id	sid	tid	token	lemma	pos
easat-5668	1	1	edelweiss	edelweiss	PROPN
easat-5668	1	2	applied	apply	VERB
easat-5668	1	3	science	science	NOUN
easat-5668	1	4	and	and	CCONJ
easat-5668	1	5	technology	technology	NOUN
easat-5668	1	6	issn	issn	PROPN
easat-5668	1	7	:	:	PUNCT
easat-5668	1	8	2576	2576	NUM
easat-5668	1	9	-	-	SYM
easat-5668	1	10	8484	8484	NUM
easat-5668	1	11	vol	vol	NOUN
easat-5668	1	12	.	.	PROPN
easat-5668	2	1	9	9	NUM
easat-5668	2	2	,	,	PUNCT
easat-5668	2	3	no	no	INTJ
easat-5668	2	4	.	.	NOUN
easat-5668	2	5	3	3	NUM
easat-5668	2	6	,	,	PUNCT
easat-5668	2	7	1675	1675	NUM
easat-5668	2	8	-	-	SYM
easat-5668	2	9	1691	1691	NUM
easat-5668	2	10	2025	2025	NUM
easat-5668	2	11	publisher	publisher	NOUN
easat-5668	2	12	:	:	PUNCT
easat-5668	2	13	learning	learn	VERB
easat-5668	2	14	gate	gate	NOUN
easat-5668	2	15	doi	doi	PROPN
easat-5668	2	16	:	:	PUNCT
easat-5668	2	17	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	2	18	©	©	PROPN
easat-5668	2	19	2025	2025	NUM
easat-5668	2	20	by	by	ADP
easat-5668	2	21	the	the	DET
easat-5668	2	22	authors	author	NOUN
easat-5668	2	23	;	;	PUNCT
easat-5668	2	24	licensee	licensee	PROPN
easat-5668	2	25	learning	learning	NOUN
easat-5668	2	26	gate	gate	NOUN
easat-5668	3	1	©	©	PROPN
easat-5668	3	2	2025	2025	NUM
easat-5668	3	3	by	by	ADP
easat-5668	3	4	the	the	DET
easat-5668	3	5	authors	author	NOUN
easat-5668	3	6	;	;	PUNCT
easat-5668	3	7	licensee	licensee	PROPN
easat-5668	3	8	learning	learning	NOUN
easat-5668	3	9	gate	gate	NOUN
easat-5668	3	10	history	history	NOUN
easat-5668	3	11	:	:	PUNCT
easat-5668	3	12	received	receive	VERB
easat-5668	3	13	:	:	PUNCT
easat-5668	3	14	20	20	NUM
easat-5668	3	15	january	january	NOUN
easat-5668	3	16	2025	2025	NUM
easat-5668	3	17	;	;	PUNCT
easat-5668	3	18	revised	revise	VERB
easat-5668	3	19	:	:	PUNCT
easat-5668	3	20	12	12	NUM
easat-5668	3	21	march	march	NOUN
easat-5668	3	22	2025	2025	NUM
easat-5668	3	23	;	;	PUNCT
easat-5668	3	24	accepted	accept	VERB
easat-5668	3	25	:	:	PUNCT
easat-5668	3	26	14	14	NUM
easat-5668	3	27	march	march	NOUN
easat-5668	3	28	2025	2025	NUM
easat-5668	3	29	;	;	PUNCT
easat-5668	3	30	published	publish	VERB
easat-5668	3	31	:	:	PUNCT
easat-5668	4	1	22	22	NUM
easat-5668	4	2	march	march	NOUN
easat-5668	4	3	2025	2025	NUM
easat-5668	4	4	*	*	PUNCT
easat-5668	4	5	correspondence	correspondence	NOUN
easat-5668	4	6	:	:	PUNCT
easat-5668	4	7	xpolisi@epoka.edu.al	xpolisi@epoka.edu.al	PROPN
easat-5668	4	8	efficient	efficient	ADJ
easat-5668	4	9	and	and	CCONJ
easat-5668	4	10	accurate	accurate	ADJ
easat-5668	4	11	cell	cell	NOUN
easat-5668	4	12	image	image	NOUN
easat-5668	4	13	segmentation	segmentation	NOUN
easat-5668	4	14	through	through	ADP
easat-5668	4	15	optimizer	optimizer	NOUN
easat-5668	4	16	and	and	CCONJ
easat-5668	4	17	loss	loss	NOUN
easat-5668	4	18	function	function	NOUN
easat-5668	4	19	fine	fine	ADV
easat-5668	4	20	-	-	PUNCT
easat-5668	4	21	tuning	tuning	NOUN
easat-5668	4	22	with	with	ADP
easat-5668	4	23	quantization	quantization	NOUN
easat-5668	4	24	and	and	CCONJ
easat-5668	4	25	pruning	prune	VERB
easat-5668	4	26	xhoena	xhoena	PROPN
easat-5668	5	1	polisi1,2	polisi1,2	PROPN
easat-5668	5	2	*	*	PROPN
easat-5668	5	3	,	,	PUNCT
easat-5668	5	4	arban	arban	PROPN
easat-5668	5	5	uka2	uka2	PROPN
easat-5668	5	6	,	,	PUNCT
easat-5668	5	7	daniel	daniel	PROPN
easat-5668	5	8	avdiu2	avdiu2	PROPN
easat-5668	5	9	,	,	PUNCT
easat-5668	5	10	dimitrios	dimitrio	VERB
easat-5668	5	11	a	a	DET
easat-5668	5	12	karras2	karras2	NOUN
easat-5668	5	13	1department	1department	NUM
easat-5668	5	14	of	of	ADP
easat-5668	5	15	informatics	informatic	NOUN
easat-5668	5	16	,	,	PUNCT
easat-5668	5	17	“	"	PUNCT
easat-5668	5	18	fan	fan	PROPN
easat-5668	5	19	s.	s.	PROPN
easat-5668	5	20	noli	noli	PROPN
easat-5668	5	21	”	"	PUNCT
easat-5668	5	22	university	university	PROPN
easat-5668	5	23	,	,	PUNCT
easat-5668	5	24	korça	korça	PROPN
easat-5668	5	25	,	,	PUNCT
easat-5668	5	26	albania	albania	PROPN
easat-5668	5	27	;	;	PUNCT
easat-5668	5	28	xpolisi@epoka.edu.al	xpolisi@epoka.edu.al	PROPN
easat-5668	5	29	(	(	PUNCT
easat-5668	5	30	x.p	x.p	PROPN
easat-5668	5	31	.	.	PUNCT
easat-5668	5	32	)	)	PUNCT
easat-5668	6	1	2department	2department	NUM
easat-5668	6	2	of	of	ADP
easat-5668	6	3	computer	computer	NOUN
easat-5668	6	4	engineering	engineering	NOUN
easat-5668	6	5	,	,	PUNCT
easat-5668	6	6	epoka	epoka	PROPN
easat-5668	6	7	university	university	NOUN
easat-5668	6	8	,	,	PUNCT
easat-5668	6	9	tirana	tirana	PROPN
easat-5668	6	10	,	,	PUNCT
easat-5668	6	11	albania	albania	PROPN
easat-5668	6	12	;	;	PUNCT
easat-5668	6	13	auka@epoka.edu.al	auka@epoka.edu.al	PROPN
easat-5668	6	14	(	(	PUNCT
easat-5668	6	15	a.u	a.u	PROPN
easat-5668	6	16	.	.	PROPN
easat-5668	6	17	)	)	PUNCT
easat-5668	7	1	davdiu20@epoka.edu.al	davdiu20@epoka.edu.al	PROPN
easat-5668	7	2	(	(	PUNCT
easat-5668	7	3	d.a	d.a	PROPN
easat-5668	7	4	.	.	PROPN
easat-5668	7	5	)	)	PUNCT
easat-5668	8	1	dkarras@epoka.edu.al	dkarras@epoka.edu.al	NOUN
easat-5668	8	2	(	(	PUNCT
easat-5668	8	3	d.a.k	d.a.k	NOUN
easat-5668	8	4	.	.	PUNCT
easat-5668	8	5	)	)	PUNCT
easat-5668	8	6	.	.	PUNCT
easat-5668	9	1	abstract	abstract	ADJ
easat-5668	9	2	:	:	PUNCT
easat-5668	9	3	convolutional	convolutional	ADJ
easat-5668	9	4	deep	deep	ADJ
easat-5668	9	5	learning	learning	NOUN
easat-5668	9	6	is	be	AUX
easat-5668	9	7	commonly	commonly	ADV
easat-5668	9	8	and	and	CCONJ
easat-5668	9	9	frequently	frequently	ADV
easat-5668	9	10	used	use	VERB
easat-5668	9	11	nowadays	nowadays	ADV
easat-5668	9	12	for	for	ADP
easat-5668	9	13	high	high	ADJ
easat-5668	9	14	data	datum	NOUN
easat-5668	9	15	throughput	throughput	NOUN
easat-5668	9	16	in	in	ADP
easat-5668	9	17	image	image	NOUN
easat-5668	9	18	analysis	analysis	NOUN
easat-5668	9	19	and	and	CCONJ
easat-5668	9	20	computer	computer	NOUN
easat-5668	9	21	vision	vision	NOUN
easat-5668	9	22	applications	application	NOUN
easat-5668	9	23	.	.	PUNCT
easat-5668	10	1	the	the	DET
easat-5668	10	2	size	size	NOUN
easat-5668	10	3	of	of	ADP
easat-5668	10	4	such	such	ADJ
easat-5668	10	5	models	model	NOUN
easat-5668	10	6	depends	depend	VERB
easat-5668	10	7	on	on	ADP
easat-5668	10	8	the	the	DET
easat-5668	10	9	number	number	NOUN
easat-5668	10	10	of	of	ADP
easat-5668	10	11	hyperparameters	hyperparameter	NOUN
easat-5668	10	12	and	and	CCONJ
easat-5668	10	13	the	the	DET
easat-5668	10	14	precision	precision	NOUN
easat-5668	10	15	required	require	VERB
easat-5668	10	16	for	for	ADP
easat-5668	10	17	each	each	DET
easat-5668	10	18	hyperparameter	hyperparameter	NOUN
easat-5668	10	19	.	.	PUNCT
easat-5668	11	1	the	the	DET
easat-5668	11	2	training	training	NOUN
easat-5668	11	3	of	of	ADP
easat-5668	11	4	these	these	DET
easat-5668	11	5	models	model	NOUN
easat-5668	11	6	requires	require	VERB
easat-5668	11	7	enormous	enormous	ADJ
easat-5668	11	8	computational	computational	ADJ
easat-5668	11	9	power	power	NOUN
easat-5668	11	10	for	for	ADP
easat-5668	11	11	images	image	NOUN
easat-5668	11	12	of	of	ADP
easat-5668	11	13	high	high	ADJ
easat-5668	11	14	dimensionality	dimensionality	NOUN
easat-5668	11	15	,	,	PUNCT
easat-5668	11	16	resulting	result	VERB
easat-5668	11	17	in	in	ADP
easat-5668	11	18	trained	train	VERB
easat-5668	11	19	models	model	NOUN
easat-5668	11	20	of	of	ADP
easat-5668	11	21	large	large	ADJ
easat-5668	11	22	sizes	size	NOUN
easat-5668	11	23	.	.	PUNCT
easat-5668	12	1	to	to	PART
easat-5668	12	2	solve	solve	VERB
easat-5668	12	3	this	this	DET
easat-5668	12	4	challenge	challenge	NOUN
easat-5668	12	5	,	,	PUNCT
easat-5668	12	6	several	several	ADJ
easat-5668	12	7	approaches	approach	NOUN
easat-5668	12	8	have	have	AUX
easat-5668	12	9	been	be	AUX
easat-5668	12	10	used	use	VERB
easat-5668	12	11	,	,	PUNCT
easat-5668	12	12	including	include	VERB
easat-5668	12	13	quantization	quantization	NOUN
easat-5668	12	14	and	and	CCONJ
easat-5668	12	15	pruning	pruning	NOUN
easat-5668	12	16	.	.	PUNCT
easat-5668	13	1	these	these	DET
easat-5668	13	2	techniques	technique	NOUN
easat-5668	13	3	have	have	AUX
easat-5668	13	4	been	be	AUX
easat-5668	13	5	proven	prove	VERB
easat-5668	13	6	to	to	PART
easat-5668	13	7	be	be	AUX
easat-5668	13	8	effective	effective	ADJ
easat-5668	13	9	in	in	ADP
easat-5668	13	10	reducing	reduce	VERB
easat-5668	13	11	the	the	DET
easat-5668	13	12	size	size	NOUN
easat-5668	13	13	of	of	ADP
easat-5668	13	14	the	the	DET
easat-5668	13	15	models	model	NOUN
easat-5668	13	16	at	at	ADP
easat-5668	13	17	the	the	DET
easat-5668	13	18	expense	expense	NOUN
easat-5668	13	19	of	of	ADP
easat-5668	13	20	lower	low	ADJ
easat-5668	13	21	accuracy	accuracy	NOUN
easat-5668	13	22	,	,	PUNCT
easat-5668	13	23	while	while	SCONJ
easat-5668	13	24	in	in	ADP
easat-5668	13	25	order	order	NOUN
easat-5668	13	26	to	to	PART
easat-5668	13	27	ensure	ensure	VERB
easat-5668	13	28	higher	high	ADJ
easat-5668	13	29	performance	performance	NOUN
easat-5668	13	30	,	,	PUNCT
easat-5668	13	31	several	several	ADJ
easat-5668	13	32	hyperparameters	hyperparameter	NOUN
easat-5668	13	33	need	need	VERB
easat-5668	13	34	to	to	PART
easat-5668	13	35	be	be	AUX
easat-5668	13	36	optimized	optimize	VERB
easat-5668	13	37	.	.	PUNCT
easat-5668	14	1	this	this	DET
easat-5668	14	2	research	research	NOUN
easat-5668	14	3	effort	effort	NOUN
easat-5668	14	4	attempts	attempt	VERB
easat-5668	14	5	to	to	PART
easat-5668	14	6	evaluate	evaluate	VERB
easat-5668	14	7	the	the	DET
easat-5668	14	8	effect	effect	NOUN
easat-5668	14	9	of	of	ADP
easat-5668	14	10	different	different	ADJ
easat-5668	14	11	combinations	combination	NOUN
easat-5668	14	12	of	of	ADP
easat-5668	14	13	classical	classical	ADJ
easat-5668	14	14	and	and	CCONJ
easat-5668	14	15	hybrid	hybrid	ADJ
easat-5668	14	16	optimizer	optimizer	NOUN
easat-5668	14	17	-	-	PUNCT
easat-5668	14	18	loss	loss	NOUN
easat-5668	14	19	functions	function	NOUN
easat-5668	14	20	with	with	ADP
easat-5668	14	21	the	the	DET
easat-5668	14	22	u	u	NOUN
easat-5668	14	23	-	-	ADJ
easat-5668	14	24	net	net	ADJ
easat-5668	14	25	convolutional	convolutional	ADJ
easat-5668	14	26	deep	deep	ADJ
easat-5668	14	27	learning	learning	NOUN
easat-5668	14	28	model	model	NOUN
easat-5668	14	29	regarding	regard	VERB
easat-5668	14	30	their	their	PRON
easat-5668	14	31	segmentation	segmentation	NOUN
easat-5668	14	32	accuracy	accuracy	NOUN
easat-5668	14	33	in	in	ADP
easat-5668	14	34	cell	cell	NOUN
easat-5668	14	35	imaging	imaging	NOUN
easat-5668	14	36	,	,	PUNCT
easat-5668	14	37	while	while	SCONJ
easat-5668	14	38	implementing	implement	VERB
easat-5668	14	39	both	both	DET
easat-5668	14	40	quantization	quantization	NOUN
easat-5668	14	41	and	and	CCONJ
easat-5668	14	42	pruning	pruning	NOUN
easat-5668	14	43	.	.	PUNCT
easat-5668	15	1	different	different	ADJ
easat-5668	15	2	metrics	metric	NOUN
easat-5668	15	3	are	be	AUX
easat-5668	15	4	used	use	VERB
easat-5668	15	5	to	to	PART
easat-5668	15	6	evaluate	evaluate	VERB
easat-5668	15	7	the	the	DET
easat-5668	15	8	training	training	NOUN
easat-5668	15	9	and	and	CCONJ
easat-5668	15	10	testing	testing	NOUN
easat-5668	15	11	process	process	NOUN
easat-5668	15	12	,	,	PUNCT
easat-5668	15	13	such	such	ADJ
easat-5668	15	14	as	as	ADP
easat-5668	15	15	precision	precision	NOUN
easat-5668	15	16	,	,	PUNCT
easat-5668	15	17	recall	recall	NOUN
easat-5668	15	18	,	,	PUNCT
easat-5668	15	19	f1	f1	NOUN
easat-5668	15	20	score	score	NOUN
easat-5668	15	21	,	,	PUNCT
easat-5668	15	22	dice	dice	NOUN
easat-5668	15	23	coefficients	coefficient	NOUN
easat-5668	15	24	,	,	PUNCT
easat-5668	15	25	jaccard	jaccard	ADJ
easat-5668	15	26	index	index	PROPN
easat-5668	15	27	,	,	PUNCT
easat-5668	15	28	etc	etc	X
easat-5668	15	29	.	.	X
easat-5668	16	1	it	it	PRON
easat-5668	16	2	is	be	AUX
easat-5668	16	3	found	find	VERB
easat-5668	16	4	that	that	SCONJ
easat-5668	16	5	the	the	DET
easat-5668	16	6	hybrid	hybrid	ADJ
easat-5668	16	7	loss	loss	NOUN
easat-5668	16	8	function	function	NOUN
easat-5668	16	9	combination	combination	NOUN
easat-5668	16	10	of	of	ADP
easat-5668	16	11	binary	binary	ADJ
easat-5668	16	12	crossentropy	crossentropy	NOUN
easat-5668	16	13	with	with	ADP
easat-5668	16	14	jaccard	jaccard	ADJ
easat-5668	16	15	loss	loss	NOUN
easat-5668	16	16	functions	function	NOUN
easat-5668	16	17	and	and	CCONJ
easat-5668	16	18	rmsprop	rmsprop	NOUN
easat-5668	16	19	as	as	ADP
easat-5668	16	20	the	the	DET
easat-5668	16	21	best	good	ADJ
easat-5668	16	22	optimizer	optimizer	NOUN
easat-5668	16	23	results	result	NOUN
easat-5668	16	24	in	in	ADP
easat-5668	16	25	the	the	DET
easat-5668	16	26	highest	high	ADJ
easat-5668	16	27	segmentation	segmentation	NOUN
easat-5668	16	28	accuracy	accuracy	NOUN
easat-5668	16	29	.	.	PUNCT
easat-5668	17	1	these	these	DET
easat-5668	17	2	combinations	combination	NOUN
easat-5668	17	3	of	of	ADP
easat-5668	17	4	optimizers	optimizer	NOUN
easat-5668	17	5	and	and	CCONJ
easat-5668	17	6	loss	loss	NOUN
easat-5668	17	7	functions	function	NOUN
easat-5668	17	8	are	be	AUX
easat-5668	17	9	implemented	implement	VERB
easat-5668	17	10	with	with	ADP
easat-5668	17	11	posttraining	posttraine	VERB
easat-5668	17	12	quantization	quantization	NOUN
easat-5668	17	13	and	and	CCONJ
easat-5668	17	14	quantization	quantization	NOUN
easat-5668	17	15	-	-	PUNCT
easat-5668	17	16	aware	aware	ADJ
easat-5668	17	17	training	training	NOUN
easat-5668	17	18	,	,	PUNCT
easat-5668	17	19	and	and	CCONJ
easat-5668	17	20	in	in	ADP
easat-5668	17	21	both	both	DET
easat-5668	17	22	cases	case	NOUN
easat-5668	17	23	,	,	PUNCT
easat-5668	17	24	the	the	DET
easat-5668	17	25	accuracy	accuracy	NOUN
easat-5668	17	26	metrics	metric	NOUN
easat-5668	17	27	were	be	AUX
easat-5668	17	28	not	not	PART
easat-5668	17	29	compromised	compromise	VERB
easat-5668	17	30	significantly	significantly	ADV
easat-5668	17	31	,	,	PUNCT
easat-5668	17	32	as	as	SCONJ
easat-5668	17	33	they	they	PRON
easat-5668	17	34	resulted	result	VERB
easat-5668	17	35	in	in	ADP
easat-5668	17	36	a	a	DET
easat-5668	17	37	decrease	decrease	NOUN
easat-5668	17	38	of	of	ADP
easat-5668	17	39	less	less	ADJ
easat-5668	17	40	than	than	ADP
easat-5668	17	41	1	1	NUM
easat-5668	17	42	%	%	NOUN
easat-5668	17	43	.	.	PUNCT
easat-5668	18	1	pruning	prune	VERB
easat-5668	18	2	,	,	PUNCT
easat-5668	18	3	as	as	ADP
easat-5668	18	4	a	a	DET
easat-5668	18	5	process	process	NOUN
easat-5668	18	6	to	to	PART
easat-5668	18	7	reduce	reduce	VERB
easat-5668	18	8	the	the	DET
easat-5668	18	9	computational	computational	ADJ
easat-5668	18	10	complexity	complexity	NOUN
easat-5668	18	11	and	and	CCONJ
easat-5668	18	12	the	the	DET
easat-5668	18	13	size	size	NOUN
easat-5668	18	14	of	of	ADP
easat-5668	18	15	the	the	DET
easat-5668	18	16	model	model	NOUN
easat-5668	18	17	,	,	PUNCT
easat-5668	18	18	has	have	AUX
easat-5668	18	19	proven	prove	VERB
easat-5668	18	20	to	to	PART
easat-5668	18	21	be	be	AUX
easat-5668	18	22	effective	effective	ADJ
easat-5668	18	23	by	by	ADP
easat-5668	18	24	also	also	ADV
easat-5668	18	25	providing	provide	VERB
easat-5668	18	26	the	the	DET
easat-5668	18	27	highest	high	ADJ
easat-5668	18	28	performance	performance	NOUN
easat-5668	18	29	among	among	ADP
easat-5668	18	30	other	other	ADJ
easat-5668	18	31	methods	method	NOUN
easat-5668	18	32	.	.	PUNCT
easat-5668	19	1	keywords	keyword	NOUN
easat-5668	19	2	:	:	PUNCT
easat-5668	19	3	hybrid	hybrid	ADJ
easat-5668	19	4	loss	loss	NOUN
easat-5668	19	5	functions	function	NOUN
easat-5668	19	6	,	,	PUNCT
easat-5668	19	7	optimizer	optimizer	NOUN
easat-5668	19	8	,	,	PUNCT
easat-5668	19	9	pruning	pruning	NOUN
easat-5668	19	10	,	,	PUNCT
easat-5668	19	11	quantization	quantization	NOUN
easat-5668	19	12	,	,	PUNCT
easat-5668	19	13	segmentation	segmentation	NOUN
easat-5668	19	14	,	,	PUNCT
easat-5668	19	15	u	u	NOUN
easat-5668	19	16	-	-	NOUN
easat-5668	19	17	net	net	ADJ
easat-5668	19	18	.	.	PUNCT
easat-5668	20	1	1	1	X
easat-5668	20	2	.	.	X
easat-5668	20	3	introduction	introduction	NOUN
easat-5668	20	4	deep	deep	ADJ
easat-5668	20	5	learning	learning	NOUN
easat-5668	20	6	utilizes	utilize	VERB
easat-5668	20	7	artificial	artificial	ADJ
easat-5668	20	8	neural	neural	ADJ
easat-5668	20	9	networks	network	NOUN
easat-5668	20	10	with	with	ADP
easat-5668	20	11	several	several	ADJ
easat-5668	20	12	layers	layer	NOUN
easat-5668	20	13	to	to	PART
easat-5668	20	14	extract	extract	VERB
easat-5668	20	15	complex	complex	ADJ
easat-5668	20	16	patterns	pattern	NOUN
easat-5668	20	17	from	from	ADP
easat-5668	20	18	data	datum	NOUN
easat-5668	20	19	[	[	X
easat-5668	20	20	1	1	NUM
easat-5668	20	21	]	]	PUNCT
easat-5668	20	22	with	with	ADP
easat-5668	20	23	the	the	DET
easat-5668	20	24	most	most	ADV
easat-5668	20	25	common	common	ADJ
easat-5668	20	26	use	use	NOUN
easat-5668	20	27	including	include	VERB
easat-5668	20	28	the	the	DET
easat-5668	20	29	processing	processing	NOUN
easat-5668	20	30	and	and	CCONJ
easat-5668	20	31	the	the	DET
easat-5668	20	32	analysis	analysis	NOUN
easat-5668	20	33	of	of	ADP
easat-5668	20	34	images	image	NOUN
easat-5668	20	35	[	[	X
easat-5668	20	36	2	2	NUM
easat-5668	20	37	]	]	PUNCT
easat-5668	20	38	.	.	PUNCT
easat-5668	21	1	image	image	NOUN
easat-5668	21	2	analysis	analysis	NOUN
easat-5668	21	3	includes	include	VERB
easat-5668	21	4	three	three	NUM
easat-5668	21	5	important	important	ADJ
easat-5668	21	6	steps	step	NOUN
easat-5668	21	7	as	as	SCONJ
easat-5668	21	8	follows	follow	VERB
easat-5668	21	9	:	:	PUNCT
easat-5668	21	10	i	i	NOUN
easat-5668	21	11	)	)	PUNCT
easat-5668	21	12	object	object	VERB
easat-5668	21	13	detection	detection	NOUN
easat-5668	21	14	meaning	mean	VERB
easat-5668	21	15	clearly	clearly	ADV
easat-5668	21	16	identifying	identify	VERB
easat-5668	21	17	the	the	DET
easat-5668	21	18	region	region	NOUN
easat-5668	21	19	of	of	ADP
easat-5668	21	20	interest	interest	NOUN
easat-5668	21	21	where	where	SCONJ
easat-5668	21	22	the	the	DET
easat-5668	21	23	object	object	NOUN
easat-5668	21	24	is	be	AUX
easat-5668	21	25	located	locate	VERB
easat-5668	21	26	[	[	PUNCT
easat-5668	21	27	3	3	NUM
easat-5668	21	28	]	]	SYM
easat-5668	21	29	ii	ii	NOUN
easat-5668	21	30	)	)	PUNCT
easat-5668	21	31	object	object	NOUN
easat-5668	21	32	segmentation	segmentation	NOUN
easat-5668	21	33	meaning	mean	VERB
easat-5668	21	34	accurately	accurately	ADV
easat-5668	21	35	drawing	draw	VERB
easat-5668	21	36	a	a	DET
easat-5668	21	37	closed	closed	ADJ
easat-5668	21	38	contour	contour	NOUN
easat-5668	21	39	around	around	ADP
easat-5668	21	40	an	an	DET
easat-5668	21	41	object	object	NOUN
easat-5668	21	42	of	of	ADP
easat-5668	21	43	interest	interest	NOUN
easat-5668	21	44	thus	thus	ADV
easat-5668	21	45	separating	separate	VERB
easat-5668	21	46	it	it	PRON
easat-5668	21	47	from	from	ADP
easat-5668	21	48	the	the	DET
easat-5668	21	49	background	background	NOUN
easat-5668	21	50	and	and	CCONJ
easat-5668	21	51	iii	iii	X
easat-5668	21	52	)	)	PUNCT
easat-5668	21	53	object	object	VERB
easat-5668	21	54	classification	classification	NOUN
easat-5668	21	55	in	in	ADP
easat-5668	21	56	order	order	NOUN
easat-5668	21	57	to	to	PART
easat-5668	21	58	identify	identify	VERB
easat-5668	21	59	the	the	DET
easat-5668	21	60	category	category	NOUN
easat-5668	21	61	where	where	SCONJ
easat-5668	21	62	the	the	DET
easat-5668	21	63	object	object	NOUN
easat-5668	21	64	belongs	belong	VERB
easat-5668	21	65	[	[	X
easat-5668	21	66	4	4	NUM
easat-5668	21	67	,	,	PUNCT
easat-5668	21	68	5	5	NUM
easat-5668	21	69	]	]	PUNCT
easat-5668	21	70	.	.	PUNCT
easat-5668	22	1	a	a	DET
easat-5668	22	2	high	high	ADJ
easat-5668	22	3	accuracy	accuracy	NOUN
easat-5668	22	4	in	in	ADP
easat-5668	22	5	each	each	PRON
easat-5668	22	6	of	of	ADP
easat-5668	22	7	these	these	DET
easat-5668	22	8	steps	step	NOUN
easat-5668	22	9	leads	lead	VERB
easat-5668	22	10	to	to	ADP
easat-5668	22	11	a	a	DET
easat-5668	22	12	better	well	ADJ
easat-5668	22	13	quantitative	quantitative	ADJ
easat-5668	22	14	image	image	NOUN
easat-5668	22	15	analysis	analysis	NOUN
easat-5668	22	16	and	and	CCONJ
easat-5668	22	17	performance	performance	NOUN
easat-5668	22	18	[	[	X
easat-5668	22	19	6	6	NUM
easat-5668	22	20	]	]	PUNCT
easat-5668	22	21	.	.	PUNCT
easat-5668	23	1	in	in	ADP
easat-5668	23	2	biomedical	biomedical	ADJ
easat-5668	23	3	image	image	NOUN
easat-5668	23	4	analysis	analysis	NOUN
easat-5668	23	5	,	,	PUNCT
easat-5668	23	6	an	an	DET
easat-5668	23	7	accurate	accurate	ADJ
easat-5668	23	8	cell	cell	NOUN
easat-5668	23	9	image	image	NOUN
easat-5668	23	10	segmentation	segmentation	NOUN
easat-5668	23	11	plays	play	VERB
easat-5668	23	12	a	a	DET
easat-5668	23	13	vital	vital	ADJ
easat-5668	23	14	role	role	NOUN
easat-5668	23	15	as	as	SCONJ
easat-5668	23	16	proper	proper	ADJ
easat-5668	23	17	cell	cell	NOUN
easat-5668	23	18	image	image	NOUN
easat-5668	23	19	features	feature	VERB
easat-5668	23	20	extraction	extraction	NOUN
easat-5668	23	21	from	from	ADP
easat-5668	23	22	the	the	DET
easat-5668	23	23	segmentation	segmentation	NOUN
easat-5668	23	24	step	step	NOUN
easat-5668	23	25	leads	lead	VERB
easat-5668	23	26	to	to	ADP
easat-5668	23	27	accurate	accurate	ADJ
easat-5668	23	28	quantitative	quantitative	ADJ
easat-5668	23	29	data	datum	NOUN
easat-5668	23	30	that	that	PRON
easat-5668	23	31	can	can	AUX
easat-5668	23	32	be	be	AUX
easat-5668	23	33	used	use	VERB
easat-5668	23	34	in	in	ADP
easat-5668	23	35	various	various	ADJ
easat-5668	23	36	applications	application	NOUN
easat-5668	23	37	,	,	PUNCT
easat-5668	23	38	where	where	SCONJ
easat-5668	23	39	the	the	DET
easat-5668	23	40	most	most	ADV
easat-5668	23	41	important	important	ADJ
easat-5668	23	42	one	one	NOUN
easat-5668	23	43	is	be	AUX
easat-5668	23	44	apriori	apriori	ADJ
easat-5668	23	45	disease	disease	NOUN
easat-5668	23	46	diagnosis	diagnosis	NOUN
easat-5668	24	1	[	[	X
easat-5668	24	2	7	7	NUM
easat-5668	24	3	]	]	PUNCT
easat-5668	24	4	.	.	PUNCT
easat-5668	25	1	other	other	ADJ
easat-5668	25	2	applications	application	NOUN
easat-5668	25	3	such	such	ADJ
easat-5668	25	4	as	as	ADP
easat-5668	25	5	drug	drug	NOUN
easat-5668	25	6	delivery	delivery	NOUN
easat-5668	25	7	systems	system	NOUN
easat-5668	25	8	and	and	CCONJ
easat-5668	25	9	analysis	analysis	NOUN
easat-5668	25	10	of	of	ADP
easat-5668	25	11	cell	cell	NOUN
easat-5668	25	12	behaviour	behaviour	NOUN
easat-5668	25	13	with	with	ADP
easat-5668	25	14	/	/	SYM
easat-5668	25	15	without	without	ADP
easat-5668	25	16	a	a	DET
easat-5668	25	17	biomaterial	biomaterial	ADJ
easat-5668	25	18	present	present	NOUN
easat-5668	25	19	,	,	PUNCT
easat-5668	25	20	are	be	AUX
easat-5668	25	21	also	also	ADV
easat-5668	25	22	important	important	ADJ
easat-5668	25	23	as	as	SCONJ
easat-5668	25	24	there	there	PRON
easat-5668	25	25	are	be	VERB
easat-5668	25	26	vast	vast	ADJ
easat-5668	25	27	applications	application	NOUN
easat-5668	25	28	nowadays	nowadays	ADV
easat-5668	25	29	compared	compare	VERB
easat-5668	25	30	to	to	ADP
easat-5668	25	31	decades	decade	NOUN
easat-5668	25	32	earlier	early	ADV
easat-5668	25	33	[	[	X
easat-5668	25	34	8	8	NUM
easat-5668	25	35	]	]	PUNCT
easat-5668	25	36	.	.	PUNCT
easat-5668	26	1	cells	cell	NOUN
easat-5668	26	2	have	have	VERB
easat-5668	26	3	two	two	NUM
easat-5668	26	4	major	major	ADJ
easat-5668	26	5	components	component	NOUN
easat-5668	26	6	,	,	PUNCT
easat-5668	26	7	the	the	DET
easat-5668	26	8	nucleus	nucleus	NOUN
easat-5668	26	9	and	and	CCONJ
easat-5668	26	10	the	the	DET
easat-5668	26	11	cytoplasm	cytoplasm	NOUN
easat-5668	26	12	,	,	PUNCT
easat-5668	26	13	where	where	SCONJ
easat-5668	26	14	the	the	DET
easat-5668	26	15	latter	latter	ADJ
easat-5668	26	16	is	be	AUX
easat-5668	26	17	deformable	deformable	ADJ
easat-5668	26	18	and	and	CCONJ
easat-5668	26	19	more	more	ADV
easat-5668	26	20	transparent	transparent	ADJ
easat-5668	26	21	1676	1676	NUM
easat-5668	26	22	edelweiss	edelweiss	PROPN
easat-5668	26	23	applied	apply	VERB
easat-5668	26	24	science	science	NOUN
easat-5668	26	25	and	and	CCONJ
easat-5668	26	26	technology	technology	NOUN
easat-5668	26	27	issn	issn	PROPN
easat-5668	26	28	:	:	PUNCT
easat-5668	26	29	2576	2576	NUM
easat-5668	26	30	-	-	SYM
easat-5668	26	31	8484	8484	NUM
easat-5668	26	32	vol	vol	NOUN
easat-5668	26	33	.	.	PROPN
easat-5668	27	1	9	9	NUM
easat-5668	27	2	,	,	PUNCT
easat-5668	27	3	no	no	INTJ
easat-5668	27	4	.	.	NOUN
easat-5668	28	1	3	3	NUM
easat-5668	28	2	:	:	PUNCT
easat-5668	28	3	1675	1675	NUM
easat-5668	28	4	-	-	SYM
easat-5668	28	5	1691	1691	NUM
easat-5668	28	6	,	,	PUNCT
easat-5668	28	7	2025	2025	NUM
easat-5668	28	8	doi	doi	NOUN
easat-5668	28	9	:	:	PUNCT
easat-5668	28	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	28	11	©	©	PROPN
easat-5668	28	12	2025	2025	NUM
easat-5668	28	13	by	by	ADP
easat-5668	28	14	the	the	DET
easat-5668	28	15	authors	author	NOUN
easat-5668	28	16	;	;	PUNCT
easat-5668	28	17	licensee	licensee	PROPN
easat-5668	28	18	learning	learn	VERB
easat-5668	28	19	gate	gate	NOUN
easat-5668	28	20	to	to	ADP
easat-5668	28	21	illumination	illumination	NOUN
easat-5668	28	22	.	.	PUNCT
easat-5668	29	1	the	the	DET
easat-5668	29	2	noise	noise	NOUN
easat-5668	29	3	spectrum	spectrum	NOUN
easat-5668	29	4	adds	add	VERB
easat-5668	29	5	another	another	DET
easat-5668	29	6	challenge	challenge	NOUN
easat-5668	29	7	to	to	ADP
easat-5668	29	8	the	the	DET
easat-5668	29	9	high	high	ADJ
easat-5668	29	10	dimensionality	dimensionality	NOUN
easat-5668	29	11	of	of	ADP
easat-5668	29	12	the	the	DET
easat-5668	29	13	data	datum	NOUN
easat-5668	29	14	and	and	CCONJ
easat-5668	29	15	in	in	ADP
easat-5668	29	16	order	order	NOUN
easat-5668	29	17	to	to	PART
easat-5668	29	18	overcome	overcome	VERB
easat-5668	29	19	this	this	DET
easat-5668	29	20	suitable	suitable	ADJ
easat-5668	29	21	pre	pre	ADJ
easat-5668	29	22	-	-	ADJ
easat-5668	29	23	processing	processing	NOUN
easat-5668	29	24	is	be	AUX
easat-5668	29	25	used	use	VERB
easat-5668	29	26	.	.	PUNCT
easat-5668	30	1	pre	pre	ADJ
easat-5668	30	2	-	-	ADJ
easat-5668	30	3	processing	processing	NOUN
easat-5668	30	4	includes	include	VERB
easat-5668	30	5	noise	noise	NOUN
easat-5668	30	6	removal	removal	NOUN
easat-5668	30	7	,	,	PUNCT
easat-5668	30	8	edge	edge	NOUN
easat-5668	30	9	enhancement	enhancement	NOUN
easat-5668	30	10	,	,	PUNCT
easat-5668	30	11	contrast	contrast	NOUN
easat-5668	30	12	enhancement	enhancement	NOUN
easat-5668	30	13	and	and	CCONJ
easat-5668	30	14	all	all	DET
easat-5668	30	15	these	these	PRON
easat-5668	30	16	have	have	AUX
easat-5668	30	17	proven	prove	VERB
easat-5668	30	18	to	to	PART
easat-5668	30	19	affect	affect	VERB
easat-5668	30	20	the	the	DET
easat-5668	30	21	overall	overall	ADJ
easat-5668	30	22	accuracy	accuracy	NOUN
easat-5668	30	23	of	of	ADP
easat-5668	30	24	the	the	DET
easat-5668	30	25	trained	train	VERB
easat-5668	30	26	models	model	NOUN
easat-5668	30	27	[	[	X
easat-5668	30	28	8	8	NUM
easat-5668	30	29	,	,	PUNCT
easat-5668	30	30	9	9	NUM
easat-5668	30	31	]	]	PUNCT
easat-5668	30	32	.	.	PUNCT
easat-5668	31	1	optimal	optimal	ADJ
easat-5668	31	2	bandwidth	bandwidth	NOUN
easat-5668	31	3	of	of	ADP
easat-5668	31	4	filters	filter	NOUN
easat-5668	31	5	was	be	AUX
easat-5668	31	6	reported	report	VERB
easat-5668	31	7	to	to	PART
easat-5668	31	8	lead	lead	VERB
easat-5668	31	9	to	to	ADP
easat-5668	31	10	highest	high	ADJ
easat-5668	31	11	classification	classification	NOUN
easat-5668	31	12	accuracies	accuracy	NOUN
easat-5668	31	13	of	of	ADP
easat-5668	31	14	balb	balb	ADJ
easat-5668	31	15	3t3	3t3	NUM
easat-5668	31	16	cell	cell	NOUN
easat-5668	31	17	types	type	NOUN
easat-5668	31	18	.	.	PUNCT
easat-5668	32	1	numerous	numerous	ADJ
easat-5668	32	2	studies	study	NOUN
easat-5668	32	3	have	have	AUX
easat-5668	32	4	been	be	AUX
easat-5668	32	5	conducted	conduct	VERB
easat-5668	32	6	in	in	ADP
easat-5668	32	7	this	this	DET
easat-5668	32	8	field	field	NOUN
easat-5668	32	9	,	,	PUNCT
easat-5668	32	10	and	and	CCONJ
easat-5668	32	11	many	many	ADJ
easat-5668	32	12	deep	deep	ADJ
easat-5668	32	13	learning	learning	NOUN
easat-5668	32	14	architectures	architecture	NOUN
easat-5668	32	15	have	have	AUX
easat-5668	32	16	been	be	AUX
easat-5668	32	17	developed	develop	VERB
easat-5668	32	18	for	for	ADP
easat-5668	32	19	this	this	DET
easat-5668	32	20	task	task	NOUN
easat-5668	32	21	,	,	PUNCT
easat-5668	32	22	where	where	SCONJ
easat-5668	32	23	u	u	NOUN
easat-5668	32	24	-	-	ADJ
easat-5668	32	25	net	net	ADJ
easat-5668	32	26	architecture	architecture	NOUN
easat-5668	32	27	has	have	AUX
easat-5668	32	28	had	have	VERB
easat-5668	32	29	a	a	DET
easat-5668	32	30	large	large	ADJ
easat-5668	32	31	number	number	NOUN
easat-5668	32	32	of	of	ADP
easat-5668	32	33	applications	application	NOUN
easat-5668	32	34	due	due	ADP
easat-5668	32	35	to	to	ADP
easat-5668	32	36	its	its	PRON
easat-5668	32	37	simpler	simple	ADJ
easat-5668	32	38	architecture	architecture	NOUN
easat-5668	32	39	,	,	PUNCT
easat-5668	32	40	high	high	ADJ
easat-5668	32	41	performance	performance	NOUN
easat-5668	32	42	and	and	CCONJ
easat-5668	32	43	efficiency	efficiency	NOUN
easat-5668	33	1	[	[	X
easat-5668	33	2	7	7	NUM
easat-5668	33	3	-	-	SYM
easat-5668	33	4	11	11	NUM
easat-5668	33	5	]	]	PUNCT
easat-5668	33	6	.	.	PUNCT
easat-5668	34	1	its	its	PRON
easat-5668	34	2	encoder	encoder	NOUN
easat-5668	34	3	-	-	PUNCT
easat-5668	34	4	decoder	decoder	NOUN
easat-5668	34	5	structure	structure	NOUN
easat-5668	34	6	,	,	PUNCT
easat-5668	34	7	together	together	ADV
easat-5668	34	8	with	with	ADP
easat-5668	34	9	the	the	DET
easat-5668	34	10	implementation	implementation	NOUN
easat-5668	34	11	of	of	ADP
easat-5668	34	12	skip	skip	ADJ
easat-5668	34	13	connections	connection	NOUN
easat-5668	34	14	,	,	PUNCT
easat-5668	34	15	provides	provide	VERB
easat-5668	34	16	an	an	DET
easat-5668	34	17	efficient	efficient	ADJ
easat-5668	34	18	spatial	spatial	ADJ
easat-5668	34	19	and	and	CCONJ
easat-5668	34	20	contextual	contextual	ADJ
easat-5668	34	21	information	information	NOUN
easat-5668	34	22	in	in	ADP
easat-5668	34	23	an	an	DET
easat-5668	34	24	image	image	NOUN
easat-5668	34	25	,	,	PUNCT
easat-5668	34	26	making	make	VERB
easat-5668	34	27	it	it	PRON
easat-5668	34	28	a	a	DET
easat-5668	34	29	preferred	preferred	ADJ
easat-5668	34	30	choice	choice	NOUN
easat-5668	34	31	especially	especially	ADV
easat-5668	34	32	for	for	ADP
easat-5668	34	33	image	image	NOUN
easat-5668	34	34	segmentation	segmentation	NOUN
easat-5668	34	35	tasks	task	NOUN
easat-5668	34	36	and	and	CCONJ
easat-5668	34	37	its	its	PRON
easat-5668	34	38	implementation	implementation	NOUN
easat-5668	34	39	being	be	AUX
easat-5668	34	40	added	add	VERB
easat-5668	34	41	in	in	ADP
easat-5668	34	42	various	various	ADJ
easat-5668	34	43	applications	application	NOUN
easat-5668	34	44	such	such	ADJ
easat-5668	34	45	as	as	ADP
easat-5668	34	46	imagej	imagej	ADJ
easat-5668	34	47	etc	etc	X
easat-5668	34	48	.	.	X
easat-5668	35	1	even	even	ADV
easat-5668	35	2	though	though	SCONJ
easat-5668	35	3	there	there	PRON
easat-5668	35	4	is	be	VERB
easat-5668	35	5	a	a	DET
easat-5668	35	6	lot	lot	NOUN
easat-5668	35	7	of	of	ADP
easat-5668	35	8	research	research	NOUN
easat-5668	35	9	,	,	PUNCT
easat-5668	35	10	optimization	optimization	NOUN
easat-5668	35	11	of	of	ADP
easat-5668	35	12	the	the	DET
easat-5668	35	13	best	good	ADJ
easat-5668	35	14	parameters	parameter	NOUN
easat-5668	35	15	for	for	ADP
easat-5668	35	16	the	the	DET
easat-5668	35	17	u	u	ADJ
easat-5668	35	18	-	-	ADJ
easat-5668	35	19	net	net	ADJ
easat-5668	35	20	architecture	architecture	NOUN
easat-5668	35	21	for	for	ADP
easat-5668	35	22	specific	specific	ADJ
easat-5668	35	23	challenging	challenging	ADJ
easat-5668	35	24	tasks	task	NOUN
easat-5668	35	25	and	and	CCONJ
easat-5668	35	26	datasets	dataset	NOUN
easat-5668	35	27	,	,	PUNCT
easat-5668	35	28	it	it	PRON
easat-5668	35	29	is	be	AUX
easat-5668	35	30	still	still	ADV
easat-5668	35	31	open	open	ADJ
easat-5668	35	32	research	research	NOUN
easat-5668	35	33	.	.	PUNCT
easat-5668	36	1	u	u	ADJ
easat-5668	36	2	-	-	ADJ
easat-5668	36	3	net	net	ADJ
easat-5668	36	4	architecture	architecture	NOUN
easat-5668	36	5	does	do	AUX
easat-5668	36	6	not	not	PART
easat-5668	36	7	require	require	VERB
easat-5668	36	8	high	high	ADJ
easat-5668	36	9	computational	computational	ADJ
easat-5668	36	10	power	power	NOUN
easat-5668	36	11	compared	compare	VERB
easat-5668	36	12	to	to	ADP
easat-5668	36	13	more	more	ADV
easat-5668	36	14	complex	complex	ADJ
easat-5668	36	15	other	other	ADJ
easat-5668	36	16	architectures	architecture	NOUN
easat-5668	36	17	[	[	X
easat-5668	36	18	12	12	NUM
easat-5668	36	19	]	]	PUNCT
easat-5668	36	20	.	.	PUNCT
easat-5668	37	1	however	however	ADV
easat-5668	37	2	,	,	PUNCT
easat-5668	37	3	alterations	alteration	NOUN
easat-5668	37	4	such	such	ADJ
easat-5668	37	5	as	as	ADP
easat-5668	37	6	quantization	quantization	NOUN
easat-5668	37	7	and	and	CCONJ
easat-5668	37	8	pruning	pruning	NOUN
easat-5668	37	9	are	be	AUX
easat-5668	37	10	being	be	AUX
easat-5668	37	11	implemented	implement	VERB
easat-5668	37	12	and	and	CCONJ
easat-5668	37	13	suggested	suggest	VERB
easat-5668	37	14	in	in	ADP
easat-5668	37	15	order	order	NOUN
easat-5668	37	16	to	to	PART
easat-5668	37	17	be	be	AUX
easat-5668	37	18	more	more	ADV
easat-5668	37	19	efficient	efficient	ADJ
easat-5668	37	20	in	in	ADP
easat-5668	37	21	devices	device	NOUN
easat-5668	37	22	that	that	PRON
easat-5668	37	23	offer	offer	VERB
easat-5668	37	24	limited	limited	ADJ
easat-5668	37	25	memory	memory	NOUN
easat-5668	37	26	and	and	CCONJ
easat-5668	37	27	speed	speed	NOUN
easat-5668	37	28	[	[	X
easat-5668	37	29	13	13	NUM
easat-5668	37	30	,	,	PUNCT
easat-5668	37	31	14	14	NUM
easat-5668	37	32	]	]	PUNCT
easat-5668	37	33	.	.	PUNCT
easat-5668	38	1	quantization	quantization	NOUN
easat-5668	38	2	is	be	AUX
easat-5668	38	3	a	a	DET
easat-5668	38	4	process	process	NOUN
easat-5668	38	5	that	that	PRON
easat-5668	38	6	reduces	reduce	VERB
easat-5668	38	7	the	the	DET
easat-5668	38	8	model	model	NOUN
easat-5668	38	9	weights	weight	NOUN
easat-5668	38	10	,	,	PUNCT
easat-5668	38	11	precision	precision	NOUN
easat-5668	38	12	values	value	NOUN
easat-5668	38	13	and	and	CCONJ
easat-5668	38	14	activations	activation	NOUN
easat-5668	38	15	functions	function	NOUN
easat-5668	38	16	,	,	PUNCT
easat-5668	38	17	leading	lead	VERB
easat-5668	38	18	to	to	ADP
easat-5668	38	19	less	less	ADJ
easat-5668	38	20	memory	memory	NOUN
easat-5668	38	21	usage	usage	NOUN
easat-5668	38	22	and	and	CCONJ
easat-5668	38	23	faster	fast	ADJ
easat-5668	38	24	computations	computation	NOUN
easat-5668	38	25	processing	processing	NOUN
easat-5668	38	26	.	.	PUNCT
easat-5668	39	1	pruning	prune	VERB
easat-5668	39	2	is	be	AUX
easat-5668	39	3	a	a	DET
easat-5668	39	4	process	process	NOUN
easat-5668	39	5	that	that	PRON
easat-5668	39	6	removes	remove	VERB
easat-5668	39	7	less	less	ADV
easat-5668	39	8	critical	critical	ADJ
easat-5668	39	9	parameters	parameter	NOUN
easat-5668	39	10	to	to	PART
easat-5668	39	11	reduce	reduce	VERB
easat-5668	39	12	the	the	DET
easat-5668	39	13	model	model	NOUN
easat-5668	39	14	size	size	NOUN
easat-5668	39	15	.	.	PUNCT
easat-5668	40	1	tuning	tune	VERB
easat-5668	40	2	to	to	PART
easat-5668	40	3	define	define	VERB
easat-5668	40	4	the	the	DET
easat-5668	40	5	optimal	optimal	ADJ
easat-5668	40	6	parameters	parameter	NOUN
easat-5668	40	7	for	for	ADP
easat-5668	40	8	these	these	DET
easat-5668	40	9	variant	variant	ADJ
easat-5668	40	10	architectures	architecture	NOUN
easat-5668	40	11	is	be	AUX
easat-5668	40	12	a	a	DET
easat-5668	40	13	challenge	challenge	NOUN
easat-5668	40	14	as	as	SCONJ
easat-5668	40	15	there	there	PRON
easat-5668	40	16	is	be	VERB
easat-5668	40	17	a	a	DET
easat-5668	40	18	need	need	NOUN
easat-5668	40	19	to	to	PART
easat-5668	40	20	balance	balance	VERB
easat-5668	40	21	efficiency	efficiency	NOUN
easat-5668	40	22	and	and	CCONJ
easat-5668	40	23	accuracy	accuracy	NOUN
easat-5668	40	24	,	,	PUNCT
easat-5668	40	25	since	since	SCONJ
easat-5668	40	26	these	these	DET
easat-5668	40	27	tuned	tune	VERB
easat-5668	40	28	models	model	NOUN
easat-5668	40	29	can	can	AUX
easat-5668	40	30	also	also	ADV
easat-5668	40	31	degrade	degrade	VERB
easat-5668	40	32	the	the	DET
easat-5668	40	33	performance	performance	NOUN
easat-5668	40	34	compared	compare	VERB
easat-5668	40	35	to	to	ADP
easat-5668	40	36	the	the	DET
easat-5668	40	37	original	original	ADJ
easat-5668	40	38	u	u	NOUN
easat-5668	40	39	-	-	NOUN
easat-5668	40	40	net	net	NOUN
easat-5668	40	41	.	.	PUNCT
easat-5668	41	1	during	during	ADP
easat-5668	41	2	the	the	DET
easat-5668	41	3	training	training	NOUN
easat-5668	41	4	process	process	NOUN
easat-5668	41	5	,	,	PUNCT
easat-5668	41	6	the	the	DET
easat-5668	41	7	selection	selection	NOUN
easat-5668	41	8	of	of	ADP
easat-5668	41	9	the	the	DET
easat-5668	41	10	optimizer	optimizer	NOUN
easat-5668	41	11	and	and	CCONJ
easat-5668	41	12	loss	loss	NOUN
easat-5668	41	13	function	function	NOUN
easat-5668	41	14	is	be	AUX
easat-5668	41	15	very	very	ADV
easat-5668	41	16	important	important	ADJ
easat-5668	41	17	as	as	SCONJ
easat-5668	41	18	they	they	PRON
easat-5668	41	19	directly	directly	ADV
easat-5668	41	20	influence	influence	VERB
easat-5668	41	21	the	the	DET
easat-5668	41	22	performance	performance	NOUN
easat-5668	41	23	of	of	ADP
easat-5668	41	24	the	the	DET
easat-5668	41	25	architecture	architecture	NOUN
easat-5668	41	26	,	,	PUNCT
easat-5668	41	27	affecting	affect	VERB
easat-5668	41	28	also	also	ADV
easat-5668	41	29	the	the	DET
easat-5668	41	30	segmentation	segmentation	NOUN
easat-5668	41	31	results	result	NOUN
easat-5668	41	32	provided	provide	VERB
easat-5668	41	33	by	by	ADP
easat-5668	41	34	the	the	DET
easat-5668	41	35	model	model	NOUN
easat-5668	41	36	.	.	PUNCT
easat-5668	42	1	there	there	PRON
easat-5668	42	2	is	be	VERB
easat-5668	42	3	related	related	ADJ
easat-5668	42	4	research	research	NOUN
easat-5668	42	5	[	[	X
easat-5668	42	6	15	15	NUM
easat-5668	42	7	-	-	SYM
easat-5668	42	8	18	18	NUM
easat-5668	42	9	]	]	PUNCT
easat-5668	42	10	done	do	VERB
easat-5668	42	11	in	in	ADP
easat-5668	42	12	finding	find	VERB
easat-5668	42	13	the	the	DET
easat-5668	42	14	optimal	optimal	ADJ
easat-5668	42	15	optimizer	optimizer	NOUN
easat-5668	42	16	and	and	CCONJ
easat-5668	42	17	loss	loss	NOUN
easat-5668	42	18	function	function	NOUN
easat-5668	42	19	in	in	ADP
easat-5668	42	20	u	u	ADJ
easat-5668	42	21	-	-	ADJ
easat-5668	42	22	net	net	ADJ
easat-5668	42	23	architecture	architecture	NOUN
easat-5668	42	24	.	.	PUNCT
easat-5668	43	1	their	their	PRON
easat-5668	43	2	focus	focus	NOUN
easat-5668	43	3	is	be	AUX
easat-5668	43	4	more	more	ADV
easat-5668	43	5	on	on	ADP
easat-5668	43	6	mri	mri	NOUN
easat-5668	43	7	,	,	PUNCT
easat-5668	43	8	ct	ct	PROPN
easat-5668	43	9	scan	scan	NOUN
easat-5668	43	10	,	,	PUNCT
easat-5668	43	11	ultrasound	ultrasound	NOUN
easat-5668	43	12	images	image	NOUN
easat-5668	43	13	.	.	PUNCT
easat-5668	44	1	however	however	ADV
easat-5668	44	2	,	,	PUNCT
easat-5668	44	3	the	the	DET
easat-5668	44	4	number	number	NOUN
easat-5668	44	5	of	of	ADP
easat-5668	44	6	research	research	NOUN
easat-5668	44	7	efforts	effort	NOUN
easat-5668	44	8	is	be	AUX
easat-5668	44	9	very	very	ADV
easat-5668	44	10	limited	limited	ADJ
easat-5668	44	11	for	for	ADP
easat-5668	44	12	microscopy	microscopy	NOUN
easat-5668	44	13	images	image	NOUN
easat-5668	44	14	,	,	PUNCT
easat-5668	44	15	especially	especially	ADV
easat-5668	44	16	the	the	DET
easat-5668	44	17	brightfield	brightfield	NOUN
easat-5668	44	18	microscope	microscope	NOUN
easat-5668	44	19	,	,	PUNCT
easat-5668	44	20	which	which	PRON
easat-5668	44	21	produces	produce	VERB
easat-5668	44	22	low	low	ADJ
easat-5668	44	23	quality	quality	NOUN
easat-5668	44	24	images	image	NOUN
easat-5668	44	25	compared	compare	VERB
easat-5668	44	26	to	to	ADP
easat-5668	44	27	others	other	NOUN
easat-5668	44	28	.	.	PUNCT
easat-5668	45	1	several	several	ADJ
easat-5668	45	2	studies	study	NOUN
easat-5668	45	3	focus	focus	VERB
easat-5668	45	4	on	on	ADP
easat-5668	45	5	optimizing	optimize	VERB
easat-5668	45	6	specific	specific	ADJ
easat-5668	45	7	parameters	parameter	NOUN
easat-5668	45	8	in	in	ADP
easat-5668	45	9	their	their	PRON
easat-5668	45	10	tasks	task	NOUN
easat-5668	45	11	.	.	PUNCT
easat-5668	46	1	some	some	PRON
easat-5668	46	2	find	find	VERB
easat-5668	46	3	the	the	DET
easat-5668	46	4	best	good	ADJ
easat-5668	46	5	optimizer	optimizer	NOUN
easat-5668	46	6	,	,	PUNCT
easat-5668	46	7	whereas	whereas	SCONJ
easat-5668	46	8	other	other	ADJ
easat-5668	46	9	studies	study	NOUN
easat-5668	46	10	find	find	VERB
easat-5668	46	11	the	the	DET
easat-5668	46	12	best	good	ADJ
easat-5668	46	13	loss	loss	NOUN
easat-5668	46	14	function	function	NOUN
easat-5668	46	15	.	.	PUNCT
easat-5668	47	1	the	the	DET
easat-5668	47	2	effectiveness	effectiveness	NOUN
easat-5668	47	3	of	of	ADP
easat-5668	47	4	different	different	ADJ
easat-5668	47	5	activation	activation	NOUN
easat-5668	47	6	functions	function	NOUN
easat-5668	47	7	has	have	AUX
easat-5668	47	8	been	be	AUX
easat-5668	47	9	compared	compare	VERB
easat-5668	47	10	in	in	ADP
easat-5668	47	11	the	the	DET
easat-5668	47	12	literature	literature	NOUN
easat-5668	47	13	and	and	CCONJ
easat-5668	47	14	often	often	ADV
easat-5668	47	15	the	the	DET
easat-5668	47	16	highest	high	ADJ
easat-5668	47	17	performing	perform	VERB
easat-5668	47	18	one	one	NUM
easat-5668	47	19	has	have	AUX
easat-5668	47	20	been	be	AUX
easat-5668	47	21	associated	associate	VERB
easat-5668	47	22	with	with	ADP
easat-5668	47	23	higher	high	ADJ
easat-5668	47	24	computational	computational	ADJ
easat-5668	47	25	complexity	complexity	NOUN
easat-5668	47	26	[	[	X
easat-5668	47	27	19	19	NUM
easat-5668	47	28	]	]	PUNCT
easat-5668	47	29	.	.	PUNCT
easat-5668	48	1	the	the	DET
easat-5668	48	2	choice	choice	NOUN
easat-5668	48	3	of	of	ADP
easat-5668	48	4	the	the	DET
easat-5668	48	5	optimizer	optimizer	NOUN
easat-5668	48	6	proved	prove	VERB
easat-5668	48	7	to	to	PART
easat-5668	48	8	greatly	greatly	ADV
easat-5668	48	9	affect	affect	VERB
easat-5668	48	10	the	the	DET
easat-5668	48	11	classification	classification	NOUN
easat-5668	48	12	accuracy	accuracy	NOUN
easat-5668	48	13	and	and	CCONJ
easat-5668	48	14	the	the	DET
easat-5668	48	15	optimizers	optimizer	NOUN
easat-5668	48	16	would	would	AUX
easat-5668	48	17	compare	compare	VERB
easat-5668	48	18	differently	differently	ADV
easat-5668	48	19	across	across	ADP
easat-5668	48	20	different	different	ADJ
easat-5668	48	21	architectures	architecture	NOUN
easat-5668	48	22	[	[	X
easat-5668	48	23	20	20	NUM
easat-5668	48	24	]	]	PUNCT
easat-5668	48	25	.	.	PUNCT
easat-5668	49	1	they	they	PRON
easat-5668	49	2	measured	measure	VERB
easat-5668	49	3	the	the	DET
easat-5668	49	4	performance	performance	NOUN
easat-5668	49	5	based	base	VERB
easat-5668	49	6	on	on	ADP
easat-5668	49	7	auc	auc	ADJ
easat-5668	49	8	values	value	NOUN
easat-5668	49	9	.	.	PUNCT
easat-5668	50	1	previous	previous	ADJ
easat-5668	50	2	studies	study	NOUN
easat-5668	50	3	have	have	AUX
easat-5668	50	4	used	use	VERB
easat-5668	50	5	evolutionary	evolutionary	ADJ
easat-5668	50	6	optimisation	optimisation	NOUN
easat-5668	50	7	of	of	ADP
easat-5668	50	8	loss	loss	NOUN
easat-5668	50	9	functions	function	NOUN
easat-5668	50	10	using	use	VERB
easat-5668	50	11	genetic	genetic	ADJ
easat-5668	50	12	programming	programming	NOUN
easat-5668	50	13	[	[	X
easat-5668	50	14	21	21	NUM
easat-5668	50	15	]	]	PUNCT
easat-5668	50	16	.	.	PUNCT
easat-5668	51	1	they	they	PRON
easat-5668	51	2	found	find	VERB
easat-5668	51	3	a	a	DET
easat-5668	51	4	new	new	ADJ
easat-5668	51	5	loss	loss	NOUN
easat-5668	51	6	function	function	NOUN
easat-5668	51	7	that	that	PRON
easat-5668	51	8	had	have	VERB
easat-5668	51	9	a	a	DET
easat-5668	51	10	faster	fast	ADJ
easat-5668	51	11	convergence	convergence	NOUN
easat-5668	51	12	and	and	CCONJ
easat-5668	51	13	higher	high	ADJ
easat-5668	51	14	accuracy	accuracy	NOUN
easat-5668	51	15	than	than	SCONJ
easat-5668	51	16	cross	cross	VERB
easat-5668	51	17	entropy	entropy	PROPN
easat-5668	51	18	loss	loss	NOUN
easat-5668	51	19	function	function	NOUN
easat-5668	51	20	in	in	ADP
easat-5668	51	21	data	datum	NOUN
easat-5668	51	22	classification	classification	NOUN
easat-5668	51	23	.	.	PUNCT
easat-5668	52	1	here	here	ADV
easat-5668	52	2	,	,	PUNCT
easat-5668	52	3	we	we	PRON
easat-5668	52	4	advance	advance	VERB
easat-5668	52	5	the	the	DET
easat-5668	52	6	work	work	NOUN
easat-5668	52	7	presented	present	VERB
easat-5668	52	8	in	in	ADP
easat-5668	52	9	polisi	polisi	PROPN
easat-5668	52	10	,	,	PUNCT
easat-5668	52	11	et	et	PROPN
easat-5668	52	12	al	al	PROPN
easat-5668	52	13	.	.	PUNCT
easat-5668	53	1	[	[	X
easat-5668	53	2	22	22	NUM
easat-5668	53	3	]	]	PUNCT
easat-5668	53	4	by	by	ADP
easat-5668	53	5	analysing	analyse	VERB
easat-5668	53	6	different	different	ADJ
easat-5668	53	7	combinations	combination	NOUN
easat-5668	53	8	of	of	ADP
easat-5668	53	9	optimizers	optimizer	NOUN
easat-5668	53	10	and	and	CCONJ
easat-5668	53	11	loss	loss	NOUN
easat-5668	53	12	functions	function	NOUN
easat-5668	53	13	with	with	ADP
easat-5668	53	14	u	u	NOUN
easat-5668	53	15	-	-	NOUN
easat-5668	53	16	net	net	ADJ
easat-5668	53	17	,	,	PUNCT
easat-5668	53	18	quantized	quantize	VERB
easat-5668	53	19	u	u	NOUN
easat-5668	53	20	-	-	NOUN
easat-5668	53	21	net	net	ADJ
easat-5668	53	22	and	and	CCONJ
easat-5668	53	23	u	u	NOUN
easat-5668	53	24	-	-	NOUN
easat-5668	53	25	net	net	ADJ
easat-5668	53	26	with	with	ADP
easat-5668	53	27	pruning	prune	VERB
easat-5668	53	28	for	for	ADP
easat-5668	53	29	unstained	unstained	ADJ
easat-5668	53	30	cell	cell	NOUN
easat-5668	53	31	image	image	NOUN
easat-5668	53	32	segmentation	segmentation	NOUN
easat-5668	53	33	.	.	PUNCT
easat-5668	54	1	the	the	DET
easat-5668	54	2	contribution	contribution	NOUN
easat-5668	54	3	of	of	ADP
easat-5668	54	4	this	this	DET
easat-5668	54	5	work	work	NOUN
easat-5668	54	6	is	be	AUX
easat-5668	54	7	the	the	DET
easat-5668	54	8	evaluation	evaluation	NOUN
easat-5668	54	9	of	of	ADP
easat-5668	54	10	the	the	DET
easat-5668	54	11	best	good	ADJ
easat-5668	54	12	combination	combination	NOUN
easat-5668	54	13	of	of	ADP
easat-5668	54	14	optimizers	optimizer	NOUN
easat-5668	54	15	and	and	CCONJ
easat-5668	54	16	loss	loss	NOUN
easat-5668	54	17	functions	function	NOUN
easat-5668	54	18	when	when	SCONJ
easat-5668	54	19	used	use	VERB
easat-5668	54	20	with	with	ADP
easat-5668	54	21	different	different	ADJ
easat-5668	54	22	architectures	architecture	NOUN
easat-5668	54	23	.	.	PUNCT
easat-5668	55	1	this	this	PRON
easat-5668	55	2	is	be	AUX
easat-5668	55	3	done	do	VERB
easat-5668	55	4	while	while	SCONJ
easat-5668	55	5	monitoring	monitor	VERB
easat-5668	55	6	for	for	ADP
easat-5668	55	7	the	the	DET
easat-5668	55	8	size	size	NOUN
easat-5668	55	9	of	of	ADP
easat-5668	55	10	the	the	DET
easat-5668	55	11	trained	train	VERB
easat-5668	55	12	model	model	NOUN
easat-5668	55	13	using	use	VERB
easat-5668	55	14	quantization	quantization	NOUN
easat-5668	55	15	and	and	CCONJ
easat-5668	55	16	pruning	pruning	NOUN
easat-5668	55	17	.	.	PUNCT
easat-5668	56	1	the	the	DET
easat-5668	56	2	base	base	NOUN
easat-5668	56	3	function	function	NOUN
easat-5668	56	4	for	for	ADP
easat-5668	56	5	the	the	DET
easat-5668	56	6	optimizer	optimizer	NOUN
easat-5668	56	7	will	will	AUX
easat-5668	56	8	be	be	AUX
easat-5668	56	9	adam	adam	NOUN
easat-5668	56	10	,	,	PUNCT
easat-5668	56	11	and	and	CCONJ
easat-5668	56	12	binary	binary	PROPN
easat-5668	56	13	cross	cross	PROPN
easat-5668	56	14	entropy	entropy	PROPN
easat-5668	56	15	(	(	PUNCT
easat-5668	56	16	bce	bce	PROPN
easat-5668	56	17	)	)	PUNCT
easat-5668	56	18	will	will	AUX
easat-5668	56	19	be	be	AUX
easat-5668	56	20	the	the	DET
easat-5668	56	21	base	base	NOUN
easat-5668	56	22	for	for	ADP
easat-5668	56	23	the	the	DET
easat-5668	56	24	loss	loss	NOUN
easat-5668	56	25	function	function	NOUN
easat-5668	56	26	.	.	PUNCT
easat-5668	57	1	the	the	DET
easat-5668	57	2	list	list	NOUN
easat-5668	57	3	of	of	ADP
easat-5668	57	4	optimizers	optimizer	NOUN
easat-5668	57	5	to	to	PART
easat-5668	57	6	be	be	AUX
easat-5668	57	7	tested	test	VERB
easat-5668	57	8	is	be	AUX
easat-5668	57	9	the	the	DET
easat-5668	57	10	following	follow	VERB
easat-5668	57	11	:	:	PUNCT
easat-5668	57	12	adagrad	adagrad	ADJ
easat-5668	57	13	,	,	PUNCT
easat-5668	57	14	nadam	nadam	PROPN
easat-5668	57	15	,	,	PUNCT
easat-5668	57	16	rmsprop	rmsprop	NOUN
easat-5668	57	17	and	and	CCONJ
easat-5668	57	18	for	for	ADP
easat-5668	57	19	the	the	DET
easat-5668	57	20	loss	loss	NOUN
easat-5668	57	21	functions	function	NOUN
easat-5668	57	22	the	the	DET
easat-5668	57	23	hybrid	hybrid	NOUN
easat-5668	57	24	functions	function	NOUN
easat-5668	57	25	of	of	ADP
easat-5668	57	26	dice	dice	NOUN
easat-5668	57	27	-	-	PUNCT
easat-5668	57	28	bce	bce	PROPN
easat-5668	57	29	,	,	PUNCT
easat-5668	57	30	dice	dice	NOUN
easat-5668	57	31	-	-	PUNCT
easat-5668	57	32	focal	focal	ADJ
easat-5668	57	33	loss	loss	NOUN
easat-5668	57	34	function	function	NOUN
easat-5668	57	35	,	,	PUNCT
easat-5668	57	36	and	and	CCONJ
easat-5668	57	37	jaccard	jaccard	PROPN
easat-5668	57	38	-	-	PUNCT
easat-5668	57	39	bce	bce	PROPN
easat-5668	57	40	.	.	PUNCT
easat-5668	58	1	the	the	DET
easat-5668	58	2	metrics	metric	NOUN
easat-5668	58	3	used	use	VERB
easat-5668	58	4	for	for	ADP
easat-5668	58	5	evaluation	evaluation	NOUN
easat-5668	58	6	are	be	AUX
easat-5668	58	7	:	:	PUNCT
easat-5668	58	8	the	the	DET
easat-5668	58	9	dice	dice	NOUN
easat-5668	58	10	coefficient	coefficient	NOUN
easat-5668	58	11	,	,	PUNCT
easat-5668	58	12	intersection	intersection	NOUN
easat-5668	58	13	over	over	ADP
easat-5668	58	14	union	union	NOUN
easat-5668	58	15	(	(	PUNCT
easat-5668	58	16	iou	iou	NOUN
easat-5668	58	17	)	)	PUNCT
easat-5668	58	18	,	,	PUNCT
easat-5668	58	19	precision	precision	NOUN
easat-5668	58	20	,	,	PUNCT
easat-5668	58	21	recall	recall	VERB
easat-5668	58	22	for	for	ADP
easat-5668	58	23	the	the	DET
easat-5668	58	24	training	training	NOUN
easat-5668	58	25	and	and	CCONJ
easat-5668	58	26	the	the	DET
easat-5668	58	27	validation	validation	NOUN
easat-5668	58	28	phase	phase	NOUN
easat-5668	58	29	.	.	PUNCT
easat-5668	59	1	whereas	whereas	SCONJ
easat-5668	59	2	,	,	PUNCT
easat-5668	59	3	in	in	ADP
easat-5668	59	4	the	the	DET
easat-5668	59	5	testing	testing	NOUN
easat-5668	59	6	phase	phase	NOUN
easat-5668	59	7	the	the	DET
easat-5668	59	8	metrics	metric	NOUN
easat-5668	59	9	used	use	VERB
easat-5668	59	10	are	be	AUX
easat-5668	59	11	accuracy	accuracy	NOUN
easat-5668	59	12	,	,	PUNCT
easat-5668	59	13	f1	f1	NOUN
easat-5668	59	14	score	score	NOUN
easat-5668	59	15	,	,	PUNCT
easat-5668	59	16	jaccard	jaccard	ADJ
easat-5668	59	17	,	,	PUNCT
easat-5668	59	18	precision	precision	NOUN
easat-5668	59	19	and	and	CCONJ
easat-5668	59	20	recall	recall	NOUN
easat-5668	59	21	.	.	PUNCT
easat-5668	60	1	the	the	DET
easat-5668	60	2	findings	finding	NOUN
easat-5668	60	3	in	in	ADP
easat-5668	60	4	this	this	DET
easat-5668	60	5	work	work	NOUN
easat-5668	60	6	help	help	NOUN
easat-5668	60	7	to	to	PART
easat-5668	60	8	provide	provide	VERB
easat-5668	60	9	an	an	DET
easat-5668	60	10	optimal	optimal	ADJ
easat-5668	60	11	combination	combination	NOUN
easat-5668	60	12	that	that	PRON
easat-5668	60	13	provides	provide	VERB
easat-5668	60	14	high	high	ADJ
easat-5668	60	15	efficiency	efficiency	NOUN
easat-5668	60	16	that	that	PRON
easat-5668	60	17	can	can	AUX
easat-5668	60	18	be	be	AUX
easat-5668	60	19	later	later	ADV
easat-5668	60	20	used	use	VERB
easat-5668	60	21	in	in	ADP
easat-5668	60	22	other	other	ADJ
easat-5668	60	23	cell	cell	NOUN
easat-5668	60	24	image	image	NOUN
easat-5668	60	25	segmentation	segmentation	NOUN
easat-5668	60	26	applications	application	NOUN
easat-5668	60	27	.	.	PUNCT
easat-5668	61	1	1677	1677	NUM
easat-5668	61	2	edelweiss	edelweiss	PROPN
easat-5668	61	3	applied	apply	VERB
easat-5668	61	4	science	science	NOUN
easat-5668	61	5	and	and	CCONJ
easat-5668	61	6	technology	technology	NOUN
easat-5668	61	7	issn	issn	PROPN
easat-5668	61	8	:	:	PUNCT
easat-5668	61	9	2576	2576	NUM
easat-5668	61	10	-	-	SYM
easat-5668	61	11	8484	8484	NUM
easat-5668	61	12	vol	vol	NOUN
easat-5668	61	13	.	.	PROPN
easat-5668	62	1	9	9	NUM
easat-5668	62	2	,	,	PUNCT
easat-5668	62	3	no	no	INTJ
easat-5668	62	4	.	.	NOUN
easat-5668	63	1	3	3	NUM
easat-5668	63	2	:	:	PUNCT
easat-5668	63	3	1675	1675	NUM
easat-5668	63	4	-	-	SYM
easat-5668	63	5	1691	1691	NUM
easat-5668	63	6	,	,	PUNCT
easat-5668	63	7	2025	2025	NUM
easat-5668	63	8	doi	doi	NOUN
easat-5668	63	9	:	:	PUNCT
easat-5668	63	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	63	11	©	©	PROPN
easat-5668	63	12	2025	2025	NUM
easat-5668	63	13	by	by	ADP
easat-5668	63	14	the	the	DET
easat-5668	63	15	authors	author	NOUN
easat-5668	63	16	;	;	PUNCT
easat-5668	63	17	licensee	licensee	PROPN
easat-5668	63	18	learning	learning	NOUN
easat-5668	63	19	gate	gate	NOUN
easat-5668	63	20	2	2	NUM
easat-5668	63	21	.	.	PUNCT
easat-5668	64	1	materials	material	NOUN
easat-5668	64	2	the	the	DET
easat-5668	64	3	dataset	dataset	NOUN
easat-5668	64	4	consists	consist	VERB
easat-5668	64	5	of	of	ADP
easat-5668	64	6	a	a	DET
easat-5668	64	7	total	total	ADJ
easat-5668	64	8	number	number	NOUN
easat-5668	64	9	of	of	ADP
easat-5668	64	10	1088	1088	NUM
easat-5668	64	11	cell	cell	NOUN
easat-5668	64	12	images	image	NOUN
easat-5668	64	13	with	with	ADP
easat-5668	64	14	their	their	PRON
easat-5668	64	15	corresponding	corresponding	ADJ
easat-5668	64	16	ground	ground	NOUN
easat-5668	64	17	truth	truth	NOUN
easat-5668	64	18	ones	one	NOUN
easat-5668	64	19	.	.	PUNCT
easat-5668	65	1	the	the	DET
easat-5668	65	2	size	size	NOUN
easat-5668	65	3	per	per	ADP
easat-5668	65	4	image	image	NOUN
easat-5668	65	5	is	be	AUX
easat-5668	65	6	256x256	256x256	PROPN
easat-5668	65	7	(	(	PUNCT
easat-5668	65	8	figure	figure	NOUN
easat-5668	65	9	1	1	NUM
easat-5668	65	10	)	)	PUNCT
easat-5668	65	11	.	.	PUNCT
easat-5668	66	1	the	the	DET
easat-5668	66	2	dataset	dataset	NOUN
easat-5668	66	3	is	be	AUX
easat-5668	66	4	divided	divide	VERB
easat-5668	66	5	into	into	ADP
easat-5668	66	6	training	training	NOUN
easat-5668	66	7	,	,	PUNCT
easat-5668	66	8	validation	validation	NOUN
easat-5668	66	9	and	and	CCONJ
easat-5668	66	10	testing	testing	NOUN
easat-5668	66	11	:	:	PUNCT
easat-5668	66	12	654	654	NUM
easat-5668	66	13	,	,	PUNCT
easat-5668	66	14	217	217	NUM
easat-5668	66	15	,	,	PUNCT
easat-5668	66	16	217	217	NUM
easat-5668	66	17	images	image	NOUN
easat-5668	66	18	respectively	respectively	ADV
easat-5668	66	19	.	.	PUNCT
easat-5668	67	1	figure	figure	NOUN
easat-5668	67	2	1	1	NUM
easat-5668	67	3	.	.	PUNCT
easat-5668	68	1	sample	sample	NOUN
easat-5668	68	2	images	image	NOUN
easat-5668	68	3	of	of	ADP
easat-5668	68	4	the	the	DET
easat-5668	68	5	dataset	dataset	NOUN
easat-5668	68	6	3	3	NUM
easat-5668	68	7	.	.	PUNCT
easat-5668	68	8	methods	method	NOUN
easat-5668	68	9	the	the	DET
easat-5668	68	10	focus	focus	NOUN
easat-5668	68	11	on	on	ADP
easat-5668	68	12	this	this	DET
easat-5668	68	13	work	work	NOUN
easat-5668	68	14	is	be	AUX
easat-5668	68	15	finding	find	VERB
easat-5668	68	16	the	the	DET
easat-5668	68	17	best	good	ADJ
easat-5668	68	18	combination	combination	NOUN
easat-5668	68	19	of	of	ADP
easat-5668	68	20	architectures	architecture	NOUN
easat-5668	68	21	,	,	PUNCT
easat-5668	68	22	optimizers	optimizer	NOUN
easat-5668	68	23	and	and	CCONJ
easat-5668	68	24	loss	loss	NOUN
easat-5668	68	25	functions	function	NOUN
easat-5668	68	26	,	,	PUNCT
easat-5668	68	27	by	by	ADP
easat-5668	68	28	also	also	ADV
easat-5668	68	29	using	use	VERB
easat-5668	68	30	quantization	quantization	NOUN
easat-5668	68	31	and	and	CCONJ
easat-5668	68	32	pruning	prune	VERB
easat-5668	68	33	to	to	ADP
easat-5668	68	34	the	the	DET
easat-5668	68	35	u	u	ADJ
easat-5668	68	36	-	-	ADJ
easat-5668	68	37	net	net	ADJ
easat-5668	68	38	architecture	architecture	NOUN
easat-5668	68	39	.	.	PUNCT
easat-5668	69	1	training	training	NOUN
easat-5668	69	2	and	and	CCONJ
easat-5668	69	3	testing	testing	NOUN
easat-5668	69	4	are	be	AUX
easat-5668	69	5	done	do	VERB
easat-5668	69	6	using	use	VERB
easat-5668	69	7	gpu	gpu	NOUN
easat-5668	69	8	geforce	geforce	NOUN
easat-5668	69	9	2060	2060	NUM
easat-5668	69	10	super	super	ADJ
easat-5668	69	11	graphics	graphic	NOUN
easat-5668	69	12	card	card	NOUN
easat-5668	69	13	with	with	ADP
easat-5668	69	14	8	8	NUM
easat-5668	69	15	gb	gb	NOUN
easat-5668	69	16	memory	memory	NOUN
easat-5668	69	17	.	.	PUNCT
easat-5668	70	1	3.1	3.1	NUM
easat-5668	70	2	.	.	X
easat-5668	71	1	u	u	ADJ
easat-5668	71	2	-	-	ADJ
easat-5668	71	3	net	net	ADJ
easat-5668	71	4	architecture	architecture	NOUN
easat-5668	71	5	u	u	ADJ
easat-5668	71	6	-	-	ADJ
easat-5668	71	7	net	net	ADJ
easat-5668	71	8	architecture	architecture	NOUN
easat-5668	71	9	involves	involve	VERB
easat-5668	71	10	a	a	DET
easat-5668	71	11	convolutional	convolutional	ADJ
easat-5668	71	12	neural	neural	ADJ
easat-5668	71	13	network	network	NOUN
easat-5668	71	14	designed	design	VERB
easat-5668	71	15	for	for	ADP
easat-5668	71	16	image	image	NOUN
easat-5668	71	17	analysis	analysis	NOUN
easat-5668	71	18	,	,	PUNCT
easat-5668	71	19	but	but	CCONJ
easat-5668	71	20	gained	gain	VERB
easat-5668	71	21	its	its	PRON
easat-5668	71	22	popularity	popularity	NOUN
easat-5668	71	23	from	from	ADP
easat-5668	71	24	its	its	PRON
easat-5668	71	25	high	high	ADJ
easat-5668	71	26	performance	performance	NOUN
easat-5668	71	27	in	in	ADP
easat-5668	71	28	image	image	NOUN
easat-5668	71	29	segmentation	segmentation	NOUN
easat-5668	71	30	.	.	PUNCT
easat-5668	72	1	the	the	DET
easat-5668	72	2	u	u	PROPN
easat-5668	72	3	shape	shape	NOUN
easat-5668	72	4	,	,	PUNCT
easat-5668	72	5	characteristic	characteristic	ADJ
easat-5668	72	6	of	of	ADP
easat-5668	72	7	this	this	DET
easat-5668	72	8	model	model	NOUN
easat-5668	72	9	,	,	PUNCT
easat-5668	72	10	originates	originate	NOUN
easat-5668	72	11	from	from	ADP
easat-5668	72	12	its	its	PRON
easat-5668	72	13	encoder	encoder	NOUN
easat-5668	72	14	-	-	PUNCT
easat-5668	72	15	decoder	decoder	NOUN
easat-5668	72	16	structure	structure	NOUN
easat-5668	72	17	with	with	ADP
easat-5668	72	18	skip	skip	ADJ
easat-5668	72	19	connections	connection	NOUN
easat-5668	72	20	.	.	PUNCT
easat-5668	73	1	the	the	DET
easat-5668	73	2	encoder	encoder	NOUN
easat-5668	73	3	down	down	ADV
easat-5668	73	4	-	-	PUNCT
easat-5668	73	5	samples	sample	VERB
easat-5668	73	6	the	the	DET
easat-5668	73	7	input	input	NOUN
easat-5668	73	8	image	image	NOUN
easat-5668	73	9	in	in	ADP
easat-5668	73	10	every	every	DET
easat-5668	73	11	layer	layer	NOUN
easat-5668	73	12	,	,	PUNCT
easat-5668	73	13	aiming	aim	VERB
easat-5668	73	14	to	to	PART
easat-5668	73	15	find	find	VERB
easat-5668	73	16	crucial	crucial	ADJ
easat-5668	73	17	information	information	NOUN
easat-5668	73	18	in	in	ADP
easat-5668	73	19	the	the	DET
easat-5668	73	20	form	form	NOUN
easat-5668	73	21	of	of	ADP
easat-5668	73	22	features	feature	NOUN
easat-5668	73	23	,	,	PUNCT
easat-5668	73	24	while	while	SCONJ
easat-5668	73	25	the	the	DET
easat-5668	73	26	decoder	decoder	NOUN
easat-5668	73	27	up	up	ADP
easat-5668	73	28	-	-	PUNCT
easat-5668	73	29	samples	sample	NOUN
easat-5668	73	30	these	these	DET
easat-5668	73	31	features	feature	NOUN
easat-5668	73	32	to	to	PART
easat-5668	73	33	go	go	VERB
easat-5668	73	34	back	back	ADV
easat-5668	73	35	to	to	ADP
easat-5668	73	36	spatial	spatial	ADJ
easat-5668	73	37	information	information	NOUN
easat-5668	73	38	.	.	PUNCT
easat-5668	74	1	the	the	DET
easat-5668	74	2	skip	skip	ADJ
easat-5668	74	3	connections	connection	NOUN
easat-5668	74	4	link	link	VERB
easat-5668	74	5	the	the	DET
easat-5668	74	6	corresponding	correspond	VERB
easat-5668	74	7	encoder	encoder	NOUN
easat-5668	74	8	-	-	PUNCT
easat-5668	74	9	decoder	decoder	NOUN
easat-5668	74	10	layers	layer	NOUN
easat-5668	74	11	,	,	PUNCT
easat-5668	74	12	by	by	ADP
easat-5668	74	13	preserving	preserve	VERB
easat-5668	74	14	the	the	DET
easat-5668	74	15	essential	essential	ADJ
easat-5668	74	16	details	detail	NOUN
easat-5668	74	17	and	and	CCONJ
easat-5668	74	18	features	feature	NOUN
easat-5668	74	19	.	.	PUNCT
easat-5668	75	1	in	in	ADP
easat-5668	75	2	this	this	DET
easat-5668	75	3	study	study	NOUN
easat-5668	75	4	,	,	PUNCT
easat-5668	75	5	a	a	DET
easat-5668	75	6	basic	basic	ADJ
easat-5668	75	7	u	u	ADJ
easat-5668	75	8	-	-	ADJ
easat-5668	75	9	net	net	ADJ
easat-5668	75	10	architecture	architecture	NOUN
easat-5668	75	11	with	with	ADP
easat-5668	75	12	5	5	NUM
easat-5668	75	13	layers	layer	NOUN
easat-5668	75	14	is	be	AUX
easat-5668	75	15	implemented	implement	VERB
easat-5668	75	16	,	,	PUNCT
easat-5668	75	17	using	use	VERB
easat-5668	75	18	relu	relu	NOUN
easat-5668	75	19	activations	activation	NOUN
easat-5668	75	20	functions	function	NOUN
easat-5668	75	21	and	and	CCONJ
easat-5668	75	22	batch	batch	VERB
easat-5668	75	23	normalization	normalization	NOUN
easat-5668	75	24	.	.	PUNCT
easat-5668	76	1	3.2	3.2	NUM
easat-5668	76	2	.	.	NUM
easat-5668	76	3	quantized	quantize	VERB
easat-5668	76	4	u	u	ADJ
easat-5668	76	5	-	-	ADJ
easat-5668	76	6	net	net	ADJ
easat-5668	76	7	architecture	architecture	NOUN
easat-5668	76	8	quantized	quantize	VERB
easat-5668	76	9	u	u	NOUN
easat-5668	76	10	-	-	NOUN
easat-5668	76	11	net	net	ADJ
easat-5668	76	12	is	be	AUX
easat-5668	76	13	a	a	DET
easat-5668	76	14	modified	modify	VERB
easat-5668	76	15	architecture	architecture	NOUN
easat-5668	76	16	of	of	ADP
easat-5668	76	17	base	base	NOUN
easat-5668	76	18	u	u	NOUN
easat-5668	76	19	-	-	NOUN
easat-5668	76	20	net	net	NOUN
easat-5668	76	21	that	that	PRON
easat-5668	76	22	uses	use	VERB
easat-5668	76	23	the	the	DET
easat-5668	76	24	quantization	quantization	NOUN
easat-5668	76	25	process	process	NOUN
easat-5668	76	26	in	in	ADP
easat-5668	76	27	order	order	NOUN
easat-5668	76	28	to	to	PART
easat-5668	76	29	reduce	reduce	VERB
easat-5668	76	30	the	the	DET
easat-5668	76	31	numerical	numerical	ADJ
easat-5668	76	32	precision	precision	NOUN
easat-5668	76	33	of	of	ADP
easat-5668	76	34	the	the	DET
easat-5668	76	35	weights	weight	NOUN
easat-5668	76	36	from	from	ADP
easat-5668	76	37	32	32	NUM
easat-5668	76	38	-	-	PUNCT
easat-5668	76	39	bit	bit	NOUN
easat-5668	76	40	floating	float	VERB
easat-5668	76	41	-	-	PUNCT
easat-5668	76	42	point	point	NOUN
easat-5668	76	43	numbers	number	NOUN
easat-5668	76	44	to	to	ADP
easat-5668	76	45	8	8	NUM
easat-5668	76	46	-	-	PUNCT
easat-5668	76	47	bit	bit	NOUN
easat-5668	76	48	integers	integer	NOUN
easat-5668	76	49	.	.	PUNCT
easat-5668	77	1	this	this	DET
easat-5668	77	2	process	process	NOUN
easat-5668	77	3	decreases	decrease	VERB
easat-5668	77	4	the	the	DET
easat-5668	77	5	memory	memory	NOUN
easat-5668	77	6	and	and	CCONJ
easat-5668	77	7	computational	computational	ADJ
easat-5668	77	8	power	power	NOUN
easat-5668	77	9	drastically	drastically	ADV
easat-5668	77	10	,	,	PUNCT
easat-5668	77	11	and	and	CCONJ
easat-5668	77	12	reduces	reduce	VERB
easat-5668	77	13	the	the	DET
easat-5668	77	14	model	model	NOUN
easat-5668	77	15	size	size	NOUN
easat-5668	77	16	significantly	significantly	ADV
easat-5668	77	17	.	.	PUNCT
easat-5668	78	1	this	this	PRON
easat-5668	78	2	may	may	AUX
easat-5668	78	3	result	result	VERB
easat-5668	78	4	in	in	ADP
easat-5668	78	5	less	less	ADV
easat-5668	78	6	accurate	accurate	ADJ
easat-5668	78	7	but	but	CCONJ
easat-5668	78	8	still	still	ADV
easat-5668	78	9	acceptable	acceptable	ADJ
easat-5668	78	10	cell	cell	NOUN
easat-5668	78	11	segmentation	segmentation	NOUN
easat-5668	78	12	,	,	PUNCT
easat-5668	78	13	having	have	VERB
easat-5668	78	14	applications	application	NOUN
easat-5668	78	15	in	in	ADP
easat-5668	78	16	low	low	ADJ
easat-5668	78	17	cost	cost	NOUN
easat-5668	78	18	,	,	PUNCT
easat-5668	78	19	portable	portable	ADJ
easat-5668	78	20	devices	device	NOUN
easat-5668	78	21	that	that	PRON
easat-5668	78	22	produce	produce	VERB
easat-5668	78	23	results	result	NOUN
easat-5668	78	24	in	in	ADP
easat-5668	78	25	real	real	ADJ
easat-5668	78	26	time	time	NOUN
easat-5668	78	27	.	.	PUNCT
easat-5668	79	1	in	in	ADP
easat-5668	79	2	this	this	DET
easat-5668	79	3	work	work	NOUN
easat-5668	79	4	two	two	NUM
easat-5668	79	5	different	different	ADJ
easat-5668	79	6	quantization	quantization	NOUN
easat-5668	79	7	procedures	procedure	NOUN
easat-5668	79	8	are	be	AUX
easat-5668	79	9	used	use	VERB
easat-5668	79	10	:	:	PUNCT
easat-5668	79	11	a	a	X
easat-5668	79	12	)	)	PUNCT
easat-5668	79	13	during	during	ADP
easat-5668	79	14	training	training	NOUN
easat-5668	79	15	,	,	PUNCT
easat-5668	79	16	referred	refer	VERB
easat-5668	79	17	to	to	ADP
easat-5668	79	18	as	as	ADP
easat-5668	79	19	duringtq	duringtq	NOUN
easat-5668	79	20	and	and	CCONJ
easat-5668	79	21	b	b	NOUN
easat-5668	79	22	)	)	PUNCT
easat-5668	79	23	after	after	ADP
easat-5668	79	24	the	the	DET
easat-5668	79	25	training	training	NOUN
easat-5668	79	26	,	,	PUNCT
easat-5668	79	27	referred	refer	VERB
easat-5668	79	28	to	to	ADP
easat-5668	79	29	as	as	ADP
easat-5668	79	30	postq	postq	NOUN
easat-5668	79	31	.	.	PUNCT
easat-5668	80	1	initially	initially	ADV
easat-5668	80	2	the	the	DET
easat-5668	80	3	batch	batch	NOUN
easat-5668	80	4	size	size	NOUN
easat-5668	80	5	for	for	ADP
easat-5668	80	6	quantization	quantization	NOUN
easat-5668	80	7	was	be	AUX
easat-5668	80	8	2	2	NUM
easat-5668	80	9	,	,	PUNCT
easat-5668	80	10	and	and	CCONJ
easat-5668	80	11	then	then	ADV
easat-5668	80	12	changed	change	VERB
easat-5668	80	13	to	to	ADP
easat-5668	80	14	six	six	NUM
easat-5668	80	15	to	to	PART
easat-5668	80	16	lower	lower	VERB
easat-5668	80	17	the	the	DET
easat-5668	80	18	1678	1678	NUM
easat-5668	80	19	edelweiss	edelweiss	PROPN
easat-5668	80	20	applied	apply	VERB
easat-5668	80	21	science	science	NOUN
easat-5668	80	22	and	and	CCONJ
easat-5668	80	23	technology	technology	NOUN
easat-5668	80	24	issn	issn	PROPN
easat-5668	80	25	:	:	PUNCT
easat-5668	80	26	2576	2576	NUM
easat-5668	80	27	-	-	SYM
easat-5668	80	28	8484	8484	NUM
easat-5668	80	29	vol	vol	NOUN
easat-5668	80	30	.	.	PROPN
easat-5668	81	1	9	9	NUM
easat-5668	81	2	,	,	PUNCT
easat-5668	81	3	no	no	INTJ
easat-5668	81	4	.	.	NOUN
easat-5668	82	1	3	3	NUM
easat-5668	82	2	:	:	PUNCT
easat-5668	82	3	1675	1675	NUM
easat-5668	82	4	-	-	SYM
easat-5668	82	5	1691	1691	NUM
easat-5668	82	6	,	,	PUNCT
easat-5668	82	7	2025	2025	NUM
easat-5668	82	8	doi	doi	NOUN
easat-5668	82	9	:	:	PUNCT
easat-5668	82	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	82	11	©	©	PROPN
easat-5668	82	12	2025	2025	NUM
easat-5668	82	13	by	by	ADP
easat-5668	82	14	the	the	DET
easat-5668	82	15	authors	author	NOUN
easat-5668	82	16	;	;	PUNCT
easat-5668	82	17	licensee	licensee	PROPN
easat-5668	82	18	learning	learn	VERB
easat-5668	82	19	gate	gate	NOUN
easat-5668	82	20	amount	amount	NOUN
easat-5668	82	21	of	of	ADP
easat-5668	82	22	time	time	NOUN
easat-5668	82	23	needed	need	VERB
easat-5668	82	24	for	for	ADP
easat-5668	82	25	training	training	NOUN
easat-5668	82	26	(	(	PUNCT
easat-5668	82	27	see	see	VERB
easat-5668	82	28	table	table	NOUN
easat-5668	82	29	1	1	NUM
easat-5668	82	30	)	)	PUNCT
easat-5668	82	31	.	.	PUNCT
easat-5668	83	1	due	due	ADP
easat-5668	83	2	to	to	ADP
easat-5668	83	3	the	the	DET
easat-5668	83	4	computational	computational	ADJ
easat-5668	83	5	environment	environment	NOUN
easat-5668	83	6	limitations	limitation	NOUN
easat-5668	83	7	,	,	PUNCT
easat-5668	83	8	the	the	DET
easat-5668	83	9	batch	batch	NOUN
easat-5668	83	10	size	size	NOUN
easat-5668	83	11	for	for	ADP
easat-5668	83	12	the	the	DET
easat-5668	83	13	duringtq	duringtq	PROPN
easat-5668	83	14	quantization	quantization	NOUN
easat-5668	83	15	is	be	AUX
easat-5668	83	16	six	six	NUM
easat-5668	83	17	compared	compare	VERB
easat-5668	83	18	to	to	ADP
easat-5668	83	19	eight	eight	NUM
easat-5668	83	20	for	for	ADP
easat-5668	83	21	all	all	DET
easat-5668	83	22	the	the	DET
easat-5668	83	23	other	other	ADJ
easat-5668	83	24	models	model	NOUN
easat-5668	83	25	.	.	PUNCT
easat-5668	84	1	table	table	NOUN
easat-5668	84	2	1	1	NUM
easat-5668	84	3	.	.	PUNCT
easat-5668	85	1	training	training	NOUN
easat-5668	85	2	and	and	CCONJ
easat-5668	85	3	testing	testing	NOUN
easat-5668	85	4	time	time	NOUN
easat-5668	85	5	for	for	ADP
easat-5668	85	6	the	the	DET
easat-5668	85	7	during	during	ADP
easat-5668	85	8	tq	tq	ADP
easat-5668	85	9	quantization	quantization	NOUN
easat-5668	85	10	when	when	SCONJ
easat-5668	85	11	changing	change	VERB
easat-5668	85	12	the	the	DET
easat-5668	85	13	batch	batch	NOUN
easat-5668	85	14	size	size	NOUN
easat-5668	85	15	.	.	PUNCT
easat-5668	86	1	batch	batch	NOUN
easat-5668	86	2	size	size	NOUN
easat-5668	86	3	time	time	NOUN
easat-5668	86	4	per	per	ADP
easat-5668	86	5	epoch	epoch	NOUN
easat-5668	86	6	(	(	PUNCT
easat-5668	86	7	sec	sec	PROPN
easat-5668	86	8	)	)	PUNCT
easat-5668	86	9	total	total	ADJ
easat-5668	86	10	time	time	NOUN
easat-5668	86	11	nr	nr	PRON
easat-5668	86	12	images	image	VERB
easat-5668	86	13	test	test	NOUN
easat-5668	86	14	time	time	NOUN
easat-5668	86	15	(	(	PUNCT
easat-5668	86	16	sec	sec	PROPN
easat-5668	86	17	)	)	PUNCT
easat-5668	86	18	nr	nr	NOUN
easat-5668	86	19	images	image	NOUN
easat-5668	86	20	testing	testing	NOUN
easat-5668	86	21	model	model	NOUN
easat-5668	86	22	size	size	NOUN
easat-5668	86	23	(	(	PUNCT
easat-5668	86	24	mb	mb	NOUN
easat-5668	86	25	)	)	PUNCT
easat-5668	86	26	2	2	NUM
easat-5668	86	27	~120	~120	PROPN
easat-5668	86	28	~3h	~3h	X
easat-5668	86	29	35min	35min	NOUN
easat-5668	86	30	654	654	NUM
easat-5668	86	31	training	training	NOUN
easat-5668	86	32	217	217	NUM
easat-5668	86	33	validation	validation	NOUN
easat-5668	86	34	46	46	NUM
easat-5668	86	35	217	217	NUM
easat-5668	86	36	364	364	NUM
easat-5668	86	37	6	6	NUM
easat-5668	86	38	~73	~73	SYM
easat-5668	86	39	~2h	~2h	NUM
easat-5668	86	40	10min	10min	NOUN
easat-5668	87	1	654	654	NUM
easat-5668	87	2	training	training	NOUN
easat-5668	87	3	217	217	NUM
easat-5668	87	4	validation	validation	NOUN
easat-5668	87	5	44	44	NUM
easat-5668	87	6	217	217	NUM
easat-5668	87	7	364	364	NUM
easat-5668	87	8	3.3	3.3	NUM
easat-5668	87	9	.	.	PUNCT
easat-5668	88	1	u	u	NOUN
easat-5668	89	1	-	-	NOUN
easat-5668	89	2	net	net	ADJ
easat-5668	89	3	with	with	ADP
easat-5668	89	4	pruning	prune	VERB
easat-5668	89	5	u	u	NOUN
easat-5668	89	6	-	-	NOUN
easat-5668	89	7	net	net	ADJ
easat-5668	89	8	with	with	ADP
easat-5668	89	9	pruning	pruning	NOUN
easat-5668	89	10	is	be	AUX
easat-5668	89	11	a	a	DET
easat-5668	89	12	modified	modified	ADJ
easat-5668	89	13	architecture	architecture	NOUN
easat-5668	89	14	of	of	ADP
easat-5668	89	15	the	the	DET
easat-5668	89	16	base	base	NOUN
easat-5668	89	17	u	u	NOUN
easat-5668	89	18	-	-	NOUN
easat-5668	89	19	net	net	NOUN
easat-5668	89	20	that	that	PRON
easat-5668	89	21	uses	use	VERB
easat-5668	89	22	the	the	DET
easat-5668	89	23	pruning	prune	VERB
easat-5668	89	24	process	process	NOUN
easat-5668	89	25	to	to	PART
easat-5668	89	26	remove	remove	VERB
easat-5668	89	27	the	the	DET
easat-5668	89	28	weights	weight	NOUN
easat-5668	89	29	or	or	CCONJ
easat-5668	89	30	connections	connection	NOUN
easat-5668	89	31	that	that	PRON
easat-5668	89	32	are	be	AUX
easat-5668	89	33	not	not	PART
easat-5668	89	34	too	too	ADV
easat-5668	89	35	important	important	ADJ
easat-5668	89	36	.	.	PUNCT
easat-5668	90	1	this	this	DET
easat-5668	90	2	compression	compression	NOUN
easat-5668	90	3	technique	technique	NOUN
easat-5668	90	4	reduces	reduce	VERB
easat-5668	90	5	the	the	DET
easat-5668	90	6	memory	memory	NOUN
easat-5668	90	7	usage	usage	NOUN
easat-5668	90	8	and	and	CCONJ
easat-5668	90	9	the	the	DET
easat-5668	90	10	computations	computation	NOUN
easat-5668	90	11	,	,	PUNCT
easat-5668	90	12	resulting	result	VERB
easat-5668	90	13	in	in	ADP
easat-5668	90	14	a	a	DET
easat-5668	90	15	smaller	small	ADJ
easat-5668	90	16	and	and	CCONJ
easat-5668	90	17	less	less	ADV
easat-5668	90	18	complex	complex	ADJ
easat-5668	90	19	architecture	architecture	NOUN
easat-5668	90	20	.	.	PUNCT
easat-5668	91	1	it	it	PRON
easat-5668	91	2	is	be	AUX
easat-5668	91	3	again	again	ADV
easat-5668	91	4	a	a	DET
easat-5668	91	5	useful	useful	ADJ
easat-5668	91	6	technique	technique	NOUN
easat-5668	91	7	in	in	ADP
easat-5668	91	8	devices	device	NOUN
easat-5668	91	9	used	use	VERB
easat-5668	91	10	in	in	ADP
easat-5668	91	11	real	real	ADJ
easat-5668	91	12	time	time	NOUN
easat-5668	91	13	applications	application	NOUN
easat-5668	91	14	with	with	ADP
easat-5668	91	15	limited	limited	ADJ
easat-5668	91	16	small	small	ADJ
easat-5668	91	17	memory	memory	NOUN
easat-5668	91	18	and	and	CCONJ
easat-5668	91	19	limited	limited	ADJ
easat-5668	91	20	computational	computational	ADJ
easat-5668	91	21	power	power	NOUN
easat-5668	91	22	.	.	PUNCT
easat-5668	92	1	in	in	ADP
easat-5668	92	2	this	this	DET
easat-5668	92	3	work	work	NOUN
easat-5668	92	4	the	the	DET
easat-5668	92	5	pruning	pruning	NOUN
easat-5668	92	6	starts	start	NOUN
easat-5668	92	7	from	from	ADP
easat-5668	92	8	50	50	NUM
easat-5668	92	9	%	%	NOUN
easat-5668	92	10	to	to	PART
easat-5668	92	11	90	90	NUM
easat-5668	92	12	%	%	NOUN
easat-5668	92	13	and	and	CCONJ
easat-5668	92	14	is	be	AUX
easat-5668	92	15	updated	update	VERB
easat-5668	92	16	every	every	DET
easat-5668	92	17	100	100	NUM
easat-5668	92	18	steps	step	NOUN
easat-5668	92	19	.	.	PUNCT
easat-5668	93	1	3.4	3.4	NUM
easat-5668	93	2	.	.	PUNCT
easat-5668	93	3	set	set	VERB
easat-5668	93	4	of	of	ADP
easat-5668	93	5	optimizers	optimizer	NOUN
easat-5668	93	6	and	and	CCONJ
easat-5668	93	7	loss	loss	NOUN
easat-5668	93	8	functions	function	NOUN
easat-5668	93	9	this	this	DET
easat-5668	93	10	study	study	NOUN
easat-5668	93	11	aims	aim	VERB
easat-5668	93	12	to	to	PART
easat-5668	93	13	identify	identify	VERB
easat-5668	93	14	the	the	DET
easat-5668	93	15	best	good	ADJ
easat-5668	93	16	optimizer	optimizer	NOUN
easat-5668	93	17	-	-	PUNCT
easat-5668	93	18	loss	loss	NOUN
easat-5668	93	19	function	function	NOUN
easat-5668	93	20	combination	combination	NOUN
easat-5668	93	21	while	while	SCONJ
easat-5668	93	22	taking	take	VERB
easat-5668	93	23	as	as	ADP
easat-5668	93	24	the	the	DET
easat-5668	93	25	base	base	NOUN
easat-5668	93	26	combination	combination	NOUN
easat-5668	93	27	for	for	ADP
easat-5668	93	28	u	u	NOUN
easat-5668	93	29	-	-	ADJ
easat-5668	93	30	net	net	ADJ
easat-5668	93	31	architecture	architecture	NOUN
easat-5668	93	32	the	the	DET
easat-5668	93	33	bce	bce	PROPN
easat-5668	93	34	-	-	PUNCT
easat-5668	93	35	adam	adam	PROPN
easat-5668	93	36	.	.	PUNCT
easat-5668	94	1	different	different	ADJ
easat-5668	94	2	combinations	combination	NOUN
easat-5668	94	3	have	have	AUX
easat-5668	94	4	been	be	AUX
easat-5668	94	5	used	use	VERB
easat-5668	94	6	herein	herein	NOUN
easat-5668	94	7	that	that	PRON
easat-5668	94	8	can	can	AUX
easat-5668	94	9	be	be	AUX
easat-5668	94	10	summarized	summarize	VERB
easat-5668	94	11	as	as	SCONJ
easat-5668	94	12	follows	follow	VERB
easat-5668	94	13	:	:	PUNCT
easat-5668	94	14	i	i	NOUN
easat-5668	94	15	)	)	PUNCT
easat-5668	94	16	set	set	NOUN
easat-5668	94	17	of	of	ADP
easat-5668	94	18	optimizers	optimizer	NOUN
easat-5668	94	19	such	such	ADJ
easat-5668	94	20	as	as	ADP
easat-5668	94	21	adagrad	adagrad	ADJ
easat-5668	94	22	,	,	PUNCT
easat-5668	94	23	nadam	nadam	PROPN
easat-5668	94	24	,	,	PUNCT
easat-5668	94	25	rmsprop	rmsprop	NOUN
easat-5668	94	26	and	and	CCONJ
easat-5668	94	27	ii	ii	NOUN
easat-5668	94	28	)	)	PUNCT
easat-5668	94	29	set	set	NOUN
easat-5668	94	30	of	of	ADP
easat-5668	94	31	loss	loss	NOUN
easat-5668	94	32	functions	function	NOUN
easat-5668	94	33	:	:	PUNCT
easat-5668	94	34	the	the	DET
easat-5668	94	35	hybrid	hybrid	ADJ
easat-5668	94	36	functions	function	NOUN
easat-5668	94	37	of	of	ADP
easat-5668	94	38	dicebce	dicebce	NOUN
easat-5668	94	39	,	,	PUNCT
easat-5668	94	40	dice	dice	NOUN
easat-5668	94	41	-	-	PUNCT
easat-5668	94	42	focal	focal	ADJ
easat-5668	94	43	and	and	CCONJ
easat-5668	94	44	jaccard	jaccard	NOUN
easat-5668	94	45	-	-	PUNCT
easat-5668	94	46	bce	bce	NOUN
easat-5668	94	47	.	.	PUNCT
easat-5668	95	1	adam	adam	PROPN
easat-5668	95	2	(	(	PUNCT
easat-5668	95	3	adaptive	adaptive	ADJ
easat-5668	95	4	moment	moment	NOUN
easat-5668	95	5	estimation	estimation	NOUN
easat-5668	95	6	)	)	PUNCT
easat-5668	96	1	[	[	X
easat-5668	96	2	23	23	NUM
easat-5668	96	3	]	]	PUNCT
easat-5668	96	4	uses	use	VERB
easat-5668	96	5	adaptive	adaptive	ADJ
easat-5668	96	6	learning	learning	NOUN
easat-5668	96	7	rates	rate	NOUN
easat-5668	96	8	and	and	CCONJ
easat-5668	96	9	momentum	momentum	NOUN
easat-5668	96	10	-	-	PUNCT
easat-5668	96	11	based	base	VERB
easat-5668	96	12	gradient	gradient	NOUN
easat-5668	96	13	updates	update	NOUN
easat-5668	96	14	in	in	ADP
easat-5668	96	15	order	order	NOUN
easat-5668	96	16	to	to	PART
easat-5668	96	17	assign	assign	VERB
easat-5668	96	18	the	the	DET
easat-5668	96	19	weights	weight	NOUN
easat-5668	96	20	per	per	ADP
easat-5668	96	21	each	each	DET
easat-5668	96	22	parameter	parameter	NOUN
easat-5668	96	23	.	.	PUNCT
easat-5668	97	1	it	it	PRON
easat-5668	97	2	keeps	keep	VERB
easat-5668	97	3	track	track	NOUN
easat-5668	97	4	of	of	ADP
easat-5668	97	5	exponentially	exponentially	ADV
easat-5668	97	6	weighted	weight	VERB
easat-5668	97	7	moving	move	VERB
easat-5668	97	8	averages	average	NOUN
easat-5668	97	9	of	of	ADP
easat-5668	97	10	both	both	DET
easat-5668	97	11	gradients	gradient	NOUN
easat-5668	97	12	which	which	PRON
easat-5668	97	13	allows	allow	VERB
easat-5668	97	14	for	for	ADP
easat-5668	97	15	a	a	DET
easat-5668	97	16	fast	fast	ADJ
easat-5668	97	17	convergence	convergence	NOUN
easat-5668	97	18	and	and	CCONJ
easat-5668	97	19	more	more	ADV
easat-5668	97	20	stable	stable	ADJ
easat-5668	97	21	optimization	optimization	NOUN
easat-5668	97	22	.	.	PUNCT
easat-5668	98	1	due	due	ADP
easat-5668	98	2	to	to	ADP
easat-5668	98	3	its	its	PRON
easat-5668	98	4	efficiency	efficiency	NOUN
easat-5668	98	5	and	and	CCONJ
easat-5668	98	6	robustness	robustness	NOUN
easat-5668	98	7	,	,	PUNCT
easat-5668	98	8	it	it	PRON
easat-5668	98	9	is	be	AUX
easat-5668	98	10	a	a	DET
easat-5668	98	11	very	very	ADV
easat-5668	98	12	popular	popular	ADJ
easat-5668	98	13	choice	choice	NOUN
easat-5668	98	14	as	as	ADP
easat-5668	98	15	optimizer	optimizer	NOUN
easat-5668	98	16	for	for	ADP
easat-5668	98	17	various	various	ADJ
easat-5668	98	18	tasks	task	NOUN
easat-5668	98	19	and	and	CCONJ
easat-5668	98	20	architectures	architecture	NOUN
easat-5668	98	21	.	.	PUNCT
easat-5668	99	1	it	it	PRON
easat-5668	99	2	was	be	AUX
easat-5668	99	3	found	find	VERB
easat-5668	99	4	to	to	PART
easat-5668	99	5	be	be	AUX
easat-5668	99	6	the	the	DET
easat-5668	99	7	best	good	ADJ
easat-5668	99	8	optimizer	optimizer	NOUN
easat-5668	99	9	when	when	SCONJ
easat-5668	99	10	combined	combine	VERB
easat-5668	99	11	with	with	ADP
easat-5668	99	12	vgg16	vgg16	NOUN
easat-5668	99	13	architecture	architecture	NOUN
easat-5668	99	14	for	for	ADP
easat-5668	99	15	image	image	NOUN
easat-5668	99	16	classification	classification	NOUN
easat-5668	100	1	[	[	X
easat-5668	100	2	16	16	NUM
easat-5668	100	3	]	]	PUNCT
easat-5668	100	4	.	.	PUNCT
easat-5668	101	1	adagrad	adagrad	PROPN
easat-5668	101	2	(	(	PUNCT
easat-5668	101	3	adaptive	adaptive	ADJ
easat-5668	101	4	gradient	gradient	ADJ
easat-5668	101	5	descent	descent	NOUN
easat-5668	101	6	optimizer	optimizer	NOUN
easat-5668	101	7	)	)	PUNCT
easat-5668	102	1	[	[	X
easat-5668	102	2	24	24	NUM
easat-5668	102	3	]	]	PUNCT
easat-5668	102	4	uses	use	VERB
easat-5668	102	5	the	the	DET
easat-5668	102	6	gradient	gradient	ADJ
easat-5668	102	7	information	information	NOUN
easat-5668	102	8	to	to	PART
easat-5668	102	9	dynamically	dynamically	ADV
easat-5668	102	10	update	update	VERB
easat-5668	102	11	the	the	DET
easat-5668	102	12	learning	learning	NOUN
easat-5668	102	13	rates	rate	NOUN
easat-5668	102	14	of	of	ADP
easat-5668	102	15	the	the	DET
easat-5668	102	16	parameters	parameter	NOUN
easat-5668	102	17	.	.	PUNCT
easat-5668	103	1	if	if	SCONJ
easat-5668	103	2	a	a	DET
easat-5668	103	3	parameter	parameter	NOUN
easat-5668	103	4	is	be	AUX
easat-5668	103	5	not	not	PART
easat-5668	103	6	changed	change	VERB
easat-5668	103	7	very	very	ADV
easat-5668	103	8	often	often	ADV
easat-5668	103	9	it	it	PRON
easat-5668	103	10	is	be	AUX
easat-5668	103	11	assigned	assign	VERB
easat-5668	103	12	a	a	DET
easat-5668	103	13	higher	high	ADJ
easat-5668	103	14	learning	learning	NOUN
easat-5668	103	15	rate	rate	NOUN
easat-5668	103	16	compared	compare	VERB
easat-5668	103	17	to	to	ADP
easat-5668	103	18	the	the	DET
easat-5668	103	19	parameters	parameter	NOUN
easat-5668	103	20	who	who	PRON
easat-5668	103	21	change	change	VERB
easat-5668	103	22	frequently	frequently	ADV
easat-5668	103	23	.	.	PUNCT
easat-5668	104	1	the	the	DET
easat-5668	104	2	accumulation	accumulation	NOUN
easat-5668	104	3	of	of	ADP
easat-5668	104	4	squared	square	VERB
easat-5668	104	5	gradients	gradient	NOUN
easat-5668	104	6	,	,	PUNCT
easat-5668	104	7	however	however	ADV
easat-5668	104	8	,	,	PUNCT
easat-5668	104	9	can	can	AUX
easat-5668	104	10	produce	produce	VERB
easat-5668	104	11	low	low	ADJ
easat-5668	104	12	learning	learning	NOUN
easat-5668	104	13	rate	rate	NOUN
easat-5668	104	14	over	over	ADP
easat-5668	104	15	time	time	NOUN
easat-5668	104	16	,	,	PUNCT
easat-5668	104	17	affecting	affect	VERB
easat-5668	104	18	the	the	DET
easat-5668	104	19	training	training	NOUN
easat-5668	104	20	process	process	NOUN
easat-5668	104	21	due	due	ADP
easat-5668	104	22	to	to	ADP
easat-5668	104	23	needing	need	VERB
easat-5668	104	24	more	more	ADJ
easat-5668	104	25	time	time	NOUN
easat-5668	104	26	to	to	PART
easat-5668	104	27	converge	converge	VERB
easat-5668	104	28	.	.	PUNCT
easat-5668	105	1	nadam	nadam	PROPN
easat-5668	105	2	(	(	PUNCT
easat-5668	105	3	nesterov	nesterov	ADJ
easat-5668	105	4	-	-	PUNCT
easat-5668	105	5	adam	adam	NOUN
easat-5668	105	6	)	)	PUNCT
easat-5668	106	1	[	[	X
easat-5668	106	2	25	25	NUM
easat-5668	106	3	]	]	PUNCT
easat-5668	106	4	is	be	AUX
easat-5668	106	5	a	a	DET
easat-5668	106	6	modified	modify	VERB
easat-5668	106	7	version	version	NOUN
easat-5668	106	8	of	of	ADP
easat-5668	106	9	adam	adam	PROPN
easat-5668	106	10	optimizer	optimizer	NOUN
easat-5668	106	11	by	by	ADP
easat-5668	106	12	adding	add	VERB
easat-5668	106	13	nesterov	nesterov	ADJ
easat-5668	106	14	momentum	momentum	NOUN
easat-5668	106	15	to	to	ADP
easat-5668	106	16	it	it	PRON
easat-5668	106	17	.	.	PUNCT
easat-5668	107	1	it	it	PRON
easat-5668	107	2	combines	combine	VERB
easat-5668	107	3	the	the	DET
easat-5668	107	4	adaptive	adaptive	ADJ
easat-5668	107	5	learning	learning	NOUN
easat-5668	107	6	rates	rate	NOUN
easat-5668	107	7	and	and	CCONJ
easat-5668	107	8	momentum	momentum	NOUN
easat-5668	107	9	-	-	PUNCT
easat-5668	107	10	based	base	VERB
easat-5668	107	11	updates	update	NOUN
easat-5668	107	12	,	,	PUNCT
easat-5668	107	13	predicting	predict	VERB
easat-5668	107	14	the	the	DET
easat-5668	107	15	future	future	ADJ
easat-5668	107	16	gradient	gradient	NOUN
easat-5668	107	17	direction	direction	NOUN
easat-5668	107	18	which	which	PRON
easat-5668	107	19	results	result	VERB
easat-5668	107	20	in	in	ADP
easat-5668	107	21	a	a	DET
easat-5668	107	22	higher	high	ADJ
easat-5668	107	23	convergence	convergence	NOUN
easat-5668	107	24	and	and	CCONJ
easat-5668	107	25	accuracy	accuracy	NOUN
easat-5668	107	26	.	.	PUNCT
easat-5668	108	1	it	it	PRON
easat-5668	108	2	is	be	AUX
easat-5668	108	3	especially	especially	ADV
easat-5668	108	4	useful	useful	ADJ
easat-5668	108	5	on	on	ADP
easat-5668	108	6	the	the	DET
easat-5668	108	7	segmentation	segmentation	NOUN
easat-5668	108	8	tasks	task	NOUN
easat-5668	108	9	where	where	SCONJ
easat-5668	108	10	the	the	DET
easat-5668	108	11	information	information	NOUN
easat-5668	108	12	varies	vary	VERB
easat-5668	108	13	or	or	CCONJ
easat-5668	108	14	it	it	PRON
easat-5668	108	15	is	be	AUX
easat-5668	108	16	very	very	ADV
easat-5668	108	17	noisy	noisy	ADJ
easat-5668	108	18	.	.	PUNCT
easat-5668	109	1	rmsprop	rmsprop	NOUN
easat-5668	109	2	(	(	PUNCT
easat-5668	109	3	root	root	NOUN
easat-5668	109	4	mean	mean	ADJ
easat-5668	109	5	square	square	ADJ
easat-5668	109	6	propagation	propagation	NOUN
easat-5668	109	7	)	)	PUNCT
easat-5668	110	1	[	[	X
easat-5668	110	2	26	26	NUM
easat-5668	110	3	]	]	PUNCT
easat-5668	110	4	tries	try	VERB
easat-5668	110	5	to	to	PART
easat-5668	110	6	reduce	reduce	VERB
easat-5668	110	7	the	the	DET
easat-5668	110	8	learning	learning	NOUN
easat-5668	110	9	rate	rate	NOUN
easat-5668	110	10	limitations	limitation	NOUN
easat-5668	110	11	of	of	ADP
easat-5668	110	12	adagrad	adagrad	ADJ
easat-5668	110	13	optimizer	optimizer	NOUN
easat-5668	110	14	through	through	ADP
easat-5668	110	15	gradient	gradient	ADJ
easat-5668	110	16	normalization	normalization	NOUN
easat-5668	110	17	.	.	PUNCT
easat-5668	111	1	the	the	DET
easat-5668	111	2	normalization	normalization	NOUN
easat-5668	111	3	is	be	AUX
easat-5668	111	4	done	do	VERB
easat-5668	111	5	by	by	ADP
easat-5668	111	6	removing	remove	VERB
easat-5668	111	7	the	the	DET
easat-5668	111	8	average	average	ADJ
easat-5668	111	9	value	value	NOUN
easat-5668	111	10	from	from	ADP
easat-5668	111	11	the	the	DET
easat-5668	111	12	squared	squared	ADJ
easat-5668	111	13	gradient	gradient	ADJ
easat-5668	111	14	values	value	NOUN
easat-5668	111	15	,	,	PUNCT
easat-5668	111	16	thus	thus	ADV
easat-5668	111	17	making	make	VERB
easat-5668	111	18	sure	sure	ADJ
easat-5668	111	19	to	to	PART
easat-5668	111	20	have	have	VERB
easat-5668	111	21	a	a	DET
easat-5668	111	22	more	more	ADV
easat-5668	111	23	effective	effective	ADJ
easat-5668	111	24	training	training	NOUN
easat-5668	111	25	.	.	PUNCT
easat-5668	112	1	it	it	PRON
easat-5668	112	2	is	be	AUX
easat-5668	112	3	very	very	ADV
easat-5668	112	4	effective	effective	ADJ
easat-5668	112	5	in	in	ADP
easat-5668	112	6	segmentation	segmentation	NOUN
easat-5668	112	7	of	of	ADP
easat-5668	112	8	non	non	ADJ
easat-5668	112	9	-	-	ADJ
easat-5668	112	10	stationary	stationary	ADJ
easat-5668	112	11	objects	object	NOUN
easat-5668	112	12	,	,	PUNCT
easat-5668	112	13	making	make	VERB
easat-5668	112	14	it	it	PRON
easat-5668	112	15	a	a	DET
easat-5668	112	16	good	good	ADJ
easat-5668	112	17	choice	choice	NOUN
easat-5668	112	18	for	for	ADP
easat-5668	112	19	cell	cell	NOUN
easat-5668	112	20	image	image	NOUN
easat-5668	112	21	analysis	analysis	NOUN
easat-5668	112	22	.	.	PUNCT
easat-5668	113	1	bce	bce	PROPN
easat-5668	113	2	(	(	PUNCT
easat-5668	113	3	binary	binary	PROPN
easat-5668	113	4	cross	cross	NOUN
easat-5668	113	5	-	-	NOUN
easat-5668	113	6	entropy	entropy	NOUN
easat-5668	113	7	)	)	PUNCT
easat-5668	113	8	is	be	AUX
easat-5668	113	9	a	a	DET
easat-5668	113	10	loss	loss	NOUN
easat-5668	113	11	function	function	NOUN
easat-5668	113	12	that	that	PRON
easat-5668	113	13	focuses	focus	VERB
easat-5668	113	14	on	on	ADP
easat-5668	113	15	binary	binary	ADJ
easat-5668	113	16	pixel	pixel	PROPN
easat-5668	113	17	classification	classification	NOUN
easat-5668	113	18	problems	problem	NOUN
easat-5668	113	19	where	where	SCONJ
easat-5668	113	20	every	every	DET
easat-5668	113	21	pixel	pixel	NOUN
easat-5668	113	22	is	be	AUX
easat-5668	113	23	either	either	CCONJ
easat-5668	113	24	the	the	DET
easat-5668	113	25	background	background	NOUN
easat-5668	113	26	or	or	CCONJ
easat-5668	113	27	it	it	PRON
easat-5668	113	28	belongs	belong	VERB
easat-5668	113	29	to	to	ADP
easat-5668	113	30	the	the	DET
easat-5668	113	31	object	object	NOUN
easat-5668	113	32	of	of	ADP
easat-5668	113	33	interest	interest	NOUN
easat-5668	113	34	.	.	PUNCT
easat-5668	114	1	it	it	PRON
easat-5668	114	2	calculates	calculate	VERB
easat-5668	114	3	the	the	DET
easat-5668	114	4	crossentropy	crossentropy	NOUN
easat-5668	114	5	of	of	ADP
easat-5668	114	6	the	the	DET
easat-5668	114	7	predicted	predict	VERB
easat-5668	114	8	probabilities	probability	NOUN
easat-5668	114	9	and	and	CCONJ
easat-5668	114	10	the	the	DET
easat-5668	114	11	ground	ground	NOUN
easat-5668	114	12	truth	truth	NOUN
easat-5668	114	13	,	,	PUNCT
easat-5668	114	14	ensuring	ensure	VERB
easat-5668	114	15	an	an	DET
easat-5668	114	16	effective	effective	ADJ
easat-5668	114	17	and	and	CCONJ
easat-5668	114	18	accurate	accurate	ADJ
easat-5668	114	19	classification	classification	NOUN
easat-5668	114	20	of	of	ADP
easat-5668	114	21	the	the	DET
easat-5668	114	22	pixels	pixel	NOUN
easat-5668	114	23	.	.	PUNCT
easat-5668	115	1	however	however	ADV
easat-5668	115	2	,	,	PUNCT
easat-5668	115	3	this	this	PRON
easat-5668	115	4	may	may	AUX
easat-5668	115	5	not	not	PART
easat-5668	115	6	be	be	AUX
easat-5668	115	7	true	true	ADJ
easat-5668	115	8	on	on	ADP
easat-5668	115	9	datasets	dataset	NOUN
easat-5668	115	10	that	that	PRON
easat-5668	115	11	are	be	AUX
easat-5668	115	12	not	not	PART
easat-5668	115	13	balanced	balanced	ADJ
easat-5668	115	14	,	,	PUNCT
easat-5668	115	15	hence	hence	ADV
easat-5668	115	16	,	,	PUNCT
easat-5668	115	17	it	it	PRON
easat-5668	115	18	is	be	AUX
easat-5668	115	19	often	often	ADV
easat-5668	115	20	suggested	suggest	VERB
easat-5668	115	21	to	to	PART
easat-5668	115	22	be	be	AUX
easat-5668	115	23	combined	combine	VERB
easat-5668	115	24	with	with	ADP
easat-5668	115	25	other	other	ADJ
easat-5668	115	26	loss	loss	NOUN
easat-5668	115	27	functions	function	NOUN
easat-5668	115	28	.	.	PUNCT
easat-5668	116	1	dice	dice	PROPN
easat-5668	116	2	-	-	PUNCT
easat-5668	116	3	bce	bce	PROPN
easat-5668	116	4	is	be	AUX
easat-5668	116	5	a	a	DET
easat-5668	116	6	hybrid	hybrid	ADJ
easat-5668	116	7	loss	loss	NOUN
easat-5668	116	8	function	function	NOUN
easat-5668	116	9	combining	combine	VERB
easat-5668	116	10	dice	dice	NOUN
easat-5668	116	11	coefficient	coefficient	NOUN
easat-5668	116	12	loss	loss	NOUN
easat-5668	116	13	with	with	ADP
easat-5668	116	14	binary	binary	PROPN
easat-5668	116	15	cross	cross	NOUN
easat-5668	116	16	-	-	NOUN
easat-5668	116	17	entropy	entropy	NOUN
easat-5668	116	18	.	.	PUNCT
easat-5668	117	1	dice	dice	PROPN
easat-5668	117	2	coefficient	coefficient	NOUN
easat-5668	117	3	loss	loss	NOUN
easat-5668	117	4	focuses	focus	VERB
easat-5668	117	5	on	on	ADP
easat-5668	117	6	the	the	DET
easat-5668	117	7	overlapping	overlapping	NOUN
easat-5668	117	8	between	between	ADP
easat-5668	117	9	the	the	DET
easat-5668	117	10	predicted	predict	VERB
easat-5668	117	11	segmentation	segmentation	NOUN
easat-5668	117	12	and	and	CCONJ
easat-5668	117	13	the	the	DET
easat-5668	117	14	ground	ground	NOUN
easat-5668	117	15	truth	truth	NOUN
easat-5668	117	16	1679	1679	NUM
easat-5668	117	17	edelweiss	edelweiss	PROPN
easat-5668	117	18	applied	apply	VERB
easat-5668	117	19	science	science	NOUN
easat-5668	117	20	and	and	CCONJ
easat-5668	117	21	technology	technology	NOUN
easat-5668	117	22	issn	issn	PROPN
easat-5668	117	23	:	:	PUNCT
easat-5668	117	24	2576	2576	NUM
easat-5668	117	25	-	-	SYM
easat-5668	117	26	8484	8484	NUM
easat-5668	117	27	vol	vol	NOUN
easat-5668	117	28	.	.	PROPN
easat-5668	118	1	9	9	NUM
easat-5668	118	2	,	,	PUNCT
easat-5668	118	3	no	no	INTJ
easat-5668	118	4	.	.	NOUN
easat-5668	119	1	3	3	NUM
easat-5668	119	2	:	:	PUNCT
easat-5668	119	3	1675	1675	NUM
easat-5668	119	4	-	-	SYM
easat-5668	119	5	1691	1691	NUM
easat-5668	119	6	,	,	PUNCT
easat-5668	119	7	2025	2025	NUM
easat-5668	119	8	doi	doi	NOUN
easat-5668	119	9	:	:	PUNCT
easat-5668	119	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	119	11	©	©	PROPN
easat-5668	119	12	2025	2025	NUM
easat-5668	119	13	by	by	ADP
easat-5668	119	14	the	the	DET
easat-5668	119	15	authors	author	NOUN
easat-5668	119	16	;	;	PUNCT
easat-5668	120	1	licensee	licensee	PROPN
easat-5668	120	2	learning	learn	VERB
easat-5668	120	3	gate	gate	NOUN
easat-5668	120	4	label	label	NOUN
easat-5668	120	5	,	,	PUNCT
easat-5668	120	6	whereas	whereas	SCONJ
easat-5668	120	7	bce	bce	PROPN
easat-5668	120	8	focuses	focus	VERB
easat-5668	120	9	more	more	ADJ
easat-5668	120	10	on	on	ADP
easat-5668	120	11	the	the	DET
easat-5668	120	12	classification	classification	NOUN
easat-5668	120	13	of	of	ADP
easat-5668	120	14	the	the	DET
easat-5668	120	15	pixels	pixel	NOUN
easat-5668	120	16	.	.	PUNCT
easat-5668	121	1	this	this	DET
easat-5668	121	2	hybrid	hybrid	ADJ
easat-5668	121	3	combination	combination	NOUN
easat-5668	121	4	provides	provide	VERB
easat-5668	121	5	a	a	DET
easat-5668	121	6	balance	balance	NOUN
easat-5668	121	7	between	between	ADP
easat-5668	121	8	the	the	DET
easat-5668	121	9	alignment	alignment	NOUN
easat-5668	121	10	of	of	ADP
easat-5668	121	11	the	the	DET
easat-5668	121	12	segmentation	segmentation	NOUN
easat-5668	121	13	via	via	ADP
easat-5668	121	14	dice	dice	NOUN
easat-5668	121	15	with	with	ADP
easat-5668	121	16	the	the	DET
easat-5668	121	17	local	local	ADJ
easat-5668	121	18	pixel	pixel	PROPN
easat-5668	121	19	accurate	accurate	ADJ
easat-5668	121	20	classification	classification	NOUN
easat-5668	121	21	via	via	ADP
easat-5668	121	22	bce	bce	PROPN
easat-5668	121	23	.	.	PUNCT
easat-5668	122	1	it	it	PRON
easat-5668	122	2	is	be	AUX
easat-5668	122	3	usually	usually	ADV
easat-5668	122	4	effective	effective	ADJ
easat-5668	122	5	on	on	ADP
easat-5668	122	6	images	image	NOUN
easat-5668	122	7	where	where	SCONJ
easat-5668	122	8	the	the	DET
easat-5668	122	9	object	object	NOUN
easat-5668	122	10	of	of	ADP
easat-5668	122	11	interest	interest	NOUN
easat-5668	122	12	is	be	AUX
easat-5668	122	13	small	small	ADJ
easat-5668	122	14	compared	compare	VERB
easat-5668	122	15	to	to	ADP
easat-5668	122	16	the	the	DET
easat-5668	122	17	background	background	NOUN
easat-5668	122	18	(	(	PUNCT
easat-5668	122	19	such	such	ADJ
easat-5668	122	20	as	as	ADP
easat-5668	122	21	cells	cell	NOUN
easat-5668	122	22	for	for	ADP
easat-5668	122	23	example	example	NOUN
easat-5668	122	24	)	)	PUNCT
easat-5668	122	25	.	.	PUNCT
easat-5668	123	1	dice	dice	NOUN
easat-5668	123	2	-	-	PUNCT
easat-5668	123	3	focal	focal	ADJ
easat-5668	123	4	is	be	AUX
easat-5668	123	5	a	a	DET
easat-5668	123	6	hybrid	hybrid	ADJ
easat-5668	123	7	loss	loss	NOUN
easat-5668	123	8	function	function	NOUN
easat-5668	123	9	combining	combine	VERB
easat-5668	123	10	dice	dice	NOUN
easat-5668	123	11	coefficient	coefficient	NOUN
easat-5668	123	12	loss	loss	NOUN
easat-5668	123	13	with	with	ADP
easat-5668	123	14	focal	focal	ADJ
easat-5668	123	15	loss	loss	NOUN
easat-5668	123	16	.	.	PUNCT
easat-5668	124	1	focal	focal	ADJ
easat-5668	124	2	loss	loss	NOUN
easat-5668	124	3	assigns	assign	NOUN
easat-5668	124	4	higher	high	ADJ
easat-5668	124	5	weights	weight	NOUN
easat-5668	124	6	to	to	ADP
easat-5668	124	7	pixels	pixel	NOUN
easat-5668	124	8	that	that	PRON
easat-5668	124	9	are	be	AUX
easat-5668	124	10	hard	hard	ADJ
easat-5668	124	11	to	to	PART
easat-5668	124	12	classify	classify	VERB
easat-5668	124	13	.	.	PUNCT
easat-5668	125	1	this	this	DET
easat-5668	125	2	hybrid	hybrid	ADJ
easat-5668	125	3	combination	combination	NOUN
easat-5668	125	4	tries	try	VERB
easat-5668	125	5	to	to	PART
easat-5668	125	6	have	have	VERB
easat-5668	125	7	an	an	DET
easat-5668	125	8	accurate	accurate	ADJ
easat-5668	125	9	boundary	boundary	ADJ
easat-5668	125	10	segmentation	segmentation	NOUN
easat-5668	125	11	via	via	ADP
easat-5668	125	12	dice	dice	NOUN
easat-5668	125	13	with	with	ADP
easat-5668	125	14	a	a	DET
easat-5668	125	15	focus	focus	NOUN
easat-5668	125	16	on	on	ADP
easat-5668	125	17	the	the	DET
easat-5668	125	18	right	right	ADJ
easat-5668	125	19	classification	classification	NOUN
easat-5668	125	20	of	of	ADP
easat-5668	125	21	the	the	DET
easat-5668	125	22	challenging	challenging	ADJ
easat-5668	125	23	regions	region	NOUN
easat-5668	125	24	,	,	PUNCT
easat-5668	125	25	such	such	ADJ
easat-5668	125	26	as	as	ADP
easat-5668	125	27	low	low	ADJ
easat-5668	125	28	contrast	contrast	NOUN
easat-5668	125	29	cytoplasm	cytoplasm	NOUN
easat-5668	125	30	or	or	CCONJ
easat-5668	125	31	overlapping	overlap	VERB
easat-5668	125	32	cells	cell	NOUN
easat-5668	125	33	.	.	PUNCT
easat-5668	126	1	jaccard	jaccard	PROPN
easat-5668	126	2	-	-	PUNCT
easat-5668	126	3	bce	bce	PROPN
easat-5668	126	4	is	be	AUX
easat-5668	126	5	a	a	DET
easat-5668	126	6	hybrid	hybrid	ADJ
easat-5668	126	7	loss	loss	NOUN
easat-5668	126	8	function	function	NOUN
easat-5668	126	9	that	that	PRON
easat-5668	126	10	combines	combine	VERB
easat-5668	126	11	the	the	DET
easat-5668	126	12	jaccard	jaccard	ADJ
easat-5668	126	13	index	index	NOUN
easat-5668	126	14	loss	loss	NOUN
easat-5668	126	15	with	with	ADP
easat-5668	126	16	bce	bce	PROPN
easat-5668	126	17	loss	loss	PROPN
easat-5668	126	18	.	.	PUNCT
easat-5668	127	1	jaccard	jaccard	PROPN
easat-5668	127	2	index	index	NOUN
easat-5668	127	3	loss	loss	NOUN
easat-5668	127	4	reduces	reduce	VERB
easat-5668	127	5	the	the	DET
easat-5668	127	6	union	union	NOUN
easat-5668	127	7	of	of	ADP
easat-5668	127	8	false	false	ADJ
easat-5668	127	9	positives	positive	NOUN
easat-5668	127	10	and	and	CCONJ
easat-5668	127	11	false	false	ADJ
easat-5668	127	12	negatives	negative	NOUN
easat-5668	127	13	,	,	PUNCT
easat-5668	127	14	hence	hence	ADV
easat-5668	127	15	producing	produce	VERB
easat-5668	127	16	a	a	DET
easat-5668	127	17	more	more	ADV
easat-5668	127	18	accurate	accurate	ADJ
easat-5668	127	19	segmentation	segmentation	NOUN
easat-5668	127	20	.	.	PUNCT
easat-5668	128	1	this	this	DET
easat-5668	128	2	hybrid	hybrid	ADJ
easat-5668	128	3	combination	combination	NOUN
easat-5668	128	4	tries	try	VERB
easat-5668	128	5	to	to	PART
easat-5668	128	6	balance	balance	VERB
easat-5668	128	7	the	the	DET
easat-5668	128	8	accuracy	accuracy	NOUN
easat-5668	128	9	of	of	ADP
easat-5668	128	10	the	the	DET
easat-5668	128	11	pixel	pixel	PROPN
easat-5668	128	12	level	level	NOUN
easat-5668	128	13	classifications	classification	NOUN
easat-5668	128	14	with	with	ADP
easat-5668	128	15	the	the	DET
easat-5668	128	16	overall	overall	ADJ
easat-5668	128	17	segmentation	segmentation	NOUN
easat-5668	128	18	results	result	NOUN
easat-5668	128	19	,	,	PUNCT
easat-5668	128	20	making	make	VERB
easat-5668	128	21	it	it	PRON
easat-5668	128	22	an	an	DET
easat-5668	128	23	effective	effective	ADJ
easat-5668	128	24	method	method	NOUN
easat-5668	128	25	for	for	ADP
easat-5668	128	26	challenging	challenge	VERB
easat-5668	128	27	tasks	task	NOUN
easat-5668	128	28	such	such	ADJ
easat-5668	128	29	as	as	ADP
easat-5668	128	30	brightfield	brightfield	NOUN
easat-5668	128	31	image	image	NOUN
easat-5668	128	32	segmentation	segmentation	NOUN
easat-5668	128	33	.	.	PUNCT
easat-5668	129	1	this	this	DET
easat-5668	129	2	work	work	NOUN
easat-5668	129	3	focuses	focus	VERB
easat-5668	129	4	more	more	ADJ
easat-5668	129	5	on	on	ADP
easat-5668	129	6	identifying	identify	VERB
easat-5668	129	7	the	the	DET
easat-5668	129	8	best	good	ADJ
easat-5668	129	9	combination	combination	NOUN
easat-5668	129	10	among	among	ADP
easat-5668	129	11	different	different	ADJ
easat-5668	129	12	optimizers	optimizer	NOUN
easat-5668	129	13	and	and	CCONJ
easat-5668	129	14	loss	loss	NOUN
easat-5668	129	15	functions	function	NOUN
easat-5668	129	16	,	,	PUNCT
easat-5668	129	17	by	by	ADP
easat-5668	129	18	taking	take	VERB
easat-5668	129	19	as	as	ADP
easat-5668	129	20	the	the	DET
easat-5668	129	21	base	base	NOUN
easat-5668	129	22	scenario	scenario	NOUN
easat-5668	129	23	the	the	DET
easat-5668	129	24	combination	combination	NOUN
easat-5668	129	25	between	between	ADP
easat-5668	129	26	adam	adam	PROPN
easat-5668	129	27	optimizer	optimizer	NOUN
easat-5668	129	28	and	and	CCONJ
easat-5668	129	29	bce	bce	PROPN
easat-5668	129	30	loss	loss	NOUN
easat-5668	129	31	function	function	NOUN
easat-5668	129	32	.	.	PUNCT
easat-5668	130	1	then	then	ADV
easat-5668	130	2	,	,	PUNCT
easat-5668	130	3	a	a	DET
easat-5668	130	4	combination	combination	NOUN
easat-5668	130	5	between	between	ADP
easat-5668	130	6	the	the	DET
easat-5668	130	7	other	other	ADJ
easat-5668	130	8	functions	function	NOUN
easat-5668	130	9	is	be	AUX
easat-5668	130	10	provided	provide	VERB
easat-5668	130	11	by	by	ADP
easat-5668	130	12	having	have	VERB
easat-5668	130	13	each	each	PRON
easat-5668	130	14	of	of	ADP
easat-5668	130	15	them	they	PRON
easat-5668	130	16	as	as	ADP
easat-5668	130	17	a	a	DET
easat-5668	130	18	static	static	ADJ
easat-5668	130	19	parameter	parameter	NOUN
easat-5668	130	20	(	(	PUNCT
easat-5668	130	21	1	1	NUM
easat-5668	130	22	:	:	PUNCT
easat-5668	130	23	m	m	VERB
easat-5668	130	24	relationship	relationship	NOUN
easat-5668	130	25	instead	instead	ADV
easat-5668	130	26	of	of	ADP
easat-5668	130	27	m	m	PROPN
easat-5668	130	28	:	:	PUNCT
easat-5668	130	29	m	m	PROPN
easat-5668	130	30	)	)	PUNCT
easat-5668	130	31	.	.	PUNCT
easat-5668	131	1	the	the	DET
easat-5668	131	2	different	different	ADJ
easat-5668	131	3	combinations	combination	NOUN
easat-5668	131	4	are	be	AUX
easat-5668	131	5	used	use	VERB
easat-5668	131	6	for	for	ADP
easat-5668	131	7	all	all	DET
easat-5668	131	8	three	three	NUM
easat-5668	131	9	architectural	architectural	ADJ
easat-5668	131	10	models	model	NOUN
easat-5668	131	11	such	such	ADJ
easat-5668	131	12	as	as	ADP
easat-5668	131	13	u	u	NOUN
easat-5668	131	14	-	-	NOUN
easat-5668	131	15	net	net	ADJ
easat-5668	131	16	,	,	PUNCT
easat-5668	131	17	quantized	quantize	VERB
easat-5668	131	18	u	u	NOUN
easat-5668	131	19	-	-	NOUN
easat-5668	131	20	net	net	ADJ
easat-5668	131	21	(	(	PUNCT
easat-5668	131	22	during	during	ADP
easat-5668	131	23	and	and	CCONJ
easat-5668	131	24	post	post	VERB
easat-5668	131	25	training	training	NOUN
easat-5668	131	26	)	)	PUNCT
easat-5668	131	27	and	and	CCONJ
easat-5668	131	28	u	u	NOUN
easat-5668	131	29	-	-	NOUN
easat-5668	131	30	net	net	ADJ
easat-5668	131	31	with	with	ADP
easat-5668	131	32	pruning	prune	VERB
easat-5668	131	33	.	.	PUNCT
easat-5668	132	1	3.5	3.5	X
easat-5668	132	2	.	.	PUNCT
easat-5668	133	1	metrics	metric	NOUN
easat-5668	133	2	used	use	VERB
easat-5668	133	3	for	for	ADP
easat-5668	133	4	evaluation	evaluation	NOUN
easat-5668	133	5	different	different	ADJ
easat-5668	133	6	metrics	metric	NOUN
easat-5668	133	7	are	be	AUX
easat-5668	133	8	used	use	VERB
easat-5668	133	9	to	to	PART
easat-5668	133	10	evaluate	evaluate	VERB
easat-5668	133	11	the	the	DET
easat-5668	133	12	combination	combination	NOUN
easat-5668	133	13	of	of	ADP
easat-5668	133	14	architectures	architecture	NOUN
easat-5668	133	15	with	with	ADP
easat-5668	133	16	optimizers	optimizer	NOUN
easat-5668	133	17	and	and	CCONJ
easat-5668	133	18	loss	loss	NOUN
easat-5668	133	19	functions	function	NOUN
easat-5668	133	20	.	.	PUNCT
easat-5668	134	1	the	the	DET
easat-5668	134	2	training	training	NOUN
easat-5668	134	3	and	and	CCONJ
easat-5668	134	4	validation	validation	NOUN
easat-5668	134	5	process	process	NOUN
easat-5668	134	6	is	be	AUX
easat-5668	134	7	evaluated	evaluate	VERB
easat-5668	134	8	through	through	ADP
easat-5668	134	9	the	the	DET
easat-5668	134	10	dice	dice	NOUN
easat-5668	134	11	coefficient	coefficient	NOUN
easat-5668	134	12	,	,	PUNCT
easat-5668	134	13	intersection	intersection	NOUN
easat-5668	134	14	over	over	ADP
easat-5668	134	15	union	union	NOUN
easat-5668	134	16	(	(	PUNCT
easat-5668	134	17	iou	iou	NOUN
easat-5668	134	18	)	)	PUNCT
easat-5668	134	19	,	,	PUNCT
easat-5668	134	20	precision	precision	NOUN
easat-5668	134	21	and	and	CCONJ
easat-5668	134	22	recall	recall	NOUN
easat-5668	134	23	in	in	ADP
easat-5668	134	24	order	order	NOUN
easat-5668	134	25	to	to	PART
easat-5668	134	26	measure	measure	VERB
easat-5668	134	27	how	how	SCONJ
easat-5668	134	28	accurate	accurate	ADJ
easat-5668	134	29	the	the	DET
easat-5668	134	30	predicted	predict	VERB
easat-5668	134	31	segmentation	segmentation	NOUN
easat-5668	134	32	is	be	AUX
easat-5668	134	33	compared	compare	VERB
easat-5668	134	34	to	to	ADP
easat-5668	134	35	the	the	DET
easat-5668	134	36	ground	ground	NOUN
easat-5668	134	37	truth	truth	NOUN
easat-5668	134	38	.	.	PUNCT
easat-5668	135	1	dice	dice	NOUN
easat-5668	135	2	coefficients	coefficient	NOUN
easat-5668	135	3	find	find	VERB
easat-5668	135	4	the	the	DET
easat-5668	135	5	intersection	intersection	NOUN
easat-5668	135	6	ratio	ratio	NOUN
easat-5668	135	7	between	between	ADP
easat-5668	135	8	prediction	prediction	NOUN
easat-5668	135	9	and	and	CCONJ
easat-5668	135	10	the	the	DET
easat-5668	135	11	mask	mask	NOUN
easat-5668	135	12	whereas	whereas	SCONJ
easat-5668	135	13	iou	iou	NOUN
easat-5668	135	14	considers	consider	VERB
easat-5668	135	15	both	both	CCONJ
easat-5668	135	16	the	the	DET
easat-5668	135	17	intersection	intersection	NOUN
easat-5668	135	18	and	and	CCONJ
easat-5668	135	19	union	union	NOUN
easat-5668	135	20	.	.	PUNCT
easat-5668	136	1	precision	precision	NOUN
easat-5668	136	2	and	and	CCONJ
easat-5668	136	3	recall	recall	NOUN
easat-5668	136	4	are	be	AUX
easat-5668	136	5	able	able	ADJ
easat-5668	136	6	to	to	PART
easat-5668	136	7	determine	determine	VERB
easat-5668	136	8	how	how	SCONJ
easat-5668	136	9	good	good	ADJ
easat-5668	136	10	the	the	DET
easat-5668	136	11	model	model	NOUN
easat-5668	136	12	is	be	AUX
easat-5668	136	13	in	in	ADP
easat-5668	136	14	correctly	correctly	ADV
easat-5668	136	15	identifying	identify	VERB
easat-5668	136	16	the	the	DET
easat-5668	136	17	region	region	NOUN
easat-5668	136	18	of	of	ADP
easat-5668	136	19	interest	interest	NOUN
easat-5668	136	20	(	(	PUNCT
easat-5668	136	21	cells	cell	NOUN
easat-5668	136	22	)	)	PUNCT
easat-5668	136	23	,	,	PUNCT
easat-5668	136	24	by	by	ADP
easat-5668	136	25	also	also	ADV
easat-5668	136	26	minimizing	minimize	VERB
easat-5668	136	27	the	the	DET
easat-5668	136	28	false	false	ADJ
easat-5668	136	29	negatives	negative	NOUN
easat-5668	136	30	,	,	PUNCT
easat-5668	136	31	giving	give	VERB
easat-5668	136	32	a	a	DET
easat-5668	136	33	proper	proper	ADJ
easat-5668	136	34	balance	balance	NOUN
easat-5668	136	35	between	between	ADP
easat-5668	136	36	sensitivity	sensitivity	NOUN
easat-5668	136	37	and	and	CCONJ
easat-5668	136	38	specificity	specificity	NOUN
easat-5668	136	39	.	.	PUNCT
easat-5668	137	1	the	the	DET
easat-5668	137	2	testing	testing	NOUN
easat-5668	137	3	process	process	NOUN
easat-5668	137	4	is	be	AUX
easat-5668	137	5	evaluated	evaluate	VERB
easat-5668	137	6	by	by	ADP
easat-5668	137	7	accuracy	accuracy	NOUN
easat-5668	137	8	,	,	PUNCT
easat-5668	137	9	f1	f1	NOUN
easat-5668	137	10	score	score	NOUN
easat-5668	137	11	and	and	CCONJ
easat-5668	137	12	jaccard	jaccard	ADJ
easat-5668	137	13	index	index	NOUN
easat-5668	137	14	.	.	PUNCT
easat-5668	138	1	accuracy	accuracy	NOUN
easat-5668	138	2	provides	provide	VERB
easat-5668	138	3	the	the	DET
easat-5668	138	4	percentage	percentage	NOUN
easat-5668	138	5	of	of	ADP
easat-5668	138	6	pixels	pixel	NOUN
easat-5668	138	7	that	that	PRON
easat-5668	138	8	are	be	AUX
easat-5668	138	9	correctly	correctly	ADV
easat-5668	138	10	classified	classified	ADJ
easat-5668	138	11	in	in	ADP
easat-5668	138	12	the	the	DET
easat-5668	138	13	entire	entire	ADJ
easat-5668	138	14	image	image	NOUN
easat-5668	138	15	.	.	PUNCT
easat-5668	139	1	f1	f1	NOUN
easat-5668	139	2	score	score	NOUN
easat-5668	139	3	is	be	AUX
easat-5668	139	4	the	the	DET
easat-5668	139	5	harmonic	harmonic	ADJ
easat-5668	139	6	mean	mean	NOUN
easat-5668	139	7	of	of	ADP
easat-5668	139	8	precision	precision	NOUN
easat-5668	139	9	and	and	CCONJ
easat-5668	139	10	recall	recall	NOUN
easat-5668	139	11	,	,	PUNCT
easat-5668	139	12	generalizing	generalize	VERB
easat-5668	139	13	them	they	PRON
easat-5668	139	14	into	into	ADP
easat-5668	139	15	a	a	DET
easat-5668	139	16	single	single	ADJ
easat-5668	139	17	metric	metric	NOUN
easat-5668	139	18	.	.	PUNCT
easat-5668	140	1	jaccard	jaccard	PROPN
easat-5668	140	2	index	index	PROPN
easat-5668	140	3	,	,	PUNCT
easat-5668	140	4	which	which	PRON
easat-5668	140	5	is	be	AUX
easat-5668	140	6	similar	similar	ADJ
easat-5668	140	7	to	to	ADP
easat-5668	140	8	iou	iou	VERB
easat-5668	140	9	,	,	PUNCT
easat-5668	140	10	gives	give	VERB
easat-5668	140	11	the	the	DET
easat-5668	140	12	evaluation	evaluation	NOUN
easat-5668	140	13	of	of	ADP
easat-5668	140	14	the	the	DET
easat-5668	140	15	predicted	predict	VERB
easat-5668	140	16	segmentation	segmentation	NOUN
easat-5668	140	17	with	with	ADP
easat-5668	140	18	the	the	DET
easat-5668	140	19	ground	ground	NOUN
easat-5668	140	20	truth	truth	NOUN
easat-5668	140	21	.	.	PUNCT
easat-5668	141	1	table	table	NOUN
easat-5668	141	2	2	2	NUM
easat-5668	141	3	summarizes	summarize	NOUN
easat-5668	141	4	all	all	DET
easat-5668	141	5	these	these	DET
easat-5668	141	6	parameters	parameter	NOUN
easat-5668	141	7	.	.	PUNCT
easat-5668	142	1	1680	1680	NUM
easat-5668	142	2	edelweiss	edelweiss	PROPN
easat-5668	142	3	applied	apply	VERB
easat-5668	142	4	science	science	NOUN
easat-5668	142	5	and	and	CCONJ
easat-5668	142	6	technology	technology	NOUN
easat-5668	142	7	issn	issn	PROPN
easat-5668	142	8	:	:	PUNCT
easat-5668	142	9	2576	2576	NUM
easat-5668	142	10	-	-	SYM
easat-5668	142	11	8484	8484	NUM
easat-5668	142	12	vol	vol	NOUN
easat-5668	142	13	.	.	PROPN
easat-5668	143	1	9	9	NUM
easat-5668	143	2	,	,	PUNCT
easat-5668	143	3	no	no	INTJ
easat-5668	143	4	.	.	NOUN
easat-5668	144	1	3	3	NUM
easat-5668	144	2	:	:	PUNCT
easat-5668	144	3	1675	1675	NUM
easat-5668	144	4	-	-	SYM
easat-5668	144	5	1691	1691	NUM
easat-5668	144	6	,	,	PUNCT
easat-5668	144	7	2025	2025	NUM
easat-5668	144	8	doi	doi	NOUN
easat-5668	144	9	:	:	PUNCT
easat-5668	144	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	144	11	©	©	PROPN
easat-5668	144	12	2025	2025	NUM
easat-5668	144	13	by	by	ADP
easat-5668	144	14	the	the	DET
easat-5668	144	15	authors	author	NOUN
easat-5668	144	16	;	;	PUNCT
easat-5668	144	17	licensee	licensee	PROPN
easat-5668	144	18	learning	learn	VERB
easat-5668	144	19	gate	gate	NOUN
easat-5668	144	20	table	table	NOUN
easat-5668	144	21	2	2	NUM
easat-5668	144	22	.	.	PUNCT
easat-5668	145	1	parameters	parameter	NOUN
easat-5668	145	2	used	use	VERB
easat-5668	145	3	in	in	ADP
easat-5668	145	4	this	this	DET
easat-5668	145	5	experiment	experiment	NOUN
easat-5668	145	6	.	.	PUNCT
easat-5668	146	1	dataset	dataset	VERB
easat-5668	146	2	•	•	NUM
easat-5668	146	3	total	total	PROPN
easat-5668	146	4	nr	nr	PROPN
easat-5668	146	5	.	.	NOUN
easat-5668	146	6	images	image	NOUN
easat-5668	147	1	i	i	PRON
easat-5668	147	2	/labels	/labels	VERB
easat-5668	147	3	l	l	NOUN
easat-5668	147	4	1088	1088	NUM
easat-5668	147	5	images	image	NOUN
easat-5668	147	6	i	i	PRON
easat-5668	147	7	•	•	VERB
easat-5668	147	8	image	image	NOUN
easat-5668	147	9	size	size	NOUN
easat-5668	147	10	:	:	PUNCT
easat-5668	147	11	256x256	256x256	PROPN
easat-5668	147	12	•	•	NOUN
easat-5668	147	13	training	train	VERB
easat-5668	147	14	dataset	dataset	NOUN
easat-5668	147	15	:	:	PUNCT
easat-5668	147	16	654	654	NUM
easat-5668	147	17	i+l	i+l	NUM
easat-5668	147	18	•	•	NUM
easat-5668	147	19	validation	validation	NOUN
easat-5668	147	20	dataset	dataset	NOUN
easat-5668	147	21	:	:	PUNCT
easat-5668	147	22	217	217	NUM
easat-5668	147	23	i+l	i+l	NUM
easat-5668	147	24	•	•	NOUN
easat-5668	147	25	testing	testing	NOUN
easat-5668	147	26	dataset	dataset	NOUN
easat-5668	147	27	:	:	PUNCT
easat-5668	148	1	217	217	NUM
easat-5668	148	2	i+l	i+l	NUM
easat-5668	148	3	architecture	architecture	NOUN
easat-5668	148	4	•	•	NOUN
easat-5668	148	5	u	u	NOUN
easat-5668	148	6	-	-	NOUN
easat-5668	148	7	net	net	ADJ
easat-5668	148	8	•	•	NUM
easat-5668	148	9	base	base	NOUN
easat-5668	148	10	•	•	ADP
easat-5668	148	11	duringtq	duringtq	PROPN
easat-5668	148	12	•	•	NUM
easat-5668	148	13	postq	postq	NOUN
easat-5668	148	14	•	•	ADP
easat-5668	148	15	pruned	prune	VERB
easat-5668	148	16	parameters	parameter	NOUN
easat-5668	148	17	of	of	ADP
easat-5668	148	18	the	the	DET
easat-5668	148	19	architectures	architecture	NOUN
easat-5668	148	20	•	•	NOUN
easat-5668	148	21	batch	batch	NOUN
easat-5668	148	22	size	size	NOUN
easat-5668	148	23	:	:	PUNCT
easat-5668	148	24	2	2	NUM
easat-5668	148	25	,	,	PUNCT
easat-5668	148	26	6	6	NUM
easat-5668	148	27	,	,	PUNCT
easat-5668	148	28	8	8	NUM
easat-5668	148	29	•	•	NUM
easat-5668	148	30	epoch	epoch	PROPN
easat-5668	148	31	nr	nr	PROPN
easat-5668	148	32	.	.	PUNCT
easat-5668	148	33	:	:	PUNCT
easat-5668	148	34	100	100	NUM
easat-5668	148	35	optimizers	optimizer	NOUN
easat-5668	148	36	•	•	ADP
easat-5668	148	37	adam	adam	PROPN
easat-5668	148	38	•	•	ADP
easat-5668	148	39	adagrad	adagrad	ADJ
easat-5668	148	40	•	•	ADP
easat-5668	148	41	nadam	nadam	PROPN
easat-5668	148	42	•	•	ADJ
easat-5668	148	43	rmsprop	rmsprop	NOUN
easat-5668	148	44	loss	loss	NOUN
easat-5668	148	45	functions	function	NOUN
easat-5668	148	46	•	•	ADP
easat-5668	149	1	binary	binary	PROPN
easat-5668	149	2	cross	cross	PROPN
easat-5668	149	3	entropy	entropy	PROPN
easat-5668	149	4	bce	bce	PROPN
easat-5668	149	5	•	•	NUM
easat-5668	149	6	dice	dice	PROPN
easat-5668	149	7	-	-	PUNCT
easat-5668	149	8	bce	bce	PROPN
easat-5668	149	9	•	•	NUM
easat-5668	149	10	dice	dice	NOUN
easat-5668	149	11	-	-	PUNCT
easat-5668	149	12	focal	focal	ADJ
easat-5668	149	13	•	•	NOUN
easat-5668	149	14	jaccard	jaccard	PROPN
easat-5668	149	15	-	-	PUNCT
easat-5668	149	16	bce	bce	PROPN
easat-5668	149	17	combinations	combinations	PROPN
easat-5668	149	18	•	•	PRON
easat-5668	149	19	adam	adam	PROPN
easat-5668	149	20	-	-	PUNCT
easat-5668	149	21	bce	bce	PROPN
easat-5668	149	22	(	(	PUNCT
easat-5668	149	23	base	base	NOUN
easat-5668	149	24	model	model	NOUN
easat-5668	149	25	)	)	PUNCT
easat-5668	149	26	•	•	NUM
easat-5668	149	27	adamdice	adamdice	PROPN
easat-5668	149	28	bce	bce	PROPN
easat-5668	149	29	•	•	NUM
easat-5668	149	30	adamdice	adamdice	PROPN
easat-5668	149	31	focal	focal	ADJ
easat-5668	149	32	•	•	X
easat-5668	149	33	adam	adam	NOUN
easat-5668	149	34	–	–	PUNCT
easat-5668	149	35	jaccard	jaccard	ADJ
easat-5668	149	36	bce	bce	PROPN
easat-5668	149	37	•	•	PROPN
easat-5668	149	38	adagrad	adagrad	ADJ
easat-5668	149	39	–	–	PUNCT
easat-5668	149	40	bce	bce	PROPN
easat-5668	149	41	•	•	ADP
easat-5668	149	42	nadam	nadam	PROPN
easat-5668	149	43	–	–	PUNCT
easat-5668	149	44	bce	bce	PROPN
easat-5668	149	45	•	•	NUM
easat-5668	149	46	rmspropbce	rmspropbce	NOUN
easat-5668	149	47	metrics	metric	NOUN
easat-5668	149	48	used	use	VERB
easat-5668	149	49	for	for	ADP
easat-5668	149	50	evaluation	evaluation	NOUN
easat-5668	149	51	training	training	NOUN
easat-5668	149	52	and	and	CCONJ
easat-5668	149	53	validation	validation	NOUN
easat-5668	149	54	:	:	PUNCT
easat-5668	149	55	·	·	PUNCT
easat-5668	149	56	dice	dice	VERB
easat-5668	149	57	coefficient	coefficient	NOUN
easat-5668	149	58	·	·	PUNCT
easat-5668	149	59	intersection	intersection	NOUN
easat-5668	149	60	over	over	ADP
easat-5668	149	61	union	union	PROPN
easat-5668	149	62	iou	iou	PROPN
easat-5668	149	63	·	·	PUNCT
easat-5668	149	64	precision	precision	NOUN
easat-5668	149	65	prec	prec	X
easat-5668	149	66	·	·	PUNCT
easat-5668	149	67	recall	recall	VERB
easat-5668	149	68	rec	rec	PROPN
easat-5668	149	69	testing	testing	NOUN
easat-5668	149	70	:	:	PUNCT
easat-5668	149	71	·	·	PUNCT
easat-5668	149	72	accuracy	accuracy	NOUN
easat-5668	149	73	·	·	PUNCT
easat-5668	149	74	f1	f1	NOUN
easat-5668	149	75	score	score	NOUN
easat-5668	149	76	·	·	PUNCT
easat-5668	149	77	jaccard	jaccard	ADJ
easat-5668	149	78	index	index	NOUN
easat-5668	149	79	(	(	PUNCT
easat-5668	149	80	iou	iou	NOUN
easat-5668	149	81	)	)	PUNCT
easat-5668	149	82	·	·	PUNCT
easat-5668	150	1	prec	prec	X
easat-5668	150	2	·	·	PUNCT
easat-5668	150	3	rec	rec	X
easat-5668	150	4	𝐷𝑖𝑐𝑒	𝐷𝑖𝑐𝑒	PROPN
easat-5668	150	5	𝑐𝑜𝑒𝑓𝑓𝑖𝑐𝑖𝑒𝑛𝑡	𝑐𝑜𝑒𝑓𝑓𝑖𝑐𝑖𝑒𝑛𝑡	NOUN
easat-5668	150	6	:	:	PUNCT
easat-5668	150	7	=	=	SYM
easat-5668	150	8	2	2	NUM
easat-5668	150	9	∗	∗	NOUN
easat-5668	150	10	|𝐴	|𝐴	PUNCT
easat-5668	150	11	∩	∩	PROPN
easat-5668	150	12	𝐵|	𝐵|	NOUN
easat-5668	150	13	|𝐴|	|𝐴|	PART
easat-5668	150	14	+	+	ADJ
easat-5668	150	15	|𝐵|	|𝐵|	PROPN
easat-5668	150	16	𝐼𝑜𝑈	𝐼𝑜𝑈	NOUN
easat-5668	150	17	=	=	SYM
easat-5668	150	18	|𝐴	|𝐴	ADP
easat-5668	150	19	∩	∩	ADJ
easat-5668	150	20	𝐵|	𝐵|	NOUN
easat-5668	150	21	|𝐴	|𝐴	PUNCT
easat-5668	150	22	∪	∪	VERB
easat-5668	150	23	𝐵|	𝐵|	NOUN
easat-5668	150	24	𝑃𝑅𝐸𝐶	𝑃𝑅𝐸𝐶	PROPN
easat-5668	150	25	=	=	SYM
easat-5668	150	26	𝑇𝑃	𝑇𝑃	NOUN
easat-5668	150	27	𝑇𝑃	𝑇𝑃	PROPN
easat-5668	150	28	+	+	CCONJ
easat-5668	150	29	𝐹𝑃	𝐹𝑃	PROPN
easat-5668	150	30	𝑅𝐸𝐶	𝑅𝐸𝐶	PROPN
easat-5668	150	31	=	=	SYM
easat-5668	150	32	𝑇𝑃	𝑇𝑃	PROPN
easat-5668	150	33	𝑇𝑃	𝑇𝑃	PROPN
easat-5668	150	34	+	+	CCONJ
easat-5668	150	35	𝐹𝑁	𝐹𝑁	PROPN
easat-5668	150	36	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	PROPN
easat-5668	150	37	=	=	SYM
easat-5668	150	38	𝑇𝑃	𝑇𝑃	PROPN
easat-5668	150	39	+	+	CCONJ
easat-5668	150	40	𝑇𝑁	𝑇𝑁	PROPN
easat-5668	150	41	𝑇𝑃	𝑇𝑃	PROPN
easat-5668	150	42	+	+	CCONJ
easat-5668	150	43	𝑇𝑁	𝑇𝑁	PROPN
easat-5668	150	44	+	+	X
easat-5668	150	45	𝐹𝑁	𝐹𝑁	PROPN
easat-5668	150	46	+	+	CCONJ
easat-5668	150	47	𝐹𝑁	𝐹𝑁	PROPN
easat-5668	150	48	𝐹1	𝐹1	PROPN
easat-5668	150	49	𝑠𝑐𝑜𝑟𝑒	𝑠𝑐𝑜𝑟𝑒	NOUN
easat-5668	150	50	=	=	SYM
easat-5668	150	51	2	2	NUM
easat-5668	150	52	∗	∗	NOUN
easat-5668	150	53	𝑃𝑅𝐸𝐶	𝑃𝑅𝐸𝐶	ADJ
easat-5668	150	54	∗	∗	NOUN
easat-5668	150	55	𝑅𝐸𝐶	𝑅𝐸𝐶	PRON
easat-5668	150	56	𝑃𝑅𝐸𝐶	𝑃𝑅𝐸𝐶	VERB
easat-5668	150	57	+	+	CCONJ
easat-5668	150	58	𝑅𝐸𝐶	𝑅𝐸𝐶	PROPN
easat-5668	150	59	4	4	NUM
easat-5668	150	60	.	.	PUNCT
easat-5668	150	61	results	result	VERB
easat-5668	150	62	previous	previous	ADJ
easat-5668	150	63	work	work	NOUN
easat-5668	150	64	studied	study	VERB
easat-5668	150	65	the	the	DET
easat-5668	150	66	combination	combination	NOUN
easat-5668	150	67	of	of	ADP
easat-5668	150	68	dice	dice	NOUN
easat-5668	150	69	and	and	CCONJ
easat-5668	150	70	bce	bce	NOUN
easat-5668	150	71	loss	loss	NOUN
easat-5668	150	72	function	function	NOUN
easat-5668	150	73	on	on	ADP
easat-5668	150	74	medical	medical	ADJ
easat-5668	150	75	imaging	imaging	NOUN
easat-5668	150	76	segmentation	segmentation	NOUN
easat-5668	150	77	and	and	CCONJ
easat-5668	150	78	concluded	conclude	VERB
easat-5668	150	79	that	that	SCONJ
easat-5668	150	80	the	the	DET
easat-5668	150	81	combination	combination	NOUN
easat-5668	150	82	of	of	ADP
easat-5668	150	83	the	the	DET
easat-5668	150	84	two	two	NUM
easat-5668	150	85	loss	loss	NOUN
easat-5668	150	86	functions	function	NOUN
easat-5668	150	87	provides	provide	VERB
easat-5668	150	88	a	a	DET
easat-5668	150	89	better	well	ADJ
easat-5668	150	90	performance	performance	NOUN
easat-5668	150	91	for	for	ADP
easat-5668	150	92	the	the	DET
easat-5668	150	93	model	model	NOUN
easat-5668	150	94	,	,	PUNCT
easat-5668	150	95	as	as	SCONJ
easat-5668	150	96	they	they	PRON
easat-5668	150	97	tested	test	VERB
easat-5668	150	98	them	they	PRON
easat-5668	150	99	using	use	VERB
easat-5668	150	100	hidden	hidden	ADJ
easat-5668	150	101	information	information	NOUN
easat-5668	150	102	and	and	CCONJ
easat-5668	150	103	changing	change	VERB
easat-5668	150	104	the	the	DET
easat-5668	150	105	values	value	NOUN
easat-5668	150	106	of	of	ADP
easat-5668	150	107	the	the	DET
easat-5668	150	108	pixels	pixel	NOUN
easat-5668	150	109	[	[	X
easat-5668	150	110	27	27	NUM
easat-5668	150	111	]	]	PUNCT
easat-5668	150	112	.	.	PUNCT
easat-5668	151	1	the	the	DET
easat-5668	151	2	base	base	PROPN
easat-5668	151	3	u	u	NOUN
easat-5668	151	4	-	-	ADJ
easat-5668	151	5	net	net	ADJ
easat-5668	151	6	results	result	NOUN
easat-5668	151	7	are	be	AUX
easat-5668	151	8	reported	report	VERB
easat-5668	151	9	on	on	ADP
easat-5668	151	10	figure	figure	NOUN
easat-5668	151	11	2	2	NUM
easat-5668	151	12	where	where	SCONJ
easat-5668	151	13	no	no	DET
easat-5668	151	14	quantization	quantization	NOUN
easat-5668	151	15	or	or	CCONJ
easat-5668	151	16	pruning	pruning	NOUN
easat-5668	151	17	is	be	AUX
easat-5668	151	18	implemented	implement	VERB
easat-5668	151	19	.	.	PUNCT
easat-5668	152	1	when	when	SCONJ
easat-5668	152	2	using	use	VERB
easat-5668	152	3	different	different	ADJ
easat-5668	152	4	accuracy	accuracy	NOUN
easat-5668	152	5	metrics	metric	NOUN
easat-5668	152	6	,	,	PUNCT
easat-5668	152	7	the	the	DET
easat-5668	152	8	order	order	NOUN
easat-5668	152	9	from	from	ADP
easat-5668	152	10	the	the	DET
easat-5668	152	11	highest	high	ADJ
easat-5668	152	12	performing	performing	NOUN
easat-5668	152	13	metric	metric	ADJ
easat-5668	152	14	to	to	ADP
easat-5668	152	15	the	the	DET
easat-5668	152	16	lowest	low	ADJ
easat-5668	152	17	one	one	NUM
easat-5668	152	18	is	be	AUX
easat-5668	152	19	as	as	SCONJ
easat-5668	152	20	follows	follow	VERB
easat-5668	152	21	:	:	PUNCT
easat-5668	152	22	precision	precision	NOUN
easat-5668	152	23	leads	lead	VERB
easat-5668	152	24	to	to	ADP
easat-5668	152	25	highest	high	ADJ
easat-5668	152	26	segmentation	segmentation	NOUN
easat-5668	152	27	performance	performance	NOUN
easat-5668	152	28	,	,	PUNCT
easat-5668	152	29	while	while	SCONJ
easat-5668	152	30	dice	dice	NOUN
easat-5668	152	31	coefficient	coefficient	NOUN
easat-5668	152	32	,	,	PUNCT
easat-5668	152	33	recall	recall	NOUN
easat-5668	152	34	and	and	CCONJ
easat-5668	152	35	iou	iou	VERB
easat-5668	152	36	lead	lead	NOUN
easat-5668	152	37	to	to	ADP
easat-5668	152	38	the	the	DET
easat-5668	152	39	lowest	low	ADJ
easat-5668	152	40	segmentation	segmentation	NOUN
easat-5668	152	41	results	result	NOUN
easat-5668	152	42	.	.	PUNCT
easat-5668	153	1	the	the	DET
easat-5668	153	2	higher	high	ADJ
easat-5668	153	3	precision	precision	NOUN
easat-5668	153	4	points	point	NOUN
easat-5668	153	5	also	also	ADV
easat-5668	153	6	a	a	DET
easat-5668	153	7	statistical	statistical	ADJ
easat-5668	153	8	effect	effect	NOUN
easat-5668	153	9	as	as	SCONJ
easat-5668	153	10	this	this	PRON
easat-5668	153	11	is	be	AUX
easat-5668	153	12	1681	1681	NUM
easat-5668	153	13	edelweiss	edelweiss	PROPN
easat-5668	153	14	applied	apply	VERB
easat-5668	153	15	science	science	NOUN
easat-5668	153	16	and	and	CCONJ
easat-5668	153	17	technology	technology	NOUN
easat-5668	153	18	issn	issn	PROPN
easat-5668	153	19	:	:	PUNCT
easat-5668	153	20	2576	2576	NUM
easat-5668	153	21	-	-	SYM
easat-5668	153	22	8484	8484	NUM
easat-5668	153	23	vol	vol	NOUN
easat-5668	153	24	.	.	PROPN
easat-5668	154	1	9	9	NUM
easat-5668	154	2	,	,	PUNCT
easat-5668	154	3	no	no	INTJ
easat-5668	154	4	.	.	NOUN
easat-5668	155	1	3	3	NUM
easat-5668	155	2	:	:	PUNCT
easat-5668	155	3	1675	1675	NUM
easat-5668	155	4	-	-	SYM
easat-5668	155	5	1691	1691	NUM
easat-5668	155	6	,	,	PUNCT
easat-5668	155	7	2025	2025	NUM
easat-5668	155	8	doi	doi	NOUN
easat-5668	155	9	:	:	PUNCT
easat-5668	155	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	155	11	©	©	PROPN
easat-5668	155	12	2025	2025	NUM
easat-5668	155	13	by	by	ADP
easat-5668	155	14	the	the	DET
easat-5668	155	15	authors	author	NOUN
easat-5668	155	16	;	;	PUNCT
easat-5668	155	17	licensee	licensee	PROPN
easat-5668	155	18	learning	learning	NOUN
easat-5668	155	19	gate	gate	NOUN
easat-5668	155	20	associated	associate	VERB
easat-5668	155	21	with	with	ADP
easat-5668	155	22	a	a	DET
easat-5668	155	23	large	large	ADJ
easat-5668	155	24	number	number	NOUN
easat-5668	155	25	of	of	ADP
easat-5668	155	26	true	true	ADJ
easat-5668	155	27	positives	positive	NOUN
easat-5668	155	28	,	,	PUNCT
easat-5668	155	29	and	and	CCONJ
easat-5668	155	30	in	in	ADP
easat-5668	155	31	image	image	NOUN
easat-5668	155	32	segmentation	segmentation	NOUN
easat-5668	155	33	tasks	task	NOUN
easat-5668	155	34	like	like	ADP
easat-5668	155	35	in	in	ADP
easat-5668	155	36	this	this	DET
easat-5668	155	37	work	work	NOUN
easat-5668	155	38	this	this	PRON
easat-5668	155	39	means	mean	VERB
easat-5668	155	40	that	that	SCONJ
easat-5668	155	41	there	there	PRON
easat-5668	155	42	is	be	VERB
easat-5668	155	43	a	a	DET
easat-5668	155	44	large	large	ADJ
easat-5668	155	45	area	area	NOUN
easat-5668	155	46	covered	cover	VERB
easat-5668	155	47	by	by	ADP
easat-5668	155	48	the	the	DET
easat-5668	155	49	cells	cell	NOUN
easat-5668	155	50	.	.	PUNCT
easat-5668	156	1	figure	figure	NOUN
easat-5668	156	2	2	2	NUM
easat-5668	156	3	.	.	PUNCT
easat-5668	157	1	iou	iou	NOUN
easat-5668	157	2	values	value	NOUN
easat-5668	157	3	for	for	ADP
easat-5668	157	4	different	different	ADJ
easat-5668	157	5	‘	'	PUNCT
easat-5668	157	6	optimizer	optimizer	NOUN
easat-5668	157	7	-	-	PUNCT
easat-5668	157	8	loss	loss	NOUN
easat-5668	157	9	function	function	NOUN
easat-5668	157	10	’	'	PUNCT
easat-5668	157	11	combinations	combination	NOUN
easat-5668	157	12	for	for	ADP
easat-5668	157	13	base	base	NOUN
easat-5668	157	14	u	u	ADJ
easat-5668	157	15	-	-	ADJ
easat-5668	157	16	net	net	ADJ
easat-5668	157	17	model	model	NOUN
easat-5668	157	18	:	:	PUNCT
easat-5668	157	19	a	a	X
easat-5668	157	20	)	)	PUNCT
easat-5668	157	21	the	the	DET
easat-5668	157	22	first	first	ADJ
easat-5668	157	23	40	40	NUM
easat-5668	157	24	epochs	epoch	NOUN
easat-5668	157	25	,	,	PUNCT
easat-5668	157	26	b	b	X
easat-5668	157	27	)	)	PUNCT
easat-5668	157	28	the	the	DET
easat-5668	157	29	whole	whole	ADJ
easat-5668	157	30	training	training	NOUN
easat-5668	157	31	.	.	PUNCT
easat-5668	158	1	when	when	SCONJ
easat-5668	158	2	comparing	compare	VERB
easat-5668	158	3	the	the	DET
easat-5668	158	4	loss	loss	NOUN
easat-5668	158	5	functions	function	NOUN
easat-5668	158	6	,	,	PUNCT
easat-5668	158	7	higher	high	ADJ
easat-5668	158	8	accuracy	accuracy	NOUN
easat-5668	158	9	metrics	metric	NOUN
easat-5668	158	10	are	be	AUX
easat-5668	158	11	observed	observe	VERB
easat-5668	158	12	for	for	ADP
easat-5668	158	13	two	two	NUM
easat-5668	158	14	combinations	combination	NOUN
easat-5668	158	15	of	of	ADP
easat-5668	158	16	hybrid	hybrid	ADJ
easat-5668	158	17	loss	loss	NOUN
easat-5668	158	18	function	function	NOUN
easat-5668	158	19	used	use	VERB
easat-5668	158	20	with	with	ADP
easat-5668	158	21	adam	adam	PROPN
easat-5668	158	22	optimizer	optimizer	NOUN
easat-5668	158	23	(	(	PUNCT
easat-5668	158	24	see	see	VERB
easat-5668	158	25	figure	figure	NOUN
easat-5668	158	26	3	3	NUM
easat-5668	158	27	)	)	PUNCT
easat-5668	158	28	.	.	PUNCT
easat-5668	159	1	these	these	DET
easat-5668	159	2	two	two	NUM
easat-5668	159	3	weighted	weight	VERB
easat-5668	159	4	loss	loss	NOUN
easat-5668	159	5	functions	function	NOUN
easat-5668	159	6	are	be	AUX
easat-5668	159	7	the	the	DET
easat-5668	159	8	combination	combination	NOUN
easat-5668	159	9	of	of	ADP
easat-5668	159	10	the	the	DET
easat-5668	159	11	dice	dice	NOUN
easat-5668	159	12	loss	loss	NOUN
easat-5668	159	13	with	with	ADP
easat-5668	159	14	the	the	DET
easat-5668	159	15	focal	focal	ADJ
easat-5668	159	16	loss	loss	NOUN
easat-5668	159	17	(	(	PUNCT
easat-5668	159	18	dice	dice	NOUN
easat-5668	159	19	-	-	PUNCT
easat-5668	159	20	focal	focal	ADJ
easat-5668	159	21	)	)	PUNCT
easat-5668	159	22	and	and	CCONJ
easat-5668	159	23	that	that	PRON
easat-5668	159	24	of	of	ADP
easat-5668	159	25	the	the	DET
easat-5668	159	26	binary	binary	PROPN
easat-5668	159	27	cross	cross	PROPN
easat-5668	159	28	entropy	entropy	PROPN
easat-5668	159	29	loss	loss	PROPN
easat-5668	159	30	with	with	ADP
easat-5668	159	31	jaccard	jaccard	ADJ
easat-5668	159	32	loss	loss	NOUN
easat-5668	159	33	function	function	NOUN
easat-5668	159	34	(	(	PUNCT
easat-5668	159	35	bce	bce	NOUN
easat-5668	159	36	-	-	PUNCT
easat-5668	159	37	jaccard	jaccard	ADJ
easat-5668	159	38	)	)	PUNCT
easat-5668	159	39	.	.	PUNCT
easat-5668	160	1	dice	dice	VERB
easat-5668	160	2	focal	focal	ADJ
easat-5668	160	3	loss	loss	NOUN
easat-5668	160	4	function	function	NOUN
easat-5668	160	5	combined	combine	VERB
easat-5668	160	6	with	with	ADP
easat-5668	160	7	adam	adam	PROPN
easat-5668	160	8	optimizer	optimizer	NOUN
easat-5668	160	9	has	have	VERB
easat-5668	160	10	the	the	DET
easat-5668	160	11	fastest	fast	ADJ
easat-5668	160	12	convergence	convergence	NOUN
easat-5668	160	13	and	and	CCONJ
easat-5668	160	14	also	also	ADV
easat-5668	160	15	reports	report	VERB
easat-5668	160	16	the	the	DET
easat-5668	160	17	lowest	low	ADJ
easat-5668	160	18	loss	loss	NOUN
easat-5668	160	19	function	function	NOUN
easat-5668	160	20	.	.	PUNCT
easat-5668	161	1	adagrad	adagrad	ADJ
easat-5668	161	2	is	be	AUX
easat-5668	161	3	found	find	VERB
easat-5668	161	4	to	to	PART
easat-5668	161	5	be	be	AUX
easat-5668	161	6	the	the	DET
easat-5668	161	7	worst	bad	ADJ
easat-5668	161	8	performing	perform	VERB
easat-5668	161	9	optimizer	optimizer	NOUN
easat-5668	161	10	.	.	PUNCT
easat-5668	162	1	previous	previous	ADJ
easat-5668	162	2	work	work	NOUN
easat-5668	162	3	showed	show	VERB
easat-5668	162	4	similar	similar	ADJ
easat-5668	162	5	results	result	NOUN
easat-5668	162	6	where	where	SCONJ
easat-5668	162	7	adagrad	adagrad	ADJ
easat-5668	162	8	was	be	AUX
easat-5668	162	9	found	find	VERB
easat-5668	162	10	to	to	PART
easat-5668	162	11	perform	perform	VERB
easat-5668	162	12	worse	bad	ADJ
easat-5668	162	13	than	than	ADP
easat-5668	162	14	rmsprop	rmsprop	NOUN
easat-5668	162	15	and	and	CCONJ
easat-5668	162	16	adam	adam	NOUN
easat-5668	162	17	on	on	ADP
easat-5668	162	18	weather	weather	NOUN
easat-5668	162	19	datasets	dataset	NOUN
easat-5668	162	20	[	[	X
easat-5668	162	21	28	28	NUM
easat-5668	162	22	]	]	PUNCT
easat-5668	162	23	.	.	PUNCT
easat-5668	163	1	1682	1682	NUM
easat-5668	163	2	edelweiss	edelweiss	PROPN
easat-5668	163	3	applied	apply	VERB
easat-5668	163	4	science	science	NOUN
easat-5668	163	5	and	and	CCONJ
easat-5668	163	6	technology	technology	NOUN
easat-5668	163	7	issn	issn	PROPN
easat-5668	163	8	:	:	PUNCT
easat-5668	163	9	2576	2576	NUM
easat-5668	163	10	-	-	SYM
easat-5668	163	11	8484	8484	NUM
easat-5668	163	12	vol	vol	NOUN
easat-5668	163	13	.	.	PROPN
easat-5668	164	1	9	9	NUM
easat-5668	164	2	,	,	PUNCT
easat-5668	164	3	no	no	INTJ
easat-5668	164	4	.	.	NOUN
easat-5668	165	1	3	3	NUM
easat-5668	165	2	:	:	PUNCT
easat-5668	165	3	1675	1675	NUM
easat-5668	165	4	-	-	SYM
easat-5668	165	5	1691	1691	NUM
easat-5668	165	6	,	,	PUNCT
easat-5668	165	7	2025	2025	NUM
easat-5668	165	8	doi	doi	NOUN
easat-5668	165	9	:	:	PUNCT
easat-5668	165	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	165	11	©	©	PROPN
easat-5668	165	12	2025	2025	NUM
easat-5668	165	13	by	by	ADP
easat-5668	165	14	the	the	DET
easat-5668	165	15	authors	author	NOUN
easat-5668	165	16	;	;	PUNCT
easat-5668	165	17	licensee	licensee	PROPN
easat-5668	165	18	learning	learn	VERB
easat-5668	165	19	gate	gate	PROPN
easat-5668	165	20	figure	figure	NOUN
easat-5668	165	21	3	3	NUM
easat-5668	165	22	.	.	PUNCT
easat-5668	165	23	training	train	VERB
easat-5668	165	24	metrics	metric	NOUN
easat-5668	165	25	for	for	ADP
easat-5668	165	26	bce	bce	PROPN
easat-5668	165	27	-	-	PUNCT
easat-5668	165	28	jaccard	jaccard	ADJ
easat-5668	165	29	combination	combination	NOUN
easat-5668	165	30	when	when	SCONJ
easat-5668	165	31	using	use	VERB
easat-5668	165	32	base	base	NOUN
easat-5668	165	33	,	,	PUNCT
easat-5668	165	34	postq	postq	NOUN
easat-5668	165	35	and	and	CCONJ
easat-5668	165	36	pruned	prune	VERB
easat-5668	165	37	u	u	NOUN
easat-5668	165	38	-	-	NOUN
easat-5668	165	39	nets	net	NOUN
easat-5668	165	40	.	.	PUNCT
easat-5668	166	1	the	the	DET
easat-5668	166	2	base	base	NOUN
easat-5668	166	3	combination	combination	NOUN
easat-5668	166	4	of	of	ADP
easat-5668	166	5	the	the	DET
easat-5668	166	6	optimizer	optimizer	NOUN
easat-5668	166	7	-	-	PUNCT
easat-5668	166	8	loss	loss	NOUN
easat-5668	166	9	function	function	NOUN
easat-5668	166	10	fusion	fusion	NOUN
easat-5668	166	11	is	be	AUX
easat-5668	166	12	adam	adam	PROPN
easat-5668	166	13	-	-	PUNCT
easat-5668	166	14	binary	binary	PROPN
easat-5668	166	15	cross	cross	PROPN
easat-5668	166	16	entropy	entropy	PROPN
easat-5668	166	17	.	.	PUNCT
easat-5668	167	1	the	the	DET
easat-5668	167	2	aim	aim	NOUN
easat-5668	167	3	is	be	AUX
easat-5668	167	4	to	to	PART
easat-5668	167	5	find	find	VERB
easat-5668	167	6	the	the	DET
easat-5668	167	7	best	good	ADJ
easat-5668	167	8	combination	combination	NOUN
easat-5668	167	9	that	that	PRON
easat-5668	167	10	provides	provide	VERB
easat-5668	167	11	the	the	DET
easat-5668	167	12	higher	high	ADJ
easat-5668	167	13	performance	performance	NOUN
easat-5668	167	14	in	in	ADP
easat-5668	167	15	the	the	DET
easat-5668	167	16	segmentation	segmentation	NOUN
easat-5668	167	17	of	of	ADP
easat-5668	167	18	the	the	DET
easat-5668	167	19	selected	select	VERB
easat-5668	167	20	dataset	dataset	NOUN
easat-5668	167	21	.	.	PUNCT
easat-5668	168	1	figure	figure	NOUN
easat-5668	168	2	4	4	NUM
easat-5668	168	3	shows	show	VERB
easat-5668	168	4	the	the	DET
easat-5668	168	5	visualization	visualization	NOUN
easat-5668	168	6	of	of	ADP
easat-5668	168	7	the	the	DET
easat-5668	168	8	evaluation	evaluation	NOUN
easat-5668	168	9	metrics	metric	NOUN
easat-5668	168	10	of	of	ADP
easat-5668	168	11	the	the	DET
easat-5668	168	12	training	training	NOUN
easat-5668	168	13	process	process	NOUN
easat-5668	168	14	for	for	ADP
easat-5668	168	15	base	base	NOUN
easat-5668	168	16	unet	unet	NOUN
easat-5668	168	17	,	,	PUNCT
easat-5668	168	18	postq	postq	NOUN
easat-5668	168	19	and	and	CCONJ
easat-5668	168	20	pruned	prune	VERB
easat-5668	168	21	.	.	PUNCT
easat-5668	169	1	the	the	DET
easat-5668	169	2	highest	high	ADJ
easat-5668	169	3	values	value	NOUN
easat-5668	169	4	are	be	AUX
easat-5668	169	5	reported	report	VERB
easat-5668	169	6	when	when	SCONJ
easat-5668	169	7	rmsprop	rmsprop	NOUN
easat-5668	169	8	and	and	CCONJ
easat-5668	169	9	adam	adam	PROPN
easat-5668	169	10	are	be	AUX
easat-5668	169	11	used	use	VERB
easat-5668	169	12	as	as	ADP
easat-5668	169	13	the	the	DET
easat-5668	169	14	optimizer	optimizer	NOUN
easat-5668	169	15	.	.	PUNCT
easat-5668	170	1	rmsprop	rmsprop	NOUN
easat-5668	170	2	outperforms	outperform	NOUN
easat-5668	170	3	the	the	DET
easat-5668	170	4	other	other	ADJ
easat-5668	170	5	optimizers	optimizer	NOUN
easat-5668	170	6	in	in	ADP
easat-5668	170	7	every	every	DET
easat-5668	170	8	model	model	NOUN
easat-5668	170	9	base	base	NOUN
easat-5668	170	10	,	,	PUNCT
easat-5668	170	11	postq	postq	NOUN
easat-5668	170	12	and	and	CCONJ
easat-5668	170	13	pruned	prune	VERB
easat-5668	170	14	u	u	NOUN
easat-5668	170	15	-	-	NOUN
easat-5668	170	16	net	net	ADJ
easat-5668	170	17	,	,	PUNCT
easat-5668	170	18	having	have	VERB
easat-5668	170	19	a	a	DET
easat-5668	170	20	very	very	ADV
easat-5668	170	21	slight	slight	ADJ
easat-5668	170	22	only	only	ADJ
easat-5668	170	23	difference	difference	NOUN
easat-5668	170	24	with	with	ADP
easat-5668	170	25	the	the	DET
easat-5668	170	26	adam	adam	PROPN
easat-5668	170	27	optimizer	optimizer	NOUN
easat-5668	170	28	.	.	PUNCT
easat-5668	171	1	the	the	DET
easat-5668	171	2	highest	high	ADJ
easat-5668	171	3	accuracy	accuracy	NOUN
easat-5668	171	4	metrics	metric	NOUN
easat-5668	171	5	are	be	AUX
easat-5668	171	6	observed	observe	VERB
easat-5668	171	7	when	when	SCONJ
easat-5668	171	8	it	it	PRON
easat-5668	171	9	is	be	AUX
easat-5668	171	10	combined	combine	VERB
easat-5668	171	11	with	with	ADP
easat-5668	171	12	pruned	prune	VERB
easat-5668	171	13	u	u	NOUN
easat-5668	171	14	-	-	NOUN
easat-5668	171	15	net	net	ADJ
easat-5668	171	16	.	.	PUNCT
easat-5668	172	1	previous	previous	ADJ
easat-5668	172	2	studies	study	NOUN
easat-5668	172	3	have	have	AUX
easat-5668	172	4	reported	report	VERB
easat-5668	172	5	a	a	DET
easat-5668	172	6	superior	superior	ADJ
easat-5668	172	7	performance	performance	NOUN
easat-5668	172	8	of	of	ADP
easat-5668	172	9	rmsprop	rmsprop	NOUN
easat-5668	172	10	in	in	ADP
easat-5668	172	11	similar	similar	ADJ
easat-5668	172	12	settings	setting	NOUN
easat-5668	172	13	[	[	X
easat-5668	172	14	29	29	NUM
easat-5668	172	15	]	]	PUNCT
easat-5668	172	16	.	.	PUNCT
easat-5668	173	1	the	the	DET
easat-5668	173	2	loss	loss	NOUN
easat-5668	173	3	functions	function	NOUN
easat-5668	173	4	that	that	PRON
easat-5668	173	5	are	be	AUX
easat-5668	173	6	taken	take	VERB
easat-5668	173	7	in	in	ADP
easat-5668	173	8	consideration	consideration	NOUN
easat-5668	173	9	are	be	AUX
easat-5668	173	10	hybrid	hybrid	ADJ
easat-5668	173	11	functions	function	NOUN
easat-5668	173	12	that	that	PRON
easat-5668	173	13	combine	combine	VERB
easat-5668	173	14	the	the	DET
easat-5668	173	15	most	most	ADV
easat-5668	173	16	common	common	ADJ
easat-5668	173	17	loss	loss	NOUN
easat-5668	173	18	functions	function	NOUN
easat-5668	173	19	from	from	ADP
easat-5668	173	20	the	the	DET
easat-5668	173	21	literature	literature	NOUN
easat-5668	173	22	.	.	PUNCT
easat-5668	174	1	figure	figure	NOUN
easat-5668	174	2	5	5	NUM
easat-5668	174	3	shows	show	VERB
easat-5668	174	4	their	their	PRON
easat-5668	174	5	training	training	NOUN
easat-5668	174	6	performance	performance	NOUN
easat-5668	174	7	on	on	ADP
easat-5668	174	8	different	different	ADJ
easat-5668	174	9	metrics	metric	NOUN
easat-5668	174	10	where	where	SCONJ
easat-5668	174	11	dice	dice	NOUN
easat-5668	174	12	-	-	PUNCT
easat-5668	174	13	focal	focal	ADJ
easat-5668	174	14	and	and	CCONJ
easat-5668	174	15	jaccard	jaccard	PROPN
easat-5668	174	16	-	-	PUNCT
easat-5668	174	17	bce	bce	PROPN
easat-5668	174	18	outperform	outperform	NOUN
easat-5668	174	19	the	the	DET
easat-5668	174	20	other	other	ADJ
easat-5668	174	21	loss	loss	NOUN
easat-5668	174	22	functions	function	NOUN
easat-5668	174	23	,	,	PUNCT
easat-5668	174	24	especially	especially	ADV
easat-5668	174	25	when	when	SCONJ
easat-5668	174	26	combined	combine	VERB
easat-5668	174	27	with	with	ADP
easat-5668	174	28	pruned	prune	VERB
easat-5668	174	29	u	u	NOUN
easat-5668	174	30	-	-	NOUN
easat-5668	174	31	net	net	ADJ
easat-5668	174	32	.	.	PUNCT
easat-5668	175	1	1683	1683	NUM
easat-5668	175	2	edelweiss	edelweiss	PROPN
easat-5668	175	3	applied	apply	VERB
easat-5668	175	4	science	science	NOUN
easat-5668	175	5	and	and	CCONJ
easat-5668	175	6	technology	technology	NOUN
easat-5668	175	7	issn	issn	PROPN
easat-5668	175	8	:	:	PUNCT
easat-5668	175	9	2576	2576	NUM
easat-5668	175	10	-	-	SYM
easat-5668	175	11	8484	8484	NUM
easat-5668	175	12	vol	vol	NOUN
easat-5668	175	13	.	.	PROPN
easat-5668	176	1	9	9	NUM
easat-5668	176	2	,	,	PUNCT
easat-5668	176	3	no	no	INTJ
easat-5668	176	4	.	.	NOUN
easat-5668	177	1	3	3	NUM
easat-5668	177	2	:	:	PUNCT
easat-5668	177	3	1675	1675	NUM
easat-5668	177	4	-	-	SYM
easat-5668	177	5	1691	1691	NUM
easat-5668	177	6	,	,	PUNCT
easat-5668	177	7	2025	2025	NUM
easat-5668	177	8	doi	doi	NOUN
easat-5668	177	9	:	:	PUNCT
easat-5668	177	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	177	11	©	©	PROPN
easat-5668	177	12	2025	2025	NUM
easat-5668	177	13	by	by	ADP
easat-5668	177	14	the	the	DET
easat-5668	177	15	authors	author	NOUN
easat-5668	177	16	;	;	PUNCT
easat-5668	178	1	licensee	licensee	PROPN
easat-5668	178	2	learning	learn	VERB
easat-5668	178	3	gate	gate	NOUN
easat-5668	178	4	figure	figure	NOUN
easat-5668	178	5	4	4	NUM
easat-5668	178	6	.	.	PUNCT
easat-5668	178	7	different	different	ADJ
easat-5668	178	8	optimizers	optimizer	NOUN
easat-5668	178	9	for	for	ADP
easat-5668	178	10	base	base	NOUN
easat-5668	178	11	,	,	PUNCT
easat-5668	178	12	postq	postq	NOUN
easat-5668	178	13	and	and	CCONJ
easat-5668	178	14	pruned	prune	VERB
easat-5668	178	15	u	u	ADJ
easat-5668	178	16	-	-	ADJ
easat-5668	178	17	net	net	ADJ
easat-5668	178	18	representations	representation	NOUN
easat-5668	178	19	of	of	ADP
easat-5668	178	20	the	the	DET
easat-5668	178	21	training	training	NOUN
easat-5668	178	22	evaluation	evaluation	NOUN
easat-5668	178	23	metrics	metric	NOUN
easat-5668	178	24	.	.	PUNCT
easat-5668	179	1	1684	1684	NUM
easat-5668	179	2	edelweiss	edelweiss	PROPN
easat-5668	179	3	applied	apply	VERB
easat-5668	179	4	science	science	NOUN
easat-5668	179	5	and	and	CCONJ
easat-5668	179	6	technology	technology	NOUN
easat-5668	179	7	issn	issn	PROPN
easat-5668	179	8	:	:	PUNCT
easat-5668	179	9	2576	2576	NUM
easat-5668	179	10	-	-	SYM
easat-5668	179	11	8484	8484	NUM
easat-5668	179	12	vol	vol	NOUN
easat-5668	179	13	.	.	PROPN
easat-5668	180	1	9	9	NUM
easat-5668	180	2	,	,	PUNCT
easat-5668	180	3	no	no	INTJ
easat-5668	180	4	.	.	NOUN
easat-5668	181	1	3	3	NUM
easat-5668	181	2	:	:	PUNCT
easat-5668	181	3	1675	1675	NUM
easat-5668	181	4	-	-	SYM
easat-5668	181	5	1691	1691	NUM
easat-5668	181	6	,	,	PUNCT
easat-5668	181	7	2025	2025	NUM
easat-5668	181	8	doi	doi	NOUN
easat-5668	181	9	:	:	PUNCT
easat-5668	181	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	181	11	©	©	PROPN
easat-5668	181	12	2025	2025	NUM
easat-5668	181	13	by	by	ADP
easat-5668	181	14	the	the	DET
easat-5668	181	15	authors	author	NOUN
easat-5668	181	16	;	;	PUNCT
easat-5668	181	17	licensee	licensee	PROPN
easat-5668	181	18	learning	learn	VERB
easat-5668	181	19	gate	gate	PROPN
easat-5668	181	20	figure	figure	NOUN
easat-5668	181	21	5	5	NUM
easat-5668	181	22	.	.	PUNCT
easat-5668	181	23	different	different	ADJ
easat-5668	181	24	loss	loss	NOUN
easat-5668	181	25	functions	function	NOUN
easat-5668	181	26	for	for	ADP
easat-5668	181	27	base	base	NOUN
easat-5668	181	28	,	,	PUNCT
easat-5668	181	29	postq	postq	NOUN
easat-5668	181	30	and	and	CCONJ
easat-5668	181	31	pruned	prune	VERB
easat-5668	181	32	u	u	ADJ
easat-5668	181	33	-	-	ADJ
easat-5668	181	34	net	net	ADJ
easat-5668	181	35	representations	representation	NOUN
easat-5668	181	36	of	of	ADP
easat-5668	181	37	the	the	DET
easat-5668	181	38	training	training	NOUN
easat-5668	181	39	evaluation	evaluation	NOUN
easat-5668	181	40	metrics	metric	NOUN
easat-5668	181	41	.	.	PUNCT
easat-5668	182	1	the	the	DET
easat-5668	182	2	convergence	convergence	NOUN
easat-5668	182	3	to	to	ADP
easat-5668	182	4	highest	high	ADJ
easat-5668	182	5	values	value	NOUN
easat-5668	182	6	is	be	AUX
easat-5668	182	7	observed	observe	VERB
easat-5668	182	8	over	over	ADP
easat-5668	182	9	the	the	DET
easat-5668	182	10	first	first	ADJ
easat-5668	182	11	40	40	NUM
easat-5668	182	12	epochs	epoch	NOUN
easat-5668	182	13	of	of	ADP
easat-5668	182	14	the	the	DET
easat-5668	182	15	training	training	NOUN
easat-5668	182	16	process	process	NOUN
easat-5668	182	17	and	and	CCONJ
easat-5668	182	18	is	be	AUX
easat-5668	182	19	associated	associate	VERB
easat-5668	182	20	with	with	ADP
easat-5668	182	21	a	a	DET
easat-5668	182	22	learning	learn	VERB
easat-5668	182	23	rate	rate	NOUN
easat-5668	182	24	of	of	ADP
easat-5668	182	25	10	10	NUM
easat-5668	182	26	-	-	SYM
easat-5668	182	27	4	4	NUM
easat-5668	182	28	and	and	CCONJ
easat-5668	182	29	after	after	ADP
easat-5668	182	30	the	the	DET
easat-5668	182	31	40th	40th	ADJ
easat-5668	182	32	epoch	epoch	NOUN
easat-5668	182	33	the	the	DET
easat-5668	182	34	learning	learning	NOUN
easat-5668	182	35	rate	rate	NOUN
easat-5668	182	36	drops	drop	VERB
easat-5668	182	37	down	down	ADP
easat-5668	182	38	to	to	ADP
easat-5668	182	39	10	10	NUM
easat-5668	182	40	-	-	SYM
easat-5668	182	41	7	7	NUM
easat-5668	182	42	.	.	PUNCT
easat-5668	183	1	learning	learn	VERB
easat-5668	183	2	rate	rate	NOUN
easat-5668	183	3	(	(	PUNCT
easat-5668	183	4	lr	lr	NOUN
easat-5668	183	5	)	)	PUNCT
easat-5668	183	6	is	be	AUX
easat-5668	183	7	an	an	DET
easat-5668	183	8	important	important	ADJ
easat-5668	183	9	parameter	parameter	NOUN
easat-5668	183	10	that	that	PRON
easat-5668	183	11	leads	lead	VERB
easat-5668	183	12	to	to	ADP
easat-5668	183	13	controlled	control	VERB
easat-5668	183	14	convergence	convergence	NOUN
easat-5668	183	15	to	to	ADP
easat-5668	183	16	local	local	ADJ
easat-5668	183	17	and	and	CCONJ
easat-5668	183	18	global	global	ADJ
easat-5668	183	19	minima	minima	NOUN
easat-5668	183	20	and	and	CCONJ
easat-5668	183	21	needs	need	VERB
easat-5668	183	22	control	control	NOUN
easat-5668	183	23	depending	depend	VERB
easat-5668	183	24	on	on	ADP
easat-5668	183	25	the	the	DET
easat-5668	183	26	tasks	task	NOUN
easat-5668	183	27	.	.	PUNCT
easat-5668	184	1	different	different	ADJ
easat-5668	184	2	control	control	NOUN
easat-5668	184	3	mechanisms	mechanism	NOUN
easat-5668	184	4	have	have	AUX
easat-5668	184	5	been	be	AUX
easat-5668	184	6	developed	develop	VERB
easat-5668	184	7	for	for	ADP
easat-5668	184	8	the	the	DET
easat-5668	184	9	learning	learning	NOUN
easat-5668	184	10	rate	rate	NOUN
easat-5668	184	11	including	include	VERB
easat-5668	184	12	exponential	exponential	ADJ
easat-5668	184	13	increase	increase	NOUN
easat-5668	184	14	after	after	ADP
easat-5668	184	15	each	each	DET
easat-5668	184	16	epoch	epoch	NOUN
easat-5668	184	17	[	[	X
easat-5668	184	18	30	30	NUM
easat-5668	184	19	]	]	PUNCT
easat-5668	184	20	.	.	PUNCT
easat-5668	185	1	lr	lr	NOUN
easat-5668	185	2	can	can	AUX
easat-5668	185	3	have	have	VERB
easat-5668	185	4	two	two	NUM
easat-5668	185	5	major	major	ADJ
easat-5668	185	6	regimes	regime	NOUN
easat-5668	185	7	of	of	ADP
easat-5668	185	8	low	low	ADJ
easat-5668	185	9	and	and	CCONJ
easat-5668	185	10	high	high	ADJ
easat-5668	185	11	lr	lr	NOUN
easat-5668	185	12	that	that	PRON
easat-5668	185	13	are	be	AUX
easat-5668	185	14	separated	separate	VERB
easat-5668	185	15	by	by	ADP
easat-5668	185	16	a	a	DET
easat-5668	185	17	phase	phase	NOUN
easat-5668	185	18	transition	transition	NOUN
easat-5668	185	19	[	[	X
easat-5668	185	20	31	31	NUM
easat-5668	185	21	]	]	PUNCT
easat-5668	185	22	.	.	PUNCT
easat-5668	186	1	depending	depend	VERB
easat-5668	186	2	on	on	ADP
easat-5668	186	3	the	the	DET
easat-5668	186	4	architecture	architecture	NOUN
easat-5668	186	5	used	use	VERB
easat-5668	186	6	,	,	PUNCT
easat-5668	186	7	lr	lr	X
easat-5668	186	8	does	do	AUX
easat-5668	186	9	have	have	VERB
easat-5668	186	10	a	a	DET
easat-5668	186	11	narrow	narrow	ADJ
easat-5668	186	12	and	and	CCONJ
easat-5668	186	13	stable	stable	ADJ
easat-5668	186	14	regime	regime	NOUN
easat-5668	186	15	.	.	PUNCT
easat-5668	187	1	in	in	ADP
easat-5668	187	2	order	order	NOUN
easat-5668	187	3	to	to	PART
easat-5668	187	4	ensure	ensure	VERB
easat-5668	187	5	a	a	DET
easat-5668	187	6	gradual	gradual	ADJ
easat-5668	187	7	convergence	convergence	NOUN
easat-5668	187	8	its	its	PRON
easat-5668	187	9	decay	decay	NOUN
easat-5668	187	10	is	be	AUX
easat-5668	187	11	often	often	ADV
easat-5668	187	12	employed	employ	VERB
easat-5668	187	13	.	.	PUNCT
easat-5668	188	1	this	this	DET
easat-5668	188	2	contribution	contribution	NOUN
easat-5668	188	3	can	can	AUX
easat-5668	188	4	be	be	AUX
easat-5668	188	5	substituted	substitute	VERB
easat-5668	188	6	intuitively	intuitively	ADV
easat-5668	188	7	by	by	ADP
easat-5668	188	8	increasing	increase	VERB
easat-5668	188	9	the	the	DET
easat-5668	188	10	batch	batch	NOUN
easat-5668	188	11	size	size	NOUN
easat-5668	188	12	during	during	ADP
easat-5668	188	13	training	training	NOUN
easat-5668	188	14	as	as	SCONJ
easat-5668	188	15	reported	report	VERB
easat-5668	188	16	in	in	ADP
easat-5668	188	17	several	several	ADJ
easat-5668	188	18	studies	study	NOUN
easat-5668	188	19	[	[	X
easat-5668	188	20	20	20	NUM
easat-5668	188	21	,	,	PUNCT
easat-5668	188	22	32	32	NUM
easat-5668	188	23	]	]	PUNCT
easat-5668	188	24	.	.	PUNCT
easat-5668	189	1	the	the	DET
easat-5668	189	2	same	same	ADJ
easat-5668	189	3	effect	effect	NOUN
easat-5668	189	4	was	be	AUX
easat-5668	189	5	observed	observe	VERB
easat-5668	189	6	in	in	ADP
easat-5668	189	7	this	this	DET
easat-5668	189	8	work	work	NOUN
easat-5668	189	9	as	as	ADP
easat-5668	189	10	a	a	DET
easat-5668	189	11	higher	high	ADJ
easat-5668	189	12	accuracy	accuracy	NOUN
easat-5668	189	13	in	in	ADP
easat-5668	189	14	the	the	DET
easat-5668	189	15	testing	testing	NOUN
easat-5668	189	16	phase	phase	NOUN
easat-5668	189	17	and	and	CCONJ
easat-5668	189	18	a	a	DET
easat-5668	189	19	faster	fast	ADJ
easat-5668	189	20	training	training	NOUN
easat-5668	189	21	time	time	NOUN
easat-5668	189	22	was	be	AUX
easat-5668	189	23	observed	observe	VERB
easat-5668	189	24	when	when	SCONJ
easat-5668	189	25	the	the	DET
easat-5668	189	26	batch	batch	NOUN
easat-5668	189	27	size	size	NOUN
easat-5668	189	28	was	be	AUX
easat-5668	189	29	increased	increase	VERB
easat-5668	189	30	from	from	ADP
easat-5668	189	31	two	two	NUM
easat-5668	189	32	to	to	PART
easat-5668	189	33	six	six	NUM
easat-5668	189	34	(	(	PUNCT
easat-5668	189	35	see	see	VERB
easat-5668	189	36	figure	figure	NOUN
easat-5668	189	37	6	6	NUM
easat-5668	189	38	below	below	ADV
easat-5668	189	39	)	)	PUNCT
easat-5668	189	40	.	.	PUNCT
easat-5668	190	1	precision	precision	NOUN
easat-5668	190	2	was	be	AUX
easat-5668	190	3	97.32	97.32	NUM
easat-5668	190	4	%	%	NOUN
easat-5668	190	5	when	when	SCONJ
easat-5668	190	6	trained	train	VERB
easat-5668	190	7	with	with	ADP
easat-5668	190	8	batch	batch	NOUN
easat-5668	190	9	size	size	NOUN
easat-5668	190	10	of	of	ADP
easat-5668	190	11	six	six	NUM
easat-5668	190	12	and	and	CCONJ
easat-5668	190	13	96.43	96.43	NUM
easat-5668	190	14	%	%	NOUN
easat-5668	190	15	for	for	ADP
easat-5668	190	16	a	a	DET
easat-5668	190	17	batch	batch	NOUN
easat-5668	190	18	size	size	NOUN
easat-5668	190	19	of	of	ADP
easat-5668	190	20	two	two	NUM
easat-5668	190	21	.	.	PUNCT
easat-5668	191	1	when	when	SCONJ
easat-5668	191	2	using	use	VERB
easat-5668	191	3	the	the	DET
easat-5668	191	4	same	same	ADJ
easat-5668	191	5	loss	loss	NOUN
easat-5668	191	6	function	function	NOUN
easat-5668	191	7	,	,	PUNCT
easat-5668	191	8	rmsprop	rmsprop	NOUN
easat-5668	191	9	performs	perform	VERB
easat-5668	191	10	as	as	ADP
easat-5668	191	11	the	the	DET
easat-5668	191	12	top	top	ADJ
easat-5668	191	13	optimizer	optimizer	NOUN
easat-5668	191	14	with	with	ADP
easat-5668	191	15	high	high	ADJ
easat-5668	191	16	convergence	convergence	NOUN
easat-5668	191	17	rate	rate	NOUN
easat-5668	191	18	and	and	CCONJ
easat-5668	191	19	high	high	ADJ
easat-5668	191	20	accuracy	accuracy	NOUN
easat-5668	191	21	.	.	PUNCT
easat-5668	192	1	1685	1685	NUM
easat-5668	192	2	edelweiss	edelweiss	PROPN
easat-5668	192	3	applied	apply	VERB
easat-5668	192	4	science	science	NOUN
easat-5668	192	5	and	and	CCONJ
easat-5668	192	6	technology	technology	NOUN
easat-5668	192	7	issn	issn	PROPN
easat-5668	192	8	:	:	PUNCT
easat-5668	192	9	2576	2576	NUM
easat-5668	192	10	-	-	SYM
easat-5668	192	11	8484	8484	NUM
easat-5668	192	12	vol	vol	NOUN
easat-5668	192	13	.	.	PROPN
easat-5668	193	1	9	9	NUM
easat-5668	193	2	,	,	PUNCT
easat-5668	193	3	no	no	INTJ
easat-5668	193	4	.	.	NOUN
easat-5668	194	1	3	3	NUM
easat-5668	194	2	:	:	PUNCT
easat-5668	194	3	1675	1675	NUM
easat-5668	194	4	-	-	SYM
easat-5668	194	5	1691	1691	NUM
easat-5668	194	6	,	,	PUNCT
easat-5668	194	7	2025	2025	NUM
easat-5668	194	8	doi	doi	NOUN
easat-5668	194	9	:	:	PUNCT
easat-5668	194	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	194	11	©	©	PROPN
easat-5668	194	12	2025	2025	NUM
easat-5668	194	13	by	by	ADP
easat-5668	194	14	the	the	DET
easat-5668	194	15	authors	author	NOUN
easat-5668	194	16	;	;	PUNCT
easat-5668	194	17	licensee	licensee	PROPN
easat-5668	194	18	learning	learn	VERB
easat-5668	194	19	gate	gate	PROPN
easat-5668	194	20	figure	figure	NOUN
easat-5668	194	21	6	6	NUM
easat-5668	194	22	.	.	NUM
easat-5668	194	23	quantized	quantize	VERB
easat-5668	194	24	during	during	ADP
easat-5668	194	25	the	the	DET
easat-5668	194	26	training	training	NOUN
easat-5668	194	27	model	model	NOUN
easat-5668	194	28	for	for	ADP
easat-5668	194	29	batch	batch	NOUN
easat-5668	194	30	size	size	NOUN
easat-5668	194	31	2	2	NUM
easat-5668	194	32	and	and	CCONJ
easat-5668	194	33	6	6	NUM
easat-5668	194	34	.	.	NOUN
easat-5668	194	35	5	5	NUM
easat-5668	194	36	.	.	X
easat-5668	195	1	discussion	discussion	NOUN
easat-5668	195	2	the	the	DET
easat-5668	195	3	trained	train	VERB
easat-5668	195	4	models	model	NOUN
easat-5668	195	5	are	be	AUX
easat-5668	195	6	used	use	VERB
easat-5668	195	7	to	to	PART
easat-5668	195	8	test	test	VERB
easat-5668	195	9	another	another	DET
easat-5668	195	10	blind	blind	ADJ
easat-5668	195	11	dataset	dataset	NOUN
easat-5668	195	12	,	,	PUNCT
easat-5668	195	13	selected	select	VERB
easat-5668	195	14	randomly	randomly	ADV
easat-5668	195	15	for	for	ADP
easat-5668	195	16	every	every	DET
easat-5668	195	17	combination	combination	NOUN
easat-5668	195	18	,	,	PUNCT
easat-5668	195	19	and	and	CCONJ
easat-5668	195	20	left	leave	VERB
easat-5668	195	21	purposely	purposely	ADV
easat-5668	195	22	out	out	ADP
easat-5668	195	23	of	of	ADP
easat-5668	195	24	the	the	DET
easat-5668	195	25	training	training	NOUN
easat-5668	195	26	and	and	CCONJ
easat-5668	195	27	validation	validation	NOUN
easat-5668	195	28	process	process	NOUN
easat-5668	195	29	in	in	ADP
easat-5668	195	30	order	order	NOUN
easat-5668	195	31	to	to	PART
easat-5668	195	32	evaluate	evaluate	VERB
easat-5668	195	33	their	their	PRON
easat-5668	195	34	performance	performance	NOUN
easat-5668	195	35	.	.	PUNCT
easat-5668	196	1	table	table	NOUN
easat-5668	196	2	3	3	NUM
easat-5668	196	3	summarizes	summarize	VERB
easat-5668	196	4	the	the	DET
easat-5668	196	5	results	result	NOUN
easat-5668	196	6	of	of	ADP
easat-5668	196	7	all	all	DET
easat-5668	196	8	combinations	combination	NOUN
easat-5668	196	9	for	for	ADP
easat-5668	196	10	base	base	NOUN
easat-5668	196	11	,	,	PUNCT
easat-5668	196	12	during	during	ADP
easat-5668	196	13	training	training	NOUN
easat-5668	196	14	/	/	SYM
easat-5668	196	15	post	post	NOUN
easat-5668	196	16	quantization	quantization	NOUN
easat-5668	196	17	and	and	CCONJ
easat-5668	196	18	pruned	prune	VERB
easat-5668	196	19	u	u	ADJ
easat-5668	196	20	-	-	ADJ
easat-5668	196	21	net	net	ADJ
easat-5668	196	22	models	model	NOUN
easat-5668	196	23	by	by	ADP
easat-5668	196	24	showing	show	VERB
easat-5668	196	25	the	the	DET
easat-5668	196	26	average	average	NOUN
easat-5668	196	27	of	of	ADP
easat-5668	196	28	each	each	DET
easat-5668	196	29	metric	metric	NOUN
easat-5668	196	30	of	of	ADP
easat-5668	196	31	the	the	DET
easat-5668	196	32	testing	testing	NOUN
easat-5668	196	33	phase	phase	NOUN
easat-5668	196	34	.	.	PUNCT
easat-5668	197	1	the	the	DET
easat-5668	197	2	metrics	metric	NOUN
easat-5668	197	3	used	use	VERB
easat-5668	197	4	are	be	AUX
easat-5668	197	5	accuracy	accuracy	NOUN
easat-5668	197	6	,	,	PUNCT
easat-5668	197	7	f1	f1	NOUN
easat-5668	197	8	score	score	NOUN
easat-5668	197	9	,	,	PUNCT
easat-5668	197	10	jaccard	jaccard	ADJ
easat-5668	197	11	,	,	PUNCT
easat-5668	197	12	recall	recall	NOUN
easat-5668	197	13	and	and	CCONJ
easat-5668	197	14	precision	precision	NOUN
easat-5668	197	15	.	.	PUNCT
easat-5668	198	1	figure	figure	NOUN
easat-5668	198	2	7	7	NUM
easat-5668	198	3	provides	provide	VERB
easat-5668	198	4	the	the	DET
easat-5668	198	5	grid	grid	NOUN
easat-5668	198	6	heatmap	heatmap	NOUN
easat-5668	198	7	of	of	ADP
easat-5668	198	8	the	the	DET
easat-5668	198	9	metrics	metric	NOUN
easat-5668	198	10	of	of	ADP
easat-5668	198	11	the	the	DET
easat-5668	198	12	testing	testing	NOUN
easat-5668	198	13	process	process	NOUN
easat-5668	198	14	and	and	CCONJ
easat-5668	198	15	it	it	PRON
easat-5668	198	16	is	be	AUX
easat-5668	198	17	notable	notable	ADJ
easat-5668	198	18	that	that	SCONJ
easat-5668	198	19	jaccard	jaccard	PROPN
easat-5668	198	20	has	have	VERB
easat-5668	198	21	the	the	DET
easat-5668	198	22	lowest	low	ADJ
easat-5668	198	23	values	value	NOUN
easat-5668	198	24	compared	compare	VERB
easat-5668	198	25	to	to	ADP
easat-5668	198	26	other	other	ADJ
easat-5668	198	27	metrics	metric	NOUN
easat-5668	198	28	while	while	SCONJ
easat-5668	198	29	the	the	DET
easat-5668	198	30	combination	combination	NOUN
easat-5668	198	31	bce	bce	NOUN
easat-5668	198	32	-	-	PUNCT
easat-5668	198	33	adagrad	adagrad	NOUN
easat-5668	198	34	provides	provide	VERB
easat-5668	198	35	the	the	DET
easat-5668	198	36	lowest	low	ADJ
easat-5668	198	37	results	result	NOUN
easat-5668	198	38	compared	compare	VERB
easat-5668	198	39	to	to	ADP
easat-5668	198	40	others	other	NOUN
easat-5668	198	41	models	model	NOUN
easat-5668	198	42	and	and	CCONJ
easat-5668	198	43	combinations	combination	NOUN
easat-5668	198	44	.	.	PUNCT
easat-5668	199	1	pruned	prune	VERB
easat-5668	199	2	u	u	NOUN
easat-5668	199	3	-	-	ADJ
easat-5668	199	4	net	net	ADJ
easat-5668	199	5	outperforms	outperform	NOUN
easat-5668	199	6	the	the	DET
easat-5668	199	7	other	other	ADJ
easat-5668	199	8	architectures	architecture	NOUN
easat-5668	199	9	by	by	ADP
easat-5668	199	10	having	have	VERB
easat-5668	199	11	the	the	DET
easat-5668	199	12	highest	high	ADJ
easat-5668	199	13	f1	f1	NOUN
easat-5668	199	14	score	score	NOUN
easat-5668	199	15	,	,	PUNCT
easat-5668	199	16	jaccard	jaccard	ADJ
easat-5668	199	17	and	and	CCONJ
easat-5668	199	18	accuracy	accuracy	NOUN
easat-5668	199	19	(	(	PUNCT
easat-5668	199	20	~0.95	~0.95	NOUN
easat-5668	199	21	,	,	PUNCT
easat-5668	199	22	0.90	0.90	NUM
easat-5668	199	23	and	and	CCONJ
easat-5668	199	24	0.95	0.95	NUM
easat-5668	199	25	respectively	respectively	ADV
easat-5668	199	26	)	)	PUNCT
easat-5668	199	27	.	.	PUNCT
easat-5668	200	1	base	base	PROPN
easat-5668	200	2	u	u	NOUN
easat-5668	200	3	-	-	NOUN
easat-5668	200	4	net	net	ADJ
easat-5668	200	5	and	and	CCONJ
easat-5668	200	6	duringtq	duringtq	NOUN
easat-5668	200	7	u	u	PROPN
easat-5668	200	8	-	-	NOUN
easat-5668	200	9	net	net	ADJ
easat-5668	200	10	show	show	VERB
easat-5668	200	11	similar	similar	ADJ
easat-5668	200	12	results	result	NOUN
easat-5668	200	13	,	,	PUNCT
easat-5668	200	14	and	and	CCONJ
easat-5668	200	15	postq	postq	VERB
easat-5668	200	16	u	u	NOUN
easat-5668	200	17	-	-	NOUN
easat-5668	200	18	net	net	NOUN
easat-5668	200	19	sometimes	sometimes	ADV
easat-5668	200	20	has	have	VERB
easat-5668	200	21	a	a	DET
easat-5668	200	22	slight	slight	ADJ
easat-5668	200	23	drop	drop	NOUN
easat-5668	200	24	on	on	ADP
easat-5668	200	25	the	the	DET
easat-5668	200	26	values	value	NOUN
easat-5668	200	27	of	of	ADP
easat-5668	200	28	recall	recall	NOUN
easat-5668	200	29	,	,	PUNCT
easat-5668	200	30	but	but	CCONJ
easat-5668	200	31	also	also	ADV
easat-5668	200	32	exhibiting	exhibit	VERB
easat-5668	200	33	an	an	DET
easat-5668	200	34	improved	improved	ADJ
easat-5668	200	35	precision	precision	NOUN
easat-5668	200	36	in	in	ADP
easat-5668	200	37	several	several	ADJ
easat-5668	200	38	scenarios	scenario	NOUN
easat-5668	200	39	.	.	PUNCT
easat-5668	201	1	1686	1686	NUM
easat-5668	201	2	edelweiss	edelweiss	PROPN
easat-5668	201	3	applied	apply	VERB
easat-5668	201	4	science	science	NOUN
easat-5668	201	5	and	and	CCONJ
easat-5668	201	6	technology	technology	NOUN
easat-5668	201	7	issn	issn	PROPN
easat-5668	201	8	:	:	PUNCT
easat-5668	201	9	2576	2576	NUM
easat-5668	201	10	-	-	SYM
easat-5668	201	11	8484	8484	NUM
easat-5668	201	12	vol	vol	NOUN
easat-5668	201	13	.	.	PROPN
easat-5668	202	1	9	9	NUM
easat-5668	202	2	,	,	PUNCT
easat-5668	202	3	no	no	INTJ
easat-5668	202	4	.	.	NOUN
easat-5668	203	1	3	3	NUM
easat-5668	203	2	:	:	PUNCT
easat-5668	203	3	1675	1675	NUM
easat-5668	203	4	-	-	SYM
easat-5668	203	5	1691	1691	NUM
easat-5668	203	6	,	,	PUNCT
easat-5668	203	7	2025	2025	NUM
easat-5668	203	8	doi	doi	NOUN
easat-5668	203	9	:	:	PUNCT
easat-5668	203	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	203	11	©	©	PROPN
easat-5668	203	12	2025	2025	NUM
easat-5668	203	13	by	by	ADP
easat-5668	203	14	the	the	DET
easat-5668	203	15	authors	author	NOUN
easat-5668	203	16	;	;	PUNCT
easat-5668	203	17	licensee	licensee	PROPN
easat-5668	203	18	learning	learn	VERB
easat-5668	203	19	gate	gate	NOUN
easat-5668	203	20	figure	figure	NOUN
easat-5668	203	21	7	7	NUM
easat-5668	203	22	.	.	PUNCT
easat-5668	204	1	grid	grid	NOUN
easat-5668	204	2	heatmap	heatmap	NOUN
easat-5668	204	3	of	of	ADP
easat-5668	204	4	metrics	metric	NOUN
easat-5668	204	5	of	of	ADP
easat-5668	204	6	the	the	DET
easat-5668	204	7	testing	testing	NOUN
easat-5668	204	8	phase	phase	NOUN
easat-5668	204	9	for	for	ADP
easat-5668	204	10	all	all	DET
easat-5668	204	11	combinations	combination	NOUN
easat-5668	204	12	.	.	PUNCT
easat-5668	205	1	by	by	ADP
easat-5668	205	2	analysing	analyse	VERB
easat-5668	205	3	the	the	DET
easat-5668	205	4	testing	testing	NOUN
easat-5668	205	5	score	score	NOUN
easat-5668	205	6	metrics	metric	NOUN
easat-5668	205	7	,	,	PUNCT
easat-5668	205	8	it	it	PRON
easat-5668	205	9	is	be	AUX
easat-5668	205	10	obvious	obvious	ADJ
easat-5668	205	11	that	that	SCONJ
easat-5668	205	12	pruned	prune	VERB
easat-5668	205	13	u	u	ADJ
easat-5668	205	14	-	-	ADJ
easat-5668	205	15	net	net	ADJ
easat-5668	205	16	outperforms	outperform	NOUN
easat-5668	205	17	the	the	DET
easat-5668	205	18	other	other	ADJ
easat-5668	205	19	models	model	NOUN
easat-5668	205	20	consistently	consistently	ADV
easat-5668	205	21	.	.	PUNCT
easat-5668	206	1	during	during	ADP
easat-5668	206	2	the	the	DET
easat-5668	206	3	training	training	NOUN
easat-5668	206	4	process	process	NOUN
easat-5668	206	5	,	,	PUNCT
easat-5668	206	6	rmsprop	rmsprop	NOUN
easat-5668	206	7	optimizer	optimizer	NOUN
easat-5668	206	8	was	be	AUX
easat-5668	206	9	noted	note	VERB
easat-5668	206	10	to	to	PART
easat-5668	206	11	perform	perform	VERB
easat-5668	206	12	best	well	ADV
easat-5668	206	13	compared	compare	VERB
easat-5668	206	14	to	to	ADP
easat-5668	206	15	the	the	DET
easat-5668	206	16	other	other	ADJ
easat-5668	206	17	optimizers	optimizer	NOUN
easat-5668	206	18	,	,	PUNCT
easat-5668	206	19	however	however	ADV
easat-5668	206	20	,	,	PUNCT
easat-5668	206	21	the	the	DET
easat-5668	206	22	higher	high	ADJ
easat-5668	206	23	performance	performance	NOUN
easat-5668	206	24	was	be	AUX
easat-5668	206	25	not	not	PART
easat-5668	206	26	reconfirmed	reconfirm	VERB
easat-5668	206	27	during	during	ADP
easat-5668	206	28	testing	testing	NOUN
easat-5668	206	29	.	.	PUNCT
easat-5668	207	1	during	during	ADP
easat-5668	207	2	the	the	DET
easat-5668	207	3	testing	testing	NOUN
easat-5668	207	4	phase	phase	NOUN
easat-5668	207	5	adam	adam	PROPN
easat-5668	207	6	has	have	VERB
easat-5668	207	7	slightly	slightly	ADV
easat-5668	207	8	higher	high	ADJ
easat-5668	207	9	accuracy	accuracy	NOUN
easat-5668	207	10	(	(	PUNCT
easat-5668	207	11	~0.94	~0.94	NOUN
easat-5668	207	12	-	-	SYM
easat-5668	207	13	0.95	0.95	NUM
easat-5668	207	14	f1	f1	NOUN
easat-5668	207	15	score	score	NOUN
easat-5668	207	16	values	value	NOUN
easat-5668	207	17	and	and	CCONJ
easat-5668	207	18	0.95	0.95	NUM
easat-5668	207	19	accuracy	accuracy	NOUN
easat-5668	207	20	)	)	PUNCT
easat-5668	207	21	compared	compare	VERB
easat-5668	207	22	to	to	ADP
easat-5668	207	23	rmsprop	rmsprop	NOUN
easat-5668	207	24	(	(	PUNCT
easat-5668	207	25	~0.94	~0.94	NOUN
easat-5668	207	26	-	-	SYM
easat-5668	207	27	0.95	0.95	NUM
easat-5668	207	28	accuracy	accuracy	NOUN
easat-5668	207	29	)	)	PUNCT
easat-5668	207	30	.	.	PUNCT
easat-5668	208	1	this	this	DET
easat-5668	208	2	small	small	ADJ
easat-5668	208	3	difference	difference	NOUN
easat-5668	208	4	may	may	AUX
easat-5668	208	5	also	also	ADV
easat-5668	208	6	come	come	VERB
easat-5668	208	7	from	from	ADP
easat-5668	208	8	the	the	DET
easat-5668	208	9	randomly	randomly	ADV
easat-5668	208	10	selected	select	VERB
easat-5668	208	11	images	image	NOUN
easat-5668	208	12	left	leave	VERB
easat-5668	208	13	out	out	ADP
easat-5668	208	14	for	for	ADP
easat-5668	208	15	testing	testing	NOUN
easat-5668	208	16	.	.	PUNCT
easat-5668	209	1	adagrad	adagrad	PROPN
easat-5668	209	2	has	have	VERB
easat-5668	209	3	the	the	DET
easat-5668	209	4	lowest	low	ADJ
easat-5668	209	5	performance	performance	NOUN
easat-5668	209	6	,	,	PUNCT
easat-5668	209	7	with	with	SCONJ
easat-5668	209	8	accuracy	accuracy	NOUN
easat-5668	209	9	values	value	NOUN
easat-5668	209	10	dropped	drop	VERB
easat-5668	209	11	to	to	ADP
easat-5668	209	12	~0.82	~0.82	NOUN
easat-5668	209	13	-	-	SYM
easat-5668	209	14	0.87	0.87	NUM
easat-5668	209	15	and	and	CCONJ
easat-5668	209	16	f1	f1	NOUN
easat-5668	209	17	score	score	NOUN
easat-5668	209	18	values	value	NOUN
easat-5668	209	19	among	among	ADP
easat-5668	209	20	the	the	DET
easat-5668	209	21	range	range	NOUN
easat-5668	209	22	of	of	ADP
easat-5668	209	23	[	[	X
easat-5668	209	24	0.80,0.85	0.80,0.85	X
easat-5668	209	25	]	]	X
easat-5668	209	26	.	.	PUNCT
easat-5668	210	1	1687	1687	NUM
easat-5668	210	2	edelweiss	edelweiss	PROPN
easat-5668	210	3	applied	apply	VERB
easat-5668	210	4	science	science	NOUN
easat-5668	210	5	and	and	CCONJ
easat-5668	210	6	technology	technology	NOUN
easat-5668	210	7	issn	issn	PROPN
easat-5668	210	8	:	:	PUNCT
easat-5668	210	9	2576	2576	NUM
easat-5668	210	10	-	-	SYM
easat-5668	210	11	8484	8484	NUM
easat-5668	210	12	vol	vol	NOUN
easat-5668	210	13	.	.	PROPN
easat-5668	211	1	9	9	NUM
easat-5668	211	2	,	,	PUNCT
easat-5668	211	3	no	no	INTJ
easat-5668	211	4	.	.	NOUN
easat-5668	212	1	3	3	NUM
easat-5668	212	2	:	:	PUNCT
easat-5668	212	3	1675	1675	NUM
easat-5668	212	4	-	-	SYM
easat-5668	212	5	1691	1691	NUM
easat-5668	212	6	,	,	PUNCT
easat-5668	212	7	2025	2025	NUM
easat-5668	212	8	doi	doi	NOUN
easat-5668	212	9	:	:	PUNCT
easat-5668	212	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	212	11	©	©	PROPN
easat-5668	212	12	2025	2025	NUM
easat-5668	212	13	by	by	ADP
easat-5668	212	14	the	the	DET
easat-5668	212	15	authors	author	NOUN
easat-5668	212	16	;	;	PUNCT
easat-5668	212	17	licensee	licensee	PROPN
easat-5668	212	18	learning	learn	VERB
easat-5668	212	19	gate	gate	NOUN
easat-5668	212	20	table	table	NOUN
easat-5668	212	21	3	3	NUM
easat-5668	212	22	.	.	PUNCT
easat-5668	212	23	evaluation	evaluation	NOUN
easat-5668	212	24	metrics	metric	NOUN
easat-5668	212	25	for	for	ADP
easat-5668	212	26	the	the	DET
easat-5668	212	27	testing	testing	NOUN
easat-5668	212	28	phase	phase	NOUN
easat-5668	212	29	of	of	ADP
easat-5668	212	30	all	all	DET
easat-5668	212	31	different	different	ADJ
easat-5668	212	32	combinations	combination	NOUN
easat-5668	212	33	.	.	PUNCT
easat-5668	213	1	combination	combination	NOUN
easat-5668	213	2	model	model	NOUN
easat-5668	213	3	accuracy	accuracy	NOUN
easat-5668	213	4	f1	f1	PROPN
easat-5668	213	5	jaccard	jaccard	PROPN
easat-5668	213	6	recall	recall	PROPN
easat-5668	213	7	precision	precision	PROPN
easat-5668	213	8	bce	bce	PROPN
easat-5668	213	9	-	-	PUNCT
easat-5668	213	10	adam	adam	ADJ
easat-5668	213	11	base	base	NOUN
easat-5668	213	12	0.9535	0.9535	NUM
easat-5668	213	13	0.9395	0.9395	NUM
easat-5668	214	1	0.8941	0.8941	NUM
easat-5668	214	2	0.9394	0.9394	NUM
easat-5668	214	3	0.9427	0.9427	NUM
easat-5668	214	4	postq	postq	NOUN
easat-5668	214	5	0.9531	0.9531	NUM
easat-5668	214	6	0.9415	0.9415	NUM
easat-5668	214	7	0.8962	0.8962	NUM
easat-5668	214	8	0.9376	0.9376	NUM
easat-5668	214	9	0.9508	0.9508	NUM
easat-5668	214	10	duringtq	duringtq	NOUN
easat-5668	214	11	0.9527	0.9527	NUM
easat-5668	214	12	0.9387	0.9387	NUM
easat-5668	214	13	0.8925	0.8925	NUM
easat-5668	214	14	0.9253	0.9253	NUM
easat-5668	214	15	0.9594	0.9594	NUM
easat-5668	214	16	pruned	prune	VERB
easat-5668	214	17	0.9542	0.9542	NUM
easat-5668	214	18	0.9444	0.9444	NUM
easat-5668	214	19	0.8992	0.8992	NUM
easat-5668	214	20	0.9480	0.9480	NUM
easat-5668	214	21	0.9446	0.9446	NUM
easat-5668	214	22	bce	bce	PROPN
easat-5668	214	23	-	-	PUNCT
easat-5668	214	24	nadam	nadam	PROPN
easat-5668	214	25	base	base	PROPN
easat-5668	214	26	0.9496	0.9496	NUM
easat-5668	214	27	0.9359	0.9359	NUM
easat-5668	214	28	0.8877	0.8877	NUM
easat-5668	214	29	0.9348	0.9348	NUM
easat-5668	214	30	0.9403	0.9403	NUM
easat-5668	214	31	postq	postq	VERB
easat-5668	214	32	0.9485	0.9485	NUM
easat-5668	214	33	0.9340	0.9340	NUM
easat-5668	214	34	0.8850	0.8850	NUM
easat-5668	214	35	0.9309	0.9309	NUM
easat-5668	214	36	0.9450	0.9450	NUM
easat-5668	214	37	duringtq	duringtq	NOUN
easat-5668	214	38	0.9496	0.9496	NUM
easat-5668	214	39	0.9331	0.9331	NUM
easat-5668	214	40	0.8849	0.8849	NUM
easat-5668	214	41	0.9215	0.9215	NUM
easat-5668	214	42	0.9553	0.9553	NUM
easat-5668	214	43	pruned	prune	VERB
easat-5668	214	44	0.9541	0.9541	NUM
easat-5668	214	45	0.9443	0.9443	NUM
easat-5668	214	46	0.8991	0.8991	NUM
easat-5668	214	47	0.9530	0.9530	NUM
easat-5668	214	48	0.9393	0.9393	NUM
easat-5668	214	49	bce	bce	ADJ
easat-5668	214	50	-	-	ADJ
easat-5668	214	51	rmsprop	rmsprop	ADJ
easat-5668	214	52	base	base	NOUN
easat-5668	214	53	0.9481	0.9481	NUM
easat-5668	214	54	0.9334	0.9334	NUM
easat-5668	214	55	0.8835	0.8835	NUM
easat-5668	214	56	0.9384	0.9384	NUM
easat-5668	214	57	0.9318	0.9318	NUM
easat-5668	214	58	postq	postq	VERB
easat-5668	214	59	0.9491	0.9491	NUM
easat-5668	215	1	0.9313	0.9313	NUM
easat-5668	215	2	0.8831	0.8831	NUM
easat-5668	215	3	0.9192	0.9192	NUM
easat-5668	215	4	0.9553	0.9553	NUM
easat-5668	215	5	duringtq	duringtq	NOUN
easat-5668	215	6	0.9493	0.9493	NUM
easat-5668	215	7	0.9338	0.9338	NUM
easat-5668	215	8	0.8849	0.8849	NUM
easat-5668	215	9	0.9284	0.9284	NUM
easat-5668	215	10	0.9475	0.9475	NUM
easat-5668	215	11	pruned	prune	VERB
easat-5668	215	12	0.954	0.954	NUM
easat-5668	215	13	0.9464	0.9464	NUM
easat-5668	215	14	0.9019	0.9019	NUM
easat-5668	215	15	0.9504	0.9504	NUM
easat-5668	215	16	0.9445	0.9445	NUM
easat-5668	215	17	bce	bce	ADJ
easat-5668	215	18	-	-	PUNCT
easat-5668	215	19	adagrad	adagrad	ADJ
easat-5668	215	20	base	base	NOUN
easat-5668	215	21	0.8259	0.8259	NUM
easat-5668	215	22	0.8019	0.8019	NUM
easat-5668	215	23	0.6842	0.6842	NUM
easat-5668	215	24	0.7810	0.7810	NUM
easat-5668	215	25	0.8459	0.8459	NUM
easat-5668	215	26	postq	postq	NOUN
easat-5668	215	27	0.8229	0.8229	NUM
easat-5668	215	28	0.8085	0.8085	NUM
easat-5668	215	29	0.6901	0.6901	NUM
easat-5668	215	30	0.7786	0.7786	NUM
easat-5668	215	31	0.8600	0.8600	NUM
easat-5668	215	32	duringtq	duringtq	NOUN
easat-5668	215	33	0.8315	0.8315	NUM
easat-5668	215	34	0.8212	0.8212	NUM
easat-5668	215	35	0.7067	0.7067	NUM
easat-5668	215	36	0.8032	0.8032	NUM
easat-5668	215	37	0.8551	0.8551	NUM
easat-5668	215	38	pruned	prune	VERB
easat-5668	215	39	0.8724	0.8724	NUM
easat-5668	215	40	0.8528	0.8528	NUM
easat-5668	215	41	0.7555	0.7555	NUM
easat-5668	215	42	0.8277	0.8277	NUM
easat-5668	215	43	0.8866	0.8866	NUM
easat-5668	215	44	dicebce	dicebce	NOUN
easat-5668	215	45	-	-	PUNCT
easat-5668	215	46	adam	adam	ADJ
easat-5668	215	47	base	base	NOUN
easat-5668	215	48	0.9534	0.9534	NUM
easat-5668	215	49	0.9427	0.9427	NUM
easat-5668	215	50	0.8969	0.8969	NUM
easat-5668	215	51	0.9416	0.9416	NUM
easat-5668	215	52	0.9460	0.9460	NUM
easat-5668	215	53	postq	postq	NOUN
easat-5668	215	54	0.9531	0.9531	NUM
easat-5668	215	55	0.9407	0.9407	NUM
easat-5668	215	56	0.8952	0.8952	NUM
easat-5668	215	57	0.9326	0.9326	NUM
easat-5668	215	58	0.9557	0.9557	NUM
easat-5668	215	59	duringtq	duringtq	NOUN
easat-5668	215	60	0.9532	0.9532	NUM
easat-5668	215	61	0.9399	0.9399	NUM
easat-5668	215	62	0.8949	0.8949	NUM
easat-5668	215	63	0.9376	0.9376	NUM
easat-5668	215	64	0.9498	0.9498	NUM
easat-5668	215	65	pruned	prune	VERB
easat-5668	215	66	0.9546	0.9546	NUM
easat-5668	215	67	0.9446	0.9446	NUM
easat-5668	215	68	0.8994	0.8994	NUM
easat-5668	215	69	0.9477	0.9477	NUM
easat-5668	215	70	0.9439	0.9439	NUM
easat-5668	215	71	dicefocal	dicefocal	ADJ
easat-5668	215	72	-	-	PUNCT
easat-5668	215	73	adam	adam	NOUN
easat-5668	215	74	base	base	NOUN
easat-5668	215	75	0.9533	0.9533	NUM
easat-5668	215	76	0.9448	0.9448	NUM
easat-5668	215	77	0.8992	0.8992	NUM
easat-5668	215	78	0.9489	0.9489	NUM
easat-5668	215	79	0.9434	0.9434	NUM
easat-5668	215	80	postq	postq	NOUN
easat-5668	215	81	0.9531	0.9531	NUM
easat-5668	215	82	0.9404	0.9404	NUM
easat-5668	215	83	0.8949	0.8949	NUM
easat-5668	215	84	0.9422	0.9422	NUM
easat-5668	215	85	0.9445	0.9445	NUM
easat-5668	215	86	duringtq	duringtq	NOUN
easat-5668	215	87	0.9548	0.9548	NUM
easat-5668	215	88	0.9454	0.9454	NUM
easat-5668	215	89	0.9013	0.9013	NUM
easat-5668	215	90	0.9455	0.9455	NUM
easat-5668	215	91	0.9483	0.9483	NUM
easat-5668	215	92	pruned	prune	VERB
easat-5668	215	93	0.9534	0.9534	NUM
easat-5668	215	94	0.9434	0.9434	NUM
easat-5668	215	95	0.8975	0.8975	NUM
easat-5668	215	96	0.9494	0.9494	NUM
easat-5668	215	97	0.9411	0.9411	NUM
easat-5668	215	98	jaccardbce	jaccardbce	NOUN
easat-5668	215	99	-	-	PUNCT
easat-5668	215	100	adam	adam	NOUN
easat-5668	215	101	base	base	NOUN
easat-5668	215	102	0.9541	0.9541	NUM
easat-5668	215	103	0.9449	0.9449	NUM
easat-5668	215	104	0.8997	0.8997	NUM
easat-5668	215	105	0.9452	0.9452	NUM
easat-5668	215	106	0.9471	0.9471	NUM
easat-5668	215	107	postq	postq	NOUN
easat-5668	215	108	0.9531	0.9531	NUM
easat-5668	215	109	0.9404	0.9404	NUM
easat-5668	215	110	0.8949	0.8949	NUM
easat-5668	215	111	0.9422	0.9422	NUM
easat-5668	215	112	0.9445	0.9445	NUM
easat-5668	215	113	duringtq	duringtq	NOUN
easat-5668	215	114	0.9544	0.9544	NUM
easat-5668	215	115	0.9431	0.9431	NUM
easat-5668	215	116	0.8987	0.8987	NUM
easat-5668	215	117	0.9409	0.9409	NUM
easat-5668	215	118	0.9506	0.9506	NUM
easat-5668	215	119	pruned	prune	VERB
easat-5668	215	120	0.9535	0.9535	NUM
easat-5668	215	121	0.9434	0.9434	NUM
easat-5668	215	122	0.8975	0.8975	NUM
easat-5668	215	123	0.9494	0.9494	NUM
easat-5668	215	124	0.9411	0.9411	NUM
easat-5668	215	125	jaccard	jaccard	ADJ
easat-5668	215	126	bce	bce	PROPN
easat-5668	215	127	rmsprop	rmsprop	NOUN
easat-5668	215	128	base	base	NOUN
easat-5668	215	129	0.947798	0.947798	NUM
easat-5668	215	130	0.957535	0.957535	NUM
easat-5668	215	131	0.897256	0.897256	NUM
easat-5668	215	132	0.957799	0.957799	NUM
easat-5668	215	133	0.956771	0.956771	NUM
easat-5668	215	134	postq	postq	NOUN
easat-5668	215	135	0.954473	0.954473	NUM
easat-5668	215	136	0.944771	0.944771	NUM
easat-5668	215	137	0.899828	0.899828	NUM
easat-5668	215	138	0.940101	0.940101	NUM
easat-5668	215	139	0.967221	0.967221	NUM
easat-5668	215	140	duringtq	duringtq	NOUN
easat-5668	216	1	0.951916	0.951916	NUM
easat-5668	216	2	0.943059	0.943059	NUM
easat-5668	216	3	0.896906	0.896906	NUM
easat-5668	216	4	0.938187	0.938187	NUM
easat-5668	216	5	0.951274	0.951274	NUM
easat-5668	216	6	pruned	prune	VERB
easat-5668	216	7	0.9561	0.9561	NUM
easat-5668	216	8	0.9561	0.9561	NUM
easat-5668	216	9	0.9314	0.9314	NUM
easat-5668	216	10	0.9602	0.9602	NUM
easat-5668	216	11	0.9432	0.9432	NUM
easat-5668	216	12	related	relate	VERB
easat-5668	216	13	to	to	ADP
easat-5668	216	14	different	different	ADJ
easat-5668	216	15	loss	loss	NOUN
easat-5668	216	16	functions	function	NOUN
easat-5668	216	17	tested	test	VERB
easat-5668	216	18	in	in	ADP
easat-5668	216	19	this	this	DET
easat-5668	216	20	work	work	NOUN
easat-5668	216	21	,	,	PUNCT
easat-5668	216	22	bce	bce	PROPN
easat-5668	216	23	and	and	CCONJ
easat-5668	216	24	dice	dice	PROPN
easat-5668	216	25	-	-	PUNCT
easat-5668	216	26	bce	bce	PROPN
easat-5668	216	27	have	have	VERB
easat-5668	216	28	very	very	ADV
easat-5668	216	29	similar	similar	ADJ
easat-5668	216	30	results	result	NOUN
easat-5668	216	31	with	with	ADP
easat-5668	216	32	one	one	NUM
easat-5668	216	33	another	another	DET
easat-5668	216	34	,	,	PUNCT
easat-5668	216	35	where	where	SCONJ
easat-5668	216	36	again	again	ADV
easat-5668	216	37	pruned	prune	VERB
easat-5668	216	38	u	u	NOUN
easat-5668	216	39	-	-	NOUN
easat-5668	216	40	net	net	NOUN
easat-5668	216	41	provides	provide	VERB
easat-5668	216	42	the	the	DET
easat-5668	216	43	highest	high	ADJ
easat-5668	216	44	values	value	NOUN
easat-5668	216	45	even	even	ADV
easat-5668	216	46	for	for	ADP
easat-5668	216	47	the	the	DET
easat-5668	216	48	different	different	ADJ
easat-5668	216	49	loss	loss	NOUN
easat-5668	216	50	function	function	NOUN
easat-5668	216	51	combinations	combination	NOUN
easat-5668	216	52	.	.	PUNCT
easat-5668	217	1	dice	dice	NOUN
easat-5668	217	2	-	-	PUNCT
easat-5668	217	3	focal	focal	ADJ
easat-5668	217	4	hybrid	hybrid	ADJ
easat-5668	217	5	loss	loss	NOUN
easat-5668	217	6	function	function	NOUN
easat-5668	217	7	slightly	slightly	ADV
easat-5668	217	8	improves	improve	VERB
easat-5668	217	9	jaccard	jaccard	ADJ
easat-5668	217	10	and	and	CCONJ
easat-5668	217	11	f1	f1	ADJ
easat-5668	217	12	score	score	NOUN
easat-5668	217	13	values	value	NOUN
easat-5668	217	14	,	,	PUNCT
easat-5668	217	15	and	and	CCONJ
easat-5668	217	16	jaccard	jaccard	PROPN
easat-5668	217	17	-	-	PUNCT
easat-5668	217	18	bce	bce	PROPN
easat-5668	217	19	have	have	VERB
easat-5668	217	20	better	well	ADJ
easat-5668	217	21	jaccard	jaccard	ADJ
easat-5668	217	22	and	and	CCONJ
easat-5668	217	23	recall	recall	NOUN
easat-5668	217	24	values	value	NOUN
easat-5668	217	25	,	,	PUNCT
easat-5668	217	26	indicating	indicate	VERB
easat-5668	217	27	that	that	SCONJ
easat-5668	217	28	these	these	DET
easat-5668	217	29	two	two	NUM
easat-5668	217	30	loss	loss	NOUN
easat-5668	217	31	functions	function	NOUN
easat-5668	217	32	provide	provide	VERB
easat-5668	217	33	better	well	ADJ
easat-5668	217	34	segmentation	segmentation	NOUN
easat-5668	217	35	of	of	ADP
easat-5668	217	36	the	the	DET
easat-5668	217	37	images	image	NOUN
easat-5668	217	38	in	in	ADP
easat-5668	217	39	this	this	DET
easat-5668	217	40	type	type	NOUN
easat-5668	217	41	of	of	ADP
easat-5668	217	42	datasets	dataset	NOUN
easat-5668	217	43	.	.	PUNCT
easat-5668	218	1	the	the	DET
easat-5668	218	2	combination	combination	NOUN
easat-5668	218	3	of	of	ADP
easat-5668	218	4	jaccard	jaccard	NOUN
easat-5668	218	5	-	-	PUNCT
easat-5668	218	6	bce	bce	NOUN
easat-5668	218	7	with	with	ADP
easat-5668	218	8	rmsprop	rmsprop	NOUN
easat-5668	218	9	-	-	PUNCT
easat-5668	218	10	pruned	prune	VERB
easat-5668	218	11	u	u	NOUN
easat-5668	218	12	-	-	NOUN
easat-5668	218	13	net	net	NOUN
easat-5668	218	14	has	have	VERB
easat-5668	218	15	the	the	DET
easat-5668	218	16	highest	high	ADJ
easat-5668	218	17	metrics	metric	NOUN
easat-5668	218	18	of	of	ADP
easat-5668	218	19	all	all	DET
easat-5668	218	20	combinations	combination	NOUN
easat-5668	218	21	,	,	PUNCT
easat-5668	218	22	especially	especially	ADV
easat-5668	218	23	on	on	ADP
easat-5668	218	24	auc	auc	NOUN
easat-5668	218	25	,	,	PUNCT
easat-5668	218	26	jaccard	jaccard	ADJ
easat-5668	218	27	index	index	NOUN
easat-5668	218	28	1688	1688	NUM
easat-5668	218	29	edelweiss	edelweiss	PROPN
easat-5668	218	30	applied	apply	VERB
easat-5668	218	31	science	science	NOUN
easat-5668	218	32	and	and	CCONJ
easat-5668	218	33	technology	technology	NOUN
easat-5668	218	34	issn	issn	PROPN
easat-5668	218	35	:	:	PUNCT
easat-5668	218	36	2576	2576	NUM
easat-5668	218	37	-	-	SYM
easat-5668	218	38	8484	8484	NUM
easat-5668	218	39	vol	vol	NOUN
easat-5668	218	40	.	.	PROPN
easat-5668	219	1	9	9	NUM
easat-5668	219	2	,	,	PUNCT
easat-5668	219	3	no	no	INTJ
easat-5668	219	4	.	.	NOUN
easat-5668	220	1	3	3	NUM
easat-5668	220	2	:	:	PUNCT
easat-5668	220	3	1675	1675	NUM
easat-5668	220	4	-	-	SYM
easat-5668	220	5	1691	1691	NUM
easat-5668	220	6	,	,	PUNCT
easat-5668	220	7	2025	2025	NUM
easat-5668	220	8	doi	doi	NOUN
easat-5668	220	9	:	:	PUNCT
easat-5668	220	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	220	11	©	©	PROPN
easat-5668	220	12	2025	2025	NUM
easat-5668	220	13	by	by	ADP
easat-5668	220	14	the	the	DET
easat-5668	220	15	authors	author	NOUN
easat-5668	220	16	;	;	PUNCT
easat-5668	220	17	licensee	licensee	PROPN
easat-5668	220	18	learning	learning	NOUN
easat-5668	220	19	gate	gate	NOUN
easat-5668	220	20	with	with	ADP
easat-5668	220	21	a	a	DET
easat-5668	220	22	difference	difference	NOUN
easat-5668	220	23	of	of	ADP
easat-5668	220	24	0.06	0.06	NUM
easat-5668	220	25	from	from	ADP
easat-5668	220	26	the	the	DET
easat-5668	220	27	average	average	ADJ
easat-5668	220	28	values	value	NOUN
easat-5668	220	29	of	of	ADP
easat-5668	220	30	the	the	DET
easat-5668	220	31	previous	previous	ADJ
easat-5668	220	32	combinations	combination	NOUN
easat-5668	220	33	,	,	PUNCT
easat-5668	220	34	and	and	CCONJ
easat-5668	220	35	rec	rec	X
easat-5668	220	36	.	.	PUNCT
easat-5668	221	1	this	this	PRON
easat-5668	221	2	again	again	ADV
easat-5668	221	3	is	be	AUX
easat-5668	221	4	shown	show	VERB
easat-5668	221	5	on	on	ADP
easat-5668	221	6	previous	previous	ADJ
easat-5668	221	7	work	work	NOUN
easat-5668	221	8	,	,	PUNCT
easat-5668	221	9	where	where	SCONJ
easat-5668	221	10	this	this	DET
easat-5668	221	11	combination	combination	NOUN
easat-5668	221	12	had	have	VERB
easat-5668	221	13	the	the	DET
easat-5668	221	14	highest	high	ADJ
easat-5668	221	15	rec	rec	NOUN
easat-5668	221	16	value	value	NOUN
easat-5668	221	17	[	[	X
easat-5668	221	18	29	29	NUM
easat-5668	221	19	]	]	PUNCT
easat-5668	221	20	.	.	PUNCT
easat-5668	222	1	the	the	DET
easat-5668	222	2	impact	impact	NOUN
easat-5668	222	3	of	of	ADP
easat-5668	222	4	the	the	DET
easat-5668	222	5	optimizer	optimizer	NOUN
easat-5668	222	6	and	and	CCONJ
easat-5668	222	7	loss	loss	NOUN
easat-5668	222	8	function	function	NOUN
easat-5668	222	9	can	can	AUX
easat-5668	222	10	be	be	AUX
easat-5668	222	11	observed	observe	VERB
easat-5668	222	12	better	well	ADV
easat-5668	222	13	when	when	SCONJ
easat-5668	222	14	evaluating	evaluate	VERB
easat-5668	222	15	the	the	DET
easat-5668	222	16	cell	cell	NOUN
easat-5668	222	17	segmentation	segmentation	NOUN
easat-5668	222	18	of	of	ADP
easat-5668	222	19	the	the	DET
easat-5668	222	20	images	image	NOUN
easat-5668	222	21	with	with	ADP
easat-5668	222	22	their	their	PRON
easat-5668	222	23	ground	ground	NOUN
easat-5668	222	24	truth	truth	NOUN
easat-5668	222	25	.	.	PUNCT
easat-5668	223	1	figure	figure	NOUN
easat-5668	223	2	8	8	NUM
easat-5668	223	3	and	and	CCONJ
easat-5668	223	4	figure	figure	VERB
easat-5668	223	5	9	9	NUM
easat-5668	223	6	show	show	VERB
easat-5668	223	7	the	the	DET
easat-5668	223	8	original	original	ADJ
easat-5668	223	9	image	image	NOUN
easat-5668	223	10	,	,	PUNCT
easat-5668	223	11	the	the	DET
easat-5668	223	12	ground	ground	NOUN
easat-5668	223	13	truth	truth	NOUN
easat-5668	223	14	and	and	CCONJ
easat-5668	223	15	cell	cell	NOUN
easat-5668	223	16	segmentation	segmentation	NOUN
easat-5668	223	17	of	of	ADP
easat-5668	223	18	bce	bce	NOUN
easat-5668	223	19	-	-	ADJ
easat-5668	223	20	rmsprop	rmsprop	NOUN
easat-5668	223	21	and	and	CCONJ
easat-5668	223	22	jaccard	jaccard	NOUN
easat-5668	223	23	-	-	PUNCT
easat-5668	223	24	bce	bce	PROPN
easat-5668	223	25	with	with	ADP
easat-5668	223	26	adam	adam	PROPN
easat-5668	223	27	combined	combine	VERB
easat-5668	223	28	with	with	ADP
easat-5668	223	29	all	all	DET
easat-5668	223	30	different	different	ADJ
easat-5668	223	31	proposed	propose	VERB
easat-5668	223	32	models	model	NOUN
easat-5668	223	33	.	.	PUNCT
easat-5668	224	1	it	it	PRON
easat-5668	224	2	can	can	AUX
easat-5668	224	3	be	be	AUX
easat-5668	224	4	observed	observe	VERB
easat-5668	224	5	that	that	SCONJ
easat-5668	224	6	compared	compare	VERB
easat-5668	224	7	to	to	ADP
easat-5668	224	8	the	the	DET
easat-5668	224	9	first	first	ADJ
easat-5668	224	10	combination	combination	NOUN
easat-5668	224	11	,	,	PUNCT
easat-5668	224	12	the	the	DET
easat-5668	224	13	second	second	ADJ
easat-5668	224	14	one	one	NOUN
easat-5668	224	15	provides	provide	VERB
easat-5668	224	16	a	a	DET
easat-5668	224	17	better	well	ADJ
easat-5668	224	18	segmentation	segmentation	NOUN
easat-5668	224	19	for	for	ADP
easat-5668	224	20	these	these	DET
easat-5668	224	21	images	image	NOUN
easat-5668	224	22	,	,	PUNCT
easat-5668	224	23	making	make	VERB
easat-5668	224	24	the	the	DET
easat-5668	224	25	combination	combination	NOUN
easat-5668	224	26	of	of	ADP
easat-5668	224	27	the	the	DET
easat-5668	224	28	hybrid	hybrid	ADJ
easat-5668	224	29	loss	loss	NOUN
easat-5668	224	30	function	function	NOUN
easat-5668	224	31	jaccard	jaccard	PROPN
easat-5668	224	32	-	-	PUNCT
easat-5668	224	33	bce	bce	PROPN
easat-5668	224	34	with	with	ADP
easat-5668	224	35	adam	adam	PROPN
easat-5668	224	36	a	a	DET
easat-5668	224	37	good	good	ADJ
easat-5668	224	38	choice	choice	NOUN
easat-5668	224	39	for	for	ADP
easat-5668	224	40	segmentation	segmentation	NOUN
easat-5668	224	41	parameters	parameter	NOUN
easat-5668	224	42	.	.	PUNCT
easat-5668	225	1	this	this	DET
easat-5668	225	2	combination	combination	NOUN
easat-5668	225	3	can	can	AUX
easat-5668	225	4	be	be	AUX
easat-5668	225	5	later	later	ADV
easat-5668	225	6	used	use	VERB
easat-5668	225	7	for	for	ADP
easat-5668	225	8	cell	cell	NOUN
easat-5668	225	9	segmentation	segmentation	NOUN
easat-5668	225	10	and	and	CCONJ
easat-5668	225	11	cell	cell	NOUN
easat-5668	225	12	counting	counting	NOUN
easat-5668	225	13	,	,	PUNCT
easat-5668	225	14	described	describe	VERB
easat-5668	225	15	in	in	ADP
easat-5668	225	16	the	the	DET
easat-5668	225	17	previous	previous	ADJ
easat-5668	225	18	work	work	NOUN
easat-5668	226	1	[	[	X
easat-5668	226	2	33	33	NUM
easat-5668	226	3	]	]	PUNCT
easat-5668	226	4	which	which	PRON
easat-5668	226	5	provide	provide	VERB
easat-5668	226	6	meaningful	meaningful	ADJ
easat-5668	226	7	information	information	NOUN
easat-5668	226	8	related	relate	VERB
easat-5668	226	9	to	to	ADP
easat-5668	226	10	cell	cell	NOUN
easat-5668	226	11	shape	shape	NOUN
easat-5668	226	12	.	.	PUNCT
easat-5668	227	1	figure	figure	NOUN
easat-5668	227	2	8	8	NUM
easat-5668	227	3	.	.	PUNCT
easat-5668	228	1	segmentation	segmentation	NOUN
easat-5668	228	2	of	of	ADP
easat-5668	228	3	cell	cell	NOUN
easat-5668	228	4	images	image	NOUN
easat-5668	228	5	when	when	SCONJ
easat-5668	228	6	bce	bce	NOUN
easat-5668	228	7	-	-	NOUN
easat-5668	228	8	rmsprop	rmsprop	NOUN
easat-5668	228	9	is	be	AUX
easat-5668	228	10	combined	combine	VERB
easat-5668	228	11	with	with	ADP
easat-5668	228	12	different	different	ADJ
easat-5668	228	13	models	model	NOUN
easat-5668	228	14	.	.	PUNCT
easat-5668	229	1	1689	1689	NUM
easat-5668	229	2	edelweiss	edelweiss	PROPN
easat-5668	229	3	applied	apply	VERB
easat-5668	229	4	science	science	NOUN
easat-5668	229	5	and	and	CCONJ
easat-5668	229	6	technology	technology	NOUN
easat-5668	229	7	issn	issn	PROPN
easat-5668	229	8	:	:	PUNCT
easat-5668	229	9	2576	2576	NUM
easat-5668	229	10	-	-	SYM
easat-5668	229	11	8484	8484	NUM
easat-5668	229	12	vol	vol	NOUN
easat-5668	229	13	.	.	PROPN
easat-5668	230	1	9	9	NUM
easat-5668	230	2	,	,	PUNCT
easat-5668	230	3	no	no	INTJ
easat-5668	230	4	.	.	NOUN
easat-5668	231	1	3	3	NUM
easat-5668	231	2	:	:	PUNCT
easat-5668	231	3	1675	1675	NUM
easat-5668	231	4	-	-	SYM
easat-5668	231	5	1691	1691	NUM
easat-5668	231	6	,	,	PUNCT
easat-5668	231	7	2025	2025	NUM
easat-5668	231	8	doi	doi	NOUN
easat-5668	231	9	:	:	PUNCT
easat-5668	231	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	231	11	©	©	PROPN
easat-5668	231	12	2025	2025	NUM
easat-5668	231	13	by	by	ADP
easat-5668	231	14	the	the	DET
easat-5668	231	15	authors	author	NOUN
easat-5668	231	16	;	;	PUNCT
easat-5668	231	17	licensee	licensee	PROPN
easat-5668	231	18	learning	learn	VERB
easat-5668	231	19	gate	gate	NOUN
easat-5668	231	20	figure	figure	NOUN
easat-5668	231	21	9	9	NUM
easat-5668	231	22	.	.	PUNCT
easat-5668	231	23	segmentation	segmentation	NOUN
easat-5668	231	24	of	of	ADP
easat-5668	231	25	cell	cell	NOUN
easat-5668	231	26	images	image	NOUN
easat-5668	231	27	when	when	SCONJ
easat-5668	231	28	jaccard	jaccard	PROPN
easat-5668	231	29	-	-	PUNCT
easat-5668	231	30	bce	bce	NOUN
easat-5668	231	31	-	-	PUNCT
easat-5668	231	32	adam	adam	PROPN
easat-5668	231	33	is	be	AUX
easat-5668	231	34	combined	combine	VERB
easat-5668	231	35	with	with	ADP
easat-5668	231	36	different	different	ADJ
easat-5668	231	37	models	model	NOUN
easat-5668	231	38	.	.	PUNCT
easat-5668	232	1	6	6	X
easat-5668	232	2	.	.	X
easat-5668	232	3	conclusion	conclusion	NOUN
easat-5668	232	4	many	many	ADJ
easat-5668	232	5	deep	deep	ADJ
easat-5668	232	6	learning	learn	VERB
easat-5668	232	7	trained	train	VERB
easat-5668	232	8	models	model	NOUN
easat-5668	232	9	are	be	AUX
easat-5668	232	10	required	require	VERB
easat-5668	232	11	to	to	PART
easat-5668	232	12	be	be	AUX
easat-5668	232	13	implemented	implement	VERB
easat-5668	232	14	on	on	ADP
easat-5668	232	15	edge	edge	NOUN
easat-5668	232	16	devices	device	NOUN
easat-5668	232	17	and	and	CCONJ
easat-5668	232	18	microcontrollers	microcontroller	NOUN
easat-5668	232	19	that	that	PRON
easat-5668	232	20	have	have	VERB
easat-5668	232	21	limited	limit	VERB
easat-5668	232	22	memory	memory	NOUN
easat-5668	232	23	and	and	CCONJ
easat-5668	232	24	computational	computational	ADJ
easat-5668	232	25	power	power	NOUN
easat-5668	232	26	.	.	PUNCT
easat-5668	233	1	this	this	DET
easat-5668	233	2	need	need	NOUN
easat-5668	233	3	has	have	AUX
easat-5668	233	4	led	lead	VERB
easat-5668	233	5	to	to	ADP
easat-5668	233	6	the	the	DET
easat-5668	233	7	development	development	NOUN
easat-5668	233	8	of	of	ADP
easat-5668	233	9	tinyml	tinyml	ADJ
easat-5668	233	10	,	,	PUNCT
easat-5668	233	11	an	an	DET
easat-5668	233	12	area	area	NOUN
easat-5668	233	13	that	that	PRON
easat-5668	233	14	has	have	AUX
easat-5668	233	15	gained	gain	VERB
easat-5668	233	16	momentum	momentum	NOUN
easat-5668	233	17	in	in	ADP
easat-5668	233	18	all	all	DET
easat-5668	233	19	fields	field	NOUN
easat-5668	233	20	including	include	VERB
easat-5668	233	21	medicine	medicine	NOUN
easat-5668	233	22	,	,	PUNCT
easat-5668	233	23	agriculture	agriculture	NOUN
easat-5668	233	24	,	,	PUNCT
easat-5668	233	25	smart	smart	ADJ
easat-5668	233	26	cities	city	NOUN
easat-5668	233	27	etc	etc	X
easat-5668	233	28	.	.	X
easat-5668	233	29	quantization	quantization	NOUN
easat-5668	233	30	and	and	CCONJ
easat-5668	233	31	pruning	pruning	NOUN
easat-5668	233	32	are	be	AUX
easat-5668	233	33	two	two	NUM
easat-5668	233	34	of	of	ADP
easat-5668	233	35	the	the	DET
easat-5668	233	36	most	most	ADV
easat-5668	233	37	fundamental	fundamental	ADJ
easat-5668	233	38	techniques	technique	NOUN
easat-5668	233	39	allowing	allow	VERB
easat-5668	233	40	the	the	DET
easat-5668	233	41	successful	successful	ADJ
easat-5668	233	42	deployment	deployment	NOUN
easat-5668	233	43	of	of	ADP
easat-5668	233	44	trained	train	VERB
easat-5668	233	45	models	model	NOUN
easat-5668	233	46	on	on	ADP
easat-5668	233	47	portable	portable	ADJ
easat-5668	233	48	computing	compute	VERB
easat-5668	233	49	units	unit	NOUN
easat-5668	233	50	.	.	PUNCT
easat-5668	234	1	in	in	ADP
easat-5668	234	2	this	this	DET
easat-5668	234	3	work	work	NOUN
easat-5668	234	4	,	,	PUNCT
easat-5668	234	5	the	the	DET
easat-5668	234	6	efficiency	efficiency	NOUN
easat-5668	234	7	of	of	ADP
easat-5668	234	8	these	these	DET
easat-5668	234	9	two	two	NUM
easat-5668	234	10	techniques	technique	NOUN
easat-5668	234	11	was	be	AUX
easat-5668	234	12	tested	test	VERB
easat-5668	234	13	for	for	ADP
easat-5668	234	14	the	the	DET
easat-5668	234	15	segmentation	segmentation	NOUN
easat-5668	234	16	of	of	ADP
easat-5668	234	17	highly	highly	ADV
easat-5668	234	18	dimensional	dimensional	ADJ
easat-5668	234	19	unstained	unstained	ADJ
easat-5668	234	20	brightfield	brightfield	NOUN
easat-5668	234	21	cell	cell	NOUN
easat-5668	234	22	images	image	NOUN
easat-5668	234	23	.	.	PUNCT
easat-5668	235	1	the	the	DET
easat-5668	235	2	use	use	NOUN
easat-5668	235	3	of	of	ADP
easat-5668	235	4	optimization	optimization	NOUN
easat-5668	235	5	techniques	technique	NOUN
easat-5668	235	6	is	be	AUX
easat-5668	235	7	associated	associate	VERB
easat-5668	235	8	with	with	ADP
easat-5668	235	9	a	a	DET
easat-5668	235	10	decrease	decrease	NOUN
easat-5668	235	11	in	in	ADP
easat-5668	235	12	the	the	DET
easat-5668	235	13	accuracy	accuracy	NOUN
easat-5668	235	14	and	and	CCONJ
easat-5668	235	15	to	to	PART
easat-5668	235	16	overcome	overcome	VERB
easat-5668	235	17	this	this	PRON
easat-5668	235	18	,	,	PUNCT
easat-5668	235	19	several	several	ADJ
easat-5668	235	20	combinations	combination	NOUN
easat-5668	235	21	of	of	ADP
easat-5668	235	22	optimizers	optimizer	NOUN
easat-5668	235	23	,	,	PUNCT
easat-5668	235	24	loss	loss	NOUN
easat-5668	235	25	functions	function	NOUN
easat-5668	235	26	and	and	CCONJ
easat-5668	235	27	hybrid	hybrid	ADJ
easat-5668	235	28	loss	loss	NOUN
easat-5668	235	29	functions	function	NOUN
easat-5668	235	30	were	be	AUX
easat-5668	235	31	tested	test	VERB
easat-5668	235	32	.	.	PUNCT
easat-5668	236	1	binary	binary	PROPN
easat-5668	236	2	cross	cross	PROPN
easat-5668	236	3	entropy	entropy	PROPN
easat-5668	236	4	was	be	AUX
easat-5668	236	5	reconfirmed	reconfirm	VERB
easat-5668	236	6	to	to	PART
easat-5668	236	7	be	be	AUX
easat-5668	236	8	a	a	DET
easat-5668	236	9	good	good	ADJ
easat-5668	236	10	loss	loss	NOUN
easat-5668	236	11	function	function	NOUN
easat-5668	236	12	and	and	CCONJ
easat-5668	236	13	similarly	similarly	ADV
easat-5668	236	14	the	the	DET
easat-5668	236	15	hybrid	hybrid	ADJ
easat-5668	236	16	loss	loss	NOUN
easat-5668	236	17	function	function	NOUN
easat-5668	236	18	combining	combine	VERB
easat-5668	236	19	binary	binary	PROPN
easat-5668	236	20	cross	cross	PROPN
easat-5668	236	21	entropy	entropy	PROPN
easat-5668	236	22	and	and	CCONJ
easat-5668	236	23	the	the	DET
easat-5668	236	24	jaccard	jaccard	ADJ
easat-5668	236	25	loss	loss	NOUN
easat-5668	236	26	performed	perform	VERB
easat-5668	236	27	very	very	ADV
easat-5668	236	28	well	well	ADV
easat-5668	236	29	too	too	ADV
easat-5668	236	30	.	.	PUNCT
easat-5668	237	1	a	a	DET
easat-5668	237	2	higher	high	ADJ
easat-5668	237	3	batch	batch	NOUN
easat-5668	237	4	size	size	NOUN
easat-5668	237	5	of	of	ADP
easat-5668	237	6	six	six	NUM
easat-5668	237	7	when	when	SCONJ
easat-5668	237	8	compared	compare	VERB
easat-5668	237	9	to	to	ADP
easat-5668	237	10	a	a	DET
easat-5668	237	11	batch	batch	NOUN
easat-5668	237	12	size	size	NOUN
easat-5668	237	13	of	of	ADP
easat-5668	237	14	two	two	NUM
easat-5668	237	15	reduced	reduce	VERB
easat-5668	237	16	the	the	DET
easat-5668	237	17	training	training	NOUN
easat-5668	237	18	time	time	NOUN
easat-5668	237	19	and	and	CCONJ
easat-5668	237	20	improved	improve	VERB
easat-5668	237	21	the	the	DET
easat-5668	237	22	accuracy	accuracy	NOUN
easat-5668	237	23	by	by	ADP
easat-5668	237	24	1	1	NUM
easat-5668	237	25	%	%	NOUN
easat-5668	237	26	.	.	PUNCT
easat-5668	238	1	adagrad	adagrad	PROPN
easat-5668	238	2	was	be	AUX
easat-5668	238	3	found	find	VERB
easat-5668	238	4	to	to	PART
easat-5668	238	5	be	be	AUX
easat-5668	238	6	the	the	DET
easat-5668	238	7	least	least	ADV
easat-5668	238	8	performing	perform	VERB
easat-5668	238	9	optimizer	optimizer	NOUN
easat-5668	238	10	for	for	ADP
easat-5668	238	11	this	this	DET
easat-5668	238	12	dataset	dataset	NOUN
easat-5668	238	13	during	during	ADP
easat-5668	238	14	the	the	DET
easat-5668	238	15	training	training	NOUN
easat-5668	238	16	and	and	CCONJ
easat-5668	238	17	testing	testing	NOUN
easat-5668	238	18	process	process	NOUN
easat-5668	238	19	,	,	PUNCT
easat-5668	238	20	with	with	ADP
easat-5668	238	21	rmsprop	rmsprop	NOUN
easat-5668	238	22	and	and	CCONJ
easat-5668	238	23	adam	adam	NOUN
easat-5668	238	24	performing	perform	VERB
easat-5668	238	25	the	the	DET
easat-5668	238	26	best	good	ADJ
easat-5668	238	27	.	.	PUNCT
easat-5668	239	1	pruned	prune	VERB
easat-5668	239	2	u	u	NOUN
easat-5668	239	3	-	-	NOUN
easat-5668	239	4	net	net	NOUN
easat-5668	239	5	provides	provide	VERB
easat-5668	239	6	the	the	DET
easat-5668	239	7	highest	high	ADJ
easat-5668	239	8	performance	performance	NOUN
easat-5668	239	9	during	during	ADP
easat-5668	239	10	the	the	DET
easat-5668	239	11	testing	testing	NOUN
easat-5668	239	12	phase	phase	NOUN
easat-5668	239	13	,	,	PUNCT
easat-5668	239	14	having	have	VERB
easat-5668	239	15	accuracy	accuracy	NOUN
easat-5668	239	16	value	value	NOUN
easat-5668	239	17	of	of	ADP
easat-5668	239	18	95	95	NUM
easat-5668	239	19	%	%	NOUN
easat-5668	239	20	.	.	PUNCT
easat-5668	240	1	the	the	DET
easat-5668	240	2	hybrid	hybrid	ADJ
easat-5668	240	3	combination	combination	NOUN
easat-5668	240	4	of	of	ADP
easat-5668	240	5	dicefocal	dicefocal	ADJ
easat-5668	240	6	and	and	CCONJ
easat-5668	240	7	jaccard	jaccard	ADJ
easat-5668	240	8	-	-	PUNCT
easat-5668	240	9	binary	binary	PROPN
easat-5668	240	10	cross	cross	PROPN
easat-5668	240	11	entropy	entropy	PROPN
easat-5668	240	12	loss	loss	NOUN
easat-5668	240	13	functions	function	NOUN
easat-5668	240	14	provide	provide	VERB
easat-5668	240	15	higher	high	ADJ
easat-5668	240	16	performance	performance	NOUN
easat-5668	240	17	compared	compare	VERB
easat-5668	240	18	to	to	ADP
easat-5668	240	19	other	other	ADJ
easat-5668	240	20	combinations	combination	NOUN
easat-5668	240	21	,	,	PUNCT
easat-5668	240	22	making	make	VERB
easat-5668	240	23	them	they	PRON
easat-5668	240	24	more	more	ADV
easat-5668	240	25	suitable	suitable	ADJ
easat-5668	240	26	for	for	ADP
easat-5668	240	27	cell	cell	NOUN
easat-5668	240	28	image	image	NOUN
easat-5668	240	29	segmentation	segmentation	NOUN
easat-5668	240	30	of	of	ADP
easat-5668	240	31	similar	similar	ADJ
easat-5668	240	32	data	datum	NOUN
easat-5668	240	33	.	.	PUNCT
easat-5668	241	1	the	the	DET
easat-5668	241	2	findings	finding	NOUN
easat-5668	241	3	of	of	ADP
easat-5668	241	4	this	this	DET
easat-5668	241	5	work	work	NOUN
easat-5668	241	6	highlight	highlight	VERB
easat-5668	241	7	the	the	DET
easat-5668	241	8	importance	importance	NOUN
easat-5668	241	9	of	of	ADP
easat-5668	241	10	choosing	choose	VERB
easat-5668	241	11	the	the	DET
easat-5668	241	12	right	right	ADJ
easat-5668	241	13	optimization	optimization	NOUN
easat-5668	241	14	and	and	CCONJ
easat-5668	241	15	loss	loss	NOUN
easat-5668	241	16	function	function	NOUN
easat-5668	241	17	techniques	technique	NOUN
easat-5668	241	18	,	,	PUNCT
easat-5668	241	19	paired	pair	VERB
easat-5668	241	20	with	with	ADP
easat-5668	241	21	the	the	DET
easat-5668	241	22	appropriate	appropriate	ADJ
easat-5668	241	23	model	model	NOUN
easat-5668	241	24	compression	compression	NOUN
easat-5668	241	25	method	method	NOUN
easat-5668	241	26	to	to	PART
easat-5668	241	27	ensure	ensure	VERB
easat-5668	241	28	accurate	accurate	ADJ
easat-5668	241	29	segmentation	segmentation	NOUN
easat-5668	241	30	in	in	ADP
easat-5668	241	31	cell	cell	NOUN
easat-5668	241	32	imaging	imaging	NOUN
easat-5668	241	33	.	.	PUNCT
easat-5668	242	1	funding	funding	NOUN
easat-5668	242	2	:	:	PUNCT
easat-5668	242	3	this	this	DET
easat-5668	242	4	project	project	NOUN
easat-5668	242	5	received	receive	VERB
easat-5668	242	6	funding	funding	NOUN
easat-5668	242	7	from	from	ADP
easat-5668	242	8	the	the	DET
easat-5668	242	9	european	european	PROPN
easat-5668	242	10	union	union	PROPN
easat-5668	242	11	’s	’s	PART
easat-5668	242	12	horizon	horizon	NOUN
easat-5668	242	13	2020	2020	NUM
easat-5668	242	14	research	research	NOUN
easat-5668	242	15	and	and	CCONJ
easat-5668	242	16	innovation	innovation	NOUN
easat-5668	242	17	program	program	NOUN
easat-5668	242	18	under	under	ADP
easat-5668	242	19	(	(	PUNCT
easat-5668	242	20	grant	grant	NOUN
easat-5668	242	21	number	number	NOUN
easat-5668	242	22	760921	760921	NUM
easat-5668	242	23	)	)	PUNCT
easat-5668	242	24	(	(	PUNCT
easat-5668	242	25	panbiora	panbiora	INTJ
easat-5668	242	26	)	)	PUNCT
easat-5668	242	27	.	.	PUNCT
easat-5668	243	1	1690	1690	NUM
easat-5668	243	2	edelweiss	edelweiss	PROPN
easat-5668	243	3	applied	apply	VERB
easat-5668	243	4	science	science	NOUN
easat-5668	243	5	and	and	CCONJ
easat-5668	243	6	technology	technology	NOUN
easat-5668	243	7	issn	issn	PROPN
easat-5668	243	8	:	:	PUNCT
easat-5668	243	9	2576	2576	NUM
easat-5668	243	10	-	-	SYM
easat-5668	243	11	8484	8484	NUM
easat-5668	243	12	vol	vol	NOUN
easat-5668	243	13	.	.	PROPN
easat-5668	244	1	9	9	NUM
easat-5668	244	2	,	,	PUNCT
easat-5668	244	3	no	no	INTJ
easat-5668	244	4	.	.	NOUN
easat-5668	245	1	3	3	NUM
easat-5668	245	2	:	:	PUNCT
easat-5668	245	3	1675	1675	NUM
easat-5668	245	4	-	-	SYM
easat-5668	245	5	1691	1691	NUM
easat-5668	245	6	,	,	PUNCT
easat-5668	245	7	2025	2025	NUM
easat-5668	245	8	doi	doi	NOUN
easat-5668	245	9	:	:	PUNCT
easat-5668	245	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	245	11	©	©	PROPN
easat-5668	245	12	2025	2025	NUM
easat-5668	245	13	by	by	ADP
easat-5668	245	14	the	the	DET
easat-5668	245	15	authors	author	NOUN
easat-5668	245	16	;	;	PUNCT
easat-5668	246	1	licensee	licensee	PROPN
easat-5668	246	2	learning	learn	VERB
easat-5668	246	3	gate	gate	NOUN
easat-5668	246	4	transparency	transparency	NOUN
easat-5668	246	5	:	:	PUNCT
easat-5668	246	6	the	the	DET
easat-5668	246	7	authors	author	NOUN
easat-5668	246	8	confirm	confirm	VERB
easat-5668	246	9	that	that	SCONJ
easat-5668	246	10	the	the	DET
easat-5668	246	11	manuscript	manuscript	NOUN
easat-5668	246	12	is	be	AUX
easat-5668	246	13	an	an	DET
easat-5668	246	14	honest	honest	ADJ
easat-5668	246	15	,	,	PUNCT
easat-5668	246	16	accurate	accurate	ADJ
easat-5668	246	17	,	,	PUNCT
easat-5668	246	18	and	and	CCONJ
easat-5668	246	19	transparent	transparent	ADJ
easat-5668	246	20	account	account	NOUN
easat-5668	246	21	of	of	ADP
easat-5668	246	22	the	the	DET
easat-5668	246	23	study	study	NOUN
easat-5668	246	24	;	;	PUNCT
easat-5668	246	25	that	that	SCONJ
easat-5668	246	26	no	no	DET
easat-5668	246	27	vital	vital	ADJ
easat-5668	246	28	features	feature	NOUN
easat-5668	246	29	of	of	ADP
easat-5668	246	30	the	the	DET
easat-5668	246	31	study	study	NOUN
easat-5668	246	32	have	have	AUX
easat-5668	246	33	been	be	AUX
easat-5668	246	34	omitted	omit	VERB
easat-5668	246	35	;	;	PUNCT
easat-5668	246	36	and	and	CCONJ
easat-5668	246	37	that	that	SCONJ
easat-5668	246	38	any	any	DET
easat-5668	246	39	discrepancies	discrepancy	NOUN
easat-5668	246	40	from	from	ADP
easat-5668	246	41	the	the	DET
easat-5668	246	42	study	study	NOUN
easat-5668	246	43	as	as	SCONJ
easat-5668	246	44	planned	plan	VERB
easat-5668	246	45	have	have	AUX
easat-5668	246	46	been	be	AUX
easat-5668	246	47	explained	explain	VERB
easat-5668	246	48	.	.	PUNCT
easat-5668	247	1	this	this	DET
easat-5668	247	2	study	study	NOUN
easat-5668	247	3	followed	follow	VERB
easat-5668	247	4	all	all	DET
easat-5668	247	5	ethical	ethical	ADJ
easat-5668	247	6	practices	practice	NOUN
easat-5668	247	7	during	during	ADP
easat-5668	247	8	writing	writing	NOUN
easat-5668	247	9	.	.	PUNCT
easat-5668	248	1	copyright	copyright	NOUN
easat-5668	248	2	:	:	PUNCT
easat-5668	248	3	©	©	PROPN
easat-5668	248	4	2025	2025	NUM
easat-5668	248	5	by	by	ADP
easat-5668	248	6	the	the	DET
easat-5668	248	7	authors	author	NOUN
easat-5668	248	8	.	.	PUNCT
easat-5668	249	1	this	this	DET
easat-5668	249	2	open	open	ADJ
easat-5668	249	3	-	-	PUNCT
easat-5668	249	4	access	access	NOUN
easat-5668	249	5	article	article	NOUN
easat-5668	249	6	is	be	AUX
easat-5668	249	7	distributed	distribute	VERB
easat-5668	249	8	under	under	ADP
easat-5668	249	9	the	the	DET
easat-5668	249	10	terms	term	NOUN
easat-5668	249	11	and	and	CCONJ
easat-5668	249	12	conditions	condition	NOUN
easat-5668	249	13	of	of	ADP
easat-5668	249	14	the	the	DET
easat-5668	249	15	creative	creative	ADJ
easat-5668	249	16	commons	common	NOUN
easat-5668	249	17	attribution	attribution	NOUN
easat-5668	249	18	(	(	PUNCT
easat-5668	249	19	cc	cc	NOUN
easat-5668	249	20	by	by	ADP
easat-5668	249	21	)	)	PUNCT
easat-5668	249	22	license	license	NOUN
easat-5668	249	23	(	(	PUNCT
easat-5668	249	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5668	249	25	)	)	PUNCT
easat-5668	249	26	.	.	PUNCT
easat-5668	250	1	references	reference	NOUN
easat-5668	250	2	:	:	PUNCT
easat-5668	251	1	[	[	X
easat-5668	251	2	1	1	X
easat-5668	251	3	]	]	PUNCT
easat-5668	251	4	s.	s.	PROPN
easat-5668	251	5	a.	a.	PROPN
easat-5668	251	6	bini	bini	PROPN
easat-5668	251	7	,	,	PUNCT
easat-5668	251	8	"	"	PUNCT
easat-5668	251	9	artificial	artificial	ADJ
easat-5668	251	10	intelligence	intelligence	NOUN
easat-5668	251	11	,	,	PUNCT
easat-5668	251	12	machine	machine	NOUN
easat-5668	251	13	learning	learning	NOUN
easat-5668	251	14	,	,	PUNCT
easat-5668	251	15	deep	deep	ADJ
easat-5668	251	16	learning	learning	NOUN
easat-5668	251	17	,	,	PUNCT
easat-5668	251	18	and	and	CCONJ
easat-5668	251	19	cognitive	cognitive	ADJ
easat-5668	251	20	computing	computing	NOUN
easat-5668	251	21	:	:	PUNCT
easat-5668	251	22	what	what	PRON
easat-5668	251	23	do	do	AUX
easat-5668	251	24	these	these	DET
easat-5668	251	25	terms	term	NOUN
easat-5668	251	26	mean	mean	VERB
easat-5668	251	27	and	and	CCONJ
easat-5668	251	28	how	how	SCONJ
easat-5668	251	29	will	will	AUX
easat-5668	251	30	they	they	PRON
easat-5668	251	31	impact	impact	VERB
easat-5668	251	32	health	health	NOUN
easat-5668	251	33	care	care	NOUN
easat-5668	251	34	?	?	PUNCT
easat-5668	251	35	,	,	PUNCT
easat-5668	251	36	"	"	PUNCT
easat-5668	251	37	the	the	DET
easat-5668	251	38	journal	journal	NOUN
easat-5668	251	39	of	of	ADP
easat-5668	251	40	arthroplasty	arthroplasty	NOUN
easat-5668	251	41	,	,	PUNCT
easat-5668	251	42	vol	vol	NOUN
easat-5668	251	43	.	.	PROPN
easat-5668	251	44	33	33	NUM
easat-5668	251	45	,	,	PUNCT
easat-5668	251	46	no	no	INTJ
easat-5668	251	47	.	.	NOUN
easat-5668	251	48	8	8	NUM
easat-5668	251	49	,	,	PUNCT
easat-5668	251	50	pp	pp	ADJ
easat-5668	251	51	.	.	PUNCT
easat-5668	252	1	2358	2358	NUM
easat-5668	252	2	-	-	SYM
easat-5668	252	3	2361	2361	NUM
easat-5668	252	4	,	,	PUNCT
easat-5668	252	5	2018	2018	NUM
easat-5668	252	6	.	.	PUNCT
easat-5668	253	1	https://doi.org/10.1016/j.arth.2018.03.065	https://doi.org/10.1016/j.arth.2018.03.065	PRON
easat-5668	254	1	[	[	X
easat-5668	254	2	2	2	NUM
easat-5668	254	3	]	]	X
easat-5668	254	4	f.	f.	PROPN
easat-5668	254	5	xing	xing	PROPN
easat-5668	254	6	,	,	PUNCT
easat-5668	254	7	y.	y.	PROPN
easat-5668	254	8	xie	xie	PROPN
easat-5668	254	9	,	,	PUNCT
easat-5668	254	10	h.	h.	PROPN
easat-5668	254	11	su	su	PROPN
easat-5668	254	12	,	,	PUNCT
easat-5668	254	13	f.	f.	PROPN
easat-5668	254	14	liu	liu	PROPN
easat-5668	254	15	,	,	PUNCT
easat-5668	254	16	and	and	CCONJ
easat-5668	254	17	l.	l.	PROPN
easat-5668	254	18	yang	yang	PROPN
easat-5668	254	19	,	,	PUNCT
easat-5668	254	20	"	"	PUNCT
easat-5668	254	21	deep	deep	ADJ
easat-5668	254	22	learning	learning	NOUN
easat-5668	254	23	in	in	ADP
easat-5668	254	24	microscopy	microscopy	ADJ
easat-5668	254	25	image	image	NOUN
easat-5668	254	26	analysis	analysis	NOUN
easat-5668	254	27	:	:	PUNCT
easat-5668	254	28	a	a	DET
easat-5668	254	29	survey	survey	NOUN
easat-5668	254	30	,	,	PUNCT
easat-5668	254	31	"	"	PUNCT
easat-5668	254	32	ieee	ieee	NOUN
easat-5668	254	33	transactions	transaction	NOUN
easat-5668	254	34	on	on	ADP
easat-5668	254	35	neural	neural	ADJ
easat-5668	254	36	networks	network	NOUN
easat-5668	254	37	and	and	CCONJ
easat-5668	254	38	learning	learning	NOUN
easat-5668	254	39	systems	system	NOUN
easat-5668	254	40	,	,	PUNCT
easat-5668	254	41	vol	vol	NOUN
easat-5668	254	42	.	.	PROPN
easat-5668	254	43	29	29	NUM
easat-5668	254	44	,	,	PUNCT
easat-5668	254	45	no	no	INTJ
easat-5668	254	46	.	.	NOUN
easat-5668	254	47	10	10	NUM
easat-5668	254	48	,	,	PUNCT
easat-5668	254	49	pp	pp	ADJ
easat-5668	254	50	.	.	PUNCT
easat-5668	254	51	4550	4550	NUM
easat-5668	254	52	-	-	SYM
easat-5668	254	53	4568	4568	NUM
easat-5668	254	54	,	,	PUNCT
easat-5668	254	55	2017	2017	NUM
easat-5668	254	56	.	.	PUNCT
easat-5668	255	1	https://doi.org/10.1109/tnnls.2017.2712514	https://doi.org/10.1109/tnnls.2017.2712514	NOUN
easat-5668	255	2	[	[	X
easat-5668	255	3	3	3	NUM
easat-5668	255	4	]	]	PUNCT
easat-5668	255	5	a.	a.	NOUN
easat-5668	255	6	uka	uka	PROPN
easat-5668	255	7	,	,	PUNCT
easat-5668	255	8	a.	a.	PROPN
easat-5668	255	9	tare	tare	PROPN
easat-5668	255	10	,	,	PUNCT
easat-5668	255	11	x.	x.	PROPN
easat-5668	255	12	polisi	polisi	PROPN
easat-5668	255	13	,	,	PUNCT
easat-5668	255	14	and	and	CCONJ
easat-5668	255	15	i.	i.	PROPN
easat-5668	255	16	panci	panci	PROPN
easat-5668	255	17	,	,	PUNCT
easat-5668	255	18	"	"	PUNCT
easat-5668	255	19	faster	fast	ADJ
easat-5668	255	20	r	r	NOUN
easat-5668	255	21	-	-	PUNCT
easat-5668	255	22	cnn	cnn	NOUN
easat-5668	255	23	for	for	ADP
easat-5668	255	24	cell	cell	NOUN
easat-5668	255	25	counting	counting	NOUN
easat-5668	255	26	in	in	ADP
easat-5668	255	27	low	low	ADJ
easat-5668	255	28	contrast	contrast	NOUN
easat-5668	255	29	microscopic	microscopic	ADJ
easat-5668	255	30	images	image	NOUN
easat-5668	255	31	,	,	PUNCT
easat-5668	255	32	"	"	PUNCT
easat-5668	255	33	presented	present	VERB
easat-5668	255	34	at	at	ADP
easat-5668	255	35	the	the	DET
easat-5668	255	36	2020	2020	NUM
easat-5668	255	37	international	international	ADJ
easat-5668	255	38	conference	conference	NOUN
easat-5668	255	39	on	on	ADP
easat-5668	255	40	computing	computing	NOUN
easat-5668	255	41	,	,	PUNCT
easat-5668	255	42	networking	networking	NOUN
easat-5668	255	43	,	,	PUNCT
easat-5668	255	44	telecommunications	telecommunications	PROPN
easat-5668	255	45	&	&	CCONJ
easat-5668	255	46	engineering	engineering	PROPN
easat-5668	255	47	sciences	sciences	PROPN
easat-5668	255	48	applications	application	NOUN
easat-5668	255	49	(	(	PUNCT
easat-5668	255	50	contesa	contesa	NOUN
easat-5668	255	51	)	)	PUNCT
easat-5668	255	52	,	,	PUNCT
easat-5668	255	53	ieee	ieee	NOUN
easat-5668	255	54	,	,	PUNCT
easat-5668	255	55	2020	2020	NUM
easat-5668	255	56	.	.	PUNCT
easat-5668	256	1	[	[	X
easat-5668	256	2	4	4	X
easat-5668	256	3	]	]	PUNCT
easat-5668	256	4	x.	x.	NOUN
easat-5668	256	5	chen	chen	PROPN
easat-5668	256	6	et	et	PROPN
easat-5668	256	7	al	al	PROPN
easat-5668	256	8	.	.	PROPN
easat-5668	256	9	,	,	PUNCT
easat-5668	256	10	"	"	PUNCT
easat-5668	256	11	recent	recent	ADJ
easat-5668	256	12	advances	advance	NOUN
easat-5668	256	13	and	and	CCONJ
easat-5668	256	14	clinical	clinical	ADJ
easat-5668	256	15	applications	application	NOUN
easat-5668	256	16	of	of	ADP
easat-5668	256	17	deep	deep	ADJ
easat-5668	256	18	learning	learning	NOUN
easat-5668	256	19	in	in	ADP
easat-5668	256	20	medical	medical	ADJ
easat-5668	256	21	image	image	NOUN
easat-5668	256	22	analysis	analysis	NOUN
easat-5668	256	23	,	,	PUNCT
easat-5668	256	24	"	"	PUNCT
easat-5668	256	25	medical	medical	ADJ
easat-5668	256	26	image	image	NOUN
easat-5668	256	27	analysis	analysis	NOUN
easat-5668	256	28	,	,	PUNCT
easat-5668	256	29	vol	vol	NOUN
easat-5668	256	30	.	.	PROPN
easat-5668	256	31	79	79	NUM
easat-5668	256	32	,	,	PUNCT
easat-5668	256	33	p.	p.	NOUN
easat-5668	256	34	102444	102444	NUM
easat-5668	256	35	,	,	PUNCT
easat-5668	256	36	2022	2022	NUM
easat-5668	256	37	.	.	PUNCT
easat-5668	257	1	https://doi.org/10.1016/j.media.2022.102444	https://doi.org/10.1016/j.media.2022.102444	ADJ
easat-5668	257	2	[	[	X
easat-5668	257	3	5	5	NUM
easat-5668	257	4	]	]	PUNCT
easat-5668	257	5	x.	x.	NOUN
easat-5668	257	6	polisi	polisi	PROPN
easat-5668	257	7	,	,	PUNCT
easat-5668	257	8	a.	a.	PROPN
easat-5668	257	9	n.	n.	PROPN
easat-5668	257	10	halili	halili	PROPN
easat-5668	257	11	,	,	PUNCT
easat-5668	257	12	a.	a.	PROPN
easat-5668	257	13	uka	uka	PROPN
easat-5668	257	14	,	,	PUNCT
easat-5668	257	15	and	and	CCONJ
easat-5668	257	16	c.	c.	PROPN
easat-5668	257	17	ciulla	ciulla	PROPN
easat-5668	257	18	,	,	PUNCT
easat-5668	257	19	"	"	PUNCT
easat-5668	257	20	two	two	NUM
easat-5668	257	21	-	-	PUNCT
easat-5668	257	22	stage	stage	NOUN
easat-5668	257	23	unsupervised	unsupervised	ADJ
easat-5668	257	24	classification	classification	NOUN
easat-5668	257	25	of	of	ADP
easat-5668	257	26	cell	cell	NOUN
easat-5668	257	27	health	health	NOUN
easat-5668	257	28	,	,	PUNCT
easat-5668	257	29	"	"	PUNCT
easat-5668	257	30	presented	present	VERB
easat-5668	257	31	at	at	ADP
easat-5668	257	32	the	the	DET
easat-5668	257	33	2023	2023	NUM
easat-5668	257	34	international	international	ADJ
easat-5668	257	35	conference	conference	NOUN
easat-5668	257	36	on	on	ADP
easat-5668	257	37	computing	computing	NOUN
easat-5668	257	38	,	,	PUNCT
easat-5668	257	39	electronics	electronics	PROPN
easat-5668	257	40	&	&	CCONJ
easat-5668	257	41	communications	communications	PROPN
easat-5668	257	42	engineering	engineering	NOUN
easat-5668	257	43	(	(	PUNCT
easat-5668	257	44	iccece	iccece	PROPN
easat-5668	257	45	)	)	PUNCT
easat-5668	257	46	,	,	PUNCT
easat-5668	257	47	ieee	ieee	NOUN
easat-5668	257	48	,	,	PUNCT
easat-5668	257	49	2023	2023	NUM
easat-5668	257	50	.	.	PUNCT
easat-5668	258	1	[	[	X
easat-5668	258	2	6	6	NUM
easat-5668	258	3	]	]	PUNCT
easat-5668	258	4	s.	s.	PROPN
easat-5668	258	5	suganyadevi	suganyadevi	PROPN
easat-5668	258	6	,	,	PUNCT
easat-5668	258	7	v.	v.	ADP
easat-5668	258	8	seethalakshmi	seethalakshmi	PROPN
easat-5668	258	9	,	,	PUNCT
easat-5668	258	10	and	and	CCONJ
easat-5668	258	11	k.	k.	PROPN
easat-5668	258	12	balasamy	balasamy	PROPN
easat-5668	258	13	,	,	PUNCT
easat-5668	258	14	"	"	PUNCT
easat-5668	258	15	a	a	DET
easat-5668	258	16	review	review	NOUN
easat-5668	258	17	on	on	ADP
easat-5668	258	18	deep	deep	ADJ
easat-5668	258	19	learning	learning	NOUN
easat-5668	258	20	in	in	ADP
easat-5668	258	21	medical	medical	ADJ
easat-5668	258	22	image	image	NOUN
easat-5668	258	23	analysis	analysis	NOUN
easat-5668	258	24	,	,	PUNCT
easat-5668	258	25	"	"	PUNCT
easat-5668	258	26	international	international	ADJ
easat-5668	258	27	journal	journal	NOUN
easat-5668	258	28	of	of	ADP
easat-5668	258	29	multimedia	multimedia	PROPN
easat-5668	258	30	information	information	NOUN
easat-5668	258	31	retrieval	retrieval	NOUN
easat-5668	258	32	,	,	PUNCT
easat-5668	258	33	vol	vol	NOUN
easat-5668	258	34	.	.	PROPN
easat-5668	258	35	11	11	NUM
easat-5668	258	36	,	,	PUNCT
easat-5668	258	37	no	no	INTJ
easat-5668	258	38	.	.	NOUN
easat-5668	258	39	1	1	NUM
easat-5668	258	40	,	,	PUNCT
easat-5668	258	41	pp	pp	ADJ
easat-5668	258	42	.	.	PUNCT
easat-5668	259	1	19	19	NUM
easat-5668	259	2	-	-	SYM
easat-5668	259	3	38	38	NUM
easat-5668	259	4	,	,	PUNCT
easat-5668	259	5	2022	2022	NUM
easat-5668	259	6	.	.	PUNCT
easat-5668	260	1	[	[	X
easat-5668	260	2	7	7	X
easat-5668	260	3	]	]	X
easat-5668	260	4	c.	c.	PROPN
easat-5668	260	5	edlund	edlund	PROPN
easat-5668	260	6	et	et	PROPN
easat-5668	260	7	al	al	PROPN
easat-5668	260	8	.	.	PROPN
easat-5668	260	9	,	,	PUNCT
easat-5668	260	10	"	"	PUNCT
easat-5668	260	11	livecell	livecell	NOUN
easat-5668	260	12	—	—	PUNCT
easat-5668	260	13	a	a	DET
easat-5668	260	14	large	large	ADJ
easat-5668	260	15	-	-	PUNCT
easat-5668	260	16	scale	scale	NOUN
easat-5668	260	17	dataset	dataset	NOUN
easat-5668	260	18	for	for	ADP
easat-5668	260	19	label	label	NOUN
easat-5668	260	20	-	-	PUNCT
easat-5668	260	21	free	free	ADJ
easat-5668	260	22	live	live	ADJ
easat-5668	260	23	cell	cell	NOUN
easat-5668	260	24	segmentation	segmentation	NOUN
easat-5668	260	25	,	,	PUNCT
easat-5668	260	26	"	"	PUNCT
easat-5668	260	27	nature	nature	NOUN
easat-5668	260	28	methods	method	NOUN
easat-5668	260	29	,	,	PUNCT
easat-5668	260	30	vol	vol	NOUN
easat-5668	260	31	.	.	PROPN
easat-5668	260	32	18	18	NUM
easat-5668	260	33	,	,	PUNCT
easat-5668	260	34	no	no	INTJ
easat-5668	260	35	.	.	NOUN
easat-5668	260	36	9	9	NUM
easat-5668	260	37	,	,	PUNCT
easat-5668	260	38	pp	pp	ADJ
easat-5668	260	39	.	.	PUNCT
easat-5668	260	40	1038	1038	NUM
easat-5668	260	41	-	-	SYM
easat-5668	260	42	1045	1045	NUM
easat-5668	260	43	,	,	PUNCT
easat-5668	260	44	2021	2021	NUM
easat-5668	260	45	.	.	PUNCT
easat-5668	261	1	[	[	X
easat-5668	261	2	8	8	NUM
easat-5668	261	3	]	]	PUNCT
easat-5668	261	4	a.	a.	NOUN
easat-5668	261	5	uka	uka	PROPN
easat-5668	261	6	,	,	PUNCT
easat-5668	261	7	x.	x.	PROPN
easat-5668	261	8	polisi	polisi	PROPN
easat-5668	261	9	,	,	PUNCT
easat-5668	261	10	j.	j.	PROPN
easat-5668	261	11	barthes	barthes	PROPN
easat-5668	261	12	,	,	PUNCT
easat-5668	261	13	a.	a.	PROPN
easat-5668	261	14	n.	n.	PROPN
easat-5668	261	15	halili	halili	PROPN
easat-5668	261	16	,	,	PUNCT
easat-5668	261	17	f.	f.	PROPN
easat-5668	261	18	skuka	skuka	PROPN
easat-5668	261	19	,	,	PUNCT
easat-5668	261	20	and	and	CCONJ
easat-5668	261	21	n.	n.	PROPN
easat-5668	261	22	e.	e.	PROPN
easat-5668	261	23	vrana	vrana	PROPN
easat-5668	261	24	,	,	PUNCT
easat-5668	261	25	"	"	PUNCT
easat-5668	261	26	effect	effect	NOUN
easat-5668	261	27	of	of	ADP
easat-5668	261	28	preprocessing	preprocesse	VERB
easat-5668	261	29	on	on	ADP
easat-5668	261	30	performance	performance	NOUN
easat-5668	261	31	of	of	ADP
easat-5668	261	32	neural	neural	ADJ
easat-5668	261	33	networks	network	NOUN
easat-5668	261	34	for	for	ADP
easat-5668	261	35	microscopy	microscopy	NOUN
easat-5668	261	36	image	image	NOUN
easat-5668	261	37	classification	classification	NOUN
easat-5668	261	38	,	,	PUNCT
easat-5668	261	39	"	"	PUNCT
easat-5668	261	40	presented	present	VERB
easat-5668	261	41	at	at	ADP
easat-5668	261	42	the	the	DET
easat-5668	261	43	2020	2020	NUM
easat-5668	261	44	international	international	ADJ
easat-5668	261	45	conference	conference	NOUN
easat-5668	261	46	on	on	ADP
easat-5668	261	47	computing	computing	NOUN
easat-5668	261	48	,	,	PUNCT
easat-5668	261	49	electronics	electronics	PROPN
easat-5668	261	50	&	&	CCONJ
easat-5668	261	51	communications	communications	PROPN
easat-5668	261	52	engineering	engineering	NOUN
easat-5668	261	53	(	(	PUNCT
easat-5668	261	54	iccece	iccece	PROPN
easat-5668	261	55	)	)	PUNCT
easat-5668	261	56	,	,	PUNCT
easat-5668	261	57	ieee	ieee	NOUN
easat-5668	261	58	,	,	PUNCT
easat-5668	261	59	2020	2020	NUM
easat-5668	261	60	.	.	PUNCT
easat-5668	262	1	[	[	X
easat-5668	262	2	9	9	NUM
easat-5668	262	3	]	]	PUNCT
easat-5668	262	4	x.	x.	NOUN
easat-5668	262	5	polisi	polisi	PROPN
easat-5668	262	6	,	,	PUNCT
easat-5668	262	7	a.	a.	PROPN
easat-5668	262	8	halili	halili	PROPN
easat-5668	262	9	,	,	PUNCT
easat-5668	262	10	c.	c.	PROPN
easat-5668	262	11	e.	e.	PROPN
easat-5668	262	12	tanase	tanase	PROPN
easat-5668	262	13	,	,	PUNCT
easat-5668	262	14	a.	a.	PROPN
easat-5668	262	15	uka	uka	PROPN
easat-5668	262	16	,	,	PUNCT
easat-5668	262	17	n.	n.	PROPN
easat-5668	262	18	e.	e.	PROPN
easat-5668	262	19	vrana	vrana	PROPN
easat-5668	262	20	,	,	PUNCT
easat-5668	262	21	and	and	CCONJ
easat-5668	262	22	a.	a.	NOUN
easat-5668	262	23	ghaemmaghami	ghaemmaghami	NOUN
easat-5668	262	24	,	,	PUNCT
easat-5668	262	25	computer	computer	NOUN
easat-5668	262	26	assisted	assist	VERB
easat-5668	262	27	analysis	analysis	NOUN
easat-5668	262	28	of	of	ADP
easat-5668	262	29	the	the	DET
easat-5668	262	30	hepatic	hepatic	ADJ
easat-5668	262	31	spheroid	spheroid	NOUN
easat-5668	262	32	formation	formation	NOUN
easat-5668	262	33	.	.	PUNCT
easat-5668	263	1	in	in	ADP
easat-5668	263	2	computational	computational	ADJ
easat-5668	263	3	bioengineering	bioengineering	NOUN
easat-5668	263	4	and	and	CCONJ
easat-5668	263	5	bioinformatics	bioinformatics	NOUN
easat-5668	263	6	:	:	PUNCT
easat-5668	263	7	computer	computer	NOUN
easat-5668	263	8	modelling	modelling	NOUN
easat-5668	263	9	in	in	ADP
easat-5668	263	10	bioengineering	bioengineere	VERB
easat-5668	263	11	8	8	NUM
easat-5668	263	12	.	.	PUNCT
easat-5668	263	13	switzerland	switzerland	PROPN
easat-5668	263	14	:	:	PUNCT
easat-5668	263	15	springer	springer	NOUN
easat-5668	263	16	international	international	ADJ
easat-5668	263	17	publishing	publishing	NOUN
easat-5668	263	18	,	,	PUNCT
easat-5668	263	19	2020	2020	NUM
easat-5668	263	20	,	,	PUNCT
easat-5668	263	21	pp	pp	ADJ
easat-5668	263	22	.	.	PUNCT
easat-5668	264	1	117	117	NUM
easat-5668	264	2	-	-	SYM
easat-5668	264	3	126	126	NUM
easat-5668	264	4	.	.	PUNCT
easat-5668	265	1	[	[	X
easat-5668	265	2	10	10	NUM
easat-5668	265	3	]	]	PUNCT
easat-5668	265	4	a.	a.	NOUN
easat-5668	265	5	uka	uka	PROPN
easat-5668	265	6	,	,	PUNCT
easat-5668	265	7	a.	a.	PROPN
easat-5668	265	8	ndreu	ndreu	PROPN
easat-5668	265	9	halili	halili	PROPN
easat-5668	265	10	,	,	PUNCT
easat-5668	265	11	x.	x.	PROPN
easat-5668	265	12	polisi	polisi	PROPN
easat-5668	265	13	,	,	PUNCT
easat-5668	265	14	a.	a.	NOUN
easat-5668	265	15	o.	o.	PROPN
easat-5668	265	16	topal	topal	PROPN
easat-5668	265	17	,	,	PUNCT
easat-5668	265	18	g.	g.	PROPN
easat-5668	265	19	imeraj	imeraj	PROPN
easat-5668	265	20	,	,	PUNCT
easat-5668	265	21	and	and	CCONJ
easat-5668	265	22	n.	n.	PROPN
easat-5668	265	23	e.	e.	PROPN
easat-5668	265	24	vrana	vrana	PROPN
easat-5668	265	25	,	,	PUNCT
easat-5668	265	26	"	"	PUNCT
easat-5668	265	27	basis	basis	NOUN
easat-5668	265	28	of	of	ADP
easat-5668	265	29	image	image	NOUN
easat-5668	265	30	analysis	analysis	NOUN
easat-5668	265	31	for	for	ADP
easat-5668	265	32	evaluating	evaluate	VERB
easat-5668	265	33	cell	cell	NOUN
easat-5668	265	34	biomaterial	biomaterial	ADJ
easat-5668	265	35	interaction	interaction	NOUN
easat-5668	265	36	using	use	VERB
easat-5668	265	37	brightfield	brightfield	NOUN
easat-5668	265	38	microscopy	microscopy	NOUN
easat-5668	265	39	,	,	PUNCT
easat-5668	265	40	"	"	PUNCT
easat-5668	265	41	cells	cell	NOUN
easat-5668	265	42	tissues	tissue	NOUN
easat-5668	265	43	organs	organ	NOUN
easat-5668	265	44	,	,	PUNCT
easat-5668	265	45	vol	vol	NOUN
easat-5668	265	46	.	.	NOUN
easat-5668	265	47	210	210	NUM
easat-5668	265	48	,	,	PUNCT
easat-5668	265	49	no	no	INTJ
easat-5668	265	50	.	.	NOUN
easat-5668	265	51	2	2	NUM
easat-5668	265	52	,	,	PUNCT
easat-5668	265	53	pp	pp	ADJ
easat-5668	265	54	.	.	PUNCT
easat-5668	266	1	77	77	NUM
easat-5668	266	2	-	-	SYM
easat-5668	266	3	104	104	NUM
easat-5668	266	4	,	,	PUNCT
easat-5668	266	5	2021	2021	NUM
easat-5668	266	6	.	.	PUNCT
easat-5668	267	1	https://doi.org/10.1159/000514153	https://doi.org/10.1159/000514153	PUNCT
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easat-5668	268	2	11	11	NUM
easat-5668	268	3	]	]	X
easat-5668	268	4	n.	n.	NOUN
easat-5668	268	5	siddique	siddique	PROPN
easat-5668	268	6	,	,	PUNCT
easat-5668	268	7	s.	s.	PROPN
easat-5668	268	8	paheding	paheding	PROPN
easat-5668	268	9	,	,	PUNCT
easat-5668	268	10	c.	c.	PROPN
easat-5668	268	11	p.	p.	PROPN
easat-5668	268	12	elkin	elkin	PROPN
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easat-5668	269	1	v.	v.	ADP
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easat-5668	269	4	"	"	PUNCT
easat-5668	269	5	u	u	NOUN
easat-5668	269	6	-	-	NOUN
easat-5668	269	7	net	net	ADJ
easat-5668	269	8	and	and	CCONJ
easat-5668	269	9	its	its	PRON
easat-5668	269	10	variants	variant	NOUN
easat-5668	269	11	for	for	ADP
easat-5668	269	12	medical	medical	ADJ
easat-5668	269	13	image	image	NOUN
easat-5668	269	14	segmentation	segmentation	NOUN
easat-5668	269	15	:	:	PUNCT
easat-5668	269	16	a	a	DET
easat-5668	269	17	review	review	NOUN
easat-5668	269	18	of	of	ADP
easat-5668	269	19	theory	theory	NOUN
easat-5668	269	20	and	and	CCONJ
easat-5668	269	21	applications	application	NOUN
easat-5668	269	22	,	,	PUNCT
easat-5668	269	23	"	"	PUNCT
easat-5668	269	24	ieee	ieee	NOUN
easat-5668	269	25	access	access	NOUN
easat-5668	269	26	,	,	PUNCT
easat-5668	269	27	vol	vol	NOUN
easat-5668	269	28	.	.	NOUN
easat-5668	270	1	9	9	NUM
easat-5668	270	2	,	,	PUNCT
easat-5668	270	3	pp	pp	ADJ
easat-5668	270	4	.	.	PUNCT
easat-5668	271	1	82031	82031	NUM
easat-5668	271	2	-	-	SYM
easat-5668	271	3	82057	82057	NUM
easat-5668	271	4	,	,	PUNCT
easat-5668	271	5	2021	2021	NUM
easat-5668	271	6	.	.	PUNCT
easat-5668	272	1	https://doi.org/10.1109/access.2021.3089276	https://doi.org/10.1109/access.2021.3089276	PROPN
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easat-5668	273	2	12	12	NUM
easat-5668	273	3	]	]	X
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easat-5668	273	5	ronneberger	ronneberger	NOUN
easat-5668	273	6	,	,	PUNCT
easat-5668	273	7	p.	p.	NOUN
easat-5668	273	8	fischer	fischer	PROPN
easat-5668	273	9	,	,	PUNCT
easat-5668	273	10	and	and	CCONJ
easat-5668	273	11	t.	t.	PROPN
easat-5668	273	12	brox	brox	PROPN
easat-5668	273	13	,	,	PUNCT
easat-5668	273	14	"	"	PUNCT
easat-5668	273	15	u	u	NOUN
easat-5668	273	16	-	-	NOUN
easat-5668	273	17	net	net	ADJ
easat-5668	273	18	:	:	PUNCT
easat-5668	273	19	convolutional	convolutional	ADJ
easat-5668	273	20	networks	network	NOUN
easat-5668	273	21	for	for	ADP
easat-5668	273	22	biomedical	biomedical	ADJ
easat-5668	273	23	image	image	NOUN
easat-5668	273	24	segmentation	segmentation	NOUN
easat-5668	273	25	,	,	PUNCT
easat-5668	273	26	"	"	PUNCT
easat-5668	273	27	presented	present	VERB
easat-5668	273	28	at	at	ADP
easat-5668	273	29	the	the	DET
easat-5668	273	30	medical	medical	ADJ
easat-5668	273	31	image	image	NOUN
easat-5668	273	32	computing	computing	NOUN
easat-5668	273	33	and	and	CCONJ
easat-5668	273	34	computer	computer	NOUN
easat-5668	273	35	-	-	PUNCT
easat-5668	273	36	assisted	assist	VERB
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easat-5668	273	38	–	–	PUNCT
easat-5668	273	39	miccai	miccai	NOUN
easat-5668	273	40	2015	2015	NUM
easat-5668	273	41	:	:	PUNCT
easat-5668	273	42	18th	18th	ADJ
easat-5668	273	43	international	international	ADJ
easat-5668	273	44	conference	conference	NOUN
easat-5668	273	45	,	,	PUNCT
easat-5668	273	46	munich	munich	PROPN
easat-5668	273	47	,	,	PUNCT
easat-5668	273	48	germany	germany	PROPN
easat-5668	273	49	,	,	PUNCT
easat-5668	273	50	october	october	PROPN
easat-5668	273	51	5	5	NUM
easat-5668	273	52	-	-	SYM
easat-5668	273	53	9	9	NUM
easat-5668	273	54	,	,	PUNCT
easat-5668	273	55	2015	2015	NUM
easat-5668	273	56	,	,	PUNCT
easat-5668	273	57	proceedings	proceeding	NOUN
easat-5668	273	58	,	,	PUNCT
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easat-5668	273	61	18	18	NUM
easat-5668	273	62	,	,	PUNCT
easat-5668	273	63	springer	springer	NOUN
easat-5668	273	64	international	international	ADJ
easat-5668	273	65	publishing	publishing	NOUN
easat-5668	273	66	,	,	PUNCT
easat-5668	273	67	2015	2015	NUM
easat-5668	273	68	.	.	PUNCT
easat-5668	274	1	[	[	X
easat-5668	274	2	13	13	NUM
easat-5668	274	3	]	]	X
easat-5668	274	4	s.	s.	PROPN
easat-5668	274	5	minaee	minaee	PROPN
easat-5668	274	6	,	,	PUNCT
easat-5668	274	7	y.	y.	PROPN
easat-5668	274	8	boykov	boykov	PROPN
easat-5668	274	9	,	,	PUNCT
easat-5668	274	10	f.	f.	PROPN
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easat-5668	274	12	,	,	PUNCT
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easat-5668	274	19	and	and	CCONJ
easat-5668	274	20	d.	d.	PROPN
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easat-5668	274	22	,	,	PUNCT
easat-5668	274	23	"	"	PUNCT
easat-5668	274	24	image	image	NOUN
easat-5668	274	25	segmentation	segmentation	NOUN
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easat-5668	274	50	,	,	PUNCT
easat-5668	274	51	pp	pp	ADJ
easat-5668	274	52	.	.	PUNCT
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easat-5668	274	54	-	-	SYM
easat-5668	274	55	3542	3542	NUM
easat-5668	274	56	,	,	PUNCT
easat-5668	274	57	2021	2021	NUM
easat-5668	274	58	.	.	PUNCT
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easat-5668	275	21	-	-	NOUN
easat-5668	275	22	net	net	ADJ
easat-5668	275	23	,	,	PUNCT
easat-5668	275	24	"	"	PUNCT
easat-5668	275	25	ieee	ieee	NOUN
easat-5668	275	26	transactions	transaction	NOUN
easat-5668	275	27	on	on	ADP
easat-5668	275	28	pattern	pattern	NOUN
easat-5668	275	29	analysis	analysis	NOUN
easat-5668	275	30	and	and	CCONJ
easat-5668	275	31	machine	machine	NOUN
easat-5668	275	32	intelligence	intelligence	NOUN
easat-5668	275	33	,	,	PUNCT
easat-5668	275	34	vol	vol	NOUN
easat-5668	275	35	.	.	PROPN
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easat-5668	276	2	,	,	PUNCT
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easat-5668	276	5	12	12	NUM
easat-5668	276	6	,	,	PUNCT
easat-5668	276	7	pp	pp	ADJ
easat-5668	276	8	.	.	PUNCT
easat-5668	277	1	10076	10076	NUM
easat-5668	277	2	10095	10095	NUM
easat-5668	277	3	,	,	PUNCT
easat-5668	277	4	2024	2024	NUM
easat-5668	277	5	.	.	PUNCT
easat-5668	278	1	[	[	X
easat-5668	278	2	15	15	NUM
easat-5668	278	3	]	]	X
easat-5668	278	4	r.	r.	PROPN
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easat-5668	278	10	and	and	CCONJ
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easat-5668	278	14	,	,	PUNCT
easat-5668	278	15	"	"	PUNCT
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easat-5668	278	19	u	u	NOUN
easat-5668	278	20	-	-	NOUN
easat-5668	278	21	net	net	ADJ
easat-5668	278	22	for	for	ADP
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easat-5668	278	24	image	image	NOUN
easat-5668	278	25	segmentation	segmentation	NOUN
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easat-5668	278	36	"	"	PUNCT
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easat-5668	278	41	&	&	CCONJ
easat-5668	278	42	computer	computer	PROPN
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easat-5668	278	45	2088	2088	NUM
easat-5668	278	46	-	-	SYM
easat-5668	278	47	8708	8708	NUM
easat-5668	278	48	)	)	PUNCT
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easat-5668	278	53	,	,	PUNCT
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easat-5668	278	56	5	5	NUM
easat-5668	278	57	,	,	PUNCT
easat-5668	278	58	pp	pp	ADJ
easat-5668	278	59	.	.	PUNCT
easat-5668	279	1	5406–5417	5406–5417	NUM
easat-5668	279	2	,	,	PUNCT
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easat-5668	279	4	.	.	PUNCT
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easat-5668	280	3	16	16	NUM
easat-5668	280	4	]	]	PUNCT
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easat-5668	280	13	,	,	PUNCT
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easat-5668	280	31	function	function	NOUN
easat-5668	280	32	on	on	ADP
easat-5668	280	33	system	system	NOUN
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easat-5668	280	35	,	,	PUNCT
easat-5668	280	36	"	"	PUNCT
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easat-5668	280	42	,	,	PUNCT
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easat-5668	280	45	4	4	NUM
easat-5668	280	46	,	,	PUNCT
easat-5668	280	47	p.	p.	NOUN
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easat-5668	280	49	,	,	PUNCT
easat-5668	280	50	2023	2023	NUM
easat-5668	280	51	.	.	PUNCT
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easat-5668	281	9	g.	g.	PROPN
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easat-5668	281	12	,	,	PUNCT
easat-5668	281	13	"	"	PUNCT
easat-5668	281	14	u	u	ADJ
easat-5668	281	15	-	-	ADJ
easat-5668	281	16	net	net	ADJ
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easat-5668	281	19	for	for	ADP
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easat-5668	281	42	)	)	PUNCT
easat-5668	281	43	,	,	PUNCT
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easat-5668	281	45	,	,	PUNCT
easat-5668	281	46	2022	2022	NUM
easat-5668	281	47	.	.	PUNCT
easat-5668	282	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
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easat-5668	283	1	https://doi.org/10.1109/access.2021.3089276	https://doi.org/10.1109/access.2021.3089276	PROPN
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easat-5668	283	4	https://doi.org/10.3390/bioengineering10040412	https://doi.org/10.3390/bioengineering10040412	NOUN
easat-5668	283	5	1691	1691	NUM
easat-5668	283	6	edelweiss	edelweiss	PROPN
easat-5668	283	7	applied	apply	VERB
easat-5668	283	8	science	science	NOUN
easat-5668	283	9	and	and	CCONJ
easat-5668	283	10	technology	technology	NOUN
easat-5668	283	11	issn	issn	PROPN
easat-5668	283	12	:	:	PUNCT
easat-5668	283	13	2576	2576	NUM
easat-5668	283	14	-	-	SYM
easat-5668	283	15	8484	8484	NUM
easat-5668	283	16	vol	vol	NOUN
easat-5668	283	17	.	.	PROPN
easat-5668	284	1	9	9	NUM
easat-5668	284	2	,	,	PUNCT
easat-5668	284	3	no	no	INTJ
easat-5668	284	4	.	.	NOUN
easat-5668	285	1	3	3	NUM
easat-5668	285	2	:	:	PUNCT
easat-5668	285	3	1675	1675	NUM
easat-5668	285	4	-	-	SYM
easat-5668	285	5	1691	1691	NUM
easat-5668	285	6	,	,	PUNCT
easat-5668	285	7	2025	2025	NUM
easat-5668	285	8	doi	doi	NOUN
easat-5668	285	9	:	:	PUNCT
easat-5668	285	10	10.55214/25768484.v9i3.5668	10.55214/25768484.v9i3.5668	NUM
easat-5668	285	11	©	©	PROPN
easat-5668	285	12	2025	2025	NUM
easat-5668	285	13	by	by	ADP
easat-5668	285	14	the	the	DET
easat-5668	285	15	authors	author	NOUN
easat-5668	285	16	;	;	PUNCT
easat-5668	285	17	licensee	licensee	PROPN
easat-5668	285	18	learning	learning	NOUN
easat-5668	285	19	gate	gate	NOUN
easat-5668	286	1	[	[	X
easat-5668	286	2	18	18	NUM
easat-5668	286	3	]	]	X
easat-5668	286	4	s.	s.	PROPN
easat-5668	286	5	saifullah	saifullah	PROPN
easat-5668	286	6	and	and	CCONJ
easat-5668	286	7	r.	r.	PROPN
easat-5668	286	8	dreżewski	dreżewski	PROPN
easat-5668	286	9	,	,	PUNCT
easat-5668	286	10	"	"	PUNCT
easat-5668	286	11	automatic	automatic	ADJ
easat-5668	286	12	brain	brain	NOUN
easat-5668	286	13	tumor	tumor	NOUN
easat-5668	286	14	segmentation	segmentation	NOUN
easat-5668	286	15	using	use	VERB
easat-5668	286	16	convolutional	convolutional	ADJ
easat-5668	286	17	neural	neural	ADJ
easat-5668	286	18	networks	network	NOUN
easat-5668	286	19	:	:	PUNCT
easat-5668	286	20	u	u	ADJ
easat-5668	286	21	-	-	ADJ
easat-5668	286	22	net	net	ADJ
easat-5668	286	23	framework	framework	NOUN
easat-5668	286	24	with	with	ADP
easat-5668	286	25	pso	pso	NOUN
easat-5668	286	26	-	-	PUNCT
easat-5668	286	27	tuned	tune	VERB
easat-5668	286	28	hyperparameters	hyperparameter	NOUN
easat-5668	286	29	,	,	PUNCT
easat-5668	286	30	"	"	PUNCT
easat-5668	286	31	presented	present	VERB
easat-5668	286	32	at	at	ADP
easat-5668	286	33	the	the	DET
easat-5668	286	34	international	international	ADJ
easat-5668	286	35	conference	conference	NOUN
easat-5668	286	36	on	on	ADP
easat-5668	286	37	parallel	parallel	ADJ
easat-5668	286	38	problem	problem	NOUN
easat-5668	286	39	solving	solve	VERB
easat-5668	286	40	from	from	ADP
easat-5668	286	41	nature	nature	NOUN
easat-5668	286	42	,	,	PUNCT
easat-5668	286	43	cham	cham	PROPN
easat-5668	286	44	:	:	PUNCT
easat-5668	286	45	springer	springer	NOUN
easat-5668	286	46	nature	nature	PROPN
easat-5668	286	47	switzerland	switzerland	PROPN
easat-5668	286	48	,	,	PUNCT
easat-5668	286	49	2024	2024	NUM
easat-5668	286	50	.	.	PUNCT
easat-5668	287	1	[	[	X
easat-5668	287	2	19	19	NUM
easat-5668	287	3	]	]	X
easat-5668	287	4	b.	b.	PROPN
easat-5668	287	5	karlik	karlik	PROPN
easat-5668	287	6	and	and	CCONJ
easat-5668	287	7	a.	a.	PROPN
easat-5668	287	8	v.	v.	PROPN
easat-5668	287	9	olgac	olgac	PROPN
easat-5668	287	10	,	,	PUNCT
easat-5668	287	11	"	"	PUNCT
easat-5668	287	12	performance	performance	NOUN
easat-5668	287	13	analysis	analysis	NOUN
easat-5668	287	14	of	of	ADP
easat-5668	287	15	various	various	ADJ
easat-5668	287	16	activation	activation	NOUN
easat-5668	287	17	functions	function	NOUN
easat-5668	287	18	in	in	ADP
easat-5668	287	19	generalized	generalized	ADJ
easat-5668	287	20	mlp	mlp	NOUN
easat-5668	287	21	architectures	architecture	NOUN
easat-5668	287	22	of	of	ADP
easat-5668	287	23	neural	neural	ADJ
easat-5668	287	24	networks	network	NOUN
easat-5668	287	25	,	,	PUNCT
easat-5668	287	26	"	"	PUNCT
easat-5668	287	27	international	international	ADJ
easat-5668	287	28	journal	journal	NOUN
easat-5668	287	29	of	of	ADP
easat-5668	287	30	artificial	artificial	ADJ
easat-5668	287	31	intelligence	intelligence	NOUN
easat-5668	287	32	and	and	CCONJ
easat-5668	287	33	expert	expert	NOUN
easat-5668	287	34	systems	system	NOUN
easat-5668	287	35	,	,	PUNCT
easat-5668	287	36	vol	vol	NOUN
easat-5668	287	37	.	.	PROPN
easat-5668	287	38	1	1	NUM
easat-5668	287	39	,	,	PUNCT
easat-5668	287	40	no	no	INTJ
easat-5668	287	41	.	.	NOUN
easat-5668	287	42	4	4	NUM
easat-5668	287	43	,	,	PUNCT
easat-5668	287	44	pp	pp	ADJ
easat-5668	287	45	.	.	PUNCT
easat-5668	287	46	111	111	NUM
easat-5668	287	47	-	-	SYM
easat-5668	287	48	122	122	NUM
easat-5668	287	49	,	,	PUNCT
easat-5668	287	50	2011	2011	NUM
easat-5668	287	51	.	.	PUNCT
easat-5668	287	52	https://doi.org/10.5121/ijaies.2011.1409	https://doi.org/10.5121/ijaies.2011.1409	PROPN
easat-5668	288	1	[	[	X
easat-5668	288	2	20	20	NUM
easat-5668	288	3	]	]	PUNCT
easat-5668	288	4	i.	i.	PROPN
easat-5668	288	5	kandel	kandel	PROPN
easat-5668	288	6	and	and	CCONJ
easat-5668	288	7	m.	m.	PROPN
easat-5668	288	8	castelli	castelli	PROPN
easat-5668	288	9	,	,	PUNCT
easat-5668	288	10	"	"	PUNCT
easat-5668	288	11	the	the	DET
easat-5668	288	12	effect	effect	NOUN
easat-5668	288	13	of	of	ADP
easat-5668	288	14	batch	batch	NOUN
easat-5668	288	15	size	size	NOUN
easat-5668	288	16	on	on	ADP
easat-5668	288	17	the	the	DET
easat-5668	288	18	generalizability	generalizability	NOUN
easat-5668	288	19	of	of	ADP
easat-5668	288	20	the	the	DET
easat-5668	288	21	convolutional	convolutional	ADJ
easat-5668	288	22	neural	neural	ADJ
easat-5668	288	23	networks	network	NOUN
easat-5668	288	24	on	on	ADP
easat-5668	288	25	a	a	DET
easat-5668	288	26	histopathology	histopathology	NOUN
easat-5668	288	27	dataset	dataset	NOUN
easat-5668	288	28	,	,	PUNCT
easat-5668	288	29	"	"	PUNCT
easat-5668	288	30	ict	ict	PROPN
easat-5668	288	31	express	express	NOUN
easat-5668	288	32	,	,	PUNCT
easat-5668	288	33	vol	vol	NOUN
easat-5668	288	34	.	.	PROPN
easat-5668	288	35	6	6	NUM
easat-5668	288	36	,	,	PUNCT
easat-5668	288	37	no	no	INTJ
easat-5668	288	38	.	.	NOUN
easat-5668	288	39	4	4	NUM
easat-5668	288	40	,	,	PUNCT
easat-5668	288	41	pp	pp	ADJ
easat-5668	288	42	.	.	PUNCT
easat-5668	289	1	312	312	NUM
easat-5668	289	2	-	-	SYM
easat-5668	289	3	315	315	NUM
easat-5668	289	4	,	,	PUNCT
easat-5668	289	5	2020	2020	NUM
easat-5668	289	6	.	.	PUNCT
easat-5668	290	1	https://doi.org/10.1016/j.icte.2020.07.004	https://doi.org/10.1016/j.icte.2020.07.004	NOUN
easat-5668	291	1	[	[	X
easat-5668	291	2	21	21	NUM
easat-5668	291	3	]	]	X
easat-5668	291	4	s.	s.	PROPN
easat-5668	291	5	gonzalez	gonzalez	PROPN
easat-5668	291	6	and	and	CCONJ
easat-5668	291	7	r.	r.	PROPN
easat-5668	291	8	miikkulainen	miikkulainen	PROPN
easat-5668	291	9	,	,	PUNCT
easat-5668	291	10	"	"	PUNCT
easat-5668	291	11	improved	improve	VERB
easat-5668	291	12	training	training	NOUN
easat-5668	291	13	speed	speed	NOUN
easat-5668	291	14	,	,	PUNCT
easat-5668	291	15	accuracy	accuracy	NOUN
easat-5668	291	16	,	,	PUNCT
easat-5668	291	17	and	and	CCONJ
easat-5668	291	18	data	datum	NOUN
easat-5668	291	19	utilization	utilization	NOUN
easat-5668	291	20	through	through	ADP
easat-5668	291	21	loss	loss	NOUN
easat-5668	291	22	function	function	NOUN
easat-5668	291	23	optimization	optimization	NOUN
easat-5668	291	24	,	,	PUNCT
easat-5668	291	25	"	"	PUNCT
easat-5668	291	26	presented	present	VERB
easat-5668	291	27	at	at	ADP
easat-5668	291	28	the	the	DET
easat-5668	291	29	2020	2020	NUM
easat-5668	291	30	ieee	ieee	NOUN
easat-5668	291	31	congress	congress	PROPN
easat-5668	291	32	on	on	ADP
easat-5668	291	33	evolutionary	evolutionary	ADJ
easat-5668	291	34	computation	computation	NOUN
easat-5668	291	35	(	(	PUNCT
easat-5668	291	36	cec	cec	PROPN
easat-5668	291	37	)	)	PUNCT
easat-5668	291	38	,	,	PUNCT
easat-5668	291	39	ieee	ieee	NOUN
easat-5668	291	40	,	,	PUNCT
easat-5668	291	41	2020	2020	NUM
easat-5668	291	42	.	.	PUNCT
easat-5668	292	1	[	[	X
easat-5668	292	2	22	22	NUM
easat-5668	292	3	]	]	PUNCT
easat-5668	292	4	x.	x.	NOUN
easat-5668	292	5	polisi	polisi	PROPN
easat-5668	292	6	,	,	PUNCT
easat-5668	292	7	d.	d.	PROPN
easat-5668	292	8	avdiu	avdiu	PROPN
easat-5668	292	9	,	,	PUNCT
easat-5668	292	10	a.	a.	PROPN
easat-5668	292	11	uka	uka	PROPN
easat-5668	292	12	,	,	PUNCT
easat-5668	292	13	a.	a.	PROPN
easat-5668	292	14	n.	n.	PROPN
easat-5668	292	15	halili	halili	PROPN
easat-5668	292	16	,	,	PUNCT
easat-5668	292	17	k.	k.	PROPN
easat-5668	292	18	kollcaku	kollcaku	PROPN
easat-5668	292	19	,	,	PUNCT
easat-5668	292	20	and	and	CCONJ
easat-5668	292	21	c.	c.	PROPN
easat-5668	292	22	ciulla	ciulla	PROPN
easat-5668	292	23	,	,	PUNCT
easat-5668	292	24	"	"	PUNCT
easat-5668	292	25	evaluation	evaluation	NOUN
easat-5668	292	26	of	of	ADP
easat-5668	292	27	cell	cell	NOUN
easat-5668	292	28	segmentation	segmentation	NOUN
easat-5668	292	29	using	use	VERB
easat-5668	292	30	pruning	prune	VERB
easat-5668	292	31	and	and	CCONJ
easat-5668	292	32	quantization	quantization	NOUN
easat-5668	292	33	,	,	PUNCT
easat-5668	292	34	"	"	PUNCT
easat-5668	292	35	presented	present	VERB
easat-5668	292	36	at	at	ADP
easat-5668	292	37	the	the	DET
easat-5668	292	38	2023	2023	NUM
easat-5668	292	39	international	international	ADJ
easat-5668	292	40	conference	conference	NOUN
easat-5668	292	41	on	on	ADP
easat-5668	292	42	computing	computing	NOUN
easat-5668	292	43	,	,	PUNCT
easat-5668	292	44	electronics	electronics	PROPN
easat-5668	292	45	&	&	CCONJ
easat-5668	292	46	communications	communications	PROPN
easat-5668	292	47	engineering	engineering	NOUN
easat-5668	292	48	(	(	PUNCT
easat-5668	292	49	iccece	iccece	PROPN
easat-5668	292	50	)	)	PUNCT
easat-5668	292	51	,	,	PUNCT
easat-5668	292	52	ieee	ieee	NOUN
easat-5668	292	53	,	,	PUNCT
easat-5668	292	54	2023	2023	NUM
easat-5668	292	55	.	.	PUNCT
easat-5668	293	1	[	[	X
easat-5668	293	2	23	23	NUM
easat-5668	293	3	]	]	X
easat-5668	293	4	d.	d.	PROPN
easat-5668	293	5	kingma	kingma	PROPN
easat-5668	293	6	and	and	CCONJ
easat-5668	293	7	j.	j.	PROPN
easat-5668	293	8	b.	b.	PROPN
easat-5668	293	9	adam	adam	PROPN
easat-5668	293	10	,	,	PUNCT
easat-5668	293	11	"	"	PUNCT
easat-5668	293	12	a	a	DET
easat-5668	293	13	method	method	NOUN
easat-5668	293	14	for	for	ADP
easat-5668	293	15	stochastic	stochastic	ADJ
easat-5668	293	16	optimization	optimization	NOUN
easat-5668	293	17	,	,	PUNCT
easat-5668	293	18	"	"	PUNCT
easat-5668	293	19	presented	present	VERB
easat-5668	293	20	at	at	ADP
easat-5668	293	21	the	the	DET
easat-5668	293	22	international	international	ADJ
easat-5668	293	23	conference	conference	NOUN
easat-5668	293	24	on	on	ADP
easat-5668	293	25	learning	learn	VERB
easat-5668	293	26	representations	representation	NOUN
easat-5668	293	27	(	(	PUNCT
easat-5668	293	28	iclr	iclr	NOUN
easat-5668	293	29	)	)	PUNCT
easat-5668	293	30	,	,	PUNCT
easat-5668	293	31	2015	2015	NUM
easat-5668	293	32	.	.	PUNCT
easat-5668	294	1	[	[	X
easat-5668	294	2	24	24	NUM
easat-5668	294	3	]	]	PUNCT
easat-5668	294	4	j.	j.	PROPN
easat-5668	294	5	duchi	duchi	PROPN
easat-5668	294	6	,	,	PUNCT
easat-5668	294	7	e.	e.	PROPN
easat-5668	294	8	hazan	hazan	PROPN
easat-5668	294	9	,	,	PUNCT
easat-5668	294	10	and	and	CCONJ
easat-5668	294	11	y.	y.	PROPN
easat-5668	294	12	singer	singer	NOUN
easat-5668	294	13	,	,	PUNCT
easat-5668	294	14	"	"	PUNCT
easat-5668	294	15	adaptive	adaptive	ADJ
easat-5668	294	16	subgradient	subgradient	NOUN
easat-5668	294	17	methods	method	NOUN
easat-5668	294	18	for	for	ADP
easat-5668	294	19	online	online	ADJ
easat-5668	294	20	learning	learning	NOUN
easat-5668	294	21	and	and	CCONJ
easat-5668	294	22	stochastic	stochastic	ADJ
easat-5668	294	23	optimization	optimization	NOUN
easat-5668	294	24	,	,	PUNCT
easat-5668	294	25	"	"	PUNCT
easat-5668	294	26	journal	journal	NOUN
easat-5668	294	27	of	of	ADP
easat-5668	294	28	machine	machine	NOUN
easat-5668	294	29	learning	learn	VERB
easat-5668	294	30	research	research	NOUN
easat-5668	294	31	,	,	PUNCT
easat-5668	294	32	vol	vol	NOUN
easat-5668	294	33	.	.	PROPN
easat-5668	294	34	12	12	NUM
easat-5668	294	35	,	,	PUNCT
easat-5668	294	36	no	no	INTJ
easat-5668	294	37	.	.	NOUN
easat-5668	294	38	7	7	NUM
easat-5668	294	39	,	,	PUNCT
easat-5668	294	40	pp	pp	ADJ
easat-5668	294	41	.	.	PUNCT
easat-5668	294	42	2121	2121	NUM
easat-5668	294	43	-	-	SYM
easat-5668	294	44	2159	2159	NUM
easat-5668	294	45	,	,	PUNCT
easat-5668	294	46	2011	2011	NUM
easat-5668	294	47	.	.	PUNCT
easat-5668	295	1	https://doi.org/10.5555/1953048.2078182	https://doi.org/10.5555/1953048.2078182	NOUN
easat-5668	296	1	[	[	X
easat-5668	296	2	25	25	NUM
easat-5668	296	3	]	]	PUNCT
easat-5668	296	4	t.	t.	NOUN
easat-5668	296	5	dozat	dozat	NOUN
easat-5668	296	6	,	,	PUNCT
easat-5668	296	7	"	"	PUNCT
easat-5668	296	8	incorporating	incorporate	VERB
easat-5668	296	9	nesterov	nesterov	ADJ
easat-5668	296	10	momentum	momentum	NOUN
easat-5668	296	11	into	into	ADP
easat-5668	296	12	adam	adam	NOUN
easat-5668	296	13	,	,	PUNCT
easat-5668	296	14	"	"	PUNCT
easat-5668	296	15	in	in	ADP
easat-5668	296	16	proceedings	proceeding	NOUN
easat-5668	296	17	of	of	ADP
easat-5668	296	18	the	the	DET
easat-5668	296	19	4th	4th	ADJ
easat-5668	296	20	international	international	ADJ
easat-5668	296	21	conference	conference	NOUN
easat-5668	296	22	on	on	ADP
easat-5668	296	23	learning	learn	VERB
easat-5668	296	24	representations	representation	NOUN
easat-5668	296	25	(	(	PUNCT
easat-5668	296	26	iclr	iclr	NOUN
easat-5668	296	27	2016	2016	NUM
easat-5668	296	28	)	)	PUNCT
easat-5668	296	29	,	,	PUNCT
easat-5668	296	30	2016	2016	NUM
easat-5668	296	31	.	.	PUNCT
easat-5668	297	1	[	[	X
easat-5668	297	2	26	26	NUM
easat-5668	297	3	]	]	PUNCT
easat-5668	297	4	t.	t.	NOUN
easat-5668	297	5	tieleman	tieleman	NOUN
easat-5668	297	6	and	and	CCONJ
easat-5668	297	7	g.	g.	PROPN
easat-5668	297	8	hinton	hinton	PROPN
easat-5668	297	9	,	,	PUNCT
easat-5668	297	10	"	"	PUNCT
easat-5668	297	11	divide	divide	VERB
easat-5668	297	12	the	the	DET
easat-5668	297	13	gradient	gradient	NOUN
easat-5668	297	14	by	by	ADP
easat-5668	297	15	a	a	DET
easat-5668	297	16	running	run	VERB
easat-5668	297	17	average	average	NOUN
easat-5668	297	18	of	of	ADP
easat-5668	297	19	its	its	PRON
easat-5668	297	20	recent	recent	ADJ
easat-5668	297	21	magnitude	magnitude	NOUN
easat-5668	297	22	.	.	PUNCT
easat-5668	298	1	coursera	coursera	NOUN
easat-5668	298	2	:	:	PUNCT
easat-5668	298	3	neural	neural	ADJ
easat-5668	298	4	networks	network	NOUN
easat-5668	298	5	for	for	ADP
easat-5668	298	6	machine	machine	NOUN
easat-5668	298	7	learning	learning	NOUN
easat-5668	298	8	.	.	PUNCT
easat-5668	299	1	technical	technical	ADJ
easat-5668	299	2	report	report	NOUN
easat-5668	299	3	,	,	PUNCT
easat-5668	299	4	"	"	PUNCT
easat-5668	299	5	retrieved	retrieve	VERB
easat-5668	299	6	:	:	PUNCT
easat-5668	299	7	https://www.coursera.org/learn/neural-networksfor-machine-learning	https://www.coursera.org/learn/neural-networksfor-machine-learning	NOUN
easat-5668	299	8	,	,	PUNCT
easat-5668	299	9	2017	2017	NUM
easat-5668	299	10	.	.	PUNCT
easat-5668	300	1	[	[	X
easat-5668	300	2	27	27	NUM
easat-5668	300	3	]	]	X
easat-5668	300	4	v.	v.	CCONJ
easat-5668	300	5	rajput	rajput	PROPN
easat-5668	300	6	,	,	PUNCT
easat-5668	300	7	"	"	PUNCT
easat-5668	300	8	robustness	robustness	NOUN
easat-5668	300	9	of	of	ADP
easat-5668	300	10	different	different	ADJ
easat-5668	300	11	loss	loss	NOUN
easat-5668	300	12	functions	function	NOUN
easat-5668	300	13	and	and	CCONJ
easat-5668	300	14	their	their	PRON
easat-5668	300	15	impact	impact	NOUN
easat-5668	300	16	on	on	ADP
easat-5668	300	17	network	network	NOUN
easat-5668	300	18	's	's	PART
easat-5668	300	19	learning	learning	NOUN
easat-5668	300	20	,	,	PUNCT
easat-5668	300	21	"	"	PUNCT
easat-5668	300	22	available	available	ADJ
easat-5668	300	23	at	at	ADP
easat-5668	300	24	ssrn	ssrn	PROPN
easat-5668	300	25	4065778	4065778	NUM
easat-5668	300	26	,	,	PUNCT
easat-5668	300	27	2022	2022	NUM
easat-5668	300	28	.	.	PUNCT
easat-5668	301	1	[	[	X
easat-5668	301	2	28	28	NUM
easat-5668	301	3	]	]	X
easat-5668	301	4	c.	c.	PROPN
easat-5668	301	5	desai	desai	PROPN
easat-5668	301	6	,	,	PUNCT
easat-5668	301	7	"	"	PUNCT
easat-5668	301	8	comparative	comparative	ADJ
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easat-5668	301	10	of	of	ADP
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easat-5668	301	12	in	in	ADP
easat-5668	301	13	deep	deep	ADJ
easat-5668	301	14	neural	neural	ADJ
easat-5668	301	15	networks	network	NOUN
easat-5668	301	16	,	,	PUNCT
easat-5668	301	17	"	"	PUNCT
easat-5668	301	18	international	international	ADJ
easat-5668	301	19	journal	journal	NOUN
easat-5668	301	20	of	of	ADP
easat-5668	301	21	innovative	innovative	ADJ
easat-5668	301	22	science	science	NOUN
easat-5668	301	23	and	and	CCONJ
easat-5668	301	24	research	research	NOUN
easat-5668	301	25	technology	technology	NOUN
easat-5668	301	26	,	,	PUNCT
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easat-5668	301	30	,	,	PUNCT
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easat-5668	301	33	10	10	NUM
easat-5668	301	34	,	,	PUNCT
easat-5668	301	35	pp	pp	ADJ
easat-5668	301	36	.	.	PUNCT
easat-5668	302	1	959	959	NUM
easat-5668	302	2	-	-	SYM
easat-5668	302	3	962	962	NUM
easat-5668	302	4	,	,	PUNCT
easat-5668	302	5	2020	2020	NUM
easat-5668	302	6	.	.	PUNCT
easat-5668	303	1	[	[	X
easat-5668	303	2	29	29	NUM
easat-5668	303	3	]	]	X
easat-5668	303	4	b.	b.	PROPN
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easat-5668	303	6	,	,	PUNCT
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easat-5668	303	10	and	and	CCONJ
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easat-5668	303	13	,	,	PUNCT
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easat-5668	303	18	for	for	ADP
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easat-5668	303	21	from	from	ADP
easat-5668	303	22	off	off	ADP
easat-5668	303	23	-	-	PUNCT
easat-5668	303	24	nadir	nadir	NOUN
easat-5668	303	25	aerial	aerial	ADJ
easat-5668	303	26	images	image	NOUN
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easat-5668	303	31	arxiv:2311.03867	arxiv:2311.03867	NOUN
easat-5668	303	32	,	,	PUNCT
easat-5668	303	33	2023	2023	NUM
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easat-5668	304	1	[	[	X
easat-5668	304	2	30	30	NUM
easat-5668	304	3	]	]	PUNCT
easat-5668	304	4	z.	z.	PROPN
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easat-5668	304	7	s.	s.	PROPN
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easat-5668	304	10	"	"	PUNCT
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easat-5668	304	14	rate	rate	NOUN
easat-5668	304	15	schedule	schedule	NOUN
easat-5668	304	16	for	for	ADP
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easat-5668	304	18	learning	learning	NOUN
easat-5668	304	19	,	,	PUNCT
easat-5668	304	20	"	"	PUNCT
easat-5668	304	21	arxiv	arxiv	PROPN
easat-5668	304	22	preprint	preprint	NOUN
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easat-5668	304	24	,	,	PUNCT
easat-5668	304	25	2019	2019	NUM
easat-5668	304	26	.	.	PUNCT
easat-5668	305	1	[	[	X
easat-5668	305	2	31	31	NUM
easat-5668	305	3	]	]	PUNCT
easat-5668	305	4	a.	a.	NOUN
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easat-5668	305	7	y.	y.	PROPN
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easat-5668	305	9	,	,	PUNCT
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easat-5668	305	18	and	and	CCONJ
easat-5668	305	19	g.	g.	PROPN
easat-5668	305	20	gur	gur	PROPN
easat-5668	305	21	-	-	PUNCT
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easat-5668	305	28	rate	rate	NOUN
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easat-5668	305	34	the	the	DET
easat-5668	305	35	catapult	catapult	NOUN
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easat-5668	305	38	"	"	PUNCT
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easat-5668	306	1	[	[	X
easat-5668	306	2	32	32	NUM
easat-5668	306	3	]	]	PUNCT
easat-5668	306	4	s.	s.	PROPN
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easat-5668	307	5	,	,	PUNCT
easat-5668	307	6	and	and	CCONJ
easat-5668	307	7	q.	q.	PROPN
easat-5668	307	8	v.	v.	CCONJ
easat-5668	307	9	le	le	PROPN
easat-5668	307	10	,	,	PUNCT
easat-5668	307	11	"	"	PUNCT
easat-5668	307	12	do	do	AUX
easat-5668	307	13	n't	not	PART
easat-5668	307	14	decay	decay	VERB
easat-5668	307	15	the	the	DET
easat-5668	307	16	learning	learning	NOUN
easat-5668	307	17	rate	rate	NOUN
easat-5668	307	18	,	,	PUNCT
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easat-5668	307	20	the	the	DET
easat-5668	307	21	batch	batch	NOUN
easat-5668	307	22	size	size	NOUN
easat-5668	307	23	,	,	PUNCT
easat-5668	307	24	"	"	PUNCT
easat-5668	307	25	arxiv	arxiv	PROPN
easat-5668	307	26	preprint	preprint	NOUN
easat-5668	307	27	arxiv:1711.00489	arxiv:1711.00489	NOUN
easat-5668	307	28	,	,	PUNCT
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easat-5668	307	30	.	.	PUNCT
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easat-5668	308	2	33	33	NUM
easat-5668	308	3	]	]	PUNCT
easat-5668	308	4	x.	x.	PROPN
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easat-5668	308	6	,	,	PUNCT
easat-5668	308	7	v.	v.	PROPN
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easat-5668	308	9	,	,	PUNCT
easat-5668	308	10	u.	u.	PROPN
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easat-5668	308	13	d.	d.	PROPN
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easat-5668	308	15	,	,	PUNCT
easat-5668	308	16	and	and	CCONJ
easat-5668	308	17	a.	a.	PROPN
easat-5668	308	18	halili	halili	PROPN
easat-5668	308	19	,	,	PUNCT
easat-5668	308	20	"	"	PUNCT
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easat-5668	308	22	learning	learning	NOUN
easat-5668	308	23	-	-	PUNCT
easat-5668	308	24	based	base	VERB
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easat-5668	308	28	,	,	PUNCT
easat-5668	308	29	and	and	CCONJ
easat-5668	308	30	average	average	ADJ
easat-5668	308	31	area	area	NOUN
easat-5668	308	32	estimation	estimation	NOUN
easat-5668	308	33	of	of	ADP
easat-5668	308	34	cells	cell	NOUN
easat-5668	308	35	,	,	PUNCT
easat-5668	308	36	"	"	PUNCT
easat-5668	308	37	journal	journal	NOUN
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easat-5668	308	39	natural	natural	ADJ
easat-5668	308	40	and	and	CCONJ
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easat-5668	308	42	sciences	science	NOUN
easat-5668	308	43	,	,	PUNCT
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easat-5668	308	51	,	,	PUNCT
easat-5668	308	52	pp	pp	ADJ
easat-5668	308	53	.	.	PUNCT
easat-5668	309	1	1	1	NUM
easat-5668	309	2	-	-	SYM
easat-5668	309	3	15	15	NUM
easat-5668	309	4	,	,	PUNCT
easat-5668	309	5	2024	2024	NUM
easat-5668	309	6	.	.	PUNCT
easat-5668	310	1	https://doi.org/10.5121/ijaies.2011.1409	https://doi.org/10.5121/ijaies.2011.1409	PROPN
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easat-5668	310	4	https://www.coursera.org/learn/neural-networks-for-machine-learning	https://www.coursera.org/learn/neural-networks-for-machine-learne	VERB
easat-5668	310	5	https://www.coursera.org/learn/neural-networks-for-machine-learning	https://www.coursera.org/learn/neural-networks-for-machine-learne	VERB