id	sid	tid	token	lemma	pos
fcis-25107	1	1	frontiers	frontier	NOUN
fcis-25107	1	2	in	in	ADP
fcis-25107	1	3	computing	computing	NOUN
fcis-25107	1	4	and	and	CCONJ
fcis-25107	1	5	intelligent	intelligent	ADJ
fcis-25107	1	6	systems	system	NOUN
fcis-25107	1	7	issn	issn	VERB
fcis-25107	1	8	:	:	PUNCT
fcis-25107	1	9	2832	2832	NUM
fcis-25107	1	10	-	-	SYM
fcis-25107	1	11	6024	6024	NUM
fcis-25107	1	12	|	|	NOUN
fcis-25107	1	13	vol	vol	NOUN
fcis-25107	1	14	.	.	PROPN
fcis-25107	2	1	9	9	NUM
fcis-25107	2	2	,	,	PUNCT
fcis-25107	2	3	no	no	INTJ
fcis-25107	2	4	.	.	NOUN
fcis-25107	2	5	2	2	NUM
fcis-25107	2	6	,	,	PUNCT
fcis-25107	2	7	2024	2024	NUM
fcis-25107	2	8	53	53	NUM
fcis-25107	2	9	high‐speed	high‐speed	NOUN
fcis-25107	2	10	image	image	NOUN
fcis-25107	2	11	process	process	NOUN
fcis-25107	2	12	in	in	ADP
fcis-25107	2	13	pharmaceutical	pharmaceutical	ADJ
fcis-25107	2	14	bottle	bottle	NOUN
fcis-25107	2	15	production	production	NOUN
fcis-25107	2	16	basing	base	VERB
fcis-25107	3	1	opencv	opencv	PROPN
fcis-25107	3	2	xinfeng	xinfeng	PROPN
fcis-25107	3	3	chen	chen	PROPN
fcis-25107	3	4	*	*	PROPN
fcis-25107	3	5	,	,	PUNCT
fcis-25107	3	6	zhoujing	zhoujing	PROPN
fcis-25107	3	7	wu	wu	PROPN
fcis-25107	3	8	wenzhou	wenzhou	PROPN
fcis-25107	3	9	polytechnic	polytechnic	PROPN
fcis-25107	3	10	,	,	PUNCT
fcis-25107	3	11	wenzhou	wenzhou	PROPN
fcis-25107	3	12	zhejiang	zhejiang	PROPN
fcis-25107	3	13	,	,	PUNCT
fcis-25107	3	14	325000	325000	NUM
fcis-25107	3	15	,	,	PUNCT
fcis-25107	3	16	china	china	PROPN
fcis-25107	3	17	*	*	PUNCT
fcis-25107	3	18	corresponding	correspond	VERB
fcis-25107	3	19	author	author	NOUN
fcis-25107	3	20	:	:	PUNCT
fcis-25107	3	21	xinfeng	xinfeng	PROPN
fcis-25107	3	22	chen	chen	PROPN
fcis-25107	3	23	abstract	abstract	PROPN
fcis-25107	3	24	:	:	PUNCT
fcis-25107	3	25	in	in	ADP
fcis-25107	3	26	pharmaceutical	pharmaceutical	ADJ
fcis-25107	3	27	production	production	NOUN
fcis-25107	3	28	,	,	PUNCT
fcis-25107	3	29	the	the	DET
fcis-25107	3	30	quality	quality	NOUN
fcis-25107	3	31	of	of	ADP
fcis-25107	3	32	medicine	medicine	NOUN
fcis-25107	3	33	bottles	bottle	NOUN
fcis-25107	3	34	is	be	AUX
fcis-25107	3	35	crucial	crucial	ADJ
fcis-25107	3	36	for	for	ADP
fcis-25107	3	37	ensuring	ensure	VERB
fcis-25107	3	38	drug	drug	NOUN
fcis-25107	3	39	safety	safety	NOUN
fcis-25107	3	40	and	and	CCONJ
fcis-25107	3	41	efficacy	efficacy	NOUN
fcis-25107	3	42	.	.	PUNCT
fcis-25107	4	1	traditional	traditional	ADJ
fcis-25107	4	2	manual	manual	ADJ
fcis-25107	4	3	visual	visual	ADJ
fcis-25107	4	4	inspection	inspection	NOUN
fcis-25107	4	5	methods	method	NOUN
fcis-25107	4	6	are	be	AUX
fcis-25107	4	7	inefficient	inefficient	ADJ
fcis-25107	4	8	,	,	PUNCT
fcis-25107	4	9	costly	costly	ADJ
fcis-25107	4	10	,	,	PUNCT
fcis-25107	4	11	and	and	CCONJ
fcis-25107	4	12	prone	prone	ADJ
fcis-25107	4	13	to	to	ADP
fcis-25107	4	14	errors	error	NOUN
fcis-25107	4	15	.	.	PUNCT
fcis-25107	5	1	to	to	PART
fcis-25107	5	2	address	address	VERB
fcis-25107	5	3	these	these	DET
fcis-25107	5	4	issues	issue	NOUN
fcis-25107	5	5	,	,	PUNCT
fcis-25107	5	6	this	this	DET
fcis-25107	5	7	paper	paper	NOUN
fcis-25107	5	8	proposes	propose	VERB
fcis-25107	5	9	a	a	DET
fcis-25107	5	10	real	real	ADJ
fcis-25107	5	11	-	-	PUNCT
fcis-25107	5	12	time	time	NOUN
fcis-25107	5	13	bottle	bottle	NOUN
fcis-25107	5	14	defect	defect	NOUN
fcis-25107	5	15	detection	detection	NOUN
fcis-25107	5	16	system	system	NOUN
fcis-25107	5	17	based	base	VERB
fcis-25107	5	18	on	on	ADP
fcis-25107	5	19	opencv	opencv	PROPN
fcis-25107	5	20	and	and	CCONJ
fcis-25107	5	21	python	python	PROPN
fcis-25107	5	22	,	,	PUNCT
fcis-25107	5	23	which	which	PRON
fcis-25107	5	24	uses	use	VERB
fcis-25107	5	25	computer	computer	NOUN
fcis-25107	5	26	vision	vision	NOUN
fcis-25107	5	27	technology	technology	NOUN
fcis-25107	5	28	for	for	ADP
fcis-25107	5	29	automatic	automatic	ADJ
fcis-25107	5	30	defect	defect	NOUN
fcis-25107	5	31	detection	detection	NOUN
fcis-25107	5	32	,	,	PUNCT
fcis-25107	5	33	thereby	thereby	ADV
fcis-25107	5	34	improving	improve	VERB
fcis-25107	5	35	efficiency	efficiency	NOUN
fcis-25107	5	36	and	and	CCONJ
fcis-25107	5	37	accuracy	accuracy	NOUN
fcis-25107	5	38	.	.	PUNCT
fcis-25107	6	1	the	the	DET
fcis-25107	6	2	paper	paper	NOUN
fcis-25107	6	3	discusses	discuss	VERB
fcis-25107	6	4	the	the	DET
fcis-25107	6	5	background	background	NOUN
fcis-25107	6	6	of	of	ADP
fcis-25107	6	7	bottle	bottle	NOUN
fcis-25107	6	8	quality	quality	NOUN
fcis-25107	6	9	inspection	inspection	NOUN
fcis-25107	6	10	,	,	PUNCT
fcis-25107	6	11	the	the	DET
fcis-25107	6	12	problems	problem	NOUN
fcis-25107	6	13	with	with	ADP
fcis-25107	6	14	traditional	traditional	ADJ
fcis-25107	6	15	methods	method	NOUN
fcis-25107	6	16	,	,	PUNCT
fcis-25107	6	17	and	and	CCONJ
fcis-25107	6	18	the	the	DET
fcis-25107	6	19	advantages	advantage	NOUN
fcis-25107	6	20	of	of	ADP
fcis-25107	6	21	computer	computer	NOUN
fcis-25107	6	22	vision	vision	NOUN
fcis-25107	6	23	technology	technology	NOUN
fcis-25107	6	24	.	.	PUNCT
fcis-25107	7	1	it	it	PRON
fcis-25107	7	2	details	detail	VERB
fcis-25107	7	3	the	the	DET
fcis-25107	7	4	system	system	NOUN
fcis-25107	7	5	’s	’s	PART
fcis-25107	7	6	design	design	NOUN
fcis-25107	7	7	,	,	PUNCT
fcis-25107	7	8	implementation	implementation	NOUN
fcis-25107	7	9	,	,	PUNCT
fcis-25107	7	10	and	and	CCONJ
fcis-25107	7	11	algorithm	algorithm	NOUN
fcis-25107	7	12	optimization	optimization	NOUN
fcis-25107	7	13	.	.	PUNCT
fcis-25107	8	1	experimental	experimental	ADJ
fcis-25107	8	2	results	result	NOUN
fcis-25107	8	3	demonstrate	demonstrate	VERB
fcis-25107	8	4	that	that	SCONJ
fcis-25107	8	5	the	the	DET
fcis-25107	8	6	system	system	NOUN
fcis-25107	8	7	performs	perform	VERB
fcis-25107	8	8	well	well	ADV
fcis-25107	8	9	in	in	ADP
fcis-25107	8	10	terms	term	NOUN
fcis-25107	8	11	of	of	ADP
fcis-25107	8	12	real	real	ADJ
fcis-25107	8	13	-	-	PUNCT
fcis-25107	8	14	time	time	NOUN
fcis-25107	8	15	capability	capability	NOUN
fcis-25107	8	16	and	and	CCONJ
fcis-25107	8	17	accuracy	accuracy	NOUN
fcis-25107	8	18	,	,	PUNCT
fcis-25107	8	19	and	and	CCONJ
fcis-25107	8	20	suggestions	suggestion	NOUN
fcis-25107	8	21	for	for	ADP
fcis-25107	8	22	improvements	improvement	NOUN
fcis-25107	8	23	are	be	AUX
fcis-25107	8	24	provided	provide	VERB
fcis-25107	8	25	.	.	PUNCT
fcis-25107	9	1	overall	overall	ADV
fcis-25107	9	2	,	,	PUNCT
fcis-25107	9	3	this	this	DET
fcis-25107	9	4	paper	paper	NOUN
fcis-25107	9	5	offers	offer	VERB
fcis-25107	9	6	a	a	DET
fcis-25107	9	7	comprehensive	comprehensive	ADJ
fcis-25107	9	8	reference	reference	NOUN
fcis-25107	9	9	for	for	ADP
fcis-25107	9	10	the	the	DET
fcis-25107	9	11	design	design	NOUN
fcis-25107	9	12	and	and	CCONJ
fcis-25107	9	13	application	application	NOUN
fcis-25107	9	14	of	of	ADP
fcis-25107	9	15	a	a	DET
fcis-25107	9	16	real	real	ADJ
fcis-25107	9	17	-	-	PUNCT
fcis-25107	9	18	time	time	NOUN
fcis-25107	9	19	bottle	bottle	NOUN
fcis-25107	9	20	defect	defect	NOUN
fcis-25107	9	21	detection	detection	NOUN
fcis-25107	9	22	system	system	NOUN
fcis-25107	9	23	based	base	VERB
fcis-25107	9	24	on	on	ADP
fcis-25107	9	25	opencv	opencv	PROPN
fcis-25107	9	26	and	and	CCONJ
fcis-25107	9	27	python	python	PROPN
fcis-25107	9	28	.	.	PUNCT
fcis-25107	10	1	keywords	keyword	NOUN
fcis-25107	10	2	:	:	PUNCT
fcis-25107	11	1	opencv	opencv	X
fcis-25107	11	2	;	;	PUNCT
fcis-25107	11	3	image	image	NOUN
fcis-25107	11	4	process	process	NOUN
fcis-25107	11	5	;	;	PUNCT
fcis-25107	11	6	machine	machine	NOUN
fcis-25107	11	7	vision	vision	NOUN
fcis-25107	11	8	;	;	PUNCT
fcis-25107	11	9	prediction	prediction	NOUN
fcis-25107	11	10	.	.	PUNCT
fcis-25107	12	1	1	1	X
fcis-25107	12	2	.	.	X
fcis-25107	12	3	introduction	introduction	NOUN
fcis-25107	12	4	in	in	ADP
fcis-25107	12	5	the	the	DET
fcis-25107	12	6	pharmaceutical	pharmaceutical	NOUN
fcis-25107	12	7	industry	industry	NOUN
fcis-25107	12	8	,	,	PUNCT
fcis-25107	12	9	medicine	medicine	NOUN
fcis-25107	12	10	bottles	bottle	NOUN
fcis-25107	12	11	are	be	AUX
fcis-25107	12	12	a	a	DET
fcis-25107	12	13	crucial	crucial	ADJ
fcis-25107	12	14	component	component	NOUN
fcis-25107	12	15	of	of	ADP
fcis-25107	12	16	drug	drug	NOUN
fcis-25107	12	17	packaging	packaging	NOUN
fcis-25107	12	18	,	,	PUNCT
fcis-25107	12	19	and	and	CCONJ
fcis-25107	12	20	their	their	PRON
fcis-25107	12	21	quality	quality	NOUN
fcis-25107	12	22	directly	directly	ADV
fcis-25107	12	23	impacts	impact	VERB
fcis-25107	12	24	the	the	DET
fcis-25107	12	25	safety	safety	NOUN
fcis-25107	12	26	and	and	CCONJ
fcis-25107	12	27	efficacy	efficacy	NOUN
fcis-25107	12	28	of	of	ADP
fcis-25107	12	29	the	the	DET
fcis-25107	12	30	drugs	drug	NOUN
fcis-25107	12	31	.	.	PUNCT
fcis-25107	13	1	however	however	ADV
fcis-25107	13	2	,	,	PUNCT
fcis-25107	13	3	traditional	traditional	ADJ
fcis-25107	13	4	bottle	bottle	NOUN
fcis-25107	13	5	quality	quality	NOUN
fcis-25107	13	6	inspection	inspection	NOUN
fcis-25107	13	7	methods	method	NOUN
fcis-25107	13	8	often	often	ADV
fcis-25107	13	9	rely	rely	VERB
fcis-25107	13	10	on	on	ADP
fcis-25107	13	11	manual	manual	ADJ
fcis-25107	13	12	visual	visual	ADJ
fcis-25107	13	13	checks	check	NOUN
fcis-25107	13	14	,	,	PUNCT
fcis-25107	13	15	which	which	PRON
fcis-25107	13	16	are	be	AUX
fcis-25107	13	17	inefficient	inefficient	ADJ
fcis-25107	13	18	,	,	PUNCT
fcis-25107	13	19	subjective	subjective	ADJ
fcis-25107	13	20	,	,	PUNCT
fcis-25107	13	21	and	and	CCONJ
fcis-25107	13	22	error	error	NOUN
fcis-25107	13	23	-	-	PUNCT
fcis-25107	13	24	prone	prone	ADJ
fcis-25107	13	25	,	,	PUNCT
fcis-25107	13	26	failing	fail	VERB
fcis-25107	13	27	to	to	PART
fcis-25107	13	28	meet	meet	VERB
fcis-25107	13	29	the	the	DET
fcis-25107	13	30	demands	demand	NOUN
fcis-25107	13	31	of	of	ADP
fcis-25107	13	32	large	large	ADJ
fcis-25107	13	33	-	-	PUNCT
fcis-25107	13	34	scale	scale	NOUN
fcis-25107	13	35	production	production	NOUN
fcis-25107	13	36	.	.	PUNCT
fcis-25107	14	1	therefore	therefore	ADV
fcis-25107	14	2	,	,	PUNCT
fcis-25107	14	3	there	there	PRON
fcis-25107	14	4	is	be	VERB
fcis-25107	14	5	an	an	DET
fcis-25107	14	6	urgent	urgent	ADJ
fcis-25107	14	7	need	need	NOUN
fcis-25107	14	8	and	and	CCONJ
fcis-25107	14	9	significant	significant	ADJ
fcis-25107	14	10	importance	importance	NOUN
fcis-25107	14	11	in	in	ADP
fcis-25107	14	12	developing	develop	VERB
fcis-25107	14	13	a	a	DET
fcis-25107	14	14	real	real	ADJ
fcis-25107	14	15	-	-	PUNCT
fcis-25107	14	16	time	time	NOUN
fcis-25107	14	17	bottle	bottle	NOUN
fcis-25107	14	18	defect	defect	NOUN
fcis-25107	14	19	detection	detection	NOUN
fcis-25107	14	20	system	system	NOUN
fcis-25107	14	21	based	base	VERB
fcis-25107	14	22	on	on	ADP
fcis-25107	14	23	computer	computer	NOUN
fcis-25107	14	24	vision	vision	NOUN
fcis-25107	14	25	and	and	CCONJ
fcis-25107	14	26	image	image	NOUN
fcis-25107	14	27	processing	processing	NOUN
fcis-25107	14	28	technology	technology	NOUN
fcis-25107	14	29	.	.	PUNCT
fcis-25107	15	1	image	image	NOUN
fcis-25107	15	2	processing	processing	NOUN
fcis-25107	15	3	and	and	CCONJ
fcis-25107	15	4	computer	computer	NOUN
fcis-25107	15	5	vision	vision	NOUN
fcis-25107	15	6	technology	technology	NOUN
fcis-25107	15	7	refers	refer	VERB
fcis-25107	15	8	to	to	ADP
fcis-25107	15	9	a	a	DET
fcis-25107	15	10	technique	technique	NOUN
fcis-25107	15	11	that	that	PRON
fcis-25107	15	12	uses	use	VERB
fcis-25107	15	13	computers	computer	NOUN
fcis-25107	15	14	to	to	PART
fcis-25107	15	15	process	process	VERB
fcis-25107	15	16	and	and	CCONJ
fcis-25107	15	17	analyze	analyze	VERB
fcis-25107	15	18	images	image	NOUN
fcis-25107	15	19	.	.	PUNCT
fcis-25107	16	1	it	it	PRON
fcis-25107	16	2	encompasses	encompass	VERB
fcis-25107	16	3	various	various	ADJ
fcis-25107	16	4	aspects	aspect	NOUN
fcis-25107	16	5	such	such	ADJ
fcis-25107	16	6	as	as	ADP
fcis-25107	16	7	image	image	NOUN
fcis-25107	16	8	acquisition	acquisition	NOUN
fcis-25107	16	9	,	,	PUNCT
fcis-25107	16	10	preprocessing	preprocessing	NOUN
fcis-25107	16	11	,	,	PUNCT
fcis-25107	16	12	feature	feature	NOUN
fcis-25107	16	13	extraction	extraction	NOUN
fcis-25107	16	14	,	,	PUNCT
fcis-25107	16	15	object	object	NOUN
fcis-25107	16	16	detection	detection	NOUN
fcis-25107	16	17	,	,	PUNCT
fcis-25107	16	18	and	and	CCONJ
fcis-25107	16	19	classification	classification	NOUN
fcis-25107	16	20	.	.	PUNCT
fcis-25107	17	1	in	in	ADP
fcis-25107	17	2	industrial	industrial	ADJ
fcis-25107	17	3	production	production	NOUN
fcis-25107	17	4	,	,	PUNCT
fcis-25107	17	5	image	image	NOUN
fcis-25107	17	6	processing	processing	NOUN
fcis-25107	17	7	and	and	CCONJ
fcis-25107	17	8	computer	computer	NOUN
fcis-25107	17	9	vision	vision	NOUN
fcis-25107	17	10	technology	technology	NOUN
fcis-25107	17	11	are	be	AUX
fcis-25107	17	12	widely	widely	ADV
fcis-25107	17	13	used	use	VERB
fcis-25107	17	14	in	in	ADP
fcis-25107	17	15	fields	field	NOUN
fcis-25107	17	16	such	such	ADJ
fcis-25107	17	17	as	as	ADP
fcis-25107	17	18	product	product	NOUN
fcis-25107	17	19	quality	quality	NOUN
fcis-25107	17	20	inspection	inspection	NOUN
fcis-25107	17	21	,	,	PUNCT
fcis-25107	17	22	defect	defect	ADJ
fcis-25107	17	23	detection	detection	NOUN
fcis-25107	17	24	,	,	PUNCT
fcis-25107	17	25	and	and	CCONJ
fcis-25107	17	26	automated	automated	ADJ
fcis-25107	17	27	recognition	recognition	NOUN
fcis-25107	17	28	.	.	PUNCT
fcis-25107	18	1	basically	basically	ADV
fcis-25107	18	2	,	,	PUNCT
fcis-25107	18	3	opencv	opencv	PROPN
fcis-25107	18	4	is	be	AUX
fcis-25107	18	5	an	an	DET
fcis-25107	18	6	open	open	ADJ
fcis-25107	18	7	-	-	PUNCT
fcis-25107	18	8	source	source	NOUN
fcis-25107	18	9	computer	computer	NOUN
fcis-25107	18	10	vision	vision	NOUN
fcis-25107	18	11	library	library	NOUN
fcis-25107	18	12	that	that	PRON
fcis-25107	18	13	offers	offer	VERB
fcis-25107	18	14	a	a	DET
fcis-25107	18	15	wide	wide	ADJ
fcis-25107	18	16	range	range	NOUN
fcis-25107	18	17	of	of	ADP
fcis-25107	18	18	image	image	NOUN
fcis-25107	18	19	processing	processing	NOUN
fcis-25107	18	20	and	and	CCONJ
fcis-25107	18	21	computer	computer	NOUN
fcis-25107	18	22	vision	vision	NOUN
fcis-25107	18	23	algorithms	algorithm	NOUN
fcis-25107	18	24	,	,	PUNCT
fcis-25107	18	25	including	include	VERB
fcis-25107	18	26	image	image	NOUN
fcis-25107	18	27	processing	processing	NOUN
fcis-25107	18	28	,	,	PUNCT
fcis-25107	18	29	feature	feature	NOUN
fcis-25107	18	30	detection	detection	NOUN
fcis-25107	18	31	,	,	PUNCT
fcis-25107	18	32	object	object	VERB
fcis-25107	18	33	tracking	tracking	NOUN
fcis-25107	18	34	,	,	PUNCT
fcis-25107	18	35	and	and	CCONJ
fcis-25107	18	36	machine	machine	NOUN
fcis-25107	18	37	learning	learn	VERB
fcis-25107	18	38	functionalities	functionality	NOUN
fcis-25107	18	39	.	.	PUNCT
fcis-25107	19	1	it	it	PRON
fcis-25107	19	2	supports	support	VERB
fcis-25107	19	3	multiple	multiple	ADJ
fcis-25107	19	4	programming	programming	NOUN
fcis-25107	19	5	languages	language	NOUN
fcis-25107	19	6	,	,	PUNCT
fcis-25107	19	7	such	such	ADJ
fcis-25107	19	8	as	as	ADP
fcis-25107	19	9	c++	c++	NOUN
fcis-25107	19	10	and	and	CCONJ
fcis-25107	19	11	python	python	NOUN
fcis-25107	19	12	,	,	PUNCT
fcis-25107	19	13	and	and	CCONJ
fcis-25107	19	14	is	be	AUX
fcis-25107	19	15	widely	widely	ADV
fcis-25107	19	16	used	use	VERB
fcis-25107	19	17	in	in	ADP
fcis-25107	19	18	fields	field	NOUN
fcis-25107	19	19	such	such	ADJ
fcis-25107	19	20	as	as	ADP
fcis-25107	19	21	image	image	NOUN
fcis-25107	19	22	processing	processing	NOUN
fcis-25107	19	23	,	,	PUNCT
fcis-25107	19	24	medical	medical	ADJ
fcis-25107	19	25	imaging	imaging	NOUN
fcis-25107	19	26	analysis	analysis	NOUN
fcis-25107	19	27	,	,	PUNCT
fcis-25107	19	28	robotics	robotic	NOUN
fcis-25107	19	29	vision	vision	NOUN
fcis-25107	19	30	,	,	PUNCT
fcis-25107	19	31	and	and	CCONJ
fcis-25107	19	32	security	security	NOUN
fcis-25107	19	33	surveillance	surveillance	NOUN
fcis-25107	19	34	.	.	PUNCT
fcis-25107	20	1	python	python	PROPN
fcis-25107	20	2	,	,	PUNCT
fcis-25107	20	3	as	as	ADP
fcis-25107	20	4	a	a	DET
fcis-25107	20	5	concise	concise	ADJ
fcis-25107	20	6	and	and	CCONJ
fcis-25107	20	7	powerful	powerful	ADJ
fcis-25107	20	8	programming	programming	NOUN
fcis-25107	20	9	language	language	NOUN
fcis-25107	20	10	,	,	PUNCT
fcis-25107	20	11	also	also	ADV
fcis-25107	20	12	has	have	VERB
fcis-25107	20	13	extensive	extensive	ADJ
fcis-25107	20	14	applications	application	NOUN
fcis-25107	20	15	in	in	ADP
fcis-25107	20	16	the	the	DET
fcis-25107	20	17	field	field	NOUN
fcis-25107	20	18	of	of	ADP
fcis-25107	20	19	image	image	NOUN
fcis-25107	20	20	processing	processing	NOUN
fcis-25107	20	21	.	.	PUNCT
fcis-25107	21	1	with	with	ADP
fcis-25107	21	2	python	python	PROPN
fcis-25107	21	3	’s	’s	PART
fcis-25107	21	4	image	image	NOUN
fcis-25107	21	5	processing	processing	NOUN
fcis-25107	21	6	libraries	library	NOUN
fcis-25107	21	7	(	(	PUNCT
fcis-25107	21	8	such	such	ADJ
fcis-25107	21	9	as	as	ADP
fcis-25107	21	10	pil	pil	NUM
fcis-25107	21	11	,	,	PUNCT
fcis-25107	21	12	scikit	scikit	NOUN
fcis-25107	21	13	-	-	PUNCT
fcis-25107	21	14	image	image	NOUN
fcis-25107	21	15	,	,	PUNCT
fcis-25107	21	16	etc	etc	X
fcis-25107	21	17	.	.	X
fcis-25107	21	18	)	)	PUNCT
fcis-25107	22	1	and	and	CCONJ
fcis-25107	22	2	tools	tool	NOUN
fcis-25107	22	3	like	like	ADP
fcis-25107	22	4	opencv	opencv	X
fcis-25107	22	5	,	,	PUNCT
fcis-25107	22	6	it	it	PRON
fcis-25107	22	7	is	be	AUX
fcis-25107	22	8	possible	possible	ADJ
fcis-25107	22	9	to	to	PART
fcis-25107	22	10	perform	perform	VERB
fcis-25107	22	11	image	image	NOUN
fcis-25107	22	12	reading	reading	NOUN
fcis-25107	22	13	,	,	PUNCT
fcis-25107	22	14	processing	processing	NOUN
fcis-25107	22	15	,	,	PUNCT
fcis-25107	22	16	analysis	analysis	NOUN
fcis-25107	22	17	,	,	PUNCT
fcis-25107	22	18	and	and	CCONJ
fcis-25107	22	19	visualization	visualization	NOUN
fcis-25107	22	20	.	.	PUNCT
fcis-25107	23	1	additionally	additionally	ADV
fcis-25107	23	2	,	,	PUNCT
fcis-25107	23	3	python	python	PROPN
fcis-25107	23	4	features	feature	VERB
fcis-25107	23	5	a	a	DET
fcis-25107	23	6	rich	rich	ADJ
fcis-25107	23	7	array	array	NOUN
fcis-25107	23	8	of	of	ADP
fcis-25107	23	9	scientific	scientific	ADJ
fcis-25107	23	10	computing	computing	NOUN
fcis-25107	23	11	libraries	library	NOUN
fcis-25107	23	12	and	and	CCONJ
fcis-25107	23	13	machine	machine	NOUN
fcis-25107	23	14	learning	learning	NOUN
fcis-25107	23	15	libraries	library	NOUN
fcis-25107	23	16	,	,	PUNCT
fcis-25107	23	17	enabling	enable	VERB
fcis-25107	23	18	the	the	DET
fcis-25107	23	19	integration	integration	NOUN
fcis-25107	23	20	of	of	ADP
fcis-25107	23	21	image	image	NOUN
fcis-25107	23	22	processing	processing	NOUN
fcis-25107	23	23	techniques	technique	NOUN
fcis-25107	23	24	for	for	ADP
fcis-25107	23	25	more	more	ADJ
fcis-25107	23	26	complex	complex	ADJ
fcis-25107	23	27	applications	application	NOUN
fcis-25107	23	28	.	.	PUNCT
fcis-25107	24	1	numerous	numerous	ADJ
fcis-25107	24	2	studies	study	NOUN
fcis-25107	24	3	have	have	AUX
fcis-25107	24	4	focused	focus	VERB
fcis-25107	24	5	on	on	ADP
fcis-25107	24	6	developing	develop	VERB
fcis-25107	24	7	computer	computer	NOUN
fcis-25107	24	8	vision	vision	NOUN
fcis-25107	24	9	-	-	PUNCT
fcis-25107	24	10	based	base	VERB
fcis-25107	24	11	defect	defect	NOUN
fcis-25107	24	12	detection	detection	NOUN
fcis-25107	24	13	systems	system	NOUN
fcis-25107	24	14	across	across	ADP
fcis-25107	24	15	various	various	ADJ
fcis-25107	24	16	fields	field	NOUN
fcis-25107	24	17	,	,	PUNCT
fcis-25107	24	18	including	include	VERB
fcis-25107	24	19	agriculture	agriculture	NOUN
fcis-25107	24	20	[	[	X
fcis-25107	24	21	1	1	NUM
fcis-25107	24	22	]	]	PUNCT
fcis-25107	24	23	,	,	PUNCT
fcis-25107	24	24	art	art	NOUN
fcis-25107	24	25	works	work	NOUN
fcis-25107	24	26	,	,	PUNCT
fcis-25107	24	27	games	game	NOUN
fcis-25107	24	28	and	and	CCONJ
fcis-25107	24	29	industry	industry	NOUN
fcis-25107	25	1	[	[	X
fcis-25107	25	2	2	2	NUM
fcis-25107	25	3	]	]	PUNCT
fcis-25107	25	4	.	.	PUNCT
fcis-25107	26	1	however	however	ADV
fcis-25107	26	2	,	,	PUNCT
fcis-25107	26	3	research	research	NOUN
fcis-25107	26	4	on	on	ADP
fcis-25107	26	5	real	real	ADJ
fcis-25107	26	6	-	-	PUNCT
fcis-25107	26	7	time	time	NOUN
fcis-25107	26	8	defect	defect	NOUN
fcis-25107	26	9	detection	detection	NOUN
fcis-25107	26	10	for	for	ADP
fcis-25107	26	11	medicine	medicine	NOUN
fcis-25107	26	12	bottles	bottle	NOUN
fcis-25107	26	13	is	be	AUX
fcis-25107	26	14	relatively	relatively	ADV
fcis-25107	26	15	scarce	scarce	ADJ
fcis-25107	26	16	,	,	PUNCT
fcis-25107	26	17	with	with	ADP
fcis-25107	26	18	existing	exist	VERB
fcis-25107	26	19	methods	method	NOUN
fcis-25107	26	20	often	often	ADV
fcis-25107	26	21	limited	limit	VERB
fcis-25107	26	22	to	to	ADP
fcis-25107	26	23	static	static	ADJ
fcis-25107	26	24	image	image	NOUN
fcis-25107	26	25	analysis	analysis	NOUN
fcis-25107	26	26	and	and	CCONJ
fcis-25107	26	27	lacking	lack	VERB
fcis-25107	26	28	real	real	ADJ
fcis-25107	26	29	-	-	PUNCT
fcis-25107	26	30	time	time	NOUN
fcis-25107	26	31	capabilities	capability	NOUN
fcis-25107	26	32	and	and	CCONJ
fcis-25107	26	33	accuracy	accuracy	NOUN
fcis-25107	26	34	.	.	PUNCT
fcis-25107	27	1	therefore	therefore	ADV
fcis-25107	27	2	,	,	PUNCT
fcis-25107	27	3	it	it	PRON
fcis-25107	27	4	is	be	AUX
fcis-25107	27	5	essential	essential	ADJ
fcis-25107	27	6	to	to	PART
fcis-25107	27	7	conduct	conduct	VERB
fcis-25107	27	8	research	research	NOUN
fcis-25107	27	9	on	on	ADP
fcis-25107	27	10	real	real	ADJ
fcis-25107	27	11	-	-	PUNCT
fcis-25107	27	12	time	time	NOUN
fcis-25107	27	13	defect	defect	NOUN
fcis-25107	27	14	detection	detection	NOUN
fcis-25107	27	15	systems	system	NOUN
fcis-25107	27	16	for	for	ADP
fcis-25107	27	17	medicine	medicine	NOUN
fcis-25107	27	18	bottles	bottle	NOUN
fcis-25107	27	19	to	to	PART
fcis-25107	27	20	fill	fill	VERB
fcis-25107	27	21	this	this	DET
fcis-25107	27	22	gap	gap	NOUN
fcis-25107	27	23	and	and	CCONJ
fcis-25107	27	24	enhance	enhance	VERB
fcis-25107	27	25	quality	quality	NOUN
fcis-25107	27	26	control	control	NOUN
fcis-25107	27	27	in	in	ADP
fcis-25107	27	28	pharmaceutical	pharmaceutical	ADJ
fcis-25107	27	29	production	production	NOUN
fcis-25107	27	30	lines	line	NOUN
fcis-25107	27	31	.	.	PUNCT
fcis-25107	28	1	2	2	X
fcis-25107	28	2	.	.	NOUN
fcis-25107	28	3	problem	problem	NOUN
fcis-25107	28	4	identification	identification	NOUN
fcis-25107	28	5	bottle	bottle	NOUN
fcis-25107	28	6	defect	defect	NOUN
fcis-25107	28	7	detection	detection	NOUN
fcis-25107	28	8	technology	technology	NOUN
fcis-25107	28	9	refers	refer	VERB
fcis-25107	28	10	to	to	ADP
fcis-25107	28	11	the	the	DET
fcis-25107	28	12	use	use	NOUN
fcis-25107	28	13	of	of	ADP
fcis-25107	28	14	image	image	NOUN
fcis-25107	28	15	processing	processing	NOUN
fcis-25107	28	16	and	and	CCONJ
fcis-25107	28	17	computer	computer	NOUN
fcis-25107	28	18	vision	vision	NOUN
fcis-25107	28	19	techniques	technique	NOUN
fcis-25107	28	20	to	to	PART
fcis-25107	28	21	assess	assess	VERB
fcis-25107	28	22	the	the	DET
fcis-25107	28	23	quality	quality	NOUN
fcis-25107	28	24	of	of	ADP
fcis-25107	28	25	medicine	medicine	NOUN
fcis-25107	28	26	bottles	bottle	NOUN
fcis-25107	28	27	,	,	PUNCT
fcis-25107	28	28	identifying	identify	VERB
fcis-25107	28	29	and	and	CCONJ
fcis-25107	28	30	classifying	classify	VERB
fcis-25107	28	31	defects	defect	NOUN
fcis-25107	28	32	.	.	PUNCT
fcis-25107	29	1	common	common	ADJ
fcis-25107	29	2	defects	defect	NOUN
fcis-25107	29	3	in	in	ADP
fcis-25107	29	4	medicine	medicine	NOUN
fcis-25107	29	5	bottles	bottle	NOUN
fcis-25107	29	6	include	include	VERB
fcis-25107	29	7	body	body	NOUN
fcis-25107	29	8	damage	damage	NOUN
fcis-25107	29	9	,	,	PUNCT
fcis-25107	29	10	foreign	foreign	ADJ
fcis-25107	29	11	objects	object	NOUN
fcis-25107	29	12	,	,	PUNCT
fcis-25107	29	13	and	and	CCONJ
fcis-25107	29	14	missing	miss	VERB
fcis-25107	29	15	caps	cap	NOUN
fcis-25107	29	16	.	.	PUNCT
fcis-25107	30	1	through	through	ADP
fcis-25107	30	2	suitable	suitable	ADJ
fcis-25107	30	3	algorithms	algorithm	NOUN
fcis-25107	30	4	and	and	CCONJ
fcis-25107	30	5	systems	system	NOUN
fcis-25107	30	6	,	,	PUNCT
fcis-25107	30	7	automatic	automatic	ADJ
fcis-25107	30	8	detection	detection	NOUN
fcis-25107	30	9	and	and	CCONJ
fcis-25107	30	10	recognition	recognition	NOUN
fcis-25107	30	11	of	of	ADP
fcis-25107	30	12	bottle	bottle	NOUN
fcis-25107	30	13	defects	defect	NOUN
fcis-25107	30	14	can	can	AUX
fcis-25107	30	15	be	be	AUX
fcis-25107	30	16	achieved	achieve	VERB
fcis-25107	30	17	,	,	PUNCT
fcis-25107	30	18	improving	improve	VERB
fcis-25107	30	19	production	production	NOUN
fcis-25107	30	20	efficiency	efficiency	NOUN
fcis-25107	30	21	and	and	CCONJ
fcis-25107	30	22	product	product	NOUN
fcis-25107	30	23	quality	quality	NOUN
fcis-25107	30	24	.	.	PUNCT
fcis-25107	31	1	3	3	X
fcis-25107	31	2	.	.	X
fcis-25107	31	3	research	research	NOUN
fcis-25107	31	4	methodology	methodology	NOUN
fcis-25107	31	5	a	a	DET
fcis-25107	31	6	real	real	ADJ
fcis-25107	31	7	-	-	PUNCT
fcis-25107	31	8	time	time	NOUN
fcis-25107	31	9	bottle	bottle	NOUN
fcis-25107	31	10	defect	defect	NOUN
fcis-25107	31	11	detection	detection	NOUN
fcis-25107	31	12	system	system	NOUN
fcis-25107	31	13	based	base	VERB
fcis-25107	31	14	on	on	ADP
fcis-25107	31	15	opencv	opencv	PROPN
fcis-25107	31	16	and	and	CCONJ
fcis-25107	31	17	python	python	NOUN
fcis-25107	31	18	combines	combine	VERB
fcis-25107	31	19	image	image	NOUN
fcis-25107	31	20	processing	processing	NOUN
fcis-25107	31	21	and	and	CCONJ
fcis-25107	31	22	computer	computer	NOUN
fcis-25107	31	23	vision	vision	NOUN
fcis-25107	31	24	technologies	technology	NOUN
fcis-25107	31	25	[	[	X
fcis-25107	31	26	3	3	NUM
fcis-25107	31	27	]	]	PUNCT
fcis-25107	31	28	.	.	PUNCT
fcis-25107	32	1	it	it	PRON
fcis-25107	32	2	involves	involve	VERB
fcis-25107	32	3	real	real	ADJ
fcis-25107	32	4	-	-	PUNCT
fcis-25107	32	5	time	time	NOUN
fcis-25107	32	6	acquisition	acquisition	NOUN
fcis-25107	32	7	of	of	ADP
fcis-25107	32	8	bottle	bottle	NOUN
fcis-25107	32	9	images	image	NOUN
fcis-25107	32	10	,	,	PUNCT
fcis-25107	32	11	followed	follow	VERB
fcis-25107	32	12	by	by	ADP
fcis-25107	32	13	preprocessing	preprocesse	VERB
fcis-25107	32	14	,	,	PUNCT
fcis-25107	32	15	feature	feature	NOUN
fcis-25107	32	16	extraction	extraction	NOUN
fcis-25107	32	17	,	,	PUNCT
fcis-25107	32	18	and	and	CCONJ
fcis-25107	32	19	classification	classification	NOUN
fcis-25107	32	20	,	,	PUNCT
fcis-25107	32	21	ultimately	ultimately	ADV
fcis-25107	32	22	enabling	enable	VERB
fcis-25107	32	23	accurate	accurate	ADJ
fcis-25107	32	24	detection	detection	NOUN
fcis-25107	32	25	and	and	CCONJ
fcis-25107	32	26	analysis	analysis	NOUN
fcis-25107	32	27	of	of	ADP
fcis-25107	32	28	defects	defect	NOUN
fcis-25107	32	29	.	.	PUNCT
fcis-25107	33	1	this	this	DET
fcis-25107	33	2	system	system	NOUN
fcis-25107	33	3	is	be	AUX
fcis-25107	33	4	characterized	characterize	VERB
fcis-25107	33	5	by	by	ADP
fcis-25107	33	6	its	its	PRON
fcis-25107	33	7	real	real	ADJ
fcis-25107	33	8	-	-	PUNCT
fcis-25107	33	9	time	time	NOUN
fcis-25107	33	10	performance	performance	NOUN
fcis-25107	33	11	and	and	CCONJ
fcis-25107	33	12	efficiency	efficiency	NOUN
fcis-25107	33	13	and	and	CCONJ
fcis-25107	33	14	can	can	AUX
fcis-25107	33	15	be	be	AUX
fcis-25107	33	16	widely	widely	ADV
fcis-25107	33	17	applied	apply	VERB
fcis-25107	33	18	in	in	ADP
fcis-25107	33	19	quality	quality	NOUN
fcis-25107	33	20	control	control	NOUN
fcis-25107	33	21	on	on	ADP
fcis-25107	33	22	pharmaceutical	pharmaceutical	ADJ
fcis-25107	33	23	production	production	NOUN
fcis-25107	33	24	lines	line	NOUN
fcis-25107	33	25	,	,	PUNCT
fcis-25107	33	26	enhancing	enhance	VERB
fcis-25107	33	27	production	production	NOUN
fcis-25107	33	28	efficiency	efficiency	NOUN
fcis-25107	33	29	and	and	CCONJ
fcis-25107	33	30	product	product	NOUN
fcis-25107	33	31	quality	quality	NOUN
fcis-25107	33	32	.	.	PUNCT
fcis-25107	34	1	(	(	PUNCT
fcis-25107	34	2	1	1	X
fcis-25107	34	3	)	)	PUNCT
fcis-25107	34	4	environment	environment	NOUN
fcis-25107	34	5	setup	setup	NOUN
fcis-25107	34	6	to	to	PART
fcis-25107	34	7	ensure	ensure	VERB
fcis-25107	34	8	that	that	SCONJ
fcis-25107	34	9	the	the	DET
fcis-25107	34	10	system	system	NOUN
fcis-25107	34	11	operates	operate	VERB
fcis-25107	34	12	effectively	effectively	ADV
fcis-25107	34	13	in	in	ADP
fcis-25107	34	14	a	a	DET
fcis-25107	34	15	real	real	ADJ
fcis-25107	34	16	production	production	NOUN
fcis-25107	34	17	environment	environment	NOUN
fcis-25107	34	18	,	,	PUNCT
fcis-25107	34	19	the	the	DET
fcis-25107	34	20	experimental	experimental	ADJ
fcis-25107	34	21	environment	environment	NOUN
fcis-25107	34	22	should	should	AUX
fcis-25107	34	23	closely	closely	ADV
fcis-25107	34	24	mimic	mimic	VERB
fcis-25107	34	25	the	the	DET
fcis-25107	34	26	conditions	condition	NOUN
fcis-25107	34	27	of	of	ADP
fcis-25107	34	28	the	the	DET
fcis-25107	34	29	production	production	NOUN
fcis-25107	34	30	line	line	NOUN
fcis-25107	34	31	.	.	PUNCT
fcis-25107	35	1	the	the	DET
fcis-25107	35	2	setup	setup	NOUN
fcis-25107	35	3	of	of	ADP
fcis-25107	35	4	the	the	DET
fcis-25107	35	5	experimental	experimental	ADJ
fcis-25107	35	6	environment	environment	NOUN
fcis-25107	35	7	includes	include	VERB
fcis-25107	35	8	:	:	PUNCT
fcis-25107	35	9	hardware	hardware	NOUN
fcis-25107	35	10	environment	environment	NOUN
fcis-25107	35	11	:	:	PUNCT
fcis-25107	35	12	use	use	VERB
fcis-25107	35	13	high	high	ADJ
fcis-25107	35	14	-	-	PUNCT
fcis-25107	35	15	performance	performance	NOUN
fcis-25107	35	16	computers	computer	NOUN
fcis-25107	35	17	equipped	equip	VERB
fcis-25107	35	18	with	with	ADP
fcis-25107	35	19	multi	multi	ADJ
fcis-25107	35	20	-	-	ADJ
fcis-25107	35	21	core	core	ADJ
fcis-25107	35	22	cpus	cpu	NOUN
fcis-25107	35	23	and	and	CCONJ
fcis-25107	35	24	appropriate	appropriate	ADJ
fcis-25107	35	25	gpus	gpu	NOUN
fcis-25107	35	26	to	to	PART
fcis-25107	35	27	meet	meet	VERB
fcis-25107	35	28	real	real	ADJ
fcis-25107	35	29	-	-	PUNCT
fcis-25107	35	30	time	time	NOUN
fcis-25107	35	31	processing	processing	NOUN
fcis-25107	35	32	requirements	requirement	NOUN
fcis-25107	35	33	.	.	PUNCT
fcis-25107	36	1	software	software	NOUN
fcis-25107	36	2	environment	environment	PROPN
fcis-25107	36	3	:	:	PUNCT
fcis-25107	36	4	utilize	utilize	VERB
fcis-25107	36	5	python	python	NOUN
fcis-25107	36	6	as	as	ADP
fcis-25107	36	7	the	the	DET
fcis-25107	36	8	programming	programming	NOUN
fcis-25107	36	9	language	language	NOUN
fcis-25107	36	10	and	and	CCONJ
fcis-25107	36	11	opencv	opencv	NOUN
fcis-25107	36	12	as	as	ADP
fcis-25107	36	13	the	the	DET
fcis-25107	36	14	image	image	NOUN
fcis-25107	36	15	processing	processing	NOUN
fcis-25107	36	16	library	library	NOUN
fcis-25107	36	17	.	.	PUNCT
fcis-25107	37	1	54	54	NUM
fcis-25107	37	2	additionally	additionally	ADV
fcis-25107	37	3	,	,	PUNCT
fcis-25107	37	4	use	use	VERB
fcis-25107	37	5	yolov8	yolov8	NOUN
fcis-25107	37	6	or	or	CCONJ
fcis-25107	37	7	pytorch	pytorch	NOUN
fcis-25107	37	8	for	for	ADP
fcis-25107	37	9	training	train	VERB
fcis-25107	37	10	deep	deep	ADJ
fcis-25107	37	11	learning	learning	NOUN
fcis-25107	37	12	models	model	NOUN
fcis-25107	37	13	.	.	PUNCT
fcis-25107	38	1	camera	camera	NOUN
fcis-25107	38	2	setup	setup	NOUN
fcis-25107	38	3	:	:	PUNCT
fcis-25107	38	4	install	install	VERB
fcis-25107	38	5	the	the	DET
fcis-25107	38	6	camera	camera	NOUN
fcis-25107	38	7	at	at	ADP
fcis-25107	38	8	appropriate	appropriate	ADJ
fcis-25107	38	9	locations	location	NOUN
fcis-25107	38	10	on	on	ADP
fcis-25107	38	11	the	the	DET
fcis-25107	38	12	production	production	NOUN
fcis-25107	38	13	line	line	NOUN
fcis-25107	38	14	to	to	PART
fcis-25107	38	15	ensure	ensure	VERB
fcis-25107	38	16	clear	clear	ADJ
fcis-25107	38	17	capture	capture	NOUN
fcis-25107	38	18	of	of	ADP
fcis-25107	38	19	bottle	bottle	NOUN
fcis-25107	38	20	images	image	NOUN
fcis-25107	38	21	.	.	PUNCT
fcis-25107	39	1	after	after	ADP
fcis-25107	39	2	setting	set	VERB
fcis-25107	39	3	up	up	ADP
fcis-25107	39	4	the	the	DET
fcis-25107	39	5	experimental	experimental	ADJ
fcis-25107	39	6	environment	environment	NOUN
fcis-25107	39	7	,	,	PUNCT
fcis-25107	39	8	system	system	NOUN
fcis-25107	39	9	parameters	parameter	NOUN
fcis-25107	39	10	need	need	VERB
fcis-25107	39	11	to	to	PART
fcis-25107	39	12	be	be	AUX
fcis-25107	39	13	fine	fine	ADV
fcis-25107	39	14	-	-	PUNCT
fcis-25107	39	15	tuned	tune	VERB
fcis-25107	39	16	.	.	PUNCT
fcis-25107	40	1	key	key	ADJ
fcis-25107	40	2	parameters	parameter	NOUN
fcis-25107	40	3	for	for	ADP
fcis-25107	40	4	tuning	tuning	NOUN
fcis-25107	40	5	include	include	VERB
fcis-25107	40	6	:	:	PUNCT
fcis-25107	40	7	threshold	threshold	NOUN
fcis-25107	40	8	setting	setting	NOUN
fcis-25107	40	9	:	:	PUNCT
fcis-25107	40	10	adjust	adjust	VERB
fcis-25107	40	11	the	the	DET
fcis-25107	40	12	threshold	threshold	NOUN
fcis-25107	40	13	for	for	ADP
fcis-25107	40	14	defect	defect	NOUN
fcis-25107	40	15	detection	detection	NOUN
fcis-25107	40	16	based	base	VERB
fcis-25107	40	17	on	on	ADP
fcis-25107	40	18	the	the	DET
fcis-25107	40	19	samples	sample	NOUN
fcis-25107	40	20	in	in	ADP
fcis-25107	40	21	the	the	DET
fcis-25107	40	22	dataset	dataset	NOUN
fcis-25107	40	23	.	.	PUNCT
fcis-25107	41	1	detection	detection	NOUN
fcis-25107	41	2	speed	speed	NOUN
fcis-25107	41	3	:	:	PUNCT
fcis-25107	41	4	improve	improve	VERB
fcis-25107	41	5	detection	detection	NOUN
fcis-25107	41	6	speed	speed	NOUN
fcis-25107	41	7	while	while	SCONJ
fcis-25107	41	8	maintaining	maintain	VERB
fcis-25107	41	9	accuracy	accuracy	NOUN
fcis-25107	41	10	.	.	PUNCT
fcis-25107	42	1	model	model	NOUN
fcis-25107	42	2	training	training	NOUN
fcis-25107	42	3	:	:	PUNCT
fcis-25107	42	4	choose	choose	VERB
fcis-25107	42	5	the	the	DET
fcis-25107	42	6	appropriate	appropriate	ADJ
fcis-25107	42	7	model	model	NOUN
fcis-25107	42	8	architecture	architecture	NOUN
fcis-25107	42	9	based	base	VERB
fcis-25107	42	10	on	on	ADP
fcis-25107	42	11	the	the	DET
fcis-25107	42	12	size	size	NOUN
fcis-25107	42	13	and	and	CCONJ
fcis-25107	42	14	complexity	complexity	NOUN
fcis-25107	42	15	of	of	ADP
fcis-25107	42	16	the	the	DET
fcis-25107	42	17	dataset	dataset	NOUN
fcis-25107	42	18	and	and	CCONJ
fcis-25107	42	19	adjust	adjust	VERB
fcis-25107	42	20	parameters	parameter	NOUN
fcis-25107	42	21	such	such	ADJ
fcis-25107	42	22	as	as	ADP
fcis-25107	42	23	the	the	DET
fcis-25107	42	24	learning	learning	NOUN
fcis-25107	42	25	rate	rate	NOUN
fcis-25107	42	26	.	.	PUNCT
fcis-25107	43	1	(	(	PUNCT
fcis-25107	43	2	2	2	X
fcis-25107	43	3	)	)	PUNCT
fcis-25107	43	4	system	system	NOUN
fcis-25107	43	5	design	design	VERB
fcis-25107	43	6	the	the	DET
fcis-25107	43	7	architecture	architecture	NOUN
fcis-25107	43	8	design	design	NOUN
fcis-25107	43	9	of	of	ADP
fcis-25107	43	10	a	a	DET
fcis-25107	43	11	real	real	ADJ
fcis-25107	43	12	-	-	PUNCT
fcis-25107	43	13	time	time	NOUN
fcis-25107	43	14	bottle	bottle	NOUN
fcis-25107	43	15	defect	defect	NOUN
fcis-25107	43	16	detection	detection	NOUN
fcis-25107	43	17	system	system	NOUN
fcis-25107	43	18	includes	include	VERB
fcis-25107	43	19	both	both	DET
fcis-25107	43	20	hardware	hardware	NOUN
fcis-25107	43	21	and	and	CCONJ
fcis-25107	43	22	software	software	NOUN
fcis-25107	43	23	components	component	NOUN
fcis-25107	43	24	.	.	PUNCT
fcis-25107	44	1	the	the	DET
fcis-25107	44	2	hardware	hardware	NOUN
fcis-25107	44	3	part	part	NOUN
fcis-25107	44	4	primarily	primarily	ADV
fcis-25107	44	5	consists	consist	VERB
fcis-25107	44	6	of	of	ADP
fcis-25107	44	7	cameras	camera	NOUN
fcis-25107	44	8	,	,	PUNCT
fcis-25107	44	9	image	image	NOUN
fcis-25107	44	10	acquisition	acquisition	NOUN
fcis-25107	44	11	devices	device	NOUN
fcis-25107	44	12	,	,	PUNCT
fcis-25107	44	13	and	and	CCONJ
fcis-25107	44	14	computers	computer	NOUN
fcis-25107	44	15	.	.	PUNCT
fcis-25107	45	1	figure	figure	NOUN
fcis-25107	45	2	1	1	NUM
fcis-25107	45	3	.	.	PUNCT
fcis-25107	45	4	system	system	NOUN
fcis-25107	45	5	framework	framework	VERB
fcis-25107	45	6	the	the	DET
fcis-25107	45	7	software	software	NOUN
fcis-25107	45	8	part	part	NOUN
fcis-25107	45	9	primarily	primarily	ADV
fcis-25107	45	10	includes	include	VERB
fcis-25107	45	11	image	image	NOUN
fcis-25107	45	12	processing	processing	NOUN
fcis-25107	45	13	algorithms	algorithm	NOUN
fcis-25107	45	14	,	,	PUNCT
fcis-25107	45	15	defect	defect	VERB
fcis-25107	45	16	detection	detection	NOUN
fcis-25107	45	17	algorithms	algorithm	NOUN
fcis-25107	45	18	,	,	PUNCT
fcis-25107	45	19	and	and	CCONJ
fcis-25107	45	20	user	user	NOUN
fcis-25107	45	21	interfaces	interface	NOUN
fcis-25107	45	22	.	.	PUNCT
fcis-25107	46	1	the	the	DET
fcis-25107	46	2	key	key	NOUN
fcis-25107	46	3	to	to	ADP
fcis-25107	46	4	the	the	DET
fcis-25107	46	5	system	system	NOUN
fcis-25107	46	6	architecture	architecture	NOUN
fcis-25107	46	7	design	design	NOUN
fcis-25107	46	8	is	be	AUX
fcis-25107	46	9	to	to	PART
fcis-25107	46	10	ensure	ensure	VERB
fcis-25107	46	11	the	the	DET
fcis-25107	46	12	realtime	realtime	ADJ
fcis-25107	46	13	capability	capability	NOUN
fcis-25107	46	14	of	of	ADP
fcis-25107	46	15	image	image	NOUN
fcis-25107	46	16	acquisition	acquisition	NOUN
fcis-25107	46	17	,	,	PUNCT
fcis-25107	46	18	the	the	DET
fcis-25107	46	19	accuracy	accuracy	NOUN
fcis-25107	46	20	of	of	ADP
fcis-25107	46	21	image	image	NOUN
fcis-25107	46	22	processing	processing	NOUN
fcis-25107	46	23	,	,	PUNCT
fcis-25107	46	24	and	and	CCONJ
fcis-25107	46	25	the	the	DET
fcis-25107	46	26	stability	stability	NOUN
fcis-25107	46	27	of	of	ADP
fcis-25107	46	28	the	the	DET
fcis-25107	46	29	system	system	NOUN
fcis-25107	46	30	.	.	PUNCT
fcis-25107	47	1	the	the	DET
fcis-25107	47	2	image	image	NOUN
fcis-25107	47	3	processing	processing	NOUN
fcis-25107	47	4	workflow	workflow	NOUN
fcis-25107	47	5	design	design	NOUN
fcis-25107	47	6	is	be	AUX
fcis-25107	47	7	the	the	DET
fcis-25107	47	8	core	core	NOUN
fcis-25107	47	9	component	component	NOUN
fcis-25107	47	10	of	of	ADP
fcis-25107	47	11	a	a	DET
fcis-25107	47	12	real	real	ADJ
fcis-25107	47	13	-	-	PUNCT
fcis-25107	47	14	time	time	NOUN
fcis-25107	47	15	bottle	bottle	NOUN
fcis-25107	47	16	defect	defect	NOUN
fcis-25107	47	17	detection	detection	NOUN
fcis-25107	47	18	system	system	NOUN
fcis-25107	47	19	.	.	PUNCT
fcis-25107	48	1	it	it	PRON
fcis-25107	48	2	mainly	mainly	ADV
fcis-25107	48	3	includes	include	VERB
fcis-25107	48	4	four	four	NUM
fcis-25107	48	5	steps	step	NOUN
fcis-25107	48	6	:	:	PUNCT
fcis-25107	48	7	image	image	NOUN
fcis-25107	48	8	acquisition	acquisition	NOUN
fcis-25107	48	9	,	,	PUNCT
fcis-25107	48	10	preprocessing	preprocessing	NOUN
fcis-25107	48	11	,	,	PUNCT
fcis-25107	48	12	feature	feature	NOUN
fcis-25107	48	13	extraction	extraction	NOUN
fcis-25107	48	14	,	,	PUNCT
fcis-25107	48	15	and	and	CCONJ
fcis-25107	48	16	defect	defect	VERB
fcis-25107	48	17	detection	detection	NOUN
fcis-25107	48	18	.	.	PUNCT
fcis-25107	49	1	image	image	NOUN
fcis-25107	49	2	acquisition	acquisition	NOUN
fcis-25107	49	3	captures	capture	VERB
fcis-25107	49	4	real	real	ADJ
fcis-25107	49	5	-	-	PUNCT
fcis-25107	49	6	time	time	NOUN
fcis-25107	49	7	images	image	NOUN
fcis-25107	49	8	of	of	ADP
fcis-25107	49	9	the	the	DET
fcis-25107	49	10	bottles	bottle	NOUN
fcis-25107	49	11	using	use	VERB
fcis-25107	49	12	cameras	camera	NOUN
fcis-25107	49	13	.	.	PUNCT
fcis-25107	50	1	preprocessing	preprocesse	VERB
fcis-25107	50	2	involves	involve	VERB
fcis-25107	50	3	operations	operation	NOUN
fcis-25107	50	4	such	such	ADJ
fcis-25107	50	5	as	as	ADP
fcis-25107	50	6	noise	noise	NOUN
fcis-25107	50	7	reduction	reduction	NOUN
fcis-25107	50	8	,	,	PUNCT
fcis-25107	50	9	grayscale	grayscale	NOUN
fcis-25107	50	10	conversion	conversion	NOUN
fcis-25107	50	11	,	,	PUNCT
fcis-25107	50	12	and	and	CCONJ
fcis-25107	50	13	edge	edge	NOUN
fcis-25107	50	14	detection	detection	NOUN
fcis-25107	50	15	.	.	PUNCT
fcis-25107	51	1	feature	feature	NOUN
fcis-25107	51	2	extraction	extraction	NOUN
fcis-25107	51	3	involves	involve	VERB
fcis-25107	51	4	extracting	extract	VERB
fcis-25107	51	5	features	feature	NOUN
fcis-25107	51	6	from	from	ADP
fcis-25107	51	7	the	the	DET
fcis-25107	51	8	image	image	NOUN
fcis-25107	51	9	,	,	PUNCT
fcis-25107	51	10	such	such	ADJ
fcis-25107	51	11	as	as	ADP
fcis-25107	51	12	color	color	NOUN
fcis-25107	51	13	,	,	PUNCT
fcis-25107	51	14	texture	texture	NOUN
fcis-25107	51	15	,	,	PUNCT
fcis-25107	51	16	and	and	CCONJ
fcis-25107	51	17	shape	shape	NOUN
fcis-25107	51	18	.	.	PUNCT
fcis-25107	52	1	defect	defect	NOUN
fcis-25107	52	2	detection	detection	NOUN
fcis-25107	52	3	uses	use	VERB
fcis-25107	52	4	a	a	DET
fcis-25107	52	5	trained	train	VERB
fcis-25107	52	6	model	model	NOUN
fcis-25107	52	7	to	to	PART
fcis-25107	52	8	classify	classify	VERB
fcis-25107	52	9	and	and	CCONJ
fcis-25107	52	10	recognize	recognize	VERB
fcis-25107	52	11	defects	defect	NOUN
fcis-25107	52	12	based	base	VERB
fcis-25107	52	13	on	on	ADP
fcis-25107	52	14	the	the	DET
fcis-25107	52	15	extracted	extract	VERB
fcis-25107	52	16	features	feature	NOUN
fcis-25107	52	17	.	.	PUNCT
fcis-25107	53	1	the	the	DET
fcis-25107	53	2	implementation	implementation	NOUN
fcis-25107	53	3	of	of	ADP
fcis-25107	53	4	defect	defect	ADJ
fcis-25107	53	5	detection	detection	NOUN
fcis-25107	53	6	algorithms	algorithm	NOUN
fcis-25107	53	7	is	be	AUX
fcis-25107	53	8	a	a	DET
fcis-25107	53	9	key	key	ADJ
fcis-25107	53	10	part	part	NOUN
fcis-25107	53	11	of	of	ADP
fcis-25107	53	12	a	a	DET
fcis-25107	53	13	real	real	ADJ
fcis-25107	53	14	-	-	PUNCT
fcis-25107	53	15	time	time	NOUN
fcis-25107	53	16	bottle	bottle	NOUN
fcis-25107	53	17	defect	defect	NOUN
fcis-25107	53	18	detection	detection	NOUN
fcis-25107	53	19	system	system	NOUN
fcis-25107	53	20	.	.	PUNCT
fcis-25107	54	1	commonly	commonly	ADV
fcis-25107	54	2	used	use	VERB
fcis-25107	54	3	algorithms	algorithm	NOUN
fcis-25107	54	4	include	include	VERB
fcis-25107	54	5	support	support	NOUN
fcis-25107	54	6	vector	vector	NOUN
fcis-25107	54	7	machines	machine	NOUN
fcis-25107	54	8	(	(	PUNCT
fcis-25107	54	9	svm	svm	PROPN
fcis-25107	54	10	)	)	PUNCT
fcis-25107	55	1	[	[	X
fcis-25107	55	2	4	4	NUM
fcis-25107	55	3	]	]	PUNCT
fcis-25107	55	4	and	and	CCONJ
fcis-25107	55	5	convolutional	convolutional	ADJ
fcis-25107	55	6	neural	neural	ADJ
fcis-25107	55	7	networks	network	NOUN
fcis-25107	55	8	(	(	PUNCT
fcis-25107	55	9	cnn	cnn	PROPN
fcis-25107	55	10	)	)	PUNCT
fcis-25107	55	11	.	.	PUNCT
fcis-25107	56	1	in	in	ADP
fcis-25107	56	2	python	python	PROPN
fcis-25107	56	3	,	,	PUNCT
fcis-25107	56	4	these	these	DET
fcis-25107	56	5	algorithms	algorithm	NOUN
fcis-25107	56	6	can	can	AUX
fcis-25107	56	7	be	be	AUX
fcis-25107	56	8	implemented	implement	VERB
fcis-25107	56	9	using	use	VERB
fcis-25107	56	10	opencv	opencv	PROPN
fcis-25107	56	11	and	and	CCONJ
fcis-25107	56	12	other	other	ADJ
fcis-25107	56	13	machine	machine	NOUN
fcis-25107	56	14	learning	learning	NOUN
fcis-25107	56	15	libraries	library	NOUN
fcis-25107	56	16	.	.	PUNCT
fcis-25107	57	1	first	first	ADV
fcis-25107	57	2	,	,	PUNCT
fcis-25107	57	3	image	image	NOUN
fcis-25107	57	4	features	feature	NOUN
fcis-25107	57	5	are	be	AUX
fcis-25107	57	6	extracted	extract	VERB
fcis-25107	57	7	and	and	CCONJ
fcis-25107	57	8	converted	convert	VERB
fcis-25107	57	9	into	into	ADP
fcis-25107	57	10	a	a	DET
fcis-25107	57	11	format	format	NOUN
fcis-25107	57	12	suitable	suitable	ADJ
fcis-25107	57	13	for	for	ADP
fcis-25107	57	14	training	training	NOUN
fcis-25107	57	15	.	.	PUNCT
fcis-25107	58	1	then	then	ADV
fcis-25107	58	2	,	,	PUNCT
fcis-25107	58	3	a	a	DET
fcis-25107	58	4	dataset	dataset	NOUN
fcis-25107	58	5	is	be	AUX
fcis-25107	58	6	used	use	VERB
fcis-25107	58	7	for	for	ADP
fcis-25107	58	8	training	train	VERB
fcis-25107	58	9	the	the	DET
fcis-25107	58	10	model	model	NOUN
fcis-25107	58	11	.	.	PUNCT
fcis-25107	59	1	finally	finally	ADV
fcis-25107	59	2	,	,	PUNCT
fcis-25107	59	3	the	the	DET
fcis-25107	59	4	trained	train	VERB
fcis-25107	59	5	model	model	NOUN
fcis-25107	59	6	is	be	AUX
fcis-25107	59	7	applied	apply	VERB
fcis-25107	59	8	to	to	ADP
fcis-25107	59	9	actual	actual	ADJ
fcis-25107	59	10	bottle	bottle	NOUN
fcis-25107	59	11	defect	defect	NOUN
fcis-25107	59	12	detection	detection	NOUN
fcis-25107	59	13	.	.	PUNCT
fcis-25107	60	1	(	(	PUNCT
fcis-25107	60	2	3	3	X
fcis-25107	60	3	)	)	PUNCT
fcis-25107	60	4	system	system	NOUN
fcis-25107	60	5	performance	performance	NOUN
fcis-25107	60	6	evaluation	evaluation	NOUN
fcis-25107	60	7	method	method	NOUN
fcis-25107	60	8	system	system	NOUN
fcis-25107	60	9	performance	performance	NOUN
fcis-25107	60	10	evaluation	evaluation	NOUN
fcis-25107	60	11	is	be	AUX
fcis-25107	60	12	a	a	DET
fcis-25107	60	13	crucial	crucial	ADJ
fcis-25107	60	14	component	component	NOUN
fcis-25107	60	15	of	of	ADP
fcis-25107	60	16	a	a	DET
fcis-25107	60	17	real	real	ADJ
fcis-25107	60	18	-	-	PUNCT
fcis-25107	60	19	time	time	NOUN
fcis-25107	60	20	bottle	bottle	NOUN
fcis-25107	60	21	defect	defect	NOUN
fcis-25107	60	22	detection	detection	NOUN
fcis-25107	60	23	system	system	NOUN
fcis-25107	60	24	and	and	CCONJ
fcis-25107	60	25	primarily	primarily	ADV
fcis-25107	60	26	includes	include	VERB
fcis-25107	60	27	metrics	metric	NOUN
fcis-25107	60	28	such	such	ADJ
fcis-25107	60	29	as	as	ADP
fcis-25107	60	30	accuracy	accuracy	NOUN
fcis-25107	60	31	,	,	PUNCT
fcis-25107	60	32	recall	recall	NOUN
fcis-25107	60	33	,	,	PUNCT
fcis-25107	60	34	and	and	CCONJ
fcis-25107	60	35	f1	f1	PROPN
fcis-25107	60	36	score	score	NOUN
fcis-25107	60	37	.	.	PUNCT
fcis-25107	61	1	accuracy	accuracy	NOUN
fcis-25107	61	2	refers	refer	VERB
fcis-25107	61	3	to	to	ADP
fcis-25107	61	4	the	the	DET
fcis-25107	61	5	ratio	ratio	NOUN
fcis-25107	61	6	of	of	ADP
fcis-25107	61	7	the	the	DET
fcis-25107	61	8	number	number	NOUN
fcis-25107	61	9	of	of	ADP
fcis-25107	61	10	defects	defect	NOUN
fcis-25107	61	11	correctly	correctly	ADV
fcis-25107	61	12	detected	detect	VERB
fcis-25107	61	13	by	by	ADP
fcis-25107	61	14	the	the	DET
fcis-25107	61	15	system	system	NOUN
fcis-25107	61	16	to	to	ADP
fcis-25107	61	17	the	the	DET
fcis-25107	61	18	total	total	ADJ
fcis-25107	61	19	number	number	NOUN
fcis-25107	61	20	of	of	ADP
fcis-25107	61	21	defects	defect	NOUN
fcis-25107	61	22	detected	detect	VERB
fcis-25107	61	23	.	.	PUNCT
fcis-25107	62	1	recall	recall	PROPN
fcis-25107	62	2	is	be	AUX
fcis-25107	62	3	the	the	DET
fcis-25107	62	4	ratio	ratio	NOUN
fcis-25107	62	5	of	of	ADP
fcis-25107	62	6	the	the	DET
fcis-25107	62	7	number	number	NOUN
fcis-25107	62	8	of	of	ADP
fcis-25107	62	9	defects	defect	NOUN
fcis-25107	62	10	correctly	correctly	ADV
fcis-25107	62	11	detected	detect	VERB
fcis-25107	62	12	by	by	ADP
fcis-25107	62	13	the	the	DET
fcis-25107	62	14	system	system	NOUN
fcis-25107	62	15	to	to	ADP
fcis-25107	62	16	the	the	DET
fcis-25107	62	17	total	total	ADJ
fcis-25107	62	18	number	number	NOUN
fcis-25107	62	19	of	of	ADP
fcis-25107	62	20	actual	actual	ADJ
fcis-25107	62	21	defects	defect	NOUN
fcis-25107	62	22	present	present	ADJ
fcis-25107	62	23	.	.	PUNCT
fcis-25107	63	1	the	the	DET
fcis-25107	63	2	f1	f1	PROPN
fcis-25107	63	3	score	score	NOUN
fcis-25107	63	4	is	be	AUX
fcis-25107	63	5	the	the	DET
fcis-25107	63	6	harmonic	harmonic	ADJ
fcis-25107	63	7	mean	mean	NOUN
fcis-25107	63	8	of	of	ADP
fcis-25107	63	9	precision	precision	NOUN
fcis-25107	63	10	and	and	CCONJ
fcis-25107	63	11	recall	recall	NOUN
fcis-25107	63	12	.	.	PUNCT
fcis-25107	64	1	by	by	ADP
fcis-25107	64	2	evaluating	evaluate	VERB
fcis-25107	64	3	these	these	DET
fcis-25107	64	4	metrics	metric	NOUN
fcis-25107	64	5	,	,	PUNCT
fcis-25107	64	6	one	one	PRON
fcis-25107	64	7	can	can	AUX
fcis-25107	64	8	comprehensively	comprehensively	ADV
fcis-25107	64	9	assess	assess	VERB
fcis-25107	64	10	the	the	DET
fcis-25107	64	11	system	system	NOUN
fcis-25107	64	12	’s	’s	PART
fcis-25107	64	13	performance	performance	NOUN
fcis-25107	64	14	and	and	CCONJ
fcis-25107	64	15	optimize	optimize	VERB
fcis-25107	64	16	and	and	CCONJ
fcis-25107	64	17	improve	improve	VERB
fcis-25107	64	18	the	the	DET
fcis-25107	64	19	system	system	NOUN
fcis-25107	64	20	based	base	VERB
fcis-25107	64	21	on	on	ADP
fcis-25107	64	22	the	the	DET
fcis-25107	64	23	evaluation	evaluation	NOUN
fcis-25107	64	24	results	result	NOUN
fcis-25107	64	25	.	.	PUNCT
fcis-25107	65	1	(	(	PUNCT
fcis-25107	65	2	4	4	X
fcis-25107	65	3	)	)	PUNCT
fcis-25107	65	4	implementation	implementation	NOUN
fcis-25107	65	5	to	to	PART
fcis-25107	65	6	test	test	VERB
fcis-25107	65	7	the	the	DET
fcis-25107	65	8	real	real	ADJ
fcis-25107	65	9	-	-	PUNCT
fcis-25107	65	10	time	time	NOUN
fcis-25107	65	11	bottle	bottle	NOUN
fcis-25107	65	12	defect	defect	NOUN
fcis-25107	65	13	detection	detection	NOUN
fcis-25107	65	14	system	system	NOUN
fcis-25107	65	15	based	base	VERB
fcis-25107	65	16	on	on	ADP
fcis-25107	65	17	opencv	opencv	PROPN
fcis-25107	65	18	and	and	CCONJ
fcis-25107	65	19	python	python	PROPN
fcis-25107	65	20	,	,	PUNCT
fcis-25107	65	21	it	it	PRON
fcis-25107	65	22	is	be	AUX
fcis-25107	65	23	necessary	necessary	ADJ
fcis-25107	65	24	to	to	PART
fcis-25107	65	25	collect	collect	VERB
fcis-25107	65	26	a	a	DET
fcis-25107	65	27	large	large	ADJ
fcis-25107	65	28	number	number	NOUN
fcis-25107	65	29	of	of	ADP
fcis-25107	65	30	image	image	NOUN
fcis-25107	65	31	data	datum	NOUN
fcis-25107	65	32	featuring	feature	VERB
fcis-25107	65	33	both	both	CCONJ
fcis-25107	65	34	normal	normal	ADJ
fcis-25107	65	35	and	and	CCONJ
fcis-25107	65	36	defective	defective	ADJ
fcis-25107	65	37	bottles	bottle	NOUN
fcis-25107	65	38	.	.	PUNCT
fcis-25107	66	1	this	this	DET
fcis-25107	66	2	data	data	NOUN
fcis-25107	66	3	is	be	AUX
fcis-25107	66	4	collected	collect	VERB
fcis-25107	66	5	from	from	ADP
fcis-25107	66	6	the	the	DET
fcis-25107	66	7	production	production	NOUN
fcis-25107	66	8	lines	line	NOUN
fcis-25107	66	9	of	of	ADP
fcis-25107	66	10	pharmaceutical	pharmaceutical	NOUN
fcis-25107	66	11	companies	company	NOUN
fcis-25107	66	12	and	and	CCONJ
fcis-25107	66	13	includes	include	VERB
fcis-25107	66	14	the	the	DET
fcis-25107	66	15	following	follow	VERB
fcis-25107	66	16	types	type	NOUN
fcis-25107	66	17	of	of	ADP
fcis-25107	66	18	defects	defect	NOUN
fcis-25107	66	19	:	:	PUNCT
fcis-25107	66	20	surface	surface	NOUN
fcis-25107	66	21	scratches	scratch	NOUN
fcis-25107	66	22	:	:	PUNCT
fcis-25107	66	23	visible	visible	ADJ
fcis-25107	66	24	scratches	scratch	NOUN
fcis-25107	66	25	or	or	CCONJ
fcis-25107	66	26	wear	wear	VERB
fcis-25107	66	27	on	on	ADP
fcis-25107	66	28	the	the	DET
fcis-25107	66	29	surface	surface	NOUN
fcis-25107	66	30	of	of	ADP
fcis-25107	66	31	the	the	DET
fcis-25107	66	32	bottles	bottle	NOUN
fcis-25107	66	33	.	.	PUNCT
fcis-25107	67	1	bottom	bottom	ADJ
fcis-25107	67	2	defects	defect	NOUN
fcis-25107	67	3	:	:	PUNCT
fcis-25107	67	4	scratches	scratch	VERB
fcis-25107	67	5	on	on	ADP
fcis-25107	67	6	the	the	DET
fcis-25107	67	7	bottle	bottle	NOUN
fcis-25107	67	8	bottom	bottom	NOUN
fcis-25107	67	9	,	,	PUNCT
fcis-25107	67	10	clamping	clamp	VERB
fcis-25107	67	11	issues	issue	NOUN
fcis-25107	67	12	,	,	PUNCT
fcis-25107	67	13	and	and	CCONJ
fcis-25107	67	14	broken	break	VERB
fcis-25107	67	15	bottles	bottle	NOUN
fcis-25107	67	16	.	.	PUNCT
fcis-25107	68	1	preprocessing	preprocessing	NOUN
fcis-25107	68	2	is	be	AUX
fcis-25107	68	3	required	require	VERB
fcis-25107	68	4	to	to	PART
fcis-25107	68	5	ensure	ensure	VERB
fcis-25107	68	6	that	that	SCONJ
fcis-25107	68	7	all	all	DET
fcis-25107	68	8	images	image	NOUN
fcis-25107	68	9	have	have	VERB
fcis-25107	68	10	a	a	DET
fcis-25107	68	11	consistent	consistent	ADJ
fcis-25107	68	12	format	format	NOUN
fcis-25107	68	13	and	and	CCONJ
fcis-25107	68	14	quality	quality	NOUN
fcis-25107	68	15	.	.	PUNCT
fcis-25107	69	1	the	the	DET
fcis-25107	69	2	preprocessing	preprocessing	NOUN
fcis-25107	69	3	steps	step	NOUN
fcis-25107	69	4	include	include	VERB
fcis-25107	69	5	:	:	PUNCT
fcis-25107	69	6	image	image	NOUN
fcis-25107	69	7	resizing	resizing	NOUN
fcis-25107	69	8	:	:	PUNCT
fcis-25107	69	9	adjusting	adjust	VERB
fcis-25107	69	10	all	all	DET
fcis-25107	69	11	images	image	NOUN
fcis-25107	69	12	to	to	ADP
fcis-25107	69	13	a	a	DET
fcis-25107	69	14	uniform	uniform	ADJ
fcis-25107	69	15	size	size	NOUN
fcis-25107	69	16	to	to	PART
fcis-25107	69	17	facilitate	facilitate	VERB
fcis-25107	69	18	processing	processing	NOUN
fcis-25107	69	19	.	.	PUNCT
fcis-25107	70	1	grayscale	grayscale	PROPN
fcis-25107	70	2	conversion	conversion	PROPN
fcis-25107	70	3	:	:	PUNCT
fcis-25107	70	4	converting	convert	VERB
fcis-25107	70	5	color	color	NOUN
fcis-25107	70	6	images	image	NOUN
fcis-25107	70	7	to	to	ADP
fcis-25107	70	8	grayscale	grayscale	VERB
fcis-25107	70	9	to	to	PART
fcis-25107	70	10	reduce	reduce	VERB
fcis-25107	70	11	computational	computational	ADJ
fcis-25107	70	12	complexity	complexity	NOUN
fcis-25107	70	13	.	.	PUNCT
fcis-25107	71	1	noise	noise	NOUN
fcis-25107	71	2	removal	removal	NOUN
fcis-25107	71	3	:	:	PUNCT
fcis-25107	71	4	using	use	VERB
fcis-25107	71	5	gaussian	gaussian	ADJ
fcis-25107	71	6	filtering	filtering	NOUN
fcis-25107	71	7	or	or	CCONJ
fcis-25107	71	8	other	other	ADJ
fcis-25107	71	9	methods	method	NOUN
fcis-25107	71	10	to	to	PART
fcis-25107	71	11	remove	remove	VERB
fcis-25107	71	12	noise	noise	NOUN
fcis-25107	71	13	from	from	ADP
fcis-25107	71	14	the	the	DET
fcis-25107	71	15	images	image	NOUN
fcis-25107	71	16	.	.	PUNCT
fcis-25107	72	1	these	these	DET
fcis-25107	72	2	preprocessing	preprocesse	VERB
fcis-25107	72	3	steps	step	NOUN
fcis-25107	72	4	ensure	ensure	VERB
fcis-25107	72	5	data	datum	NOUN
fcis-25107	72	6	consistency	consistency	NOUN
fcis-25107	72	7	and	and	CCONJ
fcis-25107	72	8	reduce	reduce	VERB
fcis-25107	72	9	errors	error	NOUN
fcis-25107	72	10	during	during	ADP
fcis-25107	72	11	model	model	NOUN
fcis-25107	72	12	training	training	NOUN
fcis-25107	72	13	and	and	CCONJ
fcis-25107	72	14	detection	detection	NOUN
fcis-25107	72	15	.	.	PUNCT
fcis-25107	73	1	using	use	VERB
fcis-25107	73	2	qt	qt	NOUN
fcis-25107	73	3	as	as	ADP
fcis-25107	73	4	a	a	DET
fcis-25107	73	5	ui	ui	NOUN
fcis-25107	73	6	design	design	NOUN
fcis-25107	73	7	tools	tool	NOUN
fcis-25107	73	8	and	and	CCONJ
fcis-25107	73	9	convert	convert	VERB
fcis-25107	73	10	ui	ui	NOUN
fcis-25107	73	11	file	file	NOUN
fcis-25107	73	12	into	into	ADP
fcis-25107	73	13	python	python	NOUN
fcis-25107	73	14	format	format	NOUN
fcis-25107	73	15	file	file	NOUN
fcis-25107	73	16	is	be	AUX
fcis-25107	73	17	a	a	DET
fcis-25107	73	18	main	main	ADJ
fcis-25107	73	19	method	method	NOUN
fcis-25107	73	20	in	in	ADP
fcis-25107	73	21	python	python	PROPN
fcis-25107	73	22	computer	computer	NOUN
fcis-25107	73	23	vision	vision	NOUN
fcis-25107	73	24	method	method	NOUN
fcis-25107	73	25	.	.	PUNCT
fcis-25107	74	1	an	an	DET
fcis-25107	74	2	official	official	ADJ
fcis-25107	74	3	module	module	NOUN
fcis-25107	74	4	pyside	pyside	NOUN
fcis-25107	74	5	provide	provide	VERB
fcis-25107	74	6	powerful	powerful	ADJ
fcis-25107	74	7	function	function	NOUN
fcis-25107	74	8	in	in	ADP
fcis-25107	74	9	this	this	DET
fcis-25107	74	10	project	project	NOUN
fcis-25107	74	11	.	.	PUNCT
fcis-25107	75	1	pyside	pyside	NOUN
fcis-25107	75	2	is	be	AUX
fcis-25107	75	3	a	a	DET
fcis-25107	75	4	python	python	NOUN
fcis-25107	75	5	binding	bind	VERB
fcis-25107	75	6	for	for	ADP
fcis-25107	75	7	the	the	DET
fcis-25107	75	8	qt	qt	NOUN
fcis-25107	75	9	application	application	NOUN
fcis-25107	75	10	framework	framework	NOUN
fcis-25107	75	11	,	,	PUNCT
fcis-25107	75	12	providing	provide	VERB
fcis-25107	75	13	access	access	NOUN
fcis-25107	75	14	to	to	ADP
fcis-25107	75	15	the	the	DET
fcis-25107	75	16	functionality	functionality	NOUN
fcis-25107	75	17	of	of	ADP
fcis-25107	75	18	the	the	DET
fcis-25107	75	19	qt	qt	NOUN
fcis-25107	75	20	library	library	NOUN
fcis-25107	75	21	and	and	CCONJ
fcis-25107	75	22	simplifying	simplify	VERB
fcis-25107	75	23	the	the	DET
fcis-25107	75	24	development	development	NOUN
fcis-25107	75	25	of	of	ADP
fcis-25107	75	26	graphical	graphical	ADJ
fcis-25107	75	27	user	user	NOUN
fcis-25107	75	28	interface	interface	NOUN
fcis-25107	75	29	(	(	PUNCT
fcis-25107	75	30	gui	gui	NOUN
fcis-25107	75	31	)	)	PUNCT
fcis-25107	75	32	applications	application	NOUN
fcis-25107	75	33	.	.	PUNCT
fcis-25107	76	1	key	key	ADJ
fcis-25107	76	2	features	feature	NOUN
fcis-25107	76	3	of	of	ADP
fcis-25107	76	4	pyside	pyside	NOUN
fcis-25107	76	5	include	include	VERB
fcis-25107	76	6	:	:	PUNCT
fcis-25107	76	7	cross	cross	ADJ
fcis-25107	76	8	-	-	ADJ
fcis-25107	76	9	platform	platform	ADJ
fcis-25107	76	10	support	support	NOUN
fcis-25107	76	11	:	:	PUNCT
fcis-25107	76	12	pyside	pyside	NOUN
fcis-25107	76	13	supports	support	VERB
fcis-25107	76	14	multiple	multiple	ADJ
fcis-25107	76	15	operating	operating	NOUN
fcis-25107	76	16	systems	system	NOUN
fcis-25107	76	17	,	,	PUNCT
fcis-25107	76	18	including	include	VERB
fcis-25107	76	19	windows	window	NOUN
fcis-25107	76	20	,	,	PUNCT
fcis-25107	76	21	macos	macos	PROPN
fcis-25107	76	22	,	,	PUNCT
fcis-25107	76	23	and	and	CCONJ
fcis-25107	76	24	linux	linux	PROPN
fcis-25107	76	25	,	,	PUNCT
fcis-25107	76	26	allowing	allow	VERB
fcis-25107	76	27	developers	developer	NOUN
fcis-25107	76	28	to	to	PART
fcis-25107	76	29	write	write	VERB
fcis-25107	76	30	code	code	NOUN
fcis-25107	76	31	once	once	ADV
fcis-25107	76	32	and	and	CCONJ
fcis-25107	76	33	run	run	VERB
fcis-25107	76	34	it	it	PRON
fcis-25107	76	35	on	on	ADP
fcis-25107	76	36	various	various	ADJ
fcis-25107	76	37	platforms	platform	NOUN
fcis-25107	76	38	.	.	PUNCT
fcis-25107	77	1	rich	rich	ADJ
fcis-25107	77	2	set	set	NOUN
fcis-25107	77	3	of	of	ADP
fcis-25107	77	4	widgets	widget	NOUN
fcis-25107	77	5	and	and	CCONJ
fcis-25107	77	6	features	feature	NOUN
fcis-25107	77	7	:	:	PUNCT
fcis-25107	77	8	pyside	pyside	NOUN
fcis-25107	77	9	offers	offer	VERB
fcis-25107	77	10	the	the	DET
fcis-25107	77	11	full	full	ADJ
fcis-25107	77	12	range	range	NOUN
fcis-25107	77	13	of	of	ADP
fcis-25107	77	14	features	feature	NOUN
fcis-25107	77	15	from	from	ADP
fcis-25107	77	16	the	the	DET
fcis-25107	77	17	qt	qt	NOUN
fcis-25107	77	18	library	library	NOUN
fcis-25107	77	19	,	,	PUNCT
fcis-25107	77	20	including	include	VERB
fcis-25107	77	21	various	various	ADJ
fcis-25107	77	22	ui	ui	NOUN
fcis-25107	77	23	widgets	widget	NOUN
fcis-25107	77	24	(	(	PUNCT
fcis-25107	77	25	buttons	button	NOUN
fcis-25107	77	26	,	,	PUNCT
fcis-25107	77	27	labels	label	NOUN
fcis-25107	77	28	,	,	PUNCT
fcis-25107	77	29	text	text	NOUN
fcis-25107	77	30	boxes	box	NOUN
fcis-25107	77	31	,	,	PUNCT
fcis-25107	77	32	etc	etc	X
fcis-25107	77	33	.	.	X
fcis-25107	77	34	)	)	PUNCT
fcis-25107	77	35	,	,	PUNCT
fcis-25107	77	36	layout	layout	NOUN
fcis-25107	77	37	management	management	NOUN
fcis-25107	77	38	,	,	PUNCT
fcis-25107	77	39	drawing	draw	VERB
fcis-25107	77	40	capabilities	capability	NOUN
fcis-25107	77	41	,	,	PUNCT
fcis-25107	77	42	and	and	CCONJ
fcis-25107	77	43	database	database	NOUN
fcis-25107	77	44	integration	integration	NOUN
fcis-25107	77	45	.	.	PUNCT
fcis-25107	78	1	pythonic	pythonic	ADJ
fcis-25107	78	2	api	api	NOUN
fcis-25107	78	3	:	:	PUNCT
fcis-25107	78	4	compared	compare	VERB
fcis-25107	78	5	to	to	ADP
fcis-25107	78	6	qt	qt	PROPN
fcis-25107	78	7	’s	’s	PART
fcis-25107	78	8	c++	c++	NOUN
fcis-25107	78	9	api	api	NOUN
fcis-25107	78	10	,	,	PUNCT
fcis-25107	78	11	pyside	pyside	NOUN
fcis-25107	78	12	provides	provide	VERB
fcis-25107	78	13	a	a	DET
fcis-25107	78	14	python	python	ADJ
fcis-25107	78	15	-	-	PUNCT
fcis-25107	78	16	style	style	NOUN
fcis-25107	78	17	api	api	NOUN
fcis-25107	78	18	,	,	PUNCT
fcis-25107	78	19	making	make	VERB
fcis-25107	78	20	it	it	PRON
fcis-25107	78	21	simpler	simple	ADJ
fcis-25107	78	22	and	and	CCONJ
fcis-25107	78	23	more	more	ADV
fcis-25107	78	24	intuitive	intuitive	ADJ
fcis-25107	78	25	to	to	PART
fcis-25107	78	26	use	use	VERB
fcis-25107	78	27	.	.	PUNCT
fcis-25107	79	1	open	open	ADJ
fcis-25107	79	2	source	source	NOUN
fcis-25107	79	3	:	:	PUNCT
fcis-25107	79	4	pyside	pyside	NOUN
fcis-25107	79	5	is	be	AUX
fcis-25107	79	6	open	open	ADJ
fcis-25107	79	7	source	source	NOUN
fcis-25107	79	8	and	and	CCONJ
fcis-25107	79	9	compatible	compatible	ADJ
fcis-25107	79	10	with	with	ADP
fcis-25107	79	11	qt	qt	PROPN
fcis-25107	79	12	’s	’s	PART
fcis-25107	79	13	commercial	commercial	ADJ
fcis-25107	79	14	license	license	NOUN
fcis-25107	79	15	,	,	PUNCT
fcis-25107	79	16	making	make	VERB
fcis-25107	79	17	it	it	PRON
fcis-25107	79	18	suitable	suitable	ADJ
fcis-25107	79	19	for	for	ADP
fcis-25107	79	20	both	both	CCONJ
fcis-25107	79	21	open	open	ADJ
fcis-25107	79	22	source	source	NOUN
fcis-25107	79	23	and	and	CCONJ
fcis-25107	79	24	commercial	commercial	ADJ
fcis-25107	79	25	projects	project	NOUN
fcis-25107	79	26	.	.	PUNCT
fcis-25107	80	1	qt	qt	NOUN
fcis-25107	80	2	designer	designer	NOUN
fcis-25107	80	3	integration	integration	NOUN
fcis-25107	80	4	:	:	PUNCT
fcis-25107	80	5	pyside	pyside	ADJ
fcis-25107	80	6	integrates	integrate	NOUN
fcis-25107	80	7	with	with	ADP
fcis-25107	80	8	the	the	DET
fcis-25107	80	9	qt	qt	NOUN
fcis-25107	80	10	designer	designer	NOUN
fcis-25107	80	11	tool	tool	NOUN
fcis-25107	80	12	,	,	PUNCT
fcis-25107	80	13	which	which	PRON
fcis-25107	80	14	allows	allow	VERB
fcis-25107	80	15	for	for	ADP
fcis-25107	80	16	graphical	graphical	ADJ
fcis-25107	80	17	ui	ui	NOUN
fcis-25107	80	18	design	design	NOUN
fcis-25107	80	19	and	and	CCONJ
fcis-25107	80	20	the	the	DET
fcis-25107	80	21	generation	generation	NOUN
fcis-25107	80	22	of	of	ADP
fcis-25107	80	23	corresponding	correspond	VERB
fcis-25107	80	24	python	python	PROPN
fcis-25107	80	25	code	code	NOUN
fcis-25107	80	26	.	.	PUNCT
fcis-25107	81	1	in	in	ADP
fcis-25107	81	2	python	python	PROPN
fcis-25107	81	3	,	,	PUNCT
fcis-25107	81	4	threads	thread	NOUN
fcis-25107	81	5	are	be	AUX
fcis-25107	81	6	used	use	VERB
fcis-25107	81	7	to	to	PART
fcis-25107	81	8	achieve	achieve	VERB
fcis-25107	81	9	concurrency	concurrency	NOUN
fcis-25107	81	10	,	,	PUNCT
fcis-25107	81	11	allowing	allow	VERB
fcis-25107	81	12	a	a	DET
fcis-25107	81	13	program	program	NOUN
fcis-25107	81	14	to	to	PART
fcis-25107	81	15	perform	perform	VERB
fcis-25107	81	16	multiple	multiple	ADJ
fcis-25107	81	17	operations	operation	NOUN
fcis-25107	81	18	simultaneously	simultaneously	ADV
fcis-25107	81	19	.	.	PUNCT
fcis-25107	82	1	thus	thus	ADV
fcis-25107	82	2	,	,	PUNCT
fcis-25107	82	3	move	move	VERB
fcis-25107	82	4	image	image	NOUN
fcis-25107	82	5	acquisition	acquisition	NOUN
fcis-25107	82	6	,	,	PUNCT
fcis-25107	82	7	image	image	NOUN
fcis-25107	82	8	processing	processing	NOUN
fcis-25107	82	9	and	and	CCONJ
fcis-25107	82	10	result	result	NOUN
fcis-25107	82	11	processing	processing	NOUN
fcis-25107	82	12	into	into	ADP
fcis-25107	82	13	thread	thread	NOUN
fcis-25107	82	14	and	and	CCONJ
fcis-25107	82	15	make	make	VERB
fcis-25107	82	16	ui	ui	NOUN
fcis-25107	82	17	as	as	ADP
fcis-25107	82	18	a	a	DET
fcis-25107	82	19	main	main	ADJ
fcis-25107	82	20	thread	thread	NOUN
fcis-25107	82	21	in	in	ADP
fcis-25107	82	22	the	the	DET
fcis-25107	82	23	project	project	NOUN
fcis-25107	82	24	.	.	PUNCT
fcis-25107	83	1	4	4	X
fcis-25107	83	2	.	.	X
fcis-25107	83	3	evaluation	evaluation	NOUN
fcis-25107	83	4	of	of	ADP
fcis-25107	83	5	results	result	NOUN
fcis-25107	83	6	after	after	ADP
fcis-25107	83	7	setting	set	VERB
fcis-25107	83	8	up	up	ADP
fcis-25107	83	9	the	the	DET
fcis-25107	83	10	experimental	experimental	ADJ
fcis-25107	83	11	environment	environment	NOUN
fcis-25107	83	12	and	and	CCONJ
fcis-25107	83	13	tuning	tune	VERB
fcis-25107	83	14	the	the	DET
fcis-25107	83	15	parameters	parameter	NOUN
fcis-25107	83	16	,	,	PUNCT
fcis-25107	83	17	a	a	DET
fcis-25107	83	18	series	series	NOUN
fcis-25107	83	19	of	of	ADP
fcis-25107	83	20	experiments	experiment	NOUN
fcis-25107	83	21	were	be	AUX
fcis-25107	83	22	conducted	conduct	VERB
fcis-25107	83	23	to	to	PART
fcis-25107	83	24	validate	validate	VERB
fcis-25107	83	25	the	the	DET
fcis-25107	83	26	system	system	NOUN
fcis-25107	83	27	’s	’s	PART
fcis-25107	83	28	performance	performance	NOUN
fcis-25107	83	29	.	.	PUNCT
fcis-25107	84	1	the	the	DET
fcis-25107	84	2	experimental	experimental	ADJ
fcis-25107	84	3	results	result	NOUN
fcis-25107	84	4	55	55	NUM
fcis-25107	84	5	and	and	CCONJ
fcis-25107	84	6	analysis	analysis	NOUN
fcis-25107	84	7	include	include	VERB
fcis-25107	84	8	the	the	DET
fcis-25107	84	9	following	follow	VERB
fcis-25107	84	10	aspects	aspect	NOUN
fcis-25107	84	11	:	:	PUNCT
fcis-25107	84	12	accuracy	accuracy	NOUN
fcis-25107	84	13	:	:	PUNCT
fcis-25107	84	14	the	the	DET
fcis-25107	84	15	system	system	NOUN
fcis-25107	84	16	exhibits	exhibit	VERB
fcis-25107	84	17	high	high	ADJ
fcis-25107	84	18	overall	overall	ADJ
fcis-25107	84	19	accuracy	accuracy	NOUN
fcis-25107	84	20	and	and	CCONJ
fcis-25107	84	21	can	can	AUX
fcis-25107	84	22	effectively	effectively	ADV
fcis-25107	84	23	detect	detect	VERB
fcis-25107	84	24	various	various	ADJ
fcis-25107	84	25	types	type	NOUN
fcis-25107	84	26	of	of	ADP
fcis-25107	84	27	bottle	bottle	NOUN
fcis-25107	84	28	defects	defect	NOUN
fcis-25107	84	29	.	.	PUNCT
fcis-25107	85	1	recall	recall	NOUN
fcis-25107	85	2	:	:	PUNCT
fcis-25107	85	3	the	the	DET
fcis-25107	85	4	system	system	NOUN
fcis-25107	85	5	’s	’s	PART
fcis-25107	85	6	recall	recall	NOUN
fcis-25107	85	7	rate	rate	NOUN
fcis-25107	85	8	is	be	AUX
fcis-25107	85	9	over	over	ADP
fcis-25107	85	10	90	90	NUM
fcis-25107	85	11	%	%	NOUN
fcis-25107	85	12	,	,	PUNCT
fcis-25107	85	13	indicating	indicate	VERB
fcis-25107	85	14	that	that	SCONJ
fcis-25107	85	15	it	it	PRON
fcis-25107	85	16	can	can	AUX
fcis-25107	85	17	identify	identify	VERB
fcis-25107	85	18	most	most	ADJ
fcis-25107	85	19	defects	defect	NOUN
fcis-25107	85	20	.	.	PUNCT
fcis-25107	86	1	precision	precision	NOUN
fcis-25107	86	2	:	:	PUNCT
fcis-25107	86	3	the	the	DET
fcis-25107	86	4	system	system	NOUN
fcis-25107	86	5	has	have	VERB
fcis-25107	86	6	a	a	DET
fcis-25107	86	7	low	low	ADJ
fcis-25107	86	8	false	false	ADJ
fcis-25107	86	9	positive	positive	ADJ
fcis-25107	86	10	rate	rate	NOUN
fcis-25107	86	11	,	,	PUNCT
fcis-25107	86	12	demonstrating	demonstrate	VERB
fcis-25107	86	13	good	good	ADJ
fcis-25107	86	14	accuracy	accuracy	NOUN
fcis-25107	86	15	.	.	PUNCT
fcis-25107	87	1	processing	processing	NOUN
fcis-25107	87	2	speed	speed	NOUN
fcis-25107	87	3	:	:	PUNCT
fcis-25107	87	4	the	the	DET
fcis-25107	87	5	system	system	NOUN
fcis-25107	87	6	operates	operate	VERB
fcis-25107	87	7	in	in	ADP
fcis-25107	87	8	real	real	ADJ
fcis-25107	87	9	-	-	PUNCT
fcis-25107	87	10	time	time	NOUN
fcis-25107	87	11	and	and	CCONJ
fcis-25107	87	12	meets	meet	VERB
fcis-25107	87	13	the	the	DET
fcis-25107	87	14	requirements	requirement	NOUN
fcis-25107	87	15	of	of	ADP
fcis-25107	87	16	the	the	DET
fcis-25107	87	17	production	production	NOUN
fcis-25107	87	18	line	line	NOUN
fcis-25107	87	19	.	.	PUNCT
fcis-25107	88	1	based	base	VERB
fcis-25107	88	2	on	on	ADP
fcis-25107	88	3	these	these	DET
fcis-25107	88	4	experimental	experimental	ADJ
fcis-25107	88	5	results	result	NOUN
fcis-25107	88	6	,	,	PUNCT
fcis-25107	88	7	it	it	PRON
fcis-25107	88	8	can	can	AUX
fcis-25107	88	9	be	be	AUX
fcis-25107	88	10	concluded	conclude	VERB
fcis-25107	88	11	that	that	SCONJ
fcis-25107	88	12	the	the	DET
fcis-25107	88	13	real	real	ADJ
fcis-25107	88	14	-	-	PUNCT
fcis-25107	88	15	time	time	NOUN
fcis-25107	88	16	bottle	bottle	NOUN
fcis-25107	88	17	defect	defect	NOUN
fcis-25107	88	18	detection	detection	NOUN
fcis-25107	88	19	system	system	NOUN
fcis-25107	88	20	based	base	VERB
fcis-25107	88	21	on	on	ADP
fcis-25107	88	22	opencv	opencv	PROPN
fcis-25107	88	23	and	and	CCONJ
fcis-25107	88	24	python	python	NOUN
fcis-25107	88	25	performs	perform	VERB
fcis-25107	88	26	well	well	ADV
fcis-25107	88	27	in	in	ADP
fcis-25107	88	28	terms	term	NOUN
fcis-25107	88	29	of	of	ADP
fcis-25107	88	30	accuracy	accuracy	NOUN
fcis-25107	88	31	,	,	PUNCT
fcis-25107	88	32	recall	recall	NOUN
fcis-25107	88	33	,	,	PUNCT
fcis-25107	88	34	precision	precision	NOUN
fcis-25107	88	35	,	,	PUNCT
fcis-25107	88	36	and	and	CCONJ
fcis-25107	88	37	processing	processing	NOUN
fcis-25107	88	38	speed	speed	NOUN
fcis-25107	88	39	,	,	PUNCT
fcis-25107	88	40	making	make	VERB
fcis-25107	88	41	it	it	PRON
fcis-25107	88	42	suitable	suitable	ADJ
fcis-25107	88	43	for	for	ADP
fcis-25107	88	44	practical	practical	ADJ
fcis-25107	88	45	production	production	NOUN
fcis-25107	88	46	environments	environment	NOUN
fcis-25107	88	47	.	.	PUNCT
fcis-25107	89	1	additionally	additionally	ADV
fcis-25107	89	2	,	,	PUNCT
fcis-25107	89	3	analyzing	analyze	VERB
fcis-25107	89	4	the	the	DET
fcis-25107	89	5	experimental	experimental	ADJ
fcis-25107	89	6	results	result	NOUN
fcis-25107	89	7	can	can	AUX
fcis-25107	89	8	help	help	AUX
fcis-25107	89	9	identify	identify	VERB
fcis-25107	89	10	areas	area	NOUN
fcis-25107	89	11	for	for	ADP
fcis-25107	89	12	system	system	NOUN
fcis-25107	89	13	improvement	improvement	NOUN
fcis-25107	89	14	,	,	PUNCT
fcis-25107	89	15	such	such	ADJ
fcis-25107	89	16	as	as	ADP
fcis-25107	89	17	further	far	ADV
fcis-25107	89	18	reducing	reduce	VERB
fcis-25107	89	19	the	the	DET
fcis-25107	89	20	false	false	ADJ
fcis-25107	89	21	positive	positive	ADJ
fcis-25107	89	22	rate	rate	NOUN
fcis-25107	89	23	or	or	CCONJ
fcis-25107	89	24	enhancing	enhance	VERB
fcis-25107	89	25	processing	processing	NOUN
fcis-25107	89	26	speed	speed	NOUN
fcis-25107	89	27	.	.	PUNCT
fcis-25107	90	1	5	5	X
fcis-25107	90	2	.	.	X
fcis-25107	90	3	conclusion	conclusion	NOUN
fcis-25107	90	4	this	this	DET
fcis-25107	90	5	paper	paper	NOUN
fcis-25107	90	6	provides	provide	VERB
fcis-25107	90	7	an	an	DET
fcis-25107	90	8	in	in	ADP
fcis-25107	90	9	-	-	PUNCT
fcis-25107	90	10	depth	depth	NOUN
fcis-25107	90	11	study	study	NOUN
fcis-25107	90	12	and	and	CCONJ
fcis-25107	90	13	analysis	analysis	NOUN
fcis-25107	90	14	of	of	ADP
fcis-25107	90	15	a	a	DET
fcis-25107	90	16	real	real	ADJ
fcis-25107	90	17	-	-	PUNCT
fcis-25107	90	18	time	time	NOUN
fcis-25107	90	19	bottle	bottle	NOUN
fcis-25107	90	20	defect	defect	NOUN
fcis-25107	90	21	detection	detection	NOUN
fcis-25107	90	22	system	system	NOUN
fcis-25107	90	23	based	base	VERB
fcis-25107	90	24	on	on	ADP
fcis-25107	90	25	opencv	opencv	PROPN
fcis-25107	90	26	and	and	CCONJ
fcis-25107	90	27	python	python	PROPN
fcis-25107	90	28	,	,	PUNCT
fcis-25107	90	29	with	with	ADP
fcis-25107	90	30	detailed	detailed	ADJ
fcis-25107	90	31	exploration	exploration	NOUN
fcis-25107	90	32	of	of	ADP
fcis-25107	90	33	system	system	NOUN
fcis-25107	90	34	design	design	NOUN
fcis-25107	90	35	,	,	PUNCT
fcis-25107	90	36	experimental	experimental	ADJ
fcis-25107	90	37	validation	validation	NOUN
fcis-25107	90	38	,	,	PUNCT
fcis-25107	90	39	and	and	CCONJ
fcis-25107	90	40	performance	performance	NOUN
fcis-25107	90	41	evaluation	evaluation	NOUN
fcis-25107	90	42	.	.	PUNCT
fcis-25107	91	1	the	the	DET
fcis-25107	91	2	experimental	experimental	ADJ
fcis-25107	91	3	results	result	NOUN
fcis-25107	91	4	and	and	CCONJ
fcis-25107	91	5	performance	performance	NOUN
fcis-25107	91	6	assessments	assessment	NOUN
fcis-25107	91	7	confirm	confirm	VERB
fcis-25107	91	8	the	the	DET
fcis-25107	91	9	system	system	NOUN
fcis-25107	91	10	’s	’s	PART
fcis-25107	91	11	effectiveness	effectiveness	NOUN
fcis-25107	91	12	and	and	CCONJ
fcis-25107	91	13	feasibility	feasibility	NOUN
fcis-25107	91	14	in	in	ADP
fcis-25107	91	15	the	the	DET
fcis-25107	91	16	field	field	NOUN
fcis-25107	91	17	of	of	ADP
fcis-25107	91	18	bottle	bottle	NOUN
fcis-25107	91	19	defect	defect	NOUN
fcis-25107	91	20	detection	detection	NOUN
fcis-25107	91	21	.	.	PUNCT
fcis-25107	92	1	in	in	ADP
fcis-25107	92	2	future	future	ADJ
fcis-25107	92	3	research	research	NOUN
fcis-25107	92	4	,	,	PUNCT
fcis-25107	92	5	further	further	ADJ
fcis-25107	92	6	optimization	optimization	NOUN
fcis-25107	92	7	of	of	ADP
fcis-25107	92	8	the	the	DET
fcis-25107	92	9	system	system	NOUN
fcis-25107	92	10	’s	’s	PART
fcis-25107	92	11	algorithms	algorithm	NOUN
fcis-25107	92	12	and	and	CCONJ
fcis-25107	92	13	models	model	NOUN
fcis-25107	92	14	can	can	AUX
fcis-25107	92	15	be	be	AUX
fcis-25107	92	16	pursued	pursue	VERB
fcis-25107	92	17	to	to	PART
fcis-25107	92	18	enhance	enhance	VERB
fcis-25107	92	19	detection	detection	NOUN
fcis-25107	92	20	accuracy	accuracy	NOUN
fcis-25107	92	21	and	and	CCONJ
fcis-25107	92	22	real	real	ADJ
fcis-25107	92	23	-	-	PUNCT
fcis-25107	92	24	time	time	NOUN
fcis-25107	92	25	performance	performance	NOUN
fcis-25107	92	26	.	.	PUNCT
fcis-25107	93	1	additionally	additionally	ADV
fcis-25107	93	2	,	,	PUNCT
fcis-25107	93	3	exploring	explore	VERB
fcis-25107	93	4	the	the	DET
fcis-25107	93	5	application	application	NOUN
fcis-25107	93	6	of	of	ADP
fcis-25107	93	7	new	new	ADJ
fcis-25107	93	8	technologies	technology	NOUN
fcis-25107	93	9	such	such	ADJ
fcis-25107	93	10	as	as	ADP
fcis-25107	93	11	deep	deep	ADJ
fcis-25107	93	12	learning	learning	NOUN
fcis-25107	93	13	in	in	ADP
fcis-25107	93	14	bottle	bottle	NOUN
fcis-25107	93	15	defect	defect	NOUN
fcis-25107	93	16	detection	detection	NOUN
fcis-25107	93	17	may	may	AUX
fcis-25107	93	18	further	far	ADV
fcis-25107	93	19	improve	improve	VERB
fcis-25107	93	20	the	the	DET
fcis-25107	93	21	system	system	NOUN
fcis-25107	93	22	’s	’s	PART
fcis-25107	93	23	performance	performance	NOUN
fcis-25107	93	24	and	and	CCONJ
fcis-25107	93	25	effectiveness	effectiveness	NOUN
fcis-25107	93	26	.	.	PUNCT
fcis-25107	94	1	moreover	moreover	ADV
fcis-25107	94	2	,	,	PUNCT
fcis-25107	94	3	expanding	expand	VERB
fcis-25107	94	4	the	the	DET
fcis-25107	94	5	system	system	NOUN
fcis-25107	94	6	’s	’s	PART
fcis-25107	94	7	application	application	NOUN
fcis-25107	94	8	to	to	ADP
fcis-25107	94	9	other	other	ADJ
fcis-25107	94	10	industrial	industrial	ADJ
fcis-25107	94	11	sectors	sector	NOUN
fcis-25107	94	12	,	,	PUNCT
fcis-25107	94	13	such	such	ADJ
fcis-25107	94	14	as	as	ADP
fcis-25107	94	15	food	food	NOUN
fcis-25107	94	16	packaging	packaging	NOUN
fcis-25107	94	17	and	and	CCONJ
fcis-25107	94	18	automotive	automotive	ADJ
fcis-25107	94	19	parts	part	NOUN
fcis-25107	94	20	,	,	PUNCT
fcis-25107	94	21	could	could	AUX
fcis-25107	94	22	enable	enable	VERB
fcis-25107	94	23	broader	broad	ADJ
fcis-25107	94	24	technological	technological	ADJ
fcis-25107	94	25	applications	application	NOUN
fcis-25107	94	26	and	and	CCONJ
fcis-25107	94	27	industrial	industrial	ADJ
fcis-25107	94	28	growth	growth	NOUN
fcis-25107	94	29	.	.	PUNCT
fcis-25107	95	1	overall	overall	ADV
fcis-25107	95	2	,	,	PUNCT
fcis-25107	95	3	the	the	DET
fcis-25107	95	4	real	real	ADJ
fcis-25107	95	5	-	-	PUNCT
fcis-25107	95	6	time	time	NOUN
fcis-25107	95	7	bottle	bottle	NOUN
fcis-25107	95	8	defect	defect	NOUN
fcis-25107	95	9	detection	detection	NOUN
fcis-25107	95	10	system	system	NOUN
fcis-25107	95	11	based	base	VERB
fcis-25107	95	12	on	on	ADP
fcis-25107	95	13	opencv	opencv	PROPN
fcis-25107	95	14	and	and	CCONJ
fcis-25107	95	15	python	python	NOUN
fcis-25107	95	16	has	have	VERB
fcis-25107	95	17	significant	significant	ADJ
fcis-25107	95	18	potential	potential	NOUN
fcis-25107	95	19	and	and	CCONJ
fcis-25107	95	20	prospects	prospect	NOUN
fcis-25107	95	21	for	for	ADP
fcis-25107	95	22	industrial	industrial	ADJ
fcis-25107	95	23	applications	application	NOUN
fcis-25107	95	24	.	.	PUNCT
fcis-25107	96	1	with	with	ADP
fcis-25107	96	2	ongoing	ongoing	ADJ
fcis-25107	96	3	optimization	optimization	NOUN
fcis-25107	96	4	,	,	PUNCT
fcis-25107	96	5	improvements	improvement	NOUN
fcis-25107	96	6	,	,	PUNCT
fcis-25107	96	7	and	and	CCONJ
fcis-25107	96	8	integration	integration	NOUN
fcis-25107	96	9	of	of	ADP
fcis-25107	96	10	new	new	ADJ
fcis-25107	96	11	technologies	technology	NOUN
fcis-25107	96	12	,	,	PUNCT
fcis-25107	96	13	this	this	DET
fcis-25107	96	14	system	system	NOUN
fcis-25107	96	15	is	be	AUX
fcis-25107	96	16	expected	expect	VERB
fcis-25107	96	17	to	to	PART
fcis-25107	96	18	bring	bring	VERB
fcis-25107	96	19	greater	great	ADJ
fcis-25107	96	20	convenience	convenience	NOUN
fcis-25107	96	21	and	and	CCONJ
fcis-25107	96	22	benefits	benefit	NOUN
fcis-25107	96	23	to	to	ADP
fcis-25107	96	24	industrial	industrial	ADJ
fcis-25107	96	25	production	production	NOUN
fcis-25107	96	26	,	,	PUNCT
fcis-25107	96	27	driving	drive	VERB
fcis-25107	96	28	progress	progress	NOUN
fcis-25107	96	29	and	and	CCONJ
fcis-25107	96	30	development	development	NOUN
fcis-25107	96	31	in	in	ADP
fcis-25107	96	32	related	relate	VERB
fcis-25107	96	33	industries	industry	NOUN
fcis-25107	96	34	.	.	PUNCT
fcis-25107	97	1	6	6	X
fcis-25107	97	2	.	.	X
fcis-25107	97	3	future	future	ADJ
fcis-25107	97	4	work	work	NOUN
fcis-25107	97	5	despite	despite	SCONJ
fcis-25107	97	6	the	the	DET
fcis-25107	97	7	achievements	achievement	NOUN
fcis-25107	97	8	of	of	ADP
fcis-25107	97	9	the	the	DET
fcis-25107	97	10	real	real	ADJ
fcis-25107	97	11	-	-	PUNCT
fcis-25107	97	12	time	time	NOUN
fcis-25107	97	13	bottle	bottle	NOUN
fcis-25107	97	14	defect	defect	NOUN
fcis-25107	97	15	detection	detection	NOUN
fcis-25107	97	16	system	system	NOUN
fcis-25107	97	17	,	,	PUNCT
fcis-25107	97	18	there	there	PRON
fcis-25107	97	19	is	be	VERB
fcis-25107	97	20	still	still	ADV
fcis-25107	97	21	room	room	NOUN
fcis-25107	97	22	for	for	ADP
fcis-25107	97	23	optimization	optimization	NOUN
fcis-25107	97	24	and	and	CCONJ
fcis-25107	97	25	improvement	improvement	NOUN
fcis-25107	97	26	.	.	PUNCT
fcis-25107	98	1	future	future	ADJ
fcis-25107	98	2	efforts	effort	NOUN
fcis-25107	98	3	can	can	AUX
fcis-25107	98	4	focus	focus	VERB
fcis-25107	98	5	on	on	ADP
fcis-25107	98	6	the	the	DET
fcis-25107	98	7	following	follow	VERB
fcis-25107	98	8	aspects	aspect	NOUN
fcis-25107	98	9	:	:	PUNCT
fcis-25107	98	10	algorithm	algorithm	NOUN
fcis-25107	98	11	optimization	optimization	NOUN
fcis-25107	98	12	:	:	PUNCT
fcis-25107	98	13	improve	improve	VERB
fcis-25107	98	14	detection	detection	NOUN
fcis-25107	98	15	algorithms	algorithm	NOUN
fcis-25107	98	16	and	and	CCONJ
fcis-25107	98	17	model	model	NOUN
fcis-25107	98	18	architectures	architecture	NOUN
fcis-25107	98	19	to	to	PART
fcis-25107	98	20	enhance	enhance	VERB
fcis-25107	98	21	the	the	DET
fcis-25107	98	22	system	system	NOUN
fcis-25107	98	23	’s	’s	PART
fcis-25107	98	24	accuracy	accuracy	NOUN
fcis-25107	98	25	and	and	CCONJ
fcis-25107	98	26	robustness	robustness	NOUN
fcis-25107	98	27	,	,	PUNCT
fcis-25107	98	28	and	and	CCONJ
fcis-25107	98	29	reduce	reduce	VERB
fcis-25107	98	30	false	false	ADJ
fcis-25107	98	31	positive	positive	ADJ
fcis-25107	98	32	rates	rate	NOUN
fcis-25107	98	33	.	.	PUNCT
fcis-25107	99	1	real	real	ADJ
fcis-25107	99	2	-	-	PUNCT
fcis-25107	99	3	time	time	NOUN
fcis-25107	99	4	performance	performance	NOUN
fcis-25107	99	5	enhancement	enhancement	NOUN
fcis-25107	99	6	:	:	PUNCT
fcis-25107	99	7	optimize	optimize	VERB
fcis-25107	99	8	algorithms	algorithm	NOUN
fcis-25107	99	9	and	and	CCONJ
fcis-25107	99	10	engineering	engineering	NOUN
fcis-25107	99	11	implementations	implementation	NOUN
fcis-25107	99	12	to	to	PART
fcis-25107	99	13	increase	increase	VERB
fcis-25107	99	14	processing	processing	NOUN
fcis-25107	99	15	speed	speed	NOUN
fcis-25107	99	16	and	and	CCONJ
fcis-25107	99	17	real	real	ADJ
fcis-25107	99	18	-	-	PUNCT
fcis-25107	99	19	time	time	NOUN
fcis-25107	99	20	performance	performance	NOUN
fcis-25107	99	21	,	,	PUNCT
fcis-25107	99	22	meeting	meet	VERB
fcis-25107	99	23	the	the	DET
fcis-25107	99	24	demands	demand	NOUN
fcis-25107	99	25	of	of	ADP
fcis-25107	99	26	production	production	NOUN
fcis-25107	99	27	lines	line	NOUN
fcis-25107	99	28	.	.	PUNCT
fcis-25107	100	1	data	datum	NOUN
fcis-25107	100	2	augmentation	augmentation	NOUN
fcis-25107	100	3	:	:	PUNCT
fcis-25107	100	4	use	use	VERB
fcis-25107	100	5	data	data	NOUN
fcis-25107	100	6	augmentation	augmentation	NOUN
fcis-25107	100	7	techniques	technique	NOUN
fcis-25107	100	8	to	to	PART
fcis-25107	100	9	expand	expand	VERB
fcis-25107	100	10	the	the	DET
fcis-25107	100	11	dataset	dataset	NOUN
fcis-25107	100	12	and	and	CCONJ
fcis-25107	100	13	improve	improve	VERB
fcis-25107	100	14	the	the	DET
fcis-25107	100	15	system	system	NOUN
fcis-25107	100	16	’s	’s	PART
fcis-25107	100	17	adaptability	adaptability	NOUN
fcis-25107	100	18	to	to	ADP
fcis-25107	100	19	different	different	ADJ
fcis-25107	100	20	scenarios	scenario	NOUN
fcis-25107	100	21	and	and	CCONJ
fcis-25107	100	22	defect	defect	VERB
fcis-25107	100	23	types	type	NOUN
fcis-25107	100	24	.	.	PUNCT
fcis-25107	101	1	hardware	hardware	NOUN
fcis-25107	101	2	optimization	optimization	NOUN
fcis-25107	101	3	:	:	PUNCT
fcis-25107	101	4	employ	employ	VERB
fcis-25107	101	5	advanced	advanced	ADJ
fcis-25107	101	6	hardware	hardware	NOUN
fcis-25107	101	7	devices	device	NOUN
fcis-25107	101	8	,	,	PUNCT
fcis-25107	101	9	such	such	ADJ
fcis-25107	101	10	as	as	ADP
fcis-25107	101	11	specialized	specialized	ADJ
fcis-25107	101	12	image	image	NOUN
fcis-25107	101	13	processing	processing	NOUN
fcis-25107	101	14	chips	chip	NOUN
fcis-25107	101	15	or	or	CCONJ
fcis-25107	101	16	fpgas	fpgas	NOUN
fcis-25107	101	17	,	,	PUNCT
fcis-25107	101	18	to	to	PART
fcis-25107	101	19	boost	boost	VERB
fcis-25107	101	20	the	the	DET
fcis-25107	101	21	system	system	NOUN
fcis-25107	101	22	’s	’s	PART
fcis-25107	101	23	processing	processing	NOUN
fcis-25107	101	24	performance	performance	NOUN
fcis-25107	101	25	and	and	CCONJ
fcis-25107	101	26	efficiency	efficiency	NOUN
fcis-25107	101	27	.	.	PUNCT
fcis-25107	102	1	user	user	NOUN
fcis-25107	102	2	interface	interface	NOUN
fcis-25107	102	3	improvement	improvement	NOUN
fcis-25107	102	4	:	:	PUNCT
fcis-25107	102	5	refine	refine	VERB
fcis-25107	102	6	the	the	DET
fcis-25107	102	7	system	system	NOUN
fcis-25107	102	8	’s	’s	PART
fcis-25107	102	9	user	user	NOUN
fcis-25107	102	10	interface	interface	NOUN
fcis-25107	102	11	and	and	CCONJ
fcis-25107	102	12	interaction	interaction	NOUN
fcis-25107	102	13	methods	method	NOUN
fcis-25107	102	14	to	to	PART
fcis-25107	102	15	make	make	VERB
fcis-25107	102	16	them	they	PRON
fcis-25107	102	17	more	more	ADV
fcis-25107	102	18	userfriendly	userfriendly	ADV
fcis-25107	102	19	and	and	CCONJ
fcis-25107	102	20	accessible	accessible	ADJ
fcis-25107	102	21	,	,	PUNCT
fcis-25107	102	22	thereby	thereby	ADV
fcis-25107	102	23	lowering	lower	VERB
fcis-25107	102	24	the	the	DET
fcis-25107	102	25	operational	operational	ADJ
fcis-25107	102	26	threshold	threshold	NOUN
fcis-25107	102	27	.	.	PUNCT
fcis-25107	103	1	although	although	SCONJ
fcis-25107	103	2	the	the	DET
fcis-25107	103	3	real	real	ADJ
fcis-25107	103	4	-	-	PUNCT
fcis-25107	103	5	time	time	NOUN
fcis-25107	103	6	bottle	bottle	NOUN
fcis-25107	103	7	defect	defect	NOUN
fcis-25107	103	8	detection	detection	NOUN
fcis-25107	103	9	system	system	NOUN
fcis-25107	103	10	has	have	AUX
fcis-25107	103	11	achieved	achieve	VERB
fcis-25107	103	12	certain	certain	ADJ
fcis-25107	103	13	results	result	NOUN
fcis-25107	103	14	,	,	PUNCT
fcis-25107	103	15	there	there	PRON
fcis-25107	103	16	is	be	VERB
fcis-25107	103	17	still	still	ADV
fcis-25107	103	18	room	room	NOUN
fcis-25107	103	19	for	for	ADP
fcis-25107	103	20	optimization	optimization	NOUN
fcis-25107	103	21	and	and	CCONJ
fcis-25107	103	22	improvement	improvement	NOUN
fcis-25107	103	23	.	.	PUNCT
fcis-25107	104	1	future	future	ADJ
fcis-25107	104	2	system	system	NOUN
fcis-25107	104	3	optimization	optimization	NOUN
fcis-25107	104	4	and	and	CCONJ
fcis-25107	104	5	improvements	improvement	NOUN
fcis-25107	104	6	can	can	AUX
fcis-25107	104	7	be	be	AUX
fcis-25107	104	8	approached	approach	VERB
fcis-25107	104	9	from	from	ADP
fcis-25107	104	10	the	the	DET
fcis-25107	104	11	following	following	ADJ
fcis-25107	104	12	aspects	aspect	NOUN
fcis-25107	104	13	:	:	PUNCT
fcis-25107	104	14	algorithm	algorithm	NOUN
fcis-25107	104	15	optimization	optimization	NOUN
fcis-25107	104	16	:	:	PUNCT
fcis-25107	104	17	improve	improve	VERB
fcis-25107	104	18	detection	detection	NOUN
fcis-25107	104	19	accuracy	accuracy	NOUN
fcis-25107	104	20	and	and	CCONJ
fcis-25107	104	21	robustness	robustness	NOUN
fcis-25107	104	22	by	by	ADP
fcis-25107	104	23	refining	refine	VERB
fcis-25107	104	24	detection	detection	NOUN
fcis-25107	104	25	algorithms	algorithm	NOUN
fcis-25107	104	26	and	and	CCONJ
fcis-25107	104	27	model	model	NOUN
fcis-25107	104	28	architectures	architecture	NOUN
fcis-25107	104	29	and	and	CCONJ
fcis-25107	104	30	reduce	reduce	VERB
fcis-25107	104	31	false	false	ADJ
fcis-25107	104	32	positives	positive	NOUN
fcis-25107	104	33	.	.	PUNCT
fcis-25107	105	1	real	real	ADJ
fcis-25107	105	2	-	-	PUNCT
fcis-25107	105	3	time	time	NOUN
fcis-25107	105	4	optimization	optimization	NOUN
fcis-25107	105	5	:	:	PUNCT
fcis-25107	105	6	enhance	enhance	VERB
fcis-25107	105	7	system	system	NOUN
fcis-25107	105	8	processing	processing	NOUN
fcis-25107	105	9	speed	speed	NOUN
fcis-25107	105	10	and	and	CCONJ
fcis-25107	105	11	real	real	ADJ
fcis-25107	105	12	-	-	PUNCT
fcis-25107	105	13	time	time	NOUN
fcis-25107	105	14	performance	performance	NOUN
fcis-25107	105	15	by	by	ADP
fcis-25107	105	16	optimizing	optimize	VERB
fcis-25107	105	17	algorithms	algorithm	NOUN
fcis-25107	105	18	and	and	CCONJ
fcis-25107	105	19	engineering	engineering	NOUN
fcis-25107	105	20	implementations	implementation	NOUN
fcis-25107	105	21	to	to	PART
fcis-25107	105	22	meet	meet	VERB
fcis-25107	105	23	production	production	NOUN
fcis-25107	105	24	line	line	NOUN
fcis-25107	105	25	requirements	requirement	NOUN
fcis-25107	105	26	.	.	PUNCT
fcis-25107	106	1	data	datum	NOUN
fcis-25107	106	2	augmentation	augmentation	NOUN
fcis-25107	106	3	:	:	PUNCT
fcis-25107	106	4	expand	expand	VERB
fcis-25107	106	5	the	the	DET
fcis-25107	106	6	dataset	dataset	NOUN
fcis-25107	106	7	through	through	ADP
fcis-25107	106	8	data	datum	NOUN
fcis-25107	106	9	augmentation	augmentation	NOUN
fcis-25107	106	10	techniques	technique	NOUN
fcis-25107	106	11	to	to	PART
fcis-25107	106	12	increase	increase	VERB
fcis-25107	106	13	the	the	DET
fcis-25107	106	14	system	system	NOUN
fcis-25107	106	15	’s	’s	PART
fcis-25107	106	16	adaptability	adaptability	NOUN
fcis-25107	106	17	to	to	ADP
fcis-25107	106	18	different	different	ADJ
fcis-25107	106	19	scenarios	scenario	NOUN
fcis-25107	106	20	and	and	CCONJ
fcis-25107	106	21	defect	defect	VERB
fcis-25107	106	22	types	type	NOUN
fcis-25107	106	23	.	.	PUNCT
fcis-25107	107	1	hardware	hardware	NOUN
fcis-25107	107	2	optimization	optimization	NOUN
fcis-25107	107	3	:	:	PUNCT
fcis-25107	107	4	utilize	utilize	VERB
fcis-25107	107	5	more	more	ADV
fcis-25107	107	6	advanced	advanced	ADJ
fcis-25107	107	7	hardware	hardware	NOUN
fcis-25107	107	8	devices	device	NOUN
fcis-25107	107	9	,	,	PUNCT
fcis-25107	107	10	such	such	ADJ
fcis-25107	107	11	as	as	ADP
fcis-25107	107	12	dedicated	dedicated	ADJ
fcis-25107	107	13	image	image	NOUN
fcis-25107	107	14	processing	processing	NOUN
fcis-25107	107	15	chips	chip	NOUN
fcis-25107	107	16	or	or	CCONJ
fcis-25107	107	17	fpgas	fpgas	NOUN
fcis-25107	107	18	,	,	PUNCT
fcis-25107	107	19	to	to	PART
fcis-25107	107	20	improve	improve	VERB
fcis-25107	107	21	system	system	NOUN
fcis-25107	107	22	performance	performance	NOUN
fcis-25107	107	23	and	and	CCONJ
fcis-25107	107	24	efficiency	efficiency	NOUN
fcis-25107	107	25	.	.	PUNCT
fcis-25107	108	1	user	user	NOUN
fcis-25107	108	2	interface	interface	PROPN
fcis-25107	108	3	optimization	optimization	NOUN
fcis-25107	108	4	:	:	PUNCT
fcis-25107	108	5	refine	refine	VERB
fcis-25107	108	6	the	the	DET
fcis-25107	108	7	system	system	NOUN
fcis-25107	108	8	’s	’s	PART
fcis-25107	108	9	user	user	NOUN
fcis-25107	108	10	interface	interface	NOUN
fcis-25107	108	11	and	and	CCONJ
fcis-25107	108	12	interaction	interaction	NOUN
fcis-25107	108	13	methods	method	NOUN
fcis-25107	108	14	to	to	PART
fcis-25107	108	15	make	make	VERB
fcis-25107	108	16	them	they	PRON
fcis-25107	108	17	more	more	ADV
fcis-25107	108	18	userfriendly	userfriendly	ADV
fcis-25107	108	19	and	and	CCONJ
fcis-25107	108	20	accessible	accessible	ADJ
fcis-25107	108	21	,	,	PUNCT
fcis-25107	108	22	thereby	thereby	ADV
fcis-25107	108	23	lowering	lower	VERB
fcis-25107	108	24	the	the	DET
fcis-25107	108	25	operational	operational	ADJ
fcis-25107	108	26	threshold	threshold	NOUN
fcis-25107	108	27	.	.	PUNCT
fcis-25107	109	1	through	through	ADP
fcis-25107	109	2	continuous	continuous	ADJ
fcis-25107	109	3	optimization	optimization	NOUN
fcis-25107	109	4	and	and	CCONJ
fcis-25107	109	5	improvement	improvement	NOUN
fcis-25107	109	6	,	,	PUNCT
fcis-25107	109	7	the	the	DET
fcis-25107	109	8	real	real	ADJ
fcis-25107	109	9	-	-	PUNCT
fcis-25107	109	10	time	time	NOUN
fcis-25107	109	11	bottle	bottle	NOUN
fcis-25107	109	12	defect	defect	NOUN
fcis-25107	109	13	detection	detection	NOUN
fcis-25107	109	14	system	system	NOUN
fcis-25107	109	15	will	will	AUX
fcis-25107	109	16	better	well	ADV
fcis-25107	109	17	serve	serve	VERB
fcis-25107	109	18	industrial	industrial	ADJ
fcis-25107	109	19	production	production	NOUN
fcis-25107	109	20	and	and	CCONJ
fcis-25107	109	21	continually	continually	ADV
fcis-25107	109	22	enhance	enhance	VERB
fcis-25107	109	23	its	its	PRON
fcis-25107	109	24	performance	performance	NOUN
fcis-25107	109	25	and	and	CCONJ
fcis-25107	109	26	value	value	NOUN
fcis-25107	109	27	.	.	PUNCT
fcis-25107	110	1	through	through	ADP
fcis-25107	110	2	continuous	continuous	ADJ
fcis-25107	110	3	optimization	optimization	NOUN
fcis-25107	110	4	and	and	CCONJ
fcis-25107	110	5	improvement	improvement	NOUN
fcis-25107	110	6	,	,	PUNCT
fcis-25107	110	7	the	the	DET
fcis-25107	110	8	real	real	ADJ
fcis-25107	110	9	-	-	PUNCT
fcis-25107	110	10	time	time	NOUN
fcis-25107	110	11	bottle	bottle	NOUN
fcis-25107	110	12	defect	defect	NOUN
fcis-25107	110	13	detection	detection	NOUN
fcis-25107	110	14	system	system	NOUN
fcis-25107	110	15	will	will	AUX
fcis-25107	110	16	better	well	ADV
fcis-25107	110	17	serve	serve	VERB
fcis-25107	110	18	industrial	industrial	ADJ
fcis-25107	110	19	production	production	NOUN
fcis-25107	110	20	and	and	CCONJ
fcis-25107	110	21	enhance	enhance	VERB
fcis-25107	110	22	its	its	PRON
fcis-25107	110	23	performance	performance	NOUN
fcis-25107	110	24	and	and	CCONJ
fcis-25107	110	25	value	value	NOUN
fcis-25107	110	26	.	.	PUNCT
fcis-25107	111	1	acknowledgments	acknowledgment	NOUN
fcis-25107	111	2	this	this	DET
fcis-25107	111	3	research	research	NOUN
fcis-25107	111	4	was	be	AUX
fcis-25107	111	5	conducted	conduct	VERB
fcis-25107	111	6	in	in	ADP
fcis-25107	111	7	zhejiang	zhejiang	PROPN
fcis-25107	111	8	denuo	denuo	PROPN
fcis-25107	111	9	co.	co.	PROPN
fcis-25107	111	10	,	,	PUNCT
fcis-25107	111	11	ltd	ltd	PROPN
fcis-25107	111	12	,	,	PUNCT
fcis-25107	111	13	funded	fund	VERB
fcis-25107	111	14	by	by	ADP
fcis-25107	111	15	department	department	NOUN
fcis-25107	111	16	of	of	ADP
fcis-25107	111	17	education	education	NOUN
fcis-25107	111	18	of	of	ADP
fcis-25107	111	19	zhejiang	zhejiang	PROPN
fcis-25107	111	20	,	,	PUNCT
fcis-25107	111	21	wenzhou	wenzhou	PROPN
fcis-25107	111	22	polytechnic	polytechnic	PROPN
fcis-25107	111	23	(	(	PUNCT
fcis-25107	111	24	funding	funding	NOUN
fcis-25107	111	25	no	no	INTJ
fcis-25107	111	26	.	.	PUNCT
fcis-25107	112	1	y202250639	y202250639	NUM
fcis-25107	112	2	)	)	PUNCT
fcis-25107	112	3	.	.	PUNCT
fcis-25107	113	1	references	reference	NOUN
fcis-25107	113	2	[	[	X
fcis-25107	113	3	1	1	X
fcis-25107	113	4	]	]	PUNCT
fcis-25107	113	5	xinyue	xinyue	PROPN
fcis-25107	113	6	lv	lv	PROPN
fcis-25107	113	7	,	,	PUNCT
fcis-25107	113	8	xiaolong	xiaolong	PROPN
fcis-25107	113	9	zhang	zhang	PROPN
fcis-25107	113	10	,	,	PUNCT
fcis-25107	113	11	hairong	hairong	PROPN
fcis-25107	113	12	gao	gao	PROPN
fcis-25107	113	13	,	,	PUNCT
fcis-25107	113	14	tingting	tingte	VERB
fcis-25107	113	15	he	he	PRON
fcis-25107	113	16	,	,	PUNCT
fcis-25107	113	17	zhiyuan	zhiyuan	PROPN
fcis-25107	113	18	lv	lv	PROPN
fcis-25107	113	19	,	,	PUNCT
fcis-25107	113	20	lili	lili	PROPN
fcis-25107	113	21	zhangzhong	zhangzhong	PROPN
fcis-25107	113	22	,	,	PUNCT
fcis-25107	113	23	when	when	SCONJ
fcis-25107	113	24	crops	crop	NOUN
fcis-25107	113	25	meet	meet	VERB
fcis-25107	113	26	machine	machine	NOUN
fcis-25107	113	27	vision	vision	NOUN
fcis-25107	113	28	:	:	PUNCT
fcis-25107	113	29	a	a	DET
fcis-25107	113	30	review	review	NOUN
fcis-25107	113	31	and	and	CCONJ
fcis-25107	113	32	development	development	NOUN
fcis-25107	113	33	framework	framework	NOUN
fcis-25107	113	34	for	for	ADP
fcis-25107	113	35	a	a	DET
fcis-25107	113	36	low	low	ADJ
fcis-25107	113	37	-	-	PUNCT
fcis-25107	113	38	cost	cost	NOUN
fcis-25107	113	39	nondestructive	nondestructive	ADJ
fcis-25107	113	40	online	online	ADJ
fcis-25107	113	41	monitoring	monitoring	NOUN
fcis-25107	113	42	technology	technology	NOUN
fcis-25107	113	43	in	in	ADP
fcis-25107	113	44	agricultural	agricultural	ADJ
fcis-25107	113	45	production	production	NOUN
fcis-25107	113	46	,	,	PUNCT
fcis-25107	113	47	agriculture	agriculture	NOUN
fcis-25107	113	48	communications	communication	NOUN
fcis-25107	113	49	,	,	PUNCT
fcis-25107	113	50	vol.2(1	vol.2(1	NOUN
fcis-25107	113	51	)	)	PUNCT
fcis-25107	113	52	,	,	PUNCT
fcis-25107	113	53	2024	2024	NUM
fcis-25107	113	54	.	.	PUNCT
fcis-25107	114	1	[	[	X
fcis-25107	114	2	2	2	X
fcis-25107	114	3	]	]	X
fcis-25107	114	4	jill	jill	PROPN
fcis-25107	114	5	walker	walker	PROPN
fcis-25107	114	6	rettberg	rettberg	PROPN
fcis-25107	114	7	,	,	PUNCT
fcis-25107	114	8	linda	linda	PROPN
fcis-25107	114	9	kronman	kronman	PROPN
fcis-25107	114	10	,	,	PUNCT
fcis-25107	114	11	ragnhild	ragnhild	PROPN
fcis-25107	114	12	solberg	solberg	PROPN
fcis-25107	114	13	,	,	PUNCT
fcis-25107	114	14	marianne	marianne	PROPN
fcis-25107	114	15	gunderson	gunderson	PROPN
fcis-25107	114	16	,	,	PUNCT
fcis-25107	114	17	stein	stein	PROPN
fcis-25107	114	18	magne	magne	PROPN
fcis-25107	114	19	bjørklund	bjørklund	PROPN
fcis-25107	114	20	,	,	PUNCT
fcis-25107	114	21	linn	linn	PROPN
fcis-25107	114	22	heidi	heidi	PROPN
fcis-25107	114	23	stokkedal	stokkedal	PROPN
fcis-25107	114	24	,	,	PUNCT
fcis-25107	114	25	kurdin	kurdin	PROPN
fcis-25107	114	26	jacob	jacob	PROPN
fcis-25107	114	27	,	,	PUNCT
fcis-25107	114	28	gabriele	gabriele	PROPN
fcis-25107	114	29	de	de	PROPN
fcis-25107	114	30	seta	seta	PROPN
fcis-25107	114	31	,	,	PUNCT
fcis-25107	114	32	annette	annette	PROPN
fcis-25107	114	33	markham	markham	PROPN
fcis-25107	114	34	,	,	PUNCT
fcis-25107	114	35	representations	representation	NOUN
fcis-25107	114	36	of	of	ADP
fcis-25107	114	37	machine	machine	NOUN
fcis-25107	114	38	vision	vision	NOUN
fcis-25107	114	39	technologies	technology	NOUN
fcis-25107	114	40	in	in	ADP
fcis-25107	114	41	artworks	artwork	NOUN
fcis-25107	114	42	,	,	PUNCT
fcis-25107	114	43	games	game	NOUN
fcis-25107	114	44	and	and	CCONJ
fcis-25107	114	45	narratives	narrative	NOUN
fcis-25107	114	46	:	:	PUNCT
fcis-25107	114	47	a	a	DET
fcis-25107	114	48	dataset	dataset	NOUN
fcis-25107	114	49	,	,	PUNCT
fcis-25107	114	50	data	datum	NOUN
fcis-25107	114	51	in	in	ADP
fcis-25107	114	52	brief	brief	ADJ
fcis-25107	114	53	,	,	PUNCT
fcis-25107	114	54	vol.42	vol.42	ADP
fcis-25107	114	55	,	,	PUNCT
fcis-25107	114	56	2022	2022	NUM
fcis-25107	114	57	.	.	PUNCT
fcis-25107	115	1	[	[	X
fcis-25107	115	2	3	3	NUM
fcis-25107	115	3	]	]	X
fcis-25107	115	4	zhiwen	zhiwen	PROPN
fcis-25107	115	5	tu	tu	PROPN
fcis-25107	115	6	,	,	PUNCT
fcis-25107	115	7	xianan	xianan	PROPN
fcis-25107	115	8	qin	qin	PROPN
fcis-25107	115	9	,	,	PUNCT
fcis-25107	115	10	a	a	DET
fcis-25107	115	11	python	python	PROPN
fcis-25107	115	12	-	-	PUNCT
fcis-25107	115	13	opencv	opencv	PROPN
fcis-25107	115	14	based	base	VERB
fcis-25107	115	15	software	software	NOUN
fcis-25107	115	16	for	for	ADP
fcis-25107	115	17	processing	process	VERB
fcis-25107	115	18	single	single	ADJ
fcis-25107	115	19	-	-	PUNCT
fcis-25107	115	20	bacterium	bacterium	NOUN
fcis-25107	115	21	tracking	tracking	NOUN
fcis-25107	115	22	microscopy	microscopy	NOUN
fcis-25107	115	23	videos	video	NOUN
fcis-25107	115	24	,	,	PUNCT
fcis-25107	115	25	biophysical	biophysical	ADJ
fcis-25107	115	26	journal	journal	NOUN
fcis-25107	115	27	,	,	PUNCT
fcis-25107	115	28	vol.122(3	vol.122(3	PROPN
fcis-25107	115	29	)	)	PUNCT
fcis-25107	115	30	,	,	PUNCT
fcis-25107	115	31	2023	2023	NUM
fcis-25107	115	32	,	,	PUNCT
fcis-25107	115	33	p.140a-141a	p.140a-141a	NOUN
fcis-25107	115	34	.	.	PUNCT
fcis-25107	116	1	[	[	X
fcis-25107	116	2	4	4	NUM
fcis-25107	116	3	]	]	PUNCT
fcis-25107	116	4	hosein	hosein	PROPN
fcis-25107	116	5	nouri	nouri	PROPN
fcis-25107	116	6	-	-	PUNCT
fcis-25107	116	7	ahmadabadi	ahmadabadi	PROPN
fcis-25107	116	8	,	,	PUNCT
fcis-25107	116	9	mahmoud	mahmoud	PROPN
fcis-25107	116	10	omid	omid	PROPN
fcis-25107	116	11	,	,	PUNCT
fcis-25107	116	12	seyed	seyed	PROPN
fcis-25107	116	13	saeid	saeid	PROPN
fcis-25107	116	14	mohtasebi	mohtasebi	PROPN
fcis-25107	116	15	,	,	PUNCT
fcis-25107	116	16	mahmoud	mahmoud	PROPN
fcis-25107	116	17	soltani	soltani	PROPN
fcis-25107	116	18	firouz	firouz	PROPN
fcis-25107	116	19	,	,	PUNCT
fcis-25107	116	20	design	design	NOUN
fcis-25107	116	21	,	,	PUNCT
fcis-25107	116	22	development	development	NOUN
fcis-25107	116	23	and	and	CCONJ
fcis-25107	116	24	evaluation	evaluation	NOUN
fcis-25107	116	25	of	of	ADP
fcis-25107	116	26	an	an	DET
fcis-25107	116	27	online	online	ADJ
fcis-25107	116	28	grading	grade	VERB
fcis-25107	116	29	system	system	NOUN
fcis-25107	116	30	for	for	ADP
fcis-25107	116	31	peeled	peel	VERB
fcis-25107	116	32	pistachios	pistachio	NOUN
fcis-25107	116	33	equipped	equip	VERB
fcis-25107	116	34	with	with	ADP
fcis-25107	116	35	machine	machine	NOUN
fcis-25107	116	36	vision	vision	NOUN
fcis-25107	116	37	technology	technology	NOUN
fcis-25107	116	38	and	and	CCONJ
fcis-25107	116	39	support	support	VERB
fcis-25107	116	40	vector	vector	NOUN
fcis-25107	116	41	machine	machine	NOUN
fcis-25107	116	42	,	,	PUNCT
fcis-25107	116	43	information	information	NOUN
fcis-25107	116	44	processing	processing	NOUN
fcis-25107	116	45	in	in	ADP
fcis-25107	116	46	agriculture	agriculture	NOUN
fcis-25107	116	47	,	,	PUNCT
fcis-25107	116	48	vol.4(4	vol.4(4	PROPN
fcis-25107	116	49	)	)	PUNCT
fcis-25107	116	50	,	,	PUNCT
fcis-25107	116	51	2017	2017	NUM
fcis-25107	116	52	,	,	PUNCT
fcis-25107	116	53	p.	p.	NOUN
fcis-25107	116	54	333	333	NUM
fcis-25107	116	55	-	-	SYM
fcis-25107	116	56	341	341	NUM
fcis-25107	116	57	.	.	PUNCT