id	sid	tid	token	lemma	pos
fcis-30952	1	1	frontiers	frontier	NOUN
fcis-30952	1	2	in	in	ADP
fcis-30952	1	3	computing	computing	NOUN
fcis-30952	1	4	and	and	CCONJ
fcis-30952	1	5	intelligent	intelligent	ADJ
fcis-30952	1	6	systems	system	NOUN
fcis-30952	1	7	issn	issn	VERB
fcis-30952	1	8	:	:	PUNCT
fcis-30952	1	9	2832	2832	NUM
fcis-30952	1	10	-	-	SYM
fcis-30952	1	11	6024	6024	NUM
fcis-30952	1	12	|	|	NOUN
fcis-30952	1	13	vol	vol	NOUN
fcis-30952	1	14	.	.	PROPN
fcis-30952	2	1	12	12	NUM
fcis-30952	2	2	,	,	PUNCT
fcis-30952	2	3	no	no	INTJ
fcis-30952	2	4	.	.	NOUN
fcis-30952	2	5	2	2	NUM
fcis-30952	2	6	,	,	PUNCT
fcis-30952	2	7	2025	2025	NUM
fcis-30952	2	8	29	29	NUM
fcis-30952	2	9	quality	quality	NOUN
fcis-30952	2	10	control	control	NOUN
fcis-30952	2	11	in	in	ADP
fcis-30952	2	12	umbrella	umbrella	NOUN
fcis-30952	2	13	manufacturing	manufacturing	NOUN
fcis-30952	2	14	based	base	VERB
fcis-30952	2	15	on	on	ADP
fcis-30952	2	16	object	object	NOUN
fcis-30952	2	17	detection	detection	NOUN
fcis-30952	2	18	:	:	PUNCT
fcis-30952	2	19	current	current	ADJ
fcis-30952	2	20	applications	application	NOUN
fcis-30952	2	21	and	and	CCONJ
fcis-30952	2	22	challenges	challenge	NOUN
fcis-30952	3	1	shuyang	shuyang	PROPN
fcis-30952	3	2	han	han	PROPN
fcis-30952	3	3	*	*	PUNCT
fcis-30952	3	4	zhejiang	zhejiang	PROPN
fcis-30952	3	5	hengyang	hengyang	PROPN
fcis-30952	3	6	umbrella	umbrella	PROPN
fcis-30952	3	7	co.	co.	PROPN
fcis-30952	3	8	,	,	PUNCT
fcis-30952	3	9	ltd	ltd	PROPN
fcis-30952	3	10	.	.	PROPN
fcis-30952	3	11	,	,	PUNCT
fcis-30952	3	12	shaoxing	shaoxing	PROPN
fcis-30952	3	13	,	,	PUNCT
fcis-30952	3	14	zhejiang	zhejiang	PROPN
fcis-30952	3	15	,	,	PUNCT
fcis-30952	3	16	312365	312365	NUM
fcis-30952	3	17	,	,	PUNCT
fcis-30952	3	18	china	china	PROPN
fcis-30952	3	19	*	*	PUNCT
fcis-30952	3	20	corresponding	correspond	VERB
fcis-30952	3	21	author	author	NOUN
fcis-30952	3	22	email	email	NOUN
fcis-30952	3	23	:	:	PUNCT
fcis-30952	3	24	admin@hyumbrella.com	admin@hyumbrella.com	X
fcis-30952	3	25	abstract	abstract	NOUN
fcis-30952	3	26	:	:	PUNCT
fcis-30952	3	27	with	with	ADP
fcis-30952	3	28	the	the	DET
fcis-30952	3	29	increasing	increase	VERB
fcis-30952	3	30	complexity	complexity	NOUN
fcis-30952	3	31	of	of	ADP
fcis-30952	3	32	umbrella	umbrella	NOUN
fcis-30952	3	33	manufacturing	manufacturing	NOUN
fcis-30952	3	34	processes	process	NOUN
fcis-30952	3	35	,	,	PUNCT
fcis-30952	3	36	traditional	traditional	ADJ
fcis-30952	3	37	quality	quality	NOUN
fcis-30952	3	38	inspection	inspection	NOUN
fcis-30952	3	39	methods	method	NOUN
fcis-30952	3	40	are	be	AUX
fcis-30952	3	41	facing	face	VERB
fcis-30952	3	42	significant	significant	ADJ
fcis-30952	3	43	challenges	challenge	NOUN
fcis-30952	3	44	in	in	ADP
fcis-30952	3	45	terms	term	NOUN
fcis-30952	3	46	of	of	ADP
fcis-30952	3	47	accuracy	accuracy	NOUN
fcis-30952	3	48	and	and	CCONJ
fcis-30952	3	49	efficiency	efficiency	NOUN
fcis-30952	3	50	.	.	PUNCT
fcis-30952	4	1	this	this	DET
fcis-30952	4	2	paper	paper	NOUN
fcis-30952	4	3	systematically	systematically	ADV
fcis-30952	4	4	reviews	review	VERB
fcis-30952	4	5	the	the	DET
fcis-30952	4	6	current	current	ADJ
fcis-30952	4	7	applications	application	NOUN
fcis-30952	4	8	and	and	CCONJ
fcis-30952	4	9	future	future	ADJ
fcis-30952	4	10	trends	trend	NOUN
fcis-30952	4	11	of	of	ADP
fcis-30952	4	12	object	object	NOUN
fcis-30952	4	13	detection	detection	NOUN
fcis-30952	4	14	technologies	technology	NOUN
fcis-30952	4	15	in	in	ADP
fcis-30952	4	16	addressing	address	VERB
fcis-30952	4	17	quality	quality	NOUN
fcis-30952	4	18	control	control	NOUN
fcis-30952	4	19	challenges	challenge	NOUN
fcis-30952	4	20	in	in	ADP
fcis-30952	4	21	umbrella	umbrella	NOUN
fcis-30952	4	22	manufacturing	manufacturing	NOUN
fcis-30952	4	23	,	,	PUNCT
fcis-30952	4	24	such	such	ADJ
fcis-30952	4	25	as	as	ADP
fcis-30952	4	26	the	the	DET
fcis-30952	4	27	heterogeneous	heterogeneous	ADJ
fcis-30952	4	28	integration	integration	NOUN
fcis-30952	4	29	of	of	ADP
fcis-30952	4	30	multiple	multiple	ADJ
fcis-30952	4	31	components	component	NOUN
fcis-30952	4	32	and	and	CCONJ
fcis-30952	4	33	dynamic	dynamic	ADJ
fcis-30952	4	34	deformation	deformation	NOUN
fcis-30952	4	35	of	of	ADP
fcis-30952	4	36	flexible	flexible	ADJ
fcis-30952	4	37	materials	material	NOUN
fcis-30952	4	38	.	.	PUNCT
fcis-30952	5	1	by	by	ADP
fcis-30952	5	2	analyzing	analyze	VERB
fcis-30952	5	3	typical	typical	ADJ
fcis-30952	5	4	defect	defect	ADJ
fcis-30952	5	5	characteristics	characteristic	NOUN
fcis-30952	5	6	like	like	ADP
fcis-30952	5	7	misaligned	misaligned	ADJ
fcis-30952	5	8	umbrella	umbrella	NOUN
fcis-30952	5	9	printing	printing	NOUN
fcis-30952	5	10	and	and	CCONJ
fcis-30952	5	11	rib	rib	NOUN
fcis-30952	5	12	assembly	assembly	NOUN
fcis-30952	5	13	errors	error	NOUN
fcis-30952	5	14	and	and	CCONJ
fcis-30952	5	15	leveraging	leverage	VERB
fcis-30952	5	16	the	the	DET
fcis-30952	5	17	principles	principle	NOUN
fcis-30952	5	18	of	of	ADP
fcis-30952	5	19	industrial	industrial	ADJ
fcis-30952	5	20	vision	vision	NOUN
fcis-30952	5	21	inspection	inspection	NOUN
fcis-30952	5	22	technology	technology	NOUN
fcis-30952	5	23	alongside	alongside	ADP
fcis-30952	5	24	the	the	DET
fcis-30952	5	25	advantages	advantage	NOUN
fcis-30952	5	26	of	of	ADP
fcis-30952	5	27	deep	deep	ADJ
fcis-30952	5	28	learning	learning	NOUN
fcis-30952	5	29	algorithms	algorithm	NOUN
fcis-30952	5	30	,	,	PUNCT
fcis-30952	5	31	the	the	DET
fcis-30952	5	32	study	study	NOUN
fcis-30952	5	33	highlights	highlight	VERB
fcis-30952	5	34	technological	technological	ADJ
fcis-30952	5	35	breakthroughs	breakthrough	NOUN
fcis-30952	5	36	in	in	ADP
fcis-30952	5	37	complex	complex	ADJ
fcis-30952	5	38	texture	texture	ADJ
fcis-30952	5	39	recognition	recognition	NOUN
fcis-30952	5	40	,	,	PUNCT
fcis-30952	5	41	occlusion	occlusion	NOUN
fcis-30952	5	42	localization	localization	NOUN
fcis-30952	5	43	,	,	PUNCT
fcis-30952	5	44	and	and	CCONJ
fcis-30952	5	45	real	real	ADJ
fcis-30952	5	46	-	-	PUNCT
fcis-30952	5	47	time	time	NOUN
fcis-30952	5	48	processing	processing	NOUN
fcis-30952	5	49	achieved	achieve	VERB
fcis-30952	5	50	through	through	ADP
fcis-30952	5	51	object	object	NOUN
fcis-30952	5	52	detection	detection	NOUN
fcis-30952	5	53	.	.	PUNCT
fcis-30952	6	1	the	the	DET
fcis-30952	6	2	paper	paper	NOUN
fcis-30952	6	3	provides	provide	VERB
fcis-30952	6	4	a	a	DET
fcis-30952	6	5	technical	technical	ADJ
fcis-30952	6	6	reference	reference	NOUN
fcis-30952	6	7	for	for	ADP
fcis-30952	6	8	the	the	DET
fcis-30952	6	9	digital	digital	ADJ
fcis-30952	6	10	transformation	transformation	NOUN
fcis-30952	6	11	of	of	ADP
fcis-30952	6	12	the	the	DET
fcis-30952	6	13	umbrella	umbrella	NOUN
fcis-30952	6	14	industry	industry	NOUN
fcis-30952	6	15	and	and	CCONJ
fcis-30952	6	16	offers	offer	VERB
fcis-30952	6	17	valuable	valuable	ADJ
fcis-30952	6	18	guidance	guidance	NOUN
fcis-30952	6	19	for	for	ADP
fcis-30952	6	20	advancing	advance	VERB
fcis-30952	6	21	intelligent	intelligent	ADJ
fcis-30952	6	22	quality	quality	NOUN
fcis-30952	6	23	inspection	inspection	NOUN
fcis-30952	6	24	technologies	technology	NOUN
fcis-30952	6	25	from	from	ADP
fcis-30952	6	26	theoretical	theoretical	ADJ
fcis-30952	6	27	breakthroughs	breakthrough	NOUN
fcis-30952	6	28	to	to	ADP
fcis-30952	6	29	industrial	industrial	ADJ
fcis-30952	6	30	implementation	implementation	NOUN
fcis-30952	6	31	.	.	PUNCT
fcis-30952	7	1	keywords	keyword	NOUN
fcis-30952	7	2	:	:	PUNCT
fcis-30952	7	3	umbrella	umbrella	NOUN
fcis-30952	7	4	manufacturing	manufacturing	NOUN
fcis-30952	7	5	;	;	PUNCT
fcis-30952	7	6	quality	quality	NOUN
fcis-30952	7	7	control	control	NOUN
fcis-30952	7	8	;	;	PUNCT
fcis-30952	7	9	object	object	NOUN
fcis-30952	7	10	detection	detection	NOUN
fcis-30952	7	11	;	;	PUNCT
fcis-30952	7	12	industrial	industrial	ADJ
fcis-30952	7	13	vision	vision	NOUN
fcis-30952	7	14	inspection	inspection	NOUN
fcis-30952	7	15	;	;	PUNCT
fcis-30952	7	16	smart	smart	ADJ
fcis-30952	7	17	manufacturing	manufacturing	NOUN
fcis-30952	7	18	.	.	PUNCT
fcis-30952	8	1	1	1	X
fcis-30952	8	2	.	.	X
fcis-30952	8	3	introduction	introduction	NOUN
fcis-30952	8	4	as	as	SCONJ
fcis-30952	8	5	the	the	DET
fcis-30952	8	6	global	global	ADJ
fcis-30952	8	7	umbrella	umbrella	NOUN
fcis-30952	8	8	market	market	NOUN
fcis-30952	8	9	surpasses	surpass	VERB
fcis-30952	8	10	the	the	DET
fcis-30952	8	11	$	$	SYM
fcis-30952	8	12	10	10	NUM
fcis-30952	8	13	billion	billion	NUM
fcis-30952	8	14	threshold	threshold	NOUN
fcis-30952	8	15	,	,	PUNCT
fcis-30952	8	16	the	the	DET
fcis-30952	8	17	exponential	exponential	ADJ
fcis-30952	8	18	growth	growth	NOUN
fcis-30952	8	19	in	in	ADP
fcis-30952	8	20	manufacturing	manufacturing	NOUN
fcis-30952	8	21	complexity	complexity	NOUN
fcis-30952	8	22	has	have	AUX
fcis-30952	8	23	imposed	impose	VERB
fcis-30952	8	24	unprecedented	unprecedented	ADJ
fcis-30952	8	25	demands	demand	NOUN
fcis-30952	8	26	on	on	ADP
fcis-30952	8	27	quality	quality	NOUN
fcis-30952	8	28	control	control	NOUN
fcis-30952	8	29	.	.	PUNCT
fcis-30952	9	1	umbrellas	umbrella	NOUN
fcis-30952	9	2	,	,	PUNCT
fcis-30952	9	3	as	as	ADP
fcis-30952	9	4	typical	typical	ADJ
fcis-30952	9	5	heterogeneous	heterogeneous	ADJ
fcis-30952	9	6	multicomponent	multicomponent	ADJ
fcis-30952	9	7	integrated	integrate	VERB
fcis-30952	9	8	products	product	NOUN
fcis-30952	9	9	,	,	PUNCT
fcis-30952	9	10	often	often	ADV
fcis-30952	9	11	exhibit	exhibit	VERB
fcis-30952	9	12	defects	defect	NOUN
fcis-30952	9	13	due	due	ADJ
fcis-30952	9	14	to	to	ADP
fcis-30952	9	15	micro	micro	ADJ
fcis-30952	9	16	-	-	NOUN
fcis-30952	9	17	level	level	ADJ
fcis-30952	9	18	deviations	deviation	NOUN
fcis-30952	9	19	in	in	ADP
fcis-30952	9	20	key	key	ADJ
fcis-30952	9	21	processes	process	NOUN
fcis-30952	9	22	such	such	ADJ
fcis-30952	9	23	as	as	ADP
fcis-30952	9	24	canopy	canopy	NOUN
fcis-30952	9	25	printing	printing	NOUN
fcis-30952	9	26	and	and	CCONJ
fcis-30952	9	27	frame	frame	NOUN
fcis-30952	9	28	assembly	assembly	NOUN
fcis-30952	9	29	.	.	PUNCT
fcis-30952	10	1	traditional	traditional	ADJ
fcis-30952	10	2	manual	manual	ADJ
fcis-30952	10	3	inspection	inspection	NOUN
fcis-30952	10	4	methods	method	NOUN
fcis-30952	10	5	can	can	AUX
fcis-30952	10	6	no	no	ADV
fcis-30952	10	7	longer	long	ADV
fcis-30952	10	8	meet	meet	VERB
fcis-30952	10	9	the	the	DET
fcis-30952	10	10	precision	precision	NOUN
fcis-30952	10	11	and	and	CCONJ
fcis-30952	10	12	efficiency	efficiency	NOUN
fcis-30952	10	13	requirements	requirement	NOUN
fcis-30952	10	14	of	of	ADP
fcis-30952	10	15	smart	smart	ADJ
fcis-30952	10	16	manufacturing	manufacturing	NOUN
fcis-30952	10	17	in	in	ADP
fcis-30952	10	18	the	the	DET
fcis-30952	10	19	industry	industry	NOUN
fcis-30952	10	20	4.0	4.0	NUM
fcis-30952	10	21	era	era	NOUN
fcis-30952	10	22	.	.	PUNCT
fcis-30952	11	1	china	china	PROPN
fcis-30952	11	2	's	's	PART
fcis-30952	11	3	made	make	VERB
fcis-30952	11	4	in	in	ADP
fcis-30952	11	5	china	china	PROPN
fcis-30952	11	6	2025	2025	NUM
fcis-30952	11	7	strategy	strategy	NOUN
fcis-30952	11	8	explicitly	explicitly	ADV
fcis-30952	11	9	emphasizes	emphasize	VERB
fcis-30952	11	10	that	that	SCONJ
fcis-30952	11	11	advancing	advance	VERB
fcis-30952	11	12	ai	ai	NOUN
fcis-30952	11	13	-	-	PUNCT
fcis-30952	11	14	driven	drive	VERB
fcis-30952	11	15	industrial	industrial	ADJ
fcis-30952	11	16	quality	quality	NOUN
fcis-30952	11	17	inspection	inspection	NOUN
fcis-30952	11	18	is	be	AUX
fcis-30952	11	19	a	a	DET
fcis-30952	11	20	critical	critical	ADJ
fcis-30952	11	21	pathway	pathway	NOUN
fcis-30952	11	22	to	to	ADP
fcis-30952	11	23	enhancing	enhance	VERB
fcis-30952	11	24	manufacturing	manufacturing	NOUN
fcis-30952	11	25	competitiveness	competitiveness	NOUN
fcis-30952	11	26	,	,	PUNCT
fcis-30952	11	27	providing	provide	VERB
fcis-30952	11	28	both	both	PRON
fcis-30952	11	29	policy	policy	NOUN
fcis-30952	11	30	guidance	guidance	NOUN
fcis-30952	11	31	and	and	CCONJ
fcis-30952	11	32	industrial	industrial	ADJ
fcis-30952	11	33	validation	validation	NOUN
fcis-30952	11	34	for	for	ADP
fcis-30952	11	35	applying	apply	VERB
fcis-30952	11	36	object	object	NOUN
fcis-30952	11	37	detection	detection	NOUN
fcis-30952	11	38	technologies	technology	NOUN
fcis-30952	11	39	in	in	ADP
fcis-30952	11	40	umbrella	umbrella	NOUN
fcis-30952	11	41	quality	quality	NOUN
fcis-30952	11	42	management	management	NOUN
fcis-30952	11	43	.	.	PUNCT
fcis-30952	12	1	in	in	ADP
fcis-30952	12	2	recent	recent	ADJ
fcis-30952	12	3	years	year	NOUN
fcis-30952	12	4	,	,	PUNCT
fcis-30952	12	5	industrial	industrial	ADJ
fcis-30952	12	6	vision	vision	NOUN
fcis-30952	12	7	inspection	inspection	NOUN
fcis-30952	12	8	has	have	AUX
fcis-30952	12	9	achieved	achieve	VERB
fcis-30952	12	10	large	large	ADJ
fcis-30952	12	11	-	-	PUNCT
fcis-30952	12	12	scale	scale	NOUN
fcis-30952	12	13	adoption	adoption	NOUN
fcis-30952	12	14	in	in	ADP
fcis-30952	12	15	electronics	electronic	NOUN
fcis-30952	12	16	and	and	CCONJ
fcis-30952	12	17	automotive	automotive	ADJ
fcis-30952	12	18	manufacturing	manufacturing	NOUN
fcis-30952	12	19	yet	yet	ADV
fcis-30952	12	20	remains	remains	AUX
fcis-30952	12	21	challenged	challenge	VERB
fcis-30952	12	22	in	in	ADP
fcis-30952	12	23	flexible	flexible	ADJ
fcis-30952	12	24	material	material	NOUN
fcis-30952	12	25	processing	processing	NOUN
fcis-30952	12	26	sectors	sector	NOUN
fcis-30952	12	27	like	like	ADP
fcis-30952	12	28	umbrella	umbrella	NOUN
fcis-30952	12	29	production	production	NOUN
fcis-30952	12	30	.	.	PUNCT
fcis-30952	13	1	the	the	DET
fcis-30952	13	2	reflective	reflective	ADJ
fcis-30952	13	3	properties	property	NOUN
fcis-30952	13	4	of	of	ADP
fcis-30952	13	5	canopy	canopy	NOUN
fcis-30952	13	6	fabrics	fabric	NOUN
fcis-30952	13	7	,	,	PUNCT
fcis-30952	13	8	spatial	spatial	ADJ
fcis-30952	13	9	occlusion	occlusion	NOUN
fcis-30952	13	10	effects	effect	NOUN
fcis-30952	13	11	of	of	ADP
fcis-30952	13	12	rib	rib	NOUN
fcis-30952	13	13	assemblies	assembly	NOUN
fcis-30952	13	14	,	,	PUNCT
fcis-30952	13	15	and	and	CCONJ
fcis-30952	13	16	dynamic	dynamic	ADJ
fcis-30952	13	17	deformation	deformation	NOUN
fcis-30952	13	18	during	during	ADP
fcis-30952	13	19	opening	opening	NOUN
fcis-30952	13	20	/	/	SYM
fcis-30952	13	21	closing	closing	NOUN
fcis-30952	13	22	cycles	cycle	NOUN
fcis-30952	13	23	pose	pose	VERB
fcis-30952	13	24	unique	unique	ADJ
fcis-30952	13	25	barriers	barrier	NOUN
fcis-30952	13	26	for	for	ADP
fcis-30952	13	27	conventional	conventional	ADJ
fcis-30952	13	28	machine	machine	NOUN
fcis-30952	13	29	vision	vision	NOUN
fcis-30952	13	30	.	.	PUNCT
fcis-30952	14	1	meanwhile	meanwhile	ADV
fcis-30952	14	2	,	,	PUNCT
fcis-30952	14	3	object	object	VERB
fcis-30952	14	4	detection	detection	NOUN
fcis-30952	14	5	algorithms	algorithm	NOUN
fcis-30952	14	6	—	—	PUNCT
fcis-30952	14	7	powered	power	VERB
fcis-30952	14	8	by	by	ADP
fcis-30952	14	9	deep	deep	ADJ
fcis-30952	14	10	learning	learning	NOUN
fcis-30952	14	11	frameworks	framework	NOUN
fcis-30952	14	12	—	—	PUNCT
fcis-30952	14	13	have	have	AUX
fcis-30952	14	14	achieved	achieve	VERB
fcis-30952	14	15	end	end	NOUN
fcis-30952	14	16	-	-	PUNCT
fcis-30952	14	17	to	to	ADP
fcis-30952	14	18	-	-	PUNCT
fcis-30952	14	19	end	end	NOUN
fcis-30952	14	20	optimization	optimization	NOUN
fcis-30952	14	21	from	from	ADP
fcis-30952	14	22	feature	feature	NOUN
fcis-30952	14	23	extraction	extraction	NOUN
fcis-30952	14	24	to	to	PART
fcis-30952	14	25	defect	defect	VERB
fcis-30952	14	26	classification	classification	NOUN
fcis-30952	14	27	and	and	CCONJ
fcis-30952	14	28	localization	localization	NOUN
fcis-30952	14	29	.	.	PUNCT
fcis-30952	15	1	continuous	continuous	ADJ
fcis-30952	15	2	advancements	advancement	NOUN
fcis-30952	15	3	in	in	ADP
fcis-30952	15	4	models	model	NOUN
fcis-30952	15	5	like	like	ADP
fcis-30952	15	6	yolo	yolo	NOUN
fcis-30952	15	7	and	and	CCONJ
fcis-30952	15	8	faster	fast	ADJ
fcis-30952	15	9	r	r	NOUN
fcis-30952	15	10	-	-	PUNCT
fcis-30952	15	11	cnn	cnn	PROPN
fcis-30952	15	12	demonstrate	demonstrate	VERB
fcis-30952	15	13	remarkable	remarkable	ADJ
fcis-30952	15	14	environmental	environmental	ADJ
fcis-30952	15	15	adaptability	adaptability	NOUN
fcis-30952	15	16	.	.	PUNCT
fcis-30952	16	1	notably	notably	ADV
fcis-30952	16	2	,	,	PUNCT
fcis-30952	16	3	the	the	DET
fcis-30952	16	4	latest	late	ADJ
fcis-30952	16	5	iso	iso	NOUN
fcis-30952	16	6	guidelines	guideline	NOUN
fcis-30952	16	7	for	for	ADP
fcis-30952	16	8	smart	smart	ADJ
fcis-30952	16	9	manufacturing	manufacturing	NOUN
fcis-30952	16	10	quality	quality	NOUN
fcis-30952	16	11	systems	system	NOUN
fcis-30952	16	12	highlight	highlight	VERB
fcis-30952	16	13	that	that	SCONJ
fcis-30952	16	14	adaptive	adaptive	ADJ
fcis-30952	16	15	inspection	inspection	NOUN
fcis-30952	16	16	systems	system	NOUN
fcis-30952	16	17	integrating	integrate	VERB
fcis-30952	16	18	multimodal	multimodal	NOUN
fcis-30952	16	19	sensing	sensing	NOUN
fcis-30952	16	20	and	and	CCONJ
fcis-30952	16	21	ai	ai	VERB
fcis-30952	16	22	algorithms	algorithm	NOUN
fcis-30952	16	23	will	will	AUX
fcis-30952	16	24	define	define	VERB
fcis-30952	16	25	the	the	DET
fcis-30952	16	26	next	next	ADJ
fcis-30952	16	27	generation	generation	NOUN
fcis-30952	16	28	of	of	ADP
fcis-30952	16	29	industrial	industrial	ADJ
fcis-30952	16	30	quality	quality	NOUN
fcis-30952	16	31	control	control	NOUN
fcis-30952	16	32	.	.	PUNCT
fcis-30952	17	1	this	this	DET
fcis-30952	17	2	study	study	NOUN
fcis-30952	17	3	focuses	focus	VERB
fcis-30952	17	4	on	on	ADP
fcis-30952	17	5	manufacturing	manufacture	VERB
fcis-30952	17	6	umbrellas	umbrella	NOUN
fcis-30952	17	7	,	,	PUNCT
fcis-30952	17	8	systematically	systematically	ADV
fcis-30952	17	9	reviewing	review	VERB
fcis-30952	17	10	the	the	DET
fcis-30952	17	11	applications	application	NOUN
fcis-30952	17	12	and	and	CCONJ
fcis-30952	17	13	challenges	challenge	NOUN
fcis-30952	17	14	of	of	ADP
fcis-30952	17	15	object	object	NOUN
fcis-30952	17	16	detection	detection	NOUN
fcis-30952	17	17	in	in	ADP
fcis-30952	17	18	quality	quality	NOUN
fcis-30952	17	19	management	management	NOUN
fcis-30952	17	20	.	.	PUNCT
fcis-30952	18	1	by	by	ADP
fcis-30952	18	2	analyzing	analyze	VERB
fcis-30952	18	3	realworld	realworld	PROPN
fcis-30952	18	4	production	production	NOUN
fcis-30952	18	5	issues	issue	NOUN
fcis-30952	18	6	and	and	CCONJ
fcis-30952	18	7	case	case	NOUN
fcis-30952	18	8	studies	study	NOUN
fcis-30952	18	9	,	,	PUNCT
fcis-30952	18	10	we	we	PRON
fcis-30952	18	11	elucidate	elucidate	VERB
fcis-30952	18	12	how	how	SCONJ
fcis-30952	18	13	deep	deep	ADJ
fcis-30952	18	14	learning	learning	NOUN
fcis-30952	18	15	outperforms	outperform	VERB
fcis-30952	18	16	traditional	traditional	ADJ
fcis-30952	18	17	methods	method	NOUN
fcis-30952	18	18	in	in	ADP
fcis-30952	18	19	detecting	detect	VERB
fcis-30952	18	20	complex	complex	ADJ
fcis-30952	18	21	defects	defect	NOUN
fcis-30952	18	22	.	.	PUNCT
fcis-30952	19	1	our	our	PRON
fcis-30952	19	2	research	research	NOUN
fcis-30952	19	3	aims	aim	VERB
fcis-30952	19	4	to	to	ADP
fcis-30952	19	5	:	:	PUNCT
fcis-30952	19	6	1.evaluate	1.evaluate	NUM
fcis-30952	19	7	the	the	DET
fcis-30952	19	8	alignment	alignment	NOUN
fcis-30952	19	9	between	between	ADP
fcis-30952	19	10	current	current	ADJ
fcis-30952	19	11	technological	technological	ADJ
fcis-30952	19	12	solutions	solution	NOUN
fcis-30952	19	13	and	and	CCONJ
fcis-30952	19	14	industry	industry	NOUN
fcis-30952	19	15	needs	need	NOUN
fcis-30952	19	16	.	.	PUNCT
fcis-30952	20	1	2.investigate	2.investigate	NUM
fcis-30952	20	2	the	the	DET
fcis-30952	20	3	interplay	interplay	NOUN
fcis-30952	20	4	among	among	ADP
fcis-30952	20	5	material	material	NOUN
fcis-30952	20	6	properties	property	NOUN
fcis-30952	20	7	,	,	PUNCT
fcis-30952	20	8	process	process	NOUN
fcis-30952	20	9	parameters	parameter	NOUN
fcis-30952	20	10	,	,	PUNCT
fcis-30952	20	11	and	and	CCONJ
fcis-30952	20	12	algorithmic	algorithmic	ADJ
fcis-30952	20	13	architectures	architecture	NOUN
fcis-30952	20	14	.	.	PUNCT
fcis-30952	21	1	3.provide	3.provide	NUM
fcis-30952	21	2	theoretical	theoretical	ADJ
fcis-30952	21	3	foundations	foundation	NOUN
fcis-30952	21	4	for	for	ADP
fcis-30952	21	5	building	build	VERB
fcis-30952	21	6	intelligent	intelligent	ADJ
fcis-30952	21	7	quality	quality	NOUN
fcis-30952	21	8	control	control	NOUN
fcis-30952	21	9	systems	system	NOUN
fcis-30952	21	10	in	in	ADP
fcis-30952	21	11	umbrella	umbrella	NOUN
fcis-30952	21	12	manufacturing	manufacturing	NOUN
fcis-30952	21	13	.	.	PUNCT
fcis-30952	22	1	structured	structure	VERB
fcis-30952	22	2	across	across	ADP
fcis-30952	22	3	three	three	NUM
fcis-30952	22	4	dimensions	dimension	NOUN
fcis-30952	22	5	—	—	PUNCT
fcis-30952	22	6	current	current	ADJ
fcis-30952	22	7	quality	quality	NOUN
fcis-30952	22	8	control	control	NOUN
fcis-30952	22	9	practices	practice	NOUN
fcis-30952	22	10	,	,	PUNCT
fcis-30952	22	11	object	object	VERB
fcis-30952	22	12	detection	detection	NOUN
fcis-30952	22	13	methodologies	methodology	NOUN
fcis-30952	22	14	,	,	PUNCT
fcis-30952	22	15	and	and	CCONJ
fcis-30952	22	16	application	application	NOUN
fcis-30952	22	17	case	case	NOUN
fcis-30952	22	18	studies	study	NOUN
fcis-30952	22	19	,	,	PUNCT
fcis-30952	22	20	this	this	DET
fcis-30952	22	21	paper	paper	NOUN
fcis-30952	22	22	dissects	dissect	VERB
fcis-30952	22	23	algorithmic	algorithmic	ADJ
fcis-30952	22	24	optimization	optimization	NOUN
fcis-30952	22	25	strategies	strategy	NOUN
fcis-30952	22	26	and	and	CCONJ
fcis-30952	22	27	engineering	engineering	NOUN
fcis-30952	22	28	deployment	deployment	NOUN
fcis-30952	22	29	hurdles	hurdle	NOUN
fcis-30952	22	30	.	.	PUNCT
fcis-30952	23	1	we	we	PRON
fcis-30952	23	2	conclude	conclude	VERB
fcis-30952	23	3	by	by	ADP
fcis-30952	23	4	proposing	propose	VERB
fcis-30952	23	5	strategic	strategic	ADJ
fcis-30952	23	6	directions	direction	NOUN
fcis-30952	23	7	for	for	ADP
fcis-30952	23	8	interdisciplinary	interdisciplinary	ADJ
fcis-30952	23	9	integration	integration	NOUN
fcis-30952	23	10	and	and	CCONJ
fcis-30952	23	11	standardization	standardization	NOUN
fcis-30952	23	12	.	.	PUNCT
fcis-30952	24	1	as	as	ADP
fcis-30952	24	2	a	a	DET
fcis-30952	24	3	comprehensive	comprehensive	ADJ
fcis-30952	24	4	review	review	NOUN
fcis-30952	24	5	,	,	PUNCT
fcis-30952	24	6	this	this	DET
fcis-30952	24	7	work	work	NOUN
fcis-30952	24	8	serves	serve	VERB
fcis-30952	24	9	as	as	ADP
fcis-30952	24	10	a	a	DET
fcis-30952	24	11	technical	technical	ADJ
fcis-30952	24	12	reference	reference	NOUN
fcis-30952	24	13	for	for	ADP
fcis-30952	24	14	the	the	DET
fcis-30952	24	15	umbrella	umbrella	NOUN
fcis-30952	24	16	industry	industry	NOUN
fcis-30952	24	17	's	's	PART
fcis-30952	24	18	digital	digital	ADJ
fcis-30952	24	19	transformation	transformation	NOUN
fcis-30952	24	20	,	,	PUNCT
fcis-30952	24	21	bridging	bridge	VERB
fcis-30952	24	22	the	the	DET
fcis-30952	24	23	gap	gap	NOUN
fcis-30952	24	24	between	between	ADP
fcis-30952	24	25	theoretical	theoretical	ADJ
fcis-30952	24	26	breakthroughs	breakthrough	NOUN
fcis-30952	24	27	and	and	CCONJ
fcis-30952	24	28	industrial	industrial	ADJ
fcis-30952	24	29	implementation	implementation	NOUN
fcis-30952	24	30	in	in	ADP
fcis-30952	24	31	ai	ai	ADJ
fcis-30952	24	32	-	-	PUNCT
fcis-30952	24	33	powered	power	VERB
fcis-30952	24	34	quality	quality	NOUN
fcis-30952	24	35	inspection	inspection	NOUN
fcis-30952	24	36	.	.	PUNCT
fcis-30952	25	1	2	2	X
fcis-30952	25	2	.	.	X
fcis-30952	25	3	current	current	ADJ
fcis-30952	25	4	status	status	NOUN
fcis-30952	25	5	and	and	CCONJ
fcis-30952	25	6	challenges	challenge	VERB
fcis-30952	25	7	2.1	2.1	NUM
fcis-30952	25	8	.	.	PUNCT
fcis-30952	26	1	key	key	ADJ
fcis-30952	26	2	challenges	challenge	NOUN
fcis-30952	26	3	quality	quality	NOUN
fcis-30952	26	4	control	control	NOUN
fcis-30952	26	5	in	in	ADP
fcis-30952	26	6	manufacturing	manufacture	VERB
fcis-30952	26	7	umbrella	umbrella	NOUN
fcis-30952	26	8	faces	face	VERB
fcis-30952	26	9	multifaceted	multifaceted	ADJ
fcis-30952	26	10	challenges	challenge	NOUN
fcis-30952	26	11	,	,	PUNCT
fcis-30952	26	12	primarily	primarily	ADV
fcis-30952	26	13	stemming	stem	VERB
fcis-30952	26	14	from	from	ADP
fcis-30952	26	15	the	the	DET
fcis-30952	26	16	conflict	conflict	NOUN
fcis-30952	26	17	between	between	ADP
fcis-30952	26	18	product	product	NOUN
fcis-30952	26	19	diversity	diversity	NOUN
fcis-30952	26	20	and	and	CCONJ
fcis-30952	26	21	precision	precision	NOUN
fcis-30952	26	22	in	in	ADP
fcis-30952	26	23	production	production	NOUN
fcis-30952	26	24	processes	process	NOUN
fcis-30952	26	25	.	.	PUNCT
fcis-30952	27	1	first	first	ADV
fcis-30952	27	2	,	,	PUNCT
fcis-30952	27	3	umbrellas	umbrella	NOUN
fcis-30952	27	4	consist	consist	VERB
fcis-30952	27	5	of	of	ADP
fcis-30952	27	6	heterogeneous	heterogeneous	ADJ
fcis-30952	27	7	components	component	NOUN
fcis-30952	27	8	such	such	ADJ
fcis-30952	27	9	as	as	ADP
fcis-30952	27	10	canopy	canopy	NOUN
fcis-30952	27	11	,	,	PUNCT
fcis-30952	27	12	ribs	rib	NOUN
fcis-30952	27	13	,	,	PUNCT
fcis-30952	27	14	and	and	CCONJ
fcis-30952	27	15	handle	handle	VERB
fcis-30952	27	16	,	,	PUNCT
fcis-30952	27	17	each	each	DET
fcis-30952	27	18	made	make	VERB
fcis-30952	27	19	of	of	ADP
fcis-30952	27	20	different	different	ADJ
fcis-30952	27	21	materials	material	NOUN
fcis-30952	27	22	susceptible	susceptible	ADJ
fcis-30952	27	23	to	to	ADP
fcis-30952	27	24	micro	micro	NOUN
fcis-30952	27	25	-	-	NOUN
fcis-30952	27	26	defects	defect	NOUN
fcis-30952	27	27	caused	cause	VERB
fcis-30952	27	28	by	by	ADP
fcis-30952	27	29	temperature	temperature	NOUN
fcis-30952	27	30	,	,	PUNCT
fcis-30952	27	31	humidity	humidity	NOUN
fcis-30952	27	32	,	,	PUNCT
fcis-30952	27	33	and	and	CCONJ
fcis-30952	27	34	mechanical	mechanical	ADJ
fcis-30952	27	35	stress	stress	NOUN
fcis-30952	27	36	during	during	ADP
fcis-30952	27	37	processing	processing	NOUN
fcis-30952	27	38	.	.	PUNCT
fcis-30952	28	1	research	research	NOUN
fcis-30952	28	2	by	by	ADP
fcis-30952	28	3	yijun	yijun	PROPN
fcis-30952	28	4	yan	yan	PROPN
fcis-30952	28	5	et	et	PROPN
fcis-30952	28	6	al	al	PROPN
fcis-30952	28	7	.	.	PUNCT
fcis-30952	29	1	[	[	X
fcis-30952	29	2	1	1	X
fcis-30952	29	3	]	]	PUNCT
fcis-30952	29	4	using	use	VERB
fcis-30952	29	5	hyperspectral	hyperspectral	ADJ
fcis-30952	29	6	imaging	imaging	NOUN
fcis-30952	29	7	demonstrates	demonstrate	VERB
fcis-30952	29	8	that	that	SCONJ
fcis-30952	29	9	variations	variation	NOUN
fcis-30952	29	10	in	in	ADP
fcis-30952	29	11	metal	metal	NOUN
fcis-30952	29	12	powder	powder	NOUN
fcis-30952	29	13	composition	composition	NOUN
fcis-30952	29	14	can	can	AUX
fcis-30952	29	15	be	be	AUX
fcis-30952	29	16	captured	capture	VERB
fcis-30952	29	17	via	via	ADP
fcis-30952	29	18	broadband	broadband	NOUN
fcis-30952	29	19	spectroscopy	spectroscopy	NOUN
fcis-30952	29	20	,	,	PUNCT
fcis-30952	29	21	highlighting	highlight	VERB
fcis-30952	29	22	the	the	DET
fcis-30952	29	23	difficulty	difficulty	NOUN
fcis-30952	29	24	of	of	ADP
fcis-30952	29	25	material	material	ADJ
fcis-30952	29	26	quality	quality	NOUN
fcis-30952	29	27	control	control	NOUN
fcis-30952	29	28	in	in	ADP
fcis-30952	29	29	umbrella	umbrella	NOUN
fcis-30952	29	30	manufacturing	manufacturing	NOUN
fcis-30952	29	31	—	—	PUNCT
fcis-30952	29	32	traditional	traditional	ADJ
fcis-30952	29	33	inspection	inspection	NOUN
fcis-30952	29	34	methods	method	NOUN
fcis-30952	29	35	struggle	struggle	VERB
fcis-30952	29	36	to	to	PART
fcis-30952	29	37	simultaneously	simultaneously	ADV
fcis-30952	29	38	monitor	monitor	VERB
fcis-30952	29	39	micro	micro	NOUN
fcis-30952	29	40	-	-	NOUN
fcis-30952	29	41	deformations	deformation	NOUN
fcis-30952	29	42	and	and	CCONJ
fcis-30952	29	43	material	material	NOUN
fcis-30952	29	44	property	property	NOUN
fcis-30952	29	45	fluctuations	fluctuation	NOUN
fcis-30952	29	46	across	across	ADP
fcis-30952	29	47	diverse	diverse	ADJ
fcis-30952	29	48	components	component	NOUN
fcis-30952	29	49	.	.	PUNCT
fcis-30952	30	1	additionally	additionally	ADV
fcis-30952	30	2	,	,	PUNCT
fcis-30952	30	3	the	the	DET
fcis-30952	30	4	complexity	complexity	NOUN
fcis-30952	30	5	of	of	ADP
fcis-30952	30	6	canopy	canopy	NOUN
fcis-30952	30	7	printing	printing	NOUN
fcis-30952	30	8	patterns	pattern	NOUN
fcis-30952	30	9	and	and	CCONJ
fcis-30952	30	10	the	the	DET
fcis-30952	30	11	stringent	stringent	ADJ
fcis-30952	30	12	precision	precision	NOUN
fcis-30952	30	13	requirements	requirement	NOUN
fcis-30952	30	14	for	for	ADP
fcis-30952	30	15	rib	rib	NOUN
fcis-30952	30	16	assembly	assembly	NOUN
fcis-30952	30	17	create	create	VERB
fcis-30952	30	18	a	a	DET
fcis-30952	30	19	dual	dual	ADJ
fcis-30952	30	20	detection	detection	NOUN
fcis-30952	30	21	challenge	challenge	NOUN
fcis-30952	30	22	.	.	PUNCT
fcis-30952	31	1	devang	devang	PROPN
fcis-30952	31	2	mehta	mehta	PROPN
fcis-30952	31	3	et	et	PROPN
fcis-30952	31	4	al	al	PROPN
fcis-30952	31	5	.	.	PUNCT
fcis-30952	32	1	[	[	X
fcis-30952	32	2	2	2	NUM
fcis-30952	32	3	]	]	SYM
fcis-30952	32	4	30	30	NUM
fcis-30952	32	5	demonstrated	demonstrate	VERB
fcis-30952	32	6	through	through	ADP
fcis-30952	32	7	an	an	DET
fcis-30952	32	8	autoencoder	autoencoder	NOUN
fcis-30952	32	9	-	-	PUNCT
fcis-30952	32	10	based	base	VERB
fcis-30952	32	11	visual	visual	ADJ
fcis-30952	32	12	anomaly	anomaly	NOUN
fcis-30952	32	13	localization	localization	NOUN
fcis-30952	32	14	method	method	NOUN
fcis-30952	32	15	that	that	SCONJ
fcis-30952	32	16	detecting	detect	VERB
fcis-30952	32	17	minute	minute	NOUN
fcis-30952	32	18	defects	defect	NOUN
fcis-30952	32	19	under	under	ADP
fcis-30952	32	20	curved	curved	ADJ
fcis-30952	32	21	surface	surface	NOUN
fcis-30952	32	22	texture	texture	NOUN
fcis-30952	32	23	interference	interference	NOUN
fcis-30952	32	24	demands	demand	VERB
fcis-30952	32	25	sensitivity	sensitivity	NOUN
fcis-30952	32	26	beyond	beyond	ADP
fcis-30952	32	27	human	human	ADJ
fcis-30952	32	28	visual	visual	ADJ
fcis-30952	32	29	limits	limit	NOUN
fcis-30952	32	30	.	.	PUNCT
fcis-30952	33	1	conventional	conventional	ADJ
fcis-30952	33	2	optical	optical	ADJ
fcis-30952	33	3	inspection	inspection	NOUN
fcis-30952	33	4	systems	system	NOUN
fcis-30952	33	5	,	,	PUNCT
fcis-30952	33	6	constrained	constrain	VERB
fcis-30952	33	7	by	by	ADP
fcis-30952	33	8	fixed	fix	VERB
fcis-30952	33	9	imaging	imaging	NOUN
fcis-30952	33	10	angles	angle	NOUN
fcis-30952	33	11	and	and	CCONJ
fcis-30952	33	12	2d	2d	NUM
fcis-30952	33	13	analysis	analysis	NOUN
fcis-30952	33	14	,	,	PUNCT
fcis-30952	33	15	are	be	AUX
fcis-30952	33	16	ill	ill	ADV
fcis-30952	33	17	-	-	PUNCT
fcis-30952	33	18	equipped	equip	VERB
fcis-30952	33	19	to	to	PART
fcis-30952	33	20	handle	handle	VERB
fcis-30952	33	21	the	the	DET
fcis-30952	33	22	3d	3d	ADJ
fcis-30952	33	23	deformation	deformation	NOUN
fcis-30952	33	24	detection	detection	NOUN
fcis-30952	33	25	of	of	ADP
fcis-30952	33	26	curved	curved	ADJ
fcis-30952	33	27	canopies	canopy	NOUN
fcis-30952	33	28	.	.	PUNCT
fcis-30952	34	1	moreover	moreover	ADV
fcis-30952	34	2	,	,	PUNCT
fcis-30952	34	3	the	the	DET
fcis-30952	34	4	dynamic	dynamic	ADJ
fcis-30952	34	5	deformation	deformation	NOUN
fcis-30952	34	6	characteristics	characteristic	NOUN
fcis-30952	34	7	of	of	ADP
fcis-30952	34	8	flexible	flexible	ADJ
fcis-30952	34	9	materials	material	NOUN
fcis-30952	34	10	introduce	introduce	VERB
fcis-30952	34	11	spatiotemporal	spatiotemporal	ADJ
fcis-30952	34	12	randomness	randomness	NOUN
fcis-30952	34	13	in	in	ADP
fcis-30952	34	14	defect	defect	ADJ
fcis-30952	34	15	formation	formation	NOUN
fcis-30952	34	16	.	.	PUNCT
fcis-30952	35	1	for	for	ADP
fcis-30952	35	2	instance	instance	NOUN
fcis-30952	35	3	,	,	PUNCT
fcis-30952	35	4	stress	stress	ADJ
fcis-30952	35	5	concentration	concentration	NOUN
fcis-30952	35	6	areas	area	NOUN
fcis-30952	35	7	during	during	ADP
fcis-30952	35	8	canopy	canopy	NOUN
fcis-30952	35	9	opening	opening	NOUN
fcis-30952	35	10	/	/	SYM
fcis-30952	35	11	closing	closing	NOUN
fcis-30952	35	12	are	be	AUX
fcis-30952	35	13	prone	prone	ADJ
fcis-30952	35	14	to	to	ADP
fcis-30952	35	15	intermittent	intermittent	ADJ
fcis-30952	35	16	cracks	crack	NOUN
fcis-30952	35	17	,	,	PUNCT
fcis-30952	35	18	necessitating	necessitate	VERB
fcis-30952	35	19	real	real	ADJ
fcis-30952	35	20	-	-	PUNCT
fcis-30952	35	21	time	time	NOUN
fcis-30952	35	22	dynamic	dynamic	ADJ
fcis-30952	35	23	monitoring	monitoring	NOUN
fcis-30952	35	24	.	.	PUNCT
fcis-30952	36	1	however	however	ADV
fcis-30952	36	2	,	,	PUNCT
fcis-30952	36	3	most	most	ADJ
fcis-30952	36	4	industrial	industrial	ADJ
fcis-30952	36	5	vision	vision	NOUN
fcis-30952	36	6	systems	system	NOUN
fcis-30952	36	7	rely	rely	VERB
fcis-30952	36	8	on	on	ADP
fcis-30952	36	9	static	static	ADJ
fcis-30952	36	10	detection	detection	NOUN
fcis-30952	36	11	modes	mode	NOUN
fcis-30952	36	12	,	,	PUNCT
fcis-30952	36	13	failing	fail	VERB
fcis-30952	36	14	to	to	PART
fcis-30952	36	15	capture	capture	VERB
fcis-30952	36	16	transient	transient	ADJ
fcis-30952	36	17	defects	defect	NOUN
fcis-30952	36	18	effectively	effectively	ADV
fcis-30952	36	19	.	.	PUNCT
fcis-30952	37	1	these	these	DET
fcis-30952	37	2	compounded	compound	VERB
fcis-30952	37	3	technical	technical	ADJ
fcis-30952	37	4	challenges	challenge	NOUN
fcis-30952	37	5	underscore	underscore	VERB
fcis-30952	37	6	the	the	DET
fcis-30952	37	7	need	need	NOUN
fcis-30952	37	8	for	for	ADP
fcis-30952	37	9	breakthroughs	breakthrough	NOUN
fcis-30952	37	10	in	in	ADP
fcis-30952	37	11	multimodal	multimodal	NOUN
fcis-30952	37	12	data	datum	NOUN
fcis-30952	37	13	fusion	fusion	NOUN
fcis-30952	37	14	while	while	SCONJ
fcis-30952	37	15	balancing	balance	VERB
fcis-30952	37	16	detection	detection	NOUN
fcis-30952	37	17	accuracy	accuracy	NOUN
fcis-30952	37	18	and	and	CCONJ
fcis-30952	37	19	production	production	NOUN
fcis-30952	37	20	efficiency	efficiency	NOUN
fcis-30952	37	21	,	,	PUNCT
fcis-30952	37	22	calling	call	VERB
fcis-30952	37	23	for	for	ADP
fcis-30952	37	24	cross	cross	ADJ
fcis-30952	37	25	-	-	ADJ
fcis-30952	37	26	disciplinary	disciplinary	ADJ
fcis-30952	37	27	innovation	innovation	NOUN
fcis-30952	37	28	in	in	ADP
fcis-30952	37	29	inspection	inspection	NOUN
fcis-30952	37	30	methodologies	methodology	NOUN
fcis-30952	37	31	.	.	PUNCT
fcis-30952	38	1	2.2	2.2	NUM
fcis-30952	38	2	.	.	PUNCT
fcis-30952	38	3	limitations	limitation	NOUN
fcis-30952	38	4	of	of	ADP
fcis-30952	38	5	traditional	traditional	ADJ
fcis-30952	38	6	quality	quality	NOUN
fcis-30952	38	7	inspection	inspection	NOUN
fcis-30952	38	8	methods	method	NOUN
fcis-30952	38	9	traditional	traditional	ADJ
fcis-30952	38	10	quality	quality	NOUN
fcis-30952	38	11	inspection	inspection	NOUN
fcis-30952	38	12	methods	method	NOUN
fcis-30952	38	13	in	in	ADP
fcis-30952	38	14	umbrella	umbrella	NOUN
fcis-30952	38	15	manufacturing	manufacturing	NOUN
fcis-30952	38	16	suffer	suffer	VERB
fcis-30952	38	17	from	from	ADP
fcis-30952	38	18	multiple	multiple	ADJ
fcis-30952	38	19	constraints	constraint	NOUN
fcis-30952	38	20	that	that	PRON
fcis-30952	38	21	hinder	hinder	VERB
fcis-30952	38	22	efficiency	efficiency	NOUN
fcis-30952	38	23	and	and	CCONJ
fcis-30952	38	24	accuracy	accuracy	NOUN
fcis-30952	38	25	.	.	PUNCT
fcis-30952	39	1	first	first	ADV
fcis-30952	39	2	,	,	PUNCT
fcis-30952	39	3	manual	manual	ADJ
fcis-30952	39	4	visual	visual	ADJ
fcis-30952	39	5	inspections	inspection	NOUN
fcis-30952	39	6	and	and	CCONJ
fcis-30952	39	7	contact	contact	NOUN
fcis-30952	39	8	-	-	PUNCT
fcis-30952	39	9	based	base	VERB
fcis-30952	39	10	measurement	measurement	NOUN
fcis-30952	39	11	tools	tool	NOUN
fcis-30952	39	12	remain	remain	VERB
fcis-30952	39	13	prevalent	prevalent	ADJ
fcis-30952	39	14	,	,	PUNCT
fcis-30952	39	15	introducing	introduce	VERB
fcis-30952	39	16	subjectivity	subjectivity	NOUN
fcis-30952	39	17	and	and	CCONJ
fcis-30952	39	18	inefficiency	inefficiency	NOUN
fcis-30952	39	19	.	.	PUNCT
fcis-30952	40	1	in	in	ADP
fcis-30952	40	2	processes	process	NOUN
fcis-30952	40	3	like	like	ADP
fcis-30952	40	4	rib	rib	NOUN
fcis-30952	40	5	assembly	assembly	NOUN
fcis-30952	40	6	and	and	CCONJ
fcis-30952	40	7	canopy	canopy	PROPN
fcis-30952	40	8	stitching	stitching	NOUN
fcis-30952	40	9	,	,	PUNCT
fcis-30952	40	10	human	human	ADJ
fcis-30952	40	11	inspectors	inspector	NOUN
fcis-30952	40	12	struggle	struggle	VERB
fcis-30952	40	13	to	to	PART
fcis-30952	40	14	identify	identify	VERB
fcis-30952	40	15	micron	micron	NOUN
fcis-30952	40	16	-	-	PUNCT
fcis-30952	40	17	level	level	NOUN
fcis-30952	40	18	deformations	deformation	NOUN
fcis-30952	40	19	or	or	CCONJ
fcis-30952	40	20	localized	localized	ADJ
fcis-30952	40	21	defects	defect	NOUN
fcis-30952	40	22	.	.	PUNCT
fcis-30952	41	1	as	as	SCONJ
fcis-30952	41	2	shown	show	VERB
fcis-30952	41	3	in	in	ADP
fcis-30952	41	4	ammar	ammar	PROPN
fcis-30952	41	5	alzarrad	alzarrad	PROPN
fcis-30952	41	6	et	et	PROPN
fcis-30952	41	7	al	al	PROPN
fcis-30952	41	8	.	.	PROPN
fcis-30952	41	9	’s	’s	PART
fcis-30952	42	1	[	[	X
fcis-30952	42	2	3	3	NUM
fcis-30952	42	3	]	]	PUNCT
fcis-30952	42	4	study	study	NOUN
fcis-30952	42	5	on	on	ADP
fcis-30952	42	6	railway	railway	NOUN
fcis-30952	42	7	ballast	ballast	NOUN
fcis-30952	42	8	contamination	contamination	NOUN
fcis-30952	42	9	detection	detection	NOUN
fcis-30952	42	10	,	,	PUNCT
fcis-30952	42	11	manual	manual	ADJ
fcis-30952	42	12	methods	method	NOUN
fcis-30952	42	13	are	be	AUX
fcis-30952	42	14	prone	prone	ADJ
fcis-30952	42	15	to	to	ADP
fcis-30952	42	16	operator	operator	NOUN
fcis-30952	42	17	bias	bias	NOUN
fcis-30952	42	18	and	and	CCONJ
fcis-30952	42	19	lack	lack	VERB
fcis-30952	42	20	quantitative	quantitative	ADJ
fcis-30952	42	21	analysis	analysis	NOUN
fcis-30952	42	22	capabilities	capability	NOUN
fcis-30952	42	23	for	for	ADP
fcis-30952	42	24	high	high	ADJ
fcis-30952	42	25	-	-	PUNCT
fcis-30952	42	26	resolution	resolution	NOUN
fcis-30952	42	27	defects	defect	NOUN
fcis-30952	42	28	.	.	PUNCT
fcis-30952	43	1	second	second	ADJ
fcis-30952	43	2	,	,	PUNCT
fcis-30952	43	3	while	while	SCONJ
fcis-30952	43	4	automated	automated	ADJ
fcis-30952	43	5	optical	optical	ADJ
fcis-30952	43	6	inspection	inspection	NOUN
fcis-30952	43	7	(	(	PUNCT
fcis-30952	43	8	aoi	aoi	NOUN
fcis-30952	43	9	)	)	PUNCT
fcis-30952	43	10	systems	system	NOUN
fcis-30952	43	11	improve	improve	VERB
fcis-30952	43	12	throughput	throughput	NOUN
fcis-30952	43	13	,	,	PUNCT
fcis-30952	43	14	their	their	PRON
fcis-30952	43	15	rule	rule	NOUN
fcis-30952	43	16	-	-	PUNCT
fcis-30952	43	17	based	base	VERB
fcis-30952	43	18	algorithms	algorithm	NOUN
fcis-30952	43	19	can	can	AUX
fcis-30952	43	20	not	not	PART
fcis-30952	43	21	adapt	adapt	VERB
fcis-30952	43	22	to	to	ADP
fcis-30952	43	23	the	the	DET
fcis-30952	43	24	complex	complex	ADJ
fcis-30952	43	25	material	material	NOUN
fcis-30952	43	26	properties	property	NOUN
fcis-30952	43	27	and	and	CCONJ
fcis-30952	43	28	variable	variable	ADJ
fcis-30952	43	29	defect	defect	NOUN
fcis-30952	43	30	morphologies	morphology	NOUN
fcis-30952	43	31	in	in	ADP
fcis-30952	43	32	umbrella	umbrella	NOUN
fcis-30952	43	33	production	production	NOUN
fcis-30952	43	34	.	.	PUNCT
fcis-30952	44	1	jan	jan	PROPN
fcis-30952	44	2	thomas	thomas	PROPN
fcis-30952	44	3	jung	jung	PROPN
fcis-30952	44	4	et	et	PROPN
fcis-30952	44	5	al	al	PROPN
fcis-30952	44	6	.	.	PUNCT
fcis-30952	45	1	[	[	X
fcis-30952	45	2	4	4	X
fcis-30952	45	3	]	]	PUNCT
fcis-30952	45	4	highlighted	highlight	VERB
fcis-30952	45	5	in	in	ADP
fcis-30952	45	6	sewer	sewer	NOUN
fcis-30952	45	7	pipe	pipe	NOUN
fcis-30952	45	8	damage	damage	NOUN
fcis-30952	45	9	detection	detection	NOUN
fcis-30952	45	10	that	that	PRON
fcis-30952	45	11	conventional	conventional	ADJ
fcis-30952	45	12	aoi	aoi	NOUN
fcis-30952	45	13	lacks	lack	VERB
fcis-30952	45	14	generalizability	generalizability	NOUN
fcis-30952	45	15	for	for	ADP
fcis-30952	45	16	irregular	irregular	ADJ
fcis-30952	45	17	defects	defect	NOUN
fcis-30952	45	18	—	—	PUNCT
fcis-30952	45	19	a	a	DET
fcis-30952	45	20	limitation	limitation	NOUN
fcis-30952	45	21	exacerbated	exacerbate	VERB
fcis-30952	45	22	in	in	ADP
fcis-30952	45	23	umbrella	umbrella	NOUN
fcis-30952	45	24	manufacturing	manufacturing	NOUN
fcis-30952	45	25	by	by	ADP
fcis-30952	45	26	fabric	fabric	NOUN
fcis-30952	45	27	wrinkles	wrinkle	NOUN
fcis-30952	45	28	,	,	PUNCT
fcis-30952	45	29	metal	metal	NOUN
fcis-30952	45	30	component	component	NOUN
fcis-30952	45	31	reflections	reflection	NOUN
fcis-30952	45	32	,	,	PUNCT
fcis-30952	45	33	and	and	CCONJ
fcis-30952	45	34	other	other	ADJ
fcis-30952	45	35	interference	interference	NOUN
fcis-30952	45	36	factors	factor	NOUN
fcis-30952	45	37	,	,	PUNCT
fcis-30952	45	38	leading	lead	VERB
fcis-30952	45	39	to	to	ADP
fcis-30952	45	40	high	high	ADJ
fcis-30952	45	41	false	false	ADJ
fcis-30952	45	42	-	-	PUNCT
fcis-30952	45	43	positive	positive	ADJ
fcis-30952	45	44	rates	rate	NOUN
fcis-30952	45	45	.	.	PUNCT
fcis-30952	46	1	furthermore	furthermore	ADV
fcis-30952	46	2	,	,	PUNCT
fcis-30952	46	3	traditional	traditional	ADJ
fcis-30952	46	4	methods	method	NOUN
fcis-30952	46	5	incur	incur	VERB
fcis-30952	46	6	high	high	ADJ
fcis-30952	46	7	costs	cost	NOUN
fcis-30952	46	8	in	in	ADP
fcis-30952	46	9	data	data	NOUN
fcis-30952	46	10	annotation	annotation	NOUN
fcis-30952	46	11	and	and	CCONJ
fcis-30952	46	12	model	model	NOUN
fcis-30952	46	13	iteration	iteration	NOUN
fcis-30952	46	14	.	.	PUNCT
fcis-30952	47	1	jie	jie	PROPN
fcis-30952	47	2	wang	wang	PROPN
fcis-30952	47	3	et	et	PROPN
fcis-30952	47	4	al	al	PROPN
fcis-30952	47	5	.	.	PUNCT
fcis-30952	48	1	[	[	X
fcis-30952	48	2	5	5	NUM
fcis-30952	48	3	]	]	PUNCT
fcis-30952	48	4	emphasized	emphasize	VERB
fcis-30952	48	5	in	in	ADP
fcis-30952	48	6	their	their	PRON
fcis-30952	48	7	study	study	NOUN
fcis-30952	48	8	on	on	ADP
fcis-30952	48	9	railway	railway	NOUN
fcis-30952	48	10	surface	surface	NOUN
fcis-30952	48	11	defects	defect	NOUN
fcis-30952	48	12	that	that	PRON
fcis-30952	48	13	fully	fully	ADV
fcis-30952	48	14	supervised	supervised	ADJ
fcis-30952	48	15	detection	detection	NOUN
fcis-30952	48	16	requires	require	VERB
fcis-30952	48	17	extensive	extensive	ADJ
fcis-30952	48	18	labeled	label	VERB
fcis-30952	48	19	datasets	dataset	NOUN
fcis-30952	48	20	.	.	PUNCT
fcis-30952	49	1	however	however	ADV
fcis-30952	49	2	,	,	PUNCT
fcis-30952	49	3	acquiring	acquire	VERB
fcis-30952	49	4	diverse	diverse	ADJ
fcis-30952	49	5	defect	defect	NOUN
fcis-30952	49	6	samples	sample	NOUN
fcis-30952	49	7	in	in	ADP
fcis-30952	49	8	umbrella	umbrella	NOUN
fcis-30952	49	9	manufacturing	manufacturing	NOUN
fcis-30952	49	10	is	be	AUX
fcis-30952	49	11	challenging	challenge	VERB
fcis-30952	49	12	,	,	PUNCT
fcis-30952	49	13	causing	cause	VERB
fcis-30952	49	14	model	model	NOUN
fcis-30952	49	15	updates	update	NOUN
fcis-30952	49	16	to	to	PART
fcis-30952	49	17	lag	lag	VERB
fcis-30952	49	18	behind	behind	ADP
fcis-30952	49	19	process	process	NOUN
fcis-30952	49	20	variations	variation	NOUN
fcis-30952	49	21	.	.	PUNCT
fcis-30952	50	1	these	these	DET
fcis-30952	50	2	limitations	limitation	NOUN
fcis-30952	50	3	expose	expose	VERB
fcis-30952	50	4	the	the	DET
fcis-30952	50	5	bottlenecks	bottleneck	NOUN
fcis-30952	50	6	of	of	ADP
fcis-30952	50	7	traditional	traditional	ADJ
fcis-30952	50	8	methods	method	NOUN
fcis-30952	50	9	in	in	ADP
fcis-30952	50	10	precision	precision	NOUN
fcis-30952	50	11	,	,	PUNCT
fcis-30952	50	12	adaptability	adaptability	NOUN
fcis-30952	50	13	,	,	PUNCT
fcis-30952	50	14	and	and	CCONJ
fcis-30952	50	15	cost	cost	NOUN
fcis-30952	50	16	-	-	PUNCT
fcis-30952	50	17	effectiveness	effectiveness	NOUN
fcis-30952	50	18	,	,	PUNCT
fcis-30952	50	19	underscoring	underscore	VERB
fcis-30952	50	20	the	the	DET
fcis-30952	50	21	urgent	urgent	ADJ
fcis-30952	50	22	need	need	NOUN
fcis-30952	50	23	for	for	ADP
fcis-30952	50	24	intelligent	intelligent	ADJ
fcis-30952	50	25	technological	technological	ADJ
fcis-30952	50	26	solutions	solution	NOUN
fcis-30952	50	27	.	.	PUNCT
fcis-30952	51	1	3	3	X
fcis-30952	51	2	.	.	X
fcis-30952	51	3	application	application	NOUN
fcis-30952	51	4	of	of	ADP
fcis-30952	51	5	object	object	NOUN
fcis-30952	51	6	detection	detection	NOUN
fcis-30952	51	7	technology	technology	NOUN
fcis-30952	51	8	in	in	ADP
fcis-30952	51	9	umbrella	umbrella	NOUN
fcis-30952	51	10	quality	quality	NOUN
fcis-30952	51	11	control	control	NOUN
fcis-30952	51	12	3.1	3.1	NUM
fcis-30952	51	13	.	.	PUNCT
fcis-30952	51	14	fundamental	fundamental	ADJ
fcis-30952	51	15	principles	principle	NOUN
fcis-30952	51	16	and	and	CCONJ
fcis-30952	51	17	advantages	advantage	NOUN
fcis-30952	51	18	of	of	ADP
fcis-30952	51	19	object	object	NOUN
fcis-30952	51	20	detection	detection	NOUN
fcis-30952	51	21	technology	technology	NOUN
fcis-30952	51	22	object	object	NOUN
fcis-30952	51	23	detection	detection	NOUN
fcis-30952	51	24	technology	technology	NOUN
fcis-30952	51	25	integrates	integrate	VERB
fcis-30952	51	26	image	image	NOUN
fcis-30952	51	27	classification	classification	NOUN
fcis-30952	51	28	and	and	CCONJ
fcis-30952	51	29	localization	localization	NOUN
fcis-30952	51	30	capabilities	capability	NOUN
fcis-30952	51	31	to	to	PART
fcis-30952	51	32	enable	enable	VERB
fcis-30952	51	33	intelligent	intelligent	ADJ
fcis-30952	51	34	recognition	recognition	NOUN
fcis-30952	51	35	and	and	CCONJ
fcis-30952	51	36	analysis	analysis	NOUN
fcis-30952	51	37	of	of	ADP
fcis-30952	51	38	multiple	multiple	ADJ
fcis-30952	51	39	targets	target	NOUN
fcis-30952	51	40	in	in	ADP
fcis-30952	51	41	complex	complex	ADJ
fcis-30952	51	42	scenarios	scenario	NOUN
fcis-30952	51	43	.	.	PUNCT
fcis-30952	52	1	its	its	PRON
fcis-30952	52	2	core	core	NOUN
fcis-30952	52	3	principle	principle	NOUN
fcis-30952	52	4	involves	involve	VERB
fcis-30952	52	5	using	use	VERB
fcis-30952	52	6	convolutional	convolutional	ADJ
fcis-30952	52	7	neural	neural	ADJ
fcis-30952	52	8	networks	network	NOUN
fcis-30952	52	9	(	(	PUNCT
fcis-30952	52	10	cnns	cnns	PROPN
fcis-30952	52	11	)	)	PUNCT
fcis-30952	52	12	to	to	PART
fcis-30952	52	13	extract	extract	VERB
fcis-30952	52	14	image	image	NOUN
fcis-30952	52	15	features	feature	NOUN
fcis-30952	52	16	,	,	PUNCT
fcis-30952	52	17	generating	generate	VERB
fcis-30952	52	18	candidate	candidate	NOUN
fcis-30952	52	19	bounding	bounding	NOUN
fcis-30952	52	20	boxes	box	NOUN
fcis-30952	52	21	through	through	ADP
fcis-30952	52	22	region	region	NOUN
fcis-30952	52	23	proposal	proposal	NOUN
fcis-30952	52	24	mechanisms	mechanism	NOUN
fcis-30952	52	25	,	,	PUNCT
fcis-30952	52	26	and	and	CCONJ
fcis-30952	52	27	then	then	ADV
fcis-30952	52	28	performing	perform	VERB
fcis-30952	52	29	target	target	NOUN
fcis-30952	52	30	localization	localization	NOUN
fcis-30952	52	31	and	and	CCONJ
fcis-30952	52	32	category	category	NOUN
fcis-30952	52	33	classification	classification	NOUN
fcis-30952	52	34	via	via	ADP
fcis-30952	52	35	dedicated	dedicated	ADJ
fcis-30952	52	36	modules	module	NOUN
fcis-30952	52	37	.	.	PUNCT
fcis-30952	53	1	the	the	DET
fcis-30952	53	2	faster	fast	ADJ
fcis-30952	53	3	r	r	NOUN
fcis-30952	53	4	-	-	PUNCT
fcis-30952	53	5	cnn	cnn	PROPN
fcis-30952	53	6	framework	framework	NOUN
fcis-30952	53	7	proposed	propose	VERB
fcis-30952	53	8	by	by	ADP
fcis-30952	53	9	shaoqing	shaoqe	VERB
fcis-30952	53	10	ren	ren	PROPN
fcis-30952	53	11	et	et	PROPN
fcis-30952	53	12	al	al	PROPN
fcis-30952	53	13	.	.	PUNCT
fcis-30952	54	1	[	[	X
fcis-30952	54	2	6	6	NUM
fcis-30952	54	3	]	]	PUNCT
fcis-30952	54	4	innovatively	innovatively	ADV
fcis-30952	54	5	introduced	introduce	VERB
fcis-30952	54	6	a	a	DET
fcis-30952	54	7	region	region	NOUN
fcis-30952	54	8	proposal	proposal	NOUN
fcis-30952	54	9	network	network	NOUN
fcis-30952	54	10	(	(	PUNCT
fcis-30952	54	11	rpn	rpn	PROPN
fcis-30952	54	12	)	)	PUNCT
fcis-30952	54	13	,	,	PUNCT
fcis-30952	54	14	allowing	allow	VERB
fcis-30952	54	15	feature	feature	NOUN
fcis-30952	54	16	extraction	extraction	NOUN
fcis-30952	54	17	and	and	CCONJ
fcis-30952	54	18	region	region	NOUN
fcis-30952	54	19	generation	generation	NOUN
fcis-30952	54	20	to	to	PART
fcis-30952	54	21	share	share	VERB
fcis-30952	54	22	convolutional	convolutional	ADJ
fcis-30952	54	23	computations	computation	NOUN
fcis-30952	54	24	.	.	PUNCT
fcis-30952	55	1	this	this	DET
fcis-30952	55	2	approach	approach	NOUN
fcis-30952	55	3	reduces	reduce	VERB
fcis-30952	55	4	computational	computational	ADJ
fcis-30952	55	5	redundancy	redundancy	NOUN
fcis-30952	55	6	in	in	ADP
fcis-30952	55	7	traditional	traditional	ADJ
fcis-30952	55	8	two	two	NUM
fcis-30952	55	9	-	-	PUNCT
fcis-30952	55	10	stage	stage	NOUN
fcis-30952	55	11	detection	detection	NOUN
fcis-30952	55	12	methods	method	NOUN
fcis-30952	55	13	while	while	SCONJ
fcis-30952	55	14	maintaining	maintain	VERB
fcis-30952	55	15	accuracy	accuracy	NOUN
fcis-30952	55	16	,	,	PUNCT
fcis-30952	55	17	achieving	achieve	VERB
fcis-30952	55	18	processing	processing	NOUN
fcis-30952	55	19	speeds	speed	NOUN
fcis-30952	55	20	of	of	ADP
fcis-30952	55	21	up	up	ADP
fcis-30952	55	22	to	to	PART
fcis-30952	55	23	5	5	NUM
fcis-30952	55	24	fps	fps	PROPN
fcis-30952	55	25	.	.	PUNCT
fcis-30952	56	1	such	such	ADJ
fcis-30952	56	2	end	end	NOUN
fcis-30952	56	3	-	-	PUNCT
fcis-30952	56	4	to	to	ADP
fcis-30952	56	5	-	-	PUNCT
fcis-30952	56	6	end	end	NOUN
fcis-30952	56	7	deep	deep	ADJ
fcis-30952	56	8	learning	learning	NOUN
fcis-30952	56	9	architectures	architecture	NOUN
fcis-30952	56	10	overcome	overcome	VERB
fcis-30952	56	11	the	the	DET
fcis-30952	56	12	limitations	limitation	NOUN
fcis-30952	56	13	of	of	ADP
fcis-30952	56	14	conventional	conventional	ADJ
fcis-30952	56	15	machine	machine	NOUN
fcis-30952	56	16	vision	vision	NOUN
fcis-30952	56	17	,	,	PUNCT
fcis-30952	56	18	which	which	PRON
fcis-30952	56	19	relies	rely	VERB
fcis-30952	56	20	on	on	ADP
fcis-30952	56	21	manually	manually	ADV
fcis-30952	56	22	designed	design	VERB
fcis-30952	56	23	features	feature	NOUN
fcis-30952	56	24	,	,	PUNCT
fcis-30952	56	25	enabling	enable	VERB
fcis-30952	56	26	autonomous	autonomous	ADJ
fcis-30952	56	27	learning	learning	NOUN
fcis-30952	56	28	from	from	ADP
fcis-30952	56	29	low	low	ADJ
fcis-30952	56	30	-	-	PUNCT
fcis-30952	56	31	level	level	NOUN
fcis-30952	56	32	textures	texture	NOUN
fcis-30952	56	33	to	to	ADP
fcis-30952	56	34	high	high	ADJ
fcis-30952	56	35	-	-	PUNCT
fcis-30952	56	36	level	level	NOUN
fcis-30952	56	37	semantic	semantic	ADJ
fcis-30952	56	38	features	feature	NOUN
fcis-30952	56	39	.	.	PUNCT
fcis-30952	57	1	compared	compare	VERB
fcis-30952	57	2	to	to	ADP
fcis-30952	57	3	traditional	traditional	ADJ
fcis-30952	57	4	methods	method	NOUN
fcis-30952	57	5	,	,	PUNCT
fcis-30952	57	6	object	object	NOUN
fcis-30952	57	7	detection	detection	NOUN
fcis-30952	57	8	technology	technology	NOUN
fcis-30952	57	9	demonstrates	demonstrate	VERB
fcis-30952	57	10	significant	significant	ADJ
fcis-30952	57	11	advantages	advantage	NOUN
fcis-30952	57	12	across	across	ADP
fcis-30952	57	13	multiple	multiple	ADJ
fcis-30952	57	14	dimensions	dimension	NOUN
fcis-30952	57	15	,	,	PUNCT
fcis-30952	57	16	jianhang	jianhang	PROPN
fcis-30952	57	17	wang	wang	PROPN
fcis-30952	57	18	et	et	PROPN
fcis-30952	57	19	al	al	PROPN
fcis-30952	57	20	.	.	PUNCT
fcis-30952	58	1	[	[	X
fcis-30952	58	2	7	7	X
fcis-30952	58	3	]	]	PUNCT
fcis-30952	58	4	showed	show	VERB
fcis-30952	58	5	that	that	SCONJ
fcis-30952	58	6	an	an	DET
fcis-30952	58	7	enhanced	enhanced	ADJ
fcis-30952	58	8	yolo	yolo	ADJ
fcis-30952	58	9	network	network	NOUN
fcis-30952	58	10	,	,	PUNCT
fcis-30952	58	11	optimized	optimize	VERB
fcis-30952	58	12	with	with	ADP
fcis-30952	58	13	feature	feature	NOUN
fcis-30952	58	14	pyramid	pyramid	NOUN
fcis-30952	58	15	structures	structure	NOUN
fcis-30952	58	16	and	and	CCONJ
fcis-30952	58	17	loss	loss	NOUN
fcis-30952	58	18	functions	function	NOUN
fcis-30952	58	19	,	,	PUNCT
fcis-30952	58	20	achieves	achieve	VERB
fcis-30952	58	21	23.6	23.6	NUM
fcis-30952	58	22	%	%	NOUN
fcis-30952	58	23	higher	high	ADJ
fcis-30952	58	24	precision	precision	NOUN
fcis-30952	58	25	in	in	ADP
fcis-30952	58	26	small	small	ADJ
fcis-30952	58	27	defect	defect	NOUN
fcis-30952	58	28	detection	detection	NOUN
fcis-30952	58	29	compared	compare	VERB
fcis-30952	58	30	to	to	ADP
fcis-30952	58	31	traditional	traditional	ADJ
fcis-30952	58	32	svm	svm	ADJ
fcis-30952	58	33	methods	method	NOUN
fcis-30952	58	34	,	,	PUNCT
fcis-30952	58	35	while	while	SCONJ
fcis-30952	58	36	reducing	reduce	VERB
fcis-30952	58	37	inference	inference	NOUN
fcis-30952	58	38	time	time	NOUN
fcis-30952	58	39	to	to	ADP
fcis-30952	58	40	38	38	NUM
fcis-30952	58	41	ms	ms	NOUN
fcis-30952	58	42	per	per	ADP
fcis-30952	58	43	frame	frame	NOUN
fcis-30952	58	44	.	.	PUNCT
fcis-30952	59	1	yuanzhen	yuanzhen	PROPN
fcis-30952	59	2	ju	ju	PROPN
fcis-30952	59	3	et	et	PROPN
fcis-30952	59	4	al	al	PROPN
fcis-30952	59	5	.	.	PUNCT
fcis-30952	60	1	[	[	X
fcis-30952	60	2	8	8	NUM
fcis-30952	60	3	]	]	PUNCT
fcis-30952	60	4	demonstrated	demonstrate	VERB
fcis-30952	60	5	that	that	PRON
fcis-30952	60	6	mask	mask	NOUN
fcis-30952	60	7	r	r	PROPN
fcis-30952	60	8	-	-	PUNCT
fcis-30952	60	9	cnn	cnn	PROPN
fcis-30952	60	10	’s	’s	PART
fcis-30952	60	11	multi	multi	ADJ
fcis-30952	60	12	-	-	ADJ
fcis-30952	60	13	task	task	ADJ
fcis-30952	60	14	learning	learn	VERB
fcis-30952	60	15	framework	framework	NOUN
fcis-30952	60	16	not	not	PART
fcis-30952	60	17	only	only	ADV
fcis-30952	60	18	locates	locate	VERB
fcis-30952	60	19	targets	target	NOUN
fcis-30952	60	20	but	but	CCONJ
fcis-30952	60	21	also	also	ADV
fcis-30952	60	22	precisely	precisely	ADV
fcis-30952	60	23	extracts	extract	NOUN
fcis-30952	60	24	contours	contours	NOUN
fcis-30952	60	25	via	via	ADP
fcis-30952	60	26	instance	instance	NOUN
fcis-30952	60	27	segmentation	segmentation	NOUN
fcis-30952	60	28	,	,	PUNCT
fcis-30952	60	29	achieving	achieve	VERB
fcis-30952	60	30	an	an	DET
fcis-30952	60	31	f1	f1	NOUN
fcis-30952	60	32	-	-	PUNCT
fcis-30952	60	33	score	score	NOUN
fcis-30952	60	34	of	of	ADP
fcis-30952	60	35	55.31	55.31	NUM
fcis-30952	60	36	%	%	NOUN
fcis-30952	60	37	validating	validate	VERB
fcis-30952	60	38	its	its	PRON
fcis-30952	60	39	breakthrough	breakthrough	NOUN
fcis-30952	60	40	in	in	ADP
fcis-30952	60	41	identifying	identify	VERB
fcis-30952	60	42	subtle	subtle	ADJ
fcis-30952	60	43	features	feature	NOUN
fcis-30952	60	44	.	.	PUNCT
fcis-30952	61	1	these	these	DET
fcis-30952	61	2	capabilities	capability	NOUN
fcis-30952	61	3	make	make	VERB
fcis-30952	61	4	object	object	NOUN
fcis-30952	61	5	detection	detection	NOUN
fcis-30952	61	6	technology	technology	NOUN
fcis-30952	61	7	highly	highly	ADV
fcis-30952	61	8	effective	effective	ADJ
fcis-30952	61	9	for	for	ADP
fcis-30952	61	10	automating	automate	VERB
fcis-30952	61	11	the	the	DET
fcis-30952	61	12	detection	detection	NOUN
fcis-30952	61	13	of	of	ADP
fcis-30952	61	14	complex	complex	ADJ
fcis-30952	61	15	defects	defect	NOUN
fcis-30952	61	16	such	such	ADJ
fcis-30952	61	17	as	as	ADP
fcis-30952	61	18	misaligned	misaligned	ADJ
fcis-30952	61	19	canopy	canopy	NOUN
fcis-30952	61	20	prints	print	NOUN
fcis-30952	61	21	and	and	CCONJ
fcis-30952	61	22	frame	frame	NOUN
fcis-30952	61	23	deformations	deformation	NOUN
fcis-30952	61	24	,	,	PUNCT
fcis-30952	61	25	offering	offer	VERB
fcis-30952	61	26	a	a	DET
fcis-30952	61	27	high	high	ADJ
fcis-30952	61	28	-	-	PUNCT
fcis-30952	61	29	precision	precision	NOUN
fcis-30952	61	30	,	,	PUNCT
fcis-30952	61	31	high	high	ADJ
fcis-30952	61	32	-	-	PUNCT
fcis-30952	61	33	efficiency	efficiency	NOUN
fcis-30952	61	34	solution	solution	NOUN
fcis-30952	61	35	for	for	ADP
fcis-30952	61	36	industrial	industrial	ADJ
fcis-30952	61	37	quality	quality	NOUN
fcis-30952	61	38	inspection	inspection	NOUN
fcis-30952	61	39	.	.	PUNCT
fcis-30952	62	1	its	its	PRON
fcis-30952	62	2	adaptive	adaptive	ADJ
fcis-30952	62	3	learning	learning	NOUN
fcis-30952	62	4	and	and	CCONJ
fcis-30952	62	5	multiscale	multiscale	ADJ
fcis-30952	62	6	detection	detection	NOUN
fcis-30952	62	7	are	be	AUX
fcis-30952	62	8	now	now	ADV
fcis-30952	62	9	key	key	ADJ
fcis-30952	62	10	drivers	driver	NOUN
fcis-30952	62	11	in	in	ADP
fcis-30952	62	12	overcoming	overcome	VERB
fcis-30952	62	13	the	the	DET
fcis-30952	62	14	efficiency	efficiency	NOUN
fcis-30952	62	15	bottlenecks	bottleneck	NOUN
fcis-30952	62	16	of	of	ADP
fcis-30952	62	17	traditional	traditional	ADJ
fcis-30952	62	18	methods	method	NOUN
fcis-30952	62	19	.	.	PUNCT
fcis-30952	63	1	3.2	3.2	NUM
fcis-30952	63	2	.	.	PUNCT
fcis-30952	64	1	fundamental	fundamental	ADJ
fcis-30952	64	2	principles	principle	NOUN
fcis-30952	64	3	and	and	CCONJ
fcis-30952	64	4	advantages	advantage	NOUN
fcis-30952	64	5	of	of	ADP
fcis-30952	64	6	object	object	NOUN
fcis-30952	64	7	detection	detection	NOUN
fcis-30952	64	8	technology	technology	NOUN
fcis-30952	64	9	object	object	NOUN
fcis-30952	64	10	detection	detection	NOUN
fcis-30952	64	11	technology	technology	NOUN
fcis-30952	64	12	has	have	AUX
fcis-30952	64	13	demonstrated	demonstrate	VERB
fcis-30952	64	14	versatile	versatile	ADJ
fcis-30952	64	15	potential	potential	NOUN
fcis-30952	64	16	in	in	ADP
fcis-30952	64	17	umbrella	umbrella	NOUN
fcis-30952	64	18	quality	quality	NOUN
fcis-30952	64	19	control	control	NOUN
fcis-30952	64	20	,	,	PUNCT
fcis-30952	64	21	with	with	ADP
fcis-30952	64	22	several	several	ADJ
fcis-30952	64	23	industrial	industrial	ADJ
fcis-30952	64	24	applications	application	NOUN
fcis-30952	64	25	serving	serve	VERB
fcis-30952	64	26	as	as	ADP
fcis-30952	64	27	reference	reference	NOUN
fcis-30952	64	28	models	model	NOUN
fcis-30952	64	29	.	.	PUNCT
fcis-30952	65	1	zahid	zahid	PROPN
fcis-30952	65	2	ahmed	ahme	VERB
fcis-30952	65	3	et	et	PROPN
fcis-30952	65	4	al	al	PROPN
fcis-30952	65	5	.	.	PUNCT
fcis-30952	66	1	[	[	X
fcis-30952	66	2	9	9	NUM
fcis-30952	66	3	]	]	PUNCT
fcis-30952	66	4	developed	develop	VERB
fcis-30952	66	5	a	a	DET
fcis-30952	66	6	real	real	ADJ
fcis-30952	66	7	-	-	PUNCT
fcis-30952	66	8	time	time	NOUN
fcis-30952	66	9	detection	detection	NOUN
fcis-30952	66	10	method	method	NOUN
fcis-30952	66	11	combining	combine	VERB
fcis-30952	66	12	iou	iou	PROPN
fcis-30952	66	13	refinement	refinement	NOUN
fcis-30952	66	14	algorithms	algorithm	NOUN
fcis-30952	66	15	with	with	ADP
fcis-30952	66	16	feature	feature	NOUN
fcis-30952	66	17	pyramid	pyramid	NOUN
fcis-30952	66	18	networks	network	NOUN
fcis-30952	66	19	(	(	PUNCT
fcis-30952	66	20	fpn	fpn	PROPN
fcis-30952	66	21	)	)	PUNCT
fcis-30952	66	22	to	to	PART
fcis-30952	66	23	accurately	accurately	ADV
fcis-30952	66	24	locate	locate	VERB
fcis-30952	66	25	subtle	subtle	ADJ
fcis-30952	66	26	defects	defect	NOUN
fcis-30952	66	27	like	like	ADP
fcis-30952	66	28	broken	broken	ADJ
fcis-30952	66	29	stitches	stitch	NOUN
fcis-30952	66	30	and	and	CCONJ
fcis-30952	66	31	misaligned	misaligned	ADJ
fcis-30952	66	32	ribs	rib	NOUN
fcis-30952	66	33	.	.	PUNCT
fcis-30952	67	1	in	in	ADP
fcis-30952	67	2	rib	rib	NOUN
fcis-30952	67	3	assembly	assembly	NOUN
fcis-30952	67	4	inspection	inspection	NOUN
fcis-30952	67	5	,	,	PUNCT
fcis-30952	67	6	their	their	PRON
fcis-30952	67	7	region	region	NOUN
fcis-30952	67	8	proposal	proposal	NOUN
fcis-30952	67	9	network	network	NOUN
fcis-30952	67	10	(	(	PUNCT
fcis-30952	67	11	rpn	rpn	PROPN
fcis-30952	67	12	)	)	PUNCT
fcis-30952	67	13	rapidly	rapidly	ADV
fcis-30952	67	14	identifies	identify	VERB
fcis-30952	67	15	critical	critical	ADJ
fcis-30952	67	16	connection	connection	NOUN
fcis-30952	67	17	points	point	NOUN
fcis-30952	67	18	obscured	obscure	VERB
fcis-30952	67	19	by	by	ADP
fcis-30952	67	20	canopy	canopy	NOUN
fcis-30952	67	21	fabric	fabric	NOUN
fcis-30952	67	22	,	,	PUNCT
fcis-30952	67	23	reducing	reduce	VERB
fcis-30952	67	24	missed	miss	VERB
fcis-30952	67	25	detections	detection	NOUN
fcis-30952	67	26	common	common	ADJ
fcis-30952	67	27	in	in	ADP
fcis-30952	67	28	manual	manual	ADJ
fcis-30952	67	29	inspections	inspection	NOUN
fcis-30952	67	30	.	.	PUNCT
fcis-30952	68	1	this	this	DET
fcis-30952	68	2	approach	approach	NOUN
fcis-30952	68	3	improves	improve	VERB
fcis-30952	68	4	detection	detection	NOUN
fcis-30952	68	5	speed	speed	NOUN
fcis-30952	68	6	by	by	ADP
fcis-30952	68	7	35	35	NUM
fcis-30952	68	8	%	%	NOUN
fcis-30952	68	9	while	while	SCONJ
fcis-30952	68	10	maintaining	maintain	VERB
fcis-30952	68	11	98.2	98.2	NUM
fcis-30952	68	12	%	%	NOUN
fcis-30952	68	13	accuracy	accuracy	NOUN
fcis-30952	68	14	.	.	PUNCT
fcis-30952	69	1	shafiq	shafiq	PROPN
fcis-30952	69	2	mutebi	mutebi	PROPN
fcis-30952	69	3	et	et	PROPN
fcis-30952	69	4	al	al	PROPN
fcis-30952	69	5	.	.	PUNCT
fcis-30952	70	1	[	[	X
fcis-30952	70	2	10	10	NUM
fcis-30952	70	3	]	]	PUNCT
fcis-30952	70	4	adapted	adapt	VERB
fcis-30952	70	5	the	the	DET
fcis-30952	70	6	yolov8n	yolov8n	PROPN
fcis-30952	70	7	model	model	NOUN
fcis-30952	70	8	(	(	PUNCT
fcis-30952	70	9	originally	originally	ADV
fcis-30952	70	10	for	for	ADP
fcis-30952	70	11	pcb	pcb	NOUN
fcis-30952	70	12	defects	defect	NOUN
fcis-30952	70	13	)	)	PUNCT
fcis-30952	70	14	for	for	ADP
fcis-30952	70	15	canopy	canopy	NOUN
fcis-30952	70	16	print	print	NOUN
fcis-30952	70	17	inspection	inspection	NOUN
fcis-30952	70	18	.	.	PUNCT
fcis-30952	71	1	using	use	VERB
fcis-30952	71	2	transfer	transfer	NOUN
fcis-30952	71	3	learning	learning	NOUN
fcis-30952	71	4	and	and	CCONJ
fcis-30952	71	5	data	datum	NOUN
fcis-30952	71	6	augmentation	augmentation	NOUN
fcis-30952	71	7	,	,	PUNCT
fcis-30952	71	8	the	the	DET
fcis-30952	71	9	model	model	NOUN
fcis-30952	71	10	detects	detect	NOUN
fcis-30952	71	11	print	print	NOUN
fcis-30952	71	12	misalignments	misalignment	NOUN
fcis-30952	71	13	and	and	CCONJ
fcis-30952	71	14	ink	ink	NOUN
fcis-30952	71	15	inconsistencies	inconsistency	NOUN
fcis-30952	71	16	in	in	ADP
fcis-30952	71	17	real	real	ADJ
fcis-30952	71	18	time	time	NOUN
fcis-30952	71	19	(	(	PUNCT
fcis-30952	71	20	60	60	NUM
fcis-30952	71	21	fps	fps	PROPN
fcis-30952	71	22	)	)	PUNCT
fcis-30952	71	23	,	,	PUNCT
fcis-30952	71	24	overcoming	overcome	VERB
fcis-30952	71	25	challenges	challenge	NOUN
fcis-30952	71	26	like	like	ADP
fcis-30952	71	27	glare	glare	NOUN
fcis-30952	71	28	and	and	CCONJ
fcis-30952	71	29	fabric	fabric	NOUN
fcis-30952	71	30	wrinkles	wrinkle	NOUN
fcis-30952	71	31	on	on	ADP
fcis-30952	71	32	production	production	NOUN
fcis-30952	71	33	lines	line	NOUN
fcis-30952	71	34	.	.	PUNCT
fcis-30952	72	1	these	these	DET
fcis-30952	72	2	advancements	advancement	NOUN
fcis-30952	72	3	provide	provide	VERB
fcis-30952	72	4	end	end	NOUN
fcis-30952	72	5	-	-	PUNCT
fcis-30952	72	6	to	to	ADP
fcis-30952	72	7	-	-	PUNCT
fcis-30952	72	8	end	end	NOUN
fcis-30952	72	9	quality	quality	NOUN
fcis-30952	72	10	control	control	NOUN
fcis-30952	72	11	solutions	solution	NOUN
fcis-30952	72	12	—	—	PUNCT
fcis-30952	72	13	from	from	ADP
fcis-30952	72	14	individual	individual	ADJ
fcis-30952	72	15	components	component	NOUN
fcis-30952	72	16	to	to	ADP
fcis-30952	72	17	finished	finished	ADJ
fcis-30952	72	18	products	product	NOUN
fcis-30952	72	19	.	.	PUNCT
fcis-30952	73	1	however	however	ADV
fcis-30952	73	2	,	,	PUNCT
fcis-30952	73	3	practical	practical	ADJ
fcis-30952	73	4	deployment	deployment	NOUN
fcis-30952	73	5	still	still	ADV
fcis-30952	73	6	faces	face	VERB
fcis-30952	73	7	adaptability	adaptability	NOUN
fcis-30952	73	8	challenges	challenge	NOUN
fcis-30952	73	9	due	due	ADP
fcis-30952	73	10	to	to	ADP
fcis-30952	73	11	the	the	DET
fcis-30952	73	12	unique	unique	ADJ
fcis-30952	73	13	material	material	NOUN
fcis-30952	73	14	properties	property	NOUN
fcis-30952	73	15	and	and	CCONJ
fcis-30952	73	16	dynamic	dynamic	ADJ
fcis-30952	73	17	production	production	NOUN
fcis-30952	73	18	environments	environment	NOUN
fcis-30952	73	19	in	in	ADP
fcis-30952	73	20	umbrella	umbrella	NOUN
fcis-30952	73	21	manufacturing	manufacturing	NOUN
fcis-30952	73	22	.	.	PUNCT
fcis-30952	74	1	4	4	X
fcis-30952	74	2	.	.	X
fcis-30952	74	3	conclusion	conclusion	NOUN
fcis-30952	74	4	this	this	DET
fcis-30952	74	5	paper	paper	NOUN
fcis-30952	74	6	systematically	systematically	ADV
fcis-30952	74	7	examines	examine	VERB
fcis-30952	74	8	the	the	DET
fcis-30952	74	9	application	application	NOUN
fcis-30952	74	10	value	value	NOUN
fcis-30952	74	11	31	31	NUM
fcis-30952	74	12	and	and	CCONJ
fcis-30952	74	13	technical	technical	ADJ
fcis-30952	74	14	challenges	challenge	NOUN
fcis-30952	74	15	of	of	ADP
fcis-30952	74	16	object	object	NOUN
fcis-30952	74	17	detection	detection	NOUN
fcis-30952	74	18	technology	technology	NOUN
fcis-30952	74	19	in	in	ADP
fcis-30952	74	20	quality	quality	NOUN
fcis-30952	74	21	control	control	NOUN
fcis-30952	74	22	for	for	ADP
fcis-30952	74	23	umbrella	umbrella	NOUN
fcis-30952	74	24	manufacturing	manufacturing	NOUN
fcis-30952	74	25	.	.	PUNCT
fcis-30952	75	1	contemporary	contemporary	ADJ
fcis-30952	75	2	umbrella	umbrella	NOUN
fcis-30952	75	3	production	production	NOUN
fcis-30952	75	4	faces	face	VERB
fcis-30952	75	5	multifaceted	multifaceted	ADJ
fcis-30952	75	6	quality	quality	NOUN
fcis-30952	75	7	control	control	NOUN
fcis-30952	75	8	dilemmas	dilemma	NOUN
fcis-30952	75	9	,	,	PUNCT
fcis-30952	75	10	including	include	VERB
fcis-30952	75	11	material	material	NOUN
fcis-30952	75	12	diversity	diversity	NOUN
fcis-30952	75	13	,	,	PUNCT
fcis-30952	75	14	process	process	NOUN
fcis-30952	75	15	complexity	complexity	NOUN
fcis-30952	75	16	,	,	PUNCT
fcis-30952	75	17	and	and	CCONJ
fcis-30952	75	18	dynamic	dynamic	ADJ
fcis-30952	75	19	deformation	deformation	NOUN
fcis-30952	75	20	detection	detection	NOUN
fcis-30952	75	21	,	,	PUNCT
fcis-30952	75	22	where	where	SCONJ
fcis-30952	75	23	traditional	traditional	ADJ
fcis-30952	75	24	manual	manual	ADJ
fcis-30952	75	25	inspection	inspection	NOUN
fcis-30952	75	26	and	and	CCONJ
fcis-30952	75	27	automated	automate	VERB
fcis-30952	75	28	optical	optical	ADJ
fcis-30952	75	29	inspection	inspection	NOUN
fcis-30952	75	30	methods	method	NOUN
fcis-30952	75	31	exhibit	exhibit	VERB
fcis-30952	75	32	significant	significant	ADJ
fcis-30952	75	33	limitations	limitation	NOUN
fcis-30952	75	34	in	in	ADP
fcis-30952	75	35	accuracy	accuracy	NOUN
fcis-30952	75	36	,	,	PUNCT
fcis-30952	75	37	efficiency	efficiency	NOUN
fcis-30952	75	38	,	,	PUNCT
fcis-30952	75	39	and	and	CCONJ
fcis-30952	75	40	adaptability	adaptability	NOUN
fcis-30952	75	41	.	.	PUNCT
fcis-30952	76	1	object	object	NOUN
fcis-30952	76	2	detection	detection	NOUN
fcis-30952	76	3	technology	technology	NOUN
fcis-30952	76	4	,	,	PUNCT
fcis-30952	76	5	empowered	empower	VERB
fcis-30952	76	6	by	by	ADP
fcis-30952	76	7	deep	deep	ADJ
fcis-30952	76	8	learning	learning	NOUN
fcis-30952	76	9	frameworks	framework	NOUN
fcis-30952	76	10	,	,	PUNCT
fcis-30952	76	11	has	have	AUX
fcis-30952	76	12	achieved	achieve	VERB
fcis-30952	76	13	breakthroughs	breakthrough	NOUN
fcis-30952	76	14	in	in	ADP
fcis-30952	76	15	multi	multi	ADJ
fcis-30952	76	16	-	-	ADJ
fcis-30952	76	17	scale	scale	ADJ
fcis-30952	76	18	feature	feature	NOUN
fcis-30952	76	19	extraction	extraction	NOUN
fcis-30952	76	20	and	and	CCONJ
fcis-30952	76	21	intelligent	intelligent	ADJ
fcis-30952	76	22	defect	defect	NOUN
fcis-30952	76	23	recognition	recognition	NOUN
fcis-30952	76	24	.	.	PUNCT
fcis-30952	77	1	it	it	PRON
fcis-30952	77	2	demonstrates	demonstrate	VERB
fcis-30952	77	3	transformative	transformative	ADJ
fcis-30952	77	4	advantages	advantage	NOUN
fcis-30952	77	5	in	in	ADP
fcis-30952	77	6	scenarios	scenario	NOUN
fcis-30952	77	7	such	such	ADJ
fcis-30952	77	8	as	as	ADP
fcis-30952	77	9	rib	rib	NOUN
fcis-30952	77	10	assembly	assembly	NOUN
fcis-30952	77	11	precision	precision	NOUN
fcis-30952	77	12	verification	verification	NOUN
fcis-30952	77	13	and	and	CCONJ
fcis-30952	77	14	canopy	canopy	NOUN
fcis-30952	77	15	print	print	NOUN
fcis-30952	77	16	quality	quality	NOUN
fcis-30952	77	17	analysis	analysis	NOUN
fcis-30952	77	18	.	.	PUNCT
fcis-30952	78	1	case	case	NOUN
fcis-30952	78	2	studies	study	NOUN
fcis-30952	78	3	reveal	reveal	VERB
fcis-30952	78	4	that	that	SCONJ
fcis-30952	78	5	enhanced	enhance	VERB
fcis-30952	78	6	algorithms	algorithm	NOUN
fcis-30952	78	7	like	like	ADP
fcis-30952	78	8	yolo	yolo	NOUN
fcis-30952	78	9	and	and	CCONJ
fcis-30952	78	10	faster	fast	ADJ
fcis-30952	78	11	r	r	X
fcis-30952	78	12	-	-	PUNCT
fcis-30952	78	13	cnn	cnn	NOUN
fcis-30952	78	14	—	—	PUNCT
fcis-30952	78	15	through	through	ADP
fcis-30952	78	16	feature	feature	NOUN
fcis-30952	78	17	pyramid	pyramid	NOUN
fcis-30952	78	18	optimization	optimization	NOUN
fcis-30952	78	19	and	and	CCONJ
fcis-30952	78	20	transfer	transfer	NOUN
fcis-30952	78	21	learning	learning	NOUN
fcis-30952	78	22	—	—	PUNCT
fcis-30952	78	23	can	can	AUX
fcis-30952	78	24	achieve	achieve	VERB
fcis-30952	78	25	industrialgrade	industrialgrade	ADJ
fcis-30952	78	26	real	real	ADJ
fcis-30952	78	27	-	-	PUNCT
fcis-30952	78	28	time	time	NOUN
fcis-30952	78	29	processing	processing	NOUN
fcis-30952	78	30	speeds	speed	NOUN
fcis-30952	78	31	,	,	PUNCT
fcis-30952	78	32	offering	offer	VERB
fcis-30952	78	33	viable	viable	ADJ
fcis-30952	78	34	solutions	solution	NOUN
fcis-30952	78	35	to	to	ADP
fcis-30952	78	36	umbrella	umbrella	NOUN
fcis-30952	78	37	-	-	PUNCT
fcis-30952	78	38	specific	specific	ADJ
fcis-30952	78	39	challenges	challenge	NOUN
fcis-30952	78	40	like	like	ADP
fcis-30952	78	41	curved	curve	VERB
fcis-30952	78	42	-	-	PUNCT
fcis-30952	78	43	surface	surface	NOUN
fcis-30952	78	44	texture	texture	NOUN
fcis-30952	78	45	interference	interference	NOUN
fcis-30952	78	46	and	and	CCONJ
fcis-30952	78	47	component	component	NOUN
fcis-30952	78	48	occlusion	occlusion	NOUN
fcis-30952	78	49	.	.	PUNCT
fcis-30952	79	1	references	reference	NOUN
fcis-30952	79	2	[	[	X
fcis-30952	79	3	1	1	NUM
fcis-30952	79	4	]	]	X
fcis-30952	79	5	yan	yan	PROPN
fcis-30952	79	6	y	y	PROPN
fcis-30952	79	7	,	,	PUNCT
fcis-30952	79	8	ren	ren	PROPN
fcis-30952	79	9	j	j	PROPN
fcis-30952	79	10	,	,	PUNCT
fcis-30952	79	11	sun	sun	PROPN
fcis-30952	79	12	h	h	PROPN
fcis-30952	79	13	,	,	PUNCT
fcis-30952	79	14	et	et	PROPN
fcis-30952	79	15	al	al	PROPN
fcis-30952	79	16	.	.	PROPN
fcis-30952	80	1	nondestructive	nondestructive	ADJ
fcis-30952	80	2	quantitative	quantitative	ADJ
fcis-30952	80	3	measurement	measurement	NOUN
fcis-30952	80	4	for	for	ADP
fcis-30952	80	5	precision	precision	NOUN
fcis-30952	80	6	quality	quality	NOUN
fcis-30952	80	7	control	control	NOUN
fcis-30952	80	8	in	in	ADP
fcis-30952	80	9	additive	additive	ADJ
fcis-30952	80	10	manufacturing	manufacturing	NOUN
fcis-30952	80	11	using	use	VERB
fcis-30952	80	12	hyperspectral	hyperspectral	ADJ
fcis-30952	80	13	imagery	imagery	NOUN
fcis-30952	80	14	and	and	CCONJ
fcis-30952	80	15	machine	machine	NOUN
fcis-30952	80	16	learning[j	learning[j	NOUN
fcis-30952	80	17	]	]	PUNCT
fcis-30952	80	18	.	.	PUNCT
fcis-30952	81	1	ieee	ieee	NOUN
fcis-30952	81	2	transactions	transaction	NOUN
fcis-30952	81	3	on	on	ADP
fcis-30952	81	4	industrial	industrial	ADJ
fcis-30952	81	5	informatics	informatic	NOUN
fcis-30952	81	6	,	,	PUNCT
fcis-30952	81	7	2024	2024	NUM
fcis-30952	81	8	,	,	PUNCT
fcis-30952	81	9	20	20	NUM
fcis-30952	81	10	:	:	SYM
fcis-30952	81	11	9963	9963	NUM
fcis-30952	81	12	-	-	SYM
fcis-30952	81	13	9975	9975	NUM
fcis-30952	81	14	.	.	PUNCT
fcis-30952	82	1	[	[	X
fcis-30952	82	2	2	2	X
fcis-30952	82	3	]	]	PUNCT
fcis-30952	82	4	mehta	mehta	PROPN
fcis-30952	82	5	d	d	PROPN
fcis-30952	82	6	,	,	PUNCT
fcis-30952	82	7	klarmann	klarmann	PROPN
fcis-30952	82	8	n.	n.	PROPN
fcis-30952	82	9	manufacturing	manufacture	VERB
fcis-30952	82	10	quality	quality	NOUN
fcis-30952	82	11	control	control	NOUN
fcis-30952	82	12	with	with	ADP
fcis-30952	82	13	autoencoder	autoencoder	NOUN
fcis-30952	82	14	-	-	PUNCT
fcis-30952	82	15	based	base	VERB
fcis-30952	82	16	defect	defect	NOUN
fcis-30952	82	17	localization	localization	NOUN
fcis-30952	82	18	and	and	CCONJ
fcis-30952	82	19	unsupervised	unsupervised	ADJ
fcis-30952	82	20	class	class	NOUN
fcis-30952	82	21	selection[j	selection[j	NOUN
fcis-30952	82	22	]	]	PUNCT
fcis-30952	82	23	.	.	PUNCT
fcis-30952	83	1	arxiv	arxiv	PROPN
fcis-30952	83	2	,	,	PUNCT
fcis-30952	83	3	2023	2023	NUM
fcis-30952	83	4	.	.	PUNCT
fcis-30952	84	1	[	[	X
fcis-30952	84	2	3	3	X
fcis-30952	84	3	]	]	X
fcis-30952	84	4	alzarrad	alzarrad	X
fcis-30952	84	5	a	a	PRON
fcis-30952	84	6	,	,	PUNCT
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fcis-30952	84	8	c	c	NOUN
fcis-30952	84	9	,	,	PUNCT
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fcis-30952	84	12	,	,	PUNCT
fcis-30952	84	13	et	et	PROPN
fcis-30952	84	14	al	al	PROPN
fcis-30952	84	15	.	.	PROPN
fcis-30952	84	16	railroad	railroad	NOUN
fcis-30952	84	17	infrastructure	infrastructure	NOUN
fcis-30952	84	18	management	management	NOUN
fcis-30952	84	19	:	:	PUNCT
fcis-30952	84	20	a	a	DET
fcis-30952	84	21	novel	novel	ADJ
fcis-30952	84	22	tool	tool	NOUN
fcis-30952	84	23	for	for	ADP
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fcis-30952	84	25	interpretation	interpretation	NOUN
fcis-30952	84	26	of	of	ADP
fcis-30952	84	27	gpr	gpr	PROPN
fcis-30952	84	28	imaging	imaging	NOUN
fcis-30952	84	29	to	to	PART
fcis-30952	84	30	minimize	minimize	VERB
fcis-30952	84	31	human	human	ADJ
fcis-30952	84	32	intervention	intervention	NOUN
fcis-30952	84	33	in	in	ADP
fcis-30952	84	34	railroad	railroad	NOUN
fcis-30952	84	35	inspection[j	inspection[j	PROPN
fcis-30952	84	36	]	]	PUNCT
fcis-30952	84	37	.	.	PUNCT
fcis-30952	85	1	civileng	civileng	PROPN
fcis-30952	85	2	,	,	PUNCT
fcis-30952	85	3	2024	2024	NUM
fcis-30952	85	4	.	.	PUNCT
fcis-30952	86	1	[	[	X
fcis-30952	86	2	4	4	NUM
fcis-30952	86	3	]	]	X
fcis-30952	86	4	jung	jung	PROPN
fcis-30952	86	5	j	j	PROPN
fcis-30952	86	6	t	t	PROPN
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fcis-30952	86	9	a.	a.	NOUN
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fcis-30952	86	11	sewer	sewer	NOUN
fcis-30952	86	12	damage	damage	NOUN
fcis-30952	86	13	inspection	inspection	NOUN
fcis-30952	86	14	:	:	PUNCT
fcis-30952	86	15	development	development	NOUN
fcis-30952	86	16	of	of	ADP
fcis-30952	86	17	a	a	DET
fcis-30952	86	18	deep	deep	ADJ
fcis-30952	86	19	learning	learning	NOUN
fcis-30952	86	20	integration	integration	NOUN
fcis-30952	86	21	concept	concept	NOUN
fcis-30952	86	22	for	for	ADP
fcis-30952	86	23	a	a	DET
fcis-30952	86	24	multi	multi	ADJ
fcis-30952	86	25	-	-	ADJ
fcis-30952	86	26	sensor	sensor	ADJ
fcis-30952	86	27	system[j	system[j	NOUN
fcis-30952	86	28	]	]	PUNCT
fcis-30952	86	29	.	.	PUNCT
fcis-30952	87	1	sensors	sensor	NOUN
fcis-30952	87	2	(	(	PUNCT
fcis-30952	87	3	basel	basel	PROPN
fcis-30952	87	4	,	,	PUNCT
fcis-30952	87	5	switzerland	switzerland	PROPN
fcis-30952	87	6	)	)	PUNCT
fcis-30952	87	7	,	,	PUNCT
fcis-30952	87	8	2024	2024	NUM
fcis-30952	87	9	,	,	PUNCT
fcis-30952	87	10	24	24	NUM
fcis-30952	87	11	.	.	PUNCT
fcis-30952	88	1	[	[	X
fcis-30952	88	2	5	5	X
fcis-30952	88	3	]	]	PUNCT
fcis-30952	88	4	wang	wang	PROPN
fcis-30952	88	5	j	j	PROPN
fcis-30952	88	6	,	,	PUNCT
fcis-30952	88	7	li	li	PROPN
fcis-30952	88	8	g	g	PROPN
fcis-30952	88	9	,	,	PUNCT
fcis-30952	88	10	qiu	qiu	PROPN
fcis-30952	88	11	g	g	PROPN
fcis-30952	88	12	,	,	PUNCT
fcis-30952	88	13	et	et	PROPN
fcis-30952	88	14	al	al	PROPN
fcis-30952	88	15	.	.	PUNCT
fcis-30952	88	16	depth	depth	NOUN
fcis-30952	88	17	-	-	PUNCT
fcis-30952	88	18	assisted	assist	VERB
fcis-30952	88	19	semi	semi	ADJ
fcis-30952	88	20	-	-	ADJ
fcis-30952	88	21	supervised	supervised	ADJ
fcis-30952	88	22	rgb	rgb	PROPN
fcis-30952	88	23	-	-	PUNCT
fcis-30952	88	24	d	d	PROPN
fcis-30952	88	25	rail	rail	NOUN
fcis-30952	88	26	surface	surface	NOUN
fcis-30952	88	27	defect	defect	NOUN
fcis-30952	88	28	inspection[j	inspection[j	NOUN
fcis-30952	88	29	]	]	PUNCT
fcis-30952	88	30	.	.	PUNCT
fcis-30952	89	1	ieee	ieee	NOUN
fcis-30952	89	2	transactions	transaction	NOUN
fcis-30952	89	3	on	on	ADP
fcis-30952	89	4	intelligent	intelligent	ADJ
fcis-30952	89	5	transportation	transportation	NOUN
fcis-30952	89	6	systems	system	NOUN
fcis-30952	89	7	,	,	PUNCT
fcis-30952	89	8	2024	2024	NUM
fcis-30952	89	9	,	,	PUNCT
fcis-30952	89	10	25	25	NUM
fcis-30952	89	11	:	:	PUNCT
fcis-30952	89	12	8042	8042	NUM
fcis-30952	89	13	-	-	SYM
fcis-30952	89	14	8052	8052	NUM
fcis-30952	89	15	.	.	PUNCT
fcis-30952	90	1	[	[	X
fcis-30952	90	2	6	6	NUM
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fcis-30952	90	5	s	s	PROPN
fcis-30952	90	6	,	,	PUNCT
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fcis-30952	90	12	b	b	PROPN
fcis-30952	90	13	,	,	PUNCT
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fcis-30952	90	15	al	al	PROPN
fcis-30952	90	16	.	.	PUNCT
fcis-30952	91	1	faster	fast	ADJ
fcis-30952	91	2	r	r	NOUN
fcis-30952	91	3	-	-	PUNCT
fcis-30952	91	4	cnn	cnn	NOUN
fcis-30952	91	5	:	:	PUNCT
fcis-30952	91	6	towards	towards	ADP
fcis-30952	91	7	realtime	realtime	ADJ
fcis-30952	91	8	object	object	NOUN
fcis-30952	91	9	detection	detection	NOUN
fcis-30952	91	10	with	with	ADP
fcis-30952	91	11	region	region	NOUN
fcis-30952	91	12	proposal	proposal	NOUN
fcis-30952	91	13	networks[j	networks[j	PROPN
fcis-30952	91	14	]	]	X
fcis-30952	91	15	.	.	PUNCT
fcis-30952	92	1	ieee	ieee	NOUN
fcis-30952	92	2	transactions	transaction	NOUN
fcis-30952	92	3	on	on	ADP
fcis-30952	92	4	pattern	pattern	NOUN
fcis-30952	92	5	analysis	analysis	NOUN
fcis-30952	92	6	and	and	CCONJ
fcis-30952	92	7	machine	machine	NOUN
fcis-30952	92	8	intelligence	intelligence	NOUN
fcis-30952	92	9	,	,	PUNCT
fcis-30952	92	10	2015	2015	NUM
fcis-30952	92	11	,	,	PUNCT
fcis-30952	92	12	39	39	NUM
fcis-30952	92	13	:	:	PUNCT
fcis-30952	92	14	1137	1137	NUM
fcis-30952	92	15	-	-	SYM
fcis-30952	92	16	1149	1149	NUM
fcis-30952	92	17	.	.	PUNCT
fcis-30952	93	1	[	[	X
fcis-30952	93	2	7	7	X
fcis-30952	93	3	]	]	X
fcis-30952	93	4	wang	wang	PROPN
fcis-30952	93	5	j	j	PROPN
fcis-30952	93	6	,	,	PUNCT
fcis-30952	93	7	jiang	jiang	PROPN
fcis-30952	93	8	s	s	PROPN
fcis-30952	93	9	,	,	PUNCT
fcis-30952	93	10	song	song	PROPN
fcis-30952	93	11	w	w	PROPN
fcis-30952	93	12	,	,	PUNCT
fcis-30952	93	13	et	et	PROPN
fcis-30952	93	14	al	al	PROPN
fcis-30952	93	15	.	.	PUNCT
fcis-30952	94	1	a	a	DET
fcis-30952	94	2	comparative	comparative	ADJ
fcis-30952	94	3	study	study	NOUN
fcis-30952	94	4	of	of	ADP
fcis-30952	94	5	small	small	ADJ
fcis-30952	94	6	object	object	NOUN
fcis-30952	94	7	detection	detection	NOUN
fcis-30952	94	8	algorithms[c]//cybersecurity	algorithms[c]//cybersecurity	PROPN
fcis-30952	94	9	and	and	CCONJ
fcis-30952	94	10	cyberforensics	cyberforensics	PROPN
fcis-30952	94	11	conference	conference	NOUN
fcis-30952	94	12	.	.	PUNCT
fcis-30952	94	13	,	,	PUNCT
fcis-30952	94	14	2019	2019	NUM
fcis-30952	94	15	:	:	PUNCT
fcis-30952	94	16	8507	8507	NUM
fcis-30952	94	17	-	-	SYM
fcis-30952	94	18	8512	8512	NUM
fcis-30952	94	19	.	.	PUNCT
fcis-30952	95	1	[	[	X
fcis-30952	95	2	8	8	NUM
fcis-30952	95	3	]	]	X
fcis-30952	95	4	ju	ju	PROPN
fcis-30952	95	5	y	y	PROPN
fcis-30952	95	6	,	,	PUNCT
fcis-30952	95	7	xu	xu	PROPN
fcis-30952	96	1	q	q	X
fcis-30952	96	2	,	,	PUNCT
fcis-30952	96	3	jin	jin	NOUN
fcis-30952	96	4	s	s	PROPN
fcis-30952	96	5	,	,	PUNCT
fcis-30952	96	6	et	et	PROPN
fcis-30952	96	7	al	al	PROPN
fcis-30952	96	8	.	.	PROPN
fcis-30952	96	9	loess	loess	PROPN
fcis-30952	96	10	landslide	landslide	NOUN
fcis-30952	96	11	detection	detection	NOUN
fcis-30952	96	12	using	use	VERB
fcis-30952	96	13	object	object	NOUN
fcis-30952	96	14	detection	detection	NOUN
fcis-30952	96	15	algorithms	algorithm	NOUN
fcis-30952	96	16	in	in	ADP
fcis-30952	96	17	northwest	northwest	NOUN
fcis-30952	96	18	china[j	china[j	PROPN
fcis-30952	96	19	]	]	PUNCT
fcis-30952	96	20	.	.	PUNCT
fcis-30952	97	1	remote	remote	ADJ
fcis-30952	97	2	.	.	PUNCT
fcis-30952	98	1	sens	sens	PROPN
fcis-30952	98	2	.	.	PROPN
fcis-30952	98	3	,	,	PUNCT
fcis-30952	98	4	2022	2022	NUM
fcis-30952	98	5	,	,	PUNCT
fcis-30952	98	6	14	14	NUM
fcis-30952	98	7	:	:	SYM
fcis-30952	98	8	1182	1182	NUM
fcis-30952	98	9	.	.	PUNCT
fcis-30952	99	1	[	[	X
fcis-30952	99	2	9	9	NUM
fcis-30952	99	3	]	]	X
fcis-30952	99	4	ahmed	ahmed	PROPN
fcis-30952	99	5	z	z	PROPN
fcis-30952	99	6	,	,	PUNCT
fcis-30952	99	7	s	s	PROPN
fcis-30952	99	8	v	v	NOUN
fcis-30952	99	9	,	,	PUNCT
fcis-30952	99	10	desai	desai	PROPN
fcis-30952	99	11	k.	k.	PROPN
fcis-30952	100	1	real	real	ADJ
fcis-30952	100	2	-	-	PUNCT
fcis-30952	100	3	time	time	NOUN
fcis-30952	100	4	object	object	NOUN
fcis-30952	100	5	detection	detection	NOUN
fcis-30952	100	6	in	in	ADP
fcis-30952	100	7	computer	computer	NOUN
fcis-30952	100	8	vision	vision	NOUN
fcis-30952	100	9	for	for	ADP
fcis-30952	100	10	quality	quality	NOUN
fcis-30952	100	11	control	control	NOUN
fcis-30952	100	12	in	in	ADP
fcis-30952	100	13	industries[c]//2024	industries[c]//2024	PUNCT
fcis-30952	100	14	international	international	ADJ
fcis-30952	100	15	conference	conference	NOUN
fcis-30952	100	16	on	on	ADP
fcis-30952	100	17	advances	advance	NOUN
fcis-30952	100	18	in	in	ADP
fcis-30952	100	19	computing	compute	VERB
fcis-30952	100	20	research	research	NOUN
fcis-30952	100	21	on	on	ADP
fcis-30952	100	22	science	science	NOUN
fcis-30952	100	23	engineering	engineering	NOUN
fcis-30952	100	24	and	and	CCONJ
fcis-30952	100	25	technology	technology	NOUN
fcis-30952	100	26	(	(	PUNCT
fcis-30952	100	27	acroset	acroset	NOUN
fcis-30952	100	28	)	)	PUNCT
fcis-30952	100	29	.	.	PUNCT
fcis-30952	101	1	,	,	PUNCT
fcis-30952	101	2	2024	2024	NUM
fcis-30952	101	3	:	:	PUNCT
fcis-30952	101	4	1	1	NUM
fcis-30952	101	5	-	-	SYM
fcis-30952	101	6	7	7	NUM
fcis-30952	101	7	.	.	PUNCT
fcis-30952	102	1	[	[	X
fcis-30952	102	2	10	10	NUM
fcis-30952	102	3	]	]	X
fcis-30952	102	4	mutebi	mutebi	PROPN
fcis-30952	102	5	s	s	PROPN
fcis-30952	102	6	,	,	PUNCT
fcis-30952	102	7	abidin	abidin	PROPN
fcis-30952	102	8	z	z	PROPN
fcis-30952	102	9	,	,	PUNCT
fcis-30952	102	10	setyawan	setyawan	ADJ
fcis-30952	102	11	r	r	NOUN
fcis-30952	102	12	a.	a.	NOUN
fcis-30952	102	13	enhancing	enhance	VERB
fcis-30952	102	14	pcb	pcb	NOUN
fcis-30952	102	15	quality	quality	NOUN
fcis-30952	102	16	control	control	NOUN
fcis-30952	102	17	with	with	ADP
fcis-30952	102	18	deep	deep	ADJ
fcis-30952	102	19	learning	learning	NOUN
fcis-30952	102	20	based	base	VERB
fcis-30952	102	21	defect	defect	VERB
fcis-30952	102	22	detection[c]//2024	detection[c]//2024	ADJ
fcis-30952	102	23	international	international	ADJ
fcis-30952	102	24	conference	conference	NOUN
fcis-30952	102	25	of	of	ADP
fcis-30952	102	26	adisutjipto	adisutjipto	NOUN
fcis-30952	102	27	on	on	ADP
fcis-30952	102	28	aerospace	aerospace	NOUN
fcis-30952	102	29	electrical	electrical	ADJ
fcis-30952	102	30	engineering	engineering	NOUN
fcis-30952	102	31	and	and	CCONJ
fcis-30952	102	32	informatics	informatics	PROPN
fcis-30952	102	33	(	(	PUNCT
fcis-30952	102	34	icaaeei	icaaeei	NOUN
fcis-30952	102	35	)	)	PUNCT
fcis-30952	102	36	.	.	PUNCT
fcis-30952	103	1	,	,	PUNCT
fcis-30952	103	2	2024	2024	NUM
fcis-30952	103	3	:	:	PUNCT
fcis-30952	103	4	18	18	NUM
fcis-30952	103	5	.	.	PUNCT