id	sid	tid	token	lemma	pos
easat-5900	1	1	edelweiss	edelweiss	PROPN
easat-5900	1	2	applied	apply	VERB
easat-5900	1	3	science	science	NOUN
easat-5900	1	4	and	and	CCONJ
easat-5900	1	5	technology	technology	NOUN
easat-5900	1	6	issn	issn	PROPN
easat-5900	1	7	:	:	PUNCT
easat-5900	1	8	2576	2576	NUM
easat-5900	1	9	-	-	SYM
easat-5900	1	10	8484	8484	NUM
easat-5900	1	11	vol	vol	NOUN
easat-5900	1	12	.	.	PROPN
easat-5900	2	1	9	9	NUM
easat-5900	2	2	,	,	PUNCT
easat-5900	2	3	no	no	INTJ
easat-5900	2	4	.	.	NOUN
easat-5900	2	5	3	3	NUM
easat-5900	2	6	,	,	PUNCT
easat-5900	2	7	3000	3000	NUM
easat-5900	2	8	-	-	SYM
easat-5900	2	9	3003	3003	NUM
easat-5900	2	10	2025	2025	NUM
easat-5900	2	11	publisher	publisher	NOUN
easat-5900	2	12	:	:	PUNCT
easat-5900	2	13	learning	learn	VERB
easat-5900	2	14	gate	gate	NOUN
easat-5900	2	15	doi	doi	PROPN
easat-5900	2	16	:	:	PUNCT
easat-5900	2	17	10.55214/25768484.v9i3.5900	10.55214/25768484.v9i3.5900	NUM
easat-5900	2	18	©	©	PROPN
easat-5900	2	19	2025	2025	NUM
easat-5900	2	20	by	by	ADP
easat-5900	2	21	the	the	DET
easat-5900	2	22	authors	author	NOUN
easat-5900	2	23	;	;	PUNCT
easat-5900	2	24	licensee	licensee	PROPN
easat-5900	2	25	learning	learning	NOUN
easat-5900	2	26	gate	gate	NOUN
easat-5900	3	1	©	©	PROPN
easat-5900	3	2	2025	2025	NUM
easat-5900	3	3	by	by	ADP
easat-5900	3	4	the	the	DET
easat-5900	3	5	authors	author	NOUN
easat-5900	3	6	;	;	PUNCT
easat-5900	3	7	licensee	licensee	PROPN
easat-5900	3	8	learning	learning	NOUN
easat-5900	3	9	gate	gate	NOUN
easat-5900	3	10	history	history	NOUN
easat-5900	3	11	:	:	PUNCT
easat-5900	3	12	received	receive	VERB
easat-5900	3	13	:	:	PUNCT
easat-5900	3	14	23	23	NUM
easat-5900	3	15	january	january	NOUN
easat-5900	3	16	2025	2025	NUM
easat-5900	3	17	;	;	PUNCT
easat-5900	3	18	revised	revise	VERB
easat-5900	3	19	:	:	PUNCT
easat-5900	3	20	20	20	NUM
easat-5900	3	21	march	march	NOUN
easat-5900	3	22	2025	2025	NUM
easat-5900	3	23	;	;	PUNCT
easat-5900	3	24	accepted	accept	VERB
easat-5900	3	25	:	:	PUNCT
easat-5900	3	26	25	25	NUM
easat-5900	3	27	march	march	NOUN
easat-5900	3	28	2025	2025	NUM
easat-5900	3	29	;	;	PUNCT
easat-5900	3	30	published	publish	VERB
easat-5900	3	31	:	:	PUNCT
easat-5900	3	32	29	29	NUM
easat-5900	3	33	march	march	NOUN
easat-5900	3	34	2025	2025	NUM
easat-5900	3	35	*	*	PUNCT
easat-5900	3	36	correspondence	correspondence	NOUN
easat-5900	3	37	:	:	PUNCT
easat-5900	4	1	dskang@dau.ac.kr	dskang@dau.ac.kr	X
easat-5900	5	1	an	an	DET
easat-5900	5	2	enhanced	enhanced	ADJ
easat-5900	5	3	fabric	fabric	NOUN
easat-5900	5	4	recognition	recognition	NOUN
easat-5900	5	5	algorithm	algorithm	NOUN
easat-5900	5	6	utilizing	utilize	VERB
easat-5900	5	7	advanced	advanced	ADJ
easat-5900	5	8	data	datum	NOUN
easat-5900	5	9	processing	processing	NOUN
easat-5900	5	10	techniques	technique	NOUN
easat-5900	5	11	mingshou	mingshou	X
easat-5900	5	12	an1	an1	PROPN
easat-5900	5	13	,	,	PUNCT
easat-5900	5	14	shuang	shuang	PROPN
easat-5900	5	15	cao2	cao2	PROPN
easat-5900	5	16	,	,	PUNCT
easat-5900	5	17	hye	hye	PROPN
easat-5900	5	18	-	-	PUNCT
easat-5900	5	19	youn	youn	PROPN
easat-5900	5	20	lim3	lim3	PROPN
easat-5900	5	21	,	,	PUNCT
easat-5900	5	22	dae	dae	VERB
easat-5900	5	23	-	-	PUNCT
easat-5900	5	24	seong	seong	NOUN
easat-5900	5	25	kang4	kang4	PROPN
easat-5900	5	26	*	*	PROPN
easat-5900	5	27	1,2school	1,2school	NUM
easat-5900	5	28	of	of	ADP
easat-5900	5	29	computer	computer	NOUN
easat-5900	5	30	science	science	NOUN
easat-5900	5	31	and	and	CCONJ
easat-5900	5	32	engineering	engineering	NOUN
easat-5900	5	33	,	,	PUNCT
easat-5900	5	34	xi’an	xi’an	PROPN
easat-5900	5	35	technological	technological	ADJ
easat-5900	5	36	university	university	NOUN
easat-5900	5	37	,	,	PUNCT
easat-5900	5	38	xi'an	xi'an	PROPN
easat-5900	5	39	,	,	PUNCT
easat-5900	5	40	china	china	PROPN
easat-5900	5	41	.	.	PUNCT
easat-5900	6	1	3,4department	3,4department	NUM
easat-5900	6	2	of	of	ADP
easat-5900	6	3	electronics	electronic	NOUN
easat-5900	6	4	engineering	engineering	NOUN
easat-5900	6	5	,	,	PUNCT
easat-5900	6	6	dong	dong	PROPN
easat-5900	6	7	-	-	PUNCT
easat-5900	6	8	a	a	DET
easat-5900	6	9	university	university	NOUN
easat-5900	6	10	,	,	PUNCT
easat-5900	6	11	busan	busan	PROPN
easat-5900	6	12	,	,	PUNCT
easat-5900	6	13	korea	korea	PROPN
easat-5900	6	14	;	;	PUNCT
easat-5900	6	15	dskang@dau.ac.kr	dskang@dau.ac.kr	X
easat-5900	6	16	(	(	PUNCT
easat-5900	6	17	d.s.k	d.s.k	NOUN
easat-5900	6	18	.	.	PUNCT
easat-5900	6	19	)	)	PUNCT
easat-5900	6	20	.	.	PUNCT
easat-5900	7	1	abstract	abstract	ADJ
easat-5900	7	2	:	:	PUNCT
easat-5900	7	3	current	current	ADJ
easat-5900	7	4	fabric	fabric	NOUN
easat-5900	7	5	recognition	recognition	NOUN
easat-5900	7	6	techniques	technique	NOUN
easat-5900	7	7	often	often	ADV
easat-5900	7	8	struggle	struggle	VERB
easat-5900	7	9	with	with	ADP
easat-5900	7	10	complex	complex	ADJ
easat-5900	7	11	real	real	ADJ
easat-5900	7	12	-	-	PUNCT
easat-5900	7	13	world	world	NOUN
easat-5900	7	14	environments	environment	NOUN
easat-5900	7	15	due	due	ADP
easat-5900	7	16	to	to	ADP
easat-5900	7	17	their	their	PRON
easat-5900	7	18	limited	limited	ADJ
easat-5900	7	19	adaptability	adaptability	NOUN
easat-5900	7	20	and	and	CCONJ
easat-5900	7	21	generalization	generalization	NOUN
easat-5900	7	22	capabilities	capability	NOUN
easat-5900	7	23	.	.	PUNCT
easat-5900	8	1	to	to	PART
easat-5900	8	2	address	address	VERB
easat-5900	8	3	these	these	DET
easat-5900	8	4	challenges	challenge	NOUN
easat-5900	8	5	,	,	PUNCT
easat-5900	8	6	this	this	DET
easat-5900	8	7	paper	paper	NOUN
easat-5900	8	8	introduces	introduce	VERB
easat-5900	8	9	an	an	DET
easat-5900	8	10	innovative	innovative	ADJ
easat-5900	8	11	data	data	NOUN
easat-5900	8	12	processing	processing	NOUN
easat-5900	8	13	framework	framework	NOUN
easat-5900	8	14	that	that	PRON
easat-5900	8	15	applies	apply	VERB
easat-5900	8	16	three	three	NUM
easat-5900	8	17	distinct	distinct	ADJ
easat-5900	8	18	augmentation	augmentation	NOUN
easat-5900	8	19	methods	method	NOUN
easat-5900	8	20	to	to	ADP
easat-5900	8	21	training	training	NOUN
easat-5900	8	22	and	and	CCONJ
easat-5900	8	23	testing	testing	NOUN
easat-5900	8	24	datasets	dataset	NOUN
easat-5900	8	25	.	.	PUNCT
easat-5900	9	1	this	this	DET
easat-5900	9	2	approach	approach	NOUN
easat-5900	9	3	enhances	enhance	VERB
easat-5900	9	4	the	the	DET
easat-5900	9	5	model	model	NOUN
easat-5900	9	6	's	's	PART
easat-5900	9	7	ability	ability	NOUN
easat-5900	9	8	to	to	PART
easat-5900	9	9	recognize	recognize	VERB
easat-5900	9	10	fabrics	fabric	NOUN
easat-5900	9	11	in	in	ADP
easat-5900	9	12	diverse	diverse	ADJ
easat-5900	9	13	conditions	condition	NOUN
easat-5900	9	14	.	.	PUNCT
easat-5900	10	1	an	an	DET
easat-5900	10	2	optimized	optimize	VERB
easat-5900	10	3	mobilenetv3	mobilenetv3	PROPN
easat-5900	10	4	model	model	NOUN
easat-5900	10	5	is	be	AUX
easat-5900	10	6	proposed	propose	VERB
easat-5900	10	7	,	,	PUNCT
easat-5900	10	8	integrating	integrate	VERB
easat-5900	10	9	early	early	ADJ
easat-5900	10	10	neural	neural	ADJ
easat-5900	10	11	attention	attention	NOUN
easat-5900	10	12	(	(	PUNCT
easat-5900	10	13	ena	ena	NOUN
easat-5900	10	14	)	)	PUNCT
easat-5900	10	15	to	to	PART
easat-5900	10	16	focus	focus	VERB
easat-5900	10	17	on	on	ADP
easat-5900	10	18	essential	essential	ADJ
easat-5900	10	19	image	image	NOUN
easat-5900	10	20	features	feature	NOUN
easat-5900	10	21	at	at	ADP
easat-5900	10	22	an	an	DET
easat-5900	10	23	early	early	ADJ
easat-5900	10	24	stage	stage	NOUN
easat-5900	10	25	.	.	PUNCT
easat-5900	11	1	furthermore	furthermore	ADV
easat-5900	11	2	,	,	PUNCT
easat-5900	11	3	the	the	DET
easat-5900	11	4	conventional	conventional	ADJ
easat-5900	11	5	bottleneck	bottleneck	NOUN
easat-5900	11	6	structure	structure	NOUN
easat-5900	11	7	is	be	AUX
easat-5900	11	8	modified	modify	VERB
easat-5900	11	9	,	,	PUNCT
easat-5900	11	10	and	and	CCONJ
easat-5900	11	11	the	the	DET
easat-5900	11	12	relu	relu	NOUN
easat-5900	11	13	activation	activation	NOUN
easat-5900	11	14	function	function	NOUN
easat-5900	11	15	is	be	AUX
easat-5900	11	16	replaced	replace	VERB
easat-5900	11	17	with	with	ADP
easat-5900	11	18	selu	selu	PROPN
easat-5900	11	19	to	to	PART
easat-5900	11	20	improve	improve	VERB
easat-5900	11	21	robustness	robustness	NOUN
easat-5900	11	22	and	and	CCONJ
easat-5900	11	23	convergence	convergence	NOUN
easat-5900	11	24	speed	speed	NOUN
easat-5900	11	25	.	.	PUNCT
easat-5900	12	1	comparative	comparative	ADJ
easat-5900	12	2	experiments	experiment	NOUN
easat-5900	12	3	validate	validate	VERB
easat-5900	12	4	the	the	DET
easat-5900	12	5	improved	improved	ADJ
easat-5900	12	6	model	model	NOUN
easat-5900	12	7	's	's	PART
easat-5900	12	8	effectiveness	effectiveness	NOUN
easat-5900	12	9	,	,	PUNCT
easat-5900	12	10	demonstrating	demonstrate	VERB
easat-5900	12	11	notable	notable	ADJ
easat-5900	12	12	enhancements	enhancement	NOUN
easat-5900	12	13	in	in	ADP
easat-5900	12	14	accuracy	accuracy	NOUN
easat-5900	12	15	,	,	PUNCT
easat-5900	12	16	precision	precision	NOUN
easat-5900	12	17	,	,	PUNCT
easat-5900	12	18	recall	recall	NOUN
easat-5900	12	19	,	,	PUNCT
easat-5900	12	20	and	and	CCONJ
easat-5900	12	21	f1	f1	NOUN
easat-5900	12	22	-	-	PUNCT
easat-5900	12	23	score	score	NOUN
easat-5900	12	24	.	.	PUNCT
easat-5900	13	1	these	these	DET
easat-5900	13	2	results	result	NOUN
easat-5900	13	3	confirm	confirm	VERB
easat-5900	13	4	the	the	DET
easat-5900	13	5	model	model	NOUN
easat-5900	13	6	's	's	PART
easat-5900	13	7	ability	ability	NOUN
easat-5900	13	8	to	to	PART
easat-5900	13	9	perform	perform	VERB
easat-5900	13	10	reliably	reliably	ADV
easat-5900	13	11	in	in	ADP
easat-5900	13	12	dynamic	dynamic	ADJ
easat-5900	13	13	and	and	CCONJ
easat-5900	13	14	challenging	challenging	ADJ
easat-5900	13	15	fabric	fabric	NOUN
easat-5900	13	16	recognition	recognition	NOUN
easat-5900	13	17	scenarios	scenario	NOUN
easat-5900	13	18	.	.	PUNCT
easat-5900	14	1	keywords	keyword	NOUN
easat-5900	14	2	:	:	PUNCT
easat-5900	14	3	fabric	fabric	NOUN
easat-5900	14	4	recognition	recognition	NOUN
easat-5900	14	5	,	,	PUNCT
easat-5900	14	6	innovative	innovative	ADJ
easat-5900	14	7	data	datum	NOUN
easat-5900	14	8	processing	processing	NOUN
easat-5900	14	9	,	,	PUNCT
easat-5900	14	10	mobilenetv3	mobilenetv3	PROPN
easat-5900	14	11	,	,	PUNCT
easat-5900	14	12	relu	relu	PROPN
easat-5900	14	13	,	,	PUNCT
easat-5900	14	14	selu	selu	PROPN
easat-5900	14	15	.	.	PROPN
easat-5900	15	1	1	1	X
easat-5900	15	2	.	.	X
easat-5900	15	3	introduction	introduction	NOUN
easat-5900	15	4	the	the	DET
easat-5900	15	5	increasing	increase	VERB
easat-5900	15	6	demand	demand	NOUN
easat-5900	15	7	for	for	ADP
easat-5900	15	8	personalized	personalized	ADJ
easat-5900	15	9	and	and	CCONJ
easat-5900	15	10	diverse	diverse	ADJ
easat-5900	15	11	fabric	fabric	NOUN
easat-5900	15	12	products	product	NOUN
easat-5900	15	13	has	have	AUX
easat-5900	15	14	driven	drive	VERB
easat-5900	15	15	rapid	rapid	ADJ
easat-5900	15	16	advancements	advancement	NOUN
easat-5900	15	17	in	in	ADP
easat-5900	15	18	fabric	fabric	NOUN
easat-5900	15	19	design	design	NOUN
easat-5900	15	20	and	and	CCONJ
easat-5900	15	21	manufacturing	manufacturing	NOUN
easat-5900	15	22	.	.	PUNCT
easat-5900	16	1	as	as	ADP
easat-5900	16	2	a	a	DET
easat-5900	16	3	result	result	NOUN
easat-5900	16	4	,	,	PUNCT
easat-5900	16	5	fabric	fabric	NOUN
easat-5900	16	6	recognition	recognition	NOUN
easat-5900	16	7	has	have	AUX
easat-5900	16	8	become	become	VERB
easat-5900	16	9	essential	essential	ADJ
easat-5900	16	10	for	for	ADP
easat-5900	16	11	ensuring	ensure	VERB
easat-5900	16	12	quality	quality	NOUN
easat-5900	16	13	control	control	NOUN
easat-5900	16	14	and	and	CCONJ
easat-5900	16	15	optimizing	optimize	VERB
easat-5900	16	16	production	production	NOUN
easat-5900	16	17	management	management	NOUN
easat-5900	16	18	.	.	PUNCT
easat-5900	17	1	traditional	traditional	ADJ
easat-5900	17	2	fabric	fabric	NOUN
easat-5900	17	3	classification	classification	NOUN
easat-5900	17	4	methods	method	NOUN
easat-5900	17	5	,	,	PUNCT
easat-5900	17	6	which	which	PRON
easat-5900	17	7	often	often	ADV
easat-5900	17	8	rely	rely	VERB
easat-5900	17	9	on	on	ADP
easat-5900	17	10	manual	manual	ADJ
easat-5900	17	11	inspection	inspection	NOUN
easat-5900	17	12	or	or	CCONJ
easat-5900	17	13	basic	basic	ADJ
easat-5900	17	14	image	image	NOUN
easat-5900	17	15	processing	processing	NOUN
easat-5900	17	16	techniques	technique	NOUN
easat-5900	17	17	,	,	PUNCT
easat-5900	17	18	suffer	suffer	VERB
easat-5900	17	19	from	from	ADP
easat-5900	17	20	inefficiencies	inefficiency	NOUN
easat-5900	17	21	and	and	CCONJ
easat-5900	17	22	inaccuracies	inaccuracy	NOUN
easat-5900	17	23	.	.	PUNCT
easat-5900	18	1	recent	recent	ADJ
easat-5900	18	2	developments	development	NOUN
easat-5900	18	3	in	in	ADP
easat-5900	18	4	deep	deep	ADJ
easat-5900	18	5	learning	learning	NOUN
easat-5900	18	6	,	,	PUNCT
easat-5900	18	7	particularly	particularly	ADV
easat-5900	18	8	convolutional	convolutional	ADJ
easat-5900	18	9	neural	neural	ADJ
easat-5900	18	10	networks	network	NOUN
easat-5900	18	11	(	(	PUNCT
easat-5900	18	12	cnns	cnns	PROPN
easat-5900	18	13	)	)	PUNCT
easat-5900	18	14	kim	kim	PROPN
easat-5900	18	15	,	,	PUNCT
easat-5900	18	16	et	et	PROPN
easat-5900	18	17	al	al	PROPN
easat-5900	18	18	.	.	PUNCT
easat-5900	19	1	[	[	X
easat-5900	19	2	1	1	X
easat-5900	19	3	]	]	PUNCT
easat-5900	19	4	have	have	AUX
easat-5900	19	5	revolutionized	revolutionize	VERB
easat-5900	19	6	fabric	fabric	NOUN
easat-5900	19	7	recognition	recognition	NOUN
easat-5900	19	8	by	by	ADP
easat-5900	19	9	enabling	enable	VERB
easat-5900	19	10	automated	automate	VERB
easat-5900	19	11	feature	feature	NOUN
easat-5900	19	12	extraction	extraction	NOUN
easat-5900	19	13	and	and	CCONJ
easat-5900	19	14	significantly	significantly	ADV
easat-5900	19	15	improving	improve	VERB
easat-5900	19	16	accuracy	accuracy	NOUN
easat-5900	19	17	and	and	CCONJ
easat-5900	19	18	robustness	robustness	NOUN
easat-5900	19	19	.	.	PUNCT
easat-5900	20	1	deep	deep	ADJ
easat-5900	20	2	learning	learning	NOUN
easat-5900	20	3	models	model	NOUN
easat-5900	20	4	surpass	surpass	VERB
easat-5900	20	5	traditional	traditional	ADJ
easat-5900	20	6	approaches	approach	NOUN
easat-5900	20	7	by	by	ADP
easat-5900	20	8	effectively	effectively	ADV
easat-5900	20	9	handling	handle	VERB
easat-5900	20	10	large	large	ADJ
easat-5900	20	11	-	-	PUNCT
easat-5900	20	12	scale	scale	NOUN
easat-5900	20	13	datasets	dataset	NOUN
easat-5900	20	14	and	and	CCONJ
easat-5900	20	15	complex	complex	ADJ
easat-5900	20	16	fabric	fabric	NOUN
easat-5900	20	17	patterns	pattern	NOUN
easat-5900	20	18	with	with	ADP
easat-5900	20	19	enhanced	enhanced	ADJ
easat-5900	20	20	generalization	generalization	NOUN
easat-5900	20	21	capabilities	capability	NOUN
easat-5900	20	22	.	.	PUNCT
easat-5900	21	1	several	several	ADJ
easat-5900	21	2	notable	notable	ADJ
easat-5900	21	3	research	research	NOUN
easat-5900	21	4	efforts	effort	NOUN
easat-5900	21	5	have	have	AUX
easat-5900	21	6	contributed	contribute	VERB
easat-5900	21	7	to	to	ADP
easat-5900	21	8	the	the	DET
easat-5900	21	9	progress	progress	NOUN
easat-5900	21	10	of	of	ADP
easat-5900	21	11	fabric	fabric	NOUN
easat-5900	21	12	recognition	recognition	NOUN
easat-5900	21	13	.	.	PUNCT
easat-5900	22	1	for	for	ADP
easat-5900	22	2	example	example	NOUN
easat-5900	22	3	,	,	PUNCT
easat-5900	22	4	meng	meng	PROPN
easat-5900	22	5	,	,	PUNCT
easat-5900	22	6	et	et	PROPN
easat-5900	22	7	al	al	PROPN
easat-5900	22	8	.	.	PUNCT
easat-5900	23	1	[	[	X
easat-5900	23	2	2	2	X
easat-5900	23	3	]	]	PUNCT
easat-5900	23	4	introduced	introduce	VERB
easat-5900	23	5	a	a	DET
easat-5900	23	6	multi	multi	ADJ
easat-5900	23	7	-	-	NOUN
easat-5900	23	8	task	task	ADJ
easat-5900	23	9	and	and	CCONJ
easat-5900	23	10	multi	multi	ADJ
easat-5900	23	11	-	-	ADJ
easat-5900	23	12	scale	scale	ADJ
easat-5900	23	13	convolutional	convolutional	ADJ
easat-5900	23	14	neural	neural	ADJ
easat-5900	23	15	network	network	NOUN
easat-5900	23	16	(	(	PUNCT
easat-5900	23	17	mtmsnet	mtmsnet	NOUN
easat-5900	23	18	)	)	PUNCT
easat-5900	23	19	to	to	PART
easat-5900	23	20	localize	localize	VERB
easat-5900	23	21	yarns	yarn	NOUN
easat-5900	23	22	and	and	CCONJ
easat-5900	23	23	recognize	recognize	VERB
easat-5900	23	24	weave	weave	NOUN
easat-5900	23	25	patterns	pattern	NOUN
easat-5900	23	26	with	with	ADP
easat-5900	23	27	high	high	ADJ
easat-5900	23	28	accuracy	accuracy	NOUN
easat-5900	23	29	.	.	PUNCT
easat-5900	24	1	however	however	ADV
easat-5900	24	2	,	,	PUNCT
easat-5900	24	3	their	their	PRON
easat-5900	24	4	approach	approach	NOUN
easat-5900	24	5	requires	require	VERB
easat-5900	24	6	extensive	extensive	ADJ
easat-5900	24	7	dataset	dataset	NOUN
easat-5900	24	8	construction	construction	NOUN
easat-5900	24	9	and	and	CCONJ
easat-5900	24	10	struggles	struggle	NOUN
easat-5900	24	11	with	with	ADP
easat-5900	24	12	fabrics	fabric	NOUN
easat-5900	24	13	that	that	PRON
easat-5900	24	14	exhibit	exhibit	VERB
easat-5900	24	15	significant	significant	ADJ
easat-5900	24	16	bending	bending	NOUN
easat-5900	24	17	or	or	CCONJ
easat-5900	24	18	overlapping	overlap	VERB
easat-5900	24	19	yarns	yarn	NOUN
easat-5900	24	20	.	.	PUNCT
easat-5900	25	1	similarly	similarly	ADV
easat-5900	25	2	,	,	PUNCT
easat-5900	25	3	mahanta	mahanta	ADJ
easat-5900	25	4	,	,	PUNCT
easat-5900	25	5	et	et	PROPN
easat-5900	25	6	al	al	PROPN
easat-5900	25	7	.	.	PUNCT
easat-5900	26	1	[	[	X
easat-5900	26	2	3	3	X
easat-5900	26	3	]	]	PUNCT
easat-5900	26	4	proposed	propose	VERB
easat-5900	26	5	an	an	DET
easat-5900	26	6	improved	improved	ADJ
easat-5900	26	7	vgg	vgg	NOUN
easat-5900	26	8	-	-	PUNCT
easat-5900	26	9	based	base	VERB
easat-5900	26	10	model	model	NOUN
easat-5900	26	11	for	for	ADP
easat-5900	26	12	woven	weave	VERB
easat-5900	26	13	fabric	fabric	NOUN
easat-5900	26	14	recognition	recognition	NOUN
easat-5900	26	15	,	,	PUNCT
easat-5900	26	16	which	which	PRON
easat-5900	26	17	enables	enable	VERB
easat-5900	26	18	seamless	seamless	ADJ
easat-5900	26	19	deployment	deployment	NOUN
easat-5900	26	20	in	in	ADP
easat-5900	26	21	various	various	ADJ
easat-5900	26	22	applications	application	NOUN
easat-5900	26	23	.	.	PUNCT
easat-5900	27	1	however	however	ADV
easat-5900	27	2	,	,	PUNCT
easat-5900	27	3	this	this	DET
easat-5900	27	4	model	model	NOUN
easat-5900	27	5	may	may	AUX
easat-5900	27	6	not	not	PART
easat-5900	27	7	perform	perform	VERB
easat-5900	27	8	well	well	ADV
easat-5900	27	9	under	under	ADP
easat-5900	27	10	occlusion	occlusion	NOUN
easat-5900	27	11	and	and	CCONJ
easat-5900	27	12	scale	scale	NOUN
easat-5900	27	13	variations	variation	NOUN
easat-5900	27	14	.	.	PUNCT
easat-5900	28	1	while	while	SCONJ
easat-5900	28	2	existing	exist	VERB
easat-5900	28	3	fabric	fabric	NOUN
easat-5900	28	4	recognition	recognition	NOUN
easat-5900	28	5	methods	method	NOUN
easat-5900	28	6	have	have	AUX
easat-5900	28	7	achieved	achieve	VERB
easat-5900	28	8	considerable	considerable	ADJ
easat-5900	28	9	progress	progress	NOUN
easat-5900	28	10	,	,	PUNCT
easat-5900	28	11	they	they	PRON
easat-5900	28	12	still	still	ADV
easat-5900	28	13	face	face	VERB
easat-5900	28	14	limitations	limitation	NOUN
easat-5900	28	15	in	in	ADP
easat-5900	28	16	handling	handle	VERB
easat-5900	28	17	complex	complex	ADJ
easat-5900	28	18	variations	variation	NOUN
easat-5900	28	19	in	in	ADP
easat-5900	28	20	real	real	ADJ
easat-5900	28	21	-	-	PUNCT
easat-5900	28	22	world	world	NOUN
easat-5900	28	23	environments	environment	NOUN
easat-5900	28	24	.	.	PUNCT
easat-5900	29	1	to	to	PART
easat-5900	29	2	address	address	VERB
easat-5900	29	3	these	these	DET
easat-5900	29	4	issues	issue	NOUN
easat-5900	29	5	,	,	PUNCT
easat-5900	29	6	this	this	DET
easat-5900	29	7	paper	paper	NOUN
easat-5900	29	8	presents	present	VERB
easat-5900	29	9	an	an	DET
easat-5900	29	10	advanced	advanced	ADJ
easat-5900	29	11	data	data	NOUN
easat-5900	29	12	processing	processing	NOUN
easat-5900	29	13	strategy	strategy	NOUN
easat-5900	29	14	combined	combine	VERB
easat-5900	29	15	with	with	ADP
easat-5900	29	16	an	an	DET
easat-5900	29	17	enhanced	enhanced	ADJ
easat-5900	29	18	mobilenetv3	mobilenetv3	NOUN
easat-5900	30	1	[	[	X
easat-5900	30	2	4	4	NUM
easat-5900	30	3	,	,	PUNCT
easat-5900	30	4	5	5	NUM
easat-5900	30	5	]	]	PUNCT
easat-5900	30	6	.	.	PUNCT
easat-5900	31	1	the	the	DET
easat-5900	31	2	proposed	propose	VERB
easat-5900	31	3	approach	approach	NOUN
easat-5900	31	4	ensures	ensure	VERB
easat-5900	31	5	high	high	ADJ
easat-5900	31	6	recognition	recognition	NOUN
easat-5900	31	7	performance	performance	NOUN
easat-5900	31	8	under	under	ADP
easat-5900	31	9	varying	vary	VERB
easat-5900	31	10	conditions	condition	NOUN
easat-5900	31	11	while	while	SCONJ
easat-5900	31	12	maintaining	maintain	VERB
easat-5900	31	13	computational	computational	ADJ
easat-5900	31	14	efficiency	efficiency	NOUN
easat-5900	31	15	and	and	CCONJ
easat-5900	31	16	adaptability	adaptability	NOUN
easat-5900	31	17	.	.	PUNCT
easat-5900	32	1	3004	3004	NUM
easat-5900	32	2	edelweiss	edelweiss	PROPN
easat-5900	32	3	applied	apply	VERB
easat-5900	32	4	science	science	NOUN
easat-5900	32	5	and	and	CCONJ
easat-5900	32	6	technology	technology	NOUN
easat-5900	32	7	issn	issn	PROPN
easat-5900	32	8	:	:	PUNCT
easat-5900	32	9	2576	2576	NUM
easat-5900	32	10	-	-	SYM
easat-5900	32	11	8484	8484	NUM
easat-5900	32	12	vol	vol	NOUN
easat-5900	32	13	.	.	PROPN
easat-5900	33	1	9	9	NUM
easat-5900	33	2	,	,	PUNCT
easat-5900	33	3	no	no	INTJ
easat-5900	33	4	.	.	NOUN
easat-5900	34	1	3	3	NUM
easat-5900	34	2	:	:	SYM
easat-5900	34	3	3000	3000	NUM
easat-5900	34	4	-	-	SYM
easat-5900	34	5	3003	3003	NUM
easat-5900	34	6	,	,	PUNCT
easat-5900	34	7	2025	2025	NUM
easat-5900	34	8	doi	doi	NOUN
easat-5900	34	9	:	:	PUNCT
easat-5900	34	10	10.55214/25768484.v9i3.5900	10.55214/25768484.v9i3.5900	NUM
easat-5900	34	11	©	©	PROPN
easat-5900	34	12	2025	2025	NUM
easat-5900	34	13	by	by	ADP
easat-5900	34	14	the	the	DET
easat-5900	34	15	authors	author	NOUN
easat-5900	34	16	;	;	PUNCT
easat-5900	34	17	licensee	licensee	PROPN
easat-5900	34	18	learning	learning	NOUN
easat-5900	34	19	gate	gate	NOUN
easat-5900	34	20	2	2	NUM
easat-5900	34	21	.	.	PUNCT
easat-5900	34	22	theory	theory	NOUN
easat-5900	34	23	and	and	CCONJ
easat-5900	34	24	methods	method	NOUN
easat-5900	34	25	2.1	2.1	NUM
easat-5900	34	26	.	.	PUNCT
easat-5900	35	1	mobilenev3	mobilenev3	PROPN
easat-5900	35	2	overview	overview	NOUN
easat-5900	35	3	mobilenetv3	mobilenetv3	NOUN
easat-5900	35	4	is	be	AUX
easat-5900	35	5	a	a	DET
easat-5900	35	6	lightweight	lightweight	ADJ
easat-5900	35	7	neural	neural	ADJ
easat-5900	35	8	network	network	NOUN
easat-5900	35	9	optimized	optimize	VERB
easat-5900	35	10	for	for	ADP
easat-5900	35	11	mobile	mobile	ADJ
easat-5900	35	12	and	and	CCONJ
easat-5900	35	13	embedded	embed	VERB
easat-5900	35	14	systems	system	NOUN
easat-5900	35	15	.	.	PUNCT
easat-5900	36	1	its	its	PRON
easat-5900	36	2	key	key	ADJ
easat-5900	36	3	innovations	innovation	NOUN
easat-5900	36	4	include	include	VERB
easat-5900	36	5	depth	depth	NOUN
easat-5900	36	6	-	-	PUNCT
easat-5900	36	7	wise	wise	ADJ
easat-5900	36	8	separable	separable	ADJ
easat-5900	36	9	convolutions	convolution	NOUN
easat-5900	36	10	,	,	PUNCT
easat-5900	36	11	a	a	DET
easat-5900	36	12	linear	linear	ADJ
easat-5900	36	13	bottleneck	bottleneck	NOUN
easat-5900	36	14	structure	structure	NOUN
easat-5900	36	15	,	,	PUNCT
easat-5900	36	16	and	and	CCONJ
easat-5900	36	17	neural	neural	ADJ
easat-5900	36	18	architecture	architecture	NOUN
easat-5900	36	19	search	search	NOUN
easat-5900	36	20	(	(	PUNCT
easat-5900	36	21	nas)-optimized	nas)-optimize	VERB
easat-5900	36	22	layers	layer	NOUN
easat-5900	36	23	[	[	X
easat-5900	36	24	6	6	NUM
easat-5900	36	25	]	]	PUNCT
easat-5900	36	26	.	.	PUNCT
easat-5900	37	1	the	the	DET
easat-5900	37	2	small	small	ADJ
easat-5900	37	3	variant	variant	NOUN
easat-5900	37	4	of	of	ADP
easat-5900	37	5	mobilenetv3	mobilenetv3	PROPN
easat-5900	37	6	,	,	PUNCT
easat-5900	37	7	which	which	PRON
easat-5900	37	8	offers	offer	VERB
easat-5900	37	9	efficient	efficient	ADJ
easat-5900	37	10	computations	computation	NOUN
easat-5900	37	11	with	with	ADP
easat-5900	37	12	minimal	minimal	ADJ
easat-5900	37	13	resource	resource	NOUN
easat-5900	37	14	consumption	consumption	NOUN
easat-5900	37	15	,	,	PUNCT
easat-5900	37	16	is	be	AUX
easat-5900	37	17	selected	select	VERB
easat-5900	37	18	as	as	ADP
easat-5900	37	19	the	the	DET
easat-5900	37	20	base	base	NOUN
easat-5900	37	21	model	model	NOUN
easat-5900	37	22	for	for	ADP
easat-5900	37	23	this	this	DET
easat-5900	37	24	study	study	NOUN
easat-5900	37	25	as	as	SCONJ
easat-5900	37	26	shown	show	VERB
easat-5900	37	27	in	in	ADP
easat-5900	37	28	fig.1	fig.1	PROPN
easat-5900	37	29	.	.	PUNCT
easat-5900	37	30	figure	figure	NOUN
easat-5900	37	31	1	1	NUM
easat-5900	37	32	.	.	PUNCT
easat-5900	38	1	the	the	DET
easat-5900	38	2	structure	structure	NOUN
easat-5900	38	3	of	of	ADP
easat-5900	38	4	mobilenetv3	mobilenetv3	PROPN
easat-5900	38	5	.	.	PUNCT
easat-5900	39	1	2.2	2.2	NUM
easat-5900	39	2	.	.	PUNCT
easat-5900	39	3	proposed	propose	VERB
easat-5900	39	4	model	model	NOUN
easat-5900	39	5	enhancements	enhancement	NOUN
easat-5900	39	6	to	to	PART
easat-5900	39	7	meet	meet	VERB
easat-5900	39	8	the	the	DET
easat-5900	39	9	demands	demand	NOUN
easat-5900	39	10	of	of	ADP
easat-5900	39	11	real	real	ADJ
easat-5900	39	12	-	-	PUNCT
easat-5900	39	13	time	time	NOUN
easat-5900	39	14	and	and	CCONJ
easat-5900	39	15	accurate	accurate	ADJ
easat-5900	39	16	fabric	fabric	NOUN
easat-5900	39	17	classification	classification	NOUN
easat-5900	39	18	,	,	PUNCT
easat-5900	39	19	this	this	DET
easat-5900	39	20	study	study	NOUN
easat-5900	39	21	introduces	introduce	VERB
easat-5900	39	22	multiple	multiple	ADJ
easat-5900	39	23	improvements	improvement	NOUN
easat-5900	39	24	to	to	ADP
easat-5900	39	25	mobilenetv3	mobilenetv3	PROPN
easat-5900	39	26	,	,	PUNCT
easat-5900	39	27	optimizing	optimize	VERB
easat-5900	39	28	its	its	PRON
easat-5900	39	29	structure	structure	NOUN
easat-5900	39	30	(	(	PUNCT
easat-5900	39	31	as	as	SCONJ
easat-5900	39	32	shown	show	VERB
easat-5900	39	33	in	in	ADP
easat-5900	39	34	fig.2	fig.2	PROPN
easat-5900	39	35	)	)	PUNCT
easat-5900	39	36	for	for	ADP
easat-5900	39	37	enhanced	enhanced	ADJ
easat-5900	39	38	performance	performance	NOUN
easat-5900	39	39	in	in	ADP
easat-5900	39	40	complex	complex	ADJ
easat-5900	39	41	fabric	fabric	NOUN
easat-5900	39	42	recognition	recognition	NOUN
easat-5900	39	43	tasks	task	NOUN
easat-5900	39	44	.	.	PUNCT
easat-5900	40	1	figure	figure	NOUN
easat-5900	40	2	2	2	NUM
easat-5900	40	3	.	.	PUNCT
easat-5900	40	4	improved	improved	ADJ
easat-5900	40	5	structure	structure	NOUN
easat-5900	40	6	of	of	ADP
easat-5900	40	7	mobilenetv3	mobilenetv3	PROPN
easat-5900	40	8	model	model	PROPN
easat-5900	40	9	.	.	PUNCT
easat-5900	41	1	the	the	DET
easat-5900	41	2	enhancements	enhancement	NOUN
easat-5900	41	3	are	be	AUX
easat-5900	41	4	as	as	SCONJ
easat-5900	41	5	follows	follow	VERB
easat-5900	41	6	:	:	PUNCT
easat-5900	41	7	⚫	⚫	VERB
easat-5900	41	8	early	early	ADJ
easat-5900	41	9	neural	neural	ADJ
easat-5900	41	10	attention	attention	NOUN
easat-5900	41	11	(	(	PUNCT
easat-5900	41	12	ena	ena	NOUN
easat-5900	41	13	)	)	PUNCT
easat-5900	41	14	for	for	ADP
easat-5900	41	15	feature	feature	NOUN
easat-5900	41	16	focus	focus	NOUN
easat-5900	41	17	.	.	PUNCT
easat-5900	42	1	to	to	PART
easat-5900	42	2	mitigate	mitigate	VERB
easat-5900	42	3	potential	potential	ADJ
easat-5900	42	4	information	information	NOUN
easat-5900	42	5	loss	loss	NOUN
easat-5900	42	6	in	in	ADP
easat-5900	42	7	the	the	DET
easat-5900	42	8	standard	standard	ADJ
easat-5900	42	9	mobilenetv3	mobilenetv3	PROPN
easat-5900	42	10	model	model	PROPN
easat-5900	42	11	when	when	SCONJ
easat-5900	42	12	processing	processing	NOUN
easat-5900	42	13	complex	complex	ADJ
easat-5900	42	14	fabric	fabric	NOUN
easat-5900	42	15	images	image	NOUN
easat-5900	42	16	,	,	PUNCT
easat-5900	42	17	this	this	DET
easat-5900	42	18	paper	paper	NOUN
easat-5900	42	19	integrates	integrate	VERB
easat-5900	42	20	an	an	DET
easat-5900	42	21	early	early	ADJ
easat-5900	42	22	neural	neural	ADJ
easat-5900	42	23	attention	attention	NOUN
easat-5900	42	24	(	(	PUNCT
easat-5900	42	25	ena	ena	NOUN
easat-5900	42	26	)	)	PUNCT
easat-5900	42	27	mechanism	mechanism	NOUN
easat-5900	42	28	[	[	X
easat-5900	42	29	7	7	NUM
easat-5900	42	30	]	]	PUNCT
easat-5900	42	31	.	.	PUNCT
easat-5900	43	1	this	this	PRON
easat-5900	43	2	is	be	AUX
easat-5900	43	3	an	an	DET
easat-5900	43	4	adaptation	adaptation	NOUN
easat-5900	43	5	of	of	ADP
easat-5900	43	6	the	the	DET
easat-5900	43	7	efficient	efficient	ADJ
easat-5900	43	8	multi	multi	ADJ
easat-5900	43	9	-	-	ADJ
easat-5900	43	10	scale	scale	ADJ
easat-5900	43	11	attention	attention	NOUN
easat-5900	43	12	framework	framework	NOUN
easat-5900	43	13	ouyang	ouyang	PROPN
easat-5900	43	14	,	,	PUNCT
easat-5900	43	15	et	et	PROPN
easat-5900	43	16	al	al	PROPN
easat-5900	43	17	.	.	PUNCT
easat-5900	44	1	[	[	X
easat-5900	44	2	8	8	X
easat-5900	44	3	]	]	PUNCT
easat-5900	44	4	which	which	PRON
easat-5900	44	5	eliminates	eliminate	VERB
easat-5900	44	6	feature	feature	NOUN
easat-5900	44	7	grouping	grouping	NOUN
easat-5900	44	8	while	while	SCONJ
easat-5900	44	9	improving	improve	VERB
easat-5900	44	10	attention	attention	NOUN
easat-5900	44	11	efficiency	efficiency	NOUN
easat-5900	44	12	.	.	PUNCT
easat-5900	45	1	by	by	ADP
easat-5900	45	2	positioning	position	VERB
easat-5900	45	3	ena	ena	NOUN
easat-5900	45	4	at	at	ADP
easat-5900	45	5	the	the	DET
easat-5900	45	6	forefront	forefront	NOUN
easat-5900	45	7	of	of	ADP
easat-5900	45	8	the	the	DET
easat-5900	45	9	model	model	NOUN
easat-5900	45	10	,	,	PUNCT
easat-5900	45	11	it	it	PRON
easat-5900	45	12	ensures	ensure	VERB
easat-5900	45	13	that	that	SCONJ
easat-5900	45	14	key	key	ADJ
easat-5900	45	15	image	image	NOUN
easat-5900	45	16	features	feature	NOUN
easat-5900	45	17	are	be	AUX
easat-5900	45	18	identified	identify	VERB
easat-5900	45	19	early	early	ADV
easat-5900	45	20	in	in	ADP
easat-5900	45	21	the	the	DET
easat-5900	45	22	processing	processing	NOUN
easat-5900	45	23	pipeline	pipeline	NOUN
easat-5900	45	24	.	.	PUNCT
easat-5900	46	1	this	this	PRON
easat-5900	46	2	improves	improve	VERB
easat-5900	46	3	both	both	CCONJ
easat-5900	46	4	robustness	robustness	NOUN
easat-5900	46	5	and	and	CCONJ
easat-5900	46	6	accuracy	accuracy	NOUN
easat-5900	46	7	,	,	PUNCT
easat-5900	46	8	allowing	allow	VERB
easat-5900	46	9	the	the	DET
easat-5900	46	10	model	model	NOUN
easat-5900	46	11	to	to	PART
easat-5900	46	12	focus	focus	VERB
easat-5900	46	13	on	on	ADP
easat-5900	46	14	critical	critical	ADJ
easat-5900	46	15	regions	region	NOUN
easat-5900	46	16	of	of	ADP
easat-5900	46	17	fabric	fabric	NOUN
easat-5900	46	18	images	image	NOUN
easat-5900	46	19	with	with	ADP
easat-5900	46	20	higher	high	ADJ
easat-5900	46	21	precision	precision	NOUN
easat-5900	46	22	.	.	PUNCT
easat-5900	47	1	⚫	⚫	NOUN
easat-5900	47	2	modification	modification	NOUN
easat-5900	47	3	of	of	ADP
easat-5900	47	4	the	the	DET
easat-5900	47	5	bottleneck	bottleneck	NOUN
easat-5900	47	6	(	(	PUNCT
easat-5900	47	7	bneck	bneck	NOUN
easat-5900	47	8	)	)	PUNCT
easat-5900	47	9	structure	structure	NOUN
easat-5900	47	10	.	.	PUNCT
easat-5900	48	1	3005	3005	NUM
easat-5900	48	2	edelweiss	edelweiss	PROPN
easat-5900	48	3	applied	apply	VERB
easat-5900	48	4	science	science	NOUN
easat-5900	48	5	and	and	CCONJ
easat-5900	48	6	technology	technology	NOUN
easat-5900	48	7	issn	issn	PROPN
easat-5900	48	8	:	:	PUNCT
easat-5900	48	9	2576	2576	NUM
easat-5900	48	10	-	-	SYM
easat-5900	48	11	8484	8484	NUM
easat-5900	48	12	vol	vol	NOUN
easat-5900	48	13	.	.	PROPN
easat-5900	49	1	9	9	NUM
easat-5900	49	2	,	,	PUNCT
easat-5900	49	3	no	no	INTJ
easat-5900	49	4	.	.	NOUN
easat-5900	50	1	3	3	NUM
easat-5900	50	2	:	:	SYM
easat-5900	50	3	3000	3000	NUM
easat-5900	50	4	-	-	SYM
easat-5900	50	5	3003	3003	NUM
easat-5900	50	6	,	,	PUNCT
easat-5900	50	7	2025	2025	NUM
easat-5900	50	8	doi	doi	NOUN
easat-5900	50	9	:	:	PUNCT
easat-5900	50	10	10.55214/25768484.v9i3.5900	10.55214/25768484.v9i3.5900	NUM
easat-5900	50	11	©	©	PROPN
easat-5900	50	12	2025	2025	NUM
easat-5900	50	13	by	by	ADP
easat-5900	50	14	the	the	DET
easat-5900	50	15	authors	author	NOUN
easat-5900	50	16	;	;	PUNCT
easat-5900	50	17	licensee	licensee	PROPN
easat-5900	50	18	learning	learning	NOUN
easat-5900	50	19	gate	gate	NOUN
easat-5900	50	20	to	to	PART
easat-5900	50	21	further	far	ADV
easat-5900	50	22	refine	refine	VERB
easat-5900	50	23	the	the	DET
easat-5900	50	24	model	model	NOUN
easat-5900	50	25	,	,	PUNCT
easat-5900	50	26	modifications	modification	NOUN
easat-5900	50	27	are	be	AUX
easat-5900	50	28	made	make	VERB
easat-5900	50	29	to	to	ADP
easat-5900	50	30	the	the	DET
easat-5900	50	31	bottleneck	bottleneck	NOUN
easat-5900	50	32	structure	structure	NOUN
easat-5900	50	33	[	[	X
easat-5900	50	34	9	9	NUM
easat-5900	50	35	]	]	PUNCT
easat-5900	50	36	.	.	PUNCT
easat-5900	51	1	the	the	DET
easat-5900	51	2	traditional	traditional	ADJ
easat-5900	51	3	squeeze	squeeze	NOUN
easat-5900	51	4	-	-	PUNCT
easat-5900	51	5	and	and	CCONJ
easat-5900	51	6	-	-	PUNCT
easat-5900	51	7	excitation	excitation	NOUN
easat-5900	51	8	(	(	PUNCT
easat-5900	51	9	se	se	ADJ
easat-5900	51	10	)	)	PUNCT
easat-5900	51	11	attention	attention	NOUN
easat-5900	51	12	mechanism	mechanism	NOUN
easat-5900	51	13	zeng	zeng	PROPN
easat-5900	51	14	,	,	PUNCT
easat-5900	51	15	et	et	PROPN
easat-5900	51	16	al	al	PROPN
easat-5900	51	17	.	.	PUNCT
easat-5900	52	1	[	[	X
easat-5900	52	2	10	10	NUM
easat-5900	52	3	]	]	PUNCT
easat-5900	52	4	is	be	AUX
easat-5900	52	5	removed	remove	VERB
easat-5900	52	6	to	to	PART
easat-5900	52	7	simplify	simplify	VERB
easat-5900	52	8	the	the	DET
easat-5900	52	9	model	model	NOUN
easat-5900	52	10	and	and	CCONJ
easat-5900	52	11	reduce	reduce	VERB
easat-5900	52	12	computational	computational	ADJ
easat-5900	52	13	complexity	complexity	NOUN
easat-5900	52	14	.	.	PUNCT
easat-5900	53	1	this	this	DET
easat-5900	53	2	adjustment	adjustment	NOUN
easat-5900	53	3	minimizes	minimize	VERB
easat-5900	53	4	the	the	DET
easat-5900	53	5	risk	risk	NOUN
easat-5900	53	6	of	of	ADP
easat-5900	53	7	overfitting	overfitte	VERB
easat-5900	53	8	while	while	SCONJ
easat-5900	53	9	enhancing	enhance	VERB
easat-5900	53	10	generalization	generalization	NOUN
easat-5900	53	11	.	.	PUNCT
easat-5900	54	1	additionally	additionally	ADV
easat-5900	54	2	,	,	PUNCT
easat-5900	54	3	a	a	DET
easat-5900	54	4	7×7	7×7	NUM
easat-5900	54	5	grouped	group	VERB
easat-5900	54	6	convolution	convolution	NOUN
easat-5900	54	7	,	,	PUNCT
easat-5900	54	8	combined	combine	VERB
easat-5900	54	9	with	with	ADP
easat-5900	54	10	a	a	DET
easat-5900	54	11	channel	channel	NOUN
easat-5900	54	12	shuffling	shuffling	NOUN
easat-5900	54	13	technique	technique	NOUN
easat-5900	54	14	,	,	PUNCT
easat-5900	54	15	replaces	replace	VERB
easat-5900	54	16	the	the	DET
easat-5900	54	17	conventional	conventional	ADJ
easat-5900	54	18	1×1	1×1	NUM
easat-5900	54	19	convolution	convolution	NOUN
easat-5900	54	20	.	.	PUNCT
easat-5900	55	1	this	this	PRON
easat-5900	55	2	allows	allow	VERB
easat-5900	55	3	the	the	DET
easat-5900	55	4	model	model	NOUN
easat-5900	55	5	to	to	PART
easat-5900	55	6	capture	capture	VERB
easat-5900	55	7	a	a	DET
easat-5900	55	8	broader	broad	ADJ
easat-5900	55	9	range	range	NOUN
easat-5900	55	10	of	of	ADP
easat-5900	55	11	feature	feature	NOUN
easat-5900	55	12	interactions	interaction	NOUN
easat-5900	55	13	,	,	PUNCT
easat-5900	55	14	thereby	thereby	ADV
easat-5900	55	15	improving	improve	VERB
easat-5900	55	16	pattern	pattern	NOUN
easat-5900	55	17	recognition	recognition	NOUN
easat-5900	55	18	efficiency	efficiency	NOUN
easat-5900	55	19	across	across	ADP
easat-5900	55	20	different	different	ADJ
easat-5900	55	21	fabric	fabric	NOUN
easat-5900	55	22	textures	texture	NOUN
easat-5900	55	23	and	and	CCONJ
easat-5900	55	24	patterns	pattern	NOUN
easat-5900	55	25	.	.	PUNCT
easat-5900	56	1	furthermore	furthermore	ADV
easat-5900	56	2	,	,	PUNCT
easat-5900	56	3	the	the	DET
easat-5900	56	4	linear	linear	ADJ
easat-5900	56	5	activation	activation	NOUN
easat-5900	56	6	function	function	NOUN
easat-5900	56	7	is	be	AUX
easat-5900	56	8	replaced	replace	VERB
easat-5900	56	9	with	with	ADP
easat-5900	56	10	a	a	DET
easat-5900	56	11	sigmoid	sigmoid	NOUN
easat-5900	56	12	activation	activation	NOUN
easat-5900	56	13	function	function	NOUN
easat-5900	56	14	,	,	PUNCT
easat-5900	56	15	which	which	PRON
easat-5900	56	16	enhances	enhance	VERB
easat-5900	56	17	the	the	DET
easat-5900	56	18	model	model	NOUN
easat-5900	56	19	’s	’s	PART
easat-5900	56	20	ability	ability	NOUN
easat-5900	56	21	to	to	PART
easat-5900	56	22	learn	learn	VERB
easat-5900	56	23	nonlinear	nonlinear	ADJ
easat-5900	56	24	relationships	relationship	NOUN
easat-5900	56	25	present	present	ADJ
easat-5900	56	26	in	in	ADP
easat-5900	56	27	fabric	fabric	NOUN
easat-5900	56	28	structures	structure	NOUN
easat-5900	56	29	.	.	PUNCT
easat-5900	57	1	⚫	⚫	ADJ
easat-5900	57	2	implementation	implementation	NOUN
easat-5900	57	3	of	of	ADP
easat-5900	57	4	selu	selu	PROPN
easat-5900	57	5	activation	activation	NOUN
easat-5900	57	6	function	function	NOUN
easat-5900	57	7	.	.	PUNCT
easat-5900	58	1	the	the	DET
easat-5900	58	2	standard	standard	ADJ
easat-5900	58	3	relu	relu	NOUN
easat-5900	58	4	activation	activation	NOUN
easat-5900	58	5	function	function	VERB
easat-5900	58	6	bai	bai	NOUN
easat-5900	59	1	[	[	X
easat-5900	59	2	11	11	NUM
easat-5900	59	3	]	]	PUNCT
easat-5900	59	4	is	be	AUX
easat-5900	59	5	replaced	replace	VERB
easat-5900	59	6	with	with	ADP
easat-5900	59	7	the	the	DET
easat-5900	59	8	scaled	scale	VERB
easat-5900	59	9	exponential	exponential	ADJ
easat-5900	59	10	linear	linear	PROPN
easat-5900	59	11	unit	unit	NOUN
easat-5900	59	12	(	(	PUNCT
easat-5900	59	13	selu	selu	NOUN
easat-5900	59	14	)	)	PUNCT
easat-5900	59	15	activation	activation	NOUN
easat-5900	59	16	function	function	NOUN
easat-5900	59	17	[	[	X
easat-5900	59	18	12	12	NUM
easat-5900	59	19	]	]	PUNCT
easat-5900	59	20	.	.	PUNCT
easat-5900	60	1	this	this	DET
easat-5900	60	2	change	change	NOUN
easat-5900	60	3	addresses	address	VERB
easat-5900	60	4	the	the	DET
easat-5900	60	5	vanishing	vanish	VERB
easat-5900	60	6	gradient	gradient	NOUN
easat-5900	60	7	problem	problem	NOUN
easat-5900	60	8	and	and	CCONJ
easat-5900	60	9	improves	improve	VERB
easat-5900	60	10	the	the	DET
easat-5900	60	11	stability	stability	NOUN
easat-5900	60	12	of	of	ADP
easat-5900	60	13	deep	deep	ADJ
easat-5900	60	14	networks	network	NOUN
easat-5900	60	15	by	by	ADP
easat-5900	60	16	ensuring	ensure	VERB
easat-5900	60	17	self	self	NOUN
easat-5900	60	18	-	-	PUNCT
easat-5900	60	19	normalization	normalization	NOUN
easat-5900	60	20	.	.	PUNCT
easat-5900	61	1	selu	selu	PROPN
easat-5900	61	2	also	also	ADV
easat-5900	61	3	accelerates	accelerate	VERB
easat-5900	61	4	model	model	NOUN
easat-5900	61	5	convergence	convergence	NOUN
easat-5900	61	6	,	,	PUNCT
easat-5900	61	7	leading	lead	VERB
easat-5900	61	8	to	to	ADP
easat-5900	61	9	faster	fast	ADJ
easat-5900	61	10	training	training	NOUN
easat-5900	61	11	times	time	NOUN
easat-5900	61	12	without	without	ADP
easat-5900	61	13	compromising	compromise	VERB
easat-5900	61	14	accuracy	accuracy	NOUN
easat-5900	61	15	.	.	PUNCT
easat-5900	62	1	this	this	PRON
easat-5900	62	2	is	be	AUX
easat-5900	62	3	particularly	particularly	ADV
easat-5900	62	4	beneficial	beneficial	ADJ
easat-5900	62	5	when	when	SCONJ
easat-5900	62	6	deploying	deploy	VERB
easat-5900	62	7	the	the	DET
easat-5900	62	8	model	model	NOUN
easat-5900	62	9	in	in	ADP
easat-5900	62	10	real	real	ADJ
easat-5900	62	11	-	-	PUNCT
easat-5900	62	12	world	world	NOUN
easat-5900	62	13	applications	application	NOUN
easat-5900	62	14	requiring	require	VERB
easat-5900	62	15	real	real	ADJ
easat-5900	62	16	-	-	PUNCT
easat-5900	62	17	time	time	NOUN
easat-5900	62	18	fabric	fabric	NOUN
easat-5900	62	19	classification	classification	NOUN
easat-5900	62	20	.	.	PUNCT
easat-5900	63	1	3	3	X
easat-5900	63	2	.	.	X
easat-5900	63	3	experimental	experimental	ADJ
easat-5900	63	4	results	result	NOUN
easat-5900	63	5	the	the	DET
easat-5900	63	6	dataset	dataset	NOUN
easat-5900	63	7	used	use	VERB
easat-5900	63	8	in	in	ADP
easat-5900	63	9	this	this	DET
easat-5900	63	10	study	study	NOUN
easat-5900	63	11	is	be	AUX
easat-5900	63	12	derived	derive	VERB
easat-5900	63	13	from	from	ADP
easat-5900	63	14	the	the	DET
easat-5900	63	15	ydfid-1	ydfid-1	NUM
easat-5900	63	16	fabric	fabric	NOUN
easat-5900	63	17	image	image	NOUN
easat-5900	63	18	repository	repository	PROPN
easat-5900	63	19	zhang	zhang	PROPN
easat-5900	63	20	,	,	PUNCT
easat-5900	63	21	et	et	PROPN
easat-5900	63	22	al	al	PROPN
easat-5900	63	23	.	.	PUNCT
easat-5900	64	1	[	[	X
easat-5900	64	2	13	13	NUM
easat-5900	64	3	]	]	PUNCT
easat-5900	64	4	containing	contain	VERB
easat-5900	64	5	17	17	NUM
easat-5900	64	6	distinct	distinct	ADJ
easat-5900	64	7	pattern	pattern	NOUN
easat-5900	64	8	categories	category	NOUN
easat-5900	64	9	.	.	PUNCT
easat-5900	65	1	the	the	DET
easat-5900	65	2	dataset	dataset	NOUN
easat-5900	65	3	is	be	AUX
easat-5900	65	4	split	split	VERB
easat-5900	65	5	into	into	ADP
easat-5900	65	6	training	training	NOUN
easat-5900	65	7	and	and	CCONJ
easat-5900	65	8	testing	testing	NOUN
easat-5900	65	9	sets	set	NOUN
easat-5900	65	10	with	with	ADP
easat-5900	65	11	an	an	DET
easat-5900	65	12	8:2	8:2	NUM
easat-5900	65	13	ratio	ratio	NOUN
easat-5900	65	14	.	.	PUNCT
easat-5900	66	1	the	the	DET
easat-5900	66	2	model	model	NOUN
easat-5900	66	3	is	be	AUX
easat-5900	66	4	trained	train	VERB
easat-5900	66	5	using	use	VERB
easat-5900	66	6	the	the	DET
easat-5900	66	7	rmsprop	rmsprop	NOUN
easat-5900	66	8	optimizer	optimizer	NOUN
easat-5900	66	9	elshamy	elshamy	NOUN
easat-5900	66	10	,	,	PUNCT
easat-5900	66	11	et	et	PROPN
easat-5900	66	12	al	al	PROPN
easat-5900	66	13	.	.	PUNCT
easat-5900	67	1	[	[	X
easat-5900	67	2	14	14	NUM
easat-5900	67	3	]	]	PUNCT
easat-5900	67	4	with	with	ADP
easat-5900	67	5	a	a	DET
easat-5900	67	6	dynamic	dynamic	ADJ
easat-5900	67	7	learning	learning	NOUN
easat-5900	67	8	rate	rate	NOUN
easat-5900	67	9	,	,	PUNCT
easat-5900	67	10	starting	start	VERB
easat-5900	67	11	at	at	ADP
easat-5900	67	12	0.002	0.002	NUM
easat-5900	67	13	.	.	PUNCT
easat-5900	68	1	training	training	NOUN
easat-5900	68	2	is	be	AUX
easat-5900	68	3	conducted	conduct	VERB
easat-5900	68	4	over	over	ADP
easat-5900	68	5	100	100	NUM
easat-5900	68	6	epochs	epoch	NOUN
easat-5900	68	7	with	with	ADP
easat-5900	68	8	a	a	DET
easat-5900	68	9	batch	batch	NOUN
easat-5900	68	10	size	size	NOUN
easat-5900	68	11	of	of	ADP
easat-5900	68	12	16	16	NUM
easat-5900	68	13	.	.	PUNCT
easat-5900	69	1	crossentropy	crossentropy	NOUN
easat-5900	69	2	loss	loss	NOUN
easat-5900	69	3	is	be	AUX
easat-5900	69	4	employed	employ	VERB
easat-5900	69	5	as	as	ADP
easat-5900	69	6	the	the	DET
easat-5900	69	7	objective	objective	ADJ
easat-5900	69	8	function	function	NOUN
easat-5900	69	9	.	.	PUNCT
easat-5900	70	1	3.1	3.1	NUM
easat-5900	70	2	.	.	PUNCT
easat-5900	70	3	experimental	experimental	ADJ
easat-5900	70	4	analysis	analysis	NOUN
easat-5900	70	5	to	to	PART
easat-5900	70	6	evaluate	evaluate	VERB
easat-5900	70	7	the	the	DET
easat-5900	70	8	effectiveness	effectiveness	NOUN
easat-5900	70	9	of	of	ADP
easat-5900	70	10	the	the	DET
easat-5900	70	11	proposed	propose	VERB
easat-5900	70	12	model	model	NOUN
easat-5900	70	13	modifications	modification	NOUN
easat-5900	70	14	,	,	PUNCT
easat-5900	70	15	an	an	DET
easat-5900	70	16	ablation	ablation	NOUN
easat-5900	70	17	study	study	NOUN
easat-5900	70	18	was	be	AUX
easat-5900	70	19	conducted	conduct	VERB
easat-5900	70	20	.	.	PUNCT
easat-5900	71	1	the	the	DET
easat-5900	71	2	experiment	experiment	NOUN
easat-5900	71	3	compares	compare	VERB
easat-5900	71	4	the	the	DET
easat-5900	71	5	baseline	baseline	NOUN
easat-5900	71	6	mobilenetv3	mobilenetv3	PROPN
easat-5900	71	7	model	model	NOUN
easat-5900	71	8	with	with	ADP
easat-5900	71	9	progressively	progressively	ADV
easat-5900	71	10	enhanced	enhance	VERB
easat-5900	71	11	versions	version	NOUN
easat-5900	71	12	incorporating	incorporate	VERB
easat-5900	71	13	early	early	ADJ
easat-5900	71	14	neural	neural	ADJ
easat-5900	71	15	attention	attention	NOUN
easat-5900	71	16	(	(	PUNCT
easat-5900	71	17	ena	ena	NOUN
easat-5900	71	18	)	)	PUNCT
easat-5900	71	19	,	,	PUNCT
easat-5900	71	20	modifications	modification	NOUN
easat-5900	71	21	to	to	ADP
easat-5900	71	22	the	the	DET
easat-5900	71	23	bottleneck	bottleneck	NOUN
easat-5900	71	24	structure	structure	NOUN
easat-5900	71	25	,	,	PUNCT
easat-5900	71	26	and	and	CCONJ
easat-5900	71	27	the	the	DET
easat-5900	71	28	integration	integration	NOUN
easat-5900	71	29	of	of	ADP
easat-5900	71	30	different	different	ADJ
easat-5900	71	31	activation	activation	NOUN
easat-5900	71	32	functions	function	NOUN
easat-5900	71	33	.	.	PUNCT
easat-5900	72	1	the	the	DET
easat-5900	72	2	specific	specific	ADJ
easat-5900	72	3	configurations	configuration	NOUN
easat-5900	72	4	and	and	CCONJ
easat-5900	72	5	results	result	NOUN
easat-5900	72	6	are	be	AUX
easat-5900	72	7	presented	present	VERB
easat-5900	72	8	in	in	ADP
easat-5900	72	9	table	table	NOUN
easat-5900	72	10	1	1	NUM
easat-5900	72	11	.	.	PUNCT
easat-5900	72	12	table	table	NOUN
easat-5900	72	13	1	1	NUM
easat-5900	72	14	.	.	PUNCT
easat-5900	72	15	comparison	comparison	NOUN
easat-5900	72	16	results	result	NOUN
easat-5900	72	17	of	of	ADP
easat-5900	72	18	models	model	NOUN
easat-5900	72	19	.	.	PUNCT
easat-5900	73	1	method	method	VERB
easat-5900	73	2	top-1	top-1	PRON
easat-5900	73	3	accuracy	accuracy	NOUN
easat-5900	73	4	precision	precision	NOUN
easat-5900	73	5	recall	recall	NOUN
easat-5900	73	6	f1	f1	PROPN
easat-5900	73	7	score	score	NOUN
easat-5900	73	8	mobilenetv3	mobilenetv3	PROPN
easat-5900	73	9	94.03	94.03	NUM
easat-5900	73	10	94.71	94.71	NUM
easat-5900	73	11	93.26	93.26	NUM
easat-5900	73	12	93.83	93.83	NUM
easat-5900	73	13	mobilenetv3	mobilenetv3	NOUN
easat-5900	73	14	+	+	CCONJ
easat-5900	73	15	ena	ena	PROPN
easat-5900	73	16	95.69	95.69	NUM
easat-5900	73	17	96.78	96.78	NUM
easat-5900	73	18	94.86	94.86	NUM
easat-5900	73	19	96.65	96.65	NUM
easat-5900	73	20	mobilenetv3	mobilenetv3	NOUN
easat-5900	74	1	+	+	CCONJ
easat-5900	74	2	ena	ena	PROPN
easat-5900	74	3	+	+	PROPN
easat-5900	74	4	relu	relu	NOUN
easat-5900	74	5	96.64	96.64	NUM
easat-5900	74	6	97.27	97.27	NUM
easat-5900	74	7	96.03	96.03	NUM
easat-5900	74	8	96.58	96.58	NUM
easat-5900	74	9	mobilenetv3	mobilenetv3	NOUN
easat-5900	75	1	+	+	CCONJ
easat-5900	75	2	ena	ena	PROPN
easat-5900	75	3	+	+	PROPN
easat-5900	75	4	selu	selu	PROPN
easat-5900	75	5	96.87	96.87	NUM
easat-5900	75	6	97.53	97.53	NUM
easat-5900	75	7	96.27	96.27	NUM
easat-5900	75	8	96.83	96.83	NUM
easat-5900	75	9	3.2	3.2	NUM
easat-5900	75	10	.	.	PUNCT
easat-5900	76	1	performance	performance	NOUN
easat-5900	76	2	comparison	comparison	NOUN
easat-5900	76	3	to	to	PART
easat-5900	76	4	further	far	ADV
easat-5900	76	5	assess	assess	VERB
easat-5900	76	6	the	the	DET
easat-5900	76	7	generalization	generalization	NOUN
easat-5900	76	8	capability	capability	NOUN
easat-5900	76	9	of	of	ADP
easat-5900	76	10	the	the	DET
easat-5900	76	11	proposed	propose	VERB
easat-5900	76	12	model	model	NOUN
easat-5900	76	13	,	,	PUNCT
easat-5900	76	14	additional	additional	ADJ
easat-5900	76	15	experiments	experiment	NOUN
easat-5900	76	16	were	be	AUX
easat-5900	76	17	conducted	conduct	VERB
easat-5900	76	18	to	to	PART
easat-5900	76	19	compare	compare	VERB
easat-5900	76	20	the	the	DET
easat-5900	76	21	baseline	baseline	NOUN
easat-5900	76	22	mobilenetv3	mobilenetv3	PROPN
easat-5900	76	23	model	model	NOUN
easat-5900	76	24	with	with	ADP
easat-5900	76	25	the	the	DET
easat-5900	76	26	fully	fully	ADV
easat-5900	76	27	improved	improve	VERB
easat-5900	76	28	mobilenetv3	mobilenetv3	PROPN
easat-5900	76	29	model	model	PROPN
easat-5900	76	30	.	.	PUNCT
easat-5900	77	1	the	the	DET
easat-5900	77	2	results	result	NOUN
easat-5900	77	3	are	be	AUX
easat-5900	77	4	summarized	summarize	VERB
easat-5900	77	5	in	in	ADP
easat-5900	77	6	table	table	NOUN
easat-5900	77	7	2	2	NUM
easat-5900	77	8	.	.	PUNCT
easat-5900	77	9	table	table	NOUN
easat-5900	77	10	2	2	NUM
easat-5900	77	11	.	.	PUNCT
easat-5900	77	12	comparison	comparison	NOUN
easat-5900	77	13	results	result	NOUN
easat-5900	77	14	of	of	ADP
easat-5900	77	15	mobilenetv3	mobilenetv3	PROPN
easat-5900	77	16	and	and	CCONJ
easat-5900	77	17	improved	improve	VERB
easat-5900	77	18	mobilenetv3	mobilenetv3	PROPN
easat-5900	77	19	.	.	PUNCT
easat-5900	78	1	method	method	PROPN
easat-5900	78	2	top-1	top-1	PRON
easat-5900	78	3	accuracy	accuracy	NOUN
easat-5900	78	4	precision	precision	NOUN
easat-5900	78	5	recall	recall	NOUN
easat-5900	78	6	f1	f1	PROPN
easat-5900	78	7	score	score	NOUN
easat-5900	78	8	mobilenetv3	mobilenetv3	PROPN
easat-5900	78	9	97.53	97.53	NUM
easat-5900	78	10	97.50	97.50	NUM
easat-5900	78	11	97.44	97.44	NUM
easat-5900	78	12	97.44	97.44	NUM
easat-5900	78	13	improved	improve	VERB
easat-5900	78	14	mobilenetv3	mobilenetv3	NOUN
easat-5900	78	15	99.03	99.03	NUM
easat-5900	78	16	99.00	99.00	NUM
easat-5900	78	17	99.02	99.02	NUM
easat-5900	78	18	99.02	99.02	NUM
easat-5900	78	19	3006	3006	NUM
easat-5900	78	20	edelweiss	edelweiss	PROPN
easat-5900	78	21	applied	apply	VERB
easat-5900	78	22	science	science	NOUN
easat-5900	78	23	and	and	CCONJ
easat-5900	78	24	technology	technology	NOUN
easat-5900	78	25	issn	issn	PROPN
easat-5900	78	26	:	:	PUNCT
easat-5900	78	27	2576	2576	NUM
easat-5900	78	28	-	-	SYM
easat-5900	78	29	8484	8484	NUM
easat-5900	78	30	vol	vol	NOUN
easat-5900	78	31	.	.	PROPN
easat-5900	79	1	9	9	NUM
easat-5900	79	2	,	,	PUNCT
easat-5900	79	3	no	no	INTJ
easat-5900	79	4	.	.	NOUN
easat-5900	80	1	3	3	NUM
easat-5900	80	2	:	:	SYM
easat-5900	80	3	3000	3000	NUM
easat-5900	80	4	-	-	SYM
easat-5900	80	5	3003	3003	NUM
easat-5900	80	6	,	,	PUNCT
easat-5900	80	7	2025	2025	NUM
easat-5900	80	8	doi	doi	NOUN
easat-5900	80	9	:	:	PUNCT
easat-5900	80	10	10.55214/25768484.v9i3.5900	10.55214/25768484.v9i3.5900	NUM
easat-5900	80	11	©	©	PROPN
easat-5900	80	12	2025	2025	NUM
easat-5900	80	13	by	by	ADP
easat-5900	80	14	the	the	DET
easat-5900	80	15	authors	author	NOUN
easat-5900	80	16	;	;	PUNCT
easat-5900	80	17	licensee	licensee	PROPN
easat-5900	80	18	learning	learning	NOUN
easat-5900	80	19	gate	gate	NOUN
easat-5900	80	20	4	4	NUM
easat-5900	80	21	.	.	PUNCT
easat-5900	80	22	conclusions	conclusion	NOUN
easat-5900	80	23	the	the	DET
easat-5900	80	24	results	result	NOUN
easat-5900	80	25	of	of	ADP
easat-5900	80	26	this	this	DET
easat-5900	80	27	study	study	NOUN
easat-5900	80	28	demonstrate	demonstrate	VERB
easat-5900	80	29	that	that	SCONJ
easat-5900	80	30	integrating	integrate	VERB
easat-5900	80	31	early	early	ADJ
easat-5900	80	32	neural	neural	ADJ
easat-5900	80	33	attention	attention	NOUN
easat-5900	80	34	,	,	PUNCT
easat-5900	80	35	modifying	modify	VERB
easat-5900	80	36	the	the	DET
easat-5900	80	37	bottleneck	bottleneck	NOUN
easat-5900	80	38	structure	structure	NOUN
easat-5900	80	39	,	,	PUNCT
easat-5900	80	40	and	and	CCONJ
easat-5900	80	41	incorporating	incorporate	VERB
easat-5900	80	42	optimized	optimize	VERB
easat-5900	80	43	activation	activation	NOUN
easat-5900	80	44	functions	function	NOUN
easat-5900	80	45	significantly	significantly	ADV
easat-5900	80	46	enhance	enhance	VERB
easat-5900	80	47	the	the	DET
easat-5900	80	48	model	model	NOUN
easat-5900	80	49	's	's	PART
easat-5900	80	50	performance	performance	NOUN
easat-5900	80	51	in	in	ADP
easat-5900	80	52	fabric	fabric	NOUN
easat-5900	80	53	recognition	recognition	NOUN
easat-5900	80	54	tasks	task	NOUN
easat-5900	80	55	.	.	PUNCT
easat-5900	81	1	the	the	DET
easat-5900	81	2	improved	improved	ADJ
easat-5900	81	3	mobilenetv3	mobilenetv3	PROPN
easat-5900	81	4	model	model	NOUN
easat-5900	81	5	exhibits	exhibit	VERB
easat-5900	81	6	higher	high	ADJ
easat-5900	81	7	accuracy	accuracy	NOUN
easat-5900	81	8	,	,	PUNCT
easat-5900	81	9	precision	precision	NOUN
easat-5900	81	10	,	,	PUNCT
easat-5900	81	11	recall	recall	NOUN
easat-5900	81	12	,	,	PUNCT
easat-5900	81	13	and	and	CCONJ
easat-5900	81	14	robustness	robustness	NOUN
easat-5900	81	15	when	when	SCONJ
easat-5900	81	16	dealing	deal	VERB
easat-5900	81	17	with	with	ADP
easat-5900	81	18	complex	complex	ADJ
easat-5900	81	19	and	and	CCONJ
easat-5900	81	20	variable	variable	ADJ
easat-5900	81	21	fabric	fabric	NOUN
easat-5900	81	22	patterns	pattern	NOUN
easat-5900	81	23	.	.	PUNCT
easat-5900	82	1	future	future	ADJ
easat-5900	82	2	research	research	NOUN
easat-5900	82	3	will	will	AUX
easat-5900	82	4	explore	explore	VERB
easat-5900	82	5	the	the	DET
easat-5900	82	6	application	application	NOUN
easat-5900	82	7	of	of	ADP
easat-5900	82	8	this	this	DET
easat-5900	82	9	enhanced	enhance	VERB
easat-5900	82	10	framework	framework	NOUN
easat-5900	82	11	to	to	ADP
easat-5900	82	12	broader	broad	ADJ
easat-5900	82	13	computer	computer	NOUN
easat-5900	82	14	vision	vision	NOUN
easat-5900	82	15	tasks	task	NOUN
easat-5900	82	16	,	,	PUNCT
easat-5900	82	17	including	include	VERB
easat-5900	82	18	object	object	NOUN
easat-5900	82	19	detection	detection	NOUN
easat-5900	82	20	and	and	CCONJ
easat-5900	82	21	semantic	semantic	ADJ
easat-5900	82	22	segmentation	segmentation	NOUN
easat-5900	82	23	,	,	PUNCT
easat-5900	82	24	to	to	PART
easat-5900	82	25	further	far	ADV
easat-5900	82	26	validate	validate	VERB
easat-5900	82	27	its	its	PRON
easat-5900	82	28	adaptability	adaptability	NOUN
easat-5900	82	29	and	and	CCONJ
easat-5900	82	30	efficiency	efficiency	NOUN
easat-5900	82	31	in	in	ADP
easat-5900	82	32	diverse	diverse	ADJ
easat-5900	82	33	scenarios	scenario	NOUN
easat-5900	82	34	.	.	PUNCT
easat-5900	83	1	funding	funding	NOUN
easat-5900	83	2	:	:	PUNCT
easat-5900	83	3	this	this	DET
easat-5900	83	4	work	work	NOUN
easat-5900	83	5	was	be	AUX
easat-5900	83	6	supported	support	VERB
easat-5900	83	7	by	by	ADP
easat-5900	83	8	the	the	DET
easat-5900	83	9	national	national	PROPN
easat-5900	83	10	research	research	PROPN
easat-5900	83	11	foundation	foundation	PROPN
easat-5900	83	12	of	of	ADP
easat-5900	83	13	korea	korea	PROPN
easat-5900	83	14	(	(	PUNCT
easat-5900	83	15	nrf	nrf	NOUN
easat-5900	83	16	)	)	PUNCT
easat-5900	83	17	grant	grant	NOUN
easat-5900	83	18	funded	fund	VERB
easat-5900	83	19	by	by	ADP
easat-5900	83	20	the	the	DET
easat-5900	83	21	korea	korea	PROPN
easat-5900	83	22	government	government	PROPN
easat-5900	83	23	(	(	PUNCT
easat-5900	83	24	msit	msit	PROPN
easat-5900	83	25	)	)	PUNCT
easat-5900	83	26	(	(	PUNCT
easat-5900	83	27	grant	grant	PROPN
easat-5900	83	28	number	number	NOUN
easat-5900	83	29	:	:	PUNCT
easat-5900	83	30	rs-2023	rs-2023	NOUN
easat-5900	83	31	-	-	PUNCT
easat-5900	83	32	00247045	00247045	NUM
easat-5900	83	33	)	)	PUNCT
easat-5900	83	34	transparency	transparency	NOUN
easat-5900	83	35	:	:	PUNCT
easat-5900	83	36	the	the	DET
easat-5900	83	37	authors	author	NOUN
easat-5900	83	38	confirm	confirm	VERB
easat-5900	83	39	that	that	SCONJ
easat-5900	83	40	the	the	DET
easat-5900	83	41	manuscript	manuscript	NOUN
easat-5900	83	42	is	be	AUX
easat-5900	83	43	an	an	DET
easat-5900	83	44	honest	honest	ADJ
easat-5900	83	45	,	,	PUNCT
easat-5900	83	46	accurate	accurate	ADJ
easat-5900	83	47	,	,	PUNCT
easat-5900	83	48	and	and	CCONJ
easat-5900	83	49	transparent	transparent	ADJ
easat-5900	83	50	account	account	NOUN
easat-5900	83	51	of	of	ADP
easat-5900	83	52	the	the	DET
easat-5900	83	53	study	study	NOUN
easat-5900	83	54	;	;	PUNCT
easat-5900	83	55	that	that	SCONJ
easat-5900	83	56	no	no	DET
easat-5900	83	57	vital	vital	ADJ
easat-5900	83	58	features	feature	NOUN
easat-5900	83	59	of	of	ADP
easat-5900	83	60	the	the	DET
easat-5900	83	61	study	study	NOUN
easat-5900	83	62	have	have	AUX
easat-5900	83	63	been	be	AUX
easat-5900	83	64	omitted	omit	VERB
easat-5900	83	65	;	;	PUNCT
easat-5900	83	66	and	and	CCONJ
easat-5900	83	67	that	that	SCONJ
easat-5900	83	68	any	any	DET
easat-5900	83	69	discrepancies	discrepancy	NOUN
easat-5900	83	70	from	from	ADP
easat-5900	83	71	the	the	DET
easat-5900	83	72	study	study	NOUN
easat-5900	83	73	as	as	SCONJ
easat-5900	83	74	planned	plan	VERB
easat-5900	83	75	have	have	AUX
easat-5900	83	76	been	be	AUX
easat-5900	83	77	explained	explain	VERB
easat-5900	83	78	.	.	PUNCT
easat-5900	84	1	this	this	DET
easat-5900	84	2	study	study	NOUN
easat-5900	84	3	followed	follow	VERB
easat-5900	84	4	all	all	DET
easat-5900	84	5	ethical	ethical	ADJ
easat-5900	84	6	practices	practice	NOUN
easat-5900	84	7	during	during	ADP
easat-5900	84	8	writing	writing	NOUN
easat-5900	84	9	.	.	PUNCT
easat-5900	85	1	copyright	copyright	NOUN
easat-5900	85	2	:	:	PUNCT
easat-5900	85	3	©	©	PROPN
easat-5900	85	4	2025	2025	NUM
easat-5900	85	5	by	by	ADP
easat-5900	85	6	the	the	DET
easat-5900	85	7	authors	author	NOUN
easat-5900	85	8	.	.	PUNCT
easat-5900	86	1	this	this	DET
easat-5900	86	2	open	open	ADJ
easat-5900	86	3	-	-	PUNCT
easat-5900	86	4	access	access	NOUN
easat-5900	86	5	article	article	NOUN
easat-5900	86	6	is	be	AUX
easat-5900	86	7	distributed	distribute	VERB
easat-5900	86	8	under	under	ADP
easat-5900	86	9	the	the	DET
easat-5900	86	10	terms	term	NOUN
easat-5900	86	11	and	and	CCONJ
easat-5900	86	12	conditions	condition	NOUN
easat-5900	86	13	of	of	ADP
easat-5900	86	14	the	the	DET
easat-5900	86	15	creative	creative	ADJ
easat-5900	86	16	commons	common	NOUN
easat-5900	86	17	attribution	attribution	NOUN
easat-5900	86	18	(	(	PUNCT
easat-5900	86	19	cc	cc	NOUN
easat-5900	86	20	by	by	ADP
easat-5900	86	21	)	)	PUNCT
easat-5900	86	22	license	license	NOUN
easat-5900	86	23	(	(	PUNCT
easat-5900	86	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5900	86	25	)	)	PUNCT
easat-5900	86	26	.	.	PUNCT
easat-5900	87	1	references	reference	NOUN
easat-5900	87	2	[	[	X
easat-5900	87	3	1	1	NUM
easat-5900	87	4	]	]	X
easat-5900	87	5	y.	y.	PROPN
easat-5900	87	6	kim	kim	PROPN
easat-5900	87	7	,	,	PUNCT
easat-5900	87	8	d.	d.	PROPN
easat-5900	87	9	cho	cho	PROPN
easat-5900	87	10	,	,	PUNCT
easat-5900	87	11	and	and	CCONJ
easat-5900	87	12	g.	g.	PROPN
easat-5900	87	13	park	park	PROPN
easat-5900	87	14	,	,	PUNCT
easat-5900	87	15	"	"	PUNCT
easat-5900	87	16	performance	performance	NOUN
easat-5900	87	17	comparison	comparison	NOUN
easat-5900	87	18	of	of	ADP
easat-5900	87	19	cnn	cnn	PROPN
easat-5900	87	20	-	-	PUNCT
easat-5900	87	21	based	base	VERB
easat-5900	87	22	image	image	NOUN
easat-5900	87	23	classification	classification	NOUN
easat-5900	87	24	models	model	NOUN
easat-5900	87	25	for	for	ADP
easat-5900	87	26	drone	drone	NOUN
easat-5900	87	27	identification	identification	NOUN
easat-5900	87	28	system	system	NOUN
easat-5900	87	29	,	,	PUNCT
easat-5900	87	30	"	"	PUNCT
easat-5900	87	31	the	the	DET
easat-5900	87	32	journal	journal	NOUN
easat-5900	87	33	of	of	ADP
easat-5900	87	34	the	the	DET
easat-5900	87	35	convergence	convergence	NOUN
easat-5900	87	36	on	on	ADP
easat-5900	87	37	culture	culture	NOUN
easat-5900	87	38	technology	technology	NOUN
easat-5900	87	39	,	,	PUNCT
easat-5900	87	40	vol	vol	NOUN
easat-5900	87	41	.	.	PROPN
easat-5900	87	42	10	10	NUM
easat-5900	87	43	,	,	PUNCT
easat-5900	87	44	no	no	INTJ
easat-5900	87	45	.	.	NOUN
easat-5900	87	46	4	4	NUM
easat-5900	87	47	,	,	PUNCT
easat-5900	87	48	pp	pp	ADJ
easat-5900	87	49	.	.	PUNCT
easat-5900	88	1	639	639	NUM
easat-5900	88	2	-	-	SYM
easat-5900	88	3	644	644	NUM
easat-5900	88	4	,	,	PUNCT
easat-5900	88	5	2024	2024	NUM
easat-5900	88	6	.	.	PUNCT
easat-5900	89	1	[	[	X
easat-5900	89	2	2	2	X
easat-5900	89	3	]	]	PUNCT
easat-5900	89	4	s.	s.	PROPN
easat-5900	89	5	meng	meng	PROPN
easat-5900	89	6	,	,	PUNCT
easat-5900	89	7	r.	r.	PROPN
easat-5900	89	8	pan	pan	PROPN
easat-5900	89	9	,	,	PUNCT
easat-5900	89	10	w.	w.	PROPN
easat-5900	89	11	gao	gao	PROPN
easat-5900	89	12	,	,	PUNCT
easat-5900	89	13	j.	j.	PROPN
easat-5900	89	14	zhou	zhou	PROPN
easat-5900	89	15	,	,	PUNCT
easat-5900	89	16	j.	j.	PROPN
easat-5900	89	17	wang	wang	PROPN
easat-5900	89	18	,	,	PUNCT
easat-5900	89	19	and	and	CCONJ
easat-5900	89	20	w.	w.	PROPN
easat-5900	89	21	he	he	PRON
easat-5900	89	22	,	,	PUNCT
easat-5900	89	23	"	"	PUNCT
easat-5900	89	24	a	a	DET
easat-5900	89	25	multi	multi	ADJ
easat-5900	89	26	-	-	NOUN
easat-5900	89	27	task	task	ADJ
easat-5900	89	28	and	and	CCONJ
easat-5900	89	29	multi	multi	ADJ
easat-5900	89	30	-	-	ADJ
easat-5900	89	31	scale	scale	ADJ
easat-5900	89	32	convolutional	convolutional	ADJ
easat-5900	89	33	neural	neural	ADJ
easat-5900	89	34	network	network	NOUN
easat-5900	89	35	for	for	ADP
easat-5900	89	36	automatic	automatic	ADJ
easat-5900	89	37	recognition	recognition	NOUN
easat-5900	89	38	of	of	ADP
easat-5900	89	39	woven	weave	VERB
easat-5900	89	40	fabric	fabric	NOUN
easat-5900	89	41	pattern	pattern	NOUN
easat-5900	89	42	,	,	PUNCT
easat-5900	89	43	"	"	PUNCT
easat-5900	89	44	journal	journal	NOUN
easat-5900	89	45	of	of	ADP
easat-5900	89	46	intelligent	intelligent	ADJ
easat-5900	89	47	manufacturing	manufacturing	NOUN
easat-5900	89	48	,	,	PUNCT
easat-5900	89	49	vol	vol	NOUN
easat-5900	89	50	.	.	PROPN
easat-5900	89	51	32	32	NUM
easat-5900	89	52	,	,	PUNCT
easat-5900	89	53	no	no	INTJ
easat-5900	89	54	.	.	NOUN
easat-5900	89	55	4	4	NUM
easat-5900	89	56	,	,	PUNCT
easat-5900	89	57	pp	pp	ADJ
easat-5900	89	58	.	.	PUNCT
easat-5900	90	1	1147	1147	NUM
easat-5900	90	2	-	-	SYM
easat-5900	90	3	1161	1161	NUM
easat-5900	90	4	,	,	PUNCT
easat-5900	90	5	2021	2021	NUM
easat-5900	90	6	.	.	PUNCT
easat-5900	91	1	https://doi.org/10.1007/s10845-020-01607-9	https://doi.org/10.1007/s10845-020-01607-9	NOUN
easat-5900	92	1	[	[	X
easat-5900	92	2	3	3	X
easat-5900	92	3	]	]	X
easat-5900	92	4	l.	l.	PROPN
easat-5900	92	5	b.	b.	PROPN
easat-5900	92	6	mahanta	mahanta	PROPN
easat-5900	92	7	,	,	PUNCT
easat-5900	92	8	d.	d.	PROPN
easat-5900	92	9	r.	r.	PROPN
easat-5900	92	10	mahanta	mahanta	PROPN
easat-5900	92	11	,	,	PUNCT
easat-5900	92	12	t.	t.	PROPN
easat-5900	92	13	rahman	rahman	PROPN
easat-5900	92	14	,	,	PUNCT
easat-5900	92	15	and	and	CCONJ
easat-5900	92	16	c.	c.	PROPN
easat-5900	92	17	chakraborty	chakraborty	PROPN
easat-5900	92	18	,	,	PUNCT
easat-5900	92	19	"	"	PUNCT
easat-5900	92	20	handloomed	handloome	VERB
easat-5900	92	21	fabrics	fabric	NOUN
easat-5900	92	22	recognition	recognition	NOUN
easat-5900	92	23	with	with	ADP
easat-5900	92	24	deep	deep	ADJ
easat-5900	92	25	learning	learning	NOUN
easat-5900	92	26	,	,	PUNCT
easat-5900	92	27	"	"	PUNCT
easat-5900	92	28	scientific	scientific	ADJ
easat-5900	92	29	reports	report	NOUN
easat-5900	92	30	,	,	PUNCT
easat-5900	92	31	vol	vol	NOUN
easat-5900	92	32	.	.	PROPN
easat-5900	92	33	14	14	NUM
easat-5900	92	34	,	,	PUNCT
easat-5900	92	35	no	no	INTJ
easat-5900	92	36	.	.	NOUN
easat-5900	92	37	1	1	NUM
easat-5900	92	38	,	,	PUNCT
easat-5900	92	39	p.	p.	NOUN
easat-5900	92	40	7974	7974	NUM
easat-5900	92	41	,	,	PUNCT
easat-5900	92	42	2024	2024	NUM
easat-5900	92	43	.	.	PUNCT
easat-5900	93	1	https://doi.org/10.1038/s41598-024-58750-z	https://doi.org/10.1038/s41598-024-58750-z	PROPN
easat-5900	93	2	[	[	X
easat-5900	93	3	4	4	NUM
easat-5900	93	4	]	]	X
easat-5900	93	5	b.	b.	PROPN
easat-5900	93	6	koonce	koonce	PROPN
easat-5900	93	7	,	,	PUNCT
easat-5900	93	8	"	"	PUNCT
easat-5900	93	9	mobilenetv3	mobilenetv3	PROPN
easat-5900	93	10	.	.	PROPN
easat-5900	93	11	,	,	PUNCT
easat-5900	93	12	"	"	PUNCT
easat-5900	93	13	convolutional	convolutional	ADJ
easat-5900	93	14	neural	neural	ADJ
easat-5900	93	15	networks	network	NOUN
easat-5900	93	16	with	with	ADP
easat-5900	93	17	swift	swift	NOUN
easat-5900	93	18	for	for	ADP
easat-5900	93	19	tensorflow	tensorflow	NOUN
easat-5900	93	20	:	:	PUNCT
easat-5900	93	21	image	image	NOUN
easat-5900	93	22	recognition	recognition	NOUN
easat-5900	93	23	and	and	CCONJ
easat-5900	93	24	dataset	dataset	NOUN
easat-5900	93	25	categorization	categorization	NOUN
easat-5900	93	26	,	,	PUNCT
easat-5900	93	27	pp	pp	ADJ
easat-5900	93	28	.	.	PUNCT
easat-5900	94	1	125	125	NUM
easat-5900	94	2	-	-	SYM
easat-5900	94	3	144	144	NUM
easat-5900	94	4	,	,	PUNCT
easat-5900	94	5	2021	2021	NUM
easat-5900	94	6	.	.	PUNCT
easat-5900	95	1	[	[	X
easat-5900	95	2	5	5	NUM
easat-5900	95	3	]	]	PUNCT
easat-5900	95	4	g.-j	g.-j	PROPN
easat-5900	95	5	.	.	PUNCT
easat-5900	96	1	park	park	NOUN
easat-5900	96	2	,	,	PUNCT
easat-5900	96	3	s.-h	s.-h	NOUN
easat-5900	96	4	.	.	PUNCT
easat-5900	97	1	choi	choi	NOUN
easat-5900	97	2	,	,	PUNCT
easat-5900	97	3	and	and	CCONJ
easat-5900	97	4	k.-s	k.-	NOUN
easat-5900	97	5	.	.	PUNCT
easat-5900	98	1	kim	kim	PROPN
easat-5900	98	2	,	,	PUNCT
easat-5900	98	3	"	"	PUNCT
easat-5900	98	4	implementation	implementation	NOUN
easat-5900	98	5	of	of	ADP
easat-5900	98	6	urinalysis	urinalysis	NOUN
easat-5900	98	7	service	service	NOUN
easat-5900	98	8	application	application	NOUN
easat-5900	98	9	based	base	VERB
easat-5900	98	10	on	on	ADP
easat-5900	98	11	mobilenetv3	mobilenetv3	PROPN
easat-5900	98	12	,	,	PUNCT
easat-5900	98	13	"	"	PUNCT
easat-5900	98	14	the	the	DET
easat-5900	98	15	journal	journal	NOUN
easat-5900	98	16	of	of	ADP
easat-5900	98	17	the	the	DET
easat-5900	98	18	institute	institute	PROPN
easat-5900	98	19	of	of	ADP
easat-5900	98	20	internet	internet	NOUN
easat-5900	98	21	,	,	PUNCT
easat-5900	98	22	broadcasting	broadcasting	NOUN
easat-5900	98	23	and	and	CCONJ
easat-5900	98	24	communication	communication	NOUN
easat-5900	98	25	,	,	PUNCT
easat-5900	98	26	vol	vol	NOUN
easat-5900	98	27	.	.	PROPN
easat-5900	98	28	23	23	NUM
easat-5900	98	29	,	,	PUNCT
easat-5900	98	30	no	no	INTJ
easat-5900	98	31	.	.	NOUN
easat-5900	98	32	4	4	NUM
easat-5900	98	33	,	,	PUNCT
easat-5900	98	34	pp	pp	ADJ
easat-5900	98	35	.	.	PUNCT
easat-5900	99	1	41	41	NUM
easat-5900	99	2	-	-	SYM
easat-5900	99	3	46	46	NUM
easat-5900	99	4	,	,	PUNCT
easat-5900	99	5	2023	2023	NUM
easat-5900	99	6	.	.	PUNCT
easat-5900	100	1	[	[	X
easat-5900	100	2	6	6	NUM
easat-5900	100	3	]	]	PUNCT
easat-5900	100	4	t.	t.	X
easat-5900	100	5	elsken	elsken	VERB
easat-5900	100	6	,	,	PUNCT
easat-5900	100	7	j.	j.	PROPN
easat-5900	100	8	h.	h.	PROPN
easat-5900	100	9	metzen	metzen	PROPN
easat-5900	100	10	,	,	PUNCT
easat-5900	100	11	and	and	CCONJ
easat-5900	100	12	f.	f.	PROPN
easat-5900	100	13	hutter	hutter	PROPN
easat-5900	100	14	,	,	PUNCT
easat-5900	100	15	"	"	PUNCT
easat-5900	100	16	neural	neural	ADJ
easat-5900	100	17	architecture	architecture	NOUN
easat-5900	100	18	search	search	NOUN
easat-5900	100	19	:	:	PUNCT
easat-5900	100	20	a	a	DET
easat-5900	100	21	survey	survey	NOUN
easat-5900	100	22	,	,	PUNCT
easat-5900	100	23	"	"	PUNCT
easat-5900	100	24	journal	journal	NOUN
easat-5900	100	25	of	of	ADP
easat-5900	100	26	machine	machine	NOUN
easat-5900	100	27	learning	learn	VERB
easat-5900	100	28	research	research	NOUN
easat-5900	100	29	,	,	PUNCT
easat-5900	100	30	vol	vol	NOUN
easat-5900	100	31	.	.	PROPN
easat-5900	100	32	20	20	NUM
easat-5900	100	33	,	,	PUNCT
easat-5900	100	34	no	no	INTJ
easat-5900	100	35	.	.	NOUN
easat-5900	100	36	55	55	NUM
easat-5900	100	37	,	,	PUNCT
easat-5900	100	38	pp	pp	ADJ
easat-5900	100	39	.	.	PUNCT
easat-5900	101	1	1	1	NUM
easat-5900	101	2	-	-	SYM
easat-5900	101	3	21	21	NUM
easat-5900	101	4	,	,	PUNCT
easat-5900	101	5	2019	2019	NUM
easat-5900	101	6	.	.	PUNCT
easat-5900	102	1	[	[	X
easat-5900	102	2	7	7	X
easat-5900	102	3	]	]	PUNCT
easat-5900	102	4	a.	a.	NOUN
easat-5900	102	5	de	de	PROPN
easat-5900	102	6	santana	santana	PROPN
easat-5900	102	7	correia	correia	PROPN
easat-5900	102	8	and	and	CCONJ
easat-5900	102	9	e.	e.	PROPN
easat-5900	102	10	l.	l.	PROPN
easat-5900	102	11	colombini	colombini	PROPN
easat-5900	102	12	,	,	PUNCT
easat-5900	102	13	"	"	PUNCT
easat-5900	102	14	attention	attention	NOUN
easat-5900	102	15	,	,	PUNCT
easat-5900	102	16	please	please	INTJ
easat-5900	102	17	!	!	PUNCT
easat-5900	103	1	a	a	DET
easat-5900	103	2	survey	survey	NOUN
easat-5900	103	3	of	of	ADP
easat-5900	103	4	neural	neural	ADJ
easat-5900	103	5	attention	attention	NOUN
easat-5900	103	6	models	model	NOUN
easat-5900	103	7	in	in	ADP
easat-5900	103	8	deep	deep	ADJ
easat-5900	103	9	learning	learning	NOUN
easat-5900	103	10	,	,	PUNCT
easat-5900	103	11	"	"	PUNCT
easat-5900	103	12	artificial	artificial	ADJ
easat-5900	103	13	intelligence	intelligence	NOUN
easat-5900	103	14	review	review	NOUN
easat-5900	103	15	,	,	PUNCT
easat-5900	103	16	vol	vol	NOUN
easat-5900	103	17	.	.	PROPN
easat-5900	103	18	55	55	NUM
easat-5900	103	19	,	,	PUNCT
easat-5900	103	20	no	no	INTJ
easat-5900	103	21	.	.	NOUN
easat-5900	103	22	8	8	NUM
easat-5900	103	23	,	,	PUNCT
easat-5900	103	24	pp	pp	ADJ
easat-5900	103	25	.	.	PUNCT
easat-5900	104	1	6037	6037	NUM
easat-5900	104	2	-	-	SYM
easat-5900	104	3	6124	6124	NUM
easat-5900	104	4	,	,	PUNCT
easat-5900	104	5	2022	2022	NUM
easat-5900	104	6	.	.	PUNCT
easat-5900	105	1	[	[	X
easat-5900	105	2	8	8	NUM
easat-5900	105	3	]	]	X
easat-5900	105	4	d.	d.	PROPN
easat-5900	105	5	ouyang	ouyang	PROPN
easat-5900	105	6	et	et	PROPN
easat-5900	105	7	al	al	PROPN
easat-5900	105	8	.	.	PROPN
easat-5900	105	9	,	,	PUNCT
easat-5900	105	10	"	"	PUNCT
easat-5900	105	11	efficient	efficient	ADJ
easat-5900	105	12	multi	multi	ADJ
easat-5900	105	13	-	-	ADJ
easat-5900	105	14	scale	scale	ADJ
easat-5900	105	15	attention	attention	NOUN
easat-5900	105	16	module	module	NOUN
easat-5900	105	17	with	with	ADP
easat-5900	105	18	cross	cross	ADJ
easat-5900	105	19	-	-	ADJ
easat-5900	105	20	spatial	spatial	ADJ
easat-5900	105	21	learning	learning	NOUN
easat-5900	105	22	,	,	PUNCT
easat-5900	105	23	"	"	PUNCT
easat-5900	105	24	presented	present	VERB
easat-5900	105	25	at	at	ADP
easat-5900	105	26	the	the	DET
easat-5900	105	27	in	in	NOUN
easat-5900	105	28	:	:	PUNCT
easat-5900	105	29	icassp	icassp	NOUN
easat-5900	105	30	2023	2023	NUM
easat-5900	105	31	-	-	SYM
easat-5900	105	32	2023	2023	NUM
easat-5900	105	33	ieee	ieee	NOUN
easat-5900	105	34	international	international	ADJ
easat-5900	105	35	conference	conference	NOUN
easat-5900	105	36	on	on	ADP
easat-5900	105	37	acoustics	acoustic	NOUN
easat-5900	105	38	,	,	PUNCT
easat-5900	105	39	speech	speech	NOUN
easat-5900	105	40	and	and	CCONJ
easat-5900	105	41	signal	signal	NOUN
easat-5900	105	42	processing	processing	NOUN
easat-5900	105	43	2023	2023	NUM
easat-5900	105	44	,	,	PUNCT
easat-5900	105	45	1–5	1–5	NUM
easat-5900	105	46	,	,	PUNCT
easat-5900	105	47	2023	2023	NUM
easat-5900	105	48	.	.	PUNCT
easat-5900	106	1	[	[	X
easat-5900	106	2	9	9	NUM
easat-5900	106	3	]	]	PUNCT
easat-5900	106	4	b.	b.	PROPN
easat-5900	106	5	wang	wang	PROPN
easat-5900	106	6	,	,	PUNCT
easat-5900	106	7	l.	l.	PROPN
easat-5900	106	8	li	li	PROPN
easat-5900	106	9	,	,	PUNCT
easat-5900	106	10	y.	y.	PROPN
easat-5900	106	11	nakashima	nakashima	PROPN
easat-5900	106	12	,	,	PUNCT
easat-5900	106	13	and	and	CCONJ
easat-5900	106	14	h.	h.	PROPN
easat-5900	106	15	nagahara	nagahara	PROPN
easat-5900	106	16	,	,	PUNCT
easat-5900	106	17	"	"	PUNCT
easat-5900	106	18	learning	learn	VERB
easat-5900	106	19	bottleneck	bottleneck	NOUN
easat-5900	106	20	concepts	concept	NOUN
easat-5900	106	21	in	in	ADP
easat-5900	106	22	image	image	NOUN
easat-5900	106	23	classification	classification	NOUN
easat-5900	106	24	,	,	PUNCT
easat-5900	106	25	"	"	PUNCT
easat-5900	106	26	in	in	ADP
easat-5900	106	27	in	in	ADP
easat-5900	106	28	proceedings	proceeding	NOUN
easat-5900	106	29	of	of	ADP
easat-5900	106	30	the	the	DET
easat-5900	106	31	ieee	ieee	NOUN
easat-5900	106	32	/	/	SYM
easat-5900	106	33	cvf	cvf	NOUN
easat-5900	106	34	conference	conference	NOUN
easat-5900	106	35	on	on	ADP
easat-5900	106	36	computer	computer	NOUN
easat-5900	106	37	vision	vision	NOUN
easat-5900	106	38	and	and	CCONJ
easat-5900	106	39	pattern	pattern	NOUN
easat-5900	106	40	recognition	recognition	NOUN
easat-5900	106	41	(	(	PUNCT
easat-5900	106	42	2023	2023	NUM
easat-5900	106	43	)	)	PUNCT
easat-5900	106	44	,	,	PUNCT
easat-5900	106	45	10962	10962	NUM
easat-5900	106	46	-	-	SYM
easat-5900	106	47	10971	10971	NUM
easat-5900	106	48	,	,	PUNCT
easat-5900	106	49	2023	2023	NUM
easat-5900	106	50	.	.	PUNCT
easat-5900	107	1	[	[	X
easat-5900	107	2	10	10	NUM
easat-5900	107	3	]	]	X
easat-5900	107	4	c.	c.	PROPN
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easat-5900	107	6	,	,	PUNCT
easat-5900	107	7	y.	y.	PROPN
easat-5900	107	8	zhao	zhao	PROPN
easat-5900	107	9	,	,	PUNCT
easat-5900	107	10	z.	z.	PROPN
easat-5900	107	11	wang	wang	PROPN
easat-5900	107	12	,	,	PUNCT
easat-5900	107	13	k.	k.	PROPN
easat-5900	107	14	li	li	PROPN
easat-5900	107	15	,	,	PUNCT
easat-5900	107	16	x.	x.	PROPN
easat-5900	107	17	wan	wan	PROPN
easat-5900	107	18	,	,	PUNCT
easat-5900	107	19	and	and	CCONJ
easat-5900	107	20	m.	m.	PROPN
easat-5900	107	21	liu	liu	PROPN
easat-5900	107	22	,	,	PUNCT
easat-5900	107	23	"	"	PUNCT
easat-5900	107	24	squeeze	squeeze	NOUN
easat-5900	107	25	-	-	PUNCT
easat-5900	107	26	and	and	CCONJ
easat-5900	107	27	-	-	PUNCT
easat-5900	107	28	excitation	excitation	NOUN
easat-5900	107	29	self	self	NOUN
easat-5900	107	30	-	-	PUNCT
easat-5900	107	31	attention	attention	NOUN
easat-5900	107	32	mechanism	mechanism	NOUN
easat-5900	107	33	enhanced	enhance	VERB
easat-5900	107	34	digital	digital	ADJ
easat-5900	107	35	audio	audio	NOUN
easat-5900	107	36	source	source	NOUN
easat-5900	107	37	recognition	recognition	NOUN
easat-5900	107	38	based	base	VERB
easat-5900	107	39	on	on	ADP
easat-5900	107	40	transfer	transfer	NOUN
easat-5900	107	41	learning	learning	NOUN
easat-5900	107	42	,	,	PUNCT
easat-5900	107	43	"	"	PUNCT
easat-5900	107	44	circuits	circuit	NOUN
easat-5900	107	45	,	,	PUNCT
easat-5900	107	46	systems	system	NOUN
easat-5900	107	47	,	,	PUNCT
easat-5900	107	48	and	and	CCONJ
easat-5900	107	49	signal	signal	NOUN
easat-5900	107	50	processing	processing	NOUN
easat-5900	107	51	,	,	PUNCT
easat-5900	107	52	pp	pp	ADJ
easat-5900	107	53	.	.	PUNCT
easat-5900	108	1	1	1	NUM
easat-5900	108	2	-	-	SYM
easat-5900	108	3	33	33	NUM
easat-5900	108	4	,	,	PUNCT
easat-5900	108	5	2024	2024	NUM
easat-5900	108	6	.	.	PUNCT
easat-5900	109	1	[	[	X
easat-5900	109	2	11	11	NUM
easat-5900	109	3	]	]	X
easat-5900	109	4	y.	y.	PROPN
easat-5900	109	5	bai	bai	PROPN
easat-5900	109	6	,	,	PUNCT
easat-5900	109	7	"	"	PUNCT
easat-5900	109	8	relu	relu	NOUN
easat-5900	109	9	-	-	PUNCT
easat-5900	109	10	function	function	NOUN
easat-5900	109	11	and	and	CCONJ
easat-5900	109	12	derived	derived	ADJ
easat-5900	109	13	function	function	NOUN
easat-5900	109	14	review	review	NOUN
easat-5900	109	15	,	,	PUNCT
easat-5900	109	16	"	"	PUNCT
easat-5900	109	17	presented	present	VERB
easat-5900	109	18	at	at	ADP
easat-5900	109	19	the	the	DET
easat-5900	109	20	in	in	ADP
easat-5900	109	21	shs	shs	PROPN
easat-5900	109	22	web	web	NOUN
easat-5900	109	23	of	of	ADP
easat-5900	109	24	conferences	conference	NOUN
easat-5900	109	25	(	(	PUNCT
easat-5900	109	26	vol	vol	NOUN
easat-5900	109	27	.	.	PUNCT
easat-5900	109	28	144	144	NUM
easat-5900	109	29	,	,	PUNCT
easat-5900	110	1	p.	p.	NOUN
easat-5900	110	2	02006	02006	NUM
easat-5900	110	3	)	)	PUNCT
easat-5900	110	4	.	.	PUNCT
easat-5900	111	1	edp	edp	PROPN
easat-5900	111	2	sciences	sciences	PROPN
easat-5900	111	3	,	,	PUNCT
easat-5900	111	4	2022	2022	NUM
easat-5900	111	5	.	.	PUNCT
easat-5900	112	1	[	[	X
easat-5900	112	2	12	12	NUM
easat-5900	112	3	]	]	PUNCT
easat-5900	112	4	a.	a.	NOUN
easat-5900	112	5	nguyen	nguyen	PROPN
easat-5900	112	6	,	,	PUNCT
easat-5900	112	7	"	"	PUNCT
easat-5900	112	8	an	an	DET
easat-5900	112	9	analysis	analysis	NOUN
easat-5900	112	10	of	of	ADP
easat-5900	112	11	state	state	NOUN
easat-5900	112	12	-	-	PUNCT
easat-5900	112	13	of	of	ADP
easat-5900	112	14	-	-	PUNCT
easat-5900	112	15	the	the	DET
easat-5900	112	16	-	-	PUNCT
easat-5900	112	17	art	art	NOUN
easat-5900	112	18	activation	activation	NOUN
easat-5900	112	19	functions	function	NOUN
easat-5900	112	20	for	for	ADP
easat-5900	112	21	supervised	supervised	ADJ
easat-5900	112	22	deep	deep	ADJ
easat-5900	112	23	neural	neural	ADJ
easat-5900	112	24	network	network	NOUN
easat-5900	112	25	,	,	PUNCT
easat-5900	112	26	"	"	PUNCT
easat-5900	112	27	presented	present	VERB
easat-5900	112	28	at	at	ADP
easat-5900	112	29	the	the	DET
easat-5900	112	30	in	in	NOUN
easat-5900	112	31	:	:	PUNCT
easat-5900	112	32	2021	2021	NUM
easat-5900	112	33	international	international	ADJ
easat-5900	112	34	conference	conference	NOUN
easat-5900	112	35	on	on	ADP
easat-5900	112	36	system	system	NOUN
easat-5900	112	37	science	science	NOUN
easat-5900	112	38	and	and	CCONJ
easat-5900	112	39	engineering	engineering	NOUN
easat-5900	112	40	(	(	PUNCT
easat-5900	112	41	icsse	icsse	NOUN
easat-5900	112	42	)	)	PUNCT
easat-5900	112	43	.	.	PUNCT
easat-5900	113	1	ieee	ieee	NOUN
easat-5900	113	2	(	(	PUNCT
easat-5900	113	3	2021	2021	NUM
easat-5900	113	4	)	)	PUNCT
easat-5900	113	5	,	,	PUNCT
easat-5900	113	6	215	215	NUM
easat-5900	113	7	-	-	SYM
easat-5900	113	8	220	220	NUM
easat-5900	113	9	,	,	PUNCT
easat-5900	113	10	2021	2021	NUM
easat-5900	113	11	.	.	PUNCT
easat-5900	114	1	[	[	X
easat-5900	114	2	13	13	NUM
easat-5900	114	3	]	]	PUNCT
easat-5900	114	4	h.	h.	PROPN
easat-5900	114	5	zhang	zhang	PROPN
easat-5900	114	6	,	,	PUNCT
easat-5900	114	7	s.	s.	PROPN
easat-5900	114	8	liu	liu	PROPN
easat-5900	114	9	,	,	PUNCT
easat-5900	114	10	l.	l.	PROPN
easat-5900	114	11	meng	meng	PROPN
easat-5900	114	12	,	,	PUNCT
easat-5900	114	13	s.	s.	PROPN
easat-5900	114	14	lu	lu	PROPN
easat-5900	114	15	,	,	PUNCT
easat-5900	114	16	and	and	CCONJ
easat-5900	114	17	p.	p.	PROPN
easat-5900	114	18	li	li	PROPN
easat-5900	114	19	,	,	PUNCT
easat-5900	114	20	"	"	PUNCT
easat-5900	114	21	dual	dual	ADJ
easat-5900	114	22	attention	attention	NOUN
easat-5900	114	23	embedded	embed	VERB
easat-5900	114	24	reconstruction	reconstruction	NOUN
easat-5900	114	25	distillation	distillation	NOUN
easat-5900	114	26	for	for	ADP
easat-5900	114	27	unsupervised	unsupervised	ADJ
easat-5900	114	28	yarn	yarn	NOUN
easat-5900	114	29	-	-	PUNCT
easat-5900	114	30	dyed	dye	VERB
easat-5900	114	31	fabric	fabric	NOUN
easat-5900	114	32	defect	defect	NOUN
easat-5900	114	33	detection	detection	NOUN
easat-5900	114	34	,	,	PUNCT
easat-5900	114	35	"	"	PUNCT
easat-5900	114	36	presented	present	VERB
easat-5900	114	37	at	at	ADP
easat-5900	114	38	the	the	DET
easat-5900	114	39	in	in	NOUN
easat-5900	114	40	:	:	PUNCT
easat-5900	114	41	2023	2023	NUM
easat-5900	114	42	ieee	ieee	NOUN
easat-5900	114	43	12th	12th	NOUN
easat-5900	114	44	data	data	PROPN
easat-5900	114	45	driven	drive	VERB
easat-5900	114	46	control	control	NOUN
easat-5900	114	47	and	and	CCONJ
easat-5900	114	48	learning	learn	VERB
easat-5900	114	49	systems	system	NOUN
easat-5900	114	50	conference	conference	NOUN
easat-5900	114	51	(	(	PUNCT
easat-5900	114	52	ddcls	ddcls	NOUN
easat-5900	114	53	)	)	PUNCT
easat-5900	114	54	.	.	PUNCT
easat-5900	115	1	ieee	ieee	NOUN
easat-5900	115	2	(	(	PUNCT
easat-5900	115	3	2023	2023	NUM
easat-5900	115	4	)	)	PUNCT
easat-5900	115	5	,	,	PUNCT
easat-5900	115	6	518	518	NUM
easat-5900	115	7	-	-	SYM
easat-5900	115	8	523	523	NUM
easat-5900	115	9	,	,	PUNCT
easat-5900	115	10	2023	2023	NUM
easat-5900	115	11	.	.	PUNCT
easat-5900	116	1	[	[	X
easat-5900	116	2	14	14	NUM
easat-5900	116	3	]	]	X
easat-5900	116	4	r.	r.	PROPN
easat-5900	116	5	elshamy	elshamy	PROPN
easat-5900	116	6	,	,	PUNCT
easat-5900	116	7	o.	o.	PROPN
easat-5900	116	8	abu	abu	PROPN
easat-5900	116	9	-	-	PUNCT
easat-5900	116	10	elnasr	elnasr	PROPN
easat-5900	116	11	,	,	PUNCT
easat-5900	116	12	m.	m.	NOUN
easat-5900	116	13	elhoseny	elhoseny	PROPN
easat-5900	116	14	,	,	PUNCT
easat-5900	116	15	and	and	CCONJ
easat-5900	116	16	s.	s.	PROPN
easat-5900	116	17	elmougy	elmougy	PROPN
easat-5900	116	18	,	,	PUNCT
easat-5900	116	19	"	"	PUNCT
easat-5900	116	20	improving	improve	VERB
easat-5900	116	21	the	the	DET
easat-5900	116	22	efficiency	efficiency	NOUN
easat-5900	116	23	of	of	ADP
easat-5900	116	24	rmsprop	rmsprop	NOUN
easat-5900	116	25	optimizer	optimizer	NOUN
easat-5900	116	26	by	by	ADP
easat-5900	116	27	utilizing	utilize	VERB
easat-5900	116	28	nestrove	nestrove	ADV
easat-5900	116	29	in	in	ADP
easat-5900	116	30	deep	deep	ADJ
easat-5900	116	31	learning	learning	NOUN
easat-5900	116	32	,	,	PUNCT
easat-5900	116	33	"	"	PUNCT
easat-5900	116	34	scientific	scientific	ADJ
easat-5900	116	35	reports	report	NOUN
easat-5900	116	36	,	,	PUNCT
easat-5900	116	37	vol	vol	NOUN
easat-5900	116	38	.	.	PROPN
easat-5900	116	39	13	13	NUM
easat-5900	116	40	,	,	PUNCT
easat-5900	116	41	no	no	INTJ
easat-5900	116	42	.	.	NOUN
easat-5900	116	43	1	1	NUM
easat-5900	116	44	,	,	PUNCT
easat-5900	116	45	p.	p.	NOUN
easat-5900	116	46	8814	8814	NUM
easat-5900	116	47	,	,	PUNCT
easat-5900	116	48	2023	2023	NUM
easat-5900	116	49	.	.	PUNCT
easat-5900	117	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5900	117	2	https://doi.org/10.1007/s10845-020-01607-9	https://doi.org/10.1007/s10845-020-01607-9	PROPN
easat-5900	117	3	https://doi.org/10.1038/s41598-024-58750-z	https://doi.org/10.1038/s41598-024-58750-z	PROPN