id	sid	tid	token	lemma	pos
ajst-26918	1	1	academic	academic	ADJ
ajst-26918	1	2	journal	journal	NOUN
ajst-26918	1	3	of	of	ADP
ajst-26918	1	4	science	science	NOUN
ajst-26918	1	5	and	and	CCONJ
ajst-26918	1	6	technology	technology	NOUN
ajst-26918	1	7	issn	issn	NOUN
ajst-26918	1	8	:	:	PUNCT
ajst-26918	1	9	2771	2771	NUM
ajst-26918	1	10	-	-	SYM
ajst-26918	1	11	3032	3032	NUM
ajst-26918	1	12	|	|	NOUN
ajst-26918	1	13	vol	vol	NOUN
ajst-26918	1	14	.	.	PROPN
ajst-26918	1	15	13	13	NUM
ajst-26918	1	16	,	,	PUNCT
ajst-26918	1	17	no	no	INTJ
ajst-26918	1	18	.	.	NOUN
ajst-26918	1	19	1	1	NUM
ajst-26918	1	20	,	,	PUNCT
ajst-26918	1	21	2024	2024	NUM
ajst-26918	1	22	224	224	NUM
ajst-26918	1	23	hidden	hide	VERB
ajst-26918	1	24	danger	danger	NOUN
ajst-26918	1	25	detection	detection	NOUN
ajst-26918	1	26	and	and	CCONJ
ajst-26918	1	27	identification	identification	NOUN
ajst-26918	1	28	system	system	NOUN
ajst-26918	1	29	of	of	ADP
ajst-26918	1	30	power	power	NOUN
ajst-26918	1	31	transmission	transmission	NOUN
ajst-26918	1	32	tower	tower	NOUN
ajst-26918	1	33	based	base	VERB
ajst-26918	1	34	on	on	ADP
ajst-26918	1	35	yolov11	yolov11	NOUN
ajst-26918	1	36	xin	xin	PROPN
ajst-26918	2	1	zou1	zou1	PROPN
ajst-26918	2	2	,	,	PUNCT
ajst-26918	2	3	2	2	NUM
ajst-26918	2	4	,	,	PUNCT
ajst-26918	2	5	*	*	PROPN
ajst-26918	2	6	,	,	PUNCT
ajst-26918	2	7	yanru	yanru	NOUN
ajst-26918	2	8	hu1	hu1	INTJ
ajst-26918	2	9	1school	1school	NUM
ajst-26918	2	10	of	of	ADP
ajst-26918	2	11	physics	physics	NOUN
ajst-26918	2	12	and	and	CCONJ
ajst-26918	2	13	electronic	electronic	ADJ
ajst-26918	2	14	information	information	NOUN
ajst-26918	2	15	engineering	engineering	NOUN
ajst-26918	2	16	,	,	PUNCT
ajst-26918	2	17	ningxia	ningxia	PROPN
ajst-26918	2	18	normal	normal	ADJ
ajst-26918	2	19	university	university	PROPN
ajst-26918	2	20	,	,	PUNCT
ajst-26918	2	21	guyuan	guyuan	PROPN
ajst-26918	2	22	city	city	PROPN
ajst-26918	2	23	,	,	PUNCT
ajst-26918	2	24	ningxia	ningxia	PROPN
ajst-26918	2	25	hui	hui	PROPN
ajst-26918	2	26	autonomous	autonomous	PROPN
ajst-26918	2	27	region	region	NOUN
ajst-26918	2	28	756000	756000	NUM
ajst-26918	2	29	,	,	PUNCT
ajst-26918	2	30	china	china	PROPN
ajst-26918	2	31	2laboratory	2laboratory	NUM
ajst-26918	2	32	of	of	ADP
ajst-26918	2	33	solid	solid	ADJ
ajst-26918	2	34	microstructure	microstructure	NOUN
ajst-26918	2	35	and	and	CCONJ
ajst-26918	2	36	function	function	NOUN
ajst-26918	2	37	,	,	PUNCT
ajst-26918	2	38	ningxia	ningxia	PROPN
ajst-26918	2	39	normal	normal	PROPN
ajst-26918	2	40	university	university	PROPN
ajst-26918	2	41	,	,	PUNCT
ajst-26918	2	42	guyuan	guyuan	NOUN
ajst-26918	2	43	756000	756000	NUM
ajst-26918	2	44	,	,	PUNCT
ajst-26918	2	45	ningxia	ningxia	PROPN
ajst-26918	2	46	,	,	PUNCT
ajst-26918	2	47	china	china	PROPN
ajst-26918	2	48	*	*	PUNCT
ajst-26918	2	49	corresponding	correspond	VERB
ajst-26918	2	50	author	author	NOUN
ajst-26918	2	51	:	:	PUNCT
ajst-26918	2	52	zoux@nxnu.edu.cn	zoux@nxnu.edu.cn	PROPN
ajst-26918	2	53	abstract	abstract	NOUN
ajst-26918	2	54	:	:	PUNCT
ajst-26918	2	55	this	this	DET
ajst-26918	2	56	study	study	NOUN
ajst-26918	2	57	proposed	propose	VERB
ajst-26918	2	58	a	a	DET
ajst-26918	2	59	hidden	hide	VERB
ajst-26918	2	60	danger	danger	NOUN
ajst-26918	2	61	detection	detection	NOUN
ajst-26918	2	62	and	and	CCONJ
ajst-26918	2	63	identification	identification	NOUN
ajst-26918	2	64	system	system	NOUN
ajst-26918	2	65	of	of	ADP
ajst-26918	2	66	power	power	NOUN
ajst-26918	2	67	transmission	transmission	NOUN
ajst-26918	2	68	tower	tower	NOUN
ajst-26918	2	69	based	base	VERB
ajst-26918	2	70	on	on	ADP
ajst-26918	2	71	yolov11	yolov11	NOUN
ajst-26918	2	72	,	,	PUNCT
ajst-26918	2	73	aiming	aim	VERB
ajst-26918	2	74	to	to	PART
ajst-26918	2	75	introduce	introduce	VERB
ajst-26918	2	76	an	an	DET
ajst-26918	2	77	intelligent	intelligent	ADJ
ajst-26918	2	78	detection	detection	NOUN
ajst-26918	2	79	and	and	CCONJ
ajst-26918	2	80	identification	identification	NOUN
ajst-26918	2	81	system	system	NOUN
ajst-26918	2	82	of	of	ADP
ajst-26918	2	83	hidden	hide	VERB
ajst-26918	2	84	danger	danger	NOUN
ajst-26918	2	85	of	of	ADP
ajst-26918	2	86	power	power	NOUN
ajst-26918	2	87	transmission	transmission	NOUN
ajst-26918	2	88	tower	tower	NOUN
ajst-26918	2	89	based	base	VERB
ajst-26918	2	90	on	on	ADP
ajst-26918	2	91	yolov11	yolov11	ADJ
ajst-26918	2	92	algorithm	algorithm	NOUN
ajst-26918	2	93	,	,	PUNCT
ajst-26918	2	94	which	which	PRON
ajst-26918	2	95	is	be	AUX
ajst-26918	2	96	committed	commit	VERB
ajst-26918	2	97	to	to	ADP
ajst-26918	2	98	enhancing	enhance	VERB
ajst-26918	2	99	the	the	DET
ajst-26918	2	100	safety	safety	NOUN
ajst-26918	2	101	and	and	CCONJ
ajst-26918	2	102	stability	stability	NOUN
ajst-26918	2	103	of	of	ADP
ajst-26918	2	104	power	power	NOUN
ajst-26918	2	105	transmission	transmission	NOUN
ajst-26918	2	106	tower	tower	NOUN
ajst-26918	2	107	.	.	PUNCT
ajst-26918	3	1	yolov11	yolov11	NOUN
ajst-26918	3	2	,	,	PUNCT
ajst-26918	3	3	the	the	DET
ajst-26918	3	4	latest	late	ADJ
ajst-26918	3	5	and	and	CCONJ
ajst-26918	3	6	most	most	ADV
ajst-26918	3	7	advanced	advanced	ADJ
ajst-26918	3	8	object	object	NOUN
ajst-26918	3	9	detection	detection	NOUN
ajst-26918	3	10	algorithm	algorithm	NOUN
ajst-26918	3	11	in	in	ADP
ajst-26918	3	12	the	the	DET
ajst-26918	3	13	yolo	yolo	ADJ
ajst-26918	3	14	family	family	NOUN
ajst-26918	3	15	,	,	PUNCT
ajst-26918	3	16	is	be	AUX
ajst-26918	3	17	known	know	VERB
ajst-26918	3	18	for	for	ADP
ajst-26918	3	19	its	its	PRON
ajst-26918	3	20	excellent	excellent	ADJ
ajst-26918	3	21	detection	detection	NOUN
ajst-26918	3	22	efficiency	efficiency	NOUN
ajst-26918	3	23	and	and	CCONJ
ajst-26918	3	24	accuracy	accuracy	NOUN
ajst-26918	3	25	.	.	PUNCT
ajst-26918	4	1	in	in	ADP
ajst-26918	4	2	this	this	DET
ajst-26918	4	3	system	system	NOUN
ajst-26918	4	4	,	,	PUNCT
ajst-26918	4	5	yolov11	yolov11	NOUN
ajst-26918	4	6	is	be	AUX
ajst-26918	4	7	specially	specially	ADV
ajst-26918	4	8	trained	train	VERB
ajst-26918	4	9	to	to	PART
ajst-26918	4	10	accurately	accurately	ADV
ajst-26918	4	11	identify	identify	VERB
ajst-26918	4	12	four	four	NUM
ajst-26918	4	13	potential	potential	ADJ
ajst-26918	4	14	hazards	hazard	NOUN
ajst-26918	4	15	on	on	ADP
ajst-26918	4	16	power	power	NOUN
ajst-26918	4	17	pylons	pylon	NOUN
ajst-26918	4	18	:	:	PUNCT
ajst-26918	4	19	bird	bird	NOUN
ajst-26918	4	20	's	's	PART
ajst-26918	4	21	nests	nest	NOUN
ajst-26918	4	22	,	,	PUNCT
ajst-26918	4	23	balloons	balloon	NOUN
ajst-26918	4	24	,	,	PUNCT
ajst-26918	4	25	garbage	garbage	NOUN
ajst-26918	4	26	and	and	CCONJ
ajst-26918	4	27	kites	kite	NOUN
ajst-26918	4	28	.	.	PUNCT
ajst-26918	5	1	the	the	DET
ajst-26918	5	2	accuracy	accuracy	NOUN
ajst-26918	5	3	of	of	ADP
ajst-26918	5	4	the	the	DET
ajst-26918	5	5	system	system	NOUN
ajst-26918	5	6	is	be	AUX
ajst-26918	5	7	as	as	ADV
ajst-26918	5	8	high	high	ADJ
ajst-26918	5	9	as	as	ADP
ajst-26918	5	10	93.8	93.8	NUM
ajst-26918	5	11	%	%	NOUN
ajst-26918	5	12	,	,	PUNCT
ajst-26918	5	13	and	and	CCONJ
ajst-26918	5	14	the	the	DET
ajst-26918	5	15	recall	recall	NOUN
ajst-26918	5	16	rate	rate	NOUN
ajst-26918	5	17	has	have	AUX
ajst-26918	5	18	reached	reach	VERB
ajst-26918	5	19	an	an	DET
ajst-26918	5	20	excellent	excellent	ADJ
ajst-26918	5	21	level	level	NOUN
ajst-26918	5	22	of	of	ADP
ajst-26918	5	23	73.3	73.3	NUM
ajst-26918	5	24	%	%	NOUN
ajst-26918	5	25	.	.	PUNCT
ajst-26918	6	1	in	in	ADP
ajst-26918	6	2	order	order	NOUN
ajst-26918	6	3	to	to	PART
ajst-26918	6	4	fully	fully	ADV
ajst-26918	6	5	verify	verify	VERB
ajst-26918	6	6	the	the	DET
ajst-26918	6	7	actual	actual	ADJ
ajst-26918	6	8	utility	utility	NOUN
ajst-26918	6	9	of	of	ADP
ajst-26918	6	10	the	the	DET
ajst-26918	6	11	model	model	NOUN
ajst-26918	6	12	,	,	PUNCT
ajst-26918	6	13	we	we	PRON
ajst-26918	6	14	carefully	carefully	ADV
ajst-26918	6	15	built	build	VERB
ajst-26918	6	16	a	a	DET
ajst-26918	6	17	user	user	NOUN
ajst-26918	6	18	-	-	PUNCT
ajst-26918	6	19	friendly	friendly	ADJ
ajst-26918	6	20	intuitive	intuitive	ADJ
ajst-26918	6	21	interface	interface	NOUN
ajst-26918	6	22	(	(	PUNCT
ajst-26918	6	23	ui	ui	NOUN
ajst-26918	6	24	)	)	PUNCT
ajst-26918	6	25	using	use	VERB
ajst-26918	6	26	pyqt5	pyqt5	PROPN
ajst-26918	6	27	.	.	PUNCT
ajst-26918	7	1	the	the	DET
ajst-26918	7	2	system	system	NOUN
ajst-26918	7	3	integrates	integrate	VERB
ajst-26918	7	4	image	image	NOUN
ajst-26918	7	5	detection	detection	NOUN
ajst-26918	7	6	,	,	PUNCT
ajst-26918	7	7	video	video	NOUN
ajst-26918	7	8	detection	detection	NOUN
ajst-26918	7	9	and	and	CCONJ
ajst-26918	7	10	real	real	ADJ
ajst-26918	7	11	-	-	PUNCT
ajst-26918	7	12	time	time	NOUN
ajst-26918	7	13	camera	camera	NOUN
ajst-26918	7	14	monitoring	monitoring	NOUN
ajst-26918	7	15	and	and	CCONJ
ajst-26918	7	16	recognition	recognition	NOUN
ajst-26918	7	17	functions	function	NOUN
ajst-26918	7	18	,	,	PUNCT
ajst-26918	7	19	can	can	AUX
ajst-26918	7	20	accurately	accurately	ADV
ajst-26918	7	21	identify	identify	VERB
ajst-26918	7	22	the	the	DET
ajst-26918	7	23	above	above	ADJ
ajst-26918	7	24	four	four	NUM
ajst-26918	7	25	types	type	NOUN
ajst-26918	7	26	of	of	ADP
ajst-26918	7	27	hidden	hide	VERB
ajst-26918	7	28	dangers	danger	NOUN
ajst-26918	7	29	,	,	PUNCT
ajst-26918	7	30	and	and	CCONJ
ajst-26918	7	31	comprehensively	comprehensively	ADV
ajst-26918	7	32	record	record	VERB
ajst-26918	7	33	all	all	DET
ajst-26918	7	34	the	the	DET
ajst-26918	7	35	detection	detection	NOUN
ajst-26918	7	36	results	result	NOUN
ajst-26918	7	37	,	,	PUNCT
ajst-26918	7	38	which	which	PRON
ajst-26918	7	39	provides	provide	VERB
ajst-26918	7	40	great	great	ADJ
ajst-26918	7	41	convenience	convenience	NOUN
ajst-26918	7	42	for	for	ADP
ajst-26918	7	43	subsequent	subsequent	ADJ
ajst-26918	7	44	data	datum	NOUN
ajst-26918	7	45	analysis	analysis	NOUN
ajst-26918	7	46	and	and	CCONJ
ajst-26918	7	47	processing	processing	NOUN
ajst-26918	7	48	.	.	PUNCT
ajst-26918	8	1	this	this	DET
ajst-26918	8	2	system	system	NOUN
ajst-26918	8	3	is	be	AUX
ajst-26918	8	4	not	not	PART
ajst-26918	8	5	only	only	ADV
ajst-26918	8	6	easy	easy	ADJ
ajst-26918	8	7	to	to	PART
ajst-26918	8	8	operate	operate	VERB
ajst-26918	8	9	,	,	PUNCT
ajst-26918	8	10	user	user	NOUN
ajst-26918	8	11	-	-	PUNCT
ajst-26918	8	12	friendly	friendly	ADJ
ajst-26918	8	13	user	user	NOUN
ajst-26918	8	14	interface	interface	NOUN
ajst-26918	8	15	design	design	NOUN
ajst-26918	8	16	,	,	PUNCT
ajst-26918	8	17	but	but	CCONJ
ajst-26918	8	18	also	also	ADV
ajst-26918	8	19	shows	show	VERB
ajst-26918	8	20	excellent	excellent	ADJ
ajst-26918	8	21	performance	performance	NOUN
ajst-26918	8	22	in	in	ADP
ajst-26918	8	23	the	the	DET
ajst-26918	8	24	process	process	NOUN
ajst-26918	8	25	of	of	ADP
ajst-26918	8	26	real	real	ADJ
ajst-26918	8	27	-	-	PUNCT
ajst-26918	8	28	time	time	NOUN
ajst-26918	8	29	monitoring	monitoring	NOUN
ajst-26918	8	30	and	and	CCONJ
ajst-26918	8	31	recognition	recognition	NOUN
ajst-26918	8	32	,	,	PUNCT
ajst-26918	8	33	ensuring	ensure	VERB
ajst-26918	8	34	a	a	DET
ajst-26918	8	35	high	high	ADJ
ajst-26918	8	36	degree	degree	NOUN
ajst-26918	8	37	of	of	ADP
ajst-26918	8	38	accuracy	accuracy	NOUN
ajst-26918	8	39	.	.	PUNCT
ajst-26918	9	1	these	these	DET
ajst-26918	9	2	characteristics	characteristic	NOUN
ajst-26918	9	3	have	have	AUX
ajst-26918	9	4	laid	lay	VERB
ajst-26918	9	5	a	a	DET
ajst-26918	9	6	solid	solid	ADJ
ajst-26918	9	7	foundation	foundation	NOUN
ajst-26918	9	8	for	for	ADP
ajst-26918	9	9	the	the	DET
ajst-26918	9	10	subsequent	subsequent	ADJ
ajst-26918	9	11	related	related	ADJ
ajst-26918	9	12	work	work	NOUN
ajst-26918	9	13	.	.	PUNCT
ajst-26918	10	1	keywords	keyword	NOUN
ajst-26918	10	2	:	:	PUNCT
ajst-26918	10	3	yolov11	yolov11	VERB
ajst-26918	10	4	;	;	PUNCT
ajst-26918	10	5	power	power	NOUN
ajst-26918	10	6	pylons	pylon	NOUN
ajst-26918	10	7	;	;	PUNCT
ajst-26918	10	8	a	a	DET
ajst-26918	10	9	hidden	hidden	ADJ
ajst-26918	10	10	danger	danger	NOUN
ajst-26918	10	11	;	;	PUNCT
ajst-26918	10	12	target	target	NOUN
ajst-26918	10	13	detection	detection	NOUN
ajst-26918	10	14	;	;	PUNCT
ajst-26918	10	15	gui	gui	PROPN
ajst-26918	10	16	.	.	PROPN
ajst-26918	10	17	1	1	X
ajst-26918	10	18	.	.	X
ajst-26918	10	19	introduction	introduction	NOUN
ajst-26918	10	20	safety	safety	NOUN
ajst-26918	10	21	hazards	hazard	NOUN
ajst-26918	10	22	on	on	ADP
ajst-26918	10	23	power	power	NOUN
ajst-26918	10	24	transmission	transmission	NOUN
ajst-26918	10	25	towers	tower	NOUN
ajst-26918	10	26	may	may	AUX
ajst-26918	10	27	pose	pose	VERB
ajst-26918	10	28	a	a	DET
ajst-26918	10	29	serious	serious	ADJ
ajst-26918	10	30	threat	threat	NOUN
ajst-26918	10	31	to	to	ADP
ajst-26918	10	32	the	the	DET
ajst-26918	10	33	stable	stable	ADJ
ajst-26918	10	34	operation	operation	NOUN
ajst-26918	10	35	of	of	ADP
ajst-26918	10	36	the	the	DET
ajst-26918	10	37	power	power	NOUN
ajst-26918	10	38	system	system	NOUN
ajst-26918	10	39	and	and	CCONJ
ajst-26918	10	40	public	public	ADJ
ajst-26918	10	41	safety	safety	NOUN
ajst-26918	10	42	.	.	PUNCT
ajst-26918	11	1	these	these	DET
ajst-26918	11	2	hidden	hide	VERB
ajst-26918	11	3	dangers	danger	NOUN
ajst-26918	11	4	mainly	mainly	ADV
ajst-26918	11	5	include	include	VERB
ajst-26918	11	6	bird	bird	NOUN
ajst-26918	11	7	nests	nest	NOUN
ajst-26918	11	8	,	,	PUNCT
ajst-26918	11	9	garbage	garbage	NOUN
ajst-26918	11	10	accumulation	accumulation	NOUN
ajst-26918	11	11	,	,	PUNCT
ajst-26918	11	12	kites	kite	NOUN
ajst-26918	11	13	or	or	CCONJ
ajst-26918	11	14	other	other	ADJ
ajst-26918	11	15	foreign	foreign	ADJ
ajst-26918	11	16	objects	object	NOUN
ajst-26918	11	17	,	,	PUNCT
ajst-26918	11	18	if	if	SCONJ
ajst-26918	11	19	not	not	PART
ajst-26918	11	20	detected	detect	VERB
ajst-26918	11	21	and	and	CCONJ
ajst-26918	11	22	removed	remove	VERB
ajst-26918	11	23	in	in	ADP
ajst-26918	11	24	time	time	NOUN
ajst-26918	11	25	,	,	PUNCT
ajst-26918	11	26	may	may	AUX
ajst-26918	11	27	lead	lead	VERB
ajst-26918	11	28	to	to	ADP
ajst-26918	11	29	power	power	NOUN
ajst-26918	11	30	tower	tower	NOUN
ajst-26918	11	31	failures	failure	NOUN
ajst-26918	11	32	or	or	CCONJ
ajst-26918	11	33	accidents	accident	NOUN
ajst-26918	11	34	,	,	PUNCT
ajst-26918	11	35	affecting	affect	VERB
ajst-26918	11	36	the	the	DET
ajst-26918	11	37	reliability	reliability	NOUN
ajst-26918	11	38	and	and	CCONJ
ajst-26918	11	39	safety	safety	NOUN
ajst-26918	11	40	of	of	ADP
ajst-26918	11	41	power	power	NOUN
ajst-26918	11	42	supply	supply	NOUN
ajst-26918	11	43	.	.	PUNCT
ajst-26918	12	1	therefore	therefore	ADV
ajst-26918	12	2	,	,	PUNCT
ajst-26918	12	3	the	the	DET
ajst-26918	12	4	effective	effective	ADJ
ajst-26918	12	5	detection	detection	NOUN
ajst-26918	12	6	and	and	CCONJ
ajst-26918	12	7	early	early	ADJ
ajst-26918	12	8	warning	warning	NOUN
ajst-26918	12	9	of	of	ADP
ajst-26918	12	10	the	the	DET
ajst-26918	12	11	safety	safety	NOUN
ajst-26918	12	12	hazards	hazard	NOUN
ajst-26918	12	13	on	on	ADP
ajst-26918	12	14	the	the	DET
ajst-26918	12	15	transmission	transmission	NOUN
ajst-26918	12	16	tower	tower	NOUN
ajst-26918	12	17	is	be	AUX
ajst-26918	12	18	very	very	ADV
ajst-26918	12	19	important	important	ADJ
ajst-26918	12	20	to	to	PART
ajst-26918	12	21	ensure	ensure	VERB
ajst-26918	12	22	the	the	DET
ajst-26918	12	23	stable	stable	ADJ
ajst-26918	12	24	operation	operation	NOUN
ajst-26918	12	25	of	of	ADP
ajst-26918	12	26	the	the	DET
ajst-26918	12	27	power	power	NOUN
ajst-26918	12	28	system	system	NOUN
ajst-26918	12	29	.	.	PUNCT
ajst-26918	13	1	however	however	ADV
ajst-26918	13	2	,	,	PUNCT
ajst-26918	13	3	the	the	DET
ajst-26918	13	4	traditional	traditional	ADJ
ajst-26918	13	5	manual	manual	ADJ
ajst-26918	13	6	inspection	inspection	NOUN
ajst-26918	13	7	method	method	NOUN
ajst-26918	13	8	is	be	AUX
ajst-26918	13	9	not	not	PART
ajst-26918	13	10	only	only	ADV
ajst-26918	13	11	inefficient	inefficient	ADJ
ajst-26918	13	12	,	,	PUNCT
ajst-26918	13	13	but	but	CCONJ
ajst-26918	13	14	also	also	ADV
ajst-26918	13	15	difficult	difficult	ADJ
ajst-26918	13	16	to	to	PART
ajst-26918	13	17	ensure	ensure	VERB
ajst-26918	13	18	the	the	DET
ajst-26918	13	19	comprehensive	comprehensive	ADJ
ajst-26918	13	20	detection	detection	NOUN
ajst-26918	13	21	of	of	ADP
ajst-26918	13	22	hidden	hide	VERB
ajst-26918	13	23	dangers	danger	NOUN
ajst-26918	13	24	,	,	PUNCT
ajst-26918	13	25	especially	especially	ADV
ajst-26918	13	26	in	in	ADP
ajst-26918	13	27	complex	complex	ADJ
ajst-26918	13	28	terrain	terrain	NOUN
ajst-26918	13	29	and	and	CCONJ
ajst-26918	13	30	bad	bad	ADJ
ajst-26918	13	31	weather	weather	NOUN
ajst-26918	13	32	conditions	condition	NOUN
ajst-26918	13	33	.	.	PUNCT
ajst-26918	14	1	therefore	therefore	ADV
ajst-26918	14	2	,	,	PUNCT
ajst-26918	14	3	the	the	DET
ajst-26918	14	4	development	development	NOUN
ajst-26918	14	5	of	of	ADP
ajst-26918	14	6	an	an	DET
ajst-26918	14	7	automated	automate	VERB
ajst-26918	14	8	and	and	CCONJ
ajst-26918	14	9	accurate	accurate	ADJ
ajst-26918	14	10	transmission	transmission	NOUN
ajst-26918	14	11	tower	tower	NOUN
ajst-26918	14	12	hidden	hide	VERB
ajst-26918	14	13	danger	danger	NOUN
ajst-26918	14	14	detection	detection	NOUN
ajst-26918	14	15	and	and	CCONJ
ajst-26918	14	16	identification	identification	NOUN
ajst-26918	14	17	system	system	NOUN
ajst-26918	14	18	can	can	AUX
ajst-26918	14	19	monitor	monitor	VERB
ajst-26918	14	20	the	the	DET
ajst-26918	14	21	status	status	NOUN
ajst-26918	14	22	of	of	ADP
ajst-26918	14	23	the	the	DET
ajst-26918	14	24	transmission	transmission	NOUN
ajst-26918	14	25	tower	tower	NOUN
ajst-26918	14	26	in	in	ADP
ajst-26918	14	27	real	real	ADJ
ajst-26918	14	28	time	time	NOUN
ajst-26918	14	29	,	,	PUNCT
ajst-26918	14	30	quickly	quickly	ADV
ajst-26918	14	31	discover	discover	VERB
ajst-26918	14	32	and	and	CCONJ
ajst-26918	14	33	identify	identify	VERB
ajst-26918	14	34	hidden	hidden	ADJ
ajst-26918	14	35	dangers	danger	NOUN
ajst-26918	14	36	,	,	PUNCT
ajst-26918	14	37	timely	timely	ADV
ajst-26918	14	38	warning	warning	NOUN
ajst-26918	14	39	and	and	CCONJ
ajst-26918	14	40	take	take	VERB
ajst-26918	14	41	appropriate	appropriate	ADJ
ajst-26918	14	42	maintenance	maintenance	NOUN
ajst-26918	14	43	measures	measure	NOUN
ajst-26918	14	44	,	,	PUNCT
ajst-26918	14	45	so	so	SCONJ
ajst-26918	14	46	as	as	SCONJ
ajst-26918	14	47	to	to	PART
ajst-26918	14	48	improve	improve	VERB
ajst-26918	14	49	the	the	DET
ajst-26918	14	50	safety	safety	NOUN
ajst-26918	14	51	and	and	CCONJ
ajst-26918	14	52	reliability	reliability	NOUN
ajst-26918	14	53	of	of	ADP
ajst-26918	14	54	the	the	DET
ajst-26918	14	55	power	power	NOUN
ajst-26918	14	56	grid	grid	NOUN
ajst-26918	14	57	.	.	PUNCT
ajst-26918	15	1	with	with	ADP
ajst-26918	15	2	the	the	DET
ajst-26918	15	3	development	development	NOUN
ajst-26918	15	4	of	of	ADP
ajst-26918	15	5	uav	uav	PROPN
ajst-26918	15	6	technology	technology	PROPN
ajst-26918	15	7	and	and	CCONJ
ajst-26918	15	8	image	image	NOUN
ajst-26918	15	9	processing	processing	NOUN
ajst-26918	15	10	technology	technology	NOUN
ajst-26918	15	11	,	,	PUNCT
ajst-26918	15	12	it	it	PRON
ajst-26918	15	13	has	have	AUX
ajst-26918	15	14	become	become	VERB
ajst-26918	15	15	possible	possible	ADJ
ajst-26918	15	16	to	to	PART
ajst-26918	15	17	detect	detect	VERB
ajst-26918	15	18	and	and	CCONJ
ajst-26918	15	19	warn	warn	VERB
ajst-26918	15	20	hidden	hidden	ADJ
ajst-26918	15	21	dangers	danger	NOUN
ajst-26918	15	22	of	of	ADP
ajst-26918	15	23	transmission	transmission	NOUN
ajst-26918	15	24	channels	channel	NOUN
ajst-26918	15	25	based	base	VERB
ajst-26918	15	26	on	on	ADP
ajst-26918	15	27	complex	complex	ADJ
ajst-26918	15	28	scenes	scene	NOUN
ajst-26918	15	29	,	,	PUNCT
ajst-26918	15	30	which	which	PRON
ajst-26918	15	31	can	can	AUX
ajst-26918	15	32	not	not	PART
ajst-26918	15	33	only	only	ADV
ajst-26918	15	34	improve	improve	VERB
ajst-26918	15	35	the	the	DET
ajst-26918	15	36	detection	detection	NOUN
ajst-26918	15	37	efficiency	efficiency	NOUN
ajst-26918	15	38	,	,	PUNCT
ajst-26918	15	39	but	but	CCONJ
ajst-26918	15	40	also	also	ADV
ajst-26918	15	41	reduce	reduce	VERB
ajst-26918	15	42	the	the	DET
ajst-26918	15	43	risk	risk	NOUN
ajst-26918	15	44	and	and	CCONJ
ajst-26918	15	45	cost	cost	NOUN
ajst-26918	15	46	of	of	ADP
ajst-26918	15	47	manual	manual	ADJ
ajst-26918	15	48	inspection	inspection	NOUN
ajst-26918	15	49	.	.	PUNCT
ajst-26918	16	1	2	2	X
ajst-26918	16	2	.	.	X
ajst-26918	16	3	research	research	NOUN
ajst-26918	16	4	status	status	NOUN
ajst-26918	16	5	in	in	ADP
ajst-26918	16	6	recent	recent	ADJ
ajst-26918	16	7	years	year	NOUN
ajst-26918	16	8	,	,	PUNCT
ajst-26918	16	9	with	with	ADP
ajst-26918	16	10	the	the	DET
ajst-26918	16	11	progress	progress	NOUN
ajst-26918	16	12	of	of	ADP
ajst-26918	16	13	artificial	artificial	ADJ
ajst-26918	16	14	intelligence	intelligence	NOUN
ajst-26918	16	15	and	and	CCONJ
ajst-26918	16	16	computer	computer	NOUN
ajst-26918	16	17	vision	vision	NOUN
ajst-26918	16	18	technology	technology	NOUN
ajst-26918	16	19	,	,	PUNCT
ajst-26918	16	20	machine	machine	NOUN
ajst-26918	16	21	learning	learning	NOUN
ajst-26918	16	22	and	and	CCONJ
ajst-26918	16	23	deep	deep	ADJ
ajst-26918	16	24	learning	learning	NOUN
ajst-26918	16	25	technology	technology	NOUN
ajst-26918	16	26	have	have	AUX
ajst-26918	16	27	been	be	AUX
ajst-26918	16	28	widely	widely	ADV
ajst-26918	16	29	applied	apply	VERB
ajst-26918	16	30	to	to	ADP
ajst-26918	16	31	the	the	DET
ajst-26918	16	32	safety	safety	NOUN
ajst-26918	16	33	hazard	hazard	NOUN
ajst-26918	16	34	detection	detection	NOUN
ajst-26918	16	35	task	task	NOUN
ajst-26918	16	36	on	on	ADP
ajst-26918	16	37	the	the	DET
ajst-26918	16	38	power	power	NOUN
ajst-26918	16	39	line	line	NOUN
ajst-26918	16	40	tower	tower	NOUN
ajst-26918	16	41	.	.	PUNCT
ajst-26918	17	1	by	by	ADP
ajst-26918	17	2	analyzing	analyze	VERB
ajst-26918	17	3	the	the	DET
ajst-26918	17	4	image	image	NOUN
ajst-26918	17	5	data	datum	NOUN
ajst-26918	17	6	,	,	PUNCT
ajst-26918	17	7	these	these	DET
ajst-26918	17	8	technologies	technology	NOUN
ajst-26918	17	9	can	can	AUX
ajst-26918	17	10	identify	identify	VERB
ajst-26918	17	11	potential	potential	ADJ
ajst-26918	17	12	hazards	hazard	NOUN
ajst-26918	17	13	such	such	ADJ
ajst-26918	17	14	as	as	ADP
ajst-26918	17	15	bird	bird	NOUN
ajst-26918	17	16	's	's	PART
ajst-26918	17	17	nests	nest	NOUN
ajst-26918	17	18	,	,	PUNCT
ajst-26918	17	19	garbage	garbage	NOUN
ajst-26918	17	20	and	and	CCONJ
ajst-26918	17	21	kites	kite	NOUN
ajst-26918	17	22	on	on	ADP
ajst-26918	17	23	the	the	DET
ajst-26918	17	24	power	power	NOUN
ajst-26918	17	25	pylons	pylon	NOUN
ajst-26918	17	26	and	and	CCONJ
ajst-26918	17	27	issue	issue	VERB
ajst-26918	17	28	timely	timely	ADJ
ajst-26918	17	29	warnings	warning	NOUN
ajst-26918	17	30	to	to	PART
ajst-26918	17	31	ensure	ensure	VERB
ajst-26918	17	32	the	the	DET
ajst-26918	17	33	stable	stable	ADJ
ajst-26918	17	34	operation	operation	NOUN
ajst-26918	17	35	of	of	ADP
ajst-26918	17	36	the	the	DET
ajst-26918	17	37	power	power	NOUN
ajst-26918	17	38	system	system	NOUN
ajst-26918	17	39	and	and	CCONJ
ajst-26918	17	40	public	public	ADJ
ajst-26918	17	41	safety	safety	NOUN
ajst-26918	17	42	.	.	PUNCT
ajst-26918	18	1	aiming	aim	VERB
ajst-26918	18	2	at	at	ADP
ajst-26918	18	3	the	the	DET
ajst-26918	18	4	problems	problem	NOUN
ajst-26918	18	5	of	of	ADP
ajst-26918	18	6	complex	complex	ADJ
ajst-26918	18	7	background	background	NOUN
ajst-26918	18	8	and	and	CCONJ
ajst-26918	18	9	small	small	ADJ
ajst-26918	18	10	target	target	NOUN
ajst-26918	18	11	proportion	proportion	NOUN
ajst-26918	18	12	in	in	ADP
ajst-26918	18	13	aerial	aerial	ADJ
ajst-26918	18	14	images	image	NOUN
ajst-26918	18	15	of	of	ADP
ajst-26918	18	16	transmission	transmission	NOUN
ajst-26918	18	17	line	line	NOUN
ajst-26918	18	18	towers	tower	NOUN
ajst-26918	18	19	,	,	PUNCT
ajst-26918	18	20	zhao	zhao	PROPN
ajst-26918	18	21	zhenbing	zhenbing	NOUN
ajst-26918	18	22	,	,	PUNCT
ajst-26918	18	23	lv	lv	PROPN
ajst-26918	18	24	xuechun	xuechun	PROPN
ajst-26918	18	25	et	et	PROPN
ajst-26918	19	1	al	al	PROPN
ajst-26918	19	2	.	.	PROPN
ajst-26918	19	3	proposed	propose	VERB
ajst-26918	19	4	methods	method	NOUN
ajst-26918	19	5	such	such	ADJ
ajst-26918	19	6	as	as	ADP
ajst-26918	19	7	channel	channel	NOUN
ajst-26918	19	8	attention	attention	NOUN
ajst-26918	19	9	,	,	PUNCT
ajst-26918	19	10	adaptive	adaptive	ADJ
ajst-26918	19	11	spatial	spatial	ADJ
ajst-26918	19	12	feature	feature	NOUN
ajst-26918	19	13	fusion	fusion	NOUN
ajst-26918	19	14	and	and	CCONJ
ajst-26918	19	15	improved	improve	VERB
ajst-26918	19	16	loss	loss	NOUN
ajst-26918	19	17	function	function	NOUN
ajst-26918	19	18	to	to	PART
ajst-26918	19	19	improve	improve	VERB
ajst-26918	19	20	the	the	DET
ajst-26918	19	21	detection	detection	NOUN
ajst-26918	19	22	accuracy	accuracy	NOUN
ajst-26918	19	23	and	and	CCONJ
ajst-26918	19	24	recall	recall	NOUN
ajst-26918	19	25	rate	rate	NOUN
ajst-26918	19	26	of	of	ADP
ajst-26918	19	27	yolox	yolox	NOUN
ajst-26918	19	28	-	-	PUNCT
ajst-26918	19	29	s	s	NOUN
ajst-26918	19	30	,	,	PUNCT
ajst-26918	19	31	especially	especially	ADV
ajst-26918	19	32	for	for	ADP
ajst-26918	19	33	small	small	ADJ
ajst-26918	19	34	targets	target	NOUN
ajst-26918	19	35	and	and	CCONJ
ajst-26918	19	36	errorprone	errorprone	NOUN
ajst-26918	19	37	detection	detection	NOUN
ajst-26918	19	38	targets	target	NOUN
ajst-26918	19	39	.	.	PUNCT
ajst-26918	20	1	it	it	PRON
ajst-26918	20	2	has	have	AUX
ajst-26918	20	3	demonstrated	demonstrate	VERB
ajst-26918	20	4	its	its	PRON
ajst-26918	20	5	superiority	superiority	NOUN
ajst-26918	20	6	and	and	CCONJ
ajst-26918	20	7	practicability	practicability	NOUN
ajst-26918	20	8	in	in	ADP
ajst-26918	20	9	the	the	DET
ajst-26918	20	10	detection	detection	NOUN
ajst-26918	20	11	of	of	ADP
ajst-26918	20	12	hardware	hardware	NOUN
ajst-26918	20	13	targets	target	NOUN
ajst-26918	20	14	[	[	X
ajst-26918	20	15	1	1	NUM
ajst-26918	20	16	]	]	PUNCT
ajst-26918	20	17	.	.	PUNCT
ajst-26918	21	1	hao	hao	PROPN
ajst-26918	21	2	shuai	shuai	PROPN
ajst-26918	21	3	,	,	PUNCT
ajst-26918	21	4	yang	yang	PROPN
ajst-26918	21	5	lei	lei	PROPN
ajst-26918	21	6	et	et	PROPN
ajst-26918	21	7	al	al	PROPN
ajst-26918	21	8	.	.	PROPN
ajst-26918	21	9	proposed	propose	VERB
ajst-26918	21	10	a	a	DET
ajst-26918	21	11	fault	fault	NOUN
ajst-26918	21	12	detection	detection	NOUN
ajst-26918	21	13	algorithm	algorithm	NOUN
ajst-26918	21	14	for	for	ADP
ajst-26918	21	15	high	high	ADJ
ajst-26918	21	16	-	-	PUNCT
ajst-26918	21	17	voltage	voltage	NOUN
ajst-26918	21	18	transmission	transmission	NOUN
ajst-26918	21	19	lines	line	NOUN
ajst-26918	21	20	based	base	VERB
ajst-26918	21	21	on	on	ADP
ajst-26918	21	22	yolov5	yolov5	NOUN
ajst-26918	21	23	.	.	PUNCT
ajst-26918	22	1	by	by	ADP
ajst-26918	22	2	introducing	introduce	VERB
ajst-26918	22	3	attention	attention	NOUN
ajst-26918	22	4	mechanism	mechanism	NOUN
ajst-26918	22	5	and	and	CCONJ
ajst-26918	22	6	cross	cross	ADJ
ajst-26918	22	7	-	-	ADJ
ajst-26918	22	8	scale	scale	ADJ
ajst-26918	22	9	feature	feature	NOUN
ajst-26918	22	10	fusion	fusion	NOUN
ajst-26918	22	11	,	,	PUNCT
ajst-26918	22	12	the	the	DET
ajst-26918	22	13	detection	detection	NOUN
ajst-26918	22	14	accuracy	accuracy	NOUN
ajst-26918	22	15	of	of	ADP
ajst-26918	22	16	multi	multi	ADJ
ajst-26918	22	17	-	-	ADJ
ajst-26918	22	18	scale	scale	ADJ
ajst-26918	22	19	fault	fault	NOUN
ajst-26918	22	20	targets	target	NOUN
ajst-26918	22	21	in	in	ADP
ajst-26918	22	22	complex	complex	ADJ
ajst-26918	22	23	environments	environment	NOUN
ajst-26918	22	24	was	be	AUX
ajst-26918	22	25	improved	improve	VERB
ajst-26918	22	26	,	,	PUNCT
ajst-26918	22	27	with	with	ADP
ajst-26918	22	28	an	an	DET
ajst-26918	22	29	average	average	ADJ
ajst-26918	22	30	detection	detection	NOUN
ajst-26918	22	31	accuracy	accuracy	NOUN
ajst-26918	22	32	of	of	ADP
ajst-26918	22	33	96.8	96.8	NUM
ajst-26918	22	34	%	%	NOUN
ajst-26918	22	35	.	.	PUNCT
ajst-26918	23	1	this	this	DET
ajst-26918	23	2	algorithm	algorithm	NOUN
ajst-26918	23	3	performs	perform	VERB
ajst-26918	23	4	well	well	ADV
ajst-26918	23	5	in	in	ADP
ajst-26918	23	6	the	the	DET
ajst-26918	23	7	verification	verification	NOUN
ajst-26918	23	8	of	of	ADP
ajst-26918	23	9	uav	uav	PROPN
ajst-26918	23	10	inspection	inspection	NOUN
ajst-26918	23	11	data	datum	NOUN
ajst-26918	23	12	and	and	CCONJ
ajst-26918	23	13	provides	provide	VERB
ajst-26918	23	14	an	an	DET
ajst-26918	23	15	effective	effective	ADJ
ajst-26918	23	16	solution	solution	NOUN
ajst-26918	23	17	for	for	ADP
ajst-26918	23	18	transmission	transmission	NOUN
ajst-26918	23	19	line	line	NOUN
ajst-26918	23	20	inspection	inspection	NOUN
ajst-26918	24	1	[	[	X
ajst-26918	24	2	2	2	NUM
ajst-26918	24	3	]	]	PUNCT
ajst-26918	24	4	.	.	PUNCT
ajst-26918	25	1	yang	yang	PROPN
ajst-26918	25	2	xuecun	xuecun	PROPN
ajst-26918	25	3	,	,	PUNCT
ajst-26918	25	4	pei	pei	PROPN
ajst-26918	25	5	dong	dong	PROPN
ajst-26918	25	6	et	et	PROPN
ajst-26918	25	7	al	al	PROPN
ajst-26918	25	8	.	.	PROPN
ajst-26918	25	9	proposed	propose	VERB
ajst-26918	25	10	a	a	DET
ajst-26918	25	11	lightweight	lightweight	ADJ
ajst-26918	25	12	yolov3	yolov3	PROPN
ajst-26918	25	13	transmission	transmission	NOUN
ajst-26918	25	14	line	line	NOUN
ajst-26918	25	15	bird	bird	NOUN
ajst-26918	25	16	nest	nest	NOUN
ajst-26918	25	17	detection	detection	NOUN
ajst-26918	25	18	method	method	NOUN
ajst-26918	25	19	based	base	VERB
ajst-26918	25	20	on	on	ADP
ajst-26918	25	21	depth	depth	NOUN
ajst-26918	25	22	separable	separable	ADJ
ajst-26918	25	23	convolution	convolution	NOUN
ajst-26918	25	24	,	,	PUNCT
ajst-26918	25	25	aiming	aim	VERB
ajst-26918	25	26	to	to	PART
ajst-26918	25	27	improve	improve	VERB
ajst-26918	25	28	the	the	DET
ajst-26918	25	29	detection	detection	NOUN
ajst-26918	25	30	accuracy	accuracy	NOUN
ajst-26918	25	31	of	of	ADP
ajst-26918	25	32	hidden	hide	VERB
ajst-26918	25	33	dangers	danger	NOUN
ajst-26918	25	34	such	such	ADJ
ajst-26918	25	35	as	as	ADP
ajst-26918	25	36	bird	bird	NOUN
ajst-26918	25	37	nests	nest	NOUN
ajst-26918	25	38	on	on	ADP
ajst-26918	25	39	transmission	transmission	NOUN
ajst-26918	25	40	lines	line	NOUN
ajst-26918	25	41	.	.	PUNCT
ajst-26918	26	1	this	this	DET
ajst-26918	26	2	method	method	NOUN
ajst-26918	26	3	enhances	enhance	VERB
ajst-26918	26	4	the	the	DET
ajst-26918	26	5	ability	ability	NOUN
ajst-26918	26	6	of	of	ADP
ajst-26918	26	7	the	the	DET
ajst-26918	26	8	model	model	NOUN
ajst-26918	26	9	to	to	PART
ajst-26918	26	10	extract	extract	VERB
ajst-26918	26	11	bird	bird	NOUN
ajst-26918	26	12	's	's	PART
ajst-26918	26	13	nest	nest	NOUN
ajst-26918	26	14	features	feature	NOUN
ajst-26918	26	15	by	by	ADP
ajst-26918	26	16	introducing	introduce	VERB
ajst-26918	26	17	deep	deep	ADJ
ajst-26918	26	18	separable	separable	ADJ
ajst-26918	26	19	convolution	convolution	NOUN
ajst-26918	26	20	,	,	PUNCT
ajst-26918	26	21	thus	thus	ADV
ajst-26918	26	22	improving	improve	VERB
ajst-26918	26	23	the	the	DET
ajst-26918	26	24	accuracy	accuracy	NOUN
ajst-26918	26	25	of	of	ADP
ajst-26918	26	26	detection	detection	NOUN
ajst-26918	26	27	.	.	PUNCT
ajst-26918	27	1	the	the	DET
ajst-26918	27	2	results	result	NOUN
ajst-26918	27	3	show	show	VERB
ajst-26918	27	4	that	that	SCONJ
ajst-26918	27	5	the	the	DET
ajst-26918	27	6	method	method	NOUN
ajst-26918	27	7	can	can	AUX
ajst-26918	27	8	effectively	effectively	ADV
ajst-26918	27	9	detect	detect	VERB
ajst-26918	27	10	the	the	DET
ajst-26918	27	11	bird	bird	NOUN
ajst-26918	27	12	's	's	PART
ajst-26918	27	13	nest	nest	NOUN
ajst-26918	27	14	on	on	ADP
ajst-26918	27	15	the	the	DET
ajst-26918	27	16	transmission	transmission	NOUN
ajst-26918	27	17	line	line	NOUN
ajst-26918	27	18	,	,	PUNCT
ajst-26918	27	19	and	and	CCONJ
ajst-26918	27	20	the	the	DET
ajst-26918	27	21	average	average	ADJ
ajst-26918	27	22	detection	detection	NOUN
ajst-26918	27	23	accuracy	accuracy	NOUN
ajst-26918	27	24	reaches	reach	VERB
ajst-26918	27	25	96.8	96.8	NUM
ajst-26918	27	26	%	%	NOUN
ajst-26918	27	27	,	,	PUNCT
ajst-26918	27	28	showing	show	VERB
ajst-26918	27	29	good	good	ADJ
ajst-26918	27	30	detection	detection	NOUN
ajst-26918	27	31	performance	performance	NOUN
ajst-26918	27	32	.	.	PUNCT
ajst-26918	28	1	this	this	DET
ajst-26918	28	2	study	study	NOUN
ajst-26918	28	3	provides	provide	VERB
ajst-26918	28	4	a	a	DET
ajst-26918	28	5	new	new	ADJ
ajst-26918	28	6	solution	solution	NOUN
ajst-26918	28	7	for	for	ADP
ajst-26918	28	8	the	the	DET
ajst-26918	28	9	bird	bird	NOUN
ajst-26918	28	10	nest	nest	NOUN
ajst-26918	28	11	detection	detection	NOUN
ajst-26918	28	12	of	of	ADP
ajst-26918	28	13	transmission	transmission	NOUN
ajst-26918	28	14	lines	line	NOUN
ajst-26918	28	15	,	,	PUNCT
ajst-26918	28	16	which	which	PRON
ajst-26918	28	17	is	be	AUX
ajst-26918	28	18	of	of	ADP
ajst-26918	28	19	great	great	ADJ
ajst-26918	28	20	significance	significance	NOUN
ajst-26918	28	21	for	for	ADP
ajst-26918	28	22	improving	improve	VERB
ajst-26918	28	23	the	the	DET
ajst-26918	28	24	safety	safety	NOUN
ajst-26918	28	25	and	and	CCONJ
ajst-26918	28	26	reliability	reliability	NOUN
ajst-26918	28	27	of	of	ADP
ajst-26918	28	28	power	power	NOUN
ajst-26918	28	29	systems	system	NOUN
ajst-26918	28	30	[	[	X
ajst-26918	28	31	3	3	NUM
ajst-26918	28	32	]	]	PUNCT
ajst-26918	28	33	.	.	PUNCT
ajst-26918	29	1	shi	shi	PROPN
ajst-26918	29	2	yongxiang	yongxiang	PROPN
ajst-26918	29	3	,	,	PUNCT
ajst-26918	29	4	yang	yang	PROPN
ajst-26918	29	5	guisheng	guisheng	PROPN
ajst-26918	29	6	et	et	PROPN
ajst-26918	29	7	al	al	PROPN
ajst-26918	29	8	.	.	PROPN
ajst-26918	29	9	proposed	propose	VERB
ajst-26918	29	10	a	a	DET
ajst-26918	29	11	transmission	transmission	NOUN
ajst-26918	29	12	line	line	NOUN
ajst-26918	29	13	target	target	NOUN
ajst-26918	29	14	detection	detection	NOUN
ajst-26918	29	15	method	method	NOUN
ajst-26918	29	16	based	base	VERB
ajst-26918	29	17	on	on	ADP
ajst-26918	29	18	yolov3	yolov3	PROPN
ajst-26918	29	19	,	,	PUNCT
ajst-26918	29	20	which	which	PRON
ajst-26918	29	21	used	use	VERB
ajst-26918	29	22	225	225	NUM
ajst-26918	29	23	drones	drone	NOUN
ajst-26918	29	24	to	to	PART
ajst-26918	29	25	obtain	obtain	VERB
ajst-26918	29	26	the	the	DET
ajst-26918	29	27	original	original	ADJ
ajst-26918	29	28	image	image	NOUN
ajst-26918	29	29	of	of	ADP
ajst-26918	29	30	the	the	DET
ajst-26918	29	31	transmission	transmission	NOUN
ajst-26918	29	32	line	line	NOUN
ajst-26918	29	33	and	and	CCONJ
ajst-26918	29	34	carried	carry	VERB
ajst-26918	29	35	out	out	ADP
ajst-26918	29	36	target	target	NOUN
ajst-26918	29	37	detection	detection	NOUN
ajst-26918	29	38	through	through	ADP
ajst-26918	29	39	yolov3	yolov3	PROPN
ajst-26918	29	40	neural	neural	ADJ
ajst-26918	29	41	network	network	NOUN
ajst-26918	29	42	.	.	PUNCT
ajst-26918	30	1	the	the	DET
ajst-26918	30	2	method	method	NOUN
ajst-26918	30	3	first	first	ADJ
ajst-26918	30	4	preprocesses	preprocesse	VERB
ajst-26918	30	5	the	the	DET
ajst-26918	30	6	original	original	ADJ
ajst-26918	30	7	image	image	NOUN
ajst-26918	30	8	,	,	PUNCT
ajst-26918	30	9	and	and	CCONJ
ajst-26918	30	10	then	then	ADV
ajst-26918	30	11	injects	inject	VERB
ajst-26918	30	12	it	it	PRON
ajst-26918	30	13	into	into	ADP
ajst-26918	30	14	the	the	DET
ajst-26918	30	15	yolov3	yolov3	PROPN
ajst-26918	30	16	model	model	NOUN
ajst-26918	30	17	for	for	ADP
ajst-26918	30	18	detection	detection	NOUN
ajst-26918	30	19	,	,	PUNCT
ajst-26918	30	20	and	and	CCONJ
ajst-26918	30	21	finally	finally	ADV
ajst-26918	30	22	realizes	realize	VERB
ajst-26918	30	23	multi	multi	ADJ
ajst-26918	30	24	-	-	ADJ
ajst-26918	30	25	target	target	ADJ
ajst-26918	30	26	detection	detection	NOUN
ajst-26918	30	27	,	,	PUNCT
ajst-26918	30	28	improving	improve	VERB
ajst-26918	30	29	the	the	DET
ajst-26918	30	30	detection	detection	NOUN
ajst-26918	30	31	accuracy	accuracy	NOUN
ajst-26918	30	32	[	[	X
ajst-26918	30	33	4	4	NUM
ajst-26918	30	34	]	]	PUNCT
ajst-26918	30	35	.	.	PUNCT
ajst-26918	31	1	du	du	PROPN
ajst-26918	31	2	qiliang	qiliang	PROPN
ajst-26918	31	3	,	,	PUNCT
ajst-26918	31	4	li	li	PROPN
ajst-26918	31	5	chunxiang	chunxiang	PROPN
ajst-26918	31	6	et	et	PROPN
ajst-26918	31	7	al	al	PROPN
ajst-26918	31	8	.	.	PROPN
ajst-26918	31	9	proposed	propose	VERB
ajst-26918	31	10	a	a	DET
ajst-26918	31	11	transmission	transmission	NOUN
ajst-26918	31	12	line	line	NOUN
ajst-26918	31	13	anomaly	anomaly	NOUN
ajst-26918	31	14	target	target	NOUN
ajst-26918	31	15	detection	detection	NOUN
ajst-26918	31	16	method	method	NOUN
ajst-26918	31	17	based	base	VERB
ajst-26918	31	18	on	on	ADP
ajst-26918	31	19	yolov3	yolov3	PROPN
ajst-26918	31	20	,	,	PUNCT
ajst-26918	31	21	which	which	PRON
ajst-26918	31	22	includes	include	VERB
ajst-26918	31	23	steps	step	NOUN
ajst-26918	31	24	such	such	ADJ
ajst-26918	31	25	as	as	ADP
ajst-26918	31	26	data	datum	NOUN
ajst-26918	31	27	acquisition	acquisition	NOUN
ajst-26918	31	28	and	and	CCONJ
ajst-26918	31	29	annotation	annotation	NOUN
ajst-26918	31	30	,	,	PUNCT
ajst-26918	31	31	data	datum	NOUN
ajst-26918	31	32	enhancement	enhancement	NOUN
ajst-26918	31	33	,	,	PUNCT
ajst-26918	31	34	network	network	NOUN
ajst-26918	31	35	structure	structure	NOUN
ajst-26918	31	36	improvement	improvement	NOUN
ajst-26918	31	37	,	,	PUNCT
ajst-26918	31	38	training	training	NOUN
ajst-26918	31	39	and	and	CCONJ
ajst-26918	31	40	real	real	ADJ
ajst-26918	31	41	-	-	PUNCT
ajst-26918	31	42	time	time	NOUN
ajst-26918	31	43	detection	detection	NOUN
ajst-26918	31	44	.	.	PUNCT
ajst-26918	32	1	this	this	DET
ajst-26918	32	2	method	method	NOUN
ajst-26918	32	3	improves	improve	VERB
ajst-26918	32	4	the	the	DET
ajst-26918	32	5	detection	detection	NOUN
ajst-26918	32	6	accuracy	accuracy	NOUN
ajst-26918	32	7	of	of	ADP
ajst-26918	32	8	multi	multi	ADJ
ajst-26918	32	9	-	-	ADJ
ajst-26918	32	10	scale	scale	ADJ
ajst-26918	32	11	targets	target	NOUN
ajst-26918	32	12	by	by	ADP
ajst-26918	32	13	improving	improve	VERB
ajst-26918	32	14	coordinate	coordinate	NOUN
ajst-26918	32	15	loss	loss	NOUN
ajst-26918	32	16	function	function	NOUN
ajst-26918	32	17	and	and	CCONJ
ajst-26918	32	18	non	non	ADJ
ajst-26918	32	19	-	-	ADJ
ajst-26918	32	20	maximum	maximum	ADJ
ajst-26918	32	21	suppression	suppression	NOUN
ajst-26918	32	22	processing	processing	NOUN
ajst-26918	32	23	,	,	PUNCT
ajst-26918	32	24	and	and	CCONJ
ajst-26918	32	25	can	can	AUX
ajst-26918	32	26	detect	detect	VERB
ajst-26918	32	27	and	and	CCONJ
ajst-26918	32	28	locate	locate	VERB
ajst-26918	32	29	potential	potential	ADJ
ajst-26918	32	30	damage	damage	NOUN
ajst-26918	32	31	targets	target	NOUN
ajst-26918	32	32	on	on	ADP
ajst-26918	32	33	transmission	transmission	NOUN
ajst-26918	32	34	lines	line	NOUN
ajst-26918	32	35	in	in	ADP
ajst-26918	32	36	real	real	ADJ
ajst-26918	32	37	time	time	NOUN
ajst-26918	32	38	,	,	PUNCT
ajst-26918	32	39	such	such	ADJ
ajst-26918	32	40	as	as	ADP
ajst-26918	32	41	excavators	excavator	NOUN
ajst-26918	32	42	,	,	PUNCT
ajst-26918	32	43	tower	tower	NOUN
ajst-26918	32	44	cranes	crane	NOUN
ajst-26918	32	45	and	and	CCONJ
ajst-26918	32	46	cranes	crane	NOUN
ajst-26918	32	47	,	,	PUNCT
ajst-26918	32	48	to	to	PART
ajst-26918	32	49	ensure	ensure	VERB
ajst-26918	32	50	the	the	DET
ajst-26918	32	51	safety	safety	NOUN
ajst-26918	32	52	and	and	CCONJ
ajst-26918	32	53	stability	stability	NOUN
ajst-26918	32	54	of	of	ADP
ajst-26918	32	55	transmission	transmission	NOUN
ajst-26918	32	56	lines	line	NOUN
ajst-26918	32	57	[	[	X
ajst-26918	32	58	5	5	NUM
ajst-26918	32	59	]	]	PUNCT
ajst-26918	32	60	.	.	PUNCT
ajst-26918	33	1	sun	sun	PROPN
ajst-26918	33	2	jiangang	jiangang	PROPN
ajst-26918	33	3	,	,	PUNCT
ajst-26918	33	4	liu	liu	PROPN
ajst-26918	33	5	yuecan	yuecan	PROPN
ajst-26918	33	6	et	et	PROPN
ajst-26918	33	7	al	al	PROPN
ajst-26918	33	8	.	.	PROPN
ajst-26918	33	9	proposed	propose	VERB
ajst-26918	33	10	a	a	DET
ajst-26918	33	11	bird	bird	NOUN
ajst-26918	33	12	detection	detection	NOUN
ajst-26918	33	13	method	method	NOUN
ajst-26918	33	14	based	base	VERB
ajst-26918	33	15	on	on	ADP
ajst-26918	33	16	artificial	artificial	ADJ
ajst-26918	33	17	intelligence	intelligence	NOUN
ajst-26918	33	18	,	,	PUNCT
ajst-26918	33	19	which	which	PRON
ajst-26918	33	20	uses	use	VERB
ajst-26918	33	21	yolo	yolo	ADJ
ajst-26918	33	22	model	model	NOUN
ajst-26918	33	23	for	for	ADP
ajst-26918	33	24	small	small	ADJ
ajst-26918	33	25	target	target	NOUN
ajst-26918	33	26	detection	detection	NOUN
ajst-26918	33	27	,	,	PUNCT
ajst-26918	33	28	enhances	enhance	VERB
ajst-26918	33	29	image	image	NOUN
ajst-26918	33	30	feature	feature	NOUN
ajst-26918	33	31	extraction	extraction	NOUN
ajst-26918	33	32	capability	capability	NOUN
ajst-26918	33	33	through	through	ADP
ajst-26918	33	34	residual	residual	ADJ
ajst-26918	33	35	module	module	NOUN
ajst-26918	33	36	in	in	ADP
ajst-26918	33	37	convolutional	convolutional	ADJ
ajst-26918	33	38	neural	neural	ADJ
ajst-26918	33	39	network	network	NOUN
ajst-26918	33	40	,	,	PUNCT
ajst-26918	33	41	and	and	CCONJ
ajst-26918	33	42	uses	use	VERB
ajst-26918	33	43	multi	multi	ADJ
ajst-26918	33	44	-	-	ADJ
ajst-26918	33	45	scale	scale	ADJ
ajst-26918	33	46	method	method	NOUN
ajst-26918	33	47	to	to	PART
ajst-26918	33	48	ensure	ensure	VERB
ajst-26918	33	49	the	the	DET
ajst-26918	33	50	accuracy	accuracy	NOUN
ajst-26918	33	51	of	of	ADP
ajst-26918	33	52	small	small	ADJ
ajst-26918	33	53	target	target	NOUN
ajst-26918	33	54	detection	detection	NOUN
ajst-26918	33	55	.	.	PUNCT
ajst-26918	34	1	the	the	DET
ajst-26918	34	2	sample	sample	NOUN
ajst-26918	34	3	images	image	NOUN
ajst-26918	34	4	are	be	AUX
ajst-26918	34	5	collected	collect	VERB
ajst-26918	34	6	by	by	ADP
ajst-26918	34	7	camera	camera	NOUN
ajst-26918	34	8	,	,	PUNCT
ajst-26918	34	9	the	the	DET
ajst-26918	34	10	network	network	NOUN
ajst-26918	34	11	model	model	NOUN
ajst-26918	34	12	is	be	AUX
ajst-26918	34	13	constructed	construct	VERB
ajst-26918	34	14	,	,	PUNCT
ajst-26918	34	15	and	and	CCONJ
ajst-26918	34	16	the	the	DET
ajst-26918	34	17	transfer	transfer	NOUN
ajst-26918	34	18	learning	learning	NOUN
ajst-26918	34	19	method	method	NOUN
ajst-26918	34	20	is	be	AUX
ajst-26918	34	21	used	use	VERB
ajst-26918	34	22	for	for	ADP
ajst-26918	34	23	training	training	NOUN
ajst-26918	34	24	.	.	PUNCT
ajst-26918	35	1	the	the	DET
ajst-26918	35	2	experimental	experimental	ADJ
ajst-26918	35	3	results	result	NOUN
ajst-26918	35	4	show	show	VERB
ajst-26918	35	5	that	that	SCONJ
ajst-26918	35	6	the	the	DET
ajst-26918	35	7	artificial	artificial	ADJ
ajst-26918	35	8	intelligence	intelligence	NOUN
ajst-26918	35	9	bird	bird	NOUN
ajst-26918	35	10	detection	detection	NOUN
ajst-26918	35	11	method	method	NOUN
ajst-26918	35	12	can	can	AUX
ajst-26918	35	13	detect	detect	VERB
ajst-26918	35	14	birds	bird	NOUN
ajst-26918	35	15	efficiently	efficiently	ADV
ajst-26918	35	16	and	and	CCONJ
ajst-26918	35	17	accurately	accurately	ADV
ajst-26918	35	18	,	,	PUNCT
ajst-26918	35	19	and	and	CCONJ
ajst-26918	35	20	effectively	effectively	ADV
ajst-26918	35	21	reduce	reduce	VERB
ajst-26918	35	22	the	the	DET
ajst-26918	35	23	input	input	NOUN
ajst-26918	35	24	of	of	ADP
ajst-26918	35	25	manpower	manpower	NOUN
ajst-26918	35	26	and	and	CCONJ
ajst-26918	35	27	material	material	NOUN
ajst-26918	35	28	resources	resource	NOUN
ajst-26918	35	29	[	[	X
ajst-26918	35	30	6	6	NUM
ajst-26918	35	31	]	]	PUNCT
ajst-26918	35	32	.	.	PUNCT
ajst-26918	36	1	zhang	zhang	PROPN
ajst-26918	36	2	huanlong	huanlong	PROPN
ajst-26918	36	3	,	,	PUNCT
ajst-26918	36	4	qi	qi	PROPN
ajst-26918	36	5	enterprise	enterprise	NOUN
ajst-26918	36	6	proposed	propose	VERB
ajst-26918	36	7	a	a	DET
ajst-26918	36	8	bird	bird	NOUN
ajst-26918	36	9	's	's	PART
ajst-26918	36	10	nest	nest	NOUN
ajst-26918	36	11	detection	detection	NOUN
ajst-26918	36	12	method	method	NOUN
ajst-26918	36	13	for	for	ADP
ajst-26918	36	14	transmission	transmission	NOUN
ajst-26918	36	15	lines	line	NOUN
ajst-26918	36	16	based	base	VERB
ajst-26918	36	17	on	on	ADP
ajst-26918	36	18	improved	improved	ADJ
ajst-26918	36	19	yolov5	yolov5	NOUN
ajst-26918	36	20	.	.	PUNCT
ajst-26918	37	1	the	the	DET
ajst-26918	37	2	method	method	NOUN
ajst-26918	37	3	combines	combine	VERB
ajst-26918	37	4	channel	channel	NOUN
ajst-26918	37	5	attention	attention	NOUN
ajst-26918	37	6	mechanism	mechanism	NOUN
ajst-26918	37	7	and	and	CCONJ
ajst-26918	37	8	spatial	spatial	ADJ
ajst-26918	37	9	attention	attention	NOUN
ajst-26918	37	10	mechanism	mechanism	NOUN
ajst-26918	37	11	to	to	PART
ajst-26918	37	12	design	design	VERB
ajst-26918	37	13	feature	feature	NOUN
ajst-26918	37	14	balance	balance	NOUN
ajst-26918	37	15	network	network	NOUN
ajst-26918	37	16	,	,	PUNCT
ajst-26918	37	17	and	and	CCONJ
ajst-26918	37	18	uses	use	VERB
ajst-26918	37	19	channel	channel	NOUN
ajst-26918	37	20	weight	weight	NOUN
ajst-26918	37	21	and	and	CCONJ
ajst-26918	37	22	spatial	spatial	ADJ
ajst-26918	37	23	weight	weight	NOUN
ajst-26918	37	24	as	as	ADP
ajst-26918	37	25	guidance	guidance	NOUN
ajst-26918	37	26	to	to	PART
ajst-26918	37	27	realize	realize	VERB
ajst-26918	37	28	semantic	semantic	ADJ
ajst-26918	37	29	and	and	CCONJ
ajst-26918	37	30	spatial	spatial	ADJ
ajst-26918	37	31	information	information	NOUN
ajst-26918	37	32	balance	balance	NOUN
ajst-26918	37	33	among	among	ADP
ajst-26918	37	34	features	feature	NOUN
ajst-26918	37	35	at	at	ADP
ajst-26918	37	36	different	different	ADJ
ajst-26918	37	37	levels	level	NOUN
ajst-26918	37	38	of	of	ADP
ajst-26918	37	39	detection	detection	NOUN
ajst-26918	37	40	network	network	NOUN
ajst-26918	37	41	.	.	PUNCT
ajst-26918	38	1	at	at	ADP
ajst-26918	38	2	the	the	DET
ajst-26918	38	3	same	same	ADJ
ajst-26918	38	4	time	time	NOUN
ajst-26918	38	5	,	,	PUNCT
ajst-26918	38	6	in	in	ADP
ajst-26918	38	7	order	order	NOUN
ajst-26918	38	8	to	to	PART
ajst-26918	38	9	avoid	avoid	VERB
ajst-26918	38	10	the	the	DET
ajst-26918	38	11	problem	problem	NOUN
ajst-26918	38	12	of	of	ADP
ajst-26918	38	13	feature	feature	NOUN
ajst-26918	38	14	weakening	weaken	VERB
ajst-26918	38	15	due	due	ADP
ajst-26918	38	16	to	to	ADP
ajst-26918	38	17	the	the	DET
ajst-26918	38	18	increasing	increase	VERB
ajst-26918	38	19	number	number	NOUN
ajst-26918	38	20	of	of	ADP
ajst-26918	38	21	network	network	NOUN
ajst-26918	38	22	layers	layer	NOUN
ajst-26918	38	23	,	,	PUNCT
ajst-26918	38	24	a	a	DET
ajst-26918	38	25	feature	feature	NOUN
ajst-26918	38	26	enhancement	enhancement	NOUN
ajst-26918	38	27	module	module	NOUN
ajst-26918	38	28	is	be	AUX
ajst-26918	38	29	designed	design	VERB
ajst-26918	38	30	to	to	PART
ajst-26918	38	31	capture	capture	VERB
ajst-26918	38	32	the	the	DET
ajst-26918	38	33	channel	channel	NOUN
ajst-26918	38	34	relationship	relationship	NOUN
ajst-26918	38	35	and	and	CCONJ
ajst-26918	38	36	location	location	NOUN
ajst-26918	38	37	information	information	NOUN
ajst-26918	38	38	related	relate	VERB
ajst-26918	38	39	to	to	ADP
ajst-26918	38	40	the	the	DET
ajst-26918	38	41	bird	bird	NOUN
ajst-26918	38	42	's	's	PART
ajst-26918	38	43	nest	nest	NOUN
ajst-26918	38	44	.	.	PUNCT
ajst-26918	39	1	finally	finally	ADV
ajst-26918	39	2	,	,	PUNCT
ajst-26918	39	3	bird	bird	PROPN
ajst-26918	39	4	's	's	PART
ajst-26918	39	5	nest	nest	NOUN
ajst-26918	39	6	data	datum	NOUN
ajst-26918	39	7	set	set	VERB
ajst-26918	39	8	is	be	AUX
ajst-26918	39	9	built	build	VERB
ajst-26918	39	10	by	by	ADP
ajst-26918	39	11	using	use	VERB
ajst-26918	39	12	the	the	DET
ajst-26918	39	13	transmission	transmission	NOUN
ajst-26918	39	14	line	line	NOUN
ajst-26918	39	15	uav	uav	PROPN
ajst-26918	39	16	inspection	inspection	NOUN
ajst-26918	39	17	images	image	NOUN
ajst-26918	39	18	for	for	ADP
ajst-26918	39	19	training	training	NOUN
ajst-26918	39	20	and	and	CCONJ
ajst-26918	39	21	testing	testing	NOUN
ajst-26918	39	22	.	.	PUNCT
ajst-26918	40	1	the	the	DET
ajst-26918	40	2	experimental	experimental	ADJ
ajst-26918	40	3	results	result	NOUN
ajst-26918	40	4	show	show	VERB
ajst-26918	40	5	that	that	SCONJ
ajst-26918	40	6	the	the	DET
ajst-26918	40	7	proposed	propose	VERB
ajst-26918	40	8	transmission	transmission	NOUN
ajst-26918	40	9	line	line	NOUN
ajst-26918	40	10	bird	bird	NOUN
ajst-26918	40	11	nest	nest	NOUN
ajst-26918	40	12	detection	detection	NOUN
ajst-26918	40	13	method	method	NOUN
ajst-26918	40	14	has	have	VERB
ajst-26918	40	15	strong	strong	ADJ
ajst-26918	40	16	generalization	generalization	NOUN
ajst-26918	40	17	ability	ability	NOUN
ajst-26918	40	18	and	and	CCONJ
ajst-26918	40	19	applicability	applicability	NOUN
ajst-26918	40	20	,	,	PUNCT
ajst-26918	40	21	and	and	CCONJ
ajst-26918	40	22	also	also	ADV
ajst-26918	40	23	provides	provide	VERB
ajst-26918	40	24	a	a	DET
ajst-26918	40	25	reference	reference	NOUN
ajst-26918	40	26	for	for	ADP
ajst-26918	40	27	power	power	NOUN
ajst-26918	40	28	image	image	NOUN
ajst-26918	40	29	defect	defect	NOUN
ajst-26918	40	30	detection	detection	NOUN
ajst-26918	40	31	technology	technology	NOUN
ajst-26918	40	32	[	[	X
ajst-26918	40	33	7	7	NUM
ajst-26918	40	34	]	]	PUNCT
ajst-26918	40	35	.	.	PUNCT
ajst-26918	41	1	to	to	PART
ajst-26918	41	2	sum	sum	VERB
ajst-26918	41	3	up	up	ADP
ajst-26918	41	4	,	,	PUNCT
ajst-26918	41	5	the	the	DET
ajst-26918	41	6	research	research	NOUN
ajst-26918	41	7	in	in	ADP
ajst-26918	41	8	the	the	DET
ajst-26918	41	9	field	field	NOUN
ajst-26918	41	10	of	of	ADP
ajst-26918	41	11	hidden	hide	VERB
ajst-26918	41	12	danger	danger	NOUN
ajst-26918	41	13	identification	identification	NOUN
ajst-26918	41	14	is	be	AUX
ajst-26918	41	15	booming	boom	VERB
ajst-26918	41	16	.	.	PUNCT
ajst-26918	42	1	3	3	X
ajst-26918	42	2	.	.	X
ajst-26918	42	3	materials	material	NOUN
ajst-26918	42	4	and	and	CCONJ
ajst-26918	42	5	methods	method	NOUN
ajst-26918	42	6	3.1	3.1	NUM
ajst-26918	42	7	.	.	PUNCT
ajst-26918	43	1	data	datum	NOUN
ajst-26918	43	2	set	set	VERB
ajst-26918	43	3	labeling	labeling	NOUN
ajst-26918	43	4	field	field	NOUN
ajst-26918	43	5	photos	photo	NOUN
ajst-26918	43	6	and	and	CCONJ
ajst-26918	43	7	online	online	ADJ
ajst-26918	43	8	search	search	NOUN
ajst-26918	43	9	of	of	ADP
ajst-26918	43	10	all	all	DET
ajst-26918	43	11	kinds	kind	NOUN
ajst-26918	43	12	of	of	ADP
ajst-26918	43	13	hidden	hide	VERB
ajst-26918	43	14	dangers	danger	NOUN
ajst-26918	43	15	on	on	ADP
ajst-26918	43	16	the	the	DET
ajst-26918	43	17	power	power	NOUN
ajst-26918	43	18	tower	tower	NOUN
ajst-26918	43	19	pictures	picture	NOUN
ajst-26918	43	20	,	,	PUNCT
ajst-26918	43	21	a	a	DET
ajst-26918	43	22	total	total	NOUN
ajst-26918	43	23	of	of	ADP
ajst-26918	43	24	more	more	ADJ
ajst-26918	43	25	than	than	ADP
ajst-26918	43	26	2000	2000	NUM
ajst-26918	43	27	.	.	PUNCT
ajst-26918	44	1	as	as	SCONJ
ajst-26918	44	2	shown	show	VERB
ajst-26918	44	3	in	in	ADP
ajst-26918	44	4	figure	figure	NOUN
ajst-26918	44	5	1	1	NUM
ajst-26918	44	6	,	,	PUNCT
ajst-26918	44	7	cross	cross	ADJ
ajst-26918	44	8	-	-	ADJ
ajst-26918	44	9	platform	platform	ADJ
ajst-26918	44	10	image	image	NOUN
ajst-26918	44	11	annotation	annotation	NOUN
ajst-26918	44	12	tool	tool	NOUN
ajst-26918	44	13	labelimg	labelimg	NOUN
ajst-26918	44	14	was	be	AUX
ajst-26918	44	15	used	use	VERB
ajst-26918	44	16	to	to	PART
ajst-26918	44	17	annotate	annotate	VERB
ajst-26918	44	18	classified	classified	ADJ
ajst-26918	44	19	training	training	NOUN
ajst-26918	44	20	pictures	picture	NOUN
ajst-26918	44	21	,	,	PUNCT
ajst-26918	44	22	annotate	annotate	VERB
ajst-26918	44	23	borders	border	NOUN
ajst-26918	44	24	and	and	CCONJ
ajst-26918	44	25	hidden	hide	VERB
ajst-26918	44	26	danger	danger	NOUN
ajst-26918	44	27	categories	category	NOUN
ajst-26918	44	28	,	,	PUNCT
ajst-26918	44	29	and	and	CCONJ
ajst-26918	44	30	txt	txt	NOUN
ajst-26918	44	31	files	file	NOUN
ajst-26918	44	32	were	be	AUX
ajst-26918	44	33	finally	finally	ADV
ajst-26918	44	34	transformed	transform	VERB
ajst-26918	44	35	and	and	CCONJ
ajst-26918	44	36	generated	generate	VERB
ajst-26918	44	37	,	,	PUNCT
ajst-26918	44	38	as	as	SCONJ
ajst-26918	44	39	shown	show	VERB
ajst-26918	44	40	in	in	ADP
ajst-26918	44	41	figure	figure	NOUN
ajst-26918	44	42	2	2	NUM
ajst-26918	44	43	,	,	PUNCT
ajst-26918	44	44	because	because	SCONJ
ajst-26918	44	45	the	the	DET
ajst-26918	44	46	files	file	NOUN
ajst-26918	44	47	read	read	VERB
ajst-26918	44	48	by	by	ADP
ajst-26918	44	49	yolo	yolo	ADJ
ajst-26918	44	50	series	series	PROPN
ajst-26918	44	51	standards	standard	NOUN
ajst-26918	44	52	are	be	AUX
ajst-26918	44	53	txt	txt	NOUN
ajst-26918	44	54	types	type	NOUN
ajst-26918	44	55	.	.	PUNCT
ajst-26918	45	1	figure	figure	NOUN
ajst-26918	45	2	1	1	NUM
ajst-26918	45	3	.	.	PUNCT
ajst-26918	46	1	labelimg	labelimg	PROPN
ajst-26918	46	2	makes	make	VERB
ajst-26918	46	3	the	the	DET
ajst-26918	46	4	data	datum	NOUN
ajst-26918	46	5	set	set	VERB
ajst-26918	46	6	this	this	DET
ajst-26918	46	7	system	system	NOUN
ajst-26918	46	8	marks	mark	VERB
ajst-26918	46	9	4	4	NUM
ajst-26918	46	10	common	common	ADJ
ajst-26918	46	11	power	power	NOUN
ajst-26918	46	12	tower	tower	NOUN
ajst-26918	46	13	hazards	hazard	NOUN
ajst-26918	46	14	,	,	PUNCT
ajst-26918	46	15	namely	namely	ADV
ajst-26918	46	16	:	:	PUNCT
ajst-26918	46	17	'	'	PUNCT
ajst-26918	46	18	nest	nest	NOUN
ajst-26918	46	19	'	'	PUNCT
ajst-26918	46	20	,	,	PUNCT
ajst-26918	46	21	'	'	PUNCT
ajst-26918	46	22	balloon	balloon	NOUN
ajst-26918	46	23	'	'	PUNCT
ajst-26918	46	24	,	,	PUNCT
ajst-26918	46	25	'	'	PUNCT
ajst-26918	46	26	trash	trash	NOUN
ajst-26918	46	27	'	'	PUNCT
ajst-26918	46	28	,	,	PUNCT
ajst-26918	46	29	'	'	PUNCT
ajst-26918	46	30	kite	kite	NOUN
ajst-26918	46	31	'	'	PUNCT
ajst-26918	46	32	,	,	PUNCT
ajst-26918	46	33	set	set	VERB
ajst-26918	46	34	number	number	NOUN
ajst-26918	46	35	0	0	NUM
ajst-26918	46	36	-	-	SYM
ajst-26918	46	37	3	3	NUM
ajst-26918	46	38	.	.	PUNCT
ajst-26918	47	1	the	the	DET
ajst-26918	47	2	model	model	NOUN
ajst-26918	47	3	is	be	AUX
ajst-26918	47	4	divided	divide	VERB
ajst-26918	47	5	into	into	ADP
ajst-26918	47	6	three	three	NUM
ajst-26918	47	7	data	data	NOUN
ajst-26918	47	8	sets	set	NOUN
ajst-26918	47	9	:	:	PUNCT
ajst-26918	47	10	train	train	NOUN
ajst-26918	47	11	data	datum	NOUN
ajst-26918	47	12	set	set	NOUN
ajst-26918	47	13	,	,	PUNCT
ajst-26918	47	14	val	val	NOUN
ajst-26918	47	15	(	(	PUNCT
ajst-26918	47	16	verification	verification	NOUN
ajst-26918	47	17	)	)	PUNCT
ajst-26918	47	18	data	datum	NOUN
ajst-26918	47	19	set	set	VERB
ajst-26918	47	20	,	,	PUNCT
ajst-26918	47	21	and	and	CCONJ
ajst-26918	47	22	test	test	NOUN
ajst-26918	47	23	data	datum	NOUN
ajst-26918	47	24	set	set	VERB
ajst-26918	47	25	,	,	PUNCT
ajst-26918	47	26	which	which	PRON
ajst-26918	47	27	are	be	AUX
ajst-26918	47	28	randomly	randomly	ADV
ajst-26918	47	29	divided	divide	VERB
ajst-26918	47	30	according	accord	VERB
ajst-26918	47	31	to	to	ADP
ajst-26918	47	32	7:1:2	7:1:2	PROPN
ajst-26918	47	33	.	.	PUNCT
ajst-26918	48	1	part	part	NOUN
ajst-26918	48	2	of	of	ADP
ajst-26918	48	3	the	the	DET
ajst-26918	48	4	image	image	NOUN
ajst-26918	48	5	data	datum	NOUN
ajst-26918	48	6	is	be	AUX
ajst-26918	48	7	shown	show	VERB
ajst-26918	48	8	in	in	ADP
ajst-26918	48	9	figure	figure	NOUN
ajst-26918	48	10	2	2	NUM
ajst-26918	48	11	.	.	X
ajst-26918	48	12	226	226	NUM
ajst-26918	48	13	figure	figure	NOUN
ajst-26918	48	14	2	2	NUM
ajst-26918	48	15	.	.	NOUN
ajst-26918	48	16	part	part	NOUN
ajst-26918	48	17	of	of	ADP
ajst-26918	48	18	the	the	DET
ajst-26918	48	19	picture	picture	NOUN
ajst-26918	48	20	data	data	VERB
ajst-26918	48	21	the	the	DET
ajst-26918	48	22	system	system	NOUN
ajst-26918	48	23	supports	support	VERB
ajst-26918	48	24	the	the	DET
ajst-26918	48	25	identification	identification	NOUN
ajst-26918	48	26	of	of	ADP
ajst-26918	48	27	image	image	NOUN
ajst-26918	48	28	formats	format	NOUN
ajst-26918	48	29	including	include	VERB
ajst-26918	48	30	'	'	PUNCT
ajst-26918	48	31	jpg	jpg	NOUN
ajst-26918	48	32	'	'	PUNCT
ajst-26918	48	33	,	,	PUNCT
ajst-26918	48	34	'	'	PUNCT
ajst-26918	48	35	png	png	NOUN
ajst-26918	48	36	'	'	PUNCT
ajst-26918	48	37	,	,	PUNCT
ajst-26918	48	38	'	'	PUNCT
ajst-26918	48	39	jpeg	jpeg	NOUN
ajst-26918	48	40	'	'	PUNCT
ajst-26918	48	41	and	and	CCONJ
ajst-26918	48	42	'	'	PUNCT
ajst-26918	48	43	bmp	bmp	NOUN
ajst-26918	48	44	'	'	PUNCT
ajst-26918	48	45	four	four	NUM
ajst-26918	48	46	common	common	ADJ
ajst-26918	48	47	formats	format	NOUN
ajst-26918	48	48	.	.	PUNCT
ajst-26918	49	1	video	video	NOUN
ajst-26918	49	2	files	file	NOUN
ajst-26918	49	3	are	be	AUX
ajst-26918	49	4	usually	usually	ADV
ajst-26918	49	5	in	in	ADP
ajst-26918	49	6	the	the	DET
ajst-26918	49	7	"	"	PUNCT
ajst-26918	49	8	avi	avi	NOUN
ajst-26918	49	9	"	"	PUNCT
ajst-26918	49	10	,	,	PUNCT
ajst-26918	49	11	"	"	PUNCT
ajst-26918	49	12	mp4	mp4	NOUN
ajst-26918	49	13	"	"	PUNCT
ajst-26918	49	14	,	,	PUNCT
ajst-26918	49	15	"	"	PUNCT
ajst-26918	49	16	wmv	wmv	NOUN
ajst-26918	49	17	"	"	PUNCT
ajst-26918	49	18	,	,	PUNCT
ajst-26918	49	19	and	and	CCONJ
ajst-26918	49	20	"	"	PUNCT
ajst-26918	49	21	mkv	mkv	NOUN
ajst-26918	49	22	"	"	PUNCT
ajst-26918	49	23	formats	format	NOUN
ajst-26918	49	24	.	.	PUNCT
ajst-26918	50	1	the	the	DET
ajst-26918	50	2	system	system	NOUN
ajst-26918	50	3	uses	use	VERB
ajst-26918	50	4	cv2	cv2	PROPN
ajst-26918	50	5	module	module	NOUN
ajst-26918	50	6	in	in	ADP
ajst-26918	50	7	opencv	opencv	PROPN
ajst-26918	50	8	library	library	PROPN
ajst-26918	50	9	to	to	PART
ajst-26918	50	10	read	read	VERB
ajst-26918	50	11	the	the	DET
ajst-26918	50	12	video	video	NOUN
ajst-26918	50	13	stream	stream	NOUN
ajst-26918	50	14	captured	capture	VERB
ajst-26918	50	15	by	by	ADP
ajst-26918	50	16	the	the	DET
ajst-26918	50	17	camera	camera	NOUN
ajst-26918	50	18	,	,	PUNCT
ajst-26918	50	19	mainly	mainly	ADV
ajst-26918	50	20	through	through	ADP
ajst-26918	50	21	the	the	DET
ajst-26918	50	22	read	read	NOUN
ajst-26918	50	23	(	(	PUNCT
ajst-26918	50	24	)	)	PUNCT
ajst-26918	50	25	method	method	NOUN
ajst-26918	50	26	in	in	ADP
ajst-26918	50	27	the	the	DET
ajst-26918	50	28	videocapture	videocapture	NOUN
ajst-26918	50	29	class	class	NOUN
ajst-26918	50	30	to	to	PART
ajst-26918	50	31	read	read	VERB
ajst-26918	50	32	the	the	DET
ajst-26918	50	33	video	video	NOUN
ajst-26918	50	34	frame	frame	NOUN
ajst-26918	50	35	,	,	PUNCT
ajst-26918	50	36	and	and	CCONJ
ajst-26918	50	37	through	through	ADP
ajst-26918	50	38	the	the	DET
ajst-26918	50	39	imshow	imshow	NOUN
ajst-26918	50	40	(	(	PUNCT
ajst-26918	50	41	)	)	PUNCT
ajst-26918	50	42	function	function	NOUN
ajst-26918	50	43	to	to	PART
ajst-26918	50	44	display	display	VERB
ajst-26918	50	45	the	the	DET
ajst-26918	50	46	captured	capture	VERB
ajst-26918	50	47	frame	frame	NOUN
ajst-26918	50	48	.	.	PUNCT
ajst-26918	51	1	3.2	3.2	NUM
ajst-26918	51	2	.	.	PUNCT
ajst-26918	51	3	yolov11	yolov11	NOUN
ajst-26918	51	4	algorithm	algorithm	NOUN
ajst-26918	51	5	model	model	NOUN
ajst-26918	51	6	yolov11	yolov11	NOUN
ajst-26918	51	7	is	be	AUX
ajst-26918	51	8	a	a	DET
ajst-26918	51	9	new	new	ADJ
ajst-26918	51	10	generation	generation	NOUN
ajst-26918	51	11	of	of	ADP
ajst-26918	51	12	object	object	NOUN
ajst-26918	51	13	detection	detection	NOUN
ajst-26918	51	14	algorithms	algorithm	NOUN
ajst-26918	51	15	developed	develop	VERB
ajst-26918	51	16	by	by	ADP
ajst-26918	51	17	ultralytics	ultralytic	NOUN
ajst-26918	51	18	that	that	PRON
ajst-26918	51	19	features	feature	VERB
ajst-26918	51	20	significant	significant	ADJ
ajst-26918	51	21	architectural	architectural	ADJ
ajst-26918	51	22	and	and	CCONJ
ajst-26918	51	23	training	training	NOUN
ajst-26918	51	24	method	method	NOUN
ajst-26918	51	25	improvements	improvement	NOUN
ajst-26918	51	26	over	over	ADP
ajst-26918	51	27	the	the	DET
ajst-26918	51	28	previous	previous	ADJ
ajst-26918	51	29	yolo	yolo	ADJ
ajst-26918	51	30	version	version	NOUN
ajst-26918	51	31	.	.	PUNCT
ajst-26918	52	1	yolov11	yolov11	NOUN
ajst-26918	52	2	enhances	enhance	VERB
ajst-26918	52	3	feature	feature	NOUN
ajst-26918	52	4	extraction	extraction	NOUN
ajst-26918	52	5	capabilities	capability	NOUN
ajst-26918	52	6	and	and	CCONJ
ajst-26918	52	7	achieves	achieve	VERB
ajst-26918	52	8	higher	high	ADJ
ajst-26918	52	9	detection	detection	NOUN
ajst-26918	52	10	accuracy	accuracy	NOUN
ajst-26918	52	11	by	by	ADP
ajst-26918	52	12	introducing	introduce	VERB
ajst-26918	52	13	an	an	DET
ajst-26918	52	14	improved	improved	ADJ
ajst-26918	52	15	backbone	backbone	NOUN
ajst-26918	52	16	network	network	NOUN
ajst-26918	52	17	and	and	CCONJ
ajst-26918	52	18	neck	neck	NOUN
ajst-26918	52	19	architecture	architecture	NOUN
ajst-26918	52	20	.	.	PUNCT
ajst-26918	53	1	at	at	ADP
ajst-26918	53	2	the	the	DET
ajst-26918	53	3	same	same	ADJ
ajst-26918	53	4	time	time	NOUN
ajst-26918	53	5	,	,	PUNCT
ajst-26918	53	6	it	it	PRON
ajst-26918	53	7	optimizes	optimize	VERB
ajst-26918	53	8	efficiency	efficiency	NOUN
ajst-26918	53	9	and	and	CCONJ
ajst-26918	53	10	speed	speed	NOUN
ajst-26918	53	11	,	,	PUNCT
ajst-26918	53	12	provides	provide	VERB
ajst-26918	53	13	faster	fast	ADJ
ajst-26918	53	14	processing	processing	NOUN
ajst-26918	53	15	speeds	speed	NOUN
ajst-26918	53	16	,	,	PUNCT
ajst-26918	53	17	and	and	CCONJ
ajst-26918	53	18	maintains	maintain	VERB
ajst-26918	53	19	the	the	DET
ajst-26918	53	20	best	good	ADJ
ajst-26918	53	21	balance	balance	NOUN
ajst-26918	53	22	between	between	ADP
ajst-26918	53	23	accuracy	accuracy	NOUN
ajst-26918	53	24	and	and	CCONJ
ajst-26918	53	25	performance	performance	NOUN
ajst-26918	53	26	.	.	PUNCT
ajst-26918	54	1	in	in	ADP
ajst-26918	54	2	addition	addition	NOUN
ajst-26918	54	3	,	,	PUNCT
ajst-26918	54	4	yolov11	yolov11	NOUN
ajst-26918	54	5	is	be	AUX
ajst-26918	54	6	adaptable	adaptable	ADJ
ajst-26918	54	7	across	across	ADP
ajst-26918	54	8	environments	environment	NOUN
ajst-26918	54	9	and	and	CCONJ
ajst-26918	54	10	supports	support	VERB
ajst-26918	54	11	a	a	DET
ajst-26918	54	12	wide	wide	ADJ
ajst-26918	54	13	range	range	NOUN
ajst-26918	54	14	of	of	ADP
ajst-26918	54	15	tasks	task	NOUN
ajst-26918	54	16	,	,	PUNCT
ajst-26918	54	17	such	such	ADJ
ajst-26918	54	18	as	as	ADP
ajst-26918	54	19	target	target	NOUN
ajst-26918	54	20	detection	detection	NOUN
ajst-26918	54	21	,	,	PUNCT
ajst-26918	54	22	instance	instance	NOUN
ajst-26918	54	23	segmentation	segmentation	NOUN
ajst-26918	54	24	,	,	PUNCT
ajst-26918	54	25	image	image	NOUN
ajst-26918	54	26	classification	classification	NOUN
ajst-26918	54	27	,	,	PUNCT
ajst-26918	54	28	attitude	attitude	NOUN
ajst-26918	54	29	estimation	estimation	NOUN
ajst-26918	54	30	,	,	PUNCT
ajst-26918	54	31	and	and	CCONJ
ajst-26918	54	32	directional	directional	ADJ
ajst-26918	54	33	target	target	NOUN
ajst-26918	54	34	detection	detection	NOUN
ajst-26918	54	35	.	.	PUNCT
ajst-26918	55	1	on	on	ADP
ajst-26918	55	2	the	the	DET
ajst-26918	55	3	coco	coco	PROPN
ajst-26918	55	4	dataset	dataset	PROPN
ajst-26918	55	5	,	,	PUNCT
ajst-26918	55	6	yolov11	yolov11	NOUN
ajst-26918	55	7	achieves	achieve	VERB
ajst-26918	55	8	a	a	DET
ajst-26918	55	9	higher	high	ADJ
ajst-26918	55	10	average	average	ADJ
ajst-26918	55	11	precision	precision	NOUN
ajst-26918	55	12	mean	mean	NOUN
ajst-26918	55	13	(	(	PUNCT
ajst-26918	55	14	map	map	NOUN
ajst-26918	55	15	)	)	PUNCT
ajst-26918	55	16	,	,	PUNCT
ajst-26918	55	17	while	while	SCONJ
ajst-26918	55	18	using	use	VERB
ajst-26918	55	19	22	22	NUM
ajst-26918	55	20	%	%	NOUN
ajst-26918	55	21	fewer	few	ADJ
ajst-26918	55	22	parameters	parameter	NOUN
ajst-26918	55	23	than	than	ADP
ajst-26918	55	24	yolov8	yolov8	PROPN
ajst-26918	55	25	,	,	PUNCT
ajst-26918	55	26	demonstrating	demonstrate	VERB
ajst-26918	55	27	its	its	PRON
ajst-26918	55	28	efficiency	efficiency	NOUN
ajst-26918	55	29	and	and	CCONJ
ajst-26918	55	30	accuracy	accuracy	NOUN
ajst-26918	55	31	.	.	PUNCT
ajst-26918	56	1	these	these	DET
ajst-26918	56	2	innovations	innovation	NOUN
ajst-26918	56	3	enable	enable	VERB
ajst-26918	56	4	yolov11	yolov11	NOUN
ajst-26918	56	5	to	to	PART
ajst-26918	56	6	detect	detect	VERB
ajst-26918	56	7	targets	target	NOUN
ajst-26918	56	8	more	more	ADV
ajst-26918	56	9	accurately	accurately	ADV
ajst-26918	56	10	and	and	CCONJ
ajst-26918	56	11	efficiently	efficiently	ADV
ajst-26918	56	12	in	in	ADP
ajst-26918	56	13	complex	complex	ADJ
ajst-26918	56	14	natural	natural	ADJ
ajst-26918	56	15	environments	environment	NOUN
ajst-26918	56	16	,	,	PUNCT
ajst-26918	56	17	such	such	ADJ
ajst-26918	56	18	as	as	ADP
ajst-26918	56	19	aerial	aerial	ADJ
ajst-26918	56	20	images	image	NOUN
ajst-26918	56	21	of	of	ADP
ajst-26918	56	22	power	power	NOUN
ajst-26918	56	23	pylons	pylon	NOUN
ajst-26918	56	24	.	.	PUNCT
ajst-26918	57	1	3.3	3.3	NUM
ajst-26918	57	2	.	.	PUNCT
ajst-26918	57	3	model	model	NOUN
ajst-26918	57	4	configuration	configuration	NOUN
ajst-26918	57	5	and	and	CCONJ
ajst-26918	57	6	training	training	NOUN
ajst-26918	57	7	in	in	ADP
ajst-26918	57	8	this	this	DET
ajst-26918	57	9	experiment	experiment	NOUN
ajst-26918	57	10	,	,	PUNCT
ajst-26918	57	11	a	a	DET
ajst-26918	57	12	desktop	desktop	NOUN
ajst-26918	57	13	computer	computer	NOUN
ajst-26918	57	14	equipped	equip	VERB
ajst-26918	57	15	with	with	ADP
ajst-26918	57	16	intel	intel	PROPN
ajst-26918	57	17	core	core	PROPN
ajst-26918	57	18	i5	i5	PROPN
ajst-26918	57	19	-	-	PUNCT
ajst-26918	57	20	12500	12500	NUM
ajst-26918	57	21	cpu	cpu	NOUN
ajst-26918	57	22	@	@	ADP
ajst-26918	57	23	3.00ghz	3.00ghz	NUM
ajst-26918	57	24	and	and	CCONJ
ajst-26918	57	25	nvidia	nvidia	PROPN
ajst-26918	57	26	geforce	geforce	NOUN
ajst-26918	57	27	rtx	rtx	PROPN
ajst-26918	57	28	3060	3060	NUM
ajst-26918	57	29	gpu	gpu	NOUN
ajst-26918	57	30	was	be	AUX
ajst-26918	57	31	configured	configure	VERB
ajst-26918	57	32	to	to	PART
ajst-26918	57	33	run	run	VERB
ajst-26918	57	34	windows	window	NOUN
ajst-26918	57	35	11	11	NUM
ajst-26918	57	36	operating	operating	NOUN
ajst-26918	57	37	system	system	NOUN
ajst-26918	57	38	.	.	PUNCT
ajst-26918	58	1	the	the	DET
ajst-26918	58	2	experimental	experimental	ADJ
ajst-26918	58	3	environment	environment	NOUN
ajst-26918	58	4	is	be	AUX
ajst-26918	58	5	based	base	VERB
ajst-26918	58	6	on	on	ADP
ajst-26918	58	7	python	python	PROPN
ajst-26918	58	8	3.8.20	3.8.20	NUM
ajst-26918	58	9	language	language	NOUN
ajst-26918	58	10	and	and	CCONJ
ajst-26918	58	11	pytorch	pytorch	NOUN
ajst-26918	58	12	2.4.1+cuda	2.4.1+cuda	NOUN
ajst-26918	58	13	11.8	11.8	NUM
ajst-26918	58	14	deep	deep	ADJ
ajst-26918	58	15	learning	learning	NOUN
ajst-26918	58	16	framework	framework	NOUN
ajst-26918	58	17	.	.	PUNCT
ajst-26918	59	1	create	create	VERB
ajst-26918	59	2	a	a	DET
ajst-26918	59	3	new	new	ADJ
ajst-26918	59	4	model	model	NOUN
ajst-26918	59	5	configuration	configuration	NOUN
ajst-26918	59	6	file	file	NOUN
ajst-26918	59	7	data.yaml	data.yaml	PROPN
ajst-26918	59	8	,	,	PUNCT
ajst-26918	59	9	change	change	VERB
ajst-26918	59	10	the	the	DET
ajst-26918	59	11	number	number	NOUN
ajst-26918	59	12	of	of	ADP
ajst-26918	59	13	categories	category	NOUN
ajst-26918	59	14	nc	nc	VERB
ajst-26918	59	15	to	to	ADP
ajst-26918	59	16	4	4	NUM
ajst-26918	59	17	,	,	PUNCT
ajst-26918	59	18	store	store	VERB
ajst-26918	59	19	the	the	DET
ajst-26918	59	20	english	english	ADJ
ajst-26918	59	21	names	name	NOUN
ajst-26918	59	22	of	of	ADP
ajst-26918	59	23	hidden	hide	VERB
ajst-26918	59	24	danger	danger	NOUN
ajst-26918	59	25	categories	category	NOUN
ajst-26918	59	26	to	to	PART
ajst-26918	59	27	be	be	AUX
ajst-26918	59	28	detected	detect	VERB
ajst-26918	59	29	,	,	PUNCT
ajst-26918	59	30	and	and	CCONJ
ajst-26918	59	31	store	store	VERB
ajst-26918	59	32	the	the	DET
ajst-26918	59	33	absolute	absolute	ADJ
ajst-26918	59	34	paths	path	NOUN
ajst-26918	59	35	of	of	ADP
ajst-26918	59	36	train	train	NOUN
ajst-26918	59	37	data	datum	NOUN
ajst-26918	59	38	set	set	VERB
ajst-26918	59	39	and	and	CCONJ
ajst-26918	59	40	val	val	PROPN
ajst-26918	59	41	data	datum	NOUN
ajst-26918	59	42	set	set	VERB
ajst-26918	59	43	.	.	PUNCT
ajst-26918	60	1	load	load	NOUN
ajst-26918	60	2	and	and	CCONJ
ajst-26918	60	3	run	run	VERB
ajst-26918	60	4	the	the	DET
ajst-26918	60	5	configuration	configuration	NOUN
ajst-26918	60	6	file	file	NOUN
ajst-26918	60	7	.	.	PUNCT
ajst-26918	61	1	set	set	VERB
ajst-26918	61	2	the	the	DET
ajst-26918	61	3	training	training	NOUN
ajst-26918	61	4	epochs	epoch	NOUN
ajst-26918	61	5	to	to	ADP
ajst-26918	61	6	300	300	NUM
ajst-26918	61	7	rounds	round	NOUN
ajst-26918	61	8	,	,	PUNCT
ajst-26918	61	9	the	the	DET
ajst-26918	61	10	training	training	NOUN
ajst-26918	61	11	batch	batch	NOUN
ajst-26918	61	12	to	to	ADP
ajst-26918	61	13	4	4	NUM
ajst-26918	61	14	,	,	PUNCT
ajst-26918	61	15	and	and	CCONJ
ajst-26918	61	16	the	the	DET
ajst-26918	61	17	picture	picture	NOUN
ajst-26918	61	18	size	size	NOUN
ajst-26918	61	19	resolution	resolution	NOUN
ajst-26918	61	20	to	to	ADP
ajst-26918	61	21	640	640	NUM
ajst-26918	61	22	*	*	SYM
ajst-26918	61	23	640	640	NUM
ajst-26918	61	24	.	.	PUNCT
ajst-26918	62	1	run	run	VERB
ajst-26918	62	2	the	the	DET
ajst-26918	62	3	train.py	train.py	NUM
ajst-26918	62	4	file	file	NOUN
ajst-26918	62	5	as	as	SCONJ
ajst-26918	62	6	shown	show	VERB
ajst-26918	62	7	below	below	ADP
ajst-26918	62	8	for	for	ADP
ajst-26918	62	9	model	model	NOUN
ajst-26918	62	10	training	training	NOUN
ajst-26918	62	11	.	.	PUNCT
ajst-26918	63	1	import	import	NOUN
ajst-26918	63	2	warnings	warning	NOUN
ajst-26918	63	3	warnings.filterwarnings('ignore	warnings.filterwarnings('ignore	ADV
ajst-26918	63	4	'	'	PUNCT
ajst-26918	63	5	)	)	PUNCT
ajst-26918	63	6	from	from	ADP
ajst-26918	63	7	ultralytics	ultralytic	NOUN
ajst-26918	63	8	import	import	VERB
ajst-26918	63	9	yolo	yolo	ADV
ajst-26918	63	10	if	if	SCONJ
ajst-26918	63	11	_	_	PUNCT
ajst-26918	64	1	_	_	PUNCT
ajst-26918	64	2	name	name	VERB
ajst-26918	64	3	_	_	PUNCT
ajst-26918	64	4	_	_	PUNCT
ajst-26918	65	1	=	=	PUNCT
ajst-26918	65	2	=	=	NOUN
ajst-26918	65	3	'	'	NOUN
ajst-26918	65	4	_	_	NOUN
ajst-26918	66	1	_	_	PUNCT
ajst-26918	67	1	main	main	ADJ
ajst-26918	67	2	_	_	PUNCT
ajst-26918	67	3	_	_	PUNCT
ajst-26918	67	4	'	'	PUNCT
ajst-26918	67	5	:	:	PUNCT
ajst-26918	67	6	model	model	NOUN
ajst-26918	67	7	=	=	PROPN
ajst-26918	67	8	yolo(r'e:\powerttfault\ultralytics\cfg\models\v11\yolov11	yolo(r'e:\powerttfault\ultralytics\cfg\models\v11\yolov11	NOUN
ajst-26918	67	9	.yaml	.yaml	NOUN
ajst-26918	67	10	'	'	PUNCT
ajst-26918	67	11	)	)	PUNCT
ajst-26918	67	12	model.train(data	model.train(data	NOUN
ajst-26918	67	13	=	=	SYM
ajst-26918	67	14	r'e:\powerttfault\dataset\data.yaml	r'e:\powerttfault\dataset\data.yaml	PROPN
ajst-26918	67	15	'	'	PUNCT
ajst-26918	67	16	,	,	PUNCT
ajst-26918	67	17	cache	cache	NOUN
ajst-26918	67	18	=	=	NOUN
ajst-26918	67	19	false	false	ADJ
ajst-26918	67	20	,	,	PUNCT
ajst-26918	67	21	imgsz=640	imgsz=640	ADJ
ajst-26918	67	22	,	,	PUNCT
ajst-26918	67	23	epochs=300	epochs=300	NOUN
ajst-26918	67	24	,	,	PUNCT
ajst-26918	67	25	batch=4	batch=4	NOUN
ajst-26918	67	26	,	,	PUNCT
ajst-26918	67	27	close_mosaic=0	close_mosaic=0	PROPN
ajst-26918	67	28	,	,	PUNCT
ajst-26918	67	29	workers=4	workers=4	PROPN
ajst-26918	67	30	,	,	PUNCT
ajst-26918	67	31	optimizer='sgd	optimizer='sgd	PROPN
ajst-26918	67	32	'	'	NUM
ajst-26918	67	33	,	,	PUNCT
ajst-26918	67	34	#	#	NOUN
ajst-26918	67	35	using	use	VERB
ajst-26918	67	36	sgd	sgd	PROPN
ajst-26918	67	37	project='runs	project='run	NOUN
ajst-26918	67	38	/	/	SYM
ajst-26918	67	39	train	train	NOUN
ajst-26918	67	40	'	'	PUNCT
ajst-26918	67	41	,	,	PUNCT
ajst-26918	67	42	name='yolo11	name='yolo11	PROPN
ajst-26918	67	43	'	'	NUM
ajst-26918	67	44	,	,	PUNCT
ajst-26918	67	45	)	)	PUNCT
ajst-26918	67	46	227	227	NUM
ajst-26918	67	47	after	after	SCONJ
ajst-26918	67	48	the	the	DET
ajst-26918	67	49	training	training	NOUN
ajst-26918	67	50	is	be	AUX
ajst-26918	67	51	finished	finish	VERB
ajst-26918	67	52	,	,	PUNCT
ajst-26918	67	53	the	the	DET
ajst-26918	67	54	result	result	NOUN
ajst-26918	67	55	file	file	NOUN
ajst-26918	67	56	is	be	AUX
ajst-26918	67	57	stored	store	VERB
ajst-26918	67	58	in	in	ADP
ajst-26918	67	59	the	the	DET
ajst-26918	67	60	runs	run	NOUN
ajst-26918	67	61	/	/	SYM
ajst-26918	67	62	train	train	NOUN
ajst-26918	67	63	directory	directory	NOUN
ajst-26918	67	64	,	,	PUNCT
ajst-26918	67	65	including	include	VERB
ajst-26918	67	66	the	the	DET
ajst-26918	67	67	model	model	NOUN
ajst-26918	67	68	and	and	CCONJ
ajst-26918	67	69	all	all	DET
ajst-26918	67	70	process	process	NOUN
ajst-26918	67	71	contents	content	NOUN
ajst-26918	67	72	...	...	PUNCT
ajst-26918	68	1	the	the	DET
ajst-26918	68	2	/weights	/weights	PROPN
ajst-26918	68	3	directory	directory	PROPN
ajst-26918	68	4	has	have	VERB
ajst-26918	68	5	the	the	DET
ajst-26918	68	6	best	good	ADJ
ajst-26918	68	7	model	model	NOUN
ajst-26918	68	8	weights	weight	NOUN
ajst-26918	68	9	parameter	parameter	NOUN
ajst-26918	68	10	,	,	PUNCT
ajst-26918	68	11	best	well	ADV
ajst-26918	68	12	-	-	PUNCT
ajst-26918	68	13	pt	pt	NOUN
ajst-26918	68	14	.	.	NOUN
ajst-26918	68	15	use	use	VERB
ajst-26918	68	16	this	this	DET
ajst-26918	68	17	file	file	NOUN
ajst-26918	68	18	parameter	parameter	NOUN
ajst-26918	68	19	for	for	ADP
ajst-26918	68	20	subsequent	subsequent	ADJ
ajst-26918	68	21	"	"	PUNCT
ajst-26918	68	22	detect	detect	NOUN
ajst-26918	68	23	"	"	PUNCT
ajst-26918	68	24	tasks	task	NOUN
ajst-26918	68	25	.	.	PUNCT
ajst-26918	69	1	3.4	3.4	NUM
ajst-26918	69	2	.	.	PUNCT
ajst-26918	69	3	model	model	NOUN
ajst-26918	69	4	evaluation	evaluation	NOUN
ajst-26918	69	5	index	index	NOUN
ajst-26918	69	6	the	the	DET
ajst-26918	69	7	model	model	NOUN
ajst-26918	69	8	training	training	NOUN
ajst-26918	69	9	results	result	NOUN
ajst-26918	69	10	are	be	AUX
ajst-26918	69	11	stored	store	VERB
ajst-26918	69	12	in	in	ADP
ajst-26918	69	13	the	the	DET
ajst-26918	69	14	results	result	NOUN
ajst-26918	69	15	folder	folder	NOUN
ajst-26918	69	16	,	,	PUNCT
ajst-26918	69	17	as	as	SCONJ
ajst-26918	69	18	shown	show	VERB
ajst-26918	69	19	in	in	ADP
ajst-26918	69	20	figure	figure	NOUN
ajst-26918	69	21	3	3	NUM
ajst-26918	69	22	.	.	NOUN
ajst-26918	70	1	three	three	NUM
ajst-26918	70	2	types	type	NOUN
ajst-26918	70	3	of	of	ADP
ajst-26918	70	4	losses	loss	NOUN
ajst-26918	70	5	include	include	VERB
ajst-26918	70	6	:	:	PUNCT
ajst-26918	70	7	(	(	PUNCT
ajst-26918	70	8	1	1	X
ajst-26918	70	9	)	)	PUNCT
ajst-26918	70	10	box_loss	box_loss	ADP
ajst-26918	70	11	,	,	PUNCT
ajst-26918	70	12	which	which	PRON
ajst-26918	70	13	measures	measure	VERB
ajst-26918	70	14	the	the	DET
ajst-26918	70	15	deviation	deviation	NOUN
ajst-26918	70	16	between	between	ADP
ajst-26918	70	17	the	the	DET
ajst-26918	70	18	model	model	NOUN
ajst-26918	70	19	prediction	prediction	NOUN
ajst-26918	70	20	boundary	boundary	ADJ
ajst-26918	70	21	frame	frame	NOUN
ajst-26918	70	22	and	and	CCONJ
ajst-26918	70	23	the	the	DET
ajst-26918	70	24	real	real	ADJ
ajst-26918	70	25	calibration	calibration	NOUN
ajst-26918	70	26	frame	frame	NOUN
ajst-26918	70	27	,	,	PUNCT
ajst-26918	70	28	that	that	ADV
ajst-26918	70	29	is	is	ADV
ajst-26918	70	30	,	,	PUNCT
ajst-26918	70	31	the	the	DET
ajst-26918	70	32	positioning	positioning	NOUN
ajst-26918	70	33	loss	loss	NOUN
ajst-26918	70	34	.	.	PUNCT
ajst-26918	71	1	with	with	ADP
ajst-26918	71	2	the	the	DET
ajst-26918	71	3	training	training	NOUN
ajst-26918	71	4	iteration	iteration	NOUN
ajst-26918	71	5	,	,	PUNCT
ajst-26918	71	6	box_loss	box_loss	ADP
ajst-26918	71	7	gradually	gradually	ADV
ajst-26918	71	8	decreases	decrease	VERB
ajst-26918	71	9	,	,	PUNCT
ajst-26918	71	10	indicating	indicate	VERB
ajst-26918	71	11	that	that	SCONJ
ajst-26918	71	12	the	the	DET
ajst-26918	71	13	positioning	positioning	NOUN
ajst-26918	71	14	ability	ability	NOUN
ajst-26918	71	15	of	of	ADP
ajst-26918	71	16	the	the	DET
ajst-26918	71	17	model	model	NOUN
ajst-26918	71	18	is	be	AUX
ajst-26918	71	19	improved	improve	VERB
ajst-26918	71	20	;	;	PUNCT
ajst-26918	71	21	(	(	PUNCT
ajst-26918	71	22	2	2	X
ajst-26918	71	23	)	)	PUNCT
ajst-26918	71	24	cls_loss	cls_loss	NOUN
ajst-26918	71	25	,	,	PUNCT
ajst-26918	71	26	which	which	PRON
ajst-26918	71	27	evaluates	evaluate	VERB
ajst-26918	71	28	the	the	DET
ajst-26918	71	29	classification	classification	NOUN
ajst-26918	71	30	accuracy	accuracy	NOUN
ajst-26918	71	31	of	of	ADP
ajst-26918	71	32	the	the	DET
ajst-26918	71	33	model	model	NOUN
ajst-26918	71	34	.	.	PUNCT
ajst-26918	72	1	the	the	DET
ajst-26918	72	2	smaller	small	ADJ
ajst-26918	72	3	the	the	DET
ajst-26918	72	4	value	value	NOUN
ajst-26918	72	5	,	,	PUNCT
ajst-26918	72	6	the	the	PRON
ajst-26918	72	7	more	more	ADV
ajst-26918	72	8	accurate	accurate	ADJ
ajst-26918	72	9	the	the	DET
ajst-26918	72	10	classification	classification	NOUN
ajst-26918	72	11	;	;	PUNCT
ajst-26918	72	12	(	(	PUNCT
ajst-26918	72	13	3	3	X
ajst-26918	72	14	)	)	PUNCT
ajst-26918	72	15	dfl_loss	dfl_loss	NOUN
ajst-26918	72	16	,	,	PUNCT
ajst-26918	72	17	which	which	PRON
ajst-26918	72	18	measures	measure	VERB
ajst-26918	72	19	the	the	DET
ajst-26918	72	20	dynamic	dynamic	ADJ
ajst-26918	72	21	feature	feature	NOUN
ajst-26918	72	22	adjustment	adjustment	NOUN
ajst-26918	72	23	ability	ability	NOUN
ajst-26918	72	24	of	of	ADP
ajst-26918	72	25	the	the	DET
ajst-26918	72	26	model	model	NOUN
ajst-26918	72	27	.	.	PUNCT
ajst-26918	73	1	the	the	DET
ajst-26918	73	2	smaller	small	ADJ
ajst-26918	73	3	the	the	DET
ajst-26918	73	4	value	value	NOUN
ajst-26918	73	5	,	,	PUNCT
ajst-26918	73	6	the	the	PRON
ajst-26918	73	7	better	well	ADJ
ajst-26918	73	8	the	the	DET
ajst-26918	73	9	detection	detection	NOUN
ajst-26918	73	10	performance	performance	NOUN
ajst-26918	73	11	.	.	PUNCT
ajst-26918	74	1	in	in	ADP
ajst-26918	74	2	general	general	ADJ
ajst-26918	74	3	,	,	PUNCT
ajst-26918	74	4	the	the	DET
ajst-26918	74	5	reduction	reduction	NOUN
ajst-26918	74	6	of	of	ADP
ajst-26918	74	7	these	these	DET
ajst-26918	74	8	three	three	NUM
ajst-26918	74	9	types	type	NOUN
ajst-26918	74	10	of	of	ADP
ajst-26918	74	11	losses	loss	NOUN
ajst-26918	74	12	shows	show	VERB
ajst-26918	74	13	the	the	DET
ajst-26918	74	14	improved	improved	ADJ
ajst-26918	74	15	performance	performance	NOUN
ajst-26918	74	16	of	of	ADP
ajst-26918	74	17	the	the	DET
ajst-26918	74	18	model	model	NOUN
ajst-26918	74	19	in	in	ADP
ajst-26918	74	20	positioning	positioning	NOUN
ajst-26918	74	21	,	,	PUNCT
ajst-26918	74	22	classification	classification	NOUN
ajst-26918	74	23	and	and	CCONJ
ajst-26918	74	24	dynamic	dynamic	ADJ
ajst-26918	74	25	feature	feature	NOUN
ajst-26918	74	26	processing	processing	NOUN
ajst-26918	74	27	,	,	PUNCT
ajst-26918	74	28	providing	provide	VERB
ajst-26918	74	29	guarantees	guarantee	NOUN
ajst-26918	74	30	for	for	ADP
ajst-26918	74	31	accurate	accurate	ADJ
ajst-26918	74	32	detection	detection	NOUN
ajst-26918	74	33	[	[	X
ajst-26918	74	34	8	8	NUM
ajst-26918	74	35	]	]	PUNCT
ajst-26918	74	36	.	.	PUNCT
ajst-26918	75	1	figure	figure	NOUN
ajst-26918	75	2	3	3	NUM
ajst-26918	75	3	.	.	PUNCT
ajst-26918	75	4	fitting	fitting	ADJ
ajst-26918	75	5	curves	curve	NOUN
ajst-26918	75	6	of	of	ADP
ajst-26918	75	7	various	various	ADJ
ajst-26918	75	8	loss	loss	NOUN
ajst-26918	75	9	functions	function	NOUN
ajst-26918	75	10	precision	precision	NOUN
ajst-26918	75	11	(	(	PUNCT
ajst-26918	75	12	p	p	NOUN
ajst-26918	75	13	)	)	PUNCT
ajst-26918	75	14	is	be	AUX
ajst-26918	75	15	the	the	DET
ajst-26918	75	16	accuracy	accuracy	NOUN
ajst-26918	75	17	of	of	ADP
ajst-26918	75	18	a	a	DET
ajst-26918	75	19	model	model	NOUN
ajst-26918	75	20	prediction	prediction	NOUN
ajst-26918	75	21	as	as	ADP
ajst-26918	75	22	a	a	DET
ajst-26918	75	23	positive	positive	ADJ
ajst-26918	75	24	example	example	NOUN
ajst-26918	75	25	,	,	PUNCT
ajst-26918	75	26	calculated	calculate	VERB
ajst-26918	75	27	by	by	ADP
ajst-26918	75	28	precision	precision	NOUN
ajst-26918	75	29	=	=	SYM
ajst-26918	75	30	tp/(tp+fp	tp/(tp+fp	NOUN
ajst-26918	75	31	)	)	PUNCT
ajst-26918	75	32	.	.	PUNCT
ajst-26918	76	1	recall	recall	NOUN
ajst-26918	76	2	(	(	PUNCT
ajst-26918	76	3	r	r	NOUN
ajst-26918	76	4	for	for	ADP
ajst-26918	76	5	short	short	ADJ
ajst-26918	76	6	)	)	PUNCT
ajst-26918	76	7	is	be	AUX
ajst-26918	76	8	the	the	DET
ajst-26918	76	9	ability	ability	NOUN
ajst-26918	76	10	of	of	ADP
ajst-26918	76	11	the	the	DET
ajst-26918	76	12	model	model	NOUN
ajst-26918	76	13	to	to	PART
ajst-26918	76	14	correctly	correctly	ADV
ajst-26918	76	15	identify	identify	VERB
ajst-26918	76	16	positive	positive	ADJ
ajst-26918	76	17	examples	example	NOUN
ajst-26918	76	18	,	,	PUNCT
ajst-26918	76	19	calculated	calculate	VERB
ajst-26918	76	20	by	by	ADP
ajst-26918	76	21	the	the	DET
ajst-26918	76	22	formula	formula	NOUN
ajst-26918	76	23	recall	recall	NOUN
ajst-26918	76	24	=	=	SYM
ajst-26918	76	25	tp/(tp+fn	tp/(tp+fn	PROPN
ajst-26918	76	26	)	)	PUNCT
ajst-26918	77	1	[	[	X
ajst-26918	77	2	9	9	NUM
ajst-26918	77	3	]	]	PUNCT
ajst-26918	77	4	.	.	PUNCT
ajst-26918	78	1	with	with	ADP
ajst-26918	78	2	the	the	DET
ajst-26918	78	3	increase	increase	NOUN
ajst-26918	78	4	of	of	ADP
ajst-26918	78	5	confidence	confidence	NOUN
ajst-26918	78	6	,	,	PUNCT
ajst-26918	78	7	the	the	DET
ajst-26918	78	8	classification	classification	NOUN
ajst-26918	78	9	accuracy	accuracy	NOUN
ajst-26918	78	10	of	of	ADP
ajst-26918	78	11	the	the	DET
ajst-26918	78	12	model	model	NOUN
ajst-26918	78	13	is	be	AUX
ajst-26918	78	14	improved	improve	VERB
ajst-26918	78	15	,	,	PUNCT
ajst-26918	78	16	but	but	CCONJ
ajst-26918	78	17	some	some	DET
ajst-26918	78	18	positive	positive	ADJ
ajst-26918	78	19	examples	example	NOUN
ajst-26918	78	20	may	may	AUX
ajst-26918	78	21	be	be	AUX
ajst-26918	78	22	missed	miss	VERB
ajst-26918	78	23	.	.	PUNCT
ajst-26918	79	1	as	as	SCONJ
ajst-26918	79	2	the	the	DET
ajst-26918	79	3	recall	recall	NOUN
ajst-26918	79	4	rate	rate	NOUN
ajst-26918	79	5	decreases	decrease	VERB
ajst-26918	79	6	,	,	PUNCT
ajst-26918	79	7	the	the	DET
ajst-26918	79	8	recall	recall	NOUN
ajst-26918	79	9	rate	rate	NOUN
ajst-26918	79	10	of	of	ADP
ajst-26918	79	11	the	the	DET
ajst-26918	79	12	model	model	NOUN
ajst-26918	79	13	increases	increase	NOUN
ajst-26918	79	14	,	,	PUNCT
ajst-26918	79	15	but	but	CCONJ
ajst-26918	79	16	the	the	DET
ajst-26918	79	17	risk	risk	NOUN
ajst-26918	79	18	of	of	ADP
ajst-26918	79	19	misjudgment	misjudgment	NOUN
ajst-26918	79	20	increases	increase	NOUN
ajst-26918	79	21	.	.	PUNCT
ajst-26918	80	1	in	in	ADP
ajst-26918	80	2	this	this	DET
ajst-26918	80	3	study	study	NOUN
ajst-26918	80	4	,	,	PUNCT
ajst-26918	80	5	the	the	DET
ajst-26918	80	6	average	average	ADJ
ajst-26918	80	7	accuracy	accuracy	NOUN
ajst-26918	80	8	(	(	PUNCT
ajst-26918	80	9	map	map	NOUN
ajst-26918	80	10	)	)	PUNCT
ajst-26918	80	11	and	and	CCONJ
ajst-26918	80	12	average	average	ADJ
ajst-26918	80	13	recall	recall	NOUN
ajst-26918	80	14	(	(	PUNCT
ajst-26918	80	15	mar	mar	PROPN
ajst-26918	80	16	)	)	PUNCT
ajst-26918	80	17	of	of	ADP
ajst-26918	80	18	the	the	DET
ajst-26918	80	19	model	model	NOUN
ajst-26918	80	20	on	on	ADP
ajst-26918	80	21	the	the	DET
ajst-26918	80	22	target	target	NOUN
ajst-26918	80	23	detection	detection	NOUN
ajst-26918	80	24	task	task	NOUN
ajst-26918	80	25	reached	reach	VERB
ajst-26918	80	26	92.9	92.9	NUM
ajst-26918	80	27	%	%	NOUN
ajst-26918	80	28	and	and	CCONJ
ajst-26918	80	29	87.6	87.6	NUM
ajst-26918	80	30	%	%	NOUN
ajst-26918	80	31	,	,	PUNCT
ajst-26918	80	32	respectively	respectively	ADV
ajst-26918	80	33	,	,	PUNCT
ajst-26918	80	34	indicating	indicate	VERB
ajst-26918	80	35	that	that	SCONJ
ajst-26918	80	36	the	the	DET
ajst-26918	80	37	model	model	NOUN
ajst-26918	80	38	performs	perform	VERB
ajst-26918	80	39	well	well	ADV
ajst-26918	80	40	in	in	ADP
ajst-26918	80	41	the	the	DET
ajst-26918	80	42	accuracy	accuracy	NOUN
ajst-26918	80	43	and	and	CCONJ
ajst-26918	80	44	coverage	coverage	NOUN
ajst-26918	80	45	of	of	ADP
ajst-26918	80	46	target	target	NOUN
ajst-26918	80	47	identification	identification	NOUN
ajst-26918	80	48	,	,	PUNCT
ajst-26918	80	49	and	and	CCONJ
ajst-26918	80	50	can	can	AUX
ajst-26918	80	51	effectively	effectively	ADV
ajst-26918	80	52	detect	detect	VERB
ajst-26918	80	53	and	and	CCONJ
ajst-26918	80	54	identify	identify	VERB
ajst-26918	80	55	the	the	DET
ajst-26918	80	56	target	target	NOUN
ajst-26918	80	57	while	while	SCONJ
ajst-26918	80	58	maintaining	maintain	VERB
ajst-26918	80	59	low	low	ADJ
ajst-26918	80	60	false	false	ADJ
ajst-26918	80	61	detection	detection	NOUN
ajst-26918	80	62	and	and	CCONJ
ajst-26918	80	63	missed	miss	VERB
ajst-26918	80	64	detection	detection	NOUN
ajst-26918	80	65	rates	rate	NOUN
ajst-26918	80	66	.	.	PUNCT
ajst-26918	81	1	these	these	DET
ajst-26918	81	2	results	result	NOUN
ajst-26918	81	3	demonstrate	demonstrate	VERB
ajst-26918	81	4	the	the	DET
ajst-26918	81	5	excellent	excellent	ADJ
ajst-26918	81	6	performance	performance	NOUN
ajst-26918	81	7	of	of	ADP
ajst-26918	81	8	the	the	DET
ajst-26918	81	9	model	model	NOUN
ajst-26918	81	10	in	in	ADP
ajst-26918	81	11	target	target	NOUN
ajst-26918	81	12	detection	detection	NOUN
ajst-26918	81	13	tasks	task	NOUN
ajst-26918	81	14	and	and	CCONJ
ajst-26918	81	15	provide	provide	VERB
ajst-26918	81	16	strong	strong	ADJ
ajst-26918	81	17	support	support	NOUN
ajst-26918	81	18	for	for	ADP
ajst-26918	81	19	realizing	realize	VERB
ajst-26918	81	20	accurate	accurate	ADJ
ajst-26918	81	21	target	target	NOUN
ajst-26918	81	22	detection	detection	NOUN
ajst-26918	81	23	.	.	PUNCT
ajst-26918	82	1	the	the	DET
ajst-26918	82	2	trained	train	VERB
ajst-26918	82	3	model	model	NOUN
ajst-26918	82	4	is	be	AUX
ajst-26918	82	5	used	use	VERB
ajst-26918	82	6	to	to	PART
ajst-26918	82	7	make	make	VERB
ajst-26918	82	8	predictions	prediction	NOUN
ajst-26918	82	9	on	on	ADP
ajst-26918	82	10	the	the	DET
ajst-26918	82	11	test	test	NOUN
ajst-26918	82	12	set	set	VERB
ajst-26918	82	13	to	to	PART
ajst-26918	82	14	verify	verify	VERB
ajst-26918	82	15	the	the	DET
ajst-26918	82	16	model	model	NOUN
ajst-26918	82	17	performance	performance	NOUN
ajst-26918	82	18	.	.	PUNCT
ajst-26918	83	1	as	as	SCONJ
ajst-26918	83	2	shown	show	VERB
ajst-26918	83	3	in	in	ADP
ajst-26918	83	4	figure	figure	NOUN
ajst-26918	83	5	4	4	NUM
ajst-26918	83	6	,	,	PUNCT
ajst-26918	83	7	we	we	PRON
ajst-26918	83	8	obtain	obtain	VERB
ajst-26918	83	9	a	a	DET
ajst-26918	83	10	pr	pr	NOUN
ajst-26918	83	11	curve	curve	NOUN
ajst-26918	83	12	that	that	PRON
ajst-26918	83	13	visually	visually	ADV
ajst-26918	83	14	shows	show	VERB
ajst-26918	83	15	the	the	DET
ajst-26918	83	16	relationship	relationship	NOUN
ajst-26918	83	17	between	between	ADP
ajst-26918	83	18	accuracy	accuracy	NOUN
ajst-26918	83	19	and	and	CCONJ
ajst-26918	83	20	recall	recall	NOUN
ajst-26918	83	21	,	,	PUNCT
ajst-26918	83	22	with	with	ADP
ajst-26918	83	23	the	the	DET
ajst-26918	83	24	thin	thin	ADJ
ajst-26918	83	25	line	line	NOUN
ajst-26918	83	26	representing	represent	VERB
ajst-26918	83	27	the	the	DET
ajst-26918	83	28	pr	pr	NOUN
ajst-26918	83	29	curve	curve	NOUN
ajst-26918	83	30	for	for	ADP
ajst-26918	83	31	different	different	ADJ
ajst-26918	83	32	categories	category	NOUN
ajst-26918	83	33	and	and	CCONJ
ajst-26918	83	34	the	the	DET
ajst-26918	83	35	thick	thick	ADJ
ajst-26918	83	36	line	line	NOUN
ajst-26918	83	37	representing	represent	VERB
ajst-26918	83	38	the	the	DET
ajst-26918	83	39	average	average	ADJ
ajst-26918	83	40	pr	pr	NOUN
ajst-26918	83	41	curve	curve	NOUN
ajst-26918	83	42	for	for	ADP
ajst-26918	83	43	all	all	DET
ajst-26918	83	44	categories	category	NOUN
ajst-26918	83	45	.	.	PUNCT
ajst-26918	84	1	in	in	ADP
ajst-26918	84	2	order	order	NOUN
ajst-26918	84	3	to	to	PART
ajst-26918	84	4	quantify	quantify	VERB
ajst-26918	84	5	the	the	DET
ajst-26918	84	6	model	model	NOUN
ajst-26918	84	7	performance	performance	NOUN
ajst-26918	84	8	,	,	PUNCT
ajst-26918	84	9	we	we	PRON
ajst-26918	84	10	calculated	calculate	VERB
ajst-26918	84	11	the	the	DET
ajst-26918	84	12	ap	ap	PROPN
ajst-26918	84	13	value	value	NOUN
ajst-26918	84	14	,	,	PUNCT
ajst-26918	84	15	that	that	ADV
ajst-26918	84	16	is	is	ADV
ajst-26918	84	17	,	,	PUNCT
ajst-26918	84	18	the	the	DET
ajst-26918	84	19	area	area	NOUN
ajst-26918	84	20	surrounded	surround	VERB
ajst-26918	84	21	by	by	ADP
ajst-26918	84	22	pr	pr	NOUN
ajst-26918	84	23	curve	curve	NOUN
ajst-26918	84	24	and	and	CCONJ
ajst-26918	84	25	coordinate	coordinate	VERB
ajst-26918	84	26	axis	axis	NOUN
ajst-26918	84	27	.	.	PUNCT
ajst-26918	85	1	the	the	DET
ajst-26918	85	2	average	average	ADJ
ajst-26918	85	3	value	value	NOUN
ajst-26918	85	4	of	of	ADP
ajst-26918	85	5	all	all	DET
ajst-26918	85	6	categories	category	NOUN
ajst-26918	85	7	is	be	AUX
ajst-26918	85	8	map	map	NOUN
ajst-26918	85	9	,	,	PUNCT
ajst-26918	85	10	which	which	PRON
ajst-26918	85	11	is	be	AUX
ajst-26918	85	12	an	an	DET
ajst-26918	85	13	important	important	ADJ
ajst-26918	85	14	indicator	indicator	NOUN
ajst-26918	85	15	to	to	PART
ajst-26918	85	16	measure	measure	VERB
ajst-26918	85	17	the	the	DET
ajst-26918	85	18	model	model	NOUN
ajst-26918	85	19	detection	detection	NOUN
ajst-26918	85	20	performance	performance	NOUN
ajst-26918	85	21	.	.	PUNCT
ajst-26918	86	1	we	we	PRON
ajst-26918	86	2	hope	hope	VERB
ajst-26918	86	3	that	that	SCONJ
ajst-26918	86	4	the	the	PRON
ajst-26918	86	5	higher	high	ADJ
ajst-26918	86	6	the	the	DET
ajst-26918	86	7	map	map	NOUN
ajst-26918	86	8	value	value	NOUN
ajst-26918	86	9	,	,	PUNCT
ajst-26918	86	10	the	the	DET
ajst-26918	86	11	better	well	ADJ
ajst-26918	86	12	,	,	PUNCT
ajst-26918	86	13	which	which	PRON
ajst-26918	86	14	means	mean	VERB
ajst-26918	86	15	the	the	DET
ajst-26918	86	16	stronger	strong	ADJ
ajst-26918	86	17	the	the	DET
ajst-26918	86	18	detection	detection	NOUN
ajst-26918	86	19	ability	ability	NOUN
ajst-26918	86	20	of	of	ADP
ajst-26918	86	21	the	the	DET
ajst-26918	86	22	model	model	NOUN
ajst-26918	87	1	[	[	X
ajst-26918	87	2	10]-[13	10]-[13	X
ajst-26918	87	3	]	]	X
ajst-26918	87	4	.	.	PUNCT
ajst-26918	88	1	in	in	ADP
ajst-26918	88	2	addition	addition	NOUN
ajst-26918	88	3	,	,	PUNCT
ajst-26918	88	4	iou	iou	NOUN
ajst-26918	88	5	(	(	PUNCT
ajst-26918	88	6	intersection	intersection	NOUN
ajst-26918	88	7	ratio	ratio	NOUN
ajst-26918	88	8	)	)	PUNCT
ajst-26918	88	9	is	be	AUX
ajst-26918	88	10	also	also	ADV
ajst-26918	88	11	an	an	DET
ajst-26918	88	12	important	important	ADJ
ajst-26918	88	13	evaluation	evaluation	NOUN
ajst-26918	88	14	index	index	NOUN
ajst-26918	88	15	.	.	PUNCT
ajst-26918	89	1	it	it	PRON
ajst-26918	89	2	represents	represent	VERB
ajst-26918	89	3	the	the	DET
ajst-26918	89	4	ratio	ratio	NOUN
ajst-26918	89	5	of	of	ADP
ajst-26918	89	6	intersection	intersection	NOUN
ajst-26918	89	7	and	and	CCONJ
ajst-26918	89	8	union	union	NOUN
ajst-26918	89	9	between	between	ADP
ajst-26918	89	10	the	the	DET
ajst-26918	89	11	predicted	predict	VERB
ajst-26918	89	12	border	border	NOUN
ajst-26918	89	13	and	and	CCONJ
ajst-26918	89	14	the	the	DET
ajst-26918	89	15	real	real	ADJ
ajst-26918	89	16	border	border	NOUN
ajst-26918	89	17	.	.	PUNCT
ajst-26918	90	1	in	in	ADP
ajst-26918	90	2	the	the	DET
ajst-26918	90	3	process	process	NOUN
ajst-26918	90	4	of	of	ADP
ajst-26918	90	5	model	model	NOUN
ajst-26918	90	6	training	training	NOUN
ajst-26918	90	7	,	,	PUNCT
ajst-26918	90	8	we	we	PRON
ajst-26918	90	9	usually	usually	ADV
ajst-26918	90	10	judge	judge	VERB
ajst-26918	90	11	the	the	DET
ajst-26918	90	12	prediction	prediction	NOUN
ajst-26918	90	13	result	result	NOUN
ajst-26918	90	14	according	accord	VERB
ajst-26918	90	15	to	to	ADP
ajst-26918	90	16	the	the	DET
ajst-26918	90	17	size	size	NOUN
ajst-26918	90	18	of	of	ADP
ajst-26918	90	19	the	the	DET
ajst-26918	90	20	iou	iou	NOUN
ajst-26918	90	21	value	value	NOUN
ajst-26918	90	22	.	.	PUNCT
ajst-26918	91	1	in	in	ADP
ajst-26918	91	2	general	general	ADJ
ajst-26918	91	3	,	,	PUNCT
ajst-26918	91	4	when	when	SCONJ
ajst-26918	91	5	the	the	DET
ajst-26918	91	6	iou	iou	NOUN
ajst-26918	91	7	value	value	NOUN
ajst-26918	91	8	is	be	AUX
ajst-26918	91	9	greater	great	ADJ
ajst-26918	91	10	than	than	ADP
ajst-26918	91	11	0.5	0.5	NUM
ajst-26918	91	12	,	,	PUNCT
ajst-26918	91	13	we	we	PRON
ajst-26918	91	14	consider	consider	VERB
ajst-26918	91	15	this	this	PRON
ajst-26918	91	16	to	to	PART
ajst-26918	91	17	be	be	AUX
ajst-26918	91	18	a	a	DET
ajst-26918	91	19	relatively	relatively	ADV
ajst-26918	91	20	accurate	accurate	ADJ
ajst-26918	91	21	prediction	prediction	NOUN
ajst-26918	91	22	result	result	NOUN
ajst-26918	91	23	.	.	PUNCT
ajst-26918	92	1	in	in	ADP
ajst-26918	92	2	this	this	DET
ajst-26918	92	3	experiment	experiment	NOUN
ajst-26918	92	4	,	,	PUNCT
ajst-26918	92	5	we	we	PRON
ajst-26918	92	6	calculated	calculate	VERB
ajst-26918	92	7	the	the	DET
ajst-26918	92	8	average	average	ADJ
ajst-26918	92	9	accuracy	accuracy	NOUN
ajst-26918	92	10	for	for	ADP
ajst-26918	92	11	an	an	DET
ajst-26918	92	12	iou	iou	NOUN
ajst-26918	92	13	threshold	threshold	NOUN
ajst-26918	92	14	of	of	ADP
ajst-26918	92	15	0.5	0.5	NUM
ajst-26918	92	16	map@0.5	map@0.5	NOUN
ajst-26918	92	17	.	.	PUNCT
ajst-26918	93	1	the	the	DET
ajst-26918	93	2	results	result	NOUN
ajst-26918	93	3	show	show	VERB
ajst-26918	93	4	that	that	SCONJ
ajst-26918	93	5	the	the	DET
ajst-26918	93	6	average	average	ADJ
ajst-26918	93	7	value	value	NOUN
ajst-26918	93	8	of	of	ADP
ajst-26918	93	9	map@0.5	map@0.5	PROPN
ajst-26918	93	10	of	of	ADP
ajst-26918	93	11	the	the	DET
ajst-26918	93	12	proposed	propose	VERB
ajst-26918	93	13	model	model	NOUN
ajst-26918	93	14	on	on	ADP
ajst-26918	93	15	the	the	DET
ajst-26918	93	16	two	two	NUM
ajst-26918	93	17	types	type	NOUN
ajst-26918	93	18	of	of	ADP
ajst-26918	93	19	target	target	NOUN
ajst-26918	93	20	detection	detection	NOUN
ajst-26918	93	21	tasks	task	NOUN
ajst-26918	93	22	is	be	AUX
ajst-26918	93	23	0.938	0.938	NUM
ajst-26918	93	24	,	,	PUNCT
ajst-26918	93	25	which	which	PRON
ajst-26918	93	26	is	be	AUX
ajst-26918	93	27	a	a	DET
ajst-26918	93	28	high	high	ADJ
ajst-26918	93	29	value	value	NOUN
ajst-26918	93	30	,	,	PUNCT
ajst-26918	93	31	indicating	indicate	VERB
ajst-26918	93	32	that	that	SCONJ
ajst-26918	93	33	the	the	DET
ajst-26918	93	34	model	model	NOUN
ajst-26918	93	35	has	have	VERB
ajst-26918	93	36	excellent	excellent	ADJ
ajst-26918	93	37	performance	performance	NOUN
ajst-26918	93	38	in	in	ADP
ajst-26918	93	39	the	the	DET
ajst-26918	93	40	accuracy	accuracy	NOUN
ajst-26918	93	41	and	and	CCONJ
ajst-26918	93	42	coverage	coverage	NOUN
ajst-26918	93	43	of	of	ADP
ajst-26918	93	44	hidden	hide	VERB
ajst-26918	93	45	danger	danger	NOUN
ajst-26918	93	46	identification	identification	NOUN
ajst-26918	93	47	,	,	PUNCT
ajst-26918	93	48	and	and	CCONJ
ajst-26918	93	49	can	can	AUX
ajst-26918	93	50	effectively	effectively	ADV
ajst-26918	93	51	detect	detect	VERB
ajst-26918	93	52	and	and	CCONJ
ajst-26918	93	53	identify	identify	VERB
ajst-26918	93	54	targets	target	NOUN
ajst-26918	93	55	while	while	SCONJ
ajst-26918	93	56	maintaining	maintain	VERB
ajst-26918	93	57	a	a	DET
ajst-26918	93	58	low	low	ADJ
ajst-26918	93	59	false	false	ADJ
ajst-26918	93	60	detection	detection	NOUN
ajst-26918	93	61	rate	rate	NOUN
ajst-26918	93	62	and	and	CCONJ
ajst-26918	93	63	missed	miss	VERB
ajst-26918	93	64	detection	detection	NOUN
ajst-26918	93	65	rate	rate	NOUN
ajst-26918	93	66	.	.	PUNCT
ajst-26918	94	1	these	these	DET
ajst-26918	94	2	results	result	NOUN
ajst-26918	94	3	demonstrate	demonstrate	VERB
ajst-26918	94	4	the	the	DET
ajst-26918	94	5	excellent	excellent	ADJ
ajst-26918	94	6	performance	performance	NOUN
ajst-26918	94	7	of	of	ADP
ajst-26918	94	8	the	the	DET
ajst-26918	94	9	model	model	NOUN
ajst-26918	94	10	in	in	ADP
ajst-26918	94	11	target	target	NOUN
ajst-26918	94	12	detection	detection	NOUN
ajst-26918	94	13	tasks	task	NOUN
ajst-26918	94	14	and	and	CCONJ
ajst-26918	94	15	provide	provide	VERB
ajst-26918	94	16	strong	strong	ADJ
ajst-26918	94	17	support	support	NOUN
ajst-26918	94	18	for	for	ADP
ajst-26918	94	19	realizing	realize	VERB
ajst-26918	94	20	accurate	accurate	ADJ
ajst-26918	94	21	target	target	NOUN
ajst-26918	94	22	detection	detection	NOUN
ajst-26918	94	23	.	.	PUNCT
ajst-26918	95	1	228	228	NUM
ajst-26918	95	2	figure	figure	NOUN
ajst-26918	95	3	4	4	NUM
ajst-26918	95	4	.	.	PUNCT
ajst-26918	95	5	pr	pr	NOUN
ajst-26918	95	6	curve	curve	VERB
ajst-26918	95	7	the	the	DET
ajst-26918	95	8	results	result	NOUN
ajst-26918	95	9	in	in	ADP
ajst-26918	95	10	table	table	NOUN
ajst-26918	95	11	1	1	NUM
ajst-26918	95	12	show	show	VERB
ajst-26918	95	13	the	the	DET
ajst-26918	95	14	excellent	excellent	ADJ
ajst-26918	95	15	performance	performance	NOUN
ajst-26918	95	16	of	of	ADP
ajst-26918	95	17	the	the	DET
ajst-26918	95	18	model	model	NOUN
ajst-26918	95	19	in	in	ADP
ajst-26918	95	20	several	several	ADJ
ajst-26918	95	21	categories	category	NOUN
ajst-26918	95	22	,	,	PUNCT
ajst-26918	95	23	and	and	CCONJ
ajst-26918	95	24	the	the	DET
ajst-26918	95	25	average	average	ADJ
ajst-26918	95	26	accuracy	accuracy	NOUN
ajst-26918	95	27	(	(	PUNCT
ajst-26918	95	28	map50	map50	PROPN
ajst-26918	95	29	)	)	PUNCT
ajst-26918	95	30	is	be	AUX
ajst-26918	95	31	as	as	ADV
ajst-26918	95	32	high	high	ADJ
ajst-26918	95	33	as	as	ADP
ajst-26918	95	34	0.938	0.938	NUM
ajst-26918	95	35	,	,	PUNCT
ajst-26918	95	36	indicating	indicate	VERB
ajst-26918	95	37	the	the	DET
ajst-26918	95	38	high	high	ADJ
ajst-26918	95	39	accuracy	accuracy	NOUN
ajst-26918	95	40	of	of	ADP
ajst-26918	95	41	the	the	DET
ajst-26918	95	42	model	model	NOUN
ajst-26918	95	43	on	on	ADP
ajst-26918	95	44	the	the	DET
ajst-26918	95	45	validation	validation	NOUN
ajst-26918	95	46	set	set	NOUN
ajst-26918	95	47	.	.	PUNCT
ajst-26918	96	1	however	however	ADV
ajst-26918	96	2	,	,	PUNCT
ajst-26918	96	3	there	there	PRON
ajst-26918	96	4	are	be	VERB
ajst-26918	96	5	significant	significant	ADJ
ajst-26918	96	6	differences	difference	NOUN
ajst-26918	96	7	between	between	ADP
ajst-26918	96	8	the	the	DET
ajst-26918	96	9	different	different	ADJ
ajst-26918	96	10	categories	category	NOUN
ajst-26918	96	11	.	.	PUNCT
ajst-26918	97	1	among	among	ADP
ajst-26918	97	2	them	they	PRON
ajst-26918	97	3	,	,	PUNCT
ajst-26918	97	4	the	the	DET
ajst-26918	97	5	trash	trash	NOUN
ajst-26918	97	6	category	category	NOUN
ajst-26918	97	7	performs	perform	VERB
ajst-26918	97	8	particularly	particularly	ADV
ajst-26918	97	9	well	well	ADV
ajst-26918	97	10	,	,	PUNCT
ajst-26918	97	11	with	with	ADP
ajst-26918	97	12	a	a	DET
ajst-26918	97	13	perfect	perfect	ADJ
ajst-26918	97	14	recall	recall	NOUN
ajst-26918	97	15	rate	rate	NOUN
ajst-26918	97	16	of	of	ADP
ajst-26918	97	17	1	1	NUM
ajst-26918	97	18	,	,	PUNCT
ajst-26918	97	19	indicating	indicate	VERB
ajst-26918	97	20	that	that	SCONJ
ajst-26918	97	21	the	the	DET
ajst-26918	97	22	model	model	NOUN
ajst-26918	97	23	can	can	AUX
ajst-26918	97	24	identify	identify	VERB
ajst-26918	97	25	all	all	DET
ajst-26918	97	26	garbage	garbage	NOUN
ajst-26918	97	27	instances	instance	NOUN
ajst-26918	97	28	without	without	ADP
ajst-26918	97	29	omission	omission	NOUN
ajst-26918	97	30	.	.	PUNCT
ajst-26918	98	1	the	the	DET
ajst-26918	98	2	balloon	balloon	NOUN
ajst-26918	98	3	category	category	NOUN
ajst-26918	98	4	also	also	ADV
ajst-26918	98	5	performed	perform	VERB
ajst-26918	98	6	well	well	ADV
ajst-26918	98	7	,	,	PUNCT
ajst-26918	98	8	with	with	ADP
ajst-26918	98	9	high	high	ADJ
ajst-26918	98	10	accuracy	accuracy	NOUN
ajst-26918	98	11	and	and	CCONJ
ajst-26918	98	12	recall	recall	NOUN
ajst-26918	98	13	rates	rate	NOUN
ajst-26918	98	14	.	.	PUNCT
ajst-26918	99	1	in	in	ADP
ajst-26918	99	2	contrast	contrast	NOUN
ajst-26918	99	3	,	,	PUNCT
ajst-26918	99	4	the	the	DET
ajst-26918	99	5	nest	nest	NOUN
ajst-26918	99	6	category	category	NOUN
ajst-26918	99	7	,	,	PUNCT
ajst-26918	99	8	while	while	SCONJ
ajst-26918	99	9	leading	lead	VERB
ajst-26918	99	10	in	in	ADP
ajst-26918	99	11	accuracy	accuracy	NOUN
ajst-26918	99	12	,	,	PUNCT
ajst-26918	99	13	has	have	VERB
ajst-26918	99	14	a	a	DET
ajst-26918	99	15	low	low	ADJ
ajst-26918	99	16	recall	recall	NOUN
ajst-26918	99	17	rate	rate	NOUN
ajst-26918	99	18	,	,	PUNCT
ajst-26918	99	19	meaning	mean	VERB
ajst-26918	99	20	that	that	SCONJ
ajst-26918	99	21	the	the	DET
ajst-26918	99	22	model	model	NOUN
ajst-26918	99	23	may	may	AUX
ajst-26918	99	24	have	have	AUX
ajst-26918	99	25	missed	miss	VERB
ajst-26918	99	26	some	some	DET
ajst-26918	99	27	instances	instance	NOUN
ajst-26918	99	28	when	when	SCONJ
ajst-26918	99	29	identifying	identify	VERB
ajst-26918	99	30	bird	bird	NOUN
ajst-26918	99	31	nests	nest	NOUN
ajst-26918	99	32	.	.	PUNCT
ajst-26918	100	1	the	the	DET
ajst-26918	100	2	kite	kite	NOUN
ajst-26918	100	3	category	category	NOUN
ajst-26918	100	4	faces	face	VERB
ajst-26918	100	5	accuracy	accuracy	NOUN
ajst-26918	100	6	challenges	challenge	NOUN
ajst-26918	100	7	,	,	PUNCT
ajst-26918	100	8	although	although	SCONJ
ajst-26918	100	9	the	the	DET
ajst-26918	100	10	recall	recall	NOUN
ajst-26918	100	11	rate	rate	NOUN
ajst-26918	100	12	is	be	AUX
ajst-26918	100	13	1	1	NUM
ajst-26918	100	14	,	,	PUNCT
ajst-26918	100	15	but	but	CCONJ
ajst-26918	100	16	the	the	DET
ajst-26918	100	17	accuracy	accuracy	NOUN
ajst-26918	100	18	needs	need	VERB
ajst-26918	100	19	to	to	PART
ajst-26918	100	20	be	be	AUX
ajst-26918	100	21	improved	improve	VERB
ajst-26918	100	22	.	.	PUNCT
ajst-26918	101	1	the	the	DET
ajst-26918	101	2	map50	map50	PROPN
ajst-26918	101	3	-	-	PUNCT
ajst-26918	101	4	95	95	NUM
ajst-26918	101	5	metrics	metric	NOUN
ajst-26918	101	6	further	far	ADV
ajst-26918	101	7	reveal	reveal	VERB
ajst-26918	101	8	the	the	DET
ajst-26918	101	9	model	model	NOUN
ajst-26918	101	10	's	's	PART
ajst-26918	101	11	performance	performance	NOUN
ajst-26918	101	12	differences	difference	NOUN
ajst-26918	101	13	at	at	ADP
ajst-26918	101	14	different	different	ADJ
ajst-26918	101	15	iou	iou	NOUN
ajst-26918	101	16	thresholds	threshold	NOUN
ajst-26918	101	17	,	,	PUNCT
ajst-26918	101	18	highlighting	highlight	VERB
ajst-26918	101	19	the	the	DET
ajst-26918	101	20	need	need	NOUN
ajst-26918	101	21	to	to	PART
ajst-26918	101	22	optimize	optimize	VERB
ajst-26918	101	23	for	for	ADP
ajst-26918	101	24	specific	specific	ADJ
ajst-26918	101	25	classes	class	NOUN
ajst-26918	101	26	,	,	PUNCT
ajst-26918	101	27	such	such	ADJ
ajst-26918	101	28	as	as	ADP
ajst-26918	101	29	nest	nest	NOUN
ajst-26918	101	30	and	and	CCONJ
ajst-26918	101	31	kite	kite	NOUN
ajst-26918	101	32	.	.	PUNCT
ajst-26918	102	1	in	in	ADP
ajst-26918	102	2	summary	summary	NOUN
ajst-26918	102	3	,	,	PUNCT
ajst-26918	102	4	the	the	DET
ajst-26918	102	5	model	model	NOUN
ajst-26918	102	6	performs	perform	VERB
ajst-26918	102	7	well	well	ADV
ajst-26918	102	8	in	in	ADP
ajst-26918	102	9	most	most	ADJ
ajst-26918	102	10	categories	category	NOUN
ajst-26918	102	11	,	,	PUNCT
ajst-26918	102	12	but	but	CCONJ
ajst-26918	102	13	there	there	PRON
ajst-26918	102	14	is	be	VERB
ajst-26918	102	15	still	still	ADV
ajst-26918	102	16	room	room	NOUN
ajst-26918	102	17	for	for	ADP
ajst-26918	102	18	improvement	improvement	NOUN
ajst-26918	102	19	,	,	PUNCT
ajst-26918	102	20	especially	especially	ADV
ajst-26918	102	21	in	in	ADP
ajst-26918	102	22	improving	improve	VERB
ajst-26918	102	23	the	the	DET
ajst-26918	102	24	recognition	recognition	NOUN
ajst-26918	102	25	accuracy	accuracy	NOUN
ajst-26918	102	26	of	of	ADP
ajst-26918	102	27	the	the	DET
ajst-26918	102	28	nest	nest	NOUN
ajst-26918	102	29	and	and	CCONJ
ajst-26918	102	30	kite	kite	NOUN
ajst-26918	102	31	categories	category	NOUN
ajst-26918	102	32	.	.	PUNCT
ajst-26918	103	1	table	table	NOUN
ajst-26918	103	2	1	1	NUM
ajst-26918	103	3	.	.	PUNCT
ajst-26918	104	1	verifies	verifie	NOUN
ajst-26918	104	2	the	the	DET
ajst-26918	104	3	test	test	NOUN
ajst-26918	104	4	results	result	VERB
ajst-26918	104	5	class	class	NOUN
ajst-26918	104	6	images	image	NOUN
ajst-26918	104	7	instances	instance	NOUN
ajst-26918	104	8	p	p	NOUN
ajst-26918	104	9	r	r	NOUN
ajst-26918	104	10	map50	map50	PROPN
ajst-26918	104	11	map50	map50	PROPN
ajst-26918	104	12	-	-	PUNCT
ajst-26918	104	13	95	95	NUM
ajst-26918	105	1	all	all	DET
ajst-26918	105	2	110	110	NUM
ajst-26918	105	3	110	110	NUM
ajst-26918	105	4	0.929	0.929	NUM
ajst-26918	105	5	0.876	0.876	NUM
ajst-26918	105	6	0.938	0.938	NUM
ajst-26918	105	7	0.733	0.733	NUM
ajst-26918	105	8	nest	nest	NOUN
ajst-26918	105	9	83	83	NUM
ajst-26918	105	10	83	83	NUM
ajst-26918	105	11	0.942	0.942	NUM
ajst-26918	105	12	0.79	0.79	NUM
ajst-26918	105	13	0.892	0.892	NUM
ajst-26918	105	14	0.531	0.531	NUM
ajst-26918	105	15	balloon	balloon	NOUN
ajst-26918	105	16	14	14	NUM
ajst-26918	105	17	14	14	NUM
ajst-26918	105	18	0.968	0.968	NUM
ajst-26918	105	19	0.714	0.714	NUM
ajst-26918	105	20	0.885	0.885	NUM
ajst-26918	105	21	0.735	0.735	NUM
ajst-26918	105	22	trash	trash	NOUN
ajst-26918	105	23	3	3	NUM
ajst-26918	105	24	3	3	NUM
ajst-26918	105	25	0.976	0.976	NUM
ajst-26918	105	26	1	1	NUM
ajst-26918	105	27	0.995	0.995	NUM
ajst-26918	105	28	0.863	0.863	NUM
ajst-26918	105	29	kite	kite	NOUN
ajst-26918	105	30	10	10	NUM
ajst-26918	105	31	10	10	NUM
ajst-26918	105	32	0.828	0.828	NUM
ajst-26918	105	33	1	1	NUM
ajst-26918	105	34	0.978	0.978	NUM
ajst-26918	105	35	0.802	0.802	NUM
ajst-26918	105	36	as	as	SCONJ
ajst-26918	105	37	shown	show	VERB
ajst-26918	105	38	in	in	ADP
ajst-26918	105	39	table	table	NOUN
ajst-26918	105	40	2	2	NUM
ajst-26918	105	41	,	,	PUNCT
ajst-26918	105	42	the	the	DET
ajst-26918	105	43	system	system	NOUN
ajst-26918	105	44	has	have	VERB
ajst-26918	105	45	2,582,932	2,582,932	NUM
ajst-26918	105	46	parameters	parameter	NOUN
ajst-26918	105	47	to	to	PART
ajst-26918	105	48	handle	handle	VERB
ajst-26918	105	49	complex	complex	ADJ
ajst-26918	105	50	tasks	task	NOUN
ajst-26918	105	51	while	while	SCONJ
ajst-26918	105	52	maintaining	maintain	VERB
ajst-26918	105	53	a	a	DET
ajst-26918	105	54	small	small	ADJ
ajst-26918	105	55	model	model	NOUN
ajst-26918	105	56	size	size	NOUN
ajst-26918	105	57	of	of	ADP
ajst-26918	105	58	5.3	5.3	NUM
ajst-26918	105	59	mb	mb	NOUN
ajst-26918	105	60	for	for	ADP
ajst-26918	105	61	easy	easy	ADJ
ajst-26918	105	62	storage	storage	NOUN
ajst-26918	105	63	and	and	CCONJ
ajst-26918	105	64	transfer	transfer	NOUN
ajst-26918	105	65	.	.	PUNCT
ajst-26918	106	1	it	it	PRON
ajst-26918	106	2	can	can	AUX
ajst-26918	106	3	perform	perform	VERB
ajst-26918	106	4	6.3	6.3	NUM
ajst-26918	106	5	g	g	NOUN
ajst-26918	106	6	floating	float	VERB
ajst-26918	106	7	-	-	PUNCT
ajst-26918	106	8	point	point	NOUN
ajst-26918	106	9	operations	operation	NOUN
ajst-26918	106	10	per	per	ADP
ajst-26918	106	11	second	second	ADJ
ajst-26918	106	12	,	,	PUNCT
ajst-26918	106	13	ensuring	ensure	VERB
ajst-26918	106	14	efficient	efficient	ADJ
ajst-26918	106	15	processing	processing	NOUN
ajst-26918	106	16	of	of	ADP
ajst-26918	106	17	computationally	computationally	ADV
ajst-26918	106	18	intensive	intensive	ADJ
ajst-26918	106	19	tasks	task	NOUN
ajst-26918	106	20	.	.	PUNCT
ajst-26918	107	1	in	in	ADP
ajst-26918	107	2	terms	term	NOUN
ajst-26918	107	3	of	of	ADP
ajst-26918	107	4	speed	speed	NOUN
ajst-26918	107	5	,	,	PUNCT
ajst-26918	107	6	the	the	DET
ajst-26918	107	7	total	total	ADJ
ajst-26918	107	8	time	time	NOUN
ajst-26918	107	9	of	of	ADP
ajst-26918	107	10	pre	pre	ADJ
ajst-26918	107	11	-	-	ADJ
ajst-26918	107	12	processing	processing	ADJ
ajst-26918	107	13	,	,	PUNCT
ajst-26918	107	14	inference	inference	NOUN
ajst-26918	107	15	,	,	PUNCT
ajst-26918	107	16	loss	loss	NOUN
ajst-26918	107	17	calculation	calculation	NOUN
ajst-26918	107	18	and	and	CCONJ
ajst-26918	107	19	post	post	ADJ
ajst-26918	107	20	-	-	ADJ
ajst-26918	107	21	processing	processing	NOUN
ajst-26918	107	22	is	be	AUX
ajst-26918	107	23	short	short	ADJ
ajst-26918	107	24	,	,	PUNCT
ajst-26918	107	25	only	only	ADV
ajst-26918	107	26	14.0ms	14.0ms	NUM
ajst-26918	107	27	,	,	PUNCT
ajst-26918	107	28	the	the	DET
ajst-26918	107	29	average	average	ADJ
ajst-26918	107	30	delay	delay	NOUN
ajst-26918	107	31	is	be	AUX
ajst-26918	107	32	as	as	ADV
ajst-26918	107	33	low	low	ADJ
ajst-26918	107	34	as	as	ADP
ajst-26918	107	35	0.00599	0.00599	NUM
ajst-26918	107	36	seconds	second	NOUN
ajst-26918	107	37	,	,	PUNCT
ajst-26918	107	38	and	and	CCONJ
ajst-26918	107	39	the	the	DET
ajst-26918	107	40	frame	frame	NOUN
ajst-26918	107	41	rate	rate	NOUN
ajst-26918	107	42	is	be	AUX
ajst-26918	107	43	as	as	ADV
ajst-26918	107	44	high	high	ADJ
ajst-26918	107	45	as	as	ADP
ajst-26918	107	46	167.0hz	167.0hz	NUM
ajst-26918	107	47	,	,	PUNCT
ajst-26918	107	48	which	which	PRON
ajst-26918	107	49	fully	fully	ADV
ajst-26918	107	50	proves	prove	VERB
ajst-26918	107	51	that	that	SCONJ
ajst-26918	107	52	the	the	DET
ajst-26918	107	53	optimizer	optimizer	NOUN
ajst-26918	107	54	can	can	AUX
ajst-26918	107	55	respond	respond	VERB
ajst-26918	107	56	quickly	quickly	ADV
ajst-26918	107	57	and	and	CCONJ
ajst-26918	107	58	process	process	VERB
ajst-26918	107	59	large	large	ADJ
ajst-26918	107	60	amounts	amount	NOUN
ajst-26918	107	61	of	of	ADP
ajst-26918	107	62	data	datum	NOUN
ajst-26918	107	63	in	in	ADP
ajst-26918	107	64	real	real	ADJ
ajst-26918	107	65	time	time	NOUN
ajst-26918	107	66	,	,	PUNCT
ajst-26918	107	67	which	which	PRON
ajst-26918	107	68	is	be	AUX
ajst-26918	107	69	very	very	ADV
ajst-26918	107	70	suitable	suitable	ADJ
ajst-26918	107	71	for	for	ADP
ajst-26918	107	72	video	video	NOUN
ajst-26918	107	73	processing	processing	NOUN
ajst-26918	107	74	or	or	CCONJ
ajst-26918	107	75	real	real	ADJ
ajst-26918	107	76	-	-	PUNCT
ajst-26918	107	77	time	time	NOUN
ajst-26918	107	78	application	application	NOUN
ajst-26918	107	79	scenarios	scenario	NOUN
ajst-26918	107	80	.	.	PUNCT
ajst-26918	108	1	table	table	NOUN
ajst-26918	108	2	2	2	NUM
ajst-26918	108	3	.	.	X
ajst-26918	109	1	other	other	ADJ
ajst-26918	109	2	performance	performance	NOUN
ajst-26918	109	3	results	result	VERB
ajst-26918	109	4	optimizer	optimizer	NOUN
ajst-26918	109	5	sgd	sgd	PROPN
ajst-26918	109	6	params	param	NOUN
ajst-26918	109	7	2,582,932	2,582,932	NUM
ajst-26918	109	8	size	size	NOUN
ajst-26918	109	9	/	/	SYM
ajst-26918	109	10	m	m	PROPN
ajst-26918	109	11	5.3	5.3	NUM
ajst-26918	109	12	flops	flop	NOUN
ajst-26918	109	13	/	/	SYM
ajst-26918	109	14	g	g	NOUN
ajst-26918	109	15	6.3	6.3	NUM
ajst-26918	109	16	speed	speed	NOUN
ajst-26918	109	17	rate	rate	NOUN
ajst-26918	109	18	/	/	SYM
ajst-26918	109	19	ms	ms	PROPN
ajst-26918	109	20	1.6pre+9.9inf+0.0loss+	1.6pre+9.9inf+0.0loss+	NUM
ajst-26918	109	21	2.5ms	2.5ms	NUM
ajst-26918	109	22	post	post	NOUN
ajst-26918	109	23	latency	latency	NOUN
ajst-26918	109	24	/	/	SYM
ajst-26918	109	25	s	s	PART
ajst-26918	109	26	0.00599s	0.00599s	NOUN
ajst-26918	109	27	±0.00130s	±0.00130s	NOUN
ajst-26918	109	28	fps	fps	PROPN
ajst-26918	109	29	/	/	SYM
ajst-26918	109	30	hz	hz	VERB
ajst-26918	109	31	167.0	167.0	NUM
ajst-26918	109	32	4	4	NUM
ajst-26918	109	33	.	.	PUNCT
ajst-26918	109	34	system	system	NOUN
ajst-26918	109	35	design	design	NOUN
ajst-26918	109	36	and	and	CCONJ
ajst-26918	109	37	implementation	implementation	NOUN
ajst-26918	109	38	4.1	4.1	NUM
ajst-26918	109	39	.	.	PUNCT
ajst-26918	110	1	technical	technical	ADJ
ajst-26918	110	2	route	route	PROPN
ajst-26918	110	3	pyqt5	pyqt5	NOUN
ajst-26918	110	4	this	this	DET
ajst-26918	110	5	system	system	NOUN
ajst-26918	110	6	uses	use	VERB
ajst-26918	110	7	python	python	NOUN
ajst-26918	110	8	3.8	3.8	NUM
ajst-26918	110	9	and	and	CCONJ
ajst-26918	110	10	pyqt5	pyqt5	NOUN
ajst-26918	110	11	5.15.2	5.15.2	NUM
ajst-26918	110	12	framework	framework	NOUN
ajst-26918	110	13	to	to	PART
ajst-26918	110	14	develop	develop	VERB
ajst-26918	110	15	front	front	ADJ
ajst-26918	110	16	-	-	PUNCT
ajst-26918	110	17	end	end	NOUN
ajst-26918	110	18	visual	visual	ADJ
ajst-26918	110	19	interface	interface	NOUN
ajst-26918	110	20	.	.	PUNCT
ajst-26918	111	1	pyqt5	pyqt5	NOUN
ajst-26918	111	2	is	be	AUX
ajst-26918	111	3	an	an	DET
ajst-26918	111	4	application	application	NOUN
ajst-26918	111	5	framework	framework	NOUN
ajst-26918	111	6	tailored	tailor	VERB
ajst-26918	111	7	for	for	ADP
ajst-26918	111	8	python	python	NOUN
ajst-26918	111	9	based	base	VERB
ajst-26918	111	10	on	on	ADP
ajst-26918	111	11	the	the	DET
ajst-26918	111	12	qt5	qt5	ADJ
ajst-26918	111	13	framework	framework	NOUN
ajst-26918	111	14	,	,	PUNCT
ajst-26918	111	15	which	which	PRON
ajst-26918	111	16	provides	provide	VERB
ajst-26918	111	17	a	a	DET
ajst-26918	111	18	series	series	NOUN
ajst-26918	111	19	of	of	ADP
ajst-26918	111	20	convenient	convenient	ADJ
ajst-26918	111	21	toolkits	toolkit	NOUN
ajst-26918	111	22	that	that	PRON
ajst-26918	111	23	greatly	greatly	ADV
ajst-26918	111	24	simplify	simplify	VERB
ajst-26918	111	25	the	the	DET
ajst-26918	111	26	development	development	NOUN
ajst-26918	111	27	process	process	NOUN
ajst-26918	111	28	of	of	ADP
ajst-26918	111	29	desktop	desktop	NOUN
ajst-26918	111	30	applications	application	NOUN
ajst-26918	111	31	.	.	PUNCT
ajst-26918	112	1	qt	qt	NOUN
ajst-26918	112	2	designer	designer	NOUN
ajst-26918	112	3	,	,	PUNCT
ajst-26918	112	4	in	in	ADP
ajst-26918	112	5	particular	particular	ADJ
ajst-26918	112	6	,	,	PUNCT
ajst-26918	112	7	is	be	AUX
ajst-26918	112	8	a	a	DET
ajst-26918	112	9	tool	tool	NOUN
ajst-26918	112	10	that	that	PRON
ajst-26918	112	11	allows	allow	VERB
ajst-26918	112	12	developers	developer	NOUN
ajst-26918	112	13	to	to	PART
ajst-26918	112	14	quickly	quickly	ADV
ajst-26918	112	15	design	design	VERB
ajst-26918	112	16	user	user	NOUN
ajst-26918	112	17	interfaces	interface	NOUN
ajst-26918	112	18	with	with	ADP
ajst-26918	112	19	simple	simple	ADJ
ajst-26918	112	20	dragand	dragand	NOUN
ajst-26918	112	21	-	-	PUNCT
ajst-26918	112	22	drop	drop	NOUN
ajst-26918	112	23	components	component	NOUN
ajst-26918	112	24	and	and	CCONJ
ajst-26918	112	25	save	save	VERB
ajst-26918	112	26	them	they	PRON
ajst-26918	112	27	as.ui	as.ui	ADJ
ajst-26918	112	28	files	file	NOUN
ajst-26918	112	29	.	.	PUNCT
ajst-26918	113	1	these.ui	these.ui	X
ajst-26918	113	2	files	file	NOUN
ajst-26918	113	3	are	be	AUX
ajst-26918	113	4	then	then	ADV
ajst-26918	113	5	converted	convert	VERB
ajst-26918	113	6	into	into	ADP
ajst-26918	113	7	python	python	NOUN
ajst-26918	113	8	code	code	NOUN
ajst-26918	113	9	using	use	VERB
ajst-26918	113	10	the	the	DET
ajst-26918	113	11	pyuic5	pyuic5	NOUN
ajst-26918	113	12	tool	tool	NOUN
ajst-26918	113	13	for	for	ADP
ajst-26918	113	14	229	229	NUM
ajst-26918	113	15	further	further	ADJ
ajst-26918	113	16	integration	integration	NOUN
ajst-26918	113	17	.	.	PUNCT
ajst-26918	114	1	[	[	X
ajst-26918	114	2	14][15	14][15	X
ajst-26918	114	3	]	]	X
ajst-26918	114	4	in	in	ADP
ajst-26918	114	5	the	the	DET
ajst-26918	114	6	mainprogram.py	mainprogram.py	NOUN
ajst-26918	114	7	file	file	NOUN
ajst-26918	114	8	,	,	PUNCT
ajst-26918	114	9	we	we	PRON
ajst-26918	114	10	implement	implement	VERB
ajst-26918	114	11	the	the	DET
ajst-26918	114	12	integration	integration	NOUN
ajst-26918	114	13	of	of	ADP
ajst-26918	114	14	object	object	NOUN
ajst-26918	114	15	detection	detection	NOUN
ajst-26918	114	16	logic	logic	NOUN
ajst-26918	114	17	with	with	ADP
ajst-26918	114	18	the	the	DET
ajst-26918	114	19	user	user	NOUN
ajst-26918	114	20	interface	interface	NOUN
ajst-26918	114	21	.	.	PUNCT
ajst-26918	115	1	specifically	specifically	ADV
ajst-26918	115	2	,	,	PUNCT
ajst-26918	115	3	we	we	PRON
ajst-26918	115	4	wrote	write	VERB
ajst-26918	115	5	functions	function	NOUN
ajst-26918	115	6	to	to	PART
ajst-26918	115	7	handle	handle	VERB
ajst-26918	115	8	button	button	NOUN
ajst-26918	115	9	clicks	click	NOUN
ajst-26918	115	10	,	,	PUNCT
ajst-26918	115	11	image	image	NOUN
ajst-26918	115	12	loading	loading	NOUN
ajst-26918	115	13	,	,	PUNCT
ajst-26918	115	14	and	and	CCONJ
ajst-26918	115	15	running	run	VERB
ajst-26918	115	16	object	object	NOUN
ajst-26918	115	17	detection	detection	NOUN
ajst-26918	115	18	algorithms	algorithm	NOUN
ajst-26918	115	19	to	to	PART
ajst-26918	115	20	ensure	ensure	VERB
ajst-26918	115	21	that	that	SCONJ
ajst-26918	115	22	the	the	DET
ajst-26918	115	23	system	system	NOUN
ajst-26918	115	24	responds	respond	VERB
ajst-26918	115	25	to	to	ADP
ajst-26918	115	26	user	user	NOUN
ajst-26918	115	27	actions	action	NOUN
ajst-26918	115	28	and	and	CCONJ
ajst-26918	115	29	presents	present	NOUN
ajst-26918	115	30	results	result	NOUN
ajst-26918	115	31	.	.	PUNCT
ajst-26918	116	1	finally	finally	ADV
ajst-26918	116	2	,	,	PUNCT
ajst-26918	116	3	the	the	DET
ajst-26918	116	4	system	system	NOUN
ajst-26918	116	5	interface	interface	NOUN
ajst-26918	116	6	size	size	NOUN
ajst-26918	116	7	is	be	AUX
ajst-26918	116	8	set	set	VERB
ajst-26918	116	9	to	to	ADP
ajst-26918	116	10	770	770	NUM
ajst-26918	116	11	*	*	SYM
ajst-26918	116	12	480	480	NUM
ajst-26918	116	13	pixels	pixel	NOUN
ajst-26918	116	14	,	,	PUNCT
ajst-26918	116	15	which	which	PRON
ajst-26918	116	16	can	can	AUX
ajst-26918	116	17	clearly	clearly	ADV
ajst-26918	116	18	display	display	VERB
ajst-26918	116	19	the	the	DET
ajst-26918	116	20	detection	detection	NOUN
ajst-26918	116	21	content	content	NOUN
ajst-26918	116	22	.	.	PUNCT
ajst-26918	117	1	in	in	ADP
ajst-26918	117	2	order	order	NOUN
ajst-26918	117	3	to	to	PART
ajst-26918	117	4	distinguish	distinguish	VERB
ajst-26918	117	5	different	different	ADJ
ajst-26918	117	6	types	type	NOUN
ajst-26918	117	7	of	of	ADP
ajst-26918	117	8	hidden	hide	VERB
ajst-26918	117	9	dangers	danger	NOUN
ajst-26918	117	10	,	,	PUNCT
ajst-26918	117	11	the	the	DET
ajst-26918	117	12	system	system	NOUN
ajst-26918	117	13	uses	use	VERB
ajst-26918	117	14	different	different	ADJ
ajst-26918	117	15	color	color	NOUN
ajst-26918	117	16	target	target	NOUN
ajst-26918	117	17	boxes	box	NOUN
ajst-26918	117	18	for	for	ADP
ajst-26918	117	19	marking	mark	VERB
ajst-26918	117	20	.	.	PUNCT
ajst-26918	118	1	in	in	ADP
ajst-26918	118	2	addition	addition	NOUN
ajst-26918	118	3	,	,	PUNCT
ajst-26918	118	4	users	user	NOUN
ajst-26918	118	5	can	can	AUX
ajst-26918	118	6	also	also	ADV
ajst-26918	118	7	click	click	VERB
ajst-26918	118	8	the	the	DET
ajst-26918	118	9	"	"	PUNCT
ajst-26918	118	10	save	save	ADJ
ajst-26918	118	11	"	"	PUNCT
ajst-26918	118	12	button	button	NOUN
ajst-26918	118	13	to	to	PART
ajst-26918	118	14	save	save	VERB
ajst-26918	118	15	the	the	DET
ajst-26918	118	16	detection	detection	NOUN
ajst-26918	118	17	and	and	CCONJ
ajst-26918	118	18	identification	identification	NOUN
ajst-26918	118	19	results	result	NOUN
ajst-26918	118	20	,	,	PUNCT
ajst-26918	118	21	which	which	PRON
ajst-26918	118	22	is	be	AUX
ajst-26918	118	23	convenient	convenient	ADJ
ajst-26918	118	24	for	for	ADP
ajst-26918	118	25	subsequent	subsequent	ADJ
ajst-26918	118	26	data	datum	NOUN
ajst-26918	118	27	analysis	analysis	NOUN
ajst-26918	118	28	and	and	CCONJ
ajst-26918	118	29	processing	processing	NOUN
ajst-26918	118	30	.	.	PUNCT
ajst-26918	119	1	the	the	DET
ajst-26918	119	2	visualization	visualization	NOUN
ajst-26918	119	3	effect	effect	NOUN
ajst-26918	119	4	of	of	ADP
ajst-26918	119	5	the	the	DET
ajst-26918	119	6	system	system	NOUN
ajst-26918	119	7	interface	interface	NOUN
ajst-26918	119	8	is	be	AUX
ajst-26918	119	9	shown	show	VERB
ajst-26918	119	10	in	in	ADP
ajst-26918	119	11	figure	figure	NOUN
ajst-26918	119	12	5	5	NUM
ajst-26918	119	13	.	.	PUNCT
ajst-26918	120	1	figure	figure	NOUN
ajst-26918	120	2	5	5	NUM
ajst-26918	120	3	.	.	PUNCT
ajst-26918	121	1	interface	interface	NOUN
ajst-26918	121	2	display	display	VERB
ajst-26918	121	3	4.2	4.2	NUM
ajst-26918	121	4	.	.	PUNCT
ajst-26918	122	1	system	system	NOUN
ajst-26918	122	2	functions	function	NOUN
ajst-26918	122	3	the	the	DET
ajst-26918	122	4	user	user	NOUN
ajst-26918	122	5	can	can	AUX
ajst-26918	122	6	obtain	obtain	VERB
ajst-26918	122	7	the	the	DET
ajst-26918	122	8	information	information	NOUN
ajst-26918	122	9	to	to	PART
ajst-26918	122	10	be	be	AUX
ajst-26918	122	11	detected	detect	VERB
ajst-26918	122	12	by	by	ADP
ajst-26918	122	13	opening	open	VERB
ajst-26918	122	14	the	the	DET
ajst-26918	122	15	picture	picture	NOUN
ajst-26918	122	16	,	,	PUNCT
ajst-26918	122	17	video	video	NOUN
ajst-26918	122	18	and	and	CCONJ
ajst-26918	122	19	online	online	ADJ
ajst-26918	122	20	camera	camera	NOUN
ajst-26918	122	21	.	.	PUNCT
ajst-26918	123	1	4.2.1	4.2.1	NOUN
ajst-26918	123	2	.	.	PUNCT
ajst-26918	123	3	image	image	NOUN
ajst-26918	123	4	detection	detection	NOUN
ajst-26918	123	5	when	when	SCONJ
ajst-26918	123	6	the	the	DET
ajst-26918	123	7	user	user	NOUN
ajst-26918	123	8	clicks	click	VERB
ajst-26918	123	9	the	the	DET
ajst-26918	123	10	"	"	PUNCT
ajst-26918	123	11	picture	picture	NOUN
ajst-26918	123	12	"	"	PUNCT
ajst-26918	123	13	button	button	NOUN
ajst-26918	123	14	,	,	PUNCT
ajst-26918	123	15	he	he	PRON
ajst-26918	123	16	can	can	AUX
ajst-26918	123	17	select	select	VERB
ajst-26918	123	18	a	a	DET
ajst-26918	123	19	single	single	ADJ
ajst-26918	123	20	picture	picture	NOUN
ajst-26918	123	21	to	to	PART
ajst-26918	123	22	be	be	AUX
ajst-26918	123	23	detected	detect	VERB
ajst-26918	123	24	for	for	ADP
ajst-26918	123	25	uploading	upload	VERB
ajst-26918	123	26	.	.	PUNCT
ajst-26918	124	1	if	if	SCONJ
ajst-26918	124	2	you	you	PRON
ajst-26918	124	3	need	need	VERB
ajst-26918	124	4	to	to	PART
ajst-26918	124	5	detect	detect	VERB
ajst-26918	124	6	multiple	multiple	ADJ
ajst-26918	124	7	pictures	picture	NOUN
ajst-26918	124	8	at	at	ADP
ajst-26918	124	9	once	once	ADV
ajst-26918	124	10	,	,	PUNCT
ajst-26918	124	11	users	user	NOUN
ajst-26918	124	12	can	can	AUX
ajst-26918	124	13	store	store	VERB
ajst-26918	124	14	these	these	DET
ajst-26918	124	15	pictures	picture	NOUN
ajst-26918	124	16	in	in	ADP
ajst-26918	124	17	a	a	DET
ajst-26918	124	18	specified	specified	ADJ
ajst-26918	124	19	folder	folder	NOUN
ajst-26918	124	20	,	,	PUNCT
ajst-26918	124	21	and	and	CCONJ
ajst-26918	124	22	select	select	VERB
ajst-26918	124	23	the	the	DET
ajst-26918	124	24	folder	folder	NOUN
ajst-26918	124	25	to	to	PART
ajst-26918	124	26	achieve	achieve	VERB
ajst-26918	124	27	batch	batch	NOUN
ajst-26918	124	28	image	image	NOUN
ajst-26918	124	29	import	import	NOUN
ajst-26918	124	30	function	function	NOUN
ajst-26918	124	31	.	.	PUNCT
ajst-26918	125	1	as	as	SCONJ
ajst-26918	125	2	shown	show	VERB
ajst-26918	125	3	in	in	ADP
ajst-26918	125	4	figure	figure	NOUN
ajst-26918	125	5	6	6	NUM
ajst-26918	125	6	,	,	PUNCT
ajst-26918	125	7	after	after	SCONJ
ajst-26918	125	8	the	the	DET
ajst-26918	125	9	detection	detection	NOUN
ajst-26918	125	10	is	be	AUX
ajst-26918	125	11	completed	complete	VERB
ajst-26918	125	12	,	,	PUNCT
ajst-26918	125	13	the	the	DET
ajst-26918	125	14	system	system	NOUN
ajst-26918	125	15	interface	interface	NOUN
ajst-26918	125	16	will	will	AUX
ajst-26918	125	17	display	display	VERB
ajst-26918	125	18	the	the	DET
ajst-26918	125	19	time	time	NOUN
ajst-26918	125	20	spent	spend	VERB
ajst-26918	125	21	in	in	ADP
ajst-26918	125	22	detection	detection	NOUN
ajst-26918	125	23	and	and	CCONJ
ajst-26918	125	24	the	the	DET
ajst-26918	125	25	total	total	ADJ
ajst-26918	125	26	number	number	NOUN
ajst-26918	125	27	of	of	ADP
ajst-26918	125	28	target	target	NOUN
ajst-26918	125	29	objects	object	NOUN
ajst-26918	125	30	identified	identify	VERB
ajst-26918	125	31	.	.	PUNCT
ajst-26918	126	1	in	in	ADP
ajst-26918	126	2	the	the	DET
ajst-26918	126	3	case	case	NOUN
ajst-26918	126	4	of	of	ADP
ajst-26918	126	5	detecting	detect	VERB
ajst-26918	126	6	multiple	multiple	ADJ
ajst-26918	126	7	target	target	NOUN
ajst-26918	126	8	objects	object	NOUN
ajst-26918	126	9	in	in	ADP
ajst-26918	126	10	a	a	DET
ajst-26918	126	11	single	single	ADJ
ajst-26918	126	12	image	image	NOUN
ajst-26918	126	13	,	,	PUNCT
ajst-26918	126	14	the	the	DET
ajst-26918	126	15	system	system	NOUN
ajst-26918	126	16	allows	allow	VERB
ajst-26918	126	17	users	user	NOUN
ajst-26918	126	18	to	to	PART
ajst-26918	126	19	make	make	VERB
ajst-26918	126	20	a	a	DET
ajst-26918	126	21	second	second	ADJ
ajst-26918	126	22	judgment	judgment	NOUN
ajst-26918	126	23	.	.	PUNCT
ajst-26918	127	1	by	by	ADP
ajst-26918	127	2	clicking	click	VERB
ajst-26918	127	3	the	the	DET
ajst-26918	127	4	"	"	PUNCT
ajst-26918	127	5	target	target	NOUN
ajst-26918	127	6	selection	selection	NOUN
ajst-26918	127	7	"	"	PUNCT
ajst-26918	127	8	button	button	NOUN
ajst-26918	127	9	,	,	PUNCT
ajst-26918	127	10	users	user	NOUN
ajst-26918	127	11	can	can	AUX
ajst-26918	127	12	select	select	VERB
ajst-26918	127	13	and	and	CCONJ
ajst-26918	127	14	display	display	VERB
ajst-26918	127	15	the	the	DET
ajst-26918	127	16	relevant	relevant	ADJ
ajst-26918	127	17	information	information	NOUN
ajst-26918	127	18	of	of	ADP
ajst-26918	127	19	a	a	DET
ajst-26918	127	20	specific	specific	ADJ
ajst-26918	127	21	target	target	NOUN
ajst-26918	127	22	.	.	PUNCT
ajst-26918	128	1	in	in	ADP
ajst-26918	128	2	addition	addition	NOUN
ajst-26918	128	3	,	,	PUNCT
ajst-26918	128	4	the	the	DET
ajst-26918	128	5	system	system	NOUN
ajst-26918	128	6	will	will	AUX
ajst-26918	128	7	also	also	ADV
ajst-26918	128	8	detail	detail	VERB
ajst-26918	128	9	the	the	DET
ajst-26918	128	10	category	category	NOUN
ajst-26918	128	11	of	of	ADP
ajst-26918	128	12	each	each	DET
ajst-26918	128	13	hidden	hide	VERB
ajst-26918	128	14	danger	danger	NOUN
ajst-26918	128	15	,	,	PUNCT
ajst-26918	128	16	confidence	confidence	NOUN
ajst-26918	128	17	and	and	CCONJ
ajst-26918	128	18	the	the	DET
ajst-26918	128	19	relative	relative	ADJ
ajst-26918	128	20	position	position	NOUN
ajst-26918	128	21	of	of	ADP
ajst-26918	128	22	the	the	DET
ajst-26918	128	23	target	target	NOUN
ajst-26918	128	24	object	object	NOUN
ajst-26918	128	25	in	in	ADP
ajst-26918	128	26	the	the	DET
ajst-26918	128	27	picture	picture	NOUN
ajst-26918	128	28	and	and	CCONJ
ajst-26918	128	29	other	other	ADJ
ajst-26918	128	30	key	key	ADJ
ajst-26918	128	31	information	information	NOUN
ajst-26918	128	32	,	,	PUNCT
ajst-26918	128	33	to	to	PART
ajst-26918	128	34	provide	provide	VERB
ajst-26918	128	35	users	user	NOUN
ajst-26918	128	36	with	with	ADP
ajst-26918	128	37	a	a	DET
ajst-26918	128	38	comprehensive	comprehensive	ADJ
ajst-26918	128	39	analysis	analysis	NOUN
ajst-26918	128	40	of	of	ADP
ajst-26918	128	41	the	the	DET
ajst-26918	128	42	detection	detection	NOUN
ajst-26918	128	43	results	result	VERB
ajst-26918	128	44	.	.	PUNCT
ajst-26918	129	1	figure	figure	VERB
ajst-26918	129	2	6	6	NUM
ajst-26918	129	3	.	.	PUNCT
ajst-26918	129	4	image	image	NOUN
ajst-26918	129	5	detection	detection	NOUN
ajst-26918	129	6	230	230	NUM
ajst-26918	129	7	4.2.2	4.2.2	NUM
ajst-26918	129	8	.	.	PUNCT
ajst-26918	130	1	video	video	NOUN
ajst-26918	130	2	detection	detection	NOUN
ajst-26918	130	3	after	after	SCONJ
ajst-26918	130	4	you	you	PRON
ajst-26918	130	5	click	click	VERB
ajst-26918	130	6	the	the	DET
ajst-26918	130	7	video	video	NOUN
ajst-26918	130	8	icon	icon	NOUN
ajst-26918	130	9	,	,	PUNCT
ajst-26918	130	10	you	you	PRON
ajst-26918	130	11	can	can	AUX
ajst-26918	130	12	import	import	VERB
ajst-26918	130	13	the	the	DET
ajst-26918	130	14	video	video	NOUN
ajst-26918	130	15	file	file	NOUN
ajst-26918	130	16	that	that	PRON
ajst-26918	130	17	you	you	PRON
ajst-26918	130	18	want	want	VERB
ajst-26918	130	19	to	to	PART
ajst-26918	130	20	check	check	VERB
ajst-26918	130	21	.	.	PUNCT
ajst-26918	131	1	then	then	ADV
ajst-26918	131	2	,	,	PUNCT
ajst-26918	131	3	the	the	DET
ajst-26918	131	4	system	system	NOUN
ajst-26918	131	5	will	will	AUX
ajst-26918	131	6	quickly	quickly	ADV
ajst-26918	131	7	play	play	VERB
ajst-26918	131	8	the	the	DET
ajst-26918	131	9	video	video	NOUN
ajst-26918	131	10	automatically	automatically	ADV
ajst-26918	131	11	and	and	CCONJ
ajst-26918	131	12	display	display	VERB
ajst-26918	131	13	the	the	DET
ajst-26918	131	14	recognition	recognition	NOUN
ajst-26918	131	15	result	result	VERB
ajst-26918	131	16	information	information	NOUN
ajst-26918	131	17	in	in	ADP
ajst-26918	131	18	real	real	ADJ
ajst-26918	131	19	time	time	NOUN
ajst-26918	131	20	.	.	PUNCT
ajst-26918	132	1	as	as	SCONJ
ajst-26918	132	2	shown	show	VERB
ajst-26918	132	3	in	in	ADP
ajst-26918	132	4	figure	figure	NOUN
ajst-26918	132	5	7	7	NUM
ajst-26918	132	6	,	,	PUNCT
ajst-26918	132	7	in	in	ADP
ajst-26918	132	8	the	the	DET
ajst-26918	132	9	process	process	NOUN
ajst-26918	132	10	of	of	ADP
ajst-26918	132	11	detecting	detect	VERB
ajst-26918	132	12	the	the	DET
ajst-26918	132	13	test	test	NOUN
ajst-26918	132	14	video	video	NOUN
ajst-26918	132	15	,	,	PUNCT
ajst-26918	132	16	the	the	DET
ajst-26918	132	17	system	system	NOUN
ajst-26918	132	18	successfully	successfully	ADV
ajst-26918	132	19	processed	process	VERB
ajst-26918	132	20	1080	1080	NUM
ajst-26918	132	21	frames	frame	NOUN
ajst-26918	132	22	and	and	CCONJ
ajst-26918	132	23	was	be	AUX
ajst-26918	132	24	able	able	ADJ
ajst-26918	132	25	to	to	PART
ajst-26918	132	26	accurately	accurately	ADV
ajst-26918	132	27	identify	identify	VERB
ajst-26918	132	28	the	the	DET
ajst-26918	132	29	hidden	hide	VERB
ajst-26918	132	30	danger	danger	NOUN
ajst-26918	132	31	category	category	NOUN
ajst-26918	132	32	in	in	ADP
ajst-26918	132	33	each	each	DET
ajst-26918	132	34	frame	frame	NOUN
ajst-26918	132	35	.	.	PUNCT
ajst-26918	133	1	figure	figure	NOUN
ajst-26918	133	2	7	7	NUM
ajst-26918	133	3	.	.	PUNCT
ajst-26918	133	4	video	video	NOUN
ajst-26918	133	5	detection	detection	NOUN
ajst-26918	133	6	4.2.3	4.2.3	NUM
ajst-26918	133	7	.	.	PUNCT
ajst-26918	134	1	online	online	ADJ
ajst-26918	134	2	camera	camera	NOUN
ajst-26918	134	3	detection	detection	NOUN
ajst-26918	134	4	after	after	ADP
ajst-26918	134	5	clicking	click	VERB
ajst-26918	134	6	"	"	PUNCT
ajst-26918	134	7	camera	camera	NOUN
ajst-26918	134	8	"	"	PUNCT
ajst-26918	134	9	icons	icon	NOUN
ajst-26918	134	10	,	,	PUNCT
ajst-26918	134	11	the	the	DET
ajst-26918	134	12	monitoring	monitoring	NOUN
ajst-26918	134	13	camera	camera	NOUN
ajst-26918	134	14	is	be	AUX
ajst-26918	134	15	opened	open	VERB
ajst-26918	134	16	,	,	PUNCT
ajst-26918	134	17	as	as	SCONJ
ajst-26918	134	18	shown	show	VERB
ajst-26918	134	19	in	in	ADP
ajst-26918	134	20	figure	figure	NOUN
ajst-26918	134	21	8	8	NUM
ajst-26918	134	22	,	,	PUNCT
ajst-26918	134	23	and	and	CCONJ
ajst-26918	134	24	the	the	DET
ajst-26918	134	25	video	video	NOUN
ajst-26918	134	26	stream	stream	NOUN
ajst-26918	134	27	detection	detection	NOUN
ajst-26918	134	28	results	result	NOUN
ajst-26918	134	29	captured	capture	VERB
ajst-26918	134	30	by	by	ADP
ajst-26918	134	31	the	the	DET
ajst-26918	134	32	camera	camera	NOUN
ajst-26918	134	33	can	can	AUX
ajst-26918	134	34	be	be	AUX
ajst-26918	134	35	displayed	display	VERB
ajst-26918	134	36	online	online	ADV
ajst-26918	134	37	in	in	ADP
ajst-26918	134	38	real	real	ADJ
ajst-26918	134	39	time	time	NOUN
ajst-26918	134	40	.	.	PUNCT
ajst-26918	135	1	figure	figure	VERB
ajst-26918	135	2	8	8	NUM
ajst-26918	135	3	.	.	PUNCT
ajst-26918	136	1	camera	camera	NOUN
ajst-26918	136	2	video	video	NOUN
ajst-26918	136	3	stream	stream	NOUN
ajst-26918	136	4	detection	detection	NOUN
ajst-26918	136	5	5	5	NUM
ajst-26918	136	6	.	.	PUNCT
ajst-26918	136	7	conclusion	conclusion	NOUN
ajst-26918	136	8	this	this	DET
ajst-26918	136	9	paper	paper	NOUN
ajst-26918	136	10	proposes	propose	VERB
ajst-26918	136	11	a	a	DET
ajst-26918	136	12	hidden	hide	VERB
ajst-26918	136	13	danger	danger	NOUN
ajst-26918	136	14	detection	detection	NOUN
ajst-26918	136	15	and	and	CCONJ
ajst-26918	136	16	identification	identification	NOUN
ajst-26918	136	17	system	system	NOUN
ajst-26918	136	18	for	for	ADP
ajst-26918	136	19	power	power	NOUN
ajst-26918	136	20	transmission	transmission	NOUN
ajst-26918	136	21	tower	tower	NOUN
ajst-26918	136	22	based	base	VERB
ajst-26918	136	23	on	on	ADP
ajst-26918	136	24	yolov11	yolov11	NOUN
ajst-26918	136	25	,	,	PUNCT
ajst-26918	136	26	which	which	PRON
ajst-26918	136	27	can	can	AUX
ajst-26918	136	28	accurately	accurately	ADV
ajst-26918	136	29	identify	identify	VERB
ajst-26918	136	30	the	the	DET
ajst-26918	136	31	four	four	NUM
ajst-26918	136	32	hidden	hidden	ADJ
ajst-26918	136	33	dangers	danger	NOUN
ajst-26918	136	34	of	of	ADP
ajst-26918	136	35	bird	bird	NOUN
ajst-26918	136	36	's	's	PART
ajst-26918	136	37	nest	nest	NOUN
ajst-26918	136	38	,	,	PUNCT
ajst-26918	136	39	balloon	balloon	NOUN
ajst-26918	136	40	,	,	PUNCT
ajst-26918	136	41	garbage	garbage	NOUN
ajst-26918	136	42	and	and	CCONJ
ajst-26918	136	43	kite	kite	NOUN
ajst-26918	136	44	,	,	PUNCT
ajst-26918	136	45	with	with	ADP
ajst-26918	136	46	an	an	DET
ajst-26918	136	47	accuracy	accuracy	NOUN
ajst-26918	136	48	of	of	ADP
ajst-26918	136	49	93.8	93.8	NUM
ajst-26918	136	50	%	%	NOUN
ajst-26918	136	51	and	and	CCONJ
ajst-26918	136	52	a	a	DET
ajst-26918	136	53	recall	recall	NOUN
ajst-26918	136	54	rate	rate	NOUN
ajst-26918	136	55	of	of	ADP
ajst-26918	136	56	73.3	73.3	NUM
ajst-26918	136	57	%	%	NOUN
ajst-26918	136	58	.	.	PUNCT
ajst-26918	137	1	using	use	VERB
ajst-26918	137	2	pyqt5	pyqt5	NOUN
ajst-26918	137	3	to	to	PART
ajst-26918	137	4	design	design	VERB
ajst-26918	137	5	intuitive	intuitive	ADJ
ajst-26918	137	6	interface	interface	NOUN
ajst-26918	137	7	,	,	PUNCT
ajst-26918	137	8	integrated	integrated	ADJ
ajst-26918	137	9	picture	picture	NOUN
ajst-26918	137	10	,	,	PUNCT
ajst-26918	137	11	video	video	NOUN
ajst-26918	137	12	and	and	CCONJ
ajst-26918	137	13	realtime	realtime	NOUN
ajst-26918	137	14	camera	camera	NOUN
ajst-26918	137	15	detection	detection	NOUN
ajst-26918	137	16	function	function	NOUN
ajst-26918	137	17	,	,	PUNCT
ajst-26918	137	18	easy	easy	ADJ
ajst-26918	137	19	to	to	PART
ajst-26918	137	20	operate	operate	VERB
ajst-26918	137	21	and	and	CCONJ
ajst-26918	137	22	excellent	excellent	ADJ
ajst-26918	137	23	performance	performance	NOUN
ajst-26918	137	24	.	.	PUNCT
ajst-26918	138	1	by	by	ADP
ajst-26918	138	2	collecting	collect	VERB
ajst-26918	138	3	and	and	CCONJ
ajst-26918	138	4	labeling	label	VERB
ajst-26918	138	5	more	more	ADJ
ajst-26918	138	6	than	than	ADP
ajst-26918	138	7	2000	2000	NUM
ajst-26918	138	8	hidden	hide	VERB
ajst-26918	138	9	danger	danger	NOUN
ajst-26918	138	10	pictures	picture	NOUN
ajst-26918	138	11	,	,	PUNCT
ajst-26918	138	12	the	the	DET
ajst-26918	138	13	system	system	NOUN
ajst-26918	138	14	trains	train	VERB
ajst-26918	138	15	the	the	DET
ajst-26918	138	16	model	model	NOUN
ajst-26918	138	17	under	under	ADP
ajst-26918	138	18	high	high	ADJ
ajst-26918	138	19	-	-	PUNCT
ajst-26918	138	20	performance	performance	NOUN
ajst-26918	138	21	hardware	hardware	NOUN
ajst-26918	138	22	and	and	CCONJ
ajst-26918	138	23	pytorch	pytorch	NOUN
ajst-26918	138	24	framework	framework	NOUN
ajst-26918	138	25	,	,	PUNCT
ajst-26918	138	26	and	and	CCONJ
ajst-26918	138	27	optimizes	optimize	VERB
ajst-26918	138	28	parameters	parameter	NOUN
ajst-26918	138	29	to	to	PART
ajst-26918	138	30	achieve	achieve	VERB
ajst-26918	138	31	high	high	ADJ
ajst-26918	138	32	performance	performance	NOUN
ajst-26918	138	33	.	.	PUNCT
ajst-26918	139	1	evaluation	evaluation	NOUN
ajst-26918	139	2	indexes	index	NOUN
ajst-26918	139	3	show	show	VERB
ajst-26918	139	4	that	that	SCONJ
ajst-26918	139	5	the	the	DET
ajst-26918	139	6	model	model	NOUN
ajst-26918	139	7	performs	perform	VERB
ajst-26918	139	8	well	well	ADV
ajst-26918	139	9	in	in	ADP
ajst-26918	139	10	map	map	NOUN
ajst-26918	139	11	and	and	CCONJ
ajst-26918	139	12	mar	mar	PROPN
ajst-26918	139	13	,	,	PUNCT
ajst-26918	139	14	and	and	CCONJ
ajst-26918	139	15	the	the	DET
ajst-26918	139	16	overall	overall	ADJ
ajst-26918	139	17	performance	performance	NOUN
ajst-26918	139	18	is	be	AUX
ajst-26918	139	19	suitable	suitable	ADJ
ajst-26918	139	20	for	for	ADP
ajst-26918	139	21	real	real	ADJ
ajst-26918	139	22	-	-	PUNCT
ajst-26918	139	23	time	time	NOUN
ajst-26918	139	24	applications	application	NOUN
ajst-26918	139	25	.	.	PUNCT
ajst-26918	140	1	the	the	DET
ajst-26918	140	2	front	front	ADJ
ajst-26918	140	3	-	-	PUNCT
ajst-26918	140	4	end	end	NOUN
ajst-26918	140	5	interface	interface	NOUN
ajst-26918	140	6	supports	support	VERB
ajst-26918	140	7	231	231	NUM
ajst-26918	140	8	multiple	multiple	ADJ
ajst-26918	140	9	detection	detection	NOUN
ajst-26918	140	10	methods	method	NOUN
ajst-26918	140	11	and	and	CCONJ
ajst-26918	140	12	provides	provide	VERB
ajst-26918	140	13	the	the	DET
ajst-26918	140	14	save	save	NOUN
ajst-26918	140	15	function	function	NOUN
ajst-26918	140	16	.	.	PUNCT
ajst-26918	141	1	the	the	DET
ajst-26918	141	2	system	system	NOUN
ajst-26918	141	3	effectively	effectively	ADV
ajst-26918	141	4	improves	improve	VERB
ajst-26918	141	5	the	the	DET
ajst-26918	141	6	safety	safety	NOUN
ajst-26918	141	7	and	and	CCONJ
ajst-26918	141	8	stability	stability	NOUN
ajst-26918	141	9	of	of	ADP
ajst-26918	141	10	the	the	DET
ajst-26918	141	11	power	power	NOUN
ajst-26918	141	12	transmission	transmission	NOUN
ajst-26918	141	13	tower	tower	NOUN
ajst-26918	141	14	,	,	PUNCT
ajst-26918	141	15	and	and	CCONJ
ajst-26918	141	16	provides	provide	VERB
ajst-26918	141	17	a	a	DET
ajst-26918	141	18	guarantee	guarantee	NOUN
ajst-26918	141	19	for	for	ADP
ajst-26918	141	20	the	the	DET
ajst-26918	141	21	stable	stable	ADJ
ajst-26918	141	22	operation	operation	NOUN
ajst-26918	141	23	of	of	ADP
ajst-26918	141	24	the	the	DET
ajst-26918	141	25	power	power	NOUN
ajst-26918	141	26	system	system	NOUN
ajst-26918	141	27	.	.	PUNCT
ajst-26918	142	1	in	in	ADP
ajst-26918	142	2	the	the	DET
ajst-26918	142	3	future	future	NOUN
ajst-26918	142	4	,	,	PUNCT
ajst-26918	142	5	the	the	DET
ajst-26918	142	6	model	model	NOUN
ajst-26918	142	7	performance	performance	NOUN
ajst-26918	142	8	can	can	AUX
ajst-26918	142	9	be	be	AUX
ajst-26918	142	10	further	far	ADV
ajst-26918	142	11	optimized	optimize	VERB
ajst-26918	142	12	and	and	CCONJ
ajst-26918	142	13	more	more	ADJ
ajst-26918	142	14	application	application	NOUN
ajst-26918	142	15	scenarios	scenario	NOUN
ajst-26918	142	16	can	can	AUX
ajst-26918	142	17	be	be	AUX
ajst-26918	142	18	explored	explore	VERB
ajst-26918	142	19	.	.	PUNCT
ajst-26918	143	1	references	reference	NOUN
ajst-26918	143	2	[	[	X
ajst-26918	143	3	1	1	NUM
ajst-26918	143	4	]	]	X
ajst-26918	143	5	zhao	zhao	PROPN
ajst-26918	143	6	et	et	PROPN
ajst-26918	143	7	al	al	PROPN
ajst-26918	143	8	.	.	PUNCT
ajst-26918	143	9	detection	detection	NOUN
ajst-26918	143	10	method	method	NOUN
ajst-26918	143	11	of	of	ADP
ajst-26918	143	12	fittings	fitting	NOUN
ajst-26918	143	13	on	on	ADP
ajst-26918	143	14	power	power	NOUN
ajst-26918	143	15	transmission	transmission	NOUN
ajst-26918	143	16	towers	tower	NOUN
ajst-26918	143	17	based	base	VERB
ajst-26918	143	18	on	on	ADP
ajst-26918	143	19	improved	improved	ADJ
ajst-26918	143	20	yolox	yolox	NOUN
ajst-26918	143	21	-	-	PUNCT
ajst-26918	143	22	s	s	X
ajst-26918	143	23	[	[	X
ajst-26918	143	24	j	j	X
ajst-26918	143	25	]	]	X
ajst-26918	143	26	.	.	PUNCT
ajst-26918	144	1	radio	radio	NOUN
ajst-26918	144	2	engineering	engineering	NOUN
ajst-26918	144	3	,	,	PUNCT
ajst-26918	144	4	2023	2023	NUM
ajst-26918	144	5	,	,	PUNCT
ajst-26918	144	6	53(11):2664	53(11):2664	NUM
ajst-26918	144	7	-	-	SYM
ajst-26918	144	8	2672	2672	NUM
ajst-26918	144	9	.	.	PUNCT
ajst-26918	145	1	[	[	X
ajst-26918	145	2	2	2	X
ajst-26918	145	3	]	]	X
ajst-26918	145	4	hao	hao	PROPN
ajst-26918	145	5	et	et	PROPN
ajst-26918	145	6	al	al	PROPN
ajst-26918	145	7	.	.	PUNCT
ajst-26918	146	1	fault	fault	VERB
ajst-26918	146	2	detection	detection	NOUN
ajst-26918	146	3	of	of	ADP
ajst-26918	146	4	power	power	NOUN
ajst-26918	146	5	transmission	transmission	NOUN
ajst-26918	146	6	lines	line	NOUN
ajst-26918	146	7	based	base	VERB
ajst-26918	146	8	on	on	ADP
ajst-26918	146	9	yolov5	yolov5	NOUN
ajst-26918	146	10	with	with	ADP
ajst-26918	146	11	attention	attention	NOUN
ajst-26918	146	12	mechanism	mechanism	NOUN
ajst-26918	146	13	and	and	CCONJ
ajst-26918	146	14	cross	cross	ADJ
ajst-26918	146	15	-	-	ADJ
ajst-26918	146	16	scale	scale	ADJ
ajst-26918	146	17	feature	feature	NOUN
ajst-26918	146	18	fusion	fusion	NOUN
ajst-26918	147	1	[	[	X
ajst-26918	147	2	j	j	X
ajst-26918	147	3	]	]	X
ajst-26918	147	4	.	.	PUNCT
ajst-26918	148	1	proceedings	proceeding	NOUN
ajst-26918	148	2	of	of	ADP
ajst-26918	148	3	the	the	DET
ajst-26918	148	4	csee	csee	NOUN
ajst-26918	148	5	,	,	PUNCT
ajst-26918	148	6	2023	2023	NUM
ajst-26918	148	7	.	.	PUNCT
ajst-26918	149	1	doi	doi	NOUN
ajst-26918	149	2	:	:	PUNCT
ajst-26918	149	3	10.13334	10.13334	NUM
ajst-26918	149	4	/	/	SYM
ajst-26918	149	5	j.0258	j.0258	PROPN
ajst-26918	149	6	-	-	PUNCT
ajst-26918	149	7	8013.pcsee.212607	8013.pcsee.212607	NUM
ajst-26918	149	8	.	.	PUNCT
ajst-26918	150	1	[	[	X
ajst-26918	150	2	3	3	X
ajst-26918	150	3	]	]	X
ajst-26918	150	4	yang	yang	PROPN
ajst-26918	150	5	et	et	PROPN
ajst-26918	150	6	al	al	PROPN
ajst-26918	150	7	.	.	PUNCT
ajst-26918	151	1	lightweight	lightweight	PROPN
ajst-26918	151	2	yolov3	yolov3	PROPN
ajst-26918	151	3	-	-	PUNCT
ajst-26918	151	4	based	base	VERB
ajst-26918	151	5	detection	detection	NOUN
ajst-26918	151	6	method	method	NOUN
ajst-26918	151	7	for	for	ADP
ajst-26918	151	8	bird	bird	NOUN
ajst-26918	151	9	nests	nest	NOUN
ajst-26918	151	10	on	on	ADP
ajst-26918	151	11	power	power	NOUN
ajst-26918	151	12	transmission	transmission	NOUN
ajst-26918	151	13	lines	line	NOUN
ajst-26918	151	14	using	use	VERB
ajst-26918	151	15	depthwise	depthwise	NOUN
ajst-26918	151	16	separable	separable	ADJ
ajst-26918	151	17	convolutions	convolution	NOUN
ajst-26918	152	1	[	[	X
ajst-26918	152	2	j	j	X
ajst-26918	152	3	]	]	X
ajst-26918	152	4	.	.	PUNCT
ajst-26918	153	1	shaanxi	shaanxi	PROPN
ajst-26918	153	2	electric	electric	PROPN
ajst-26918	153	3	power	power	PROPN
ajst-26918	153	4	,	,	PUNCT
ajst-26918	153	5	2021	2021	NUM
ajst-26918	153	6	(	(	PUNCT
ajst-26918	153	7	012):049	012):049	NUM
ajst-26918	153	8	.	.	PUNCT
ajst-26918	154	1	[	[	X
ajst-26918	154	2	4	4	X
ajst-26918	154	3	]	]	X
ajst-26918	154	4	shi	shi	PROPN
ajst-26918	154	5	et	et	PROPN
ajst-26918	154	6	al	al	PROPN
ajst-26918	154	7	.	.	PROPN
ajst-26918	154	8	target	target	NOUN
ajst-26918	154	9	detection	detection	NOUN
ajst-26918	154	10	method	method	NOUN
ajst-26918	154	11	,	,	PUNCT
ajst-26918	154	12	device	device	NOUN
ajst-26918	154	13	,	,	PUNCT
ajst-26918	154	14	and	and	CCONJ
ajst-26918	154	15	uav	uav	PROPN
ajst-26918	154	16	for	for	ADP
ajst-26918	154	17	power	power	NOUN
ajst-26918	154	18	transmission	transmission	NOUN
ajst-26918	154	19	lines	line	NOUN
ajst-26918	154	20	based	base	VERB
ajst-26918	154	21	on	on	ADP
ajst-26918	154	22	yolov3	yolov3	PROPN
ajst-26918	154	23	-	-	PUNCT
ajst-26918	154	24	tiny	tiny	ADJ
ajst-26918	154	25	:	:	PUNCT
ajst-26918	154	26	cn202010450441.7	cn202010450441.7	PROPN
ajst-26918	155	1	[	[	X
ajst-26918	155	2	p	p	X
ajst-26918	155	3	]	]	X
ajst-26918	155	4	.	.	PUNCT
ajst-26918	155	5	cn112287740a	cn112287740a	PUNCT
ajst-26918	156	1	[	[	X
ajst-26918	156	2	2024	2024	NUM
ajst-26918	156	3	-	-	SYM
ajst-26918	156	4	10	10	NUM
ajst-26918	156	5	-	-	SYM
ajst-26918	156	6	19	19	NUM
ajst-26918	156	7	]	]	PUNCT
ajst-26918	156	8	.	.	PUNCT
ajst-26918	157	1	[	[	X
ajst-26918	157	2	5	5	NUM
ajst-26918	157	3	]	]	X
ajst-26918	157	4	du	du	PROPN
ajst-26918	157	5	et	et	PROPN
ajst-26918	157	6	al	al	PROPN
ajst-26918	157	7	.	.	PUNCT
ajst-26918	158	1	an	an	DET
ajst-26918	158	2	abnormal	abnormal	ADJ
ajst-26918	158	3	target	target	NOUN
ajst-26918	158	4	detection	detection	NOUN
ajst-26918	158	5	method	method	NOUN
ajst-26918	158	6	for	for	ADP
ajst-26918	158	7	power	power	NOUN
ajst-26918	158	8	transmission	transmission	NOUN
ajst-26918	158	9	lines	line	NOUN
ajst-26918	158	10	based	base	VERB
ajst-26918	158	11	on	on	ADP
ajst-26918	158	12	improved	improved	ADJ
ajst-26918	158	13	yolov3	yolov3	PROPN
ajst-26918	158	14	:	:	PUNCT
ajst-26918	158	15	cn202010206891.1	cn202010206891.1	X
ajst-26918	159	1	[	[	X
ajst-26918	159	2	p	p	X
ajst-26918	159	3	]	]	PUNCT
ajst-26918	159	4	.	.	PUNCT
ajst-26918	159	5	cn111444809a	cn111444809a	PUNCT
ajst-26918	160	1	[	[	X
ajst-26918	160	2	2024	2024	NUM
ajst-26918	160	3	-	-	SYM
ajst-26918	160	4	10	10	NUM
ajst-26918	160	5	-	-	SYM
ajst-26918	160	6	19	19	NUM
ajst-26918	160	7	]	]	PUNCT
ajst-26918	160	8	.	.	PUNCT
ajst-26918	161	1	[	[	X
ajst-26918	161	2	6	6	NUM
ajst-26918	161	3	]	]	X
ajst-26918	161	4	sun	sun	PROPN
ajst-26918	161	5	et	et	PROPN
ajst-26918	161	6	al	al	PROPN
ajst-26918	161	7	.	.	PROPN
ajst-26918	161	8	bird	bird	PROPN
ajst-26918	161	9	damage	damage	NOUN
ajst-26918	161	10	detection	detection	NOUN
ajst-26918	161	11	method	method	NOUN
ajst-26918	161	12	for	for	ADP
ajst-26918	161	13	power	power	NOUN
ajst-26918	161	14	transmission	transmission	NOUN
ajst-26918	161	15	lines	line	NOUN
ajst-26918	161	16	based	base	VERB
ajst-26918	161	17	on	on	ADP
ajst-26918	161	18	artificial	artificial	ADJ
ajst-26918	161	19	intelligence	intelligence	NOUN
ajst-26918	161	20	[	[	X
ajst-26918	161	21	c]//2019	c]//2019	PRON
ajst-26918	161	22	annual	annual	ADJ
ajst-26918	161	23	conference	conference	NOUN
ajst-26918	161	24	on	on	ADP
ajst-26918	161	25	informatization	informatization	NOUN
ajst-26918	161	26	in	in	ADP
ajst-26918	161	27	the	the	DET
ajst-26918	161	28	power	power	NOUN
ajst-26918	161	29	industry	industry	NOUN
ajst-26918	161	30	.	.	PUNCT
ajst-26918	162	1	[	[	X
ajst-26918	162	2	2024	2024	NUM
ajst-26918	162	3	-	-	SYM
ajst-26918	162	4	10	10	NUM
ajst-26918	162	5	-	-	SYM
ajst-26918	162	6	19	19	NUM
ajst-26918	162	7	]	]	PUNCT
ajst-26918	162	8	.	.	PUNCT
ajst-26918	163	1	[	[	X
ajst-26918	163	2	7	7	X
ajst-26918	163	3	]	]	X
ajst-26918	163	4	zhang	zhang	PROPN
ajst-26918	163	5	et	et	PROPN
ajst-26918	163	6	al	al	PROPN
ajst-26918	163	7	.	.	PROPN
ajst-26918	163	8	research	research	PROPN
ajst-26918	163	9	on	on	ADP
ajst-26918	163	10	bird	bird	NOUN
ajst-26918	163	11	nest	nest	NOUN
ajst-26918	163	12	detection	detection	NOUN
ajst-26918	163	13	method	method	NOUN
ajst-26918	163	14	for	for	ADP
ajst-26918	163	15	power	power	NOUN
ajst-26918	163	16	transmission	transmission	NOUN
ajst-26918	163	17	lines	line	NOUN
ajst-26918	163	18	based	base	VERB
ajst-26918	163	19	on	on	ADP
ajst-26918	163	20	improved	improved	ADJ
ajst-26918	163	21	yolov5	yolov5	NOUN
ajst-26918	164	1	[	[	X
ajst-26918	164	2	j	j	X
ajst-26918	164	3	]	]	X
ajst-26918	164	4	.	.	PUNCT
ajst-26918	165	1	power	power	NOUN
ajst-26918	165	2	system	system	NOUN
ajst-26918	165	3	protection	protection	NOUN
ajst-26918	165	4	and	and	CCONJ
ajst-26918	165	5	control	control	NOUN
ajst-26918	165	6	,	,	PUNCT
ajst-26918	165	7	2023	2023	NUM
ajst-26918	165	8	,	,	PUNCT
ajst-26918	165	9	51(2):151	51(2):151	PROPN
ajst-26918	165	10	-	-	SYM
ajst-26918	165	11	159	159	NUM
ajst-26918	165	12	.	.	PUNCT
ajst-26918	166	1	doi	doi	NOUN
ajst-26918	166	2	:	:	PUNCT
ajst-26918	166	3	10.19783	10.19783	NUM
ajst-26918	166	4	/	/	SYM
ajst-26918	166	5	j.cnki.pspc.220428	j.cnki.pspc.220428	NOUN
ajst-26918	166	6	.	.	PUNCT
ajst-26918	167	1	[	[	X
ajst-26918	167	2	8	8	NUM
ajst-26918	167	3	]	]	X
ajst-26918	168	1	wang	wang	PROPN
ajst-26918	168	2	et	et	PROPN
ajst-26918	168	3	al	al	PROPN
ajst-26918	168	4	.	.	PROPN
ajst-26918	169	1	industrial	industrial	PROPN
ajst-26918	169	2	bar	bar	PROPN
ajst-26918	169	3	material	material	NOUN
ajst-26918	169	4	recognition	recognition	NOUN
ajst-26918	169	5	algorithm	algorithm	NOUN
ajst-26918	169	6	based	base	VERB
ajst-26918	169	7	on	on	ADP
ajst-26918	169	8	improved	improved	ADJ
ajst-26918	169	9	yolov4	yolov4	PROPN
ajst-26918	170	1	[	[	X
ajst-26918	170	2	j	j	X
ajst-26918	170	3	]	]	X
ajst-26918	170	4	.	.	PUNCT
ajst-26918	171	1	machinery	machinery	PROPN
ajst-26918	171	2	&	&	CCONJ
ajst-26918	171	3	electronics	electronic	NOUN
ajst-26918	171	4	,	,	PUNCT
ajst-26918	171	5	2022(040	2022(040	NUM
ajst-26918	171	6	-	-	NUM
ajst-26918	171	7	001	001	NUM
ajst-26918	171	8	)	)	PUNCT
ajst-26918	171	9	.	.	PUNCT
ajst-26918	172	1	[	[	X
ajst-26918	172	2	9	9	NUM
ajst-26918	172	3	]	]	X
ajst-26918	172	4	shao	shao	PROPN
ajst-26918	172	5	et	et	PROPN
ajst-26918	172	6	al	al	PROPN
ajst-26918	172	7	.	.	PROPN
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ajst-26918	172	9	of	of	ADP
ajst-26918	172	10	yolo	yolo	ADJ
ajst-26918	172	11	target	target	NOUN
ajst-26918	172	12	detection	detection	NOUN
ajst-26918	172	13	based	base	VERB
ajst-26918	172	14	on	on	ADP
ajst-26918	172	15	deep	deep	ADJ
ajst-26918	172	16	learning	learning	NOUN
ajst-26918	172	17	[	[	X
ajst-26918	172	18	j	j	X
ajst-26918	172	19	]	]	X
ajst-26918	172	20	.	.	PUNCT
ajst-26918	173	1	journal	journal	PROPN
ajst-26918	173	2	of	of	ADP
ajst-26918	173	3	electronics	electronics	PROPN
ajst-26918	173	4	&	&	CCONJ
ajst-26918	173	5	information	information	NOUN
ajst-26918	173	6	technology	technology	NOUN
ajst-26918	173	7	,	,	PUNCT
ajst-26918	173	8	2022	2022	NUM
ajst-26918	173	9	,	,	PUNCT
ajst-26918	173	10	44(10):12	44(10):12	NUM
ajst-26918	173	11	.	.	PUNCT
ajst-26918	174	1	doi	doi	NOUN
ajst-26918	174	2	:	:	PUNCT
ajst-26918	174	3	10.11999	10.11999	NUM
ajst-26918	174	4	/	/	SYM
ajst-26918	174	5	jeit210790	jeit210790	NOUN
ajst-26918	174	6	.	.	PUNCT
ajst-26918	175	1	[	[	X
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ajst-26918	175	3	]	]	SYM
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ajst-26918	176	1	[	[	X
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ajst-26918	176	3	]	]	X
ajst-26918	176	4	.	.	PUNCT
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ajst-26918	177	2	engineering	engineering	NOUN
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ajst-26918	178	1	[	[	X
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ajst-26918	178	7	.	.	PROPN
ajst-26918	178	8	review	review	PROPN
ajst-26918	178	9	of	of	ADP
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ajst-26918	178	11	detection	detection	NOUN
ajst-26918	178	12	algorithms	algorithm	NOUN
ajst-26918	178	13	based	base	VERB
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ajst-26918	178	19	]	]	X
ajst-26918	178	20	.	.	PUNCT
ajst-26918	179	1	digital	digital	PROPN
ajst-26918	179	2	design	design	NOUN
ajst-26918	179	3	(	(	PUNCT
ajst-26918	179	4	upper	upper	ADJ
ajst-26918	179	5	)	)	PUNCT
ajst-26918	179	6	,	,	PUNCT
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ajst-26918	179	8	.	.	PUNCT
ajst-26918	180	1	[	[	X
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ajst-26918	180	3	]	]	X
ajst-26918	180	4	wu	wu	PROPN
ajst-26918	180	5	and	and	CCONJ
ajst-26918	180	6	zhang	zhang	PROPN
ajst-26918	180	7	.	.	PUNCT
ajst-26918	181	1	review	review	PROPN
ajst-26918	181	2	of	of	ADP
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ajst-26918	181	10	[	[	X
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ajst-26918	181	12	]	]	X
ajst-26918	181	13	.	.	PUNCT
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ajst-26918	182	2	and	and	CCONJ
ajst-26918	182	3	computer	computer	NOUN
ajst-26918	182	4	,	,	PUNCT
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ajst-26918	182	6	.	.	PUNCT
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ajst-26918	183	8	-	-	PUNCT
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ajst-26918	183	10	-	-	PUNCT
ajst-26918	183	11	023	023	NUM
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ajst-26918	184	1	[	[	X
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ajst-26918	185	8	deep	deep	ADJ
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ajst-26918	185	18	on	on	ADP
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ajst-26918	185	21	and	and	CCONJ
ajst-26918	185	22	applications	application	NOUN
ajst-26918	185	23	of	of	ADP
ajst-26918	185	24	the	the	DET
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ajst-26918	185	32	application	application	NOUN
ajst-26918	185	33	branch	branch	NOUN
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ajst-26918	185	36	.	.	PUNCT
ajst-26918	186	1	2018	2018	NUM
ajst-26918	186	2	.	.	PUNCT
ajst-26918	187	1	[	[	X
ajst-26918	187	2	14	14	NUM
ajst-26918	187	3	]	]	X
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ajst-26918	187	5	j.	j.	PROPN
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ajst-26918	188	3	]	]	X
ajst-26918	188	4	.	.	PUNCT
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ajst-26918	189	2	.	.	PUNCT
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ajst-26918	190	4	-	-	SYM
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ajst-26918	190	6	-	-	PUNCT
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ajst-26918	190	8	-	-	PUNCT
ajst-26918	190	9	8_1	8_1	NUM
ajst-26918	190	10	.	.	PUNCT
ajst-26918	191	1	[	[	X
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ajst-26918	191	3	]	]	X
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ajst-26918	191	5	and	and	CCONJ
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ajst-26918	191	7	.	.	PUNCT
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ajst-26918	192	2	of	of	ADP
ajst-26918	192	3	a	a	DET
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ajst-26918	192	5	image	image	NOUN
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ajst-26918	192	7	experimental	experimental	ADJ
ajst-26918	192	8	platform	platform	NOUN
ajst-26918	192	9	based	base	VERB
ajst-26918	192	10	on	on	ADP
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ajst-26918	193	1	[	[	X
ajst-26918	193	2	j	j	X
ajst-26918	193	3	]	]	X
ajst-26918	193	4	.	.	PUNCT
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ajst-26918	194	2	technology	technology	PROPN
ajst-26918	194	3	&	&	CCONJ
ajst-26918	194	4	software	software	PROPN
ajst-26918	194	5	engineering	engineering	NOUN
ajst-26918	194	6	,	,	PUNCT
ajst-26918	194	7	2021	2021	NUM
ajst-26918	194	8	,	,	PUNCT
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ajst-26918	194	10	.	.	PUNCT