id	sid	tid	token	lemma	pos
fcis-15071	1	1	frontiers	frontier	NOUN
fcis-15071	1	2	in	in	ADP
fcis-15071	1	3	computing	computing	NOUN
fcis-15071	1	4	and	and	CCONJ
fcis-15071	1	5	intelligent	intelligent	ADJ
fcis-15071	1	6	systems	system	NOUN
fcis-15071	1	7	issn	issn	VERB
fcis-15071	1	8	:	:	PUNCT
fcis-15071	1	9	2832	2832	NUM
fcis-15071	1	10	-	-	SYM
fcis-15071	1	11	6024	6024	NUM
fcis-15071	1	12	|	|	NOUN
fcis-15071	1	13	vol	vol	NOUN
fcis-15071	1	14	.	.	PROPN
fcis-15071	2	1	6	6	NUM
fcis-15071	2	2	,	,	PUNCT
fcis-15071	2	3	no	no	INTJ
fcis-15071	2	4	.	.	NOUN
fcis-15071	2	5	2	2	NUM
fcis-15071	2	6	,	,	PUNCT
fcis-15071	2	7	2023	2023	NUM
fcis-15071	2	8	1	1	NUM
fcis-15071	2	9	pcb	pcb	NOUN
fcis-15071	2	10	board	board	NOUN
fcis-15071	2	11	defect	defect	NOUN
fcis-15071	2	12	detection	detection	NOUN
fcis-15071	2	13	method	method	NOUN
fcis-15071	2	14	based	base	VERB
fcis-15071	2	15	on	on	ADP
fcis-15071	2	16	improved	improved	ADJ
fcis-15071	2	17	yolov8	yolov8	NOUN
fcis-15071	2	18	chang	chang	PROPN
fcis-15071	2	19	liu	liu	PROPN
fcis-15071	2	20	1	1	PROPN
fcis-15071	2	21	,	,	PUNCT
fcis-15071	2	22	*	*	PROPN
fcis-15071	2	23	,	,	PUNCT
fcis-15071	2	24	xiangyang	xiangyang	PROPN
fcis-15071	2	25	zhou	zhou	PROPN
fcis-15071	2	26	2	2	NUM
fcis-15071	2	27	,	,	PUNCT
fcis-15071	2	28	jun	jun	PROPN
fcis-15071	2	29	li	li	PROPN
fcis-15071	2	30	2	2	NUM
fcis-15071	2	31	,	,	PUNCT
fcis-15071	2	32	chuantao	chuantao	NOUN
fcis-15071	2	33	ran	run	VERB
fcis-15071	2	34	1	1	NUM
fcis-15071	2	35	1	1	NUM
fcis-15071	2	36	department	department	NOUN
fcis-15071	2	37	of	of	ADP
fcis-15071	2	38	intelligent	intelligent	ADJ
fcis-15071	2	39	manufacturing	manufacturing	NOUN
fcis-15071	2	40	and	and	CCONJ
fcis-15071	2	41	automotive	automotive	NOUN
fcis-15071	2	42	,	,	PUNCT
fcis-15071	2	43	chong	chong	PROPN
fcis-15071	2	44	qing	qing	PROPN
fcis-15071	2	45	college	college	PROPN
fcis-15071	2	46	of	of	ADP
fcis-15071	2	47	electronic	electronic	ADJ
fcis-15071	2	48	engineering	engineering	NOUN
fcis-15071	2	49	,	,	PUNCT
fcis-15071	2	50	chongqing	chongqing	PROPN
fcis-15071	2	51	,	,	PUNCT
fcis-15071	2	52	401331	401331	NUM
fcis-15071	2	53	,	,	PUNCT
fcis-15071	2	54	china	china	PROPN
fcis-15071	2	55	2	2	NUM
fcis-15071	2	56	chongqing	chongqe	VERB
fcis-15071	2	57	changan	changan	NOUN
fcis-15071	2	58	automobile	automobile	NOUN
fcis-15071	2	59	company	company	NOUN
fcis-15071	2	60	limited	limit	VERB
fcis-15071	2	61	,	,	PUNCT
fcis-15071	2	62	chongqing	chongqing	NOUN
fcis-15071	2	63	,	,	PUNCT
fcis-15071	2	64	400023	400023	NUM
fcis-15071	2	65	,	,	PUNCT
fcis-15071	2	66	china	china	PROPN
fcis-15071	2	67	*	*	PUNCT
fcis-15071	2	68	corresponding	correspond	VERB
fcis-15071	2	69	author	author	NOUN
fcis-15071	2	70	:	:	PUNCT
fcis-15071	2	71	chang	chang	PROPN
fcis-15071	2	72	liu	liu	PROPN
fcis-15071	2	73	(	(	PUNCT
fcis-15071	2	74	email	email	NOUN
fcis-15071	2	75	:	:	PUNCT
fcis-15071	2	76	744620708@qq.com	744620708@qq.com	NUM
fcis-15071	2	77	)	)	PUNCT
fcis-15071	2	78	abstract	abstract	NOUN
fcis-15071	2	79	:	:	PUNCT
fcis-15071	2	80	this	this	DET
fcis-15071	2	81	study	study	NOUN
fcis-15071	2	82	provides	provide	VERB
fcis-15071	2	83	an	an	DET
fcis-15071	2	84	improved	improved	ADJ
fcis-15071	2	85	yolov8	yolov8	NOUN
fcis-15071	2	86	-	-	PUNCT
fcis-15071	2	87	based	base	VERB
fcis-15071	2	88	printed	print	VERB
fcis-15071	2	89	circuit	circuit	NOUN
fcis-15071	2	90	board	board	NOUN
fcis-15071	2	91	(	(	PUNCT
fcis-15071	2	92	pcb	pcb	PROPN
fcis-15071	2	93	)	)	PUNCT
fcis-15071	2	94	defect	defect	VERB
fcis-15071	2	95	identification	identification	NOUN
fcis-15071	2	96	method	method	NOUN
fcis-15071	2	97	to	to	PART
fcis-15071	2	98	address	address	VERB
fcis-15071	2	99	the	the	DET
fcis-15071	2	100	current	current	ADJ
fcis-15071	2	101	challenges	challenge	NOUN
fcis-15071	2	102	associated	associate	VERB
fcis-15071	2	103	with	with	ADP
fcis-15071	2	104	pcb	pcb	NOUN
fcis-15071	2	105	defect	defect	NOUN
fcis-15071	2	106	detection	detection	NOUN
fcis-15071	2	107	,	,	PUNCT
fcis-15071	2	108	including	include	VERB
fcis-15071	2	109	the	the	DET
fcis-15071	2	110	detection	detection	NOUN
fcis-15071	2	111	of	of	ADP
fcis-15071	2	112	small	small	ADJ
fcis-15071	2	113	targets	target	NOUN
fcis-15071	2	114	,	,	PUNCT
fcis-15071	2	115	low	low	ADJ
fcis-15071	2	116	accuracy	accuracy	NOUN
fcis-15071	2	117	,	,	PUNCT
fcis-15071	2	118	and	and	CCONJ
fcis-15071	2	119	other	other	ADJ
fcis-15071	2	120	related	related	ADJ
fcis-15071	2	121	concerns	concern	NOUN
fcis-15071	2	122	.	.	PUNCT
fcis-15071	3	1	the	the	DET
fcis-15071	3	2	yolov8	yolov8	PROPN
fcis-15071	3	3	model	model	PROPN
fcis-15071	3	4	serves	serve	VERB
fcis-15071	3	5	as	as	ADP
fcis-15071	3	6	the	the	DET
fcis-15071	3	7	foundational	foundational	ADJ
fcis-15071	3	8	framework	framework	NOUN
fcis-15071	3	9	,	,	PUNCT
fcis-15071	3	10	and	and	CCONJ
fcis-15071	3	11	in	in	ADP
fcis-15071	3	12	order	order	NOUN
fcis-15071	3	13	to	to	PART
fcis-15071	3	14	enhance	enhance	VERB
fcis-15071	3	15	detection	detection	NOUN
fcis-15071	3	16	speed	speed	NOUN
fcis-15071	3	17	,	,	PUNCT
fcis-15071	3	18	the	the	DET
fcis-15071	3	19	yolov8s	yolov8s	NOUN
fcis-15071	3	20	model	model	NOUN
fcis-15071	3	21	is	be	AUX
fcis-15071	3	22	selected	select	VERB
fcis-15071	3	23	due	due	ADP
fcis-15071	3	24	to	to	ADP
fcis-15071	3	25	its	its	PRON
fcis-15071	3	26	reduced	reduce	VERB
fcis-15071	3	27	parameter	parameter	NOUN
fcis-15071	3	28	count	count	NOUN
fcis-15071	3	29	.	.	PUNCT
fcis-15071	4	1	however	however	ADV
fcis-15071	4	2	,	,	PUNCT
fcis-15071	4	3	feature	feature	NOUN
fcis-15071	4	4	extraction	extraction	NOUN
fcis-15071	4	5	becomes	become	VERB
fcis-15071	4	6	challenging	challenge	VERB
fcis-15071	4	7	for	for	ADP
fcis-15071	4	8	small	small	ADJ
fcis-15071	4	9	target	target	NOUN
fcis-15071	4	10	defects	defect	NOUN
fcis-15071	4	11	;	;	PUNCT
fcis-15071	4	12	to	to	PART
fcis-15071	4	13	address	address	VERB
fcis-15071	4	14	this	this	PRON
fcis-15071	4	15	,	,	PUNCT
fcis-15071	4	16	the	the	DET
fcis-15071	4	17	ca	ca	NOUN
fcis-15071	4	18	attention	attention	NOUN
fcis-15071	4	19	mechanism	mechanism	NOUN
fcis-15071	4	20	is	be	AUX
fcis-15071	4	21	implemented	implement	VERB
fcis-15071	4	22	,	,	PUNCT
fcis-15071	4	23	which	which	PRON
fcis-15071	4	24	is	be	AUX
fcis-15071	4	25	more	more	ADV
fcis-15071	4	26	attuned	attuned	ADJ
fcis-15071	4	27	to	to	PART
fcis-15071	4	28	target	target	VERB
fcis-15071	4	29	feature	feature	NOUN
fcis-15071	4	30	information	information	NOUN
fcis-15071	4	31	and	and	CCONJ
fcis-15071	4	32	aids	aid	NOUN
fcis-15071	4	33	in	in	ADP
fcis-15071	4	34	feature	feature	NOUN
fcis-15071	4	35	extraction	extraction	NOUN
fcis-15071	4	36	.	.	PUNCT
fcis-15071	5	1	as	as	SCONJ
fcis-15071	5	2	indicated	indicate	VERB
fcis-15071	5	3	by	by	ADP
fcis-15071	5	4	the	the	DET
fcis-15071	5	5	experimental	experimental	ADJ
fcis-15071	5	6	findings	finding	NOUN
fcis-15071	5	7	,	,	PUNCT
fcis-15071	5	8	the	the	DET
fcis-15071	5	9	enhanced	enhanced	ADJ
fcis-15071	5	10	yolov8s	yolov8	NOUN
fcis-15071	5	11	-	-	PUNCT
fcis-15071	5	12	ca	ca	NOUN
fcis-15071	5	13	algorithm	algorithm	NOUN
fcis-15071	5	14	model	model	NOUN
fcis-15071	5	15	has	have	VERB
fcis-15071	5	16	the	the	DET
fcis-15071	5	17	following	follow	VERB
fcis-15071	5	18	characteristics	characteristic	NOUN
fcis-15071	5	19	:	:	PUNCT
fcis-15071	5	20	a	a	DET
fcis-15071	5	21	footprint	footprint	NOUN
fcis-15071	5	22	of	of	ADP
fcis-15071	5	23	5.79	5.79	NUM
fcis-15071	5	24	mb	mb	NOUN
fcis-15071	5	25	,	,	PUNCT
fcis-15071	5	26	a	a	DET
fcis-15071	5	27	mean	mean	ADJ
fcis-15071	5	28	average	average	ADJ
fcis-15071	5	29	precision	precision	NOUN
fcis-15071	5	30	(	(	PUNCT
fcis-15071	5	31	map	map	NOUN
fcis-15071	5	32	)	)	PUNCT
fcis-15071	5	33	of	of	ADP
fcis-15071	5	34	90.4	90.4	NUM
fcis-15071	5	35	percent	percent	NOUN
fcis-15071	5	36	,	,	PUNCT
fcis-15071	5	37	an	an	DET
fcis-15071	5	38	increase	increase	NOUN
fcis-15071	5	39	of	of	ADP
fcis-15071	5	40	6.6	6.6	NUM
fcis-15071	5	41	percent	percent	NOUN
fcis-15071	5	42	over	over	ADP
fcis-15071	5	43	the	the	DET
fcis-15071	5	44	initial	initial	ADJ
fcis-15071	5	45	network	network	NOUN
fcis-15071	5	46	,	,	PUNCT
fcis-15071	5	47	and	and	CCONJ
fcis-15071	5	48	a	a	DET
fcis-15071	5	49	parameter	parameter	NOUN
fcis-15071	5	50	count	count	NOUN
fcis-15071	5	51	augmentation	augmentation	NOUN
fcis-15071	5	52	of	of	ADP
fcis-15071	5	53	merely	merely	ADV
fcis-15071	5	54	0.007	0.007	NUM
fcis-15071	5	55	m.	m.	NOUN
fcis-15071	5	56	consequently	consequently	ADV
fcis-15071	5	57	,	,	PUNCT
fcis-15071	5	58	this	this	DET
fcis-15071	5	59	model	model	NOUN
fcis-15071	5	60	finds	find	VERB
fcis-15071	5	61	utility	utility	NOUN
fcis-15071	5	62	in	in	ADP
fcis-15071	5	63	compact	compact	ADJ
fcis-15071	5	64	industrial	industrial	ADJ
fcis-15071	5	65	inspection	inspection	NOUN
fcis-15071	5	66	apparatus	apparatus	NOUN
fcis-15071	5	67	and	and	CCONJ
fcis-15071	5	68	possesses	possess	VERB
fcis-15071	5	69	a	a	DET
fcis-15071	5	70	wide	wide	ADJ
fcis-15071	5	71	range	range	NOUN
fcis-15071	5	72	of	of	ADP
fcis-15071	5	73	potential	potential	ADJ
fcis-15071	5	74	applications	application	NOUN
fcis-15071	5	75	.	.	PUNCT
fcis-15071	6	1	keywords	keyword	NOUN
fcis-15071	6	2	:	:	PUNCT
fcis-15071	6	3	pcb	pcb	PROPN
fcis-15071	6	4	board	board	NOUN
fcis-15071	6	5	inspection	inspection	NOUN
fcis-15071	6	6	;	;	PUNCT
fcis-15071	6	7	yolov8	yolov8	NOUN
fcis-15071	6	8	;	;	PUNCT
fcis-15071	6	9	defect	defect	NOUN
fcis-15071	6	10	detection	detection	NOUN
fcis-15071	6	11	;	;	PUNCT
fcis-15071	6	12	ca	can	AUX
fcis-15071	6	13	attention	attention	NOUN
fcis-15071	6	14	mechanism	mechanism	NOUN
fcis-15071	6	15	.	.	PUNCT
fcis-15071	7	1	1	1	X
fcis-15071	7	2	.	.	X
fcis-15071	7	3	introduction	introduction	NOUN
fcis-15071	7	4	ever	ever	ADV
fcis-15071	7	5	since	since	SCONJ
fcis-15071	7	6	the	the	DET
fcis-15071	7	7	advent	advent	NOUN
fcis-15071	7	8	of	of	ADP
fcis-15071	7	9	the	the	DET
fcis-15071	7	10	industry	industry	NOUN
fcis-15071	7	11	4.0	4.0	NUM
fcis-15071	7	12	era	era	NOUN
fcis-15071	7	13	,	,	PUNCT
fcis-15071	7	14	electronic	electronic	ADJ
fcis-15071	7	15	devices	device	NOUN
fcis-15071	7	16	have	have	AUX
fcis-15071	7	17	become	become	VERB
fcis-15071	7	18	an	an	DET
fcis-15071	7	19	integral	integral	ADJ
fcis-15071	7	20	part	part	NOUN
fcis-15071	7	21	of	of	ADP
fcis-15071	7	22	our	our	PRON
fcis-15071	7	23	daily	daily	ADJ
fcis-15071	7	24	lives	life	NOUN
fcis-15071	7	25	.	.	PUNCT
fcis-15071	8	1	pcb	pcb	PROPN
fcis-15071	8	2	,	,	PUNCT
fcis-15071	8	3	an	an	DET
fcis-15071	8	4	essential	essential	ADJ
fcis-15071	8	5	electronic	electronic	ADJ
fcis-15071	8	6	component	component	NOUN
fcis-15071	8	7	,	,	PUNCT
fcis-15071	8	8	serves	serve	VERB
fcis-15071	8	9	as	as	ADP
fcis-15071	8	10	a	a	DET
fcis-15071	8	11	conduit	conduit	NOUN
fcis-15071	8	12	for	for	ADP
fcis-15071	8	13	connecting	connect	VERB
fcis-15071	8	14	diverse	diverse	ADJ
fcis-15071	8	15	electronic	electronic	ADJ
fcis-15071	8	16	components	component	NOUN
fcis-15071	8	17	and	and	CCONJ
fcis-15071	8	18	supplying	supply	VERB
fcis-15071	8	19	equipment	equipment	NOUN
fcis-15071	8	20	with	with	ADP
fcis-15071	8	21	physical	physical	ADJ
fcis-15071	8	22	support	support	NOUN
fcis-15071	8	23	and	and	CCONJ
fcis-15071	8	24	circuit	circuit	NOUN
fcis-15071	8	25	connections	connection	NOUN
fcis-15071	8	26	.	.	PUNCT
fcis-15071	9	1	almost	almost	ADV
fcis-15071	9	2	all	all	PRON
fcis-15071	9	3	electronic	electronic	ADJ
fcis-15071	9	4	devices	device	NOUN
fcis-15071	9	5	are	be	AUX
fcis-15071	9	6	pcb	pcb	AUX
fcis-15071	9	7	-	-	PUNCT
fcis-15071	9	8	required	require	VERB
fcis-15071	9	9	[	[	X
fcis-15071	9	10	1–2	1–2	NUM
fcis-15071	9	11	]	]	PUNCT
fcis-15071	9	12	.	.	PUNCT
fcis-15071	10	1	in	in	ADP
fcis-15071	10	2	industrial	industrial	ADJ
fcis-15071	10	3	production	production	NOUN
fcis-15071	10	4	,	,	PUNCT
fcis-15071	10	5	however	however	ADV
fcis-15071	10	6	,	,	PUNCT
fcis-15071	10	7	pcb	pcb	NOUN
fcis-15071	10	8	faults	fault	NOUN
fcis-15071	10	9	may	may	AUX
fcis-15071	10	10	result	result	VERB
fcis-15071	10	11	from	from	ADP
fcis-15071	10	12	poor	poor	ADJ
fcis-15071	10	13	storage	storage	NOUN
fcis-15071	10	14	procedures	procedure	NOUN
fcis-15071	10	15	,	,	PUNCT
fcis-15071	10	16	operating	operate	VERB
fcis-15071	10	17	mode	mode	NOUN
fcis-15071	10	18	malfunctions	malfunction	NOUN
fcis-15071	10	19	,	,	PUNCT
fcis-15071	10	20	or	or	CCONJ
fcis-15071	10	21	soldering	solder	VERB
fcis-15071	10	22	errors	error	NOUN
fcis-15071	10	23	.	.	PUNCT
fcis-15071	11	1	current	current	ADJ
fcis-15071	11	2	pcb	pcb	NOUN
fcis-15071	11	3	flaws	flaw	NOUN
fcis-15071	11	4	can	can	AUX
fcis-15071	11	5	be	be	AUX
fcis-15071	11	6	broadly	broadly	ADV
fcis-15071	11	7	classified	classify	VERB
fcis-15071	11	8	into	into	ADP
fcis-15071	11	9	six	six	NUM
fcis-15071	11	10	distinct	distinct	ADJ
fcis-15071	11	11	categories	category	NOUN
fcis-15071	11	12	:	:	PUNCT
fcis-15071	11	13	leakage	leakage	NOUN
fcis-15071	11	14	,	,	PUNCT
fcis-15071	11	15	short	short	ADJ
fcis-15071	11	16	circuit	circuit	NOUN
fcis-15071	11	17	,	,	PUNCT
fcis-15071	11	18	open	open	ADJ
fcis-15071	11	19	circuit	circuit	NOUN
fcis-15071	11	20	,	,	PUNCT
fcis-15071	11	21	stray	stray	ADJ
fcis-15071	11	22	copper	copper	NOUN
fcis-15071	11	23	,	,	PUNCT
fcis-15071	11	24	and	and	CCONJ
fcis-15071	11	25	mouse	mouse	NOUN
fcis-15071	11	26	bites	bite	NOUN
fcis-15071	11	27	[	[	X
fcis-15071	11	28	3	3	NUM
fcis-15071	11	29	]	]	PUNCT
fcis-15071	11	30	.	.	PUNCT
fcis-15071	12	1	to	to	PART
fcis-15071	12	2	guarantee	guarantee	VERB
fcis-15071	12	3	the	the	DET
fcis-15071	12	4	integrity	integrity	NOUN
fcis-15071	12	5	and	and	CCONJ
fcis-15071	12	6	security	security	NOUN
fcis-15071	12	7	of	of	ADP
fcis-15071	12	8	electronic	electronic	ADJ
fcis-15071	12	9	equipment	equipment	NOUN
fcis-15071	12	10	,	,	PUNCT
fcis-15071	12	11	the	the	DET
fcis-15071	12	12	detection	detection	NOUN
fcis-15071	12	13	of	of	ADP
fcis-15071	12	14	surface	surface	NOUN
fcis-15071	12	15	flaws	flaw	NOUN
fcis-15071	12	16	on	on	ADP
fcis-15071	12	17	pcbs	pcbs	PROPN
fcis-15071	12	18	is	be	AUX
fcis-15071	12	19	an	an	DET
fcis-15071	12	20	essential	essential	ADJ
fcis-15071	12	21	task	task	NOUN
fcis-15071	12	22	[	[	X
fcis-15071	12	23	4–5	4–5	X
fcis-15071	12	24	]	]	X
fcis-15071	12	25	.	.	PUNCT
fcis-15071	13	1	presently	presently	ADV
fcis-15071	13	2	,	,	PUNCT
fcis-15071	13	3	deep	deep	ADJ
fcis-15071	13	4	learning	learning	NOUN
fcis-15071	13	5	algorithm	algorithm	NOUN
fcis-15071	13	6	-	-	PUNCT
fcis-15071	13	7	based	base	VERB
fcis-15071	13	8	pcb	pcb	NOUN
fcis-15071	13	9	flaw	flaw	NOUN
fcis-15071	13	10	detection	detection	NOUN
fcis-15071	13	11	technology	technology	NOUN
fcis-15071	13	12	development	development	NOUN
fcis-15071	13	13	is	be	AUX
fcis-15071	13	14	relatively	relatively	ADV
fcis-15071	13	15	advanced	advanced	ADJ
fcis-15071	13	16	.	.	PUNCT
fcis-15071	14	1	one	one	NUM
fcis-15071	14	2	major	major	ADJ
fcis-15071	14	3	category	category	NOUN
fcis-15071	14	4	comprises	comprise	VERB
fcis-15071	14	5	related	related	ADJ
fcis-15071	14	6	algorithms	algorithm	NOUN
fcis-15071	14	7	,	,	PUNCT
fcis-15071	14	8	the	the	DET
fcis-15071	14	9	other	other	ADJ
fcis-15071	14	10	of	of	ADP
fcis-15071	14	11	which	which	PRON
fcis-15071	14	12	is	be	AUX
fcis-15071	14	13	the	the	DET
fcis-15071	14	14	first	first	ADJ
fcis-15071	14	15	-	-	PUNCT
fcis-15071	14	16	level	level	NOUN
fcis-15071	14	17	target	target	NOUN
fcis-15071	14	18	detection	detection	NOUN
fcis-15071	14	19	method	method	NOUN
fcis-15071	14	20	shown	show	VERB
fcis-15071	14	21	by	by	ADP
fcis-15071	14	22	the	the	DET
fcis-15071	14	23	ssd	ssd	NOUN
fcis-15071	14	24	(	(	PUNCT
fcis-15071	14	25	single	single	ADJ
fcis-15071	14	26	shot	shot	NOUN
fcis-15071	14	27	multibox	multibox	NOUN
fcis-15071	14	28	detector	detector	NOUN
fcis-15071	14	29	)	)	PUNCT
fcis-15071	15	1	[	[	X
fcis-15071	15	2	6	6	NUM
fcis-15071	15	3	]	]	PUNCT
fcis-15071	15	4	,	,	PUNCT
fcis-15071	15	5	yolo	yolo	PROPN
fcis-15071	15	6	(	(	PUNCT
fcis-15071	15	7	you	you	PRON
fcis-15071	15	8	only	only	ADV
fcis-15071	15	9	look	look	VERB
fcis-15071	15	10	once	once	ADV
fcis-15071	15	11	)	)	PUNCT
fcis-15071	15	12	series	series	NOUN
fcis-15071	16	1	[	[	X
fcis-15071	17	1	7–9	7–9	NOUN
fcis-15071	17	2	]	]	X
fcis-15071	17	3	,	,	PUNCT
fcis-15071	17	4	and	and	CCONJ
fcis-15071	17	5	others	other	NOUN
fcis-15071	17	6	.	.	PUNCT
fcis-15071	18	1	the	the	DET
fcis-15071	18	2	second	second	NOUN
fcis-15071	18	3	is	be	AUX
fcis-15071	18	4	faster	fast	ADJ
fcis-15071	18	5	r	r	NOUN
fcis-15071	18	6	-	-	PUNCT
fcis-15071	18	7	cnn	cnn	PROPN
fcis-15071	18	8	(	(	PUNCT
fcis-15071	18	9	faster	fast	ADJ
fcis-15071	18	10	region	region	NOUN
fcis-15071	18	11	-	-	PUNCT
fcis-15071	18	12	based	base	VERB
fcis-15071	18	13	cnn	cnn	PROPN
fcis-15071	18	14	)	)	PUNCT
fcis-15071	18	15	,	,	PUNCT
fcis-15071	18	16	which	which	PRON
fcis-15071	18	17	represents	represent	VERB
fcis-15071	18	18	a	a	DET
fcis-15071	18	19	two	two	NUM
fcis-15071	18	20	-	-	PUNCT
fcis-15071	18	21	stage	stage	NOUN
fcis-15071	18	22	method	method	NOUN
fcis-15071	18	23	for	for	ADP
fcis-15071	18	24	target	target	NOUN
fcis-15071	18	25	detection	detection	NOUN
fcis-15071	18	26	[	[	X
fcis-15071	18	27	10	10	NUM
fcis-15071	18	28	]	]	PUNCT
fcis-15071	18	29	,	,	PUNCT
fcis-15071	18	30	and	and	CCONJ
fcis-15071	18	31	so	so	ADV
fcis-15071	18	32	on	on	ADV
fcis-15071	18	33	.	.	PUNCT
fcis-15071	19	1	in	in	ADP
fcis-15071	19	2	order	order	NOUN
fcis-15071	19	3	to	to	PART
fcis-15071	19	4	enhance	enhance	VERB
fcis-15071	19	5	pcb	pcb	PROPN
fcis-15071	19	6	's	's	PART
fcis-15071	19	7	ability	ability	NOUN
fcis-15071	19	8	to	to	PART
fcis-15071	19	9	recognize	recognize	VERB
fcis-15071	19	10	small	small	ADJ
fcis-15071	19	11	targets	target	NOUN
fcis-15071	19	12	,	,	PUNCT
fcis-15071	19	13	the	the	DET
fcis-15071	19	14	authors	author	NOUN
fcis-15071	19	15	[	[	X
fcis-15071	19	16	9	9	NUM
fcis-15071	19	17	]	]	PUNCT
fcis-15071	19	18	implemented	implement	VERB
fcis-15071	19	19	a	a	DET
fcis-15071	19	20	small	small	ADJ
fcis-15071	19	21	target	target	NOUN
fcis-15071	19	22	detection	detection	NOUN
fcis-15071	19	23	layer	layer	NOUN
fcis-15071	19	24	and	and	CCONJ
fcis-15071	19	25	depth	depth	NOUN
fcis-15071	19	26	-	-	PUNCT
fcis-15071	19	27	separable	separable	NOUN
fcis-15071	19	28	convolution	convolution	NOUN
fcis-15071	19	29	to	to	PART
fcis-15071	19	30	provide	provide	VERB
fcis-15071	19	31	real	real	ADJ
fcis-15071	19	32	-	-	PUNCT
fcis-15071	19	33	time	time	NOUN
fcis-15071	19	34	highprecision	highprecision	NOUN
fcis-15071	19	35	detection	detection	NOUN
fcis-15071	19	36	and	and	CCONJ
fcis-15071	19	37	model	model	NOUN
fcis-15071	19	38	volume	volume	NOUN
fcis-15071	19	39	compression	compression	NOUN
fcis-15071	19	40	.	.	PUNCT
fcis-15071	20	1	furthermore	furthermore	ADV
fcis-15071	20	2	,	,	PUNCT
fcis-15071	20	3	the	the	DET
fcis-15071	20	4	detection	detection	NOUN
fcis-15071	20	5	of	of	ADP
fcis-15071	20	6	prevalent	prevalent	ADJ
fcis-15071	20	7	pcb	pcb	NOUN
fcis-15071	20	8	defect	defect	NOUN
fcis-15071	20	9	types	type	NOUN
fcis-15071	20	10	was	be	AUX
fcis-15071	20	11	successfully	successfully	ADV
fcis-15071	20	12	concluded	conclude	VERB
fcis-15071	20	13	by	by	ADP
fcis-15071	20	14	hu	hu	PROPN
fcis-15071	20	15	et	et	PROPN
fcis-15071	20	16	al	al	PROPN
fcis-15071	20	17	.	.	PUNCT
fcis-15071	21	1	[	[	X
fcis-15071	21	2	10	10	NUM
fcis-15071	21	3	]	]	PUNCT
fcis-15071	21	4	,	,	PUNCT
fcis-15071	21	5	who	who	PRON
fcis-15071	21	6	enhanced	enhance	VERB
fcis-15071	21	7	faster	fast	ADJ
fcis-15071	21	8	-	-	PUNCT
fcis-15071	21	9	rcnn	rcnn	NOUN
fcis-15071	21	10	and	and	CCONJ
fcis-15071	21	11	implemented	implement	VERB
fcis-15071	21	12	resnet50	resnet50	NOUN
fcis-15071	21	13	with	with	ADP
fcis-15071	21	14	an	an	DET
fcis-15071	21	15	image	image	NOUN
fcis-15071	21	16	pyramid	pyramid	NOUN
fcis-15071	21	17	as	as	ADP
fcis-15071	21	18	a	a	DET
fcis-15071	21	19	feature	feature	NOUN
fcis-15071	21	20	extraction	extraction	NOUN
fcis-15071	21	21	network	network	NOUN
fcis-15071	21	22	.	.	PUNCT
fcis-15071	22	1	while	while	SCONJ
fcis-15071	22	2	employing	employ	VERB
fcis-15071	22	3	deep	deep	ADJ
fcis-15071	22	4	learning	learning	NOUN
fcis-15071	22	5	target	target	NOUN
fcis-15071	22	6	detection	detection	NOUN
fcis-15071	22	7	methods	method	NOUN
fcis-15071	22	8	to	to	PART
fcis-15071	22	9	identify	identify	VERB
fcis-15071	22	10	pcb	pcb	NOUN
fcis-15071	22	11	faults	fault	NOUN
fcis-15071	22	12	can	can	AUX
fcis-15071	22	13	enhance	enhance	VERB
fcis-15071	22	14	detection	detection	NOUN
fcis-15071	22	15	accuracy	accuracy	NOUN
fcis-15071	22	16	and	and	CCONJ
fcis-15071	22	17	efficiency	efficiency	NOUN
fcis-15071	22	18	,	,	PUNCT
fcis-15071	22	19	there	there	PRON
fcis-15071	22	20	are	be	VERB
fcis-15071	22	21	still	still	ADV
fcis-15071	22	22	obstacles	obstacle	NOUN
fcis-15071	22	23	that	that	PRON
fcis-15071	22	24	must	must	AUX
fcis-15071	22	25	be	be	AUX
fcis-15071	22	26	surmounted	surmount	VERB
fcis-15071	22	27	.	.	PUNCT
fcis-15071	23	1	the	the	DET
fcis-15071	23	2	diversity	diversity	NOUN
fcis-15071	23	3	of	of	ADP
fcis-15071	23	4	fault	fault	NOUN
fcis-15071	23	5	types	type	NOUN
fcis-15071	23	6	is	be	AUX
fcis-15071	23	7	the	the	DET
fcis-15071	23	8	initial	initial	NOUN
fcis-15071	23	9	:	:	PUNCT
fcis-15071	23	10	pcb	pcb	VERB
fcis-15071	23	11	flaws	flaw	NOUN
fcis-15071	23	12	encompass	encompass	VERB
fcis-15071	23	13	a	a	DET
fcis-15071	23	14	wide	wide	ADJ
fcis-15071	23	15	variety	variety	NOUN
fcis-15071	23	16	of	of	ADP
fcis-15071	23	17	forms	form	NOUN
fcis-15071	23	18	[	[	X
fcis-15071	23	19	11	11	NUM
fcis-15071	23	20	]	]	X
fcis-15071	23	21	,	,	PUNCT
fcis-15071	23	22	such	such	ADJ
fcis-15071	23	23	as	as	ADP
fcis-15071	23	24	welding	welding	NOUN
fcis-15071	23	25	defects	defect	NOUN
fcis-15071	23	26	,	,	PUNCT
fcis-15071	23	27	circuit	circuit	NOUN
fcis-15071	23	28	defects	defect	NOUN
fcis-15071	23	29	,	,	PUNCT
fcis-15071	23	30	and	and	CCONJ
fcis-15071	23	31	component	component	NOUN
fcis-15071	23	32	installation	installation	NOUN
fcis-15071	23	33	defects	defect	NOUN
fcis-15071	23	34	,	,	PUNCT
fcis-15071	23	35	among	among	ADP
fcis-15071	23	36	others	other	NOUN
fcis-15071	23	37	.	.	PUNCT
fcis-15071	24	1	the	the	DET
fcis-15071	24	2	identification	identification	NOUN
fcis-15071	24	3	of	of	ADP
fcis-15071	24	4	diverse	diverse	ADJ
fcis-15071	24	5	types	type	NOUN
fcis-15071	24	6	of	of	ADP
fcis-15071	24	7	faults	fault	NOUN
fcis-15071	24	8	necessitates	necessitate	VERB
fcis-15071	24	9	the	the	DET
fcis-15071	24	10	development	development	NOUN
fcis-15071	24	11	of	of	ADP
fcis-15071	24	12	suitable	suitable	ADJ
fcis-15071	24	13	network	network	NOUN
fcis-15071	24	14	architectures	architecture	NOUN
fcis-15071	24	15	and	and	CCONJ
fcis-15071	24	16	loss	loss	NOUN
fcis-15071	24	17	functions	function	NOUN
fcis-15071	24	18	,	,	PUNCT
fcis-15071	24	19	as	as	SCONJ
fcis-15071	24	20	their	their	PRON
fcis-15071	24	21	properties	property	NOUN
fcis-15071	24	22	and	and	CCONJ
fcis-15071	24	23	morphologies	morphology	NOUN
fcis-15071	24	24	may	may	AUX
fcis-15071	24	25	vary	vary	VERB
fcis-15071	24	26	.	.	PUNCT
fcis-15071	25	1	the	the	DET
fcis-15071	25	2	second	second	ADJ
fcis-15071	25	3	is	be	AUX
fcis-15071	25	4	the	the	DET
fcis-15071	25	5	real	real	ADJ
fcis-15071	25	6	-	-	PUNCT
fcis-15071	25	7	time	time	NOUN
fcis-15071	25	8	need	need	NOUN
fcis-15071	25	9	[	[	X
fcis-15071	25	10	12	12	NUM
fcis-15071	25	11	]	]	X
fcis-15071	25	12	:	:	PUNCT
fcis-15071	25	13	defect	defect	VERB
fcis-15071	25	14	detection	detection	NOUN
fcis-15071	25	15	in	in	ADP
fcis-15071	25	16	the	the	DET
fcis-15071	25	17	pcb	pcb	NOUN
fcis-15071	25	18	production	production	NOUN
fcis-15071	25	19	process	process	NOUN
fcis-15071	25	20	is	be	AUX
fcis-15071	25	21	typically	typically	ADV
fcis-15071	25	22	required	require	VERB
fcis-15071	25	23	to	to	PART
fcis-15071	25	24	occur	occur	VERB
fcis-15071	25	25	in	in	ADP
fcis-15071	25	26	real	real	ADJ
fcis-15071	25	27	-	-	PUNCT
fcis-15071	25	28	time	time	NOUN
fcis-15071	25	29	so	so	SCONJ
fcis-15071	25	30	that	that	SCONJ
fcis-15071	25	31	problems	problem	NOUN
fcis-15071	25	32	can	can	AUX
fcis-15071	25	33	be	be	AUX
fcis-15071	25	34	identified	identify	VERB
fcis-15071	25	35	and	and	CCONJ
fcis-15071	25	36	addressed	address	VERB
fcis-15071	25	37	promptly	promptly	ADV
fcis-15071	25	38	.	.	PUNCT
fcis-15071	26	1	in	in	ADP
fcis-15071	26	2	order	order	NOUN
fcis-15071	26	3	for	for	ADP
fcis-15071	26	4	deep	deep	ADJ
fcis-15071	26	5	learning	learning	NOUN
fcis-15071	26	6	models	model	NOUN
fcis-15071	26	7	to	to	PART
fcis-15071	26	8	satisfy	satisfy	VERB
fcis-15071	26	9	real	real	ADJ
fcis-15071	26	10	-	-	PUNCT
fcis-15071	26	11	time	time	NOUN
fcis-15071	26	12	demands	demand	NOUN
fcis-15071	26	13	,	,	PUNCT
fcis-15071	26	14	their	their	PRON
fcis-15071	26	15	inference	inference	NOUN
fcis-15071	26	16	speeds	speed	NOUN
fcis-15071	26	17	must	must	AUX
fcis-15071	26	18	be	be	AUX
fcis-15071	26	19	quick	quick	ADJ
fcis-15071	26	20	.	.	PUNCT
fcis-15071	27	1	it	it	PRON
fcis-15071	27	2	is	be	AUX
fcis-15071	27	3	necessary	necessary	ADJ
fcis-15071	27	4	to	to	PART
fcis-15071	27	5	optimize	optimize	VERB
fcis-15071	27	6	and	and	CCONJ
fcis-15071	27	7	accelerate	accelerate	VERB
fcis-15071	27	8	the	the	DET
fcis-15071	27	9	model	model	NOUN
fcis-15071	27	10	using	use	VERB
fcis-15071	27	11	technologies	technology	NOUN
fcis-15071	27	12	like	like	ADP
fcis-15071	27	13	quantization	quantization	NOUN
fcis-15071	27	14	,	,	PUNCT
fcis-15071	27	15	compression	compression	NOUN
fcis-15071	27	16	,	,	PUNCT
fcis-15071	27	17	and	and	CCONJ
fcis-15071	27	18	others	other	NOUN
fcis-15071	27	19	.	.	PUNCT
fcis-15071	28	1	given	give	VERB
fcis-15071	28	2	the	the	DET
fcis-15071	28	3	multitude	multitude	NOUN
fcis-15071	28	4	of	of	ADP
fcis-15071	28	5	challenges	challenge	NOUN
fcis-15071	28	6	encountered	encounter	VERB
fcis-15071	28	7	in	in	ADP
fcis-15071	28	8	the	the	DET
fcis-15071	28	9	aforementioned	aforementioned	ADJ
fcis-15071	28	10	research	research	NOUN
fcis-15071	28	11	regarding	regard	VERB
fcis-15071	28	12	the	the	DET
fcis-15071	28	13	detection	detection	NOUN
fcis-15071	28	14	of	of	ADP
fcis-15071	28	15	surface	surface	NOUN
fcis-15071	28	16	defects	defect	NOUN
fcis-15071	28	17	on	on	ADP
fcis-15071	28	18	pcb	pcb	NOUN
fcis-15071	28	19	boards	board	NOUN
fcis-15071	28	20	,	,	PUNCT
fcis-15071	28	21	the	the	DET
fcis-15071	28	22	ca	ca	NOUN
fcis-15071	28	23	attention	attention	NOUN
fcis-15071	29	1	[	[	X
fcis-15071	29	2	15	15	NUM
fcis-15071	29	3	]	]	X
fcis-15071	29	4	mechanism	mechanism	NOUN
fcis-15071	29	5	was	be	AUX
fcis-15071	29	6	implemented	implement	VERB
fcis-15071	29	7	in	in	ADP
fcis-15071	29	8	lieu	lieu	NOUN
fcis-15071	29	9	of	of	ADP
fcis-15071	29	10	the	the	DET
fcis-15071	29	11	se	se	PROPN
fcis-15071	29	12	attention	attention	NOUN
fcis-15071	29	13	mechanism	mechanism	NOUN
fcis-15071	29	14	in	in	ADP
fcis-15071	29	15	order	order	NOUN
fcis-15071	29	16	to	to	PART
fcis-15071	29	17	improve	improve	VERB
fcis-15071	29	18	the	the	DET
fcis-15071	29	19	model	model	NOUN
fcis-15071	29	20	space	space	NOUN
fcis-15071	29	21	recognition	recognition	NOUN
fcis-15071	29	22	capability	capability	NOUN
fcis-15071	29	23	,	,	PUNCT
fcis-15071	29	24	utilizing	utilize	VERB
fcis-15071	29	25	the	the	DET
fcis-15071	29	26	yolov8s	yolov8	NOUN
fcis-15071	29	27	target	target	NOUN
fcis-15071	29	28	detection	detection	NOUN
fcis-15071	29	29	model	model	NOUN
fcis-15071	29	30	[	[	X
fcis-15071	29	31	13	13	NUM
fcis-15071	29	32	-	-	SYM
fcis-15071	29	33	14	14	NUM
fcis-15071	29	34	]	]	PUNCT
fcis-15071	29	35	.	.	PUNCT
fcis-15071	30	1	accelerate	accelerate	VERB
fcis-15071	30	2	model	model	NOUN
fcis-15071	30	3	convergence	convergence	NOUN
fcis-15071	30	4	,	,	PUNCT
fcis-15071	30	5	enhance	enhance	VERB
fcis-15071	30	6	the	the	DET
fcis-15071	30	7	model	model	NOUN
fcis-15071	30	8	's	's	PART
fcis-15071	30	9	detection	detection	NOUN
fcis-15071	30	10	effect	effect	NOUN
fcis-15071	30	11	on	on	ADP
fcis-15071	30	12	minute	minute	NOUN
fcis-15071	30	13	target	target	NOUN
fcis-15071	30	14	flaws	flaw	NOUN
fcis-15071	30	15	,	,	PUNCT
fcis-15071	30	16	and	and	CCONJ
fcis-15071	30	17	improve	improve	VERB
fcis-15071	30	18	the	the	DET
fcis-15071	30	19	accuracy	accuracy	NOUN
fcis-15071	30	20	of	of	ADP
fcis-15071	30	21	model	model	NOUN
fcis-15071	30	22	detection	detection	NOUN
fcis-15071	30	23	.	.	PUNCT
fcis-15071	31	1	the	the	DET
fcis-15071	31	2	experimental	experimental	ADJ
fcis-15071	31	3	findings	finding	NOUN
fcis-15071	31	4	demonstrate	demonstrate	VERB
fcis-15071	31	5	that	that	SCONJ
fcis-15071	31	6	the	the	DET
fcis-15071	31	7	enhanced	enhanced	ADJ
fcis-15071	31	8	model	model	NOUN
fcis-15071	31	9	is	be	AUX
fcis-15071	31	10	capable	capable	ADJ
fcis-15071	31	11	of	of	ADP
fcis-15071	31	12	detecting	detect	VERB
fcis-15071	31	13	pcb	pcb	NOUN
fcis-15071	31	14	surface	surface	NOUN
fcis-15071	31	15	defects	defect	NOUN
fcis-15071	31	16	with	with	ADP
fcis-15071	31	17	more	more	ADJ
fcis-15071	31	18	precision	precision	NOUN
fcis-15071	31	19	,	,	PUNCT
fcis-15071	31	20	which	which	PRON
fcis-15071	31	21	is	be	AUX
fcis-15071	31	22	advantageous	advantageous	ADJ
fcis-15071	31	23	for	for	ADP
fcis-15071	31	24	the	the	DET
fcis-15071	31	25	implementation	implementation	NOUN
fcis-15071	31	26	of	of	ADP
fcis-15071	31	27	industrial	industrial	ADJ
fcis-15071	31	28	inspection	inspection	NOUN
fcis-15071	31	29	systems	system	NOUN
fcis-15071	31	30	that	that	PRON
fcis-15071	31	31	identify	identify	VERB
fcis-15071	31	32	pcb	pcb	NOUN
fcis-15071	31	33	board	board	NOUN
fcis-15071	31	34	defects	defect	NOUN
fcis-15071	31	35	.	.	PUNCT
fcis-15071	32	1	2	2	X
fcis-15071	32	2	.	.	X
fcis-15071	32	3	introduction	introduction	NOUN
fcis-15071	32	4	to	to	ADP
fcis-15071	32	5	yolov8	yolov8	PROPN
fcis-15071	32	6	-	-	PUNCT
fcis-15071	32	7	ca	ca	NOUN
fcis-15071	32	8	model	model	VERB
fcis-15071	32	9	2.1	2.1	NUM
fcis-15071	32	10	.	.	PUNCT
fcis-15071	33	1	ca	can	AUX
fcis-15071	33	2	-	-	PUNCT
fcis-15071	33	3	based	base	VERB
fcis-15071	33	4	model	model	NOUN
fcis-15071	33	5	optimization	optimization	NOUN
fcis-15071	33	6	the	the	DET
fcis-15071	33	7	following	follow	VERB
fcis-15071	33	8	impacts	impact	NOUN
fcis-15071	33	9	may	may	AUX
fcis-15071	33	10	result	result	VERB
fcis-15071	33	11	from	from	ADP
fcis-15071	33	12	including	include	VERB
fcis-15071	33	13	the	the	DET
fcis-15071	33	14	coordinate	coordinate	ADJ
fcis-15071	33	15	attention	attention	NOUN
fcis-15071	33	16	mechanism	mechanism	NOUN
fcis-15071	33	17	into	into	ADP
fcis-15071	33	18	the	the	DET
fcis-15071	33	19	target	target	NOUN
fcis-15071	33	20	detection	detection	NOUN
fcis-15071	33	21	model	model	NOUN
fcis-15071	33	22	for	for	ADP
fcis-15071	33	23	faulty	faulty	ADJ
fcis-15071	33	24	tiny	tiny	ADJ
fcis-15071	33	25	targets	target	NOUN
fcis-15071	33	26	:	:	PUNCT
fcis-15071	33	27	by	by	ADP
fcis-15071	33	28	assigning	assign	VERB
fcis-15071	33	29	weights	weight	NOUN
fcis-15071	33	30	to	to	ADP
fcis-15071	33	31	the	the	DET
fcis-15071	33	32	critical	critical	ADJ
fcis-15071	33	33	positions	position	NOUN
fcis-15071	33	34	of	of	ADP
fcis-15071	33	35	flawed	flawed	ADJ
fcis-15071	33	36	small	small	ADJ
fcis-15071	33	37	targets	target	NOUN
fcis-15071	33	38	during	during	ADP
fcis-15071	33	39	the	the	DET
fcis-15071	33	40	detection	detection	NOUN
fcis-15071	33	41	process	process	NOUN
fcis-15071	33	42	,	,	PUNCT
fcis-15071	33	43	the	the	DET
fcis-15071	33	44	coordinate	coordinate	ADJ
fcis-15071	33	45	attention	attention	NOUN
fcis-15071	33	46	mechanism	mechanism	NOUN
fcis-15071	33	47	can	can	AUX
fcis-15071	33	48	reduce	reduce	VERB
fcis-15071	33	49	localization	localization	NOUN
fcis-15071	33	50	error	error	NOUN
fcis-15071	33	51	and	and	CCONJ
fcis-15071	33	52	improve	improve	VERB
fcis-15071	33	53	localization	localization	NOUN
fcis-15071	33	54	accuracy	accuracy	NOUN
fcis-15071	33	55	for	for	ADP
fcis-15071	33	56	small	small	ADJ
fcis-15071	33	57	targets	target	NOUN
fcis-15071	33	58	.	.	PUNCT
fcis-15071	34	1	additionally	additionally	ADV
fcis-15071	34	2	,	,	PUNCT
fcis-15071	34	3	it	it	PRON
fcis-15071	34	4	enhances	enhance	VERB
fcis-15071	34	5	the	the	DET
fcis-15071	34	6	region	region	NOUN
fcis-15071	34	7	of	of	ADP
fcis-15071	34	8	interest	interest	NOUN
fcis-15071	34	9	by	by	ADP
fcis-15071	34	10	directing	direct	VERB
fcis-15071	34	11	the	the	DET
fcis-15071	34	12	model	model	NOUN
fcis-15071	34	13	's	's	PART
fcis-15071	34	14	focus	focus	NOUN
fcis-15071	34	15	towards	towards	ADP
fcis-15071	34	16	the	the	DET
fcis-15071	34	17	critical	critical	ADJ
fcis-15071	34	18	regions	region	NOUN
fcis-15071	34	19	of	of	ADP
fcis-15071	34	20	defective	defective	ADJ
fcis-15071	34	21	small	small	ADJ
fcis-15071	34	22	targets	target	NOUN
fcis-15071	34	23	,	,	PUNCT
fcis-15071	34	24	thereby	thereby	ADV
fcis-15071	34	25	increasing	increase	VERB
fcis-15071	34	26	the	the	DET
fcis-15071	34	27	sensitivity	sensitivity	NOUN
fcis-15071	34	28	of	of	ADP
fcis-15071	34	29	small	small	ADJ
fcis-15071	34	30	target	target	NOUN
fcis-15071	34	31	detection	detection	NOUN
fcis-15071	34	32	.	.	PUNCT
fcis-15071	35	1	region	region	NOUN
fcis-15071	35	2	,	,	PUNCT
fcis-15071	35	3	enhance	enhance	VERB
fcis-15071	35	4	the	the	DET
fcis-15071	35	5	sensitivity	sensitivity	NOUN
fcis-15071	35	6	of	of	ADP
fcis-15071	35	7	small	small	ADJ
fcis-15071	35	8	target	target	NOUN
fcis-15071	35	9	detection	detection	NOUN
fcis-15071	35	10	,	,	PUNCT
fcis-15071	35	11	and	and	CCONJ
fcis-15071	35	12	then	then	ADV
fcis-15071	35	13	adapt	adapt	VERB
fcis-15071	35	14	to	to	ADP
fcis-15071	35	15	targets	target	NOUN
fcis-15071	35	16	of	of	ADP
fcis-15071	35	17	different	different	ADJ
fcis-15071	35	18	scales	scale	NOUN
fcis-15071	35	19	.	.	PUNCT
fcis-15071	36	1	2	2	NUM
fcis-15071	36	2	since	since	SCONJ
fcis-15071	36	3	defective	defective	ADJ
fcis-15071	36	4	small	small	ADJ
fcis-15071	36	5	targets	target	NOUN
fcis-15071	36	6	are	be	AUX
fcis-15071	36	7	typically	typically	ADV
fcis-15071	36	8	small	small	ADJ
fcis-15071	36	9	in	in	ADP
fcis-15071	36	10	comparison	comparison	NOUN
fcis-15071	36	11	to	to	ADP
fcis-15071	36	12	the	the	DET
fcis-15071	36	13	entire	entire	ADJ
fcis-15071	36	14	image	image	NOUN
fcis-15071	36	15	,	,	PUNCT
fcis-15071	36	16	the	the	DET
fcis-15071	36	17	coordinate	coordinate	ADJ
fcis-15071	36	18	attention	attention	NOUN
fcis-15071	36	19	mechanism	mechanism	NOUN
fcis-15071	36	20	can	can	AUX
fcis-15071	36	21	adjust	adjust	VERB
fcis-15071	36	22	the	the	DET
fcis-15071	36	23	weight	weight	NOUN
fcis-15071	36	24	of	of	ADP
fcis-15071	36	25	attention	attention	NOUN
fcis-15071	36	26	adaptively	adaptively	ADV
fcis-15071	36	27	based	base	VERB
fcis-15071	36	28	on	on	ADP
fcis-15071	36	29	the	the	DET
fcis-15071	36	30	target	target	NOUN
fcis-15071	36	31	's	's	PART
fcis-15071	36	32	scale	scale	NOUN
fcis-15071	36	33	information	information	NOUN
fcis-15071	36	34	,	,	PUNCT
fcis-15071	36	35	allowing	allow	VERB
fcis-15071	36	36	the	the	DET
fcis-15071	36	37	model	model	NOUN
fcis-15071	36	38	to	to	PART
fcis-15071	36	39	adapt	adapt	VERB
fcis-15071	36	40	more	more	ADV
fcis-15071	36	41	effectively	effectively	ADV
fcis-15071	36	42	to	to	ADP
fcis-15071	36	43	defective	defective	ADJ
fcis-15071	36	44	small	small	ADJ
fcis-15071	36	45	targets	target	NOUN
fcis-15071	36	46	of	of	ADP
fcis-15071	36	47	different	different	ADJ
fcis-15071	36	48	scales	scale	NOUN
fcis-15071	36	49	.	.	PUNCT
fcis-15071	37	1	figure	figure	NOUN
fcis-15071	37	2	1	1	NUM
fcis-15071	37	3	.	.	PUNCT
fcis-15071	38	1	ca	can	AUX
fcis-15071	38	2	attention	attention	NOUN
fcis-15071	38	3	mechanism	mechanism	NOUN
fcis-15071	38	4	structure	structure	NOUN
fcis-15071	38	5	diagram	diagram	VERB
fcis-15071	38	6	the	the	DET
fcis-15071	38	7	structure	structure	NOUN
fcis-15071	38	8	of	of	ADP
fcis-15071	38	9	the	the	DET
fcis-15071	38	10	ca	ca	NOUN
fcis-15071	38	11	attention	attention	NOUN
fcis-15071	38	12	mechanism	mechanism	NOUN
fcis-15071	38	13	is	be	AUX
fcis-15071	38	14	shown	show	VERB
fcis-15071	38	15	in	in	ADP
fcis-15071	38	16	figure	figure	NOUN
fcis-15071	38	17	1	1	NUM
fcis-15071	38	18	,	,	PUNCT
fcis-15071	38	19	and	and	CCONJ
fcis-15071	38	20	the	the	DET
fcis-15071	38	21	ca	ca	NOUN
fcis-15071	38	22	module	module	NOUN
fcis-15071	38	23	process	process	NOUN
fcis-15071	38	24	consists	consist	VERB
fcis-15071	38	25	of	of	ADP
fcis-15071	38	26	the	the	DET
fcis-15071	38	27	following	follow	VERB
fcis-15071	38	28	two	two	NUM
fcis-15071	38	29	steps	step	NOUN
fcis-15071	38	30	:	:	PUNCT
fcis-15071	38	31	(	(	PUNCT
fcis-15071	38	32	1	1	X
fcis-15071	38	33	)	)	PUNCT
fcis-15071	38	34	coordinate	coordinate	NOUN
fcis-15071	38	35	information	information	NOUN
fcis-15071	38	36	embedding	embed	VERB
fcis-15071	38	37	the	the	DET
fcis-15071	38	38	use	use	NOUN
fcis-15071	38	39	of	of	ADP
fcis-15071	38	40	the	the	DET
fcis-15071	38	41	global	global	ADJ
fcis-15071	38	42	pooling	pooling	NOUN
fcis-15071	38	43	method	method	NOUN
fcis-15071	38	44	by	by	ADP
fcis-15071	38	45	the	the	DET
fcis-15071	38	46	channel	channel	NOUN
fcis-15071	38	47	attention	attention	NOUN
fcis-15071	38	48	modules	module	NOUN
fcis-15071	38	49	(	(	PUNCT
fcis-15071	38	50	senet	senet	NOUN
fcis-15071	38	51	,	,	PUNCT
fcis-15071	38	52	ecanet	ecanet	NOUN
fcis-15071	38	53	)	)	PUNCT
fcis-15071	38	54	in	in	ADP
fcis-15071	38	55	the	the	DET
fcis-15071	38	56	global	global	ADJ
fcis-15071	38	57	encoding	encoding	NOUN
fcis-15071	38	58	of	of	ADP
fcis-15071	38	59	spatial	spatial	ADJ
fcis-15071	38	60	information	information	NOUN
fcis-15071	38	61	will	will	AUX
fcis-15071	38	62	result	result	VERB
fcis-15071	38	63	in	in	ADP
fcis-15071	38	64	the	the	DET
fcis-15071	38	65	loss	loss	NOUN
fcis-15071	38	66	of	of	ADP
fcis-15071	38	67	location	location	NOUN
fcis-15071	38	68	information	information	NOUN
fcis-15071	38	69	.	.	PUNCT
fcis-15071	39	1	in	in	ADP
fcis-15071	39	2	order	order	NOUN
fcis-15071	39	3	to	to	PART
fcis-15071	39	4	solve	solve	VERB
fcis-15071	39	5	the	the	DET
fcis-15071	39	6	above	above	ADJ
fcis-15071	39	7	problem	problem	NOUN
fcis-15071	39	8	and	and	CCONJ
fcis-15071	39	9	enhance	enhance	VERB
fcis-15071	39	10	the	the	DET
fcis-15071	39	11	ability	ability	NOUN
fcis-15071	39	12	to	to	PART
fcis-15071	39	13	capture	capture	VERB
fcis-15071	39	14	location	location	NOUN
fcis-15071	39	15	information	information	NOUN
fcis-15071	39	16	,	,	PUNCT
fcis-15071	39	17	global	global	ADJ
fcis-15071	39	18	pooling	pooling	NOUN
fcis-15071	39	19	is	be	AUX
fcis-15071	39	20	differentiated	differentiate	VERB
fcis-15071	39	21	with	with	ADP
fcis-15071	39	22	reference	reference	NOUN
fcis-15071	39	23	to	to	ADP
fcis-15071	39	24	equation	equation	NOUN
fcis-15071	39	25	1	1	NUM
fcis-15071	39	26	and	and	CCONJ
fcis-15071	39	27	transformed	transform	VERB
fcis-15071	39	28	into	into	ADP
fcis-15071	39	29	a	a	DET
fcis-15071	39	30	coding	code	VERB
fcis-15071	39	31	operation	operation	NOUN
fcis-15071	39	32	in	in	ADP
fcis-15071	39	33	the	the	DET
fcis-15071	39	34	form	form	NOUN
fcis-15071	39	35	of	of	ADP
fcis-15071	39	36	one	one	NUM
fcis-15071	39	37	-	-	PUNCT
fcis-15071	39	38	dimensional	dimensional	ADJ
fcis-15071	39	39	features	feature	NOUN
fcis-15071	39	40	:	:	PUNCT
fcis-15071	39	41			NOUN
fcis-15071	39	42			SYM
fcis-15071	39	43	1	1	NUM
fcis-15071	39	44	1	1	NUM
fcis-15071	39	45	1	1	NUM
fcis-15071	39	46	z	z	NOUN
fcis-15071	39	47	,	,	PUNCT
fcis-15071	39	48	×	×	PROPN
fcis-15071	39	49	h	h	NOUN
fcis-15071	40	1	w	w	NOUN
fcis-15071	40	2	c	c	NOUN
fcis-15071	41	1	c	c	NOUN
fcis-15071	42	1	i	i	PRON
fcis-15071	42	2	j	j	NOUN
fcis-15071	42	3	x	x	VERB
fcis-15071	43	1	i	i	PRON
fcis-15071	43	2	j	j	PROPN
fcis-15071	44	1	h	h	NOUN
fcis-15071	44	2	w	w	PROPN
fcis-15071	45	1			PROPN
fcis-15071	46	1			NUM
fcis-15071	47	1			NOUN
fcis-15071	47	2			X
fcis-15071	47	3			X
fcis-15071	47	4	(	(	PUNCT
fcis-15071	47	5	1	1	X
fcis-15071	47	6	)	)	PUNCT
fcis-15071	47	7	precisely	precisely	ADV
fcis-15071	47	8	,	,	PUNCT
fcis-15071	47	9	a	a	DET
fcis-15071	47	10	pooling	pool	VERB
fcis-15071	47	11	kernel	kernel	NOUN
fcis-15071	47	12	of	of	ADP
fcis-15071	47	13	size	size	NOUN
fcis-15071	47	14	(	(	PUNCT
fcis-15071	47	15	h	h	NOUN
fcis-15071	47	16	,	,	PUNCT
fcis-15071	47	17	1	1	NUM
fcis-15071	47	18	)	)	PUNCT
fcis-15071	47	19	or	or	CCONJ
fcis-15071	47	20	(	(	PUNCT
fcis-15071	47	21	1	1	NUM
fcis-15071	47	22	,	,	PUNCT
fcis-15071	47	23	w	w	NOUN
fcis-15071	47	24	)	)	PUNCT
fcis-15071	47	25	is	be	AUX
fcis-15071	47	26	employed	employ	VERB
fcis-15071	47	27	to	to	PART
fcis-15071	47	28	encode	encode	VERB
fcis-15071	47	29	the	the	DET
fcis-15071	47	30	channel	channel	NOUN
fcis-15071	47	31	along	along	ADP
fcis-15071	47	32	the	the	DET
fcis-15071	47	33	x	x	NOUN
fcis-15071	47	34	-	-	NOUN
fcis-15071	47	35	axis	axis	ADJ
fcis-15071	47	36	and	and	CCONJ
fcis-15071	47	37	y	y	NOUN
fcis-15071	47	38	-	-	PUNCT
fcis-15071	47	39	axis	axis	NOUN
fcis-15071	47	40	for	for	ADP
fcis-15071	47	41	a	a	DET
fcis-15071	47	42	given	give	VERB
fcis-15071	47	43	input	input	NOUN
fcis-15071	47	44	.	.	PUNCT
fcis-15071	48	1	this	this	DET
fcis-15071	48	2	encoding	encoding	NOUN
fcis-15071	48	3	enables	enable	VERB
fcis-15071	48	4	the	the	DET
fcis-15071	48	5	expression	expression	NOUN
fcis-15071	48	6	of	of	ADP
fcis-15071	48	7	the	the	DET
fcis-15071	48	8	output	output	NOUN
fcis-15071	48	9	of	of	ADP
fcis-15071	48	10	the	the	DET
fcis-15071	48	11	first	first	ADJ
fcis-15071	48	12	c	c	NOUN
fcis-15071	48	13	channels	channel	NOUN
fcis-15071	48	14	at	at	ADP
fcis-15071	48	15	height	height	NOUN
fcis-15071	48	16	h	h	NOUN
fcis-15071	48	17	as	as	ADP
fcis-15071	48	18	equation	equation	NOUN
fcis-15071	48	19	2	2	NUM
fcis-15071	48	20	.	.	PUNCT
fcis-15071	49	1			NOUN
fcis-15071	49	2			SYM
fcis-15071	49	3			NOUN
fcis-15071	49	4			PROPN
fcis-15071	49	5	0	0	NUM
fcis-15071	49	6	1	1	NUM
fcis-15071	49	7	,	,	PUNCT
fcis-15071	49	8	h	h	NOUN
fcis-15071	50	1	c	c	NOUN
fcis-15071	50	2	c	c	NOUN
fcis-15071	51	1	i	i	PRON
fcis-15071	51	2	w	w	PROPN
fcis-15071	51	3	z	z	NOUN
fcis-15071	51	4	h	h	NOUN
fcis-15071	52	1	x	x	PUNCT
fcis-15071	52	2	h	h	NOUN
fcis-15071	53	1	i	i	NOUN
fcis-15071	53	2	w	w	VERB
fcis-15071	53	3			NOUN
fcis-15071	53	4			PROPN
fcis-15071	54	1			NUM
fcis-15071	54	2			X
fcis-15071	54	3	(	(	PUNCT
fcis-15071	54	4	2	2	X
fcis-15071	54	5	)	)	PUNCT
fcis-15071	54	6	likewise	likewise	ADV
fcis-15071	54	7	,	,	PUNCT
fcis-15071	54	8	equation	equation	NOUN
fcis-15071	54	9	3	3	NUM
fcis-15071	54	10	describes	describe	VERB
fcis-15071	54	11	the	the	DET
fcis-15071	54	12	output	output	NOUN
fcis-15071	54	13	of	of	ADP
fcis-15071	54	14	the	the	DET
fcis-15071	54	15	first	first	PROPN
fcis-15071	54	16	c	c	PROPN
fcis-15071	54	17	channel	channel	NOUN
fcis-15071	54	18	with	with	ADP
fcis-15071	54	19	a	a	DET
fcis-15071	54	20	width	width	NOUN
fcis-15071	54	21	of	of	ADP
fcis-15071	54	22	w.	w.	PROPN
fcis-15071	54	23			NOUN
fcis-15071	54	24			PROPN
fcis-15071	54	25			NOUN
fcis-15071	54	26			PROPN
fcis-15071	54	27	0	0	NUM
fcis-15071	54	28	1	1	NUM
fcis-15071	54	29	,	,	PUNCT
fcis-15071	54	30	w	w	NOUN
fcis-15071	54	31	c	c	NOUN
fcis-15071	54	32	c	c	PROPN
fcis-15071	54	33	j	j	PROPN
fcis-15071	54	34	h	h	PROPN
fcis-15071	55	1	z	z	PROPN
fcis-15071	55	2	w	w	PROPN
fcis-15071	55	3	x	x	X
fcis-15071	55	4	j	j	PROPN
fcis-15071	55	5	w	w	PROPN
fcis-15071	55	6	h	h	PROPN
fcis-15071	55	7			NOUN
fcis-15071	55	8			PROPN
fcis-15071	56	1			NUM
fcis-15071	56	2			X
fcis-15071	56	3	(	(	PUNCT
fcis-15071	56	4	3	3	X
fcis-15071	56	5	)	)	PUNCT
fcis-15071	56	6	the	the	DET
fcis-15071	56	7	aforementioned	aforementioned	ADJ
fcis-15071	56	8	transformations	transformation	NOUN
fcis-15071	56	9	aggregate	aggregate	VERB
fcis-15071	56	10	features	feature	NOUN
fcis-15071	56	11	in	in	ADP
fcis-15071	56	12	the	the	DET
fcis-15071	56	13	horizontal	horizontal	ADJ
fcis-15071	56	14	and	and	CCONJ
fcis-15071	56	15	vertical	vertical	ADJ
fcis-15071	56	16	spatial	spatial	ADJ
fcis-15071	56	17	directions	direction	NOUN
fcis-15071	56	18	,	,	PUNCT
fcis-15071	56	19	respectively	respectively	ADV
fcis-15071	56	20	.	.	PUNCT
fcis-15071	57	1	the	the	DET
fcis-15071	57	2	resultant	resultant	NOUN
fcis-15071	57	3	feature	feature	NOUN
fcis-15071	57	4	maps	map	NOUN
fcis-15071	57	5	are	be	AUX
fcis-15071	57	6	cognizant	cognizant	ADJ
fcis-15071	57	7	of	of	ADP
fcis-15071	57	8	orientation	orientation	NOUN
fcis-15071	57	9	and	and	CCONJ
fcis-15071	57	10	assist	assist	VERB
fcis-15071	57	11	the	the	DET
fcis-15071	57	12	network	network	NOUN
fcis-15071	57	13	model	model	NOUN
fcis-15071	57	14	in	in	ADP
fcis-15071	57	15	identifying	identify	VERB
fcis-15071	57	16	the	the	DET
fcis-15071	57	17	specific	specific	ADJ
fcis-15071	57	18	area	area	NOUN
fcis-15071	57	19	of	of	ADP
fcis-15071	57	20	interest	interest	NOUN
fcis-15071	57	21	within	within	ADP
fcis-15071	57	22	the	the	DET
fcis-15071	57	23	input	input	NOUN
fcis-15071	57	24	image	image	NOUN
fcis-15071	57	25	.	.	PUNCT
fcis-15071	58	1	(	(	PUNCT
fcis-15071	58	2	2	2	X
fcis-15071	58	3	)	)	PUNCT
fcis-15071	58	4	coordinate	coordinate	NOUN
fcis-15071	58	5	attention	attention	NOUN
fcis-15071	58	6	generation	generation	NOUN
fcis-15071	58	7	a	a	DET
fcis-15071	58	8	second	second	ADJ
fcis-15071	58	9	alteration	alteration	NOUN
fcis-15071	58	10	is	be	AUX
fcis-15071	58	11	performed	perform	VERB
fcis-15071	58	12	on	on	ADP
fcis-15071	58	13	the	the	DET
fcis-15071	58	14	characteristics	characteristic	NOUN
fcis-15071	58	15	produced	produce	VERB
fcis-15071	58	16	by	by	ADP
fcis-15071	58	17	coordinate	coordinate	NOUN
fcis-15071	58	18	information	information	NOUN
fcis-15071	58	19	embedding	embed	VERB
fcis-15071	58	20	;	;	PUNCT
fcis-15071	58	21	this	this	DET
fcis-15071	58	22	operation	operation	NOUN
fcis-15071	58	23	is	be	AUX
fcis-15071	58	24	known	know	VERB
fcis-15071	58	25	as	as	ADP
fcis-15071	58	26	coordinate	coordinate	ADJ
fcis-15071	58	27	attention	attention	NOUN
fcis-15071	58	28	generation	generation	NOUN
fcis-15071	58	29	.	.	PUNCT
fcis-15071	59	1	following	follow	VERB
fcis-15071	59	2	the	the	DET
fcis-15071	59	3	information	information	NOUN
fcis-15071	59	4	embedding	embed	VERB
fcis-15071	59	5	operation	operation	NOUN
fcis-15071	59	6	to	to	PART
fcis-15071	59	7	convert	convert	VERB
fcis-15071	59	8	the	the	DET
fcis-15071	59	9	features	feature	NOUN
fcis-15071	59	10	,	,	PUNCT
fcis-15071	59	11	the	the	DET
fcis-15071	59	12	concatenate	concatenate	NOUN
fcis-15071	59	13	operation	operation	NOUN
fcis-15071	59	14	will	will	AUX
fcis-15071	59	15	be	be	AUX
fcis-15071	59	16	executed	execute	VERB
fcis-15071	59	17	in	in	ADP
fcis-15071	59	18	this	this	DET
fcis-15071	59	19	section	section	NOUN
fcis-15071	59	20	.	.	PUNCT
fcis-15071	60	1	subsequently	subsequently	ADV
fcis-15071	60	2	,	,	PUNCT
fcis-15071	60	3	the	the	DET
fcis-15071	60	4	conv	conv	NOUN
fcis-15071	60	5	transforms	transform	VERB
fcis-15071	60	6	function	function	NOUN
fcis-15071	60	7	f1	f1	NOUN
fcis-15071	60	8	(	(	PUNCT
fcis-15071	60	9	with	with	ADP
fcis-15071	60	10	a	a	DET
fcis-15071	60	11	size	size	NOUN
fcis-15071	60	12	of	of	ADP
fcis-15071	60	13	1×1	1×1	NUM
fcis-15071	60	14	)	)	PUNCT
fcis-15071	60	15	will	will	AUX
fcis-15071	60	16	be	be	AUX
fcis-15071	60	17	employed	employ	VERB
fcis-15071	60	18	to	to	PART
fcis-15071	60	19	execute	execute	VERB
fcis-15071	60	20	the	the	DET
fcis-15071	60	21	subsequent	subsequent	ADJ
fcis-15071	60	22	operation	operation	NOUN
fcis-15071	60	23	on	on	ADP
fcis-15071	60	24	the	the	DET
fcis-15071	60	25	features	feature	NOUN
fcis-15071	60	26	:	:	PUNCT
fcis-15071	60	27			PROPN
fcis-15071	60	28			PROPN
fcis-15071	60	29	1	1	INTJ
fcis-15071	60	30	,	,	PUNCT
fcis-15071	61	1	h	h	NOUN
fcis-15071	61	2	wf	wf	PROPN
fcis-15071	61	3	f	f	PROPN
fcis-15071	61	4	z	z	PROPN
fcis-15071	61	5	z	z	PROPN
fcis-15071	62	1			PROPN
fcis-15071	62	2			PROPN
fcis-15071	62	3			VERB
fcis-15071	62	4			PROPN
fcis-15071	62	5	(	(	PUNCT
fcis-15071	62	6	4	4	NUM
fcis-15071	62	7	)	)	PUNCT
fcis-15071	62	8	equation	equation	NOUN
fcis-15071	62	9	4	4	NUM
fcis-15071	62	10	,	,	PUNCT
fcis-15071	62	11			ADJ
fcis-15071	62	12	,	,	ADJ
fcis-15071	62	13			PROPN
fcis-15071	62	14	represents	represent	VERB
fcis-15071	62	15	the	the	DET
fcis-15071	62	16	concatenate	concatenate	NOUN
fcis-15071	62	17	operation	operation	NOUN
fcis-15071	62	18	of	of	ADP
fcis-15071	62	19	feature	feature	NOUN
fcis-15071	62	20	information	information	NOUN
fcis-15071	62	21	along	along	ADP
fcis-15071	62	22	the	the	DET
fcis-15071	62	23	spatial	spatial	ADJ
fcis-15071	62	24	dimension	dimension	NOUN
fcis-15071	62	25	,	,	PUNCT
fcis-15071	62	26			NUM
fcis-15071	62	27	represents	represent	VERB
fcis-15071	62	28	the	the	DET
fcis-15071	62	29	nonlinear	nonlinear	ADJ
fcis-15071	62	30	activation	activation	NOUN
fcis-15071	62	31	function	function	NOUN
fcis-15071	62	32	,	,	PUNCT
fcis-15071	62	33	and	and	CCONJ
fcis-15071	62	34	f	f	PROPN
fcis-15071	62	35	represents	represent	VERB
fcis-15071	62	36	the	the	DET
fcis-15071	62	37	intermediate	intermediate	ADJ
fcis-15071	62	38	feature	feature	NOUN
fcis-15071	62	39	map	map	NOUN
fcis-15071	62	40	that	that	PRON
fcis-15071	62	41	encodes	encode	VERB
fcis-15071	62	42	spatial	spatial	ADJ
fcis-15071	62	43	information	information	NOUN
fcis-15071	62	44	in	in	ADP
fcis-15071	62	45	both	both	CCONJ
fcis-15071	62	46	horizontal	horizontal	ADJ
fcis-15071	62	47	and	and	CCONJ
fcis-15071	62	48	vertical	vertical	ADJ
fcis-15071	62	49	directions	direction	NOUN
fcis-15071	62	50	.	.	PUNCT
fcis-15071	63	1	r	r	NOUN
fcis-15071	63	2	is	be	AUX
fcis-15071	63	3	used	use	VERB
fcis-15071	63	4	to	to	PART
fcis-15071	63	5	control	control	VERB
fcis-15071	63	6	the	the	DET
fcis-15071	63	7	reduction	reduction	NOUN
fcis-15071	63	8	rate	rate	NOUN
fcis-15071	63	9	of	of	ADP
fcis-15071	63	10	se	se	PROPN
fcis-15071	63	11	module	module	NOUN
fcis-15071	63	12	size	size	NOUN
fcis-15071	63	13	.	.	PUNCT
fcis-15071	64	1	next	next	ADV
fcis-15071	64	2	,	,	PUNCT
fcis-15071	64	3	f	f	PROPN
fcis-15071	64	4	is	be	AUX
fcis-15071	64	5	divided	divide	VERB
fcis-15071	64	6	into	into	ADP
fcis-15071	64	7	/	/	SYM
fcis-15071	64	8	*	*	NOUN
fcis-15071	64	9	h	h	NOUN
fcis-15071	65	1	c	c	NOUN
fcis-15071	65	2	r	r	NOUN
fcis-15071	65	3	hf	hf	NOUN
fcis-15071	65	4	r	r	ADJ
fcis-15071	65	5	and	and	CCONJ
fcis-15071	65	6	/	/	SYM
fcis-15071	66	1	*	*	PUNCT
fcis-15071	66	2	w	w	NOUN
fcis-15071	66	3	c	c	NOUN
fcis-15071	66	4	r	r	NOUN
fcis-15071	66	5	hf	hf	NOUN
fcis-15071	66	6	r	r	PROPN
fcis-15071	66	7	according	accord	VERB
fcis-15071	66	8	to	to	ADP
fcis-15071	66	9	the	the	DET
fcis-15071	66	10	spatial	spatial	ADJ
fcis-15071	66	11	dimension	dimension	NOUN
fcis-15071	66	12	.	.	PUNCT
fcis-15071	67	1	finally	finally	ADV
fcis-15071	67	2	,	,	PUNCT
fcis-15071	67	3	two	two	NUM
fcis-15071	67	4	1×1	1×1	ADJ
fcis-15071	67	5	convolution	convolution	NOUN
fcis-15071	67	6	transformations	transformation	NOUN
fcis-15071	67	7	hf	hf	NOUN
fcis-15071	67	8	and	and	CCONJ
fcis-15071	67	9	wf	wf	PROPN
fcis-15071	67	10	are	be	AUX
fcis-15071	67	11	used	use	VERB
fcis-15071	67	12	to	to	PART
fcis-15071	67	13	transform	transform	VERB
fcis-15071	67	14	hf	hf	ADV
fcis-15071	67	15	and	and	CCONJ
fcis-15071	67	16	wf	wf	PROPN
fcis-15071	67	17	respectively	respectively	ADV
fcis-15071	67	18	into	into	ADP
fcis-15071	67	19	tensors	tensor	NOUN
fcis-15071	67	20	with	with	ADP
fcis-15071	67	21	the	the	DET
fcis-15071	67	22	same	same	ADJ
fcis-15071	67	23	number	number	NOUN
fcis-15071	67	24	of	of	ADP
fcis-15071	67	25	channels	channel	NOUN
fcis-15071	67	26	and	and	CCONJ
fcis-15071	67	27	input	input	VERB
fcis-15071	67	28	them	they	PRON
fcis-15071	67	29	to	to	ADP
fcis-15071	67	30	x	x	PRON
fcis-15071	67	31	,	,	PUNCT
fcis-15071	67	32	resulting	result	VERB
fcis-15071	67	33	in	in	ADP
fcis-15071	67	34	formulas	formula	NOUN
fcis-15071	67	35	5	5	NUM
fcis-15071	67	36	and	and	CCONJ
fcis-15071	67	37	6	6	NUM
fcis-15071	67	38	:	:	PUNCT
fcis-15071	67	39			PROPN
fcis-15071	67	40			NOUN
fcis-15071	67	41	h	h	PROPN
fcis-15071	68	1	h	h	NOUN
fcis-15071	68	2	hg	hg	NOUN
fcis-15071	68	3	f	f	PROPN
fcis-15071	68	4	f	f	VERB
fcis-15071	68	5	(	(	PUNCT
fcis-15071	68	6	5	5	NUM
fcis-15071	68	7	)	)	PUNCT
fcis-15071	68	8			NOUN
fcis-15071	68	9			NOUN
fcis-15071	68	10	w	w	X
fcis-15071	69	1	w	w	PROPN
fcis-15071	69	2	wg	wg	PROPN
fcis-15071	69	3	f	f	PROPN
fcis-15071	69	4	f	f	NOUN
fcis-15071	69	5	(	(	PUNCT
fcis-15071	69	6	6	6	NUM
fcis-15071	69	7	)	)	PUNCT
fcis-15071	69	8	equation	equation	NOUN
fcis-15071	69	9	5	5	NUM
fcis-15071	69	10	and	and	CCONJ
fcis-15071	69	11	equation	equation	NOUN
fcis-15071	69	12	6	6	NUM
fcis-15071	69	13	,	,	PUNCT
fcis-15071	69	14			PROPN
fcis-15071	69	15	represents	represent	VERB
fcis-15071	69	16	the	the	DET
fcis-15071	69	17	sigmoid	sigmoid	NOUN
fcis-15071	69	18	activation	activation	NOUN
fcis-15071	69	19	function	function	NOUN
fcis-15071	69	20	.	.	PUNCT
fcis-15071	70	1	in	in	ADP
fcis-15071	70	2	order	order	NOUN
fcis-15071	70	3	to	to	PART
fcis-15071	70	4	further	far	ADV
fcis-15071	70	5	reduce	reduce	VERB
fcis-15071	70	6	the	the	DET
fcis-15071	70	7	weight	weight	NOUN
fcis-15071	70	8	of	of	ADP
fcis-15071	70	9	the	the	DET
fcis-15071	70	10	model	model	NOUN
fcis-15071	70	11	,	,	PUNCT
fcis-15071	70	12	an	an	DET
fcis-15071	70	13	appropriate	appropriate	ADJ
fcis-15071	70	14	reduction	reduction	NOUN
fcis-15071	70	15	ratio	ratio	NOUN
fcis-15071	70	16	of	of	ADP
fcis-15071	70	17	r	r	NOUN
fcis-15071	70	18	is	be	AUX
fcis-15071	70	19	selected	select	VERB
fcis-15071	70	20	to	to	PART
fcis-15071	70	21	reduce	reduce	VERB
fcis-15071	70	22	the	the	DET
fcis-15071	70	23	number	number	NOUN
fcis-15071	70	24	of	of	ADP
fcis-15071	70	25	channels	channel	NOUN
fcis-15071	70	26	to	to	ADP
fcis-15071	70	27	f	f	PROPN
fcis-15071	70	28	,	,	PUNCT
fcis-15071	70	29	and	and	CCONJ
fcis-15071	70	30	then	then	ADV
fcis-15071	70	31	the	the	DET
fcis-15071	70	32	outputs	output	NOUN
fcis-15071	70	33	hg	hg	PROPN
fcis-15071	70	34	and	and	CCONJ
fcis-15071	70	35	wg	wg	PROPN
fcis-15071	70	36	are	be	AUX
fcis-15071	70	37	expanded	expand	VERB
fcis-15071	70	38	respectively	respectively	ADV
fcis-15071	70	39	and	and	CCONJ
fcis-15071	70	40	used	use	VERB
fcis-15071	70	41	as	as	ADP
fcis-15071	70	42	attention	attention	NOUN
fcis-15071	70	43	weights	weight	NOUN
fcis-15071	70	44	.	.	PUNCT
fcis-15071	71	1	to	to	PART
fcis-15071	71	2	sum	sum	VERB
fcis-15071	71	3	up	up	ADP
fcis-15071	71	4	,	,	PUNCT
fcis-15071	71	5	the	the	DET
fcis-15071	71	6	output	output	NOUN
fcis-15071	71	7	y	y	PROPN
fcis-15071	71	8	of	of	ADP
fcis-15071	71	9	the	the	DET
fcis-15071	71	10	ca	ca	NOUN
fcis-15071	71	11	module	module	NOUN
fcis-15071	71	12	can	can	AUX
fcis-15071	71	13	be	be	AUX
fcis-15071	71	14	expressed	express	VERB
fcis-15071	71	15	as	as	ADP
fcis-15071	71	16	:	:	PUNCT
fcis-15071	71	17			NOUN
fcis-15071	71	18			PROPN
fcis-15071	71	19			NOUN
fcis-15071	71	20			SYM
fcis-15071	71	21			NOUN
fcis-15071	71	22			PUNCT
fcis-15071	71	23			PROPN
fcis-15071	71	24			PROPN
fcis-15071	71	25	,	,	PUNCT
fcis-15071	71	26	,	,	PUNCT
fcis-15071	71	27	h	h	PROPN
fcis-15071	72	1	w	w	NOUN
fcis-15071	72	2	c	c	NOUN
fcis-15071	72	3	c	c	NOUN
fcis-15071	73	1	c	c	NOUN
fcis-15071	73	2	cy	cy	INTJ
fcis-15071	73	3	i	i	PRON
fcis-15071	73	4	j	j	NOUN
fcis-15071	73	5	x	x	VERB
fcis-15071	74	1	i	i	PRON
fcis-15071	74	2	j	j	NOUN
fcis-15071	75	1	g	g	NOUN
fcis-15071	75	2	i	i	PRON
fcis-15071	75	3	g	g	PROPN
fcis-15071	75	4	j	j	PROPN
fcis-15071	75	5			PROPN
fcis-15071	75	6			PROPN
fcis-15071	75	7	(	(	PUNCT
fcis-15071	75	8	7	7	NUM
fcis-15071	75	9	)	)	PUNCT
fcis-15071	75	10	by	by	ADP
fcis-15071	75	11	applying	apply	VERB
fcis-15071	75	12	horizontal	horizontal	ADJ
fcis-15071	75	13	and	and	CCONJ
fcis-15071	75	14	vertical	vertical	ADJ
fcis-15071	75	15	attention	attention	NOUN
fcis-15071	75	16	to	to	ADP
fcis-15071	75	17	the	the	DET
fcis-15071	75	18	input	input	NOUN
fcis-15071	75	19	tensor	tensor	NOUN
fcis-15071	75	20	via	via	ADP
fcis-15071	75	21	the	the	DET
fcis-15071	75	22	ca	ca	NOUN
fcis-15071	75	23	module	module	NOUN
fcis-15071	75	24	,	,	PUNCT
fcis-15071	75	25	it	it	PRON
fcis-15071	75	26	is	be	AUX
fcis-15071	75	27	possible	possible	ADJ
fcis-15071	75	28	to	to	PART
fcis-15071	75	29	verify	verify	VERB
fcis-15071	75	30	that	that	SCONJ
fcis-15071	75	31	every	every	DET
fcis-15071	75	32	element	element	NOUN
fcis-15071	75	33	in	in	ADP
fcis-15071	75	34	both	both	DET
fcis-15071	75	35	feature	feature	NOUN
fcis-15071	75	36	representations	representation	NOUN
fcis-15071	75	37	is	be	AUX
fcis-15071	75	38	present	present	ADJ
fcis-15071	75	39	inside	inside	ADP
fcis-15071	75	40	the	the	DET
fcis-15071	75	41	region	region	NOUN
fcis-15071	75	42	of	of	ADP
fcis-15071	75	43	interest	interest	NOUN
fcis-15071	75	44	.	.	PUNCT
fcis-15071	76	1	by	by	ADP
fcis-15071	76	2	employing	employ	VERB
fcis-15071	76	3	this	this	DET
fcis-15071	76	4	mode	mode	NOUN
fcis-15071	76	5	of	of	ADP
fcis-15071	76	6	operation	operation	NOUN
fcis-15071	76	7	,	,	PUNCT
fcis-15071	76	8	the	the	DET
fcis-15071	76	9	ca	ca	NOUN
fcis-15071	76	10	module	module	NOUN
fcis-15071	76	11	is	be	AUX
fcis-15071	76	12	capable	capable	ADJ
fcis-15071	76	13	of	of	ADP
fcis-15071	76	14	precisely	precisely	ADV
fcis-15071	76	15	determining	determine	VERB
fcis-15071	76	16	the	the	DET
fcis-15071	76	17	positions	position	NOUN
fcis-15071	76	18	of	of	ADP
fcis-15071	76	19	the	the	DET
fcis-15071	76	20	effective	effective	ADJ
fcis-15071	76	21	features	feature	NOUN
fcis-15071	76	22	,	,	PUNCT
fcis-15071	76	23	thereby	thereby	ADV
fcis-15071	76	24	facilitating	facilitate	VERB
fcis-15071	76	25	the	the	DET
fcis-15071	76	26	precise	precise	ADJ
fcis-15071	76	27	detection	detection	NOUN
fcis-15071	76	28	of	of	ADP
fcis-15071	76	29	a	a	DET
fcis-15071	76	30	wide	wide	ADJ
fcis-15071	76	31	range	range	NOUN
fcis-15071	76	32	of	of	ADP
fcis-15071	76	33	flaws	flaw	NOUN
fcis-15071	76	34	on	on	ADP
fcis-15071	76	35	pcb	pcb	NOUN
fcis-15071	76	36	boards	board	NOUN
fcis-15071	76	37	.	.	PUNCT
fcis-15071	77	1	2.2	2.2	NUM
fcis-15071	77	2	.	.	PUNCT
fcis-15071	77	3	introduction	introduction	NOUN
fcis-15071	77	4	to	to	ADP
fcis-15071	77	5	the	the	DET
fcis-15071	77	6	yolov8	yolov8	NOUN
fcis-15071	77	7	model	model	NOUN
fcis-15071	77	8	as	as	ADP
fcis-15071	77	9	one	one	NUM
fcis-15071	77	10	of	of	ADP
fcis-15071	77	11	the	the	DET
fcis-15071	77	12	traditional	traditional	ADJ
fcis-15071	77	13	single	single	ADJ
fcis-15071	77	14	-	-	PUNCT
fcis-15071	77	15	stage	stage	NOUN
fcis-15071	77	16	detection	detection	NOUN
fcis-15071	77	17	methods	method	NOUN
fcis-15071	77	18	,	,	PUNCT
fcis-15071	77	19	the	the	DET
fcis-15071	77	20	yolo	yolo	ADJ
fcis-15071	77	21	algorithm	algorithm	NOUN
fcis-15071	77	22	has	have	AUX
fcis-15071	77	23	been	be	AUX
fcis-15071	77	24	enhanced	enhance	VERB
fcis-15071	77	25	to	to	ADP
fcis-15071	77	26	yolov8	yolov8	PROPN
fcis-15071	77	27	.	.	PUNCT
fcis-15071	78	1	this	this	DET
fcis-15071	78	2	work	work	NOUN
fcis-15071	78	3	presents	present	VERB
fcis-15071	78	4	an	an	DET
fcis-15071	78	5	enhanced	enhanced	ADJ
fcis-15071	78	6	approach	approach	NOUN
fcis-15071	78	7	for	for	ADP
fcis-15071	78	8	yolov8s	yolov8	NOUN
fcis-15071	78	9	that	that	PRON
fcis-15071	78	10	eliminates	eliminate	VERB
fcis-15071	78	11	the	the	DET
fcis-15071	78	12	need	need	NOUN
fcis-15071	78	13	for	for	ADP
fcis-15071	78	14	model	model	NOUN
fcis-15071	78	15	size	size	NOUN
fcis-15071	78	16	,	,	PUNCT
fcis-15071	78	17	computation	computation	NOUN
fcis-15071	78	18	,	,	PUNCT
fcis-15071	78	19	and	and	CCONJ
fcis-15071	78	20	parameter	parameter	NOUN
fcis-15071	78	21	counts	count	NOUN
fcis-15071	78	22	while	while	SCONJ
fcis-15071	78	23	simultaneously	simultaneously	ADV
fcis-15071	78	24	improving	improve	VERB
fcis-15071	78	25	detection	detection	NOUN
fcis-15071	78	26	accuracy	accuracy	NOUN
fcis-15071	78	27	.	.	PUNCT
fcis-15071	79	1	the	the	DET
fcis-15071	79	2	components	component	NOUN
fcis-15071	79	3	of	of	ADP
fcis-15071	79	4	the	the	DET
fcis-15071	79	5	network	network	NOUN
fcis-15071	79	6	are	be	AUX
fcis-15071	79	7	illustrated	illustrate	VERB
fcis-15071	79	8	in	in	ADP
fcis-15071	79	9	figure	figure	NOUN
fcis-15071	79	10	2	2	NUM
fcis-15071	79	11	,	,	PUNCT
fcis-15071	79	12	utilizing	utilize	VERB
fcis-15071	79	13	the	the	DET
fcis-15071	79	14	structure	structure	NOUN
fcis-15071	79	15	of	of	ADP
fcis-15071	79	16	yolov8	yolov8	NOUN
fcis-15071	79	17	as	as	ADP
fcis-15071	79	18	a	a	DET
fcis-15071	79	19	case	case	NOUN
fcis-15071	79	20	study	study	NOUN
fcis-15071	79	21	.	.	PUNCT
fcis-15071	80	1	the	the	DET
fcis-15071	80	2	backbone	backbone	NOUN
fcis-15071	80	3	network	network	NOUN
fcis-15071	80	4	comprises	comprise	VERB
fcis-15071	80	5	the	the	DET
fcis-15071	80	6	cbs	cbs	PROPN
fcis-15071	80	7	,	,	PUNCT
fcis-15071	80	8	c2f	c2f	PROPN
fcis-15071	80	9	,	,	PUNCT
fcis-15071	80	10	and	and	CCONJ
fcis-15071	80	11	sppf	sppf	ADJ
fcis-15071	80	12	modules	module	NOUN
fcis-15071	80	13	,	,	PUNCT
fcis-15071	80	14	employing	employ	VERB
fcis-15071	80	15	the	the	DET
fcis-15071	80	16	same	same	ADJ
fcis-15071	80	17	concept	concept	NOUN
fcis-15071	80	18	as	as	ADP
fcis-15071	80	19	csp	csp	PROPN
fcis-15071	80	20	.	.	PROPN
fcis-15071	80	21	however	however	ADV
fcis-15071	80	22	,	,	PUNCT
fcis-15071	80	23	the	the	DET
fcis-15071	80	24	neck	neck	NOUN
fcis-15071	80	25	network	network	NOUN
fcis-15071	80	26	of	of	ADP
fcis-15071	80	27	the	the	DET
fcis-15071	80	28	backbone	backbone	NOUN
fcis-15071	80	29	network	network	NOUN
fcis-15071	80	30	adheres	adhere	VERB
fcis-15071	80	31	to	to	ADP
fcis-15071	80	32	the	the	DET
fcis-15071	80	33	elan	elan	PROPN
fcis-15071	80	34	structure	structure	NOUN
fcis-15071	80	35	design	design	NOUN
fcis-15071	80	36	principle	principle	NOUN
fcis-15071	80	37	of	of	ADP
fcis-15071	80	38	yolov7	yolov7	NOUN
fcis-15071	80	39	and	and	CCONJ
fcis-15071	80	40	substitutes	substitute	VERB
fcis-15071	80	41	the	the	DET
fcis-15071	80	42	c3	c3	PROPN
fcis-15071	80	43	module	module	NOUN
fcis-15071	80	44	in	in	ADP
fcis-15071	80	45	yolov5	yolov5	NOUN
fcis-15071	80	46	with	with	ADP
fcis-15071	80	47	the	the	DET
fcis-15071	80	48	c2f	c2f	NOUN
fcis-15071	80	49	structure	structure	NOUN
fcis-15071	80	50	,	,	PUNCT
fcis-15071	80	51	which	which	PRON
fcis-15071	80	52	features	feature	VERB
fcis-15071	80	53	a	a	DET
fcis-15071	80	54	more	more	ADV
fcis-15071	80	55	pronounced	pronounced	ADJ
fcis-15071	80	56	gradient	gradient	ADJ
fcis-15071	80	57	flow	flow	NOUN
fcis-15071	80	58	.	.	PUNCT
fcis-15071	81	1	this	this	DET
fcis-15071	81	2	modification	modification	NOUN
fcis-15071	81	3	enhances	enhance	VERB
fcis-15071	81	4	the	the	DET
fcis-15071	81	5	convolutional	convolutional	ADJ
fcis-15071	81	6	neural	neural	ADJ
fcis-15071	81	7	network	network	NOUN
fcis-15071	81	8	's	's	PART
fcis-15071	81	9	capability	capability	NOUN
fcis-15071	81	10	to	to	PART
fcis-15071	81	11	fuse	fuse	VERB
fcis-15071	81	12	features	feature	NOUN
fcis-15071	81	13	and	and	CCONJ
fcis-15071	81	14	accelerates	accelerate	VERB
fcis-15071	81	15	the	the	DET
fcis-15071	81	16	rate	rate	NOUN
fcis-15071	81	17	of	of	ADP
fcis-15071	81	18	inference	inference	NOUN
fcis-15071	81	19	.	.	PUNCT
fcis-15071	82	1	the	the	DET
fcis-15071	82	2	yolov8	yolov8	PROPN
fcis-15071	82	3	design	design	PROPN
fcis-15071	82	4	continues	continue	VERB
fcis-15071	82	5	to	to	PART
fcis-15071	82	6	employ	employ	VERB
fcis-15071	82	7	the	the	DET
fcis-15071	82	8	sppf	sppf	ADJ
fcis-15071	82	9	module	module	NOUN
fcis-15071	82	10	,	,	PUNCT
fcis-15071	82	11	which	which	PRON
fcis-15071	82	12	was	be	AUX
fcis-15071	82	13	implemented	implement	VERB
fcis-15071	82	14	in	in	ADP
fcis-15071	82	15	the	the	DET
fcis-15071	82	16	yolov5	yolov5	NOUN
fcis-15071	82	17	architecture	architecture	NOUN
fcis-15071	82	18	.	.	PUNCT
fcis-15071	83	1	this	this	DET
fcis-15071	83	2	sppf	sppf	ADJ
fcis-15071	83	3	module	module	NOUN
fcis-15071	83	4	functions	function	NOUN
fcis-15071	83	5	as	as	ADP
fcis-15071	83	6	a	a	DET
fcis-15071	83	7	spatial	spatial	ADJ
fcis-15071	83	8	pyramid	pyramid	NOUN
fcis-15071	83	9	pooling	pool	VERB
fcis-15071	83	10	layer	layer	NOUN
fcis-15071	83	11	,	,	PUNCT
fcis-15071	83	12	facilitating	facilitate	VERB
fcis-15071	83	13	the	the	DET
fcis-15071	83	14	fusion	fusion	NOUN
fcis-15071	83	15	of	of	ADP
fcis-15071	83	16	local	local	ADJ
fcis-15071	83	17	and	and	CCONJ
fcis-15071	83	18	global	global	ADJ
fcis-15071	83	19	features	feature	NOUN
fcis-15071	83	20	and	and	CCONJ
fcis-15071	83	21	3	3	NUM
fcis-15071	83	22	augmenting	augment	VERB
fcis-15071	83	23	the	the	DET
fcis-15071	83	24	feature	feature	NOUN
fcis-15071	83	25	information	information	NOUN
fcis-15071	83	26	.	.	PUNCT
fcis-15071	84	1	compared	compare	VERB
fcis-15071	84	2	to	to	ADP
fcis-15071	84	3	yolov5	yolov5	NOUN
fcis-15071	84	4	,	,	PUNCT
fcis-15071	84	5	the	the	DET
fcis-15071	84	6	head	head	NOUN
fcis-15071	84	7	section	section	NOUN
fcis-15071	84	8	has	have	AUX
fcis-15071	84	9	undergone	undergo	VERB
fcis-15071	84	10	significant	significant	ADJ
fcis-15071	84	11	changes	change	NOUN
fcis-15071	84	12	and	and	CCONJ
fcis-15071	84	13	has	have	AUX
fcis-15071	84	14	been	be	AUX
fcis-15071	84	15	replaced	replace	VERB
fcis-15071	84	16	with	with	ADP
fcis-15071	84	17	the	the	DET
fcis-15071	84	18	standard	standard	NOUN
fcis-15071	84	19	decoupled	decouple	VERB
fcis-15071	84	20	head	head	NOUN
fcis-15071	84	21	structure	structure	NOUN
fcis-15071	84	22	,	,	PUNCT
fcis-15071	84	23	in	in	ADP
fcis-15071	84	24	which	which	PRON
fcis-15071	84	25	the	the	DET
fcis-15071	84	26	classification	classification	NOUN
fcis-15071	84	27	and	and	CCONJ
fcis-15071	84	28	detecting	detect	VERB
fcis-15071	84	29	heads	head	NOUN
fcis-15071	84	30	are	be	AUX
fcis-15071	84	31	separated	separate	VERB
fcis-15071	84	32	.	.	PUNCT
fcis-15071	85	1	yolov8	yolov8	NOUN
fcis-15071	85	2	replaces	replace	VERB
fcis-15071	85	3	the	the	DET
fcis-15071	85	4	anchor	anchor	NOUN
fcis-15071	85	5	-	-	PUNCT
fcis-15071	85	6	base	base	NOUN
fcis-15071	85	7	approach	approach	NOUN
fcis-15071	85	8	with	with	ADP
fcis-15071	85	9	the	the	DET
fcis-15071	85	10	anchor	anchor	NOUN
fcis-15071	85	11	-	-	PUNCT
fcis-15071	85	12	free	free	ADJ
fcis-15071	85	13	approach	approach	NOUN
fcis-15071	85	14	;	;	PUNCT
fcis-15071	85	15	for	for	ADP
fcis-15071	85	16	the	the	DET
fcis-15071	85	17	loss	loss	NOUN
fcis-15071	85	18	function	function	NOUN
fcis-15071	85	19	,	,	PUNCT
fcis-15071	85	20	it	it	PRON
fcis-15071	85	21	employs	employ	VERB
fcis-15071	85	22	bceloss	bceloss	NOUN
fcis-15071	85	23	for	for	ADP
fcis-15071	85	24	classification	classification	NOUN
fcis-15071	85	25	loss	loss	NOUN
fcis-15071	85	26	and	and	CCONJ
fcis-15071	85	27	dflloss+ciou	dflloss+ciou	ADJ
fcis-15071	85	28	loss	loss	NOUN
fcis-15071	85	29	for	for	ADP
fcis-15071	85	30	regression	regression	NOUN
fcis-15071	85	31	loss	loss	NOUN
fcis-15071	85	32	;	;	PUNCT
fcis-15071	85	33	and	and	CCONJ
fcis-15071	85	34	for	for	ADP
fcis-15071	85	35	sample	sample	NOUN
fcis-15071	85	36	matching	matching	NOUN
fcis-15071	85	37	,	,	PUNCT
fcis-15071	85	38	it	it	PRON
fcis-15071	85	39	swaps	swap	VERB
fcis-15071	85	40	the	the	DET
fcis-15071	85	41	taskaligned	taskaligne	VERB
fcis-15071	85	42	assigner	assigner	NOUN
fcis-15071	85	43	method	method	NOUN
fcis-15071	85	44	for	for	ADP
fcis-15071	85	45	the	the	DET
fcis-15071	85	46	iou	iou	NOUN
fcis-15071	85	47	matching	matching	NOUN
fcis-15071	85	48	or	or	CCONJ
fcis-15071	85	49	unilateral	unilateral	ADJ
fcis-15071	85	50	proportion	proportion	NOUN
fcis-15071	85	51	method	method	NOUN
fcis-15071	85	52	that	that	PRON
fcis-15071	85	53	was	be	AUX
fcis-15071	85	54	previously	previously	ADV
fcis-15071	85	55	utilized	utilize	VERB
fcis-15071	85	56	.	.	PUNCT
fcis-15071	86	1	figure	figure	NOUN
fcis-15071	86	2	2	2	NUM
fcis-15071	86	3	.	.	PUNCT
fcis-15071	87	1	yolov8	yolov8	NOUN
fcis-15071	87	2	network	network	PROPN
fcis-15071	87	3	structure	structure	PROPN
fcis-15071	87	4	diagram	diagram	NOUN
fcis-15071	87	5	figure	figure	NOUN
fcis-15071	87	6	3	3	NUM
fcis-15071	87	7	.	.	PUNCT
fcis-15071	88	1	picture	picture	NOUN
fcis-15071	88	2	of	of	ADP
fcis-15071	88	3	the	the	DET
fcis-15071	88	4	dataset	dataset	NOUN
fcis-15071	88	5	the	the	DET
fcis-15071	88	6	enhanced	enhanced	ADJ
fcis-15071	88	7	architecture	architecture	NOUN
fcis-15071	88	8	of	of	ADP
fcis-15071	88	9	the	the	DET
fcis-15071	88	10	network	network	NOUN
fcis-15071	88	11	is	be	AUX
fcis-15071	88	12	seen	see	VERB
fcis-15071	88	13	in	in	ADP
fcis-15071	88	14	figure	figure	NOUN
fcis-15071	88	15	3	3	NUM
fcis-15071	88	16	.	.	PUNCT
fcis-15071	88	17	by	by	ADP
fcis-15071	88	18	inserting	insert	VERB
fcis-15071	88	19	the	the	DET
fcis-15071	88	20	ca	ca	NOUN
fcis-15071	88	21	module	module	NOUN
fcis-15071	88	22	between	between	ADP
fcis-15071	88	23	the	the	DET
fcis-15071	88	24	backbone	backbone	NOUN
fcis-15071	88	25	and	and	CCONJ
fcis-15071	88	26	neck	neck	NOUN
fcis-15071	88	27	,	,	PUNCT
fcis-15071	88	28	the	the	DET
fcis-15071	88	29	feature	feature	NOUN
fcis-15071	88	30	extraction	extraction	NOUN
fcis-15071	88	31	capability	capability	NOUN
fcis-15071	88	32	between	between	ADP
fcis-15071	88	33	the	the	DET
fcis-15071	88	34	two	two	NUM
fcis-15071	88	35	is	be	AUX
fcis-15071	88	36	fortified	fortify	VERB
fcis-15071	88	37	,	,	PUNCT
fcis-15071	88	38	enabling	enable	VERB
fcis-15071	88	39	the	the	DET
fcis-15071	88	40	feature	feature	NOUN
fcis-15071	88	41	extraction	extraction	NOUN
fcis-15071	88	42	network	network	NOUN
fcis-15071	88	43	to	to	PART
fcis-15071	88	44	extract	extract	VERB
fcis-15071	88	45	minute	minute	NOUN
fcis-15071	88	46	target	target	NOUN
fcis-15071	88	47	defect	defect	NOUN
fcis-15071	88	48	features	feature	NOUN
fcis-15071	88	49	.	.	PUNCT
fcis-15071	89	1	this	this	PRON
fcis-15071	89	2	,	,	PUNCT
fcis-15071	89	3	in	in	ADP
fcis-15071	89	4	turn	turn	NOUN
fcis-15071	89	5	,	,	PUNCT
fcis-15071	89	6	facilitates	facilitate	VERB
fcis-15071	89	7	the	the	DET
fcis-15071	89	8	subsequent	subsequent	ADJ
fcis-15071	89	9	feature	feature	NOUN
fcis-15071	89	10	fusion	fusion	NOUN
fcis-15071	89	11	process	process	NOUN
fcis-15071	89	12	and	and	CCONJ
fcis-15071	89	13	enhances	enhance	VERB
fcis-15071	89	14	the	the	DET
fcis-15071	89	15	accuracy	accuracy	NOUN
fcis-15071	89	16	of	of	ADP
fcis-15071	89	17	model	model	NOUN
fcis-15071	89	18	detection	detection	NOUN
fcis-15071	89	19	.	.	PUNCT
fcis-15071	90	1	3	3	X
fcis-15071	90	2	.	.	X
fcis-15071	90	3	preparation	preparation	NOUN
fcis-15071	90	4	of	of	ADP
fcis-15071	90	5	experiments	experiment	NOUN
fcis-15071	90	6	3.1	3.1	NUM
fcis-15071	90	7	.	.	PUNCT
fcis-15071	91	1	introduction	introduction	NOUN
fcis-15071	91	2	to	to	ADP
fcis-15071	91	3	the	the	DET
fcis-15071	91	4	data	datum	NOUN
fcis-15071	91	5	set	set	VERB
fcis-15071	91	6	figure	figure	NOUN
fcis-15071	91	7	4	4	NUM
fcis-15071	91	8	.	.	PUNCT
fcis-15071	92	1	picture	picture	NOUN
fcis-15071	92	2	of	of	ADP
fcis-15071	92	3	the	the	DET
fcis-15071	92	4	dataset	dataset	NOUN
fcis-15071	92	5	as	as	SCONJ
fcis-15071	92	6	seen	see	VERB
fcis-15071	92	7	in	in	ADP
fcis-15071	92	8	figure	figure	NOUN
fcis-15071	92	9	4	4	NUM
fcis-15071	92	10	,	,	PUNCT
fcis-15071	92	11	the	the	DET
fcis-15071	92	12	most	most	ADV
fcis-15071	92	13	prevalent	prevalent	ADJ
fcis-15071	92	14	surface	surface	NOUN
fcis-15071	92	15	defects	defect	NOUN
fcis-15071	92	16	on	on	ADP
fcis-15071	92	17	pcb	pcb	NOUN
fcis-15071	92	18	boards	board	NOUN
fcis-15071	92	19	include	include	VERB
fcis-15071	92	20	spur	spur	NOUN
fcis-15071	92	21	,	,	PUNCT
fcis-15071	92	22	mouse	mouse	NOUN
fcis-15071	92	23	bite	bite	NOUN
fcis-15071	92	24	,	,	PUNCT
fcis-15071	92	25	short	short	ADJ
fcis-15071	92	26	,	,	PUNCT
fcis-15071	92	27	spurious	spurious	ADJ
fcis-15071	92	28	copper	copper	NOUN
fcis-15071	92	29	,	,	PUNCT
fcis-15071	92	30	missing	miss	VERB
fcis-15071	92	31	hole	hole	NOUN
fcis-15071	92	32	,	,	PUNCT
fcis-15071	92	33	open	open	ADJ
fcis-15071	92	34	circuit	circuit	NOUN
fcis-15071	92	35	,	,	PUNCT
fcis-15071	92	36	and	and	CCONJ
fcis-15071	92	37	so	so	ADV
fcis-15071	92	38	on	on	ADV
fcis-15071	92	39	.	.	PUNCT
fcis-15071	93	1	a	a	DET
fcis-15071	93	2	portion	portion	NOUN
fcis-15071	93	3	of	of	ADP
fcis-15071	93	4	the	the	DET
fcis-15071	93	5	data	datum	NOUN
fcis-15071	93	6	utilized	utilize	VERB
fcis-15071	93	7	in	in	ADP
fcis-15071	93	8	this	this	DET
fcis-15071	93	9	experiment	experiment	NOUN
fcis-15071	93	10	is	be	AUX
fcis-15071	93	11	derived	derive	VERB
fcis-15071	93	12	from	from	ADP
fcis-15071	93	13	a	a	DET
fcis-15071	93	14	publicly	publicly	ADV
fcis-15071	93	15	available	available	ADJ
fcis-15071	93	16	synthetic	synthetic	ADJ
fcis-15071	93	17	printed	print	VERB
fcis-15071	93	18	circuit	circuit	NOUN
fcis-15071	93	19	board	board	NOUN
fcis-15071	93	20	(	(	PUNCT
fcis-15071	93	21	pcb	pcb	PROPN
fcis-15071	93	22	)	)	PUNCT
fcis-15071	93	23	dataset	dataset	NOUN
fcis-15071	93	24	that	that	PRON
fcis-15071	93	25	was	be	AUX
fcis-15071	93	26	made	make	VERB
fcis-15071	93	27	available	available	ADJ
fcis-15071	93	28	by	by	ADP
fcis-15071	93	29	peking	peking	PROPN
fcis-15071	93	30	university	university	NOUN
fcis-15071	93	31	.	.	PUNCT
fcis-15071	94	1	this	this	DET
fcis-15071	94	2	dataset	dataset	NOUN
fcis-15071	94	3	comprises	comprise	VERB
fcis-15071	94	4	1386	1386	NUM
fcis-15071	94	5	pictures	picture	NOUN
fcis-15071	94	6	and	and	CCONJ
fcis-15071	94	7	six	six	NUM
fcis-15071	94	8	distinct	distinct	ADJ
fcis-15071	94	9	types	type	NOUN
fcis-15071	94	10	of	of	ADP
fcis-15071	94	11	faults	fault	NOUN
fcis-15071	94	12	.	.	PUNCT
fcis-15071	95	1	in	in	ADP
fcis-15071	95	2	a	a	DET
fcis-15071	95	3	7:2:1	7:2:1	NUM
fcis-15071	95	4	ratio	ratio	NOUN
fcis-15071	95	5	,	,	PUNCT
fcis-15071	95	6	the	the	DET
fcis-15071	95	7	images	image	NOUN
fcis-15071	95	8	are	be	AUX
fcis-15071	95	9	partitioned	partition	VERB
fcis-15071	95	10	into	into	ADP
fcis-15071	95	11	a	a	DET
fcis-15071	95	12	training	training	NOUN
fcis-15071	95	13	set	set	NOUN
fcis-15071	95	14	and	and	CCONJ
fcis-15071	95	15	a	a	DET
fcis-15071	95	16	test	test	NOUN
fcis-15071	95	17	set	set	VERB
fcis-15071	95	18	.	.	PUNCT
fcis-15071	96	1	3.2	3.2	NUM
fcis-15071	96	2	.	.	PUNCT
fcis-15071	96	3	indicators	indicator	NOUN
fcis-15071	96	4	for	for	ADP
fcis-15071	96	5	model	model	NOUN
fcis-15071	96	6	evaluation	evaluation	NOUN
fcis-15071	96	7	the	the	DET
fcis-15071	96	8	evaluation	evaluation	NOUN
fcis-15071	96	9	metrics	metric	NOUN
fcis-15071	96	10	contain	contain	VERB
fcis-15071	96	11	parameters	parameter	NOUN
fcis-15071	96	12	such	such	ADJ
fcis-15071	96	13	as	as	ADP
fcis-15071	96	14	ap	ap	PROPN
fcis-15071	96	15	,	,	PUNCT
fcis-15071	96	16	map	map	NOUN
fcis-15071	96	17	,	,	PUNCT
fcis-15071	96	18	precision	precision	NOUN
fcis-15071	96	19	,	,	PUNCT
fcis-15071	96	20	recall	recall	NOUN
fcis-15071	96	21	,	,	PUNCT
fcis-15071	96	22	f1	f1	NOUN
fcis-15071	96	23	-	-	PUNCT
fcis-15071	96	24	measure	measure	NOUN
fcis-15071	96	25	(	(	PUNCT
fcis-15071	96	26	f1	f1	NOUN
fcis-15071	96	27	)	)	PUNCT
fcis-15071	96	28	,	,	PUNCT
fcis-15071	96	29	parameters	parameter	NOUN
fcis-15071	96	30	,	,	PUNCT
fcis-15071	96	31	and	and	CCONJ
fcis-15071	96	32	flops	flop	NOUN
fcis-15071	96	33	.	.	PUNCT
fcis-15071	97	1	(	(	PUNCT
fcis-15071	97	2	1	1	X
fcis-15071	97	3	)	)	PUNCT
fcis-15071	97	4	recall	recall	NOUN
fcis-15071	97	5	:	:	PUNCT
fcis-15071	97	6	the	the	DET
fcis-15071	97	7	ratio	ratio	NOUN
fcis-15071	97	8	between	between	ADP
fcis-15071	97	9	the	the	DET
fcis-15071	97	10	number	number	NOUN
fcis-15071	97	11	of	of	ADP
fcis-15071	97	12	true	true	ADJ
fcis-15071	97	13	case	case	NOUN
fcis-15071	97	14	detections	detection	NOUN
fcis-15071	97	15	and	and	CCONJ
fcis-15071	97	16	the	the	DET
fcis-15071	97	17	sum	sum	NOUN
fcis-15071	97	18	of	of	ADP
fcis-15071	97	19	true	true	ADJ
fcis-15071	97	20	and	and	CCONJ
fcis-15071	97	21	false	false	ADJ
fcis-15071	97	22	-	-	PUNCT
fcis-15071	97	23	negative	negative	ADJ
fcis-15071	97	24	case	case	NOUN
fcis-15071	97	25	detections	detection	NOUN
fcis-15071	97	26	constitutes	constitute	VERB
fcis-15071	97	27	recall	recall	VERB
fcis-15071	97	28	.	.	PUNCT
fcis-15071	98	1	as	as	ADP
fcis-15071	98	2	an	an	DET
fcis-15071	98	3	essential	essential	ADJ
fcis-15071	98	4	parameter	parameter	NOUN
fcis-15071	98	5	for	for	ADP
fcis-15071	98	6	assessing	assess	VERB
fcis-15071	98	7	the	the	DET
fcis-15071	98	8	effectiveness	effectiveness	NOUN
fcis-15071	98	9	of	of	ADP
fcis-15071	98	10	an	an	DET
fcis-15071	98	11	object	object	NOUN
fcis-15071	98	12	identification	identification	NOUN
fcis-15071	98	13	model	model	NOUN
fcis-15071	98	14	,	,	PUNCT
fcis-15071	98	15	recall	recall	VERB
fcis-15071	98	16	quantifies	quantifie	NOUN
fcis-15071	98	17	the	the	DET
fcis-15071	98	18	model	model	NOUN
fcis-15071	98	19	's	's	PART
fcis-15071	98	20	capability	capability	NOUN
fcis-15071	98	21	to	to	PART
fcis-15071	98	22	identify	identify	VERB
fcis-15071	98	23	every	every	DET
fcis-15071	98	24	object	object	NOUN
fcis-15071	98	25	inside	inside	ADP
fcis-15071	98	26	the	the	DET
fcis-15071	98	27	image	image	NOUN
fcis-15071	98	28	.	.	PUNCT
fcis-15071	99	1	tp	tp	PART
fcis-15071	99	2	recall	recall	VERB
fcis-15071	99	3	tp	tp	ADP
fcis-15071	99	4	fn	fn	PROPN
fcis-15071	99	5			PROPN
fcis-15071	99	6			X
fcis-15071	99	7	(	(	PUNCT
fcis-15071	99	8	8)	8)	NUM
fcis-15071	99	9	(	(	PUNCT
fcis-15071	99	10	2	2	NUM
fcis-15071	99	11	)	)	PUNCT
fcis-15071	99	12	precision	precision	NOUN
fcis-15071	99	13	:	:	PUNCT
fcis-15071	99	14	the	the	DET
fcis-15071	99	15	ratio	ratio	NOUN
fcis-15071	99	16	of	of	ADP
fcis-15071	99	17	true	true	ADJ
fcis-15071	99	18	case	case	NOUN
fcis-15071	99	19	detections	detection	NOUN
fcis-15071	99	20	to	to	ADP
fcis-15071	99	21	the	the	DET
fcis-15071	99	22	sum	sum	NOUN
fcis-15071	99	23	of	of	ADP
fcis-15071	99	24	true	true	ADJ
fcis-15071	99	25	and	and	CCONJ
fcis-15071	99	26	false	false	ADJ
fcis-15071	99	27	positive	positive	ADJ
fcis-15071	99	28	case	case	NOUN
fcis-15071	99	29	detections	detection	NOUN
fcis-15071	99	30	constitutes	constitute	VERB
fcis-15071	99	31	the	the	DET
fcis-15071	99	32	accuracy	accuracy	NOUN
fcis-15071	99	33	rate	rate	NOUN
fcis-15071	99	34	.	.	PUNCT
fcis-15071	100	1	the	the	DET
fcis-15071	100	2	precision	precision	NOUN
fcis-15071	100	3	rate	rate	NOUN
fcis-15071	100	4	is	be	AUX
fcis-15071	100	5	an	an	DET
fcis-15071	100	6	extremely	extremely	ADV
fcis-15071	100	7	significant	significant	ADJ
fcis-15071	100	8	indicator	indicator	NOUN
fcis-15071	100	9	that	that	PRON
fcis-15071	100	10	is	be	AUX
fcis-15071	100	11	utilized	utilize	VERB
fcis-15071	100	12	to	to	PART
fcis-15071	100	13	assess	assess	VERB
fcis-15071	100	14	the	the	DET
fcis-15071	100	15	algorithm	algorithm	NOUN
fcis-15071	100	16	's	's	PART
fcis-15071	100	17	accuracy	accuracy	NOUN
fcis-15071	100	18	.	.	PUNCT
fcis-15071	101	1	tp	tp	AUX
fcis-15071	101	2	precision	precision	VERB
fcis-15071	101	3	tp	tp	ADP
fcis-15071	101	4	fp	fp	PROPN
fcis-15071	101	5			PROPN
fcis-15071	101	6			X
fcis-15071	101	7	(	(	PUNCT
fcis-15071	101	8	9	9	NUM
fcis-15071	101	9	)	)	PUNCT
fcis-15071	101	10	(	(	PUNCT
fcis-15071	101	11	3)f1	3)f1	X
fcis-15071	101	12	:	:	PUNCT
fcis-15071	101	13	the	the	DET
fcis-15071	101	14	f1	f1	NOUN
fcis-15071	101	15	score	score	NOUN
fcis-15071	101	16	is	be	AUX
fcis-15071	101	17	calculated	calculate	VERB
fcis-15071	101	18	by	by	ADP
fcis-15071	101	19	summing	sum	VERB
fcis-15071	101	20	the	the	DET
fcis-15071	101	21	means	mean	NOUN
fcis-15071	101	22	of	of	ADP
fcis-15071	101	23	precision	precision	NOUN
fcis-15071	101	24	and	and	CCONJ
fcis-15071	101	25	recall	recall	NOUN
fcis-15071	101	26	.	.	PUNCT
fcis-15071	102	1	a	a	DET
fcis-15071	102	2	solitary	solitary	ADJ
fcis-15071	102	3	number	number	NOUN
fcis-15071	102	4	encapsulates	encapsulate	VERB
fcis-15071	102	5	the	the	DET
fcis-15071	102	6	object	object	NOUN
fcis-15071	102	7	detection	detection	NOUN
fcis-15071	102	8	model	model	NOUN
fcis-15071	102	9	's	's	PART
fcis-15071	102	10	performance	performance	NOUN
fcis-15071	102	11	with	with	ADP
fcis-15071	102	12	respect	respect	NOUN
fcis-15071	102	13	to	to	PART
fcis-15071	102	14	recall	recall	VERB
fcis-15071	102	15	and	and	CCONJ
fcis-15071	102	16	precision	precision	NOUN
fcis-15071	102	17	.	.	PUNCT
fcis-15071	103	1	the	the	DET
fcis-15071	103	2	f1	f1	PROPN
fcis-15071	103	3	score	score	NOUN
fcis-15071	103	4	is	be	AUX
fcis-15071	103	5	a	a	DET
fcis-15071	103	6	metric	metric	NOUN
fcis-15071	103	7	that	that	PRON
fcis-15071	103	8	runs	run	VERB
fcis-15071	103	9	from	from	ADP
fcis-15071	103	10	0	0	NUM
fcis-15071	103	11	to	to	ADP
fcis-15071	103	12	1	1	NUM
fcis-15071	103	13	,	,	PUNCT
fcis-15071	103	14	with	with	ADP
fcis-15071	103	15	a	a	DET
fcis-15071	103	16	value	value	NOUN
fcis-15071	103	17	of	of	ADP
fcis-15071	103	18	1	1	NUM
fcis-15071	103	19	signifying	signify	VERB
fcis-15071	103	20	perfect	perfect	ADJ
fcis-15071	103	21	model	model	NOUN
fcis-15071	103	22	performance	performance	NOUN
fcis-15071	103	23	.	.	PUNCT
fcis-15071	104	1	precision	precision	NOUN
fcis-15071	104	2	recall	recall	NOUN
fcis-15071	104	3	f1=	f1=	PROPN
fcis-15071	104	4	2	2	NUM
fcis-15071	104	5	precision+recall	precision+recall	PROPN
fcis-15071	104	6			VERB
fcis-15071	104	7			PROPN
fcis-15071	104	8	(	(	PUNCT
fcis-15071	104	9	10	10	NUM
fcis-15071	104	10	)	)	SYM
fcis-15071	104	11	4	4	NUM
fcis-15071	104	12	(	(	PUNCT
fcis-15071	104	13	4	4	NUM
fcis-15071	104	14	)	)	PUNCT
fcis-15071	104	15	ap	ap	PROPN
fcis-15071	104	16	:	:	PUNCT
fcis-15071	104	17	ap	ap	PROPN
fcis-15071	104	18	is	be	AUX
fcis-15071	104	19	utilized	utilize	VERB
fcis-15071	104	20	to	to	PART
fcis-15071	104	21	evaluate	evaluate	VERB
fcis-15071	104	22	the	the	DET
fcis-15071	104	23	target	target	NOUN
fcis-15071	104	24	detection	detection	NOUN
fcis-15071	104	25	model	model	NOUN
fcis-15071	104	26	's	's	PART
fcis-15071	104	27	precision	precision	NOUN
fcis-15071	104	28	.	.	PUNCT
fcis-15071	105	1	the	the	DET
fcis-15071	105	2	ratio	ratio	NOUN
fcis-15071	105	3	of	of	ADP
fcis-15071	105	4	true	true	ADJ
fcis-15071	105	5	case	case	NOUN
fcis-15071	105	6	detections	detection	NOUN
fcis-15071	105	7	to	to	ADP
fcis-15071	105	8	the	the	DET
fcis-15071	105	9	sum	sum	NOUN
fcis-15071	105	10	of	of	ADP
fcis-15071	105	11	true	true	ADJ
fcis-15071	105	12	and	and	CCONJ
fcis-15071	105	13	false	false	ADJ
fcis-15071	105	14	positive	positive	ADJ
fcis-15071	105	15	case	case	NOUN
fcis-15071	105	16	detections	detection	NOUN
fcis-15071	105	17	constitutes	constitute	VERB
fcis-15071	105	18	accuracy	accuracy	NOUN
fcis-15071	105	19	.	.	PUNCT
fcis-15071	106	1			NOUN
fcis-15071	107	1			PUNCT
fcis-15071	107	2	1	1	NUM
fcis-15071	107	3	0	0	NUM
fcis-15071	107	4	ap	ap	PROPN
fcis-15071	107	5	p	p	NOUN
fcis-15071	107	6	r	r	VERB
fcis-15071	107	7			X
fcis-15071	107	8	(	(	PUNCT
fcis-15071	107	9	11	11	NUM
fcis-15071	107	10	)	)	PUNCT
fcis-15071	107	11	(	(	PUNCT
fcis-15071	107	12	5	5	X
fcis-15071	107	13	)	)	PUNCT
fcis-15071	107	14	mean	mean	ADJ
fcis-15071	107	15	average	average	ADJ
fcis-15071	107	16	precision(map	precision(map	NOUN
fcis-15071	107	17	):	):	PUNCT
fcis-15071	107	18	assuming	assume	VERB
fcis-15071	107	19	the	the	DET
fcis-15071	107	20	map	map	NOUN
fcis-15071	107	21	represents	represent	VERB
fcis-15071	107	22	the	the	DET
fcis-15071	107	23	mean	mean	NOUN
fcis-15071	107	24	of	of	ADP
fcis-15071	107	25	the	the	DET
fcis-15071	107	26	ap	ap	PROPN
fcis-15071	107	27	scores	score	NOUN
fcis-15071	107	28	for	for	ADP
fcis-15071	107	29	every	every	DET
fcis-15071	107	30	detected	detect	VERB
fcis-15071	107	31	target	target	NOUN
fcis-15071	107	32	category	category	NOUN
fcis-15071	107	33	,	,	PUNCT
fcis-15071	107	34	it	it	PRON
fcis-15071	107	35	assesses	assess	VERB
fcis-15071	107	36	the	the	DET
fcis-15071	107	37	model	model	NOUN
fcis-15071	107	38	's	's	PART
fcis-15071	107	39	overall	overall	ADJ
fcis-15071	107	40	performance	performance	NOUN
fcis-15071	107	41	across	across	ADP
fcis-15071	107	42	all	all	DET
fcis-15071	107	43	detected	detect	VERB
fcis-15071	107	44	target	target	NOUN
fcis-15071	107	45	categories	category	NOUN
fcis-15071	107	46	.	.	PUNCT
fcis-15071	108	1	it	it	PRON
fcis-15071	108	2	is	be	AUX
fcis-15071	108	3	extensively	extensively	ADV
fcis-15071	108	4	employed	employ	VERB
fcis-15071	108	5	as	as	ADP
fcis-15071	108	6	a	a	DET
fcis-15071	108	7	standard	standard	NOUN
fcis-15071	108	8	against	against	ADP
fcis-15071	108	9	which	which	PRON
fcis-15071	108	10	various	various	ADJ
fcis-15071	108	11	target	target	NOUN
fcis-15071	108	12	detection	detection	NOUN
fcis-15071	108	13	models	model	NOUN
fcis-15071	108	14	are	be	AUX
fcis-15071	108	15	evaluated	evaluate	VERB
fcis-15071	108	16	.	.	PUNCT
fcis-15071	109	1	1	1	NUM
fcis-15071	109	2	1	1	NUM
fcis-15071	109	3	n	n	NOUN
fcis-15071	110	1	i	i	PRON
fcis-15071	110	2	i	i	PRON
fcis-15071	110	3	map	map	VERB
fcis-15071	110	4	ap	ap	INTJ
fcis-15071	110	5	n	n	ADV
fcis-15071	110	6			NOUN
fcis-15071	111	1			NOUN
fcis-15071	111	2			X
fcis-15071	111	3	(	(	PUNCT
fcis-15071	111	4	12	12	NUM
fcis-15071	111	5	)	)	PUNCT
fcis-15071	111	6	4	4	NUM
fcis-15071	111	7	.	.	PUNCT
fcis-15071	112	1	analysis	analysis	NOUN
fcis-15071	112	2	of	of	ADP
fcis-15071	112	3	experimental	experimental	ADJ
fcis-15071	112	4	results	result	NOUN
fcis-15071	112	5	table	table	NOUN
fcis-15071	112	6	1	1	NUM
fcis-15071	112	7	.	.	PUNCT
fcis-15071	112	8	basic	basic	ADJ
fcis-15071	112	9	configuration	configuration	NOUN
fcis-15071	112	10	of	of	ADP
fcis-15071	112	11	the	the	DET
fcis-15071	112	12	local	local	ADJ
fcis-15071	112	13	computer	computer	NOUN
fcis-15071	112	14	computer	computer	NOUN
fcis-15071	112	15	configuration	configuration	NOUN
fcis-15071	112	16	specific	specific	ADJ
fcis-15071	112	17	parameters	parameter	NOUN
fcis-15071	112	18	/	/	SYM
fcis-15071	112	19	versions	version	NOUN
fcis-15071	112	20	operating	operate	VERB
fcis-15071	112	21	system	system	NOUN
fcis-15071	112	22	ubuntu18.04	ubuntu18.04	PROPN
fcis-15071	112	23	cpu	cpu	NOUN
fcis-15071	112	24	amd	amd	PROPN
fcis-15071	112	25	e5	e5	PROPN
fcis-15071	112	26	-	-	PUNCT
fcis-15071	112	27	2698b	2698b	NUM
fcis-15071	112	28	v3	v3	PROPN
fcis-15071	112	29	ram	ram	NOUN
fcis-15071	112	30	15	15	NUM
fcis-15071	112	31	gb	gb	NOUN
fcis-15071	112	32	gpu	gpu	PROPN
fcis-15071	112	33	p-48	p-48	NOUN
fcis-15071	112	34	g	g	PROPN
fcis-15071	112	35	python	python	NOUN
fcis-15071	112	36	3.7	3.7	NUM
fcis-15071	112	37	pytorch	pytorch	NOUN
fcis-15071	112	38	1.7.1	1.7.1	NUM
fcis-15071	112	39	torchvision	torchvision	NOUN
fcis-15071	112	40	0.3.0	0.3.0	NUM
fcis-15071	112	41	cuda	cuda	NOUN
fcis-15071	112	42	11.1	11.1	NUM
fcis-15071	112	43	the	the	DET
fcis-15071	112	44	experimental	experimental	ADJ
fcis-15071	112	45	setup	setup	NOUN
fcis-15071	112	46	described	describe	VERB
fcis-15071	112	47	in	in	ADP
fcis-15071	112	48	this	this	DET
fcis-15071	112	49	paper	paper	NOUN
fcis-15071	112	50	is	be	AUX
fcis-15071	112	51	an	an	DET
fcis-15071	112	52	ubuntu	ubuntu	ADJ
fcis-15071	112	53	18.04	18.04	NUM
fcis-15071	112	54	system	system	NOUN
fcis-15071	112	55	with	with	ADP
fcis-15071	112	56	the	the	DET
fcis-15071	112	57	following	follow	VERB
fcis-15071	112	58	components	component	NOUN
fcis-15071	112	59	:	:	PUNCT
fcis-15071	112	60	15	15	NUM
fcis-15071	112	61	gb	gb	NOUN
fcis-15071	112	62	of	of	ADP
fcis-15071	112	63	rom	rom	NOUN
fcis-15071	112	64	,	,	PUNCT
fcis-15071	112	65	an	an	DET
fcis-15071	112	66	amd	amd	ADJ
fcis-15071	112	67	epyc	epyc	NOUN
fcis-15071	112	68	7262	7262	NUM
fcis-15071	112	69	amd	amd	PROPN
fcis-15071	112	70	e5	e5	PROPN
fcis-15071	112	71	-	-	PUNCT
fcis-15071	112	72	2698b	2698b	NUM
fcis-15071	112	73	v3	v3	NOUN
fcis-15071	112	74	processor	processor	NOUN
fcis-15071	112	75	,	,	PUNCT
fcis-15071	112	76	a	a	DET
fcis-15071	112	77	p4	p4	ADJ
fcis-15071	112	78	-	-	PUNCT
fcis-15071	112	79	8	8	NUM
fcis-15071	112	80	g	g	NOUN
fcis-15071	112	81	gpu	gpu	NOUN
fcis-15071	112	82	,	,	PUNCT
fcis-15071	112	83	and	and	CCONJ
fcis-15071	112	84	all	all	DET
fcis-15071	112	85	models	model	NOUN
fcis-15071	112	86	are	be	AUX
fcis-15071	112	87	written	write	VERB
fcis-15071	112	88	in	in	ADP
fcis-15071	112	89	pytorch	pytorch	NOUN
fcis-15071	112	90	.	.	PUNCT
fcis-15071	113	1	the	the	DET
fcis-15071	113	2	precise	precise	ADJ
fcis-15071	113	3	configuration	configuration	NOUN
fcis-15071	113	4	of	of	ADP
fcis-15071	113	5	the	the	DET
fcis-15071	113	6	local	local	ADJ
fcis-15071	113	7	computer	computer	NOUN
fcis-15071	113	8	is	be	AUX
fcis-15071	113	9	detailed	detail	VERB
fcis-15071	113	10	in	in	ADP
fcis-15071	113	11	table	table	NOUN
fcis-15071	113	12	1	1	NUM
fcis-15071	113	13	.	.	PUNCT
fcis-15071	114	1	figure	figure	NOUN
fcis-15071	114	2	5	5	NUM
fcis-15071	114	3	.	.	PUNCT
fcis-15071	114	4	model	model	NOUN
fcis-15071	114	5	training	training	NOUN
fcis-15071	114	6	results	result	NOUN
fcis-15071	114	7	figure	figure	VERB
fcis-15071	114	8	6	6	NUM
fcis-15071	114	9	.	.	PUNCT
fcis-15071	115	1	diagram	diagram	NOUN
fcis-15071	115	2	of	of	ADP
fcis-15071	115	3	model	model	NOUN
fcis-15071	115	4	test	test	NOUN
fcis-15071	115	5	results	result	VERB
fcis-15071	115	6	the	the	DET
fcis-15071	115	7	initial	initial	ADJ
fcis-15071	115	8	weight	weight	NOUN
fcis-15071	115	9	utilized	utilize	VERB
fcis-15071	115	10	by	by	ADP
fcis-15071	115	11	the	the	DET
fcis-15071	115	12	model	model	NOUN
fcis-15071	115	13	is	be	AUX
fcis-15071	115	14	the	the	DET
fcis-15071	115	15	official	official	ADJ
fcis-15071	115	16	weight	weight	NOUN
fcis-15071	115	17	yolov8.pt	yolov8.pt	NOUN
fcis-15071	115	18	.	.	PUNCT
fcis-15071	116	1	the	the	DET
fcis-15071	116	2	parameters	parameter	NOUN
fcis-15071	116	3	for	for	ADP
fcis-15071	116	4	the	the	DET
fcis-15071	116	5	input	input	NOUN
fcis-15071	116	6	image	image	NOUN
fcis-15071	116	7	configuration	configuration	NOUN
fcis-15071	116	8	are	be	AUX
fcis-15071	116	9	as	as	SCONJ
fcis-15071	116	10	follows	follow	VERB
fcis-15071	116	11	:	:	PUNCT
fcis-15071	116	12	640	640	NUM
fcis-15071	116	13	pixels	pixel	NOUN
fcis-15071	116	14	by	by	ADP
fcis-15071	116	15	640	640	NUM
fcis-15071	116	16	pixels	pixel	NOUN
fcis-15071	116	17	in	in	ADP
fcis-15071	116	18	dimensions	dimension	NOUN
fcis-15071	116	19	,	,	PUNCT
fcis-15071	116	20	8	8	NUM
fcis-15071	116	21	pixels	pixel	NOUN
fcis-15071	116	22	in	in	ADP
fcis-15071	116	23	batch	batch	NOUN
fcis-15071	116	24	size	size	NOUN
fcis-15071	116	25	,	,	PUNCT
fcis-15071	116	26	200	200	NUM
fcis-15071	116	27	iterations	iteration	NOUN
fcis-15071	116	28	as	as	ADP
fcis-15071	116	29	the	the	DET
fcis-15071	116	30	maximum	maximum	NOUN
fcis-15071	116	31	,	,	PUNCT
fcis-15071	116	32	and	and	CCONJ
fcis-15071	116	33	0.001	0.001	NUM
fcis-15071	116	34	as	as	ADP
fcis-15071	116	35	the	the	DET
fcis-15071	116	36	starting	start	VERB
fcis-15071	116	37	learning	learn	VERB
fcis-15071	116	38	rate	rate	NOUN
fcis-15071	116	39	.	.	PUNCT
fcis-15071	117	1	between	between	ADP
fcis-15071	117	2	the	the	DET
fcis-15071	117	3	fifty	fifty	NUM
fcis-15071	117	4	-	-	PUNCT
fcis-15071	117	5	first	first	ADJ
fcis-15071	117	6	and	and	CCONJ
fcis-15071	117	7	one	one	NUM
fcis-15071	117	8	hundred	hundred	NUM
fcis-15071	117	9	fifty	fifty	NUM
fcis-15071	117	10	iterations	iteration	NOUN
fcis-15071	117	11	.	.	PUNCT
fcis-15071	118	1	it	it	PRON
fcis-15071	118	2	then	then	ADV
fcis-15071	118	3	decays	decay	VERB
fcis-15071	118	4	steadily	steadily	ADV
fcis-15071	118	5	,	,	PUNCT
fcis-15071	118	6	with	with	ADP
fcis-15071	118	7	a	a	DET
fcis-15071	118	8	weight	weight	NOUN
fcis-15071	118	9	attenuation	attenuation	NOUN
fcis-15071	118	10	coefficient	coefficient	NOUN
fcis-15071	118	11	of	of	ADP
fcis-15071	118	12	0.0005	0.0005	NUM
fcis-15071	118	13	.	.	PUNCT
fcis-15071	119	1	as	as	SCONJ
fcis-15071	119	2	illustrated	illustrate	VERB
fcis-15071	119	3	in	in	ADP
fcis-15071	119	4	figure	figure	NOUN
fcis-15071	119	5	5	5	NUM
fcis-15071	119	6	and	and	CCONJ
fcis-15071	119	7	figure	figure	VERB
fcis-15071	119	8	6	6	NUM
fcis-15071	119	9	,	,	PUNCT
fcis-15071	119	10	the	the	DET
fcis-15071	119	11	training	training	NOUN
fcis-15071	119	12	optimizer	optimizer	NOUN
fcis-15071	119	13	is	be	AUX
fcis-15071	119	14	sdg	sdg	NOUN
fcis-15071	119	15	,	,	PUNCT
fcis-15071	119	16	the	the	DET
fcis-15071	119	17	learning	learning	NOUN
fcis-15071	119	18	rate	rate	NOUN
fcis-15071	119	19	is	be	AUX
fcis-15071	119	20	maintained	maintain	VERB
fcis-15071	119	21	at	at	ADP
fcis-15071	119	22	0.001	0.001	NUM
fcis-15071	119	23	,	,	PUNCT
fcis-15071	119	24	and	and	CCONJ
fcis-15071	119	25	all	all	DET
fcis-15071	119	26	other	other	ADJ
fcis-15071	119	27	parameters	parameter	NOUN
fcis-15071	119	28	remain	remain	VERB
fcis-15071	119	29	constant	constant	ADJ
fcis-15071	119	30	.	.	PUNCT
fcis-15071	120	1	this	this	DET
fcis-15071	120	2	configuration	configuration	NOUN
fcis-15071	120	3	facilitates	facilitate	VERB
fcis-15071	120	4	the	the	DET
fcis-15071	120	5	effective	effective	ADJ
fcis-15071	120	6	utilization	utilization	NOUN
fcis-15071	120	7	of	of	ADP
fcis-15071	120	8	pre	pre	ADJ
fcis-15071	120	9	-	-	ADJ
fcis-15071	120	10	existing	existing	ADJ
fcis-15071	120	11	data	datum	NOUN
fcis-15071	120	12	and	and	CCONJ
fcis-15071	120	13	reduces	reduce	VERB
fcis-15071	120	14	the	the	DET
fcis-15071	120	15	duration	duration	NOUN
fcis-15071	120	16	of	of	ADP
fcis-15071	120	17	the	the	DET
fcis-15071	120	18	training	training	NOUN
fcis-15071	120	19	process	process	NOUN
fcis-15071	120	20	.	.	PUNCT
fcis-15071	121	1	the	the	DET
fcis-15071	121	2	outcomes	outcome	NOUN
fcis-15071	121	3	of	of	ADP
fcis-15071	121	4	the	the	DET
fcis-15071	121	5	model	model	NOUN
fcis-15071	121	6	's	's	PART
fcis-15071	121	7	training	training	NOUN
fcis-15071	121	8	are	be	AUX
fcis-15071	121	9	as	as	SCONJ
fcis-15071	121	10	follows	follow	VERB
fcis-15071	121	11	:	:	PUNCT
fcis-15071	121	12	map=90.8	map=90.8	NUM
fcis-15071	121	13	%	%	NOUN
fcis-15071	121	14	,	,	PUNCT
fcis-15071	121	15	f1=0.97	f1=0.97	NOUN
fcis-15071	121	16	.	.	PUNCT
fcis-15071	122	1	the	the	DET
fcis-15071	122	2	performance	performance	NOUN
fcis-15071	122	3	of	of	ADP
fcis-15071	122	4	the	the	DET
fcis-15071	122	5	yolov8s	yolov8s	PROPN
fcis-15071	122	6	-	-	PUNCT
fcis-15071	122	7	ca	ca	NOUN
fcis-15071	122	8	model	model	NOUN
fcis-15071	122	9	is	be	AUX
fcis-15071	122	10	compared	compare	VERB
fcis-15071	122	11	to	to	ADP
fcis-15071	122	12	that	that	PRON
fcis-15071	122	13	of	of	ADP
fcis-15071	122	14	the	the	DET
fcis-15071	122	15	yolov8s	yolov8s	NOUN
fcis-15071	122	16	versions	version	NOUN
fcis-15071	122	17	in	in	ADP
fcis-15071	122	18	this	this	DET
fcis-15071	122	19	article	article	NOUN
fcis-15071	122	20	.	.	PUNCT
fcis-15071	123	1	the	the	DET
fcis-15071	123	2	experimental	experimental	ADJ
fcis-15071	123	3	testing	testing	NOUN
fcis-15071	123	4	procedure	procedure	NOUN
fcis-15071	123	5	involved	involve	VERB
fcis-15071	123	6	the	the	DET
fcis-15071	123	7	utilization	utilization	NOUN
fcis-15071	123	8	of	of	ADP
fcis-15071	123	9	an	an	DET
fcis-15071	123	10	identical	identical	ADJ
fcis-15071	123	11	test	test	NOUN
fcis-15071	123	12	set	set	NOUN
fcis-15071	123	13	,	,	PUNCT
fcis-15071	123	14	with	with	ADP
fcis-15071	123	15	all	all	DET
fcis-15071	123	16	test	test	NOUN
fcis-15071	123	17	parameters	parameter	NOUN
fcis-15071	123	18	remaining	remain	VERB
fcis-15071	123	19	constant	constant	ADJ
fcis-15071	123	20	.	.	PUNCT
fcis-15071	124	1	the	the	DET
fcis-15071	124	2	model	model	NOUN
fcis-15071	124	3	underwent	underwent	NOUN
fcis-15071	124	4	testing	testing	NOUN
fcis-15071	124	5	,	,	PUNCT
fcis-15071	124	6	comparison	comparison	NOUN
fcis-15071	124	7	,	,	PUNCT
fcis-15071	124	8	and	and	CCONJ
fcis-15071	124	9	analysis	analysis	NOUN
fcis-15071	124	10	to	to	PART
fcis-15071	124	11	validate	validate	VERB
fcis-15071	124	12	the	the	DET
fcis-15071	124	13	progress	progress	NOUN
fcis-15071	124	14	made	make	VERB
fcis-15071	124	15	on	on	ADP
fcis-15071	124	16	the	the	DET
fcis-15071	124	17	enhanced	enhanced	ADJ
fcis-15071	124	18	model	model	NOUN
fcis-15071	124	19	.	.	PUNCT
fcis-15071	125	1	the	the	DET
fcis-15071	125	2	parameters	parameter	NOUN
fcis-15071	125	3	of	of	ADP
fcis-15071	125	4	the	the	DET
fcis-15071	125	5	ap	ap	PROPN
fcis-15071	125	6	,	,	PUNCT
fcis-15071	125	7	map	map	NOUN
fcis-15071	125	8	,	,	PUNCT
fcis-15071	125	9	and	and	CCONJ
fcis-15071	125	10	f1	f1	NOUN
fcis-15071	125	11	performance	performance	NOUN
fcis-15071	125	12	indices	index	NOUN
fcis-15071	125	13	for	for	ADP
fcis-15071	125	14	various	various	ADJ
fcis-15071	125	15	models	model	NOUN
fcis-15071	125	16	are	be	AUX
fcis-15071	125	17	presented	present	VERB
fcis-15071	125	18	in	in	ADP
fcis-15071	125	19	table	table	NOUN
fcis-15071	125	20	2	2	NUM
fcis-15071	125	21	.	.	PUNCT
fcis-15071	125	22	table	table	NOUN
fcis-15071	125	23	2	2	NUM
fcis-15071	125	24	.	.	PUNCT
fcis-15071	125	25	model	model	NOUN
fcis-15071	125	26	test	test	NOUN
fcis-15071	125	27	result	result	NOUN
fcis-15071	125	28	table	table	NOUN
fcis-15071	125	29	model	model	NOUN
fcis-15071	125	30	type	type	NOUN
fcis-15071	125	31	map	map	NOUN
fcis-15071	125	32	precision	precision	NOUN
fcis-15071	125	33	recall	recall	NOUN
fcis-15071	125	34	f1	f1	PROPN
fcis-15071	125	35	yolov8	yolov8	PROPN
fcis-15071	125	36	-	-	PUNCT
fcis-15071	125	37	s	s	PART
fcis-15071	125	38	84.2	84.2	NUM
fcis-15071	125	39	%	%	NOUN
fcis-15071	125	40	100	100	NUM
fcis-15071	125	41	%	%	NOUN
fcis-15071	125	42	95	95	NUM
fcis-15071	125	43	%	%	NOUN
fcis-15071	125	44	0	0	NUM
fcis-15071	125	45	.	.	PUNCT
fcis-15071	126	1	79	79	NUM
fcis-15071	126	2	yolov8	yolov8	PROPN
fcis-15071	126	3	-	-	PUNCT
fcis-15071	126	4	s	s	PROPN
fcis-15071	126	5	-	-	PUNCT
fcis-15071	126	6	ca	ca	NOUN
fcis-15071	126	7	90.8	90.8	NUM
fcis-15071	126	8	%	%	NOUN
fcis-15071	126	9	100	100	NUM
fcis-15071	126	10	%	%	NOUN
fcis-15071	126	11	94	94	NUM
fcis-15071	126	12	%	%	NOUN
fcis-15071	126	13	0.89	0.89	NUM
fcis-15071	126	14	the	the	DET
fcis-15071	126	15	enhanced	enhanced	ADJ
fcis-15071	126	16	yolov8	yolov8	NOUN
fcis-15071	126	17	-	-	PUNCT
fcis-15071	126	18	s	s	PROPN
fcis-15071	126	19	-	-	PUNCT
fcis-15071	126	20	ca	ca	NOUN
fcis-15071	126	21	model	model	NOUN
fcis-15071	126	22	has	have	VERB
fcis-15071	126	23	a	a	DET
fcis-15071	126	24	6.6	6.6	NUM
fcis-15071	126	25	percent	percent	NOUN
fcis-15071	126	26	5	5	NUM
fcis-15071	126	27	increase	increase	NOUN
fcis-15071	126	28	in	in	ADP
fcis-15071	126	29	map	map	NOUN
fcis-15071	126	30	value	value	NOUN
fcis-15071	126	31	and	and	CCONJ
fcis-15071	126	32	a	a	DET
fcis-15071	126	33	0.1	0.1	NUM
fcis-15071	126	34	percent	percent	NOUN
fcis-15071	126	35	gain	gain	NOUN
fcis-15071	126	36	in	in	ADP
fcis-15071	126	37	f1	f1	NOUN
fcis-15071	126	38	.	.	PUNCT
fcis-15071	127	1	this	this	DET
fcis-15071	127	2	information	information	NOUN
fcis-15071	127	3	is	be	AUX
fcis-15071	127	4	presented	present	VERB
fcis-15071	127	5	in	in	ADP
fcis-15071	127	6	table	table	NOUN
fcis-15071	127	7	2	2	NUM
fcis-15071	127	8	.	.	PUNCT
fcis-15071	128	1	it	it	PRON
fcis-15071	128	2	demonstrates	demonstrate	VERB
fcis-15071	128	3	that	that	SCONJ
fcis-15071	128	4	the	the	DET
fcis-15071	128	5	ca	ca	NOUN
fcis-15071	128	6	module	module	NOUN
fcis-15071	128	7	optimizes	optimize	VERB
fcis-15071	128	8	the	the	DET
fcis-15071	128	9	extraction	extraction	NOUN
fcis-15071	128	10	of	of	ADP
fcis-15071	128	11	features	feature	NOUN
fcis-15071	128	12	from	from	ADP
fcis-15071	128	13	small	small	ADJ
fcis-15071	128	14	targets	target	NOUN
fcis-15071	128	15	,	,	PUNCT
fcis-15071	128	16	hence	hence	ADV
fcis-15071	128	17	enhancing	enhance	VERB
fcis-15071	128	18	model	model	NOUN
fcis-15071	128	19	precision	precision	NOUN
fcis-15071	128	20	and	and	CCONJ
fcis-15071	128	21	detection	detection	NOUN
fcis-15071	128	22	speed	speed	NOUN
fcis-15071	128	23	.	.	PUNCT
fcis-15071	129	1	figure	figure	NOUN
fcis-15071	129	2	7	7	NUM
fcis-15071	129	3	.	.	PUNCT
fcis-15071	129	4	pcb	pcb	NOUN
fcis-15071	129	5	detection	detection	NOUN
fcis-15071	129	6	results	result	NOUN
fcis-15071	129	7	select	select	VERB
fcis-15071	129	8	some	some	DET
fcis-15071	129	9	test	test	NOUN
fcis-15071	129	10	set	set	VERB
fcis-15071	129	11	images	image	NOUN
fcis-15071	129	12	to	to	ADP
fcis-15071	129	13	the	the	DET
fcis-15071	129	14	yolov8s	yolov8	NOUN
fcis-15071	129	15	-	-	PUNCT
fcis-15071	129	16	ca	ca	NOUN
fcis-15071	129	17	algorithm	algorithm	NOUN
fcis-15071	129	18	model	model	NOUN
fcis-15071	129	19	for	for	ADP
fcis-15071	129	20	real	real	ADJ
fcis-15071	129	21	-	-	PUNCT
fcis-15071	129	22	time	time	NOUN
fcis-15071	129	23	detection	detection	NOUN
fcis-15071	129	24	.	.	PUNCT
fcis-15071	130	1	the	the	DET
fcis-15071	130	2	detection	detection	NOUN
fcis-15071	130	3	results	result	NOUN
fcis-15071	130	4	are	be	AUX
fcis-15071	130	5	shown	show	VERB
fcis-15071	130	6	in	in	ADP
fcis-15071	130	7	figure	figure	NOUN
fcis-15071	130	8	7	7	NUM
fcis-15071	130	9	.	.	PUNCT
fcis-15071	131	1	the	the	DET
fcis-15071	131	2	prediction	prediction	NOUN
fcis-15071	131	3	box	box	NOUN
fcis-15071	131	4	fits	fit	VERB
fcis-15071	131	5	the	the	DET
fcis-15071	131	6	area	area	NOUN
fcis-15071	131	7	where	where	SCONJ
fcis-15071	131	8	the	the	DET
fcis-15071	131	9	target	target	NOUN
fcis-15071	131	10	is	be	AUX
fcis-15071	131	11	located	locate	VERB
fcis-15071	131	12	.	.	PUNCT
fcis-15071	132	1	the	the	DET
fcis-15071	132	2	improved	improved	ADJ
fcis-15071	132	3	model	model	NOUN
fcis-15071	132	4	is	be	AUX
fcis-15071	132	5	more	more	ADV
fcis-15071	132	6	sensitive	sensitive	ADJ
fcis-15071	132	7	to	to	ADP
fcis-15071	132	8	small	small	ADJ
fcis-15071	132	9	targets	target	NOUN
fcis-15071	132	10	and	and	CCONJ
fcis-15071	132	11	has	have	VERB
fcis-15071	132	12	higher	high	ADJ
fcis-15071	132	13	detection	detection	NOUN
fcis-15071	132	14	accuracy	accuracy	NOUN
fcis-15071	132	15	.	.	PUNCT
fcis-15071	133	1	the	the	DET
fcis-15071	133	2	expected	expect	VERB
fcis-15071	133	3	experimental	experimental	ADJ
fcis-15071	133	4	requirements	requirement	NOUN
fcis-15071	133	5	were	be	AUX
fcis-15071	133	6	met	meet	VERB
fcis-15071	133	7	.	.	PUNCT
fcis-15071	134	1	5	5	X
fcis-15071	134	2	.	.	X
fcis-15071	134	3	conclusion	conclusion	NOUN
fcis-15071	134	4	a	a	DET
fcis-15071	134	5	strategy	strategy	NOUN
fcis-15071	134	6	for	for	ADP
fcis-15071	134	7	enhancing	enhance	VERB
fcis-15071	134	8	the	the	DET
fcis-15071	134	9	detection	detection	NOUN
fcis-15071	134	10	of	of	ADP
fcis-15071	134	11	surface	surface	NOUN
fcis-15071	134	12	defects	defect	NOUN
fcis-15071	134	13	on	on	ADP
fcis-15071	134	14	yolov8s	yolov8	NOUN
fcis-15071	134	15	pcb	pcb	NOUN
fcis-15071	134	16	circuit	circuit	NOUN
fcis-15071	134	17	boards	board	NOUN
fcis-15071	134	18	is	be	AUX
fcis-15071	134	19	presented	present	VERB
fcis-15071	134	20	in	in	ADP
fcis-15071	134	21	this	this	DET
fcis-15071	134	22	paper	paper	NOUN
fcis-15071	134	23	.	.	PUNCT
fcis-15071	135	1	a	a	DET
fcis-15071	135	2	considerable	considerable	ADJ
fcis-15071	135	3	variety	variety	NOUN
fcis-15071	135	4	of	of	ADP
fcis-15071	135	5	pcb	pcb	PROPN
fcis-15071	135	6	board	board	NOUN
fcis-15071	135	7	surface	surface	NOUN
fcis-15071	135	8	defects	defect	NOUN
fcis-15071	135	9	exist	exist	VERB
fcis-15071	135	10	,	,	PUNCT
fcis-15071	135	11	each	each	PRON
fcis-15071	135	12	requiring	require	VERB
fcis-15071	135	13	a	a	DET
fcis-15071	135	14	unique	unique	ADJ
fcis-15071	135	15	set	set	NOUN
fcis-15071	135	16	of	of	ADP
fcis-15071	135	17	detection	detection	NOUN
fcis-15071	135	18	criteria	criterion	NOUN
fcis-15071	135	19	.	.	PUNCT
fcis-15071	136	1	complicating	complicate	VERB
fcis-15071	136	2	matters	matter	NOUN
fcis-15071	136	3	further	far	ADV
fcis-15071	136	4	,	,	PUNCT
fcis-15071	136	5	the	the	DET
fcis-15071	136	6	lines	line	NOUN
fcis-15071	136	7	of	of	ADP
fcis-15071	136	8	the	the	DET
fcis-15071	136	9	pcb	pcb	PROPN
fcis-15071	136	10	board	board	NOUN
fcis-15071	136	11	resemble	resemble	VERB
fcis-15071	136	12	those	those	PRON
fcis-15071	136	13	of	of	ADP
fcis-15071	136	14	copper	copper	NOUN
fcis-15071	136	15	boards	board	NOUN
fcis-15071	136	16	in	in	ADP
fcis-15071	136	17	color	color	NOUN
fcis-15071	136	18	,	,	PUNCT
fcis-15071	136	19	which	which	PRON
fcis-15071	136	20	can	can	AUX
fcis-15071	136	21	readily	readily	ADV
fcis-15071	136	22	obscure	obscure	VERB
fcis-15071	136	23	the	the	DET
fcis-15071	136	24	visibility	visibility	NOUN
fcis-15071	136	25	of	of	ADP
fcis-15071	136	26	burrs	burrs	NOUN
fcis-15071	136	27	and	and	CCONJ
fcis-15071	136	28	residual	residual	ADJ
fcis-15071	136	29	copper	copper	NOUN
fcis-15071	136	30	.	.	PUNCT
fcis-15071	137	1	in	in	ADP
fcis-15071	137	2	order	order	NOUN
fcis-15071	137	3	to	to	PART
fcis-15071	137	4	resolve	resolve	VERB
fcis-15071	137	5	the	the	DET
fcis-15071	137	6	issue	issue	NOUN
fcis-15071	137	7	,	,	PUNCT
fcis-15071	137	8	the	the	DET
fcis-15071	137	9	ca	ca	NOUN
fcis-15071	137	10	attention	attention	NOUN
fcis-15071	137	11	mechanism	mechanism	NOUN
fcis-15071	137	12	is	be	AUX
fcis-15071	137	13	incorporated	incorporate	VERB
fcis-15071	137	14	into	into	ADP
fcis-15071	137	15	the	the	DET
fcis-15071	137	16	model	model	NOUN
fcis-15071	137	17	to	to	PART
fcis-15071	137	18	increase	increase	VERB
fcis-15071	137	19	its	its	PRON
fcis-15071	137	20	sensitivity	sensitivity	NOUN
fcis-15071	137	21	to	to	ADP
fcis-15071	137	22	spatial	spatial	ADJ
fcis-15071	137	23	representation	representation	NOUN
fcis-15071	137	24	information	information	NOUN
fcis-15071	137	25	and	and	CCONJ
fcis-15071	137	26	hence	hence	ADV
fcis-15071	137	27	enhance	enhance	VERB
fcis-15071	137	28	its	its	PRON
fcis-15071	137	29	detection	detection	NOUN
fcis-15071	137	30	accuracy	accuracy	NOUN
fcis-15071	137	31	.	.	PUNCT
fcis-15071	138	1	by	by	ADP
fcis-15071	138	2	means	mean	NOUN
fcis-15071	138	3	of	of	ADP
fcis-15071	138	4	several	several	ADJ
fcis-15071	138	5	comparative	comparative	ADJ
fcis-15071	138	6	experiments	experiment	NOUN
fcis-15071	138	7	,	,	PUNCT
fcis-15071	138	8	it	it	PRON
fcis-15071	138	9	is	be	AUX
fcis-15071	138	10	demonstrated	demonstrate	VERB
fcis-15071	138	11	that	that	SCONJ
fcis-15071	138	12	the	the	DET
fcis-15071	138	13	enhanced	enhanced	ADJ
fcis-15071	138	14	model	model	NOUN
fcis-15071	138	15	can	can	AUX
fcis-15071	138	16	detect	detect	VERB
fcis-15071	138	17	a	a	DET
fcis-15071	138	18	variety	variety	NOUN
fcis-15071	138	19	of	of	ADP
fcis-15071	138	20	surface	surface	NOUN
fcis-15071	138	21	flaws	flaw	NOUN
fcis-15071	138	22	on	on	ADP
fcis-15071	138	23	pcb	pcb	NOUN
fcis-15071	138	24	circuit	circuit	NOUN
fcis-15071	138	25	boards	board	NOUN
fcis-15071	138	26	with	with	ADP
fcis-15071	138	27	precision	precision	NOUN
fcis-15071	138	28	and	and	CCONJ
fcis-15071	138	29	efficiency	efficiency	NOUN
fcis-15071	138	30	in	in	ADP
fcis-15071	138	31	real	real	ADJ
fcis-15071	138	32	-	-	PUNCT
fcis-15071	138	33	time	time	NOUN
fcis-15071	138	34	.	.	PUNCT
fcis-15071	139	1	furthermore	furthermore	ADV
fcis-15071	139	2	,	,	PUNCT
fcis-15071	139	3	it	it	PRON
fcis-15071	139	4	is	be	AUX
fcis-15071	139	5	straightforward	straightforward	ADJ
fcis-15071	139	6	to	to	PART
fcis-15071	139	7	implement	implement	VERB
fcis-15071	139	8	in	in	ADP
fcis-15071	139	9	small	small	ADJ
fcis-15071	139	10	-	-	PUNCT
fcis-15071	139	11	scale	scale	NOUN
fcis-15071	139	12	industrial	industrial	ADJ
fcis-15071	139	13	production	production	NOUN
fcis-15071	139	14	.	.	PUNCT
fcis-15071	140	1	the	the	DET
fcis-15071	140	2	detecting	detect	VERB
fcis-15071	140	3	link	link	NOUN
fcis-15071	140	4	is	be	AUX
fcis-15071	140	5	of	of	ADP
fcis-15071	140	6	the	the	DET
fcis-15071	140	7	utmost	utmost	ADJ
fcis-15071	140	8	importance	importance	NOUN
fcis-15071	140	9	in	in	ADP
fcis-15071	140	10	the	the	DET
fcis-15071	140	11	industrial	industrial	ADJ
fcis-15071	140	12	fabrication	fabrication	NOUN
fcis-15071	140	13	of	of	ADP
fcis-15071	140	14	printed	print	VERB
fcis-15071	140	15	circuit	circuit	NOUN
fcis-15071	140	16	boards	board	NOUN
fcis-15071	140	17	.	.	PUNCT
fcis-15071	141	1	as	as	ADP
fcis-15071	141	2	a	a	DET
fcis-15071	141	3	result	result	NOUN
fcis-15071	141	4	of	of	ADP
fcis-15071	141	5	the	the	DET
fcis-15071	141	6	little	little	ADJ
fcis-15071	141	7	data	datum	NOUN
fcis-15071	141	8	acquired	acquire	VERB
fcis-15071	141	9	at	at	ADP
fcis-15071	141	10	this	this	DET
fcis-15071	141	11	moment	moment	NOUN
fcis-15071	141	12	,	,	PUNCT
fcis-15071	141	13	a	a	DET
fcis-15071	141	14	comprehensive	comprehensive	ADJ
fcis-15071	141	15	breakdown	breakdown	NOUN
fcis-15071	141	16	of	of	ADP
fcis-15071	141	17	different	different	ADJ
fcis-15071	141	18	sorts	sort	NOUN
fcis-15071	141	19	of	of	ADP
fcis-15071	141	20	errors	error	NOUN
fcis-15071	141	21	is	be	AUX
fcis-15071	141	22	not	not	PART
fcis-15071	141	23	possible	possible	ADJ
fcis-15071	141	24	.	.	PUNCT
fcis-15071	142	1	in	in	ADP
fcis-15071	142	2	later	later	ADJ
fcis-15071	142	3	endeavors	endeavor	NOUN
fcis-15071	142	4	,	,	PUNCT
fcis-15071	142	5	the	the	DET
fcis-15071	142	6	algorithm	algorithm	NOUN
fcis-15071	142	7	will	will	AUX
fcis-15071	142	8	be	be	AUX
fcis-15071	142	9	enhanced	enhance	VERB
fcis-15071	142	10	regularly	regularly	ADV
fcis-15071	142	11	.	.	PUNCT
fcis-15071	143	1	references	reference	NOUN
fcis-15071	143	2	[	[	X
fcis-15071	143	3	1	1	NUM
fcis-15071	143	4	]	]	PUNCT
fcis-15071	143	5	h.	h.	PROPN
fcis-15071	143	6	suzuki	suzuki	PROPN
fcis-15071	143	7	,	,	PUNCT
fcis-15071	143	8	official	official	ADJ
fcis-15071	143	9	gazette	gazette	NOUN
fcis-15071	143	10	of	of	ADP
fcis-15071	143	11	the	the	DET
fcis-15071	143	12	united	united	PROPN
fcis-15071	143	13	states	states	PROPN
fcis-15071	143	14	patent	patent	NOUN
fcis-15071	143	15	and	and	CCONJ
fcis-15071	143	16	trademark	trademark	NOUN
fcis-15071	143	17	.	.	PUNCT
fcis-15071	144	1	printed	print	VERB
fcis-15071	144	2	circuit	circuit	PROPN
fcis-15071	144	3	board	board	PROPN
fcis-15071	144	4	.	.	PUNCT
fcis-15071	145	1	u.s	u.s	PROPN
fcis-15071	145	2	.	.	PROPN
fcis-15071	145	3	patent4,640,866	patent4,640,866	PROPN
fcis-15071	145	4	,	,	PUNCT
fcis-15071	145	5	16	16	NUM
fcis-15071	145	6	march	march	NOUN
fcis-15071	145	7	1987	1987	NUM
fcis-15071	145	8	.	.	PUNCT
fcis-15071	146	1	[	[	X
fcis-15071	146	2	2	2	X
fcis-15071	146	3	]	]	PUNCT
fcis-15071	146	4	h.	h.	PROPN
fcis-15071	146	5	s.	s.	PROPN
fcis-15071	146	6	cho	cho	PROPN
fcis-15071	146	7	,	,	PUNCT
fcis-15071	146	8	samsung	samsung	PROPN
fcis-15071	146	9	electro	electro	PROPN
fcis-15071	146	10	mechanics	mechanics	PROPN
fcis-15071	146	11	co.	co.	PROPN
fcis-15071	146	12	,	,	PUNCT
fcis-15071	146	13	ltd	ltd	PROPN
fcis-15071	146	14	.	.	PROPN
fcis-15071	146	15	official	official	ADJ
fcis-15071	146	16	gazette	gazette	PROPN
fcis-15071	146	17	of	of	ADP
fcis-15071	146	18	the	the	DET
fcis-15071	146	19	united	united	PROPN
fcis-15071	146	20	states	states	PROPN
fcis-15071	146	21	patent	patent	NOUN
fcis-15071	146	22	and	and	CCONJ
fcis-15071	146	23	trademark	trademark	NOUN
fcis-15071	146	24	.	.	PUNCT
fcis-15071	147	1	printed	print	VERB
fcis-15071	147	2	circuit	circuit	PROPN
fcis-15071	147	3	board	board	PROPN
fcis-15071	147	4	.	.	PUNCT
fcis-15071	148	1	u.s	u.s	PROPN
fcis-15071	148	2	.	.	PROPN
fcis-15071	148	3	patent	patent	NOUN
fcis-15071	148	4	8,159,824	8,159,824	NUM
fcis-15071	148	5	,	,	PUNCT
fcis-15071	148	6	16	16	NUM
fcis-15071	148	7	march	march	NOUN
fcis-15071	148	8	2012	2012	NUM
fcis-15071	148	9	.	.	PUNCT
fcis-15071	149	1	[	[	X
fcis-15071	149	2	3	3	NUM
fcis-15071	149	3	]	]	X
fcis-15071	149	4	r.	r.	PROPN
fcis-15071	149	5	ding	ding	PROPN
fcis-15071	149	6	,	,	PUNCT
fcis-15071	149	7	l.	l.	PROPN
fcis-15071	149	8	dai	dai	PROPN
fcis-15071	149	9	,	,	PUNCT
fcis-15071	149	10	g.	g.	PROPN
fcis-15071	149	11	li	li	PROPN
fcis-15071	149	12	,	,	PUNCT
fcis-15071	149	13	and	and	CCONJ
fcis-15071	149	14	h.	h.	PROPN
fcis-15071	149	15	liu	liu	PROPN
fcis-15071	149	16	,	,	PUNCT
fcis-15071	149	17	“	"	PUNCT
fcis-15071	149	18	tdd	tdd	NOUN
fcis-15071	149	19	-	-	PUNCT
fcis-15071	149	20	net	net	NOUN
fcis-15071	149	21	:	:	PUNCT
fcis-15071	149	22	a	a	DET
fcis-15071	149	23	tiny	tiny	ADJ
fcis-15071	149	24	defect	defect	NOUN
fcis-15071	149	25	detection	detection	NOUN
fcis-15071	149	26	network	network	NOUN
fcis-15071	149	27	for	for	ADP
fcis-15071	149	28	printed	print	VERB
fcis-15071	149	29	circuit	circuit	NOUN
fcis-15071	149	30	boardss	boardss	NOUN
fcis-15071	149	31	,	,	PUNCT
fcis-15071	149	32	”	"	PUNCT
fcis-15071	149	33	caai	caai	PROPN
fcis-15071	149	34	trans	trans	PROPN
fcis-15071	149	35	.	.	PUNCT
fcis-15071	150	1	intell	intell	PROPN
fcis-15071	150	2	.	.	PUNCT
fcis-15071	151	1	technol	technol	PROPN
fcis-15071	151	2	.	.	PROPN
fcis-15071	151	3	,	,	PUNCT
fcis-15071	151	4	vol	vol	NOUN
fcis-15071	151	5	.	.	PROPN
fcis-15071	152	1	4	4	NUM
fcis-15071	152	2	,	,	PUNCT
fcis-15071	152	3	no	no	INTJ
fcis-15071	152	4	.	.	NOUN
fcis-15071	152	5	2	2	NUM
fcis-15071	152	6	,	,	PUNCT
fcis-15071	152	7	pp	pp	ADJ
fcis-15071	152	8	.	.	PUNCT
fcis-15071	153	1	110	110	NUM
fcis-15071	153	2	-	-	SYM
fcis-15071	153	3	116	116	NUM
fcis-15071	153	4	,	,	PUNCT
fcis-15071	153	5	jun	jun	PROPN
fcis-15071	153	6	.	.	PROPN
fcis-15071	153	7	2019	2019	NUM
fcis-15071	153	8	.	.	PUNCT
fcis-15071	154	1	[	[	X
fcis-15071	154	2	4	4	X
fcis-15071	154	3	]	]	PUNCT
fcis-15071	154	4	k.	k.	PROPN
fcis-15071	154	5	goto	goto	PROPN
fcis-15071	154	6	,	,	PUNCT
fcis-15071	154	7	k.	k.	PROPN
fcis-15071	154	8	kato	kato	PROPN
fcis-15071	154	9	,	,	PUNCT
fcis-15071	154	10	t.	t.	PROPN
fcis-15071	154	11	saito	saito	PROPN
fcis-15071	154	12	,	,	PUNCT
fcis-15071	154	13	and	and	CCONJ
fcis-15071	154	14	h.	h.	PROPN
fcis-15071	154	15	aizawa	aizawa	PROPN
fcis-15071	154	16	,	,	PUNCT
fcis-15071	154	17	“	"	PUNCT
fcis-15071	154	18	adversarial	adversarial	ADJ
fcis-15071	154	19	autoencoder	autoencoder	NOUN
fcis-15071	154	20	for	for	ADP
fcis-15071	154	21	detecting	detect	VERB
fcis-15071	154	22	anomalies	anomaly	NOUN
fcis-15071	154	23	in	in	ADP
fcis-15071	154	24	soldered	soldered	ADJ
fcis-15071	154	25	joints	joint	NOUN
fcis-15071	154	26	on	on	ADP
fcis-15071	154	27	printed	print	VERB
fcis-15071	154	28	circuit	circuit	NOUN
fcis-15071	154	29	boardss	boardss	NOUN
fcis-15071	154	30	,	,	PUNCT
fcis-15071	154	31	”	"	PUNCT
fcis-15071	154	32	proc	proc	NOUN
fcis-15071	154	33	.	.	PUNCT
fcis-15071	155	1	spie	spie	ADJ
fcis-15071	155	2	,	,	PUNCT
fcis-15071	155	3	vol	vol	NOUN
fcis-15071	155	4	.	.	PROPN
fcis-15071	155	5	29	29	NUM
fcis-15071	155	6	,	,	PUNCT
fcis-15071	155	7	no	no	INTJ
fcis-15071	155	8	.	.	NOUN
fcis-15071	155	9	4	4	NUM
fcis-15071	155	10	,	,	PUNCT
fcis-15071	155	11	2020	2020	NUM
fcis-15071	155	12	.	.	PUNCT
fcis-15071	156	1	[	[	X
fcis-15071	156	2	5	5	NUM
fcis-15071	156	3	]	]	PUNCT
fcis-15071	156	4	i.	i.	PROPN
fcis-15071	156	5	c.	c.	PROPN
fcis-15071	156	6	chen	chen	PROPN
fcis-15071	156	7	,	,	PUNCT
fcis-15071	156	8	r.	r.	PROPN
fcis-15071	156	9	c.	c.	PROPN
fcis-15071	156	10	hwang	hwang	PROPN
fcis-15071	156	11	,	,	PUNCT
fcis-15071	156	12	and	and	CCONJ
fcis-15071	156	13	h.	h.	PROPN
fcis-15071	156	14	c.	c.	PROPN
fcis-15071	156	15	huang	huang	PROPN
fcis-15071	156	16	,	,	PUNCT
fcis-15071	156	17	“	"	PUNCT
fcis-15071	156	18	pcb	pcb	VERB
fcis-15071	156	19	defect	defect	NOUN
fcis-15071	156	20	detection	detection	NOUN
fcis-15071	156	21	based	base	VERB
fcis-15071	156	22	on	on	ADP
fcis-15071	156	23	deep	deep	ADJ
fcis-15071	156	24	learning	learning	NOUN
fcis-15071	156	25	algorithms	algorithm	NOUN
fcis-15071	156	26	,	,	PUNCT
fcis-15071	156	27	”	"	PUNCT
fcis-15071	156	28	processes	process	NOUN
fcis-15071	156	29	,	,	PUNCT
fcis-15071	156	30	11	11	NUM
fcis-15071	156	31	(	(	PUNCT
fcis-15071	156	32	3	3	NUM
fcis-15071	156	33	):	):	PUNCT
fcis-15071	156	34	775,2023	775,2023	NUM
fcis-15071	156	35	.	.	PUNCT
fcis-15071	157	1	[	[	X
fcis-15071	157	2	6	6	NUM
fcis-15071	157	3	]	]	PUNCT
fcis-15071	157	4	j.	j.	PROPN
fcis-15071	157	5	redmon	redmon	PROPN
fcis-15071	157	6	,	,	PUNCT
fcis-15071	157	7	s.	s.	PROPN
fcis-15071	157	8	divvala	divvala	PROPN
fcis-15071	157	9	,	,	PUNCT
fcis-15071	157	10	r.	r.	PROPN
fcis-15071	157	11	girshick	girshick	PROPN
fcis-15071	157	12	,	,	PUNCT
fcis-15071	157	13	and	and	CCONJ
fcis-15071	157	14	farhadi	farhadi	NOUN
fcis-15071	157	15	,	,	PUNCT
fcis-15071	157	16	“	"	PUNCT
fcis-15071	157	17	a.	a.	NOUN
fcis-15071	157	18	you	you	PRON
fcis-15071	157	19	only	only	ADV
fcis-15071	157	20	look	look	VERB
fcis-15071	157	21	once	once	ADV
fcis-15071	157	22	:	:	PUNCT
fcis-15071	157	23	unified	unified	ADJ
fcis-15071	157	24	,	,	PUNCT
fcis-15071	157	25	real	real	ADJ
fcis-15071	157	26	-	-	PUNCT
fcis-15071	157	27	time	time	NOUN
fcis-15071	157	28	object	object	NOUN
fcis-15071	157	29	detections	detection	NOUN
fcis-15071	157	30	,	,	PUNCT
fcis-15071	157	31	”	"	PUNCT
fcis-15071	157	32	in	in	ADP
fcis-15071	157	33	proceedings	proceeding	NOUN
fcis-15071	157	34	of	of	ADP
fcis-15071	157	35	the	the	DET
fcis-15071	157	36	ieee	ieee	NOUN
fcis-15071	157	37	conference	conference	NOUN
fcis-15071	157	38	on	on	ADP
fcis-15071	157	39	computer	computer	NOUN
fcis-15071	157	40	vision	vision	NOUN
fcis-15071	157	41	and	and	CCONJ
fcis-15071	157	42	pattern	pattern	NOUN
fcis-15071	157	43	recognition	recognition	NOUN
fcis-15071	157	44	(	(	PUNCT
fcis-15071	157	45	cvpr	cvpr	NOUN
fcis-15071	157	46	)	)	PUNCT
fcis-15071	157	47	,	,	PUNCT
fcis-15071	157	48	las	las	PROPN
fcis-15071	157	49	vegas	vegas	PROPN
fcis-15071	157	50	,	,	PUNCT
fcis-15071	157	51	nv	nv	PROPN
fcis-15071	157	52	,	,	PUNCT
fcis-15071	157	53	usa	usa	PROPN
fcis-15071	157	54	,	,	PUNCT
fcis-15071	157	55	27–30	27–30	NUM
fcis-15071	157	56	june	june	PROPN
fcis-15071	157	57	2016	2016	NUM
fcis-15071	157	58	.	.	PUNCT
fcis-15071	158	1	6	6	NUM
fcis-15071	159	1	[	[	X
fcis-15071	159	2	7	7	X
fcis-15071	159	3	]	]	X
fcis-15071	159	4	v.	v.	ADP
fcis-15071	159	5	a.	a.	NOUN
fcis-15071	159	6	adibhatla	adibhatla	NOUN
fcis-15071	159	7	,	,	PUNCT
fcis-15071	159	8	“	"	PUNCT
fcis-15071	159	9	applying	apply	VERB
fcis-15071	159	10	deep	deep	ADJ
fcis-15071	159	11	learning	learning	NOUN
fcis-15071	159	12	to	to	PART
fcis-15071	159	13	defect	defect	VERB
fcis-15071	159	14	detection	detection	NOUN
fcis-15071	159	15	in	in	ADP
fcis-15071	159	16	printed	print	VERB
fcis-15071	159	17	circuit	circuit	NOUN
fcis-15071	159	18	boards	board	NOUN
fcis-15071	159	19	via	via	ADP
fcis-15071	159	20	a	a	DET
fcis-15071	159	21	newest	new	ADJ
fcis-15071	159	22	model	model	NOUN
fcis-15071	159	23	of	of	ADP
fcis-15071	159	24	you	you	PRON
fcis-15071	159	25	-	-	PUNCT
fcis-15071	159	26	only	only	ADV
fcis-15071	159	27	-	-	PUNCT
fcis-15071	159	28	lookonces	lookonce	NOUN
fcis-15071	159	29	,	,	PUNCT
fcis-15071	159	30	”	"	PUNCT
fcis-15071	159	31	mathematical	mathematical	ADJ
fcis-15071	159	32	biosciences	bioscience	NOUN
fcis-15071	159	33	and	and	CCONJ
fcis-15071	159	34	engineering,18(4	engineering,18(4	PROPN
fcis-15071	159	35	):	):	PUNCT
fcis-15071	159	36	4411	4411	NUM
fcis-15071	159	37	-	-	PUNCT
fcis-15071	159	38	4428,2021	4428,2021	NUM
fcis-15071	159	39	.	.	PUNCT
fcis-15071	160	1	[	[	X
fcis-15071	160	2	8	8	X
fcis-15071	160	3	]	]	X
fcis-15071	160	4	j.	j.	PROPN
fcis-15071	160	5	tang	tang	PROPN
fcis-15071	160	6	,	,	PUNCT
fcis-15071	160	7	“	"	PUNCT
fcis-15071	160	8	pcb	pcb	NOUN
fcis-15071	160	9	-	-	PUNCT
fcis-15071	160	10	yolo	yolo	PROPN
fcis-15071	160	11	:	:	PUNCT
fcis-15071	160	12	an	an	DET
fcis-15071	160	13	improved	improved	ADJ
fcis-15071	160	14	detection	detection	NOUN
fcis-15071	160	15	algorithm	algorithm	NOUN
fcis-15071	160	16	of	of	ADP
fcis-15071	160	17	pcb	pcb	NOUN
fcis-15071	160	18	surface	surface	NOUN
fcis-15071	160	19	defects	defect	NOUN
fcis-15071	160	20	based	base	VERB
fcis-15071	160	21	on	on	ADP
fcis-15071	160	22	yolov5s	yolov5s	PROPN
fcis-15071	160	23	,	,	PUNCT
fcis-15071	160	24	”	"	PUNCT
fcis-15071	160	25	sustainability	sustainability	NOUN
fcis-15071	160	26	,	,	PUNCT
fcis-15071	160	27	15(7):5963,2023	15(7):5963,2023	NUM
fcis-15071	160	28	.	.	PUNCT
fcis-15071	161	1	[	[	X
fcis-15071	161	2	9	9	NUM
fcis-15071	161	3	]	]	PUNCT
fcis-15071	161	4	b.	b.	PROPN
fcis-15071	161	5	du	du	PROPN
fcis-15071	161	6	,	,	PUNCT
fcis-15071	161	7	“	"	PUNCT
fcis-15071	161	8	yolo	yolo	NOUN
fcis-15071	161	9	-	-	PUNCT
fcis-15071	161	10	mbbi	mbbi	NOUN
fcis-15071	161	11	:	:	PUNCT
fcis-15071	161	12	pcb	pcb	VERB
fcis-15071	161	13	surface	surface	NOUN
fcis-15071	161	14	defect	defect	NOUN
fcis-15071	161	15	detection	detection	NOUN
fcis-15071	161	16	method	method	NOUN
fcis-15071	161	17	based	base	VERB
fcis-15071	161	18	on	on	ADP
fcis-15071	161	19	enhanced	enhance	VERB
fcis-15071	161	20	yolov5s	yolov5s	PROPN
fcis-15071	161	21	,	,	PUNCT
fcis-15071	161	22	”	"	PUNCT
fcis-15071	161	23	electronics	electronic	NOUN
fcis-15071	161	24	,	,	PUNCT
fcis-15071	161	25	12(13	12(13	NUM
fcis-15071	161	26	):	):	PUNCT
fcis-15071	161	27	2821	2821	NUM
fcis-15071	161	28	,	,	PUNCT
fcis-15071	161	29	2023	2023	NUM
fcis-15071	161	30	.	.	PUNCT
fcis-15071	162	1	[	[	X
fcis-15071	162	2	10	10	NUM
fcis-15071	162	3	]	]	X
fcis-15071	162	4	b.	b.	PROPN
fcis-15071	162	5	hu	hu	PROPN
fcis-15071	162	6	and	and	CCONJ
fcis-15071	162	7	j.	j.	PROPN
fcis-15071	162	8	wang	wang	PROPN
fcis-15071	162	9	,	,	PUNCT
fcis-15071	162	10	"	"	PUNCT
fcis-15071	162	11	detection	detection	NOUN
fcis-15071	162	12	of	of	ADP
fcis-15071	162	13	pcb	pcb	NOUN
fcis-15071	162	14	surface	surface	NOUN
fcis-15071	162	15	defects	defect	NOUN
fcis-15071	162	16	with	with	ADP
fcis-15071	162	17	improved	improved	ADJ
fcis-15071	162	18	faster	fast	ADJ
fcis-15071	162	19	-	-	PUNCT
fcis-15071	162	20	rcnn	rcnn	NOUN
fcis-15071	162	21	and	and	CCONJ
fcis-15071	162	22	feature	feature	NOUN
fcis-15071	162	23	pyramid	pyramid	NOUN
fcis-15071	162	24	networks	network	NOUN
fcis-15071	162	25	,	,	PUNCT
fcis-15071	162	26	”	"	PUNCT
fcis-15071	162	27	in	in	ADP
fcis-15071	162	28	ieee	ieee	NOUN
fcis-15071	162	29	access	access	NOUN
fcis-15071	162	30	,	,	PUNCT
fcis-15071	162	31	vol	vol	NOUN
fcis-15071	162	32	.	.	PROPN
fcis-15071	162	33	8	8	NUM
fcis-15071	162	34	,	,	PUNCT
fcis-15071	162	35	pp	pp	ADJ
fcis-15071	162	36	.	.	PUNCT
fcis-15071	162	37	108335	108335	NUM
fcis-15071	162	38	-	-	SYM
fcis-15071	162	39	108345	108345	NUM
fcis-15071	162	40	,	,	PUNCT
fcis-15071	162	41	2020	2020	NUM
fcis-15071	162	42	.	.	PUNCT
fcis-15071	163	1	[	[	X
fcis-15071	163	2	11	11	NUM
fcis-15071	163	3	]	]	X
fcis-15071	163	4	f.	f.	PROPN
fcis-15071	163	5	wang	wang	PROPN
fcis-15071	163	6	,	,	PUNCT
fcis-15071	163	7	“	"	PUNCT
fcis-15071	163	8	laser	laser	NOUN
fcis-15071	163	9	-	-	PUNCT
fcis-15071	163	10	induced	induce	VERB
fcis-15071	163	11	thermography	thermography	NOUN
fcis-15071	163	12	:	:	PUNCT
fcis-15071	163	13	an	an	DET
fcis-15071	163	14	effective	effective	ADJ
fcis-15071	163	15	detection	detection	NOUN
fcis-15071	163	16	approach	approach	NOUN
fcis-15071	163	17	for	for	ADP
fcis-15071	163	18	multiple	multiple	ADJ
fcis-15071	163	19	-	-	PUNCT
fcis-15071	163	20	type	type	NOUN
fcis-15071	163	21	defects	defect	NOUN
fcis-15071	163	22	of	of	ADP
fcis-15071	163	23	printed	print	VERB
fcis-15071	163	24	circuit	circuit	NOUN
fcis-15071	163	25	boards	board	NOUN
fcis-15071	163	26	(	(	PUNCT
fcis-15071	163	27	pcbs	pcbs	NOUN
fcis-15071	163	28	)	)	PUNCT
fcis-15071	163	29	multilayer	multilayer	ADJ
fcis-15071	163	30	complex	complex	ADJ
fcis-15071	163	31	structures	structure	NOUN
fcis-15071	163	32	,	,	PUNCT
fcis-15071	163	33	”	"	PUNCT
fcis-15071	163	34	measurement	measurement	NOUN
fcis-15071	163	35	,	,	PUNCT
fcis-15071	163	36	vol	vol	NOUN
fcis-15071	163	37	.	.	PROPN
fcis-15071	163	38	206	206	NUM
fcis-15071	163	39	,	,	PUNCT
fcis-15071	163	40	2023	2023	NUM
fcis-15071	163	41	.	.	PUNCT
fcis-15071	164	1	[	[	X
fcis-15071	164	2	12	12	NUM
fcis-15071	164	3	]	]	PUNCT
fcis-15071	164	4	x.	x.	NOUN
fcis-15071	164	5	y.	y.	PROPN
fcis-15071	164	6	huo	huo	PROPN
fcis-15071	164	7	,	,	PUNCT
fcis-15071	164	8	“	"	PUNCT
fcis-15071	164	9	development	development	NOUN
fcis-15071	164	10	of	of	ADP
fcis-15071	164	11	a	a	DET
fcis-15071	164	12	real	real	ADJ
fcis-15071	164	13	-	-	PUNCT
fcis-15071	164	14	time	time	NOUN
fcis-15071	164	15	printed	print	VERB
fcis-15071	164	16	circuit	circuit	NOUN
fcis-15071	164	17	board	board	NOUN
fcis-15071	164	18	(	(	PUNCT
fcis-15071	164	19	pcb	pcb	PROPN
fcis-15071	164	20	)	)	PUNCT
fcis-15071	164	21	visual	visual	ADJ
fcis-15071	164	22	inspection	inspection	NOUN
fcis-15071	164	23	system	system	NOUN
fcis-15071	164	24	using	use	VERB
fcis-15071	164	25	you	you	PRON
fcis-15071	164	26	only	only	ADV
fcis-15071	164	27	look	look	VERB
fcis-15071	164	28	once	once	ADV
fcis-15071	164	29	(	(	PUNCT
fcis-15071	164	30	yolo	yolo	ADJ
fcis-15071	164	31	)	)	PUNCT
fcis-15071	164	32	and	and	CCONJ
fcis-15071	164	33	fuzzy	fuzzy	ADJ
fcis-15071	164	34	logic	logic	NOUN
fcis-15071	164	35	algorithms	algorithm	NOUN
fcis-15071	164	36	,	,	PUNCT
fcis-15071	164	37	”	"	PUNCT
fcis-15071	164	38	journal	journal	NOUN
fcis-15071	164	39	of	of	ADP
fcis-15071	164	40	intelligent	intelligent	ADJ
fcis-15071	164	41	&	&	CCONJ
fcis-15071	164	42	fuzzy	fuzzy	ADJ
fcis-15071	164	43	systems	system	NOUN
fcis-15071	164	44	:	:	PUNCT
fcis-15071	164	45	applications	application	NOUN
fcis-15071	164	46	in	in	ADP
fcis-15071	164	47	engineering	engineering	NOUN
fcis-15071	164	48	and	and	CCONJ
fcis-15071	164	49	technology	technology	NOUN
fcis-15071	164	50	,	,	PUNCT
fcis-15071	164	51	vol	vol	NOUN
fcis-15071	164	52	.	.	PROPN
fcis-15071	164	53	45	45	NUM
fcis-15071	164	54	,	,	PUNCT
fcis-15071	164	55	pp	pp	CCONJ
fcis-15071	164	56	:	:	PUNCT
fcis-15071	164	57	4139–4145	4139–4145	NUM
fcis-15071	164	58	.	.	PUNCT
fcis-15071	165	1	[	[	X
fcis-15071	165	2	13	13	NUM
fcis-15071	165	3	]	]	X
fcis-15071	165	4	g.	g.	PROPN
fcis-15071	165	5	wang	wang	PROPN
fcis-15071	165	6	,	,	PUNCT
fcis-15071	165	7	“	"	PUNCT
fcis-15071	165	8	uav	uav	PROPN
fcis-15071	165	9	-	-	PUNCT
fcis-15071	165	10	yolov8	yolov8	PROPN
fcis-15071	165	11	:	:	PUNCT
fcis-15071	165	12	a	a	DET
fcis-15071	165	13	small	small	ADJ
fcis-15071	165	14	-	-	PUNCT
fcis-15071	165	15	object	object	NOUN
fcis-15071	165	16	-	-	PUNCT
fcis-15071	165	17	detection	detection	NOUN
fcis-15071	165	18	model	model	NOUN
fcis-15071	165	19	based	base	VERB
fcis-15071	165	20	on	on	ADP
fcis-15071	165	21	improved	improved	ADJ
fcis-15071	165	22	yolov8	yolov8	NOUN
fcis-15071	165	23	for	for	ADP
fcis-15071	165	24	uav	uav	PROPN
fcis-15071	165	25	aerial	aerial	ADJ
fcis-15071	165	26	photography	photography	NOUN
fcis-15071	165	27	scenarios	scenario	NOUN
fcis-15071	165	28	.	.	PUNCT
fcis-15071	166	1	sensors	sensor	NOUN
fcis-15071	166	2	,	,	PUNCT
fcis-15071	166	3	”	"	PUNCT
fcis-15071	166	4	2023	2023	NUM
fcis-15071	166	5	;	;	PUNCT
fcis-15071	166	6	23(16):7190	23(16):7190	NUM
fcis-15071	166	7	.	.	PUNCT
fcis-15071	167	1	[	[	X
fcis-15071	167	2	14	14	NUM
fcis-15071	167	3	]	]	X
fcis-15071	167	4	f.	f.	PROPN
fcis-15071	167	5	y.	y.	PROPN
fcis-15071	167	6	zhou	zhou	PROPN
fcis-15071	167	7	,	,	PUNCT
fcis-15071	167	8	“	"	PUNCT
fcis-15071	167	9	a	a	DET
fcis-15071	167	10	small	small	ADJ
fcis-15071	167	11	sample	sample	NOUN
fcis-15071	167	12	nonstandard	nonstandard	ADJ
fcis-15071	167	13	gear	gear	NOUN
fcis-15071	167	14	surface	surface	NOUN
fcis-15071	167	15	defect	defect	NOUN
fcis-15071	167	16	detection	detection	NOUN
fcis-15071	167	17	method	method	NOUN
fcis-15071	167	18	,	,	PUNCT
fcis-15071	167	19	”	"	PUNCT
fcis-15071	167	20	measurement	measurement	NOUN
fcis-15071	167	21	,	,	PUNCT
fcis-15071	167	22	vol	vol	NOUN
fcis-15071	167	23	.	.	PUNCT
fcis-15071	167	24	221,2023	221,2023	NUM
fcis-15071	167	25	.	.	PUNCT
fcis-15071	168	1	[	[	X
fcis-15071	168	2	15	15	NUM
fcis-15071	168	3	]	]	X
fcis-15071	168	4	j.	j.	PROPN
fcis-15071	168	5	wang	wang	PROPN
fcis-15071	168	6	,	,	PUNCT
fcis-15071	168	7	“	"	PUNCT
fcis-15071	168	8	yolov7	yolov7	NOUN
fcis-15071	168	9	optimization	optimization	NOUN
fcis-15071	168	10	model	model	NOUN
fcis-15071	168	11	based	base	VERB
fcis-15071	168	12	on	on	ADP
fcis-15071	168	13	attention	attention	NOUN
fcis-15071	168	14	mechanism	mechanism	NOUN
fcis-15071	168	15	applied	apply	VERB
fcis-15071	168	16	in	in	ADP
fcis-15071	168	17	dense	dense	ADJ
fcis-15071	168	18	scenes	scene	NOUN
fcis-15071	168	19	,	,	PUNCT
fcis-15071	168	20	”	"	PUNCT
fcis-15071	168	21	applied	apply	VERB
fcis-15071	168	22	sciences	science	NOUN
fcis-15071	168	23	.	.	PUNCT
fcis-15071	169	1	2023	2023	NUM
fcis-15071	169	2	;	;	PUNCT
fcis-15071	169	3	13(16):9173	13(16):9173	NUM
fcis-15071	169	4	.	.	PUNCT