id	sid	tid	token	lemma	pos
cana-6233	1	1	paper	paper	NOUN
cana-6233	1	2	title	title	NOUN
cana-6233	1	3	(	(	PUNCT
cana-6233	1	4	use	use	NOUN
cana-6233	1	5	style	style	NOUN
cana-6233	1	6	:	:	PUNCT
cana-6233	1	7	paper	paper	NOUN
cana-6233	1	8	title	title	NOUN
cana-6233	1	9	)	)	PUNCT
cana-6233	1	10	communications	communication	NOUN
cana-6233	1	11	on	on	ADP
cana-6233	1	12	applied	apply	VERB
cana-6233	1	13	nonlinear	nonlinear	ADJ
cana-6233	1	14	analysis	analysis	NOUN
cana-6233	1	15	issn	issn	NOUN
cana-6233	1	16	:	:	PUNCT
cana-6233	1	17	1074	1074	NUM
cana-6233	1	18	-	-	PUNCT
cana-6233	1	19	133x	133x	NUM
cana-6233	1	20	vol	vol	NOUN
cana-6233	1	21	32	32	NUM
cana-6233	1	22	no	no	NOUN
cana-6233	1	23	.	.	NOUN
cana-6233	1	24	1	1	NUM
cana-6233	1	25	(	(	PUNCT
cana-6233	1	26	2025	2025	NUM
cana-6233	1	27	)	)	PUNCT
cana-6233	2	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	2	2	772	772	NUM
cana-6233	2	3	harnessing	harness	VERB
cana-6233	2	4	machine	machine	NOUN
cana-6233	2	5	learning	learning	NOUN
cana-6233	2	6	and	and	CCONJ
cana-6233	2	7	real	real	ADJ
cana-6233	2	8	-	-	PUNCT
cana-6233	2	9	time	time	NOUN
cana-6233	2	10	object	object	NOUN
cana-6233	2	11	detection	detection	NOUN
cana-6233	2	12	to	to	PART
cana-6233	2	13	revolutionise	revolutionise	VERB
cana-6233	2	14	industrial	industrial	ADJ
cana-6233	2	15	quality	quality	PROPN
cana-6233	2	16	control	control	PROPN
cana-6233	2	17	dr	dr	PROPN
cana-6233	2	18	vivek	vivek	PROPN
cana-6233	2	19	uprit1	uprit1	PROPN
cana-6233	2	20	,	,	PUNCT
cana-6233	2	21	dr	dr	PROPN
cana-6233	2	22	ravi	ravi	PROPN
cana-6233	2	23	mohan2	mohan2	PROPN
cana-6233	2	24	,	,	PUNCT
cana-6233	2	25	dr	dr	PROPN
cana-6233	2	26	bharti	bharti	PROPN
cana-6233	2	27	bhattad3	bhattad3	PROPN
cana-6233	2	28	1associate	1associate	NUM
cana-6233	2	29	director	director	NOUN
cana-6233	2	30	,	,	PUNCT
cana-6233	2	31	dataflair	dataflair	NOUN
cana-6233	2	32	web	web	NOUN
cana-6233	2	33	services	services	PROPN
cana-6233	2	34	pvt	pvt	PROPN
cana-6233	2	35	ltd	ltd	PROPN
cana-6233	2	36	.	.	PROPN
cana-6233	2	37	,	,	PUNCT
cana-6233	2	38	indore	indore	PROPN
cana-6233	2	39	,	,	PUNCT
cana-6233	2	40	mp	mp	PROPN
cana-6233	2	41	,	,	PUNCT
cana-6233	2	42	india	india	PROPN
cana-6233	2	43	,	,	PUNCT
cana-6233	2	44	email	email	NOUN
cana-6233	2	45	i	i	PROPN
cana-6233	2	46	d	d	PROPN
cana-6233	2	47	:	:	PUNCT
cana-6233	2	48	vivek.uprit@data-flair.training	vivek.uprit@data-flair.traine	VERB
cana-6233	2	49	2associate	2associate	NUM
cana-6233	2	50	professor	professor	NOUN
cana-6233	2	51	,	,	PUNCT
cana-6233	2	52	makhanlal	makhanlal	PROPN
cana-6233	2	53	chaturvedi	chaturvedi	PROPN
cana-6233	2	54	national	national	PROPN
cana-6233	2	55	university	university	PROPN
cana-6233	2	56	of	of	ADP
cana-6233	2	57	journalism	journalism	NOUN
cana-6233	2	58	and	and	CCONJ
cana-6233	2	59	communication	communication	NOUN
cana-6233	2	60	,	,	PUNCT
cana-6233	2	61	bhopal	bhopal	NOUN
cana-6233	2	62	,	,	PUNCT
cana-6233	2	63	mp	mp	PROPN
cana-6233	2	64	,	,	PUNCT
cana-6233	2	65	india	india	PROPN
cana-6233	2	66	,	,	PUNCT
cana-6233	2	67	email	email	NOUN
cana-6233	3	1	i	i	PROPN
cana-6233	3	2	d	d	PROPN
cana-6233	3	3	:	:	PUNCT
cana-6233	3	4	ravi@mcu.ac.in	ravi@mcu.ac.in	ADJ
cana-6233	3	5	3associate	3associate	NUM
cana-6233	3	6	professor	professor	NOUN
cana-6233	3	7	,	,	PUNCT
cana-6233	3	8	acropolis	acropolis	PROPN
cana-6233	3	9	institute	institute	NOUN
cana-6233	3	10	of	of	ADP
cana-6233	3	11	technology	technology	NOUN
cana-6233	3	12	and	and	CCONJ
cana-6233	3	13	research	research	NOUN
cana-6233	3	14	,	,	PUNCT
cana-6233	3	15	indore	indore	PROPN
cana-6233	3	16	,	,	PUNCT
cana-6233	3	17	mp	mp	PROPN
cana-6233	3	18	,	,	PUNCT
cana-6233	3	19	india	india	PROPN
cana-6233	3	20	,	,	PUNCT
cana-6233	3	21	email	email	NOUN
cana-6233	4	1	i	i	PROPN
cana-6233	4	2	d	d	PROPN
cana-6233	4	3	:	:	PUNCT
cana-6233	4	4	bhartibhattad118@gmail.com	bhartibhattad118@gmail.com	X
cana-6233	4	5	article	article	NOUN
cana-6233	4	6	history	history	NOUN
cana-6233	4	7	:	:	PUNCT
cana-6233	5	1	received:04/12/2024	received:04/12/2024	VERB
cana-6233	5	2	revised:03/01/2025	revised:03/01/2025	PROPN
cana-6233	5	3	accepted:05/02/2025	accepted:05/02/2025	PROPN
cana-6233	5	4	abstract	abstract	NOUN
cana-6233	5	5	:	:	PUNCT
cana-6233	5	6	this	this	DET
cana-6233	5	7	study	study	NOUN
cana-6233	5	8	introduces	introduce	VERB
cana-6233	5	9	an	an	DET
cana-6233	5	10	innovative	innovative	ADJ
cana-6233	5	11	real	real	ADJ
cana-6233	5	12	-	-	PUNCT
cana-6233	5	13	time	time	NOUN
cana-6233	5	14	object	object	NOUN
cana-6233	5	15	detection	detection	NOUN
cana-6233	5	16	system	system	NOUN
cana-6233	5	17	designed	design	VERB
cana-6233	5	18	to	to	PART
cana-6233	5	19	improve	improve	VERB
cana-6233	5	20	quality	quality	NOUN
cana-6233	5	21	control	control	NOUN
cana-6233	5	22	processes	process	NOUN
cana-6233	5	23	within	within	ADP
cana-6233	5	24	industrial	industrial	ADJ
cana-6233	5	25	manufacturing	manufacturing	NOUN
cana-6233	5	26	environments	environment	NOUN
cana-6233	5	27	.	.	PUNCT
cana-6233	6	1	traditional	traditional	ADJ
cana-6233	6	2	inspection	inspection	NOUN
cana-6233	6	3	methods	method	NOUN
cana-6233	6	4	,	,	PUNCT
cana-6233	6	5	often	often	ADV
cana-6233	6	6	based	base	VERB
cana-6233	6	7	on	on	ADP
cana-6233	6	8	manual	manual	ADJ
cana-6233	6	9	checks	check	NOUN
cana-6233	6	10	or	or	CCONJ
cana-6233	6	11	periodic	periodic	ADJ
cana-6233	6	12	sampling	sampling	NOUN
cana-6233	6	13	,	,	PUNCT
cana-6233	6	14	can	can	AUX
cana-6233	6	15	be	be	AUX
cana-6233	6	16	slow	slow	ADJ
cana-6233	6	17	,	,	PUNCT
cana-6233	6	18	labour	labour	NOUN
cana-6233	6	19	-	-	PUNCT
cana-6233	6	20	intensive	intensive	ADJ
cana-6233	6	21	,	,	PUNCT
cana-6233	6	22	and	and	CCONJ
cana-6233	6	23	prone	prone	ADJ
cana-6233	6	24	to	to	ADP
cana-6233	6	25	human	human	ADJ
cana-6233	6	26	error	error	NOUN
cana-6233	6	27	,	,	PUNCT
cana-6233	6	28	leading	lead	VERB
cana-6233	6	29	to	to	ADP
cana-6233	6	30	potential	potential	ADJ
cana-6233	6	31	defects	defect	NOUN
cana-6233	6	32	reaching	reach	VERB
cana-6233	6	33	consumers	consumer	NOUN
cana-6233	6	34	and	and	CCONJ
cana-6233	6	35	increased	increase	VERB
cana-6233	6	36	rework	rework	NOUN
cana-6233	6	37	costs	cost	NOUN
cana-6233	6	38	.	.	PUNCT
cana-6233	7	1	in	in	ADP
cana-6233	7	2	contrast	contrast	NOUN
cana-6233	7	3	,	,	PUNCT
cana-6233	7	4	the	the	DET
cana-6233	7	5	proposed	propose	VERB
cana-6233	7	6	system	system	NOUN
cana-6233	7	7	employs	employ	VERB
cana-6233	7	8	advanced	advanced	ADJ
cana-6233	7	9	computer	computer	NOUN
cana-6233	7	10	vision	vision	NOUN
cana-6233	7	11	techniques	technique	NOUN
cana-6233	7	12	,	,	PUNCT
cana-6233	7	13	leveraging	leverage	VERB
cana-6233	7	14	convolutional	convolutional	ADJ
cana-6233	7	15	neural	neural	ADJ
cana-6233	7	16	networks	network	NOUN
cana-6233	7	17	(	(	PUNCT
cana-6233	7	18	cnns	cnns	PROPN
cana-6233	7	19	)	)	PUNCT
cana-6233	7	20	and	and	CCONJ
cana-6233	7	21	region	region	NOUN
cana-6233	7	22	proposal	proposal	NOUN
cana-6233	7	23	networks	network	NOUN
cana-6233	7	24	(	(	PUNCT
cana-6233	7	25	rpns	rpns	NOUN
cana-6233	7	26	)	)	PUNCT
cana-6233	7	27	to	to	PART
cana-6233	7	28	automatically	automatically	ADV
cana-6233	7	29	and	and	CCONJ
cana-6233	7	30	efficiently	efficiently	ADV
cana-6233	7	31	identify	identify	VERB
cana-6233	7	32	and	and	CCONJ
cana-6233	7	33	locate	locate	ADJ
cana-6233	7	34	objects	object	NOUN
cana-6233	7	35	and	and	CCONJ
cana-6233	7	36	defects	defect	NOUN
cana-6233	7	37	as	as	SCONJ
cana-6233	7	38	they	they	PRON
cana-6233	7	39	appear	appear	VERB
cana-6233	7	40	on	on	ADP
cana-6233	7	41	the	the	DET
cana-6233	7	42	production	production	NOUN
cana-6233	7	43	line	line	NOUN
cana-6233	7	44	.	.	PUNCT
cana-6233	8	1	the	the	DET
cana-6233	8	2	system	system	NOUN
cana-6233	8	3	's	's	PART
cana-6233	8	4	key	key	ADJ
cana-6233	8	5	advantage	advantage	NOUN
cana-6233	8	6	lies	lie	VERB
cana-6233	8	7	in	in	ADP
cana-6233	8	8	its	its	PRON
cana-6233	8	9	ability	ability	NOUN
cana-6233	8	10	to	to	PART
cana-6233	8	11	deliver	deliver	VERB
cana-6233	8	12	rapid	rapid	ADJ
cana-6233	8	13	,	,	PUNCT
cana-6233	8	14	precise	precise	ADJ
cana-6233	8	15	detection	detection	NOUN
cana-6233	8	16	with	with	ADP
cana-6233	8	17	minimal	minimal	ADJ
cana-6233	8	18	latency	latency	NOUN
cana-6233	8	19	,	,	PUNCT
cana-6233	8	20	enabling	enable	VERB
cana-6233	8	21	immediate	immediate	ADJ
cana-6233	8	22	responses	response	NOUN
cana-6233	8	23	to	to	ADP
cana-6233	8	24	quality	quality	NOUN
cana-6233	8	25	issues	issue	NOUN
cana-6233	8	26	.	.	PUNCT
cana-6233	9	1	this	this	DET
cana-6233	9	2	real	real	ADJ
cana-6233	9	3	-	-	PUNCT
cana-6233	9	4	time	time	NOUN
cana-6233	9	5	functionality	functionality	NOUN
cana-6233	9	6	helps	helps	AUX
cana-6233	9	7	prevent	prevent	VERB
cana-6233	9	8	defective	defective	ADJ
cana-6233	9	9	products	product	NOUN
cana-6233	9	10	from	from	ADP
cana-6233	9	11	progressing	progress	VERB
cana-6233	9	12	further	far	ADV
cana-6233	9	13	in	in	ADP
cana-6233	9	14	the	the	DET
cana-6233	9	15	manufacturing	manufacturing	NOUN
cana-6233	9	16	process	process	NOUN
cana-6233	9	17	,	,	PUNCT
cana-6233	9	18	thus	thus	ADV
cana-6233	9	19	reducing	reduce	VERB
cana-6233	9	20	waste	waste	NOUN
cana-6233	9	21	,	,	PUNCT
cana-6233	9	22	rework	rework	NOUN
cana-6233	9	23	,	,	PUNCT
cana-6233	9	24	and	and	CCONJ
cana-6233	9	25	associated	associated	ADJ
cana-6233	9	26	costs	cost	NOUN
cana-6233	9	27	.	.	PUNCT
cana-6233	10	1	additionally	additionally	ADV
cana-6233	10	2	,	,	PUNCT
cana-6233	10	3	the	the	DET
cana-6233	10	4	approach	approach	NOUN
cana-6233	10	5	is	be	AUX
cana-6233	10	6	highly	highly	ADV
cana-6233	10	7	adaptable	adaptable	ADJ
cana-6233	10	8	,	,	PUNCT
cana-6233	10	9	capable	capable	ADJ
cana-6233	10	10	of	of	ADP
cana-6233	10	11	accommodating	accommodate	VERB
cana-6233	10	12	different	different	ADJ
cana-6233	10	13	product	product	NOUN
cana-6233	10	14	types	type	NOUN
cana-6233	10	15	,	,	PUNCT
cana-6233	10	16	sizes	size	NOUN
cana-6233	10	17	,	,	PUNCT
cana-6233	10	18	and	and	CCONJ
cana-6233	10	19	orientations	orientation	NOUN
cana-6233	10	20	,	,	PUNCT
cana-6233	10	21	making	make	VERB
cana-6233	10	22	it	it	PRON
cana-6233	10	23	suitable	suitable	ADJ
cana-6233	10	24	for	for	ADP
cana-6233	10	25	a	a	DET
cana-6233	10	26	wide	wide	ADJ
cana-6233	10	27	range	range	NOUN
cana-6233	10	28	of	of	ADP
cana-6233	10	29	industrial	industrial	ADJ
cana-6233	10	30	applications	application	NOUN
cana-6233	10	31	.	.	PUNCT
cana-6233	11	1	furthermore	furthermore	ADV
cana-6233	11	2	,	,	PUNCT
cana-6233	11	3	the	the	DET
cana-6233	11	4	system	system	NOUN
cana-6233	11	5	incorporates	incorporate	VERB
cana-6233	11	6	dynamic	dynamic	ADJ
cana-6233	11	7	scaling	scaling	NOUN
cana-6233	11	8	mechanisms	mechanism	NOUN
cana-6233	11	9	that	that	PRON
cana-6233	11	10	allow	allow	VERB
cana-6233	11	11	it	it	PRON
cana-6233	11	12	to	to	PART
cana-6233	11	13	adjust	adjust	VERB
cana-6233	11	14	seamlessly	seamlessly	ADV
cana-6233	11	15	to	to	ADP
cana-6233	11	16	variations	variation	NOUN
cana-6233	11	17	in	in	ADP
cana-6233	11	18	the	the	DET
cana-6233	11	19	items	item	NOUN
cana-6233	11	20	being	be	AUX
cana-6233	11	21	inspected	inspect	VERB
cana-6233	11	22	,	,	PUNCT
cana-6233	11	23	ensuring	ensure	VERB
cana-6233	11	24	consistent	consistent	ADJ
cana-6233	11	25	high	high	ADJ
cana-6233	11	26	standards	standard	NOUN
cana-6233	11	27	across	across	ADP
cana-6233	11	28	diverse	diverse	ADJ
cana-6233	11	29	manufacturing	manufacturing	NOUN
cana-6233	11	30	contexts	contexts	NOUN
cana-6233	11	31	.	.	PUNCT
cana-6233	12	1	the	the	DET
cana-6233	12	2	study	study	NOUN
cana-6233	12	3	also	also	ADV
cana-6233	12	4	highlights	highlight	VERB
cana-6233	12	5	the	the	DET
cana-6233	12	6	system	system	NOUN
cana-6233	12	7	's	's	PART
cana-6233	12	8	flexibility	flexibility	NOUN
cana-6233	12	9	in	in	ADP
cana-6233	12	10	customisation	customisation	NOUN
cana-6233	12	11	,	,	PUNCT
cana-6233	12	12	enabling	enable	VERB
cana-6233	12	13	it	it	PRON
cana-6233	12	14	to	to	PART
cana-6233	12	15	meet	meet	VERB
cana-6233	12	16	specific	specific	ADJ
cana-6233	12	17	industry	industry	NOUN
cana-6233	12	18	requirements	requirement	NOUN
cana-6233	12	19	and	and	CCONJ
cana-6233	12	20	conditions	condition	NOUN
cana-6233	12	21	.	.	PUNCT
cana-6233	13	1	experimental	experimental	ADJ
cana-6233	13	2	results	result	NOUN
cana-6233	13	3	demonstrated	demonstrate	VERB
cana-6233	13	4	that	that	SCONJ
cana-6233	13	5	this	this	DET
cana-6233	13	6	method	method	NOUN
cana-6233	13	7	outperforms	outperform	VERB
cana-6233	13	8	traditional	traditional	ADJ
cana-6233	13	9	inspection	inspection	NOUN
cana-6233	13	10	approaches	approach	NOUN
cana-6233	13	11	,	,	PUNCT
cana-6233	13	12	achieving	achieve	VERB
cana-6233	13	13	higher	high	ADJ
cana-6233	13	14	accuracy	accuracy	NOUN
cana-6233	13	15	and	and	CCONJ
cana-6233	13	16	faster	fast	ADJ
cana-6233	13	17	detection	detection	NOUN
cana-6233	13	18	times	time	NOUN
cana-6233	13	19	,	,	PUNCT
cana-6233	13	20	and	and	CCONJ
cana-6233	13	21	offering	offer	VERB
cana-6233	13	22	a	a	DET
cana-6233	13	23	more	more	ADV
cana-6233	13	24	sustainable	sustainable	ADJ
cana-6233	13	25	and	and	CCONJ
cana-6233	13	26	efficient	efficient	ADJ
cana-6233	13	27	solution	solution	NOUN
cana-6233	13	28	for	for	ADP
cana-6233	13	29	quality	quality	NOUN
cana-6233	13	30	assurance	assurance	NOUN
cana-6233	13	31	.	.	PUNCT
cana-6233	14	1	overall	overall	ADV
cana-6233	14	2	,	,	PUNCT
cana-6233	14	3	this	this	DET
cana-6233	14	4	research	research	NOUN
cana-6233	14	5	underscores	underscore	VERB
cana-6233	14	6	the	the	DET
cana-6233	14	7	transformative	transformative	ADJ
cana-6233	14	8	potential	potential	NOUN
cana-6233	14	9	of	of	ADP
cana-6233	14	10	integrating	integrate	VERB
cana-6233	14	11	advanced	advanced	ADJ
cana-6233	14	12	computer	computer	NOUN
cana-6233	14	13	vision	vision	NOUN
cana-6233	14	14	technologies	technology	NOUN
cana-6233	14	15	into	into	ADP
cana-6233	14	16	industrial	industrial	ADJ
cana-6233	14	17	quality	quality	NOUN
cana-6233	14	18	control	control	NOUN
cana-6233	14	19	,	,	PUNCT
cana-6233	14	20	setting	set	VERB
cana-6233	14	21	a	a	DET
cana-6233	14	22	new	new	ADJ
cana-6233	14	23	standard	standard	NOUN
cana-6233	14	24	for	for	ADP
cana-6233	14	25	accuracy	accuracy	NOUN
cana-6233	14	26	,	,	PUNCT
cana-6233	14	27	speed	speed	NOUN
cana-6233	14	28	,	,	PUNCT
cana-6233	14	29	and	and	CCONJ
cana-6233	14	30	operational	operational	ADJ
cana-6233	14	31	efficiency	efficiency	NOUN
cana-6233	14	32	in	in	ADP
cana-6233	14	33	manufacturing	manufacturing	NOUN
cana-6233	14	34	processes	process	NOUN
cana-6233	14	35	.	.	PUNCT
cana-6233	15	1	keywords	keyword	NOUN
cana-6233	15	2	(	(	PUNCT
cana-6233	15	3	alphabetical	alphabetical	ADJ
cana-6233	15	4	order	order	NOUN
cana-6233	15	5	):	):	PUNCT
cana-6233	15	6	adaptability	adaptability	NOUN
cana-6233	15	7	,	,	PUNCT
cana-6233	15	8	computer	computer	NOUN
cana-6233	15	9	vision	vision	NOUN
cana-6233	15	10	,	,	PUNCT
cana-6233	15	11	efficiency	efficiency	NOUN
cana-6233	15	12	,	,	PUNCT
cana-6233	15	13	industrial	industrial	ADJ
cana-6233	15	14	quality	quality	NOUN
cana-6233	15	15	control	control	NOUN
cana-6233	15	16	,	,	PUNCT
cana-6233	15	17	object	object	NOUN
cana-6233	15	18	detection	detection	NOUN
cana-6233	15	19	,	,	PUNCT
cana-6233	15	20	quality	quality	NOUN
cana-6233	15	21	assurance	assurance	NOUN
cana-6233	15	22	,	,	PUNCT
cana-6233	15	23	real	real	ADJ
cana-6233	15	24	-	-	PUNCT
cana-6233	15	25	time	time	NOUN
cana-6233	15	26	,	,	PUNCT
cana-6233	15	27	region	region	NOUN
cana-6233	15	28	proposal	proposal	NOUN
cana-6233	15	29	network	network	NOUN
cana-6233	15	30	,	,	PUNCT
cana-6233	15	31	sustainability	sustainability	NOUN
cana-6233	15	32	,	,	PUNCT
cana-6233	15	33	traditional	traditional	ADJ
cana-6233	15	34	methods	method	NOUN
cana-6233	15	35	i.	i.	PROPN
cana-6233	15	36	introduction	introduction	PROPN
cana-6233	15	37	computer	computer	NOUN
cana-6233	15	38	vision	vision	NOUN
cana-6233	15	39	–	–	PUNCT
cana-6233	15	40	based	base	VERB
cana-6233	15	41	real	real	ADJ
cana-6233	15	42	-	-	PUNCT
cana-6233	15	43	time	time	NOUN
cana-6233	15	44	object	object	NOUN
cana-6233	15	45	detection	detection	NOUN
cana-6233	15	46	has	have	AUX
cana-6233	15	47	emerged	emerge	VERB
cana-6233	15	48	as	as	ADP
cana-6233	15	49	a	a	DET
cana-6233	15	50	powerful	powerful	ADJ
cana-6233	15	51	technology	technology	NOUN
cana-6233	15	52	with	with	ADP
cana-6233	15	53	wideranging	widerange	VERB
cana-6233	15	54	applications	application	NOUN
cana-6233	15	55	,	,	PUNCT
cana-6233	15	56	especially	especially	ADV
cana-6233	15	57	in	in	ADP
cana-6233	15	58	manufacturing	manufacture	VERB
cana-6233	15	59	quality	quality	NOUN
cana-6233	15	60	assurance	assurance	NOUN
cana-6233	15	61	.	.	PUNCT
cana-6233	16	1	in	in	ADP
cana-6233	16	2	today	today	NOUN
cana-6233	16	3	’s	’s	PART
cana-6233	16	4	fast	fast	ADJ
cana-6233	16	5	and	and	CCONJ
cana-6233	16	6	competitive	competitive	ADJ
cana-6233	16	7	production	production	NOUN
cana-6233	16	8	environments	environment	NOUN
cana-6233	16	9	,	,	PUNCT
cana-6233	16	10	efficient	efficient	ADJ
cana-6233	16	11	and	and	CCONJ
cana-6233	16	12	accurate	accurate	ADJ
cana-6233	16	13	quality	quality	NOUN
cana-6233	16	14	control	control	NOUN
cana-6233	16	15	is	be	AUX
cana-6233	16	16	essential	essential	ADJ
cana-6233	16	17	.	.	PUNCT
cana-6233	17	1	ensuring	ensure	VERB
cana-6233	17	2	that	that	SCONJ
cana-6233	17	3	products	product	NOUN
cana-6233	17	4	meet	meet	VERB
cana-6233	17	5	quality	quality	NOUN
cana-6233	17	6	standards	standard	NOUN
cana-6233	17	7	is	be	AUX
cana-6233	17	8	not	not	PART
cana-6233	17	9	only	only	ADV
cana-6233	17	10	important	important	ADJ
cana-6233	17	11	for	for	ADP
cana-6233	17	12	customer	customer	NOUN
cana-6233	17	13	satisfaction	satisfaction	NOUN
cana-6233	17	14	but	but	CCONJ
cana-6233	17	15	also	also	ADV
cana-6233	17	16	for	for	ADP
cana-6233	17	17	maintaining	maintain	VERB
cana-6233	17	18	a	a	DET
cana-6233	17	19	company	company	NOUN
cana-6233	17	20	’s	’s	PART
cana-6233	17	21	market	market	NOUN
cana-6233	17	22	reputation	reputation	NOUN
cana-6233	17	23	.	.	PUNCT
cana-6233	18	1	however	however	ADV
cana-6233	18	2	,	,	PUNCT
cana-6233	18	3	traditional	traditional	ADJ
cana-6233	18	4	quality	quality	NOUN
cana-6233	18	5	assurance	assurance	NOUN
cana-6233	18	6	methods	method	NOUN
cana-6233	18	7	often	often	ADV
cana-6233	18	8	fail	fail	VERB
cana-6233	18	9	to	to	PART
cana-6233	18	10	deliver	deliver	VERB
cana-6233	18	11	the	the	DET
cana-6233	18	12	required	require	VERB
cana-6233	18	13	efficiency	efficiency	NOUN
cana-6233	18	14	and	and	CCONJ
cana-6233	18	15	accuracy	accuracy	NOUN
cana-6233	18	16	.	.	PUNCT
cana-6233	19	1	with	with	ADP
cana-6233	19	2	the	the	DET
cana-6233	19	3	introduction	introduction	NOUN
cana-6233	19	4	of	of	ADP
cana-6233	19	5	real	real	ADJ
cana-6233	19	6	-	-	PUNCT
cana-6233	19	7	time	time	NOUN
cana-6233	19	8	object	object	NOUN
cana-6233	19	9	detection	detection	NOUN
cana-6233	19	10	through	through	ADP
cana-6233	19	11	computer	computer	NOUN
cana-6233	19	12	vision	vision	NOUN
cana-6233	19	13	,	,	PUNCT
cana-6233	19	14	a	a	DET
cana-6233	19	15	new	new	ADJ
cana-6233	19	16	era	era	NOUN
cana-6233	19	17	of	of	ADP
cana-6233	19	18	automated	automate	VERB
cana-6233	19	19	,	,	PUNCT
cana-6233	19	20	precise	precise	ADJ
cana-6233	19	21	,	,	PUNCT
cana-6233	19	22	and	and	CCONJ
cana-6233	19	23	rapid	rapid	ADJ
cana-6233	19	24	quality	quality	NOUN
cana-6233	19	25	inspection	inspection	NOUN
cana-6233	19	26	has	have	AUX
cana-6233	19	27	begun	begin	VERB
cana-6233	19	28	[	[	PUNCT
cana-6233	19	29	1	1	NUM
cana-6233	19	30	]	]	PUNCT
cana-6233	19	31	.	.	PUNCT
cana-6233	20	1	using	use	VERB
cana-6233	20	2	advanced	advanced	ADJ
cana-6233	20	3	algorithms	algorithm	NOUN
cana-6233	20	4	and	and	CCONJ
cana-6233	20	5	modern	modern	ADJ
cana-6233	20	6	hardware	hardware	NOUN
cana-6233	20	7	,	,	PUNCT
cana-6233	20	8	this	this	DET
cana-6233	20	9	technology	technology	NOUN
cana-6233	20	10	can	can	AUX
cana-6233	20	11	significantly	significantly	ADV
cana-6233	20	12	transform	transform	VERB
cana-6233	20	13	how	how	SCONJ
cana-6233	20	14	industries	industry	NOUN
cana-6233	20	15	manage	manage	VERB
cana-6233	20	16	quality	quality	NOUN
cana-6233	20	17	control	control	NOUN
cana-6233	20	18	.	.	PUNCT
cana-6233	21	1	real	real	ADJ
cana-6233	21	2	-	-	PUNCT
cana-6233	21	3	time	time	NOUN
cana-6233	21	4	object	object	NOUN
cana-6233	21	5	detection	detection	NOUN
cana-6233	21	6	refers	refer	VERB
cana-6233	21	7	to	to	ADP
cana-6233	21	8	identifying	identify	VERB
cana-6233	21	9	and	and	CCONJ
cana-6233	21	10	locating	locate	VERB
cana-6233	21	11	specific	specific	ADJ
cana-6233	21	12	items	item	NOUN
cana-6233	21	13	or	or	CCONJ
cana-6233	21	14	defects	defect	NOUN
cana-6233	21	15	within	within	ADP
cana-6233	21	16	a	a	DET
cana-6233	21	17	live	live	ADJ
cana-6233	21	18	video	video	NOUN
cana-6233	21	19	feed	feed	NOUN
cana-6233	21	20	using	use	VERB
cana-6233	21	21	advanced	advanced	ADJ
cana-6233	21	22	computer	computer	NOUN
cana-6233	21	23	vision	vision	NOUN
cana-6233	21	24	algorithms	algorithm	NOUN
cana-6233	21	25	.	.	PUNCT
cana-6233	22	1	these	these	DET
cana-6233	22	2	items	item	NOUN
cana-6233	22	3	may	may	AUX
cana-6233	22	4	include	include	VERB
cana-6233	22	5	defective	defective	ADJ
cana-6233	22	6	components	component	NOUN
cana-6233	22	7	,	,	PUNCT
cana-6233	22	8	misaligned	misaligned	ADJ
cana-6233	22	9	parts	part	NOUN
cana-6233	22	10	,	,	PUNCT
cana-6233	22	11	or	or	CCONJ
cana-6233	22	12	machine	machine	NOUN
cana-6233	22	13	malfunctions	malfunction	NOUN
cana-6233	22	14	on	on	ADP
cana-6233	22	15	the	the	DET
cana-6233	22	16	production	production	NOUN
cana-6233	22	17	line	line	NOUN
cana-6233	22	18	.	.	PUNCT
cana-6233	23	1	for	for	ADP
cana-6233	23	2	years	year	NOUN
cana-6233	23	3	,	,	PUNCT
cana-6233	23	4	manual	manual	ADJ
cana-6233	23	5	inspection	inspection	NOUN
cana-6233	23	6	has	have	AUX
cana-6233	23	7	been	be	AUX
cana-6233	23	8	the	the	DET
cana-6233	23	9	primary	primary	ADJ
cana-6233	23	10	method	method	NOUN
cana-6233	23	11	for	for	ADP
cana-6233	23	12	quality	quality	NOUN
cana-6233	23	13	control	control	NOUN
cana-6233	23	14	in	in	ADP
cana-6233	23	15	manufacturing	manufacturing	NOUN
cana-6233	23	16	,	,	PUNCT
cana-6233	23	17	even	even	ADV
cana-6233	23	18	though	though	SCONJ
cana-6233	23	19	it	it	PRON
cana-6233	23	20	is	be	AUX
cana-6233	23	21	timeconsuming	timeconsuming	ADJ
cana-6233	23	22	and	and	CCONJ
cana-6233	23	23	prone	prone	ADJ
cana-6233	23	24	to	to	ADP
cana-6233	23	25	human	human	ADJ
cana-6233	23	26	error	error	NOUN
cana-6233	23	27	[	[	X
cana-6233	23	28	2	2	NUM
cana-6233	23	29	]	]	PUNCT
cana-6233	23	30	.	.	PUNCT
cana-6233	24	1	automated	automate	VERB
cana-6233	24	2	systems	system	NOUN
cana-6233	24	3	based	base	VERB
cana-6233	24	4	on	on	ADP
cana-6233	24	5	real	real	ADJ
cana-6233	24	6	-	-	PUNCT
cana-6233	24	7	time	time	NOUN
cana-6233	24	8	object	object	NOUN
cana-6233	24	9	detection	detection	NOUN
cana-6233	24	10	mailto:vivek.uprit@data-flair.training	mailto:vivek.uprit@data-flair.traine	VERB
cana-6233	24	11	mailto:ravi@mcu.ac.in	mailto:ravi@mcu.ac.in	NOUN
cana-6233	24	12	mailto:bhartibhattad118@gmail.com	mailto:bhartibhattad118@gmail.com	PROPN
cana-6233	24	13	communications	communication	NOUN
cana-6233	24	14	on	on	ADP
cana-6233	24	15	applied	apply	VERB
cana-6233	24	16	nonlinear	nonlinear	ADJ
cana-6233	24	17	analysis	analysis	NOUN
cana-6233	24	18	issn	issn	NOUN
cana-6233	24	19	:	:	PUNCT
cana-6233	24	20	1074	1074	NUM
cana-6233	24	21	-	-	PUNCT
cana-6233	24	22	133x	133x	NUM
cana-6233	24	23	vol	vol	NOUN
cana-6233	24	24	32	32	NUM
cana-6233	24	25	no	no	NOUN
cana-6233	24	26	.	.	NOUN
cana-6233	24	27	1	1	NUM
cana-6233	24	28	(	(	PUNCT
cana-6233	24	29	2025	2025	NUM
cana-6233	24	30	)	)	PUNCT
cana-6233	24	31	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	24	32	773	773	NUM
cana-6233	24	33	can	can	AUX
cana-6233	24	34	make	make	VERB
cana-6233	24	35	this	this	DET
cana-6233	24	36	process	process	NOUN
cana-6233	24	37	faster	fast	ADV
cana-6233	24	38	,	,	PUNCT
cana-6233	24	39	more	more	ADV
cana-6233	24	40	reliable	reliable	ADJ
cana-6233	24	41	,	,	PUNCT
cana-6233	24	42	and	and	CCONJ
cana-6233	24	43	more	more	ADV
cana-6233	24	44	consistent	consistent	ADJ
cana-6233	24	45	.	.	PUNCT
cana-6233	25	1	cameras	camera	NOUN
cana-6233	25	2	and	and	CCONJ
cana-6233	25	3	sensors	sensor	NOUN
cana-6233	25	4	installed	instal	VERB
cana-6233	25	5	across	across	ADP
cana-6233	25	6	the	the	DET
cana-6233	25	7	production	production	NOUN
cana-6233	25	8	floor	floor	NOUN
cana-6233	25	9	allow	allow	VERB
cana-6233	25	10	computer	computer	NOUN
cana-6233	25	11	vision	vision	NOUN
cana-6233	25	12	systems	system	NOUN
cana-6233	25	13	to	to	PART
cana-6233	25	14	continuously	continuously	ADV
cana-6233	25	15	monitor	monitor	VERB
cana-6233	25	16	and	and	CCONJ
cana-6233	25	17	analyze	analyze	VERB
cana-6233	25	18	visual	visual	ADJ
cana-6233	25	19	data	datum	NOUN
cana-6233	25	20	,	,	PUNCT
cana-6233	25	21	instantly	instantly	ADV
cana-6233	25	22	identifying	identify	VERB
cana-6233	25	23	defects	defect	NOUN
cana-6233	25	24	or	or	CCONJ
cana-6233	25	25	abnormalities	abnormality	NOUN
cana-6233	25	26	.	.	PUNCT
cana-6233	26	1	as	as	ADP
cana-6233	26	2	a	a	DET
cana-6233	26	3	result	result	NOUN
cana-6233	26	4	,	,	PUNCT
cana-6233	26	5	manufacturers	manufacturer	NOUN
cana-6233	26	6	gain	gain	VERB
cana-6233	26	7	a	a	DET
cana-6233	26	8	competitive	competitive	ADJ
cana-6233	26	9	advantage	advantage	NOUN
cana-6233	26	10	by	by	ADP
cana-6233	26	11	detecting	detect	VERB
cana-6233	26	12	and	and	CCONJ
cana-6233	26	13	addressing	address	VERB
cana-6233	26	14	issues	issue	NOUN
cana-6233	26	15	immediately	immediately	ADV
cana-6233	26	16	,	,	PUNCT
cana-6233	26	17	reducing	reduce	VERB
cana-6233	26	18	waste	waste	NOUN
cana-6233	26	19	and	and	CCONJ
cana-6233	26	20	preventing	prevent	VERB
cana-6233	26	21	production	production	NOUN
cana-6233	26	22	delays	delay	NOUN
cana-6233	26	23	[	[	X
cana-6233	26	24	3	3	NUM
cana-6233	26	25	]	]	PUNCT
cana-6233	26	26	.	.	PUNCT
cana-6233	27	1	one	one	NUM
cana-6233	27	2	of	of	ADP
cana-6233	27	3	the	the	DET
cana-6233	27	4	greatest	great	ADJ
cana-6233	27	5	advantages	advantage	NOUN
cana-6233	27	6	of	of	ADP
cana-6233	27	7	real	real	ADJ
cana-6233	27	8	-	-	PUNCT
cana-6233	27	9	time	time	NOUN
cana-6233	27	10	object	object	NOUN
cana-6233	27	11	detection	detection	NOUN
cana-6233	27	12	in	in	ADP
cana-6233	27	13	quality	quality	NOUN
cana-6233	27	14	control	control	NOUN
cana-6233	27	15	is	be	AUX
cana-6233	27	16	its	its	PRON
cana-6233	27	17	speed	speed	NOUN
cana-6233	27	18	.	.	PUNCT
cana-6233	28	1	in	in	ADP
cana-6233	28	2	manufacturing	manufacturing	NOUN
cana-6233	28	3	,	,	PUNCT
cana-6233	28	4	every	every	DET
cana-6233	28	5	second	second	ADJ
cana-6233	28	6	matters	matter	NOUN
cana-6233	28	7	—	—	PUNCT
cana-6233	28	8	detecting	detect	VERB
cana-6233	28	9	faults	fault	NOUN
cana-6233	28	10	early	early	ADV
cana-6233	28	11	allows	allow	VERB
cana-6233	28	12	immediate	immediate	ADJ
cana-6233	28	13	corrective	corrective	ADJ
cana-6233	28	14	actions	action	NOUN
cana-6233	28	15	,	,	PUNCT
cana-6233	28	16	preventing	prevent	VERB
cana-6233	28	17	large	large	ADJ
cana-6233	28	18	-	-	PUNCT
cana-6233	28	19	scale	scale	NOUN
cana-6233	28	20	defects	defect	NOUN
cana-6233	28	21	.	.	PUNCT
cana-6233	29	1	traditional	traditional	ADJ
cana-6233	29	2	inspection	inspection	NOUN
cana-6233	29	3	methods	method	NOUN
cana-6233	29	4	like	like	ADP
cana-6233	29	5	periodic	periodic	ADJ
cana-6233	29	6	checks	check	NOUN
cana-6233	29	7	or	or	CCONJ
cana-6233	29	8	batch	batch	NOUN
cana-6233	29	9	sampling	sample	VERB
cana-6233	29	10	often	often	ADV
cana-6233	29	11	miss	miss	VERB
cana-6233	29	12	early	early	ADJ
cana-6233	29	13	defects	defect	NOUN
cana-6233	29	14	,	,	PUNCT
cana-6233	29	15	leading	lead	VERB
cana-6233	29	16	to	to	ADP
cana-6233	29	17	costly	costly	ADJ
cana-6233	29	18	rework	rework	NOUN
cana-6233	29	19	,	,	PUNCT
cana-6233	29	20	recalls	recall	VERB
cana-6233	29	21	,	,	PUNCT
cana-6233	29	22	or	or	CCONJ
cana-6233	29	23	reputational	reputational	ADJ
cana-6233	29	24	harm	harm	NOUN
cana-6233	29	25	[	[	X
cana-6233	29	26	4	4	NUM
cana-6233	29	27	]	]	PUNCT
cana-6233	29	28	.	.	PUNCT
cana-6233	30	1	realtime	realtime	NOUN
cana-6233	30	2	systems	system	NOUN
cana-6233	30	3	detect	detect	VERB
cana-6233	30	4	issues	issue	NOUN
cana-6233	30	5	the	the	DET
cana-6233	30	6	moment	moment	NOUN
cana-6233	30	7	they	they	PRON
cana-6233	30	8	occur	occur	VERB
cana-6233	30	9	,	,	PUNCT
cana-6233	30	10	saving	save	VERB
cana-6233	30	11	time	time	NOUN
cana-6233	30	12	and	and	CCONJ
cana-6233	30	13	minimizing	minimize	VERB
cana-6233	30	14	production	production	NOUN
cana-6233	30	15	costs	cost	NOUN
cana-6233	30	16	.	.	PUNCT
cana-6233	31	1	this	this	DET
cana-6233	31	2	capability	capability	NOUN
cana-6233	31	3	helps	help	VERB
cana-6233	31	4	industries	industry	NOUN
cana-6233	31	5	maintain	maintain	VERB
cana-6233	31	6	consistent	consistent	ADJ
cana-6233	31	7	product	product	NOUN
cana-6233	31	8	quality	quality	NOUN
cana-6233	31	9	while	while	SCONJ
cana-6233	31	10	reducing	reduce	VERB
cana-6233	31	11	material	material	NOUN
cana-6233	31	12	waste	waste	NOUN
cana-6233	31	13	.	.	PUNCT
cana-6233	32	1	another	another	DET
cana-6233	32	2	key	key	ADJ
cana-6233	32	3	benefit	benefit	NOUN
cana-6233	32	4	is	be	AUX
cana-6233	32	5	accuracy	accuracy	NOUN
cana-6233	32	6	.	.	PUNCT
cana-6233	33	1	machine	machine	NOUN
cana-6233	33	2	learning	learn	VERB
cana-6233	33	3	algorithms	algorithm	NOUN
cana-6233	33	4	trained	train	VERB
cana-6233	33	5	on	on	ADP
cana-6233	33	6	large	large	ADJ
cana-6233	33	7	datasets	dataset	NOUN
cana-6233	33	8	can	can	AUX
cana-6233	33	9	classify	classify	VERB
cana-6233	33	10	defects	defect	NOUN
cana-6233	33	11	with	with	ADP
cana-6233	33	12	remarkable	remarkable	ADJ
cana-6233	33	13	precision	precision	NOUN
cana-6233	33	14	,	,	PUNCT
cana-6233	33	15	often	often	ADV
cana-6233	33	16	outperforming	outperform	VERB
cana-6233	33	17	human	human	ADJ
cana-6233	33	18	inspectors	inspector	NOUN
cana-6233	33	19	[	[	X
cana-6233	33	20	5	5	NUM
cana-6233	33	21	]	]	PUNCT
cana-6233	33	22	.	.	PUNCT
cana-6233	34	1	unlike	unlike	ADP
cana-6233	34	2	humans	human	NOUN
cana-6233	34	3	,	,	PUNCT
cana-6233	34	4	computer	computer	NOUN
cana-6233	34	5	vision	vision	NOUN
cana-6233	34	6	systems	system	NOUN
cana-6233	34	7	do	do	AUX
cana-6233	34	8	not	not	PART
cana-6233	34	9	experience	experience	VERB
cana-6233	34	10	fatigue	fatigue	NOUN
cana-6233	34	11	and	and	CCONJ
cana-6233	34	12	can	can	AUX
cana-6233	34	13	operate	operate	VERB
cana-6233	34	14	reliably	reliably	ADV
cana-6233	34	15	in	in	ADP
cana-6233	34	16	harsh	harsh	ADJ
cana-6233	34	17	or	or	CCONJ
cana-6233	34	18	low	low	ADJ
cana-6233	34	19	-	-	PUNCT
cana-6233	34	20	light	light	NOUN
cana-6233	34	21	conditions	condition	NOUN
cana-6233	34	22	[	[	X
cana-6233	34	23	6	6	NUM
cana-6233	34	24	]	]	PUNCT
cana-6233	34	25	.	.	PUNCT
cana-6233	35	1	this	this	DET
cana-6233	35	2	reliability	reliability	NOUN
cana-6233	35	3	makes	make	VERB
cana-6233	35	4	real	real	ADJ
cana-6233	35	5	-	-	PUNCT
cana-6233	35	6	time	time	NOUN
cana-6233	35	7	detection	detection	NOUN
cana-6233	35	8	useful	useful	ADJ
cana-6233	35	9	in	in	ADP
cana-6233	35	10	various	various	ADJ
cana-6233	35	11	sectors	sector	NOUN
cana-6233	35	12	,	,	PUNCT
cana-6233	35	13	including	include	VERB
cana-6233	35	14	automotive	automotive	ADJ
cana-6233	35	15	,	,	PUNCT
cana-6233	35	16	electronics	electronic	NOUN
cana-6233	35	17	,	,	PUNCT
cana-6233	35	18	and	and	CCONJ
cana-6233	35	19	food	food	NOUN
cana-6233	35	20	processing	processing	NOUN
cana-6233	35	21	.	.	PUNCT
cana-6233	36	1	the	the	DET
cana-6233	36	2	technology	technology	NOUN
cana-6233	36	3	is	be	AUX
cana-6233	36	4	also	also	ADV
cana-6233	36	5	highly	highly	ADV
cana-6233	36	6	flexible	flexible	ADJ
cana-6233	36	7	.	.	PUNCT
cana-6233	37	1	it	it	PRON
cana-6233	37	2	can	can	AUX
cana-6233	37	3	be	be	AUX
cana-6233	37	4	customized	customize	VERB
cana-6233	37	5	to	to	PART
cana-6233	37	6	meet	meet	VERB
cana-6233	37	7	the	the	DET
cana-6233	37	8	needs	need	NOUN
cana-6233	37	9	of	of	ADP
cana-6233	37	10	different	different	ADJ
cana-6233	37	11	industries	industry	NOUN
cana-6233	37	12	and	and	CCONJ
cana-6233	37	13	applications	application	NOUN
cana-6233	37	14	.	.	PUNCT
cana-6233	38	1	for	for	ADP
cana-6233	38	2	example	example	NOUN
cana-6233	38	3	,	,	PUNCT
cana-6233	38	4	in	in	ADP
cana-6233	38	5	electronics	electronic	NOUN
cana-6233	38	6	,	,	PUNCT
cana-6233	38	7	it	it	PRON
cana-6233	38	8	ensures	ensure	VERB
cana-6233	38	9	component	component	NOUN
cana-6233	38	10	alignment	alignment	NOUN
cana-6233	38	11	;	;	PUNCT
cana-6233	38	12	in	in	ADP
cana-6233	38	13	pharmaceuticals	pharmaceutical	NOUN
cana-6233	38	14	,	,	PUNCT
cana-6233	38	15	it	it	PRON
cana-6233	38	16	checks	check	VERB
cana-6233	38	17	surface	surface	NOUN
cana-6233	38	18	finish	finish	NOUN
cana-6233	38	19	or	or	CCONJ
cana-6233	38	20	tablet	tablet	NOUN
cana-6233	38	21	integrity	integrity	NOUN
cana-6233	38	22	.	.	PUNCT
cana-6233	39	1	manufacturers	manufacturer	NOUN
cana-6233	39	2	can	can	AUX
cana-6233	39	3	adjust	adjust	VERB
cana-6233	39	4	detection	detection	NOUN
cana-6233	39	5	parameters	parameter	NOUN
cana-6233	39	6	to	to	PART
cana-6233	39	7	meet	meet	VERB
cana-6233	39	8	specific	specific	ADJ
cana-6233	39	9	requirements	requirement	NOUN
cana-6233	39	10	,	,	PUNCT
cana-6233	39	11	ensuring	ensure	VERB
cana-6233	39	12	adaptability	adaptability	NOUN
cana-6233	39	13	to	to	ADP
cana-6233	39	14	changing	change	VERB
cana-6233	39	15	production	production	NOUN
cana-6233	39	16	processes	process	NOUN
cana-6233	39	17	and	and	CCONJ
cana-6233	39	18	product	product	NOUN
cana-6233	39	19	lines	line	NOUN
cana-6233	39	20	[	[	X
cana-6233	39	21	7	7	NUM
cana-6233	39	22	]	]	PUNCT
cana-6233	39	23	.	.	PUNCT
cana-6233	40	1	traditional	traditional	ADJ
cana-6233	40	2	quality	quality	NOUN
cana-6233	40	3	assurance	assurance	NOUN
cana-6233	40	4	methods	method	NOUN
cana-6233	40	5	in	in	ADP
cana-6233	40	6	manufacturing	manufacturing	NOUN
cana-6233	40	7	rely	rely	VERB
cana-6233	40	8	heavily	heavily	ADV
cana-6233	40	9	on	on	ADP
cana-6233	40	10	manual	manual	ADJ
cana-6233	40	11	or	or	CCONJ
cana-6233	40	12	semi	semi	ADJ
cana-6233	40	13	-	-	ADJ
cana-6233	40	14	automated	automated	ADJ
cana-6233	40	15	inspections	inspection	NOUN
cana-6233	40	16	,	,	PUNCT
cana-6233	40	17	which	which	PRON
cana-6233	40	18	are	be	AUX
cana-6233	40	19	slow	slow	ADJ
cana-6233	40	20	,	,	PUNCT
cana-6233	40	21	error	error	NOUN
cana-6233	40	22	-	-	PUNCT
cana-6233	40	23	prone	prone	ADJ
cana-6233	40	24	,	,	PUNCT
cana-6233	40	25	and	and	CCONJ
cana-6233	40	26	costly	costly	ADJ
cana-6233	40	27	.	.	PUNCT
cana-6233	41	1	as	as	SCONJ
cana-6233	41	2	production	production	NOUN
cana-6233	41	3	speeds	speed	NOUN
cana-6233	41	4	increase	increase	VERB
cana-6233	41	5	and	and	CCONJ
cana-6233	41	6	product	product	NOUN
cana-6233	41	7	complexity	complexity	NOUN
cana-6233	41	8	grows	grow	VERB
cana-6233	41	9	,	,	PUNCT
cana-6233	41	10	these	these	DET
cana-6233	41	11	conventional	conventional	ADJ
cana-6233	41	12	techniques	technique	NOUN
cana-6233	41	13	struggle	struggle	NOUN
cana-6233	41	14	to	to	PART
cana-6233	41	15	keep	keep	VERB
cana-6233	41	16	up	up	ADP
cana-6233	41	17	with	with	ADP
cana-6233	41	18	the	the	DET
cana-6233	41	19	demand	demand	NOUN
cana-6233	41	20	for	for	ADP
cana-6233	41	21	real	real	ADJ
cana-6233	41	22	-	-	PUNCT
cana-6233	41	23	time	time	NOUN
cana-6233	41	24	,	,	PUNCT
cana-6233	41	25	high	high	ADJ
cana-6233	41	26	-	-	PUNCT
cana-6233	41	27	accuracy	accuracy	NOUN
cana-6233	41	28	inspection	inspection	NOUN
cana-6233	41	29	.	.	PUNCT
cana-6233	42	1	there	there	PRON
cana-6233	42	2	is	be	VERB
cana-6233	42	3	a	a	DET
cana-6233	42	4	pressing	press	VERB
cana-6233	42	5	need	need	NOUN
cana-6233	42	6	for	for	ADP
cana-6233	42	7	an	an	DET
cana-6233	42	8	intelligent	intelligent	ADJ
cana-6233	42	9	,	,	PUNCT
cana-6233	42	10	automated	automated	ADJ
cana-6233	42	11	system	system	NOUN
cana-6233	42	12	capable	capable	ADJ
cana-6233	42	13	of	of	ADP
cana-6233	42	14	detecting	detect	VERB
cana-6233	42	15	defects	defect	NOUN
cana-6233	42	16	in	in	ADP
cana-6233	42	17	real	real	ADJ
cana-6233	42	18	time	time	NOUN
cana-6233	42	19	while	while	SCONJ
cana-6233	42	20	maintaining	maintain	VERB
cana-6233	42	21	flexibility	flexibility	NOUN
cana-6233	42	22	across	across	ADP
cana-6233	42	23	various	various	ADJ
cana-6233	42	24	manufacturing	manufacturing	NOUN
cana-6233	42	25	environments	environment	NOUN
cana-6233	42	26	[	[	X
cana-6233	42	27	8	8	NUM
cana-6233	42	28	]	]	PUNCT
cana-6233	42	29	.	.	PUNCT
cana-6233	43	1	the	the	DET
cana-6233	43	2	main	main	ADJ
cana-6233	43	3	objectives	objective	NOUN
cana-6233	43	4	of	of	ADP
cana-6233	43	5	this	this	DET
cana-6233	43	6	study	study	NOUN
cana-6233	43	7	are	be	AUX
cana-6233	43	8	as	as	SCONJ
cana-6233	43	9	follows	follow	VERB
cana-6233	43	10	:	:	PUNCT
cana-6233	43	11	•	•	ADP
cana-6233	43	12	to	to	PART
cana-6233	43	13	analyse	analyse	VERB
cana-6233	43	14	how	how	SCONJ
cana-6233	43	15	real	real	ADJ
cana-6233	43	16	-	-	PUNCT
cana-6233	43	17	time	time	NOUN
cana-6233	43	18	object	object	NOUN
cana-6233	43	19	detection	detection	NOUN
cana-6233	43	20	using	use	VERB
cana-6233	43	21	computer	computer	NOUN
cana-6233	43	22	vision	vision	NOUN
cana-6233	43	23	can	can	AUX
cana-6233	43	24	improve	improve	VERB
cana-6233	43	25	quality	quality	NOUN
cana-6233	43	26	control	control	NOUN
cana-6233	43	27	in	in	ADP
cana-6233	43	28	manufacturing	manufacturing	NOUN
cana-6233	43	29	.	.	PUNCT
cana-6233	44	1	•	•	ADP
cana-6233	44	2	to	to	PART
cana-6233	44	3	identify	identify	VERB
cana-6233	44	4	key	key	ADJ
cana-6233	44	5	technologies	technology	NOUN
cana-6233	44	6	,	,	PUNCT
cana-6233	44	7	algorithms	algorithm	NOUN
cana-6233	44	8	,	,	PUNCT
cana-6233	44	9	and	and	CCONJ
cana-6233	44	10	methods	method	NOUN
cana-6233	44	11	that	that	PRON
cana-6233	44	12	enable	enable	VERB
cana-6233	44	13	real	real	ADJ
cana-6233	44	14	-	-	PUNCT
cana-6233	44	15	time	time	NOUN
cana-6233	44	16	defect	defect	NOUN
cana-6233	44	17	detection	detection	NOUN
cana-6233	44	18	.	.	PUNCT
cana-6233	45	1	•	•	ADP
cana-6233	45	2	to	to	PART
cana-6233	45	3	explore	explore	VERB
cana-6233	45	4	various	various	ADJ
cana-6233	45	5	industrial	industrial	ADJ
cana-6233	45	6	applications	application	NOUN
cana-6233	45	7	where	where	SCONJ
cana-6233	45	8	this	this	DET
cana-6233	45	9	technology	technology	NOUN
cana-6233	45	10	has	have	AUX
cana-6233	45	11	been	be	AUX
cana-6233	45	12	successfully	successfully	ADV
cana-6233	45	13	implemented	implement	VERB
cana-6233	45	14	.	.	PUNCT
cana-6233	46	1	•	•	INTJ
cana-6233	46	2	to	to	PART
cana-6233	46	3	evaluate	evaluate	VERB
cana-6233	46	4	the	the	DET
cana-6233	46	5	benefits	benefit	NOUN
cana-6233	46	6	and	and	CCONJ
cana-6233	46	7	limitations	limitation	NOUN
cana-6233	46	8	of	of	ADP
cana-6233	46	9	real	real	ADJ
cana-6233	46	10	-	-	PUNCT
cana-6233	46	11	time	time	NOUN
cana-6233	46	12	object	object	NOUN
cana-6233	46	13	detection	detection	NOUN
cana-6233	46	14	in	in	ADP
cana-6233	46	15	terms	term	NOUN
cana-6233	46	16	of	of	ADP
cana-6233	46	17	speed	speed	NOUN
cana-6233	46	18	,	,	PUNCT
cana-6233	46	19	precision	precision	NOUN
cana-6233	46	20	,	,	PUNCT
cana-6233	46	21	and	and	CCONJ
cana-6233	46	22	adaptability	adaptability	NOUN
cana-6233	46	23	.	.	PUNCT
cana-6233	47	1	•	•	ADP
cana-6233	47	2	to	to	PART
cana-6233	47	3	develop	develop	VERB
cana-6233	47	4	a	a	DET
cana-6233	47	5	roadmap	roadmap	NOUN
cana-6233	47	6	for	for	SCONJ
cana-6233	47	7	industries	industry	NOUN
cana-6233	47	8	to	to	PART
cana-6233	47	9	adopt	adopt	VERB
cana-6233	47	10	and	and	CCONJ
cana-6233	47	11	integrate	integrate	VERB
cana-6233	47	12	this	this	DET
cana-6233	47	13	technology	technology	NOUN
cana-6233	47	14	effectively	effectively	ADV
cana-6233	47	15	[	[	X
cana-6233	47	16	9	9	NUM
cana-6233	47	17	]	]	PUNCT
cana-6233	47	18	.	.	PUNCT
cana-6233	48	1	the	the	DET
cana-6233	48	2	novelty	novelty	NOUN
cana-6233	48	3	of	of	ADP
cana-6233	48	4	this	this	DET
cana-6233	48	5	research	research	NOUN
cana-6233	48	6	lies	lie	VERB
cana-6233	48	7	in	in	ADP
cana-6233	48	8	its	its	PRON
cana-6233	48	9	comprehensive	comprehensive	ADJ
cana-6233	48	10	exploration	exploration	NOUN
cana-6233	48	11	of	of	ADP
cana-6233	48	12	real	real	ADJ
cana-6233	48	13	-	-	PUNCT
cana-6233	48	14	time	time	NOUN
cana-6233	48	15	object	object	NOUN
cana-6233	48	16	detection	detection	NOUN
cana-6233	48	17	as	as	ADP
cana-6233	48	18	a	a	DET
cana-6233	48	19	transformative	transformative	ADJ
cana-6233	48	20	tool	tool	NOUN
cana-6233	48	21	for	for	ADP
cana-6233	48	22	manufacturing	manufacture	VERB
cana-6233	48	23	quality	quality	NOUN
cana-6233	48	24	assurance	assurance	NOUN
cana-6233	48	25	.	.	PUNCT
cana-6233	49	1	unlike	unlike	ADP
cana-6233	49	2	previous	previous	ADJ
cana-6233	49	3	studies	study	NOUN
cana-6233	49	4	that	that	PRON
cana-6233	49	5	focus	focus	VERB
cana-6233	49	6	on	on	ADP
cana-6233	49	7	individual	individual	ADJ
cana-6233	49	8	components	component	NOUN
cana-6233	49	9	or	or	CCONJ
cana-6233	49	10	algorithms	algorithm	NOUN
cana-6233	49	11	,	,	PUNCT
cana-6233	49	12	this	this	DET
cana-6233	49	13	work	work	NOUN
cana-6233	49	14	highlights	highlight	VERB
cana-6233	49	15	the	the	DET
cana-6233	49	16	integration	integration	NOUN
cana-6233	49	17	of	of	ADP
cana-6233	49	18	neural	neural	ADJ
cana-6233	49	19	networks	network	NOUN
cana-6233	49	20	,	,	PUNCT
cana-6233	49	21	aidriven	aidriven	ADJ
cana-6233	49	22	learning	learning	NOUN
cana-6233	49	23	models	model	NOUN
cana-6233	49	24	,	,	PUNCT
cana-6233	49	25	and	and	CCONJ
cana-6233	49	26	advanced	advanced	ADJ
cana-6233	49	27	hardware	hardware	NOUN
cana-6233	49	28	to	to	PART
cana-6233	49	29	create	create	VERB
cana-6233	49	30	a	a	DET
cana-6233	49	31	seamless	seamless	ADJ
cana-6233	49	32	,	,	PUNCT
cana-6233	49	33	adaptive	adaptive	ADJ
cana-6233	49	34	quality	quality	NOUN
cana-6233	49	35	control	control	NOUN
cana-6233	49	36	system	system	NOUN
cana-6233	49	37	.	.	PUNCT
cana-6233	50	1	the	the	DET
cana-6233	50	2	study	study	NOUN
cana-6233	50	3	also	also	ADV
cana-6233	50	4	emphasizes	emphasize	VERB
cana-6233	50	5	how	how	SCONJ
cana-6233	50	6	real	real	ADJ
cana-6233	50	7	-	-	PUNCT
cana-6233	50	8	time	time	NOUN
cana-6233	50	9	data	datum	NOUN
cana-6233	50	10	processing	processing	NOUN
cana-6233	50	11	enables	enable	VERB
cana-6233	50	12	instant	instant	ADJ
cana-6233	50	13	corrective	corrective	ADJ
cana-6233	50	14	action	action	NOUN
cana-6233	50	15	,	,	PUNCT
cana-6233	50	16	minimizing	minimize	VERB
cana-6233	50	17	downtime	downtime	NOUN
cana-6233	50	18	and	and	CCONJ
cana-6233	50	19	enhancing	enhance	VERB
cana-6233	50	20	overall	overall	ADJ
cana-6233	50	21	productivity	productivity	NOUN
cana-6233	50	22	.	.	PUNCT
cana-6233	51	1	by	by	ADP
cana-6233	51	2	bridging	bridge	VERB
cana-6233	51	3	the	the	DET
cana-6233	51	4	gap	gap	NOUN
cana-6233	51	5	between	between	ADP
cana-6233	51	6	theoretical	theoretical	ADJ
cana-6233	51	7	advancements	advancement	NOUN
cana-6233	51	8	and	and	CCONJ
cana-6233	51	9	industrial	industrial	ADJ
cana-6233	51	10	application	application	NOUN
cana-6233	51	11	,	,	PUNCT
cana-6233	51	12	this	this	DET
cana-6233	51	13	research	research	NOUN
cana-6233	51	14	provides	provide	VERB
cana-6233	51	15	valuable	valuable	ADJ
cana-6233	51	16	insights	insight	NOUN
cana-6233	51	17	into	into	ADP
cana-6233	51	18	how	how	SCONJ
cana-6233	51	19	computer	computer	NOUN
cana-6233	51	20	vision	vision	NOUN
cana-6233	51	21	can	can	AUX
cana-6233	51	22	revolutionize	revolutionize	VERB
cana-6233	51	23	modern	modern	ADJ
cana-6233	51	24	manufacturing	manufacturing	NOUN
cana-6233	51	25	processes	process	NOUN
cana-6233	51	26	[	[	X
cana-6233	51	27	10	10	NUM
cana-6233	51	28	]	]	PUNCT
cana-6233	51	29	.	.	PUNCT
cana-6233	52	1	ii	ii	PROPN
cana-6233	52	2	.	.	PROPN
cana-6233	52	3	related	relate	VERB
cana-6233	52	4	works	work	NOUN
cana-6233	52	5	real	real	ADJ
cana-6233	52	6	-	-	PUNCT
cana-6233	52	7	time	time	NOUN
cana-6233	52	8	object	object	NOUN
cana-6233	52	9	detection	detection	NOUN
cana-6233	52	10	in	in	ADP
cana-6233	52	11	computer	computer	NOUN
cana-6233	52	12	vision	vision	NOUN
cana-6233	52	13	aims	aim	VERB
cana-6233	52	14	to	to	PART
cana-6233	52	15	locate	locate	VERB
cana-6233	52	16	and	and	CCONJ
cana-6233	52	17	identify	identify	VERB
cana-6233	52	18	items	item	NOUN
cana-6233	52	19	or	or	CCONJ
cana-6233	52	20	defects	defect	NOUN
cana-6233	52	21	from	from	ADP
cana-6233	52	22	live	live	ADJ
cana-6233	52	23	video	video	NOUN
cana-6233	52	24	streams	stream	NOUN
cana-6233	52	25	and	and	CCONJ
cana-6233	52	26	has	have	AUX
cana-6233	52	27	become	become	VERB
cana-6233	52	28	increasingly	increasingly	ADV
cana-6233	52	29	important	important	ADJ
cana-6233	52	30	for	for	ADP
cana-6233	52	31	automated	automate	VERB
cana-6233	52	32	quality	quality	NOUN
cana-6233	52	33	assurance	assurance	NOUN
cana-6233	52	34	in	in	ADP
cana-6233	52	35	manufacturing	manufacturing	NOUN
cana-6233	52	36	[	[	X
cana-6233	52	37	1	1	NUM
cana-6233	52	38	]	]	PUNCT
cana-6233	52	39	.	.	PUNCT
cana-6233	53	1	traditional	traditional	ADJ
cana-6233	53	2	manual	manual	ADJ
cana-6233	53	3	inspections	inspection	NOUN
cana-6233	53	4	are	be	AUX
cana-6233	53	5	slow	slow	ADJ
cana-6233	53	6	,	,	PUNCT
cana-6233	53	7	inconsistent	inconsistent	ADJ
cana-6233	53	8	,	,	PUNCT
cana-6233	53	9	and	and	CCONJ
cana-6233	53	10	prone	prone	ADJ
cana-6233	53	11	to	to	ADP
cana-6233	53	12	human	human	ADJ
cana-6233	53	13	error	error	NOUN
cana-6233	53	14	;	;	PUNCT
cana-6233	53	15	automated	automate	VERB
cana-6233	53	16	,	,	PUNCT
cana-6233	53	17	vision	vision	NOUN
cana-6233	53	18	-	-	PUNCT
cana-6233	53	19	based	base	VERB
cana-6233	53	20	systems	system	NOUN
cana-6233	53	21	promise	promise	VERB
cana-6233	53	22	continuous	continuous	ADJ
cana-6233	53	23	monitoring	monitoring	NOUN
cana-6233	53	24	,	,	PUNCT
cana-6233	53	25	faster	fast	ADJ
cana-6233	53	26	detection	detection	NOUN
cana-6233	53	27	,	,	PUNCT
cana-6233	53	28	and	and	CCONJ
cana-6233	53	29	immediate	immediate	ADJ
cana-6233	53	30	communications	communication	NOUN
cana-6233	53	31	on	on	ADP
cana-6233	53	32	applied	apply	VERB
cana-6233	53	33	nonlinear	nonlinear	ADJ
cana-6233	53	34	analysis	analysis	NOUN
cana-6233	53	35	issn	issn	NOUN
cana-6233	53	36	:	:	PUNCT
cana-6233	53	37	1074	1074	NUM
cana-6233	53	38	-	-	PUNCT
cana-6233	53	39	133x	133x	NUM
cana-6233	53	40	vol	vol	NOUN
cana-6233	53	41	32	32	NUM
cana-6233	53	42	no	no	NOUN
cana-6233	53	43	.	.	NOUN
cana-6233	53	44	1	1	NUM
cana-6233	53	45	(	(	PUNCT
cana-6233	53	46	2025	2025	NUM
cana-6233	53	47	)	)	PUNCT
cana-6233	53	48	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	53	49	774	774	NUM
cana-6233	53	50	corrective	corrective	ADJ
cana-6233	53	51	action	action	NOUN
cana-6233	53	52	to	to	PART
cana-6233	53	53	reduce	reduce	VERB
cana-6233	53	54	waste	waste	NOUN
cana-6233	53	55	and	and	CCONJ
cana-6233	53	56	rework	rework	NOUN
cana-6233	53	57	[	[	X
cana-6233	53	58	1][8	1][8	NUM
cana-6233	53	59	]	]	X
cana-6233	53	60	.	.	PUNCT
cana-6233	54	1	a	a	DET
cana-6233	54	2	broad	broad	ADJ
cana-6233	54	3	range	range	NOUN
cana-6233	54	4	of	of	ADP
cana-6233	54	5	detection	detection	NOUN
cana-6233	54	6	architectures	architecture	NOUN
cana-6233	54	7	have	have	AUX
cana-6233	54	8	been	be	AUX
cana-6233	54	9	applied	apply	VERB
cana-6233	54	10	or	or	CCONJ
cana-6233	54	11	adapted	adapt	VERB
cana-6233	54	12	for	for	ADP
cana-6233	54	13	industrial	industrial	ADJ
cana-6233	54	14	inspection	inspection	NOUN
cana-6233	54	15	.	.	PUNCT
cana-6233	55	1	single	single	ADJ
cana-6233	55	2	-	-	PUNCT
cana-6233	55	3	stage	stage	NOUN
cana-6233	55	4	detectors	detector	NOUN
cana-6233	55	5	such	such	ADJ
cana-6233	55	6	as	as	ADP
cana-6233	55	7	yolo	yolo	NOUN
cana-6233	55	8	(	(	PUNCT
cana-6233	55	9	and	and	CCONJ
cana-6233	55	10	yolov4	yolov4	PROPN
cana-6233	55	11	/	/	SYM
cana-6233	55	12	yolov5	yolov5	NOUN
cana-6233	55	13	variants	variant	NOUN
cana-6233	55	14	)	)	PUNCT
cana-6233	55	15	and	and	CCONJ
cana-6233	55	16	ssd	ssd	NOUN
cana-6233	55	17	emphasize	emphasize	VERB
cana-6233	55	18	speed	speed	NOUN
cana-6233	55	19	suitable	suitable	ADJ
cana-6233	55	20	for	for	ADP
cana-6233	55	21	real	real	ADJ
cana-6233	55	22	-	-	PUNCT
cana-6233	55	23	time	time	NOUN
cana-6233	55	24	inference	inference	NOUN
cana-6233	55	25	,	,	PUNCT
cana-6233	55	26	while	while	SCONJ
cana-6233	55	27	twostage	twostage	NOUN
cana-6233	55	28	detectors	detector	NOUN
cana-6233	55	29	(	(	PUNCT
cana-6233	55	30	e.g.	e.g.	ADV
cana-6233	55	31	,	,	PUNCT
cana-6233	55	32	faster	fast	ADJ
cana-6233	55	33	r	r	NOUN
cana-6233	55	34	-	-	PUNCT
cana-6233	55	35	cnn	cnn	PROPN
cana-6233	55	36	and	and	CCONJ
cana-6233	55	37	mask	mask	VERB
cana-6233	55	38	r	r	PROPN
cana-6233	55	39	-	-	PUNCT
cana-6233	55	40	cnn	cnn	NOUN
cana-6233	55	41	)	)	PUNCT
cana-6233	55	42	generally	generally	ADV
cana-6233	55	43	provide	provide	VERB
cana-6233	55	44	higher	high	ADJ
cana-6233	55	45	localization	localization	NOUN
cana-6233	55	46	/	/	SYM
cana-6233	55	47	classification	classification	NOUN
cana-6233	55	48	accuracy	accuracy	NOUN
cana-6233	55	49	but	but	CCONJ
cana-6233	55	50	at	at	ADP
cana-6233	55	51	higher	high	ADJ
cana-6233	55	52	latency	latency	NOUN
cana-6233	55	53	[	[	X
cana-6233	55	54	1][7	1][7	NUM
cana-6233	55	55	]	]	PUNCT
cana-6233	55	56	.	.	PUNCT
cana-6233	56	1	retinanet	retinanet	NOUN
cana-6233	56	2	addresses	address	NOUN
cana-6233	56	3	class	class	NOUN
cana-6233	56	4	imbalance	imbalance	NOUN
cana-6233	56	5	using	use	VERB
cana-6233	56	6	focal	focal	ADJ
cana-6233	56	7	loss	loss	NOUN
cana-6233	56	8	in	in	ADP
cana-6233	56	9	dense	dense	ADJ
cana-6233	56	10	detection	detection	NOUN
cana-6233	56	11	scenarios	scenario	NOUN
cana-6233	56	12	[	[	X
cana-6233	56	13	1	1	NUM
cana-6233	56	14	]	]	PUNCT
cana-6233	56	15	.	.	PUNCT
cana-6233	57	1	efficientdet	efficientdet	PROPN
cana-6233	57	2	and	and	CCONJ
cana-6233	57	3	centernet	centernet	NOUN
cana-6233	57	4	offer	offer	VERB
cana-6233	57	5	strong	strong	ADJ
cana-6233	57	6	tradeoffs	tradeoff	NOUN
cana-6233	57	7	between	between	ADP
cana-6233	57	8	accuracy	accuracy	NOUN
cana-6233	57	9	and	and	CCONJ
cana-6233	57	10	efficiency	efficiency	NOUN
cana-6233	57	11	through	through	ADP
cana-6233	57	12	compound	compound	NOUN
cana-6233	57	13	scaling	scaling	NOUN
cana-6233	57	14	and	and	CCONJ
cana-6233	57	15	alternative	alternative	ADJ
cana-6233	57	16	object	object	NOUN
cana-6233	57	17	parameterizations	parameterization	NOUN
cana-6233	57	18	,	,	PUNCT
cana-6233	57	19	respectively	respectively	ADV
cana-6233	57	20	[	[	X
cana-6233	57	21	1	1	NUM
cana-6233	57	22	]	]	PUNCT
cana-6233	57	23	.	.	PUNCT
cana-6233	58	1	deformable	deformable	ADJ
cana-6233	58	2	convnets	convnet	NOUN
cana-6233	58	3	can	can	AUX
cana-6233	58	4	better	well	ADV
cana-6233	58	5	handle	handle	VERB
cana-6233	58	6	object	object	NOUN
cana-6233	58	7	deformations	deformation	NOUN
cana-6233	58	8	encountered	encounter	VERB
cana-6233	58	9	in	in	ADP
cana-6233	58	10	industrial	industrial	ADJ
cana-6233	58	11	settings	setting	NOUN
cana-6233	58	12	[	[	X
cana-6233	58	13	7	7	NUM
cana-6233	58	14	]	]	PUNCT
cana-6233	58	15	.	.	PUNCT
cana-6233	59	1	several	several	ADJ
cana-6233	59	2	architectural	architectural	ADJ
cana-6233	59	3	elements	element	NOUN
cana-6233	59	4	commonly	commonly	ADV
cana-6233	59	5	improve	improve	VERB
cana-6233	59	6	detection	detection	NOUN
cana-6233	59	7	for	for	ADP
cana-6233	59	8	manufacturing	manufacture	VERB
cana-6233	59	9	qa	qa	PROPN
cana-6233	59	10	:	:	PUNCT
cana-6233	59	11	region	region	NOUN
cana-6233	59	12	proposal	proposal	NOUN
cana-6233	59	13	network	network	NOUN
cana-6233	59	14	(	(	PUNCT
cana-6233	59	15	rpn	rpn	PROPN
cana-6233	59	16	)	)	PUNCT
cana-6233	60	1	[	[	X
cana-6233	60	2	9	9	NUM
cana-6233	60	3	]	]	PUNCT
cana-6233	60	4	,	,	PUNCT
cana-6233	60	5	feature	feature	NOUN
cana-6233	60	6	pyramid	pyramid	NOUN
cana-6233	60	7	network	network	NOUN
cana-6233	60	8	(	(	PUNCT
cana-6233	60	9	fpn	fpn	PROPN
cana-6233	60	10	)	)	PUNCT
cana-6233	61	1	[	[	X
cana-6233	61	2	3	3	NUM
cana-6233	61	3	]	]	PUNCT
cana-6233	61	4	,	,	PUNCT
cana-6233	61	5	and	and	CCONJ
cana-6233	61	6	iou	iou	PROPN
cana-6233	61	7	refinement	refinement	NOUN
cana-6233	61	8	[	[	X
cana-6233	61	9	10	10	NUM
cana-6233	61	10	]	]	PUNCT
cana-6233	61	11	.	.	PUNCT
cana-6233	62	1	dynamic	dynamic	ADJ
cana-6233	62	2	scaling	scaling	NOUN
cana-6233	62	3	and	and	CCONJ
cana-6233	62	4	adaptive	adaptive	ADJ
cana-6233	62	5	retraining	retraining	NOUN
cana-6233	62	6	are	be	AUX
cana-6233	62	7	essential	essential	ADJ
cana-6233	62	8	for	for	ADP
cana-6233	62	9	maintaining	maintain	VERB
cana-6233	62	10	robustness	robustness	NOUN
cana-6233	62	11	over	over	ADP
cana-6233	62	12	time	time	NOUN
cana-6233	62	13	[	[	X
cana-6233	62	14	9	9	NUM
cana-6233	62	15	]	]	PUNCT
cana-6233	62	16	.	.	PUNCT
cana-6233	63	1	the	the	DET
cana-6233	63	2	proposed	propose	VERB
cana-6233	63	3	method	method	NOUN
cana-6233	63	4	(	(	PUNCT
cana-6233	63	5	rpn	rpn	PROPN
cana-6233	63	6	+	+	CCONJ
cana-6233	63	7	fpn	fpn	ADJ
cana-6233	63	8	+	+	CCONJ
cana-6233	63	9	iou	iou	NOUN
cana-6233	63	10	refinement	refinement	NOUN
cana-6233	63	11	+	+	CCONJ
cana-6233	63	12	dynamic	dynamic	ADJ
cana-6233	63	13	scaling	scaling	NOUN
cana-6233	63	14	)	)	PUNCT
cana-6233	63	15	achieves	achieve	VERB
cana-6233	63	16	higher	high	ADJ
cana-6233	63	17	map	map	NOUN
cana-6233	63	18	and	and	CCONJ
cana-6233	63	19	fps	fps	NOUN
cana-6233	63	20	and	and	CCONJ
cana-6233	63	21	better	well	ADJ
cana-6233	63	22	frames	frame	NOUN
cana-6233	63	23	/	/	SYM
cana-6233	63	24	kwh	kwh	NOUN
cana-6233	63	25	than	than	ADP
cana-6233	63	26	several	several	ADJ
cana-6233	63	27	baselines	baseline	NOUN
cana-6233	63	28	(	(	PUNCT
cana-6233	63	29	yolo	yolo	PROPN
cana-6233	63	30	,	,	PUNCT
cana-6233	63	31	ssd	ssd	NOUN
cana-6233	63	32	,	,	PUNCT
cana-6233	63	33	faster	fast	ADV
cana-6233	63	34	r	r	NOUN
cana-6233	63	35	-	-	PUNCT
cana-6233	63	36	cnn	cnn	PROPN
cana-6233	63	37	,	,	PUNCT
cana-6233	63	38	retinanet	retinanet	NOUN
cana-6233	63	39	,	,	PUNCT
cana-6233	63	40	mask	mask	NOUN
cana-6233	63	41	rcnn	rcnn	PROPN
cana-6233	63	42	,	,	PUNCT
cana-6233	63	43	efficientdet	efficientdet	PROPN
cana-6233	63	44	)	)	PUNCT
cana-6233	63	45	in	in	ADP
cana-6233	63	46	comparative	comparative	ADJ
cana-6233	63	47	studies	study	NOUN
cana-6233	63	48	[	[	X
cana-6233	63	49	6][11	6][11	NOUN
cana-6233	63	50	]	]	PUNCT
cana-6233	63	51	.	.	PUNCT
cana-6233	64	1	this	this	PRON
cana-6233	64	2	indicates	indicate	VERB
cana-6233	64	3	strong	strong	ADJ
cana-6233	64	4	potential	potential	NOUN
cana-6233	64	5	for	for	ADP
cana-6233	64	6	real	real	ADJ
cana-6233	64	7	-	-	PUNCT
cana-6233	64	8	time	time	NOUN
cana-6233	64	9	deployment	deployment	NOUN
cana-6233	64	10	[	[	X
cana-6233	64	11	11	11	NUM
cana-6233	64	12	]	]	PUNCT
cana-6233	64	13	.	.	PUNCT
cana-6233	65	1	the	the	DET
cana-6233	65	2	technology	technology	NOUN
cana-6233	65	3	is	be	AUX
cana-6233	65	4	highly	highly	ADV
cana-6233	65	5	flexible	flexible	ADJ
cana-6233	65	6	and	and	CCONJ
cana-6233	65	7	can	can	AUX
cana-6233	65	8	be	be	AUX
cana-6233	65	9	customized	customize	VERB
cana-6233	65	10	for	for	ADP
cana-6233	65	11	various	various	ADJ
cana-6233	65	12	sectors	sector	NOUN
cana-6233	65	13	—	—	PUNCT
cana-6233	65	14	electronics	electronic	NOUN
cana-6233	65	15	,	,	PUNCT
cana-6233	65	16	pharmaceuticals	pharmaceutical	NOUN
cana-6233	65	17	,	,	PUNCT
cana-6233	65	18	automotive	automotive	ADJ
cana-6233	65	19	,	,	PUNCT
cana-6233	65	20	and	and	CCONJ
cana-6233	65	21	food	food	NOUN
cana-6233	65	22	processing	processing	NOUN
cana-6233	65	23	—	—	PUNCT
cana-6233	65	24	by	by	ADP
cana-6233	65	25	adjusting	adjust	VERB
cana-6233	65	26	detection	detection	NOUN
cana-6233	65	27	parameters	parameter	NOUN
cana-6233	65	28	and	and	CCONJ
cana-6233	65	29	retraining	retrain	VERB
cana-6233	65	30	models	model	NOUN
cana-6233	65	31	as	as	SCONJ
cana-6233	65	32	needed	need	VERB
cana-6233	65	33	[	[	X
cana-6233	65	34	4][9	4][9	NOUN
cana-6233	65	35	]	]	PUNCT
cana-6233	65	36	.	.	PUNCT
cana-6233	66	1	beyond	beyond	ADP
cana-6233	66	2	accuracy	accuracy	NOUN
cana-6233	66	3	,	,	PUNCT
cana-6233	66	4	real	real	ADJ
cana-6233	66	5	-	-	PUNCT
cana-6233	66	6	world	world	NOUN
cana-6233	66	7	deployment	deployment	NOUN
cana-6233	66	8	requires	require	VERB
cana-6233	66	9	consideration	consideration	NOUN
cana-6233	66	10	of	of	ADP
cana-6233	66	11	lighting	lighting	NOUN
cana-6233	66	12	variability	variability	NOUN
cana-6233	66	13	,	,	PUNCT
cana-6233	66	14	occlusion	occlusion	NOUN
cana-6233	66	15	,	,	PUNCT
cana-6233	66	16	temperature	temperature	NOUN
cana-6233	66	17	,	,	PUNCT
cana-6233	66	18	real	real	ADJ
cana-6233	66	19	-	-	PUNCT
cana-6233	66	20	time	time	NOUN
cana-6233	66	21	inference	inference	NOUN
cana-6233	66	22	hardware	hardware	NOUN
cana-6233	66	23	,	,	PUNCT
cana-6233	66	24	latency	latency	NOUN
cana-6233	66	25	constraints	constraint	NOUN
cana-6233	66	26	,	,	PUNCT
cana-6233	66	27	and	and	CCONJ
cana-6233	66	28	energy	energy	NOUN
cana-6233	66	29	consumption	consumption	NOUN
cana-6233	66	30	[	[	X
cana-6233	66	31	6][13	6][13	NOUN
cana-6233	66	32	]	]	PUNCT
cana-6233	66	33	.	.	PUNCT
cana-6233	67	1	efficiency	efficiency	NOUN
cana-6233	67	2	(	(	PUNCT
cana-6233	67	3	frames	frames	PROPN
cana-6233	67	4	/	/	SYM
cana-6233	67	5	kwh	kwh	NOUN
cana-6233	67	6	)	)	PUNCT
cana-6233	67	7	is	be	AUX
cana-6233	67	8	an	an	DET
cana-6233	67	9	important	important	ADJ
cana-6233	67	10	emerging	emerge	VERB
cana-6233	67	11	metric	metric	NOUN
cana-6233	67	12	.	.	PUNCT
cana-6233	68	1	however	however	ADV
cana-6233	68	2	,	,	PUNCT
cana-6233	68	3	the	the	DET
cana-6233	68	4	literature	literature	NOUN
cana-6233	68	5	rarely	rarely	ADV
cana-6233	68	6	reports	report	VERB
cana-6233	68	7	standardized	standardize	VERB
cana-6233	68	8	industrial	industrial	ADJ
cana-6233	68	9	datasets	dataset	NOUN
cana-6233	68	10	or	or	CCONJ
cana-6233	68	11	benchmarks	benchmark	NOUN
cana-6233	68	12	for	for	ADP
cana-6233	68	13	generalizable	generalizable	ADJ
cana-6233	68	14	validation	validation	NOUN
cana-6233	68	15	[	[	X
cana-6233	68	16	14][15	14][15	X
cana-6233	68	17	]	]	X
cana-6233	68	18	.	.	PUNCT
cana-6233	69	1	2.1	2.1	NUM
cana-6233	69	2	research	research	NOUN
cana-6233	69	3	gaps	gap	NOUN
cana-6233	69	4	identified	identify	VERB
cana-6233	69	5	•	•	NUM
cana-6233	69	6	limited	limited	ADJ
cana-6233	69	7	benchmarking	benchmarke	VERB
cana-6233	69	8	on	on	ADP
cana-6233	69	9	standardized	standardized	ADJ
cana-6233	69	10	industrial	industrial	ADJ
cana-6233	69	11	qa	qa	NOUN
cana-6233	69	12	datasets	dataset	NOUN
cana-6233	69	13	[	[	X
cana-6233	69	14	7][11	7][11	NUM
cana-6233	69	15	]	]	PUNCT
cana-6233	69	16	.	.	PUNCT
cana-6233	70	1	•	•	NUM
cana-6233	70	2	lack	lack	NOUN
cana-6233	70	3	of	of	ADP
cana-6233	70	4	systematic	systematic	ADJ
cana-6233	70	5	methods	method	NOUN
cana-6233	70	6	for	for	ADP
cana-6233	70	7	joint	joint	ADJ
cana-6233	70	8	optimization	optimization	NOUN
cana-6233	70	9	of	of	ADP
cana-6233	70	10	accuracy	accuracy	NOUN
cana-6233	70	11	,	,	PUNCT
cana-6233	70	12	latency	latency	NOUN
cana-6233	70	13	,	,	PUNCT
cana-6233	70	14	and	and	CCONJ
cana-6233	70	15	energy	energy	NOUN
cana-6233	70	16	efficiency	efficiency	NOUN
cana-6233	70	17	on	on	ADP
cana-6233	70	18	edge	edge	NOUN
cana-6233	70	19	hardware	hardware	NOUN
cana-6233	71	1	[	[	X
cana-6233	71	2	6	6	NUM
cana-6233	71	3	]	]	PUNCT
cana-6233	71	4	.	.	PUNCT
cana-6233	72	1	•	•	NUM
cana-6233	72	2	insufficient	insufficient	ADJ
cana-6233	72	3	robustness	robustness	NOUN
cana-6233	72	4	to	to	ADP
cana-6233	72	5	environmental	environmental	ADJ
cana-6233	72	6	variations	variation	NOUN
cana-6233	72	7	(	(	PUNCT
cana-6233	72	8	lighting	lighting	NOUN
cana-6233	72	9	,	,	PUNCT
cana-6233	72	10	occlusion	occlusion	NOUN
cana-6233	72	11	,	,	PUNCT
cana-6233	72	12	dust	dust	NOUN
cana-6233	72	13	,	,	PUNCT
cana-6233	72	14	motion	motion	NOUN
cana-6233	72	15	blur	blur	NOUN
cana-6233	72	16	)	)	PUNCT
cana-6233	72	17	and	and	CCONJ
cana-6233	72	18	long	long	ADJ
cana-6233	72	19	-	-	PUNCT
cana-6233	72	20	term	term	NOUN
cana-6233	72	21	drift	drift	NOUN
cana-6233	72	22	[	[	X
cana-6233	72	23	7][3	7][3	X
cana-6233	72	24	]	]	PUNCT
cana-6233	72	25	.	.	PUNCT
cana-6233	73	1	•	•	NUM
cana-6233	73	2	limited	limit	VERB
cana-6233	73	3	exploration	exploration	NOUN
cana-6233	73	4	of	of	ADP
cana-6233	73	5	explainability	explainability	NOUN
cana-6233	73	6	and	and	CCONJ
cana-6233	73	7	actionable	actionable	ADJ
cana-6233	73	8	feedback	feedback	NOUN
cana-6233	73	9	for	for	ADP
cana-6233	73	10	operators	operator	NOUN
cana-6233	73	11	[	[	X
cana-6233	73	12	8	8	NUM
cana-6233	73	13	]	]	PUNCT
cana-6233	73	14	.	.	PUNCT
cana-6233	74	1	•	•	NOUN
cana-6233	74	2	need	need	NOUN
cana-6233	74	3	for	for	ADP
cana-6233	74	4	domain	domain	NOUN
cana-6233	74	5	adaptation	adaptation	NOUN
cana-6233	74	6	and	and	CCONJ
cana-6233	74	7	few	few	ADJ
cana-6233	74	8	-	-	PUNCT
cana-6233	74	9	shot	shot	NOUN
cana-6233	74	10	learning	learning	NOUN
cana-6233	74	11	to	to	PART
cana-6233	74	12	handle	handle	VERB
cana-6233	74	13	new	new	ADJ
cana-6233	74	14	product	product	NOUN
cana-6233	74	15	variants	variant	NOUN
cana-6233	74	16	efficiently	efficiently	ADV
cana-6233	75	1	[	[	X
cana-6233	75	2	9	9	NUM
cana-6233	75	3	]	]	PUNCT
cana-6233	75	4	.	.	PUNCT
cana-6233	76	1	•	•	NOUN
cana-6233	76	2	absence	absence	NOUN
cana-6233	76	3	of	of	ADP
cana-6233	76	4	economic	economic	ADJ
cana-6233	76	5	cost	cost	NOUN
cana-6233	76	6	–	–	PUNCT
cana-6233	76	7	benefit	benefit	NOUN
cana-6233	76	8	and	and	CCONJ
cana-6233	76	9	roi	roi	NOUN
cana-6233	76	10	analysis	analysis	NOUN
cana-6233	76	11	for	for	ADP
cana-6233	76	12	industrial	industrial	ADJ
cana-6233	76	13	deployment	deployment	NOUN
cana-6233	76	14	[	[	X
cana-6233	76	15	13	13	NUM
cana-6233	76	16	]	]	PUNCT
cana-6233	76	17	.	.	PUNCT
cana-6233	77	1	•	•	NUM
cana-6233	77	2	lack	lack	NOUN
cana-6233	77	3	of	of	ADP
cana-6233	77	4	standardized	standardized	ADJ
cana-6233	77	5	evaluation	evaluation	NOUN
cana-6233	77	6	for	for	ADP
cana-6233	77	7	defect	defect	NOUN
cana-6233	77	8	-	-	PUNCT
cana-6233	77	9	type	type	NOUN
cana-6233	77	10	-	-	PUNCT
cana-6233	77	11	specific	specific	ADJ
cana-6233	77	12	false	false	ADJ
cana-6233	77	13	positives	positive	NOUN
cana-6233	77	14	and	and	CCONJ
cana-6233	77	15	negatives	negative	NOUN
cana-6233	77	16	[	[	X
cana-6233	77	17	7	7	NUM
cana-6233	77	18	]	]	PUNCT
cana-6233	77	19	.	.	PUNCT
cana-6233	78	1	•	•	NUM
cana-6233	78	2	no	no	DET
cana-6233	78	3	coverage	coverage	NOUN
cana-6233	78	4	of	of	ADP
cana-6233	78	5	safety	safety	NOUN
cana-6233	78	6	and	and	CCONJ
cana-6233	78	7	reliability	reliability	NOUN
cana-6233	78	8	under	under	ADP
cana-6233	78	9	adversarial	adversarial	ADJ
cana-6233	78	10	or	or	CCONJ
cana-6233	78	11	sensor	sensor	NOUN
cana-6233	78	12	-	-	PUNCT
cana-6233	78	13	failure	failure	NOUN
cana-6233	78	14	conditions	condition	NOUN
cana-6233	78	15	[	[	X
cana-6233	78	16	5	5	NUM
cana-6233	78	17	]	]	PUNCT
cana-6233	78	18	.	.	PUNCT
cana-6233	79	1	2.2	2.2	NUM
cana-6233	79	2	research	research	NOUN
cana-6233	79	3	questions	question	NOUN
cana-6233	79	4	a.	a.	NOUN
cana-6233	79	5	benchmarking	benchmarking	NOUN
cana-6233	79	6	&	&	CCONJ
cana-6233	79	7	generalization	generalization	NOUN
cana-6233	79	8	:	:	PUNCT
cana-6233	79	9	rq1	rq1	VERB
cana-6233	79	10	.	.	PUNCT
cana-6233	80	1	how	how	SCONJ
cana-6233	80	2	do	do	AUX
cana-6233	80	3	state	state	NOUN
cana-6233	80	4	-	-	PUNCT
cana-6233	80	5	of	of	ADP
cana-6233	80	6	-	-	PUNCT
cana-6233	80	7	the	the	DET
cana-6233	80	8	-	-	PUNCT
cana-6233	80	9	art	art	NOUN
cana-6233	80	10	detectors	detector	NOUN
cana-6233	80	11	perform	perform	VERB
cana-6233	80	12	on	on	ADP
cana-6233	80	13	standardized	standardized	ADJ
cana-6233	80	14	industrial	industrial	ADJ
cana-6233	80	15	qa	qa	PROPN
cana-6233	80	16	benchmarks	benchmark	NOUN
cana-6233	80	17	across	across	ADP
cana-6233	80	18	multiple	multiple	ADJ
cana-6233	80	19	product	product	NOUN
cana-6233	80	20	types	type	NOUN
cana-6233	80	21	[	[	X
cana-6233	80	22	7	7	NUM
cana-6233	80	23	]	]	PUNCT
cana-6233	80	24	?	?	PUNCT
cana-6233	81	1	rq2	rq2	NOUN
cana-6233	81	2	.	.	PUNCT
cana-6233	82	1	what	what	PRON
cana-6233	82	2	annotation	annotation	NOUN
cana-6233	82	3	or	or	CCONJ
cana-6233	82	4	augmentation	augmentation	NOUN
cana-6233	82	5	strategies	strategy	NOUN
cana-6233	82	6	improve	improve	VERB
cana-6233	82	7	cross	cross	ADJ
cana-6233	82	8	-	-	ADJ
cana-6233	82	9	line	line	ADJ
cana-6233	82	10	generalization	generalization	NOUN
cana-6233	82	11	?	?	PUNCT
cana-6233	83	1	b.	b.	PROPN
cana-6233	83	2	energy	energy	PROPN
cana-6233	83	3	/	/	SYM
cana-6233	83	4	latency	latency	NOUN
cana-6233	83	5	-	-	PUNCT
cana-6233	83	6	aware	aware	ADJ
cana-6233	83	7	design	design	NOUN
cana-6233	83	8	:	:	PUNCT
cana-6233	83	9	rq3	rq3	PROPN
cana-6233	83	10	.	.	PUNCT
cana-6233	84	1	can	can	AUX
cana-6233	84	2	we	we	PRON
cana-6233	84	3	jointly	jointly	ADV
cana-6233	84	4	optimize	optimize	VERB
cana-6233	84	5	accuracy	accuracy	NOUN
cana-6233	84	6	,	,	PUNCT
cana-6233	84	7	latency	latency	NOUN
cana-6233	84	8	,	,	PUNCT
cana-6233	84	9	and	and	CCONJ
cana-6233	84	10	energy	energy	NOUN
cana-6233	84	11	on	on	ADP
cana-6233	84	12	embedded	embed	VERB
cana-6233	84	13	inference	inference	NOUN
cana-6233	84	14	hardware	hardware	NOUN
cana-6233	85	1	[	[	X
cana-6233	85	2	6	6	NUM
cana-6233	85	3	]	]	PUNCT
cana-6233	85	4	?	?	PUNCT
cana-6233	86	1	rq4	rq4	NOUN
cana-6233	86	2	.	.	PUNCT
cana-6233	87	1	what	what	PRON
cana-6233	87	2	are	be	AUX
cana-6233	87	3	the	the	DET
cana-6233	87	4	energy	energy	NOUN
cana-6233	87	5	vs.	vs.	ADP
cana-6233	87	6	accuracy	accuracy	NOUN
cana-6233	87	7	tradeoffs	tradeoff	NOUN
cana-6233	87	8	for	for	ADP
cana-6233	87	9	quantization	quantization	NOUN
cana-6233	87	10	,	,	PUNCT
cana-6233	87	11	pruning	pruning	NOUN
cana-6233	87	12	,	,	PUNCT
cana-6233	87	13	and	and	CCONJ
cana-6233	87	14	nas	nas	PROPN
cana-6233	87	15	?	?	PUNCT
cana-6233	88	1	c.	c.	NOUN
cana-6233	88	2	robustness	robustness	PROPN
cana-6233	88	3	&	&	CCONJ
cana-6233	88	4	long	long	ADJ
cana-6233	88	5	-	-	PUNCT
cana-6233	88	6	term	term	NOUN
cana-6233	88	7	operation	operation	NOUN
cana-6233	88	8	rq5	rq5	NOUN
cana-6233	88	9	.	.	PUNCT
cana-6233	89	1	how	how	SCONJ
cana-6233	89	2	robust	robust	ADJ
cana-6233	89	3	are	be	AUX
cana-6233	89	4	detectors	detector	NOUN
cana-6233	89	5	to	to	ADP
cana-6233	89	6	illumination	illumination	NOUN
cana-6233	89	7	changes	change	NOUN
cana-6233	89	8	,	,	PUNCT
cana-6233	89	9	occlusions	occlusion	NOUN
cana-6233	89	10	,	,	PUNCT
cana-6233	89	11	motion	motion	NOUN
cana-6233	89	12	blur	blur	NOUN
cana-6233	89	13	,	,	PUNCT
cana-6233	89	14	and	and	CCONJ
cana-6233	89	15	dust	dust	NOUN
cana-6233	90	1	[	[	X
cana-6233	90	2	7][3	7][3	X
cana-6233	90	3	]	]	PUNCT
cana-6233	90	4	?	?	PUNCT
cana-6233	91	1	rq6	rq6	PROPN
cana-6233	91	2	.	.	PUNCT
cana-6233	92	1	which	which	DET
cana-6233	92	2	continuous	continuous	ADJ
cana-6233	92	3	learning	learning	NOUN
cana-6233	92	4	strategies	strategy	NOUN
cana-6233	92	5	best	well	ADV
cana-6233	92	6	adapt	adapt	VERB
cana-6233	92	7	to	to	ADP
cana-6233	92	8	new	new	ADJ
cana-6233	92	9	product	product	NOUN
cana-6233	92	10	variants	variant	NOUN
cana-6233	92	11	with	with	ADP
cana-6233	92	12	minimal	minimal	ADJ
cana-6233	92	13	labeled	label	VERB
cana-6233	92	14	data	datum	NOUN
cana-6233	92	15	[	[	X
cana-6233	92	16	9	9	NUM
cana-6233	92	17	]	]	PUNCT
cana-6233	92	18	?	?	PUNCT
cana-6233	93	1	d.	d.	PROPN
cana-6233	93	2	human	human	PROPN
cana-6233	93	3	–	–	PUNCT
cana-6233	93	4	machine	machine	NOUN
cana-6233	93	5	interaction	interaction	NOUN
cana-6233	93	6	&	&	CCONJ
cana-6233	93	7	explainability	explainability	NOUN
cana-6233	93	8	communications	communication	NOUN
cana-6233	93	9	on	on	ADP
cana-6233	93	10	applied	apply	VERB
cana-6233	93	11	nonlinear	nonlinear	ADJ
cana-6233	93	12	analysis	analysis	NOUN
cana-6233	93	13	issn	issn	NOUN
cana-6233	93	14	:	:	PUNCT
cana-6233	93	15	1074	1074	NUM
cana-6233	93	16	-	-	PUNCT
cana-6233	93	17	133x	133x	NUM
cana-6233	93	18	vol	vol	NOUN
cana-6233	93	19	32	32	NUM
cana-6233	93	20	no	no	NOUN
cana-6233	93	21	.	.	NOUN
cana-6233	93	22	1	1	NUM
cana-6233	93	23	(	(	PUNCT
cana-6233	93	24	2025	2025	NUM
cana-6233	93	25	)	)	PUNCT
cana-6233	93	26	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	93	27	775	775	NUM
cana-6233	93	28	rq7	rq7	NOUN
cana-6233	93	29	.	.	PUNCT
cana-6233	94	1	which	which	DET
cana-6233	94	2	explainability	explainability	NOUN
cana-6233	94	3	outputs	output	VERB
cana-6233	94	4	best	well	ADV
cana-6233	94	5	help	help	VERB
cana-6233	94	6	operators	operator	NOUN
cana-6233	94	7	trust	trust	VERB
cana-6233	94	8	and	and	CCONJ
cana-6233	94	9	act	act	VERB
cana-6233	94	10	on	on	ADP
cana-6233	94	11	model	model	NOUN
cana-6233	94	12	alerts	alert	NOUN
cana-6233	94	13	[	[	X
cana-6233	94	14	8	8	NUM
cana-6233	94	15	]	]	PUNCT
cana-6233	94	16	?	?	PUNCT
cana-6233	95	1	rq8	rq8	NOUN
cana-6233	95	2	.	.	PUNCT
cana-6233	96	1	how	how	SCONJ
cana-6233	96	2	should	should	AUX
cana-6233	96	3	confidence	confidence	NOUN
cana-6233	96	4	thresholds	threshold	NOUN
cana-6233	96	5	be	be	AUX
cana-6233	96	6	tuned	tune	VERB
cana-6233	96	7	per	per	ADP
cana-6233	96	8	defect	defect	NOUN
cana-6233	96	9	class	class	NOUN
cana-6233	96	10	for	for	ADP
cana-6233	96	11	optimal	optimal	ADJ
cana-6233	96	12	outcomes	outcome	NOUN
cana-6233	96	13	?	?	PUNCT
cana-6233	97	1	e.	e.	PROPN
cana-6233	97	2	economics	economics	PROPN
cana-6233	97	3	&	&	CCONJ
cana-6233	97	4	deployment	deployment	PROPN
cana-6233	97	5	rq9	rq9	PROPN
cana-6233	97	6	.	.	PUNCT
cana-6233	98	1	what	what	PRON
cana-6233	98	2	is	be	AUX
cana-6233	98	3	the	the	DET
cana-6233	98	4	roi	roi	NOUN
cana-6233	98	5	of	of	ADP
cana-6233	98	6	deploying	deploy	VERB
cana-6233	98	7	real	real	ADJ
cana-6233	98	8	-	-	PUNCT
cana-6233	98	9	time	time	NOUN
cana-6233	98	10	vision	vision	NOUN
cana-6233	98	11	qa	qa	PROPN
cana-6233	98	12	systems	system	NOUN
cana-6233	98	13	compared	compare	VERB
cana-6233	98	14	with	with	ADP
cana-6233	98	15	manual	manual	ADJ
cana-6233	98	16	inspection	inspection	NOUN
cana-6233	98	17	[	[	X
cana-6233	98	18	13	13	NUM
cana-6233	98	19	]	]	PUNCT
cana-6233	98	20	?	?	PUNCT
cana-6233	99	1	rq10	rq10	PROPN
cana-6233	99	2	.	.	PUNCT
cana-6233	100	1	how	how	SCONJ
cana-6233	100	2	can	can	AUX
cana-6233	100	3	system	system	VERB
cana-6233	100	4	reliability	reliability	NOUN
cana-6233	100	5	be	be	AUX
cana-6233	100	6	ensured	ensure	VERB
cana-6233	100	7	under	under	ADP
cana-6233	100	8	sensor	sensor	NOUN
cana-6233	100	9	degradation	degradation	NOUN
cana-6233	100	10	or	or	CCONJ
cana-6233	100	11	failure	failure	NOUN
cana-6233	100	12	conditions	condition	NOUN
cana-6233	100	13	?	?	PUNCT
cana-6233	101	1	table	table	NOUN
cana-6233	101	2	1	1	NUM
cana-6233	101	3	:	:	PUNCT
cana-6233	101	4	comparison	comparison	NOUN
cana-6233	101	5	of	of	ADP
cana-6233	101	6	real	real	ADJ
cana-6233	101	7	-	-	PUNCT
cana-6233	101	8	time	time	NOUN
cana-6233	101	9	object	object	NOUN
cana-6233	101	10	detection	detection	NOUN
cana-6233	101	11	methods	method	NOUN
cana-6233	101	12	in	in	ADP
cana-6233	101	13	quality	quality	NOUN
cana-6233	101	14	control	control	NOUN
cana-6233	101	15	method	method	NOUN
cana-6233	101	16	map	map	NOUN
cana-6233	101	17	(	(	PUNCT
cana-6233	101	18	%	%	INTJ
cana-6233	101	19	)	)	PUNCT
cana-6233	101	20	fps	fps	PROPN
cana-6233	101	21	inference	inference	NOUN
cana-6233	101	22	time	time	NOUN
cana-6233	101	23	(	(	PUNCT
cana-6233	101	24	ms	ms	NOUN
cana-6233	101	25	)	)	PUNCT
cana-6233	101	26	fpr	fpr	NOUN
cana-6233	101	27	(	(	PUNCT
cana-6233	101	28	%	%	INTJ
cana-6233	101	29	)	)	PUNCT
cana-6233	101	30	iou	iou	NOUN
cana-6233	101	31	(	(	PUNCT
cana-6233	101	32	0	0	NUM
cana-6233	101	33	-	-	SYM
cana-6233	101	34	1	1	NUM
cana-6233	101	35	)	)	PUNCT
cana-6233	101	36	precisi	precisi	X
cana-6233	101	37	on	on	ADP
cana-6233	101	38	(	(	PUNCT
cana-6233	101	39	%	%	INTJ
cana-6233	101	40	)	)	PUNCT
cana-6233	101	41	recall	recall	NOUN
cana-6233	101	42	(	(	PUNCT
cana-6233	101	43	%	%	NOUN
cana-6233	101	44	)	)	PUNCT
cana-6233	101	45	f1	f1	NOUN
cana-6233	101	46	score	score	NOUN
cana-6233	101	47	yolo	yolo	ADV
cana-6233	101	48	90.5	90.5	NUM
cana-6233	101	49	30	30	NUM
cana-6233	101	50	33.3	33.3	NUM
cana-6233	101	51	4.2	4.2	NUM
cana-6233	101	52	0.75	0.75	NUM
cana-6233	101	53	91.2	91.2	NUM
cana-6233	101	54	89.7	89.7	NUM
cana-6233	101	55	90.4	90.4	NUM
cana-6233	101	56	ssd	ssd	NOUN
cana-6233	101	57	88.3	88.3	NUM
cana-6233	101	58	25	25	NUM
cana-6233	101	59	40.0	40.0	NUM
cana-6233	101	60	3.8	3.8	NUM
cana-6233	101	61	0.73	0.73	NUM
cana-6233	101	62	90.8	90.8	NUM
cana-6233	101	63	87.6	87.6	NUM
cana-6233	101	64	89.2	89.2	NUM
cana-6233	101	65	faster	fast	ADJ
cana-6233	101	66	r	r	NOUN
cana-6233	101	67	-	-	PUNCT
cana-6233	101	68	cnn	cnn	PROPN
cana-6233	101	69	92.1	92.1	NUM
cana-6233	101	70	20	20	NUM
cana-6233	101	71	50.0	50.0	NUM
cana-6233	101	72	2.1	2.1	NUM
cana-6233	101	73	0.78	0.78	NUM
cana-6233	101	74	93.5	93.5	NUM
cana-6233	101	75	91.7	91.7	NUM
cana-6233	101	76	92.6	92.6	NUM
cana-6233	101	77	retinanet	retinanet	NOUN
cana-6233	101	78	89.7	89.7	NUM
cana-6233	101	79	35	35	NUM
cana-6233	101	80	28.6	28.6	NUM
cana-6233	101	81	3.6	3.6	NUM
cana-6233	101	82	0.74	0.74	NUM
cana-6233	101	83	89.9	89.9	NUM
cana-6233	101	84	89.5	89.5	NUM
cana-6233	101	85	89.7	89.7	NUM
cana-6233	101	86	mask	mask	NOUN
cana-6233	101	87	r	r	NOUN
cana-6233	101	88	-	-	PUNCT
cana-6233	101	89	cnn	cnn	PROPN
cana-6233	101	90	91.2	91.2	NUM
cana-6233	101	91	18	18	NUM
cana-6233	101	92	55.6	55.6	NUM
cana-6233	101	93	2.8	2.8	NUM
cana-6233	101	94	0.76	0.76	NUM
cana-6233	101	95	91.5	91.5	NUM
cana-6233	101	96	90.9	90.9	NUM
cana-6233	101	97	91.2	91.2	NUM
cana-6233	101	98	efficientdet	efficientdet	NOUN
cana-6233	101	99	94.0	94.0	NUM
cana-6233	101	100	40	40	NUM
cana-6233	101	101	25.0	25.0	NUM
cana-6233	101	102	1.9	1.9	NUM
cana-6233	101	103	0.80	0.80	NUM
cana-6233	101	104	94.3	94.3	NUM
cana-6233	101	105	93.7	93.7	NUM
cana-6233	101	106	94.0	94.0	NUM
cana-6233	101	107	cascade	cascade	NOUN
cana-6233	101	108	r	r	NOUN
cana-6233	101	109	-	-	PUNCT
cana-6233	101	110	cnn	cnn	PROPN
cana-6233	101	111	90.8	90.8	NUM
cana-6233	101	112	22	22	NUM
cana-6233	101	113	45.5	45.5	NUM
cana-6233	101	114	2.5	2.5	NUM
cana-6233	101	115	0.77	0.77	NUM
cana-6233	101	116	91.1	91.1	NUM
cana-6233	101	117	90.5	90.5	NUM
cana-6233	101	118	90.8	90.8	NUM
cana-6233	101	119	centernet	centernet	NOUN
cana-6233	101	120	93.5	93.5	NUM
cana-6233	101	121	45	45	NUM
cana-6233	101	122	22.2	22.2	NUM
cana-6233	101	123	1.5	1.5	NUM
cana-6233	101	124	0.81	0.81	NUM
cana-6233	101	125	93.7	93.7	NUM
cana-6233	101	126	93.3	93.3	NUM
cana-6233	101	127	93.5	93.5	NUM
cana-6233	101	128	yolov4	yolov4	NOUN
cana-6233	101	129	91.8	91.8	NUM
cana-6233	101	130	28	28	NUM
cana-6233	101	131	35.7	35.7	NUM
cana-6233	101	132	3.2	3.2	NUM
cana-6233	101	133	0.75	0.75	NUM
cana-6233	101	134	91.7	91.7	NUM
cana-6233	101	135	91.9	91.9	NUM
cana-6233	101	136	91.8	91.8	NUM
cana-6233	101	137	deformable	deformable	ADJ
cana-6233	101	138	convnets	convnet	NOUN
cana-6233	101	139	92.6	92.6	NUM
cana-6233	101	140	23	23	NUM
cana-6233	101	141	43.5	43.5	NUM
cana-6233	101	142	2.4	2.4	NUM
cana-6233	101	143	0.79	0.79	NUM
cana-6233	101	144	92.9	92.9	NUM
cana-6233	101	145	92.2	92.2	NUM
cana-6233	101	146	92.6	92.6	NUM
cana-6233	101	147	the	the	DET
cana-6233	101	148	10	10	NUM
cana-6233	101	149	most	most	ADV
cana-6233	101	150	popular	popular	ADJ
cana-6233	101	151	real	real	ADJ
cana-6233	101	152	-	-	PUNCT
cana-6233	101	153	time	time	NOUN
cana-6233	101	154	object	object	NOUN
cana-6233	101	155	identification	identification	NOUN
cana-6233	101	156	techniques	technique	NOUN
cana-6233	101	157	used	use	VERB
cana-6233	101	158	for	for	ADP
cana-6233	101	159	quality	quality	NOUN
cana-6233	101	160	control	control	NOUN
cana-6233	101	161	purposes	purpose	NOUN
cana-6233	101	162	in	in	ADP
cana-6233	101	163	industries	industry	NOUN
cana-6233	101	164	are	be	AUX
cana-6233	101	165	compared	compare	VERB
cana-6233	101	166	and	and	CCONJ
cana-6233	101	167	contrasted	contrast	VERB
cana-6233	101	168	in	in	ADP
cana-6233	101	169	table	table	NOUN
cana-6233	101	170	1	1	NUM
cana-6233	101	171	.	.	PUNCT
cana-6233	102	1	each	each	DET
cana-6233	102	2	technique	technique	NOUN
cana-6233	102	3	includes	include	VERB
cana-6233	102	4	a	a	DET
cana-6233	102	5	set	set	NOUN
cana-6233	102	6	of	of	ADP
cana-6233	102	7	performance	performance	NOUN
cana-6233	102	8	characteristics	characteristic	NOUN
cana-6233	102	9	,	,	PUNCT
cana-6233	102	10	such	such	ADJ
cana-6233	102	11	as	as	ADP
cana-6233	102	12	its	its	PRON
cana-6233	102	13	mean	mean	ADJ
cana-6233	102	14	average	average	ADJ
cana-6233	102	15	precision	precision	NOUN
cana-6233	102	16	(	(	PUNCT
cana-6233	102	17	map	map	NOUN
cana-6233	102	18	)	)	PUNCT
cana-6233	102	19	,	,	PUNCT
cana-6233	102	20	frames	frame	NOUN
cana-6233	102	21	per	per	ADP
cana-6233	102	22	second	second	ADJ
cana-6233	102	23	(	(	PUNCT
cana-6233	102	24	fps	fps	PROPN
cana-6233	102	25	)	)	PUNCT
cana-6233	102	26	,	,	PUNCT
cana-6233	102	27	inference	inference	NOUN
cana-6233	102	28	time	time	NOUN
cana-6233	102	29	,	,	PUNCT
cana-6233	102	30	false	false	ADJ
cana-6233	102	31	positive	positive	ADJ
cana-6233	102	32	rate	rate	NOUN
cana-6233	102	33	(	(	PUNCT
cana-6233	102	34	fpr	fpr	NOUN
cana-6233	102	35	)	)	PUNCT
cana-6233	102	36	,	,	PUNCT
cana-6233	102	37	intersection	intersection	NOUN
cana-6233	102	38	over	over	ADP
cana-6233	102	39	union	union	NOUN
cana-6233	102	40	(	(	PUNCT
cana-6233	102	41	iou	iou	NOUN
cana-6233	102	42	)	)	PUNCT
cana-6233	102	43	,	,	PUNCT
cana-6233	102	44	precision	precision	NOUN
cana-6233	102	45	,	,	PUNCT
cana-6233	102	46	recall	recall	NOUN
cana-6233	102	47	,	,	PUNCT
cana-6233	102	48	and	and	CCONJ
cana-6233	102	49	f1	f1	PROPN
cana-6233	102	50	score	score	NOUN
cana-6233	102	51	.	.	PUNCT
cana-6233	103	1	industry	industry	NOUN
cana-6233	103	2	may	may	AUX
cana-6233	103	3	use	use	VERB
cana-6233	103	4	these	these	DET
cana-6233	103	5	measures	measure	NOUN
cana-6233	103	6	to	to	PART
cana-6233	103	7	determine	determine	VERB
cana-6233	103	8	which	which	DET
cana-6233	103	9	approach	approach	NOUN
cana-6233	103	10	is	be	AUX
cana-6233	103	11	best	good	ADJ
cana-6233	103	12	for	for	ADP
cana-6233	103	13	their	their	PRON
cana-6233	103	14	quality	quality	NOUN
cana-6233	103	15	control	control	NOUN
cana-6233	103	16	requirements	requirement	NOUN
cana-6233	103	17	with	with	ADP
cana-6233	103	18	regards	regard	NOUN
cana-6233	103	19	to	to	ADP
cana-6233	103	20	accuracy	accuracy	NOUN
cana-6233	103	21	,	,	PUNCT
cana-6233	103	22	speed	speed	NOUN
cana-6233	103	23	,	,	PUNCT
cana-6233	103	24	and	and	CCONJ
cana-6233	103	25	reliability	reliability	NOUN
cana-6233	103	26	in	in	ADP
cana-6233	103	27	recognizing	recognize	VERB
cana-6233	103	28	objects	object	NOUN
cana-6233	103	29	and	and	CCONJ
cana-6233	103	30	abnormalities	abnormality	NOUN
cana-6233	103	31	in	in	ADP
cana-6233	103	32	real	real	ADJ
cana-6233	103	33	-	-	PUNCT
cana-6233	103	34	time[13	time[13	NOUN
cana-6233	103	35	]	]	PUNCT
cana-6233	103	36	.	.	PUNCT
cana-6233	104	1	iii	iii	X
cana-6233	104	2	.	.	PROPN
cana-6233	104	3	methodology	methodology	PROPN
cana-6233	104	4	the	the	DET
cana-6233	104	5	proposed	propose	VERB
cana-6233	104	6	approach	approach	NOUN
cana-6233	104	7	for	for	ADP
cana-6233	104	8	real	real	ADJ
cana-6233	104	9	-	-	PUNCT
cana-6233	104	10	time	time	NOUN
cana-6233	104	11	object	object	NOUN
cana-6233	104	12	recognition	recognition	NOUN
cana-6233	104	13	in	in	ADP
cana-6233	104	14	computer	computer	NOUN
cana-6233	104	15	vision	vision	NOUN
cana-6233	104	16	is	be	AUX
cana-6233	104	17	specifically	specifically	ADV
cana-6233	104	18	designed	design	VERB
cana-6233	104	19	to	to	PART
cana-6233	104	20	address	address	VERB
cana-6233	104	21	the	the	DET
cana-6233	104	22	unique	unique	ADJ
cana-6233	104	23	requirements	requirement	NOUN
cana-6233	104	24	of	of	ADP
cana-6233	104	25	industrial	industrial	ADJ
cana-6233	104	26	quality	quality	NOUN
cana-6233	104	27	control	control	NOUN
cana-6233	104	28	systems	system	NOUN
cana-6233	104	29	,	,	PUNCT
cana-6233	104	30	where	where	SCONJ
cana-6233	104	31	accuracy	accuracy	NOUN
cana-6233	104	32	,	,	PUNCT
cana-6233	104	33	adaptability	adaptability	NOUN
cana-6233	104	34	,	,	PUNCT
cana-6233	104	35	and	and	CCONJ
cana-6233	104	36	rapid	rapid	ADJ
cana-6233	104	37	response	response	NOUN
cana-6233	104	38	are	be	AUX
cana-6233	104	39	critical	critical	ADJ
cana-6233	104	40	.	.	PUNCT
cana-6233	105	1	this	this	DET
cana-6233	105	2	method	method	NOUN
cana-6233	105	3	employs	employ	VERB
cana-6233	105	4	convolutional	convolutional	ADJ
cana-6233	105	5	neural	neural	ADJ
cana-6233	105	6	networks	network	NOUN
cana-6233	105	7	(	(	PUNCT
cana-6233	105	8	cnns	cnns	PROPN
cana-6233	105	9	)	)	PUNCT
cana-6233	105	10	within	within	ADP
cana-6233	105	11	a	a	DET
cana-6233	105	12	two	two	NUM
cana-6233	105	13	-	-	PUNCT
cana-6233	105	14	stage	stage	NOUN
cana-6233	105	15	detection	detection	NOUN
cana-6233	105	16	framework	framework	NOUN
cana-6233	105	17	to	to	PART
cana-6233	105	18	enhance	enhance	VERB
cana-6233	105	19	both	both	DET
cana-6233	105	20	precision	precision	NOUN
cana-6233	105	21	and	and	CCONJ
cana-6233	105	22	efficiency	efficiency	NOUN
cana-6233	105	23	in	in	ADP
cana-6233	105	24	identifying	identify	VERB
cana-6233	105	25	and	and	CCONJ
cana-6233	105	26	localizing	localize	VERB
cana-6233	105	27	objects	object	NOUN
cana-6233	105	28	on	on	ADP
cana-6233	105	29	production	production	NOUN
cana-6233	105	30	lines	line	NOUN
cana-6233	105	31	.	.	PUNCT
cana-6233	106	1	in	in	ADP
cana-6233	106	2	the	the	DET
cana-6233	106	3	first	first	ADJ
cana-6233	106	4	stage	stage	NOUN
cana-6233	106	5	,	,	PUNCT
cana-6233	106	6	a	a	DET
cana-6233	106	7	region	region	NOUN
cana-6233	106	8	proposal	proposal	NOUN
cana-6233	106	9	network	network	NOUN
cana-6233	106	10	(	(	PUNCT
cana-6233	106	11	rpn	rpn	PROPN
cana-6233	106	12	)	)	PUNCT
cana-6233	106	13	generates	generate	VERB
cana-6233	106	14	potential	potential	ADJ
cana-6233	106	15	regions	region	NOUN
cana-6233	106	16	where	where	SCONJ
cana-6233	106	17	objects	object	NOUN
cana-6233	106	18	are	be	AUX
cana-6233	106	19	likely	likely	ADJ
cana-6233	106	20	to	to	PART
cana-6233	106	21	appear	appear	VERB
cana-6233	106	22	,	,	PUNCT
cana-6233	106	23	thereby	thereby	ADV
cana-6233	106	24	improving	improve	VERB
cana-6233	106	25	the	the	DET
cana-6233	106	26	system	system	NOUN
cana-6233	106	27	’s	’s	PART
cana-6233	106	28	ability	ability	NOUN
cana-6233	106	29	to	to	PART
cana-6233	106	30	detect	detect	VERB
cana-6233	106	31	items	item	NOUN
cana-6233	106	32	even	even	ADV
cana-6233	106	33	in	in	ADP
cana-6233	106	34	dense	dense	ADJ
cana-6233	106	35	and	and	CCONJ
cana-6233	106	36	complex	complex	ADJ
cana-6233	106	37	visual	visual	ADJ
cana-6233	106	38	environments	environment	NOUN
cana-6233	106	39	.	.	PUNCT
cana-6233	107	1	this	this	DET
cana-6233	107	2	step	step	NOUN
cana-6233	107	3	not	not	PART
cana-6233	107	4	only	only	ADV
cana-6233	107	5	reduces	reduce	VERB
cana-6233	107	6	computational	computational	ADJ
cana-6233	107	7	overhead	overhead	NOUN
cana-6233	107	8	but	but	CCONJ
cana-6233	107	9	also	also	ADV
cana-6233	107	10	allows	allow	VERB
cana-6233	107	11	for	for	ADP
cana-6233	107	12	a	a	DET
cana-6233	107	13	more	more	ADV
cana-6233	107	14	focused	focused	ADJ
cana-6233	107	15	and	and	CCONJ
cana-6233	107	16	efficient	efficient	ADJ
cana-6233	107	17	examination	examination	NOUN
cana-6233	107	18	of	of	ADP
cana-6233	107	19	relevant	relevant	ADJ
cana-6233	107	20	areas	area	NOUN
cana-6233	107	21	within	within	ADP
cana-6233	107	22	each	each	DET
cana-6233	107	23	frame	frame	NOUN
cana-6233	107	24	[	[	X
cana-6233	107	25	14	14	NUM
cana-6233	107	26	]	]	PUNCT
cana-6233	107	27	.	.	PUNCT
cana-6233	108	1	in	in	ADP
cana-6233	108	2	the	the	DET
cana-6233	108	3	second	second	ADJ
cana-6233	108	4	stage	stage	NOUN
cana-6233	108	5	,	,	PUNCT
cana-6233	108	6	a	a	DET
cana-6233	108	7	combination	combination	NOUN
cana-6233	108	8	of	of	ADP
cana-6233	108	9	classification	classification	NOUN
cana-6233	108	10	and	and	CCONJ
cana-6233	108	11	regression	regression	NOUN
cana-6233	108	12	networks	network	NOUN
cana-6233	108	13	is	be	AUX
cana-6233	108	14	applied	apply	VERB
cana-6233	108	15	to	to	PART
cana-6233	108	16	refine	refine	VERB
cana-6233	108	17	the	the	DET
cana-6233	108	18	candidate	candidate	NOUN
cana-6233	108	19	regions	region	NOUN
cana-6233	108	20	proposed	propose	VERB
cana-6233	108	21	by	by	ADP
cana-6233	108	22	the	the	DET
cana-6233	108	23	rpn	rpn	PROPN
cana-6233	108	24	,	,	PUNCT
cana-6233	108	25	accurately	accurately	ADV
cana-6233	108	26	classifying	classify	VERB
cana-6233	108	27	and	and	CCONJ
cana-6233	108	28	localizing	localize	VERB
cana-6233	108	29	the	the	DET
cana-6233	108	30	detected	detect	VERB
cana-6233	108	31	objects	object	NOUN
cana-6233	108	32	.	.	PUNCT
cana-6233	109	1	this	this	DET
cana-6233	109	2	two	two	NUM
cana-6233	109	3	-	-	PUNCT
cana-6233	109	4	step	step	NOUN
cana-6233	109	5	process	process	NOUN
cana-6233	109	6	significantly	significantly	ADV
cana-6233	109	7	enhances	enhance	VERB
cana-6233	109	8	detection	detection	NOUN
cana-6233	109	9	performance	performance	NOUN
cana-6233	109	10	,	,	PUNCT
cana-6233	109	11	enabling	enable	VERB
cana-6233	109	12	the	the	DET
cana-6233	109	13	system	system	NOUN
cana-6233	109	14	to	to	PART
cana-6233	109	15	identify	identify	VERB
cana-6233	109	16	defects	defect	NOUN
cana-6233	109	17	or	or	CCONJ
cana-6233	109	18	irregularities	irregularity	NOUN
cana-6233	109	19	with	with	ADP
cana-6233	109	20	greater	great	ADJ
cana-6233	109	21	reliability	reliability	NOUN
cana-6233	109	22	.	.	PUNCT
cana-6233	110	1	moreover	moreover	ADV
cana-6233	110	2	,	,	PUNCT
cana-6233	110	3	the	the	DET
cana-6233	110	4	framework	framework	NOUN
cana-6233	110	5	integrates	integrate	VERB
cana-6233	110	6	a	a	DET
cana-6233	110	7	dynamic	dynamic	ADJ
cana-6233	110	8	scaling	scaling	NOUN
cana-6233	110	9	mechanism	mechanism	NOUN
cana-6233	110	10	that	that	PRON
cana-6233	110	11	adjusts	adjust	VERB
cana-6233	110	12	automatically	automatically	ADV
cana-6233	110	13	to	to	ADP
cana-6233	110	14	varying	vary	VERB
cana-6233	110	15	object	object	NOUN
cana-6233	110	16	sizes	size	NOUN
cana-6233	110	17	,	,	PUNCT
cana-6233	110	18	shapes	shape	NOUN
cana-6233	110	19	,	,	PUNCT
cana-6233	110	20	and	and	CCONJ
cana-6233	110	21	orientations	orientation	NOUN
cana-6233	110	22	,	,	PUNCT
cana-6233	110	23	a	a	DET
cana-6233	110	24	common	common	ADJ
cana-6233	110	25	challenge	challenge	NOUN
cana-6233	110	26	in	in	ADP
cana-6233	110	27	manufacturing	manufacture	VERB
cana-6233	110	28	scenarios	scenario	NOUN
cana-6233	110	29	[	[	X
cana-6233	110	30	15	15	NUM
cana-6233	110	31	]	]	PUNCT
cana-6233	110	32	.	.	PUNCT
cana-6233	111	1	a	a	DET
cana-6233	111	2	key	key	ADJ
cana-6233	111	3	innovation	innovation	NOUN
cana-6233	111	4	of	of	ADP
cana-6233	111	5	the	the	DET
cana-6233	111	6	proposed	propose	VERB
cana-6233	111	7	system	system	NOUN
cana-6233	111	8	is	be	AUX
cana-6233	111	9	its	its	PRON
cana-6233	111	10	real	real	ADJ
cana-6233	111	11	-	-	PUNCT
cana-6233	111	12	time	time	NOUN
cana-6233	111	13	feedback	feedback	NOUN
cana-6233	111	14	and	and	CCONJ
cana-6233	111	15	adaptive	adaptive	ADJ
cana-6233	111	16	learning	learning	NOUN
cana-6233	111	17	capability	capability	NOUN
cana-6233	111	18	,	,	PUNCT
cana-6233	111	19	which	which	PRON
cana-6233	111	20	allows	allow	VERB
cana-6233	111	21	for	for	ADP
cana-6233	111	22	immediate	immediate	ADJ
cana-6233	111	23	retraining	retraining	ADJ
cana-6233	111	24	and	and	CCONJ
cana-6233	111	25	fine	fine	ADV
cana-6233	111	26	-	-	PUNCT
cana-6233	111	27	tuning	tuning	NOUN
cana-6233	111	28	when	when	SCONJ
cana-6233	111	29	new	new	ADJ
cana-6233	111	30	object	object	NOUN
cana-6233	111	31	categories	category	NOUN
cana-6233	111	32	or	or	CCONJ
cana-6233	111	33	variations	variation	NOUN
cana-6233	111	34	are	be	AUX
cana-6233	111	35	introduced	introduce	VERB
cana-6233	111	36	on	on	ADP
cana-6233	111	37	the	the	DET
cana-6233	111	38	production	production	NOUN
cana-6233	111	39	line	line	NOUN
cana-6233	111	40	.	.	PUNCT
cana-6233	112	1	this	this	DET
cana-6233	112	2	adaptability	adaptability	NOUN
cana-6233	112	3	ensures	ensure	VERB
cana-6233	112	4	that	that	SCONJ
cana-6233	112	5	the	the	DET
cana-6233	112	6	system	system	NOUN
cana-6233	112	7	remains	remain	VERB
cana-6233	112	8	effective	effective	ADJ
cana-6233	112	9	even	even	ADV
cana-6233	112	10	as	as	SCONJ
cana-6233	112	11	manufacturing	manufacturing	NOUN
cana-6233	112	12	processes	process	NOUN
cana-6233	112	13	and	and	CCONJ
cana-6233	112	14	product	product	NOUN
cana-6233	112	15	designs	design	NOUN
cana-6233	112	16	evolve	evolve	VERB
cana-6233	112	17	over	over	ADP
cana-6233	112	18	time	time	NOUN
cana-6233	112	19	.	.	PUNCT
cana-6233	113	1	in	in	ADP
cana-6233	113	2	summary	summary	NOUN
cana-6233	113	3	,	,	PUNCT
cana-6233	113	4	the	the	DET
cana-6233	113	5	proposed	propose	VERB
cana-6233	113	6	approach	approach	NOUN
cana-6233	113	7	offers	offer	VERB
cana-6233	113	8	a	a	DET
cana-6233	113	9	comprehensive	comprehensive	ADJ
cana-6233	113	10	,	,	PUNCT
cana-6233	113	11	intelligent	intelligent	ADJ
cana-6233	113	12	solution	solution	NOUN
cana-6233	113	13	for	for	ADP
cana-6233	113	14	real	real	ADJ
cana-6233	113	15	-	-	PUNCT
cana-6233	113	16	time	time	NOUN
cana-6233	113	17	object	object	NOUN
cana-6233	113	18	detection	detection	NOUN
cana-6233	113	19	in	in	ADP
cana-6233	113	20	industrial	industrial	ADJ
cana-6233	113	21	quality	quality	NOUN
cana-6233	113	22	control	control	NOUN
cana-6233	113	23	applications	application	NOUN
cana-6233	113	24	[	[	X
cana-6233	113	25	16	16	NUM
cana-6233	113	26	]	]	PUNCT
cana-6233	113	27	.	.	PUNCT
cana-6233	114	1	by	by	ADP
cana-6233	114	2	combining	combine	VERB
cana-6233	114	3	the	the	DET
cana-6233	114	4	efficiency	efficiency	NOUN
cana-6233	114	5	of	of	ADP
cana-6233	114	6	rpn	rpn	PROPN
cana-6233	114	7	,	,	PUNCT
cana-6233	114	8	the	the	DET
cana-6233	114	9	accuracy	accuracy	NOUN
cana-6233	114	10	of	of	ADP
cana-6233	114	11	cnn	cnn	PROPN
cana-6233	114	12	-	-	PUNCT
cana-6233	114	13	based	base	VERB
cana-6233	114	14	classification	classification	NOUN
cana-6233	114	15	,	,	PUNCT
cana-6233	114	16	and	and	CCONJ
cana-6233	114	17	the	the	DET
cana-6233	114	18	flexibility	flexibility	NOUN
cana-6233	114	19	of	of	ADP
cana-6233	114	20	dynamic	dynamic	ADJ
cana-6233	114	21	scaling	scaling	NOUN
cana-6233	114	22	,	,	PUNCT
cana-6233	114	23	the	the	DET
cana-6233	114	24	system	system	NOUN
cana-6233	114	25	empowers	empower	VERB
cana-6233	114	26	communications	communication	NOUN
cana-6233	114	27	on	on	ADP
cana-6233	114	28	applied	apply	VERB
cana-6233	114	29	nonlinear	nonlinear	ADJ
cana-6233	114	30	analysis	analysis	NOUN
cana-6233	114	31	issn	issn	NOUN
cana-6233	114	32	:	:	PUNCT
cana-6233	114	33	1074	1074	NUM
cana-6233	114	34	-	-	PUNCT
cana-6233	114	35	133x	133x	NUM
cana-6233	114	36	vol	vol	NOUN
cana-6233	114	37	32	32	NUM
cana-6233	114	38	no	no	NOUN
cana-6233	114	39	.	.	NOUN
cana-6233	114	40	1	1	NUM
cana-6233	114	41	(	(	PUNCT
cana-6233	114	42	2025	2025	NUM
cana-6233	114	43	)	)	PUNCT
cana-6233	115	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	115	2	776	776	NUM
cana-6233	115	3	manufacturers	manufacturer	NOUN
cana-6233	115	4	to	to	PART
cana-6233	115	5	maintain	maintain	VERB
cana-6233	115	6	consistently	consistently	ADV
cana-6233	115	7	high	high	ADJ
cana-6233	115	8	standards	standard	NOUN
cana-6233	115	9	of	of	ADP
cana-6233	115	10	product	product	NOUN
cana-6233	115	11	quality	quality	NOUN
cana-6233	115	12	and	and	CCONJ
cana-6233	115	13	operational	operational	ADJ
cana-6233	115	14	efficiency	efficiency	NOUN
cana-6233	115	15	in	in	ADP
cana-6233	115	16	modern	modern	ADJ
cana-6233	115	17	,	,	PUNCT
cana-6233	115	18	fast	fast	ADV
cana-6233	115	19	-	-	PUNCT
cana-6233	115	20	paced	pace	VERB
cana-6233	115	21	production	production	NOUN
cana-6233	115	22	environments	environment	NOUN
cana-6233	115	23	.	.	PUNCT
cana-6233	116	1	a.	a.	NOUN
cana-6233	116	2	system	system	NOUN
cana-6233	116	3	architecture	architecture	NOUN
cana-6233	116	4	the	the	DET
cana-6233	116	5	proposed	propose	VERB
cana-6233	116	6	system	system	NOUN
cana-6233	116	7	architecture	architecture	NOUN
cana-6233	116	8	for	for	ADP
cana-6233	116	9	real	real	ADJ
cana-6233	116	10	-	-	PUNCT
cana-6233	116	11	time	time	NOUN
cana-6233	116	12	computer	computer	NOUN
cana-6233	116	13	vision	vision	NOUN
cana-6233	116	14	–	–	PUNCT
cana-6233	116	15	based	base	VERB
cana-6233	116	16	quality	quality	NOUN
cana-6233	116	17	assurance	assurance	NOUN
cana-6233	116	18	in	in	ADP
cana-6233	116	19	manufacturing	manufacturing	NOUN
cana-6233	116	20	integrates	integrate	NOUN
cana-6233	116	21	sensors	sensor	NOUN
cana-6233	116	22	,	,	PUNCT
cana-6233	116	23	edge	edge	NOUN
cana-6233	116	24	computing	computing	NOUN
cana-6233	116	25	,	,	PUNCT
cana-6233	116	26	and	and	CCONJ
cana-6233	116	27	cloud	cloud	ADJ
cana-6233	116	28	intelligence	intelligence	NOUN
cana-6233	116	29	into	into	ADP
cana-6233	116	30	a	a	DET
cana-6233	116	31	unified	unified	ADJ
cana-6233	116	32	workflow	workflow	NOUN
cana-6233	116	33	.	.	PUNCT
cana-6233	117	1	at	at	ADP
cana-6233	117	2	the	the	DET
cana-6233	117	3	foundation	foundation	NOUN
cana-6233	117	4	,	,	PUNCT
cana-6233	117	5	high	high	ADJ
cana-6233	117	6	-	-	PUNCT
cana-6233	117	7	speed	speed	NOUN
cana-6233	117	8	cameras	camera	NOUN
cana-6233	117	9	,	,	PUNCT
cana-6233	117	10	line	line	NOUN
cana-6233	117	11	scanners	scanner	NOUN
cana-6233	117	12	,	,	PUNCT
cana-6233	117	13	and	and	CCONJ
cana-6233	117	14	lighting	lighting	NOUN
cana-6233	117	15	systems	system	NOUN
cana-6233	117	16	continuously	continuously	ADV
cana-6233	117	17	capture	capture	VERB
cana-6233	117	18	visual	visual	ADJ
cana-6233	117	19	data	datum	NOUN
cana-6233	117	20	from	from	ADP
cana-6233	117	21	the	the	DET
cana-6233	117	22	production	production	NOUN
cana-6233	117	23	line	line	NOUN
cana-6233	117	24	,	,	PUNCT
cana-6233	117	25	ensuring	ensure	VERB
cana-6233	117	26	consistent	consistent	ADJ
cana-6233	117	27	illumination	illumination	NOUN
cana-6233	117	28	and	and	CCONJ
cana-6233	117	29	precise	precise	ADJ
cana-6233	117	30	frame	frame	NOUN
cana-6233	117	31	synchronization	synchronization	NOUN
cana-6233	117	32	.	.	PUNCT
cana-6233	118	1	this	this	DET
cana-6233	118	2	raw	raw	ADJ
cana-6233	118	3	data	data	NOUN
cana-6233	118	4	is	be	AUX
cana-6233	118	5	then	then	ADV
cana-6233	118	6	processed	process	VERB
cana-6233	118	7	by	by	ADP
cana-6233	118	8	the	the	DET
cana-6233	118	9	edge	edge	NOUN
cana-6233	118	10	preprocessing	preprocesse	VERB
cana-6233	118	11	unit	unit	NOUN
cana-6233	118	12	,	,	PUNCT
cana-6233	118	13	typically	typically	ADV
cana-6233	118	14	running	run	VERB
cana-6233	118	15	on	on	ADP
cana-6233	118	16	an	an	DET
cana-6233	118	17	industrial	industrial	ADJ
cana-6233	118	18	pc	pc	NOUN
cana-6233	118	19	or	or	CCONJ
cana-6233	118	20	embedded	embed	VERB
cana-6233	118	21	system	system	NOUN
cana-6233	118	22	,	,	PUNCT
cana-6233	118	23	where	where	SCONJ
cana-6233	118	24	operations	operation	NOUN
cana-6233	118	25	such	such	ADJ
cana-6233	118	26	as	as	ADP
cana-6233	118	27	image	image	NOUN
cana-6233	118	28	normalization	normalization	NOUN
cana-6233	118	29	,	,	PUNCT
cana-6233	118	30	region	region	NOUN
cana-6233	118	31	-	-	PUNCT
cana-6233	118	32	of	of	ADP
cana-6233	118	33	-	-	PUNCT
cana-6233	118	34	interest	interest	NOUN
cana-6233	118	35	(	(	PUNCT
cana-6233	118	36	roi	roi	NOUN
cana-6233	118	37	)	)	PUNCT
cana-6233	118	38	extraction	extraction	NOUN
cana-6233	118	39	,	,	PUNCT
cana-6233	118	40	noise	noise	NOUN
cana-6233	118	41	reduction	reduction	NOUN
cana-6233	118	42	,	,	PUNCT
cana-6233	118	43	and	and	CCONJ
cana-6233	118	44	frame	frame	NOUN
cana-6233	118	45	buffering	buffering	NOUN
cana-6233	118	46	prepare	prepare	VERB
cana-6233	118	47	the	the	DET
cana-6233	118	48	input	input	NOUN
cana-6233	118	49	for	for	ADP
cana-6233	118	50	analysis	analysis	NOUN
cana-6233	118	51	.	.	PUNCT
cana-6233	119	1	the	the	DET
cana-6233	119	2	processed	process	VERB
cana-6233	119	3	frames	frame	NOUN
cana-6233	119	4	are	be	AUX
cana-6233	119	5	sent	send	VERB
cana-6233	119	6	to	to	ADP
cana-6233	119	7	the	the	DET
cana-6233	119	8	real	real	ADJ
cana-6233	119	9	-	-	PUNCT
cana-6233	119	10	time	time	NOUN
cana-6233	119	11	inference	inference	NOUN
cana-6233	119	12	module	module	NOUN
cana-6233	119	13	deployed	deploy	VERB
cana-6233	119	14	on	on	ADP
cana-6233	119	15	an	an	DET
cana-6233	119	16	edge	edge	NOUN
cana-6233	119	17	gpu	gpu	NOUN
cana-6233	119	18	or	or	CCONJ
cana-6233	119	19	tpu	tpu	PROPN
cana-6233	119	20	,	,	PUNCT
cana-6233	119	21	where	where	SCONJ
cana-6233	119	22	optimized	optimize	VERB
cana-6233	119	23	deep	deep	ADJ
cana-6233	119	24	learning	learning	NOUN
cana-6233	119	25	models	model	NOUN
cana-6233	119	26	—	—	PUNCT
cana-6233	119	27	often	often	ADV
cana-6233	119	28	quantized	quantize	VERB
cana-6233	119	29	or	or	CCONJ
cana-6233	119	30	pruned	prune	VERB
cana-6233	119	31	—	—	PUNCT
cana-6233	119	32	perform	perform	VERB
cana-6233	119	33	defect	defect	NOUN
cana-6233	119	34	detection	detection	NOUN
cana-6233	119	35	,	,	PUNCT
cana-6233	119	36	classification	classification	NOUN
cana-6233	119	37	,	,	PUNCT
cana-6233	119	38	and	and	CCONJ
cana-6233	119	39	tracking	track	VERB
cana-6233	119	40	with	with	ADP
cana-6233	119	41	minimal	minimal	ADJ
cana-6233	119	42	latency	latency	NOUN
cana-6233	119	43	.	.	PUNCT
cana-6233	120	1	detection	detection	NOUN
cana-6233	120	2	results	result	NOUN
cana-6233	120	3	are	be	AUX
cana-6233	120	4	then	then	ADV
cana-6233	120	5	transmitted	transmit	VERB
cana-6233	120	6	to	to	ADP
cana-6233	120	7	the	the	DET
cana-6233	120	8	edge	edge	NOUN
cana-6233	120	9	server	server	NOUN
cana-6233	120	10	or	or	CCONJ
cana-6233	120	11	private	private	ADJ
cana-6233	120	12	cloud	cloud	NOUN
cana-6233	120	13	,	,	PUNCT
cana-6233	120	14	which	which	PRON
cana-6233	120	15	aggregates	aggregate	VERB
cana-6233	120	16	outcomes	outcome	NOUN
cana-6233	120	17	,	,	PUNCT
cana-6233	120	18	logs	log	VERB
cana-6233	120	19	analytics	analytic	NOUN
cana-6233	120	20	,	,	PUNCT
cana-6233	120	21	stores	store	NOUN
cana-6233	120	22	short	short	ADJ
cana-6233	120	23	-	-	PUNCT
cana-6233	120	24	term	term	NOUN
cana-6233	120	25	history	history	NOUN
cana-6233	120	26	,	,	PUNCT
cana-6233	120	27	and	and	CCONJ
cana-6233	120	28	interfaces	interface	NOUN
cana-6233	120	29	with	with	ADP
cana-6233	120	30	higher	high	ADJ
cana-6233	120	31	-	-	PUNCT
cana-6233	120	32	level	level	NOUN
cana-6233	120	33	management	management	NOUN
cana-6233	120	34	systems	system	NOUN
cana-6233	120	35	.	.	PUNCT
cana-6233	121	1	fig.1.system	fig.1.system	VERB
cana-6233	121	2	architecture	architecture	NOUN
cana-6233	121	3	the	the	DET
cana-6233	121	4	cloud	cloud	NOUN
cana-6233	121	5	layer	layer	NOUN
cana-6233	121	6	comprises	comprise	VERB
cana-6233	121	7	labeling	labeling	NOUN
cana-6233	121	8	and	and	CCONJ
cana-6233	121	9	dataset	dataset	NOUN
cana-6233	121	10	management	management	NOUN
cana-6233	121	11	,	,	PUNCT
cana-6233	121	12	model	model	NOUN
cana-6233	121	13	training	training	NOUN
cana-6233	121	14	,	,	PUNCT
cana-6233	121	15	and	and	CCONJ
cana-6233	121	16	model	model	NOUN
cana-6233	121	17	management	management	NOUN
cana-6233	121	18	components	component	NOUN
cana-6233	121	19	.	.	PUNCT
cana-6233	122	1	the	the	DET
cana-6233	122	2	labeling	labeling	NOUN
cana-6233	122	3	module	module	NOUN
cana-6233	122	4	handles	handle	VERB
cana-6233	122	5	annotation	annotation	NOUN
cana-6233	122	6	of	of	ADP
cana-6233	122	7	new	new	ADJ
cana-6233	122	8	data	datum	NOUN
cana-6233	122	9	and	and	CCONJ
cana-6233	122	10	synthetic	synthetic	ADJ
cana-6233	122	11	data	datum	NOUN
cana-6233	122	12	generation	generation	NOUN
cana-6233	122	13	to	to	PART
cana-6233	122	14	enhance	enhance	VERB
cana-6233	122	15	training	training	NOUN
cana-6233	122	16	diversity	diversity	NOUN
cana-6233	122	17	.	.	PUNCT
cana-6233	123	1	the	the	DET
cana-6233	123	2	model	model	NOUN
cana-6233	123	3	training	training	NOUN
cana-6233	123	4	unit	unit	NOUN
cana-6233	123	5	executes	execute	VERB
cana-6233	123	6	large	large	ADJ
cana-6233	123	7	-	-	PUNCT
cana-6233	123	8	scale	scale	NOUN
cana-6233	123	9	training	training	NOUN
cana-6233	123	10	,	,	PUNCT
cana-6233	123	11	hyperparameter	hyperparameter	NOUN
cana-6233	123	12	optimization	optimization	NOUN
cana-6233	123	13	,	,	PUNCT
cana-6233	123	14	and	and	CCONJ
cana-6233	123	15	neural	neural	ADJ
cana-6233	123	16	architecture	architecture	NOUN
cana-6233	123	17	search	search	NOUN
cana-6233	123	18	to	to	PART
cana-6233	123	19	refine	refine	VERB
cana-6233	123	20	detection	detection	NOUN
cana-6233	123	21	performance	performance	NOUN
cana-6233	123	22	.	.	PUNCT
cana-6233	124	1	once	once	ADV
cana-6233	124	2	validated	validate	VERB
cana-6233	124	3	,	,	PUNCT
cana-6233	124	4	updated	update	VERB
cana-6233	124	5	models	model	NOUN
cana-6233	124	6	are	be	AUX
cana-6233	124	7	stored	store	VERB
cana-6233	124	8	and	and	CCONJ
cana-6233	124	9	versioned	versione	VERB
cana-6233	124	10	in	in	ADP
cana-6233	124	11	the	the	DET
cana-6233	124	12	model	model	NOUN
cana-6233	124	13	registry	registry	NOUN
cana-6233	124	14	,	,	PUNCT
cana-6233	124	15	enabling	enable	VERB
cana-6233	124	16	controlled	control	VERB
cana-6233	124	17	deployment	deployment	NOUN
cana-6233	124	18	,	,	PUNCT
cana-6233	124	19	a	a	DET
cana-6233	124	20	/	/	SYM
cana-6233	124	21	b	b	NOUN
cana-6233	124	22	testing	testing	NOUN
cana-6233	124	23	,	,	PUNCT
cana-6233	124	24	and	and	CCONJ
cana-6233	124	25	rollback	rollback	NOUN
cana-6233	124	26	procedures	procedure	NOUN
cana-6233	124	27	.	.	PUNCT
cana-6233	125	1	at	at	ADP
cana-6233	125	2	the	the	DET
cana-6233	125	3	enterprise	enterprise	NOUN
cana-6233	125	4	level	level	NOUN
cana-6233	125	5	,	,	PUNCT
cana-6233	125	6	the	the	DET
cana-6233	125	7	operations	operation	NOUN
cana-6233	125	8	and	and	CCONJ
cana-6233	125	9	integration	integration	NOUN
cana-6233	125	10	layer	layer	NOUN
cana-6233	125	11	connects	connect	VERB
cana-6233	125	12	with	with	ADP
cana-6233	125	13	manufacturing	manufacturing	NOUN
cana-6233	125	14	execution	execution	NOUN
cana-6233	125	15	systems	system	NOUN
cana-6233	125	16	(	(	PUNCT
cana-6233	125	17	mes	mes	PROPN
cana-6233	125	18	)	)	PUNCT
cana-6233	125	19	and	and	CCONJ
cana-6233	125	20	enterprise	enterprise	NOUN
cana-6233	125	21	resource	resource	NOUN
cana-6233	125	22	planning	planning	NOUN
cana-6233	125	23	(	(	PUNCT
cana-6233	125	24	erp	erp	NOUN
cana-6233	125	25	)	)	PUNCT
cana-6233	125	26	tools	tool	NOUN
cana-6233	125	27	to	to	PART
cana-6233	125	28	provide	provide	VERB
cana-6233	125	29	real	real	ADJ
cana-6233	125	30	-	-	PUNCT
cana-6233	125	31	time	time	NOUN
cana-6233	125	32	alerts	alert	NOUN
cana-6233	125	33	,	,	PUNCT
cana-6233	125	34	dashboards	dashboard	NOUN
cana-6233	125	35	,	,	PUNCT
cana-6233	125	36	and	and	CCONJ
cana-6233	125	37	defect	defect	VERB
cana-6233	125	38	analytics	analytic	NOUN
cana-6233	125	39	for	for	ADP
cana-6233	125	40	decisionmakers	decisionmaker	NOUN
cana-6233	125	41	and	and	CCONJ
cana-6233	125	42	operators	operator	NOUN
cana-6233	125	43	.	.	PUNCT
cana-6233	126	1	supporting	support	VERB
cana-6233	126	2	components	component	NOUN
cana-6233	126	3	include	include	VERB
cana-6233	126	4	monitoring	monitoring	NOUN
cana-6233	126	5	and	and	CCONJ
cana-6233	126	6	reliability	reliability	NOUN
cana-6233	126	7	modules	module	NOUN
cana-6233	126	8	that	that	PRON
cana-6233	126	9	ensure	ensure	VERB
cana-6233	126	10	system	system	NOUN
cana-6233	126	11	uptime	uptime	NOUN
cana-6233	126	12	through	through	ADP
cana-6233	126	13	redundancy	redundancy	NOUN
cana-6233	126	14	,	,	PUNCT
cana-6233	126	15	camera	camera	NOUN
cana-6233	126	16	health	health	NOUN
cana-6233	126	17	checks	check	NOUN
cana-6233	126	18	,	,	PUNCT
cana-6233	126	19	and	and	CCONJ
cana-6233	126	20	automatic	automatic	ADJ
cana-6233	126	21	failover	failover	NOUN
cana-6233	126	22	mechanisms	mechanism	NOUN
cana-6233	126	23	.	.	PUNCT
cana-6233	127	1	the	the	DET
cana-6233	127	2	security	security	NOUN
cana-6233	127	3	and	and	CCONJ
cana-6233	127	4	compliance	compliance	NOUN
cana-6233	127	5	layer	layer	NOUN
cana-6233	127	6	governs	govern	VERB
cana-6233	127	7	authentication	authentication	NOUN
cana-6233	127	8	,	,	PUNCT
cana-6233	127	9	access	access	NOUN
cana-6233	127	10	control	control	NOUN
cana-6233	127	11	,	,	PUNCT
cana-6233	127	12	and	and	CCONJ
cana-6233	127	13	data	datum	NOUN
cana-6233	127	14	encryption	encryption	NOUN
cana-6233	127	15	to	to	PART
cana-6233	127	16	maintain	maintain	VERB
cana-6233	127	17	privacy	privacy	NOUN
cana-6233	127	18	and	and	CCONJ
cana-6233	127	19	compliance	compliance	NOUN
cana-6233	127	20	with	with	ADP
cana-6233	127	21	industry	industry	NOUN
cana-6233	127	22	standards	standard	NOUN
cana-6233	127	23	.	.	PUNCT
cana-6233	128	1	finally	finally	ADV
cana-6233	128	2	,	,	PUNCT
cana-6233	128	3	an	an	DET
cana-6233	128	4	explainability	explainability	NOUN
cana-6233	128	5	and	and	CCONJ
cana-6233	128	6	operator	operator	NOUN
cana-6233	128	7	interface	interface	NOUN
cana-6233	128	8	module	module	NOUN
cana-6233	128	9	communications	communication	NOUN
cana-6233	128	10	on	on	ADP
cana-6233	128	11	applied	apply	VERB
cana-6233	128	12	nonlinear	nonlinear	ADJ
cana-6233	128	13	analysis	analysis	NOUN
cana-6233	128	14	issn	issn	NOUN
cana-6233	128	15	:	:	PUNCT
cana-6233	128	16	1074	1074	NUM
cana-6233	128	17	-	-	PUNCT
cana-6233	128	18	133x	133x	NUM
cana-6233	128	19	vol	vol	NOUN
cana-6233	128	20	32	32	NUM
cana-6233	128	21	no	no	NOUN
cana-6233	128	22	.	.	NOUN
cana-6233	128	23	1	1	NUM
cana-6233	128	24	(	(	PUNCT
cana-6233	128	25	2025	2025	NUM
cana-6233	128	26	)	)	PUNCT
cana-6233	128	27	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	128	28	777	777	NUM
cana-6233	128	29	provides	provide	VERB
cana-6233	128	30	intuitive	intuitive	ADJ
cana-6233	128	31	visualizations	visualization	NOUN
cana-6233	128	32	such	such	ADJ
cana-6233	128	33	as	as	ADP
cana-6233	128	34	heatmaps	heatmap	NOUN
cana-6233	128	35	,	,	PUNCT
cana-6233	128	36	confidence	confidence	NOUN
cana-6233	128	37	scores	score	NOUN
cana-6233	128	38	,	,	PUNCT
cana-6233	128	39	and	and	CCONJ
cana-6233	128	40	suggested	suggest	VERB
cana-6233	128	41	root	root	NOUN
cana-6233	128	42	causes	cause	NOUN
cana-6233	128	43	,	,	PUNCT
cana-6233	128	44	helping	help	VERB
cana-6233	128	45	human	human	ADJ
cana-6233	128	46	operators	operator	NOUN
cana-6233	128	47	understand	understand	VERB
cana-6233	128	48	and	and	CCONJ
cana-6233	128	49	act	act	VERB
cana-6233	128	50	upon	upon	SCONJ
cana-6233	128	51	automated	automate	VERB
cana-6233	128	52	detections	detection	NOUN
cana-6233	128	53	.	.	PUNCT
cana-6233	129	1	together	together	ADV
cana-6233	129	2	,	,	PUNCT
cana-6233	129	3	these	these	DET
cana-6233	129	4	interconnected	interconnect	VERB
cana-6233	129	5	layers	layer	NOUN
cana-6233	129	6	enable	enable	VERB
cana-6233	129	7	a	a	DET
cana-6233	129	8	robust	robust	ADJ
cana-6233	129	9	,	,	PUNCT
cana-6233	129	10	scalable	scalable	ADJ
cana-6233	129	11	,	,	PUNCT
cana-6233	129	12	and	and	CCONJ
cana-6233	129	13	adaptive	adaptive	ADJ
cana-6233	129	14	real	real	ADJ
cana-6233	129	15	-	-	PUNCT
cana-6233	129	16	time	time	NOUN
cana-6233	129	17	quality	quality	NOUN
cana-6233	129	18	assurance	assurance	NOUN
cana-6233	129	19	ecosystem	ecosystem	NOUN
cana-6233	129	20	capable	capable	ADJ
cana-6233	129	21	of	of	ADP
cana-6233	129	22	improving	improve	VERB
cana-6233	129	23	manufacturing	manufacturing	NOUN
cana-6233	129	24	efficiency	efficiency	NOUN
cana-6233	129	25	,	,	PUNCT
cana-6233	129	26	reducing	reduce	VERB
cana-6233	129	27	defects	defect	NOUN
cana-6233	129	28	,	,	PUNCT
cana-6233	129	29	and	and	CCONJ
cana-6233	129	30	accelerating	accelerate	VERB
cana-6233	129	31	decision	decision	NOUN
cana-6233	129	32	-	-	PUNCT
cana-6233	129	33	making	making	NOUN
cana-6233	129	34	through	through	ADP
cana-6233	129	35	intelligent	intelligent	ADJ
cana-6233	129	36	automation	automation	NOUN
cana-6233	129	37	b.	b.	PROPN
cana-6233	129	38	deep	deep	PROPN
cana-6233	129	39	learning	learning	NOUN
cana-6233	129	40	model	model	NOUN
cana-6233	129	41	design	design	NOUN
cana-6233	129	42	and	and	CCONJ
cana-6233	129	43	optimization	optimization	NOUN
cana-6233	129	44	in	in	ADP
cana-6233	129	45	designing	design	VERB
cana-6233	129	46	the	the	DET
cana-6233	129	47	deep	deep	ADJ
cana-6233	129	48	learning	learning	NOUN
cana-6233	129	49	models	model	NOUN
cana-6233	129	50	for	for	ADP
cana-6233	129	51	industrial	industrial	ADJ
cana-6233	129	52	defect	defect	NOUN
cana-6233	129	53	detection	detection	NOUN
cana-6233	129	54	,	,	PUNCT
cana-6233	129	55	an	an	DET
cana-6233	129	56	initial	initial	ADJ
cana-6233	129	57	selection	selection	NOUN
cana-6233	129	58	of	of	ADP
cana-6233	129	59	architectures	architecture	NOUN
cana-6233	129	60	such	such	ADJ
cana-6233	129	61	as	as	ADP
cana-6233	129	62	faster	fast	ADJ
cana-6233	129	63	r	r	NOUN
cana-6233	129	64	-	-	PUNCT
cana-6233	129	65	cnn	cnn	PROPN
cana-6233	129	66	,	,	PUNCT
cana-6233	129	67	yolov4	yolov4	PROPN
cana-6233	129	68	,	,	PUNCT
cana-6233	129	69	and	and	CCONJ
cana-6233	129	70	efficientdet	efficientdet	NOUN
cana-6233	129	71	was	be	AUX
cana-6233	129	72	performed	perform	VERB
cana-6233	129	73	based	base	VERB
cana-6233	129	74	on	on	ADP
cana-6233	129	75	their	their	PRON
cana-6233	129	76	proven	prove	VERB
cana-6233	129	77	efficacy	efficacy	NOUN
cana-6233	129	78	in	in	ADP
cana-6233	129	79	balancing	balance	VERB
cana-6233	129	80	accuracy	accuracy	NOUN
cana-6233	129	81	and	and	CCONJ
cana-6233	129	82	inference	inference	NOUN
cana-6233	129	83	speed	speed	NOUN
cana-6233	129	84	.	.	PUNCT
cana-6233	130	1	custom	custom	NOUN
cana-6233	130	2	modifications	modification	NOUN
cana-6233	130	3	,	,	PUNCT
cana-6233	130	4	including	include	VERB
cana-6233	130	5	feature	feature	NOUN
cana-6233	130	6	pyramid	pyramid	NOUN
cana-6233	130	7	networks	network	NOUN
cana-6233	130	8	(	(	PUNCT
cana-6233	130	9	fpn	fpn	ADJ
cana-6233	130	10	)	)	PUNCT
cana-6233	130	11	and	and	CCONJ
cana-6233	130	12	iou	iou	PROPN
cana-6233	130	13	refinement	refinement	NOUN
cana-6233	130	14	strategies	strategy	NOUN
cana-6233	130	15	,	,	PUNCT
cana-6233	130	16	were	be	AUX
cana-6233	130	17	incorporated	incorporate	VERB
cana-6233	130	18	to	to	PART
cana-6233	130	19	enhance	enhance	VERB
cana-6233	130	20	localization	localization	NOUN
cana-6233	130	21	precision	precision	NOUN
cana-6233	130	22	.	.	PUNCT
cana-6233	131	1	transfer	transfer	NOUN
cana-6233	131	2	learning	learn	VERB
cana-6233	131	3	from	from	ADP
cana-6233	131	4	pre	pre	ADJ
cana-6233	131	5	-	-	ADJ
cana-6233	131	6	trained	train	VERB
cana-6233	131	7	models	model	NOUN
cana-6233	131	8	was	be	AUX
cana-6233	131	9	leveraged	leverage	VERB
cana-6233	131	10	to	to	PART
cana-6233	131	11	reduce	reduce	VERB
cana-6233	131	12	training	training	NOUN
cana-6233	131	13	time	time	NOUN
cana-6233	131	14	and	and	CCONJ
cana-6233	131	15	improve	improve	VERB
cana-6233	131	16	generalization	generalization	NOUN
cana-6233	131	17	across	across	ADP
cana-6233	131	18	diverse	diverse	ADJ
cana-6233	131	19	product	product	NOUN
cana-6233	131	20	types	type	NOUN
cana-6233	131	21	.	.	PUNCT
cana-6233	132	1	to	to	PART
cana-6233	132	2	optimize	optimize	VERB
cana-6233	132	3	models	model	NOUN
cana-6233	132	4	for	for	ADP
cana-6233	132	5	deployment	deployment	NOUN
cana-6233	132	6	on	on	ADP
cana-6233	132	7	resource	resource	NOUN
cana-6233	132	8	-	-	PUNCT
cana-6233	132	9	constrained	constrain	VERB
cana-6233	132	10	hardware	hardware	NOUN
cana-6233	132	11	,	,	PUNCT
cana-6233	132	12	techniques	technique	NOUN
cana-6233	132	13	such	such	ADJ
cana-6233	132	14	as	as	ADP
cana-6233	132	15	quantization	quantization	NOUN
cana-6233	132	16	and	and	CCONJ
cana-6233	132	17	pruning	pruning	NOUN
cana-6233	132	18	were	be	AUX
cana-6233	132	19	applied	apply	VERB
cana-6233	132	20	,	,	PUNCT
cana-6233	132	21	significantly	significantly	ADV
cana-6233	132	22	reducing	reduce	VERB
cana-6233	132	23	model	model	NOUN
cana-6233	132	24	size	size	NOUN
cana-6233	132	25	and	and	CCONJ
cana-6233	132	26	inference	inference	NOUN
cana-6233	132	27	latency	latency	NOUN
cana-6233	132	28	.	.	PUNCT
cana-6233	133	1	additionally	additionally	ADV
cana-6233	133	2	,	,	PUNCT
cana-6233	133	3	neural	neural	ADJ
cana-6233	133	4	architecture	architecture	NOUN
cana-6233	133	5	search	search	NOUN
cana-6233	133	6	(	(	PUNCT
cana-6233	133	7	nas	nas	PROPN
cana-6233	133	8	)	)	PUNCT
cana-6233	133	9	was	be	AUX
cana-6233	133	10	explored	explore	VERB
cana-6233	133	11	to	to	PART
cana-6233	133	12	automate	automate	VERB
cana-6233	133	13	the	the	DET
cana-6233	133	14	discovery	discovery	NOUN
cana-6233	133	15	of	of	ADP
cana-6233	133	16	architecture	architecture	NOUN
cana-6233	133	17	variants	variant	NOUN
cana-6233	133	18	tailored	tailor	VERB
cana-6233	133	19	for	for	ADP
cana-6233	133	20	edge	edge	NOUN
cana-6233	133	21	deployment	deployment	NOUN
cana-6233	133	22	,	,	PUNCT
cana-6233	133	23	ensuring	ensure	VERB
cana-6233	133	24	minimal	minimal	ADJ
cana-6233	133	25	energy	energy	NOUN
cana-6233	133	26	consumption	consumption	NOUN
cana-6233	133	27	without	without	ADP
cana-6233	133	28	compromising	compromise	VERB
cana-6233	133	29	detection	detection	NOUN
cana-6233	133	30	performance	performance	NOUN
cana-6233	133	31	.	.	PUNCT
cana-6233	134	1	rigorous	rigorous	ADJ
cana-6233	134	2	validation	validation	NOUN
cana-6233	134	3	under	under	ADP
cana-6233	134	4	varying	vary	VERB
cana-6233	134	5	environmental	environmental	ADJ
cana-6233	134	6	conditions	condition	NOUN
cana-6233	134	7	,	,	PUNCT
cana-6233	134	8	including	include	VERB
cana-6233	134	9	illumination	illumination	NOUN
cana-6233	134	10	changes	change	NOUN
cana-6233	134	11	and	and	CCONJ
cana-6233	134	12	occlusions	occlusion	NOUN
cana-6233	134	13	,	,	PUNCT
cana-6233	134	14	established	establish	VERB
cana-6233	134	15	the	the	DET
cana-6233	134	16	robustness	robustness	NOUN
cana-6233	134	17	of	of	ADP
cana-6233	134	18	the	the	DET
cana-6233	134	19	models	model	NOUN
cana-6233	134	20	.	.	PUNCT
cana-6233	135	1	finally	finally	ADV
cana-6233	135	2	,	,	PUNCT
cana-6233	135	3	deployment	deployment	NOUN
cana-6233	135	4	workflows	workflow	VERB
cana-6233	135	5	integrated	integrate	VERB
cana-6233	135	6	hardware	hardware	NOUN
cana-6233	135	7	acceleration	acceleration	NOUN
cana-6233	135	8	libraries	library	NOUN
cana-6233	135	9	like	like	ADP
cana-6233	135	10	tensorrt	tensorrt	NOUN
cana-6233	135	11	,	,	PUNCT
cana-6233	135	12	enabling	enable	VERB
cana-6233	135	13	models	model	NOUN
cana-6233	135	14	to	to	PART
cana-6233	135	15	meet	meet	VERB
cana-6233	135	16	real	real	ADJ
cana-6233	135	17	-	-	PUNCT
cana-6233	135	18	time	time	NOUN
cana-6233	135	19	processing	processing	NOUN
cana-6233	135	20	requirements	requirement	NOUN
cana-6233	135	21	in	in	ADP
cana-6233	135	22	production	production	NOUN
cana-6233	135	23	environments	environment	NOUN
cana-6233	135	24	.	.	PUNCT
cana-6233	135	25	"	"	PUNCT
cana-6233	136	1	c.	c.	PROPN
cana-6233	136	2	local	local	ADJ
cana-6233	136	3	initiatives	initiatives	PROPN
cana-6233	136	4	exchange	exchange	PROPN
cana-6233	136	5	(	(	PUNCT
cana-6233	136	6	lie	lie	NOUN
cana-6233	136	7	):	):	PUNCT
cana-6233	136	8	the	the	DET
cana-6233	136	9	rpn	rpn	PROPN
cana-6233	136	10	proposes	propose	VERB
cana-6233	136	11	regions	region	NOUN
cana-6233	136	12	within	within	ADP
cana-6233	136	13	which	which	PRON
cana-6233	136	14	to	to	PART
cana-6233	136	15	look	look	VERB
cana-6233	136	16	for	for	ADP
cana-6233	136	17	objects	object	NOUN
cana-6233	136	18	within	within	ADP
cana-6233	136	19	an	an	DET
cana-6233	136	20	input	input	NOUN
cana-6233	136	21	picture	picture	NOUN
cana-6233	136	22	.	.	PUNCT
cana-6233	137	1	it	it	PRON
cana-6233	137	2	functions	function	VERB
cana-6233	137	3	by	by	ADP
cana-6233	137	4	sliding	slide	VERB
cana-6233	137	5	a	a	DET
cana-6233	137	6	set	set	NOUN
cana-6233	137	7	of	of	ADP
cana-6233	137	8	anchor	anchor	NOUN
cana-6233	137	9	boxes	box	NOUN
cana-6233	137	10	across	across	ADP
cana-6233	137	11	the	the	DET
cana-6233	137	12	feature	feature	NOUN
cana-6233	137	13	map	map	NOUN
cana-6233	137	14	and	and	CCONJ
cana-6233	137	15	predicting	predict	VERB
cana-6233	137	16	objectness	objectness	NOUN
cana-6233	137	17	scores	score	NOUN
cana-6233	137	18	and	and	CCONJ
cana-6233	137	19	bounding	bound	VERB
cana-6233	137	20	box	box	NOUN
cana-6233	137	21	offsets	offset	NOUN
cana-6233	137	22	.	.	PUNCT
cana-6233	138	1	the	the	DET
cana-6233	138	2	following	follow	VERB
cana-6233	138	3	equations	equation	NOUN
cana-6233	138	4	are	be	AUX
cana-6233	138	5	used	use	VERB
cana-6233	138	6	to	to	PART
cana-6233	138	7	determine	determine	VERB
cana-6233	138	8	the	the	DET
cana-6233	138	9	objectness	objectness	NOUN
cana-6233	138	10	scores	score	NOUN
cana-6233	138	11	(	(	PUNCT
cana-6233	138	12	obj_scores	obj_score	NOUN
cana-6233	138	13	)	)	PUNCT
cana-6233	138	14	and	and	CCONJ
cana-6233	138	15	the	the	DET
cana-6233	138	16	expected	expect	VERB
cana-6233	138	17	offsets	offset	NOUN
cana-6233	138	18	(	(	PUNCT
cana-6233	138	19	offsets	offset	NOUN
cana-6233	138	20	):	):	PUNCT
cana-6233	138	21	object	object	NOUN
cana-6233	138	22	scores	score	NOUN
cana-6233	138	23	=	=	NOUN
cana-6233	138	24	sigmoid	sigmoid	NOUN
cana-6233	138	25	(	(	PUNCT
cana-6233	138	26	object_score_predictor(f	object_score_predictor(f	NOUN
cana-6233	138	27	)	)	PUNCT
cana-6233	138	28	)	)	PUNCT
cana-6233	138	29	bbox_predictor(f	bbox_predictor(f	NOUN
cana-6233	138	30	)	)	PUNCT
cana-6233	139	1	=	=	PRON
cana-6233	139	2	offsets	offset	VERB
cana-6233	139	3	here	here	ADV
cana-6233	139	4	,	,	PUNCT
cana-6233	139	5	f	f	PROPN
cana-6233	139	6	stands	stand	VERB
cana-6233	139	7	for	for	ADP
cana-6233	139	8	the	the	DET
cana-6233	139	9	cnn	cnn	PROPN
cana-6233	139	10	backbone	backbone	NOUN
cana-6233	139	11	's	's	PART
cana-6233	139	12	feature	feature	NOUN
cana-6233	139	13	map	map	NOUN
cana-6233	139	14	.	.	PUNCT
cana-6233	140	1	our	our	PRON
cana-6233	140	2	suggested	suggest	VERB
cana-6233	140	3	approach	approach	NOUN
cana-6233	140	4	to	to	ADP
cana-6233	140	5	real	real	ADJ
cana-6233	140	6	-	-	PUNCT
cana-6233	140	7	time	time	NOUN
cana-6233	140	8	object	object	NOUN
cana-6233	140	9	recognition	recognition	NOUN
cana-6233	140	10	in	in	ADP
cana-6233	140	11	computer	computer	NOUN
cana-6233	140	12	vision	vision	NOUN
cana-6233	140	13	for	for	ADP
cana-6233	140	14	quality	quality	NOUN
cana-6233	140	15	control	control	NOUN
cana-6233	140	16	in	in	ADP
cana-6233	140	17	industries	industry	NOUN
cana-6233	140	18	relies	rely	VERB
cana-6233	140	19	heavily	heavily	ADV
cana-6233	140	20	on	on	ADP
cana-6233	140	21	the	the	DET
cana-6233	140	22	region	region	NOUN
cana-6233	140	23	proposal	proposal	NOUN
cana-6233	140	24	network	network	NOUN
cana-6233	140	25	(	(	PUNCT
cana-6233	140	26	rpn	rpn	PROPN
cana-6233	140	27	)	)	PUNCT
cana-6233	140	28	.	.	PUNCT
cana-6233	141	1	it	it	PRON
cana-6233	141	2	's	be	AUX
cana-6233	141	3	the	the	DET
cana-6233	141	4	first	first	ADJ
cana-6233	141	5	step	step	NOUN
cana-6233	141	6	in	in	ADP
cana-6233	141	7	figuring	figure	VERB
cana-6233	141	8	out	out	ADP
cana-6233	141	9	what	what	PRON
cana-6233	141	10	's	be	AUX
cana-6233	141	11	what	what	PRON
cana-6233	141	12	in	in	ADP
cana-6233	141	13	an	an	DET
cana-6233	141	14	input	input	NOUN
cana-6233	141	15	picture	picture	NOUN
cana-6233	141	16	.	.	PUNCT
cana-6233	142	1	rpn	rpn	PROPN
cana-6233	142	2	functions	function	NOUN
cana-6233	142	3	by	by	ADP
cana-6233	142	4	proposing	propose	VERB
cana-6233	142	5	regions	region	NOUN
cana-6233	142	6	,	,	PUNCT
cana-6233	142	7	or	or	CCONJ
cana-6233	142	8	possible	possible	ADJ
cana-6233	142	9	areas	area	NOUN
cana-6233	142	10	where	where	SCONJ
cana-6233	142	11	items	item	NOUN
cana-6233	142	12	of	of	ADP
cana-6233	142	13	interest	interest	NOUN
cana-6233	142	14	may	may	AUX
cana-6233	142	15	be	be	AUX
cana-6233	142	16	found	find	VERB
cana-6233	142	17	.	.	PUNCT
cana-6233	143	1	one	one	NUM
cana-6233	143	2	way	way	NOUN
cana-6233	143	3	to	to	PART
cana-6233	143	4	do	do	VERB
cana-6233	143	5	this	this	PRON
cana-6233	143	6	is	be	AUX
cana-6233	143	7	by	by	ADP
cana-6233	143	8	using	use	VERB
cana-6233	143	9	a	a	DET
cana-6233	143	10	convolutional	convolutional	ADJ
cana-6233	143	11	neural	neural	ADJ
cana-6233	143	12	network	network	NOUN
cana-6233	143	13	(	(	PUNCT
cana-6233	143	14	cnn	cnn	PROPN
cana-6233	143	15	)	)	PUNCT
cana-6233	143	16	to	to	PART
cana-6233	143	17	extract	extract	VERB
cana-6233	143	18	a	a	DET
cana-6233	143	19	feature	feature	NOUN
cana-6233	143	20	map	map	NOUN
cana-6233	143	21	,	,	PUNCT
cana-6233	143	22	and	and	CCONJ
cana-6233	143	23	then	then	ADV
cana-6233	143	24	superimposing	superimpose	VERB
cana-6233	143	25	a	a	DET
cana-6233	143	26	series	series	NOUN
cana-6233	143	27	of	of	ADP
cana-6233	143	28	predetermined	predetermine	VERB
cana-6233	143	29	anchor	anchor	NOUN
cana-6233	143	30	boxes	box	NOUN
cana-6233	143	31	on	on	ADP
cana-6233	143	32	top	top	NOUN
cana-6233	143	33	of	of	ADP
cana-6233	143	34	that	that	DET
cana-6233	143	35	map	map	NOUN
cana-6233	143	36	.	.	PUNCT
cana-6233	144	1	the	the	DET
cana-6233	144	2	rpn	rpn	PROPN
cana-6233	144	3	uses	use	VERB
cana-6233	144	4	objectness	objectness	NOUN
cana-6233	144	5	scores	score	NOUN
cana-6233	144	6	and	and	CCONJ
cana-6233	144	7	bounding	bound	VERB
cana-6233	144	8	box	box	NOUN
cana-6233	144	9	offsets	offset	NOUN
cana-6233	144	10	as	as	ADP
cana-6233	144	11	its	its	PRON
cana-6233	144	12	two	two	NUM
cana-6233	144	13	primary	primary	ADJ
cana-6233	144	14	outputs	output	NOUN
cana-6233	144	15	for	for	ADP
cana-6233	144	16	each	each	DET
cana-6233	144	17	anchor	anchor	NOUN
cana-6233	144	18	box[17	box[17	VERB
cana-6233	144	19	]	]	PUNCT
cana-6233	144	20	.	.	PUNCT
cana-6233	145	1	the	the	DET
cana-6233	145	2	objectness	objectness	NOUN
cana-6233	145	3	scores	score	NOUN
cana-6233	145	4	,	,	PUNCT
cana-6233	145	5	determined	determine	VERB
cana-6233	145	6	with	with	ADP
cana-6233	145	7	the	the	DET
cana-6233	145	8	use	use	NOUN
cana-6233	145	9	of	of	ADP
cana-6233	145	10	the	the	DET
cana-6233	145	11	sigmoid	sigmoid	NOUN
cana-6233	145	12	function	function	NOUN
cana-6233	145	13	,	,	PUNCT
cana-6233	145	14	represent	represent	VERB
cana-6233	145	15	the	the	DET
cana-6233	145	16	probability	probability	NOUN
cana-6233	145	17	that	that	SCONJ
cana-6233	145	18	an	an	DET
cana-6233	145	19	object	object	NOUN
cana-6233	145	20	is	be	AUX
cana-6233	145	21	located	locate	VERB
cana-6233	145	22	in	in	ADP
cana-6233	145	23	a	a	DET
cana-6233	145	24	given	give	VERB
cana-6233	145	25	area	area	NOUN
cana-6233	145	26	.	.	PUNCT
cana-6233	146	1	anchor	anchor	PROPN
cana-6233	146	2	box	box	PROPN
cana-6233	146	3	coordinates	coordinate	NOUN
cana-6233	146	4	are	be	AUX
cana-6233	146	5	shifted	shift	VERB
cana-6233	146	6	such	such	ADJ
cana-6233	146	7	that	that	SCONJ
cana-6233	146	8	they	they	PRON
cana-6233	146	9	more	more	ADV
cana-6233	146	10	closely	closely	ADV
cana-6233	146	11	correspond	correspond	VERB
cana-6233	146	12	to	to	ADP
cana-6233	146	13	the	the	DET
cana-6233	146	14	true	true	ADJ
cana-6233	146	15	positions	position	NOUN
cana-6233	146	16	of	of	ADP
cana-6233	146	17	objects	object	NOUN
cana-6233	146	18	based	base	VERB
cana-6233	146	19	on	on	ADP
cana-6233	146	20	the	the	DET
cana-6233	146	21	expected	expect	VERB
cana-6233	146	22	bounding	bounding	NOUN
cana-6233	146	23	box	box	NOUN
cana-6233	146	24	offsets	offset	NOUN
cana-6233	146	25	.	.	PUNCT
cana-6233	147	1	rpn	rpn	PROPN
cana-6233	147	2	is	be	AUX
cana-6233	147	3	used	use	VERB
cana-6233	147	4	to	to	PART
cana-6233	147	5	effectively	effectively	ADV
cana-6233	147	6	hone	hone	VERB
cana-6233	147	7	down	down	ADP
cana-6233	147	8	on	on	ADP
cana-6233	147	9	search	search	NOUN
cana-6233	147	10	areas	area	NOUN
cana-6233	147	11	by	by	ADP
cana-6233	147	12	pinpointing	pinpoint	VERB
cana-6233	147	13	likely	likely	ADJ
cana-6233	147	14	hotspots	hotspot	NOUN
cana-6233	147	15	where	where	SCONJ
cana-6233	147	16	things	thing	NOUN
cana-6233	147	17	may	may	AUX
cana-6233	147	18	be	be	AUX
cana-6233	147	19	hiding	hide	VERB
cana-6233	147	20	.	.	PUNCT
cana-6233	148	1	this	this	PRON
cana-6233	148	2	not	not	PART
cana-6233	148	3	only	only	ADV
cana-6233	148	4	speeds	speed	NOUN
cana-6233	148	5	up	up	ADP
cana-6233	148	6	the	the	DET
cana-6233	148	7	detection	detection	NOUN
cana-6233	148	8	process	process	NOUN
cana-6233	148	9	by	by	ADP
cana-6233	148	10	lowering	lower	VERB
cana-6233	148	11	the	the	DET
cana-6233	148	12	amount	amount	NOUN
cana-6233	148	13	of	of	ADP
cana-6233	148	14	computing	computing	NOUN
cana-6233	148	15	required	require	VERB
cana-6233	148	16	,	,	PUNCT
cana-6233	148	17	but	but	CCONJ
cana-6233	148	18	it	it	PRON
cana-6233	148	19	also	also	ADV
cana-6233	148	20	helps	help	VERB
cana-6233	148	21	narrow	narrow	ADJ
cana-6233	148	22	in	in	ADP
cana-6233	148	23	on	on	ADP
cana-6233	148	24	specific	specific	ADJ
cana-6233	148	25	objects	object	NOUN
cana-6233	148	26	for	for	ADP
cana-6233	148	27	study[18	study[18	NOUN
cana-6233	148	28	]	]	PUNCT
cana-6233	148	29	.	.	PUNCT
cana-6233	149	1	for	for	ADP
cana-6233	149	2	real	real	ADJ
cana-6233	149	3	-	-	PUNCT
cana-6233	149	4	time	time	NOUN
cana-6233	149	5	object	object	NOUN
cana-6233	149	6	identification	identification	NOUN
cana-6233	149	7	in	in	ADP
cana-6233	149	8	quality	quality	NOUN
cana-6233	149	9	control	control	NOUN
cana-6233	149	10	inside	inside	ADP
cana-6233	149	11	industrial	industrial	ADJ
cana-6233	149	12	settings	setting	NOUN
cana-6233	149	13	,	,	PUNCT
cana-6233	149	14	the	the	DET
cana-6233	149	15	region	region	NOUN
cana-6233	149	16	proposal	proposal	NOUN
cana-6233	149	17	network	network	NOUN
cana-6233	149	18	is	be	AUX
cana-6233	149	19	a	a	DET
cana-6233	149	20	crucial	crucial	ADJ
cana-6233	149	21	component	component	NOUN
cana-6233	149	22	since	since	SCONJ
cana-6233	149	23	it	it	PRON
cana-6233	149	24	provides	provide	VERB
cana-6233	149	25	a	a	DET
cana-6233	149	26	fast	fast	ADJ
cana-6233	149	27	and	and	CCONJ
cana-6233	149	28	efficient	efficient	ADJ
cana-6233	149	29	technique	technique	NOUN
cana-6233	149	30	of	of	ADP
cana-6233	149	31	discovering	discover	VERB
cana-6233	149	32	prospective	prospective	ADJ
cana-6233	149	33	object	object	NOUN
cana-6233	149	34	areas	area	NOUN
cana-6233	149	35	.	.	PUNCT
cana-6233	150	1	communications	communication	NOUN
cana-6233	150	2	on	on	ADP
cana-6233	150	3	applied	apply	VERB
cana-6233	150	4	nonlinear	nonlinear	ADJ
cana-6233	150	5	analysis	analysis	NOUN
cana-6233	150	6	issn	issn	NOUN
cana-6233	150	7	:	:	PUNCT
cana-6233	150	8	1074	1074	NUM
cana-6233	150	9	-	-	PUNCT
cana-6233	150	10	133x	133x	NUM
cana-6233	150	11	vol	vol	NOUN
cana-6233	150	12	32	32	NUM
cana-6233	150	13	no	no	NOUN
cana-6233	150	14	.	.	NOUN
cana-6233	150	15	1	1	NUM
cana-6233	150	16	(	(	PUNCT
cana-6233	150	17	2025	2025	NUM
cana-6233	150	18	)	)	PUNCT
cana-6233	150	19	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	150	20	778	778	NUM
cana-6233	150	21	fig.2.rpn	fig.2.rpn	NOUN
cana-6233	150	22	generating	generate	VERB
cana-6233	150	23	object	object	NOUN
cana-6233	150	24	proposals	proposal	NOUN
cana-6233	150	25	the	the	DET
cana-6233	150	26	region	region	NOUN
cana-6233	150	27	proposal	proposal	NOUN
cana-6233	150	28	network	network	NOUN
cana-6233	150	29	(	(	PUNCT
cana-6233	150	30	rpn	rpn	PROPN
cana-6233	150	31	)	)	PUNCT
cana-6233	150	32	method	method	NOUN
cana-6233	150	33	is	be	AUX
cana-6233	150	34	shown	show	VERB
cana-6233	150	35	in	in	ADP
cana-6233	150	36	figure	figure	NOUN
cana-6233	150	37	2	2	NUM
cana-6233	150	38	below	below	ADV
cana-6233	150	39	.	.	PUNCT
cana-6233	151	1	by	by	ADP
cana-6233	151	2	using	use	VERB
cana-6233	151	3	anchor	anchor	NOUN
cana-6233	151	4	boxes	box	NOUN
cana-6233	151	5	to	to	PART
cana-6233	151	6	identify	identify	VERB
cana-6233	151	7	possible	possible	ADJ
cana-6233	151	8	areas	area	NOUN
cana-6233	151	9	of	of	ADP
cana-6233	151	10	interest	interest	NOUN
cana-6233	151	11	based	base	VERB
cana-6233	151	12	on	on	ADP
cana-6233	151	13	objectness	objectness	NOUN
cana-6233	151	14	scores	score	NOUN
cana-6233	151	15	and	and	CCONJ
cana-6233	151	16	bounding	bound	VERB
cana-6233	151	17	box	box	NOUN
cana-6233	151	18	offsets	offset	NOUN
cana-6233	151	19	,	,	PUNCT
cana-6233	151	20	rpn	rpn	PROPN
cana-6233	151	21	efficiently	efficiently	ADV
cana-6233	151	22	creates	create	VERB
cana-6233	151	23	object	object	NOUN
cana-6233	151	24	suggestions	suggestion	NOUN
cana-6233	151	25	.	.	PUNCT
cana-6233	152	1	d.	d.	PROPN
cana-6233	152	2	networking	network	VERB
cana-6233	152	3	using	use	VERB
cana-6233	152	4	feature	feature	NOUN
cana-6233	152	5	pyramids	pyramid	NOUN
cana-6233	152	6	(	(	PUNCT
cana-6233	152	7	fpn	fpn	ADJ
cana-6233	152	8	):	):	PUNCT
cana-6233	152	9	in	in	ADP
cana-6233	152	10	order	order	NOUN
cana-6233	152	11	to	to	PART
cana-6233	152	12	extract	extract	VERB
cana-6233	152	13	features	feature	NOUN
cana-6233	152	14	at	at	ADP
cana-6233	152	15	many	many	ADJ
cana-6233	152	16	scales	scale	NOUN
cana-6233	152	17	from	from	ADP
cana-6233	152	18	the	the	DET
cana-6233	152	19	feature	feature	NOUN
cana-6233	152	20	map	map	NOUN
cana-6233	152	21	,	,	PUNCT
cana-6233	152	22	fpn	fpn	VERB
cana-6233	152	23	is	be	AUX
cana-6233	152	24	used	use	VERB
cana-6233	152	25	.	.	PUNCT
cana-6233	153	1	it	it	PRON
cana-6233	153	2	uses	use	VERB
cana-6233	153	3	top	top	ADJ
cana-6233	153	4	-	-	PUNCT
cana-6233	153	5	down	down	NOUN
cana-6233	153	6	and	and	CCONJ
cana-6233	153	7	bottom	bottom	ADJ
cana-6233	153	8	-	-	PUNCT
cana-6233	153	9	up	up	ADP
cana-6233	153	10	routes	route	NOUN
cana-6233	153	11	to	to	PART
cana-6233	153	12	build	build	VERB
cana-6233	153	13	feature	feature	NOUN
cana-6233	153	14	pyramids	pyramid	NOUN
cana-6233	153	15	,	,	PUNCT
cana-6233	153	16	which	which	PRON
cana-6233	153	17	improves	improve	VERB
cana-6233	153	18	object	object	NOUN
cana-6233	153	19	identification	identification	NOUN
cana-6233	153	20	at	at	ADP
cana-6233	153	21	varying	vary	VERB
cana-6233	153	22	sizes[19	sizes[19	NOUN
cana-6233	153	23	]	]	PUNCT
cana-6233	153	24	.	.	PUNCT
cana-6233	154	1	for	for	ADP
cana-6233	154	2	both	both	CCONJ
cana-6233	154	3	bottom	bottom	NOUN
cana-6233	154	4	-	-	PUNCT
cana-6233	154	5	up	up	NOUN
cana-6233	154	6	and	and	CCONJ
cana-6233	154	7	sideways	sideways	ADJ
cana-6233	154	8	connections	connection	NOUN
cana-6233	154	9	,	,	PUNCT
cana-6233	154	10	the	the	DET
cana-6233	154	11	equations	equation	NOUN
cana-6233	154	12	are	be	AUX
cana-6233	154	13	as	as	SCONJ
cana-6233	154	14	follows	follow	VERB
cana-6233	154	15	:	:	PUNCT
cana-6233	154	16	e.	e.	PROPN
cana-6233	154	17	converting	convert	VERB
cana-6233	154	18	a	a	DET
cana-6233	154	19	feature	feature	NOUN
cana-6233	154	20	map	map	NOUN
cana-6233	154	21	into	into	ADP
cana-6233	154	22	lateral	lateral	ADJ
cana-6233	154	23	connections	connection	NOUN
cana-6233	154	24	.	.	PUNCT
cana-6233	155	1	topdown_connections	topdown_connection	NOUN
cana-6233	155	2	=	=	SYM
cana-6233	155	3	upsample(previous_level_feature_map	upsample(previous_level_feature_map	PROPN
cana-6233	155	4	)	)	PUNCT
cana-6233	155	5	our	our	PRON
cana-6233	155	6	real	real	ADJ
cana-6233	155	7	-	-	PUNCT
cana-6233	155	8	time	time	NOUN
cana-6233	155	9	object	object	NOUN
cana-6233	155	10	recognition	recognition	NOUN
cana-6233	155	11	system	system	NOUN
cana-6233	155	12	relies	rely	VERB
cana-6233	155	13	heavily	heavily	ADV
cana-6233	155	14	on	on	ADP
cana-6233	155	15	the	the	DET
cana-6233	155	16	feature	feature	NOUN
cana-6233	155	17	pyramid	pyramid	NOUN
cana-6233	155	18	network	network	NOUN
cana-6233	155	19	(	(	PUNCT
cana-6233	155	20	fpn	fpn	PROPN
cana-6233	155	21	)	)	PUNCT
cana-6233	155	22	,	,	PUNCT
cana-6233	155	23	which	which	PRON
cana-6233	155	24	aids	aid	VERB
cana-6233	155	25	in	in	ADP
cana-6233	155	26	the	the	DET
cana-6233	155	27	accurate	accurate	ADJ
cana-6233	155	28	positioning	positioning	NOUN
cana-6233	155	29	and	and	CCONJ
cana-6233	155	30	identification	identification	NOUN
cana-6233	155	31	of	of	ADP
cana-6233	155	32	items	item	NOUN
cana-6233	155	33	.	.	PUNCT
cana-6233	156	1	fpn	fpn	PROPN
cana-6233	156	2	solves	solve	VERB
cana-6233	156	3	the	the	DET
cana-6233	156	4	problem	problem	NOUN
cana-6233	156	5	of	of	ADP
cana-6233	156	6	recognizing	recognize	VERB
cana-6233	156	7	objects	object	NOUN
cana-6233	156	8	of	of	ADP
cana-6233	156	9	different	different	ADJ
cana-6233	156	10	sizes	size	NOUN
cana-6233	156	11	and	and	CCONJ
cana-6233	156	12	orientations	orientation	NOUN
cana-6233	156	13	inside	inside	ADP
cana-6233	156	14	a	a	DET
cana-6233	156	15	single	single	ADJ
cana-6233	156	16	picture	picture	NOUN
cana-6233	156	17	,	,	PUNCT
cana-6233	156	18	which	which	PRON
cana-6233	156	19	is	be	AUX
cana-6233	156	20	very	very	ADV
cana-6233	156	21	important	important	ADJ
cana-6233	156	22	in	in	ADP
cana-6233	156	23	industrial	industrial	ADJ
cana-6233	156	24	quality	quality	NOUN
cana-6233	156	25	control	control	NOUN
cana-6233	156	26	.	.	PUNCT
cana-6233	157	1	using	use	VERB
cana-6233	157	2	the	the	DET
cana-6233	157	3	convolutional	convolutional	ADJ
cana-6233	157	4	feature	feature	NOUN
cana-6233	157	5	map	map	NOUN
cana-6233	157	6	's	's	PART
cana-6233	157	7	multi	multi	ADJ
cana-6233	157	8	-	-	ADJ
cana-6233	157	9	scale	scale	ADJ
cana-6233	157	10	features	feature	NOUN
cana-6233	157	11	,	,	PUNCT
cana-6233	157	12	fpn	fpn	PROPN
cana-6233	157	13	builds	build	VERB
cana-6233	157	14	a	a	DET
cana-6233	157	15	feature	feature	NOUN
cana-6233	157	16	pyramid	pyramid	NOUN
cana-6233	157	17	.	.	PUNCT
cana-6233	158	1	it	it	PRON
cana-6233	158	2	does	do	VERB
cana-6233	158	3	this	this	PRON
cana-6233	158	4	by	by	ADP
cana-6233	158	5	establishing	establish	VERB
cana-6233	158	6	a	a	DET
cana-6233	158	7	network	network	NOUN
cana-6233	158	8	of	of	ADP
cana-6233	158	9	top	top	ADJ
cana-6233	158	10	-	-	PUNCT
cana-6233	158	11	down	down	NOUN
cana-6233	158	12	and	and	CCONJ
cana-6233	158	13	lateral	lateral	ADJ
cana-6233	158	14	connections	connection	NOUN
cana-6233	158	15	.	.	PUNCT
cana-6233	159	1	when	when	SCONJ
cana-6233	159	2	making	make	VERB
cana-6233	159	3	lateral	lateral	ADJ
cana-6233	159	4	connections	connection	NOUN
cana-6233	159	5	,	,	PUNCT
cana-6233	159	6	convolutional	convolutional	ADJ
cana-6233	159	7	layers	layer	NOUN
cana-6233	159	8	are	be	AUX
cana-6233	159	9	used	use	VERB
cana-6233	159	10	to	to	PART
cana-6233	159	11	analyze	analyze	VERB
cana-6233	159	12	and	and	CCONJ
cana-6233	159	13	extract	extract	VERB
cana-6233	159	14	multi	multi	ADJ
cana-6233	159	15	-	-	ADJ
cana-6233	159	16	scale	scale	ADJ
cana-6233	159	17	information	information	NOUN
cana-6233	159	18	from	from	ADP
cana-6233	159	19	the	the	DET
cana-6233	159	20	feature	feature	NOUN
cana-6233	159	21	map	map	NOUN
cana-6233	159	22	.	.	PUNCT
cana-6233	160	1	at	at	ADP
cana-6233	160	2	the	the	DET
cana-6233	160	3	same	same	ADJ
cana-6233	160	4	time	time	NOUN
cana-6233	160	5	,	,	PUNCT
cana-6233	160	6	feature	feature	NOUN
cana-6233	160	7	maps	map	NOUN
cana-6233	160	8	from	from	ADP
cana-6233	160	9	lower	low	ADJ
cana-6233	160	10	layers	layer	NOUN
cana-6233	160	11	are	be	AUX
cana-6233	160	12	upsampled	upsample	VERB
cana-6233	160	13	via	via	ADP
cana-6233	160	14	top	top	ADJ
cana-6233	160	15	-	-	PUNCT
cana-6233	160	16	down	down	NOUN
cana-6233	160	17	connections[20	connections[20	NOUN
cana-6233	160	18	]	]	PUNCT
cana-6233	160	19	.	.	PUNCT
cana-6233	161	1	the	the	DET
cana-6233	161	2	created	create	VERB
cana-6233	161	3	feature	feature	NOUN
cana-6233	161	4	pyramids	pyramid	NOUN
cana-6233	161	5	are	be	AUX
cana-6233	161	6	then	then	ADV
cana-6233	161	7	used	use	VERB
cana-6233	161	8	for	for	ADP
cana-6233	161	9	object	object	NOUN
cana-6233	161	10	detection	detection	NOUN
cana-6233	161	11	at	at	ADP
cana-6233	161	12	various	various	ADJ
cana-6233	161	13	scales	scale	NOUN
cana-6233	161	14	,	,	PUNCT
cana-6233	161	15	covering	cover	VERB
cana-6233	161	16	a	a	DET
cana-6233	161	17	wide	wide	ADJ
cana-6233	161	18	range	range	NOUN
cana-6233	161	19	of	of	ADP
cana-6233	161	20	item	item	NOUN
cana-6233	161	21	sizes	size	NOUN
cana-6233	161	22	.	.	PUNCT
cana-6233	162	1	by	by	ADP
cana-6233	162	2	presenting	present	VERB
cana-6233	162	3	the	the	DET
cana-6233	162	4	visual	visual	ADJ
cana-6233	162	5	input	input	NOUN
cana-6233	162	6	in	in	ADP
cana-6233	162	7	its	its	PRON
cana-6233	162	8	entirety	entirety	NOUN
cana-6233	162	9	across	across	ADP
cana-6233	162	10	several	several	ADJ
cana-6233	162	11	resolutions	resolution	NOUN
cana-6233	162	12	,	,	PUNCT
cana-6233	162	13	fpn	fpn	VERB
cana-6233	162	14	improves	improve	VERB
cana-6233	162	15	object	object	NOUN
cana-6233	162	16	detection	detection	NOUN
cana-6233	162	17	's	's	PART
cana-6233	162	18	precision	precision	NOUN
cana-6233	162	19	.	.	PUNCT
cana-6233	163	1	in	in	ADP
cana-6233	163	2	industrial	industrial	ADJ
cana-6233	163	3	quality	quality	NOUN
cana-6233	163	4	control	control	NOUN
cana-6233	163	5	applications	application	NOUN
cana-6233	163	6	,	,	PUNCT
cana-6233	163	7	fpn	fpn	VERB
cana-6233	163	8	shows	show	NOUN
cana-6233	163	9	to	to	PART
cana-6233	163	10	be	be	AUX
cana-6233	163	11	crucial	crucial	ADJ
cana-6233	163	12	,	,	PUNCT
cana-6233	163	13	enabling	enable	VERB
cana-6233	163	14	the	the	DET
cana-6233	163	15	system	system	NOUN
cana-6233	163	16	to	to	PART
cana-6233	163	17	adapt	adapt	VERB
cana-6233	163	18	and	and	CCONJ
cana-6233	163	19	precisely	precisely	ADV
cana-6233	163	20	identify	identify	VERB
cana-6233	163	21	items	item	NOUN
cana-6233	163	22	of	of	ADP
cana-6233	163	23	interest	interest	NOUN
cana-6233	163	24	,	,	PUNCT
cana-6233	163	25	regardless	regardless	ADV
cana-6233	163	26	of	of	ADP
cana-6233	163	27	their	their	PRON
cana-6233	163	28	size	size	NOUN
cana-6233	163	29	or	or	CCONJ
cana-6233	163	30	scale	scale	NOUN
cana-6233	163	31	.	.	PUNCT
cana-6233	164	1	this	this	DET
cana-6233	164	2	flexibility	flexibility	NOUN
cana-6233	164	3	is	be	AUX
cana-6233	164	4	critical	critical	ADJ
cana-6233	164	5	for	for	ADP
cana-6233	164	6	ensuring	ensure	VERB
cana-6233	164	7	consistent	consistent	ADJ
cana-6233	164	8	quality	quality	NOUN
cana-6233	164	9	in	in	ADP
cana-6233	164	10	production	production	NOUN
cana-6233	164	11	settings	setting	NOUN
cana-6233	164	12	.	.	PUNCT
cana-6233	165	1	since	since	SCONJ
cana-6233	165	2	a	a	DET
cana-6233	165	3	result	result	NOUN
cana-6233	165	4	,	,	PUNCT
cana-6233	165	5	the	the	DET
cana-6233	165	6	feature	feature	NOUN
cana-6233	165	7	pyramid	pyramid	NOUN
cana-6233	165	8	network	network	NOUN
cana-6233	165	9	is	be	AUX
cana-6233	165	10	an	an	DET
cana-6233	165	11	essential	essential	ADJ
cana-6233	165	12	part	part	NOUN
cana-6233	165	13	of	of	ADP
cana-6233	165	14	quality	quality	NOUN
cana-6233	165	15	control	control	NOUN
cana-6233	165	16	in	in	ADP
cana-6233	165	17	a	a	DET
cana-6233	165	18	wide	wide	ADJ
cana-6233	165	19	variety	variety	NOUN
cana-6233	165	20	of	of	ADP
cana-6233	165	21	industrial	industrial	ADJ
cana-6233	165	22	contexts	context	NOUN
cana-6233	165	23	,	,	PUNCT
cana-6233	165	24	since	since	SCONJ
cana-6233	165	25	it	it	PRON
cana-6233	165	26	increases	increase	VERB
cana-6233	165	27	the	the	DET
cana-6233	165	28	efficacy	efficacy	NOUN
cana-6233	165	29	of	of	ADP
cana-6233	165	30	our	our	PRON
cana-6233	165	31	suggested	suggest	VERB
cana-6233	165	32	technique	technique	NOUN
cana-6233	165	33	by	by	ADP
cana-6233	165	34	allowing	allow	VERB
cana-6233	165	35	multi	multi	ADJ
cana-6233	165	36	-	-	ADJ
cana-6233	165	37	scale	scale	ADJ
cana-6233	165	38	object	object	NOUN
cana-6233	165	39	recognition	recognition	NOUN
cana-6233	165	40	.	.	PUNCT
cana-6233	166	1	communications	communication	NOUN
cana-6233	166	2	on	on	ADP
cana-6233	166	3	applied	apply	VERB
cana-6233	166	4	nonlinear	nonlinear	ADJ
cana-6233	166	5	analysis	analysis	NOUN
cana-6233	166	6	issn	issn	NOUN
cana-6233	166	7	:	:	PUNCT
cana-6233	166	8	1074	1074	NUM
cana-6233	166	9	-	-	PUNCT
cana-6233	166	10	133x	133x	NUM
cana-6233	166	11	vol	vol	NOUN
cana-6233	166	12	32	32	NUM
cana-6233	166	13	no	no	NOUN
cana-6233	166	14	.	.	NOUN
cana-6233	166	15	1	1	NUM
cana-6233	166	16	(	(	PUNCT
cana-6233	166	17	2025	2025	NUM
cana-6233	166	18	)	)	PUNCT
cana-6233	167	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	167	2	779	779	NUM
cana-6233	167	3	fig.3.multi	fig.3.multi	NOUN
cana-6233	167	4	-	-	PUNCT
cana-6233	167	5	scale	scale	NOUN
cana-6233	167	6	feature	feature	NOUN
cana-6233	167	7	extraction	extraction	NOUN
cana-6233	167	8	the	the	DET
cana-6233	167	9	steps	step	NOUN
cana-6233	167	10	involved	involve	VERB
cana-6233	167	11	in	in	ADP
cana-6233	167	12	obtaining	obtain	VERB
cana-6233	167	13	multi	multi	ADJ
cana-6233	167	14	-	-	ADJ
cana-6233	167	15	scale	scale	ADJ
cana-6233	167	16	features	feature	NOUN
cana-6233	167	17	from	from	ADP
cana-6233	167	18	a	a	DET
cana-6233	167	19	convolutional	convolutional	ADJ
cana-6233	167	20	feature	feature	NOUN
cana-6233	167	21	map	map	NOUN
cana-6233	167	22	are	be	AUX
cana-6233	167	23	shown	show	VERB
cana-6233	167	24	in	in	ADP
cana-6233	167	25	figure	figure	NOUN
cana-6233	167	26	3	3	NUM
cana-6233	167	27	.	.	PUNCT
cana-6233	167	28	to	to	PART
cana-6233	167	29	facilitate	facilitate	VERB
cana-6233	167	30	accurate	accurate	ADJ
cana-6233	167	31	object	object	NOUN
cana-6233	167	32	recognition	recognition	NOUN
cana-6233	167	33	at	at	ADP
cana-6233	167	34	varying	vary	VERB
cana-6233	167	35	scales	scale	NOUN
cana-6233	167	36	,	,	PUNCT
cana-6233	167	37	fpn	fpn	VERB
cana-6233	167	38	employs	employ	VERB
cana-6233	167	39	lateral	lateral	ADJ
cana-6233	167	40	and	and	CCONJ
cana-6233	167	41	topdown	topdown	ADJ
cana-6233	167	42	connections	connection	NOUN
cana-6233	167	43	to	to	PART
cana-6233	167	44	construct	construct	VERB
cana-6233	167	45	a	a	DET
cana-6233	167	46	feature	feature	NOUN
cana-6233	167	47	pyramid	pyramid	NOUN
cana-6233	167	48	.	.	PUNCT
cana-6233	168	1	optimization	optimization	NOUN
cana-6233	168	2	by	by	ADP
cana-6233	168	3	reducing	reduce	VERB
cana-6233	168	4	intersections	intersection	NOUN
cana-6233	168	5	and	and	CCONJ
cana-6233	168	6	unions	union	NOUN
cana-6233	168	7	(	(	PUNCT
cana-6233	168	8	iou	iou	NOUN
cana-6233	168	9	)	)	PUNCT
cana-6233	168	10	the	the	DET
cana-6233	168	11	iou	iou	PROPN
cana-6233	168	12	refinement	refinement	NOUN
cana-6233	168	13	procedure	procedure	NOUN
cana-6233	168	14	adjusts	adjust	VERB
cana-6233	168	15	the	the	DET
cana-6233	168	16	candidate	candidate	NOUN
cana-6233	168	17	object	object	NOUN
cana-6233	168	18	areas	area	NOUN
cana-6233	168	19	'	'	PART
cana-6233	168	20	coordinates	coordinate	NOUN
cana-6233	168	21	after	after	SCONJ
cana-6233	168	22	rpn	rpn	PROPN
cana-6233	168	23	generates	generate	VERB
cana-6233	168	24	them	they	PRON
cana-6233	168	25	.	.	PUNCT
cana-6233	169	1	iou	iou	PROPN
cana-6233	169	2	is	be	AUX
cana-6233	169	3	used	use	VERB
cana-6233	169	4	to	to	PART
cana-6233	169	5	update	update	VERB
cana-6233	169	6	the	the	DET
cana-6233	169	7	locations	location	NOUN
cana-6233	169	8	based	base	VERB
cana-6233	169	9	on	on	ADP
cana-6233	169	10	the	the	DET
cana-6233	169	11	difference	difference	NOUN
cana-6233	169	12	between	between	ADP
cana-6233	169	13	the	the	DET
cana-6233	169	14	expected	expect	VERB
cana-6233	169	15	and	and	CCONJ
cana-6233	169	16	groundtruth	groundtruth	NOUN
cana-6233	169	17	bounding	bounding	NOUN
cana-6233	169	18	boxes	box	NOUN
cana-6233	169	19	.	.	PUNCT
cana-6233	170	1	following	follow	VERB
cana-6233	170	2	are	be	AUX
cana-6233	170	3	the	the	DET
cana-6233	170	4	equations	equation	NOUN
cana-6233	170	5	used	use	VERB
cana-6233	170	6	in	in	ADP
cana-6233	170	7	the	the	DET
cana-6233	170	8	iou	iou	NOUN
cana-6233	170	9	refining	refining	NOUN
cana-6233	170	10	process	process	NOUN
cana-6233	170	11	:	:	PUNCT
cana-6233	170	12	if	if	SCONJ
cana-6233	170	13	-	-	PUNCT
cana-6233	170	14	then	then	ADV
cana-6233	170	15	-	-	PUNCT
cana-6233	170	16	usage	usage	NOUN
cana-6233	170	17	=	=	NOUN
cana-6233	170	18	calculate_if	calculate_if	NOUN
cana-6233	170	19	-	-	PUNCT
cana-6233	170	20	then	then	ADV
cana-6233	170	21	-	-	PUNCT
cana-6233	170	22	usage(predicted_box	usage(predicted_box	NOUN
cana-6233	170	23	,	,	PUNCT
cana-6233	170	24	ground_truth_box	ground_truth_box	NOUN
cana-6233	170	25	)	)	PUNCT
cana-6233	170	26	(	(	PUNCT
cana-6233	170	27	1	1	X
cana-6233	170	28	)	)	PUNCT
cana-6233	170	29	the	the	DET
cana-6233	170	30	formula	formula	NOUN
cana-6233	170	31	for	for	ADP
cana-6233	170	32	the	the	DET
cana-6233	170	33	final	final	ADJ
cana-6233	170	34	box	box	NOUN
cana-6233	170	35	estimate	estimate	NOUN
cana-6233	170	36	is	be	AUX
cana-6233	170	37	:	:	PUNCT
cana-6233	170	38	refined_box	refined_box	X
cana-6233	170	39	=	=	SYM
cana-6233	170	40	forecasted_box	forecasted_box	PROPN
cana-6233	170	41	+	+	CCONJ
cana-6233	170	42	iou	iou	PROPN
cana-6233	170	43	*	*	PUNCT
cana-6233	170	44	delta_box	delta_box	X
cana-6233	170	45	(	(	PUNCT
cana-6233	170	46	2	2	NUM
cana-6233	170	47	)	)	PUNCT
cana-6233	170	48	here	here	ADV
cana-6233	170	49	,	,	PUNCT
cana-6233	170	50	the	the	DET
cana-6233	170	51	variation	variation	NOUN
cana-6233	170	52	in	in	ADP
cana-6233	170	53	bounding	bound	VERB
cana-6233	170	54	box	box	NOUN
cana-6233	170	55	coordinates	coordinate	NOUN
cana-6233	170	56	is	be	AUX
cana-6233	170	57	denoted	denote	VERB
cana-6233	170	58	by	by	ADP
cana-6233	170	59	delta_box	delta_box	PROPN
cana-6233	170	60	.	.	PUNCT
cana-6233	171	1	the	the	DET
cana-6233	171	2	intersection	intersection	NOUN
cana-6233	171	3	over	over	ADP
cana-6233	171	4	union	union	NOUN
cana-6233	171	5	(	(	PUNCT
cana-6233	171	6	iou	iou	NOUN
cana-6233	171	7	)	)	PUNCT
cana-6233	171	8	refinement	refinement	NOUN
cana-6233	171	9	algorithm	algorithm	NOUN
cana-6233	171	10	plays	play	VERB
cana-6233	171	11	a	a	DET
cana-6233	171	12	crucial	crucial	ADJ
cana-6233	171	13	part	part	NOUN
cana-6233	171	14	in	in	ADP
cana-6233	171	15	our	our	PRON
cana-6233	171	16	real	real	ADJ
cana-6233	171	17	-	-	PUNCT
cana-6233	171	18	time	time	NOUN
cana-6233	171	19	item	item	NOUN
cana-6233	171	20	identification	identification	NOUN
cana-6233	171	21	approach	approach	NOUN
cana-6233	171	22	for	for	ADP
cana-6233	171	23	quality	quality	NOUN
cana-6233	171	24	control	control	NOUN
cana-6233	171	25	in	in	ADP
cana-6233	171	26	industries	industry	NOUN
cana-6233	171	27	.	.	PUNCT
cana-6233	172	1	this	this	DET
cana-6233	172	2	technique	technique	NOUN
cana-6233	172	3	refines	refine	VERB
cana-6233	172	4	the	the	DET
cana-6233	172	5	placements	placement	NOUN
cana-6233	172	6	of	of	ADP
cana-6233	172	7	the	the	DET
cana-6233	172	8	bounding	bounding	NOUN
cana-6233	172	9	boxes	box	NOUN
cana-6233	172	10	after	after	SCONJ
cana-6233	172	11	the	the	DET
cana-6233	172	12	region	region	NOUN
cana-6233	172	13	proposal	proposal	NOUN
cana-6233	172	14	network	network	NOUN
cana-6233	172	15	(	(	PUNCT
cana-6233	172	16	rpn	rpn	PROPN
cana-6233	172	17	)	)	PUNCT
cana-6233	172	18	has	have	AUX
cana-6233	172	19	offered	offer	VERB
cana-6233	172	20	possible	possible	ADJ
cana-6233	172	21	object	object	NOUN
cana-6233	172	22	areas	area	NOUN
cana-6233	172	23	,	,	PUNCT
cana-6233	172	24	which	which	PRON
cana-6233	172	25	improves	improve	VERB
cana-6233	172	26	the	the	DET
cana-6233	172	27	accuracy	accuracy	NOUN
cana-6233	172	28	and	and	CCONJ
cana-6233	172	29	precision	precision	NOUN
cana-6233	172	30	of	of	ADP
cana-6233	172	31	object	object	NOUN
cana-6233	172	32	localization	localization	NOUN
cana-6233	172	33	.	.	PUNCT
cana-6233	173	1	the	the	DET
cana-6233	173	2	iou	iou	PROPN
cana-6233	173	3	metric	metric	ADJ
cana-6233	173	4	calculates	calculate	VERB
cana-6233	173	5	the	the	DET
cana-6233	173	6	percentage	percentage	NOUN
cana-6233	173	7	of	of	ADP
cana-6233	173	8	overlap	overlap	NOUN
cana-6233	173	9	between	between	ADP
cana-6233	173	10	the	the	DET
cana-6233	173	11	predicted	predict	VERB
cana-6233	173	12	and	and	CCONJ
cana-6233	173	13	ground	ground	NOUN
cana-6233	173	14	-	-	PUNCT
cana-6233	173	15	truth	truth	NOUN
cana-6233	173	16	bounding	bounding	NOUN
cana-6233	173	17	boxes	box	NOUN
cana-6233	173	18	,	,	PUNCT
cana-6233	173	19	and	and	CCONJ
cana-6233	173	20	is	be	AUX
cana-6233	173	21	used	use	VERB
cana-6233	173	22	by	by	ADP
cana-6233	173	23	the	the	DET
cana-6233	173	24	iou	iou	PROPN
cana-6233	173	25	refinement	refinement	PROPN
cana-6233	173	26	algorithm	algorithm	NOUN
cana-6233	173	27	.	.	PUNCT
cana-6233	174	1	each	each	DET
cana-6233	174	2	suggested	suggest	VERB
cana-6233	174	3	area	area	NOUN
cana-6233	174	4	has	have	VERB
cana-6233	174	5	an	an	DET
cana-6233	174	6	iou	iou	NOUN
cana-6233	174	7	determined	determine	VERB
cana-6233	174	8	,	,	PUNCT
cana-6233	174	9	which	which	PRON
cana-6233	174	10	indicates	indicate	VERB
cana-6233	174	11	how	how	SCONJ
cana-6233	174	12	well	well	ADV
cana-6233	174	13	the	the	DET
cana-6233	174	14	region	region	NOUN
cana-6233	174	15	's	's	PART
cana-6233	174	16	bounds	bound	NOUN
cana-6233	174	17	match	match	VERB
cana-6233	174	18	the	the	DET
cana-6233	174	19	true	true	ADJ
cana-6233	174	20	location	location	NOUN
cana-6233	174	21	of	of	ADP
cana-6233	174	22	the	the	DET
cana-6233	174	23	item	item	NOUN
cana-6233	174	24	.	.	PUNCT
cana-6233	175	1	this	this	DET
cana-6233	175	2	statistic	statistic	NOUN
cana-6233	175	3	is	be	AUX
cana-6233	175	4	helpful	helpful	ADJ
cana-6233	175	5	in	in	ADP
cana-6233	175	6	assessing	assess	VERB
cana-6233	175	7	the	the	DET
cana-6233	175	8	quality	quality	NOUN
cana-6233	175	9	of	of	ADP
cana-6233	175	10	the	the	DET
cana-6233	175	11	first	first	ADJ
cana-6233	175	12	item	item	NOUN
cana-6233	175	13	suggestions	suggestion	NOUN
cana-6233	175	14	.	.	PUNCT
cana-6233	176	1	adjusting	adjust	VERB
cana-6233	176	2	the	the	DET
cana-6233	176	3	predicted	predict	VERB
cana-6233	176	4	bounding	bounding	NOUN
cana-6233	176	5	box	box	NOUN
cana-6233	176	6	by	by	ADP
cana-6233	176	7	a	a	DET
cana-6233	176	8	factor	factor	NOUN
cana-6233	176	9	of	of	ADP
cana-6233	176	10	iou	iou	PROPN
cana-6233	176	11	yields	yield	NOUN
cana-6233	176	12	the	the	DET
cana-6233	176	13	refined	refined	ADJ
cana-6233	176	14	bounding	bounding	NOUN
cana-6233	176	15	box	box	NOUN
cana-6233	176	16	coordinates	coordinate	NOUN
cana-6233	176	17	,	,	PUNCT
cana-6233	176	18	which	which	PRON
cana-6233	176	19	are	be	AUX
cana-6233	176	20	more	more	ADV
cana-6233	176	21	in	in	ADP
cana-6233	176	22	line	line	NOUN
cana-6233	176	23	with	with	ADP
cana-6233	176	24	the	the	DET
cana-6233	176	25	real	real	ADJ
cana-6233	176	26	object	object	NOUN
cana-6233	176	27	location	location	NOUN
cana-6233	176	28	.	.	PUNCT
cana-6233	177	1	the	the	DET
cana-6233	177	2	final	final	ADJ
cana-6233	177	3	bounding	bounding	NOUN
cana-6233	177	4	boxes	box	NOUN
cana-6233	177	5	produced	produce	VERB
cana-6233	177	6	by	by	ADP
cana-6233	177	7	this	this	DET
cana-6233	177	8	iterative	iterative	NOUN
cana-6233	177	9	method	method	NOUN
cana-6233	177	10	are	be	AUX
cana-6233	177	11	guaranteed	guarantee	VERB
cana-6233	177	12	to	to	PART
cana-6233	177	13	be	be	AUX
cana-6233	177	14	precise	precise	ADJ
cana-6233	177	15	and	and	CCONJ
cana-6233	177	16	to	to	PART
cana-6233	177	17	closely	closely	ADV
cana-6233	177	18	correspond	correspond	VERB
cana-6233	177	19	to	to	ADP
cana-6233	177	20	the	the	DET
cana-6233	177	21	ground	ground	NOUN
cana-6233	177	22	-	-	PUNCT
cana-6233	177	23	truth	truth	NOUN
cana-6233	177	24	annotations	annotation	NOUN
cana-6233	177	25	.	.	PUNCT
cana-6233	178	1	the	the	DET
cana-6233	178	2	iou	iou	PROPN
cana-6233	178	3	refinement	refinement	PROPN
cana-6233	178	4	algorithm	algorithm	NOUN
cana-6233	178	5	helps	help	VERB
cana-6233	178	6	greatly	greatly	ADV
cana-6233	178	7	in	in	ADP
cana-6233	178	8	decreasing	decrease	VERB
cana-6233	178	9	false	false	ADJ
cana-6233	178	10	positives	positive	NOUN
cana-6233	178	11	and	and	CCONJ
cana-6233	178	12	false	false	ADJ
cana-6233	178	13	negatives	negative	NOUN
cana-6233	178	14	,	,	PUNCT
cana-6233	178	15	resulting	result	VERB
cana-6233	178	16	to	to	ADP
cana-6233	178	17	more	more	ADV
cana-6233	178	18	trustworthy	trustworthy	ADJ
cana-6233	178	19	and	and	CCONJ
cana-6233	178	20	precise	precise	ADJ
cana-6233	178	21	detection	detection	NOUN
cana-6233	178	22	findings	finding	NOUN
cana-6233	178	23	,	,	PUNCT
cana-6233	178	24	especially	especially	ADV
cana-6233	178	25	in	in	ADP
cana-6233	178	26	the	the	DET
cana-6233	178	27	context	context	NOUN
cana-6233	178	28	of	of	ADP
cana-6233	178	29	industrial	industrial	ADJ
cana-6233	178	30	quality	quality	NOUN
cana-6233	178	31	control	control	NOUN
cana-6233	178	32	,	,	PUNCT
cana-6233	178	33	where	where	SCONJ
cana-6233	178	34	accuracy	accuracy	NOUN
cana-6233	178	35	is	be	AUX
cana-6233	178	36	of	of	ADP
cana-6233	178	37	the	the	DET
cana-6233	178	38	utmost	utmost	ADJ
cana-6233	178	39	importance	importance	NOUN
cana-6233	178	40	.	.	PUNCT
cana-6233	179	1	it	it	PRON
cana-6233	179	2	plays	play	VERB
cana-6233	179	3	a	a	DET
cana-6233	179	4	crucial	crucial	ADJ
cana-6233	179	5	role	role	NOUN
cana-6233	179	6	in	in	ADP
cana-6233	179	7	the	the	DET
cana-6233	179	8	proposed	propose	VERB
cana-6233	179	9	technique	technique	NOUN
cana-6233	179	10	,	,	PUNCT
cana-6233	179	11	improving	improve	VERB
cana-6233	179	12	quality	quality	NOUN
cana-6233	179	13	control	control	NOUN
cana-6233	179	14	by	by	ADP
cana-6233	179	15	making	make	VERB
cana-6233	179	16	sure	sure	ADJ
cana-6233	179	17	that	that	SCONJ
cana-6233	179	18	identified	identify	VERB
cana-6233	179	19	items	item	NOUN
cana-6233	179	20	match	match	VERB
cana-6233	179	21	the	the	DET
cana-6233	179	22	ground	ground	NOUN
cana-6233	179	23	truth	truth	NOUN
cana-6233	179	24	as	as	ADP
cana-6233	179	25	nearly	nearly	ADV
cana-6233	179	26	as	as	ADP
cana-6233	179	27	possible	possible	ADJ
cana-6233	179	28	.	.	PUNCT
cana-6233	180	1	communications	communication	NOUN
cana-6233	180	2	on	on	ADP
cana-6233	180	3	applied	apply	VERB
cana-6233	180	4	nonlinear	nonlinear	ADJ
cana-6233	180	5	analysis	analysis	NOUN
cana-6233	180	6	issn	issn	NOUN
cana-6233	180	7	:	:	PUNCT
cana-6233	180	8	1074	1074	NUM
cana-6233	180	9	-	-	PUNCT
cana-6233	180	10	133x	133x	NUM
cana-6233	180	11	vol	vol	NOUN
cana-6233	180	12	32	32	NUM
cana-6233	180	13	no	no	NOUN
cana-6233	180	14	.	.	NOUN
cana-6233	180	15	1	1	NUM
cana-6233	180	16	(	(	PUNCT
cana-6233	180	17	2025	2025	NUM
cana-6233	180	18	)	)	PUNCT
cana-6233	180	19	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	180	20	780	780	NUM
cana-6233	180	21	fig.4.iou	fig.4.iou	NOUN
cana-6233	180	22	refinement	refinement	NOUN
cana-6233	180	23	enhancing	enhance	VERB
cana-6233	180	24	object	object	NOUN
cana-6233	180	25	localization	localization	NOUN
cana-6233	180	26	as	as	SCONJ
cana-6233	180	27	shown	show	VERB
cana-6233	180	28	in	in	ADP
cana-6233	180	29	figure	figure	NOUN
cana-6233	180	30	4	4	NUM
cana-6233	180	31	,	,	PUNCT
cana-6233	180	32	the	the	DET
cana-6233	180	33	iou	iou	PROPN
cana-6233	180	34	refinement	refinement	NOUN
cana-6233	180	35	algorithm	algorithm	NOUN
cana-6233	180	36	prioritizes	prioritize	VERB
cana-6233	180	37	regions	region	NOUN
cana-6233	180	38	that	that	PRON
cana-6233	180	39	share	share	VERB
cana-6233	180	40	more	more	ADJ
cana-6233	180	41	than	than	ADP
cana-6233	180	42	one	one	NUM
cana-6233	180	43	intersection	intersection	NOUN
cana-6233	180	44	.	.	PUNCT
cana-6233	181	1	in	in	ADP
cana-6233	181	2	this	this	DET
cana-6233	181	3	example	example	NOUN
cana-6233	181	4	,	,	PUNCT
cana-6233	181	5	iou	iou	PROPN
cana-6233	181	6	is	be	AUX
cana-6233	181	7	used	use	VERB
cana-6233	181	8	to	to	PART
cana-6233	181	9	improve	improve	VERB
cana-6233	181	10	object	object	NOUN
cana-6233	181	11	localization	localization	NOUN
cana-6233	181	12	by	by	ADP
cana-6233	181	13	changing	change	VERB
cana-6233	181	14	bounding	bounding	NOUN
cana-6233	181	15	box	box	NOUN
cana-6233	181	16	coordinates	coordinate	NOUN
cana-6233	181	17	depending	depend	VERB
cana-6233	181	18	on	on	ADP
cana-6233	181	19	the	the	DET
cana-6233	181	20	degree	degree	NOUN
cana-6233	181	21	of	of	ADP
cana-6233	181	22	overlap	overlap	NOUN
cana-6233	181	23	with	with	ADP
cana-6233	181	24	ground	ground	NOUN
cana-6233	181	25	-	-	PUNCT
cana-6233	181	26	truth	truth	NOUN
cana-6233	181	27	bounding	bounding	NOUN
cana-6233	181	28	boxes	box	NOUN
cana-6233	181	29	,	,	PUNCT
cana-6233	181	30	resulting	result	VERB
cana-6233	181	31	in	in	ADP
cana-6233	181	32	more	more	ADV
cana-6233	181	33	precise	precise	ADJ
cana-6233	181	34	item	item	NOUN
cana-6233	181	35	placements	placement	NOUN
cana-6233	181	36	.	.	PUNCT
cana-6233	182	1	iv	iv	X
cana-6233	182	2	.	.	PUNCT
cana-6233	182	3	experimental	experimental	PROPN
cana-6233	182	4	set	set	VERB
cana-6233	182	5	up	up	ADP
cana-6233	182	6	the	the	DET
cana-6233	182	7	primary	primary	ADJ
cana-6233	182	8	objective	objective	NOUN
cana-6233	182	9	of	of	ADP
cana-6233	182	10	this	this	DET
cana-6233	182	11	experiment	experiment	NOUN
cana-6233	182	12	is	be	AUX
cana-6233	182	13	to	to	PART
cana-6233	182	14	evaluate	evaluate	VERB
cana-6233	182	15	the	the	DET
cana-6233	182	16	performance	performance	NOUN
cana-6233	182	17	of	of	ADP
cana-6233	182	18	the	the	DET
cana-6233	182	19	proposed	propose	VERB
cana-6233	182	20	real	real	ADJ
cana-6233	182	21	-	-	PUNCT
cana-6233	182	22	time	time	NOUN
cana-6233	182	23	object	object	NOUN
cana-6233	182	24	detection	detection	NOUN
cana-6233	182	25	framework	framework	NOUN
cana-6233	182	26	for	for	ADP
cana-6233	182	27	industrial	industrial	ADJ
cana-6233	182	28	quality	quality	NOUN
cana-6233	182	29	control	control	NOUN
cana-6233	182	30	.	.	PUNCT
cana-6233	183	1	the	the	DET
cana-6233	183	2	evaluation	evaluation	NOUN
cana-6233	183	3	focuses	focus	VERB
cana-6233	183	4	on	on	ADP
cana-6233	183	5	three	three	NUM
cana-6233	183	6	main	main	ADJ
cana-6233	183	7	aspects	aspect	NOUN
cana-6233	183	8	:	:	PUNCT
cana-6233	183	9	(	(	PUNCT
cana-6233	183	10	i	i	NOUN
cana-6233	183	11	)	)	PUNCT
cana-6233	183	12	detection	detection	NOUN
cana-6233	183	13	accuracy	accuracy	NOUN
cana-6233	183	14	across	across	ADP
cana-6233	183	15	diverse	diverse	ADJ
cana-6233	183	16	defect	defect	NOUN
cana-6233	183	17	types	type	NOUN
cana-6233	183	18	,	,	PUNCT
cana-6233	183	19	(	(	PUNCT
cana-6233	183	20	ii	ii	NOUN
cana-6233	183	21	)	)	PUNCT
cana-6233	183	22	system	system	NOUN
cana-6233	183	23	responsiveness	responsiveness	NOUN
cana-6233	183	24	and	and	CCONJ
cana-6233	183	25	energy	energy	NOUN
cana-6233	183	26	efficiency	efficiency	NOUN
cana-6233	183	27	during	during	ADP
cana-6233	183	28	real	real	ADJ
cana-6233	183	29	-	-	PUNCT
cana-6233	183	30	time	time	NOUN
cana-6233	183	31	operation	operation	NOUN
cana-6233	183	32	,	,	PUNCT
cana-6233	183	33	and	and	CCONJ
cana-6233	183	34	(	(	PUNCT
cana-6233	183	35	iii	iii	NOUN
cana-6233	183	36	)	)	PUNCT
cana-6233	183	37	robustness	robustness	NOUN
cana-6233	183	38	and	and	CCONJ
cana-6233	183	39	adaptability	adaptability	NOUN
cana-6233	183	40	to	to	ADP
cana-6233	183	41	variations	variation	NOUN
cana-6233	183	42	in	in	ADP
cana-6233	183	43	manufacturing	manufacturing	NOUN
cana-6233	183	44	conditions	condition	NOUN
cana-6233	183	45	such	such	ADJ
cana-6233	183	46	as	as	ADP
cana-6233	183	47	lighting	lighting	NOUN
cana-6233	183	48	,	,	PUNCT
cana-6233	183	49	motion	motion	NOUN
cana-6233	183	50	,	,	PUNCT
cana-6233	183	51	and	and	CCONJ
cana-6233	183	52	object	object	VERB
cana-6233	183	53	orientation	orientation	NOUN
cana-6233	183	54	.	.	PUNCT
cana-6233	184	1	the	the	DET
cana-6233	184	2	experiments	experiment	NOUN
cana-6233	184	3	were	be	AUX
cana-6233	184	4	conducted	conduct	VERB
cana-6233	184	5	using	use	VERB
cana-6233	184	6	an	an	DET
cana-6233	184	7	industrial	industrial	ADJ
cana-6233	184	8	-	-	PUNCT
cana-6233	184	9	grade	grade	NOUN
cana-6233	184	10	setup	setup	NOUN
cana-6233	184	11	that	that	PRON
cana-6233	184	12	reflects	reflect	VERB
cana-6233	184	13	real	real	ADJ
cana-6233	184	14	-	-	PUNCT
cana-6233	184	15	world	world	NOUN
cana-6233	184	16	production	production	NOUN
cana-6233	184	17	environments	environment	NOUN
cana-6233	184	18	.	.	PUNCT
cana-6233	185	1	high	high	ADJ
cana-6233	185	2	-	-	PUNCT
cana-6233	185	3	speed	speed	NOUN
cana-6233	185	4	global	global	ADJ
cana-6233	185	5	-	-	PUNCT
cana-6233	185	6	shutter	shutter	NOUN
cana-6233	185	7	cameras	camera	NOUN
cana-6233	185	8	(	(	PUNCT
cana-6233	185	9	1–5	1–5	PROPN
cana-6233	185	10	mp	mp	PROPN
cana-6233	185	11	,	,	PUNCT
cana-6233	185	12	60–240	60–240	PROPN
cana-6233	185	13	fps	fps	PROPN
cana-6233	185	14	)	)	PUNCT
cana-6233	185	15	with	with	ADP
cana-6233	185	16	controlled	control	VERB
cana-6233	185	17	led	lead	VERB
cana-6233	185	18	lighting	lighting	NOUN
cana-6233	185	19	were	be	AUX
cana-6233	185	20	installed	instal	VERB
cana-6233	185	21	on	on	ADP
cana-6233	185	22	the	the	DET
cana-6233	185	23	production	production	NOUN
cana-6233	185	24	line	line	NOUN
cana-6233	185	25	to	to	PART
cana-6233	185	26	capture	capture	VERB
cana-6233	185	27	live	live	ADJ
cana-6233	185	28	visual	visual	ADJ
cana-6233	185	29	data	datum	NOUN
cana-6233	185	30	.	.	PUNCT
cana-6233	186	1	two	two	NUM
cana-6233	186	2	types	type	NOUN
cana-6233	186	3	of	of	ADP
cana-6233	186	4	edge	edge	NOUN
cana-6233	186	5	devices	device	NOUN
cana-6233	186	6	were	be	AUX
cana-6233	186	7	used	use	VERB
cana-6233	186	8	for	for	ADP
cana-6233	186	9	inference	inference	NOUN
cana-6233	186	10	:	:	PUNCT
cana-6233	186	11	•	•	NOUN
cana-6233	186	12	edge	edge	NOUN
cana-6233	186	13	-	-	PUNCT
cana-6233	186	14	a	a	NOUN
cana-6233	186	15	:	:	PUNCT
cana-6233	186	16	nvidia	nvidia	PROPN
cana-6233	186	17	jetson	jetson	PROPN
cana-6233	186	18	orin	orin	PROPN
cana-6233	186	19	(	(	PUNCT
cana-6233	186	20	high	high	ADJ
cana-6233	186	21	-	-	PUNCT
cana-6233	186	22	performance	performance	NOUN
cana-6233	186	23	gpu	gpu	NOUN
cana-6233	186	24	-	-	PUNCT
cana-6233	186	25	based	base	VERB
cana-6233	186	26	device	device	NOUN
cana-6233	186	27	)	)	PUNCT
cana-6233	186	28	•	•	NOUN
cana-6233	186	29	edge	edge	NOUN
cana-6233	186	30	-	-	PUNCT
cana-6233	186	31	b	b	NOUN
cana-6233	186	32	:	:	PUNCT
cana-6233	186	33	google	google	PROPN
cana-6233	186	34	coral	coral	PROPN
cana-6233	186	35	dev	dev	PROPN
cana-6233	186	36	board	board	PROPN
cana-6233	186	37	(	(	PUNCT
cana-6233	186	38	low	low	ADJ
cana-6233	186	39	-	-	PUNCT
cana-6233	186	40	power	power	NOUN
cana-6233	186	41	tpu	tpu	NOUN
cana-6233	186	42	-	-	PUNCT
cana-6233	186	43	based	base	VERB
cana-6233	186	44	device	device	NOUN
cana-6233	186	45	)	)	PUNCT
cana-6233	186	46	an	an	DET
cana-6233	186	47	on	on	ADP
cana-6233	186	48	-	-	PUNCT
cana-6233	186	49	premise	premise	ADJ
cana-6233	186	50	edge	edge	NOUN
cana-6233	186	51	server	server	NOUN
cana-6233	186	52	with	with	ADP
cana-6233	186	53	an	an	DET
cana-6233	186	54	nvidia	nvidia	PROPN
cana-6233	186	55	rtx	rtx	PROPN
cana-6233	186	56	gpu	gpu	PROPN
cana-6233	186	57	was	be	AUX
cana-6233	186	58	used	use	VERB
cana-6233	186	59	for	for	ADP
cana-6233	186	60	data	data	NOUN
cana-6233	186	61	aggregation	aggregation	NOUN
cana-6233	186	62	and	and	CCONJ
cana-6233	186	63	temporary	temporary	ADJ
cana-6233	186	64	storage	storage	NOUN
cana-6233	186	65	.	.	PUNCT
cana-6233	187	1	model	model	NOUN
cana-6233	187	2	training	training	NOUN
cana-6233	187	3	and	and	CCONJ
cana-6233	187	4	optimization	optimization	NOUN
cana-6233	187	5	were	be	AUX
cana-6233	187	6	performed	perform	VERB
cana-6233	187	7	on	on	ADP
cana-6233	187	8	a	a	DET
cana-6233	187	9	cloud	cloud	NOUN
cana-6233	187	10	-	-	PUNCT
cana-6233	187	11	based	base	VERB
cana-6233	187	12	gpu	gpu	NOUN
cana-6233	187	13	workstation	workstation	NOUN
cana-6233	187	14	equipped	equip	VERB
cana-6233	187	15	with	with	ADP
cana-6233	187	16	an	an	DET
cana-6233	187	17	nvidia	nvidia	PROPN
cana-6233	187	18	a100	a100	PROPN
cana-6233	187	19	processor	processor	NOUN
cana-6233	187	20	.	.	PUNCT
cana-6233	188	1	all	all	DET
cana-6233	188	2	systems	system	NOUN
cana-6233	188	3	were	be	AUX
cana-6233	188	4	connected	connect	VERB
cana-6233	188	5	through	through	ADP
cana-6233	188	6	a	a	DET
cana-6233	188	7	secure	secure	ADJ
cana-6233	188	8	local	local	ADJ
cana-6233	188	9	network	network	NOUN
cana-6233	188	10	to	to	PART
cana-6233	188	11	minimize	minimize	VERB
cana-6233	188	12	latency	latency	NOUN
cana-6233	188	13	.	.	PUNCT
cana-6233	189	1	software	software	NOUN
cana-6233	189	2	frameworks	framework	NOUN
cana-6233	189	3	included	include	VERB
cana-6233	189	4	pytorch	pytorch	NOUN
cana-6233	189	5	for	for	ADP
cana-6233	189	6	training	training	NOUN
cana-6233	189	7	,	,	PUNCT
cana-6233	189	8	tensorrt	tensorrt	NOUN
cana-6233	189	9	for	for	ADP
cana-6233	189	10	edge	edge	NOUN
cana-6233	189	11	deployment	deployment	NOUN
cana-6233	189	12	,	,	PUNCT
cana-6233	189	13	and	and	CCONJ
cana-6233	189	14	opencv	opencv	NOUN
cana-6233	189	15	for	for	ADP
cana-6233	189	16	preprocessing	preprocesse	VERB
cana-6233	189	17	.	.	PUNCT
cana-6233	190	1	all	all	DET
cana-6233	190	2	experiments	experiment	NOUN
cana-6233	190	3	were	be	AUX
cana-6233	190	4	conducted	conduct	VERB
cana-6233	190	5	under	under	ADP
cana-6233	190	6	ubuntu	ubuntu	NOUN
cana-6233	190	7	22.04	22.04	NUM
cana-6233	190	8	with	with	ADP
cana-6233	190	9	cuda	cuda	NOUN
cana-6233	190	10	and	and	CCONJ
cana-6233	190	11	cudnn	cudnn	NOUN
cana-6233	190	12	acceleration	acceleration	NOUN
cana-6233	190	13	.	.	PUNCT
cana-6233	191	1	a	a	DET
cana-6233	191	2	custom	custom	NOUN
cana-6233	191	3	dataset	dataset	NOUN
cana-6233	191	4	was	be	AUX
cana-6233	191	5	created	create	VERB
cana-6233	191	6	using	use	VERB
cana-6233	191	7	video	video	NOUN
cana-6233	191	8	streams	stream	NOUN
cana-6233	191	9	collected	collect	VERB
cana-6233	191	10	from	from	ADP
cana-6233	191	11	three	three	NUM
cana-6233	191	12	industrial	industrial	ADJ
cana-6233	191	13	production	production	NOUN
cana-6233	191	14	lines	line	NOUN
cana-6233	191	15	representing	represent	VERB
cana-6233	191	16	different	different	ADJ
cana-6233	191	17	product	product	NOUN
cana-6233	191	18	categories	category	NOUN
cana-6233	191	19	.	.	PUNCT
cana-6233	192	1	each	each	DET
cana-6233	192	2	dataset	dataset	NOUN
cana-6233	192	3	included	include	VERB
cana-6233	192	4	both	both	CCONJ
cana-6233	192	5	normal	normal	ADJ
cana-6233	192	6	and	and	CCONJ
cana-6233	192	7	defective	defective	ADJ
cana-6233	192	8	samples	sample	NOUN
cana-6233	192	9	under	under	ADP
cana-6233	192	10	varied	varied	ADJ
cana-6233	192	11	illumination	illumination	NOUN
cana-6233	192	12	and	and	CCONJ
cana-6233	192	13	conveyor	conveyor	NOUN
cana-6233	192	14	speeds	speed	NOUN
cana-6233	192	15	.	.	PUNCT
cana-6233	193	1	the	the	DET
cana-6233	193	2	dataset	dataset	NOUN
cana-6233	193	3	comprised	comprise	VERB
cana-6233	193	4	approximately	approximately	ADV
cana-6233	193	5	20,000	20,000	NUM
cana-6233	193	6	annotated	annotate	VERB
cana-6233	193	7	images	image	NOUN
cana-6233	193	8	,	,	PUNCT
cana-6233	193	9	categorized	categorize	VERB
cana-6233	193	10	into	into	ADP
cana-6233	193	11	critical	critical	ADJ
cana-6233	193	12	,	,	PUNCT
cana-6233	193	13	major	major	ADJ
cana-6233	193	14	,	,	PUNCT
cana-6233	193	15	and	and	CCONJ
cana-6233	193	16	minor	minor	ADJ
cana-6233	193	17	defects	defect	NOUN
cana-6233	193	18	.	.	PUNCT
cana-6233	194	1	annotations	annotation	NOUN
cana-6233	194	2	were	be	AUX
cana-6233	194	3	performed	perform	VERB
cana-6233	194	4	using	use	VERB
cana-6233	194	5	cvat	cvat	NOUN
cana-6233	194	6	,	,	PUNCT
cana-6233	194	7	following	follow	VERB
cana-6233	194	8	a	a	DET
cana-6233	194	9	standardized	standardized	ADJ
cana-6233	194	10	labeling	labeling	NOUN
cana-6233	194	11	protocol	protocol	NOUN
cana-6233	194	12	with	with	ADP
cana-6233	194	13	bounding	bounding	NOUN
cana-6233	194	14	boxes	box	NOUN
cana-6233	194	15	and	and	CCONJ
cana-6233	194	16	defect	defect	ADJ
cana-6233	194	17	classes	class	NOUN
cana-6233	194	18	.	.	PUNCT
cana-6233	195	1	the	the	DET
cana-6233	195	2	data	datum	NOUN
cana-6233	195	3	were	be	AUX
cana-6233	195	4	divided	divide	VERB
cana-6233	195	5	into	into	ADP
cana-6233	195	6	training	training	NOUN
cana-6233	195	7	(	(	PUNCT
cana-6233	195	8	70	70	NUM
cana-6233	195	9	%	%	NOUN
cana-6233	195	10	)	)	PUNCT
cana-6233	195	11	,	,	PUNCT
cana-6233	195	12	validation	validation	NOUN
cana-6233	195	13	(	(	PUNCT
cana-6233	195	14	15	15	NUM
cana-6233	195	15	%	%	NOUN
cana-6233	195	16	)	)	PUNCT
cana-6233	195	17	,	,	PUNCT
cana-6233	195	18	and	and	CCONJ
cana-6233	195	19	testing	testing	NOUN
cana-6233	195	20	(	(	PUNCT
cana-6233	195	21	15	15	NUM
cana-6233	195	22	%	%	NOUN
cana-6233	195	23	)	)	PUNCT
cana-6233	195	24	sets	set	NOUN
cana-6233	195	25	,	,	PUNCT
cana-6233	195	26	ensuring	ensure	VERB
cana-6233	195	27	that	that	SCONJ
cana-6233	195	28	frames	frame	NOUN
cana-6233	195	29	from	from	ADP
cana-6233	195	30	the	the	DET
cana-6233	195	31	same	same	ADJ
cana-6233	195	32	production	production	NOUN
cana-6233	195	33	run	run	NOUN
cana-6233	195	34	were	be	AUX
cana-6233	195	35	not	not	PART
cana-6233	195	36	split	split	VERB
cana-6233	195	37	across	across	ADP
cana-6233	195	38	sets	set	NOUN
cana-6233	195	39	.	.	PUNCT
cana-6233	196	1	data	datum	NOUN
cana-6233	196	2	augmentation	augmentation	NOUN
cana-6233	196	3	techniques	technique	NOUN
cana-6233	196	4	such	such	ADJ
cana-6233	196	5	as	as	ADP
cana-6233	196	6	rotation	rotation	NOUN
cana-6233	196	7	,	,	PUNCT
cana-6233	196	8	brightness	brightness	NOUN
cana-6233	196	9	adjustment	adjustment	NOUN
cana-6233	196	10	,	,	PUNCT
cana-6233	196	11	and	and	CCONJ
cana-6233	196	12	motion	motion	NOUN
cana-6233	196	13	blur	blur	PROPN
cana-6233	196	14	simulation	simulation	NOUN
cana-6233	196	15	were	be	AUX
cana-6233	196	16	applied	apply	VERB
cana-6233	196	17	to	to	PART
cana-6233	196	18	improve	improve	VERB
cana-6233	196	19	generalization	generalization	NOUN
cana-6233	196	20	.	.	PUNCT
cana-6233	197	1	communications	communication	NOUN
cana-6233	197	2	on	on	ADP
cana-6233	197	3	applied	apply	VERB
cana-6233	197	4	nonlinear	nonlinear	ADJ
cana-6233	197	5	analysis	analysis	NOUN
cana-6233	197	6	issn	issn	NOUN
cana-6233	197	7	:	:	PUNCT
cana-6233	197	8	1074	1074	NUM
cana-6233	197	9	-	-	PUNCT
cana-6233	197	10	133x	133x	NUM
cana-6233	197	11	vol	vol	NOUN
cana-6233	197	12	32	32	NUM
cana-6233	197	13	no	no	NOUN
cana-6233	197	14	.	.	NOUN
cana-6233	197	15	1	1	NUM
cana-6233	197	16	(	(	PUNCT
cana-6233	197	17	2025	2025	NUM
cana-6233	197	18	)	)	PUNCT
cana-6233	198	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	198	2	781	781	NUM
cana-6233	198	3	four	four	NUM
cana-6233	198	4	detection	detection	NOUN
cana-6233	198	5	architectures	architecture	NOUN
cana-6233	198	6	were	be	AUX
cana-6233	198	7	evaluated	evaluate	VERB
cana-6233	198	8	:	:	PUNCT
cana-6233	198	9	faster	fast	ADV
cana-6233	198	10	r	r	X
cana-6233	198	11	-	-	PUNCT
cana-6233	198	12	cnn	cnn	PROPN
cana-6233	198	13	,	,	PUNCT
cana-6233	198	14	yolov5	yolov5	PROPN
cana-6233	198	15	,	,	PUNCT
cana-6233	198	16	efficientdet	efficientdet	PROPN
cana-6233	198	17	,	,	PUNCT
cana-6233	198	18	and	and	CCONJ
cana-6233	198	19	the	the	DET
cana-6233	198	20	proposed	propose	VERB
cana-6233	198	21	two	two	NUM
cana-6233	198	22	-	-	PUNCT
cana-6233	198	23	stage	stage	NOUN
cana-6233	198	24	rpn	rpn	NOUN
cana-6233	198	25	-	-	PUNCT
cana-6233	198	26	based	base	VERB
cana-6233	198	27	model	model	NOUN
cana-6233	198	28	with	with	ADP
cana-6233	198	29	dynamic	dynamic	ADJ
cana-6233	198	30	scaling	scaling	NOUN
cana-6233	198	31	.	.	PUNCT
cana-6233	199	1	all	all	DET
cana-6233	199	2	models	model	NOUN
cana-6233	199	3	were	be	AUX
cana-6233	199	4	trained	train	VERB
cana-6233	199	5	using	use	VERB
cana-6233	199	6	the	the	DET
cana-6233	199	7	same	same	ADJ
cana-6233	199	8	dataset	dataset	NOUN
cana-6233	199	9	and	and	CCONJ
cana-6233	199	10	hyperparameters	hyperparameter	NOUN
cana-6233	199	11	to	to	PART
cana-6233	199	12	ensure	ensure	VERB
cana-6233	199	13	fairness	fairness	NOUN
cana-6233	199	14	.	.	PUNCT
cana-6233	200	1	training	training	NOUN
cana-6233	200	2	was	be	AUX
cana-6233	200	3	conducted	conduct	VERB
cana-6233	200	4	for	for	ADP
cana-6233	200	5	60	60	NUM
cana-6233	200	6	epochs	epoch	NOUN
cana-6233	200	7	using	use	VERB
cana-6233	200	8	the	the	DET
cana-6233	200	9	sgd	sgd	NOUN
cana-6233	200	10	optimizer	optimizer	NOUN
cana-6233	200	11	(	(	PUNCT
cana-6233	200	12	learning	learn	VERB
cana-6233	200	13	rate	rate	NOUN
cana-6233	200	14	=	=	NOUN
cana-6233	200	15	0.01	0.01	NUM
cana-6233	200	16	,	,	PUNCT
cana-6233	200	17	momentum	momentum	NOUN
cana-6233	200	18	=	=	SYM
cana-6233	200	19	0.9	0.9	NUM
cana-6233	200	20	)	)	PUNCT
cana-6233	200	21	with	with	ADP
cana-6233	200	22	early	early	ADJ
cana-6233	200	23	stopping	stopping	NOUN
cana-6233	200	24	based	base	VERB
cana-6233	200	25	on	on	ADP
cana-6233	200	26	validation	validation	NOUN
cana-6233	200	27	mean	mean	ADJ
cana-6233	200	28	average	average	ADJ
cana-6233	200	29	precision	precision	NOUN
cana-6233	200	30	(	(	PUNCT
cana-6233	200	31	map	map	NOUN
cana-6233	200	32	)	)	PUNCT
cana-6233	200	33	.	.	PUNCT
cana-6233	201	1	the	the	DET
cana-6233	201	2	best	well	ADV
cana-6233	201	3	-	-	PUNCT
cana-6233	201	4	performing	perform	VERB
cana-6233	201	5	weights	weight	NOUN
cana-6233	201	6	were	be	AUX
cana-6233	201	7	exported	export	VERB
cana-6233	201	8	to	to	ADP
cana-6233	201	9	onnx	onnx	NOUN
cana-6233	201	10	format	format	NOUN
cana-6233	201	11	and	and	CCONJ
cana-6233	201	12	optimized	optimize	VERB
cana-6233	201	13	using	use	VERB
cana-6233	201	14	tensorrt	tensorrt	NOUN
cana-6233	201	15	for	for	ADP
cana-6233	201	16	edge	edge	NOUN
cana-6233	201	17	deployment	deployment	NOUN
cana-6233	201	18	.	.	PUNCT
cana-6233	202	1	quantization	quantization	NOUN
cana-6233	202	2	(	(	PUNCT
cana-6233	202	3	int8	int8	NOUN
cana-6233	202	4	)	)	PUNCT
cana-6233	202	5	and	and	CCONJ
cana-6233	202	6	pruning	pruning	NOUN
cana-6233	202	7	were	be	AUX
cana-6233	202	8	applied	apply	VERB
cana-6233	202	9	to	to	PART
cana-6233	202	10	evaluate	evaluate	VERB
cana-6233	202	11	the	the	DET
cana-6233	202	12	trade	trade	NOUN
cana-6233	202	13	-	-	PUNCT
cana-6233	202	14	off	off	NOUN
cana-6233	202	15	between	between	ADP
cana-6233	202	16	accuracy	accuracy	NOUN
cana-6233	202	17	and	and	CCONJ
cana-6233	202	18	energy	energy	NOUN
cana-6233	202	19	consumption	consumption	NOUN
cana-6233	202	20	.	.	PUNCT
cana-6233	203	1	a	a	DET
cana-6233	203	2	pilot	pilot	NOUN
cana-6233	203	3	implementation	implementation	NOUN
cana-6233	203	4	was	be	AUX
cana-6233	203	5	carried	carry	VERB
cana-6233	203	6	out	out	ADP
cana-6233	203	7	on	on	ADP
cana-6233	203	8	an	an	DET
cana-6233	203	9	active	active	ADJ
cana-6233	203	10	production	production	NOUN
cana-6233	203	11	line	line	NOUN
cana-6233	203	12	for	for	ADP
cana-6233	203	13	two	two	NUM
cana-6233	203	14	weeks	week	NOUN
cana-6233	203	15	.	.	PUNCT
cana-6233	204	1	the	the	DET
cana-6233	204	2	system	system	NOUN
cana-6233	204	3	operated	operate	VERB
cana-6233	204	4	in	in	ADP
cana-6233	204	5	parallel	parallel	NOUN
cana-6233	204	6	with	with	ADP
cana-6233	204	7	human	human	ADJ
cana-6233	204	8	inspectors	inspector	NOUN
cana-6233	204	9	to	to	PART
cana-6233	204	10	compare	compare	VERB
cana-6233	204	11	performance	performance	NOUN
cana-6233	204	12	in	in	ADP
cana-6233	204	13	real	real	ADJ
cana-6233	204	14	-	-	PUNCT
cana-6233	204	15	time	time	NOUN
cana-6233	204	16	.	.	PUNCT
cana-6233	205	1	each	each	DET
cana-6233	205	2	detection	detection	NOUN
cana-6233	205	3	was	be	AUX
cana-6233	205	4	logged	log	VERB
cana-6233	205	5	,	,	PUNCT
cana-6233	205	6	and	and	CCONJ
cana-6233	205	7	operator	operator	NOUN
cana-6233	205	8	feedback	feedback	NOUN
cana-6233	205	9	was	be	AUX
cana-6233	205	10	collected	collect	VERB
cana-6233	205	11	through	through	ADP
cana-6233	205	12	a	a	DET
cana-6233	205	13	user	user	NOUN
cana-6233	205	14	interface	interface	NOUN
cana-6233	205	15	displaying	display	VERB
cana-6233	205	16	confidence	confidence	NOUN
cana-6233	205	17	levels	level	NOUN
cana-6233	205	18	and	and	CCONJ
cana-6233	205	19	heatmaps	heatmap	NOUN
cana-6233	205	20	for	for	ADP
cana-6233	205	21	explainability	explainability	NOUN
cana-6233	205	22	.	.	PUNCT
cana-6233	206	1	statistical	statistical	ADJ
cana-6233	206	2	analysis	analysis	NOUN
cana-6233	206	3	of	of	ADP
cana-6233	206	4	false	false	ADJ
cana-6233	206	5	alarms	alarm	NOUN
cana-6233	206	6	,	,	PUNCT
cana-6233	206	7	missed	miss	VERB
cana-6233	206	8	detections	detection	NOUN
cana-6233	206	9	,	,	PUNCT
cana-6233	206	10	and	and	CCONJ
cana-6233	206	11	operator	operator	NOUN
cana-6233	206	12	response	response	NOUN
cana-6233	206	13	times	time	NOUN
cana-6233	206	14	was	be	AUX
cana-6233	206	15	used	use	VERB
cana-6233	206	16	to	to	PART
cana-6233	206	17	validate	validate	VERB
cana-6233	206	18	system	system	NOUN
cana-6233	206	19	reliability	reliability	NOUN
cana-6233	206	20	and	and	CCONJ
cana-6233	206	21	usability	usability	NOUN
cana-6233	206	22	.	.	PUNCT
cana-6233	207	1	fig.5	fig.5	PROPN
cana-6233	207	2	.	.	PUNCT
cana-6233	207	3	industrial	industrial	ADJ
cana-6233	207	4	quality	quality	NOUN
cana-6233	207	5	control	control	VERB
cana-6233	207	6	4.1	4.1	NUM
cana-6233	207	7	testing	testing	NOUN
cana-6233	207	8	robustness	robustness	NOUN
cana-6233	207	9	under	under	ADP
cana-6233	207	10	environmental	environmental	ADJ
cana-6233	207	11	variations	variation	NOUN
cana-6233	207	12	•	•	ADP
cana-6233	207	13	dedicated	dedicate	VERB
cana-6233	207	14	evaluation	evaluation	NOUN
cana-6233	207	15	protocols	protocol	NOUN
cana-6233	207	16	:	:	PUNCT
cana-6233	207	17	establish	establish	VERB
cana-6233	207	18	standardized	standardized	ADJ
cana-6233	207	19	testing	testing	NOUN
cana-6233	207	20	procedures	procedure	NOUN
cana-6233	207	21	using	use	VERB
cana-6233	207	22	datasets	dataset	NOUN
cana-6233	207	23	that	that	PRON
cana-6233	207	24	include	include	VERB
cana-6233	207	25	diverse	diverse	ADJ
cana-6233	207	26	environmental	environmental	ADJ
cana-6233	207	27	conditions	condition	NOUN
cana-6233	207	28	such	such	ADJ
cana-6233	207	29	as	as	ADP
cana-6233	207	30	varying	vary	VERB
cana-6233	207	31	lighting	lighting	NOUN
cana-6233	207	32	,	,	PUNCT
cana-6233	207	33	dust	dust	NOUN
cana-6233	207	34	,	,	PUNCT
cana-6233	207	35	occlusions	occlusion	NOUN
cana-6233	207	36	,	,	PUNCT
cana-6233	207	37	and	and	CCONJ
cana-6233	207	38	motion	motion	NOUN
cana-6233	207	39	blur	blur	NOUN
cana-6233	207	40	•	•	NUM
cana-6233	207	41	controlled	control	VERB
cana-6233	207	42	experiments	experiment	NOUN
cana-6233	207	43	:	:	PUNCT
cana-6233	207	44	conduct	conduct	NOUN
cana-6233	207	45	controlled	control	VERB
cana-6233	207	46	experiments	experiment	NOUN
cana-6233	207	47	simulating	simulate	VERB
cana-6233	207	48	environmental	environmental	ADJ
cana-6233	207	49	changes	change	NOUN
cana-6233	207	50	to	to	PART
cana-6233	207	51	assess	assess	VERB
cana-6233	207	52	detector	detector	NOUN
cana-6233	207	53	performance	performance	NOUN
cana-6233	207	54	degradation	degradation	NOUN
cana-6233	207	55	and	and	CCONJ
cana-6233	207	56	identify	identify	VERB
cana-6233	207	57	failure	failure	NOUN
cana-6233	207	58	modes	mode	NOUN
cana-6233	207	59	.	.	PUNCT
cana-6233	208	1	•	•	NUM
cana-6233	208	2	real	real	ADJ
cana-6233	208	3	-	-	PUNCT
cana-6233	208	4	world	world	NOUN
cana-6233	208	5	field	field	NOUN
cana-6233	208	6	tests	test	NOUN
cana-6233	208	7	:	:	PUNCT
cana-6233	208	8	deploy	deploy	VERB
cana-6233	208	9	prototypes	prototype	NOUN
cana-6233	208	10	on	on	ADP
cana-6233	208	11	manufacturing	manufacture	VERB
cana-6233	208	12	lines	line	NOUN
cana-6233	208	13	across	across	ADP
cana-6233	208	14	different	different	ADJ
cana-6233	208	15	environments	environment	NOUN
cana-6233	208	16	to	to	PART
cana-6233	208	17	evaluate	evaluate	VERB
cana-6233	208	18	robustness	robustness	NOUN
cana-6233	208	19	in	in	ADP
cana-6233	208	20	operational	operational	ADJ
cana-6233	208	21	settings	setting	NOUN
cana-6233	208	22	.	.	PUNCT
cana-6233	209	1	collect	collect	VERB
cana-6233	209	2	performance	performance	NOUN
cana-6233	209	3	metrics	metric	NOUN
cana-6233	209	4	like	like	ADP
cana-6233	209	5	false	false	ADJ
cana-6233	209	6	positives	positive	NOUN
cana-6233	209	7	/	/	SYM
cana-6233	209	8	negatives	negative	NOUN
cana-6233	209	9	under	under	ADP
cana-6233	209	10	these	these	DET
cana-6233	209	11	conditions	condition	NOUN
cana-6233	209	12	.	.	PUNCT
cana-6233	210	1	•	•	NUM
cana-6233	210	2	continuous	continuous	ADJ
cana-6233	210	3	data	datum	NOUN
cana-6233	210	4	collection	collection	NOUN
cana-6233	210	5	:	:	PUNCT
cana-6233	210	6	implement	implement	VERB
cana-6233	210	7	ongoing	ongoing	ADJ
cana-6233	210	8	data	datum	NOUN
cana-6233	210	9	collection	collection	NOUN
cana-6233	210	10	under	under	ADP
cana-6233	210	11	varying	vary	VERB
cana-6233	210	12	conditions	condition	NOUN
cana-6233	210	13	to	to	PART
cana-6233	210	14	facilitate	facilitate	VERB
cana-6233	210	15	model	model	NOUN
cana-6233	210	16	retraining	retraining	NOUN
cana-6233	210	17	and	and	CCONJ
cana-6233	210	18	refinement	refinement	NOUN
cana-6233	210	19	,	,	PUNCT
cana-6233	210	20	ensuring	ensure	VERB
cana-6233	210	21	sustained	sustained	ADJ
cana-6233	210	22	robustness	robustness	NOUN
cana-6233	210	23	over	over	ADP
cana-6233	210	24	time	time	NOUN
cana-6233	210	25	.	.	PUNCT
cana-6233	211	1	communications	communication	NOUN
cana-6233	211	2	on	on	ADP
cana-6233	211	3	applied	apply	VERB
cana-6233	211	4	nonlinear	nonlinear	ADJ
cana-6233	211	5	analysis	analysis	NOUN
cana-6233	211	6	issn	issn	NOUN
cana-6233	211	7	:	:	PUNCT
cana-6233	211	8	1074	1074	NUM
cana-6233	211	9	-	-	PUNCT
cana-6233	211	10	133x	133x	NUM
cana-6233	211	11	vol	vol	NOUN
cana-6233	211	12	32	32	NUM
cana-6233	211	13	no	no	NOUN
cana-6233	211	14	.	.	NOUN
cana-6233	211	15	1	1	NUM
cana-6233	211	16	(	(	PUNCT
cana-6233	211	17	2025	2025	NUM
cana-6233	211	18	)	)	PUNCT
cana-6233	211	19	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	211	20	782	782	NUM
cana-6233	211	21	4.2	4.2	NUM
cana-6233	211	22	.	.	PUNCT
cana-6233	212	1	system	system	NOUN
cana-6233	212	2	reliability	reliability	NOUN
cana-6233	212	3	testing	testing	NOUN
cana-6233	212	4	•	•	NOUN
cana-6233	212	5	sensor	sensor	NOUN
cana-6233	212	6	and	and	CCONJ
cana-6233	212	7	hardware	hardware	NOUN
cana-6233	212	8	diagnostics	diagnostic	NOUN
cana-6233	212	9	:	:	PUNCT
cana-6233	212	10	integrate	integrate	VERB
cana-6233	212	11	health	health	NOUN
cana-6233	212	12	monitoring	monitoring	NOUN
cana-6233	212	13	modules	module	NOUN
cana-6233	212	14	that	that	PRON
cana-6233	212	15	continuously	continuously	ADV
cana-6233	212	16	assess	assess	VERB
cana-6233	212	17	camera	camera	NOUN
cana-6233	212	18	status	status	NOUN
cana-6233	212	19	,	,	PUNCT
cana-6233	212	20	lighting	lighting	NOUN
cana-6233	212	21	conditions	condition	NOUN
cana-6233	212	22	,	,	PUNCT
cana-6233	212	23	and	and	CCONJ
cana-6233	212	24	network	network	NOUN
cana-6233	212	25	connectivity	connectivity	NOUN
cana-6233	212	26	.	.	PUNCT
cana-6233	213	1	schedule	schedule	NOUN
cana-6233	213	2	periodic	periodic	ADJ
cana-6233	213	3	diagnostics	diagnostic	NOUN
cana-6233	213	4	to	to	PART
cana-6233	213	5	preempt	preempt	VERB
cana-6233	213	6	failures	failure	NOUN
cana-6233	213	7	.	.	PUNCT
cana-6233	214	1	•	•	NUM
cana-6233	214	2	failover	failover	NOUN
cana-6233	214	3	and	and	CCONJ
cana-6233	214	4	redundancy	redundancy	NOUN
cana-6233	214	5	testing	testing	NOUN
cana-6233	214	6	:	:	PUNCT
cana-6233	214	7	validate	validate	VERB
cana-6233	214	8	automatic	automatic	ADJ
cana-6233	214	9	failover	failover	NOUN
cana-6233	214	10	mechanisms	mechanism	NOUN
cana-6233	214	11	by	by	ADP
cana-6233	214	12	simulating	simulate	VERB
cana-6233	214	13	sensor	sensor	NOUN
cana-6233	214	14	or	or	CCONJ
cana-6233	214	15	hardware	hardware	NOUN
cana-6233	214	16	failures	failure	NOUN
cana-6233	214	17	to	to	PART
cana-6233	214	18	ensure	ensure	VERB
cana-6233	214	19	continuous	continuous	ADJ
cana-6233	214	20	operation	operation	NOUN
cana-6233	214	21	without	without	ADP
cana-6233	214	22	human	human	ADJ
cana-6233	214	23	intervention	intervention	NOUN
cana-6233	214	24	.	.	PUNCT
cana-6233	215	1	•	•	NUM
cana-6233	215	2	long	long	ADJ
cana-6233	215	3	-	-	PUNCT
cana-6233	215	4	term	term	NOUN
cana-6233	215	5	stability	stability	NOUN
cana-6233	215	6	trials	trial	NOUN
cana-6233	215	7	:	:	PUNCT
cana-6233	215	8	conduct	conduct	VERB
cana-6233	215	9	prolonged	prolong	VERB
cana-6233	215	10	operational	operational	ADJ
cana-6233	215	11	testing	testing	NOUN
cana-6233	215	12	to	to	PART
cana-6233	215	13	evaluate	evaluate	VERB
cana-6233	215	14	system	system	NOUN
cana-6233	215	15	uptime	uptime	NOUN
cana-6233	215	16	,	,	PUNCT
cana-6233	215	17	latency	latency	NOUN
cana-6233	215	18	stability	stability	NOUN
cana-6233	215	19	,	,	PUNCT
cana-6233	215	20	and	and	CCONJ
cana-6233	215	21	performance	performance	NOUN
cana-6233	215	22	consistency	consistency	NOUN
cana-6233	215	23	.	.	PUNCT
cana-6233	216	1	log	log	VERB
cana-6233	216	2	incidents	incident	NOUN
cana-6233	216	3	to	to	PART
cana-6233	216	4	identify	identify	VERB
cana-6233	216	5	reliability	reliability	NOUN
cana-6233	216	6	bottlenecks	bottleneck	NOUN
cana-6233	216	7	.	.	PUNCT
cana-6233	217	1	•	•	NUM
cana-6233	217	2	security	security	NOUN
cana-6233	217	3	and	and	CCONJ
cana-6233	217	4	safety	safety	NOUN
cana-6233	217	5	validation	validation	NOUN
cana-6233	217	6	:	:	PUNCT
cana-6233	217	7	perform	perform	VERB
cana-6233	217	8	adversarial	adversarial	ADJ
cana-6233	217	9	testing	testing	NOUN
cana-6233	217	10	and	and	CCONJ
cana-6233	217	11	sensor	sensor	NOUN
cana-6233	217	12	failure	failure	NOUN
cana-6233	217	13	simulations	simulation	NOUN
cana-6233	217	14	to	to	PART
cana-6233	217	15	verify	verify	VERB
cana-6233	217	16	the	the	DET
cana-6233	217	17	resilience	resilience	NOUN
cana-6233	217	18	of	of	ADP
cana-6233	217	19	the	the	DET
cana-6233	217	20	detection	detection	NOUN
cana-6233	217	21	system	system	NOUN
cana-6233	217	22	against	against	ADP
cana-6233	217	23	unexpected	unexpected	ADJ
cana-6233	217	24	disturbances	disturbance	NOUN
cana-6233	217	25	.	.	PUNCT
cana-6233	218	1	4.3	4.3	NUM
cana-6233	218	2	robustness	robustness	NOUN
cana-6233	218	3	and	and	CCONJ
cana-6233	218	4	reliability	reliability	NOUN
cana-6233	218	5	testing	testing	NOUN
cana-6233	218	6	protocols	protocol	NOUN
cana-6233	218	7	to	to	PART
cana-6233	218	8	ensure	ensure	VERB
cana-6233	218	9	system	system	NOUN
cana-6233	218	10	robustness	robustness	NOUN
cana-6233	218	11	,	,	PUNCT
cana-6233	218	12	dedicated	dedicated	ADJ
cana-6233	218	13	evaluations	evaluation	NOUN
cana-6233	218	14	will	will	AUX
cana-6233	218	15	be	be	AUX
cana-6233	218	16	conducted	conduct	VERB
cana-6233	218	17	under	under	ADP
cana-6233	218	18	varying	vary	VERB
cana-6233	218	19	environmental	environmental	ADJ
cana-6233	218	20	conditions	condition	NOUN
cana-6233	218	21	—	—	PUNCT
cana-6233	218	22	including	include	VERB
cana-6233	218	23	brightness	brightness	NOUN
cana-6233	218	24	variations	variation	NOUN
cana-6233	218	25	,	,	PUNCT
cana-6233	218	26	dust	dust	NOUN
cana-6233	218	27	,	,	PUNCT
cana-6233	218	28	occlusions	occlusion	NOUN
cana-6233	218	29	,	,	PUNCT
cana-6233	218	30	and	and	CCONJ
cana-6233	218	31	motion	motion	NOUN
cana-6233	218	32	blur	blur	PROPN
cana-6233	218	33	—	—	PUNCT
cana-6233	218	34	to	to	PART
cana-6233	218	35	assess	assess	VERB
cana-6233	218	36	detection	detection	NOUN
cana-6233	218	37	stability	stability	NOUN
cana-6233	218	38	.	.	PUNCT
cana-6233	219	1	long	long	ADJ
cana-6233	219	2	-	-	PUNCT
cana-6233	219	3	term	term	NOUN
cana-6233	219	4	deployment	deployment	NOUN
cana-6233	219	5	trials	trial	NOUN
cana-6233	219	6	will	will	AUX
cana-6233	219	7	monitor	monitor	VERB
cana-6233	219	8	system	system	NOUN
cana-6233	219	9	uptime	uptime	NOUN
cana-6233	219	10	,	,	PUNCT
cana-6233	219	11	sensor	sensor	NOUN
cana-6233	219	12	health	health	NOUN
cana-6233	219	13	,	,	PUNCT
cana-6233	219	14	and	and	CCONJ
cana-6233	219	15	failure	failure	NOUN
cana-6233	219	16	modes	mode	NOUN
cana-6233	219	17	,	,	PUNCT
cana-6233	219	18	complemented	complement	VERB
cana-6233	219	19	by	by	ADP
cana-6233	219	20	redundancy	redundancy	NOUN
cana-6233	219	21	and	and	CCONJ
cana-6233	219	22	failover	failover	NOUN
cana-6233	219	23	tests	test	NOUN
cana-6233	219	24	.	.	PUNCT
cana-6233	220	1	furthermore	furthermore	ADV
cana-6233	220	2	,	,	PUNCT
cana-6233	220	3	continuous	continuous	ADJ
cana-6233	220	4	learning	learning	NOUN
cana-6233	220	5	workflows	workflow	NOUN
cana-6233	220	6	will	will	AUX
cana-6233	220	7	be	be	AUX
cana-6233	220	8	validated	validate	VERB
cana-6233	220	9	through	through	ADP
cana-6233	220	10	incremental	incremental	ADJ
cana-6233	220	11	retraining	retraining	NOUN
cana-6233	220	12	with	with	ADP
cana-6233	220	13	production	production	NOUN
cana-6233	220	14	data	datum	NOUN
cana-6233	220	15	,	,	PUNCT
cana-6233	220	16	operator	operator	NOUN
cana-6233	220	17	feedback	feedback	NOUN
cana-6233	220	18	integration	integration	NOUN
cana-6233	220	19	,	,	PUNCT
cana-6233	220	20	and	and	CCONJ
cana-6233	220	21	adaptation	adaptation	NOUN
cana-6233	220	22	to	to	ADP
cana-6233	220	23	new	new	ADJ
cana-6233	220	24	product	product	NOUN
cana-6233	220	25	variants	variant	NOUN
cana-6233	220	26	,	,	PUNCT
cana-6233	220	27	ensuring	ensure	VERB
cana-6233	220	28	sustained	sustained	ADJ
cana-6233	220	29	accuracy	accuracy	NOUN
cana-6233	220	30	and	and	CCONJ
cana-6233	220	31	operational	operational	ADJ
cana-6233	220	32	resilience	resilience	NOUN
cana-6233	220	33	over	over	ADP
cana-6233	220	34	time	time	NOUN
cana-6233	220	35	.	.	PUNCT
cana-6233	221	1	v.	v.	ADP
cana-6233	221	2	result	result	VERB
cana-6233	221	3	the	the	DET
cana-6233	221	4	proposed	propose	VERB
cana-6233	221	5	method	method	NOUN
cana-6233	221	6	for	for	ADP
cana-6233	221	7	real	real	ADJ
cana-6233	221	8	-	-	PUNCT
cana-6233	221	9	time	time	NOUN
cana-6233	221	10	object	object	NOUN
cana-6233	221	11	detection	detection	NOUN
cana-6233	221	12	in	in	ADP
cana-6233	221	13	computer	computer	NOUN
cana-6233	221	14	vision	vision	NOUN
cana-6233	221	15	for	for	ADP
cana-6233	221	16	quality	quality	NOUN
cana-6233	221	17	control	control	NOUN
cana-6233	221	18	in	in	ADP
cana-6233	221	19	industries	industry	NOUN
cana-6233	221	20	offers	offer	VERB
cana-6233	221	21	significant	significant	ADJ
cana-6233	221	22	advantages	advantage	NOUN
cana-6233	221	23	over	over	ADP
cana-6233	221	24	traditional	traditional	ADJ
cana-6233	221	25	methods	method	NOUN
cana-6233	221	26	,	,	PUNCT
cana-6233	221	27	marking	mark	VERB
cana-6233	221	28	a	a	DET
cana-6233	221	29	substantial	substantial	ADJ
cana-6233	221	30	leap	leap	NOUN
cana-6233	221	31	forward	forward	ADV
cana-6233	221	32	in	in	ADP
cana-6233	221	33	enhancing	enhance	VERB
cana-6233	221	34	quality	quality	NOUN
cana-6233	221	35	control	control	NOUN
cana-6233	221	36	processes	process	NOUN
cana-6233	221	37	.	.	PUNCT
cana-6233	222	1	traditional	traditional	ADJ
cana-6233	222	2	quality	quality	NOUN
cana-6233	222	3	control	control	NOUN
cana-6233	222	4	methods	method	NOUN
cana-6233	222	5	predominantly	predominantly	ADV
cana-6233	222	6	rely	rely	VERB
cana-6233	222	7	on	on	ADP
cana-6233	222	8	manual	manual	ADJ
cana-6233	222	9	inspection	inspection	NOUN
cana-6233	222	10	,	,	PUNCT
cana-6233	222	11	which	which	PRON
cana-6233	222	12	is	be	AUX
cana-6233	222	13	not	not	PART
cana-6233	222	14	only	only	ADV
cana-6233	222	15	time	time	NOUN
cana-6233	222	16	-	-	PUNCT
cana-6233	222	17	consuming	consume	VERB
cana-6233	222	18	but	but	CCONJ
cana-6233	222	19	also	also	ADV
cana-6233	222	20	prone	prone	ADJ
cana-6233	222	21	to	to	ADP
cana-6233	222	22	human	human	ADJ
cana-6233	222	23	errors	error	NOUN
cana-6233	222	24	and	and	CCONJ
cana-6233	222	25	fatigue	fatigue	NOUN
cana-6233	222	26	.	.	PUNCT
cana-6233	223	1	human	human	ADJ
cana-6233	223	2	inspectors	inspector	NOUN
cana-6233	223	3	may	may	AUX
cana-6233	223	4	struggle	struggle	VERB
cana-6233	223	5	to	to	PART
cana-6233	223	6	maintain	maintain	VERB
cana-6233	223	7	consistent	consistent	ADJ
cana-6233	223	8	accuracy	accuracy	NOUN
cana-6233	223	9	when	when	SCONJ
cana-6233	223	10	faced	face	VERB
cana-6233	223	11	with	with	ADP
cana-6233	223	12	long	long	ADJ
cana-6233	223	13	hours	hour	NOUN
cana-6233	223	14	of	of	ADP
cana-6233	223	15	repetitive	repetitive	ADJ
cana-6233	223	16	tasks	task	NOUN
cana-6233	223	17	,	,	PUNCT
cana-6233	223	18	leading	lead	VERB
cana-6233	223	19	to	to	ADP
cana-6233	223	20	missed	miss	VERB
cana-6233	223	21	defects	defect	NOUN
cana-6233	223	22	or	or	CCONJ
cana-6233	223	23	incorrect	incorrect	ADJ
cana-6233	223	24	assessments	assessment	NOUN
cana-6233	223	25	.	.	PUNCT
cana-6233	224	1	moreover	moreover	ADV
cana-6233	224	2	,	,	PUNCT
cana-6233	224	3	batch	batch	VERB
cana-6233	224	4	sampling	sample	VERB
cana-6233	224	5	and	and	CCONJ
cana-6233	224	6	recurring	recur	VERB
cana-6233	224	7	inspections	inspection	NOUN
cana-6233	224	8	are	be	AUX
cana-6233	224	9	common	common	ADJ
cana-6233	224	10	in	in	ADP
cana-6233	224	11	conventional	conventional	ADJ
cana-6233	224	12	procedures	procedure	NOUN
cana-6233	224	13	,	,	PUNCT
cana-6233	224	14	which	which	PRON
cana-6233	224	15	may	may	AUX
cana-6233	224	16	lead	lead	VERB
cana-6233	224	17	to	to	ADP
cana-6233	224	18	the	the	DET
cana-6233	224	19	discovery	discovery	NOUN
cana-6233	224	20	of	of	ADP
cana-6233	224	21	flaws	flaw	NOUN
cana-6233	224	22	after	after	SCONJ
cana-6233	224	23	a	a	DET
cana-6233	224	24	significant	significant	ADJ
cana-6233	224	25	number	number	NOUN
cana-6233	224	26	of	of	ADP
cana-6233	224	27	goods	good	NOUN
cana-6233	224	28	have	have	AUX
cana-6233	224	29	been	be	AUX
cana-6233	224	30	produced	produce	VERB
cana-6233	224	31	.	.	PUNCT
cana-6233	225	1	this	this	PRON
cana-6233	225	2	may	may	AUX
cana-6233	225	3	result	result	VERB
cana-6233	225	4	in	in	ADP
cana-6233	225	5	expensive	expensive	ADJ
cana-6233	225	6	recalls	recall	NOUN
cana-6233	225	7	,	,	PUNCT
cana-6233	225	8	rework	rework	NOUN
cana-6233	225	9	,	,	PUNCT
cana-6233	225	10	and	and	CCONJ
cana-6233	225	11	harm	harm	NOUN
cana-6233	225	12	to	to	ADP
cana-6233	225	13	the	the	DET
cana-6233	225	14	image	image	NOUN
cana-6233	225	15	of	of	ADP
cana-6233	225	16	the	the	DET
cana-6233	225	17	brand	brand	NOUN
cana-6233	225	18	.	.	PUNCT
cana-6233	226	1	on	on	ADP
cana-6233	226	2	the	the	DET
cana-6233	226	3	other	other	ADJ
cana-6233	226	4	hand	hand	NOUN
cana-6233	226	5	,	,	PUNCT
cana-6233	226	6	the	the	DET
cana-6233	226	7	suggested	suggest	VERB
cana-6233	226	8	approach	approach	NOUN
cana-6233	226	9	is	be	AUX
cana-6233	226	10	superior	superior	ADJ
cana-6233	226	11	in	in	ADP
cana-6233	226	12	terms	term	NOUN
cana-6233	226	13	of	of	ADP
cana-6233	226	14	speed	speed	NOUN
cana-6233	226	15	,	,	PUNCT
cana-6233	226	16	accuracy	accuracy	NOUN
cana-6233	226	17	,	,	PUNCT
cana-6233	226	18	and	and	CCONJ
cana-6233	226	19	flexibility	flexibility	NOUN
cana-6233	226	20	.	.	PUNCT
cana-6233	227	1	it	it	PRON
cana-6233	227	2	works	work	VERB
cana-6233	227	3	in	in	ADP
cana-6233	227	4	real	real	ADJ
cana-6233	227	5	time	time	NOUN
cana-6233	227	6	,	,	PUNCT
cana-6233	227	7	tracking	track	VERB
cana-6233	227	8	manufacturing	manufacturing	NOUN
cana-6233	227	9	processes	process	NOUN
cana-6233	227	10	continually	continually	ADV
cana-6233	227	11	and	and	CCONJ
cana-6233	227	12	spotting	spot	VERB
cana-6233	227	13	flaws	flaw	NOUN
cana-6233	227	14	as	as	SCONJ
cana-6233	227	15	they	they	PRON
cana-6233	227	16	appear	appear	VERB
cana-6233	227	17	.	.	PUNCT
cana-6233	228	1	rapid	rapid	ADJ
cana-6233	228	2	remedial	remedial	ADJ
cana-6233	228	3	action	action	NOUN
cana-6233	228	4	is	be	AUX
cana-6233	228	5	made	make	VERB
cana-6233	228	6	possible	possible	ADJ
cana-6233	228	7	by	by	ADP
cana-6233	228	8	this	this	DET
cana-6233	228	9	early	early	ADJ
cana-6233	228	10	discovery	discovery	NOUN
cana-6233	228	11	,	,	PUNCT
cana-6233	228	12	greatly	greatly	ADV
cana-6233	228	13	lowering	lower	VERB
cana-6233	228	14	the	the	DET
cana-6233	228	15	cost	cost	NOUN
cana-6233	228	16	of	of	ADP
cana-6233	228	17	waste	waste	NOUN
cana-6233	228	18	and	and	CCONJ
cana-6233	228	19	rework	rework	NOUN
cana-6233	228	20	.	.	PUNCT
cana-6233	229	1	deep	deep	ADJ
cana-6233	229	2	learning	learn	VERB
cana-6233	229	3	algorithms	algorithm	NOUN
cana-6233	229	4	have	have	AUX
cana-6233	229	5	made	make	VERB
cana-6233	229	6	it	it	PRON
cana-6233	229	7	possible	possible	ADJ
cana-6233	229	8	for	for	SCONJ
cana-6233	229	9	this	this	DET
cana-6233	229	10	technology	technology	NOUN
cana-6233	229	11	to	to	PART
cana-6233	229	12	achieve	achieve	VERB
cana-6233	229	13	accuracy	accuracy	NOUN
cana-6233	229	14	levels	level	NOUN
cana-6233	229	15	that	that	PRON
cana-6233	229	16	are	be	AUX
cana-6233	229	17	higher	high	ADJ
cana-6233	229	18	than	than	ADP
cana-6233	229	19	those	those	PRON
cana-6233	229	20	of	of	ADP
cana-6233	229	21	human	human	ADJ
cana-6233	229	22	inspectors	inspector	NOUN
cana-6233	229	23	.	.	PUNCT
cana-6233	230	1	even	even	ADV
cana-6233	230	2	under	under	ADP
cana-6233	230	3	difficult	difficult	ADJ
cana-6233	230	4	circumstances	circumstance	NOUN
cana-6233	230	5	,	,	PUNCT
cana-6233	230	6	it	it	PRON
cana-6233	230	7	can	can	AUX
cana-6233	230	8	reliably	reliably	ADV
cana-6233	230	9	identify	identify	VERB
cana-6233	230	10	and	and	CCONJ
cana-6233	230	11	detect	detect	VERB
cana-6233	230	12	flaws	flaw	NOUN
cana-6233	230	13	without	without	ADP
cana-6233	230	14	becoming	become	VERB
cana-6233	230	15	weary	weary	ADJ
cana-6233	230	16	or	or	CCONJ
cana-6233	230	17	inconsistent	inconsistent	ADJ
cana-6233	230	18	..	..	PUNCT
cana-6233	230	19	moreover	moreover	ADV
cana-6233	230	20	,	,	PUNCT
cana-6233	230	21	the	the	DET
cana-6233	230	22	proposed	propose	VERB
cana-6233	230	23	method	method	NOUN
cana-6233	230	24	is	be	AUX
cana-6233	230	25	highly	highly	ADV
cana-6233	230	26	adaptable	adaptable	ADJ
cana-6233	230	27	and	and	CCONJ
cana-6233	230	28	can	can	AUX
cana-6233	230	29	be	be	AUX
cana-6233	230	30	customized	customize	VERB
cana-6233	230	31	to	to	PART
cana-6233	230	32	cater	cater	VERB
cana-6233	230	33	to	to	ADP
cana-6233	230	34	the	the	DET
cana-6233	230	35	specific	specific	ADJ
cana-6233	230	36	needs	need	NOUN
cana-6233	230	37	of	of	ADP
cana-6233	230	38	different	different	ADJ
cana-6233	230	39	industries	industry	NOUN
cana-6233	230	40	and	and	CCONJ
cana-6233	230	41	applications	application	NOUN
cana-6233	230	42	.	.	PUNCT
cana-6233	231	1	it	it	PRON
cana-6233	231	2	can	can	AUX
cana-6233	231	3	maintain	maintain	VERB
cana-6233	231	4	highquality	highquality	NOUN
cana-6233	231	5	standards	standard	NOUN
cana-6233	231	6	across	across	ADP
cana-6233	231	7	a	a	DET
cana-6233	231	8	diverse	diverse	ADJ
cana-6233	231	9	range	range	NOUN
cana-6233	231	10	of	of	ADP
cana-6233	231	11	products	product	NOUN
cana-6233	231	12	and	and	CCONJ
cana-6233	231	13	processes	process	NOUN
cana-6233	231	14	.	.	PUNCT
cana-6233	232	1	traditional	traditional	ADJ
cana-6233	232	2	methods	method	NOUN
cana-6233	232	3	struggle	struggle	VERB
cana-6233	232	4	to	to	PART
cana-6233	232	5	match	match	VERB
cana-6233	232	6	the	the	DET
cana-6233	232	7	efficiency	efficiency	NOUN
cana-6233	232	8	,	,	PUNCT
cana-6233	232	9	accuracy	accuracy	NOUN
cana-6233	232	10	,	,	PUNCT
cana-6233	232	11	and	and	CCONJ
cana-6233	232	12	adaptability	adaptability	NOUN
cana-6233	232	13	that	that	PRON
cana-6233	232	14	real	real	ADJ
cana-6233	232	15	-	-	PUNCT
cana-6233	232	16	time	time	NOUN
cana-6233	232	17	computer	computer	NOUN
cana-6233	232	18	vision	vision	NOUN
cana-6233	232	19	-	-	PUNCT
cana-6233	232	20	based	base	VERB
cana-6233	232	21	object	object	NOUN
cana-6233	232	22	detection	detection	NOUN
cana-6233	232	23	offers	offer	NOUN
cana-6233	232	24	.	.	PUNCT
cana-6233	233	1	ultimately	ultimately	ADV
cana-6233	233	2	,	,	PUNCT
cana-6233	233	3	the	the	DET
cana-6233	233	4	proposed	propose	VERB
cana-6233	233	5	method	method	NOUN
cana-6233	233	6	empowers	empower	VERB
cana-6233	233	7	industries	industry	NOUN
cana-6233	233	8	to	to	PART
cana-6233	233	9	maintain	maintain	VERB
cana-6233	233	10	high	high	ADJ
cana-6233	233	11	-	-	PUNCT
cana-6233	233	12	quality	quality	NOUN
cana-6233	233	13	standards	standard	NOUN
cana-6233	233	14	,	,	PUNCT
cana-6233	233	15	optimize	optimize	NOUN
cana-6233	233	16	production	production	NOUN
cana-6233	233	17	efficiency	efficiency	NOUN
cana-6233	233	18	,	,	PUNCT
cana-6233	233	19	and	and	CCONJ
cana-6233	233	20	respond	respond	VERB
cana-6233	233	21	promptly	promptly	ADV
cana-6233	233	22	to	to	ADP
cana-6233	233	23	quality	quality	NOUN
cana-6233	233	24	concerns	concern	NOUN
cana-6233	233	25	,	,	PUNCT
cana-6233	233	26	making	make	VERB
cana-6233	233	27	it	it	PRON
cana-6233	233	28	a	a	DET
cana-6233	233	29	superior	superior	ADJ
cana-6233	233	30	choice	choice	NOUN
cana-6233	233	31	over	over	ADP
cana-6233	233	32	traditional	traditional	ADJ
cana-6233	233	33	quality	quality	NOUN
cana-6233	233	34	control	control	NOUN
cana-6233	233	35	methods	method	NOUN
cana-6233	233	36	.	.	PUNCT
cana-6233	234	1	communications	communication	NOUN
cana-6233	234	2	on	on	ADP
cana-6233	234	3	applied	apply	VERB
cana-6233	234	4	nonlinear	nonlinear	ADJ
cana-6233	234	5	analysis	analysis	NOUN
cana-6233	234	6	issn	issn	NOUN
cana-6233	234	7	:	:	PUNCT
cana-6233	234	8	1074	1074	NUM
cana-6233	234	9	-	-	PUNCT
cana-6233	234	10	133x	133x	NUM
cana-6233	234	11	vol	vol	NOUN
cana-6233	234	12	32	32	NUM
cana-6233	234	13	no	no	NOUN
cana-6233	234	14	.	.	NOUN
cana-6233	234	15	1	1	NUM
cana-6233	234	16	(	(	PUNCT
cana-6233	234	17	2025	2025	NUM
cana-6233	234	18	)	)	PUNCT
cana-6233	234	19	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	234	20	783	783	NUM
cana-6233	234	21	table	table	NOUN
cana-6233	234	22	2	2	NUM
cana-6233	234	23	:	:	PUNCT
cana-6233	234	24	performance	performance	NOUN
cana-6233	234	25	comparison	comparison	NOUN
cana-6233	234	26	accuracy	accuracy	NOUN
cana-6233	234	27	and	and	CCONJ
cana-6233	234	28	speed	speed	NOUN
cana-6233	234	29	method	method	NOUN
cana-6233	234	30	accuracy	accuracy	NOUN
cana-6233	234	31	(	(	PUNCT
cana-6233	234	32	map	map	NOUN
cana-6233	234	33	%	%	NOUN
cana-6233	234	34	)	)	PUNCT
cana-6233	234	35	fps	fps	VERB
cana-6233	234	36	detection	detection	NOUN
cana-6233	234	37	time	time	NOUN
cana-6233	234	38	(	(	PUNCT
cana-6233	234	39	ms	ms	NOUN
cana-6233	234	40	)	)	PUNCT
cana-6233	234	41	precisio	precisio	VERB
cana-6233	234	42	n	n	PROPN
cana-6233	234	43	(	(	PUNCT
cana-6233	234	44	%	%	INTJ
cana-6233	234	45	)	)	PUNCT
cana-6233	234	46	recall	recall	NOUN
cana-6233	234	47	(	(	PUNCT
cana-6233	234	48	%	%	INTJ
cana-6233	234	49	)	)	PUNCT
cana-6233	234	50	better	well	ADJ
cana-6233	234	51	proposed	propose	VERB
cana-6233	234	52	method	method	NOUN
cana-6233	234	53	95.2	95.2	NUM
cana-6233	234	54	35	35	NUM
cana-6233	234	55	28.6	28.6	NUM
cana-6233	234	56	94.8	94.8	NUM
cana-6233	234	57	94.9	94.9	NUM
cana-6233	235	1	yes	yes	INTJ
cana-6233	235	2	yolo	yolo	ADV
cana-6233	235	3	(	(	PUNCT
cana-6233	235	4	you	you	PRON
cana-6233	235	5	only	only	ADV
cana-6233	235	6	look	look	VERB
cana-6233	235	7	once	once	ADV
cana-6233	235	8	)	)	PUNCT
cana-6233	235	9	89.8	89.8	NUM
cana-6233	235	10	18	18	NUM
cana-6233	235	11	55.6	55.6	NUM
cana-6233	235	12	90.2	90.2	NUM
cana-6233	235	13	89.7	89.7	NUM
cana-6233	235	14	no	no	DET
cana-6233	235	15	ssd	ssd	NOUN
cana-6233	235	16	(	(	PUNCT
cana-6233	235	17	single	single	ADJ
cana-6233	235	18	shot	shot	NOUN
cana-6233	235	19	multibox	multibox	NOUN
cana-6233	235	20	detector	detector	NOUN
cana-6233	235	21	)	)	PUNCT
cana-6233	235	22	88.5	88.5	NUM
cana-6233	235	23	22	22	NUM
cana-6233	235	24	50.0	50.0	NUM
cana-6233	235	25	89.0	89.0	NUM
cana-6233	235	26	88.3	88.3	NUM
cana-6233	235	27	no	no	PRON
cana-6233	235	28	faster	fast	ADV
cana-6233	235	29	r	r	NOUN
cana-6233	235	30	-	-	PUNCT
cana-6233	235	31	cnn	cnn	PROPN
cana-6233	235	32	(	(	PUNCT
cana-6233	235	33	region	region	NOUN
cana-6233	235	34	-	-	PUNCT
cana-6233	235	35	based	base	VERB
cana-6233	235	36	convolutional	convolutional	ADJ
cana-6233	235	37	neural	neural	ADJ
cana-6233	235	38	network	network	NOUN
cana-6233	235	39	)	)	PUNCT
cana-6233	235	40	87.1	87.1	NUM
cana-6233	235	41	25	25	NUM
cana-6233	235	42	45.0	45.0	NUM
cana-6233	235	43	87.8	87.8	NUM
cana-6233	235	44	86.9	86.9	NUM
cana-6233	235	45	no	no	DET
cana-6233	235	46	retinanet	retinanet	NOUN
cana-6233	235	47	90.3	90.3	NUM
cana-6233	235	48	19	19	NUM
cana-6233	235	49	54.0	54.0	NUM
cana-6233	235	50	90.1	90.1	NUM
cana-6233	235	51	90.2	90.2	NUM
cana-6233	235	52	no	no	DET
cana-6233	235	53	mask	mask	NOUN
cana-6233	235	54	r	r	NOUN
cana-6233	235	55	-	-	PUNCT
cana-6233	235	56	cnn	cnn	PROPN
cana-6233	235	57	86.7	86.7	NUM
cana-6233	235	58	21	21	NUM
cana-6233	235	59	51.5	51.5	NUM
cana-6233	235	60	87.0	87.0	NUM
cana-6233	235	61	86.3	86.3	NUM
cana-6233	235	62	no	no	DET
cana-6233	235	63	efficientdet	efficientdet	NOUN
cana-6233	235	64	88.9	88.9	NUM
cana-6233	235	65	20	20	NUM
cana-6233	235	66	53.0	53.0	NUM
cana-6233	235	67	89.2	89.2	NUM
cana-6233	235	68	88.7	88.7	NUM
cana-6233	235	69	no	no	DET
cana-6233	235	70	table	table	NOUN
cana-6233	235	71	2	2	NUM
cana-6233	235	72	,	,	PUNCT
cana-6233	235	73	the	the	DET
cana-6233	235	74	proposed	propose	VERB
cana-6233	235	75	method	method	NOUN
cana-6233	235	76	,	,	PUNCT
cana-6233	235	77	alongside	alongside	ADP
cana-6233	235	78	the	the	DET
cana-6233	235	79	original	original	ADJ
cana-6233	235	80	methods	method	NOUN
cana-6233	235	81	,	,	PUNCT
cana-6233	235	82	is	be	AUX
cana-6233	235	83	compared	compare	VERB
cana-6233	235	84	in	in	ADP
cana-6233	235	85	terms	term	NOUN
cana-6233	235	86	of	of	ADP
cana-6233	235	87	accuracy	accuracy	NOUN
cana-6233	235	88	,	,	PUNCT
cana-6233	235	89	fps	fps	PROPN
cana-6233	235	90	,	,	PUNCT
cana-6233	235	91	detection	detection	NOUN
cana-6233	235	92	time	time	NOUN
cana-6233	235	93	,	,	PUNCT
cana-6233	235	94	precision	precision	NOUN
cana-6233	235	95	,	,	PUNCT
cana-6233	235	96	and	and	CCONJ
cana-6233	235	97	recall	recall	NOUN
cana-6233	235	98	.	.	PUNCT
cana-6233	236	1	the	the	DET
cana-6233	236	2	proposed	propose	VERB
cana-6233	236	3	method	method	NOUN
cana-6233	236	4	stands	stand	VERB
cana-6233	236	5	out	out	ADP
cana-6233	236	6	as	as	ADV
cana-6233	236	7	superior	superior	ADJ
cana-6233	236	8	in	in	ADP
cana-6233	236	9	multiple	multiple	ADJ
cana-6233	236	10	aspects	aspect	NOUN
cana-6233	236	11	.	.	PUNCT
cana-6233	237	1	table	table	NOUN
cana-6233	237	2	3	3	NUM
cana-6233	237	3	:	:	PUNCT
cana-6233	237	4	performance	performance	NOUN
cana-6233	237	5	comparison	comparison	NOUN
cana-6233	237	6	efficiency	efficiency	NOUN
cana-6233	237	7	and	and	CCONJ
cana-6233	237	8	adaptability	adaptability	NOUN
cana-6233	237	9	method	method	NOUN
cana-6233	237	10	efficiency	efficiency	NOUN
cana-6233	237	11	(	(	PUNCT
cana-6233	237	12	frames	frames	PROPN
cana-6233	237	13	/	/	SYM
cana-6233	237	14	kwh	kwh	ADJ
cana-6233	237	15	)	)	PUNCT
cana-6233	237	16	customization	customization	NOUN
cana-6233	237	17	(	(	PUNCT
cana-6233	237	18	y	y	NOUN
cana-6233	237	19	/	/	SYM
cana-6233	237	20	n	n	CCONJ
cana-6233	237	21	)	)	PUNCT
cana-6233	237	22	better	well	ADJ
cana-6233	237	23	proposed	propose	VERB
cana-6233	237	24	method	method	NOUN
cana-6233	237	25	28.7	28.7	NUM
cana-6233	238	1	yes	yes	INTJ
cana-6233	239	1	yes	yes	INTJ
cana-6233	239	2	yolo	yolo	INTJ
cana-6233	239	3	(	(	PUNCT
cana-6233	239	4	you	you	PRON
cana-6233	239	5	only	only	ADV
cana-6233	239	6	look	look	VERB
cana-6233	239	7	once	once	ADV
cana-6233	239	8	)	)	PUNCT
cana-6233	239	9	17.2	17.2	NUM
cana-6233	239	10	no	no	INTJ
cana-6233	239	11	no	no	DET
cana-6233	239	12	ssd	ssd	NOUN
cana-6233	239	13	(	(	PUNCT
cana-6233	239	14	single	single	ADJ
cana-6233	239	15	shot	shot	NOUN
cana-6233	239	16	multibox	multibox	NOUN
cana-6233	239	17	detector	detector	NOUN
cana-6233	239	18	)	)	PUNCT
cana-6233	239	19	15.8	15.8	NUM
cana-6233	240	1	no	no	INTJ
cana-6233	240	2	no	no	ADV
cana-6233	240	3	faster	fast	ADV
cana-6233	240	4	r	r	NOUN
cana-6233	240	5	-	-	PUNCT
cana-6233	240	6	cnn	cnn	PROPN
cana-6233	240	7	(	(	PUNCT
cana-6233	240	8	region	region	NOUN
cana-6233	240	9	-	-	PUNCT
cana-6233	240	10	based	base	VERB
cana-6233	240	11	convolutional	convolutional	ADJ
cana-6233	240	12	neural	neural	ADJ
cana-6233	240	13	network	network	NOUN
cana-6233	240	14	)	)	PUNCT
cana-6233	240	15	16.9	16.9	NUM
cana-6233	240	16	no	no	INTJ
cana-6233	240	17	no	no	DET
cana-6233	240	18	retinanet	retinanet	NOUN
cana-6233	240	19	18.4	18.4	NUM
cana-6233	240	20	no	no	INTJ
cana-6233	240	21	no	no	DET
cana-6233	240	22	mask	mask	NOUN
cana-6233	240	23	r	r	NOUN
cana-6233	240	24	-	-	PUNCT
cana-6233	240	25	cnn	cnn	PROPN
cana-6233	240	26	14.9	14.9	NUM
cana-6233	240	27	no	no	INTJ
cana-6233	240	28	no	no	DET
cana-6233	240	29	efficientdet	efficientdet	NOUN
cana-6233	240	30	16.5	16.5	NUM
cana-6233	240	31	no	no	INTJ
cana-6233	240	32	no	no	DET
cana-6233	240	33	table	table	NOUN
cana-6233	240	34	3	3	NUM
cana-6233	240	35	,	,	PUNCT
cana-6233	240	36	the	the	DET
cana-6233	240	37	proposed	propose	VERB
cana-6233	240	38	method	method	NOUN
cana-6233	240	39	and	and	CCONJ
cana-6233	240	40	the	the	DET
cana-6233	240	41	original	original	ADJ
cana-6233	240	42	methods	method	NOUN
cana-6233	240	43	are	be	AUX
cana-6233	240	44	compared	compare	VERB
cana-6233	240	45	in	in	ADP
cana-6233	240	46	terms	term	NOUN
cana-6233	240	47	of	of	ADP
cana-6233	240	48	efficiency	efficiency	NOUN
cana-6233	240	49	(	(	PUNCT
cana-6233	240	50	frames	frame	NOUN
cana-6233	240	51	per	per	ADP
cana-6233	240	52	kilowatt	kilowatt	NOUN
cana-6233	240	53	-	-	PUNCT
cana-6233	240	54	hour	hour	NOUN
cana-6233	240	55	)	)	PUNCT
cana-6233	240	56	and	and	CCONJ
cana-6233	240	57	customization	customization	NOUN
cana-6233	240	58	.	.	PUNCT
cana-6233	241	1	the	the	DET
cana-6233	241	2	proposed	propose	VERB
cana-6233	241	3	method	method	NOUN
cana-6233	241	4	outperforms	outperform	NOUN
cana-6233	241	5	in	in	ADP
cana-6233	241	6	both	both	DET
cana-6233	241	7	aspects	aspect	NOUN
cana-6233	241	8	,	,	PUNCT
cana-6233	241	9	demonstrating	demonstrate	VERB
cana-6233	241	10	its	its	PRON
cana-6233	241	11	efficiency	efficiency	NOUN
cana-6233	241	12	and	and	CCONJ
cana-6233	241	13	adaptability	adaptability	NOUN
cana-6233	241	14	for	for	ADP
cana-6233	241	15	quality	quality	NOUN
cana-6233	241	16	control	control	NOUN
cana-6233	241	17	in	in	ADP
cana-6233	241	18	industries	industry	NOUN
cana-6233	241	19	.	.	PUNCT
cana-6233	242	1	fig.6	fig.6	PROPN
cana-6233	242	2	:	:	PUNCT
cana-6233	242	3	accuracy	accuracy	NOUN
cana-6233	242	4	comparison	comparison	NOUN
cana-6233	242	5	among	among	ADP
cana-6233	242	6	methods	method	NOUN
cana-6233	242	7	figure	figure	VERB
cana-6233	242	8	6	6	NUM
cana-6233	242	9	illustrates	illustrate	VERB
cana-6233	242	10	the	the	DET
cana-6233	242	11	distribution	distribution	NOUN
cana-6233	242	12	of	of	ADP
cana-6233	242	13	accuracy	accuracy	NOUN
cana-6233	242	14	(	(	PUNCT
cana-6233	242	15	mean	mean	ADJ
cana-6233	242	16	average	average	ADJ
cana-6233	242	17	precision	precision	NOUN
cana-6233	242	18	)	)	PUNCT
cana-6233	242	19	across	across	ADP
cana-6233	242	20	the	the	DET
cana-6233	242	21	proposed	propose	VERB
cana-6233	242	22	method	method	NOUN
cana-6233	242	23	and	and	CCONJ
cana-6233	242	24	traditional	traditional	ADJ
cana-6233	242	25	methods	method	NOUN
cana-6233	242	26	.	.	PUNCT
cana-6233	243	1	it	it	PRON
cana-6233	243	2	provides	provide	VERB
cana-6233	243	3	insights	insight	NOUN
cana-6233	243	4	into	into	ADP
cana-6233	243	5	the	the	DET
cana-6233	243	6	spread	spread	NOUN
cana-6233	243	7	and	and	CCONJ
cana-6233	243	8	central	central	ADJ
cana-6233	243	9	tendency	tendency	NOUN
cana-6233	243	10	of	of	ADP
cana-6233	243	11	accuracy	accuracy	NOUN
cana-6233	243	12	values	value	NOUN
cana-6233	243	13	,	,	PUNCT
cana-6233	243	14	allowing	allow	VERB
cana-6233	243	15	us	we	PRON
cana-6233	243	16	to	to	PART
cana-6233	243	17	assess	assess	VERB
cana-6233	243	18	the	the	DET
cana-6233	243	19	overall	overall	ADJ
cana-6233	243	20	performance	performance	NOUN
cana-6233	243	21	of	of	ADP
cana-6233	243	22	each	each	DET
cana-6233	243	23	method	method	NOUN
cana-6233	243	24	in	in	ADP
cana-6233	243	25	quality	quality	NOUN
cana-6233	243	26	control	control	NOUN
cana-6233	243	27	.	.	PUNCT
cana-6233	244	1	communications	communication	NOUN
cana-6233	244	2	on	on	ADP
cana-6233	244	3	applied	apply	VERB
cana-6233	244	4	nonlinear	nonlinear	ADJ
cana-6233	244	5	analysis	analysis	NOUN
cana-6233	244	6	issn	issn	NOUN
cana-6233	244	7	:	:	PUNCT
cana-6233	244	8	1074	1074	NUM
cana-6233	244	9	-	-	PUNCT
cana-6233	244	10	133x	133x	NUM
cana-6233	244	11	vol	vol	NOUN
cana-6233	244	12	32	32	NUM
cana-6233	244	13	no	no	NOUN
cana-6233	244	14	.	.	NOUN
cana-6233	244	15	1	1	NUM
cana-6233	244	16	(	(	PUNCT
cana-6233	244	17	2025	2025	NUM
cana-6233	244	18	)	)	PUNCT
cana-6233	245	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	245	2	784	784	NUM
cana-6233	245	3	fig	fig	NOUN
cana-6233	245	4	.	.	PUNCT
cana-6233	246	1	7	7	X
cana-6233	246	2	.	.	NUM
cana-6233	246	3	frames	frame	NOUN
cana-6233	246	4	per	per	ADP
cana-6233	246	5	second	second	ADJ
cana-6233	246	6	(	(	PUNCT
cana-6233	246	7	fps	fps	PROPN
cana-6233	246	8	)	)	PUNCT
cana-6233	246	9	across	across	ADP
cana-6233	246	10	methods	method	NOUN
cana-6233	246	11	figure	figure	VERB
cana-6233	246	12	7	7	NUM
cana-6233	246	13	displays	display	VERB
cana-6233	246	14	the	the	DET
cana-6233	246	15	fps	fps	NOUN
cana-6233	246	16	for	for	ADP
cana-6233	246	17	the	the	DET
cana-6233	246	18	proposed	propose	VERB
cana-6233	246	19	and	and	CCONJ
cana-6233	246	20	traditional	traditional	ADJ
cana-6233	246	21	methods	method	NOUN
cana-6233	246	22	,	,	PUNCT
cana-6233	246	23	indicating	indicate	VERB
cana-6233	246	24	their	their	PRON
cana-6233	246	25	respective	respective	ADJ
cana-6233	246	26	speeds	speed	NOUN
cana-6233	246	27	in	in	ADP
cana-6233	246	28	real	real	ADJ
cana-6233	246	29	-	-	PUNCT
cana-6233	246	30	time	time	NOUN
cana-6233	246	31	object	object	NOUN
cana-6233	246	32	detection	detection	NOUN
cana-6233	246	33	.	.	PUNCT
cana-6233	247	1	it	it	PRON
cana-6233	247	2	helps	help	VERB
cana-6233	247	3	us	we	PRON
cana-6233	247	4	compare	compare	VERB
cana-6233	247	5	the	the	DET
cana-6233	247	6	efficiency	efficiency	NOUN
cana-6233	247	7	of	of	ADP
cana-6233	247	8	each	each	DET
cana-6233	247	9	method	method	NOUN
cana-6233	247	10	,	,	PUNCT
cana-6233	247	11	considering	consider	VERB
cana-6233	247	12	the	the	DET
cana-6233	247	13	processing	processing	NOUN
cana-6233	247	14	speed	speed	NOUN
cana-6233	247	15	in	in	ADP
cana-6233	247	16	industrial	industrial	ADJ
cana-6233	247	17	settings	setting	NOUN
cana-6233	247	18	.	.	PUNCT
cana-6233	248	1	fig.8	fig.8	PROPN
cana-6233	248	2	.	.	PUNCT
cana-6233	249	1	detection	detection	NOUN
cana-6233	249	2	time	time	NOUN
cana-6233	249	3	comparison	comparison	NOUN
cana-6233	249	4	figure	figure	NOUN
cana-6233	249	5	8	8	NUM
cana-6233	249	6	shows	show	VERB
cana-6233	249	7	the	the	DET
cana-6233	249	8	distribution	distribution	NOUN
cana-6233	249	9	of	of	ADP
cana-6233	249	10	detection	detection	NOUN
cana-6233	249	11	times	time	NOUN
cana-6233	249	12	for	for	ADP
cana-6233	249	13	each	each	DET
cana-6233	249	14	method	method	NOUN
cana-6233	249	15	.	.	PUNCT
cana-6233	250	1	it	it	PRON
cana-6233	250	2	offers	offer	VERB
cana-6233	250	3	a	a	DET
cana-6233	250	4	visual	visual	ADJ
cana-6233	250	5	representation	representation	NOUN
cana-6233	250	6	of	of	ADP
cana-6233	250	7	the	the	DET
cana-6233	250	8	time	time	NOUN
cana-6233	250	9	taken	take	VERB
cana-6233	250	10	for	for	ADP
cana-6233	250	11	object	object	NOUN
cana-6233	250	12	detection	detection	NOUN
cana-6233	250	13	,	,	PUNCT
cana-6233	250	14	aiding	aid	VERB
cana-6233	250	15	in	in	ADP
cana-6233	250	16	understanding	understand	VERB
cana-6233	250	17	variations	variation	NOUN
cana-6233	250	18	in	in	ADP
cana-6233	250	19	processing	processing	NOUN
cana-6233	250	20	speed	speed	NOUN
cana-6233	250	21	and	and	CCONJ
cana-6233	250	22	efficiency	efficiency	NOUN
cana-6233	250	23	.	.	PUNCT
cana-6233	251	1	fig.9.sample	fig.9.sample	NUM
cana-6233	251	2	metric	metric	ADJ
cana-6233	251	3	distribution	distribution	NOUN
cana-6233	251	4	communications	communication	NOUN
cana-6233	251	5	on	on	ADP
cana-6233	251	6	applied	apply	VERB
cana-6233	251	7	nonlinear	nonlinear	ADJ
cana-6233	251	8	analysis	analysis	NOUN
cana-6233	251	9	issn	issn	NOUN
cana-6233	251	10	:	:	PUNCT
cana-6233	251	11	1074	1074	NUM
cana-6233	251	12	-	-	PUNCT
cana-6233	251	13	133x	133x	NUM
cana-6233	251	14	vol	vol	NOUN
cana-6233	251	15	32	32	NUM
cana-6233	251	16	no	no	NOUN
cana-6233	251	17	.	.	NOUN
cana-6233	251	18	1	1	NUM
cana-6233	251	19	(	(	PUNCT
cana-6233	251	20	2025	2025	NUM
cana-6233	251	21	)	)	PUNCT
cana-6233	251	22	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	251	23	785	785	NUM
cana-6233	251	24	figure	figure	NOUN
cana-6233	251	25	9	9	NUM
cana-6233	251	26	displays	display	VERB
cana-6233	251	27	the	the	DET
cana-6233	251	28	distribution	distribution	NOUN
cana-6233	251	29	of	of	ADP
cana-6233	251	30	a	a	DET
cana-6233	251	31	sample	sample	NOUN
cana-6233	251	32	metric	metric	NOUN
cana-6233	251	33	(	(	PUNCT
cana-6233	251	34	replace	replace	VERB
cana-6233	251	35	with	with	ADP
cana-6233	251	36	a	a	DET
cana-6233	251	37	relevant	relevant	ADJ
cana-6233	251	38	metric	metric	NOUN
cana-6233	251	39	)	)	PUNCT
cana-6233	251	40	.	.	PUNCT
cana-6233	252	1	it	it	PRON
cana-6233	252	2	helps	help	VERB
cana-6233	252	3	in	in	ADP
cana-6233	252	4	understanding	understand	VERB
cana-6233	252	5	the	the	DET
cana-6233	252	6	distribution	distribution	NOUN
cana-6233	252	7	of	of	ADP
cana-6233	252	8	a	a	DET
cana-6233	252	9	specific	specific	ADJ
cana-6233	252	10	quality	quality	NOUN
cana-6233	252	11	control	control	NOUN
cana-6233	252	12	metric	metric	ADJ
cana-6233	252	13	and	and	CCONJ
cana-6233	252	14	its	its	PRON
cana-6233	252	15	impact	impact	NOUN
cana-6233	252	16	on	on	ADP
cana-6233	252	17	decision	decision	NOUN
cana-6233	252	18	-	-	PUNCT
cana-6233	252	19	making	making	NOUN
cana-6233	252	20	within	within	ADP
cana-6233	252	21	industries	industry	NOUN
cana-6233	252	22	.	.	PUNCT
cana-6233	253	1	vi	vi	X
cana-6233	253	2	.	.	NOUN
cana-6233	253	3	conclusion	conclusion	NOUN
cana-6233	253	4	in	in	ADP
cana-6233	253	5	the	the	DET
cana-6233	253	6	field	field	NOUN
cana-6233	253	7	of	of	ADP
cana-6233	253	8	quality	quality	NOUN
cana-6233	253	9	control	control	NOUN
cana-6233	253	10	in	in	ADP
cana-6233	253	11	industrial	industrial	ADJ
cana-6233	253	12	applications	application	NOUN
cana-6233	253	13	,	,	PUNCT
cana-6233	253	14	the	the	DET
cana-6233	253	15	suggested	suggest	VERB
cana-6233	253	16	real	real	ADJ
cana-6233	253	17	-	-	PUNCT
cana-6233	253	18	time	time	NOUN
cana-6233	253	19	object	object	NOUN
cana-6233	253	20	identification	identification	NOUN
cana-6233	253	21	technology	technology	NOUN
cana-6233	253	22	provides	provide	VERB
cana-6233	253	23	a	a	DET
cana-6233	253	24	substantial	substantial	ADJ
cana-6233	253	25	leap	leap	NOUN
cana-6233	253	26	over	over	ADP
cana-6233	253	27	existing	exist	VERB
cana-6233	253	28	methods	method	NOUN
cana-6233	253	29	.	.	PUNCT
cana-6233	254	1	in	in	ADP
cana-6233	254	2	order	order	NOUN
cana-6233	254	3	to	to	PART
cana-6233	254	4	improve	improve	VERB
cana-6233	254	5	quality	quality	NOUN
cana-6233	254	6	control	control	NOUN
cana-6233	254	7	,	,	PUNCT
cana-6233	254	8	this	this	DET
cana-6233	254	9	research	research	NOUN
cana-6233	254	10	aimed	aim	VERB
cana-6233	254	11	to	to	PART
cana-6233	254	12	develop	develop	VERB
cana-6233	254	13	,	,	PUNCT
cana-6233	254	14	apply	apply	VERB
cana-6233	254	15	,	,	PUNCT
cana-6233	254	16	and	and	CCONJ
cana-6233	254	17	assess	assess	VERB
cana-6233	254	18	a	a	DET
cana-6233	254	19	unique	unique	ADJ
cana-6233	254	20	technique	technique	NOUN
cana-6233	254	21	that	that	PRON
cana-6233	254	22	makes	make	VERB
cana-6233	254	23	use	use	NOUN
cana-6233	254	24	of	of	ADP
cana-6233	254	25	computer	computer	NOUN
cana-6233	254	26	vision	vision	NOUN
cana-6233	254	27	.	.	PUNCT
cana-6233	255	1	the	the	DET
cana-6233	255	2	suggested	suggest	VERB
cana-6233	255	3	technique	technique	NOUN
cana-6233	255	4	,	,	PUNCT
cana-6233	255	5	consisting	consist	VERB
cana-6233	255	6	of	of	ADP
cana-6233	255	7	a	a	DET
cana-6233	255	8	region	region	NOUN
cana-6233	255	9	proposal	proposal	NOUN
cana-6233	255	10	network	network	NOUN
cana-6233	255	11	(	(	PUNCT
cana-6233	255	12	rpn	rpn	PROPN
cana-6233	255	13	)	)	PUNCT
cana-6233	255	14	,	,	PUNCT
cana-6233	255	15	feature	feature	NOUN
cana-6233	255	16	pyramid	pyramid	NOUN
cana-6233	255	17	network	network	PROPN
cana-6233	255	18	(	(	PUNCT
cana-6233	255	19	fpn	fpn	PROPN
cana-6233	255	20	)	)	PUNCT
cana-6233	255	21	,	,	PUNCT
cana-6233	255	22	and	and	CCONJ
cana-6233	255	23	an	an	DET
cana-6233	255	24	intersection	intersection	NOUN
cana-6233	255	25	over	over	ADP
cana-6233	255	26	union	union	NOUN
cana-6233	255	27	(	(	PUNCT
cana-6233	255	28	iou	iou	NOUN
cana-6233	255	29	)	)	PUNCT
cana-6233	255	30	refinement	refinement	NOUN
cana-6233	255	31	algorithm	algorithm	NOUN
cana-6233	255	32	,	,	PUNCT
cana-6233	255	33	has	have	AUX
cana-6233	255	34	been	be	AUX
cana-6233	255	35	fully	fully	ADV
cana-6233	255	36	compared	compare	VERB
cana-6233	255	37	to	to	ADP
cana-6233	255	38	six	six	NUM
cana-6233	255	39	original	original	ADJ
cana-6233	255	40	standard	standard	ADJ
cana-6233	255	41	methods	method	NOUN
cana-6233	255	42	.	.	PUNCT
cana-6233	256	1	the	the	DET
cana-6233	256	2	results	result	NOUN
cana-6233	256	3	of	of	ADP
cana-6233	256	4	this	this	DET
cana-6233	256	5	comparison	comparison	NOUN
cana-6233	256	6	clearly	clearly	ADV
cana-6233	256	7	showed	show	VERB
cana-6233	256	8	that	that	SCONJ
cana-6233	256	9	the	the	DET
cana-6233	256	10	suggested	suggest	VERB
cana-6233	256	11	technique	technique	NOUN
cana-6233	256	12	outperformed	outperform	VERB
cana-6233	256	13	its	its	PRON
cana-6233	256	14	conventional	conventional	ADJ
cana-6233	256	15	equivalents	equivalent	NOUN
cana-6233	256	16	over	over	ADP
cana-6233	256	17	a	a	DET
cana-6233	256	18	wide	wide	ADJ
cana-6233	256	19	range	range	NOUN
cana-6233	256	20	of	of	ADP
cana-6233	256	21	important	important	ADJ
cana-6233	256	22	performance	performance	NOUN
cana-6233	256	23	parameters	parameter	NOUN
cana-6233	256	24	.	.	PUNCT
cana-6233	257	1	it	it	PRON
cana-6233	257	2	was	be	AUX
cana-6233	257	3	more	more	ADV
cana-6233	257	4	efficient	efficient	ADJ
cana-6233	257	5	in	in	ADP
cana-6233	257	6	terms	term	NOUN
cana-6233	257	7	of	of	ADP
cana-6233	257	8	frames	frame	NOUN
cana-6233	257	9	per	per	ADP
cana-6233	257	10	kilowatt	kilowatt	PROPN
cana-6233	257	11	hour	hour	NOUN
cana-6233	257	12	(	(	PUNCT
cana-6233	257	13	frames	frames	PROPN
cana-6233	257	14	/	/	SYM
cana-6233	257	15	kwh	kwh	NOUN
cana-6233	257	16	)	)	PUNCT
cana-6233	257	17	,	,	PUNCT
cana-6233	257	18	performed	perform	VERB
cana-6233	257	19	better	well	ADV
cana-6233	257	20	at	at	ADP
cana-6233	257	21	object	object	NOUN
cana-6233	257	22	identification	identification	NOUN
cana-6233	257	23	,	,	PUNCT
cana-6233	257	24	and	and	CCONJ
cana-6233	257	25	was	be	AUX
cana-6233	257	26	more	more	ADV
cana-6233	257	27	malleable	malleable	ADJ
cana-6233	257	28	via	via	ADP
cana-6233	257	29	configuration	configuration	NOUN
cana-6233	257	30	than	than	ADP
cana-6233	257	31	its	its	PRON
cana-6233	257	32	predecessors	predecessor	NOUN
cana-6233	257	33	.	.	PUNCT
cana-6233	258	1	the	the	DET
cana-6233	258	2	suggested	suggest	VERB
cana-6233	258	3	method	method	NOUN
cana-6233	258	4	's	's	PART
cana-6233	258	5	real	real	ADJ
cana-6233	258	6	-	-	PUNCT
cana-6233	258	7	time	time	NOUN
cana-6233	258	8	functionality	functionality	NOUN
cana-6233	258	9	stands	stand	VERB
cana-6233	258	10	out	out	ADP
cana-6233	258	11	as	as	ADP
cana-6233	258	12	very	very	ADV
cana-6233	258	13	impressive	impressive	ADJ
cana-6233	258	14	.	.	PUNCT
cana-6233	259	1	the	the	DET
cana-6233	259	2	likelihood	likelihood	NOUN
cana-6233	259	3	of	of	ADP
cana-6233	259	4	subpar	subpar	ADJ
cana-6233	259	5	goods	good	NOUN
cana-6233	259	6	making	make	VERB
cana-6233	259	7	it	it	PRON
cana-6233	259	8	to	to	ADP
cana-6233	259	9	consumers	consumer	NOUN
cana-6233	259	10	is	be	AUX
cana-6233	259	11	reduced	reduce	VERB
cana-6233	259	12	because	because	SCONJ
cana-6233	259	13	to	to	ADP
cana-6233	259	14	this	this	DET
cana-6233	259	15	function	function	NOUN
cana-6233	259	16	,	,	PUNCT
cana-6233	259	17	which	which	PRON
cana-6233	259	18	alerts	alert	VERB
cana-6233	259	19	workers	worker	NOUN
cana-6233	259	20	to	to	ADP
cana-6233	259	21	any	any	DET
cana-6233	259	22	irregularities	irregularity	NOUN
cana-6233	259	23	in	in	ADP
cana-6233	259	24	the	the	DET
cana-6233	259	25	manufacturing	manufacturing	NOUN
cana-6233	259	26	process	process	NOUN
cana-6233	259	27	as	as	ADV
cana-6233	259	28	soon	soon	ADV
cana-6233	259	29	as	as	SCONJ
cana-6233	259	30	they	they	PRON
cana-6233	259	31	occur	occur	VERB
cana-6233	259	32	.	.	PUNCT
cana-6233	260	1	costs	cost	NOUN
cana-6233	260	2	may	may	AUX
cana-6233	260	3	be	be	AUX
cana-6233	260	4	lowered	lower	VERB
cana-6233	260	5	and	and	CCONJ
cana-6233	260	6	resources	resource	NOUN
cana-6233	260	7	can	can	AUX
cana-6233	260	8	be	be	AUX
cana-6233	260	9	maximized	maximize	VERB
cana-6233	260	10	because	because	SCONJ
cana-6233	260	11	to	to	ADP
cana-6233	260	12	the	the	DET
cana-6233	260	13	method	method	NOUN
cana-6233	260	14	's	's	PART
cana-6233	260	15	efficiency	efficiency	NOUN
cana-6233	260	16	and	and	CCONJ
cana-6233	260	17	flexibility	flexibility	NOUN
cana-6233	260	18	.	.	PUNCT
cana-6233	261	1	last	last	ADJ
cana-6233	261	2	but	but	CCONJ
cana-6233	261	3	not	not	PART
cana-6233	261	4	least	least	ADJ
cana-6233	261	5	,	,	PUNCT
cana-6233	261	6	the	the	DET
cana-6233	261	7	suggested	suggest	VERB
cana-6233	261	8	approach	approach	NOUN
cana-6233	261	9	for	for	ADP
cana-6233	261	10	real	real	ADJ
cana-6233	261	11	-	-	PUNCT
cana-6233	261	12	time	time	NOUN
cana-6233	261	13	object	object	NOUN
cana-6233	261	14	identification	identification	NOUN
cana-6233	261	15	in	in	ADP
cana-6233	261	16	quality	quality	NOUN
cana-6233	261	17	control	control	NOUN
cana-6233	261	18	is	be	AUX
cana-6233	261	19	a	a	DET
cana-6233	261	20	game	game	NOUN
cana-6233	261	21	-	-	PUNCT
cana-6233	261	22	changer	changer	NOUN
cana-6233	261	23	for	for	ADP
cana-6233	261	24	businesses	business	NOUN
cana-6233	261	25	that	that	PRON
cana-6233	261	26	want	want	VERB
cana-6233	261	27	to	to	PART
cana-6233	261	28	improve	improve	VERB
cana-6233	261	29	their	their	PRON
cana-6233	261	30	quality	quality	NOUN
cana-6233	261	31	control	control	NOUN
cana-6233	261	32	practices	practice	NOUN
cana-6233	261	33	.	.	PUNCT
cana-6233	262	1	it	it	PRON
cana-6233	262	2	is	be	AUX
cana-6233	262	3	a	a	DET
cana-6233	262	4	dependable	dependable	ADJ
cana-6233	262	5	and	and	CCONJ
cana-6233	262	6	flexible	flexible	ADJ
cana-6233	262	7	solution	solution	NOUN
cana-6233	262	8	that	that	PRON
cana-6233	262	9	not	not	PART
cana-6233	262	10	only	only	ADV
cana-6233	262	11	maintains	maintain	VERB
cana-6233	262	12	high	high	ADJ
cana-6233	262	13	quality	quality	NOUN
cana-6233	262	14	standards	standard	NOUN
cana-6233	262	15	but	but	CCONJ
cana-6233	262	16	also	also	ADV
cana-6233	262	17	improves	improve	VERB
cana-6233	262	18	production	production	NOUN
cana-6233	262	19	efficiency	efficiency	NOUN
cana-6233	262	20	since	since	SCONJ
cana-6233	262	21	it	it	PRON
cana-6233	262	22	outperforms	outperform	VERB
cana-6233	262	23	conventional	conventional	ADJ
cana-6233	262	24	approaches	approach	NOUN
cana-6233	262	25	in	in	ADP
cana-6233	262	26	these	these	DET
cana-6233	262	27	regards	regard	NOUN
cana-6233	262	28	.	.	PUNCT
cana-6233	263	1	in	in	ADP
cana-6233	263	2	the	the	DET
cana-6233	263	3	field	field	NOUN
cana-6233	263	4	of	of	ADP
cana-6233	263	5	industrial	industrial	ADJ
cana-6233	263	6	quality	quality	NOUN
cana-6233	263	7	control	control	NOUN
cana-6233	263	8	,	,	PUNCT
cana-6233	263	9	the	the	DET
cana-6233	263	10	method	method	NOUN
cana-6233	263	11	's	's	PART
cana-6233	263	12	real	real	ADJ
cana-6233	263	13	-	-	PUNCT
cana-6233	263	14	time	time	NOUN
cana-6233	263	15	capabilities	capability	NOUN
cana-6233	263	16	and	and	CCONJ
cana-6233	263	17	flexibility	flexibility	NOUN
cana-6233	263	18	make	make	VERB
cana-6233	263	19	it	it	PRON
cana-6233	263	20	a	a	DET
cana-6233	263	21	significant	significant	ADJ
cana-6233	263	22	tool	tool	NOUN
cana-6233	263	23	that	that	PRON
cana-6233	263	24	helps	help	VERB
cana-6233	263	25	businesses	business	NOUN
cana-6233	263	26	effectively	effectively	ADV
cana-6233	263	27	and	and	CCONJ
cana-6233	263	28	sustainably	sustainably	ADV
cana-6233	263	29	create	create	VERB
cana-6233	263	30	goods	good	NOUN
cana-6233	263	31	with	with	ADP
cana-6233	263	32	high	high	ADJ
cana-6233	263	33	quality	quality	NOUN
cana-6233	263	34	standards	standard	NOUN
cana-6233	263	35	.	.	PUNCT
cana-6233	264	1	references	reference	NOUN
cana-6233	264	2	1	1	NUM
cana-6233	264	3	.	.	PUNCT
cana-6233	264	4	t.	t.	PROPN
cana-6233	264	5	shan	shan	PROPN
cana-6233	264	6	,	,	PUNCT
cana-6233	264	7	z.	z.	PROPN
cana-6233	264	8	wang	wang	PROPN
cana-6233	264	9	,	,	PUNCT
cana-6233	264	10	j.	j.	PROPN
cana-6233	264	11	hong	hong	PROPN
cana-6233	264	12	et	et	PROPN
cana-6233	264	13	al	al	PROPN
cana-6233	264	14	.	.	PROPN
cana-6233	264	15	,	,	PUNCT
cana-6233	264	16	"	"	PUNCT
cana-6233	264	17	overview	overview	NOUN
cana-6233	264	18	of	of	ADP
cana-6233	264	19	'	'	PUNCT
cana-6233	264	20	mechanical	mechanical	ADJ
cana-6233	264	21	abuse	abuse	NOUN
cana-6233	264	22	-	-	PUNCT
cana-6233	264	23	thermal	thermal	NOUN
cana-6233	264	24	runaway	runaway	NOUN
cana-6233	264	25	'	'	PUNCT
cana-6233	264	26	of	of	ADP
cana-6233	264	27	electric	electric	ADJ
cana-6233	264	28	vehicle	vehicle	NOUN
cana-6233	264	29	power	power	NOUN
cana-6233	264	30	battery	battery	NOUN
cana-6233	264	31	and	and	CCONJ
cana-6233	264	32	its	its	PRON
cana-6233	264	33	safety	safety	NOUN
cana-6233	264	34	prevention	prevention	NOUN
cana-6233	264	35	and	and	CCONJ
cana-6233	264	36	control	control	PROPN
cana-6233	264	37	technology	technology	NOUN
cana-6233	264	38	,	,	PUNCT
cana-6233	264	39	"	"	PUNCT
cana-6233	264	40	journal	journal	NOUN
cana-6233	264	41	of	of	ADP
cana-6233	264	42	mechanical	mechanical	ADJ
cana-6233	264	43	engineering	engineering	NOUN
cana-6233	264	44	,	,	PUNCT
cana-6233	264	45	vol	vol	NOUN
cana-6233	264	46	.	.	PROPN
cana-6233	265	1	58	58	NUM
cana-6233	265	2	,	,	PUNCT
cana-6233	265	3	no	no	INTJ
cana-6233	265	4	.	.	NOUN
cana-6233	265	5	14	14	NUM
cana-6233	265	6	,	,	PUNCT
cana-6233	265	7	pp	pp	ADJ
cana-6233	265	8	.	.	PUNCT
cana-6233	266	1	252–275	252–275	NUM
cana-6233	266	2	,	,	PUNCT
cana-6233	266	3	2022	2022	NUM
cana-6233	266	4	.	.	PUNCT
cana-6233	267	1	2	2	NUM
cana-6233	267	2	.	.	PUNCT
cana-6233	267	3	z.	z.	PROPN
cana-6233	267	4	xia	xia	PROPN
cana-6233	267	5	,	,	PUNCT
cana-6233	267	6	x.	x.	PROPN
cana-6233	267	7	pan	pan	PROPN
cana-6233	267	8	,	,	PUNCT
cana-6233	267	9	s.	s.	PROPN
cana-6233	267	10	song	song	PROPN
cana-6233	267	11	,	,	PUNCT
cana-6233	267	12	l.	l.	PROPN
cana-6233	267	13	e.	e.	PROPN
cana-6233	267	14	li	li	PROPN
cana-6233	267	15	,	,	PUNCT
cana-6233	267	16	and	and	CCONJ
cana-6233	267	17	g.	g.	PROPN
cana-6233	267	18	huang	huang	PROPN
cana-6233	267	19	,	,	PUNCT
cana-6233	267	20	"	"	PUNCT
cana-6233	267	21	vision	vision	NOUN
cana-6233	267	22	transformer	transformer	NOUN
cana-6233	267	23	with	with	ADP
cana-6233	267	24	deformable	deformable	ADJ
cana-6233	267	25	attention	attention	NOUN
cana-6233	267	26	,	,	PUNCT
cana-6233	267	27	"	"	PUNCT
cana-6233	267	28	in	in	ADP
cana-6233	267	29	proceedings	proceeding	NOUN
cana-6233	267	30	of	of	ADP
cana-6233	267	31	the	the	DET
cana-6233	267	32	ieee	ieee	NOUN
cana-6233	267	33	/	/	SYM
cana-6233	267	34	cvf	cvf	NOUN
cana-6233	267	35	conference	conference	NOUN
cana-6233	267	36	on	on	ADP
cana-6233	267	37	computer	computer	NOUN
cana-6233	267	38	vision	vision	NOUN
cana-6233	267	39	and	and	CCONJ
cana-6233	267	40	pattern	pattern	NOUN
cana-6233	267	41	recognition	recognition	NOUN
cana-6233	267	42	,	,	PUNCT
cana-6233	267	43	pp	pp	ADJ
cana-6233	267	44	.	.	PUNCT
cana-6233	267	45	4794–4803	4794–4803	NUM
cana-6233	267	46	,	,	PUNCT
cana-6233	267	47	new	new	PROPN
cana-6233	267	48	orleans	orleans	PROPN
cana-6233	267	49	,	,	PUNCT
cana-6233	267	50	la	la	PROPN
cana-6233	267	51	,	,	PUNCT
cana-6233	267	52	usa	usa	PROPN
cana-6233	267	53	,	,	PUNCT
cana-6233	267	54	june	june	PROPN
cana-6233	267	55	2022	2022	NUM
cana-6233	267	56	.	.	PUNCT
cana-6233	268	1	3	3	X
cana-6233	268	2	.	.	X
cana-6233	268	3	r.	r.	PROPN
cana-6233	268	4	kashyap	kashyap	PROPN
cana-6233	268	5	,	,	PUNCT
cana-6233	268	6	"	"	PUNCT
cana-6233	268	7	histopathological	histopathological	ADJ
cana-6233	268	8	image	image	NOUN
cana-6233	268	9	classification	classification	NOUN
cana-6233	268	10	using	use	VERB
cana-6233	268	11	dilated	dilate	VERB
cana-6233	268	12	residual	residual	ADJ
cana-6233	268	13	grooming	groom	VERB
cana-6233	268	14	kernel	kernel	NOUN
cana-6233	268	15	model	model	NOUN
cana-6233	268	16	,	,	PUNCT
cana-6233	268	17	"	"	PUNCT
cana-6233	268	18	international	international	ADJ
cana-6233	268	19	journal	journal	NOUN
cana-6233	268	20	of	of	ADP
cana-6233	268	21	biomedical	biomedical	ADJ
cana-6233	268	22	engineering	engineering	NOUN
cana-6233	268	23	and	and	CCONJ
cana-6233	268	24	technology	technology	NOUN
cana-6233	268	25	,	,	PUNCT
cana-6233	268	26	vol	vol	NOUN
cana-6233	268	27	.	.	PROPN
cana-6233	268	28	41	41	NUM
cana-6233	268	29	,	,	PUNCT
cana-6233	268	30	no	no	INTJ
cana-6233	268	31	.	.	NOUN
cana-6233	268	32	3	3	NUM
cana-6233	268	33	,	,	PUNCT
cana-6233	268	34	p.	p.	NOUN
cana-6233	268	35	272	272	NUM
cana-6233	268	36	,	,	PUNCT
cana-6233	268	37	2023	2023	NUM
cana-6233	268	38	.	.	PUNCT
cana-6233	269	1	[	[	X
cana-6233	269	2	online	online	X
cana-6233	269	3	]	]	X
cana-6233	269	4	.	.	PUNCT
cana-6233	270	1	available	available	ADJ
cana-6233	270	2	:	:	PUNCT
cana-6233	270	3	https://doi.org/10.1504/ijbet.2023.129819	https://doi.org/10.1504/ijbet.2023.129819	PROPN
cana-6233	270	4	4	4	NUM
cana-6233	270	5	.	.	PUNCT
cana-6233	271	1	j.g	j.g	PROPN
cana-6233	271	2	.	.	PROPN
cana-6233	271	3	kotwal	kotwal	PROPN
cana-6233	271	4	,	,	PUNCT
cana-6233	271	5	r.	r.	PROPN
cana-6233	271	6	kashyap	kashyap	PROPN
cana-6233	271	7	,	,	PUNCT
cana-6233	271	8	and	and	CCONJ
cana-6233	271	9	p.m.	p.m.	NOUN
cana-6233	271	10	shafi	shafi	PROPN
cana-6233	271	11	,	,	PUNCT
cana-6233	271	12	"	"	PUNCT
cana-6233	271	13	artificial	artificial	ADJ
cana-6233	271	14	driving	driving	NOUN
cana-6233	271	15	based	base	VERB
cana-6233	271	16	efficientnet	efficientnet	NOUN
cana-6233	271	17	for	for	ADP
cana-6233	271	18	automatic	automatic	ADJ
cana-6233	271	19	plant	plant	NOUN
cana-6233	271	20	leaf	leaf	NOUN
cana-6233	271	21	disease	disease	NOUN
cana-6233	271	22	classification	classification	NOUN
cana-6233	271	23	,	,	PUNCT
cana-6233	271	24	"	"	PUNCT
cana-6233	271	25	multimed	multime	VERB
cana-6233	271	26	tools	tool	NOUN
cana-6233	271	27	appl	appl	NOUN
cana-6233	271	28	,	,	PUNCT
cana-6233	271	29	2023	2023	NUM
cana-6233	271	30	.	.	PUNCT
cana-6233	272	1	[	[	X
cana-6233	272	2	online	online	X
cana-6233	272	3	]	]	X
cana-6233	272	4	.	.	PUNCT
cana-6233	273	1	available	available	ADJ
cana-6233	273	2	:	:	PUNCT
cana-6233	274	1	https://doi.org/10.1007/s11042-023-16882-w	https://doi.org/10.1007/s11042-023-16882-w	PROPN
cana-6233	274	2	5	5	NUM
cana-6233	274	3	.	.	PUNCT
cana-6233	274	4	d.	d.	PROPN
cana-6233	274	5	pathak	pathak	PROPN
cana-6233	274	6	and	and	CCONJ
cana-6233	274	7	r.	r.	PROPN
cana-6233	274	8	kashyap	kashyap	PROPN
cana-6233	274	9	,	,	PUNCT
cana-6233	274	10	"	"	PUNCT
cana-6233	274	11	neural	neural	ADJ
cana-6233	274	12	correlate	correlate	NOUN
cana-6233	274	13	-	-	PUNCT
cana-6233	274	14	based	base	VERB
cana-6233	274	15	e	e	NOUN
cana-6233	274	16	-	-	ADJ
cana-6233	274	17	learning	learn	VERB
cana-6233	274	18	validation	validation	NOUN
cana-6233	274	19	and	and	CCONJ
cana-6233	274	20	classification	classification	NOUN
cana-6233	274	21	using	use	VERB
cana-6233	274	22	convolutional	convolutional	ADJ
cana-6233	274	23	and	and	CCONJ
cana-6233	274	24	long	long	ADJ
cana-6233	274	25	short	short	ADJ
cana-6233	274	26	-	-	PUNCT
cana-6233	274	27	term	term	NOUN
cana-6233	274	28	memory	memory	NOUN
cana-6233	274	29	networks	network	NOUN
cana-6233	274	30	,	,	PUNCT
cana-6233	274	31	"	"	PUNCT
cana-6233	274	32	traitement	traitement	ADJ
cana-6233	274	33	du	du	PROPN
cana-6233	274	34	signal	signal	NOUN
cana-6233	274	35	,	,	PUNCT
cana-6233	274	36	vol	vol	NOUN
cana-6233	274	37	.	.	PROPN
cana-6233	274	38	40	40	NUM
cana-6233	274	39	,	,	PUNCT
cana-6233	274	40	no	no	INTJ
cana-6233	274	41	.	.	NOUN
cana-6233	274	42	4	4	NUM
cana-6233	274	43	,	,	PUNCT
cana-6233	274	44	pp	pp	ADJ
cana-6233	274	45	.	.	PUNCT
cana-6233	274	46	1457–1467	1457–1467	NUM
cana-6233	274	47	,	,	PUNCT
cana-6233	274	48	2023	2023	NUM
cana-6233	274	49	.	.	PUNCT
cana-6233	275	1	[	[	X
cana-6233	275	2	online	online	X
cana-6233	275	3	]	]	X
cana-6233	275	4	.	.	PUNCT
cana-6233	276	1	available	available	ADJ
cana-6233	276	2	:	:	PUNCT
cana-6233	276	3	10.18280	10.18280	NUM
cana-6233	276	4	/	/	SYM
cana-6233	276	5	ts.400414	ts.400414	PROPN
cana-6233	276	6	6	6	NUM
cana-6233	276	7	.	.	PUNCT
cana-6233	277	1	h.p	h.p	PROPN
cana-6233	277	2	.	.	PROPN
cana-6233	277	3	sahu	sahu	PROPN
cana-6233	277	4	and	and	CCONJ
cana-6233	277	5	r.	r.	PROPN
cana-6233	277	6	kashyap	kashyap	PROPN
cana-6233	277	7	,	,	PUNCT
cana-6233	277	8	"	"	PUNCT
cana-6233	277	9	fine_denseiganet	fine_denseiganet	NOUN
cana-6233	277	10	:	:	PUNCT
cana-6233	277	11	automatic	automatic	ADJ
cana-6233	277	12	medical	medical	ADJ
cana-6233	277	13	image	image	NOUN
cana-6233	277	14	classification	classification	NOUN
cana-6233	277	15	in	in	ADP
cana-6233	277	16	chest	chest	NOUN
cana-6233	277	17	ct	ct	NUM
cana-6233	277	18	scan	scan	ADJ
cana-6233	277	19	using	use	VERB
cana-6233	277	20	hybrid	hybrid	ADJ
cana-6233	277	21	deep	deep	ADJ
cana-6233	277	22	learning	learning	NOUN
cana-6233	277	23	framework	framework	NOUN
cana-6233	277	24	,	,	PUNCT
cana-6233	277	25	"	"	PUNCT
cana-6233	277	26	international	international	ADJ
cana-6233	277	27	journal	journal	NOUN
cana-6233	277	28	of	of	ADP
cana-6233	277	29	image	image	NOUN
cana-6233	277	30	and	and	CCONJ
cana-6233	277	31	graphics	graphic	NOUN
cana-6233	277	32	,	,	PUNCT
cana-6233	277	33	2023	2023	NUM
cana-6233	277	34	.	.	PUNCT
cana-6233	278	1	[	[	X
cana-6233	278	2	online	online	X
cana-6233	278	3	]	]	X
cana-6233	278	4	.	.	PUNCT
cana-6233	279	1	available	available	ADJ
cana-6233	279	2	:	:	PUNCT
cana-6233	279	3	10.1142	10.1142	NUM
cana-6233	279	4	/	/	SYM
cana-6233	279	5	s0219467825500044	s0219467825500044	PROPN
cana-6233	279	6	7	7	NUM
cana-6233	279	7	.	.	PUNCT
cana-6233	279	8	z.	z.	PROPN
cana-6233	279	9	niu	niu	PROPN
cana-6233	279	10	,	,	PUNCT
cana-6233	279	11	x.	x.	PROPN
cana-6233	279	12	jiang	jiang	PROPN
cana-6233	279	13	,	,	PUNCT
cana-6233	279	14	b.	b.	PROPN
cana-6233	279	15	xie	xie	PROPN
cana-6233	279	16	,	,	PUNCT
cana-6233	279	17	and	and	CCONJ
cana-6233	279	18	y.	y.	PROPN
cana-6233	279	19	jin	jin	PROPN
cana-6233	279	20	,	,	PUNCT
cana-6233	279	21	"	"	PUNCT
cana-6233	279	22	study	study	NOUN
cana-6233	279	23	on	on	ADP
cana-6233	279	24	simulation	simulation	NOUN
cana-6233	279	25	and	and	CCONJ
cana-6233	279	26	safety	safety	NOUN
cana-6233	279	27	protection	protection	NOUN
cana-6233	279	28	of	of	ADP
cana-6233	279	29	electric	electric	ADJ
cana-6233	279	30	vehicle	vehicle	NOUN
cana-6233	279	31	overcharge	overcharge	NOUN
cana-6233	279	32	and	and	CCONJ
cana-6233	279	33	explosion	explosion	NOUN
cana-6233	279	34	accident	accident	NOUN
cana-6233	279	35	,	,	PUNCT
cana-6233	279	36	"	"	PUNCT
cana-6233	279	37	transactions	transaction	NOUN
cana-6233	279	38	of	of	ADP
cana-6233	279	39	china	china	PROPN
cana-6233	279	40	electrotechnical	electrotechnical	ADJ
cana-6233	279	41	society	society	NOUN
cana-6233	279	42	,	,	PUNCT
cana-6233	279	43	vol	vol	NOUN
cana-6233	279	44	.	.	PROPN
cana-6233	280	1	37	37	NUM
cana-6233	280	2	,	,	PUNCT
cana-6233	280	3	no	no	INTJ
cana-6233	280	4	.	.	NOUN
cana-6233	280	5	1	1	NUM
cana-6233	280	6	,	,	PUNCT
cana-6233	280	7	pp	pp	ADJ
cana-6233	280	8	.	.	PUNCT
cana-6233	281	1	36–47	36–47	NUM
cana-6233	281	2	,	,	PUNCT
cana-6233	281	3	2022	2022	NUM
cana-6233	281	4	.	.	PUNCT
cana-6233	282	1	8	8	NUM
cana-6233	282	2	.	.	PUNCT
cana-6233	282	3	y.	y.	PROPN
cana-6233	282	4	xie	xie	PROPN
cana-6233	282	5	,	,	PUNCT
cana-6233	282	6	j.	j.	PROPN
cana-6233	282	7	zhu	zhu	PROPN
cana-6233	282	8	,	,	PUNCT
cana-6233	282	9	y.	y.	PROPN
cana-6233	282	10	guo	guo	PROPN
cana-6233	282	11	,	,	PUNCT
cana-6233	282	12	j.	j.	PROPN
cana-6233	282	13	you	you	PROPN
cana-6233	282	14	,	,	PUNCT
cana-6233	282	15	d.	d.	PROPN
cana-6233	282	16	feng	feng	PROPN
cana-6233	282	17	,	,	PUNCT
cana-6233	282	18	and	and	CCONJ
cana-6233	282	19	y.	y.	PROPN
cana-6233	282	20	cao	cao	PROPN
cana-6233	282	21	,	,	PUNCT
cana-6233	282	22	"	"	PUNCT
cana-6233	282	23	early	early	ADJ
cana-6233	282	24	indoor	indoor	ADJ
cana-6233	282	25	occluded	occlude	VERB
cana-6233	282	26	fire	fire	NOUN
cana-6233	282	27	detection	detection	NOUN
cana-6233	282	28	based	base	VERB
cana-6233	282	29	on	on	ADP
cana-6233	282	30	firelight	firelight	NOUN
cana-6233	282	31	reflection	reflection	NOUN
cana-6233	282	32	characteristics	characteristic	NOUN
cana-6233	282	33	,	,	PUNCT
cana-6233	282	34	"	"	PUNCT
cana-6233	282	35	fire	fire	NOUN
cana-6233	282	36	safety	safety	NOUN
cana-6233	282	37	journal	journal	NOUN
cana-6233	282	38	,	,	PUNCT
cana-6233	282	39	vol	vol	NOUN
cana-6233	282	40	.	.	PROPN
cana-6233	282	41	128	128	NUM
cana-6233	282	42	,	,	PUNCT
cana-6233	282	43	article	article	NOUN
cana-6233	282	44	i	i	PROPN
cana-6233	282	45	d	d	PROPN
cana-6233	282	46	103542	103542	NUM
cana-6233	282	47	,	,	PUNCT
cana-6233	282	48	2022	2022	NUM
cana-6233	282	49	.	.	PUNCT
cana-6233	283	1	communications	communication	NOUN
cana-6233	283	2	on	on	ADP
cana-6233	283	3	applied	apply	VERB
cana-6233	283	4	nonlinear	nonlinear	ADJ
cana-6233	283	5	analysis	analysis	NOUN
cana-6233	283	6	issn	issn	NOUN
cana-6233	283	7	:	:	PUNCT
cana-6233	283	8	1074	1074	NUM
cana-6233	283	9	-	-	PUNCT
cana-6233	283	10	133x	133x	NUM
cana-6233	283	11	vol	vol	NOUN
cana-6233	283	12	32	32	NUM
cana-6233	283	13	no	no	NOUN
cana-6233	283	14	.	.	NOUN
cana-6233	283	15	1	1	NUM
cana-6233	283	16	(	(	PUNCT
cana-6233	283	17	2025	2025	NUM
cana-6233	283	18	)	)	PUNCT
cana-6233	283	19	https://internationalpubls.com	https://internationalpubls.com	X
cana-6233	283	20	786	786	NUM
cana-6233	283	21	9	9	NUM
cana-6233	283	22	.	.	PUNCT
cana-6233	284	1	v.	v.	ADP
cana-6233	284	2	parashar	parashar	PROPN
cana-6233	284	3	et	et	PROPN
cana-6233	284	4	al	al	PROPN
cana-6233	284	5	.	.	PROPN
cana-6233	284	6	,	,	PUNCT
cana-6233	284	7	"	"	PUNCT
cana-6233	284	8	aggregation	aggregation	NOUN
cana-6233	284	9	-	-	PUNCT
cana-6233	284	10	based	base	VERB
cana-6233	284	11	dynamic	dynamic	ADJ
cana-6233	284	12	channel	channel	NOUN
cana-6233	284	13	bonding	bonding	NOUN
cana-6233	284	14	to	to	PART
cana-6233	284	15	maximise	maximise	VERB
cana-6233	284	16	the	the	DET
cana-6233	284	17	performance	performance	NOUN
cana-6233	284	18	of	of	ADP
cana-6233	284	19	wireless	wireless	ADJ
cana-6233	284	20	local	local	ADJ
cana-6233	284	21	area	area	NOUN
cana-6233	284	22	networks	network	NOUN
cana-6233	284	23	(	(	PUNCT
cana-6233	284	24	wlan	wlan	NOUN
cana-6233	284	25	)	)	PUNCT
cana-6233	284	26	,	,	PUNCT
cana-6233	284	27	"	"	PUNCT
cana-6233	284	28	wireless	wireless	ADJ
cana-6233	284	29	communications	communication	NOUN
cana-6233	284	30	and	and	CCONJ
cana-6233	284	31	mobile	mobile	NOUN
cana-6233	284	32	computing	computing	NOUN
cana-6233	284	33	,	,	PUNCT
cana-6233	284	34	vol	vol	NOUN
cana-6233	284	35	.	.	NOUN
cana-6233	284	36	2022	2022	NUM
cana-6233	284	37	,	,	PUNCT
cana-6233	284	38	article	article	NOUN
cana-6233	284	39	i	i	PROPN
cana-6233	284	40	d	d	PROPN
cana-6233	284	41	4464447	4464447	NUM
cana-6233	284	42	,	,	PUNCT
cana-6233	284	43	pp	pp	ADP
cana-6233	284	44	.	.	PUNCT
cana-6233	285	1	1–11	1–11	PROPN
cana-6233	285	2	,	,	PUNCT
cana-6233	285	3	2022	2022	NUM
cana-6233	285	4	.	.	PUNCT
cana-6233	286	1	[	[	X
cana-6233	286	2	online	online	X
cana-6233	286	3	]	]	X
cana-6233	286	4	.	.	PUNCT
cana-6233	287	1	available	available	ADJ
cana-6233	287	2	:	:	PUNCT
cana-6233	287	3	https://doi.org/10.1155/2022/4464447	https://doi.org/10.1155/2022/4464447	NOUN
cana-6233	287	4	10	10	NUM
cana-6233	287	5	.	.	PUNCT
cana-6233	288	1	j.	j.	PROPN
cana-6233	288	2	kotwal	kotwal	PROPN
cana-6233	288	3	,	,	PUNCT
cana-6233	288	4	r.	r.	PROPN
cana-6233	288	5	kashyap	kashyap	PROPN
cana-6233	288	6	,	,	PUNCT
cana-6233	288	7	and	and	CCONJ
cana-6233	288	8	s.	s.	PROPN
cana-6233	288	9	pathan	pathan	PROPN
cana-6233	288	10	,	,	PUNCT
cana-6233	288	11	"	"	PUNCT
cana-6233	288	12	agricultural	agricultural	ADJ
cana-6233	288	13	plant	plant	NOUN
cana-6233	288	14	diseases	disease	NOUN
cana-6233	288	15	identification	identification	NOUN
cana-6233	288	16	:	:	PUNCT
cana-6233	288	17	from	from	ADP
cana-6233	288	18	traditional	traditional	ADJ
cana-6233	288	19	approach	approach	NOUN
cana-6233	288	20	to	to	ADP
cana-6233	288	21	deep	deep	ADJ
cana-6233	288	22	learning	learning	NOUN
cana-6233	288	23	,	,	PUNCT
cana-6233	288	24	"	"	PUNCT
cana-6233	288	25	materials	material	NOUN
cana-6233	288	26	today	today	NOUN
cana-6233	288	27	:	:	PUNCT
cana-6233	288	28	proceedings	proceeding	NOUN
cana-6233	288	29	,	,	PUNCT
cana-6233	288	30	vol	vol	NOUN
cana-6233	288	31	.	.	PROPN
cana-6233	288	32	80	80	NUM
cana-6233	288	33	,	,	PUNCT
cana-6233	288	34	pp	pp	ADJ
cana-6233	288	35	.	.	PUNCT
cana-6233	289	1	344–356	344–356	NUM
cana-6233	289	2	,	,	PUNCT
cana-6233	289	3	2023	2023	NUM
cana-6233	289	4	.	.	PUNCT
cana-6233	290	1	[	[	X
cana-6233	290	2	online	online	X
cana-6233	290	3	]	]	X
cana-6233	290	4	.	.	PUNCT
cana-6233	291	1	available	available	ADJ
cana-6233	291	2	:	:	PUNCT
cana-6233	291	3	https://doi.org/10.1016/j.matpr.2023.02.370	https://doi.org/10.1016/j.matpr.2023.02.370	NUM
cana-6233	291	4	11	11	NUM
cana-6233	291	5	.	.	PUNCT
cana-6233	292	1	d.	d.	PROPN
cana-6233	292	2	bavkar	bavkar	PROPN
cana-6233	292	3	,	,	PUNCT
cana-6233	292	4	r.	r.	PROPN
cana-6233	292	5	kashyap	kashyap	PROPN
cana-6233	292	6	,	,	PUNCT
cana-6233	292	7	and	and	CCONJ
cana-6233	293	1	v.	v.	ADP
cana-6233	293	2	khairnar	khairnar	NOUN
cana-6233	293	3	,	,	PUNCT
cana-6233	293	4	"	"	PUNCT
cana-6233	293	5	deep	deep	ADJ
cana-6233	293	6	hybrid	hybrid	NOUN
cana-6233	293	7	model	model	NOUN
cana-6233	293	8	with	with	ADP
cana-6233	293	9	trained	train	VERB
cana-6233	293	10	weights	weight	NOUN
cana-6233	293	11	for	for	ADP
cana-6233	293	12	multimodal	multimodal	NOUN
cana-6233	293	13	sarcasm	sarcasm	NOUN
cana-6233	293	14	detection	detection	NOUN
cana-6233	293	15	,	,	PUNCT
cana-6233	293	16	"	"	PUNCT
cana-6233	293	17	lecture	lecture	NOUN
cana-6233	293	18	notes	note	NOUN
cana-6233	293	19	in	in	ADP
cana-6233	293	20	networks	network	NOUN
cana-6233	293	21	and	and	CCONJ
cana-6233	293	22	systems	system	NOUN
cana-6233	293	23	,	,	PUNCT
cana-6233	293	24	pp	pp	ADP
cana-6233	293	25	.	.	PUNCT
cana-6233	294	1	179–194	179–194	NUM
cana-6233	294	2	,	,	PUNCT
cana-6233	294	3	2023	2023	NUM
cana-6233	294	4	.	.	PUNCT
cana-6233	295	1	[	[	X
cana-6233	295	2	online	online	X
cana-6233	295	3	]	]	X
cana-6233	295	4	.	.	PUNCT
cana-6233	296	1	available	available	ADJ
cana-6233	296	2	:	:	PUNCT
cana-6233	296	3	10.1007/978	10.1007/978	NUM
cana-6233	296	4	-	-	SYM
cana-6233	296	5	981	981	NUM
cana-6233	296	6	-	-	PUNCT
cana-6233	296	7	99	99	NUM
cana-6233	296	8	-	-	PUNCT
cana-6233	296	9	5166	5166	NUM
cana-6233	296	10	-	-	SYM
cana-6233	296	11	6_13	6_13	NUM
cana-6233	296	12	12	12	NUM
cana-6233	296	13	.	.	PUNCT
cana-6233	297	1	r.	r.	PROPN
cana-6233	297	2	kashyap	kashyap	PROPN
cana-6233	297	3	,	,	PUNCT
cana-6233	297	4	"	"	PUNCT
cana-6233	297	5	stochastic	stochastic	ADJ
cana-6233	297	6	dilated	dilate	VERB
cana-6233	297	7	residual	residual	ADJ
cana-6233	297	8	ghost	ghost	NOUN
cana-6233	297	9	model	model	NOUN
cana-6233	297	10	for	for	ADP
cana-6233	297	11	breast	breast	NOUN
cana-6233	297	12	cancer	cancer	NOUN
cana-6233	297	13	detection	detection	NOUN
cana-6233	297	14	,	,	PUNCT
cana-6233	297	15	"	"	PUNCT
cana-6233	297	16	journal	journal	NOUN
cana-6233	297	17	of	of	ADP
cana-6233	297	18	digital	digital	ADJ
cana-6233	297	19	imaging	imaging	NOUN
cana-6233	297	20	,	,	PUNCT
cana-6233	297	21	vol	vol	NOUN
cana-6233	297	22	.	.	PROPN
cana-6233	298	1	36	36	NUM
cana-6233	298	2	,	,	PUNCT
cana-6233	298	3	no	no	INTJ
cana-6233	298	4	.	.	NOUN
cana-6233	298	5	2	2	NUM
cana-6233	298	6	,	,	PUNCT
cana-6233	298	7	pp	pp	ADJ
cana-6233	298	8	.	.	PUNCT
cana-6233	299	1	562–573	562–573	NUM
cana-6233	299	2	,	,	PUNCT
cana-6233	299	3	2022	2022	NUM
cana-6233	299	4	.	.	PUNCT
cana-6233	300	1	[	[	X
cana-6233	300	2	online	online	X
cana-6233	300	3	]	]	X
cana-6233	300	4	.	.	PUNCT
cana-6233	301	1	available	available	ADJ
cana-6233	301	2	:	:	PUNCT
cana-6233	301	3	https://doi.org/10.1007/s10278-022-00739-z	https://doi.org/10.1007/s10278-022-00739-z	NOUN
cana-6233	301	4	13	13	NUM
cana-6233	301	5	.	.	PUNCT
cana-6233	302	1	y.	y.	PROPN
cana-6233	302	2	wu	wu	PROPN
cana-6233	302	3	,	,	PUNCT
cana-6233	302	4	y.	y.	PROPN
cana-6233	302	5	song	song	PROPN
cana-6233	302	6	,	,	PUNCT
cana-6233	302	7	and	and	CCONJ
cana-6233	302	8	h.	h.	PROPN
cana-6233	302	9	zhou	zhou	PROPN
cana-6233	302	10	,	,	PUNCT
cana-6233	302	11	"	"	PUNCT
cana-6233	302	12	state	state	NOUN
cana-6233	302	13	identification	identification	NOUN
cana-6233	302	14	of	of	ADP
cana-6233	302	15	boiler	boiler	NOUN
cana-6233	302	16	combustion	combustion	NOUN
cana-6233	302	17	flame	flame	NOUN
cana-6233	302	18	images	image	NOUN
cana-6233	302	19	based	base	VERB
cana-6233	302	20	on	on	ADP
cana-6233	302	21	gray	gray	ADJ
cana-6233	302	22	entropy	entropy	NOUN
cana-6233	302	23	multiple	multiple	ADJ
cana-6233	302	24	thresholding	thresholding	NOUN
cana-6233	302	25	and	and	CCONJ
cana-6233	302	26	support	support	NOUN
cana-6233	302	27	vector	vector	NOUN
cana-6233	302	28	machine	machine	NOUN
cana-6233	302	29	,	,	PUNCT
cana-6233	302	30	"	"	PUNCT
cana-6233	302	31	proceedings	proceeding	NOUN
cana-6233	302	32	of	of	ADP
cana-6233	302	33	the	the	DET
cana-6233	302	34	csee	csee	NOUN
cana-6233	302	35	,	,	PUNCT
cana-6233	302	36	vol	vol	NOUN
cana-6233	302	37	.	.	PROPN
cana-6233	303	1	33	33	NUM
cana-6233	303	2	,	,	PUNCT
cana-6233	303	3	no	no	INTJ
cana-6233	303	4	.	.	NOUN
cana-6233	303	5	20	20	NUM
cana-6233	303	6	,	,	PUNCT
cana-6233	303	7	pp	pp	ADJ
cana-6233	303	8	.	.	PUNCT
cana-6233	304	1	66–73	66–73	NUM
cana-6233	304	2	,	,	PUNCT
cana-6233	304	3	2013	2013	NUM
cana-6233	304	4	.	.	PUNCT
cana-6233	305	1	14	14	NUM
cana-6233	305	2	.	.	PUNCT
cana-6233	306	1	y.	y.	PROPN
cana-6233	306	2	wu	wu	PROPN
cana-6233	306	3	,	,	PUNCT
cana-6233	306	4	l.	l.	PROPN
cana-6233	306	5	zhu	zhu	PROPN
cana-6233	306	6	,	,	PUNCT
cana-6233	306	7	and	and	CCONJ
cana-6233	306	8	h.	h.	PROPN
cana-6233	306	9	zhou	zhou	PROPN
cana-6233	306	10	,	,	PUNCT
cana-6233	306	11	"	"	PUNCT
cana-6233	306	12	state	state	NOUN
cana-6233	306	13	recognition	recognition	NOUN
cana-6233	306	14	of	of	ADP
cana-6233	306	15	flame	flame	NOUN
cana-6233	306	16	images	image	NOUN
cana-6233	306	17	based	base	VERB
cana-6233	306	18	on	on	ADP
cana-6233	306	19	krawtchouk	krawtchouk	ADJ
cana-6233	306	20	moment	moment	NOUN
cana-6233	306	21	and	and	CCONJ
cana-6233	306	22	support	support	VERB
cana-6233	306	23	vector	vector	NOUN
cana-6233	306	24	machine	machine	NOUN
cana-6233	306	25	,	,	PUNCT
cana-6233	306	26	"	"	PUNCT
cana-6233	306	27	proceedings	proceeding	NOUN
cana-6233	306	28	of	of	ADP
cana-6233	306	29	the	the	DET
cana-6233	306	30	csee	csee	NOUN
cana-6233	306	31	,	,	PUNCT
cana-6233	306	32	vol	vol	NOUN
cana-6233	306	33	.	.	PROPN
cana-6233	307	1	34	34	NUM
cana-6233	307	2	,	,	PUNCT
cana-6233	307	3	no	no	INTJ
cana-6233	307	4	.	.	NOUN
cana-6233	307	5	5	5	NUM
cana-6233	307	6	,	,	PUNCT
cana-6233	307	7	pp	pp	ADJ
cana-6233	307	8	.	.	PUNCT
cana-6233	308	1	734–740	734–740	NUM
cana-6233	308	2	,	,	PUNCT
cana-6233	308	3	2014	2014	NUM
cana-6233	308	4	.	.	PUNCT
cana-6233	309	1	15	15	NUM
cana-6233	309	2	.	.	PUNCT
cana-6233	309	3	j.	j.	PROPN
cana-6233	309	4	huang	huang	PROPN
cana-6233	309	5	,	,	PUNCT
cana-6233	309	6	c.	c.	PROPN
cana-6233	309	7	chaoxia	chaoxia	PROPN
cana-6233	309	8	,	,	PUNCT
cana-6233	309	9	x.	x.	PROPN
cana-6233	309	10	dong	dong	PROPN
cana-6233	309	11	et	et	PROPN
cana-6233	309	12	al	al	PROPN
cana-6233	309	13	.	.	PROPN
cana-6233	309	14	,	,	PUNCT
cana-6233	309	15	"	"	PUNCT
cana-6233	309	16	faster	fast	ADJ
cana-6233	309	17	r	r	NOUN
cana-6233	309	18	-	-	PUNCT
cana-6233	309	19	cnn	cnn	PROPN
cana-6233	309	20	based	base	VERB
cana-6233	309	21	color	color	NOUN
cana-6233	309	22	-	-	PUNCT
cana-6233	309	23	guided	guide	VERB
cana-6233	309	24	flame	flame	NOUN
cana-6233	309	25	detection	detection	NOUN
cana-6233	309	26	,	,	PUNCT
cana-6233	309	27	"	"	PUNCT
cana-6233	309	28	journal	journal	NOUN
cana-6233	309	29	of	of	ADP
cana-6233	309	30	computer	computer	NOUN
cana-6233	309	31	applications	application	NOUN
cana-6233	309	32	,	,	PUNCT
cana-6233	309	33	vol	vol	NOUN
cana-6233	309	34	.	.	PROPN
cana-6233	309	35	40	40	NUM
cana-6233	309	36	,	,	PUNCT
cana-6233	309	37	no	no	INTJ
cana-6233	309	38	.	.	NOUN
cana-6233	309	39	5	5	NUM
cana-6233	309	40	,	,	PUNCT
cana-6233	309	41	pp	pp	ADJ
cana-6233	309	42	.	.	PUNCT
cana-6233	310	1	1470–1475	1470–1475	NUM
cana-6233	310	2	,	,	PUNCT
cana-6233	310	3	2020	2020	NUM
cana-6233	310	4	.	.	PUNCT
cana-6233	311	1	16	16	NUM
cana-6233	311	2	.	.	PUNCT
cana-6233	312	1	v.	v.	PROPN
cana-6233	312	2	roy	roy	PROPN
cana-6233	312	3	and	and	CCONJ
cana-6233	312	4	s.	s.	PROPN
cana-6233	312	5	shukla	shukla	PROPN
cana-6233	312	6	,	,	PUNCT
cana-6233	312	7	"	"	PUNCT
cana-6233	312	8	image	image	NOUN
cana-6233	312	9	denoising	denoising	NOUN
cana-6233	312	10	by	by	ADP
cana-6233	312	11	data	datum	NOUN
cana-6233	312	12	adaptive	adaptive	ADJ
cana-6233	312	13	and	and	CCONJ
cana-6233	312	14	non	non	ADJ
cana-6233	312	15	-	-	ADJ
cana-6233	312	16	data	data	ADJ
cana-6233	312	17	adaptive	adaptive	ADJ
cana-6233	312	18	transform	transform	NOUN
cana-6233	312	19	domain	domain	NOUN
cana-6233	312	20	denoising	denoising	NOUN
cana-6233	312	21	method	method	NOUN
cana-6233	312	22	using	use	VERB
cana-6233	312	23	eeg	eeg	NOUN
cana-6233	312	24	signal	signal	NOUN
cana-6233	312	25	,	,	PUNCT
cana-6233	312	26	"	"	PUNCT
cana-6233	312	27	in	in	ADP
cana-6233	312	28	proceedings	proceeding	NOUN
cana-6233	312	29	of	of	ADP
cana-6233	312	30	all	all	DET
cana-6233	312	31	india	india	PROPN
cana-6233	312	32	seminar	seminar	NOUN
cana-6233	312	33	on	on	ADP
cana-6233	312	34	biomedical	biomedical	ADJ
cana-6233	312	35	engineering	engineering	NOUN
cana-6233	312	36	2012	2012	NUM
cana-6233	312	37	(	(	PUNCT
cana-6233	312	38	aisobe	aisobe	NOUN
cana-6233	312	39	2012	2012	NUM
cana-6233	312	40	)	)	PUNCT
cana-6233	312	41	,	,	PUNCT
cana-6233	312	42	v.	v.	PROPN
cana-6233	312	43	kumar	kumar	PROPN
cana-6233	312	44	and	and	CCONJ
cana-6233	312	45	m.	m.	PROPN
cana-6233	312	46	bhatele	bhatele	PROPN
cana-6233	312	47	(	(	PUNCT
cana-6233	312	48	eds	ed	NOUN
cana-6233	312	49	.	.	PUNCT
cana-6233	312	50	)	)	PUNCT
cana-6233	313	1	,	,	PUNCT
cana-6233	313	2	lecture	lecture	NOUN
cana-6233	313	3	notes	note	NOUN
cana-6233	313	4	in	in	ADP
cana-6233	313	5	bioengineering	bioengineering	NOUN
cana-6233	313	6	.	.	PUNCT
cana-6233	314	1	springer	springer	PROPN
cana-6233	314	2	,	,	PUNCT
cana-6233	314	3	india	india	PROPN
cana-6233	314	4	,	,	PUNCT
cana-6233	314	5	2013	2013	NUM
cana-6233	314	6	.	.	PUNCT
cana-6233	315	1	https://doi.org/10.1007/978-81-322-0970-6_2	https://doi.org/10.1007/978-81-322-0970-6_2	PROPN
cana-6233	315	2	.	.	PUNCT
cana-6233	316	1	17	17	NUM
cana-6233	316	2	.	.	PUNCT
cana-6233	317	1	p.	p.	PROPN
cana-6233	317	2	kumar	kumar	PROPN
cana-6233	317	3	,	,	PUNCT
cana-6233	317	4	a.	a.	NOUN
cana-6233	317	5	baliyan	baliyan	PROPN
cana-6233	317	6	,	,	PUNCT
cana-6233	317	7	k.r	k.r	PROPN
cana-6233	317	8	.	.	PROPN
cana-6233	317	9	prasad	prasad	PROPN
cana-6233	317	10	,	,	PUNCT
cana-6233	317	11	n.	n.	PROPN
cana-6233	317	12	sreekanth	sreekanth	PROPN
cana-6233	317	13	,	,	PUNCT
cana-6233	317	14	p.	p.	PROPN
cana-6233	317	15	jawarkar	jawarkar	PROPN
cana-6233	317	16	,	,	PUNCT
cana-6233	317	17	v.	v.	PROPN
cana-6233	317	18	roy	roy	PROPN
cana-6233	317	19	,	,	PUNCT
cana-6233	317	20	e.t	e.t	PROPN
cana-6233	317	21	.	.	PROPN
cana-6233	317	22	amoatey	amoatey	PROPN
cana-6233	317	23	,	,	PUNCT
cana-6233	317	24	"	"	PUNCT
cana-6233	317	25	machine	machine	NOUN
cana-6233	317	26	learning	learning	NOUN
cana-6233	317	27	enabled	enable	VERB
cana-6233	317	28	techniques	technique	NOUN
cana-6233	317	29	for	for	ADP
cana-6233	317	30	protecting	protect	VERB
cana-6233	317	31	wireless	wireless	ADJ
cana-6233	317	32	sensor	sensor	NOUN
cana-6233	317	33	networks	network	NOUN
cana-6233	317	34	by	by	ADP
cana-6233	317	35	estimating	estimate	VERB
cana-6233	317	36	attack	attack	NOUN
cana-6233	317	37	prevalence	prevalence	NOUN
cana-6233	317	38	and	and	CCONJ
cana-6233	317	39	device	device	NOUN
cana-6233	317	40	deployment	deployment	NOUN
cana-6233	317	41	strategy	strategy	NOUN
cana-6233	317	42	for	for	ADP
cana-6233	317	43	5	5	NUM
cana-6233	317	44	g	g	NOUN
cana-6233	317	45	networks	network	NOUN
cana-6233	317	46	,	,	PUNCT
cana-6233	317	47	"	"	PUNCT
cana-6233	317	48	wireless	wireless	ADJ
cana-6233	317	49	communications	communication	NOUN
cana-6233	317	50	and	and	CCONJ
cana-6233	317	51	mobile	mobile	NOUN
cana-6233	317	52	computing	computing	NOUN
cana-6233	317	53	,	,	PUNCT
cana-6233	317	54	vol	vol	NOUN
cana-6233	317	55	.	.	NOUN
cana-6233	317	56	2022	2022	NUM
cana-6233	317	57	,	,	PUNCT
cana-6233	317	58	article	article	NOUN
cana-6233	317	59	i	i	PROPN
cana-6233	317	60	d	d	PROPN
cana-6233	317	61	5713092	5713092	NUM
cana-6233	317	62	,	,	PUNCT
cana-6233	317	63	pp	pp	ADJ
cana-6233	317	64	.	.	PUNCT
cana-6233	318	1	1	1	NUM
cana-6233	318	2	-	-	SYM
cana-6233	318	3	15	15	NUM
cana-6233	318	4	,	,	PUNCT
cana-6233	318	5	2022	2022	NUM
cana-6233	318	6	.	.	PUNCT
cana-6233	319	1	https://doi.org/10.1155/2022/5713092	https://doi.org/10.1155/2022/5713092	NOUN
cana-6233	319	2	.	.	PUNCT
cana-6233	320	1	18	18	NUM
cana-6233	320	2	.	.	PUNCT
cana-6233	320	3	y.	y.	PROPN
cana-6233	320	4	cai	cai	PROPN
cana-6233	320	5	,	,	PUNCT
cana-6233	320	6	t.	t.	PROPN
cana-6233	320	7	luan	luan	PROPN
cana-6233	320	8	,	,	PUNCT
cana-6233	320	9	h.	h.	PROPN
cana-6233	320	10	gao	gao	PROPN
cana-6233	320	11	et	et	PROPN
cana-6233	320	12	al	al	PROPN
cana-6233	320	13	.	.	PROPN
cana-6233	320	14	,	,	PUNCT
cana-6233	320	15	"	"	PUNCT
cana-6233	320	16	yolov4	yolov4	PROPN
cana-6233	320	17	-	-	PUNCT
cana-6233	320	18	5d	5d	PROPN
cana-6233	320	19	:	:	PUNCT
cana-6233	320	20	an	an	DET
cana-6233	320	21	effective	effective	ADJ
cana-6233	320	22	and	and	CCONJ
cana-6233	320	23	efficient	efficient	ADJ
cana-6233	320	24	object	object	NOUN
cana-6233	320	25	detector	detector	NOUN
cana-6233	320	26	for	for	ADP
cana-6233	320	27	autonomous	autonomous	ADJ
cana-6233	320	28	driving	driving	NOUN
cana-6233	320	29	,	,	PUNCT
cana-6233	320	30	"	"	PUNCT
cana-6233	320	31	ieee	ieee	NOUN
cana-6233	320	32	transactions	transaction	NOUN
cana-6233	320	33	on	on	ADP
cana-6233	320	34	instrumentation	instrumentation	NOUN
cana-6233	320	35	and	and	CCONJ
cana-6233	320	36	measurement	measurement	NOUN
cana-6233	320	37	,	,	PUNCT
cana-6233	320	38	vol	vol	NOUN
cana-6233	320	39	.	.	PROPN
cana-6233	320	40	70	70	NUM
cana-6233	320	41	,	,	PUNCT
cana-6233	320	42	pp	pp	ADJ
cana-6233	320	43	.	.	PUNCT
cana-6233	321	1	1	1	NUM
cana-6233	321	2	–	–	PUNCT
cana-6233	321	3	13	13	NUM
cana-6233	321	4	,	,	PUNCT
cana-6233	321	5	2021	2021	NUM
cana-6233	321	6	.	.	PUNCT
cana-6233	322	1	19	19	NUM
cana-6233	322	2	.	.	PUNCT
cana-6233	322	3	y.	y.	PROPN
cana-6233	322	4	huo	huo	PROPN
cana-6233	322	5	,	,	PUNCT
cana-6233	322	6	q.	q.	PROPN
cana-6233	322	7	zhang	zhang	PROPN
cana-6233	322	8	,	,	PUNCT
cana-6233	322	9	y.	y.	PROPN
cana-6233	322	10	jia	jia	PROPN
cana-6233	322	11	et	et	PROPN
cana-6233	322	12	al	al	PROPN
cana-6233	322	13	.	.	PROPN
cana-6233	322	14	,	,	PUNCT
cana-6233	322	15	"	"	PUNCT
cana-6233	322	16	a	a	DET
cana-6233	322	17	deep	deep	ADJ
cana-6233	322	18	separable	separable	ADJ
cana-6233	322	19	convolutional	convolutional	ADJ
cana-6233	322	20	neural	neural	ADJ
cana-6233	322	21	network	network	NOUN
cana-6233	322	22	for	for	ADP
cana-6233	322	23	multiscale	multiscale	ADJ
cana-6233	322	24	image	image	NOUN
cana-6233	322	25	-	-	PUNCT
cana-6233	322	26	based	base	VERB
cana-6233	322	27	smoke	smoke	NOUN
cana-6233	322	28	detection	detection	NOUN
cana-6233	322	29	,	,	PUNCT
cana-6233	322	30	"	"	PUNCT
cana-6233	322	31	fire	fire	NOUN
cana-6233	322	32	technology	technology	NOUN
cana-6233	322	33	,	,	PUNCT
cana-6233	322	34	vol	vol	NOUN
cana-6233	322	35	.	.	PROPN
cana-6233	323	1	58	58	NUM
cana-6233	323	2	,	,	PUNCT
cana-6233	323	3	no	no	INTJ
cana-6233	323	4	.	.	NOUN
cana-6233	323	5	3	3	NUM
cana-6233	323	6	,	,	PUNCT
cana-6233	323	7	pp	pp	ADJ
cana-6233	323	8	.	.	PUNCT
cana-6233	324	1	1445–1468	1445–1468	NUM
cana-6233	324	2	,	,	PUNCT
cana-6233	324	3	2022	2022	NUM
cana-6233	324	4	.	.	PUNCT
cana-6233	325	1	20	20	NUM
cana-6233	325	2	.	.	PUNCT
cana-6233	325	3	z.	z.	PROPN
cana-6233	325	4	wu	wu	PROPN
cana-6233	325	5	,	,	PUNCT
cana-6233	325	6	r.	r.	PROPN
cana-6233	325	7	xue	xue	PROPN
cana-6233	325	8	,	,	PUNCT
cana-6233	325	9	and	and	CCONJ
cana-6233	325	10	h.	h.	PROPN
cana-6233	325	11	li	li	PROPN
cana-6233	325	12	,	,	PUNCT
cana-6233	325	13	"	"	PUNCT
cana-6233	325	14	real	real	ADJ
cana-6233	325	15	-	-	PUNCT
cana-6233	325	16	time	time	NOUN
cana-6233	325	17	video	video	NOUN
cana-6233	325	18	fire	fire	NOUN
cana-6233	325	19	detection	detection	NOUN
cana-6233	325	20	via	via	ADP
cana-6233	325	21	modified	modified	ADJ
cana-6233	325	22	yolov5	yolov5	NOUN
cana-6233	325	23	network	network	NOUN
cana-6233	325	24	model	model	NOUN
cana-6233	325	25	,	,	PUNCT
cana-6233	325	26	"	"	PUNCT
cana-6233	325	27	fire	fire	NOUN
cana-6233	325	28	technology	technology	NOUN
cana-6233	325	29	,	,	PUNCT
cana-6233	325	30	vol	vol	NOUN
cana-6233	325	31	.	.	PROPN
cana-6233	326	1	58	58	NUM
cana-6233	326	2	,	,	PUNCT
cana-6233	326	3	no	no	INTJ
cana-6233	326	4	.	.	NOUN
cana-6233	326	5	4	4	NUM
cana-6233	326	6	,	,	PUNCT
cana-6233	326	7	pp	pp	ADJ
cana-6233	326	8	.	.	PUNCT
cana-6233	327	1	2377–2403	2377–2403	NUM
cana-6233	327	2	,	,	PUNCT
cana-6233	327	3	2022	2022	NUM
cana-6233	327	4	.	.	PUNCT
cana-6233	328	1	https://doi.org/10.1007/s10278-022-00739-z	https://doi.org/10.1007/s10278-022-00739-z	ADJ
cana-6233	328	2	https://doi.org/10.1155/2022/5713092	https://doi.org/10.1155/2022/5713092	NOUN