id	sid	tid	token	lemma	pos
aiti-4278	1	1	advances	advance	NOUN
aiti-4278	1	2	in	in	ADP
aiti-4278	1	3	technology	technology	NOUN
aiti-4278	1	4	innovation	innovation	NOUN
aiti-4278	1	5	,	,	PUNCT
aiti-4278	1	6	vol	vol	NOUN
aiti-4278	1	7	.	.	PROPN
aiti-4278	2	1	5	5	NUM
aiti-4278	2	2	,	,	PUNCT
aiti-4278	2	3	no	no	INTJ
aiti-4278	2	4	.	.	NOUN
aiti-4278	2	5	2	2	NUM
aiti-4278	2	6	,	,	PUNCT
aiti-4278	2	7	2020	2020	NUM
aiti-4278	2	8	,	,	PUNCT
aiti-4278	2	9	pp	pp	ADV
aiti-4278	2	10	.	.	PUNCT
aiti-4278	3	1	76	76	NUM
aiti-4278	3	2	-	-	SYM
aiti-4278	3	3	83	83	NUM
aiti-4278	3	4	machine	machine	NOUN
aiti-4278	3	5	vision	vision	NOUN
aiti-4278	3	6	and	and	CCONJ
aiti-4278	3	7	deep	deep	ADJ
aiti-4278	3	8	learning	learning	NOUN
aiti-4278	3	9	based	base	VERB
aiti-4278	3	10	rubber	rubber	NOUN
aiti-4278	3	11	gasket	gasket	NOUN
aiti-4278	3	12	defect	defect	NOUN
aiti-4278	3	13	detection	detection	NOUN
aiti-4278	3	14	chao	chao	PROPN
aiti-4278	3	15	-	-	PUNCT
aiti-4278	3	16	ching	ching	PROPN
aiti-4278	3	17	ho	ho	PROPN
aiti-4278	4	1	*	*	X
aiti-4278	4	2	,	,	PUNCT
aiti-4278	4	3	eugene	eugene	PROPN
aiti-4278	4	4	su	su	PROPN
aiti-4278	4	5	,	,	PUNCT
aiti-4278	4	6	po	po	PROPN
aiti-4278	4	7	-	-	PUNCT
aiti-4278	4	8	chieh	chieh	PROPN
aiti-4278	4	9	li	li	PROPN
aiti-4278	4	10	,	,	PUNCT
aiti-4278	4	11	matthew	matthew	PROPN
aiti-4278	4	12	j.	j.	PROPN
aiti-4278	4	13	bolger	bolger	PROPN
aiti-4278	4	14	,	,	PUNCT
aiti-4278	4	15	huan	huan	PROPN
aiti-4278	4	16	-	-	PUNCT
aiti-4278	4	17	ning	ning	PROPN
aiti-4278	4	18	pan	pan	PROPN
aiti-4278	4	19	graduate	graduate	PROPN
aiti-4278	4	20	institute	institute	PROPN
aiti-4278	4	21	of	of	ADP
aiti-4278	4	22	manufacturing	manufacturing	NOUN
aiti-4278	4	23	technology	technology	NOUN
aiti-4278	4	24	and	and	CCONJ
aiti-4278	4	25	department	department	NOUN
aiti-4278	4	26	of	of	ADP
aiti-4278	4	27	mechanical	mechanical	ADJ
aiti-4278	4	28	engineering	engineering	NOUN
aiti-4278	4	29	,	,	PUNCT
aiti-4278	4	30	national	national	PROPN
aiti-4278	4	31	taipei	taipei	PROPN
aiti-4278	4	32	university	university	PROPN
aiti-4278	4	33	of	of	ADP
aiti-4278	4	34	technology	technology	PROPN
aiti-4278	4	35	,	,	PUNCT
aiti-4278	4	36	taipei	taipei	PROPN
aiti-4278	4	37	,	,	PUNCT
aiti-4278	4	38	taiwan	taiwan	PROPN
aiti-4278	4	39	received	receive	VERB
aiti-4278	4	40	17	17	NUM
aiti-4278	4	41	may	may	PROPN
aiti-4278	4	42	2019	2019	NUM
aiti-4278	4	43	;	;	PUNCT
aiti-4278	4	44	received	receive	VERB
aiti-4278	4	45	in	in	ADP
aiti-4278	4	46	revised	revise	VERB
aiti-4278	4	47	form	form	NOUN
aiti-4278	4	48	08	08	NUM
aiti-4278	4	49	august	august	PROPN
aiti-4278	4	50	2019	2019	NUM
aiti-4278	4	51	;	;	PUNCT
aiti-4278	4	52	accepted	accept	VERB
aiti-4278	4	53	18	18	NUM
aiti-4278	4	54	october	october	PROPN
aiti-4278	4	55	2019	2019	NUM
aiti-4278	4	56	doi	doi	NOUN
aiti-4278	4	57	:	:	PUNCT
aiti-4278	4	58	https://doi.org/10.46604/aiti.2020.4278	https://doi.org/10.46604/aiti.2020.4278	PROPN
aiti-4278	4	59	abstract	abstract	NOUN
aiti-4278	4	60	this	this	DET
aiti-4278	4	61	study	study	NOUN
aiti-4278	4	62	develops	develop	VERB
aiti-4278	4	63	an	an	DET
aiti-4278	4	64	automated	automate	VERB
aiti-4278	4	65	optical	optical	ADJ
aiti-4278	4	66	inspection	inspection	NOUN
aiti-4278	4	67	system	system	NOUN
aiti-4278	4	68	for	for	ADP
aiti-4278	4	69	silicone	silicone	NOUN
aiti-4278	4	70	rubber	rubber	NOUN
aiti-4278	4	71	gaskets	gasket	NOUN
aiti-4278	4	72	using	use	VERB
aiti-4278	4	73	traditional	traditional	ADJ
aiti-4278	4	74	rule	rule	NOUN
aiti-4278	4	75	-	-	PUNCT
aiti-4278	4	76	based	base	VERB
aiti-4278	4	77	and	and	CCONJ
aiti-4278	4	78	deep	deep	ADJ
aiti-4278	4	79	learning	learning	NOUN
aiti-4278	4	80	detection	detection	NOUN
aiti-4278	4	81	techniques	technique	NOUN
aiti-4278	4	82	.	.	PUNCT
aiti-4278	5	1	the	the	DET
aiti-4278	5	2	specific	specific	ADJ
aiti-4278	5	3	object	object	NOUN
aiti-4278	5	4	of	of	ADP
aiti-4278	5	5	interest	interest	NOUN
aiti-4278	5	6	is	be	AUX
aiti-4278	5	7	a	a	DET
aiti-4278	5	8	5	5	NUM
aiti-4278	5	9	mm	mm	NOUN
aiti-4278	5	10	×	×	NOUN
aiti-4278	5	11	10	10	NUM
aiti-4278	5	12	mm	mm	NOUN
aiti-4278	5	13	×	×	NOUN
aiti-4278	5	14	5	5	NUM
aiti-4278	5	15	mm	mm	NOUN
aiti-4278	5	16	mobile	mobile	ADJ
aiti-4278	5	17	device	device	NOUN
aiti-4278	5	18	power	power	NOUN
aiti-4278	5	19	supply	supply	NOUN
aiti-4278	5	20	connector	connector	NOUN
aiti-4278	5	21	gasket	gasket	NOUN
aiti-4278	5	22	that	that	PRON
aiti-4278	5	23	provides	provide	VERB
aiti-4278	5	24	protection	protection	NOUN
aiti-4278	5	25	against	against	ADP
aiti-4278	5	26	foreign	foreign	ADJ
aiti-4278	5	27	body	body	NOUN
aiti-4278	5	28	inclusion	inclusion	NOUN
aiti-4278	5	29	and	and	CCONJ
aiti-4278	5	30	water	water	NOUN
aiti-4278	5	31	ingression	ingression	NOUN
aiti-4278	5	32	.	.	PUNCT
aiti-4278	6	1	the	the	DET
aiti-4278	6	2	proposed	propose	VERB
aiti-4278	6	3	system	system	NOUN
aiti-4278	6	4	can	can	AUX
aiti-4278	6	5	detect	detect	VERB
aiti-4278	6	6	a	a	DET
aiti-4278	6	7	total	total	NOUN
aiti-4278	6	8	of	of	ADP
aiti-4278	6	9	five	five	NUM
aiti-4278	6	10	characteristic	characteristic	ADJ
aiti-4278	6	11	defects	defect	NOUN
aiti-4278	6	12	introduced	introduce	VERB
aiti-4278	6	13	during	during	ADP
aiti-4278	6	14	the	the	DET
aiti-4278	6	15	mold	mold	NOUN
aiti-4278	6	16	-	-	PUNCT
aiti-4278	6	17	based	base	VERB
aiti-4278	6	18	manufacture	manufacture	NOUN
aiti-4278	6	19	process	process	NOUN
aiti-4278	6	20	,	,	PUNCT
aiti-4278	6	21	which	which	PRON
aiti-4278	6	22	range	range	VERB
aiti-4278	6	23	from	from	ADP
aiti-4278	6	24	10	10	NUM
aiti-4278	6	25	-	-	SYM
aiti-4278	6	26	100	100	NUM
aiti-4278	6	27	μm	μm	NOUN
aiti-4278	6	28	.	.	PUNCT
aiti-4278	7	1	the	the	DET
aiti-4278	7	2	deep	deep	ADJ
aiti-4278	7	3	learning	learning	NOUN
aiti-4278	7	4	detection	detection	NOUN
aiti-4278	7	5	strategies	strategy	NOUN
aiti-4278	7	6	in	in	ADP
aiti-4278	7	7	this	this	DET
aiti-4278	7	8	system	system	NOUN
aiti-4278	7	9	employ	employ	VERB
aiti-4278	7	10	convolutional	convolutional	ADJ
aiti-4278	7	11	neural	neural	ADJ
aiti-4278	7	12	networks	network	NOUN
aiti-4278	7	13	(	(	PUNCT
aiti-4278	7	14	cnn	cnn	PROPN
aiti-4278	7	15	)	)	PUNCT
aiti-4278	7	16	developed	develop	VERB
aiti-4278	7	17	using	use	VERB
aiti-4278	7	18	the	the	DET
aiti-4278	7	19	tensorflow	tensorflow	NOUN
aiti-4278	7	20	open	open	ADJ
aiti-4278	7	21	-	-	PUNCT
aiti-4278	7	22	source	source	NOUN
aiti-4278	7	23	library	library	NOUN
aiti-4278	7	24	.	.	PUNCT
aiti-4278	8	1	through	through	ADP
aiti-4278	8	2	both	both	PRON
aiti-4278	8	3	high	high	ADJ
aiti-4278	8	4	dynamic	dynamic	ADJ
aiti-4278	8	5	range	range	NOUN
aiti-4278	8	6	image	image	NOUN
aiti-4278	8	7	capture	capture	NOUN
aiti-4278	8	8	and	and	CCONJ
aiti-4278	8	9	image	image	NOUN
aiti-4278	8	10	generation	generation	NOUN
aiti-4278	8	11	techniques	technique	NOUN
aiti-4278	8	12	,	,	PUNCT
aiti-4278	8	13	accuracies	accuracy	NOUN
aiti-4278	8	14	of	of	ADP
aiti-4278	8	15	100	100	NUM
aiti-4278	8	16	%	%	NOUN
aiti-4278	8	17	and	and	CCONJ
aiti-4278	8	18	97	97	NUM
aiti-4278	8	19	%	%	NOUN
aiti-4278	8	20	are	be	AUX
aiti-4278	8	21	achieved	achieve	VERB
aiti-4278	8	22	for	for	ADP
aiti-4278	8	23	notch	notch	ADJ
aiti-4278	8	24	and	and	CCONJ
aiti-4278	8	25	residual	residual	ADJ
aiti-4278	8	26	glue	glue	NOUN
aiti-4278	8	27	defect	defect	NOUN
aiti-4278	8	28	predictions	prediction	NOUN
aiti-4278	8	29	,	,	PUNCT
aiti-4278	8	30	respectively	respectively	ADV
aiti-4278	8	31	.	.	PUNCT
aiti-4278	9	1	keywords	keyword	NOUN
aiti-4278	9	2	:	:	PUNCT
aiti-4278	9	3	traditional	traditional	ADJ
aiti-4278	9	4	rule	rule	NOUN
aiti-4278	9	5	-	-	PUNCT
aiti-4278	9	6	based	base	VERB
aiti-4278	9	7	strategy	strategy	NOUN
aiti-4278	9	8	,	,	PUNCT
aiti-4278	9	9	deep	deep	ADJ
aiti-4278	9	10	learning	learning	NOUN
aiti-4278	9	11	,	,	PUNCT
aiti-4278	9	12	convolutional	convolutional	ADJ
aiti-4278	9	13	neural	neural	ADJ
aiti-4278	9	14	networks	network	NOUN
aiti-4278	9	15	(	(	PUNCT
aiti-4278	9	16	cnn	cnn	PROPN
aiti-4278	9	17	)	)	PUNCT
aiti-4278	9	18	,	,	PUNCT
aiti-4278	9	19	image	image	NOUN
aiti-4278	9	20	recognition	recognition	NOUN
aiti-4278	9	21	,	,	PUNCT
aiti-4278	9	22	image	image	NOUN
aiti-4278	9	23	processing	processing	NOUN
aiti-4278	9	24	,	,	PUNCT
aiti-4278	9	25	deep	deep	ADJ
aiti-4278	9	26	residual	residual	ADJ
aiti-4278	9	27	learning	learn	VERB
aiti-4278	9	28	1	1	NUM
aiti-4278	9	29	.	.	PUNCT
aiti-4278	10	1	introduction	introduction	NOUN
aiti-4278	10	2	mobile	mobile	ADJ
aiti-4278	10	3	device	device	NOUN
aiti-4278	10	4	designers	designer	NOUN
aiti-4278	10	5	and	and	CCONJ
aiti-4278	10	6	manufacturers	manufacturer	NOUN
aiti-4278	10	7	have	have	AUX
aiti-4278	10	8	made	make	VERB
aiti-4278	10	9	considerable	considerable	ADJ
aiti-4278	10	10	efforts	effort	NOUN
aiti-4278	10	11	to	to	PART
aiti-4278	10	12	increase	increase	VERB
aiti-4278	10	13	the	the	DET
aiti-4278	10	14	"	"	PUNCT
aiti-4278	10	15	ruggedness	ruggedness	NOUN
aiti-4278	10	16	"	"	PUNCT
aiti-4278	10	17	of	of	ADP
aiti-4278	10	18	their	their	PRON
aiti-4278	10	19	products	product	NOUN
aiti-4278	10	20	.	.	PUNCT
aiti-4278	11	1	one	one	NUM
aiti-4278	11	2	such	such	ADJ
aiti-4278	11	3	effort	effort	NOUN
aiti-4278	11	4	has	have	AUX
aiti-4278	11	5	been	be	AUX
aiti-4278	11	6	the	the	DET
aiti-4278	11	7	industry	industry	NOUN
aiti-4278	11	8	-	-	PUNCT
aiti-4278	11	9	wide	wide	ADJ
aiti-4278	11	10	adoption	adoption	NOUN
aiti-4278	11	11	of	of	ADP
aiti-4278	11	12	the	the	DET
aiti-4278	11	13	international	international	ADJ
aiti-4278	11	14	electromechanical	electromechanical	ADJ
aiti-4278	11	15	commission	commission	NOUN
aiti-4278	11	16	(	(	PUNCT
aiti-4278	11	17	iec	iec	PROPN
aiti-4278	11	18	)	)	PUNCT
aiti-4278	11	19	published	publish	VERB
aiti-4278	11	20	inclusion	inclusion	NOUN
aiti-4278	11	21	protection	protection	NOUN
aiti-4278	11	22	(	(	PUNCT
aiti-4278	11	23	ip	ip	NOUN
aiti-4278	11	24	)	)	PUNCT
aiti-4278	11	25	that	that	PRON
aiti-4278	11	26	rates	rate	VERB
aiti-4278	11	27	electronic	electronic	ADJ
aiti-4278	11	28	devices	device	NOUN
aiti-4278	11	29	according	accord	VERB
aiti-4278	11	30	to	to	ADP
aiti-4278	11	31	their	their	PRON
aiti-4278	11	32	protection	protection	NOUN
aiti-4278	11	33	against	against	ADP
aiti-4278	11	34	solid	solid	ADJ
aiti-4278	11	35	inclusion	inclusion	NOUN
aiti-4278	11	36	and	and	CCONJ
aiti-4278	11	37	water	water	NOUN
aiti-4278	11	38	ingression	ingression	NOUN
aiti-4278	11	39	.	.	PUNCT
aiti-4278	12	1	as	as	SCONJ
aiti-4278	12	2	mobile	mobile	ADJ
aiti-4278	12	3	device	device	NOUN
aiti-4278	12	4	components	component	NOUN
aiti-4278	12	5	have	have	AUX
aiti-4278	12	6	become	become	VERB
aiti-4278	12	7	smaller	small	ADJ
aiti-4278	12	8	and	and	CCONJ
aiti-4278	12	9	ip	ip	NOUN
aiti-4278	12	10	ratings	rating	NOUN
aiti-4278	12	11	higher	higher	ADV
aiti-4278	12	12	,	,	PUNCT
aiti-4278	12	13	it	it	PRON
aiti-4278	12	14	has	have	AUX
aiti-4278	12	15	become	become	VERB
aiti-4278	12	16	necessary	necessary	ADJ
aiti-4278	12	17	for	for	SCONJ
aiti-4278	12	18	manufacturers	manufacturer	NOUN
aiti-4278	12	19	to	to	PART
aiti-4278	12	20	be	be	AUX
aiti-4278	12	21	able	able	ADJ
aiti-4278	12	22	to	to	PART
aiti-4278	12	23	detect	detect	VERB
aiti-4278	12	24	defects	defect	NOUN
aiti-4278	12	25	that	that	PRON
aiti-4278	12	26	are	be	AUX
aiti-4278	12	27	a	a	DET
aiti-4278	12	28	few	few	ADJ
aiti-4278	12	29	micrometers	micrometer	NOUN
aiti-4278	12	30	in	in	ADP
aiti-4278	12	31	size	size	NOUN
aiti-4278	12	32	.	.	PUNCT
aiti-4278	13	1	defect	defect	NOUN
aiti-4278	13	2	detection	detection	NOUN
aiti-4278	13	3	at	at	ADP
aiti-4278	13	4	this	this	DET
aiti-4278	13	5	scale	scale	NOUN
aiti-4278	13	6	requires	require	VERB
aiti-4278	13	7	automated	automate	VERB
aiti-4278	13	8	optical	optical	ADJ
aiti-4278	13	9	inspection	inspection	NOUN
aiti-4278	13	10	techniques	technique	NOUN
aiti-4278	13	11	as	as	ADP
aiti-4278	13	12	traditional	traditional	ADJ
aiti-4278	13	13	instrument	instrument	NOUN
aiti-4278	13	14	-	-	PUNCT
aiti-4278	13	15	aided	aid	VERB
aiti-4278	13	16	methods	method	NOUN
aiti-4278	13	17	have	have	AUX
aiti-4278	13	18	been	be	AUX
aiti-4278	13	19	rendered	render	VERB
aiti-4278	13	20	obsolete	obsolete	ADJ
aiti-4278	13	21	.	.	PUNCT
aiti-4278	14	1	the	the	DET
aiti-4278	14	2	demand	demand	NOUN
aiti-4278	14	3	for	for	ADP
aiti-4278	14	4	silicone	silicone	NOUN
aiti-4278	14	5	rubber	rubber	NOUN
aiti-4278	14	6	-	-	PUNCT
aiti-4278	14	7	based	base	VERB
aiti-4278	14	8	components	component	NOUN
aiti-4278	14	9	in	in	ADP
aiti-4278	14	10	the	the	DET
aiti-4278	14	11	mobile	mobile	ADJ
aiti-4278	14	12	device	device	NOUN
aiti-4278	14	13	industry	industry	NOUN
aiti-4278	14	14	to	to	PART
aiti-4278	14	15	provide	provide	VERB
aiti-4278	14	16	tight	tight	ADJ
aiti-4278	14	17	seals	seal	NOUN
aiti-4278	14	18	to	to	PART
aiti-4278	14	19	prevent	prevent	VERB
aiti-4278	14	20	foreign	foreign	ADJ
aiti-4278	14	21	body	body	NOUN
aiti-4278	14	22	inclusion	inclusion	NOUN
aiti-4278	14	23	and	and	CCONJ
aiti-4278	14	24	water	water	NOUN
aiti-4278	14	25	ingression	ingression	NOUN
aiti-4278	14	26	has	have	AUX
aiti-4278	14	27	been	be	AUX
aiti-4278	14	28	a	a	DET
aiti-4278	14	29	boost	boost	NOUN
aiti-4278	14	30	for	for	ADP
aiti-4278	14	31	taiwanese	taiwanese	ADJ
aiti-4278	14	32	manufacturers	manufacturer	NOUN
aiti-4278	14	33	.	.	PUNCT
aiti-4278	15	1	the	the	DET
aiti-4278	15	2	strength	strength	NOUN
aiti-4278	15	3	of	of	ADP
aiti-4278	15	4	taiwanese	taiwanese	ADJ
aiti-4278	15	5	science	science	NOUN
aiti-4278	15	6	and	and	CCONJ
aiti-4278	15	7	engineering	engineering	NOUN
aiti-4278	15	8	has	have	AUX
aiti-4278	15	9	proved	prove	VERB
aiti-4278	15	10	fundamental	fundamental	ADJ
aiti-4278	15	11	for	for	ADP
aiti-4278	15	12	the	the	DET
aiti-4278	15	13	development	development	NOUN
aiti-4278	15	14	and	and	CCONJ
aiti-4278	15	15	manufacture	manufacture	NOUN
aiti-4278	15	16	of	of	ADP
aiti-4278	15	17	natural	natural	ADJ
aiti-4278	15	18	and	and	CCONJ
aiti-4278	15	19	synthetic	synthetic	ADJ
aiti-4278	15	20	rubber	rubber	NOUN
aiti-4278	15	21	products	product	NOUN
aiti-4278	15	22	that	that	PRON
aiti-4278	15	23	require	require	VERB
aiti-4278	15	24	complex	complex	ADJ
aiti-4278	15	25	chemical	chemical	NOUN
aiti-4278	15	26	refinement	refinement	NOUN
aiti-4278	15	27	,	,	PUNCT
aiti-4278	15	28	bridging	bridging	NOUN
aiti-4278	15	29	,	,	PUNCT
aiti-4278	15	30	and	and	CCONJ
aiti-4278	15	31	coloring	color	VERB
aiti-4278	15	32	sequences	sequence	NOUN
aiti-4278	15	33	.	.	PUNCT
aiti-4278	16	1	rubber	rubber	NOUN
aiti-4278	16	2	mold	mold	NOUN
aiti-4278	16	3	manufacturing	manufacturing	NOUN
aiti-4278	16	4	techniques	technique	NOUN
aiti-4278	16	5	can	can	AUX
aiti-4278	16	6	be	be	AUX
aiti-4278	16	7	broadly	broadly	ADV
aiti-4278	16	8	classified	classify	VERB
aiti-4278	16	9	into	into	ADP
aiti-4278	16	10	three	three	NUM
aiti-4278	16	11	categories	category	NOUN
aiti-4278	16	12	:	:	PUNCT
aiti-4278	16	13	sheet	sheet	NOUN
aiti-4278	16	14	molding	molding	NOUN
aiti-4278	16	15	,	,	PUNCT
aiti-4278	16	16	injection	injection	NOUN
aiti-4278	16	17	molding	molding	NOUN
aiti-4278	16	18	,	,	PUNCT
aiti-4278	16	19	and	and	CCONJ
aiti-4278	16	20	extrusion	extrusion	NOUN
aiti-4278	16	21	molding	molding	NOUN
aiti-4278	16	22	,	,	PUNCT
aiti-4278	16	23	each	each	PRON
aiti-4278	16	24	of	of	ADP
aiti-4278	16	25	which	which	PRON
aiti-4278	16	26	introduces	introduce	VERB
aiti-4278	16	27	characteristic	characteristic	ADJ
aiti-4278	16	28	defects	defect	NOUN
aiti-4278	16	29	at	at	ADP
aiti-4278	16	30	varying	vary	VERB
aiti-4278	16	31	rates	rate	NOUN
aiti-4278	16	32	and	and	CCONJ
aiti-4278	16	33	distributions	distribution	NOUN
aiti-4278	16	34	.	.	PUNCT
aiti-4278	17	1	as	as	SCONJ
aiti-4278	17	2	mobile	mobile	ADJ
aiti-4278	17	3	device	device	NOUN
aiti-4278	17	4	designers	designer	NOUN
aiti-4278	17	5	have	have	AUX
aiti-4278	17	6	decreased	decrease	VERB
aiti-4278	17	7	component	component	NOUN
aiti-4278	17	8	size	size	NOUN
aiti-4278	17	9	and	and	CCONJ
aiti-4278	17	10	increased	increase	VERB
aiti-4278	17	11	ruggedness	ruggedness	NOUN
aiti-4278	17	12	requirements	requirement	NOUN
aiti-4278	17	13	,	,	PUNCT
aiti-4278	17	14	manufacturers	manufacturer	NOUN
aiti-4278	17	15	have	have	AUX
aiti-4278	17	16	realized	realize	VERB
aiti-4278	17	17	the	the	DET
aiti-4278	17	18	necessity	necessity	NOUN
aiti-4278	17	19	of	of	ADP
aiti-4278	17	20	automated	automate	VERB
aiti-4278	17	21	optical	optical	ADJ
aiti-4278	17	22	inspection	inspection	NOUN
aiti-4278	17	23	techniques	technique	NOUN
aiti-4278	17	24	for	for	ADP
aiti-4278	17	25	detecting	detect	VERB
aiti-4278	17	26	defects	defect	NOUN
aiti-4278	17	27	a	a	DET
aiti-4278	17	28	few	few	ADJ
aiti-4278	17	29	micrometers	micrometer	NOUN
aiti-4278	17	30	in	in	ADP
aiti-4278	17	31	size	size	NOUN
aiti-4278	17	32	.	.	PUNCT
aiti-4278	18	1	furthermore	furthermore	ADV
aiti-4278	18	2	,	,	PUNCT
aiti-4278	18	3	the	the	DET
aiti-4278	18	4	non	non	ADJ
aiti-4278	18	5	-	-	ADJ
aiti-4278	18	6	invasive	invasive	ADJ
aiti-4278	18	7	nature	nature	NOUN
aiti-4278	18	8	of	of	ADP
aiti-4278	18	9	optical	optical	ADJ
aiti-4278	18	10	inspection	inspection	NOUN
aiti-4278	18	11	techniques	technique	NOUN
aiti-4278	18	12	provides	provide	VERB
aiti-4278	18	13	the	the	DET
aiti-4278	18	14	speed	speed	NOUN
aiti-4278	18	15	necessary	necessary	ADJ
aiti-4278	18	16	for	for	ADP
aiti-4278	18	17	mass	mass	ADJ
aiti-4278	18	18	manufacturing	manufacturing	NOUN
aiti-4278	18	19	.	.	PUNCT
aiti-4278	19	1	in	in	ADP
aiti-4278	19	2	1980	1980	NUM
aiti-4278	19	3	,	,	PUNCT
aiti-4278	19	4	a.	a.	NOUN
aiti-4278	19	5	cornforth	cornforth	PROPN
aiti-4278	19	6	and	and	CCONJ
aiti-4278	19	7	c.	c.	PROPN
aiti-4278	19	8	james	james	PROPN
aiti-4278	19	9	proposed	propose	VERB
aiti-4278	19	10	a	a	DET
aiti-4278	19	11	rubber	rubber	NOUN
aiti-4278	19	12	gasket	gasket	NOUN
aiti-4278	19	13	inspection	inspection	NOUN
aiti-4278	19	14	system	system	NOUN
aiti-4278	19	15	to	to	PART
aiti-4278	19	16	identify	identify	VERB
aiti-4278	19	17	the	the	DET
aiti-4278	19	18	void	void	NOUN
aiti-4278	19	19	and	and	CCONJ
aiti-4278	19	20	lamination	lamination	NOUN
aiti-4278	19	21	disband	disband	ADJ
aiti-4278	19	22	errors	error	NOUN
aiti-4278	19	23	between	between	ADP
aiti-4278	19	24	the	the	DET
aiti-4278	19	25	nylon	nylon	NOUN
aiti-4278	19	26	tip	tip	NOUN
aiti-4278	19	27	and	and	CCONJ
aiti-4278	19	28	the	the	DET
aiti-4278	19	29	rubber	rubber	NOUN
aiti-4278	19	30	ring	ring	NOUN
aiti-4278	19	31	using	use	VERB
aiti-4278	19	32	an	an	DET
aiti-4278	19	33	ultrasonic	ultrasonic	ADJ
aiti-4278	19	34	device	device	NOUN
aiti-4278	19	35	[	[	X
aiti-4278	19	36	1	1	NUM
aiti-4278	19	37	]	]	PUNCT
aiti-4278	19	38	.	.	PUNCT
aiti-4278	20	1	recently	recently	ADV
aiti-4278	20	2	,	,	PUNCT
aiti-4278	20	3	systems	system	NOUN
aiti-4278	20	4	have	have	AUX
aiti-4278	20	5	been	be	AUX
aiti-4278	20	6	developed	develop	VERB
aiti-4278	20	7	for	for	ADP
aiti-4278	20	8	the	the	DET
aiti-4278	20	9	prediction	prediction	NOUN
aiti-4278	20	10	of	of	ADP
aiti-4278	20	11	silicone	silicone	NOUN
aiti-4278	20	12	rubber	rubber	NOUN
aiti-4278	20	13	solidification	solidification	NOUN
aiti-4278	20	14	time	time	NOUN
aiti-4278	20	15	through	through	ADP
aiti-4278	20	16	the	the	DET
aiti-4278	20	17	optical	optical	ADJ
aiti-4278	20	18	measurement	measurement	NOUN
aiti-4278	20	19	thickness	thickness	NOUN
aiti-4278	21	1	[	[	X
aiti-4278	21	2	2	2	NUM
aiti-4278	21	3	]	]	PUNCT
aiti-4278	21	4	.	.	PUNCT
aiti-4278	22	1	furthermore	furthermore	ADV
aiti-4278	22	2	,	,	PUNCT
aiti-4278	22	3	optical	optical	ADJ
aiti-4278	22	4	*	*	PUNCT
aiti-4278	22	5	corresponding	correspond	VERB
aiti-4278	22	6	author	author	NOUN
aiti-4278	22	7	.	.	PUNCT
aiti-4278	23	1	e	e	X
aiti-4278	23	2	-	-	NOUN
aiti-4278	23	3	mail	mail	NOUN
aiti-4278	23	4	address	address	NOUN
aiti-4278	23	5	:	:	PUNCT
aiti-4278	23	6	hochao@ntut.edu.tw	hochao@ntut.edu.tw	NOUN
aiti-4278	23	7	advances	advance	NOUN
aiti-4278	23	8	in	in	ADP
aiti-4278	23	9	technology	technology	NOUN
aiti-4278	23	10	innovation	innovation	NOUN
aiti-4278	23	11	,	,	PUNCT
aiti-4278	23	12	vol	vol	NOUN
aiti-4278	23	13	.	.	PROPN
aiti-4278	23	14	5	5	NUM
aiti-4278	23	15	,	,	PUNCT
aiti-4278	23	16	no	no	INTJ
aiti-4278	23	17	.	.	NOUN
aiti-4278	23	18	2	2	NUM
aiti-4278	23	19	,	,	PUNCT
aiti-4278	23	20	2020	2020	NUM
aiti-4278	23	21	,	,	PUNCT
aiti-4278	23	22	pp	pp	ADV
aiti-4278	23	23	.	.	PUNCT
aiti-4278	24	1	76	76	NUM
aiti-4278	24	2	-	-	SYM
aiti-4278	24	3	83	83	NUM
aiti-4278	24	4	77	77	NUM
aiti-4278	24	5	inspection	inspection	NOUN
aiti-4278	24	6	-	-	PUNCT
aiti-4278	24	7	based	base	VERB
aiti-4278	24	8	systems	system	NOUN
aiti-4278	24	9	to	to	PART
aiti-4278	24	10	inspect	inspect	VERB
aiti-4278	24	11	the	the	DET
aiti-4278	24	12	bubbles	bubble	NOUN
aiti-4278	24	13	present	present	ADJ
aiti-4278	24	14	in	in	ADP
aiti-4278	24	15	solid	solid	ADJ
aiti-4278	24	16	and	and	CCONJ
aiti-4278	24	17	liquid	liquid	ADJ
aiti-4278	24	18	silicone	silicone	NOUN
aiti-4278	24	19	rubber	rubber	NOUN
aiti-4278	24	20	in	in	ADP
aiti-4278	24	21	the	the	DET
aiti-4278	24	22	molding	molding	NOUN
aiti-4278	24	23	process	process	NOUN
aiti-4278	24	24	have	have	AUX
aiti-4278	24	25	also	also	ADV
aiti-4278	24	26	been	be	AUX
aiti-4278	24	27	developed	develop	VERB
aiti-4278	24	28	[	[	PUNCT
aiti-4278	24	29	3	3	NUM
aiti-4278	24	30	]	]	PUNCT
aiti-4278	24	31	.	.	PUNCT
aiti-4278	25	1	machine	machine	PROPN
aiti-4278	25	2	vision	vision	PROPN
aiti-4278	25	3	measurement	measurement	PROPN
aiti-4278	25	4	provides	provide	VERB
aiti-4278	25	5	a	a	DET
aiti-4278	25	6	non	non	ADJ
aiti-4278	25	7	-	-	ADJ
aiti-4278	25	8	invasive	invasive	ADJ
aiti-4278	25	9	inspection	inspection	NOUN
aiti-4278	25	10	process	process	NOUN
aiti-4278	25	11	widely	widely	ADV
aiti-4278	25	12	deployed	deploy	VERB
aiti-4278	25	13	in	in	ADP
aiti-4278	25	14	a	a	DET
aiti-4278	25	15	broad	broad	ADJ
aiti-4278	25	16	range	range	NOUN
aiti-4278	25	17	of	of	ADP
aiti-4278	25	18	smart	smart	ADJ
aiti-4278	25	19	manufacturing	manufacturing	NOUN
aiti-4278	25	20	systems	system	NOUN
aiti-4278	25	21	[	[	X
aiti-4278	25	22	4	4	NUM
aiti-4278	25	23	-	-	SYM
aiti-4278	25	24	6	6	NUM
aiti-4278	25	25	]	]	PUNCT
aiti-4278	25	26	,	,	PUNCT
aiti-4278	25	27	e.g.	e.g.	ADV
aiti-4278	25	28	leather	leather	NOUN
aiti-4278	25	29	production	production	NOUN
aiti-4278	25	30	and	and	CCONJ
aiti-4278	25	31	manufacturing	manufacturing	NOUN
aiti-4278	25	32	[	[	X
aiti-4278	25	33	7	7	NUM
aiti-4278	25	34	]	]	PUNCT
aiti-4278	25	35	,	,	PUNCT
aiti-4278	25	36	leather	leather	NOUN
aiti-4278	25	37	defect	defect	NOUN
aiti-4278	25	38	-	-	PUNCT
aiti-4278	25	39	recognition	recognition	NOUN
aiti-4278	25	40	[	[	X
aiti-4278	25	41	8	8	NUM
aiti-4278	25	42	]	]	PUNCT
aiti-4278	25	43	,	,	PUNCT
aiti-4278	25	44	solenoid	solenoid	ADJ
aiti-4278	25	45	manufacturing	manufacturing	NOUN
aiti-4278	26	1	[	[	X
aiti-4278	26	2	9	9	NUM
aiti-4278	26	3	]	]	PUNCT
aiti-4278	26	4	,	,	PUNCT
aiti-4278	26	5	and	and	CCONJ
aiti-4278	26	6	in	in	ADP
aiti-4278	26	7	-	-	PUNCT
aiti-4278	26	8	process	process	NOUN
aiti-4278	26	9	led	lead	VERB
aiti-4278	26	10	chip	chip	NOUN
aiti-4278	26	11	mounting	mount	VERB
aiti-4278	26	12	alignment	alignment	NOUN
aiti-4278	27	1	[	[	X
aiti-4278	27	2	10	10	NUM
aiti-4278	27	3	]	]	PUNCT
aiti-4278	27	4	.	.	PUNCT
aiti-4278	28	1	all	all	DET
aiti-4278	28	2	the	the	DET
aiti-4278	28	3	examples	example	NOUN
aiti-4278	28	4	mentioned	mention	VERB
aiti-4278	28	5	above	above	ADP
aiti-4278	28	6	feature	feature	NOUN
aiti-4278	28	7	dim	dim	ADJ
aiti-4278	28	8	and	and	CCONJ
aiti-4278	28	9	low	low	ADJ
aiti-4278	28	10	reflective	reflective	ADJ
aiti-4278	28	11	surface	surface	NOUN
aiti-4278	28	12	materials	material	NOUN
aiti-4278	28	13	which	which	PRON
aiti-4278	28	14	make	make	VERB
aiti-4278	28	15	the	the	DET
aiti-4278	28	16	proper	proper	ADJ
aiti-4278	28	17	illumination	illumination	NOUN
aiti-4278	28	18	for	for	ADP
aiti-4278	28	19	defect	defect	NOUN
aiti-4278	28	20	detection	detection	NOUN
aiti-4278	28	21	difficult	difficult	ADJ
aiti-4278	28	22	.	.	PUNCT
aiti-4278	29	1	in	in	ADP
aiti-4278	29	2	our	our	PRON
aiti-4278	29	3	previous	previous	ADJ
aiti-4278	29	4	study	study	NOUN
aiti-4278	29	5	[	[	X
aiti-4278	29	6	11	11	NUM
aiti-4278	29	7	]	]	PUNCT
aiti-4278	29	8	,	,	PUNCT
aiti-4278	29	9	we	we	PRON
aiti-4278	29	10	found	find	VERB
aiti-4278	29	11	that	that	SCONJ
aiti-4278	29	12	while	while	SCONJ
aiti-4278	29	13	machine	machine	NOUN
aiti-4278	29	14	vision	vision	NOUN
aiti-4278	29	15	-	-	PUNCT
aiti-4278	29	16	based	base	VERB
aiti-4278	29	17	systems	system	NOUN
aiti-4278	29	18	are	be	AUX
aiti-4278	29	19	capable	capable	ADJ
aiti-4278	29	20	of	of	ADP
aiti-4278	29	21	defect	defect	ADJ
aiti-4278	29	22	classification	classification	NOUN
aiti-4278	29	23	performance	performance	NOUN
aiti-4278	29	24	,	,	PUNCT
aiti-4278	29	25	the	the	DET
aiti-4278	29	26	performance	performance	NOUN
aiti-4278	29	27	of	of	ADP
aiti-4278	29	28	these	these	DET
aiti-4278	29	29	systems	system	NOUN
aiti-4278	29	30	was	be	AUX
aiti-4278	29	31	affected	affect	VERB
aiti-4278	29	32	by	by	ADP
aiti-4278	29	33	variation	variation	NOUN
aiti-4278	29	34	in	in	ADP
aiti-4278	29	35	lighting	lighting	NOUN
aiti-4278	29	36	conditions	condition	NOUN
aiti-4278	29	37	,	,	PUNCT
aiti-4278	29	38	and	and	CCONJ
aiti-4278	29	39	these	these	DET
aiti-4278	29	40	systems	system	NOUN
aiti-4278	29	41	were	be	AUX
aiti-4278	29	42	incapable	incapable	ADJ
aiti-4278	29	43	of	of	ADP
aiti-4278	29	44	qualitative	qualitative	ADJ
aiti-4278	29	45	defect	defect	NOUN
aiti-4278	29	46	detection	detection	NOUN
aiti-4278	29	47	.	.	PUNCT
aiti-4278	30	1	therefore	therefore	ADV
aiti-4278	30	2	,	,	PUNCT
aiti-4278	30	3	to	to	PART
aiti-4278	30	4	ensure	ensure	VERB
aiti-4278	30	5	the	the	DET
aiti-4278	30	6	homogeneity	homogeneity	NOUN
aiti-4278	30	7	of	of	ADP
aiti-4278	30	8	the	the	DET
aiti-4278	30	9	silicone	silicone	NOUN
aiti-4278	30	10	rubber	rubber	NOUN
aiti-4278	30	11	gaskets	gasket	NOUN
aiti-4278	30	12	with	with	ADP
aiti-4278	30	13	its	its	PRON
aiti-4278	30	14	isolated	isolated	ADJ
aiti-4278	30	15	components	component	NOUN
aiti-4278	30	16	,	,	PUNCT
aiti-4278	30	17	a	a	DET
aiti-4278	30	18	specified	specify	VERB
aiti-4278	30	19	on	on	ADP
aiti-4278	30	20	-	-	PUNCT
aiti-4278	30	21	line	line	NOUN
aiti-4278	30	22	measurement	measurement	NOUN
aiti-4278	30	23	system	system	NOUN
aiti-4278	30	24	for	for	ADP
aiti-4278	30	25	this	this	DET
aiti-4278	30	26	application	application	NOUN
aiti-4278	30	27	was	be	AUX
aiti-4278	30	28	developed	develop	VERB
aiti-4278	30	29	in	in	ADP
aiti-4278	30	30	this	this	DET
aiti-4278	30	31	study	study	NOUN
aiti-4278	30	32	as	as	SCONJ
aiti-4278	30	33	shown	show	VERB
aiti-4278	30	34	in	in	ADP
aiti-4278	30	35	fig	fig	NOUN
aiti-4278	30	36	.	.	PUNCT
aiti-4278	31	1	1	1	X
aiti-4278	31	2	.	.	PUNCT
aiti-4278	31	3	this	this	DET
aiti-4278	31	4	study	study	NOUN
aiti-4278	31	5	develops	develop	VERB
aiti-4278	31	6	a	a	DET
aiti-4278	31	7	fully	fully	ADV
aiti-4278	31	8	automated	automate	VERB
aiti-4278	31	9	optical	optical	ADJ
aiti-4278	31	10	inspection	inspection	NOUN
aiti-4278	31	11	system	system	NOUN
aiti-4278	31	12	for	for	ADP
aiti-4278	31	13	silicone	silicone	NOUN
aiti-4278	31	14	rubber	rubber	NOUN
aiti-4278	31	15	mobile	mobile	ADJ
aiti-4278	31	16	device	device	NOUN
aiti-4278	31	17	power	power	NOUN
aiti-4278	31	18	supply	supply	NOUN
aiti-4278	31	19	connector	connector	NOUN
aiti-4278	31	20	gaskets	gasket	NOUN
aiti-4278	31	21	.	.	PUNCT
aiti-4278	32	1	the	the	DET
aiti-4278	32	2	defect	defect	NOUN
aiti-4278	32	3	detection	detection	NOUN
aiti-4278	32	4	application	application	NOUN
aiti-4278	32	5	employs	employ	VERB
aiti-4278	32	6	traditional	traditional	ADJ
aiti-4278	32	7	rule	rule	NOUN
aiti-4278	32	8	-	-	PUNCT
aiti-4278	32	9	based	base	VERB
aiti-4278	32	10	and	and	CCONJ
aiti-4278	32	11	deep	deep	ADJ
aiti-4278	32	12	learning	learning	NOUN
aiti-4278	32	13	detection	detection	NOUN
aiti-4278	32	14	methods	method	NOUN
aiti-4278	32	15	.	.	PUNCT
aiti-4278	33	1	recently	recently	ADV
aiti-4278	33	2	,	,	PUNCT
aiti-4278	33	3	several	several	ADJ
aiti-4278	33	4	studies	study	NOUN
aiti-4278	33	5	have	have	AUX
aiti-4278	33	6	been	be	AUX
aiti-4278	33	7	conducted	conduct	VERB
aiti-4278	33	8	on	on	ADP
aiti-4278	33	9	the	the	DET
aiti-4278	33	10	application	application	NOUN
aiti-4278	33	11	of	of	ADP
aiti-4278	33	12	deep	deep	ADJ
aiti-4278	33	13	learning	learning	NOUN
aiti-4278	33	14	methods	method	NOUN
aiti-4278	33	15	for	for	ADP
aiti-4278	33	16	machine	machine	NOUN
aiti-4278	33	17	vision	vision	NOUN
aiti-4278	33	18	-	-	PUNCT
aiti-4278	33	19	based	base	VERB
aiti-4278	33	20	optical	optical	ADJ
aiti-4278	33	21	inspection	inspection	NOUN
aiti-4278	33	22	systems	system	NOUN
aiti-4278	33	23	[	[	X
aiti-4278	33	24	12	12	NUM
aiti-4278	33	25	-	-	SYM
aiti-4278	33	26	16	16	NUM
aiti-4278	33	27	]	]	PUNCT
aiti-4278	33	28	.	.	PUNCT
aiti-4278	34	1	(	(	PUNCT
aiti-4278	34	2	a	a	X
aiti-4278	34	3	)	)	PUNCT
aiti-4278	34	4	the	the	DET
aiti-4278	34	5	silicone	silicone	NOUN
aiti-4278	34	6	rubber	rubber	NOUN
aiti-4278	34	7	gaskets	gasket	NOUN
aiti-4278	34	8	.	.	PUNCT
aiti-4278	35	1	(	(	PUNCT
aiti-4278	35	2	b	b	X
aiti-4278	35	3	)	)	PUNCT
aiti-4278	35	4	inclusion	inclusion	NOUN
aiti-4278	35	5	(	(	PUNCT
aiti-4278	35	6	c	c	NOUN
aiti-4278	35	7	)	)	PUNCT
aiti-4278	35	8	notches	notch	NOUN
aiti-4278	35	9	(	(	PUNCT
aiti-4278	35	10	d	d	NOUN
aiti-4278	35	11	)	)	PUNCT
aiti-4278	35	12	inner	inner	ADJ
aiti-4278	35	13	residual	residual	ADJ
aiti-4278	35	14	glue	glue	NOUN
aiti-4278	35	15	fig	fig	NOUN
aiti-4278	35	16	.	.	PUNCT
aiti-4278	36	1	1	1	NUM
aiti-4278	36	2	examined	examine	VERB
aiti-4278	36	3	rubber	rubber	NOUN
aiti-4278	36	4	gaskets	gasket	NOUN
aiti-4278	36	5	(	(	PUNCT
aiti-4278	36	6	a	a	X
aiti-4278	36	7	)	)	PUNCT
aiti-4278	36	8	inclusion	inclusion	NOUN
aiti-4278	36	9	defects	defect	NOUN
aiti-4278	36	10	(	(	PUNCT
aiti-4278	36	11	b	b	NOUN
aiti-4278	36	12	)	)	PUNCT
aiti-4278	36	13	skewness	skewness	NOUN
aiti-4278	36	14	fig	fig	NOUN
aiti-4278	36	15	.	.	PUNCT
aiti-4278	36	16	2	2	NUM
aiti-4278	36	17	two	two	NUM
aiti-4278	36	18	types	type	NOUN
aiti-4278	36	19	of	of	ADP
aiti-4278	36	20	side	side	NOUN
aiti-4278	36	21	layer	layer	NOUN
aiti-4278	36	22	defects	defect	NOUN
aiti-4278	36	23	for	for	ADP
aiti-4278	36	24	the	the	DET
aiti-4278	36	25	silicone	silicone	NOUN
aiti-4278	36	26	rubber	rubber	NOUN
aiti-4278	36	27	gaskets	gasket	NOUN
aiti-4278	36	28	from	from	ADP
aiti-4278	36	29	side	side	NOUN
aiti-4278	36	30	-	-	PUNCT
aiti-4278	36	31	view	view	NOUN
aiti-4278	36	32	2	2	NUM
aiti-4278	36	33	.	.	X
aiti-4278	36	34	rule	rule	NOUN
aiti-4278	36	35	based	base	VERB
aiti-4278	36	36	image	image	NOUN
aiti-4278	36	37	detection	detection	NOUN
aiti-4278	36	38	methodology	methodology	NOUN
aiti-4278	36	39	the	the	DET
aiti-4278	36	40	mobile	mobile	ADJ
aiti-4278	36	41	device	device	NOUN
aiti-4278	36	42	power	power	NOUN
aiti-4278	36	43	supply	supply	NOUN
aiti-4278	36	44	gasket	gasket	NOUN
aiti-4278	36	45	inspection	inspection	NOUN
aiti-4278	36	46	unit	unit	NOUN
aiti-4278	36	47	has	have	VERB
aiti-4278	36	48	two	two	NUM
aiti-4278	36	49	separate	separate	ADJ
aiti-4278	36	50	image	image	NOUN
aiti-4278	36	51	capture	capture	NOUN
aiti-4278	36	52	stations	station	NOUN
aiti-4278	36	53	,	,	PUNCT
aiti-4278	36	54	one	one	NUM
aiti-4278	36	55	is	be	AUX
aiti-4278	36	56	the	the	DET
aiti-4278	36	57	top	top	ADJ
aiti-4278	36	58	view	view	NOUN
aiti-4278	36	59	and	and	CCONJ
aiti-4278	36	60	the	the	DET
aiti-4278	36	61	other	other	ADJ
aiti-4278	36	62	is	be	AUX
aiti-4278	36	63	the	the	DET
aiti-4278	36	64	side	side	ADJ
aiti-4278	36	65	view	view	NOUN
aiti-4278	36	66	station	station	NOUN
aiti-4278	36	67	as	as	SCONJ
aiti-4278	36	68	shown	show	VERB
aiti-4278	36	69	in	in	ADP
aiti-4278	36	70	fig	fig	NOUN
aiti-4278	36	71	.	.	PUNCT
aiti-4278	37	1	2	2	X
aiti-4278	37	2	.	.	X
aiti-4278	37	3	the	the	DET
aiti-4278	37	4	top	top	ADJ
aiti-4278	37	5	view	view	NOUN
aiti-4278	37	6	station	station	NOUN
aiti-4278	37	7	is	be	AUX
aiti-4278	37	8	used	use	VERB
aiti-4278	37	9	to	to	PART
aiti-4278	37	10	examine	examine	VERB
aiti-4278	37	11	three	three	NUM
aiti-4278	37	12	defects	defect	NOUN
aiti-4278	37	13	:	:	PUNCT
aiti-4278	37	14	outer	outer	ADJ
aiti-4278	37	15	ring	ring	NOUN
aiti-4278	37	16	inclusion	inclusion	NOUN
aiti-4278	37	17	,	,	PUNCT
aiti-4278	37	18	inner	inner	ADJ
aiti-4278	37	19	ring	ring	NOUN
aiti-4278	37	20	notches	notch	NOUN
aiti-4278	37	21	,	,	PUNCT
aiti-4278	37	22	and	and	CCONJ
aiti-4278	37	23	inner	inner	ADJ
aiti-4278	37	24	ring	ring	NOUN
aiti-4278	37	25	residual	residual	ADJ
aiti-4278	37	26	glue	glue	NOUN
aiti-4278	37	27	,	,	PUNCT
aiti-4278	37	28	whereas	whereas	SCONJ
aiti-4278	37	29	,	,	PUNCT
aiti-4278	37	30	the	the	DET
aiti-4278	37	31	side	side	NOUN
aiti-4278	37	32	view	view	NOUN
aiti-4278	37	33	station	station	NOUN
aiti-4278	37	34	checks	check	NOUN
aiti-4278	37	35	for	for	ADP
aiti-4278	37	36	two	two	NUM
aiti-4278	37	37	defects	defect	NOUN
aiti-4278	37	38	:	:	PUNCT
aiti-4278	37	39	top	top	ADJ
aiti-4278	37	40	edge	edge	NOUN
aiti-4278	37	41	inclusion	inclusion	NOUN
aiti-4278	37	42	and	and	CCONJ
aiti-4278	37	43	metal	metal	NOUN
aiti-4278	37	44	contact	contact	NOUN
aiti-4278	37	45	leg	leg	NOUN
aiti-4278	37	46	skewness	skewness	NOUN
aiti-4278	37	47	.	.	PUNCT
aiti-4278	38	1	2.1	2.1	NUM
aiti-4278	38	2	.	.	PUNCT
aiti-4278	38	3	top	top	ADJ
aiti-4278	38	4	-	-	PUNCT
aiti-4278	38	5	view	view	NOUN
aiti-4278	38	6	station	station	NOUN
aiti-4278	38	7	the	the	DET
aiti-4278	38	8	top	top	ADJ
aiti-4278	38	9	view	view	NOUN
aiti-4278	38	10	station	station	NOUN
aiti-4278	38	11	captures	capture	VERB
aiti-4278	38	12	the	the	DET
aiti-4278	38	13	inspected	inspect	VERB
aiti-4278	38	14	object	object	NOUN
aiti-4278	38	15	images	image	NOUN
aiti-4278	38	16	using	use	VERB
aiti-4278	38	17	a	a	DET
aiti-4278	38	18	basler	basler	NOUN
aiti-4278	38	19	aca2500	aca2500	NOUN
aiti-4278	38	20	-	-	PUNCT
aiti-4278	38	21	14μm	14μm	ADJ
aiti-4278	38	22	monochrome	monochrome	NOUN
aiti-4278	38	23	area	area	NOUN
aiti-4278	38	24	scan	scan	PROPN
aiti-4278	38	25	industrial	industrial	PROPN
aiti-4278	38	26	camera	camera	NOUN
aiti-4278	38	27	,	,	PUNCT
aiti-4278	38	28	fitted	fit	VERB
aiti-4278	38	29	with	with	ADP
aiti-4278	38	30	a	a	DET
aiti-4278	38	31	50	50	NUM
aiti-4278	38	32	mm	mm	PROPN
aiti-4278	38	33	cctv	cctv	NOUN
aiti-4278	38	34	lens	lens	NOUN
aiti-4278	38	35	.	.	PUNCT
aiti-4278	39	1	at	at	ADP
aiti-4278	39	2	the	the	DET
aiti-4278	39	3	time	time	NOUN
aiti-4278	39	4	of	of	ADP
aiti-4278	39	5	inspection	inspection	NOUN
aiti-4278	39	6	,	,	PUNCT
aiti-4278	39	7	the	the	DET
aiti-4278	39	8	camera	camera	NOUN
aiti-4278	39	9	was	be	AUX
aiti-4278	39	10	set	set	VERB
aiti-4278	39	11	to	to	ADP
aiti-4278	39	12	a	a	DET
aiti-4278	39	13	×0.343	×0.343	NOUN
aiti-4278	39	14	zoom	zoom	NOUN
aiti-4278	39	15	for	for	ADP
aiti-4278	39	16	a	a	DET
aiti-4278	39	17	16	16	NUM
aiti-4278	39	18	×	×	NOUN
aiti-4278	39	19	12	12	NUM
aiti-4278	39	20	mm²	mm²	NOUN
aiti-4278	39	21	sensor	sensor	NOUN
aiti-4278	39	22	size	size	NOUN
aiti-4278	39	23	and	and	CCONJ
aiti-4278	39	24	a	a	DET
aiti-4278	39	25	precision	precision	NOUN
aiti-4278	39	26	of	of	ADP
aiti-4278	39	27	6.4	6.4	NUM
aiti-4278	39	28	μm	μm	NUM
aiti-4278	39	29	/	/	SYM
aiti-4278	39	30	pixel	pixel	NOUN
aiti-4278	39	31	.	.	PUNCT
aiti-4278	40	1	advances	advance	NOUN
aiti-4278	40	2	in	in	ADP
aiti-4278	40	3	technology	technology	NOUN
aiti-4278	40	4	innovation	innovation	NOUN
aiti-4278	40	5	,	,	PUNCT
aiti-4278	40	6	vol	vol	NOUN
aiti-4278	40	7	.	.	PROPN
aiti-4278	40	8	5	5	NUM
aiti-4278	40	9	,	,	PUNCT
aiti-4278	40	10	no	no	INTJ
aiti-4278	40	11	.	.	NOUN
aiti-4278	40	12	2	2	NUM
aiti-4278	40	13	,	,	PUNCT
aiti-4278	40	14	2020	2020	NUM
aiti-4278	40	15	,	,	PUNCT
aiti-4278	40	16	pp	pp	ADV
aiti-4278	40	17	.	.	PUNCT
aiti-4278	41	1	76	76	NUM
aiti-4278	41	2	-	-	SYM
aiti-4278	41	3	83	83	NUM
aiti-4278	41	4	78	78	NUM
aiti-4278	41	5	the	the	DET
aiti-4278	41	6	top	top	ADJ
aiti-4278	41	7	view	view	NOUN
aiti-4278	41	8	station	station	NOUN
aiti-4278	41	9	begins	begin	VERB
aiti-4278	41	10	by	by	ADP
aiti-4278	41	11	acquiring	acquire	VERB
aiti-4278	41	12	multi	multi	ADJ
aiti-4278	41	13	-	-	ADJ
aiti-4278	41	14	exposure	exposure	ADJ
aiti-4278	41	15	images	image	NOUN
aiti-4278	41	16	of	of	ADP
aiti-4278	41	17	the	the	DET
aiti-4278	41	18	silicone	silicone	NOUN
aiti-4278	41	19	rubber	rubber	NOUN
aiti-4278	41	20	seal	seal	NOUN
aiti-4278	41	21	rings	ring	NOUN
aiti-4278	41	22	.	.	PUNCT
aiti-4278	42	1	the	the	DET
aiti-4278	42	2	image	image	NOUN
aiti-4278	42	3	processing	processing	NOUN
aiti-4278	42	4	application	application	NOUN
aiti-4278	42	5	then	then	ADV
aiti-4278	42	6	creates	create	VERB
aiti-4278	42	7	both	both	PRON
aiti-4278	42	8	a	a	DET
aiti-4278	42	9	contour	contour	NOUN
aiti-4278	42	10	approximation	approximation	NOUN
aiti-4278	42	11	and	and	CCONJ
aiti-4278	42	12	a	a	DET
aiti-4278	42	13	convex	convex	NOUN
aiti-4278	42	14	hull	hull	NOUN
aiti-4278	42	15	representation	representation	NOUN
aiti-4278	42	16	of	of	ADP
aiti-4278	42	17	the	the	DET
aiti-4278	42	18	outer	outer	ADJ
aiti-4278	42	19	seal	seal	NOUN
aiti-4278	42	20	ring	ring	NOUN
aiti-4278	42	21	.	.	PUNCT
aiti-4278	43	1	as	as	SCONJ
aiti-4278	43	2	the	the	DET
aiti-4278	43	3	eccentricity	eccentricity	NOUN
aiti-4278	43	4	and	and	CCONJ
aiti-4278	43	5	straightness	straightness	NOUN
aiti-4278	43	6	of	of	ADP
aiti-4278	43	7	the	the	DET
aiti-4278	43	8	outer	outer	ADJ
aiti-4278	43	9	seal	seal	NOUN
aiti-4278	43	10	ring	ring	NOUN
aiti-4278	43	11	are	be	AUX
aiti-4278	43	12	rotation	rotation	NOUN
aiti-4278	43	13	invariant	invariant	ADJ
aiti-4278	43	14	,	,	PUNCT
aiti-4278	43	15	the	the	DET
aiti-4278	43	16	application	application	NOUN
aiti-4278	43	17	uses	use	VERB
aiti-4278	43	18	horizontal	horizontal	ADJ
aiti-4278	43	19	and	and	CCONJ
aiti-4278	43	20	vertical	vertical	ADJ
aiti-4278	43	21	projections	projection	NOUN
aiti-4278	43	22	to	to	PART
aiti-4278	43	23	segment	segment	VERB
aiti-4278	43	24	the	the	DET
aiti-4278	43	25	image	image	NOUN
aiti-4278	43	26	.	.	PUNCT
aiti-4278	44	1	the	the	DET
aiti-4278	44	2	application	application	NOUN
aiti-4278	44	3	then	then	ADV
aiti-4278	44	4	calculates	calculate	VERB
aiti-4278	44	5	the	the	DET
aiti-4278	44	6	difference	difference	NOUN
aiti-4278	44	7	in	in	ADP
aiti-4278	44	8	the	the	DET
aiti-4278	44	9	segmented	segmented	ADJ
aiti-4278	44	10	contour	contour	NOUN
aiti-4278	44	11	and	and	CCONJ
aiti-4278	44	12	convex	convex	VERB
aiti-4278	44	13	hull	hull	NOUN
aiti-4278	44	14	representations	representation	NOUN
aiti-4278	44	15	to	to	PART
aiti-4278	44	16	predict	predict	VERB
aiti-4278	44	17	manufacturing	manufacturing	NOUN
aiti-4278	44	18	defects	defect	NOUN
aiti-4278	44	19	as	as	SCONJ
aiti-4278	44	20	shown	show	VERB
aiti-4278	44	21	in	in	ADP
aiti-4278	44	22	fig	fig	NOUN
aiti-4278	44	23	.	.	PUNCT
aiti-4278	45	1	3	3	X
aiti-4278	45	2	.	.	X
aiti-4278	45	3	because	because	SCONJ
aiti-4278	45	4	the	the	DET
aiti-4278	45	5	top	top	ADJ
aiti-4278	45	6	view	view	NOUN
aiti-4278	45	7	optical	optical	ADJ
aiti-4278	45	8	inspection	inspection	NOUN
aiti-4278	45	9	application	application	NOUN
aiti-4278	45	10	does	do	AUX
aiti-4278	45	11	not	not	PART
aiti-4278	45	12	use	use	VERB
aiti-4278	45	13	morphological	morphological	ADJ
aiti-4278	45	14	operations	operation	NOUN
aiti-4278	45	15	or	or	CCONJ
aiti-4278	45	16	filtering	filtering	NOUN
aiti-4278	45	17	,	,	PUNCT
aiti-4278	45	18	the	the	DET
aiti-4278	45	19	image	image	NOUN
aiti-4278	45	20	preserves	preserve	VERB
aiti-4278	45	21	the	the	DET
aiti-4278	45	22	geometry	geometry	NOUN
aiti-4278	45	23	of	of	ADP
aiti-4278	45	24	the	the	DET
aiti-4278	45	25	inspected	inspect	VERB
aiti-4278	45	26	object	object	NOUN
aiti-4278	45	27	at	at	ADP
aiti-4278	45	28	the	the	DET
aiti-4278	45	29	pixel	pixel	PROPN
aiti-4278	45	30	level	level	NOUN
aiti-4278	45	31	.	.	PUNCT
aiti-4278	46	1	thus	thus	ADV
aiti-4278	46	2	,	,	PUNCT
aiti-4278	46	3	the	the	DET
aiti-4278	46	4	application	application	NOUN
aiti-4278	46	5	can	can	AUX
aiti-4278	46	6	correctly	correctly	ADV
aiti-4278	46	7	detect	detect	VERB
aiti-4278	46	8	inclusion	inclusion	NOUN
aiti-4278	46	9	defects	defect	NOUN
aiti-4278	46	10	as	as	ADV
aiti-4278	46	11	small	small	ADJ
aiti-4278	46	12	as	as	ADP
aiti-4278	46	13	60	60	NUM
aiti-4278	46	14	μm	μm	NOUN
aiti-4278	46	15	in	in	ADP
aiti-4278	46	16	size	size	NOUN
aiti-4278	46	17	.	.	PUNCT
aiti-4278	47	1	it	it	PRON
aiti-4278	47	2	is	be	AUX
aiti-4278	47	3	found	find	VERB
aiti-4278	47	4	that	that	SCONJ
aiti-4278	47	5	traditional	traditional	ADJ
aiti-4278	47	6	rule	rule	NOUN
aiti-4278	47	7	-	-	PUNCT
aiti-4278	47	8	based	base	VERB
aiti-4278	47	9	image	image	NOUN
aiti-4278	47	10	processing	processing	NOUN
aiti-4278	47	11	techniques	technique	NOUN
aiti-4278	47	12	are	be	AUX
aiti-4278	47	13	unable	unable	ADJ
aiti-4278	47	14	to	to	PART
aiti-4278	47	15	accurately	accurately	ADV
aiti-4278	47	16	detect	detect	VERB
aiti-4278	47	17	notch	notch	ADJ
aiti-4278	47	18	and	and	CCONJ
aiti-4278	47	19	inner	inner	ADJ
aiti-4278	47	20	residual	residual	ADJ
aiti-4278	47	21	glue	glue	NOUN
aiti-4278	47	22	defects	defect	NOUN
aiti-4278	47	23	because	because	SCONJ
aiti-4278	47	24	these	these	DET
aiti-4278	47	25	defects	defect	NOUN
aiti-4278	47	26	are	be	AUX
aiti-4278	47	27	more	more	ADV
aiti-4278	47	28	qualitative	qualitative	ADJ
aiti-4278	47	29	in	in	ADP
aiti-4278	47	30	nature	nature	NOUN
aiti-4278	47	31	,	,	PUNCT
aiti-4278	47	32	thereby	thereby	ADV
aiti-4278	47	33	making	make	VERB
aiti-4278	47	34	them	they	PRON
aiti-4278	47	35	more	more	ADV
aiti-4278	47	36	suitable	suitable	ADJ
aiti-4278	47	37	for	for	ADP
aiti-4278	47	38	deep	deep	ADJ
aiti-4278	47	39	-	-	PUNCT
aiti-4278	47	40	learning	learn	VERB
aiti-4278	47	41	approaches	approach	NOUN
aiti-4278	47	42	.	.	PUNCT
aiti-4278	48	1	fig	fig	NOUN
aiti-4278	48	2	.	.	PUNCT
aiti-4278	49	1	3	3	NUM
aiti-4278	49	2	top	top	ADJ
aiti-4278	49	3	view	view	NOUN
aiti-4278	49	4	flowchart	flowchart	NOUN
aiti-4278	49	5	using	use	VERB
aiti-4278	49	6	traditional	traditional	ADJ
aiti-4278	49	7	rule	rule	NOUN
aiti-4278	49	8	based	base	VERB
aiti-4278	49	9	image	image	NOUN
aiti-4278	49	10	processing	processing	NOUN
aiti-4278	49	11	strategy	strategy	NOUN
aiti-4278	49	12	2.2	2.2	NUM
aiti-4278	49	13	.	.	PUNCT
aiti-4278	49	14	side	side	NOUN
aiti-4278	49	15	-	-	PUNCT
aiti-4278	49	16	view	view	NOUN
aiti-4278	49	17	station	station	NOUN
aiti-4278	49	18	the	the	DET
aiti-4278	49	19	second	second	ADJ
aiti-4278	49	20	inspection	inspection	NOUN
aiti-4278	49	21	station	station	NOUN
aiti-4278	49	22	uses	use	VERB
aiti-4278	49	23	a	a	DET
aiti-4278	49	24	basler	basler	NOUN
aiti-4278	49	25	ca1600	ca1600	NOUN
aiti-4278	49	26	-	-	PUNCT
aiti-4278	49	27	20μm	20μm	ADJ
aiti-4278	49	28	monochrome	monochrome	NOUN
aiti-4278	49	29	area	area	NOUN
aiti-4278	49	30	scan	scan	AUX
aiti-4278	49	31	industrial	industrial	PROPN
aiti-4278	49	32	camera	camera	NOUN
aiti-4278	49	33	equipped	equip	VERB
aiti-4278	49	34	with	with	ADP
aiti-4278	49	35	an	an	DET
aiti-4278	49	36	open	open	ADJ
aiti-4278	49	37	four	four	NUM
aiti-4278	49	38	-	-	PUNCT
aiti-4278	49	39	view	view	NOUN
aiti-4278	49	40	mirror	mirror	NOUN
aiti-4278	49	41	to	to	PART
aiti-4278	49	42	capture	capture	VERB
aiti-4278	49	43	four	four	NUM
aiti-4278	49	44	side	side	NOUN
aiti-4278	49	45	views	view	NOUN
aiti-4278	49	46	.	.	PUNCT
aiti-4278	50	1	while	while	SCONJ
aiti-4278	50	2	the	the	DET
aiti-4278	50	3	four	four	NUM
aiti-4278	50	4	-	-	PUNCT
aiti-4278	50	5	view	view	NOUN
aiti-4278	50	6	mirror	mirror	NOUN
aiti-4278	50	7	reduces	reduce	VERB
aiti-4278	50	8	the	the	DET
aiti-4278	50	9	overall	overall	ADJ
aiti-4278	50	10	number	number	NOUN
aiti-4278	50	11	of	of	ADP
aiti-4278	50	12	stations	station	NOUN
aiti-4278	50	13	needed	need	VERB
aiti-4278	50	14	in	in	ADP
aiti-4278	50	15	the	the	DET
aiti-4278	50	16	system	system	NOUN
aiti-4278	50	17	,	,	PUNCT
aiti-4278	50	18	it	it	PRON
aiti-4278	50	19	increases	increase	VERB
aiti-4278	50	20	the	the	DET
aiti-4278	50	21	pre	pre	ADJ
aiti-4278	50	22	-	-	ADJ
aiti-4278	50	23	processing	processing	ADJ
aiti-4278	50	24	time	time	NOUN
aiti-4278	50	25	necessary	necessary	ADJ
aiti-4278	50	26	to	to	PART
aiti-4278	50	27	divide	divide	VERB
aiti-4278	50	28	the	the	DET
aiti-4278	50	29	distinct	distinct	ADJ
aiti-4278	50	30	views	view	NOUN
aiti-4278	50	31	as	as	SCONJ
aiti-4278	50	32	shown	show	VERB
aiti-4278	50	33	in	in	ADP
aiti-4278	50	34	fig	fig	NOUN
aiti-4278	50	35	.	.	PUNCT
aiti-4278	51	1	4	4	NUM
aiti-4278	51	2	.	.	X
aiti-4278	51	3	as	as	SCONJ
aiti-4278	51	4	illustrated	illustrate	VERB
aiti-4278	51	5	in	in	ADP
aiti-4278	51	6	fig	fig	NOUN
aiti-4278	51	7	.	.	PUNCT
aiti-4278	52	1	5(a	5(a	NUM
aiti-4278	52	2	)	)	PUNCT
aiti-4278	52	3	,	,	PUNCT
aiti-4278	52	4	the	the	DET
aiti-4278	52	5	side	side	NOUN
aiti-4278	52	6	view	view	NOUN
aiti-4278	52	7	defect	defect	NOUN
aiti-4278	52	8	detection	detection	NOUN
aiti-4278	52	9	application	application	NOUN
aiti-4278	52	10	first	first	ADV
aiti-4278	52	11	partitions	partition	VERB
aiti-4278	52	12	the	the	DET
aiti-4278	52	13	image	image	NOUN
aiti-4278	52	14	using	use	VERB
aiti-4278	52	15	a	a	DET
aiti-4278	52	16	predetermined	predetermined	ADJ
aiti-4278	52	17	region	region	NOUN
aiti-4278	52	18	of	of	ADP
aiti-4278	52	19	interest	interest	NOUN
aiti-4278	52	20	(	(	PUNCT
aiti-4278	52	21	roi	roi	NOUN
aiti-4278	52	22	)	)	PUNCT
aiti-4278	52	23	.	.	PUNCT
aiti-4278	53	1	while	while	SCONJ
aiti-4278	53	2	this	this	DET
aiti-4278	53	3	roi	roi	NOUN
aiti-4278	53	4	attempts	attempt	VERB
aiti-4278	53	5	to	to	PART
aiti-4278	53	6	consider	consider	VERB
aiti-4278	53	7	most	most	ADJ
aiti-4278	53	8	variations	variation	NOUN
aiti-4278	53	9	in	in	ADP
aiti-4278	53	10	the	the	DET
aiti-4278	53	11	power	power	NOUN
aiti-4278	53	12	supply	supply	NOUN
aiti-4278	53	13	gasket	gasket	NOUN
aiti-4278	53	14	placement	placement	NOUN
aiti-4278	53	15	,	,	PUNCT
aiti-4278	53	16	excessively	excessively	ADV
aiti-4278	53	17	skewed	skewed	ADJ
aiti-4278	53	18	or	or	CCONJ
aiti-4278	53	19	absent	absent	ADJ
aiti-4278	53	20	gaskets	gasket	NOUN
aiti-4278	53	21	may	may	AUX
aiti-4278	53	22	lead	lead	VERB
aiti-4278	53	23	to	to	ADP
aiti-4278	53	24	unpredictable	unpredictable	ADJ
aiti-4278	53	25	results	result	NOUN
aiti-4278	53	26	.	.	PUNCT
aiti-4278	54	1	the	the	DET
aiti-4278	54	2	application	application	NOUN
aiti-4278	54	3	uses	use	VERB
aiti-4278	54	4	a	a	DET
aiti-4278	54	5	binary	binary	ADJ
aiti-4278	54	6	threshold	threshold	NOUN
aiti-4278	54	7	to	to	ADP
aiti-4278	54	8	the	the	DET
aiti-4278	54	9	roi	roi	NOUN
aiti-4278	54	10	.	.	PUNCT
aiti-4278	55	1	the	the	DET
aiti-4278	55	2	image	image	NOUN
aiti-4278	55	3	processing	processing	NOUN
aiti-4278	55	4	application	application	NOUN
aiti-4278	55	5	segments	segment	VERB
aiti-4278	55	6	the	the	DET
aiti-4278	55	7	image	image	NOUN
aiti-4278	55	8	via	via	ADP
aiti-4278	55	9	horizontal	horizontal	ADJ
aiti-4278	55	10	projection	projection	NOUN
aiti-4278	55	11	techniques	technique	NOUN
aiti-4278	55	12	,	,	PUNCT
aiti-4278	55	13	which	which	PRON
aiti-4278	55	14	include	include	VERB
aiti-4278	55	15	additional	additional	ADJ
aiti-4278	55	16	parameters	parameter	NOUN
aiti-4278	55	17	in	in	ADP
aiti-4278	55	18	the	the	DET
aiti-4278	55	19	segmentation	segmentation	NOUN
aiti-4278	55	20	routine	routine	NOUN
aiti-4278	55	21	to	to	PART
aiti-4278	55	22	control	control	VERB
aiti-4278	55	23	the	the	DET
aiti-4278	55	24	magnitude	magnitude	NOUN
aiti-4278	55	25	of	of	ADP
aiti-4278	55	26	separation	separation	NOUN
aiti-4278	55	27	or	or	CCONJ
aiti-4278	55	28	overlap	overlap	NOUN
aiti-4278	55	29	between	between	ADP
aiti-4278	55	30	the	the	DET
aiti-4278	55	31	images	image	NOUN
aiti-4278	55	32	as	as	SCONJ
aiti-4278	55	33	presented	present	VERB
aiti-4278	55	34	in	in	ADP
aiti-4278	55	35	fig	fig	NOUN
aiti-4278	55	36	.	.	PUNCT
aiti-4278	56	1	5(b	5(b	NUM
aiti-4278	56	2	)	)	PUNCT
aiti-4278	56	3	.	.	PUNCT
aiti-4278	57	1	additionally	additionally	ADV
aiti-4278	57	2	,	,	PUNCT
aiti-4278	57	3	a	a	DET
aiti-4278	57	4	separate	separate	ADJ
aiti-4278	57	5	metal	metal	NOUN
aiti-4278	57	6	connection	connection	NOUN
aiti-4278	57	7	leg	leg	NOUN
aiti-4278	57	8	absence	absence	NOUN
aiti-4278	57	9	defect	defect	NOUN
aiti-4278	57	10	detection	detection	NOUN
aiti-4278	57	11	application	application	NOUN
aiti-4278	57	12	is	be	AUX
aiti-4278	57	13	implemented	implement	VERB
aiti-4278	57	14	using	use	VERB
aiti-4278	57	15	contour	contour	NOUN
aiti-4278	57	16	finding	finding	NOUN
aiti-4278	57	17	techniques	technique	NOUN
aiti-4278	57	18	.	.	PUNCT
aiti-4278	58	1	as	as	SCONJ
aiti-4278	58	2	shown	show	VERB
aiti-4278	58	3	in	in	ADP
aiti-4278	58	4	fig	fig	NOUN
aiti-4278	58	5	.	.	PUNCT
aiti-4278	59	1	6	6	NUM
aiti-4278	59	2	,	,	PUNCT
aiti-4278	59	3	the	the	DET
aiti-4278	59	4	routine	routine	ADJ
aiti-4278	59	5	centroid	centroid	NOUN
aiti-4278	59	6	calculations	calculation	NOUN
aiti-4278	59	7	are	be	AUX
aiti-4278	59	8	allowed	allow	VERB
aiti-4278	59	9	for	for	ADP
aiti-4278	59	10	the	the	DET
aiti-4278	59	11	labeling	labeling	NOUN
aiti-4278	59	12	of	of	ADP
aiti-4278	59	13	contour	contour	NOUN
aiti-4278	59	14	centroids	centroid	NOUN
aiti-4278	59	15	to	to	PART
aiti-4278	59	16	check	check	VERB
aiti-4278	59	17	for	for	ADP
aiti-4278	59	18	potential	potential	ADJ
aiti-4278	59	19	skew	skew	ADJ
aiti-4278	59	20	detection	detection	NOUN
aiti-4278	59	21	.	.	PUNCT
aiti-4278	60	1	fig	fig	NOUN
aiti-4278	60	2	.	.	PUNCT
aiti-4278	61	1	4	4	NUM
aiti-4278	61	2	side	side	NOUN
aiti-4278	61	3	view	view	NOUN
aiti-4278	61	4	flowchart	flowchart	NOUN
aiti-4278	61	5	with	with	ADP
aiti-4278	61	6	using	use	VERB
aiti-4278	61	7	traditional	traditional	ADJ
aiti-4278	61	8	rule	rule	NOUN
aiti-4278	61	9	-	-	PUNCT
aiti-4278	61	10	based	base	VERB
aiti-4278	61	11	strategy	strategy	NOUN
aiti-4278	61	12	advances	advance	NOUN
aiti-4278	61	13	in	in	ADP
aiti-4278	61	14	technology	technology	NOUN
aiti-4278	61	15	innovation	innovation	NOUN
aiti-4278	61	16	,	,	PUNCT
aiti-4278	61	17	vol	vol	NOUN
aiti-4278	61	18	.	.	PROPN
aiti-4278	61	19	5	5	NUM
aiti-4278	61	20	,	,	PUNCT
aiti-4278	61	21	no	no	INTJ
aiti-4278	61	22	.	.	NOUN
aiti-4278	61	23	2	2	NUM
aiti-4278	61	24	,	,	PUNCT
aiti-4278	61	25	2020	2020	NUM
aiti-4278	61	26	,	,	PUNCT
aiti-4278	61	27	pp	pp	ADV
aiti-4278	61	28	.	.	PUNCT
aiti-4278	62	1	76	76	NUM
aiti-4278	62	2	-	-	SYM
aiti-4278	62	3	83	83	NUM
aiti-4278	62	4	79	79	NUM
aiti-4278	62	5	(	(	PUNCT
aiti-4278	62	6	a	a	DET
aiti-4278	62	7	)	)	PUNCT
aiti-4278	62	8	side	side	ADJ
aiti-4278	62	9	view	view	NOUN
aiti-4278	62	10	of	of	ADP
aiti-4278	62	11	region	region	NOUN
aiti-4278	62	12	of	of	ADP
aiti-4278	62	13	interest	interest	NOUN
aiti-4278	62	14	.	.	PUNCT
aiti-4278	63	1	(	(	PUNCT
aiti-4278	63	2	b	b	X
aiti-4278	63	3	)	)	PUNCT
aiti-4278	63	4	four	four	NUM
aiti-4278	63	5	view	view	NOUN
aiti-4278	63	6	segmentation	segmentation	NOUN
aiti-4278	63	7	.	.	PUNCT
aiti-4278	64	1	fig	fig	NOUN
aiti-4278	64	2	.	.	PUNCT
aiti-4278	65	1	5	5	NUM
aiti-4278	65	2	region	region	NOUN
aiti-4278	65	3	of	of	ADP
aiti-4278	65	4	interest	interest	NOUN
aiti-4278	65	5	and	and	CCONJ
aiti-4278	65	6	image	image	NOUN
aiti-4278	65	7	segmentation	segmentation	NOUN
aiti-4278	65	8	(	(	PUNCT
aiti-4278	65	9	a	a	X
aiti-4278	65	10	)	)	PUNCT
aiti-4278	65	11	the	the	DET
aiti-4278	65	12	front	front	ADJ
aiti-4278	65	13	metal	metal	NOUN
aiti-4278	65	14	connection	connection	NOUN
aiti-4278	65	15	leg	leg	NOUN
aiti-4278	65	16	absence	absence	NOUN
aiti-4278	65	17	defect	defect	NOUN
aiti-4278	65	18	(	(	PUNCT
aiti-4278	65	19	b	b	NOUN
aiti-4278	65	20	)	)	PUNCT
aiti-4278	65	21	the	the	DET
aiti-4278	65	22	back	back	ADJ
aiti-4278	65	23	metal	metal	NOUN
aiti-4278	65	24	connection	connection	NOUN
aiti-4278	65	25	leg	leg	NOUN
aiti-4278	65	26	absence	absence	NOUN
aiti-4278	65	27	defect	defect	NOUN
aiti-4278	65	28	fig	fig	NOUN
aiti-4278	65	29	.	.	PUNCT
aiti-4278	65	30	6	6	NUM
aiti-4278	65	31	leg	leg	NOUN
aiti-4278	65	32	absence	absence	NOUN
aiti-4278	65	33	defect	defect	NOUN
aiti-4278	65	34	detection	detection	NOUN
aiti-4278	65	35	using	use	VERB
aiti-4278	65	36	contour	contour	NOUN
aiti-4278	65	37	finding	finding	NOUN
aiti-4278	65	38	techniques	technique	NOUN
aiti-4278	65	39	the	the	DET
aiti-4278	65	40	flow	flow	NOUN
aiti-4278	65	41	chart	chart	NOUN
aiti-4278	65	42	of	of	ADP
aiti-4278	65	43	top	top	ADJ
aiti-4278	65	44	edge	edge	NOUN
aiti-4278	65	45	inclusion	inclusion	NOUN
aiti-4278	65	46	detection	detection	NOUN
aiti-4278	65	47	provides	provide	VERB
aiti-4278	65	48	an	an	DET
aiti-4278	65	49	intuitive	intuitive	ADJ
aiti-4278	65	50	explanation	explanation	NOUN
aiti-4278	65	51	of	of	ADP
aiti-4278	65	52	the	the	DET
aiti-4278	65	53	application	application	NOUN
aiti-4278	65	54	logic	logic	NOUN
aiti-4278	65	55	.	.	PUNCT
aiti-4278	66	1	as	as	SCONJ
aiti-4278	66	2	the	the	DET
aiti-4278	66	3	roi	roi	NOUN
aiti-4278	66	4	is	be	AUX
aiti-4278	66	5	determined	determine	VERB
aiti-4278	66	6	from	from	ADP
aiti-4278	66	7	the	the	DET
aiti-4278	66	8	orientation	orientation	NOUN
aiti-4278	66	9	of	of	ADP
aiti-4278	66	10	the	the	DET
aiti-4278	66	11	top	top	ADJ
aiti-4278	66	12	edge	edge	NOUN
aiti-4278	66	13	and	and	CCONJ
aiti-4278	66	14	subsequent	subsequent	ADJ
aiti-4278	66	15	affine	affine	NOUN
aiti-4278	66	16	transformation	transformation	NOUN
aiti-4278	66	17	,	,	PUNCT
aiti-4278	66	18	the	the	DET
aiti-4278	66	19	top	top	ADJ
aiti-4278	66	20	edge	edge	NOUN
aiti-4278	66	21	defect	defect	NOUN
aiti-4278	66	22	detection	detection	NOUN
aiti-4278	66	23	allows	allow	VERB
aiti-4278	66	24	improper	improper	ADJ
aiti-4278	66	25	placement	placement	NOUN
aiti-4278	66	26	of	of	ADP
aiti-4278	66	27	the	the	DET
aiti-4278	66	28	power	power	NOUN
aiti-4278	66	29	supply	supply	NOUN
aiti-4278	66	30	gasket	gasket	NOUN
aiti-4278	66	31	on	on	ADP
aiti-4278	66	32	the	the	DET
aiti-4278	66	33	fixture	fixture	NOUN
aiti-4278	66	34	.	.	PUNCT
aiti-4278	67	1	the	the	DET
aiti-4278	67	2	roi	roi	NOUN
aiti-4278	67	3	is	be	AUX
aiti-4278	67	4	narrowed	narrow	VERB
aiti-4278	67	5	to	to	PART
aiti-4278	67	6	account	account	VERB
aiti-4278	67	7	for	for	ADP
aiti-4278	67	8	the	the	DET
aiti-4278	67	9	entire	entire	ADJ
aiti-4278	67	10	top	top	ADJ
aiti-4278	67	11	edge	edge	NOUN
aiti-4278	67	12	and	and	CCONJ
aiti-4278	67	13	does	do	AUX
aiti-4278	67	14	not	not	PART
aiti-4278	67	15	prevent	prevent	VERB
aiti-4278	67	16	errors	error	NOUN
aiti-4278	67	17	that	that	PRON
aiti-4278	67	18	may	may	AUX
aiti-4278	67	19	arise	arise	VERB
aiti-4278	67	20	when	when	SCONJ
aiti-4278	67	21	executing	execute	VERB
aiti-4278	67	22	the	the	DET
aiti-4278	67	23	inclusion	inclusion	NOUN
aiti-4278	67	24	finding	find	VERB
aiti-4278	67	25	a	a	DET
aiti-4278	67	26	routine	routine	NOUN
aiti-4278	67	27	.	.	PUNCT
aiti-4278	68	1	the	the	DET
aiti-4278	68	2	top	top	ADJ
aiti-4278	68	3	edge	edge	NOUN
aiti-4278	68	4	material	material	NOUN
aiti-4278	68	5	defects	defect	NOUN
aiti-4278	68	6	are	be	AUX
aiti-4278	68	7	observed	observe	VERB
aiti-4278	68	8	by	by	ADP
aiti-4278	68	9	comparing	compare	VERB
aiti-4278	68	10	the	the	DET
aiti-4278	68	11	contour	contour	NOUN
aiti-4278	68	12	and	and	CCONJ
aiti-4278	68	13	convex	convex	VERB
aiti-4278	68	14	hull	hull	NOUN
aiti-4278	68	15	representations	representation	NOUN
aiti-4278	68	16	of	of	ADP
aiti-4278	68	17	the	the	DET
aiti-4278	68	18	top	top	ADJ
aiti-4278	68	19	edge	edge	NOUN
aiti-4278	68	20	plastic	plastic	NOUN
aiti-4278	68	21	material	material	NOUN
aiti-4278	68	22	,	,	PUNCT
aiti-4278	68	23	as	as	SCONJ
aiti-4278	68	24	shown	show	VERB
aiti-4278	68	25	in	in	ADP
aiti-4278	68	26	fig	fig	NOUN
aiti-4278	68	27	.	.	PUNCT
aiti-4278	69	1	7	7	X
aiti-4278	69	2	.	.	X
aiti-4278	69	3	fig	fig	NOUN
aiti-4278	69	4	.	.	PUNCT
aiti-4278	70	1	7	7	NUM
aiti-4278	71	1	the	the	DET
aiti-4278	71	2	detected	detect	VERB
aiti-4278	71	3	top	top	ADJ
aiti-4278	71	4	edge	edge	NOUN
aiti-4278	71	5	material	material	NOUN
aiti-4278	71	6	defects	defect	NOUN
aiti-4278	71	7	3	3	NUM
aiti-4278	71	8	.	.	X
aiti-4278	71	9	deep	deep	ADJ
aiti-4278	71	10	learning	learning	NOUN
aiti-4278	71	11	approach	approach	VERB
aiti-4278	71	12	the	the	DET
aiti-4278	71	13	top	top	ADJ
aiti-4278	71	14	view	view	NOUN
aiti-4278	71	15	defect	defect	NOUN
aiti-4278	71	16	detection	detection	NOUN
aiti-4278	71	17	application	application	NOUN
aiti-4278	71	18	is	be	AUX
aiti-4278	71	19	improved	improve	VERB
aiti-4278	71	20	by	by	ADP
aiti-4278	71	21	adding	add	VERB
aiti-4278	71	22	images	image	NOUN
aiti-4278	71	23	and	and	CCONJ
aiti-4278	71	24	type	type	NOUN
aiti-4278	71	25	labels	label	NOUN
aiti-4278	71	26	to	to	PART
aiti-4278	71	27	provide	provide	VERB
aiti-4278	71	28	a	a	DET
aiti-4278	71	29	labeling	labeling	NOUN
aiti-4278	71	30	framework	framework	NOUN
aiti-4278	71	31	for	for	ADP
aiti-4278	71	32	potential	potential	ADJ
aiti-4278	71	33	machine	machine	NOUN
aiti-4278	71	34	learning	learning	NOUN
aiti-4278	71	35	applications	application	NOUN
aiti-4278	71	36	.	.	PUNCT
aiti-4278	72	1	therefore	therefore	ADV
aiti-4278	72	2	,	,	PUNCT
aiti-4278	72	3	quantitative	quantitative	ADJ
aiti-4278	72	4	information	information	NOUN
aiti-4278	72	5	for	for	ADP
aiti-4278	72	6	more	more	ADJ
aiti-4278	72	7	qualitative	qualitative	ADJ
aiti-4278	72	8	surface	surface	NOUN
aiti-4278	72	9	defects	defect	NOUN
aiti-4278	72	10	,	,	PUNCT
aiti-4278	72	11	namely	namely	ADV
aiti-4278	72	12	inner	inner	ADJ
aiti-4278	72	13	ring	ring	NOUN
aiti-4278	72	14	notches	notch	NOUN
aiti-4278	72	15	and	and	CCONJ
aiti-4278	72	16	residual	residual	ADJ
aiti-4278	72	17	glue	glue	NOUN
aiti-4278	72	18	defects	defect	NOUN
aiti-4278	72	19	[	[	X
aiti-4278	72	20	17	17	NUM
aiti-4278	72	21	-	-	SYM
aiti-4278	72	22	18	18	NUM
aiti-4278	72	23	]	]	PUNCT
aiti-4278	72	24	were	be	AUX
aiti-4278	72	25	provided	provide	VERB
aiti-4278	72	26	.	.	PUNCT
aiti-4278	73	1	to	to	PART
aiti-4278	73	2	detect	detect	VERB
aiti-4278	73	3	the	the	DET
aiti-4278	73	4	surface	surface	NOUN
aiti-4278	73	5	type	type	NOUN
aiti-4278	73	6	defects	defect	NOUN
aiti-4278	73	7	of	of	ADP
aiti-4278	73	8	the	the	DET
aiti-4278	73	9	silicone	silicone	NOUN
aiti-4278	73	10	rubber	rubber	NOUN
aiti-4278	73	11	gaskets	gasket	NOUN
aiti-4278	73	12	which	which	PRON
aiti-4278	73	13	have	have	VERB
aiti-4278	73	14	a	a	DET
aiti-4278	73	15	rough	rough	ADJ
aiti-4278	73	16	and	and	CCONJ
aiti-4278	73	17	dim	dim	ADJ
aiti-4278	73	18	texture	texture	NOUN
aiti-4278	73	19	,	,	PUNCT
aiti-4278	73	20	a	a	DET
aiti-4278	73	21	multi	multi	ADJ
aiti-4278	73	22	-	-	ADJ
aiti-4278	73	23	exposure	exposure	ADJ
aiti-4278	73	24	technique	technique	NOUN
aiti-4278	73	25	is	be	AUX
aiti-4278	73	26	used	use	VERB
aiti-4278	73	27	to	to	PART
aiti-4278	73	28	enhance	enhance	VERB
aiti-4278	73	29	the	the	DET
aiti-4278	73	30	illumination	illumination	NOUN
aiti-4278	73	31	and	and	CCONJ
aiti-4278	73	32	highlight	highlight	VERB
aiti-4278	73	33	the	the	DET
aiti-4278	73	34	defects	defect	NOUN
aiti-4278	73	35	.	.	PUNCT
aiti-4278	74	1	these	these	DET
aiti-4278	74	2	multi	multi	ADJ
aiti-4278	74	3	-	-	ADJ
aiti-4278	74	4	exposure	exposure	ADJ
aiti-4278	74	5	images	image	NOUN
aiti-4278	74	6	are	be	AUX
aiti-4278	74	7	then	then	ADV
aiti-4278	74	8	included	include	VERB
aiti-4278	74	9	in	in	ADP
aiti-4278	74	10	the	the	DET
aiti-4278	74	11	dataset	dataset	NOUN
aiti-4278	74	12	and	and	CCONJ
aiti-4278	74	13	trained	train	VERB
aiti-4278	74	14	in	in	ADP
aiti-4278	74	15	a	a	DET
aiti-4278	74	16	50	50	NUM
aiti-4278	74	17	-	-	PUNCT
aiti-4278	74	18	layer	layer	NOUN
aiti-4278	74	19	resnet	resnet	NOUN
aiti-4278	74	20	network	network	NOUN
aiti-4278	74	21	[	[	X
aiti-4278	74	22	19	19	NUM
aiti-4278	74	23	-	-	SYM
aiti-4278	74	24	20	20	NUM
aiti-4278	74	25	]	]	PUNCT
aiti-4278	74	26	.	.	PUNCT
aiti-4278	75	1	the	the	DET
aiti-4278	75	2	pixel	pixel	PROPN
aiti-4278	75	3	size	size	NOUN
aiti-4278	75	4	range	range	NOUN
aiti-4278	75	5	of	of	ADP
aiti-4278	75	6	the	the	DET
aiti-4278	75	7	defects	defect	NOUN
aiti-4278	75	8	is	be	AUX
aiti-4278	75	9	limited	limit	VERB
aiti-4278	75	10	to	to	PART
aiti-4278	75	11	avoid	avoid	VERB
aiti-4278	75	12	the	the	DET
aiti-4278	75	13	feature	feature	NOUN
aiti-4278	75	14	vanishing	vanish	VERB
aiti-4278	75	15	during	during	ADP
aiti-4278	75	16	the	the	DET
aiti-4278	75	17	convolution	convolution	NOUN
aiti-4278	75	18	operations	operation	NOUN
aiti-4278	75	19	of	of	ADP
aiti-4278	75	20	the	the	DET
aiti-4278	75	21	network	network	NOUN
aiti-4278	75	22	and	and	CCONJ
aiti-4278	75	23	to	to	PART
aiti-4278	75	24	front	front	VERB
aiti-4278	75	25	back	back	ADP
aiti-4278	75	26	advances	advance	NOUN
aiti-4278	75	27	in	in	ADP
aiti-4278	75	28	technology	technology	NOUN
aiti-4278	75	29	innovation	innovation	NOUN
aiti-4278	75	30	,	,	PUNCT
aiti-4278	75	31	vol	vol	NOUN
aiti-4278	75	32	.	.	PROPN
aiti-4278	75	33	5	5	NUM
aiti-4278	75	34	,	,	PUNCT
aiti-4278	75	35	no	no	INTJ
aiti-4278	75	36	.	.	NOUN
aiti-4278	75	37	2	2	NUM
aiti-4278	75	38	,	,	PUNCT
aiti-4278	75	39	2020	2020	NUM
aiti-4278	75	40	,	,	PUNCT
aiti-4278	75	41	pp	pp	ADV
aiti-4278	75	42	.	.	PUNCT
aiti-4278	76	1	76	76	NUM
aiti-4278	76	2	-	-	SYM
aiti-4278	76	3	83	83	NUM
aiti-4278	76	4	80	80	NUM
aiti-4278	76	5	allow	allow	VERB
aiti-4278	76	6	for	for	ADP
aiti-4278	76	7	more	more	ADV
aiti-4278	76	8	accurate	accurate	ADJ
aiti-4278	76	9	discernment	discernment	NOUN
aiti-4278	76	10	between	between	ADP
aiti-4278	76	11	the	the	DET
aiti-4278	76	12	background	background	NOUN
aiti-4278	76	13	and	and	CCONJ
aiti-4278	76	14	the	the	DET
aiti-4278	76	15	defects	defect	NOUN
aiti-4278	76	16	.	.	PUNCT
aiti-4278	77	1	moreover	moreover	ADV
aiti-4278	77	2	,	,	PUNCT
aiti-4278	77	3	the	the	DET
aiti-4278	77	4	deep	deep	ADJ
aiti-4278	77	5	learning	learning	NOUN
aiti-4278	77	6	approach	approach	NOUN
aiti-4278	77	7	can	can	AUX
aiti-4278	77	8	indicate	indicate	VERB
aiti-4278	77	9	the	the	DET
aiti-4278	77	10	defect	defect	ADJ
aiti-4278	77	11	types	type	NOUN
aiti-4278	77	12	and	and	CCONJ
aiti-4278	77	13	defect	defect	VERB
aiti-4278	77	14	positions	position	NOUN
aiti-4278	77	15	within	within	ADP
aiti-4278	77	16	the	the	DET
aiti-4278	77	17	predicted	predict	VERB
aiti-4278	77	18	image	image	NOUN
aiti-4278	77	19	.	.	PUNCT
aiti-4278	78	1	3.1	3.1	NUM
aiti-4278	78	2	.	.	PUNCT
aiti-4278	78	3	deep	deep	ADJ
aiti-4278	78	4	learning	learning	NOUN
aiti-4278	78	5	network	network	NOUN
aiti-4278	78	6	structure	structure	NOUN
aiti-4278	78	7	fig	fig	NOUN
aiti-4278	78	8	.	.	PUNCT
aiti-4278	79	1	8	8	NUM
aiti-4278	80	1	the	the	DET
aiti-4278	80	2	employed	employ	VERB
aiti-4278	80	3	deep	deep	ADJ
aiti-4278	80	4	learning	learning	NOUN
aiti-4278	80	5	framework	framework	NOUN
aiti-4278	80	6	table	table	NOUN
aiti-4278	80	7	1	1	NUM
aiti-4278	80	8	resnet-50	resnet-50	NOUN
aiti-4278	80	9	structure	structure	NOUN
aiti-4278	80	10	layer	layer	NOUN
aiti-4278	80	11	name	name	NOUN
aiti-4278	80	12	output	output	NOUN
aiti-4278	80	13	size	size	NOUN
aiti-4278	80	14	resnet	resnet	VERB
aiti-4278	80	15	50	50	NUM
aiti-4278	80	16	-	-	PUNCT
aiti-4278	80	17	layer	layer	NOUN
aiti-4278	80	18	inputs	input	NOUN
aiti-4278	80	19	224	224	NUM
aiti-4278	80	20	×	×	NOUN
aiti-4278	80	21	224	224	NUM
aiti-4278	80	22	×	×	NOUN
aiti-4278	80	23	3	3	NUM
aiti-4278	80	24	conv1	conv1	NOUN
aiti-4278	80	25	112	112	NUM
aiti-4278	80	26	×	×	NOUN
aiti-4278	80	27	112	112	NUM
aiti-4278	80	28	×	×	NOUN
aiti-4278	80	29	64	64	NUM
aiti-4278	80	30	7	7	NUM
aiti-4278	80	31	×	×	NOUN
aiti-4278	80	32	7	7	NUM
aiti-4278	80	33	,	,	PUNCT
aiti-4278	80	34	64	64	NUM
aiti-4278	80	35	,	,	PUNCT
aiti-4278	80	36	stride	stride	ADJ
aiti-4278	80	37	2	2	NUM
aiti-4278	80	38	pool1	pool1	NOUN
aiti-4278	80	39	56	56	NUM
aiti-4278	80	40	×	×	NOUN
aiti-4278	80	41	56	56	NUM
aiti-4278	80	42	×	×	NOUN
aiti-4278	80	43	64	64	NUM
aiti-4278	80	44	3	3	NUM
aiti-4278	80	45	×	×	NOUN
aiti-4278	80	46	3	3	NUM
aiti-4278	80	47	max	max	PROPN
aiti-4278	80	48	pool	pool	NOUN
aiti-4278	80	49	,	,	PUNCT
aiti-4278	80	50	stride	stride	ADJ
aiti-4278	80	51	2	2	NUM
aiti-4278	80	52	conv2.x	conv2.x	NOUN
aiti-4278	80	53	28	28	NUM
aiti-4278	80	54	×	×	NOUN
aiti-4278	80	55	28	28	NUM
aiti-4278	80	56	×	×	NOUN
aiti-4278	80	57	256	256	NUM
aiti-4278	80	58	1	1	NUM
aiti-4278	80	59	1	1	NUM
aiti-4278	80	60	,	,	PUNCT
aiti-4278	80	61	64	64	NUM
aiti-4278	80	62	3	3	NUM
aiti-4278	80	63	3	3	NUM
aiti-4278	80	64	,	,	PUNCT
aiti-4278	80	65	64	64	NUM
aiti-4278	80	66	1	1	NUM
aiti-4278	80	67	1	1	NUM
aiti-4278	80	68	,	,	PUNCT
aiti-4278	80	69	256	256	NUM
aiti-4278	80	70	  	  	SPACE
aiti-4278	80	71			NOUN
aiti-4278	80	72			PROPN
aiti-4278	80	73			PROPN
aiti-4278	80	74			PROPN
aiti-4278	80	75			ADJ
aiti-4278	80	76			NOUN
aiti-4278	80	77			PROPN
aiti-4278	80	78			NOUN
aiti-4278	80	79			NOUN
aiti-4278	80	80			NOUN
aiti-4278	80	81			PROPN
aiti-4278	80	82			PROPN
aiti-4278	80	83	×	×	NOUN
aiti-4278	80	84	3	3	NUM
aiti-4278	80	85	,	,	PUNCT
aiti-4278	80	86	stride	stride	ADJ
aiti-4278	80	87	2	2	NUM
aiti-4278	80	88	conv3.x	conv3.x	NOUN
aiti-4278	80	89	14	14	NUM
aiti-4278	80	90	×	×	NOUN
aiti-4278	80	91	14	14	NUM
aiti-4278	80	92	×	×	NOUN
aiti-4278	80	93	512	512	NUM
aiti-4278	80	94	1	1	NUM
aiti-4278	80	95	1,128	1,128	NUM
aiti-4278	80	96	3	3	NUM
aiti-4278	80	97	3,128	3,128	NUM
aiti-4278	80	98	1	1	NUM
aiti-4278	80	99	1	1	NUM
aiti-4278	80	100	,	,	PUNCT
aiti-4278	80	101	512	512	NUM
aiti-4278	80	102			NOUN
aiti-4278	80	103			PROPN
aiti-4278	80	104			PROPN
aiti-4278	80	105			PROPN
aiti-4278	80	106			ADJ
aiti-4278	80	107			NOUN
aiti-4278	80	108			PROPN
aiti-4278	80	109			NOUN
aiti-4278	80	110			NOUN
aiti-4278	80	111			NOUN
aiti-4278	80	112			PROPN
aiti-4278	80	113			PROPN
aiti-4278	80	114	×	×	NOUN
aiti-4278	80	115	4	4	NUM
aiti-4278	80	116	,	,	PUNCT
aiti-4278	80	117	stride	stride	ADJ
aiti-4278	80	118	2	2	NUM
aiti-4278	80	119	conv4.x	conv4.x	PROPN
aiti-4278	80	120	7	7	NUM
aiti-4278	80	121	×	×	NOUN
aiti-4278	80	122	7	7	NUM
aiti-4278	80	123	×	×	NOUN
aiti-4278	80	124	1024	1024	NUM
aiti-4278	80	125	1	1	NUM
aiti-4278	80	126	1	1	NUM
aiti-4278	80	127	,	,	PUNCT
aiti-4278	80	128	256	256	NUM
aiti-4278	80	129	3	3	NUM
aiti-4278	80	130	3	3	NUM
aiti-4278	80	131	,	,	PUNCT
aiti-4278	80	132	256	256	NUM
aiti-4278	80	133	1	1	NUM
aiti-4278	80	134	1,1024	1,1024	NUM
aiti-4278	80	135	  	  	SPACE
aiti-4278	80	136			NOUN
aiti-4278	80	137			PROPN
aiti-4278	80	138			PROPN
aiti-4278	80	139			PROPN
aiti-4278	80	140			ADJ
aiti-4278	80	141			NOUN
aiti-4278	80	142			PROPN
aiti-4278	80	143			NOUN
aiti-4278	80	144			NOUN
aiti-4278	80	145			NOUN
aiti-4278	80	146			PROPN
aiti-4278	80	147			PROPN
aiti-4278	80	148	×	×	PROPN
aiti-4278	80	149	6	6	NUM
aiti-4278	80	150	,	,	PUNCT
aiti-4278	80	151	stride	stride	ADJ
aiti-4278	80	152	2	2	NUM
aiti-4278	80	153	conv5.x	conv5.x	NOUN
aiti-4278	80	154	7	7	NUM
aiti-4278	80	155	×	×	NOUN
aiti-4278	80	156	7	7	NUM
aiti-4278	80	157	×	×	NOUN
aiti-4278	80	158	2048	2048	NUM
aiti-4278	80	159	1	1	NUM
aiti-4278	80	160	1	1	NUM
aiti-4278	80	161	,	,	PUNCT
aiti-4278	80	162	512	512	NUM
aiti-4278	80	163	3	3	NUM
aiti-4278	80	164	3	3	NUM
aiti-4278	80	165	,	,	PUNCT
aiti-4278	80	166	512	512	NUM
aiti-4278	80	167	1	1	NUM
aiti-4278	80	168	1	1	NUM
aiti-4278	80	169	,	,	PUNCT
aiti-4278	80	170	2048	2048	NUM
aiti-4278	80	171			NOUN
aiti-4278	80	172			PROPN
aiti-4278	80	173			PROPN
aiti-4278	80	174			PROPN
aiti-4278	80	175			ADJ
aiti-4278	80	176			NOUN
aiti-4278	80	177			PROPN
aiti-4278	80	178			NOUN
aiti-4278	80	179			NOUN
aiti-4278	80	180			NOUN
aiti-4278	80	181			PROPN
aiti-4278	80	182			PROPN
aiti-4278	80	183	×	×	NOUN
aiti-4278	80	184	3	3	NUM
aiti-4278	80	185	,	,	PUNCT
aiti-4278	80	186	stride	stride	NOUN
aiti-4278	80	187	1	1	NUM
aiti-4278	80	188	pool5	pool5	NOUN
aiti-4278	80	189	1	1	NUM
aiti-4278	80	190	×	×	NOUN
aiti-4278	80	191	2048	2048	NUM
aiti-4278	80	192	reduce	reduce	VERB
aiti-4278	80	193	mean	mean	PROPN
aiti-4278	80	194	conv6	conv6	PROPN
aiti-4278	81	1	1	1	NUM
aiti-4278	81	2	×	×	NOUN
aiti-4278	81	3	2	2	NUM
aiti-4278	81	4	1	1	NUM
aiti-4278	81	5	×	×	NOUN
aiti-4278	81	6	1	1	NUM
aiti-4278	81	7	,	,	PUNCT
aiti-4278	81	8	1000	1000	NUM
aiti-4278	81	9	,	,	PUNCT
aiti-4278	81	10	stride	stride	ADJ
aiti-4278	81	11	1	1	NUM
aiti-4278	81	12	table	table	NOUN
aiti-4278	81	13	2	2	NUM
aiti-4278	81	14	rmpnet-50	rmpnet-50	ADJ
aiti-4278	81	15	structure	structure	NOUN
aiti-4278	81	16	layer	layer	NOUN
aiti-4278	81	17	name	name	NOUN
aiti-4278	81	18	output	output	NOUN
aiti-4278	81	19	size	size	NOUN
aiti-4278	81	20	resnet	resnet	VERB
aiti-4278	81	21	50	50	NUM
aiti-4278	81	22	-	-	PUNCT
aiti-4278	81	23	layer	layer	NOUN
aiti-4278	81	24	inputs	input	NOUN
aiti-4278	81	25	112×112×	112×112×	PROPN
aiti-4278	81	26	3	3	NUM
aiti-4278	81	27	conv1	conv1	NOUN
aiti-4278	81	28	56	56	NUM
aiti-4278	81	29	×	×	NOUN
aiti-4278	81	30	56	56	NUM
aiti-4278	81	31	×	×	NOUN
aiti-4278	81	32	64	64	NUM
aiti-4278	81	33	7	7	NUM
aiti-4278	81	34	×	×	NOUN
aiti-4278	81	35	7	7	NUM
aiti-4278	81	36	,	,	PUNCT
aiti-4278	81	37	64	64	NUM
aiti-4278	81	38	,	,	PUNCT
aiti-4278	81	39	stride	stride	ADJ
aiti-4278	81	40	2	2	NUM
aiti-4278	81	41	pool1	pool1	NOUN
aiti-4278	81	42	56	56	NUM
aiti-4278	81	43	×	×	NOUN
aiti-4278	81	44	56	56	NUM
aiti-4278	81	45	×	×	NOUN
aiti-4278	81	46	64	64	NUM
aiti-4278	81	47	3	3	NUM
aiti-4278	81	48	×	×	NOUN
aiti-4278	81	49	3	3	NUM
aiti-4278	81	50	max	max	PROPN
aiti-4278	81	51	pool	pool	NOUN
aiti-4278	81	52	,	,	PUNCT
aiti-4278	81	53	stride	stride	ADJ
aiti-4278	81	54	2	2	NUM
aiti-4278	81	55	conv2.x	conv2.x	NOUN
aiti-4278	81	56	28	28	NUM
aiti-4278	81	57	×	×	NOUN
aiti-4278	81	58	28	28	NUM
aiti-4278	81	59	×	×	NOUN
aiti-4278	81	60	256	256	NUM
aiti-4278	81	61	1	1	NUM
aiti-4278	81	62	1	1	NUM
aiti-4278	81	63	,	,	PUNCT
aiti-4278	81	64	64	64	NUM
aiti-4278	81	65	3	3	NUM
aiti-4278	81	66	3	3	NUM
aiti-4278	81	67	,	,	PUNCT
aiti-4278	81	68	64	64	NUM
aiti-4278	81	69	1	1	NUM
aiti-4278	81	70	1	1	NUM
aiti-4278	81	71	,	,	PUNCT
aiti-4278	81	72	256	256	NUM
aiti-4278	81	73	  	  	SPACE
aiti-4278	81	74			NOUN
aiti-4278	81	75			PROPN
aiti-4278	81	76			PROPN
aiti-4278	81	77			PROPN
aiti-4278	81	78			ADJ
aiti-4278	81	79			NOUN
aiti-4278	81	80			PROPN
aiti-4278	81	81			NOUN
aiti-4278	81	82			NOUN
aiti-4278	81	83			NOUN
aiti-4278	81	84			PROPN
aiti-4278	81	85			PROPN
aiti-4278	81	86	×	×	NOUN
aiti-4278	81	87	3	3	NUM
aiti-4278	81	88	,	,	PUNCT
aiti-4278	81	89	stride	stride	ADJ
aiti-4278	81	90	2	2	NUM
aiti-4278	81	91	conv3.x	conv3.x	NOUN
aiti-4278	81	92	14	14	NUM
aiti-4278	81	93	×	×	NOUN
aiti-4278	81	94	14	14	NUM
aiti-4278	81	95	×	×	NOUN
aiti-4278	81	96	512	512	NUM
aiti-4278	81	97	1	1	NUM
aiti-4278	81	98	1,128	1,128	NUM
aiti-4278	81	99	3	3	NUM
aiti-4278	81	100	3,128	3,128	NUM
aiti-4278	81	101	1	1	NUM
aiti-4278	81	102	1	1	NUM
aiti-4278	81	103	,	,	PUNCT
aiti-4278	81	104	512	512	NUM
aiti-4278	81	105			NOUN
aiti-4278	81	106			PROPN
aiti-4278	81	107			PROPN
aiti-4278	81	108			PROPN
aiti-4278	81	109			ADJ
aiti-4278	81	110			NOUN
aiti-4278	81	111			PROPN
aiti-4278	81	112			NOUN
aiti-4278	81	113			NOUN
aiti-4278	81	114			NOUN
aiti-4278	81	115			PROPN
aiti-4278	81	116			PROPN
aiti-4278	81	117	×	×	NOUN
aiti-4278	81	118	4	4	NUM
aiti-4278	81	119	,	,	PUNCT
aiti-4278	81	120	stride	stride	ADJ
aiti-4278	81	121	2	2	NUM
aiti-4278	81	122	conv4.x	conv4.x	PROPN
aiti-4278	81	123	7	7	NUM
aiti-4278	81	124	×	×	NOUN
aiti-4278	81	125	7	7	NUM
aiti-4278	81	126	×	×	NOUN
aiti-4278	81	127	1024	1024	NUM
aiti-4278	81	128	1	1	NUM
aiti-4278	81	129	1	1	NUM
aiti-4278	81	130	,	,	PUNCT
aiti-4278	81	131	256	256	NUM
aiti-4278	81	132	3	3	NUM
aiti-4278	81	133	3	3	NUM
aiti-4278	81	134	,	,	PUNCT
aiti-4278	81	135	256	256	NUM
aiti-4278	81	136	1	1	NUM
aiti-4278	81	137	1,1024	1,1024	NUM
aiti-4278	81	138	  	  	SPACE
aiti-4278	81	139			NOUN
aiti-4278	81	140			PROPN
aiti-4278	81	141			PROPN
aiti-4278	81	142			PROPN
aiti-4278	81	143			ADJ
aiti-4278	81	144			NOUN
aiti-4278	81	145			PROPN
aiti-4278	81	146			NOUN
aiti-4278	81	147			NOUN
aiti-4278	81	148			NOUN
aiti-4278	81	149			PROPN
aiti-4278	81	150			PROPN
aiti-4278	81	151	×	×	PROPN
aiti-4278	81	152	6	6	NUM
aiti-4278	81	153	,	,	PUNCT
aiti-4278	81	154	stride	stride	ADJ
aiti-4278	81	155	2	2	NUM
aiti-4278	81	156	conv5.x	conv5.x	NOUN
aiti-4278	81	157	7	7	NUM
aiti-4278	81	158	×	×	NOUN
aiti-4278	81	159	7	7	NUM
aiti-4278	81	160	×	×	NOUN
aiti-4278	81	161	2048	2048	NUM
aiti-4278	81	162	1	1	NUM
aiti-4278	81	163	1	1	NUM
aiti-4278	81	164	,	,	PUNCT
aiti-4278	81	165	512	512	NUM
aiti-4278	81	166	3	3	NUM
aiti-4278	81	167	3	3	NUM
aiti-4278	81	168	,	,	PUNCT
aiti-4278	81	169	512	512	NUM
aiti-4278	81	170	1	1	NUM
aiti-4278	81	171	1	1	NUM
aiti-4278	81	172	,	,	PUNCT
aiti-4278	81	173	2048	2048	NUM
aiti-4278	81	174			NOUN
aiti-4278	81	175			PROPN
aiti-4278	81	176			PROPN
aiti-4278	82	1			PROPN
aiti-4278	82	2			ADJ
aiti-4278	82	3			NOUN
aiti-4278	82	4			PROPN
aiti-4278	82	5			NOUN
aiti-4278	82	6			NOUN
aiti-4278	82	7			NOUN
aiti-4278	83	1			PROPN
aiti-4278	83	2			PROPN
aiti-4278	83	3	×	×	NOUN
aiti-4278	83	4	3	3	NUM
aiti-4278	83	5	,	,	PUNCT
aiti-4278	83	6	stride	stride	NOUN
aiti-4278	83	7	1	1	NUM
aiti-4278	83	8	pool5	pool5	NOUN
aiti-4278	83	9	1	1	NUM
aiti-4278	83	10	×	×	NOUN
aiti-4278	83	11	2048	2048	NUM
aiti-4278	83	12	reduce	reduce	VERB
aiti-4278	83	13	mean	mean	PROPN
aiti-4278	83	14	conv6	conv6	PROPN
aiti-4278	83	15	1	1	NUM
aiti-4278	83	16	×	×	NOUN
aiti-4278	83	17	6	6	NUM
aiti-4278	83	18	1	1	NUM
aiti-4278	83	19	×	×	NOUN
aiti-4278	83	20	1	1	NUM
aiti-4278	83	21	,	,	PUNCT
aiti-4278	83	22	6	6	NUM
aiti-4278	83	23	,	,	PUNCT
aiti-4278	83	24	stride	stride	NOUN
aiti-4278	83	25	1	1	NUM
aiti-4278	83	26	resnet	resnet	NOUN
aiti-4278	83	27	is	be	AUX
aiti-4278	83	28	chosen	choose	VERB
aiti-4278	83	29	as	as	ADP
aiti-4278	83	30	the	the	DET
aiti-4278	83	31	deep	deep	ADJ
aiti-4278	83	32	residual	residual	ADJ
aiti-4278	83	33	network	network	NOUN
aiti-4278	83	34	because	because	SCONJ
aiti-4278	83	35	its	its	PRON
aiti-4278	83	36	residual	residual	ADJ
aiti-4278	83	37	architecture	architecture	NOUN
aiti-4278	83	38	effectively	effectively	ADV
aiti-4278	83	39	overcomes	overcome	VERB
aiti-4278	83	40	the	the	DET
aiti-4278	83	41	vanishing	vanish	VERB
aiti-4278	83	42	gradient	gradient	NOUN
aiti-4278	83	43	and	and	CCONJ
aiti-4278	83	44	explosion	explosion	NOUN
aiti-4278	83	45	issues	issue	NOUN
aiti-4278	83	46	.	.	PUNCT
aiti-4278	84	1	as	as	SCONJ
aiti-4278	84	2	the	the	DET
aiti-4278	84	3	resnet	resnet	NOUN
aiti-4278	84	4	in	in	ADP
aiti-4278	84	5	tensorflow	tensorflow	ADJ
aiti-4278	84	6	pre	pre	ADJ
aiti-4278	84	7	-	-	ADJ
aiti-4278	84	8	training	training	ADJ
aiti-4278	84	9	models	model	NOUN
aiti-4278	84	10	and	and	CCONJ
aiti-4278	84	11	related	relate	VERB
aiti-4278	84	12	high	high	ADJ
aiti-4278	84	13	-	-	PUNCT
aiti-4278	84	14	level	level	NOUN
aiti-4278	84	15	libraries	library	NOUN
aiti-4278	84	16	are	be	AUX
aiti-4278	84	17	available	available	ADJ
aiti-4278	84	18	in	in	ADP
aiti-4278	84	19	the	the	DET
aiti-4278	84	20	open	open	ADJ
aiti-4278	84	21	-	-	PUNCT
aiti-4278	84	22	source	source	NOUN
aiti-4278	84	23	community	community	NOUN
aiti-4278	84	24	,	,	PUNCT
aiti-4278	84	25	many	many	ADJ
aiti-4278	84	26	comparative	comparative	ADJ
aiti-4278	84	27	data	datum	NOUN
aiti-4278	84	28	for	for	ADP
aiti-4278	84	29	resnet	resnet	NOUN
aiti-4278	84	30	are	be	AUX
aiti-4278	84	31	available	available	ADJ
aiti-4278	84	32	for	for	ADP
aiti-4278	84	33	industrial	industrial	ADJ
aiti-4278	84	34	use	use	NOUN
aiti-4278	84	35	.	.	PUNCT
aiti-4278	85	1	the	the	DET
aiti-4278	85	2	network	network	NOUN
aiti-4278	85	3	proposed	propose	VERB
aiti-4278	85	4	in	in	ADP
aiti-4278	85	5	this	this	DET
aiti-4278	85	6	paper	paper	NOUN
aiti-4278	85	7	uses	use	VERB
aiti-4278	85	8	a	a	DET
aiti-4278	85	9	multi	multi	ADJ
aiti-4278	85	10	-	-	ADJ
aiti-4278	85	11	class	class	ADJ
aiti-4278	85	12	classifier	classifier	NOUN
aiti-4278	85	13	constructed	construct	VERB
aiti-4278	85	14	with	with	ADP
aiti-4278	85	15	resnet	resnet	NOUN
aiti-4278	85	16	50	50	NUM
aiti-4278	85	17	-	-	PUNCT
aiti-4278	85	18	layer	layer	NOUN
aiti-4278	85	19	architecture	architecture	NOUN
aiti-4278	85	20	.	.	PUNCT
aiti-4278	86	1	part	part	NOUN
aiti-4278	86	2	of	of	ADP
aiti-4278	86	3	the	the	DET
aiti-4278	86	4	resnet	resnet	NOUN
aiti-4278	86	5	structure	structure	NOUN
aiti-4278	86	6	is	be	AUX
aiti-4278	86	7	modified	modify	VERB
aiti-4278	86	8	by	by	ADP
aiti-4278	86	9	reducing	reduce	VERB
aiti-4278	86	10	the	the	DET
aiti-4278	86	11	size	size	NOUN
aiti-4278	86	12	of	of	ADP
aiti-4278	86	13	the	the	DET
aiti-4278	86	14	receptive	receptive	ADJ
aiti-4278	86	15	field	field	NOUN
aiti-4278	86	16	,	,	PUNCT
aiti-4278	86	17	and	and	CCONJ
aiti-4278	86	18	the	the	DET
aiti-4278	86	19	size	size	NOUN
aiti-4278	86	20	of	of	ADP
aiti-4278	86	21	the	the	DET
aiti-4278	86	22	feature	feature	NOUN
aiti-4278	86	23	map	map	NOUN
aiti-4278	86	24	increased	increase	VERB
aiti-4278	86	25	as	as	SCONJ
aiti-4278	86	26	shown	show	VERB
aiti-4278	86	27	in	in	ADP
aiti-4278	86	28	tables	table	NOUN
aiti-4278	86	29	(	(	PUNCT
aiti-4278	86	30	1)-(2	1)-(2	NUM
aiti-4278	86	31	)	)	PUNCT
aiti-4278	86	32	,	,	PUNCT
aiti-4278	86	33	respectively	respectively	ADV
aiti-4278	86	34	.	.	PUNCT
aiti-4278	87	1	the	the	DET
aiti-4278	87	2	proposed	propose	VERB
aiti-4278	87	3	pmpnet	pmpnet	NOUN
aiti-4278	87	4	network	network	NOUN
aiti-4278	87	5	can	can	AUX
aiti-4278	87	6	be	be	AUX
aiti-4278	87	7	seen	see	VERB
aiti-4278	87	8	in	in	ADP
aiti-4278	87	9	fig	fig	NOUN
aiti-4278	87	10	.	.	PUNCT
aiti-4278	88	1	8	8	NUM
aiti-4278	88	2	.	.	PUNCT
aiti-4278	89	1	the	the	DET
aiti-4278	89	2	size	size	NOUN
aiti-4278	89	3	of	of	ADP
aiti-4278	89	4	the	the	DET
aiti-4278	89	5	input	input	NOUN
aiti-4278	89	6	picture	picture	NOUN
aiti-4278	89	7	of	of	ADP
aiti-4278	89	8	our	our	PRON
aiti-4278	89	9	proposed	propose	VERB
aiti-4278	89	10	network	network	NOUN
aiti-4278	89	11	was	be	AUX
aiti-4278	89	12	112	112	NUM
aiti-4278	89	13	×	×	NOUN
aiti-4278	89	14	112	112	NUM
aiti-4278	89	15	pixels	pixel	NOUN
aiti-4278	89	16	,	,	PUNCT
aiti-4278	89	17	and	and	CCONJ
aiti-4278	89	18	there	there	PRON
aiti-4278	89	19	is	be	VERB
aiti-4278	89	20	no	no	DET
aiti-4278	89	21	max	max	PROPN
aiti-4278	89	22	-	-	PUNCT
aiti-4278	89	23	pooling	pool	VERB
aiti-4278	89	24	layer	layer	NOUN
aiti-4278	89	25	.	.	PUNCT
aiti-4278	90	1	advances	advance	NOUN
aiti-4278	90	2	in	in	ADP
aiti-4278	90	3	technology	technology	NOUN
aiti-4278	90	4	innovation	innovation	NOUN
aiti-4278	90	5	,	,	PUNCT
aiti-4278	90	6	vol	vol	NOUN
aiti-4278	90	7	.	.	PROPN
aiti-4278	90	8	5	5	NUM
aiti-4278	90	9	,	,	PUNCT
aiti-4278	90	10	no	no	INTJ
aiti-4278	90	11	.	.	NOUN
aiti-4278	90	12	2	2	NUM
aiti-4278	90	13	,	,	PUNCT
aiti-4278	90	14	2020	2020	NUM
aiti-4278	90	15	,	,	PUNCT
aiti-4278	90	16	pp	pp	ADV
aiti-4278	90	17	.	.	PUNCT
aiti-4278	91	1	76	76	NUM
aiti-4278	91	2	-	-	SYM
aiti-4278	91	3	83	83	NUM
aiti-4278	91	4	81	81	NUM
aiti-4278	91	5	fig	fig	NOUN
aiti-4278	91	6	.	.	PUNCT
aiti-4278	92	1	9	9	NUM
aiti-4278	92	2	the	the	DET
aiti-4278	92	3	labelled	label	VERB
aiti-4278	92	4	defect	defect	NOUN
aiti-4278	92	5	types	type	NOUN
aiti-4278	92	6	for	for	ADP
aiti-4278	92	7	deep	deep	ADJ
aiti-4278	92	8	learning	learning	NOUN
aiti-4278	92	9	3.2	3.2	NUM
aiti-4278	92	10	.	.	PUNCT
aiti-4278	93	1	training	training	NOUN
aiti-4278	93	2	and	and	CCONJ
aiti-4278	93	3	dataset	dataset	VERB
aiti-4278	93	4	for	for	ADP
aiti-4278	93	5	deep	deep	ADJ
aiti-4278	93	6	learning	learning	NOUN
aiti-4278	93	7	network	network	NOUN
aiti-4278	93	8	the	the	DET
aiti-4278	93	9	image	image	NOUN
aiti-4278	93	10	of	of	ADP
aiti-4278	93	11	the	the	DET
aiti-4278	93	12	surface	surface	NOUN
aiti-4278	93	13	defect	defect	NOUN
aiti-4278	93	14	and	and	CCONJ
aiti-4278	93	15	its	its	PRON
aiti-4278	93	16	annotation	annotation	NOUN
aiti-4278	93	17	mask	mask	NOUN
aiti-4278	93	18	are	be	AUX
aiti-4278	93	19	labeled	label	VERB
aiti-4278	93	20	using	use	VERB
aiti-4278	93	21	the	the	DET
aiti-4278	93	22	patch	patch	NOUN
aiti-4278	93	23	-	-	PUNCT
aiti-4278	93	24	based	base	VERB
aiti-4278	93	25	method	method	NOUN
aiti-4278	93	26	.	.	PUNCT
aiti-4278	94	1	fig	fig	NOUN
aiti-4278	94	2	.	.	PUNCT
aiti-4278	95	1	9	9	NUM
aiti-4278	95	2	shows	show	VERB
aiti-4278	95	3	the	the	DET
aiti-4278	95	4	original	original	ADJ
aiti-4278	95	5	image	image	NOUN
aiti-4278	95	6	and	and	CCONJ
aiti-4278	95	7	the	the	DET
aiti-4278	95	8	labeled	label	VERB
aiti-4278	95	9	defect	defect	NOUN
aiti-4278	95	10	types	type	NOUN
aiti-4278	95	11	for	for	ADP
aiti-4278	95	12	deep	deep	ADJ
aiti-4278	95	13	learning	learning	NOUN
aiti-4278	95	14	.	.	PUNCT
aiti-4278	96	1	this	this	DET
aiti-4278	96	2	work	work	NOUN
aiti-4278	96	3	uses	use	VERB
aiti-4278	96	4	the	the	DET
aiti-4278	96	5	tensorflow	tensorflow	NOUN
aiti-4278	96	6	open	open	ADJ
aiti-4278	96	7	-	-	PUNCT
aiti-4278	96	8	source	source	NOUN
aiti-4278	96	9	software	software	NOUN
aiti-4278	96	10	library	library	NOUN
aiti-4278	96	11	to	to	PART
aiti-4278	96	12	develop	develop	VERB
aiti-4278	96	13	a	a	DET
aiti-4278	96	14	deep	deep	ADJ
aiti-4278	96	15	learning	learning	NOUN
aiti-4278	96	16	network	network	NOUN
aiti-4278	96	17	and	and	CCONJ
aiti-4278	96	18	the	the	DET
aiti-4278	96	19	corresponding	correspond	VERB
aiti-4278	96	20	training	training	NOUN
aiti-4278	96	21	classifier	classifier	NOUN
aiti-4278	96	22	.	.	PUNCT
aiti-4278	97	1	in	in	ADP
aiti-4278	97	2	addition	addition	NOUN
aiti-4278	97	3	to	to	ADP
aiti-4278	97	4	distinguishing	distinguish	VERB
aiti-4278	97	5	the	the	DET
aiti-4278	97	6	defects	defect	NOUN
aiti-4278	97	7	,	,	PUNCT
aiti-4278	97	8	this	this	DET
aiti-4278	97	9	proposed	propose	VERB
aiti-4278	97	10	method	method	NOUN
aiti-4278	97	11	can	can	AUX
aiti-4278	97	12	also	also	ADV
aiti-4278	97	13	identify	identify	VERB
aiti-4278	97	14	non	non	ADJ
aiti-4278	97	15	-	-	ADJ
aiti-4278	97	16	defective	defective	ADJ
aiti-4278	97	17	background	background	NOUN
aiti-4278	97	18	images	image	NOUN
aiti-4278	97	19	to	to	PART
aiti-4278	97	20	increase	increase	VERB
aiti-4278	97	21	detection	detection	NOUN
aiti-4278	97	22	accuracy	accuracy	NOUN
aiti-4278	97	23	.	.	PUNCT
aiti-4278	98	1	the	the	DET
aiti-4278	98	2	training	training	NOUN
aiti-4278	98	3	process	process	NOUN
aiti-4278	98	4	is	be	AUX
aiti-4278	98	5	divided	divide	VERB
aiti-4278	98	6	into	into	ADP
aiti-4278	98	7	two	two	NUM
aiti-4278	98	8	steps	step	NOUN
aiti-4278	98	9	.	.	PUNCT
aiti-4278	99	1	the	the	DET
aiti-4278	99	2	first	first	ADJ
aiti-4278	99	3	step	step	NOUN
aiti-4278	99	4	used	use	VERB
aiti-4278	99	5	the	the	DET
aiti-4278	99	6	pre	pre	ADJ
aiti-4278	99	7	-	-	ADJ
aiti-4278	99	8	trained	train	VERB
aiti-4278	99	9	model	model	NOUN
aiti-4278	99	10	of	of	ADP
aiti-4278	99	11	resnet	resnet	NOUN
aiti-4278	99	12	v1	v1	NOUN
aiti-4278	99	13	50	50	NUM
aiti-4278	99	14	-	-	PUNCT
aiti-4278	99	15	layers	layer	NOUN
aiti-4278	99	16	for	for	ADP
aiti-4278	99	17	transfer	transfer	NOUN
aiti-4278	99	18	learning	learning	NOUN
aiti-4278	99	19	.	.	PUNCT
aiti-4278	100	1	it	it	PRON
aiti-4278	100	2	only	only	ADV
aiti-4278	100	3	trained	train	VERB
aiti-4278	100	4	for	for	ADP
aiti-4278	100	5	five	five	NUM
aiti-4278	100	6	epochs	epoch	NOUN
aiti-4278	100	7	and	and	CCONJ
aiti-4278	100	8	updated	update	VERB
aiti-4278	100	9	the	the	DET
aiti-4278	100	10	parameters	parameter	NOUN
aiti-4278	100	11	of	of	ADP
aiti-4278	100	12	the	the	DET
aiti-4278	100	13	last	last	ADJ
aiti-4278	100	14	layer	layer	NOUN
aiti-4278	100	15	of	of	ADP
aiti-4278	100	16	the	the	DET
aiti-4278	100	17	convolutional	convolutional	ADJ
aiti-4278	100	18	neural	neural	ADJ
aiti-4278	100	19	network	network	NOUN
aiti-4278	100	20	layer	layer	NOUN
aiti-4278	100	21	.	.	PUNCT
aiti-4278	101	1	the	the	DET
aiti-4278	101	2	parameters	parameter	NOUN
aiti-4278	101	3	of	of	ADP
aiti-4278	101	4	the	the	DET
aiti-4278	101	5	remaining	remain	VERB
aiti-4278	101	6	network	network	NOUN
aiti-4278	101	7	layers	layer	NOUN
aiti-4278	101	8	are	be	AUX
aiti-4278	101	9	fixed	fix	VERB
aiti-4278	101	10	,	,	PUNCT
aiti-4278	101	11	the	the	DET
aiti-4278	101	12	batch	batch	NOUN
aiti-4278	101	13	size	size	NOUN
aiti-4278	101	14	was	be	AUX
aiti-4278	101	15	set	set	VERB
aiti-4278	101	16	to	to	ADP
aiti-4278	101	17	64	64	NUM
aiti-4278	101	18	,	,	PUNCT
aiti-4278	101	19	the	the	DET
aiti-4278	101	20	learning	learning	NOUN
aiti-4278	101	21	rate	rate	NOUN
aiti-4278	101	22	is	be	AUX
aiti-4278	101	23	set	set	VERB
aiti-4278	101	24	to	to	ADP
aiti-4278	101	25	0.001	0.001	NUM
aiti-4278	101	26	,	,	PUNCT
aiti-4278	101	27	and	and	CCONJ
aiti-4278	101	28	the	the	DET
aiti-4278	101	29	weight	weight	NOUN
aiti-4278	101	30	decay	decay	NOUN
aiti-4278	101	31	is	be	AUX
aiti-4278	101	32	set	set	VERB
aiti-4278	101	33	to	to	ADP
aiti-4278	101	34	0.0004	0.0004	NUM
aiti-4278	101	35	.	.	PUNCT
aiti-4278	102	1	the	the	DET
aiti-4278	102	2	second	second	ADJ
aiti-4278	102	3	step	step	NOUN
aiti-4278	102	4	trained	train	VERB
aiti-4278	102	5	for	for	ADP
aiti-4278	102	6	50	50	NUM
aiti-4278	102	7	epochs	epoch	NOUN
aiti-4278	102	8	and	and	CCONJ
aiti-4278	102	9	updated	update	VERB
aiti-4278	102	10	all	all	DET
aiti-4278	102	11	network	network	NOUN
aiti-4278	102	12	layer	layer	NOUN
aiti-4278	102	13	parameters	parameter	NOUN
aiti-4278	102	14	,	,	PUNCT
aiti-4278	102	15	the	the	DET
aiti-4278	102	16	batch	batch	NOUN
aiti-4278	102	17	size	size	NOUN
aiti-4278	102	18	was	be	AUX
aiti-4278	102	19	set	set	VERB
aiti-4278	102	20	to	to	ADP
aiti-4278	102	21	64	64	NUM
aiti-4278	102	22	,	,	PUNCT
aiti-4278	102	23	the	the	DET
aiti-4278	102	24	learning	learning	NOUN
aiti-4278	102	25	rate	rate	NOUN
aiti-4278	102	26	is	be	AUX
aiti-4278	102	27	set	set	VERB
aiti-4278	102	28	to	to	ADP
aiti-4278	102	29	0.0001	0.0001	NUM
aiti-4278	102	30	,	,	PUNCT
aiti-4278	102	31	and	and	CCONJ
aiti-4278	102	32	the	the	DET
aiti-4278	102	33	weight	weight	NOUN
aiti-4278	102	34	decay	decay	NOUN
aiti-4278	102	35	is	be	AUX
aiti-4278	102	36	set	set	VERB
aiti-4278	102	37	to	to	ADP
aiti-4278	102	38	0.0004	0.0004	NUM
aiti-4278	102	39	.	.	PUNCT
aiti-4278	103	1	the	the	DET
aiti-4278	103	2	normalized	normalize	VERB
aiti-4278	103	3	exponential	exponential	ADJ
aiti-4278	103	4	function	function	NOUN
aiti-4278	103	5	is	be	AUX
aiti-4278	103	6	used	use	VERB
aiti-4278	103	7	as	as	ADP
aiti-4278	103	8	the	the	DET
aiti-4278	103	9	basis	basis	NOUN
aiti-4278	103	10	of	of	ADP
aiti-4278	103	11	confidence	confidence	NOUN
aiti-4278	103	12	for	for	ADP
aiti-4278	103	13	classifying	classify	VERB
aiti-4278	103	14	in	in	ADP
aiti-4278	103	15	the	the	DET
aiti-4278	103	16	last	last	ADJ
aiti-4278	103	17	layer	layer	NOUN
aiti-4278	103	18	of	of	ADP
aiti-4278	103	19	the	the	DET
aiti-4278	103	20	network	network	NOUN
aiti-4278	103	21	.	.	PUNCT
aiti-4278	104	1	it	it	PRON
aiti-4278	104	2	is	be	AUX
aiti-4278	104	3	an	an	DET
aiti-4278	104	4	extension	extension	NOUN
aiti-4278	104	5	of	of	ADP
aiti-4278	104	6	the	the	DET
aiti-4278	104	7	sigmoid	sigmoid	NOUN
aiti-4278	104	8	function	function	NOUN
aiti-4278	104	9	and	and	CCONJ
aiti-4278	104	10	can	can	AUX
aiti-4278	104	11	be	be	AUX
aiti-4278	104	12	termed	term	VERB
aiti-4278	104	13	as	as	ADP
aiti-4278	104	14	the	the	DET
aiti-4278	104	15	softmax	softmax	NOUN
aiti-4278	104	16	function	function	NOUN
aiti-4278	104	17	:	:	PUNCT
aiti-4278	105	1	0	0	NUM
aiti-4278	105	2	j	j	PROPN
aiti-4278	105	3	j	j	PROPN
aiti-4278	105	4	h	h	PROPN
aiti-4278	106	1	j	j	PROPN
aiti-4278	106	2	c	c	PROPN
aiti-4278	106	3	h	h	PROPN
aiti-4278	106	4	j	j	PROPN
aiti-4278	106	5	softmax	softmax	X
aiti-4278	106	6	e	e	PROPN
aiti-4278	107	1	e	e	PROPN
aiti-4278	107	2			PROPN
aiti-4278	107	3			ADJ
aiti-4278	107	4			X
aiti-4278	107	5	(	(	PUNCT
aiti-4278	107	6	1	1	X
aiti-4278	107	7	)	)	PUNCT
aiti-4278	107	8	furthermore	furthermore	ADV
aiti-4278	107	9	,	,	PUNCT
aiti-4278	107	10	mean	mean	ADJ
aiti-4278	107	11	square	square	ADJ
aiti-4278	107	12	error	error	NOUN
aiti-4278	107	13	(	(	PUNCT
aiti-4278	107	14	mse	mse	NOUN
aiti-4278	107	15	)	)	PUNCT
aiti-4278	107	16	is	be	AUX
aiti-4278	107	17	used	use	VERB
aiti-4278	107	18	to	to	PART
aiti-4278	107	19	evaluate	evaluate	VERB
aiti-4278	107	20	the	the	DET
aiti-4278	107	21	loss	loss	NOUN
aiti-4278	107	22	function	function	NOUN
aiti-4278	107	23	.	.	PUNCT
aiti-4278	108	1	mse	mse	PROPN
aiti-4278	108	2	is	be	AUX
aiti-4278	108	3	expressed	express	VERB
aiti-4278	108	4	as	as	ADP
aiti-4278	108	5	:	:	PUNCT
aiti-4278	108	6	2	2	NUM
aiti-4278	108	7	1	1	NUM
aiti-4278	108	8	1	1	NUM
aiti-4278	108	9	ˆ	ˆ	PROPN
aiti-4278	108	10	(	(	PUNCT
aiti-4278	108	11	)	)	PUNCT
aiti-4278	109	1	n	n	CCONJ
aiti-4278	109	2	i	i	PRON
aiti-4278	110	1	i	i	PRON
aiti-4278	110	2	i	i	PRON
aiti-4278	110	3	mse	mse	VERB
aiti-4278	110	4	n	n	CCONJ
aiti-4278	110	5	y	y	PROPN
aiti-4278	110	6	y	y	PROPN
aiti-4278	111	1			NOUN
aiti-4278	111	2			NUM
aiti-4278	112	1			X
aiti-4278	112	2	(	(	PUNCT
aiti-4278	112	3	2	2	NUM
aiti-4278	112	4	)	)	PUNCT
aiti-4278	112	5	in	in	ADP
aiti-4278	112	6	this	this	DET
aiti-4278	112	7	study	study	NOUN
aiti-4278	112	8	,	,	PUNCT
aiti-4278	112	9	a	a	DET
aiti-4278	112	10	common	common	ADJ
aiti-4278	112	11	data	data	NOUN
aiti-4278	112	12	augmentation	augmentation	NOUN
aiti-4278	112	13	method	method	NOUN
aiti-4278	112	14	such	such	ADJ
aiti-4278	112	15	as	as	ADP
aiti-4278	112	16	mirroring	mirroring	NOUN
aiti-4278	112	17	and	and	CCONJ
aiti-4278	112	18	up	up	ADP
aiti-4278	112	19	and	and	CCONJ
aiti-4278	112	20	down	down	ADV
aiti-4278	112	21	flipping	flipping	NOUN
aiti-4278	112	22	is	be	AUX
aiti-4278	112	23	used	use	VERB
aiti-4278	112	24	for	for	ADP
aiti-4278	112	25	image	image	NOUN
aiti-4278	112	26	preprocessing	preprocessing	NOUN
aiti-4278	112	27	.	.	PUNCT
aiti-4278	113	1	3.3	3.3	NUM
aiti-4278	113	2	.	.	PUNCT
aiti-4278	114	1	defect	defect	NOUN
aiti-4278	114	2	prediction	prediction	NOUN
aiti-4278	114	3	for	for	ADP
aiti-4278	114	4	deep	deep	ADJ
aiti-4278	114	5	learning	learning	NOUN
aiti-4278	114	6	network	network	NOUN
aiti-4278	114	7	the	the	DET
aiti-4278	114	8	cutting	cut	VERB
aiti-4278	114	9	principle	principle	NOUN
aiti-4278	114	10	of	of	ADP
aiti-4278	114	11	defect	defect	ADJ
aiti-4278	114	12	detection	detection	NOUN
aiti-4278	114	13	is	be	AUX
aiti-4278	114	14	the	the	DET
aiti-4278	114	15	same	same	ADJ
aiti-4278	114	16	as	as	ADP
aiti-4278	114	17	the	the	DET
aiti-4278	114	18	labeling	labeling	NOUN
aiti-4278	114	19	dataset	dataset	NOUN
aiti-4278	114	20	strategy	strategy	NOUN
aiti-4278	114	21	,	,	PUNCT
aiti-4278	114	22	although	although	SCONJ
aiti-4278	114	23	the	the	DET
aiti-4278	114	24	method	method	NOUN
aiti-4278	114	25	and	and	CCONJ
aiti-4278	114	26	parameters	parameter	NOUN
aiti-4278	114	27	were	be	AUX
aiti-4278	114	28	slightly	slightly	ADV
aiti-4278	114	29	different	different	ADJ
aiti-4278	114	30	.	.	PUNCT
aiti-4278	115	1	the	the	DET
aiti-4278	115	2	original	original	ADJ
aiti-4278	115	3	large	large	ADJ
aiti-4278	115	4	image	image	NOUN
aiti-4278	115	5	is	be	AUX
aiti-4278	115	6	cut	cut	VERB
aiti-4278	115	7	into	into	ADP
aiti-4278	115	8	several	several	ADJ
aiti-4278	115	9	112	112	NUM
aiti-4278	115	10	×	×	NOUN
aiti-4278	115	11	112	112	NUM
aiti-4278	115	12	segment	segment	NOUN
aiti-4278	115	13	patches	patch	NOUN
aiti-4278	115	14	in	in	ADP
aiti-4278	115	15	the	the	DET
aiti-4278	115	16	stride	stride	NOUN
aiti-4278	115	17	of	of	ADP
aiti-4278	115	18	64	64	NUM
aiti-4278	115	19	and	and	CCONJ
aiti-4278	115	20	the	the	DET
aiti-4278	115	21	trained	train	VERB
aiti-4278	115	22	defect	defect	NOUN
aiti-4278	115	23	classifier	classifier	NOUN
aiti-4278	115	24	is	be	AUX
aiti-4278	115	25	used	use	VERB
aiti-4278	115	26	to	to	PART
aiti-4278	115	27	predict	predict	VERB
aiti-4278	115	28	the	the	DET
aiti-4278	115	29	patches	patch	NOUN
aiti-4278	115	30	.	.	PUNCT
aiti-4278	116	1	the	the	DET
aiti-4278	116	2	fused	fuse	VERB
aiti-4278	116	3	feature	feature	NOUN
aiti-4278	116	4	map	map	NOUN
aiti-4278	116	5	of	of	ADP
aiti-4278	116	6	the	the	DET
aiti-4278	116	7	defect	defect	NOUN
aiti-4278	116	8	category	category	NOUN
aiti-4278	116	9	is	be	AUX
aiti-4278	116	10	normalized	normalize	VERB
aiti-4278	116	11	into	into	ADP
aiti-4278	116	12	a	a	DET
aiti-4278	116	13	gray	gray	ADJ
aiti-4278	116	14	-	-	PUNCT
aiti-4278	116	15	scale	scale	NOUN
aiti-4278	116	16	map	map	NOUN
aiti-4278	116	17	.	.	PUNCT
aiti-4278	117	1	as	as	SCONJ
aiti-4278	117	2	deep	deep	ADJ
aiti-4278	117	3	learning	learning	NOUN
aiti-4278	117	4	method	method	NOUN
aiti-4278	117	5	requires	require	VERB
aiti-4278	117	6	a	a	DET
aiti-4278	117	7	large	large	ADJ
aiti-4278	117	8	amount	amount	NOUN
aiti-4278	117	9	of	of	ADP
aiti-4278	117	10	data	datum	NOUN
aiti-4278	117	11	to	to	PART
aiti-4278	117	12	achieve	achieve	VERB
aiti-4278	117	13	accurate	accurate	ADJ
aiti-4278	117	14	and	and	CCONJ
aiti-4278	117	15	efficient	efficient	ADJ
aiti-4278	117	16	results	result	NOUN
aiti-4278	117	17	.	.	PUNCT
aiti-4278	118	1	each	each	DET
aiti-4278	118	2	silicon	silicon	NOUN
aiti-4278	118	3	rubber	rubber	NOUN
aiti-4278	118	4	gaskets	gasket	VERB
aiti-4278	118	5	advances	advance	NOUN
aiti-4278	118	6	in	in	ADP
aiti-4278	118	7	technology	technology	NOUN
aiti-4278	118	8	innovation	innovation	NOUN
aiti-4278	118	9	,	,	PUNCT
aiti-4278	118	10	vol	vol	NOUN
aiti-4278	118	11	.	.	PROPN
aiti-4278	118	12	5	5	NUM
aiti-4278	118	13	,	,	PUNCT
aiti-4278	118	14	no	no	INTJ
aiti-4278	118	15	.	.	NOUN
aiti-4278	118	16	2	2	NUM
aiti-4278	118	17	,	,	PUNCT
aiti-4278	118	18	2020	2020	NUM
aiti-4278	118	19	,	,	PUNCT
aiti-4278	118	20	pp	pp	ADV
aiti-4278	118	21	.	.	PUNCT
aiti-4278	119	1	76	76	NUM
aiti-4278	119	2	-	-	SYM
aiti-4278	119	3	83	83	NUM
aiti-4278	119	4	82	82	NUM
aiti-4278	119	5	is	be	AUX
aiti-4278	119	6	rotated	rotate	VERB
aiti-4278	119	7	by	by	ADP
aiti-4278	119	8	a	a	DET
aiti-4278	119	9	mechanical	mechanical	ADJ
aiti-4278	119	10	turntable	turntable	NOUN
aiti-4278	119	11	to	to	PART
aiti-4278	119	12	acquire	acquire	VERB
aiti-4278	119	13	more	more	ADJ
aiti-4278	119	14	image	image	NOUN
aiti-4278	119	15	data	datum	NOUN
aiti-4278	119	16	from	from	ADP
aiti-4278	119	17	different	different	ADJ
aiti-4278	119	18	lighting	lighting	NOUN
aiti-4278	119	19	angles	angle	NOUN
aiti-4278	119	20	.	.	PUNCT
aiti-4278	120	1	the	the	DET
aiti-4278	120	2	feature	feature	NOUN
aiti-4278	120	3	map	map	NOUN
aiti-4278	120	4	corresponding	correspond	VERB
aiti-4278	120	5	to	to	ADP
aiti-4278	120	6	different	different	ADJ
aiti-4278	120	7	colors	color	NOUN
aiti-4278	120	8	according	accord	VERB
aiti-4278	120	9	to	to	ADP
aiti-4278	120	10	different	different	ADJ
aiti-4278	120	11	types	type	NOUN
aiti-4278	120	12	of	of	ADP
aiti-4278	120	13	detected	detect	VERB
aiti-4278	120	14	defects	defect	NOUN
aiti-4278	120	15	is	be	AUX
aiti-4278	120	16	shown	show	VERB
aiti-4278	120	17	in	in	ADP
aiti-4278	120	18	fig	fig	NOUN
aiti-4278	120	19	.	.	PUNCT
aiti-4278	121	1	10	10	NUM
aiti-4278	121	2	.	.	PUNCT
aiti-4278	122	1	during	during	ADP
aiti-4278	122	2	the	the	DET
aiti-4278	122	3	prediction	prediction	NOUN
aiti-4278	122	4	stage	stage	NOUN
aiti-4278	122	5	,	,	PUNCT
aiti-4278	122	6	the	the	DET
aiti-4278	122	7	accuracies	accuracy	NOUN
aiti-4278	122	8	of	of	ADP
aiti-4278	122	9	the	the	DET
aiti-4278	122	10	notch	notch	ADJ
aiti-4278	122	11	and	and	CCONJ
aiti-4278	122	12	residual	residual	ADJ
aiti-4278	122	13	glue	glue	NOUN
aiti-4278	122	14	defects	defect	NOUN
aiti-4278	122	15	were	be	AUX
aiti-4278	122	16	97	97	NUM
aiti-4278	122	17	%	%	NOUN
aiti-4278	122	18	and	and	CCONJ
aiti-4278	122	19	80	80	NUM
aiti-4278	122	20	%	%	NOUN
aiti-4278	122	21	,	,	PUNCT
aiti-4278	122	22	respectively	respectively	ADV
aiti-4278	122	23	.	.	PUNCT
aiti-4278	123	1	after	after	ADP
aiti-4278	123	2	rotating	rotate	VERB
aiti-4278	123	3	the	the	DET
aiti-4278	123	4	objects	object	NOUN
aiti-4278	123	5	under	under	ADP
aiti-4278	123	6	inspection	inspection	NOUN
aiti-4278	123	7	at	at	ADP
aiti-4278	123	8	different	different	ADJ
aiti-4278	123	9	angles	angle	NOUN
aiti-4278	123	10	,	,	PUNCT
aiti-4278	123	11	a	a	DET
aiti-4278	123	12	series	series	NOUN
aiti-4278	123	13	of	of	ADP
aiti-4278	123	14	images	image	NOUN
aiti-4278	123	15	are	be	AUX
aiti-4278	123	16	obtained	obtain	VERB
aiti-4278	123	17	from	from	ADP
aiti-4278	123	18	different	different	ADJ
aiti-4278	123	19	angles	angle	NOUN
aiti-4278	123	20	for	for	ADP
aiti-4278	123	21	the	the	DET
aiti-4278	123	22	rubber	rubber	NOUN
aiti-4278	123	23	gasket	gasket	NOUN
aiti-4278	123	24	under	under	ADP
aiti-4278	123	25	evaluation	evaluation	NOUN
aiti-4278	123	26	.	.	PUNCT
aiti-4278	124	1	the	the	DET
aiti-4278	124	2	collected	collect	VERB
aiti-4278	124	3	images	image	NOUN
aiti-4278	124	4	are	be	AUX
aiti-4278	124	5	analyzed	analyze	VERB
aiti-4278	124	6	for	for	ADP
aiti-4278	124	7	deep	deep	ADJ
aiti-4278	124	8	learning	learning	NOUN
aiti-4278	124	9	and	and	CCONJ
aiti-4278	124	10	the	the	DET
aiti-4278	124	11	classification	classification	NOUN
aiti-4278	124	12	is	be	AUX
aiti-4278	124	13	chosen	choose	VERB
aiti-4278	124	14	with	with	ADP
aiti-4278	124	15	voting	voting	NOUN
aiti-4278	124	16	.	.	PUNCT
aiti-4278	125	1	after	after	ADP
aiti-4278	125	2	voting	voting	NOUN
aiti-4278	125	3	,	,	PUNCT
aiti-4278	125	4	the	the	DET
aiti-4278	125	5	prediction	prediction	NOUN
aiti-4278	125	6	accuracies	accuracy	NOUN
aiti-4278	125	7	of	of	ADP
aiti-4278	125	8	the	the	DET
aiti-4278	125	9	notch	notch	ADJ
aiti-4278	125	10	and	and	CCONJ
aiti-4278	125	11	residual	residual	ADJ
aiti-4278	125	12	glue	glue	NOUN
aiti-4278	125	13	defects	defect	NOUN
aiti-4278	125	14	were	be	AUX
aiti-4278	125	15	100	100	NUM
aiti-4278	125	16	%	%	NOUN
aiti-4278	125	17	and	and	CCONJ
aiti-4278	125	18	97	97	NUM
aiti-4278	125	19	%	%	NOUN
aiti-4278	125	20	,	,	PUNCT
aiti-4278	125	21	respectively	respectively	ADV
aiti-4278	125	22	.	.	PUNCT
aiti-4278	126	1	compare	compare	VERB
aiti-4278	126	2	to	to	ADP
aiti-4278	126	3	the	the	DET
aiti-4278	126	4	traditional	traditional	ADJ
aiti-4278	126	5	rule	rule	NOUN
aiti-4278	126	6	-	-	PUNCT
aiti-4278	126	7	based	base	VERB
aiti-4278	126	8	image	image	NOUN
aiti-4278	126	9	detection	detection	NOUN
aiti-4278	126	10	approach	approach	NOUN
aiti-4278	126	11	,	,	PUNCT
aiti-4278	126	12	the	the	DET
aiti-4278	126	13	deep	deep	ADJ
aiti-4278	126	14	learning	learning	NOUN
aiti-4278	126	15	approach	approach	NOUN
aiti-4278	126	16	has	have	VERB
aiti-4278	126	17	high	high	ADJ
aiti-4278	126	18	classification	classification	NOUN
aiti-4278	126	19	performance	performance	NOUN
aiti-4278	126	20	.	.	PUNCT
aiti-4278	127	1	it	it	PRON
aiti-4278	127	2	can	can	AUX
aiti-4278	127	3	detect	detect	VERB
aiti-4278	127	4	non	non	ADJ
aiti-4278	127	5	-	-	ADJ
aiti-4278	127	6	contour	contour	ADJ
aiti-4278	127	7	defects	defect	NOUN
aiti-4278	127	8	(	(	PUNCT
aiti-4278	127	9	i.e.	i.e.	X
aiti-4278	127	10	,	,	PUNCT
aiti-4278	127	11	notches	notch	NOUN
aiti-4278	127	12	and	and	CCONJ
aiti-4278	127	13	residual	residual	ADJ
aiti-4278	127	14	glue	glue	NOUN
aiti-4278	127	15	)	)	PUNCT
aiti-4278	127	16	and	and	CCONJ
aiti-4278	127	17	achieve	achieve	VERB
aiti-4278	127	18	valid	valid	ADJ
aiti-4278	127	19	prediction	prediction	NOUN
aiti-4278	127	20	results	result	NOUN
aiti-4278	127	21	.	.	PUNCT
aiti-4278	128	1	fig	fig	NOUN
aiti-4278	128	2	.	.	PUNCT
aiti-4278	129	1	10	10	NUM
aiti-4278	129	2	the	the	DET
aiti-4278	129	3	fused	fuse	VERB
aiti-4278	129	4	feature	feature	NOUN
aiti-4278	129	5	map	map	NOUN
aiti-4278	129	6	after	after	ADP
aiti-4278	129	7	deep	deep	ADJ
aiti-4278	129	8	learning	learning	NOUN
aiti-4278	129	9	prediction	prediction	NOUN
aiti-4278	129	10	4	4	NUM
aiti-4278	129	11	.	.	PUNCT
aiti-4278	130	1	conclusions	conclusion	NOUN
aiti-4278	130	2	in	in	ADP
aiti-4278	130	3	this	this	DET
aiti-4278	130	4	paper	paper	NOUN
aiti-4278	130	5	,	,	PUNCT
aiti-4278	130	6	defect	defect	VERB
aiti-4278	130	7	detection	detection	NOUN
aiti-4278	130	8	for	for	ADP
aiti-4278	130	9	mobile	mobile	ADJ
aiti-4278	130	10	device	device	NOUN
aiti-4278	130	11	power	power	NOUN
aiti-4278	130	12	supply	supply	NOUN
aiti-4278	130	13	connector	connector	NOUN
aiti-4278	130	14	gaskets	gasket	NOUN
aiti-4278	130	15	using	use	VERB
aiti-4278	130	16	rule	rule	NOUN
aiti-4278	130	17	-	-	PUNCT
aiti-4278	130	18	based	base	VERB
aiti-4278	130	19	and	and	CCONJ
aiti-4278	130	20	deep	deep	ADJ
aiti-4278	130	21	learning	learn	VERB
aiti-4278	130	22	image	image	NOUN
aiti-4278	130	23	processing	processing	NOUN
aiti-4278	130	24	techniques	technique	NOUN
aiti-4278	130	25	is	be	AUX
aiti-4278	130	26	presented	present	VERB
aiti-4278	130	27	.	.	PUNCT
aiti-4278	131	1	using	use	VERB
aiti-4278	131	2	a	a	DET
aiti-4278	131	3	rules	rule	NOUN
aiti-4278	131	4	-	-	PUNCT
aiti-4278	131	5	based	base	VERB
aiti-4278	131	6	approach	approach	NOUN
aiti-4278	131	7	,	,	PUNCT
aiti-4278	131	8	outer	outer	ADJ
aiti-4278	131	9	ring	ring	NOUN
aiti-4278	131	10	inclusion	inclusion	NOUN
aiti-4278	131	11	and	and	CCONJ
aiti-4278	131	12	metal	metal	NOUN
aiti-4278	131	13	contact	contact	NOUN
aiti-4278	131	14	leg	leg	NOUN
aiti-4278	131	15	absence	absence	NOUN
aiti-4278	131	16	defects	defect	NOUN
aiti-4278	131	17	with	with	ADP
aiti-4278	131	18	100	100	NUM
aiti-4278	131	19	%	%	NOUN
aiti-4278	131	20	accuracy	accuracy	NOUN
aiti-4278	131	21	are	be	AUX
aiti-4278	131	22	successfully	successfully	ADV
aiti-4278	131	23	identified	identify	VERB
aiti-4278	131	24	.	.	PUNCT
aiti-4278	132	1	the	the	DET
aiti-4278	132	2	inner	inner	ADJ
aiti-4278	132	3	ring	ring	NOUN
aiti-4278	132	4	surface	surface	NOUN
aiti-4278	132	5	notch	notch	NOUN
aiti-4278	132	6	and	and	CCONJ
aiti-4278	132	7	residual	residual	ADJ
aiti-4278	132	8	glue	glue	NOUN
aiti-4278	132	9	defect	defect	NOUN
aiti-4278	132	10	detection	detection	NOUN
aiti-4278	132	11	applications	application	NOUN
aiti-4278	132	12	are	be	AUX
aiti-4278	132	13	developed	develop	VERB
aiti-4278	132	14	using	use	VERB
aiti-4278	132	15	deep	deep	ADJ
aiti-4278	132	16	learning	learning	NOUN
aiti-4278	132	17	approaches	approach	NOUN
aiti-4278	132	18	.	.	PUNCT
aiti-4278	133	1	using	use	VERB
aiti-4278	133	2	the	the	DET
aiti-4278	133	3	pmpnet	pmpnet	NOUN
aiti-4278	133	4	framework	framework	NOUN
aiti-4278	133	5	,	,	PUNCT
aiti-4278	133	6	the	the	DET
aiti-4278	133	7	overfitting	overfitte	VERB
aiti-4278	133	8	phenomenon	phenomenon	NOUN
aiti-4278	133	9	is	be	AUX
aiti-4278	133	10	avoided	avoid	VERB
aiti-4278	133	11	during	during	ADP
aiti-4278	133	12	all	all	DET
aiti-4278	133	13	the	the	DET
aiti-4278	133	14	proposed	propose	VERB
aiti-4278	133	15	training	training	NOUN
aiti-4278	133	16	steps	step	NOUN
aiti-4278	133	17	,	,	PUNCT
aiti-4278	133	18	and	and	CCONJ
aiti-4278	133	19	the	the	DET
aiti-4278	133	20	prediction	prediction	NOUN
aiti-4278	133	21	accuracies	accuracy	NOUN
aiti-4278	133	22	of	of	ADP
aiti-4278	133	23	100	100	NUM
aiti-4278	133	24	%	%	NOUN
aiti-4278	133	25	and	and	CCONJ
aiti-4278	133	26	97	97	NUM
aiti-4278	133	27	%	%	NOUN
aiti-4278	133	28	are	be	AUX
aiti-4278	133	29	reached	reach	VERB
aiti-4278	133	30	for	for	ADP
aiti-4278	133	31	the	the	DET
aiti-4278	133	32	notch	notch	ADJ
aiti-4278	133	33	and	and	CCONJ
aiti-4278	133	34	residual	residual	ADJ
aiti-4278	133	35	glue	glue	NOUN
aiti-4278	133	36	defects	defect	NOUN
aiti-4278	133	37	,	,	PUNCT
aiti-4278	133	38	respectively	respectively	ADV
aiti-4278	133	39	.	.	PUNCT
aiti-4278	134	1	the	the	DET
aiti-4278	134	2	high	high	ADJ
aiti-4278	134	3	accuracy	accuracy	NOUN
aiti-4278	134	4	online	online	ADJ
aiti-4278	134	5	inspection	inspection	NOUN
aiti-4278	134	6	system	system	NOUN
aiti-4278	134	7	for	for	ADP
aiti-4278	134	8	silicon	silicon	NOUN
aiti-4278	134	9	rubber	rubber	NOUN
aiti-4278	134	10	gaskets	gasket	NOUN
aiti-4278	134	11	is	be	AUX
aiti-4278	134	12	implemented	implement	VERB
aiti-4278	134	13	by	by	ADP
aiti-4278	134	14	fusing	fuse	VERB
aiti-4278	134	15	two	two	NUM
aiti-4278	134	16	different	different	ADJ
aiti-4278	134	17	strategies	strategy	NOUN
aiti-4278	134	18	successfully	successfully	ADV
aiti-4278	134	19	.	.	PUNCT
aiti-4278	135	1	due	due	ADP
aiti-4278	135	2	to	to	ADP
aiti-4278	135	3	misjudgments	misjudgment	NOUN
aiti-4278	135	4	caused	cause	VERB
aiti-4278	135	5	by	by	ADP
aiti-4278	135	6	the	the	DET
aiti-4278	135	7	instability	instability	NOUN
aiti-4278	135	8	of	of	ADP
aiti-4278	135	9	the	the	DET
aiti-4278	135	10	light	light	ADJ
aiti-4278	135	11	source	source	NOUN
aiti-4278	135	12	,	,	PUNCT
aiti-4278	135	13	both	both	DET
aiti-4278	135	14	approaches	approach	NOUN
aiti-4278	135	15	are	be	AUX
aiti-4278	135	16	desirable	desirable	ADJ
aiti-4278	135	17	to	to	PART
aiti-4278	135	18	help	help	VERB
aiti-4278	135	19	determine	determine	VERB
aiti-4278	135	20	the	the	DET
aiti-4278	135	21	stability	stability	NOUN
aiti-4278	135	22	of	of	ADP
aiti-4278	135	23	the	the	DET
aiti-4278	135	24	light	light	ADJ
aiti-4278	135	25	source	source	NOUN
aiti-4278	135	26	processing	processing	NOUN
aiti-4278	135	27	before	before	ADP
aiti-4278	135	28	the	the	DET
aiti-4278	135	29	light	light	ADJ
aiti-4278	135	30	source	source	NOUN
aiti-4278	135	31	correction	correction	NOUN
aiti-4278	135	32	mechanism	mechanism	NOUN
aiti-4278	135	33	.	.	PUNCT
aiti-4278	136	1	however	however	ADV
aiti-4278	136	2	,	,	PUNCT
aiti-4278	136	3	these	these	DET
aiti-4278	136	4	two	two	NUM
aiti-4278	136	5	approaches	approach	NOUN
aiti-4278	136	6	require	require	VERB
aiti-4278	136	7	manual	manual	ADJ
aiti-4278	136	8	input	input	NOUN
aiti-4278	136	9	to	to	PART
aiti-4278	136	10	help	help	VERB
aiti-4278	136	11	to	to	PART
aiti-4278	136	12	evaluate	evaluate	VERB
aiti-4278	136	13	the	the	DET
aiti-4278	136	14	value	value	NOUN
aiti-4278	136	15	of	of	ADP
aiti-4278	136	16	the	the	DET
aiti-4278	136	17	result	result	NOUN
aiti-4278	136	18	.	.	PUNCT
aiti-4278	137	1	further	further	ADJ
aiti-4278	137	2	studies	study	NOUN
aiti-4278	137	3	can	can	AUX
aiti-4278	137	4	be	be	AUX
aiti-4278	137	5	investigated	investigate	VERB
aiti-4278	137	6	to	to	PART
aiti-4278	137	7	acquire	acquire	VERB
aiti-4278	137	8	feedback	feedback	NOUN
aiti-4278	137	9	during	during	ADP
aiti-4278	137	10	the	the	DET
aiti-4278	137	11	training	training	NOUN
aiti-4278	137	12	process	process	NOUN
aiti-4278	137	13	which	which	PRON
aiti-4278	137	14	will	will	AUX
aiti-4278	137	15	allow	allow	VERB
aiti-4278	137	16	computers	computer	NOUN
aiti-4278	137	17	to	to	PART
aiti-4278	137	18	make	make	VERB
aiti-4278	137	19	the	the	DET
aiti-4278	137	20	decisions	decision	NOUN
aiti-4278	137	21	.	.	PUNCT
aiti-4278	138	1	acknowledgments	acknowledgment	NOUN
aiti-4278	138	2	the	the	DET
aiti-4278	138	3	authors	author	NOUN
aiti-4278	138	4	would	would	AUX
aiti-4278	138	5	like	like	VERB
aiti-4278	138	6	to	to	PART
aiti-4278	138	7	thank	thank	VERB
aiti-4278	138	8	all	all	PRON
aiti-4278	138	9	of	of	ADP
aiti-4278	138	10	those	those	DET
aiti-4278	138	11	reviewers	reviewer	NOUN
aiti-4278	138	12	who	who	PRON
aiti-4278	138	13	have	have	AUX
aiti-4278	138	14	provided	provide	VERB
aiti-4278	138	15	helpful	helpful	ADJ
aiti-4278	138	16	suggestions	suggestion	NOUN
aiti-4278	138	17	.	.	PUNCT
aiti-4278	139	1	we	we	PRON
aiti-4278	139	2	would	would	AUX
aiti-4278	139	3	also	also	ADV
aiti-4278	139	4	like	like	VERB
aiti-4278	139	5	to	to	PART
aiti-4278	139	6	thank	thank	VERB
aiti-4278	139	7	pioneer	pioneer	PROPN
aiti-4278	139	8	material	material	NOUN
aiti-4278	139	9	precision	precision	NOUN
aiti-4278	139	10	technology	technology	NOUN
aiti-4278	139	11	for	for	ADP
aiti-4278	139	12	providing	provide	VERB
aiti-4278	139	13	all	all	DET
aiti-4278	139	14	the	the	DET
aiti-4278	139	15	experiment	experiment	NOUN
aiti-4278	139	16	samples	sample	NOUN
aiti-4278	139	17	.	.	PUNCT
aiti-4278	140	1	conflicts	conflict	NOUN
aiti-4278	140	2	of	of	ADP
aiti-4278	140	3	interest	interest	NOUN
aiti-4278	140	4	the	the	DET
aiti-4278	140	5	authors	author	NOUN
aiti-4278	140	6	declare	declare	VERB
aiti-4278	140	7	no	no	DET
aiti-4278	140	8	conflict	conflict	NOUN
aiti-4278	140	9	of	of	ADP
aiti-4278	140	10	interest	interest	NOUN
aiti-4278	140	11	.	.	PUNCT
aiti-4278	141	1	references	reference	NOUN
aiti-4278	141	2	[	[	X
aiti-4278	141	3	1	1	NUM
aiti-4278	141	4	]	]	PUNCT
aiti-4278	141	5	a.	a.	NOUN
aiti-4278	141	6	cornforth	cornforth	PROPN
aiti-4278	141	7	and	and	CCONJ
aiti-4278	141	8	c.	c.	PROPN
aiti-4278	141	9	james	james	PROPN
aiti-4278	141	10	,	,	PUNCT
aiti-4278	141	11	“	"	PUNCT
aiti-4278	141	12	ultrasonic	ultrasonic	ADJ
aiti-4278	141	13	system	system	NOUN
aiti-4278	141	14	for	for	ADP
aiti-4278	141	15	the	the	DET
aiti-4278	141	16	inspection	inspection	NOUN
aiti-4278	141	17	of	of	ADP
aiti-4278	141	18	rubber	rubber	NOUN
aiti-4278	141	19	gaskets	gasket	NOUN
aiti-4278	141	20	,	,	PUNCT
aiti-4278	141	21	”	"	PUNCT
aiti-4278	141	22	ndt	ndt	PROPN
aiti-4278	141	23	international	international	ADJ
aiti-4278	141	24	,	,	PUNCT
aiti-4278	141	25	vol	vol	NOUN
aiti-4278	141	26	.	.	PROPN
aiti-4278	141	27	13	13	NUM
aiti-4278	141	28	,	,	PUNCT
aiti-4278	141	29	no	no	INTJ
aiti-4278	141	30	.	.	NOUN
aiti-4278	141	31	1	1	NUM
aiti-4278	141	32	,	,	PUNCT
aiti-4278	141	33	pp	pp	ADJ
aiti-4278	141	34	.	.	PUNCT
aiti-4278	142	1	15	15	NUM
aiti-4278	142	2	-	-	SYM
aiti-4278	142	3	17	17	NUM
aiti-4278	142	4	,	,	PUNCT
aiti-4278	142	5	february	february	PROPN
aiti-4278	142	6	1980	1980	NUM
aiti-4278	142	7	.	.	PUNCT
aiti-4278	143	1	advances	advance	NOUN
aiti-4278	143	2	in	in	ADP
aiti-4278	143	3	technology	technology	NOUN
aiti-4278	143	4	innovation	innovation	NOUN
aiti-4278	143	5	,	,	PUNCT
aiti-4278	143	6	vol	vol	NOUN
aiti-4278	143	7	.	.	PROPN
aiti-4278	143	8	5	5	NUM
aiti-4278	143	9	,	,	PUNCT
aiti-4278	143	10	no	no	INTJ
aiti-4278	143	11	.	.	NOUN
aiti-4278	143	12	2	2	NUM
aiti-4278	143	13	,	,	PUNCT
aiti-4278	143	14	2020	2020	NUM
aiti-4278	143	15	,	,	PUNCT
aiti-4278	143	16	pp	pp	ADV
aiti-4278	143	17	.	.	PUNCT
aiti-4278	144	1	76	76	NUM
aiti-4278	144	2	-	-	SYM
aiti-4278	144	3	83	83	NUM
aiti-4278	144	4	83	83	NUM
aiti-4278	145	1	[	[	X
aiti-4278	145	2	2	2	NUM
aiti-4278	145	3	]	]	PUNCT
aiti-4278	145	4	c.	c.	PROPN
aiti-4278	145	5	c.	c.	PROPN
aiti-4278	145	6	kuo	kuo	PROPN
aiti-4278	145	7	and	and	CCONJ
aiti-4278	145	8	y.	y.	PROPN
aiti-4278	145	9	t.	t.	PROPN
aiti-4278	145	10	siao	siao	PROPN
aiti-4278	145	11	,	,	PUNCT
aiti-4278	145	12	“	"	PUNCT
aiti-4278	145	13	measuring	measure	VERB
aiti-4278	145	14	the	the	DET
aiti-4278	145	15	solidification	solidification	NOUN
aiti-4278	145	16	time	time	NOUN
aiti-4278	145	17	of	of	ADP
aiti-4278	145	18	silicone	silicone	NOUN
aiti-4278	145	19	rubber	rubber	NOUN
aiti-4278	145	20	using	use	VERB
aiti-4278	145	21	optical	optical	ADJ
aiti-4278	145	22	inspection	inspection	NOUN
aiti-4278	145	23	technology	technology	NOUN
aiti-4278	145	24	,	,	PUNCT
aiti-4278	145	25	”	"	PUNCT
aiti-4278	145	26	optik	optik	PROPN
aiti-4278	145	27	-	-	PUNCT
aiti-4278	145	28	international	international	ADJ
aiti-4278	145	29	journal	journal	NOUN
aiti-4278	145	30	for	for	ADP
aiti-4278	145	31	light	light	NOUN
aiti-4278	145	32	and	and	CCONJ
aiti-4278	145	33	electron	electron	NOUN
aiti-4278	145	34	optics	optic	NOUN
aiti-4278	145	35	,	,	PUNCT
aiti-4278	145	36	vol	vol	NOUN
aiti-4278	145	37	.	.	PROPN
aiti-4278	145	38	125	125	NUM
aiti-4278	145	39	,	,	PUNCT
aiti-4278	145	40	no	no	INTJ
aiti-4278	145	41	.	.	NOUN
aiti-4278	145	42	1	1	NUM
aiti-4278	145	43	,	,	PUNCT
aiti-4278	145	44	pp	pp	ADJ
aiti-4278	145	45	.	.	PUNCT
aiti-4278	146	1	196	196	NUM
aiti-4278	146	2	-	-	SYM
aiti-4278	146	3	199	199	NUM
aiti-4278	146	4	,	,	PUNCT
aiti-4278	146	5	january	january	PROPN
aiti-4278	146	6	2014	2014	NUM
aiti-4278	146	7	.	.	PUNCT
aiti-4278	147	1	[	[	X
aiti-4278	147	2	3	3	X
aiti-4278	147	3	]	]	X
aiti-4278	147	4	c.	c.	PROPN
aiti-4278	147	5	c.	c.	PROPN
aiti-4278	147	6	kuo	kuo	PROPN
aiti-4278	147	7	and	and	CCONJ
aiti-4278	147	8	y.	y.	PROPN
aiti-4278	147	9	r.	r.	PROPN
aiti-4278	147	10	chen	chen	PROPN
aiti-4278	147	11	,	,	PUNCT
aiti-4278	147	12	“	"	PUNCT
aiti-4278	147	13	rapid	rapid	ADJ
aiti-4278	147	14	optical	optical	ADJ
aiti-4278	147	15	inspection	inspection	NOUN
aiti-4278	147	16	of	of	ADP
aiti-4278	147	17	bubbles	bubble	NOUN
aiti-4278	147	18	in	in	ADP
aiti-4278	147	19	the	the	DET
aiti-4278	147	20	silicone	silicone	NOUN
aiti-4278	147	21	rubber	rubber	NOUN
aiti-4278	147	22	,	,	PUNCT
aiti-4278	147	23	”	"	PUNCT
aiti-4278	147	24	international	international	ADJ
aiti-4278	147	25	journal	journal	NOUN
aiti-4278	147	26	for	for	ADP
aiti-4278	147	27	light	light	NOUN
aiti-4278	147	28	and	and	CCONJ
aiti-4278	147	29	electron	electron	NOUN
aiti-4278	147	30	optics	optic	NOUN
aiti-4278	147	31	,	,	PUNCT
aiti-4278	147	32	vol	vol	NOUN
aiti-4278	147	33	.	.	PROPN
aiti-4278	147	34	124	124	NUM
aiti-4278	147	35	,	,	PUNCT
aiti-4278	147	36	no	no	INTJ
aiti-4278	147	37	.	.	NOUN
aiti-4278	147	38	13	13	NUM
aiti-4278	147	39	,	,	PUNCT
aiti-4278	147	40	pp.1480	pp.1480	NOUN
aiti-4278	147	41	-	-	SYM
aiti-4278	147	42	1485	1485	NUM
aiti-4278	147	43	,	,	PUNCT
aiti-4278	147	44	july	july	PROPN
aiti-4278	147	45	2013	2013	NUM
aiti-4278	147	46	.	.	PUNCT
aiti-4278	148	1	[	[	X
aiti-4278	148	2	4	4	NUM
aiti-4278	148	3	]	]	X
aiti-4278	148	4	r.	r.	PROPN
aiti-4278	148	5	ciobanu	ciobanu	PROPN
aiti-4278	148	6	,	,	PUNCT
aiti-4278	148	7	d.	d.	PROPN
aiti-4278	148	8	rizescu	rizescu	PROPN
aiti-4278	148	9	,	,	PUNCT
aiti-4278	148	10	and	and	CCONJ
aiti-4278	148	11	c.	c.	PROPN
aiti-4278	148	12	rizescu	rizescu	PROPN
aiti-4278	148	13	ciprian	ciprian	PROPN
aiti-4278	148	14	,	,	PUNCT
aiti-4278	148	15	“	"	PUNCT
aiti-4278	148	16	automatic	automatic	ADJ
aiti-4278	148	17	sorting	sorting	NOUN
aiti-4278	148	18	machine	machine	NOUN
aiti-4278	148	19	based	base	VERB
aiti-4278	148	20	on	on	ADP
aiti-4278	148	21	vision	vision	NOUN
aiti-4278	148	22	inspection	inspection	NOUN
aiti-4278	148	23	,	,	PUNCT
aiti-4278	148	24	”	"	PUNCT
aiti-4278	148	25	international	international	ADJ
aiti-4278	148	26	journal	journal	NOUN
aiti-4278	148	27	of	of	ADP
aiti-4278	148	28	modeling	modeling	NOUN
aiti-4278	148	29	and	and	CCONJ
aiti-4278	148	30	optimization	optimization	NOUN
aiti-4278	148	31	,	,	PUNCT
aiti-4278	148	32	vol	vol	NOUN
aiti-4278	148	33	.	.	PROPN
aiti-4278	148	34	7	7	NUM
aiti-4278	148	35	,	,	PUNCT
aiti-4278	148	36	no	no	INTJ
aiti-4278	148	37	.	.	NOUN
aiti-4278	148	38	5	5	NUM
aiti-4278	148	39	,	,	PUNCT
aiti-4278	148	40	pp	pp	ADJ
aiti-4278	148	41	.	.	PUNCT
aiti-4278	149	1	286	286	NUM
aiti-4278	149	2	-	-	SYM
aiti-4278	149	3	290	290	NUM
aiti-4278	149	4	,	,	PUNCT
aiti-4278	149	5	october	october	PROPN
aiti-4278	149	6	2017	2017	NUM
aiti-4278	149	7	.	.	PUNCT
aiti-4278	150	1	[	[	X
aiti-4278	150	2	5	5	X
aiti-4278	150	3	]	]	PUNCT
aiti-4278	150	4	j.	j.	PROPN
aiti-4278	150	5	a.	a.	PROPN
aiti-4278	150	6	marvel	marvel	PROPN
aiti-4278	150	7	,	,	PUNCT
aiti-4278	150	8	r.	r.	PROPN
aiti-4278	150	9	bostelman	bostelman	PROPN
aiti-4278	150	10	,	,	PUNCT
aiti-4278	150	11	and	and	CCONJ
aiti-4278	150	12	j.	j.	PROPN
aiti-4278	150	13	falco	falco	PROPN
aiti-4278	150	14	,	,	PUNCT
aiti-4278	150	15	“	"	PUNCT
aiti-4278	150	16	multi	multi	ADJ
aiti-4278	150	17	-	-	ADJ
aiti-4278	150	18	robot	robot	ADJ
aiti-4278	150	19	assembly	assembly	NOUN
aiti-4278	150	20	strategies	strategy	NOUN
aiti-4278	150	21	and	and	CCONJ
aiti-4278	150	22	metrics	metric	NOUN
aiti-4278	150	23	,	,	PUNCT
aiti-4278	150	24	”	"	PUNCT
aiti-4278	150	25	acm	acm	PROPN
aiti-4278	150	26	computing	computing	NOUN
aiti-4278	150	27	surveys	survey	NOUN
aiti-4278	150	28	,	,	PUNCT
aiti-4278	150	29	vol	vol	NOUN
aiti-4278	150	30	.	.	PROPN
aiti-4278	150	31	51	51	NUM
aiti-4278	150	32	,	,	PUNCT
aiti-4278	150	33	no	no	INTJ
aiti-4278	150	34	.	.	NOUN
aiti-4278	150	35	1	1	NUM
aiti-4278	150	36	,	,	PUNCT
aiti-4278	150	37	pp	pp	ADJ
aiti-4278	150	38	.	.	PUNCT
aiti-4278	151	1	1	1	NUM
aiti-4278	151	2	-	-	SYM
aiti-4278	151	3	32	32	NUM
aiti-4278	151	4	,	,	PUNCT
aiti-4278	151	5	april	april	PROPN
aiti-4278	151	6	2018	2018	NUM
aiti-4278	151	7	.	.	PUNCT
aiti-4278	152	1	[	[	X
aiti-4278	152	2	6	6	NUM
aiti-4278	152	3	]	]	X
aiti-4278	152	4	y.	y.	PROPN
aiti-4278	152	5	x.	x.	PROPN
aiti-4278	152	6	yang	yang	PROPN
aiti-4278	152	7	,	,	PUNCT
aiti-4278	152	8	y.	y.	PROPN
aiti-4278	152	9	t.	t.	PROPN
aiti-4278	152	10	lou	lou	PROPN
aiti-4278	152	11	,	,	PUNCT
aiti-4278	152	12	m.	m.	PROPN
aiti-4278	152	13	y.	y.	PROPN
aiti-4278	152	14	gao	gao	PROPN
aiti-4278	152	15	,	,	PUNCT
aiti-4278	152	16	and	and	CCONJ
aiti-4278	152	17	g.	g.	PROPN
aiti-4278	152	18	j.	j.	PROPN
aiti-4278	152	19	ma	ma	PROPN
aiti-4278	152	20	,	,	PUNCT
aiti-4278	152	21	“	"	PUNCT
aiti-4278	152	22	an	an	DET
aiti-4278	152	23	automatic	automatic	ADJ
aiti-4278	152	24	aperture	aperture	NOUN
aiti-4278	152	25	detection	detection	NOUN
aiti-4278	152	26	system	system	NOUN
aiti-4278	152	27	for	for	ADP
aiti-4278	152	28	led	lead	VERB
aiti-4278	152	29	cup	cup	NOUN
aiti-4278	152	30	based	base	VERB
aiti-4278	152	31	on	on	ADP
aiti-4278	152	32	machine	machine	NOUN
aiti-4278	152	33	vision	vision	NOUN
aiti-4278	152	34	,	,	PUNCT
aiti-4278	152	35	”	"	PUNCT
aiti-4278	152	36	multimedia	multimedia	NOUN
aiti-4278	152	37	tools	tool	NOUN
aiti-4278	152	38	and	and	CCONJ
aiti-4278	152	39	applications	application	NOUN
aiti-4278	152	40	,	,	PUNCT
aiti-4278	152	41	vol	vol	NOUN
aiti-4278	152	42	.	.	PROPN
aiti-4278	153	1	77	77	NUM
aiti-4278	153	2	,	,	PUNCT
aiti-4278	153	3	no	no	INTJ
aiti-4278	153	4	.	.	NOUN
aiti-4278	153	5	18	18	NUM
aiti-4278	153	6	,	,	PUNCT
aiti-4278	153	7	pp	pp	ADJ
aiti-4278	153	8	.	.	PUNCT
aiti-4278	154	1	23227	23227	NUM
aiti-4278	154	2	-	-	SYM
aiti-4278	154	3	23244	23244	NUM
aiti-4278	154	4	,	,	PUNCT
aiti-4278	154	5	september	september	PROPN
aiti-4278	154	6	2018	2018	NUM
aiti-4278	154	7	.	.	PUNCT
aiti-4278	155	1	[	[	X
aiti-4278	155	2	7	7	X
aiti-4278	155	3	]	]	X
aiti-4278	155	4	c.	c.	PROPN
aiti-4278	155	5	c.	c.	PROPN
aiti-4278	155	6	ho	ho	PROPN
aiti-4278	155	7	and	and	CCONJ
aiti-4278	155	8	t.	t.	PROPN
aiti-4278	155	9	r.	r.	PROPN
aiti-4278	155	10	tsai	tsai	PROPN
aiti-4278	155	11	,	,	PUNCT
aiti-4278	155	12	“	"	PUNCT
aiti-4278	155	13	machine	machine	NOUN
aiti-4278	155	14	-	-	PUNCT
aiti-4278	155	15	vision	vision	NOUN
aiti-4278	155	16	-	-	PUNCT
aiti-4278	155	17	based	base	VERB
aiti-4278	155	18	servo	servo	NOUN
aiti-4278	155	19	control	control	NOUN
aiti-4278	155	20	of	of	ADP
aiti-4278	155	21	a	a	DET
aiti-4278	155	22	robotic	robotic	ADJ
aiti-4278	155	23	sewing	sewing	NOUN
aiti-4278	155	24	system	system	NOUN
aiti-4278	155	25	,	,	PUNCT
aiti-4278	155	26	”	"	PUNCT
aiti-4278	155	27	advanced	advanced	ADJ
aiti-4278	155	28	science	science	NOUN
aiti-4278	155	29	letters	letter	NOUN
aiti-4278	155	30	,	,	PUNCT
aiti-4278	155	31	vol	vol	NOUN
aiti-4278	155	32	.	.	PROPN
aiti-4278	155	33	9	9	NUM
aiti-4278	155	34	,	,	PUNCT
aiti-4278	155	35	no	no	INTJ
aiti-4278	155	36	.	.	NOUN
aiti-4278	155	37	1	1	NUM
aiti-4278	155	38	,	,	PUNCT
aiti-4278	155	39	pp	pp	ADJ
aiti-4278	155	40	.	.	PUNCT
aiti-4278	156	1	45	45	NUM
aiti-4278	156	2	-	-	SYM
aiti-4278	156	3	49	49	NUM
aiti-4278	156	4	,	,	PUNCT
aiti-4278	156	5	april	april	PROPN
aiti-4278	156	6	2012	2012	NUM
aiti-4278	156	7	.	.	PUNCT
aiti-4278	157	1	[	[	X
aiti-4278	157	2	8	8	NUM
aiti-4278	157	3	]	]	X
aiti-4278	157	4	c.	c.	PROPN
aiti-4278	157	5	c.	c.	PROPN
aiti-4278	157	6	ho	ho	PROPN
aiti-4278	157	7	,	,	PUNCT
aiti-4278	157	8	j.	j.	PROPN
aiti-4278	157	9	c.	c.	PROPN
aiti-4278	157	10	li	li	PROPN
aiti-4278	157	11	,	,	PUNCT
aiti-4278	157	12	and	and	CCONJ
aiti-4278	157	13	t.	t.	PROPN
aiti-4278	157	14	h.	h.	PROPN
aiti-4278	157	15	kuo	kuo	PROPN
aiti-4278	157	16	,	,	PUNCT
aiti-4278	157	17	“	"	PUNCT
aiti-4278	157	18	multicamera	multicamera	ADJ
aiti-4278	157	19	fusion	fusion	NOUN
aiti-4278	157	20	-	-	PUNCT
aiti-4278	157	21	based	base	VERB
aiti-4278	157	22	leather	leather	NOUN
aiti-4278	157	23	defects	defect	NOUN
aiti-4278	157	24	marking	mark	VERB
aiti-4278	157	25	system	system	NOUN
aiti-4278	157	26	,	,	PUNCT
aiti-4278	157	27	”	"	PUNCT
aiti-4278	157	28	advances	advance	NOUN
aiti-4278	157	29	in	in	ADP
aiti-4278	157	30	mechanical	mechanical	ADJ
aiti-4278	157	31	engineering	engineering	NOUN
aiti-4278	157	32	,	,	PUNCT
aiti-4278	157	33	vol	vol	NOUN
aiti-4278	157	34	.	.	PROPN
aiti-4278	157	35	5	5	NUM
aiti-4278	157	36	,	,	PUNCT
aiti-4278	157	37	347921	347921	NUM
aiti-4278	157	38	,	,	PUNCT
aiti-4278	157	39	january	january	PROPN
aiti-4278	157	40	2013	2013	NUM
aiti-4278	157	41	.	.	PUNCT
aiti-4278	158	1	[	[	X
aiti-4278	158	2	9	9	NUM
aiti-4278	158	3	]	]	X
aiti-4278	158	4	c.	c.	PROPN
aiti-4278	158	5	c.	c.	PROPN
aiti-4278	158	6	ho	ho	PROPN
aiti-4278	158	7	,	,	PUNCT
aiti-4278	158	8	y.	y.	PROPN
aiti-4278	158	9	m.	m.	PROPN
aiti-4278	158	10	chen	chen	PROPN
aiti-4278	158	11	,	,	PUNCT
aiti-4278	158	12	and	and	CCONJ
aiti-4278	158	13	t.	t.	PROPN
aiti-4278	158	14	y.	y.	PROPN
aiti-4278	158	15	chi	chi	PROPN
aiti-4278	158	16	,	,	PUNCT
aiti-4278	158	17	“	"	PUNCT
aiti-4278	158	18	machine	machine	NOUN
aiti-4278	158	19	vision	vision	NOUN
aiti-4278	158	20	-	-	PUNCT
aiti-4278	158	21	based	base	VERB
aiti-4278	158	22	automatic	automatic	ADJ
aiti-4278	158	23	placement	placement	NOUN
aiti-4278	158	24	system	system	NOUN
aiti-4278	158	25	for	for	ADP
aiti-4278	158	26	solenoid	solenoid	ADJ
aiti-4278	158	27	housing	housing	NOUN
aiti-4278	158	28	,	,	PUNCT
aiti-4278	158	29	”	"	PUNCT
aiti-4278	158	30	key	key	ADJ
aiti-4278	158	31	engineering	engineering	NOUN
aiti-4278	158	32	materials	material	NOUN
aiti-4278	158	33	,	,	PUNCT
aiti-4278	158	34	vol	vol	NOUN
aiti-4278	158	35	.	.	PROPN
aiti-4278	158	36	649	649	NUM
aiti-4278	158	37	,	,	PUNCT
aiti-4278	158	38	pp	pp	ADJ
aiti-4278	158	39	.	.	PUNCT
aiti-4278	159	1	9	9	NUM
aiti-4278	159	2	-	-	SYM
aiti-4278	159	3	13	13	NUM
aiti-4278	159	4	,	,	PUNCT
aiti-4278	159	5	march	march	PROPN
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aiti-4278	159	7	.	.	PUNCT
aiti-4278	160	1	[	[	X
aiti-4278	160	2	10	10	NUM
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aiti-4278	160	4	c.	c.	PROPN
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aiti-4278	160	6	ho	ho	PROPN
aiti-4278	160	7	,	,	PUNCT
aiti-4278	160	8	y.	y.	PROPN
aiti-4278	160	9	m.	m.	PROPN
aiti-4278	160	10	chen	chen	PROPN
aiti-4278	160	11	,	,	PUNCT
aiti-4278	160	12	and	and	CCONJ
aiti-4278	160	13	p.	p.	PROPN
aiti-4278	160	14	c.	c.	PROPN
aiti-4278	160	15	li	li	PROPN
aiti-4278	160	16	.	.	PROPN
aiti-4278	160	17	,	,	PUNCT
aiti-4278	160	18	“	"	PUNCT
aiti-4278	160	19	machine	machine	NOUN
aiti-4278	160	20	vision	vision	NOUN
aiti-4278	160	21	based	base	VERB
aiti-4278	160	22	in	in	ADP
aiti-4278	160	23	-	-	PUNCT
aiti-4278	160	24	process	process	NOUN
aiti-4278	160	25	led	lead	VERB
aiti-4278	160	26	chip	chip	NOUN
aiti-4278	160	27	mounting	mount	VERB
aiti-4278	160	28	system	system	NOUN
aiti-4278	160	29	,	,	PUNCT
aiti-4278	160	30	”	"	PUNCT
aiti-4278	160	31	measurement	measurement	NOUN
aiti-4278	160	32	and	and	CCONJ
aiti-4278	160	33	control	control	NOUN
aiti-4278	160	34	,	,	PUNCT
aiti-4278	160	35	vol	vol	NOUN
aiti-4278	160	36	.	.	PROPN
aiti-4278	161	1	51	51	NUM
aiti-4278	161	2	,	,	PUNCT
aiti-4278	161	3	pp	pp	ADJ
aiti-4278	161	4	.	.	PUNCT
aiti-4278	162	1	1	1	NUM
aiti-4278	162	2	-	-	SYM
aiti-4278	162	3	11	11	NUM
aiti-4278	162	4	,	,	PUNCT
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aiti-4278	162	7	.	.	PUNCT
aiti-4278	163	1	[	[	X
aiti-4278	163	2	11	11	NUM
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aiti-4278	163	4	c.	c.	PROPN
aiti-4278	163	5	c.	c.	PROPN
aiti-4278	163	6	ho	ho	PROPN
aiti-4278	163	7	and	and	CCONJ
aiti-4278	163	8	j.	j.	PROPN
aiti-4278	163	9	j.	j.	PROPN
aiti-4278	163	10	liu	liu	PROPN
aiti-4278	163	11	,	,	PUNCT
aiti-4278	163	12	“	"	PUNCT
aiti-4278	163	13	development	development	NOUN
aiti-4278	163	14	of	of	ADP
aiti-4278	163	15	auto	auto	NOUN
aiti-4278	163	16	defect	defect	NOUN
aiti-4278	163	17	inspection	inspection	NOUN
aiti-4278	163	18	system	system	NOUN
aiti-4278	163	19	for	for	ADP
aiti-4278	163	20	cell	cell	NOUN
aiti-4278	163	21	phone	phone	NOUN
aiti-4278	163	22	silicone	silicone	NOUN
aiti-4278	163	23	rubber	rubber	NOUN
aiti-4278	163	24	gasket	gasket	NOUN
aiti-4278	163	25	,	,	PUNCT
aiti-4278	163	26	”	"	PUNCT
aiti-4278	163	27	proc	proc	NOUN
aiti-4278	163	28	.	.	PUNCT
aiti-4278	164	1	tenth	tenth	ADJ
aiti-4278	164	2	international	international	ADJ
aiti-4278	164	3	symposium	symposium	NOUN
aiti-4278	164	4	on	on	ADP
aiti-4278	164	5	precision	precision	NOUN
aiti-4278	164	6	engineering	engineering	NOUN
aiti-4278	164	7	measurements	measurement	NOUN
aiti-4278	164	8	and	and	CCONJ
aiti-4278	164	9	instrumentation	instrumentation	NOUN
aiti-4278	164	10	(	(	PUNCT
aiti-4278	164	11	ispemi	ispemi	NOUN
aiti-4278	164	12	2018	2018	NUM
aiti-4278	164	13	)	)	PUNCT
aiti-4278	164	14	,	,	PUNCT
aiti-4278	164	15	spie	spie	ADJ
aiti-4278	164	16	press	press	NOUN
aiti-4278	164	17	,	,	PUNCT
aiti-4278	164	18	march	march	PROPN
aiti-4278	164	19	2019	2019	NUM
aiti-4278	164	20	,	,	PUNCT
aiti-4278	164	21	pp	pp	ADJ
aiti-4278	164	22	.	.	PUNCT
aiti-4278	164	23	1105303	1105303	NUM
aiti-4278	164	24	.	.	PUNCT
aiti-4278	165	1	[	[	X
aiti-4278	165	2	12	12	NUM
aiti-4278	165	3	]	]	X
aiti-4278	165	4	y.	y.	PROPN
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aiti-4278	165	6	cha	cha	PROPN
aiti-4278	165	7	,	,	PUNCT
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aiti-4278	165	9	choi	choi	PROPN
aiti-4278	165	10	,	,	PUNCT
aiti-4278	165	11	and	and	CCONJ
aiti-4278	165	12	o.	o.	PROPN
aiti-4278	165	13	büyüköztürk	büyüköztürk	PROPN
aiti-4278	165	14	,	,	PUNCT
aiti-4278	165	15	“	"	PUNCT
aiti-4278	165	16	autonomous	autonomous	ADJ
aiti-4278	165	17	structural	structural	ADJ
aiti-4278	165	18	visual	visual	ADJ
aiti-4278	165	19	inspection	inspection	NOUN
aiti-4278	165	20	using	use	VERB
aiti-4278	165	21	region‐	region‐	NOUN
aiti-4278	165	22	based	base	VERB
aiti-4278	165	23	deep	deep	ADJ
aiti-4278	165	24	learning	learning	NOUN
aiti-4278	165	25	for	for	ADP
aiti-4278	165	26	detecting	detect	VERB
aiti-4278	165	27	multiple	multiple	ADJ
aiti-4278	165	28	damage	damage	NOUN
aiti-4278	165	29	types	type	NOUN
aiti-4278	165	30	,	,	PUNCT
aiti-4278	165	31	”	"	PUNCT
aiti-4278	165	32	computer‐	computer‐	NOUN
aiti-4278	165	33	aided	aid	VERB
aiti-4278	165	34	civil	civil	ADJ
aiti-4278	165	35	and	and	CCONJ
aiti-4278	165	36	infrastructure	infrastructure	NOUN
aiti-4278	165	37	engineering	engineering	NOUN
aiti-4278	165	38	,	,	PUNCT
aiti-4278	165	39	vol	vol	NOUN
aiti-4278	165	40	.	.	PROPN
aiti-4278	166	1	33	33	NUM
aiti-4278	166	2	,	,	PUNCT
aiti-4278	166	3	no	no	INTJ
aiti-4278	166	4	.	.	NOUN
aiti-4278	166	5	9	9	NUM
aiti-4278	166	6	,	,	PUNCT
aiti-4278	166	7	pp	pp	ADJ
aiti-4278	166	8	.	.	PUNCT
aiti-4278	167	1	731	731	NUM
aiti-4278	167	2	-	-	SYM
aiti-4278	167	3	747	747	NUM
aiti-4278	167	4	,	,	PUNCT
aiti-4278	167	5	november	november	PROPN
aiti-4278	167	6	2017	2017	NUM
aiti-4278	167	7	.	.	PUNCT
aiti-4278	168	1	[	[	X
aiti-4278	168	2	13	13	NUM
aiti-4278	168	3	]	]	PUNCT
aiti-4278	168	4	r.	r.	PROPN
aiti-4278	168	5	ren	ren	PROPN
aiti-4278	168	6	,	,	PUNCT
aiti-4278	168	7	t.	t.	PROPN
aiti-4278	168	8	hung	hung	PROPN
aiti-4278	168	9	,	,	PUNCT
aiti-4278	168	10	and	and	CCONJ
aiti-4278	168	11	k.c	k.c	PROPN
aiti-4278	168	12	.	.	PROPN
aiti-4278	168	13	tan	tan	PROPN
aiti-4278	168	14	,	,	PUNCT
aiti-4278	168	15	“	"	PUNCT
aiti-4278	168	16	a	a	DET
aiti-4278	168	17	generic	generic	ADJ
aiti-4278	168	18	deep	deep	ADJ
aiti-4278	168	19	-	-	PUNCT
aiti-4278	168	20	learning	learning	NOUN
aiti-4278	168	21	-	-	PUNCT
aiti-4278	168	22	based	base	VERB
aiti-4278	168	23	approach	approach	NOUN
aiti-4278	168	24	for	for	ADP
aiti-4278	168	25	automated	automate	VERB
aiti-4278	168	26	surface	surface	NOUN
aiti-4278	168	27	inspection	inspection	NOUN
aiti-4278	168	28	,	,	PUNCT
aiti-4278	168	29	”	"	PUNCT
aiti-4278	168	30	ieee	ieee	NOUN
aiti-4278	168	31	transactions	transaction	NOUN
aiti-4278	168	32	on	on	ADP
aiti-4278	168	33	cybernetics	cybernetic	NOUN
aiti-4278	168	34	,	,	PUNCT
aiti-4278	168	35	vol	vol	NOUN
aiti-4278	168	36	.	.	PROPN
aiti-4278	168	37	48	48	NUM
aiti-4278	168	38	,	,	PUNCT
aiti-4278	168	39	no	no	INTJ
aiti-4278	168	40	.	.	NOUN
aiti-4278	168	41	3	3	NUM
aiti-4278	168	42	,	,	PUNCT
aiti-4278	168	43	pp	pp	ADJ
aiti-4278	168	44	.	.	PUNCT
aiti-4278	169	1	929	929	NUM
aiti-4278	169	2	-	-	SYM
aiti-4278	169	3	940	940	NUM
aiti-4278	169	4	,	,	PUNCT
aiti-4278	169	5	march	march	PROPN
aiti-4278	169	6	2018	2018	NUM
aiti-4278	169	7	[	[	X
aiti-4278	169	8	14	14	NUM
aiti-4278	169	9	]	]	X
aiti-4278	169	10	y.	y.	PROPN
aiti-4278	169	11	j.	j.	PROPN
aiti-4278	169	12	cha	cha	PROPN
aiti-4278	169	13	,	,	PUNCT
aiti-4278	169	14	w.	w.	NOUN
aiti-4278	169	15	choi	choi	PROPN
aiti-4278	169	16	,	,	PUNCT
aiti-4278	169	17	and	and	CCONJ
aiti-4278	169	18	o.	o.	PROPN
aiti-4278	169	19	büyüköztürk	büyüköztürk	PROPN
aiti-4278	169	20	,	,	PUNCT
aiti-4278	169	21	“	"	PUNCT
aiti-4278	169	22	deep	deep	ADJ
aiti-4278	169	23	learning‐	learning‐	NOUN
aiti-4278	169	24	based	base	VERB
aiti-4278	169	25	crack	crack	NOUN
aiti-4278	169	26	damage	damage	NOUN
aiti-4278	169	27	detection	detection	NOUN
aiti-4278	169	28	using	use	VERB
aiti-4278	169	29	convolutional	convolutional	ADJ
aiti-4278	169	30	neural	neural	ADJ
aiti-4278	169	31	networks	network	NOUN
aiti-4278	169	32	,	,	PUNCT
aiti-4278	169	33	”	"	PUNCT
aiti-4278	169	34	computer‐	computer‐	NOUN
aiti-4278	169	35	aided	aid	VERB
aiti-4278	169	36	civil	civil	ADJ
aiti-4278	169	37	and	and	CCONJ
aiti-4278	169	38	infrastructure	infrastructure	NOUN
aiti-4278	169	39	engineering	engineering	NOUN
aiti-4278	169	40	,	,	PUNCT
aiti-4278	169	41	vol	vol	NOUN
aiti-4278	169	42	.	.	PROPN
aiti-4278	170	1	32	32	NUM
aiti-4278	170	2	,	,	PUNCT
aiti-4278	170	3	no	no	INTJ
aiti-4278	170	4	.	.	NOUN
aiti-4278	170	5	5	5	NUM
aiti-4278	170	6	,	,	PUNCT
aiti-4278	170	7	pp	pp	ADJ
aiti-4278	170	8	.	.	PUNCT
aiti-4278	171	1	361	361	NUM
aiti-4278	171	2	-	-	SYM
aiti-4278	171	3	378	378	NUM
aiti-4278	171	4	,	,	PUNCT
aiti-4278	171	5	march	march	PROPN
aiti-4278	171	6	2017	2017	NUM
aiti-4278	171	7	.	.	PUNCT
aiti-4278	172	1	[	[	X
aiti-4278	172	2	15	15	NUM
aiti-4278	172	3	]	]	X
aiti-4278	172	4	g.	g.	PROPN
aiti-4278	172	5	s.	s.	PROPN
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aiti-4278	172	7	,	,	PUNCT
aiti-4278	172	8	p.	p.	PROPN
aiti-4278	172	9	l.	l.	PROPN
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aiti-4278	172	13	x.	x.	PROPN
aiti-4278	172	14	l.	l.	PROPN
aiti-4278	172	15	li	li	PROPN
aiti-4278	172	16	,	,	PUNCT
aiti-4278	172	17	“	"	PUNCT
aiti-4278	172	18	deep	deep	ADJ
aiti-4278	172	19	convolutional	convolutional	ADJ
aiti-4278	172	20	neural	neural	ADJ
aiti-4278	172	21	network	network	NOUN
aiti-4278	172	22	based	base	VERB
aiti-4278	172	23	regression	regression	NOUN
aiti-4278	172	24	approach	approach	NOUN
aiti-4278	172	25	for	for	ADP
aiti-4278	172	26	estimation	estimation	NOUN
aiti-4278	172	27	of	of	ADP
aiti-4278	172	28	remaining	remain	VERB
aiti-4278	172	29	useful	useful	ADJ
aiti-4278	172	30	life	life	NOUN
aiti-4278	172	31	,	,	PUNCT
aiti-4278	172	32	”	"	PUNCT
aiti-4278	172	33	proc	proc	NOUN
aiti-4278	172	34	.	.	PUNCT
aiti-4278	173	1	international	international	ADJ
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aiti-4278	173	3	on	on	ADP
aiti-4278	173	4	database	database	NOUN
aiti-4278	173	5	systems	system	NOUN
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aiti-4278	173	7	advanced	advanced	ADJ
aiti-4278	173	8	applications	application	NOUN
aiti-4278	173	9	(	(	PUNCT
aiti-4278	173	10	dasfaa	dasfaa	NOUN
aiti-4278	173	11	)	)	PUNCT
aiti-4278	173	12	,	,	PUNCT
aiti-4278	173	13	march	march	PROPN
aiti-4278	173	14	2017	2017	NUM
aiti-4278	173	15	,	,	PUNCT
aiti-4278	173	16	pp	pp	ADJ
aiti-4278	173	17	.	.	PUNCT
aiti-4278	174	1	214	214	NUM
aiti-4278	174	2	-	-	SYM
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aiti-4278	174	4	.	.	PUNCT
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aiti-4278	175	2	16	16	NUM
aiti-4278	175	3	]	]	PUNCT
aiti-4278	175	4	r.	r.	PROPN
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aiti-4278	175	6	,	,	PUNCT
aiti-4278	175	7	t.	t.	PROPN
aiti-4278	175	8	hung	hung	PROPN
aiti-4278	175	9	,	,	PUNCT
aiti-4278	175	10	k.c	k.c	PROPN
aiti-4278	175	11	.	.	PROPN
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aiti-4278	175	13	,	,	PUNCT
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aiti-4278	175	15	a	a	DET
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aiti-4278	175	17	deep	deep	ADJ
aiti-4278	175	18	-	-	PUNCT
aiti-4278	175	19	learning	learning	NOUN
aiti-4278	175	20	-	-	PUNCT
aiti-4278	175	21	based	base	VERB
aiti-4278	175	22	approach	approach	NOUN
aiti-4278	175	23	for	for	ADP
aiti-4278	175	24	automated	automate	VERB
aiti-4278	175	25	surface	surface	NOUN
aiti-4278	175	26	inspection	inspection	NOUN
aiti-4278	175	27	,	,	PUNCT
aiti-4278	175	28	”	"	PUNCT
aiti-4278	175	29	ieee	ieee	NOUN
aiti-4278	175	30	transactions	transaction	NOUN
aiti-4278	175	31	on	on	ADP
aiti-4278	175	32	cybernetics	cybernetic	NOUN
aiti-4278	175	33	,	,	PUNCT
aiti-4278	175	34	vol	vol	NOUN
aiti-4278	175	35	.	.	PROPN
aiti-4278	175	36	48	48	NUM
aiti-4278	175	37	,	,	PUNCT
aiti-4278	175	38	no	no	INTJ
aiti-4278	175	39	.	.	NOUN
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aiti-4278	175	41	,	,	PUNCT
aiti-4278	175	42	pp	pp	ADJ
aiti-4278	175	43	.	.	PUNCT
aiti-4278	176	1	929	929	NUM
aiti-4278	176	2	-	-	SYM
aiti-4278	176	3	940	940	NUM
aiti-4278	176	4	,	,	PUNCT
aiti-4278	176	5	march	march	PROPN
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aiti-4278	176	7	.	.	PUNCT
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aiti-4278	177	6	,	,	PUNCT
aiti-4278	177	7	“	"	PUNCT
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aiti-4278	177	9	-	-	ADJ
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aiti-4278	177	11	data	data	NOUN
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aiti-4278	177	13	using	use	VERB
aiti-4278	177	14	deep	deep	ADJ
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aiti-4278	177	16	for	for	ADP
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aiti-4278	177	20	in	in	ADP
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aiti-4278	177	23	,	,	PUNCT
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aiti-4278	177	26	,	,	PUNCT
aiti-4278	177	27	vol	vol	NOUN
aiti-4278	177	28	.	.	PROPN
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aiti-4278	177	34	,	,	PUNCT
aiti-4278	177	35	january	january	PROPN
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aiti-4278	177	37	.	.	PUNCT
aiti-4278	178	1	[	[	X
aiti-4278	178	2	18	18	NUM
aiti-4278	178	3	]	]	PUNCT
aiti-4278	178	4	x.	x.	PROPN
aiti-4278	178	5	c.	c.	PROPN
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aiti-4278	178	7	,	,	PUNCT
aiti-4278	178	8	h.	h.	PROPN
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aiti-4278	178	10	,	,	PUNCT
aiti-4278	178	11	y.	y.	PROPN
aiti-4278	178	12	t.	t.	PROPN
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aiti-4278	178	14	,	,	PUNCT
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aiti-4278	178	23	x.	x.	PROPN
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aiti-4278	178	29	level	level	NOUN
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aiti-4278	178	38	,	,	PUNCT
aiti-4278	178	39	”	"	PUNCT
aiti-4278	178	40	computer‐	computer‐	NOUN
aiti-4278	178	41	aided	aid	VERB
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aiti-4278	178	43	and	and	CCONJ
aiti-4278	178	44	infrastructure	infrastructure	NOUN
aiti-4278	178	45	engineering	engineering	NOUN
aiti-4278	178	46	,	,	PUNCT
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aiti-4278	178	48	.	.	PROPN
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aiti-4278	179	6	,	,	PUNCT
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aiti-4278	179	8	.	.	PUNCT
aiti-4278	180	1	1090	1090	NUM
aiti-4278	180	2	-	-	SYM
aiti-4278	180	3	1109	1109	NUM
aiti-4278	180	4	,	,	PUNCT
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aiti-4278	181	4	t.	t.	PROPN
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aiti-4278	181	6	,	,	PUNCT
aiti-4278	181	7	y.	y.	PROPN
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aiti-4278	181	9	,	,	PUNCT
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aiti-4278	181	14	h.	h.	PROPN
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aiti-4278	181	23	neural	neural	ADJ
aiti-4278	181	24	network	network	NOUN
aiti-4278	181	25	-	-	PUNCT
aiti-4278	181	26	based	base	VERB
aiti-4278	181	27	defect	defect	NOUN
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aiti-4278	181	29	model	model	NOUN
aiti-4278	181	30	in	in	ADP
aiti-4278	181	31	product	product	NOUN
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aiti-4278	181	33	control	control	NOUN
aiti-4278	181	34	,	,	PUNCT
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aiti-4278	181	36	the	the	DET
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aiti-4278	181	40	advanced	advanced	ADJ
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aiti-4278	181	42	technology	technology	NOUN
aiti-4278	181	43	,	,	PUNCT
aiti-4278	181	44	vol	vol	NOUN
aiti-4278	181	45	.	.	PROPN
aiti-4278	182	1	94	94	NUM
aiti-4278	182	2	,	,	PUNCT
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aiti-4278	182	4	.	.	NOUN
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aiti-4278	182	6	,	,	PUNCT
aiti-4278	182	7	pp	pp	ADJ
aiti-4278	182	8	.	.	PUNCT
aiti-4278	183	1	3465	3465	NUM
aiti-4278	183	2	-	-	SYM
aiti-4278	183	3	3471	3471	NUM
aiti-4278	183	4	,	,	PUNCT
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aiti-4278	183	7	.	.	PUNCT
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aiti-4278	184	2	20	20	NUM
aiti-4278	184	3	]	]	PUNCT
aiti-4278	184	4	r.	r.	PROPN
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aiti-4278	184	7	and	and	CCONJ
aiti-4278	184	8	y.	y.	PROPN
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aiti-4278	184	11	,	,	PUNCT
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aiti-4278	184	18	aluminum	aluminum	NOUN
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aiti-4278	184	20	surface	surface	NOUN
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aiti-4278	184	22	based	base	VERB
aiti-4278	184	23	on	on	ADP
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aiti-4278	184	26	,	,	PUNCT
aiti-4278	184	27	”	"	PUNCT
aiti-4278	184	28	materials	material	NOUN
aiti-4278	184	29	,	,	PUNCT
aiti-4278	184	30	vol	vol	NOUN
aiti-4278	184	31	.	.	PROPN
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aiti-4278	184	33	,	,	PUNCT
aiti-4278	184	34	no	no	INTJ
aiti-4278	184	35	.	.	NOUN
aiti-4278	184	36	10	10	NUM
aiti-4278	184	37	,	,	PUNCT
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aiti-4278	184	39	2019	2019	NUM
aiti-4278	184	40	.	.	PUNCT
aiti-4278	185	1	copyright	copyright	NOUN
aiti-4278	185	2	©	©	PROPN
aiti-4278	185	3	by	by	ADP
aiti-4278	185	4	the	the	DET
aiti-4278	185	5	authors	author	NOUN
aiti-4278	185	6	.	.	PUNCT
aiti-4278	186	1	licensee	licensee	PROPN
aiti-4278	186	2	taeti	taeti	PROPN
aiti-4278	186	3	,	,	PUNCT
aiti-4278	186	4	taiwan	taiwan	PROPN
aiti-4278	186	5	.	.	PUNCT
aiti-4278	187	1	this	this	DET
aiti-4278	187	2	article	article	NOUN
aiti-4278	187	3	is	be	AUX
aiti-4278	187	4	an	an	DET
aiti-4278	187	5	open	open	ADJ
aiti-4278	187	6	access	access	NOUN
aiti-4278	187	7	article	article	NOUN
aiti-4278	187	8	distributed	distribute	VERB
aiti-4278	187	9	under	under	ADP
aiti-4278	187	10	the	the	DET
aiti-4278	187	11	terms	term	NOUN
aiti-4278	187	12	and	and	CCONJ
aiti-4278	187	13	conditions	condition	NOUN
aiti-4278	187	14	of	of	ADP
aiti-4278	187	15	the	the	DET
aiti-4278	187	16	creative	creative	ADJ
aiti-4278	187	17	commons	common	NOUN
aiti-4278	187	18	attribution	attribution	NOUN
aiti-4278	187	19	(	(	PUNCT
aiti-4278	187	20	cc	cc	NOUN
aiti-4278	187	21	by	by	ADP
aiti-4278	187	22	-	-	PUNCT
aiti-4278	187	23	nc	nc	NOUN
aiti-4278	187	24	)	)	PUNCT
aiti-4278	187	25	license	license	NOUN
aiti-4278	187	26	(	(	PUNCT
aiti-4278	187	27	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	NOUN
aiti-4278	187	28	)	)	PUNCT
aiti-4278	187	29	.	.	PUNCT