.	.	PUNCT
ajst-3971	71	34	steps	step	NOUN
ajst-3971	71	35	of	of	ADP
ajst-3971	71	36	lprnet	lprnet	ADJ
ajst-3971	71	37	algorithm	algorithm	NOUN
ajst-3971	71	38	lprnet	lprnet	PROPN
ajst-3971	71	39	uses	use	VERB
ajst-3971	71	40	stn	stn	PROPN
ajst-3971	71	41	at	at	ADP
ajst-3971	71	42	the	the	DET
ajst-3971	71	43	input	input	NOUN
ajst-3971	71	44	end	end	NOUN
ajst-3971	71	45	to	to	PART
ajst-3971	71	46	process	process	VERB
ajst-3971	71	47	input	input	NOUN
ajst-3971	71	48	images	image	NOUN
ajst-3971	71	49	.	.	PUNCT
ajst-3971	72	1	the	the	DET
ajst-3971	72	2	stn	stn	PROPN
ajst-3971	72	3	architecture	architecture	NOUN
ajst-3971	72	4	is	be	AUX
ajst-3971	72	5	shown	show	VERB
ajst-3971	72	6	in	in	ADP
ajst-3971	72	7	figure	figure	NOUN
ajst-3971	72	8	3	3	NUM
ajst-3971	72	9	[	[	X
ajst-3971	72	10	8	8	NUM
ajst-3971	72	11	]	]	PUNCT
ajst-3971	72	12	.	.	PUNCT
ajst-3971	73	1	stn	stn	PROPN
ajst-3971	73	2	processing	processing	NOUN
ajst-3971	73	3	is	be	AUX
ajst-3971	73	4	an	an	DET
ajst-3971	73	5	optional	optional	ADJ
ajst-3971	73	6	process	process	NOUN
ajst-3971	73	7	,	,	PUNCT
ajst-3971	73	8	the	the	DET
ajst-3971	73	9	appearance	appearance	NOUN
ajst-3971	73	10	of	of	ADP
ajst-3971	73	11	stn	stn	PROPN
ajst-3971	73	12	enables	enable	VERB
ajst-3971	73	13	us	we	PRON
ajst-3971	73	14	to	to	PART
ajst-3971	73	15	complete	complete	VERB
ajst-3971	73	16	how	how	SCONJ
ajst-3971	73	17	to	to	PART
ajst-3971	73	18	transform	transform	VERB
ajst-3971	73	19	the	the	DET
ajst-3971	73	20	image	image	NOUN
ajst-3971	73	21	to	to	PART
ajst-3971	73	22	obtain	obtain	VERB
ajst-3971	73	23	excellent	excellent	ADJ
ajst-3971	73	24	license	license	NOUN
ajst-3971	73	25	plate	plate	NOUN
ajst-3971	73	26	recognition	recognition	NOUN
ajst-3971	73	27	input	input	NOUN
ajst-3971	73	28	image	image	NOUN
ajst-3971	73	29	.	.	PUNCT
ajst-3971	74	1	after	after	ADP
ajst-3971	74	2	input	input	NOUN
ajst-3971	74	3	,	,	PUNCT
ajst-3971	74	4	the	the	DET
ajst-3971	74	5	image	image	NOUN
ajst-3971	74	6	is	be	AUX
ajst-3971	74	7	sent	send	VERB
ajst-3971	74	8	to	to	ADP
ajst-3971	74	9	two	two	NUM
ajst-3971	74	10	convolution	convolution	NOUN
ajst-3971	74	11	layers	layer	NOUN
ajst-3971	74	12	after	after	ADP
ajst-3971	74	13	3×3	3×3	NUM
ajst-3971	74	14	average	average	ADJ
ajst-3971	74	15	pooling	pooling	NOUN
ajst-3971	74	16	,	,	PUNCT
ajst-3971	74	17	convolution	convolution	NOUN
ajst-3971	74	18	is	be	AUX
ajst-3971	74	19	performed	perform	VERB
ajst-3971	74	20	,	,	PUNCT
ajst-3971	74	21	and	and	CCONJ
ajst-3971	74	22	the	the	DET
ajst-3971	74	23	two	two	NUM
ajst-3971	74	24	convolution	convolution	NOUN
ajst-3971	74	25	feature	feature	NOUN
ajst-3971	74	26	maps	map	NOUN
ajst-3971	74	27	are	be	AUX
ajst-3971	74	28	connected	connect	VERB
ajst-3971	74	29	through	through	ADP
ajst-3971	74	30	concatenation	concatenation	NOUN
ajst-3971	74	31	operation	operation	NOUN
ajst-3971	74	32	to	to	PART
ajst-3971	74	33	obtain	obtain	VERB
ajst-3971	74	34	features	feature	NOUN
ajst-3971	74	35	of	of	ADP
ajst-3971	74	36	different	different	ADJ
ajst-3971	74	37	sizes	size	NOUN
ajst-3971	74	38	.	.	PUNCT
ajst-3971	75	1	the	the	DET
ajst-3971	75	2	effect	effect	NOUN
ajst-3971	75	3	is	be	AUX
ajst-3971	75	4	improved	improve	VERB
ajst-3971	75	5	by	by	ADP
ajst-3971	75	6	preventing	prevent	VERB
ajst-3971	75	7	overfitting	overfitting	NOUN
ajst-3971	75	8	of	of	ADP
ajst-3971	75	9	the	the	DET
ajst-3971	75	10	convolution	convolution	NOUN
ajst-3971	75	11	layers	layer	NOUN
ajst-3971	75	12	in	in	ADP
ajst-3971	75	13	50	50	NUM
ajst-3971	75	14	%	%	NOUN
ajst-3971	75	15	dropout	dropout	NOUN
ajst-3971	75	16	.	.	PUNCT
ajst-3971	76	1	finally	finally	ADV
ajst-3971	76	2	,	,	PUNCT
ajst-3971	76	3	it	it	PRON
ajst-3971	76	4	is	be	AUX
ajst-3971	76	5	output	output	NOUN
ajst-3971	76	6	to	to	ADP
ajst-3971	76	7	the	the	DET
ajst-3971	76	8	next	next	ADJ
ajst-3971	76	9	module	module	NOUN
ajst-3971	76	10	through	through	ADP
ajst-3971	76	11	two	two	NUM
ajst-3971	76	12	full	full	ADJ
ajst-3971	76	13	connection	connection	NOUN
ajst-3971	76	14	layers	layer	NOUN
ajst-3971	76	15	.	.	PUNCT
ajst-3971	77	1	94×24×3	94×24×3	NUM
ajst-3971	77	2	0.5	0.5	NUM
ajst-3971	77	3	ratio	ratio	NOUN
ajst-3971	77	4	32	32	NUM
ajst-3971	77	5	with	with	ADP
ajst-3971	77	6	tanh	tanh	NOUN
ajst-3971	77	7	activation	activation	NOUN
ajst-3971	77	8	6	6	NUM
ajst-3971	77	9	with	with	ADP
ajst-3971	77	10	scaled	scale	VERB
ajst-3971	77	11	tanh	tanh	NOUN
ajst-3971	77	12	activation	activation	NOUN
ajst-3971	77	13	3×3	3×3	NUM
ajst-3971	77	14	stride=3	stride=3	SYM
ajst-3971	77	15	3×3	3×3	NUM
ajst-3971	77	16	stride=3	stride=3	NOUN
ajst-3971	77	17	input	input	NOUN
ajst-3971	77	18	convolution	convolution	NOUN
ajst-3971	77	19	avg	avg	NOUN
ajst-3971	77	20	pooling	pool	VERB
ajst-3971	77	21	convolution	convolution	NOUN
ajst-3971	77	22	concatenation	concatenation	NOUN
ajst-3971	77	23	droupout	droupout	ADP
ajst-3971	77	24	full	full	ADJ
ajst-3971	77	25	connection	connection	NOUN
ajst-3971	77	26	full	full	ADJ
ajst-3971	77	27	connection	connection	NOUN
ajst-3971	77	28	figure	figure	NOUN
ajst-3971	77	29	3	3	NUM
ajst-3971	77	30	.	.	PUNCT
ajst-3971	78	1	stn	stn	PROPN
ajst-3971	78	2	architecture	architecture	VERB
ajst-3971	78	3	the	the	DET
ajst-3971	78	4	backbone	backbone	NOUN
ajst-3971	78	5	of	of	ADP
ajst-3971	78	6	lprnet	lprnet	PROPN
ajst-3971	78	7	uses	use	VERB
ajst-3971	78	8	cnn	cnn	PROPN
ajst-3971	78	9	to	to	PART
ajst-3971	78	10	extract	extract	VERB
ajst-3971	78	11	image	image	NOUN
ajst-3971	78	12	features	feature	NOUN
ajst-3971	78	13	.	.	PUNCT
ajst-3971	79	1	the	the	DET
ajst-3971	79	2	backbone	backbone	NOUN
ajst-3971	79	3	inputs	input	VERB
ajst-3971	79	4	the	the	DET
ajst-3971	79	5	native	native	ADJ
ajst-3971	79	6	rgb	rgb	PROPN
ajst-3971	79	7	image	image	NOUN
ajst-3971	79	8	,	,	PUNCT
ajst-3971	79	9	and	and	CCONJ
ajst-3971	79	10	the	the	DET
ajst-3971	79	11	backbone	backbone	NOUN
ajst-3971	79	12	has	have	VERB
ajst-3971	79	13	3	3	NUM
ajst-3971	79	14	convolution	convolution	NOUN
ajst-3971	79	15	layers	layer	NOUN
ajst-3971	79	16	,	,	PUNCT
ajst-3971	79	17	3	3	NUM
ajst-3971	79	18	pooling	pool	VERB
ajst-3971	79	19	layers	layer	NOUN
ajst-3971	79	20	and	and	CCONJ
ajst-3971	79	21	3	3	NUM
ajst-3971	79	22	small	small	ADJ
ajst-3971	79	23	basic	basic	ADJ
ajst-3971	79	24	block	block	NOUN
ajst-3971	79	25	modules	module	NOUN
ajst-3971	79	26	.	.	PUNCT
ajst-3971	80	1	each	each	DET
ajst-3971	80	2	small	small	ADJ
ajst-3971	80	3	basic	basic	ADJ
ajst-3971	80	4	block	block	NOUN
ajst-3971	80	5	module	module	NOUN
ajst-3971	80	6	contains	contain	VERB
ajst-3971	80	7	4	4	NUM
ajst-3971	80	8	convolution	convolution	NOUN
ajst-3971	80	9	layers	layer	NOUN
ajst-3971	80	10	,	,	PUNCT
ajst-3971	80	11	so	so	SCONJ
ajst-3971	80	12	there	there	PRON
ajst-3971	80	13	are	be	VERB
ajst-3971	80	14	altogether	altogether	ADV
ajst-3971	80	15	15	15	NUM
ajst-3971	80	16	convolution	convolution	NOUN
ajst-3971	80	17	layers	layer	NOUN
ajst-3971	80	18	and	and	CCONJ
ajst-3971	80	19	3	3	NUM
ajst-3971	80	20	pooling	pool	VERB
ajst-3971	80	21	layers	layer	NOUN
ajst-3971	80	22	.	.	PUNCT
ajst-3971	81	1	the	the	DET
ajst-3971	81	2	optimization	optimization	NOUN
ajst-3971	81	3	method	method	NOUN
ajst-3971	81	4	of	of	ADP
ajst-3971	81	5	dropout	dropout	NOUN
ajst-3971	81	6	[	[	X
ajst-3971	81	7	9	9	NUM
ajst-3971	81	8	]	]	PUNCT
ajst-3971	81	9	is	be	AUX
ajst-3971	81	10	used	use	VERB
ajst-3971	81	11	for	for	ADP
ajst-3971	81	12	regularization	regularization	NOUN
ajst-3971	81	13	to	to	PART
ajst-3971	81	14	prevent	prevent	VERB
ajst-3971	81	15	network	network	NOUN
ajst-3971	81	16	overfitting	overfitting	NOUN
ajst-3971	81	17	.	.	PUNCT
ajst-3971	82	1	the	the	DET
ajst-3971	82	2	output	output	NOUN
ajst-3971	82	3	of	of	ADP
ajst-3971	82	4	the	the	DET
ajst-3971	82	5	backbone	backbone	NOUN
ajst-3971	82	6	can	can	AUX
ajst-3971	82	7	be	be	AUX
ajst-3971	82	8	thought	think	VERB
ajst-3971	82	9	of	of	ADP
ajst-3971	82	10	as	as	ADP
ajst-3971	82	11	a	a	DET
ajst-3971	82	12	sequence	sequence	NOUN
ajst-3971	82	13	representing	represent	VERB
ajst-3971	82	14	the	the	DET
ajst-3971	82	15	probability	probability	NOUN
ajst-3971	82	16	of	of	ADP
ajst-3971	82	17	the	the	DET
ajst-3971	82	18	corresponding	corresponding	ADJ
ajst-3971	82	19	character	character	NOUN
ajst-3971	82	20	,	,	PUNCT
ajst-3971	82	21	whose	whose	DET
ajst-3971	82	22	length	length	NOUN
ajst-3971	82	23	is	be	AUX
ajst-3971	82	24	related	relate	VERB
ajst-3971	82	25	to	to	ADP
ajst-3971	82	26	the	the	DET
ajst-3971	82	27	width	width	NOUN
ajst-3971	82	28	of	of	ADP
ajst-3971	82	29	the	the	DET
ajst-3971	82	30	input	input	NOUN
ajst-3971	82	31	image	image	NOUN
ajst-3971	82	32	.	.	PUNCT
ajst-3971	83	1	the	the	DET
ajst-3971	83	2	last	last	ADJ
ajst-3971	83	3	layer	layer	NOUN
ajst-3971	83	4	of	of	ADP
ajst-3971	83	5	the	the	DET
ajst-3971	83	6	backbone	backbone	NOUN
ajst-3971	83	7	uses	use	VERB
ajst-3971	83	8	a	a	DET
ajst-3971	83	9	1×13	1×13	NUM
ajst-3971	83	10	convolution	convolution	NOUN
ajst-3971	83	11	kernel	kernel	NOUN
ajst-3971	83	12	,	,	PUNCT
ajst-3971	83	13	and	and	CCONJ
ajst-3971	83	14	the	the	DET
ajst-3971	83	15	output	output	NOUN
ajst-3971	83	16	result	result	NOUN
ajst-3971	83	17	is	be	AUX
ajst-3971	83	18	expressed	express	VERB
ajst-3971	83	19	as	as	ADP
ajst-3971	83	20	a	a	DET
ajst-3971	83	21	sequence	sequence	NOUN
ajst-3971	83	22	of	of	ADP
ajst-3971	83	23	character	character	NOUN
ajst-3971	83	24	probabilities	probability	NOUN
ajst-3971	83	25	,	,	PUNCT
ajst-3971	83	26	the	the	DET
ajst-3971	83	27	length	length	NOUN
ajst-3971	83	28	of	of	ADP
ajst-3971	83	29	which	which	PRON
ajst-3971	83	30	is	be	AUX
ajst-3971	83	31	associated	associate	VERB
ajst-3971	83	32	with	with	ADP
ajst-3971	83	33	the	the	DET
ajst-3971	83	34	width	width	NOUN
ajst-3971	83	35	of	of	ADP
ajst-3971	83	36	the	the	DET
ajst-3971	83	37	input	input	NOUN
ajst-3971	83	38	feature	feature	NOUN
ajst-3971	83	39	map	map	NOUN
ajst-3971	83	40	.	.	PUNCT
ajst-3971	84	1	to	to	PART
ajst-3971	84	2	make	make	VERB
ajst-3971	84	3	the	the	DET
ajst-3971	84	4	depth	depth	NOUN
ajst-3971	84	5	of	of	ADP
ajst-3971	84	6	the	the	DET
ajst-3971	84	7	feature	feature	NOUN
ajst-3971	84	8	map	map	NOUN
ajst-3971	84	9	equal	equal	ADJ
ajst-3971	84	10	to	to	ADP
ajst-3971	84	11	the	the	DET
ajst-3971	84	12	number	number	NOUN
ajst-3971	84	13	of	of	ADP
ajst-3971	84	14	character	character	NOUN
ajst-3971	84	15	classes	class	NOUN
ajst-3971	84	16	,	,	PUNCT
ajst-3971	84	17	a	a	DET
ajst-3971	84	18	1×1	1×1	NUM
ajst-3971	84	19	convolution	convolution	NOUN
ajst-3971	84	20	is	be	AUX
ajst-3971	84	21	used	use	VERB
ajst-3971	84	22	in	in	ADP
ajst-3971	84	23	the	the	DET
ajst-3971	84	24	small	small	ADJ
ajst-3971	84	25	basic	basic	ADJ
ajst-3971	84	26	block	block	NOUN
ajst-3971	84	27	module	module	NOUN
ajst-3971	84	28	to	to	PART
ajst-3971	84	29	adjust	adjust	VERB
ajst-3971	84	30	the	the	DET
ajst-3971	84	31	dimension	dimension	NOUN
ajst-3971	84	32	.	.	PUNCT
ajst-3971	85	1	the	the	DET
ajst-3971	85	2	backbone	backbone	NOUN
ajst-3971	85	3	architecture	architecture	NOUN
ajst-3971	85	4	is	be	AUX
ajst-3971	85	5	shown	show	VERB
ajst-3971	85	6	in	in	ADP
ajst-3971	85	7	figure	figure	NOUN
ajst-3971	85	8	4	4	NUM
ajst-3971	85	9	.	.	PUNCT
ajst-3971	86	1	the	the	DET
ajst-3971	86	2	small	small	ADJ
ajst-3971	86	3	basic	basic	ADJ
ajst-3971	86	4	block	block	NOUN
ajst-3971	86	5	module	module	NOUN
ajst-3971	86	6	is	be	AUX
ajst-3971	86	7	shown	show	VERB
ajst-3971	86	8	in	in	ADP
ajst-3971	86	9	figure	figure	NOUN
ajst-3971	86	10	5	5	NUM
ajst-3971	86	11	.	.	PUNCT
ajst-3971	86	12	input	input	NOUN
ajst-3971	86	13	convolution	convolution	NOUN
ajst-3971	86	14	maxpooling	maxpoole	VERB
ajst-3971	86	15	small	small	ADJ
ajst-3971	86	16	basic	basic	ADJ
ajst-3971	86	17	block	block	NOUN
ajst-3971	86	18	maxpooling	maxpoole	VERB
ajst-3971	86	19	small	small	ADJ
ajst-3971	86	20	basic	basic	ADJ
ajst-3971	86	21	block	block	NOUN
ajst-3971	86	22	94×24×3	94×24×3	NUM
ajst-3971	86	23	3×3	3×3	NUM
ajst-3971	86	24	stride=1	stride=1	PROPN
ajst-3971	86	25	3×3	3×3	NUM
ajst-3971	86	26	stride=1	stride=1	PROPN
ajst-3971	86	27	3×3	3×3	NUM
ajst-3971	86	28	stride=1	stride=1	PROPN
ajst-3971	86	29	3×3	3×3	NUM
ajst-3971	86	30	stride=(2,1	stride=(2,1	NOUN
ajst-3971	86	31	)	)	PUNCT
ajst-3971	86	32	3×3	3×3	NUM
ajst-3971	86	33	stride=1	stride=1	PROPN
ajst-3971	86	34	small	small	ADJ
ajst-3971	86	35	basic	basic	ADJ
ajst-3971	86	36	block	block	NOUN
ajst-3971	86	37	maxpooling	maxpoole	VERB
ajst-3971	86	38	dropout	dropout	NOUN
ajst-3971	86	39	convolution	convolution	NOUN
ajst-3971	86	40	dropout	dropout	NOUN
ajst-3971	86	41	convolution	convolution	NOUN
ajst-3971	86	42	3×3	3×3	NUM
ajst-3971	86	43	stride=1	stride=1	PROPN
ajst-3971	86	44	3×3	3×3	NUM
ajst-3971	86	45	stride=(2,1	stride=(2,1	NOUN
ajst-3971	86	46	)	)	PUNCT
ajst-3971	86	47	ratio=0.5	ratio=0.5	PROPN
ajst-3971	86	48	4×1	4×1	NOUN
ajst-3971	86	49	stride=1	stride=1	PROPN
ajst-3971	86	50	ratio=0.5	ratio=0.5	ADJ
ajst-3971	86	51	class_numb	class_numb	ADJ
ajst-3971	86	52	er=1×13	er=1×13	NOUN
ajst-3971	86	53	stride=1	stride=1	NOUN
ajst-3971	86	54	figure	figure	NOUN
ajst-3971	86	55	4	4	NUM
ajst-3971	86	56	.	.	PUNCT
ajst-3971	86	57	back	back	ADJ
ajst-3971	86	58	-	-	PUNCT
ajst-3971	86	59	bone	bone	NOUN
ajst-3971	86	60	network	network	NOUN
ajst-3971	86	61	architecture	architecture	NOUN
ajst-3971	86	62	65	65	NUM
ajst-3971	86	63	cin×h×w	cin×h×w	ADJ
ajst-3971	86	64	feature	feature	NOUN
ajst-3971	86	65	map	map	NOUN
ajst-3971	86	66	maps	map	NOUN
ajst-3971	86	67	=	=	SYM
ajst-3971	86	68	cout/4	cout/4	NUM
ajst-3971	86	69	kernel=1×1	kernel=1×1	NOUN
ajst-3971	86	70	stride=1	stride=1	PROPN
ajst-3971	86	71	maps	maps	PROPN
ajst-3971	86	72	=	=	SYM
ajst-3971	86	73	cout/4	cout/4	X
ajst-3971	87	1	kernel=3×1	kernel=3×1	PROPN
ajst-3971	87	2	strideh=1	strideh=1	PROPN
ajst-3971	87	3	padh=1	padh=1	PROPN
ajst-3971	87	4	maps	map	NOUN
ajst-3971	87	5	=	=	SYM
ajst-3971	87	6	cout/4	cout/4	NUM
ajst-3971	88	1	kernel=1×3	kernel=1×3	NOUN
ajst-3971	88	2	stridew=1	stridew=1	PUNCT
ajst-3971	88	3	padw=1	padw=1	PROPN
ajst-3971	88	4	maps	map	NOUN
ajst-3971	88	5	=	=	SYM
ajst-3971	88	6	cout	cout	NOUN
ajst-3971	88	7	kernel=1×1	kernel=1×1	NOUN
ajst-3971	88	8	stride=1	stride=1	PROPN
ajst-3971	88	9	cout×h×w	cout×h×w	PROPN
ajst-3971	88	10	feature	feature	NOUN
ajst-3971	88	11	map	map	NOUN
ajst-3971	88	12	input	input	NOUN
ajst-3971	88	13	convolution	convolution	NOUN
ajst-3971	88	14	convolution	convolution	NOUN
ajst-3971	88	15	convolution	convolution	NOUN
ajst-3971	88	16	convolution	convolution	NOUN
ajst-3971	88	17	output	output	NOUN
ajst-3971	88	18	figure	figure	NOUN
ajst-3971	88	19	5	5	NUM
ajst-3971	88	20	.	.	PUNCT
ajst-3971	88	21	small	small	ADJ
ajst-3971	88	22	basic	basic	ADJ
ajst-3971	88	23	block	block	NOUN
ajst-3971	88	24	as	as	SCONJ
ajst-3971	88	25	lprnet	lprnet	NOUN
ajst-3971	88	26	does	do	AUX
ajst-3971	88	27	not	not	PART
ajst-3971	88	28	implement	implement	VERB
ajst-3971	88	29	character	character	NOUN
ajst-3971	88	30	recognition	recognition	NOUN
ajst-3971	88	31	after	after	ADP
ajst-3971	88	32	image	image	NOUN
ajst-3971	88	33	segmentation	segmentation	NOUN
ajst-3971	88	34	,	,	PUNCT
ajst-3971	88	35	ctc	ctc	PROPN
ajst-3971	88	36	(	(	PUNCT
ajst-3971	88	37	connectionist	connectionist	NOUN
ajst-3971	88	38	temporal	temporal	ADJ
ajst-3971	88	39	classification	classification	NOUN
ajst-3971	88	40	)	)	PUNCT
ajst-3971	88	41	loss	loss	NOUN
ajst-3971	88	42	function	function	NOUN
ajst-3971	88	43	without	without	ADP
ajst-3971	88	44	segmentation	segmentation	NOUN
ajst-3971	88	45	is	be	AUX
ajst-3971	88	46	used	use	VERB
ajst-3971	88	47	for	for	ADP
ajst-3971	88	48	training	training	NOUN
ajst-3971	88	49	[	[	X
ajst-3971	88	50	10	10	NUM
ajst-3971	88	51	]	]	PUNCT
ajst-3971	88	52	.	.	PUNCT
ajst-3971	89	1	in	in	ADP
ajst-3971	89	2	the	the	DET
ajst-3971	89	3	decoding	decode	VERB
ajst-3971	89	4	process	process	NOUN
ajst-3971	89	5	of	of	ADP
ajst-3971	89	6	the	the	DET
ajst-3971	89	7	inference	inference	NOUN
ajst-3971	89	8	stage	stage	NOUN
ajst-3971	89	9	,	,	PUNCT
ajst-3971	89	10	lprnet	lprnet	NOUN
ajst-3971	89	11	adopts	adopt	VERB
ajst-3971	89	12	two	two	NUM
ajst-3971	89	13	methods	method	NOUN
ajst-3971	89	14	:	:	PUNCT
ajst-3971	89	15	greedy	greedy	ADJ
ajst-3971	89	16	search	search	NOUN
ajst-3971	89	17	and	and	CCONJ
ajst-3971	89	18	beam	beam	NOUN
ajst-3971	89	19	search	search	NOUN
ajst-3971	89	20	.	.	PUNCT
ajst-3971	90	1	greedy	greedy	ADJ
ajst-3971	90	2	search	search	NOUN
ajst-3971	90	3	takes	take	VERB
ajst-3971	90	4	the	the	DET
ajst-3971	90	5	maximum	maximum	ADJ
ajst-3971	90	6	class	class	NOUN
ajst-3971	90	7	probability	probability	NOUN
ajst-3971	90	8	of	of	ADP
ajst-3971	90	9	each	each	DET
ajst-3971	90	10	position	position	NOUN
ajst-3971	90	11	and	and	CCONJ
ajst-3971	90	12	expects	expect	VERB
ajst-3971	90	13	to	to	PART
ajst-3971	90	14	generate	generate	VERB
ajst-3971	90	15	a	a	DET
ajst-3971	90	16	global	global	ADJ
ajst-3971	90	17	optimal	optimal	ADJ
ajst-3971	90	18	solution	solution	NOUN
ajst-3971	90	19	through	through	ADP
ajst-3971	90	20	a	a	DET
ajst-3971	90	21	locally	locally	ADV
ajst-3971	90	22	optimal	optimal	ADJ
ajst-3971	90	23	strategy	strategy	NOUN
ajst-3971	90	24	.	.	PUNCT
ajst-3971	91	1	beam	beam	NOUN
ajst-3971	91	2	search	search	NOUN
ajst-3971	91	3	increases	increase	VERB
ajst-3971	91	4	the	the	DET
ajst-3971	91	5	probability	probability	NOUN
ajst-3971	91	6	evaluation	evaluation	NOUN
ajst-3971	91	7	of	of	ADP
ajst-3971	91	8	greedy	greedy	ADJ
ajst-3971	91	9	search	search	NOUN
ajst-3971	91	10	.	.	PUNCT
ajst-3971	92	1	the	the	DET
ajst-3971	92	2	top	top	ADJ
ajst-3971	92	3	n	n	CCONJ
ajst-3971	92	4	maximum	maximum	ADJ
ajst-3971	92	5	probability	probability	NOUN
ajst-3971	92	6	combinations	combination	NOUN
ajst-3971	92	7	are	be	AUX
ajst-3971	92	8	retained	retain	VERB
ajst-3971	92	9	in	in	ADP
ajst-3971	92	10	each	each	DET
ajst-3971	92	11	search	search	NOUN
ajst-3971	92	12	,	,	PUNCT
ajst-3971	92	13	based	base	VERB
ajst-3971	92	14	on	on	ADP
ajst-3971	92	15	which	which	PRON
ajst-3971	92	16	,	,	PUNCT
ajst-3971	92	17	the	the	DET
ajst-3971	92	18	final	final	ADJ
ajst-3971	92	19	output	output	NOUN
ajst-3971	92	20	sequence	sequence	NOUN
ajst-3971	92	21	is	be	AUX
ajst-3971	92	22	obtained	obtain	VERB
ajst-3971	92	23	by	by	ADP
ajst-3971	92	24	calculating	calculate	VERB
ajst-3971	92	25	the	the	DET
ajst-3971	92	26	global	global	ADJ
ajst-3971	92	27	maximum	maximum	ADJ
ajst-3971	92	28	probability	probability	NOUN
ajst-3971	92	29	.	.	PUNCT
ajst-3971	93	1	in	in	ADP
ajst-3971	93	2	the	the	DET
ajst-3971	93	3	post	post	NOUN
ajst-3971	93	4	filtering	filter	VERB
ajst-3971	93	5	stage	stage	NOUN
ajst-3971	93	6	,	,	PUNCT
ajst-3971	93	7	lprnet	lprnet	PROPN
ajst-3971	93	8	uses	use	VERB
ajst-3971	93	9	beam	beam	NOUN
ajst-3971	93	10	search	search	NOUN
ajst-3971	93	11	to	to	PART
ajst-3971	93	12	obtain	obtain	VERB
ajst-3971	93	13	the	the	DET
ajst-3971	93	14	top	top	ADJ
ajst-3971	93	15	n	n	NOUN
ajst-3971	93	16	sequences	sequence	NOUN
ajst-3971	93	17	with	with	ADP
ajst-3971	93	18	the	the	DET
ajst-3971	93	19	highest	high	ADJ
ajst-3971	93	20	probability	probability	NOUN
ajst-3971	93	21	,	,	PUNCT
ajst-3971	93	22	and	and	CCONJ
ajst-3971	93	23	returns	return	VERB
ajst-3971	93	24	the	the	DET
ajst-3971	93	25	first	first	ADJ
ajst-3971	93	26	successful	successful	ADJ
ajst-3971	93	27	matching	matching	NOUN
ajst-3971	93	28	template	template	NOUN
ajst-3971	93	29	set	set	VERB
ajst-3971	93	30	based	base	VERB
ajst-3971	93	31	on	on	ADP
ajst-3971	93	32	the	the	DET
ajst-3971	93	33	motor	motor	NOUN
ajst-3971	93	34	vehicle	vehicle	NOUN
ajst-3971	93	35	license	license	NOUN
ajst-3971	93	36	plate	plate	NOUN
ajst-3971	93	37	standard	standard	NOUN
ajst-3971	93	38	.	.	PUNCT
ajst-3971	94	1	2.3	2.3	NUM
ajst-3971	94	2	.	.	PUNCT
ajst-3971	94	3	data	datum	NOUN
ajst-3971	94	4	set	set	VERB
ajst-3971	94	5	preparation	preparation	NOUN
ajst-3971	94	6	the	the	DET
ajst-3971	94	7	open	open	ADJ
ajst-3971	94	8	-	-	PUNCT
ajst-3971	94	9	source	source	NOUN
ajst-3971	94	10	dataset	dataset	NOUN
ajst-3971	94	11	ccpd	ccpd	NOUN
ajst-3971	94	12	is	be	AUX
ajst-3971	94	13	the	the	DET
ajst-3971	94	14	most	most	ADV
ajst-3971	94	15	used	use	VERB
ajst-3971	94	16	opensource	opensource	NOUN
ajst-3971	94	17	license	license	NOUN
ajst-3971	94	18	plate	plate	NOUN
ajst-3971	94	19	dataset	dataset	VERB
ajst-3971	94	20	with	with	ADP
ajst-3971	94	21	the	the	DET
ajst-3971	94	22	largest	large	ADJ
ajst-3971	94	23	data	datum	NOUN
ajst-3971	94	24	volume	volume	NOUN
ajst-3971	94	25	at	at	ADP
ajst-3971	94	26	present	present	ADJ
ajst-3971	94	27	,	,	PUNCT
ajst-3971	94	28	and	and	CCONJ
ajst-3971	94	29	its	its	PRON
ajst-3971	94	30	main	main	ADJ
ajst-3971	94	31	distribution	distribution	NOUN
ajst-3971	94	32	is	be	AUX
ajst-3971	94	33	shown	show	VERB
ajst-3971	94	34	in	in	ADP
ajst-3971	94	35	figure	figure	NOUN
ajst-3971	94	36	6	6	NUM
ajst-3971	95	1	[	[	X
ajst-3971	95	2	11	11	NUM
ajst-3971	95	3	]	]	PUNCT
ajst-3971	95	4	.	.	PUNCT
ajst-3971	96	1	because	because	SCONJ
ajst-3971	96	2	there	there	PRON
ajst-3971	96	3	are	be	VERB
ajst-3971	96	4	a	a	DET
ajst-3971	96	5	large	large	ADJ
ajst-3971	96	6	number	number	NOUN
ajst-3971	96	7	of	of	ADP
ajst-3971	96	8	anhui	anhui	PROPN
ajst-3971	96	9	type	type	NOUN
ajst-3971	96	10	license	license	NOUN
ajst-3971	96	11	plates	plate	NOUN
ajst-3971	96	12	in	in	ADP
ajst-3971	96	13	ccpd	ccpd	NOUN
ajst-3971	96	14	,	,	PUNCT
ajst-3971	96	15	but	but	CCONJ
ajst-3971	96	16	fewer	few	ADJ
ajst-3971	96	17	license	license	NOUN
ajst-3971	96	18	plates	plate	NOUN
ajst-3971	96	19	in	in	ADP
ajst-3971	96	20	other	other	ADJ
ajst-3971	96	21	provinces	province	NOUN
ajst-3971	96	22	,	,	PUNCT
ajst-3971	96	23	the	the	DET
ajst-3971	96	24	license	license	NOUN
ajst-3971	96	25	plate	plate	NOUN
ajst-3971	96	26	data	datum	NOUN
ajst-3971	96	27	of	of	ADP
ajst-3971	96	28	each	each	DET
ajst-3971	96	29	province	province	NOUN
ajst-3971	96	30	has	have	VERB
ajst-3971	96	31	the	the	DET
ajst-3971	96	32	phenomenon	phenomenon	NOUN
ajst-3971	96	33	of	of	ADP
ajst-3971	96	34	class	class	NOUN
ajst-3971	96	35	imbalance	imbalance	NOUN
ajst-3971	96	36	,	,	PUNCT
ajst-3971	96	37	which	which	PRON
ajst-3971	96	38	will	will	AUX
ajst-3971	96	39	lead	lead	VERB
ajst-3971	96	40	to	to	ADP
ajst-3971	96	41	poor	poor	ADJ
ajst-3971	96	42	accuracy	accuracy	NOUN
ajst-3971	96	43	of	of	ADP
ajst-3971	96	44	chinese	chinese	ADJ
ajst-3971	96	45	font	font	NOUN
ajst-3971	96	46	recognition	recognition	NOUN
ajst-3971	96	47	in	in	ADP
ajst-3971	96	48	other	other	ADJ
ajst-3971	96	49	provinces	province	NOUN
ajst-3971	96	50	when	when	SCONJ
ajst-3971	96	51	training	training	NOUN
ajst-3971	96	52	license	license	NOUN
ajst-3971	96	53	plate	plate	NOUN
ajst-3971	96	54	recognition	recognition	NOUN
ajst-3971	96	55	network	network	NOUN
ajst-3971	96	56	.	.	PUNCT
ajst-3971	97	1	in	in	ADP
ajst-3971	97	2	order	order	NOUN
ajst-3971	97	3	to	to	PART
ajst-3971	97	4	alleviate	alleviate	VERB
ajst-3971	97	5	this	this	DET
ajst-3971	97	6	problem	problem	NOUN
ajst-3971	97	7	,	,	PUNCT
ajst-3971	97	8	this	this	DET
ajst-3971	97	9	paper	paper	NOUN
ajst-3971	97	10	also	also	ADV
ajst-3971	97	11	adopts	adopt	VERB
ajst-3971	97	12	the	the	DET
ajst-3971	97	13	method	method	NOUN
ajst-3971	97	14	of	of	ADP
ajst-3971	97	15	collecting	collect	VERB
ajst-3971	97	16	part	part	NOUN
ajst-3971	97	17	of	of	ADP
ajst-3971	97	18	license	license	NOUN
ajst-3971	97	19	plates	plate	NOUN
ajst-3971	97	20	offline	offline	ADJ
ajst-3971	97	21	,	,	PUNCT
ajst-3971	97	22	collecting	collect	VERB
ajst-3971	97	23	license	license	NOUN
ajst-3971	97	24	plate	plate	NOUN
ajst-3971	97	25	data	datum	NOUN
ajst-3971	97	26	on	on	ADP
ajst-3971	97	27	the	the	DET
ajst-3971	97	28	network	network	NOUN
ajst-3971	97	29	platform	platform	NOUN
ajst-3971	97	30	,	,	PUNCT
ajst-3971	97	31	and	and	CCONJ
ajst-3971	97	32	generating	generate	VERB
ajst-3971	97	33	license	license	NOUN
ajst-3971	97	34	plate	plate	NOUN
ajst-3971	97	35	pictures	picture	NOUN
ajst-3971	97	36	through	through	ADP
ajst-3971	97	37	mocking	mock	VERB
ajst-3971	97	38	the	the	DET
ajst-3971	97	39	standard	standard	ADJ
ajst-3971	97	40	style	style	NOUN
ajst-3971	97	41	of	of	ADP
ajst-3971	97	42	license	license	NOUN
ajst-3971	97	43	plates	plate	NOUN
ajst-3971	97	44	in	in	ADP
ajst-3971	97	45	the	the	DET
ajst-3971	97	46	ga36	ga36	PROPN
ajst-3971	97	47	-	-	PUNCT
ajst-3971	97	48	2018	2018	NUM
ajst-3971	97	49	standard	standard	NOUN
ajst-3971	97	50	,	,	PUNCT
ajst-3971	97	51	so	so	SCONJ
ajst-3971	97	52	as	as	SCONJ
ajst-3971	97	53	to	to	PART
ajst-3971	97	54	achieve	achieve	VERB
ajst-3971	97	55	a	a	DET
ajst-3971	97	56	relatively	relatively	ADV
ajst-3971	97	57	balanced	balanced	ADJ
ajst-3971	97	58	data	datum	NOUN
ajst-3971	97	59	distribution	distribution	NOUN
ajst-3971	97	60	of	of	ADP
ajst-3971	97	61	license	license	NOUN
ajst-3971	97	62	plates	plate	NOUN
ajst-3971	97	63	in	in	ADP
ajst-3971	97	64	various	various	ADJ
ajst-3971	97	65	provinces	province	NOUN
ajst-3971	97	66	among	among	ADP
ajst-3971	97	67	the	the	DET
ajst-3971	97	68	yellow	yellow	ADJ
ajst-3971	97	69	,	,	PUNCT
ajst-3971	97	70	green	green	ADJ
ajst-3971	97	71	and	and	CCONJ
ajst-3971	97	72	blue	blue	ADJ
ajst-3971	97	73	[	[	X
ajst-3971	97	74	12	12	NUM
ajst-3971	97	75	]	]	PUNCT
ajst-3971	97	76	.	.	PUNCT
ajst-3971	98	1	figure	figure	NOUN
ajst-3971	98	2	7	7	NUM
ajst-3971	98	3	,	,	PUNCT
ajst-3971	98	4	figure	figure	VERB
ajst-3971	98	5	8	8	NUM
ajst-3971	98	6	shows	show	VERB
ajst-3971	98	7	the	the	DET
ajst-3971	98	8	samples	sample	NOUN
ajst-3971	98	9	.	.	PUNCT
ajst-3971	99	1	figure	figure	VERB
ajst-3971	99	2	6	6	NUM
ajst-3971	99	3	.	.	PUNCT
ajst-3971	100	1	distribution	distribution	NOUN
ajst-3971	100	2	of	of	ADP
ajst-3971	100	3	ccpd	ccpd	NOUN
ajst-3971	100	4	in	in	ADP
ajst-3971	100	5	the	the	DET
ajst-3971	100	6	process	process	NOUN
ajst-3971	100	7	of	of	ADP
ajst-3971	100	8	generating	generate	VERB
ajst-3971	100	9	license	license	NOUN
ajst-3971	100	10	plate	plate	NOUN
ajst-3971	100	11	pieces	piece	NOUN
ajst-3971	100	12	,	,	PUNCT
ajst-3971	100	13	first	first	ADV
ajst-3971	100	14	of	of	ADP
ajst-3971	100	15	all	all	PRON
ajst-3971	100	16	,	,	PUNCT
ajst-3971	100	17	prepare	prepare	VERB
ajst-3971	100	18	all	all	DET
ajst-3971	100	19	kinds	kind	NOUN
ajst-3971	100	20	of	of	ADP
ajst-3971	100	21	license	license	NOUN
ajst-3971	100	22	plate	plate	NOUN
ajst-3971	100	23	bottom	bottom	NOUN
ajst-3971	100	24	frame	frame	NOUN
ajst-3971	100	25	pictures	picture	NOUN
ajst-3971	100	26	,	,	PUNCT
ajst-3971	100	27	yellow	yellow	ADJ
ajst-3971	100	28	and	and	CCONJ
ajst-3971	100	29	blue	blue	ADJ
ajst-3971	100	30	license	license	NOUN
ajst-3971	100	31	plates	plate	NOUN
ajst-3971	100	32	using	use	VERB
ajst-3971	100	33	microsoft	microsoft	PROPN
ajst-3971	100	34	yahei	yahei	PROPN
ajst-3971	100	35	bold	bold	ADJ
ajst-3971	100	36	font	font	NOUN
ajst-3971	100	37	as	as	ADP
ajst-3971	100	38	chinese	chinese	ADJ
ajst-3971	100	39	font	font	NOUN
ajst-3971	100	40	,	,	PUNCT
ajst-3971	100	41	letters	letter	NOUN
ajst-3971	100	42	and	and	CCONJ
ajst-3971	100	43	numbers	number	NOUN
ajst-3971	100	44	of	of	ADP
ajst-3971	100	45	them	they	PRON
ajst-3971	100	46	using	use	VERB
ajst-3971	100	47	license	license	NOUN
ajst-3971	100	48	plate	plate	NOUN
ajst-3971	100	49	special	special	ADJ
ajst-3971	100	50	font	font	NOUN
ajst-3971	100	51	,	,	PUNCT
ajst-3971	100	52	because	because	SCONJ
ajst-3971	100	53	green	green	ADJ
ajst-3971	100	54	plate	plate	NOUN
ajst-3971	100	55	is	be	AUX
ajst-3971	100	56	used	use	VERB
ajst-3971	100	57	in	in	ADP
ajst-3971	100	58	different	different	ADJ
ajst-3971	100	59	font	font	NOUN
ajst-3971	100	60	,	,	PUNCT
ajst-3971	100	61	collected	collect	VERB
ajst-3971	100	62	special	special	ADJ
ajst-3971	100	63	chinese	chinese	ADJ
ajst-3971	100	64	new	new	ADJ
ajst-3971	100	65	energy	energy	NOUN
ajst-3971	100	66	license	license	NOUN
ajst-3971	100	67	plate	plate	NOUN
ajst-3971	100	68	characters	character	NOUN
ajst-3971	100	69	,	,	PUNCT
ajst-3971	100	70	letters	letter	NOUN
ajst-3971	100	71	and	and	CCONJ
ajst-3971	100	72	numbers	number	NOUN
ajst-3971	100	73	to	to	PART
ajst-3971	100	74	generate	generate	VERB
ajst-3971	100	75	green	green	ADJ
ajst-3971	100	76	plates	plate	NOUN
ajst-3971	100	77	.	.	PUNCT
ajst-3971	101	1	after	after	ADP
ajst-3971	101	2	generating	generate	VERB
ajst-3971	101	3	the	the	DET
ajst-3971	101	4	standard	standard	ADJ
ajst-3971	101	5	license	license	NOUN
ajst-3971	101	6	plate	plate	NOUN
ajst-3971	101	7	picture	picture	NOUN
ajst-3971	101	8	,	,	PUNCT
ajst-3971	101	9	in	in	ADP
ajst-3971	101	10	order	order	NOUN
ajst-3971	101	11	to	to	PART
ajst-3971	101	12	obtain	obtain	VERB
ajst-3971	101	13	the	the	DET
ajst-3971	101	14	real	real	ADJ
ajst-3971	101	15	perspective	perspective	NOUN
ajst-3971	101	16	and	and	CCONJ
ajst-3971	101	17	lighting	lighting	NOUN
ajst-3971	101	18	scene	scene	NOUN
ajst-3971	101	19	as	as	ADV
ajst-3971	101	20	much	much	ADV
ajst-3971	101	21	as	as	ADP
ajst-3971	101	22	possible	possible	ADJ
ajst-3971	101	23	,	,	PUNCT
ajst-3971	101	24	this	this	DET
ajst-3971	101	25	paper	paper	NOUN
ajst-3971	101	26	adds	add	VERB
ajst-3971	101	27	random	random	ADJ
ajst-3971	101	28	small	small	ADJ
ajst-3971	101	29	range	range	NOUN
ajst-3971	101	30	perspective	perspective	NOUN
ajst-3971	101	31	transformation	transformation	NOUN
ajst-3971	101	32	,	,	PUNCT
ajst-3971	101	33	set	set	VERB
ajst-3971	101	34	saturation	saturation	NOUN
ajst-3971	101	35	,	,	PUNCT
ajst-3971	101	36	brightness	brightness	NOUN
ajst-3971	101	37	,	,	PUNCT
ajst-3971	101	38	tone	tone	NOUN
ajst-3971	101	39	;	;	PUNCT
ajst-3971	101	40	finally	finally	ADV
ajst-3971	101	41	,	,	PUNCT
ajst-3971	101	42	in	in	ADP
ajst-3971	101	43	order	order	NOUN
ajst-3971	101	44	to	to	PART
ajst-3971	101	45	simulate	simulate	VERB
ajst-3971	101	46	the	the	DET
ajst-3971	101	47	stain	stain	NOUN
ajst-3971	101	48	situation	situation	NOUN
ajst-3971	101	49	of	of	ADP
ajst-3971	101	50	the	the	DET
ajst-3971	101	51	license	license	NOUN
ajst-3971	101	52	plate	plate	NOUN
ajst-3971	101	53	,	,	PUNCT
ajst-3971	101	54	gaussian	gaussian	ADJ
ajst-3971	101	55	noise	noise	NOUN
ajst-3971	101	56	and	and	CCONJ
ajst-3971	101	57	stain	stain	NOUN
ajst-3971	101	58	picture	picture	NOUN
ajst-3971	101	59	are	be	AUX
ajst-3971	101	60	randomly	randomly	ADV
ajst-3971	101	61	mixed	mix	VERB
ajst-3971	101	62	in	in	ADP
ajst-3971	101	63	the	the	DET
ajst-3971	101	64	license	license	NOUN
ajst-3971	101	65	plate	plate	NOUN
ajst-3971	101	66	picture	picture	NOUN
ajst-3971	101	67	.	.	PUNCT
ajst-3971	102	1	the	the	DET
ajst-3971	102	2	final	final	ADJ
ajst-3971	102	3	resulting	result	VERB
ajst-3971	102	4	license	license	NOUN
ajst-3971	102	5	plate	plate	NOUN
ajst-3971	102	6	effect	effect	NOUN
ajst-3971	102	7	is	be	AUX
ajst-3971	102	8	shown	show	VERB
ajst-3971	102	9	in	in	ADP
ajst-3971	102	10	figure	figure	NOUN
ajst-3971	102	11	9	9	NUM
ajst-3971	102	12	.	.	PUNCT
ajst-3971	103	1	the	the	DET
ajst-3971	103	2	training	training	NOUN
ajst-3971	103	3	dataset	dataset	NOUN
ajst-3971	103	4	of	of	ADP
ajst-3971	103	5	license	license	NOUN
ajst-3971	103	6	plate	plate	NOUN
ajst-3971	103	7	location	location	NOUN
ajst-3971	103	8	detection	detection	NOUN
ajst-3971	103	9	network	network	NOUN
ajst-3971	103	10	was	be	AUX
ajst-3971	103	11	randomly	randomly	ADV
ajst-3971	103	12	selected	select	VERB
ajst-3971	103	13	in	in	ADP
ajst-3971	103	14	proportion	proportion	NOUN
ajst-3971	103	15	from	from	ADP
ajst-3971	103	16	8	8	NUM
ajst-3971	103	17	conditions	condition	NOUN
ajst-3971	103	18	except	except	SCONJ
ajst-3971	103	19	ccpd_np	ccpd_np	PROPN
ajst-3971	103	20	in	in	ADP
ajst-3971	103	21	ccpd	ccpd	PROPN
ajst-3971	103	22	,	,	PUNCT
ajst-3971	103	23	a	a	DET
ajst-3971	103	24	total	total	NOUN
ajst-3971	103	25	of	of	ADP
ajst-3971	103	26	7440	7440	NUM
ajst-3971	103	27	license	license	NOUN
ajst-3971	103	28	plate	plate	NOUN
ajst-3971	103	29	images	image	NOUN
ajst-3971	103	30	were	be	AUX
ajst-3971	103	31	extracted	extract	VERB
ajst-3971	103	32	,	,	PUNCT
ajst-3971	103	33	and	and	CCONJ
ajst-3971	103	34	another	another	DET
ajst-3971	103	35	1488	1488	NUM
ajst-3971	103	36	license	license	NOUN
ajst-3971	103	37	plates	plate	NOUN
ajst-3971	103	38	were	be	AUX
ajst-3971	103	39	selected	select	VERB
ajst-3971	103	40	from	from	ADP
ajst-3971	103	41	ccpd_base	ccpd_base	PROPN
ajst-3971	103	42	as	as	ADP
ajst-3971	103	43	the	the	DET
ajst-3971	103	44	test	test	NOUN
ajst-3971	103	45	dataset	dataset	VERB
ajst-3971	103	46	.	.	PUNCT
ajst-3971	104	1	the	the	DET
ajst-3971	104	2	training	training	NOUN
ajst-3971	104	3	dataset	dataset	NOUN
ajst-3971	104	4	of	of	ADP
ajst-3971	104	5	license	license	NOUN
ajst-3971	104	6	plate	plate	NOUN
ajst-3971	104	7	character	character	NOUN
ajst-3971	104	8	recognition	recognition	NOUN
ajst-3971	104	9	network	network	NOUN
ajst-3971	104	10	has	have	VERB
ajst-3971	104	11	a	a	DET
ajst-3971	104	12	total	total	NOUN
ajst-3971	104	13	of	of	ADP
ajst-3971	104	14	6971	6971	NUM
ajst-3971	104	15	license	license	NOUN
ajst-3971	104	16	plates	plate	NOUN
ajst-3971	104	17	,	,	PUNCT
ajst-3971	104	18	including	include	VERB
ajst-3971	104	19	31	31	NUM
ajst-3971	104	20	provinces	province	NOUN
ajst-3971	104	21	except	except	SCONJ
ajst-3971	104	22	hong	hong	PROPN
ajst-3971	104	23	kong	kong	PROPN
ajst-3971	104	24	,	,	PUNCT
ajst-3971	104	25	macao	macao	PROPN
ajst-3971	104	26	and	and	CCONJ
ajst-3971	104	27	taiwan	taiwan	PROPN
ajst-3971	104	28	,	,	PUNCT
ajst-3971	104	29	each	each	PRON
ajst-3971	104	30	of	of	ADP
ajst-3971	104	31	which	which	PRON
ajst-3971	104	32	has	have	VERB
ajst-3971	104	33	about	about	ADV
ajst-3971	104	34	40	40	NUM
ajst-3971	104	35	yellow	yellow	ADJ
ajst-3971	104	36	,	,	PUNCT
ajst-3971	104	37	green	green	ADJ
ajst-3971	104	38	and	and	CCONJ
ajst-3971	104	39	blue	blue	ADJ
ajst-3971	104	40	license	license	NOUN
ajst-3971	104	41	plates	plate	NOUN
ajst-3971	104	42	,	,	PUNCT
ajst-3971	104	43	and	and	CCONJ
ajst-3971	104	44	a	a	DET
ajst-3971	104	45	total	total	NOUN
ajst-3971	104	46	of	of	ADP
ajst-3971	104	47	3720	3720	NUM
ajst-3971	104	48	license	license	NOUN
ajst-3971	104	49	plates	plate	NOUN
ajst-3971	104	50	.	.	PUNCT
ajst-3971	105	1	a	a	DET
ajst-3971	105	2	total	total	NOUN
ajst-3971	105	3	of	of	ADP
ajst-3971	105	4	3251	3251	NUM
ajst-3971	105	5	license	license	NOUN
ajst-3971	105	6	plates	plate	NOUN
ajst-3971	105	7	are	be	AUX
ajst-3971	105	8	randomly	randomly	ADV
ajst-3971	105	9	selected	select	VERB
ajst-3971	105	10	from	from	ADP
ajst-3971	105	11	8	8	NUM
ajst-3971	105	12	cases	case	NOUN
ajst-3971	105	13	except	except	SCONJ
ajst-3971	105	14	ccpd_np	ccpd_np	NOUN
ajst-3971	105	15	in	in	ADP
ajst-3971	105	16	ccpd	ccpd	NOUN
ajst-3971	105	17	according	accord	VERB
ajst-3971	105	18	to	to	ADP
ajst-3971	105	19	proportion	proportion	NOUN
ajst-3971	105	20	.	.	PUNCT
ajst-3971	106	1	in	in	ADP
ajst-3971	106	2	addition	addition	NOUN
ajst-3971	106	3	,	,	PUNCT
ajst-3971	106	4	1469	1469	NUM
ajst-3971	106	5	license	license	NOUN
ajst-3971	106	6	plates	plate	NOUN
ajst-3971	106	7	were	be	AUX
ajst-3971	106	8	selected	select	VERB
ajst-3971	106	9	from	from	ADP
ajst-3971	106	10	ccpd_base	ccpd_base	PROPN
ajst-3971	106	11	as	as	ADP
ajst-3971	106	12	the	the	DET
ajst-3971	106	13	test	test	NOUN
ajst-3971	106	14	dataset	dataset	NOUN
ajst-3971	106	15	.	.	PUNCT
ajst-3971	107	1	base	base	NOUN
ajst-3971	107	2	55%blur	55%blur	NUM
ajst-3971	107	3	5	5	NUM
ajst-3971	107	4	%	%	NOUN
ajst-3971	107	5	challenge	challenge	NOUN
ajst-3971	107	6	14	14	NUM
ajst-3971	107	7	%	%	NOUN
ajst-3971	107	8	db	db	PROPN
ajst-3971	107	9	3	3	NUM
ajst-3971	107	10	%	%	NOUN
ajst-3971	107	11	fn	fn	NOUN
ajst-3971	107	12	6	6	NUM
ajst-3971	107	13	%	%	NOUN
ajst-3971	107	14	rotate	rotate	VERB
ajst-3971	107	15	3	3	NUM
ajst-3971	107	16	%	%	NOUN
ajst-3971	107	17	tilt	tilt	NOUN
ajst-3971	107	18	8	8	NUM
ajst-3971	107	19	%	%	NOUN
ajst-3971	107	20	weather	weather	NOUN
ajst-3971	107	21	3	3	NUM
ajst-3971	107	22	%	%	NOUN
ajst-3971	107	23	green	green	ADJ
ajst-3971	107	24	3	3	NUM
ajst-3971	107	25	%	%	NOUN
ajst-3971	107	26	base	base	NOUN
ajst-3971	107	27	blur	blur	NOUN
ajst-3971	107	28	challenge	challenge	NOUN
ajst-3971	107	29	db	db	AUX
ajst-3971	107	30	fn	fn	NOUN
ajst-3971	107	31	rotate	rotate	VERB
ajst-3971	107	32	tilt	tilt	NOUN
ajst-3971	107	33	weather	weather	NOUN
ajst-3971	107	34	green	green	PROPN
ajst-3971	107	35	66	66	NUM
ajst-3971	107	36	figure	figure	NOUN
ajst-3971	107	37	7	7	NUM
ajst-3971	107	38	.	.	PUNCT
ajst-3971	108	1	license	license	NOUN
ajst-3971	108	2	plate	plate	NOUN
ajst-3971	108	3	randomly	randomly	ADV
ajst-3971	108	4	selected	select	VERB
ajst-3971	108	5	from	from	ADP
ajst-3971	108	6	ccpd	ccpd	ADJ
ajst-3971	108	7	figure	figure	NOUN
ajst-3971	108	8	8	8	NUM
ajst-3971	108	9	.	.	PUNCT
ajst-3971	109	1	license	license	NOUN
ajst-3971	109	2	plate	plate	NOUN
ajst-3971	109	3	collected	collect	VERB
ajst-3971	109	4	from	from	ADP
ajst-3971	109	5	offline	offline	ADJ
ajst-3971	109	6	and	and	CCONJ
ajst-3971	109	7	online	online	ADJ
ajst-3971	109	8	figure	figure	NOUN
ajst-3971	109	9	9	9	NUM
ajst-3971	109	10	.	.	PUNCT
ajst-3971	110	1	license	license	NOUN
ajst-3971	110	2	plate	plate	NOUN
ajst-3971	110	3	from	from	ADP
ajst-3971	110	4	mock	mock	ADJ
ajst-3971	110	5	2.4	2.4	NUM
ajst-3971	110	6	.	.	PUNCT
ajst-3971	111	1	training	train	VERB
ajst-3971	111	2	details	detail	NOUN
ajst-3971	111	3	by	by	ADP
ajst-3971	111	4	inputting	inputte	VERB
ajst-3971	111	5	the	the	DET
ajst-3971	111	6	above	above	ADJ
ajst-3971	111	7	training	training	NOUN
ajst-3971	111	8	dataset	dataset	VERB
ajst-3971	111	9	into	into	ADP
ajst-3971	111	10	the	the	DET
ajst-3971	111	11	network	network	NOUN
ajst-3971	111	12	model	model	NOUN
ajst-3971	111	13	for	for	ADP
ajst-3971	111	14	training	training	NOUN
ajst-3971	111	15	,	,	PUNCT
ajst-3971	111	16	the	the	DET
ajst-3971	111	17	characteristic	characteristic	ADJ
ajst-3971	111	18	information	information	NOUN
ajst-3971	111	19	of	of	ADP
ajst-3971	111	20	the	the	DET
ajst-3971	111	21	network	network	NOUN
ajst-3971	111	22	learning	learn	VERB
ajst-3971	111	23	data	datum	NOUN
ajst-3971	111	24	can	can	AUX
ajst-3971	111	25	complete	complete	VERB
ajst-3971	111	26	the	the	DET
ajst-3971	111	27	correlation	correlation	NOUN
ajst-3971	111	28	mapping	mapping	NOUN
ajst-3971	111	29	between	between	ADP
ajst-3971	111	30	input	input	NOUN
ajst-3971	111	31	and	and	CCONJ
ajst-3971	111	32	output	output	NOUN
ajst-3971	111	33	,	,	PUNCT
ajst-3971	111	34	and	and	CCONJ
ajst-3971	111	35	the	the	DET
ajst-3971	111	36	weight	weight	NOUN
ajst-3971	111	37	parameter	parameter	NOUN
ajst-3971	111	38	can	can	AUX
ajst-3971	111	39	be	be	AUX
ajst-3971	111	40	used	use	VERB
ajst-3971	111	41	to	to	PART
ajst-3971	111	42	identify	identify	VERB
ajst-3971	111	43	the	the	DET
ajst-3971	111	44	license	license	NOUN
ajst-3971	111	45	plate	plate	NOUN
ajst-3971	111	46	number	number	NOUN
ajst-3971	111	47	during	during	ADP
ajst-3971	111	48	detection	detection	NOUN
ajst-3971	111	49	.	.	PUNCT
ajst-3971	112	1	the	the	DET
ajst-3971	112	2	loss	loss	NOUN
ajst-3971	112	3	curve	curve	NOUN
ajst-3971	112	4	of	of	ADP
ajst-3971	112	5	the	the	DET
ajst-3971	112	6	lprnet	lprnet	NOUN
ajst-3971	112	7	model	model	NOUN
ajst-3971	112	8	in	in	ADP
ajst-3971	112	9	the	the	DET
ajst-3971	112	10	training	training	NOUN
ajst-3971	112	11	process	process	NOUN
ajst-3971	112	12	is	be	AUX
ajst-3971	112	13	shown	show	VERB
ajst-3971	112	14	in	in	ADP
ajst-3971	112	15	figure	figure	NOUN
ajst-3971	112	16	10	10	NUM
ajst-3971	112	17	.	.	PUNCT
ajst-3971	113	1	a	a	DET
ajst-3971	113	2	total	total	NOUN
ajst-3971	113	3	of	of	ADP
ajst-3971	113	4	100	100	NUM
ajst-3971	113	5	epochs	epoch	NOUN
ajst-3971	113	6	are	be	AUX
ajst-3971	113	7	trained	train	VERB
ajst-3971	113	8	.	.	PUNCT
ajst-3971	114	1	with	with	ADP
ajst-3971	114	2	the	the	DET
ajst-3971	114	3	increase	increase	NOUN
ajst-3971	114	4	of	of	ADP
ajst-3971	114	5	iteration	iteration	NOUN
ajst-3971	114	6	times	time	NOUN
ajst-3971	114	7	,	,	PUNCT
ajst-3971	114	8	the	the	DET
ajst-3971	114	9	loss	loss	NOUN
ajst-3971	114	10	value	value	NOUN
ajst-3971	114	11	in	in	ADP
ajst-3971	114	12	the	the	DET
ajst-3971	114	13	training	training	NOUN
ajst-3971	114	14	process	process	NOUN
ajst-3971	114	15	first	first	ADV
ajst-3971	114	16	gradually	gradually	ADV
ajst-3971	114	17	decreases	decrease	VERB
ajst-3971	114	18	and	and	CCONJ
ajst-3971	114	19	then	then	ADV
ajst-3971	114	20	becomes	become	VERB
ajst-3971	114	21	stable	stable	ADJ
ajst-3971	114	22	;	;	PUNCT
ajst-3971	114	23	in	in	ADP
ajst-3971	114	24	the	the	DET
ajst-3971	114	25	first	first	ADJ
ajst-3971	114	26	15	15	NUM
ajst-3971	114	27	epochs	epoch	NOUN
ajst-3971	114	28	,	,	PUNCT
ajst-3971	114	29	the	the	DET
ajst-3971	114	30	loss	loss	NOUN
ajst-3971	114	31	value	value	NOUN
ajst-3971	114	32	decreases	decrease	VERB
ajst-3971	114	33	rapidly	rapidly	ADV
ajst-3971	114	34	;	;	PUNCT
ajst-3971	114	35	between	between	ADP
ajst-3971	114	36	the	the	DET
ajst-3971	114	37	15th	15th	ADJ
ajst-3971	114	38	epoch	epoch	NOUN
ajst-3971	114	39	and	and	CCONJ
ajst-3971	114	40	the	the	DET
ajst-3971	114	41	50th	50th	ADJ
ajst-3971	114	42	epoch	epoch	NOUN
ajst-3971	114	43	,	,	PUNCT
ajst-3971	114	44	the	the	DET
ajst-3971	114	45	loss	loss	NOUN
ajst-3971	114	46	value	value	NOUN
ajst-3971	114	47	decreases	decrease	VERB
ajst-3971	114	48	steadily	steadily	ADV
ajst-3971	114	49	;	;	PUNCT
ajst-3971	114	50	after	after	ADP
ajst-3971	114	51	the	the	DET
ajst-3971	114	52	50th	50th	ADJ
ajst-3971	114	53	epoch	epoch	NOUN
ajst-3971	114	54	,	,	PUNCT
ajst-3971	114	55	the	the	DET
ajst-3971	114	56	loss	loss	NOUN
ajst-3971	114	57	value	value	NOUN
ajst-3971	114	58	decreases	decrease	VERB
ajst-3971	114	59	slowly	slowly	ADV
ajst-3971	114	60	,	,	PUNCT
ajst-3971	114	61	and	and	CCONJ
ajst-3971	114	62	the	the	DET
ajst-3971	114	63	performance	performance	NOUN
ajst-3971	114	64	of	of	ADP
ajst-3971	114	65	the	the	DET
ajst-3971	114	66	lprnet	lprnet	NOUN
ajst-3971	114	67	model	model	NOUN
ajst-3971	114	68	gradually	gradually	ADV
ajst-3971	114	69	tends	tend	VERB
ajst-3971	114	70	to	to	ADP
ajst-3971	114	71	a	a	DET
ajst-3971	114	72	stable	stable	ADJ
ajst-3971	114	73	state	state	NOUN
ajst-3971	114	74	,	,	PUNCT
ajst-3971	114	75	and	and	CCONJ
ajst-3971	114	76	the	the	DET
ajst-3971	114	77	final	final	ADJ
ajst-3971	114	78	loss	loss	NOUN
ajst-3971	114	79	value	value	NOUN
ajst-3971	114	80	stabilizes	stabilize	VERB
ajst-3971	114	81	around	around	ADP
ajst-3971	114	82	0.023	0.023	NUM
ajst-3971	114	83	.	.	PUNCT
ajst-3971	115	1	figure	figure	NOUN
ajst-3971	115	2	10	10	NUM
ajst-3971	115	3	.	.	PUNCT
ajst-3971	116	1	loss	loss	NOUN
ajst-3971	116	2	curve	curve	NOUN
ajst-3971	116	3	3	3	NUM
ajst-3971	116	4	.	.	PUNCT
ajst-3971	116	5	experiments	experiment	NOUN
ajst-3971	116	6	3.1	3.1	NUM
ajst-3971	116	7	.	.	PUNCT
ajst-3971	117	1	license	license	NOUN
ajst-3971	117	2	plate	plate	NOUN
ajst-3971	117	3	recognition	recognition	NOUN
ajst-3971	117	4	process	process	NOUN
ajst-3971	117	5	the	the	DET
ajst-3971	117	6	trained	train	VERB
ajst-3971	117	7	license	license	NOUN
ajst-3971	117	8	plate	plate	NOUN
ajst-3971	117	9	detection	detection	NOUN
ajst-3971	117	10	network	network	NOUN
ajst-3971	117	11	yolov7	yolov7	NOUN
ajst-3971	117	12	was	be	AUX
ajst-3971	117	13	connected	connect	VERB
ajst-3971	117	14	with	with	ADP
ajst-3971	117	15	the	the	DET
ajst-3971	117	16	stn	stn	PROPN
ajst-3971	117	17	and	and	CCONJ
ajst-3971	117	18	license	license	NOUN
ajst-3971	117	19	plate	plate	NOUN
ajst-3971	117	20	recognition	recognition	NOUN
ajst-3971	117	21	network	network	NOUN
ajst-3971	117	22	lprnet	lprnet	PROPN
ajst-3971	117	23	.	.	PUNCT
ajst-3971	118	1	the	the	DET
ajst-3971	118	2	image	image	NOUN
ajst-3971	118	3	was	be	AUX
ajst-3971	118	4	input	input	NOUN
ajst-3971	118	5	and	and	CCONJ
ajst-3971	118	6	the	the	DET
ajst-3971	118	7	detection	detection	NOUN
ajst-3971	118	8	frame	frame	NOUN
ajst-3971	118	9	was	be	AUX
ajst-3971	118	10	extracted	extract	VERB
ajst-3971	118	11	through	through	ADP
ajst-3971	118	12	the	the	DET
ajst-3971	118	13	detection	detection	NOUN
ajst-3971	118	14	network	network	NOUN
ajst-3971	118	15	.	.	PUNCT
ajst-3971	119	1	the	the	DET
ajst-3971	119	2	output	output	NOUN
ajst-3971	119	3	candidate	candidate	NOUN
ajst-3971	119	4	frame	frame	NOUN
ajst-3971	119	5	was	be	AUX
ajst-3971	119	6	used	use	VERB
ajst-3971	119	7	as	as	ADP
ajst-3971	119	8	the	the	DET
ajst-3971	119	9	input	input	NOUN
ajst-3971	119	10	of	of	ADP
ajst-3971	119	11	the	the	DET
ajst-3971	119	12	stn	stn	PROPN
ajst-3971	119	13	.	.	PUNCT
ajst-3971	120	1	the	the	DET
ajst-3971	120	2	license	license	NOUN
ajst-3971	120	3	plate	plate	NOUN
ajst-3971	120	4	is	be	AUX
ajst-3971	120	5	corrected	correct	VERB
ajst-3971	120	6	by	by	ADP
ajst-3971	120	7	stn	stn	PROPN
ajst-3971	120	8	,	,	PUNCT
ajst-3971	120	9	and	and	CCONJ
ajst-3971	120	10	then	then	ADV
ajst-3971	120	11	the	the	DET
ajst-3971	120	12	license	license	NOUN
ajst-3971	120	13	plate	plate	NOUN
ajst-3971	120	14	is	be	AUX
ajst-3971	120	15	input	input	NOUN
ajst-3971	120	16	into	into	ADP
ajst-3971	120	17	lprnet	lprnet	PROPN
ajst-3971	120	18	.	.	PUNCT
ajst-3971	121	1	lprnet	lprnet	PROPN
ajst-3971	121	2	first	first	ADJ
ajst-3971	121	3	extracts	extract	NOUN
ajst-3971	121	4	character	character	NOUN
ajst-3971	121	5	information	information	NOUN
ajst-3971	121	6	from	from	ADP
ajst-3971	121	7	the	the	DET
ajst-3971	121	8	detected	detect	VERB
ajst-3971	121	9	license	license	NOUN
ajst-3971	121	10	plate	plate	NOUN
ajst-3971	121	11	candidate	candidate	NOUN
ajst-3971	121	12	box	box	NOUN
ajst-3971	121	13	using	use	VERB
ajst-3971	121	14	the	the	DET
ajst-3971	121	15	backbone	backbone	NOUN
ajst-3971	121	16	network	network	NOUN
ajst-3971	121	17	,	,	PUNCT
ajst-3971	121	18	and	and	CCONJ
ajst-3971	121	19	then	then	ADV
ajst-3971	121	20	outputs	output	VERB
ajst-3971	121	21	the	the	DET
ajst-3971	121	22	final	final	ADJ
ajst-3971	121	23	license	license	NOUN
ajst-3971	121	24	plate	plate	NOUN
ajst-3971	121	25	number	number	NOUN
ajst-3971	121	26	using	use	VERB
ajst-3971	121	27	ctc	ctc	NOUN
ajst-3971	121	28	,	,	PUNCT
ajst-3971	121	29	greedy	greedy	ADJ
ajst-3971	121	30	search	search	NOUN
ajst-3971	121	31	and	and	CCONJ
ajst-3971	121	32	beam	beam	NOUN
ajst-3971	121	33	search	search	NOUN
ajst-3971	121	34	.	.	PUNCT
ajst-3971	122	1	the	the	DET
ajst-3971	122	2	overall	overall	ADJ
ajst-3971	122	3	process	process	NOUN
ajst-3971	122	4	and	and	CCONJ
ajst-3971	122	5	outputs	output	NOUN
ajst-3971	122	6	of	of	ADP
ajst-3971	122	7	license	license	NOUN
ajst-3971	122	8	plate	plate	NOUN
ajst-3971	122	9	recognition	recognition	NOUN
ajst-3971	122	10	is	be	AUX
ajst-3971	122	11	shown	show	VERB
ajst-3971	122	12	in	in	ADP
ajst-3971	122	13	figure	figure	NOUN
ajst-3971	122	14	11	11	NUM
ajst-3971	122	15	.	.	PUNCT
ajst-3971	123	1	yolov7	yolov7	PROPN
ajst-3971	123	2	lprnetstn	lprnetstn	ADJ
ajst-3971	123	3	input	input	NOUN
ajst-3971	123	4	image	image	NOUN
ajst-3971	123	5	output	output	NOUN
ajst-3971	123	6	text	text	NOUN
ajst-3971	123	7	{	{	PUNCT
ajst-3971	123	8	sichuan}a127dw	sichuan}a127dw	NOUN
ajst-3971	123	9	output	output	NOUN
ajst-3971	123	10	image	image	NOUN
ajst-3971	123	11	figure	figure	NOUN
ajst-3971	123	12	11	11	NUM
ajst-3971	123	13	.	.	PUNCT
ajst-3971	124	1	license	license	NOUN
ajst-3971	124	2	plate	plate	NOUN
ajst-3971	124	3	recognition	recognition	NOUN
ajst-3971	124	4	process	process	NOUN
ajst-3971	124	5	3.2	3.2	NUM
ajst-3971	124	6	.	.	PUNCT
ajst-3971	125	1	graphical	graphical	ADJ
ajst-3971	125	2	user	user	NOUN
ajst-3971	125	3	interfaces	interface	NOUN
ajst-3971	125	4	qt	qt	NOUN
ajst-3971	125	5	is	be	AUX
ajst-3971	125	6	a	a	DET
ajst-3971	125	7	c++	c++	NOUN
ajst-3971	125	8	visual	visual	ADJ
ajst-3971	125	9	development	development	NOUN
ajst-3971	125	10	platform	platform	NOUN
ajst-3971	125	11	,	,	PUNCT
ajst-3971	125	12	a	a	DET
ajst-3971	125	13	cross	cross	ADJ
ajst-3971	125	14	-	-	ADJ
ajst-3971	125	15	platform	platform	ADJ
ajst-3971	125	16	c++	c++	NOUN
ajst-3971	125	17	graphical	graphical	ADJ
ajst-3971	125	18	user	user	NOUN
ajst-3971	125	19	interface	interface	NOUN
ajst-3971	125	20	application	application	NOUN
ajst-3971	125	21	framework	framework	NOUN
ajst-3971	125	22	(	(	PUNCT
ajst-3971	125	23	c++	c++	NOUN
ajst-3971	125	24	gui	gui	PROPN
ajst-3971	125	25	)	)	PUNCT
ajst-3971	125	26	,	,	PUNCT
ajst-3971	125	27	capable	capable	ADJ
ajst-3971	125	28	of	of	ADP
ajst-3971	125	29	providing	provide	VERB
ajst-3971	125	30	application	application	NOUN
ajst-3971	125	31	developers	developer	NOUN
ajst-3971	125	32	with	with	ADP
ajst-3971	125	33	the	the	DET
ajst-3971	125	34	necessary	necessary	ADJ
ajst-3971	125	35	functions	function	NOUN
ajst-3971	125	36	to	to	PART
ajst-3971	125	37	build	build	VERB
ajst-3971	125	38	graphical	graphical	ADJ
ajst-3971	125	39	user	user	NOUN
ajst-3971	125	40	interfaces	interface	NOUN
ajst-3971	125	41	[	[	X
ajst-3971	125	42	13	13	NUM
ajst-3971	125	43	]	]	PUNCT
ajst-3971	125	44	.	.	PUNCT
ajst-3971	126	1	pyqt	pyqt	PROPN
ajst-3971	126	2	is	be	AUX
ajst-3971	126	3	a	a	DET
ajst-3971	126	4	toolkit	toolkit	NOUN
ajst-3971	126	5	for	for	ADP
ajst-3971	126	6	creating	create	VERB
ajst-3971	126	7	python	python	NOUN
ajst-3971	126	8	gui	gui	NOUN
ajst-3971	126	9	applications	application	NOUN
ajst-3971	126	10	.	.	PUNCT
ajst-3971	127	1	it	it	PRON
ajst-3971	127	2	is	be	AUX
ajst-3971	127	3	a	a	DET
ajst-3971	127	4	product	product	NOUN
ajst-3971	127	5	of	of	ADP
ajst-3971	127	6	the	the	DET
ajst-3971	127	7	combination	combination	NOUN
ajst-3971	127	8	of	of	ADP
ajst-3971	127	9	qt	qt	NOUN
ajst-3971	127	10	and	and	CCONJ
ajst-3971	127	11	python	python	NOUN
ajst-3971	128	1	[	[	X
ajst-3971	128	2	14	14	NUM
ajst-3971	128	3	]	]	PUNCT
ajst-3971	128	4	.	.	PUNCT
ajst-3971	129	1	it	it	PRON
ajst-3971	129	2	fully	fully	ADV
ajst-3971	129	3	integrates	integrate	VERB
ajst-3971	129	4	the	the	DET
ajst-3971	129	5	mature	mature	ADJ
ajst-3971	129	6	qt	qt	PROPN
ajst-3971	129	7	user	user	NOUN
ajst-3971	129	8	interface	interface	NOUN
ajst-3971	129	9	library	library	NOUN
ajst-3971	129	10	and	and	CCONJ
ajst-3971	129	11	the	the	DET
ajst-3971	129	12	excellent	excellent	ADJ
ajst-3971	129	13	features	feature	NOUN
ajst-3971	129	14	of	of	ADP
ajst-3971	129	15	rapid	rapid	ADJ
ajst-3971	129	16	development	development	NOUN
ajst-3971	129	17	of	of	ADP
ajst-3971	129	18	python	python	PROPN
ajst-3971	129	19	language	language	NOUN
ajst-3971	129	20	,	,	PUNCT
ajst-3971	129	21	and	and	CCONJ
ajst-3971	129	22	is	be	AUX
ajst-3971	129	23	an	an	DET
ajst-3971	129	24	ideal	ideal	ADJ
ajst-3971	129	25	tool	tool	NOUN
ajst-3971	129	26	for	for	ADP
ajst-3971	129	27	realizing	realize	VERB
ajst-3971	129	28	visual	visual	ADJ
ajst-3971	129	29	interfaces	interface	NOUN
ajst-3971	129	30	.	.	PUNCT
ajst-3971	130	1	the	the	DET
ajst-3971	130	2	interface	interface	NOUN
ajst-3971	130	3	design	design	NOUN
ajst-3971	130	4	of	of	ADP
ajst-3971	130	5	this	this	DET
ajst-3971	130	6	paper	paper	NOUN
ajst-3971	130	7	is	be	AUX
ajst-3971	130	8	based	base	VERB
ajst-3971	130	9	on	on	ADP
ajst-3971	130	10	pyqt5	pyqt5	NOUN
ajst-3971	130	11	implementation	implementation	NOUN
ajst-3971	130	12	.	.	PUNCT
ajst-3971	131	1	figure	figure	NOUN
ajst-3971	131	2	12	12	NUM
ajst-3971	131	3	shows	show	VERB
ajst-3971	131	4	the	the	DET
ajst-3971	131	5	interface	interface	NOUN
ajst-3971	131	6	of	of	ADP
ajst-3971	131	7	the	the	DET
ajst-3971	131	8	visualization	visualization	NOUN
ajst-3971	131	9	program	program	NOUN
ajst-3971	131	10	as	as	ADP
ajst-3971	131	11	lprs	lprs	NOUN
ajst-3971	131	12	(	(	PUNCT
ajst-3971	131	13	license	license	NOUN
ajst-3971	131	14	plate	plate	NOUN
ajst-3971	131	15	recognition	recognition	NOUN
ajst-3971	131	16	system	system	NOUN
ajst-3971	131	17	)	)	PUNCT
ajst-3971	131	18	.	.	PUNCT
ajst-3971	132	1	click	click	VERB
ajst-3971	132	2	the	the	DET
ajst-3971	132	3	"	"	PUNCT
ajst-3971	132	4	select	select	ADJ
ajst-3971	132	5	"	"	PUNCT
ajst-3971	132	6	button	button	NOUN
ajst-3971	132	7	,	,	PUNCT
ajst-3971	132	8	pop	pop	VERB
ajst-3971	132	9	up	up	ADP
ajst-3971	132	10	the	the	DET
ajst-3971	132	11	system	system	NOUN
ajst-3971	132	12	file	file	NOUN
ajst-3971	132	13	selection	selection	NOUN
ajst-3971	132	14	box	box	NOUN
ajst-3971	132	15	,	,	PUNCT
ajst-3971	132	16	and	and	CCONJ
ajst-3971	132	17	select	select	VERB
ajst-3971	132	18	the	the	DET
ajst-3971	132	19	directory	directory	NOUN
ajst-3971	132	20	where	where	SCONJ
ajst-3971	132	21	the	the	DET
ajst-3971	132	22	license	license	NOUN
ajst-3971	132	23	plate	plate	NOUN
ajst-3971	132	24	picture	picture	NOUN
ajst-3971	132	25	is	be	AUX
ajst-3971	132	26	located	locate	VERB
ajst-3971	132	27	for	for	ADP
ajst-3971	132	28	detection	detection	NOUN
ajst-3971	132	29	.	.	PUNCT
ajst-3971	133	1	after	after	ADP
ajst-3971	133	2	selection	selection	NOUN
ajst-3971	133	3	,	,	PUNCT
ajst-3971	133	4	the	the	DET
ajst-3971	133	5	system	system	NOUN
ajst-3971	133	6	loads	load	VERB
ajst-3971	133	7	the	the	DET
ajst-3971	133	8	first	first	ADJ
ajst-3971	133	9	picture	picture	NOUN
ajst-3971	133	10	of	of	ADP
ajst-3971	133	11	the	the	DET
ajst-3971	133	12	directory	directory	NOUN
ajst-3971	133	13	by	by	ADP
ajst-3971	133	14	default	default	NOUN
ajst-3971	133	15	,	,	PUNCT
ajst-3971	133	16	and	and	CCONJ
ajst-3971	133	17	the	the	DET
ajst-3971	133	18	premarked	premarke	VERB
ajst-3971	133	19	"	"	PUNCT
ajst-3971	133	20	label	label	NOUN
ajst-3971	133	21	"	"	PUNCT
ajst-3971	133	22	is	be	AUX
ajst-3971	133	23	displayed	display	VERB
ajst-3971	133	24	at	at	ADP
ajst-3971	133	25	the	the	DET
ajst-3971	133	26	bottom	bottom	ADJ
ajst-3971	133	27	left	left	NOUN
ajst-3971	133	28	of	of	ADP
ajst-3971	133	29	the	the	DET
ajst-3971	133	30	interface	interface	NOUN
ajst-3971	133	31	.	.	PUNCT
ajst-3971	134	1	click	click	VERB
ajst-3971	134	2	"	"	PUNCT
ajst-3971	134	3	prev	prev	X
ajst-3971	134	4	"	"	PUNCT
ajst-3971	134	5	or	or	CCONJ
ajst-3971	134	6	"	"	PUNCT
ajst-3971	134	7	next	next	ADJ
ajst-3971	134	8	"	"	PUNCT
ajst-3971	134	9	button	button	NOUN
ajst-3971	134	10	to	to	PART
ajst-3971	134	11	switch	switch	VERB
ajst-3971	134	12	different	different	ADJ
ajst-3971	134	13	license	license	NOUN
ajst-3971	134	14	plate	plate	NOUN
ajst-3971	134	15	pictures	picture	NOUN
ajst-3971	134	16	in	in	ADP
ajst-3971	134	17	this	this	DET
ajst-3971	134	18	directory	directory	NOUN
ajst-3971	134	19	,	,	PUNCT
ajst-3971	134	20	and	and	CCONJ
ajst-3971	134	21	then	then	ADV
ajst-3971	134	22	click	click	VERB
ajst-3971	134	23	"	"	PUNCT
ajst-3971	134	24	start	start	VERB
ajst-3971	134	25	"	"	PUNCT
ajst-3971	134	26	button	button	NOUN
ajst-3971	134	27	,	,	PUNCT
ajst-3971	134	28	the	the	DET
ajst-3971	134	29	system	system	NOUN
ajst-3971	134	30	will	will	AUX
ajst-3971	134	31	detect	detect	VERB
ajst-3971	134	32	the	the	DET
ajst-3971	134	33	license	license	NOUN
ajst-3971	134	34	plate	plate	NOUN
ajst-3971	134	35	objects	object	NOUN
ajst-3971	134	36	in	in	ADP
ajst-3971	134	37	the	the	DET
ajst-3971	134	38	current	current	ADJ
ajst-3971	134	39	picture	picture	NOUN
ajst-3971	134	40	and	and	CCONJ
ajst-3971	134	41	identify	identify	VERB
ajst-3971	134	42	the	the	DET
ajst-3971	134	43	license	license	NOUN
ajst-3971	134	44	plate	plate	NOUN
ajst-3971	134	45	number	number	NOUN
ajst-3971	134	46	.	.	PUNCT
ajst-3971	135	1	after	after	SCONJ
ajst-3971	135	2	the	the	DET
ajst-3971	135	3	recognition	recognition	NOUN
ajst-3971	135	4	is	be	AUX
ajst-3971	135	5	completed	complete	VERB
ajst-3971	135	6	,	,	PUNCT
ajst-3971	135	7	the	the	DET
ajst-3971	135	8	license	license	NOUN
ajst-3971	135	9	plate	plate	NOUN
ajst-3971	135	10	number	number	NOUN
ajst-3971	135	11	will	will	AUX
ajst-3971	135	12	be	be	AUX
ajst-3971	135	13	printed	print	VERB
ajst-3971	135	14	above	above	ADP
ajst-3971	135	15	the	the	DET
ajst-3971	135	16	license	license	NOUN
ajst-3971	135	17	plate	plate	NOUN
ajst-3971	135	18	and	and	CCONJ
ajst-3971	135	19	displayed	display	VERB
ajst-3971	135	20	in	in	ADP
ajst-3971	135	21	"	"	PUNCT
ajst-3971	135	22	result	result	NOUN
ajst-3971	135	23	"	"	PUNCT
ajst-3971	135	24	.	.	PUNCT
ajst-3971	136	1	67	67	NUM
ajst-3971	136	2	figure	figure	NOUN
ajst-3971	136	3	12	12	NUM
ajst-3971	136	4	.	.	PUNCT
ajst-3971	136	5	graphical	graphical	ADJ
ajst-3971	136	6	user	user	NOUN
ajst-3971	136	7	interfaces	interface	VERB
ajst-3971	136	8	3.3	3.3	NUM
ajst-3971	136	9	.	.	PUNCT
ajst-3971	137	1	experiment	experiment	NOUN
ajst-3971	137	2	and	and	CCONJ
ajst-3971	137	3	analysis	analysis	NOUN
ajst-3971	137	4	license	license	NOUN
ajst-3971	137	5	plate	plate	NOUN
ajst-3971	137	6	location	location	NOUN
ajst-3971	137	7	detection	detection	NOUN
ajst-3971	137	8	belongs	belong	VERB
ajst-3971	137	9	to	to	PART
ajst-3971	137	10	object	object	VERB
ajst-3971	137	11	detection	detection	NOUN
ajst-3971	137	12	.	.	PUNCT
ajst-3971	138	1	for	for	ADP
ajst-3971	138	2	object	object	NOUN
ajst-3971	138	3	detection	detection	NOUN
ajst-3971	138	4	models	model	NOUN
ajst-3971	138	5	,	,	PUNCT
ajst-3971	138	6	the	the	DET
ajst-3971	138	7	evaluation	evaluation	NOUN
ajst-3971	138	8	indexes	index	NOUN
ajst-3971	138	9	are	be	AUX
ajst-3971	138	10	recall	recall	NOUN
ajst-3971	138	11	and	and	CCONJ
ajst-3971	138	12	precision	precision	NOUN
ajst-3971	138	13	,	,	PUNCT
ajst-3971	138	14	and	and	CCONJ
ajst-3971	138	15	for	for	ADP
ajst-3971	138	16	license	license	NOUN
ajst-3971	138	17	plate	plate	NOUN
ajst-3971	138	18	recognition	recognition	NOUN
ajst-3971	138	19	,	,	PUNCT
ajst-3971	138	20	they	they	PRON
ajst-3971	138	21	are	be	AUX
ajst-3971	138	22	the	the	DET
ajst-3971	138	23	accuracy	accuracy	NOUN
ajst-3971	138	24	of	of	ADP
ajst-3971	138	25	recognition	recognition	NOUN
ajst-3971	138	26	and	and	CCONJ
ajst-3971	138	27	the	the	DET
ajst-3971	138	28	overall	overall	ADJ
ajst-3971	138	29	speed	speed	NOUN
ajst-3971	138	30	of	of	ADP
ajst-3971	138	31	license	license	NOUN
ajst-3971	138	32	plate	plate	NOUN
ajst-3971	138	33	recognition	recognition	NOUN
ajst-3971	138	34	algorithm	algorithm	NOUN
ajst-3971	139	1	[	[	X
ajst-3971	139	2	12	12	NUM
ajst-3971	139	3	]	]	PUNCT
ajst-3971	139	4	.	.	PUNCT
ajst-3971	140	1	in	in	ADP
ajst-3971	140	2	the	the	DET
ajst-3971	140	3	test	test	NOUN
ajst-3971	140	4	process	process	NOUN
ajst-3971	140	5	,	,	PUNCT
ajst-3971	140	6	the	the	DET
ajst-3971	140	7	license	license	NOUN
ajst-3971	140	8	plate	plate	NOUN
ajst-3971	140	9	location	location	NOUN
ajst-3971	140	10	detection	detection	NOUN
ajst-3971	140	11	results	result	NOUN
ajst-3971	140	12	and	and	CCONJ
ajst-3971	140	13	analysis	analysis	NOUN
ajst-3971	140	14	,	,	PUNCT
ajst-3971	140	15	license	license	NOUN
ajst-3971	140	16	plate	plate	NOUN
ajst-3971	140	17	character	character	NOUN
ajst-3971	140	18	recognition	recognition	NOUN
ajst-3971	140	19	results	result	NOUN
ajst-3971	140	20	and	and	CCONJ
ajst-3971	140	21	analysis	analysis	NOUN
ajst-3971	140	22	.	.	PUNCT
ajst-3971	141	1	all	all	DET
ajst-3971	141	2	neural	neural	ADJ
ajst-3971	141	3	network	network	NOUN
ajst-3971	141	4	training	training	NOUN
ajst-3971	141	5	in	in	ADP
ajst-3971	141	6	this	this	DET
ajst-3971	141	7	paper	paper	NOUN
ajst-3971	141	8	is	be	AUX
ajst-3971	141	9	carried	carry	VERB
ajst-3971	141	10	out	out	ADP
ajst-3971	141	11	based	base	VERB
ajst-3971	141	12	on	on	ADP
ajst-3971	141	13	the	the	DET
ajst-3971	141	14	laboratory	laboratory	NOUN
ajst-3971	141	15	server	server	NOUN
ajst-3971	141	16	,	,	PUNCT
ajst-3971	141	17	and	and	CCONJ
ajst-3971	141	18	the	the	DET
ajst-3971	141	19	server	server	NOUN
ajst-3971	141	20	hardware	hardware	NOUN
ajst-3971	141	21	and	and	CCONJ
ajst-3971	141	22	software	software	NOUN
ajst-3971	141	23	environment	environment	NOUN
ajst-3971	141	24	is	be	AUX
ajst-3971	141	25	shown	show	VERB
ajst-3971	141	26	in	in	ADP
ajst-3971	141	27	table	table	NOUN
ajst-3971	142	1	1	1	NUM
ajst-3971	142	2	.	.	PUNCT
ajst-3971	142	3	table	table	NOUN
ajst-3971	142	4	1	1	NUM
ajst-3971	142	5	.	.	PUNCT
ajst-3971	142	6	lprs	lprs	ADJ
ajst-3971	142	7	experimental	experimental	ADJ
ajst-3971	142	8	environment	environment	NOUN
ajst-3971	142	9	item	item	NOUN
ajst-3971	142	10	parameter	parameter	PROPN
ajst-3971	142	11	os	os	PROPN
ajst-3971	142	12	windows	windows	PROPN
ajst-3971	142	13	10	10	NUM
ajst-3971	142	14	professional	professional	ADJ
ajst-3971	142	15	gpu	gpu	PROPN
ajst-3971	142	16	nvidia	nvidia	PROPN
ajst-3971	142	17	ge	ge	PROPN
ajst-3971	142	18	force	force	PROPN
ajst-3971	142	19	gtx	gtx	PROPN
ajst-3971	142	20	3070	3070	NUM
ajst-3971	142	21	cpu	cpu	NOUN
ajst-3971	142	22	intel(r	intel(r	NOUN
ajst-3971	142	23	)	)	PUNCT
ajst-3971	142	24	xeon(r	xeon(r	PROPN
ajst-3971	142	25	)	)	PUNCT
ajst-3971	142	26	cpu	cpu	NOUN
ajst-3971	142	27	e5	e5	PROPN
ajst-3971	142	28	-	-	PUNCT
ajst-3971	142	29	2650	2650	NUM
ajst-3971	142	30	v3	v3	PROPN
ajst-3971	142	31	@	@	ADP
ajst-3971	142	32	2.30ghz	2.30ghz	NUM
ajst-3971	142	33	ram	ram	VERB
ajst-3971	142	34	16	16	NUM
ajst-3971	142	35	gb	gb	NOUN
ajst-3971	142	36	programming	programming	NOUN
ajst-3971	142	37	language	language	NOUN
ajst-3971	142	38	python	python	NOUN
ajst-3971	142	39	3.9	3.9	NUM
ajst-3971	142	40	machine	machine	NOUN
ajst-3971	142	41	learning	learn	VERB
ajst-3971	142	42	version	version	NOUN
ajst-3971	142	43	pytorch	pytorch	NOUN
ajst-3971	142	44	1.13.0	1.13.0	NUM
ajst-3971	143	1	+	+	CCONJ
ajst-3971	143	2	cuda11.7	cuda11.7	PROPN
ajst-3971	143	3	3.3.1	3.3.1	NUM
ajst-3971	143	4	.	.	PUNCT
ajst-3971	143	5	license	license	NOUN
ajst-3971	143	6	plate	plate	NOUN
ajst-3971	143	7	location	location	NOUN
ajst-3971	143	8	detection	detection	NOUN
ajst-3971	143	9	in	in	ADP
ajst-3971	143	10	the	the	DET
ajst-3971	143	11	license	license	NOUN
ajst-3971	143	12	plate	plate	NOUN
ajst-3971	143	13	location	location	NOUN
ajst-3971	143	14	detection	detection	NOUN
ajst-3971	143	15	experiment	experiment	NOUN
ajst-3971	143	16	,	,	PUNCT
ajst-3971	143	17	the	the	DET
ajst-3971	143	18	detection	detection	NOUN
ajst-3971	143	19	parameters	parameter	NOUN
ajst-3971	143	20	were	be	AUX
ajst-3971	143	21	set	set	VERB
ajst-3971	143	22	as	as	ADP
ajst-3971	143	23	img_size=640	img_size=640	ADJ
ajst-3971	143	24	,	,	PUNCT
ajst-3971	143	25	conf_threshold=0.25	conf_threshold=0.25	PROPN
ajst-3971	143	26	and	and	CCONJ
ajst-3971	143	27	iou_threshold=0.45	iou_threshold=0.45	PROPN
ajst-3971	143	28	.	.	PUNCT
ajst-3971	144	1	according	accord	VERB
ajst-3971	144	2	to	to	ADP
ajst-3971	144	3	the	the	DET
ajst-3971	144	4	experimental	experimental	ADJ
ajst-3971	144	5	results	result	NOUN
ajst-3971	144	6	of	of	ADP
ajst-3971	144	7	the	the	DET
ajst-3971	144	8	actual	actual	ADJ
ajst-3971	144	9	scene	scene	NOUN
ajst-3971	144	10	,	,	PUNCT
ajst-3971	144	11	the	the	DET
ajst-3971	144	12	recall	recall	NOUN
ajst-3971	144	13	and	and	CCONJ
ajst-3971	144	14	precision	precision	NOUN
ajst-3971	144	15	of	of	ADP
ajst-3971	144	16	the	the	DET
ajst-3971	144	17	license	license	NOUN
ajst-3971	144	18	plate	plate	NOUN
ajst-3971	144	19	image	image	NOUN
ajst-3971	144	20	are	be	AUX
ajst-3971	144	21	as	as	ADV
ajst-3971	144	22	high	high	ADJ
ajst-3971	144	23	as	as	ADP
ajst-3971	144	24	98.33	98.33	NUM
ajst-3971	144	25	%	%	NOUN
ajst-3971	144	26	and	and	CCONJ
ajst-3971	144	27	99.55	99.55	NUM
ajst-3971	144	28	%	%	NOUN
ajst-3971	144	29	,	,	PUNCT
ajst-3971	144	30	respectively	respectively	ADV
ajst-3971	144	31	.	.	PUNCT
ajst-3971	145	1	the	the	DET
ajst-3971	145	2	experimental	experimental	ADJ
ajst-3971	145	3	results	result	NOUN
ajst-3971	145	4	show	show	VERB
ajst-3971	145	5	that	that	SCONJ
ajst-3971	145	6	the	the	DET
ajst-3971	145	7	license	license	NOUN
ajst-3971	145	8	plate	plate	NOUN
ajst-3971	145	9	detection	detection	NOUN
ajst-3971	145	10	subsystem	subsystem	NOUN
ajst-3971	145	11	can	can	AUX
ajst-3971	145	12	accurately	accurately	ADV
ajst-3971	145	13	identify	identify	VERB
ajst-3971	145	14	the	the	DET
ajst-3971	145	15	license	license	NOUN
ajst-3971	145	16	plate	plate	NOUN
ajst-3971	145	17	image	image	NOUN
ajst-3971	145	18	in	in	ADP
ajst-3971	145	19	the	the	DET
ajst-3971	145	20	position	position	NOUN
ajst-3971	145	21	of	of	ADP
ajst-3971	145	22	sufficient	sufficient	ADJ
ajst-3971	145	23	illumination	illumination	NOUN
ajst-3971	145	24	,	,	PUNCT
ajst-3971	145	25	and	and	CCONJ
ajst-3971	145	26	shoot	shoot	VERB
ajst-3971	145	27	the	the	DET
ajst-3971	145	28	moderate	moderate	ADJ
ajst-3971	145	29	distance	distance	NOUN
ajst-3971	145	30	,	,	PUNCT
ajst-3971	145	31	relatively	relatively	ADV
ajst-3971	145	32	clear	clear	ADJ
ajst-3971	145	33	license	license	NOUN
ajst-3971	145	34	plate	plate	NOUN
ajst-3971	145	35	image	image	NOUN
ajst-3971	145	36	.	.	PUNCT
ajst-3971	146	1	it	it	PRON
ajst-3971	146	2	shows	show	VERB
ajst-3971	146	3	that	that	SCONJ
ajst-3971	146	4	the	the	DET
ajst-3971	146	5	system	system	NOUN
ajst-3971	146	6	has	have	VERB
ajst-3971	146	7	high	high	ADJ
ajst-3971	146	8	accuracy	accuracy	NOUN
ajst-3971	146	9	in	in	ADP
ajst-3971	146	10	complex	complex	ADJ
ajst-3971	146	11	environment	environment	NOUN
ajst-3971	146	12	and	and	CCONJ
ajst-3971	146	13	meets	meet	VERB
ajst-3971	146	14	the	the	DET
ajst-3971	146	15	requirement	requirement	NOUN
ajst-3971	146	16	of	of	ADP
ajst-3971	146	17	high	high	ADJ
ajst-3971	146	18	accuracy	accuracy	NOUN
ajst-3971	146	19	.	.	PUNCT
ajst-3971	147	1	the	the	DET
ajst-3971	147	2	detection	detection	NOUN
ajst-3971	147	3	result	result	NOUN
ajst-3971	147	4	is	be	AUX
ajst-3971	147	5	superior	superior	ADJ
ajst-3971	147	6	to	to	ADP
ajst-3971	147	7	the	the	DET
ajst-3971	147	8	traditional	traditional	ADJ
ajst-3971	147	9	algorithm	algorithm	NOUN
ajst-3971	147	10	detection	detection	NOUN
ajst-3971	147	11	method	method	NOUN
ajst-3971	147	12	.	.	PUNCT
ajst-3971	148	1	in	in	ADP
ajst-3971	148	2	this	this	DET
ajst-3971	148	3	paper	paper	NOUN
ajst-3971	148	4	,	,	PUNCT
ajst-3971	148	5	the	the	DET
ajst-3971	148	6	the	the	DET
ajst-3971	148	7	license	license	NOUN
ajst-3971	148	8	plate	plate	NOUN
ajst-3971	148	9	detection	detection	NOUN
ajst-3971	148	10	subsystem	subsystem	NOUN
ajst-3971	148	11	can	can	AUX
ajst-3971	148	12	also	also	ADV
ajst-3971	148	13	effectively	effectively	ADV
ajst-3971	148	14	recognize	recognize	VERB
ajst-3971	148	15	license	license	NOUN
ajst-3971	148	16	plate	plate	NOUN
ajst-3971	148	17	images	image	NOUN
ajst-3971	148	18	of	of	ADP
ajst-3971	148	19	longdistance	longdistance	NOUN
ajst-3971	148	20	,	,	PUNCT
ajst-3971	148	21	rain	rain	NOUN
ajst-3971	148	22	,	,	PUNCT
ajst-3971	148	23	snow	snow	NOUN
ajst-3971	148	24	and	and	CCONJ
ajst-3971	148	25	fog	fog	NOUN
ajst-3971	148	26	weather	weather	NOUN
ajst-3971	148	27	groups	group	NOUN
ajst-3971	148	28	,	,	PUNCT
ajst-3971	148	29	with	with	ADP
ajst-3971	148	30	recall	recall	NOUN
ajst-3971	148	31	of	of	ADP
ajst-3971	148	32	95.17	95.17	NUM
ajst-3971	148	33	%	%	NOUN
ajst-3971	148	34	and	and	CCONJ
ajst-3971	148	35	95.13	95.13	NUM
ajst-3971	148	36	%	%	NOUN
ajst-3971	148	37	,	,	PUNCT
ajst-3971	148	38	and	and	CCONJ
ajst-3971	148	39	precision	precision	NOUN
ajst-3971	148	40	of	of	ADP
ajst-3971	148	41	97.77	97.77	NUM
ajst-3971	148	42	%	%	NOUN
ajst-3971	148	43	and	and	CCONJ
ajst-3971	148	44	97.79	97.79	NUM
ajst-3971	148	45	%	%	NOUN
ajst-3971	148	46	,	,	PUNCT
ajst-3971	148	47	respectively	respectively	ADV
ajst-3971	148	48	.	.	PUNCT
ajst-3971	149	1	this	this	PRON
ajst-3971	149	2	indicates	indicate	VERB
ajst-3971	149	3	that	that	SCONJ
ajst-3971	149	4	the	the	DET
ajst-3971	149	5	the	the	DET
ajst-3971	149	6	license	license	NOUN
ajst-3971	149	7	plate	plate	NOUN
ajst-3971	149	8	detection	detection	NOUN
ajst-3971	149	9	subsystem	subsystem	NOUN
ajst-3971	149	10	can	can	AUX
ajst-3971	149	11	also	also	ADV
ajst-3971	149	12	effectively	effectively	ADV
ajst-3971	149	13	extract	extract	VERB
ajst-3971	149	14	the	the	DET
ajst-3971	149	15	features	feature	NOUN
ajst-3971	149	16	of	of	ADP
ajst-3971	149	17	license	license	NOUN
ajst-3971	149	18	plate	plate	NOUN
ajst-3971	149	19	images	image	NOUN
ajst-3971	149	20	in	in	ADP
ajst-3971	149	21	the	the	DET
ajst-3971	149	22	face	face	NOUN
ajst-3971	149	23	of	of	ADP
ajst-3971	149	24	non	non	ADJ
ajst-3971	149	25	-	-	ADJ
ajst-3971	149	26	standardized	standardized	ADJ
ajst-3971	149	27	images	image	NOUN
ajst-3971	149	28	,	,	PUNCT
ajst-3971	149	29	complete	complete	ADJ
ajst-3971	149	30	position	position	NOUN
ajst-3971	149	31	regression	regression	NOUN
ajst-3971	149	32	and	and	CCONJ
ajst-3971	149	33	realize	realize	VERB
ajst-3971	149	34	accurate	accurate	ADJ
ajst-3971	149	35	detection	detection	NOUN
ajst-3971	149	36	.	.	PUNCT
ajst-3971	150	1	3.3.2	3.3.2	X
ajst-3971	150	2	.	.	PUNCT
ajst-3971	150	3	license	license	NOUN
ajst-3971	150	4	plate	plate	NOUN
ajst-3971	150	5	character	character	NOUN
ajst-3971	150	6	recognition	recognition	NOUN
ajst-3971	150	7	in	in	ADP
ajst-3971	150	8	the	the	DET
ajst-3971	150	9	experiment	experiment	NOUN
ajst-3971	150	10	of	of	ADP
ajst-3971	150	11	license	license	NOUN
ajst-3971	150	12	plate	plate	NOUN
ajst-3971	150	13	character	character	NOUN
ajst-3971	150	14	recognition	recognition	NOUN
ajst-3971	150	15	,	,	PUNCT
ajst-3971	150	16	compared	compare	VERB
ajst-3971	150	17	with	with	ADP
ajst-3971	150	18	traditional	traditional	ADJ
ajst-3971	150	19	character	character	NOUN
ajst-3971	150	20	segmentation	segmentation	NOUN
ajst-3971	150	21	methods	method	NOUN
ajst-3971	150	22	and	and	CCONJ
ajst-3971	150	23	other	other	ADJ
ajst-3971	150	24	non	non	ADJ
ajst-3971	150	25	-	-	ADJ
ajst-3971	150	26	end	end	ADJ
ajst-3971	150	27	-	-	PUNCT
ajst-3971	150	28	to	to	ADP
ajst-3971	150	29	-	-	PUNCT
ajst-3971	150	30	end	end	NOUN
ajst-3971	150	31	networks	network	NOUN
ajst-3971	150	32	,	,	PUNCT
ajst-3971	150	33	the	the	DET
ajst-3971	150	34	processing	processing	NOUN
ajst-3971	150	35	speed	speed	NOUN
ajst-3971	150	36	of	of	ADP
ajst-3971	150	37	license	license	NOUN
ajst-3971	150	38	plate	plate	NOUN
ajst-3971	150	39	detection	detection	NOUN
ajst-3971	150	40	and	and	CCONJ
ajst-3971	150	41	recognition	recognition	NOUN
ajst-3971	150	42	algorithm	algorithm	NOUN
ajst-3971	150	43	based	base	VERB
ajst-3971	150	44	on	on	ADP
ajst-3971	150	45	lprnet	lprnet	NOUN
ajst-3971	150	46	has	have	AUX
ajst-3971	150	47	been	be	AUX
ajst-3971	150	48	greatly	greatly	ADV
ajst-3971	150	49	improved	improve	VERB
ajst-3971	150	50	.	.	PUNCT
ajst-3971	151	1	the	the	DET
ajst-3971	151	2	test	test	NOUN
ajst-3971	151	3	results	result	NOUN
ajst-3971	151	4	show	show	VERB
ajst-3971	151	5	that	that	SCONJ
ajst-3971	151	6	the	the	DET
ajst-3971	151	7	lprnet	lprnet	NOUN
ajst-3971	151	8	has	have	AUX
ajst-3971	151	9	achieved	achieve	VERB
ajst-3971	151	10	good	good	ADJ
ajst-3971	151	11	recognition	recognition	NOUN
ajst-3971	151	12	effect	effect	NOUN
ajst-3971	151	13	in	in	ADP
ajst-3971	151	14	various	various	ADJ
ajst-3971	151	15	complex	complex	ADJ
ajst-3971	151	16	environment	environment	NOUN
ajst-3971	151	17	scenes	scene	NOUN
ajst-3971	151	18	.	.	PUNCT
ajst-3971	152	1	the	the	DET
ajst-3971	152	2	recognition	recognition	NOUN
ajst-3971	152	3	accuracy	accuracy	NOUN
ajst-3971	152	4	achieving	achieve	VERB
ajst-3971	152	5	up	up	ADP
ajst-3971	152	6	96.1	96.1	NUM
ajst-3971	152	7	%	%	NOUN
ajst-3971	152	8	,	,	PUNCT
ajst-3971	152	9	which	which	PRON
ajst-3971	152	10	indicates	indicate	VERB
ajst-3971	152	11	that	that	SCONJ
ajst-3971	152	12	the	the	DET
ajst-3971	152	13	character	character	NOUN
ajst-3971	152	14	recognition	recognition	NOUN
ajst-3971	152	15	system	system	NOUN
ajst-3971	152	16	in	in	ADP
ajst-3971	152	17	this	this	DET
ajst-3971	152	18	paper	paper	NOUN
ajst-3971	152	19	can	can	AUX
ajst-3971	152	20	be	be	AUX
ajst-3971	152	21	widely	widely	ADV
ajst-3971	152	22	used	use	VERB
ajst-3971	152	23	in	in	ADP
ajst-3971	152	24	many	many	ADJ
ajst-3971	152	25	scenes	scene	NOUN
ajst-3971	152	26	.	.	PUNCT
ajst-3971	153	1	among	among	ADP
ajst-3971	153	2	them	they	PRON
ajst-3971	153	3	,	,	PUNCT
ajst-3971	153	4	when	when	SCONJ
ajst-3971	153	5	the	the	DET
ajst-3971	153	6	vehicle	vehicle	NOUN
ajst-3971	153	7	photo	photo	NOUN
ajst-3971	153	8	is	be	AUX
ajst-3971	153	9	blurred	blur	VERB
ajst-3971	153	10	and	and	CCONJ
ajst-3971	153	11	the	the	DET
ajst-3971	153	12	vehicle	vehicle	NOUN
ajst-3971	153	13	vision	vision	NOUN
ajst-3971	153	14	leads	lead	VERB
ajst-3971	153	15	to	to	ADP
ajst-3971	153	16	the	the	DET
ajst-3971	153	17	reduction	reduction	NOUN
ajst-3971	153	18	of	of	ADP
ajst-3971	153	19	the	the	DET
ajst-3971	153	20	clarity	clarity	NOUN
ajst-3971	153	21	of	of	ADP
ajst-3971	153	22	the	the	DET
ajst-3971	153	23	license	license	NOUN
ajst-3971	153	24	plate	plate	NOUN
ajst-3971	153	25	,	,	PUNCT
ajst-3971	153	26	the	the	DET
ajst-3971	153	27	recognition	recognition	NOUN
ajst-3971	153	28	accuracy	accuracy	NOUN
ajst-3971	153	29	of	of	ADP
ajst-3971	153	30	lprnet	lprnet	NOUN
ajst-3971	153	31	is	be	AUX
ajst-3971	153	32	affected	affect	VERB
ajst-3971	153	33	the	the	DET
ajst-3971	153	34	most	most	ADJ
ajst-3971	153	35	,	,	PUNCT
ajst-3971	153	36	which	which	PRON
ajst-3971	153	37	is	be	AUX
ajst-3971	153	38	the	the	DET
ajst-3971	153	39	main	main	ADJ
ajst-3971	153	40	scene	scene	NOUN
ajst-3971	153	41	of	of	ADP
ajst-3971	153	42	identification	identification	NOUN
ajst-3971	153	43	errors	error	NOUN
ajst-3971	153	44	.	.	PUNCT
ajst-3971	154	1	the	the	DET
ajst-3971	154	2	recognition	recognition	NOUN
ajst-3971	154	3	effect	effect	NOUN
ajst-3971	154	4	is	be	AUX
ajst-3971	154	5	the	the	DET
ajst-3971	154	6	best	good	ADJ
ajst-3971	154	7	in	in	ADP
ajst-3971	154	8	the	the	DET
ajst-3971	154	9	case	case	NOUN
ajst-3971	154	10	of	of	ADP
ajst-3971	154	11	close	close	ADJ
ajst-3971	154	12	distance	distance	NOUN
ajst-3971	154	13	and	and	CCONJ
ajst-3971	154	14	sufficient	sufficient	ADJ
ajst-3971	154	15	light	light	NOUN
ajst-3971	154	16	.	.	PUNCT
ajst-3971	155	1	lprnet	lprnet	PROPN
ajst-3971	155	2	has	have	VERB
ajst-3971	155	3	good	good	ADJ
ajst-3971	155	4	recognition	recognition	NOUN
ajst-3971	155	5	effect	effect	NOUN
ajst-3971	155	6	in	in	ADP
ajst-3971	155	7	the	the	DET
ajst-3971	155	8	dark	dark	ADJ
ajst-3971	155	9	light	light	PROPN
ajst-3971	155	10	environment	environment	NOUN
ajst-3971	155	11	,	,	PUNCT
ajst-3971	155	12	backlight	backlight	ADJ
ajst-3971	155	13	,	,	PUNCT
ajst-3971	155	14	fuzzy	fuzzy	ADJ
ajst-3971	155	15	license	license	NOUN
ajst-3971	155	16	plate	plate	NOUN
ajst-3971	155	17	,	,	PUNCT
ajst-3971	155	18	and	and	CCONJ
ajst-3971	155	19	the	the	DET
ajst-3971	155	20	scene	scene	NOUN
ajst-3971	155	21	of	of	ADP
ajst-3971	155	22	large	large	ADJ
ajst-3971	155	23	angle	angle	NOUN
ajst-3971	155	24	tilt	tilt	NOUN
ajst-3971	155	25	.	.	PUNCT
ajst-3971	156	1	4	4	X
ajst-3971	156	2	.	.	X
ajst-3971	156	3	summary	summary	NOUN
ajst-3971	156	4	in	in	ADP
ajst-3971	156	5	this	this	DET
ajst-3971	156	6	paper	paper	NOUN
ajst-3971	156	7	,	,	PUNCT
ajst-3971	156	8	the	the	DET
ajst-3971	156	9	traditional	traditional	ADJ
ajst-3971	156	10	license	license	NOUN
ajst-3971	156	11	plate	plate	NOUN
ajst-3971	156	12	recognition	recognition	NOUN
ajst-3971	156	13	method	method	NOUN
ajst-3971	156	14	based	base	VERB
ajst-3971	156	15	on	on	ADP
ajst-3971	156	16	machine	machine	NOUN
ajst-3971	156	17	vision	vision	NOUN
ajst-3971	156	18	is	be	AUX
ajst-3971	156	19	easy	easy	ADJ
ajst-3971	156	20	to	to	PART
ajst-3971	156	21	be	be	AUX
ajst-3971	156	22	affected	affect	VERB
ajst-3971	156	23	by	by	ADP
ajst-3971	156	24	the	the	DET
ajst-3971	156	25	environment	environment	NOUN
ajst-3971	156	26	and	and	CCONJ
ajst-3971	156	27	the	the	DET
ajst-3971	156	28	recognition	recognition	NOUN
ajst-3971	156	29	effect	effect	NOUN
ajst-3971	156	30	is	be	AUX
ajst-3971	156	31	not	not	PART
ajst-3971	156	32	good	good	ADJ
ajst-3971	156	33	in	in	ADP
ajst-3971	156	34	complex	complex	ADJ
ajst-3971	156	35	background	background	NOUN
ajst-3971	156	36	environment	environment	NOUN
ajst-3971	156	37	,	,	PUNCT
ajst-3971	156	38	etc	etc	X
ajst-3971	156	39	.	.	X
ajst-3971	156	40	,	,	PUNCT
ajst-3971	156	41	the	the	DET
ajst-3971	156	42	latest	late	ADJ
ajst-3971	156	43	yolov7	yolov7	NOUN
ajst-3971	156	44	object	object	VERB
ajst-3971	156	45	detection	detection	NOUN
ajst-3971	156	46	model	model	NOUN
ajst-3971	156	47	is	be	AUX
ajst-3971	156	48	adopted	adopt	VERB
ajst-3971	156	49	for	for	ADP
ajst-3971	156	50	object	object	NOUN
ajst-3971	156	51	recognition	recognition	NOUN
ajst-3971	156	52	of	of	ADP
ajst-3971	156	53	vehicle	vehicle	NOUN
ajst-3971	156	54	license	license	NOUN
ajst-3971	156	55	plate	plate	NOUN
ajst-3971	156	56	,	,	PUNCT
ajst-3971	156	57	and	and	CCONJ
ajst-3971	156	58	then	then	ADV
ajst-3971	156	59	the	the	DET
ajst-3971	156	60	recognized	recognize	VERB
ajst-3971	156	61	license	license	NOUN
ajst-3971	156	62	plate	plate	NOUN
ajst-3971	156	63	is	be	AUX
ajst-3971	156	64	cut	cut	VERB
ajst-3971	156	65	and	and	CCONJ
ajst-3971	156	66	input	input	NOUN
ajst-3971	156	67	into	into	ADP
ajst-3971	156	68	stn	stn	PROPN
ajst-3971	156	69	and	and	CCONJ
ajst-3971	156	70	lprnet	lprnet	PROPN
ajst-3971	156	71	model	model	NOUN
ajst-3971	156	72	to	to	PART
ajst-3971	156	73	realize	realize	VERB
ajst-3971	156	74	end	end	NOUN
ajst-3971	156	75	-	-	PUNCT
ajst-3971	156	76	to	to	ADP
ajst-3971	156	77	-	-	PUNCT
ajst-3971	156	78	end	end	NOUN
ajst-3971	156	79	recognition	recognition	NOUN
ajst-3971	156	80	of	of	ADP
ajst-3971	156	81	license	license	NOUN
ajst-3971	156	82	plate	plate	NOUN
ajst-3971	156	83	.	.	PUNCT
ajst-3971	157	1	based	base	VERB
ajst-3971	157	2	on	on	ADP
ajst-3971	157	3	the	the	DET
ajst-3971	157	4	above	above	ADJ
ajst-3971	157	5	algorithms	algorithm	NOUN
ajst-3971	157	6	,	,	PUNCT
ajst-3971	157	7	a	a	DET
ajst-3971	157	8	visual	visual	ADJ
ajst-3971	157	9	operation	operation	NOUN
ajst-3971	157	10	program	program	NOUN
ajst-3971	157	11	is	be	AUX
ajst-3971	157	12	built	build	VERB
ajst-3971	157	13	on	on	ADP
ajst-3971	157	14	the	the	DET
ajst-3971	157	15	pyqt5	pyqt5	NOUN
ajst-3971	157	16	platform	platform	NOUN
ajst-3971	157	17	,	,	PUNCT
ajst-3971	157	18	which	which	PRON
ajst-3971	157	19	can	can	AUX
ajst-3971	157	20	conveniently	conveniently	ADV
ajst-3971	157	21	realize	realize	VERB
ajst-3971	157	22	the	the	DET
ajst-3971	157	23	rapid	rapid	ADJ
ajst-3971	157	24	detection	detection	NOUN
ajst-3971	157	25	and	and	CCONJ
ajst-3971	157	26	recognition	recognition	NOUN
ajst-3971	157	27	process	process	NOUN
ajst-3971	157	28	of	of	ADP
ajst-3971	157	29	license	license	NOUN
ajst-3971	157	30	plate	plate	NOUN
ajst-3971	157	31	by	by	ADP
ajst-3971	157	32	visual	visual	ADJ
ajst-3971	157	33	graphical	graphical	ADJ
ajst-3971	157	34	user	user	NOUN
ajst-3971	157	35	interface	interface	NOUN
ajst-3971	157	36	and	and	CCONJ
ajst-3971	157	37	help	help	VERB
ajst-3971	157	38	realize	realize	VERB
ajst-3971	157	39	the	the	DET
ajst-3971	157	40	intelligent	intelligent	ADJ
ajst-3971	157	41	urban	urban	ADJ
ajst-3971	157	42	security	security	NOUN
ajst-3971	157	43	.	.	PUNCT
ajst-3971	158	1	the	the	DET
ajst-3971	158	2	future	future	ADJ
ajst-3971	158	3	research	research	NOUN
ajst-3971	158	4	direction	direction	NOUN
ajst-3971	158	5	will	will	AUX
ajst-3971	158	6	improve	improve	VERB
ajst-3971	158	7	the	the	DET
ajst-3971	158	8	license	license	NOUN
ajst-3971	158	9	plate	plate	NOUN
ajst-3971	158	10	recognition	recognition	NOUN
ajst-3971	158	11	algorithm	algorithm	NOUN
ajst-3971	158	12	and	and	CCONJ
ajst-3971	158	13	license	license	NOUN
ajst-3971	158	14	plate	plate	NOUN
ajst-3971	158	15	recognition	recognition	NOUN
ajst-3971	158	16	algorithm	algorithm	NOUN
ajst-3971	158	17	,	,	PUNCT
ajst-3971	158	18	and	and	CCONJ
ajst-3971	158	19	focus	focus	VERB
ajst-3971	158	20	on	on	ADP
ajst-3971	158	21	building	build	VERB
ajst-3971	158	22	an	an	DET
ajst-3971	158	23	end	end	NOUN
ajst-3971	158	24	-	-	PUNCT
ajst-3971	158	25	to	to	ADP
ajst-3971	158	26	-	-	PUNCT
ajst-3971	158	27	end	end	NOUN
ajst-3971	158	28	independent	independent	ADJ
ajst-3971	158	29	network	network	NOUN
ajst-3971	158	30	from	from	ADP
ajst-3971	158	31	license	license	NOUN
ajst-3971	158	32	plate	plate	NOUN
ajst-3971	158	33	detection	detection	NOUN
ajst-3971	158	34	to	to	PART
ajst-3971	158	35	license	license	VERB
ajst-3971	158	36	plate	plate	NOUN
ajst-3971	158	37	character	character	NOUN
ajst-3971	158	38	recognition	recognition	NOUN
ajst-3971	158	39	,	,	PUNCT
ajst-3971	158	40	so	so	SCONJ
ajst-3971	158	41	as	as	SCONJ
ajst-3971	158	42	to	to	PART
ajst-3971	158	43	improve	improve	VERB
ajst-3971	158	44	the	the	DET
ajst-3971	158	45	accuracy	accuracy	NOUN
ajst-3971	158	46	and	and	CCONJ
ajst-3971	158	47	efficiency	efficiency	NOUN
ajst-3971	158	48	of	of	ADP
ajst-3971	158	49	license	license	NOUN
ajst-3971	158	50	plate	plate	NOUN
ajst-3971	158	51	detection	detection	NOUN
ajst-3971	158	52	and	and	CCONJ
ajst-3971	158	53	recognition	recognition	NOUN
ajst-3971	158	54	.	.	PUNCT
ajst-3971	159	1	acknowledgment	acknowledgment	NOUN
ajst-3971	159	2	project	project	NOUN
ajst-3971	159	3	of	of	ADP
ajst-3971	159	4	education	education	PROPN
ajst-3971	159	5	department	department	PROPN
ajst-3971	159	6	of	of	ADP
ajst-3971	159	7	sichuan	sichuan	PROPN
ajst-3971	159	8	province	province	PROPN
ajst-3971	159	9	:	:	PUNCT
ajst-3971	159	10	research	research	NOUN
ajst-3971	159	11	on	on	ADP
ajst-3971	159	12	interface	interface	NOUN
ajst-3971	159	13	dynamics	dynamic	NOUN
ajst-3971	159	14	modeling	modeling	NOUN
ajst-3971	159	15	of	of	ADP
ajst-3971	159	16	cnc	cnc	PROPN
ajst-3971	159	17	machine	machine	NOUN
ajst-3971	159	18	tool	tool	NOUN
ajst-3971	159	19	module	module	NOUN
ajst-3971	159	20	(	(	PUNCT
ajst-3971	159	21	16za0070	16za0070	NUM
ajst-3971	159	22	)	)	PUNCT
ajst-3971	159	23	references	reference	NOUN
ajst-3971	159	24	[	[	X
ajst-3971	159	25	1	1	X
ajst-3971	159	26	]	]	X
ajst-3971	159	27	wang	wang	PROPN
ajst-3971	159	28	z	z	PROPN
ajst-3971	159	29	,	,	PUNCT
ajst-3971	159	30	bovik	bovik	ADV
ajst-3971	159	31	a	a	DET
ajst-3971	159	32	c	c	NOUN
ajst-3971	159	33	,	,	PUNCT
ajst-3971	159	34	sheikh	sheikh	NOUN
ajst-3971	159	35	h	h	PROPN
ajst-3971	159	36	r	r	PROPN
ajst-3971	159	37	,	,	PUNCT
ajst-3971	159	38	et	et	PROPN
ajst-3971	159	39	al	al	PROPN
ajst-3971	159	40	.	.	PUNCT
ajst-3971	159	41	image	image	NOUN
ajst-3971	159	42	quality	quality	NOUN
ajst-3971	159	43	assessment	assessment	NOUN
ajst-3971	159	44	:	:	PUNCT
ajst-3971	159	45	from	from	ADP
ajst-3971	159	46	error	error	NOUN
ajst-3971	159	47	visibility	visibility	NOUN
ajst-3971	159	48	to	to	ADP
ajst-3971	159	49	[	[	X
ajst-3971	159	50	2	2	NUM
ajst-3971	159	51	]	]	X
ajst-3971	159	52	wang	wang	PROPN
ajst-3971	159	53	,	,	PUNCT
ajst-3971	159	54	c.	c.	PROPN
ajst-3971	159	55	y.	y.	PROPN
ajst-3971	159	56	,	,	PUNCT
ajst-3971	159	57	a.	a.	NOUN
ajst-3971	159	58	bochkovskiy	bochkovskiy	PROPN
ajst-3971	159	59	,	,	PUNCT
ajst-3971	159	60	and	and	CCONJ
ajst-3971	159	61	h.	h.	PROPN
ajst-3971	159	62	liao	liao	PROPN
ajst-3971	159	63	.	.	PUNCT
ajst-3971	160	1	yolov7	yolov7	NOUN
ajst-3971	160	2	:	:	PUNCT
ajst-3971	160	3	trainable	trainable	ADJ
ajst-3971	160	4	bag	bag	NOUN
ajst-3971	160	5	-	-	PUNCT
ajst-3971	160	6	of	of	ADP
ajst-3971	160	7	-	-	PUNCT
ajst-3971	160	8	freebies	freebie	NOUN
ajst-3971	160	9	sets	set	VERB
ajst-3971	160	10	new	new	ADJ
ajst-3971	160	11	state	state	NOUN
ajst-3971	160	12	-	-	PUNCT
ajst-3971	160	13	of	of	ADP
ajst-3971	160	14	-	-	PUNCT
ajst-3971	160	15	the	the	DET
ajst-3971	160	16	-	-	PUNCT
ajst-3971	160	17	art	art	NOUN
ajst-3971	160	18	for	for	ADP
ajst-3971	160	19	real	real	ADJ
ajst-3971	160	20	-	-	PUNCT
ajst-3971	160	21	time	time	NOUN
ajst-3971	160	22	object	object	NOUN
ajst-3971	160	23	detectors	detector	NOUN
ajst-3971	160	24	.	.	PUNCT
ajst-3971	161	1	arxiv	arxiv	PROPN
ajst-3971	161	2	e	e	PROPN
ajst-3971	161	3	-	-	NOUN
ajst-3971	161	4	prints	print	NOUN
ajst-3971	161	5	(	(	PUNCT
ajst-3971	161	6	2022	2022	NUM
ajst-3971	161	7	)	)	PUNCT
ajst-3971	161	8	.	.	PUNCT
ajst-3971	162	1	[	[	X
ajst-3971	162	2	3	3	X
ajst-3971	162	3	]	]	X
ajst-3971	162	4	hongwei	hongwei	PROPN
ajst-3971	162	5	wu	wu	PROPN
ajst-3971	162	6	.	.	PUNCT
ajst-3971	163	1	license	license	NOUN
ajst-3971	163	2	plate	plate	NOUN
ajst-3971	163	3	detection	detection	NOUN
ajst-3971	163	4	and	and	CCONJ
ajst-3971	163	5	recognition	recognition	NOUN
ajst-3971	163	6	system	system	NOUN
ajst-3971	163	7	based	base	VERB
ajst-3971	163	8	on	on	ADP
ajst-3971	163	9	deep	deep	ADJ
ajst-3971	163	10	learning	learning	NOUN
ajst-3971	163	11	(	(	PUNCT
ajst-3971	163	12	ma	ma	PROPN
ajst-3971	163	13	thesis	thesis	PROPN
ajst-3971	163	14	,	,	PUNCT
ajst-3971	163	15	dalian	dalian	PROPN
ajst-3971	163	16	university	university	PROPN
ajst-3971	163	17	of	of	ADP
ajst-3971	163	18	technology	technology	PROPN
ajst-3971	163	19	,	,	PUNCT
ajst-3971	163	20	china	china	PROPN
ajst-3971	163	21	,	,	PUNCT
ajst-3971	163	22	2021).p.18	2021).p.18	NUM
ajst-3971	163	23	.	.	PUNCT
ajst-3971	164	1	[	[	X
ajst-3971	164	2	4	4	X
ajst-3971	164	3	]	]	X
ajst-3971	164	4	qin	qin	PROPN
ajst-3971	164	5	cheng	cheng	PROPN
ajst-3971	164	6	.	.	PUNCT
ajst-3971	165	1	research	research	NOUN
ajst-3971	165	2	on	on	ADP
ajst-3971	165	3	fuzzy	fuzzy	ADJ
ajst-3971	165	4	license	license	NOUN
ajst-3971	165	5	plate	plate	NOUN
ajst-3971	165	6	recognition	recognition	NOUN
ajst-3971	165	7	algorithm	algorithm	NOUN
ajst-3971	165	8	based	base	VERB
ajst-3971	165	9	on	on	ADP
ajst-3971	165	10	deep	deep	ADJ
ajst-3971	165	11	learning	learning	NOUN
ajst-3971	165	12	(	(	PUNCT
ajst-3971	165	13	ma	ma	PROPN
ajst-3971	165	14	thesis	thesis	PROPN
ajst-3971	165	15	,	,	PUNCT
ajst-3971	165	16	jilin	jilin	PROPN
ajst-3971	165	17	university	university	PROPN
ajst-3971	165	18	,	,	PUNCT
ajst-3971	165	19	china	china	PROPN
ajst-3971	165	20	,	,	PUNCT
ajst-3971	165	21	2022).p.15	2022).p.15	NOUN
ajst-3971	165	22	.	.	PUNCT
ajst-3971	166	1	[	[	X
ajst-3971	166	2	5	5	NUM
ajst-3971	166	3	]	]	X
ajst-3971	166	4	zherzdev	zherzdev	PROPN
ajst-3971	166	5	,	,	PUNCT
ajst-3971	166	6	s.	s.	PROPN
ajst-3971	166	7	,	,	PUNCT
ajst-3971	166	8	and	and	CCONJ
ajst-3971	166	9	a.	a.	NOUN
ajst-3971	166	10	gruzdev	gruzdev	PROPN
ajst-3971	166	11	.	.	PUNCT
ajst-3971	167	1	lprnet	lprnet	NOUN
ajst-3971	167	2	:	:	PUNCT
ajst-3971	167	3	license	license	NOUN
ajst-3971	167	4	plate	plate	NOUN
ajst-3971	167	5	recognition	recognition	NOUN
ajst-3971	167	6	via	via	ADP
ajst-3971	167	7	deep	deep	ADJ
ajst-3971	167	8	neural	neural	ADJ
ajst-3971	167	9	networks	network	NOUN
ajst-3971	167	10	.	.	PUNCT
ajst-3971	168	1	(	(	PUNCT
ajst-3971	168	2	2018	2018	NUM
ajst-3971	168	3	)	)	PUNCT
ajst-3971	168	4	.	.	PUNCT
ajst-3971	169	1	[	[	X
ajst-3971	169	2	6	6	X
ajst-3971	169	3	]	]	PUNCT
ajst-3971	169	4	ting	ting	PROPN
ajst-3971	169	5	yu	yu	PROPN
ajst-3971	169	6	.	.	PROPN
ajst-3971	169	7	research	research	NOUN
ajst-3971	169	8	and	and	CCONJ
ajst-3971	169	9	implementation	implementation	NOUN
ajst-3971	169	10	of	of	ADP
ajst-3971	169	11	license	license	NOUN
ajst-3971	169	12	plate	plate	NOUN
ajst-3971	169	13	recognition	recognition	NOUN
ajst-3971	169	14	algorithm	algorithm	NOUN
ajst-3971	169	15	in	in	ADP
ajst-3971	169	16	natural	natural	ADJ
ajst-3971	169	17	scene	scene	NOUN
ajst-3971	169	18	based	base	VERB
ajst-3971	169	19	on	on	ADP
ajst-3971	169	20	deep	deep	ADJ
ajst-3971	169	21	68	68	NUM
ajst-3971	169	22	learning	learning	NOUN
ajst-3971	169	23	(	(	PUNCT
ajst-3971	169	24	ma	ma	PROPN
ajst-3971	169	25	thesis	thesis	PROPN
ajst-3971	169	26	,	,	PUNCT
ajst-3971	169	27	university	university	NOUN
ajst-3971	169	28	of	of	ADP
ajst-3971	169	29	electronic	electronic	ADJ
ajst-3971	169	30	science	science	NOUN
ajst-3971	169	31	and	and	CCONJ
ajst-3971	169	32	technology	technology	NOUN
ajst-3971	169	33	of	of	ADP
ajst-3971	169	34	china	china	PROPN
ajst-3971	169	35	,	,	PUNCT
ajst-3971	169	36	china	china	PROPN
ajst-3971	169	37	,	,	PUNCT
ajst-3971	169	38	2022).p.19	2022).p.19	NUM
ajst-3971	169	39	.	.	PUNCT
ajst-3971	170	1	[	[	X
ajst-3971	170	2	7	7	X
ajst-3971	170	3	]	]	X
ajst-3971	170	4	yinxun	yinxun	PROPN
ajst-3971	170	5	li	li	PROPN
ajst-3971	170	6	.	.	PROPN
ajst-3971	170	7	research	research	NOUN
ajst-3971	170	8	and	and	CCONJ
ajst-3971	170	9	implementation	implementation	NOUN
ajst-3971	170	10	of	of	ADP
ajst-3971	170	11	license	license	NOUN
ajst-3971	170	12	plate	plate	NOUN
ajst-3971	170	13	recognition	recognition	NOUN
ajst-3971	170	14	technology	technology	NOUN
ajst-3971	170	15	based	base	VERB
ajst-3971	170	16	on	on	ADP
ajst-3971	170	17	uav	uav	PROPN
ajst-3971	170	18	perspective	perspective	PROPN
ajst-3971	170	19	(	(	PUNCT
ajst-3971	170	20	ma	ma	PROPN
ajst-3971	170	21	thesis	thesis	PROPN
ajst-3971	170	22	,	,	PUNCT
ajst-3971	170	23	ningxia	ningxia	PROPN
ajst-3971	170	24	university	university	PROPN
ajst-3971	170	25	,	,	PUNCT
ajst-3971	170	26	china	china	PROPN
ajst-3971	170	27	,	,	PUNCT
ajst-3971	170	28	2022).p.32	2022).p.32	PROPN
ajst-3971	170	29	.	.	PUNCT
ajst-3971	171	1	[	[	X
ajst-3971	171	2	8	8	NUM
ajst-3971	171	3	]	]	X
ajst-3971	171	4	jaderberg	jaderberg	PROPN
ajst-3971	171	5	,	,	PUNCT
ajst-3971	171	6	m.	m.	NOUN
ajst-3971	171	7	,	,	PUNCT
ajst-3971	171	8	et	et	PROPN
ajst-3971	171	9	al	al	PROPN
ajst-3971	171	10	.	.	PROPN
ajst-3971	171	11	spatial	spatial	ADJ
ajst-3971	171	12	transformer	transformer	NOUN
ajst-3971	171	13	networks	network	NOUN
ajst-3971	171	14	.	.	PUNCT
ajst-3971	172	1	mit	mit	PROPN
ajst-3971	172	2	press	press	PROPN
ajst-3971	172	3	(	(	PUNCT
ajst-3971	172	4	2015	2015	NUM
ajst-3971	172	5	)	)	PUNCT
ajst-3971	172	6	.	.	PUNCT
ajst-3971	173	1	[	[	X
ajst-3971	173	2	9	9	NUM
ajst-3971	173	3	]	]	X
ajst-3971	173	4	srivastava	srivastava	PROPN
ajst-3971	173	5	,	,	PUNCT
ajst-3971	173	6	n.	n.	PROPN
ajst-3971	173	7	,	,	PUNCT
ajst-3971	173	8	et	et	PROPN
ajst-3971	173	9	al	al	PROPN
ajst-3971	173	10	.	.	PROPN
ajst-3971	173	11	dropout	dropout	PROPN
ajst-3971	173	12	:	:	PUNCT
ajst-3971	173	13	a	a	DET
ajst-3971	173	14	simple	simple	ADJ
ajst-3971	173	15	way	way	NOUN
ajst-3971	173	16	to	to	PART
ajst-3971	173	17	prevent	prevent	VERB
ajst-3971	173	18	neural	neural	ADJ
ajst-3971	173	19	networks	network	NOUN
ajst-3971	173	20	from	from	ADP
ajst-3971	173	21	overfitting	overfitte	VERB
ajst-3971	173	22	.	.	PUNCT
ajst-3971	174	1	journal	journal	NOUN
ajst-3971	174	2	of	of	ADP
ajst-3971	174	3	machine	machine	NOUN
ajst-3971	174	4	learning	learn	VERB
ajst-3971	174	5	research	research	NOUN
ajst-3971	174	6	15.1(2014):1929	15.1(2014):1929	NOUN
ajst-3971	174	7	-	-	SYM
ajst-3971	174	8	1958	1958	NUM
ajst-3971	174	9	.	.	PUNCT
ajst-3971	175	1	[	[	X
ajst-3971	175	2	10	10	NUM
ajst-3971	175	3	]	]	X
ajst-3971	175	4	graves	grave	NOUN
ajst-3971	175	5	,	,	PUNCT
ajst-3971	175	6	a.	a.	NOUN
ajst-3971	175	7	,	,	PUNCT
ajst-3971	175	8	s	s	PART
ajst-3971	175	9	fernández	fernández	PROPN
ajst-3971	175	10	,	,	PUNCT
ajst-3971	175	11	and	and	CCONJ
ajst-3971	175	12	f.	f.	PROPN
ajst-3971	175	13	gomez	gomez	PROPN
ajst-3971	175	14	.	.	PUNCT
ajst-3971	176	1	connectionist	connectionist	NOUN
ajst-3971	176	2	temporal	temporal	ADJ
ajst-3971	176	3	classification	classification	NOUN
ajst-3971	176	4	:	:	PUNCT
ajst-3971	176	5	labelling	label	VERB
ajst-3971	176	6	unsegmented	unsegmente	VERB
ajst-3971	176	7	sequence	sequence	NOUN
ajst-3971	176	8	data	datum	NOUN
ajst-3971	176	9	with	with	ADP
ajst-3971	176	10	recurrent	recurrent	ADJ
ajst-3971	176	11	neural	neural	ADJ
ajst-3971	176	12	networks	network	NOUN
ajst-3971	176	13	.	.	PUNCT
ajst-3971	177	1	international	international	ADJ
ajst-3971	177	2	conference	conference	NOUN
ajst-3971	177	3	on	on	ADP
ajst-3971	177	4	machine	machine	NOUN
ajst-3971	177	5	learning	learn	VERB
ajst-3971	177	6	acm	acm	PROPN
ajst-3971	177	7	,	,	PUNCT
ajst-3971	177	8	2006	2006	NUM
ajst-3971	177	9	.	.	PUNCT
ajst-3971	178	1	[	[	X
ajst-3971	178	2	11	11	NUM
ajst-3971	178	3	]	]	SYM
ajst-3971	178	4	xu	xu	PROPN
ajst-3971	178	5	,	,	PUNCT
ajst-3971	178	6	z.	z.	PROPN
ajst-3971	178	7	et	et	PROPN
ajst-3971	178	8	al	al	PROPN
ajst-3971	178	9	.	.	PROPN
ajst-3971	179	1	(	(	PUNCT
ajst-3971	179	2	2018	2018	NUM
ajst-3971	179	3	)	)	PUNCT
ajst-3971	179	4	.	.	PUNCT
ajst-3971	180	1	towards	towards	ADP
ajst-3971	180	2	end	end	NOUN
ajst-3971	180	3	-	-	PUNCT
ajst-3971	180	4	to	to	ADP
ajst-3971	180	5	-	-	PUNCT
ajst-3971	180	6	end	end	NOUN
ajst-3971	180	7	license	license	NOUN
ajst-3971	180	8	plate	plate	NOUN
ajst-3971	180	9	detection	detection	NOUN
ajst-3971	180	10	and	and	CCONJ
ajst-3971	180	11	recognition	recognition	NOUN
ajst-3971	180	12	:	:	PUNCT
ajst-3971	180	13	a	a	DET
ajst-3971	180	14	large	large	ADJ
ajst-3971	180	15	dataset	dataset	NOUN
ajst-3971	180	16	and	and	CCONJ
ajst-3971	180	17	baseline	baseline	NOUN
ajst-3971	180	18	.	.	PUNCT
ajst-3971	181	1	in	in	ADP
ajst-3971	181	2	:	:	PUNCT
ajst-3971	181	3	ferrari	ferrari	PROPN
ajst-3971	181	4	,	,	PUNCT
ajst-3971	181	5	v.	v.	ADV
ajst-3971	181	6	,	,	PUNCT
ajst-3971	181	7	hebert	hebert	NOUN
ajst-3971	181	8	,	,	PUNCT
ajst-3971	181	9	m.	m.	NOUN
ajst-3971	181	10	,	,	PUNCT
ajst-3971	181	11	sminchisescu	sminchisescu	PROPN
ajst-3971	181	12	,	,	PUNCT
ajst-3971	181	13	c.	c.	PROPN
ajst-3971	181	14	,	,	PUNCT
ajst-3971	181	15	weiss	weiss	PROPN
ajst-3971	181	16	,	,	PUNCT
ajst-3971	181	17	y.	y.	PROPN
ajst-3971	181	18	(	(	PUNCT
ajst-3971	181	19	eds	eds	PROPN
ajst-3971	181	20	)	)	PUNCT
ajst-3971	181	21	computer	computer	NOUN
ajst-3971	181	22	vision	vision	NOUN
ajst-3971	181	23	–	–	PUNCT
ajst-3971	181	24	eccv	eccv	ADV
ajst-3971	181	25	2018	2018	NUM
ajst-3971	181	26	.	.	PUNCT
ajst-3971	182	1	eccv	eccv	ADJ
ajst-3971	182	2	2018	2018	NUM
ajst-3971	182	3	.	.	PUNCT
ajst-3971	183	1	lecture	lecture	NOUN
ajst-3971	183	2	notes	note	NOUN
ajst-3971	183	3	in	in	ADP
ajst-3971	183	4	computer	computer	NOUN
ajst-3971	183	5	science	science	NOUN
ajst-3971	183	6	(	(	PUNCT
ajst-3971	183	7	)	)	PUNCT
ajst-3971	183	8	,	,	PUNCT
ajst-3971	183	9	vol	vol	NOUN
ajst-3971	183	10	11217	11217	NUM
ajst-3971	183	11	.	.	PUNCT
ajst-3971	184	1	springer	springer	NOUN
ajst-3971	184	2	,	,	PUNCT
ajst-3971	184	3	cham	cham	PROPN
ajst-3971	184	4	.	.	PUNCT
ajst-3971	185	1	https://doi.org/10.1007/978-3-030-01261-8_16	https://doi.org/10.1007/978-3-030-01261-8_16	NOUN
ajst-3971	185	2	.	.	PUNCT
ajst-3971	186	1	[	[	X
ajst-3971	186	2	12	12	NUM
ajst-3971	186	3	]	]	X
ajst-3971	186	4	jiaoyang	jiaoyang	PROPN
ajst-3971	186	5	tu	tu	PROPN
ajst-3971	186	6	.	.	PROPN
ajst-3971	186	7	license	license	PROPN
ajst-3971	186	8	plate	plate	NOUN
ajst-3971	186	9	recognition	recognition	NOUN
ajst-3971	186	10	algorithm	algorithm	NOUN
ajst-3971	186	11	based	base	VERB
ajst-3971	186	12	on	on	ADP
ajst-3971	186	13	deep	deep	ADJ
ajst-3971	186	14	learning	learning	NOUN
ajst-3971	186	15	in	in	ADP
ajst-3971	186	16	complex	complex	ADJ
ajst-3971	186	17	scenes	scene	NOUN
ajst-3971	186	18	(	(	PUNCT
ajst-3971	186	19	ma	ma	PROPN
ajst-3971	186	20	thesis	thesis	PROPN
ajst-3971	186	21	,	,	PUNCT
ajst-3971	186	22	zhejiang	zhejiang	PROPN
ajst-3971	186	23	university	university	PROPN
ajst-3971	186	24	of	of	ADP
ajst-3971	186	25	technology	technology	PROPN
ajst-3971	186	26	,	,	PUNCT
ajst-3971	186	27	china,2020).p.21	china,2020).p.21	PROPN
ajst-3971	186	28	.	.	PUNCT
ajst-3971	187	1	[	[	X
ajst-3971	187	2	13	13	NUM
ajst-3971	187	3	]	]	PUNCT
ajst-3971	187	4	information	information	NOUN
ajst-3971	187	5	on	on	ADP
ajst-3971	187	6	:	:	PUNCT
ajst-3971	187	7	https://doc.qt.io/qt-5.15/referenceoverview.html	https://doc.qt.io/qt-5.15/referenceoverview.html	PROPN
ajst-3971	187	8	[	[	X
ajst-3971	187	9	14	14	NUM
ajst-3971	187	10	]	]	PUNCT
ajst-3971	187	11	information	information	NOUN
ajst-3971	187	12	on	on	ADP
ajst-3971	187	13	:	:	PUNCT
ajst-3971	187	14	https://www.w3schools.cn/pyqt5/index.asp	https://www.w3schools.cn/pyqt5/index.asp	PROPN
ajst-3971	187	15	.	.	PUNCT