id	sid	tid	token	lemma	pos
easat-7679	1	1	edelweiss	edelweiss	PROPN
easat-7679	1	2	applied	apply	VERB
easat-7679	1	3	science	science	NOUN
easat-7679	1	4	and	and	CCONJ
easat-7679	1	5	technology	technology	NOUN
easat-7679	1	6	issn	issn	PROPN
easat-7679	1	7	:	:	PUNCT
easat-7679	1	8	2576	2576	NUM
easat-7679	1	9	-	-	SYM
easat-7679	1	10	8484	8484	NUM
easat-7679	1	11	vol	vol	NOUN
easat-7679	1	12	.	.	PROPN
easat-7679	2	1	9	9	NUM
easat-7679	2	2	,	,	PUNCT
easat-7679	2	3	no	no	INTJ
easat-7679	2	4	.	.	NOUN
easat-7679	2	5	5	5	NUM
easat-7679	2	6	,	,	PUNCT
easat-7679	2	7	3293	3293	NUM
easat-7679	2	8	-	-	SYM
easat-7679	2	9	3308	3308	NUM
easat-7679	2	10	2025	2025	NUM
easat-7679	2	11	publisher	publisher	NOUN
easat-7679	2	12	:	:	PUNCT
easat-7679	2	13	learning	learn	VERB
easat-7679	2	14	gate	gate	NOUN
easat-7679	2	15	doi	doi	PROPN
easat-7679	2	16	:	:	PUNCT
easat-7679	2	17	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	2	18	©	©	PROPN
easat-7679	2	19	2025	2025	NUM
easat-7679	2	20	by	by	ADP
easat-7679	2	21	the	the	DET
easat-7679	2	22	authors	author	NOUN
easat-7679	2	23	;	;	PUNCT
easat-7679	2	24	licensee	licensee	PROPN
easat-7679	2	25	learning	learning	NOUN
easat-7679	2	26	gate	gate	NOUN
easat-7679	3	1	©	©	PROPN
easat-7679	3	2	2025	2025	NUM
easat-7679	3	3	by	by	ADP
easat-7679	3	4	the	the	DET
easat-7679	3	5	authors	author	NOUN
easat-7679	3	6	;	;	PUNCT
easat-7679	3	7	licensee	licensee	PROPN
easat-7679	3	8	learning	learning	NOUN
easat-7679	3	9	gate	gate	NOUN
easat-7679	3	10	history	history	NOUN
easat-7679	3	11	:	:	PUNCT
easat-7679	3	12	received	receive	VERB
easat-7679	3	13	:	:	PUNCT
easat-7679	3	14	13	13	NUM
easat-7679	3	15	march	march	NOUN
easat-7679	3	16	2025	2025	NUM
easat-7679	3	17	;	;	PUNCT
easat-7679	3	18	revised	revise	VERB
easat-7679	3	19	:	:	PUNCT
easat-7679	3	20	6	6	NUM
easat-7679	3	21	may	may	PROPN
easat-7679	3	22	2025	2025	NUM
easat-7679	3	23	;	;	PUNCT
easat-7679	3	24	accepted	accept	VERB
easat-7679	3	25	:	:	PUNCT
easat-7679	3	26	9	9	NUM
easat-7679	3	27	may	may	PROPN
easat-7679	3	28	2025	2025	NUM
easat-7679	3	29	;	;	PUNCT
easat-7679	3	30	published	publish	VERB
easat-7679	3	31	:	:	PUNCT
easat-7679	3	32	30	30	NUM
easat-7679	3	33	may	may	PROPN
easat-7679	3	34	2025	2025	NUM
easat-7679	3	35	*	*	PUNCT
easat-7679	3	36	correspondence	correspondence	NOUN
easat-7679	3	37	:	:	PUNCT
easat-7679	3	38	y_shu_ping@163.com	y_shu_ping@163.com	X
easat-7679	3	39	hybrid	hybrid	PROPN
easat-7679	3	40	u	u	NOUN
easat-7679	3	41	-	-	NOUN
easat-7679	3	42	net	net	NOUN
easat-7679	3	43	based	base	VERB
easat-7679	3	44	on	on	ADP
easat-7679	3	45	channel	channel	NOUN
easat-7679	3	46	reconstruction	reconstruction	NOUN
easat-7679	3	47	and	and	CCONJ
easat-7679	3	48	self	self	NOUN
easat-7679	3	49	-	-	PUNCT
easat-7679	3	50	attention	attention	NOUN
easat-7679	3	51	calibration	calibration	NOUN
easat-7679	3	52	bridge	bridge	NOUN
easat-7679	3	53	for	for	ADP
easat-7679	3	54	weakly	weakly	ADV
easat-7679	3	55	-	-	PUNCT
easat-7679	3	56	supervised	supervise	VERB
easat-7679	3	57	cell	cell	NOUN
easat-7679	3	58	segmentation	segmentation	NOUN
easat-7679	3	59	shuping	shupe	VERB
easat-7679	3	60	yuan1,2	yuan1,2	PROPN
easat-7679	3	61	*	*	PROPN
easat-7679	3	62	,	,	PUNCT
easat-7679	3	63	vladimir	vladimir	PROPN
easat-7679	3	64	y.	y.	PROPN
easat-7679	3	65	mariano1	mariano1	PROPN
easat-7679	4	1	1college	1college	NUM
easat-7679	4	2	of	of	ADP
easat-7679	4	3	computing	computing	NOUN
easat-7679	4	4	and	and	CCONJ
easat-7679	4	5	information	information	NOUN
easat-7679	4	6	technologies	technology	NOUN
easat-7679	4	7	,	,	PUNCT
easat-7679	4	8	national	national	ADJ
easat-7679	4	9	university	university	PROPN
easat-7679	4	10	,	,	PUNCT
easat-7679	4	11	manila	manila	PROPN
easat-7679	4	12	,	,	PUNCT
easat-7679	4	13	philippines	philippine	NOUN
easat-7679	4	14	;	;	PUNCT
easat-7679	4	15	y_shu_ping@163.com	y_shu_ping@163.com	X
easat-7679	4	16	(	(	PUNCT
easat-7679	4	17	s.y	s.y	PROPN
easat-7679	4	18	.	.	PROPN
easat-7679	4	19	)	)	PUNCT
easat-7679	5	1	vymariano@national-u.edu.ph	vymariano@national-u.edu.ph	PROPN
easat-7679	5	2	(	(	PUNCT
easat-7679	5	3	v.y.m	v.y.m	NOUN
easat-7679	5	4	.	.	PUNCT
easat-7679	5	5	)	)	PUNCT
easat-7679	5	6	.	.	PUNCT
easat-7679	6	1	2school	2school	NUM
easat-7679	6	2	of	of	ADP
easat-7679	6	3	big	big	ADJ
easat-7679	6	4	data	datum	NOUN
easat-7679	6	5	and	and	CCONJ
easat-7679	6	6	artificial	artificial	ADJ
easat-7679	6	7	intelligence	intelligence	NOUN
easat-7679	6	8	,	,	PUNCT
easat-7679	6	9	anhui	anhui	PROPN
easat-7679	6	10	xinhua	xinhua	PROPN
easat-7679	6	11	university	university	PROPN
easat-7679	6	12	,	,	PUNCT
easat-7679	6	13	hefei	hefei	PROPN
easat-7679	6	14	,	,	PUNCT
easat-7679	6	15	china	china	PROPN
easat-7679	6	16	.	.	PUNCT
easat-7679	7	1	abstract	abstract	ADJ
easat-7679	7	2	:	:	PUNCT
easat-7679	7	3	semantic	semantic	ADJ
easat-7679	7	4	segmentation	segmentation	NOUN
easat-7679	7	5	of	of	ADP
easat-7679	7	6	cellular	cellular	ADJ
easat-7679	7	7	images	image	NOUN
easat-7679	7	8	obtained	obtain	VERB
easat-7679	7	9	via	via	ADP
easat-7679	7	10	optical	optical	ADJ
easat-7679	7	11	microscopy	microscopy	NOUN
easat-7679	7	12	is	be	AUX
easat-7679	7	13	a	a	DET
easat-7679	7	14	critical	critical	ADJ
easat-7679	7	15	area	area	NOUN
easat-7679	7	16	in	in	ADP
easat-7679	7	17	medical	medical	ADJ
easat-7679	7	18	image	image	NOUN
easat-7679	7	19	analysis	analysis	NOUN
easat-7679	7	20	.	.	PUNCT
easat-7679	8	1	however	however	ADV
easat-7679	8	2	,	,	PUNCT
easat-7679	8	3	the	the	DET
easat-7679	8	4	irregularity	irregularity	NOUN
easat-7679	8	5	of	of	ADP
easat-7679	8	6	cellular	cellular	ADJ
easat-7679	8	7	images	image	NOUN
easat-7679	8	8	on	on	ADP
easat-7679	8	9	glass	glass	NOUN
easat-7679	8	10	slides	slide	NOUN
easat-7679	8	11	,	,	PUNCT
easat-7679	8	12	along	along	ADP
easat-7679	8	13	with	with	ADP
easat-7679	8	14	excessive	excessive	ADJ
easat-7679	8	15	impurities	impurity	NOUN
easat-7679	8	16	,	,	PUNCT
easat-7679	8	17	presents	present	VERB
easat-7679	8	18	significant	significant	ADJ
easat-7679	8	19	challenges	challenge	NOUN
easat-7679	8	20	for	for	ADP
easat-7679	8	21	existing	exist	VERB
easat-7679	8	22	segmentation	segmentation	NOUN
easat-7679	8	23	algorithms	algorithm	NOUN
easat-7679	8	24	,	,	PUNCT
easat-7679	8	25	leading	lead	VERB
easat-7679	8	26	to	to	ADP
easat-7679	8	27	frequent	frequent	ADJ
easat-7679	8	28	semantic	semantic	ADJ
easat-7679	8	29	misclassification	misclassification	NOUN
easat-7679	8	30	.	.	PUNCT
easat-7679	9	1	this	this	DET
easat-7679	9	2	paper	paper	NOUN
easat-7679	9	3	introduces	introduce	VERB
easat-7679	9	4	a	a	DET
easat-7679	9	5	hybrid	hybrid	ADJ
easat-7679	9	6	u	u	ADJ
easat-7679	9	7	-	-	ADJ
easat-7679	9	8	net	net	ADJ
easat-7679	9	9	architecture	architecture	NOUN
easat-7679	9	10	based	base	VERB
easat-7679	9	11	on	on	ADP
easat-7679	9	12	encoding	encode	VERB
easat-7679	9	13	channel	channel	NOUN
easat-7679	9	14	reconstruction	reconstruction	NOUN
easat-7679	9	15	and	and	CCONJ
easat-7679	9	16	self	self	NOUN
easat-7679	9	17	-	-	PUNCT
easat-7679	9	18	attention	attention	NOUN
easat-7679	9	19	calibration	calibration	NOUN
easat-7679	9	20	bridging	bridging	NOUN
easat-7679	9	21	to	to	PART
easat-7679	9	22	achieve	achieve	VERB
easat-7679	9	23	weakly	weakly	ADV
easat-7679	9	24	supervised	supervised	ADJ
easat-7679	9	25	extraction	extraction	NOUN
easat-7679	9	26	of	of	ADP
easat-7679	9	27	cellular	cellular	ADJ
easat-7679	9	28	category	category	NOUN
easat-7679	9	29	information	information	NOUN
easat-7679	9	30	.	.	PUNCT
easat-7679	10	1	the	the	DET
easat-7679	10	2	architecture	architecture	NOUN
easat-7679	10	3	,	,	PUNCT
easat-7679	10	4	built	build	VERB
easat-7679	10	5	upon	upon	SCONJ
easat-7679	10	6	a	a	DET
easat-7679	10	7	hybrid	hybrid	ADJ
easat-7679	10	8	cnn	cnn	NOUN
easat-7679	10	9	and	and	CCONJ
easat-7679	10	10	transformer	transformer	NOUN
easat-7679	10	11	module	module	NOUN
easat-7679	10	12	framework	framework	NOUN
easat-7679	10	13	,	,	PUNCT
easat-7679	10	14	first	first	ADV
easat-7679	10	15	proposes	propose	VERB
easat-7679	10	16	channel	channel	NOUN
easat-7679	10	17	reconstruction	reconstruction	NOUN
easat-7679	10	18	during	during	ADP
easat-7679	10	19	the	the	DET
easat-7679	10	20	convolutional	convolutional	ADJ
easat-7679	10	21	encoding	encoding	NOUN
easat-7679	10	22	phase	phase	NOUN
easat-7679	10	23	,	,	PUNCT
easat-7679	10	24	creating	create	VERB
easat-7679	10	25	a	a	DET
easat-7679	10	26	latent	latent	ADJ
easat-7679	10	27	space	space	NOUN
easat-7679	10	28	for	for	ADP
easat-7679	10	29	channel	channel	NOUN
easat-7679	10	30	information	information	NOUN
easat-7679	10	31	by	by	ADP
easat-7679	10	32	expanding	expand	VERB
easat-7679	10	33	the	the	DET
easat-7679	10	34	dimensions	dimension	NOUN
easat-7679	10	35	.	.	PUNCT
easat-7679	11	1	subsequently	subsequently	ADV
easat-7679	11	2	,	,	PUNCT
easat-7679	11	3	texture	texture	ADJ
easat-7679	11	4	and	and	CCONJ
easat-7679	11	5	global	global	ADJ
easat-7679	11	6	information	information	NOUN
easat-7679	11	7	within	within	ADP
easat-7679	11	8	the	the	DET
easat-7679	11	9	latent	latent	NOUN
easat-7679	11	10	space	space	NOUN
easat-7679	11	11	are	be	AUX
easat-7679	11	12	compressed	compress	VERB
easat-7679	11	13	and	and	CCONJ
easat-7679	11	14	reconstructed	reconstruct	VERB
easat-7679	11	15	,	,	PUNCT
easat-7679	11	16	effectively	effectively	ADV
easat-7679	11	17	eliminating	eliminate	VERB
easat-7679	11	18	inter	inter	ADJ
easat-7679	11	19	-	-	ADJ
easat-7679	11	20	channel	channel	NOUN
easat-7679	11	21	redundancy	redundancy	NOUN
easat-7679	11	22	at	at	ADP
easat-7679	11	23	minimal	minimal	ADJ
easat-7679	11	24	additional	additional	ADJ
easat-7679	11	25	cost	cost	NOUN
easat-7679	11	26	.	.	PUNCT
easat-7679	12	1	additionally	additionally	ADV
easat-7679	12	2	,	,	PUNCT
easat-7679	12	3	a	a	DET
easat-7679	12	4	self	self	NOUN
easat-7679	12	5	-	-	PUNCT
easat-7679	12	6	attention	attention	NOUN
easat-7679	12	7	calibration	calibration	NOUN
easat-7679	12	8	bridging	bridging	NOUN
easat-7679	12	9	module	module	NOUN
easat-7679	12	10	is	be	AUX
easat-7679	12	11	employed	employ	VERB
easat-7679	12	12	in	in	ADP
easat-7679	12	13	the	the	DET
easat-7679	12	14	skip	skip	ADJ
easat-7679	12	15	connections	connection	NOUN
easat-7679	12	16	,	,	PUNCT
easat-7679	12	17	where	where	SCONJ
easat-7679	12	18	attention	attention	NOUN
easat-7679	12	19	is	be	AUX
easat-7679	12	20	extracted	extract	VERB
easat-7679	12	21	from	from	ADP
easat-7679	12	22	shallow	shallow	ADJ
easat-7679	12	23	features	feature	NOUN
easat-7679	12	24	in	in	ADP
easat-7679	12	25	two	two	NUM
easat-7679	12	26	dimensions	dimension	NOUN
easat-7679	12	27	.	.	PUNCT
easat-7679	13	1	the	the	DET
easat-7679	13	2	proposed	propose	VERB
easat-7679	13	3	method	method	NOUN
easat-7679	13	4	is	be	AUX
easat-7679	13	5	tested	test	VERB
easat-7679	13	6	and	and	CCONJ
easat-7679	13	7	validated	validate	VERB
easat-7679	13	8	on	on	ADP
easat-7679	13	9	the	the	DET
easat-7679	13	10	publicly	publicly	ADV
easat-7679	13	11	available	available	ADJ
easat-7679	13	12	sipakmed	sipakmed	ADJ
easat-7679	13	13	dataset	dataset	NOUN
easat-7679	13	14	,	,	PUNCT
easat-7679	13	15	outperforming	outperform	VERB
easat-7679	13	16	other	other	ADJ
easat-7679	13	17	semantic	semantic	ADJ
easat-7679	13	18	segmentation	segmentation	NOUN
easat-7679	13	19	networks	network	NOUN
easat-7679	13	20	in	in	ADP
easat-7679	13	21	terms	term	NOUN
easat-7679	13	22	of	of	ADP
easat-7679	13	23	miou	miou	NOUN
easat-7679	13	24	and	and	CCONJ
easat-7679	13	25	dice	dice	NOUN
easat-7679	13	26	scores	score	NOUN
easat-7679	13	27	.	.	PUNCT
easat-7679	14	1	keywords	keyword	NOUN
easat-7679	14	2	:	:	PUNCT
easat-7679	14	3	channel	channel	NOUN
easat-7679	14	4	reconstruction	reconstruction	NOUN
easat-7679	14	5	,	,	PUNCT
easat-7679	14	6	hybrid	hybrid	ADJ
easat-7679	14	7	u	u	NOUN
easat-7679	14	8	-	-	ADJ
easat-7679	14	9	net	net	ADJ
easat-7679	14	10	architecture	architecture	NOUN
easat-7679	14	11	,	,	PUNCT
easat-7679	14	12	optical	optical	ADJ
easat-7679	14	13	microscopy	microscopy	NOUN
easat-7679	14	14	,	,	PUNCT
easat-7679	14	15	sipakmed	sipakme	VERB
easat-7679	14	16	dataset	dataset	NOUN
easat-7679	14	17	,	,	PUNCT
easat-7679	14	18	weakly	weakly	ADV
easat-7679	14	19	-	-	PUNCT
easat-7679	14	20	supervised	supervised	ADJ
easat-7679	14	21	learning	learning	NOUN
easat-7679	14	22	.	.	PUNCT
easat-7679	15	1	1	1	X
easat-7679	15	2	.	.	X
easat-7679	15	3	introduction	introduction	NOUN
easat-7679	15	4	semantic	semantic	ADJ
easat-7679	15	5	segmentation	segmentation	NOUN
easat-7679	15	6	of	of	ADP
easat-7679	15	7	cellular	cellular	ADJ
easat-7679	15	8	images	image	NOUN
easat-7679	15	9	[	[	X
easat-7679	15	10	1	1	NUM
easat-7679	15	11	]	]	PUNCT
easat-7679	15	12	obtained	obtain	VERB
easat-7679	15	13	through	through	ADP
easat-7679	15	14	optical	optical	ADJ
easat-7679	15	15	microscopy	microscopy	NOUN
easat-7679	15	16	is	be	AUX
easat-7679	15	17	a	a	DET
easat-7679	15	18	core	core	NOUN
easat-7679	15	19	technology	technology	NOUN
easat-7679	15	20	in	in	ADP
easat-7679	15	21	biomedical	biomedical	ADJ
easat-7679	15	22	image	image	NOUN
easat-7679	15	23	analysis	analysis	NOUN
easat-7679	15	24	,	,	PUNCT
easat-7679	15	25	aimed	aim	VERB
easat-7679	15	26	at	at	ADP
easat-7679	15	27	accurately	accurately	ADV
easat-7679	15	28	separating	separate	VERB
easat-7679	15	29	cellular	cellular	ADJ
easat-7679	15	30	regions	region	NOUN
easat-7679	15	31	from	from	ADP
easat-7679	15	32	image	image	NOUN
easat-7679	15	33	backgrounds	background	NOUN
easat-7679	15	34	or	or	CCONJ
easat-7679	15	35	other	other	ADJ
easat-7679	15	36	tissue	tissue	NOUN
easat-7679	15	37	structures	structure	NOUN
easat-7679	15	38	.	.	PUNCT
easat-7679	16	1	this	this	DET
easat-7679	16	2	task	task	NOUN
easat-7679	16	3	plays	play	VERB
easat-7679	16	4	a	a	DET
easat-7679	16	5	critical	critical	ADJ
easat-7679	16	6	role	role	NOUN
easat-7679	16	7	in	in	ADP
easat-7679	16	8	fields	field	NOUN
easat-7679	16	9	such	such	ADJ
easat-7679	16	10	as	as	ADP
easat-7679	16	11	cell	cell	NOUN
easat-7679	16	12	counting	counting	NOUN
easat-7679	16	13	[	[	X
easat-7679	16	14	2	2	NUM
easat-7679	16	15	]	]	PUNCT
easat-7679	16	16	pathological	pathological	ADJ
easat-7679	16	17	diagnosis	diagnosis	NOUN
easat-7679	17	1	[	[	X
easat-7679	17	2	3	3	X
easat-7679	17	3	]	]	X
easat-7679	17	4	drug	drug	NOUN
easat-7679	17	5	screening	screening	NOUN
easat-7679	17	6	[	[	X
easat-7679	17	7	4	4	NUM
easat-7679	17	8	]	]	PUNCT
easat-7679	17	9	and	and	CCONJ
easat-7679	17	10	disease	disease	NOUN
easat-7679	17	11	research	research	NOUN
easat-7679	18	1	[	[	X
easat-7679	18	2	5	5	NUM
easat-7679	18	3	]	]	PUNCT
easat-7679	18	4	.	.	PUNCT
easat-7679	19	1	with	with	ADP
easat-7679	19	2	the	the	DET
easat-7679	19	3	continuous	continuous	ADJ
easat-7679	19	4	advancement	advancement	NOUN
easat-7679	19	5	of	of	ADP
easat-7679	19	6	microscopy	microscopy	NOUN
easat-7679	19	7	imaging	imaging	NOUN
easat-7679	19	8	technologies	technology	NOUN
easat-7679	19	9	,	,	PUNCT
easat-7679	19	10	the	the	DET
easat-7679	19	11	quality	quality	NOUN
easat-7679	19	12	of	of	ADP
easat-7679	19	13	cellular	cellular	ADJ
easat-7679	19	14	images	image	NOUN
easat-7679	19	15	has	have	AUX
easat-7679	19	16	significantly	significantly	ADV
easat-7679	19	17	improved	improve	VERB
easat-7679	19	18	,	,	PUNCT
easat-7679	19	19	providing	provide	VERB
easat-7679	19	20	more	more	ADV
easat-7679	19	21	detailed	detailed	ADJ
easat-7679	19	22	information	information	NOUN
easat-7679	19	23	for	for	ADP
easat-7679	19	24	the	the	DET
easat-7679	19	25	segmentation	segmentation	NOUN
easat-7679	19	26	task	task	NOUN
easat-7679	19	27	.	.	PUNCT
easat-7679	20	1	however	however	ADV
easat-7679	20	2	,	,	PUNCT
easat-7679	20	3	cellular	cellular	ADJ
easat-7679	20	4	images	image	NOUN
easat-7679	20	5	often	often	ADV
easat-7679	20	6	exhibit	exhibit	VERB
easat-7679	20	7	complex	complex	ADJ
easat-7679	20	8	morphological	morphological	ADJ
easat-7679	20	9	characteristics	characteristic	NOUN
easat-7679	20	10	,	,	PUNCT
easat-7679	20	11	such	such	ADJ
easat-7679	20	12	as	as	ADP
easat-7679	20	13	significant	significant	ADJ
easat-7679	20	14	variations	variation	NOUN
easat-7679	20	15	in	in	ADP
easat-7679	20	16	cell	cell	NOUN
easat-7679	20	17	shape	shape	NOUN
easat-7679	20	18	,	,	PUNCT
easat-7679	20	19	size	size	NOUN
easat-7679	20	20	,	,	PUNCT
easat-7679	20	21	and	and	CCONJ
easat-7679	20	22	density	density	NOUN
easat-7679	20	23	,	,	PUNCT
easat-7679	20	24	as	as	ADV
easat-7679	20	25	well	well	ADV
easat-7679	20	26	as	as	ADP
easat-7679	20	27	issues	issue	NOUN
easat-7679	20	28	like	like	ADP
easat-7679	20	29	adhesion	adhesion	NOUN
easat-7679	20	30	,	,	PUNCT
easat-7679	20	31	overlapping	overlap	VERB
easat-7679	20	32	,	,	PUNCT
easat-7679	20	33	and	and	CCONJ
easat-7679	20	34	blurred	blurred	ADJ
easat-7679	20	35	boundaries	boundary	NOUN
easat-7679	20	36	between	between	ADP
easat-7679	20	37	cells	cell	NOUN
easat-7679	20	38	,	,	PUNCT
easat-7679	20	39	making	make	VERB
easat-7679	20	40	semantic	semantic	ADJ
easat-7679	20	41	segmentation	segmentation	NOUN
easat-7679	20	42	of	of	ADP
easat-7679	20	43	cells	cell	NOUN
easat-7679	20	44	increasingly	increasingly	ADV
easat-7679	20	45	challenging	challenging	ADJ
easat-7679	20	46	.	.	PUNCT
easat-7679	21	1	early	early	ADJ
easat-7679	21	2	cell	cell	NOUN
easat-7679	21	3	segmentation	segmentation	NOUN
easat-7679	21	4	methods	method	NOUN
easat-7679	21	5	primarily	primarily	ADV
easat-7679	21	6	relied	rely	VERB
easat-7679	21	7	on	on	ADP
easat-7679	21	8	classical	classical	ADJ
easat-7679	21	9	image	image	NOUN
easat-7679	21	10	processing	processing	NOUN
easat-7679	21	11	techniques	technique	NOUN
easat-7679	21	12	such	such	ADJ
easat-7679	21	13	as	as	ADP
easat-7679	21	14	thresholding	thresholde	VERB
easat-7679	21	15	[	[	X
easat-7679	21	16	6	6	NUM
easat-7679	21	17	]	]	PUNCT
easat-7679	21	18	edge	edge	NOUN
easat-7679	21	19	detection	detection	NOUN
easat-7679	21	20	[	[	X
easat-7679	21	21	7	7	NUM
easat-7679	21	22	,	,	PUNCT
easat-7679	21	23	8	8	NUM
easat-7679	21	24	]	]	PUNCT
easat-7679	21	25	region	region	NOUN
easat-7679	21	26	growing	grow	VERB
easat-7679	22	1	[	[	X
easat-7679	22	2	9	9	NUM
easat-7679	22	3	,	,	PUNCT
easat-7679	22	4	10	10	NUM
easat-7679	22	5	]	]	PUNCT
easat-7679	22	6	and	and	CCONJ
easat-7679	22	7	morphological	morphological	ADJ
easat-7679	22	8	operations	operation	NOUN
easat-7679	22	9	[	[	X
easat-7679	22	10	11	11	NUM
easat-7679	22	11	]	]	PUNCT
easat-7679	22	12	.	.	PUNCT
easat-7679	23	1	while	while	SCONJ
easat-7679	23	2	these	these	DET
easat-7679	23	3	methods	method	NOUN
easat-7679	23	4	could	could	AUX
easat-7679	23	5	achieve	achieve	VERB
easat-7679	23	6	certain	certain	ADJ
easat-7679	23	7	results	result	NOUN
easat-7679	23	8	in	in	ADP
easat-7679	23	9	simpler	simple	ADJ
easat-7679	23	10	cases	case	NOUN
easat-7679	23	11	,	,	PUNCT
easat-7679	23	12	they	they	PRON
easat-7679	23	13	typically	typically	ADV
easat-7679	23	14	perform	perform	VERB
easat-7679	23	15	poorly	poorly	ADV
easat-7679	23	16	in	in	ADP
easat-7679	23	17	complex	complex	ADJ
easat-7679	23	18	cellular	cellular	ADJ
easat-7679	23	19	images	image	NOUN
easat-7679	23	20	due	due	ADP
easat-7679	23	21	to	to	ADP
easat-7679	23	22	their	their	PRON
easat-7679	23	23	limited	limit	VERB
easat-7679	23	24	robustness	robustness	NOUN
easat-7679	23	25	to	to	AUX
easat-7679	23	26	noise	noise	NOUN
easat-7679	23	27	,	,	PUNCT
easat-7679	23	28	morphological	morphological	ADJ
easat-7679	23	29	variations	variation	NOUN
easat-7679	23	30	,	,	PUNCT
easat-7679	23	31	and	and	CCONJ
easat-7679	23	32	cell	cell	NOUN
easat-7679	23	33	overlap	overlap	NOUN
easat-7679	23	34	.	.	PUNCT
easat-7679	24	1	additionally	additionally	ADV
easat-7679	24	2	,	,	PUNCT
easat-7679	24	3	traditional	traditional	ADJ
easat-7679	24	4	methods	method	NOUN
easat-7679	24	5	struggle	struggle	VERB
easat-7679	24	6	to	to	PART
easat-7679	24	7	fully	fully	ADV
easat-7679	24	8	utilize	utilize	VERB
easat-7679	24	9	high	high	ADJ
easat-7679	24	10	-	-	PUNCT
easat-7679	24	11	level	level	NOUN
easat-7679	24	12	semantic	semantic	ADJ
easat-7679	24	13	information	information	NOUN
easat-7679	24	14	from	from	ADP
easat-7679	24	15	the	the	DET
easat-7679	24	16	images	image	NOUN
easat-7679	24	17	,	,	PUNCT
easat-7679	24	18	limiting	limit	VERB
easat-7679	24	19	improvements	improvement	NOUN
easat-7679	24	20	in	in	ADP
easat-7679	24	21	segmentation	segmentation	NOUN
easat-7679	24	22	accuracy	accuracy	NOUN
easat-7679	24	23	.	.	PUNCT
easat-7679	25	1	with	with	ADP
easat-7679	25	2	the	the	DET
easat-7679	25	3	rapid	rapid	ADJ
easat-7679	25	4	development	development	NOUN
easat-7679	25	5	of	of	ADP
easat-7679	25	6	computer	computer	NOUN
easat-7679	25	7	vision	vision	NOUN
easat-7679	25	8	and	and	CCONJ
easat-7679	25	9	deep	deep	ADJ
easat-7679	25	10	learning	learning	NOUN
easat-7679	25	11	,	,	PUNCT
easat-7679	25	12	convolutional	convolutional	ADJ
easat-7679	25	13	neural	neural	ADJ
easat-7679	25	14	networks	network	NOUN
easat-7679	25	15	(	(	PUNCT
easat-7679	25	16	cnns	cnns	PROPN
easat-7679	25	17	)	)	PUNCT
easat-7679	26	1	[	[	X
easat-7679	26	2	12	12	NUM
easat-7679	26	3	]	]	PUNCT
easat-7679	26	4	have	have	AUX
easat-7679	26	5	made	make	VERB
easat-7679	26	6	breakthrough	breakthrough	NOUN
easat-7679	26	7	advancements	advancement	NOUN
easat-7679	26	8	in	in	ADP
easat-7679	26	9	the	the	DET
easat-7679	26	10	field	field	NOUN
easat-7679	26	11	of	of	ADP
easat-7679	26	12	image	image	NOUN
easat-7679	26	13	segmentation	segmentation	NOUN
easat-7679	26	14	.	.	PUNCT
easat-7679	27	1	deep	deep	ADJ
easat-7679	27	2	learning	learning	NOUN
easat-7679	27	3	methods	method	NOUN
easat-7679	27	4	,	,	PUNCT
easat-7679	27	5	by	by	ADP
easat-7679	27	6	automatically	automatically	ADV
easat-7679	27	7	learning	learn	VERB
easat-7679	27	8	prior	prior	ADJ
easat-7679	27	9	knowledge	knowledge	NOUN
easat-7679	27	10	from	from	ADP
easat-7679	27	11	large	large	ADJ
easat-7679	27	12	amounts	amount	NOUN
easat-7679	27	13	of	of	ADP
easat-7679	27	14	labeled	label	VERB
easat-7679	27	15	data	datum	NOUN
easat-7679	27	16	,	,	PUNCT
easat-7679	27	17	effectively	effectively	ADV
easat-7679	27	18	https://orcid.org/0000-0001-6697-3583	https://orcid.org/0000-0001-6697-3583	VERB
easat-7679	27	19	https://orcid.org/0009-0002-3444-3195	https://orcid.org/0009-0002-3444-3195	ADJ
easat-7679	27	20	3294	3294	NUM
easat-7679	27	21	edelweiss	edelweiss	PROPN
easat-7679	27	22	applied	apply	VERB
easat-7679	27	23	science	science	NOUN
easat-7679	27	24	and	and	CCONJ
easat-7679	27	25	technology	technology	NOUN
easat-7679	27	26	issn	issn	PROPN
easat-7679	27	27	:	:	PUNCT
easat-7679	27	28	2576	2576	NUM
easat-7679	27	29	-	-	SYM
easat-7679	27	30	8484	8484	NUM
easat-7679	27	31	vol	vol	NOUN
easat-7679	27	32	.	.	PROPN
easat-7679	28	1	9	9	NUM
easat-7679	28	2	,	,	PUNCT
easat-7679	28	3	no	no	INTJ
easat-7679	28	4	.	.	NOUN
easat-7679	28	5	5	5	NUM
easat-7679	28	6	:	:	SYM
easat-7679	28	7	3293	3293	NUM
easat-7679	28	8	-	-	SYM
easat-7679	28	9	3308	3308	NUM
easat-7679	28	10	,	,	PUNCT
easat-7679	28	11	2025	2025	NUM
easat-7679	28	12	doi	doi	NOUN
easat-7679	28	13	:	:	PUNCT
easat-7679	28	14	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	28	15	©	©	PROPN
easat-7679	28	16	2025	2025	NUM
easat-7679	28	17	by	by	ADP
easat-7679	28	18	the	the	DET
easat-7679	28	19	authors	author	NOUN
easat-7679	28	20	;	;	PUNCT
easat-7679	28	21	licensee	licensee	PROPN
easat-7679	28	22	learning	learn	VERB
easat-7679	28	23	gate	gate	NOUN
easat-7679	28	24	overcome	overcome	VERB
easat-7679	28	25	the	the	DET
easat-7679	28	26	limitations	limitation	NOUN
easat-7679	28	27	of	of	ADP
easat-7679	28	28	traditional	traditional	ADJ
easat-7679	28	29	methods	method	NOUN
easat-7679	28	30	,	,	PUNCT
easat-7679	28	31	significantly	significantly	ADV
easat-7679	28	32	improving	improve	VERB
easat-7679	28	33	segmentation	segmentation	NOUN
easat-7679	28	34	accuracy	accuracy	NOUN
easat-7679	28	35	.	.	PUNCT
easat-7679	29	1	notably	notably	ADV
easat-7679	29	2	,	,	PUNCT
easat-7679	29	3	deep	deep	ADJ
easat-7679	29	4	learning	learning	NOUN
easat-7679	29	5	models	model	NOUN
easat-7679	29	6	based	base	VERB
easat-7679	29	7	on	on	ADP
easat-7679	29	8	architectures	architecture	NOUN
easat-7679	29	9	such	such	ADJ
easat-7679	29	10	as	as	ADP
easat-7679	29	11	fully	fully	ADV
easat-7679	29	12	convolutional	convolutional	ADJ
easat-7679	29	13	networks	network	NOUN
easat-7679	29	14	(	(	PUNCT
easat-7679	29	15	fcn	fcn	NOUN
easat-7679	29	16	)	)	PUNCT
easat-7679	29	17	,	,	PUNCT
easat-7679	29	18	unet	unet	NOUN
easat-7679	29	19	[	[	X
easat-7679	29	20	13	13	NUM
easat-7679	29	21	,	,	PUNCT
easat-7679	29	22	14	14	NUM
easat-7679	29	23	]	]	PUNCT
easat-7679	29	24	and	and	CCONJ
easat-7679	29	25	mask	mask	VERB
easat-7679	29	26	r	r	NOUN
easat-7679	29	27	-	-	PUNCT
easat-7679	29	28	cnn	cnn	NOUN
easat-7679	29	29	[	[	X
easat-7679	29	30	15	15	NUM
easat-7679	29	31	,	,	PUNCT
easat-7679	29	32	16	16	NUM
easat-7679	29	33	]	]	PUNCT
easat-7679	29	34	are	be	AUX
easat-7679	29	35	capable	capable	ADJ
easat-7679	29	36	of	of	ADP
easat-7679	29	37	capturing	capture	VERB
easat-7679	29	38	multi	multi	ADJ
easat-7679	29	39	-	-	ADJ
easat-7679	29	40	level	level	ADJ
easat-7679	29	41	features	feature	NOUN
easat-7679	29	42	of	of	ADP
easat-7679	29	43	cell	cell	NOUN
easat-7679	29	44	morphology	morphology	NOUN
easat-7679	29	45	and	and	CCONJ
easat-7679	29	46	structure	structure	NOUN
easat-7679	29	47	,	,	PUNCT
easat-7679	29	48	using	use	VERB
easat-7679	29	49	contextual	contextual	ADJ
easat-7679	29	50	information	information	NOUN
easat-7679	29	51	from	from	ADP
easat-7679	29	52	the	the	DET
easat-7679	29	53	images	image	NOUN
easat-7679	29	54	for	for	ADP
easat-7679	29	55	accurate	accurate	ADJ
easat-7679	29	56	segmentation	segmentation	NOUN
easat-7679	29	57	.	.	PUNCT
easat-7679	30	1	these	these	DET
easat-7679	30	2	models	model	NOUN
easat-7679	30	3	can	can	AUX
easat-7679	30	4	not	not	PART
easat-7679	30	5	only	only	ADV
easat-7679	30	6	recognize	recognize	VERB
easat-7679	30	7	individual	individual	ADJ
easat-7679	30	8	cells	cell	NOUN
easat-7679	30	9	but	but	CCONJ
easat-7679	30	10	also	also	ADV
easat-7679	30	11	handle	handle	VERB
easat-7679	30	12	cell	cell	NOUN
easat-7679	30	13	cluster	cluster	NOUN
easat-7679	30	14	segmentation	segmentation	NOUN
easat-7679	30	15	[	[	X
easat-7679	30	16	17	17	NUM
easat-7679	30	17	,	,	PUNCT
easat-7679	30	18	18	18	NUM
easat-7679	30	19	]	]	PUNCT
easat-7679	30	20	in	in	ADP
easat-7679	30	21	complex	complex	ADJ
easat-7679	30	22	scenarios	scenario	NOUN
easat-7679	30	23	.	.	PUNCT
easat-7679	31	1	currently	currently	ADV
easat-7679	31	2	,	,	PUNCT
easat-7679	31	3	research	research	NOUN
easat-7679	31	4	in	in	ADP
easat-7679	31	5	cell	cell	NOUN
easat-7679	31	6	semantic	semantic	ADJ
easat-7679	31	7	segmentation	segmentation	NOUN
easat-7679	31	8	is	be	AUX
easat-7679	31	9	continuously	continuously	ADV
easat-7679	31	10	expanding	expand	VERB
easat-7679	31	11	and	and	CCONJ
easat-7679	31	12	deepening	deepen	VERB
easat-7679	31	13	.	.	PUNCT
easat-7679	32	1	recent	recent	ADJ
easat-7679	32	2	studies	study	NOUN
easat-7679	32	3	have	have	AUX
easat-7679	32	4	focused	focus	VERB
easat-7679	32	5	on	on	ADP
easat-7679	32	6	multi	multi	ADJ
easat-7679	32	7	-	-	ADJ
easat-7679	32	8	scale	scale	ADJ
easat-7679	32	9	feature	feature	NOUN
easat-7679	32	10	fusion	fusion	NOUN
easat-7679	32	11	algorithms	algorithm	NOUN
easat-7679	32	12	[	[	X
easat-7679	32	13	19	19	NUM
easat-7679	32	14	]	]	PUNCT
easat-7679	32	15	as	as	ADP
easat-7679	32	16	an	an	DET
easat-7679	32	17	important	important	ADJ
easat-7679	32	18	approach	approach	NOUN
easat-7679	32	19	to	to	PART
easat-7679	32	20	enhance	enhance	VERB
easat-7679	32	21	segmentation	segmentation	NOUN
easat-7679	32	22	performance	performance	NOUN
easat-7679	32	23	.	.	PUNCT
easat-7679	33	1	by	by	ADP
easat-7679	33	2	extracting	extract	VERB
easat-7679	33	3	features	feature	NOUN
easat-7679	33	4	at	at	ADP
easat-7679	33	5	different	different	ADJ
easat-7679	33	6	scales	scale	NOUN
easat-7679	33	7	,	,	PUNCT
easat-7679	33	8	these	these	DET
easat-7679	33	9	methods	method	NOUN
easat-7679	33	10	effectively	effectively	ADV
easat-7679	33	11	address	address	VERB
easat-7679	33	12	the	the	DET
easat-7679	33	13	challenges	challenge	NOUN
easat-7679	33	14	posed	pose	VERB
easat-7679	33	15	by	by	ADP
easat-7679	33	16	differences	difference	NOUN
easat-7679	33	17	in	in	ADP
easat-7679	33	18	cell	cell	NOUN
easat-7679	33	19	size	size	NOUN
easat-7679	33	20	and	and	CCONJ
easat-7679	33	21	morphology	morphology	NOUN
easat-7679	33	22	.	.	PUNCT
easat-7679	34	1	moreover	moreover	ADV
easat-7679	34	2	,	,	PUNCT
easat-7679	34	3	incorporating	incorporate	VERB
easat-7679	34	4	various	various	ADJ
easat-7679	34	5	attention	attention	NOUN
easat-7679	34	6	mechanisms	mechanism	NOUN
easat-7679	34	7	[	[	X
easat-7679	34	8	20	20	NUM
easat-7679	34	9	]	]	PUNCT
easat-7679	34	10	allows	allow	VERB
easat-7679	34	11	models	model	NOUN
easat-7679	34	12	to	to	PART
easat-7679	34	13	focus	focus	VERB
easat-7679	34	14	on	on	ADP
easat-7679	34	15	the	the	DET
easat-7679	34	16	most	most	ADV
easat-7679	34	17	important	important	ADJ
easat-7679	34	18	regions	region	NOUN
easat-7679	34	19	of	of	ADP
easat-7679	34	20	the	the	DET
easat-7679	34	21	image	image	NOUN
easat-7679	34	22	,	,	PUNCT
easat-7679	34	23	thereby	thereby	ADV
easat-7679	34	24	avoiding	avoid	VERB
easat-7679	34	25	background	background	NOUN
easat-7679	34	26	noise	noise	NOUN
easat-7679	34	27	interference	interference	NOUN
easat-7679	34	28	and	and	CCONJ
easat-7679	34	29	improving	improve	VERB
easat-7679	34	30	accuracy	accuracy	NOUN
easat-7679	34	31	.	.	PUNCT
easat-7679	35	1	in	in	ADP
easat-7679	35	2	weakly	weakly	ADV
easat-7679	35	3	-	-	PUNCT
easat-7679	35	4	supervised	supervised	ADJ
easat-7679	35	5	[	[	PUNCT
easat-7679	35	6	21	21	NUM
easat-7679	35	7	]	]	PUNCT
easat-7679	35	8	cell	cell	NOUN
easat-7679	35	9	segmentation	segmentation	NOUN
easat-7679	35	10	tasks	task	NOUN
easat-7679	35	11	,	,	PUNCT
easat-7679	35	12	image	image	NOUN
easat-7679	35	13	augmentation	augmentation	NOUN
easat-7679	35	14	techniques	technique	NOUN
easat-7679	35	15	help	help	NOUN
easat-7679	35	16	achieve	achieve	VERB
easat-7679	35	17	good	good	ADJ
easat-7679	35	18	segmentation	segmentation	NOUN
easat-7679	35	19	results	result	NOUN
easat-7679	35	20	even	even	ADV
easat-7679	35	21	with	with	ADP
easat-7679	35	22	limited	limited	ADJ
easat-7679	35	23	data	datum	NOUN
easat-7679	35	24	,	,	PUNCT
easat-7679	35	25	and	and	CCONJ
easat-7679	35	26	the	the	DET
easat-7679	35	27	application	application	NOUN
easat-7679	35	28	of	of	ADP
easat-7679	35	29	semi	semi	ADJ
easat-7679	35	30	-	-	ADJ
easat-7679	35	31	supervised	supervised	ADJ
easat-7679	35	32	[	[	PUNCT
easat-7679	35	33	22	22	NUM
easat-7679	35	34	]	]	X
easat-7679	35	35	learning	learning	NOUN
easat-7679	35	36	and	and	CCONJ
easat-7679	35	37	transfer	transfer	VERB
easat-7679	35	38	learning	learn	VERB
easat-7679	35	39	[	[	X
easat-7679	35	40	23	23	NUM
easat-7679	35	41	]	]	PUNCT
easat-7679	35	42	has	have	AUX
easat-7679	35	43	greatly	greatly	ADV
easat-7679	35	44	advanced	advance	VERB
easat-7679	35	45	the	the	DET
easat-7679	35	46	research	research	NOUN
easat-7679	35	47	in	in	ADP
easat-7679	35	48	cell	cell	NOUN
easat-7679	35	49	semantic	semantic	ADJ
easat-7679	35	50	segmentation	segmentation	NOUN
easat-7679	35	51	.	.	PUNCT
easat-7679	36	1	u	u	ADJ
easat-7679	36	2	-	-	ADJ
easat-7679	36	3	net	net	ADJ
easat-7679	36	4	models	model	NOUN
easat-7679	36	5	have	have	AUX
easat-7679	36	6	been	be	AUX
easat-7679	36	7	widely	widely	ADV
easat-7679	36	8	applied	apply	VERB
easat-7679	36	9	to	to	ADP
easat-7679	36	10	various	various	ADJ
easat-7679	36	11	medical	medical	ADJ
easat-7679	36	12	image	image	NOUN
easat-7679	36	13	segmentation	segmentation	NOUN
easat-7679	36	14	tasks	task	NOUN
easat-7679	36	15	with	with	ADP
easat-7679	36	16	significant	significant	ADJ
easat-7679	36	17	progress	progress	NOUN
easat-7679	36	18	,	,	PUNCT
easat-7679	36	19	but	but	CCONJ
easat-7679	36	20	challenges	challenge	NOUN
easat-7679	36	21	remain	remain	VERB
easat-7679	36	22	in	in	ADP
easat-7679	36	23	semantic	semantic	ADJ
easat-7679	36	24	segmentation	segmentation	NOUN
easat-7679	36	25	tasks	task	NOUN
easat-7679	36	26	for	for	ADP
easat-7679	36	27	cell	cell	NOUN
easat-7679	36	28	clusters	cluster	NOUN
easat-7679	36	29	with	with	ADP
easat-7679	36	30	incomplete	incomplete	ADJ
easat-7679	36	31	labels	label	NOUN
easat-7679	36	32	.	.	PUNCT
easat-7679	37	1	first	first	ADV
easat-7679	37	2	,	,	PUNCT
easat-7679	37	3	although	although	SCONJ
easat-7679	37	4	u	u	ADJ
easat-7679	37	5	-	-	ADJ
easat-7679	37	6	net	net	ADJ
easat-7679	37	7	architecture	architecture	NOUN
easat-7679	37	8	exhibits	exhibit	VERB
easat-7679	37	9	excellent	excellent	ADJ
easat-7679	37	10	fitting	fitting	ADJ
easat-7679	37	11	ability	ability	NOUN
easat-7679	37	12	and	and	CCONJ
easat-7679	37	13	robustness	robustness	NOUN
easat-7679	37	14	on	on	ADP
easat-7679	37	15	small	small	ADJ
easat-7679	37	16	-	-	PUNCT
easat-7679	37	17	scale	scale	NOUN
easat-7679	37	18	datasets	dataset	NOUN
easat-7679	37	19	,	,	PUNCT
easat-7679	37	20	it	it	PRON
easat-7679	37	21	requires	require	VERB
easat-7679	37	22	a	a	DET
easat-7679	37	23	large	large	ADJ
easat-7679	37	24	amount	amount	NOUN
easat-7679	37	25	of	of	ADP
easat-7679	37	26	high	high	ADJ
easat-7679	37	27	-	-	PUNCT
easat-7679	37	28	quality	quality	NOUN
easat-7679	37	29	manual	manual	ADJ
easat-7679	37	30	annotations	annotation	NOUN
easat-7679	37	31	as	as	ADP
easat-7679	37	32	prior	prior	ADJ
easat-7679	37	33	knowledge	knowledge	NOUN
easat-7679	37	34	to	to	PART
easat-7679	37	35	effectively	effectively	ADV
easat-7679	37	36	train	train	VERB
easat-7679	37	37	the	the	DET
easat-7679	37	38	correct	correct	ADJ
easat-7679	37	39	weights	weight	NOUN
easat-7679	37	40	.	.	PUNCT
easat-7679	38	1	the	the	DET
easat-7679	38	2	complexity	complexity	NOUN
easat-7679	38	3	and	and	CCONJ
easat-7679	38	4	diversity	diversity	NOUN
easat-7679	38	5	of	of	ADP
easat-7679	38	6	cell	cell	NOUN
easat-7679	38	7	cluster	cluster	NOUN
easat-7679	38	8	images	image	NOUN
easat-7679	38	9	make	make	VERB
easat-7679	38	10	the	the	DET
easat-7679	38	11	annotation	annotation	NOUN
easat-7679	38	12	process	process	NOUN
easat-7679	38	13	time	time	NOUN
easat-7679	38	14	-	-	PUNCT
easat-7679	38	15	consuming	consume	VERB
easat-7679	38	16	and	and	CCONJ
easat-7679	38	17	heavily	heavily	ADV
easat-7679	38	18	reliant	reliant	ADJ
easat-7679	38	19	on	on	ADP
easat-7679	38	20	expert	expert	ADJ
easat-7679	38	21	knowledge	knowledge	NOUN
easat-7679	38	22	,	,	PUNCT
easat-7679	38	23	and	and	CCONJ
easat-7679	38	24	it	it	PRON
easat-7679	38	25	is	be	AUX
easat-7679	38	26	difficult	difficult	ADJ
easat-7679	38	27	to	to	PART
easat-7679	38	28	accurately	accurately	ADV
easat-7679	38	29	annotate	annotate	VERB
easat-7679	38	30	all	all	DET
easat-7679	38	31	cell	cell	NOUN
easat-7679	38	32	shapes	shape	NOUN
easat-7679	38	33	.	.	PUNCT
easat-7679	39	1	second	second	ADJ
easat-7679	39	2	,	,	PUNCT
easat-7679	39	3	although	although	SCONJ
easat-7679	39	4	u	u	ADJ
easat-7679	39	5	-	-	ADJ
easat-7679	39	6	net	net	ADJ
easat-7679	39	7	architecture	architecture	NOUN
easat-7679	39	8	with	with	ADP
easat-7679	39	9	skip	skip	ADJ
easat-7679	39	10	connections	connection	NOUN
easat-7679	39	11	can	can	AUX
easat-7679	39	12	effectively	effectively	ADV
easat-7679	39	13	address	address	VERB
easat-7679	39	14	cell	cell	NOUN
easat-7679	39	15	overlap	overlap	NOUN
easat-7679	39	16	and	and	CCONJ
easat-7679	39	17	occlusion	occlusion	NOUN
easat-7679	39	18	,	,	PUNCT
easat-7679	39	19	segmentation	segmentation	NOUN
easat-7679	39	20	errors	error	NOUN
easat-7679	39	21	still	still	ADV
easat-7679	39	22	occur	occur	VERB
easat-7679	39	23	when	when	SCONJ
easat-7679	39	24	cells	cell	NOUN
easat-7679	39	25	are	be	AUX
easat-7679	39	26	highly	highly	ADV
easat-7679	39	27	overlapped	overlapped	ADJ
easat-7679	39	28	or	or	CCONJ
easat-7679	39	29	boundaries	boundary	NOUN
easat-7679	39	30	are	be	AUX
easat-7679	39	31	blurred	blur	VERB
easat-7679	39	32	.	.	PUNCT
easat-7679	40	1	in	in	ADP
easat-7679	40	2	this	this	DET
easat-7679	40	3	paper	paper	NOUN
easat-7679	40	4	,	,	PUNCT
easat-7679	40	5	based	base	VERB
easat-7679	40	6	on	on	ADP
easat-7679	40	7	the	the	DET
easat-7679	40	8	hybrid	hybrid	ADJ
easat-7679	40	9	u	u	ADJ
easat-7679	40	10	-	-	ADJ
easat-7679	40	11	net	net	ADJ
easat-7679	40	12	architecture	architecture	NOUN
easat-7679	40	13	incorporating	incorporate	VERB
easat-7679	40	14	cnn	cnn	PROPN
easat-7679	40	15	and	and	CCONJ
easat-7679	40	16	transformer	transformer	NOUN
easat-7679	40	17	units	unit	NOUN
easat-7679	40	18	,	,	PUNCT
easat-7679	40	19	we	we	PRON
easat-7679	40	20	optimize	optimize	VERB
easat-7679	40	21	the	the	DET
easat-7679	40	22	features	feature	NOUN
easat-7679	40	23	in	in	ADP
easat-7679	40	24	both	both	CCONJ
easat-7679	40	25	the	the	DET
easat-7679	40	26	encoding	encoding	NOUN
easat-7679	40	27	and	and	CCONJ
easat-7679	40	28	skip	skip	VERB
easat-7679	40	29	connection	connection	NOUN
easat-7679	40	30	stages	stage	NOUN
easat-7679	40	31	and	and	CCONJ
easat-7679	40	32	apply	apply	VERB
easat-7679	40	33	them	they	PRON
easat-7679	40	34	to	to	PART
easat-7679	40	35	weaklysupervised	weaklysupervise	VERB
easat-7679	40	36	cell	cell	NOUN
easat-7679	40	37	cluster	cluster	NOUN
easat-7679	40	38	segmentation	segmentation	NOUN
easat-7679	40	39	tasks	task	NOUN
easat-7679	40	40	.	.	PUNCT
easat-7679	41	1	our	our	PRON
easat-7679	41	2	method	method	NOUN
easat-7679	41	3	enhances	enhance	VERB
easat-7679	41	4	the	the	DET
easat-7679	41	5	initial	initial	ADJ
easat-7679	41	6	encoding	encoding	NOUN
easat-7679	41	7	stage	stage	NOUN
easat-7679	41	8	's	's	PART
easat-7679	41	9	understanding	understanding	NOUN
easat-7679	41	10	of	of	ADP
easat-7679	41	11	channel	channel	NOUN
easat-7679	41	12	interactions	interaction	NOUN
easat-7679	41	13	through	through	ADP
easat-7679	41	14	the	the	DET
easat-7679	41	15	introduction	introduction	NOUN
easat-7679	41	16	of	of	ADP
easat-7679	41	17	a	a	DET
easat-7679	41	18	cnn	cnn	PROPN
easat-7679	41	19	-	-	PUNCT
easat-7679	41	20	based	base	VERB
easat-7679	41	21	channel	channel	NOUN
easat-7679	41	22	reconstruction	reconstruction	NOUN
easat-7679	41	23	module	module	NOUN
easat-7679	41	24	.	.	PUNCT
easat-7679	42	1	we	we	PRON
easat-7679	42	2	also	also	ADV
easat-7679	42	3	use	use	VERB
easat-7679	42	4	a	a	DET
easat-7679	42	5	self	self	NOUN
easat-7679	42	6	-	-	PUNCT
easat-7679	42	7	attention	attention	NOUN
easat-7679	42	8	calibration	calibration	NOUN
easat-7679	42	9	bridging	bridging	NOUN
easat-7679	42	10	module	module	NOUN
easat-7679	42	11	in	in	ADP
easat-7679	42	12	the	the	DET
easat-7679	42	13	skip	skip	ADJ
easat-7679	42	14	connection	connection	NOUN
easat-7679	42	15	stage	stage	NOUN
easat-7679	42	16	to	to	PART
easat-7679	42	17	decouple	decouple	VERB
easat-7679	42	18	and	and	CCONJ
easat-7679	42	19	reconstruct	reconstruct	VERB
easat-7679	42	20	features	feature	NOUN
easat-7679	42	21	from	from	ADP
easat-7679	42	22	three	three	NUM
easat-7679	42	23	different	different	ADJ
easat-7679	42	24	scales	scale	NOUN
easat-7679	42	25	along	along	ADP
easat-7679	42	26	different	different	ADJ
easat-7679	42	27	axes	axis	NOUN
easat-7679	42	28	,	,	PUNCT
easat-7679	42	29	generating	generate	VERB
easat-7679	42	30	regionspecific	regionspecific	ADJ
easat-7679	42	31	attention	attention	NOUN
easat-7679	42	32	.	.	PUNCT
easat-7679	43	1	the	the	DET
easat-7679	43	2	main	main	ADJ
easat-7679	43	3	contributions	contribution	NOUN
easat-7679	43	4	of	of	ADP
easat-7679	43	5	this	this	DET
easat-7679	43	6	work	work	NOUN
easat-7679	43	7	are	be	AUX
easat-7679	43	8	summarized	summarize	VERB
easat-7679	43	9	as	as	SCONJ
easat-7679	43	10	follows	follow	VERB
easat-7679	43	11	:	:	PUNCT
easat-7679	43	12	i.	i.	NOUN
easat-7679	43	13	we	we	PRON
easat-7679	43	14	reconstructed	reconstruct	VERB
easat-7679	43	15	the	the	DET
easat-7679	43	16	training	training	NOUN
easat-7679	43	17	set	set	NOUN
easat-7679	43	18	for	for	ADP
easat-7679	43	19	the	the	DET
easat-7679	43	20	cell	cell	NOUN
easat-7679	43	21	cluster	cluster	NOUN
easat-7679	43	22	segmentation	segmentation	NOUN
easat-7679	43	23	dataset	dataset	VERB
easat-7679	43	24	with	with	ADP
easat-7679	43	25	incomplete	incomplete	ADJ
easat-7679	43	26	labels	label	NOUN
easat-7679	43	27	,	,	PUNCT
easat-7679	43	28	converting	convert	VERB
easat-7679	43	29	the	the	DET
easat-7679	43	30	weakly	weakly	ADV
easat-7679	43	31	-	-	PUNCT
easat-7679	43	32	supervised	supervise	VERB
easat-7679	43	33	segmentation	segmentation	NOUN
easat-7679	43	34	problem	problem	NOUN
easat-7679	43	35	into	into	ADP
easat-7679	43	36	a	a	DET
easat-7679	43	37	strongly	strongly	ADV
easat-7679	43	38	-	-	PUNCT
easat-7679	43	39	supervised	supervise	VERB
easat-7679	43	40	task	task	NOUN
easat-7679	43	41	,	,	PUNCT
easat-7679	43	42	yielding	yield	VERB
easat-7679	43	43	good	good	ADJ
easat-7679	43	44	performance	performance	NOUN
easat-7679	43	45	during	during	ADP
easat-7679	43	46	inference	inference	NOUN
easat-7679	43	47	.	.	PUNCT
easat-7679	44	1	ii	ii	PROPN
easat-7679	44	2	.	.	PUNCT
easat-7679	45	1	we	we	PRON
easat-7679	45	2	built	build	VERB
easat-7679	45	3	a	a	DET
easat-7679	45	4	feature	feature	NOUN
easat-7679	45	5	channel	channel	NOUN
easat-7679	45	6	reconstruction	reconstruction	NOUN
easat-7679	45	7	module	module	NOUN
easat-7679	45	8	at	at	ADP
easat-7679	45	9	the	the	DET
easat-7679	45	10	backend	backend	NOUN
easat-7679	45	11	of	of	ADP
easat-7679	45	12	the	the	DET
easat-7679	45	13	encoding	encoding	NOUN
easat-7679	45	14	stage	stage	NOUN
easat-7679	45	15	across	across	ADP
easat-7679	45	16	different	different	ADJ
easat-7679	45	17	scales	scale	NOUN
easat-7679	45	18	,	,	PUNCT
easat-7679	45	19	enhancing	enhance	VERB
easat-7679	45	20	the	the	DET
easat-7679	45	21	inter	inter	ADJ
easat-7679	45	22	-	-	ADJ
easat-7679	45	23	channel	channel	NOUN
easat-7679	45	24	interactions	interaction	NOUN
easat-7679	45	25	and	and	CCONJ
easat-7679	45	26	eliminating	eliminate	VERB
easat-7679	45	27	redundant	redundant	ADJ
easat-7679	45	28	information	information	NOUN
easat-7679	45	29	in	in	ADP
easat-7679	45	30	the	the	DET
easat-7679	45	31	channel	channel	NOUN
easat-7679	45	32	dimensions	dimension	NOUN
easat-7679	45	33	.	.	PUNCT
easat-7679	46	1	iii	iii	X
easat-7679	46	2	.	.	PUNCT
easat-7679	47	1	we	we	PRON
easat-7679	47	2	constructed	construct	VERB
easat-7679	47	3	a	a	DET
easat-7679	47	4	self	self	NOUN
easat-7679	47	5	-	-	PUNCT
easat-7679	47	6	attention	attention	NOUN
easat-7679	47	7	calibration	calibration	NOUN
easat-7679	47	8	bridging	bridging	NOUN
easat-7679	47	9	module	module	NOUN
easat-7679	47	10	for	for	ADP
easat-7679	47	11	the	the	DET
easat-7679	47	12	skip	skip	ADJ
easat-7679	47	13	connection	connection	NOUN
easat-7679	47	14	stage	stage	NOUN
easat-7679	47	15	,	,	PUNCT
easat-7679	47	16	enabling	enable	VERB
easat-7679	47	17	self	self	NOUN
easat-7679	47	18	-	-	PUNCT
easat-7679	47	19	attention	attention	NOUN
easat-7679	47	20	to	to	PART
easat-7679	47	21	be	be	AUX
easat-7679	47	22	reapplied	reapplie	VERB
easat-7679	47	23	to	to	ADP
easat-7679	47	24	the	the	DET
easat-7679	47	25	initial	initial	ADJ
easat-7679	47	26	features	feature	NOUN
easat-7679	47	27	during	during	ADP
easat-7679	47	28	the	the	DET
easat-7679	47	29	transmission	transmission	NOUN
easat-7679	47	30	process	process	NOUN
easat-7679	47	31	,	,	PUNCT
easat-7679	47	32	effectively	effectively	ADV
easat-7679	47	33	eliminating	eliminate	VERB
easat-7679	47	34	background	background	NOUN
easat-7679	47	35	interference	interference	NOUN
easat-7679	47	36	and	and	CCONJ
easat-7679	47	37	various	various	ADJ
easat-7679	47	38	types	type	NOUN
easat-7679	47	39	of	of	ADP
easat-7679	47	40	noise	noise	NOUN
easat-7679	47	41	in	in	ADP
easat-7679	47	42	cell	cell	NOUN
easat-7679	47	43	cluster	cluster	NOUN
easat-7679	47	44	segmentation	segmentation	NOUN
easat-7679	47	45	tasks	task	NOUN
easat-7679	47	46	.	.	PUNCT
easat-7679	48	1	2	2	X
easat-7679	48	2	.	.	X
easat-7679	48	3	related	relate	VERB
easat-7679	48	4	work	work	NOUN
easat-7679	48	5	2.1	2.1	NUM
easat-7679	48	6	.	.	PUNCT
easat-7679	49	1	cell	cell	NOUN
easat-7679	49	2	segmentation	segmentation	NOUN
easat-7679	49	3	researchers	researcher	NOUN
easat-7679	49	4	have	have	AUX
easat-7679	49	5	developed	develop	VERB
easat-7679	49	6	numerous	numerous	ADJ
easat-7679	49	7	algorithms	algorithm	NOUN
easat-7679	49	8	to	to	PART
easat-7679	49	9	address	address	VERB
easat-7679	49	10	the	the	DET
easat-7679	49	11	challenges	challenge	NOUN
easat-7679	49	12	of	of	ADP
easat-7679	49	13	cell	cell	NOUN
easat-7679	49	14	recognition	recognition	NOUN
easat-7679	49	15	and	and	CCONJ
easat-7679	49	16	segmentation	segmentation	NOUN
easat-7679	49	17	,	,	PUNCT
easat-7679	49	18	which	which	PRON
easat-7679	49	19	mainly	mainly	ADV
easat-7679	49	20	rely	rely	VERB
easat-7679	49	21	on	on	ADP
easat-7679	49	22	traditional	traditional	ADJ
easat-7679	49	23	image	image	NOUN
easat-7679	49	24	processing	processing	NOUN
easat-7679	49	25	techniques	technique	NOUN
easat-7679	49	26	and	and	CCONJ
easat-7679	49	27	deep	deep	ADJ
easat-7679	49	28	learning	learning	NOUN
easat-7679	49	29	-	-	PUNCT
easat-7679	49	30	based	base	VERB
easat-7679	49	31	computer	computer	NOUN
easat-7679	49	32	vision	vision	NOUN
easat-7679	49	33	algorithms	algorithm	NOUN
easat-7679	49	34	.	.	PUNCT
easat-7679	50	1	traditional	traditional	ADJ
easat-7679	50	2	image	image	NOUN
easat-7679	50	3	processing	processing	NOUN
easat-7679	50	4	techniques	technique	NOUN
easat-7679	50	5	typically	typically	ADV
easat-7679	50	6	extract	extract	VERB
easat-7679	50	7	specific	specific	ADJ
easat-7679	50	8	features	feature	NOUN
easat-7679	50	9	and	and	CCONJ
easat-7679	50	10	perform	perform	VERB
easat-7679	50	11	threshold	threshold	NOUN
easat-7679	50	12	segmentation	segmentation	NOUN
easat-7679	50	13	and	and	CCONJ
easat-7679	50	14	morphological	morphological	ADJ
easat-7679	50	15	classification	classification	NOUN
easat-7679	50	16	based	base	VERB
easat-7679	50	17	on	on	ADP
easat-7679	50	18	characteristics	characteristic	NOUN
easat-7679	50	19	such	such	ADJ
easat-7679	50	20	as	as	ADP
easat-7679	50	21	texture	texture	NOUN
easat-7679	50	22	,	,	PUNCT
easat-7679	50	23	color	color	NOUN
easat-7679	50	24	,	,	PUNCT
easat-7679	50	25	shape	shape	NOUN
easat-7679	50	26	,	,	PUNCT
easat-7679	50	27	and	and	CCONJ
easat-7679	50	28	entropy	entropy	NOUN
easat-7679	50	29	of	of	ADP
easat-7679	50	30	the	the	DET
easat-7679	50	31	cells	cell	NOUN
easat-7679	50	32	.	.	PUNCT
easat-7679	51	1	for	for	ADP
easat-7679	51	2	instance	instance	NOUN
easat-7679	51	3	,	,	PUNCT
easat-7679	51	4	veta	veta	PROPN
easat-7679	51	5	,	,	PUNCT
easat-7679	51	6	et	et	PROPN
easat-7679	51	7	al	al	PROPN
easat-7679	51	8	.	.	PUNCT
easat-7679	52	1	[	[	X
easat-7679	52	2	24	24	NUM
easat-7679	52	3	]	]	PUNCT
easat-7679	52	4	employed	employ	VERB
easat-7679	52	5	predefined	predefine	VERB
easat-7679	52	6	nuclear	nuclear	ADJ
easat-7679	52	7	geometries	geometry	NOUN
easat-7679	52	8	and	and	CCONJ
easat-7679	52	9	watershed	watershe	VERB
easat-7679	52	10	algorithms	algorithm	NOUN
easat-7679	52	11	for	for	ADP
easat-7679	52	12	cluster	cluster	NOUN
easat-7679	52	13	nuclei	nucleus	NOUN
easat-7679	52	14	separation	separation	NOUN
easat-7679	52	15	,	,	PUNCT
easat-7679	52	16	while	while	SCONJ
easat-7679	52	17	wienert	wienert	NOUN
easat-7679	52	18	,	,	PUNCT
easat-7679	52	19	et	et	PROPN
easat-7679	52	20	al	al	PROPN
easat-7679	52	21	.	.	PUNCT
easat-7679	53	1	[	[	X
easat-7679	53	2	25	25	NUM
easat-7679	53	3	]	]	SYM
easat-7679	53	4	3295	3295	NUM
easat-7679	53	5	edelweiss	edelweiss	PROPN
easat-7679	53	6	applied	apply	VERB
easat-7679	53	7	science	science	NOUN
easat-7679	53	8	and	and	CCONJ
easat-7679	53	9	technology	technology	NOUN
easat-7679	53	10	issn	issn	PROPN
easat-7679	53	11	:	:	PUNCT
easat-7679	53	12	2576	2576	NUM
easat-7679	53	13	-	-	SYM
easat-7679	53	14	8484	8484	NUM
easat-7679	53	15	vol	vol	NOUN
easat-7679	53	16	.	.	PROPN
easat-7679	54	1	9	9	NUM
easat-7679	54	2	,	,	PUNCT
easat-7679	54	3	no	no	INTJ
easat-7679	54	4	.	.	NOUN
easat-7679	54	5	5	5	NUM
easat-7679	54	6	:	:	SYM
easat-7679	54	7	3293	3293	NUM
easat-7679	54	8	-	-	SYM
easat-7679	54	9	3308	3308	NUM
easat-7679	54	10	,	,	PUNCT
easat-7679	54	11	2025	2025	NUM
easat-7679	54	12	doi	doi	NOUN
easat-7679	54	13	:	:	PUNCT
easat-7679	54	14	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	54	15	©	©	PROPN
easat-7679	54	16	2025	2025	NUM
easat-7679	54	17	by	by	ADP
easat-7679	54	18	the	the	DET
easat-7679	54	19	authors	author	NOUN
easat-7679	54	20	;	;	PUNCT
easat-7679	54	21	licensee	licensee	PROPN
easat-7679	54	22	learning	learn	VERB
easat-7679	54	23	gate	gate	NOUN
easat-7679	54	24	utilized	utilize	VERB
easat-7679	54	25	morphological	morphological	ADJ
easat-7679	54	26	operations	operation	NOUN
easat-7679	54	27	without	without	ADP
easat-7679	54	28	involving	involve	VERB
easat-7679	54	29	watershed	watershed	PROPN
easat-7679	54	30	.	.	PUNCT
easat-7679	55	1	liao	liao	PROPN
easat-7679	55	2	,	,	PUNCT
easat-7679	55	3	et	et	PROPN
easat-7679	55	4	al	al	PROPN
easat-7679	55	5	.	.	PUNCT
easat-7679	56	1	[	[	X
easat-7679	56	2	26	26	NUM
easat-7679	56	3	]	]	PUNCT
easat-7679	56	4	used	use	VERB
easat-7679	56	5	eclipse	eclipse	NOUN
easat-7679	56	6	fitting	fitting	ADJ
easat-7679	56	7	methods	method	NOUN
easat-7679	56	8	for	for	ADP
easat-7679	56	9	cluster	cluster	NOUN
easat-7679	56	10	separation	separation	NOUN
easat-7679	56	11	.	.	PUNCT
easat-7679	57	1	these	these	DET
easat-7679	57	2	traditional	traditional	ADJ
easat-7679	57	3	methods	method	NOUN
easat-7679	57	4	rely	rely	VERB
easat-7679	57	5	heavily	heavily	ADV
easat-7679	57	6	on	on	ADP
easat-7679	57	7	specialized	specialized	ADJ
easat-7679	57	8	prior	prior	ADJ
easat-7679	57	9	knowledge	knowledge	NOUN
easat-7679	57	10	and	and	CCONJ
easat-7679	57	11	require	require	VERB
easat-7679	57	12	pre	pre	ADJ
easat-7679	57	13	-	-	ADJ
easat-7679	57	14	designed	designed	ADJ
easat-7679	57	15	tuning	tuning	NOUN
easat-7679	57	16	of	of	ADP
easat-7679	57	17	hyperparameters	hyperparameter	NOUN
easat-7679	57	18	,	,	PUNCT
easat-7679	57	19	which	which	PRON
easat-7679	57	20	,	,	PUNCT
easat-7679	57	21	in	in	ADP
easat-7679	57	22	practice	practice	NOUN
easat-7679	57	23	,	,	PUNCT
easat-7679	57	24	have	have	VERB
easat-7679	57	25	limitations	limitation	NOUN
easat-7679	57	26	.	.	PUNCT
easat-7679	58	1	they	they	PRON
easat-7679	58	2	are	be	AUX
easat-7679	58	3	often	often	ADV
easat-7679	58	4	inadequate	inadequate	ADJ
easat-7679	58	5	for	for	ADP
easat-7679	58	6	handling	handle	VERB
easat-7679	58	7	the	the	DET
easat-7679	58	8	complex	complex	ADJ
easat-7679	58	9	background	background	NOUN
easat-7679	58	10	interference	interference	NOUN
easat-7679	58	11	in	in	ADP
easat-7679	58	12	cell	cell	NOUN
easat-7679	58	13	segmentation	segmentation	NOUN
easat-7679	58	14	tasks	task	NOUN
easat-7679	58	15	and	and	CCONJ
easat-7679	58	16	struggle	struggle	VERB
easat-7679	58	17	to	to	PART
easat-7679	58	18	correctly	correctly	ADV
easat-7679	58	19	identify	identify	VERB
easat-7679	58	20	features	feature	NOUN
easat-7679	58	21	of	of	ADP
easat-7679	58	22	cells	cell	NOUN
easat-7679	58	23	in	in	ADP
easat-7679	58	24	various	various	ADJ
easat-7679	58	25	biological	biological	ADJ
easat-7679	58	26	tissues	tissue	NOUN
easat-7679	58	27	.	.	PUNCT
easat-7679	59	1	on	on	ADP
easat-7679	59	2	the	the	DET
easat-7679	59	3	other	other	ADJ
easat-7679	59	4	hand	hand	NOUN
easat-7679	59	5	,	,	PUNCT
easat-7679	59	6	with	with	ADP
easat-7679	59	7	the	the	DET
easat-7679	59	8	widespread	widespread	ADJ
easat-7679	59	9	application	application	NOUN
easat-7679	59	10	and	and	CCONJ
easat-7679	59	11	development	development	NOUN
easat-7679	59	12	of	of	ADP
easat-7679	59	13	deep	deep	ADJ
easat-7679	59	14	learning	learning	NOUN
easat-7679	59	15	in	in	ADP
easat-7679	59	16	image	image	NOUN
easat-7679	59	17	segmentation	segmentation	NOUN
easat-7679	59	18	,	,	PUNCT
easat-7679	59	19	many	many	ADJ
easat-7679	59	20	neural	neural	ADJ
easat-7679	59	21	network	network	NOUN
easat-7679	59	22	-	-	PUNCT
easat-7679	59	23	based	base	VERB
easat-7679	59	24	end	end	NOUN
easat-7679	59	25	-	-	PUNCT
easat-7679	59	26	to	to	ADP
easat-7679	59	27	-	-	PUNCT
easat-7679	59	28	end	end	NOUN
easat-7679	59	29	segmentation	segmentation	NOUN
easat-7679	59	30	algorithms	algorithm	NOUN
easat-7679	59	31	have	have	AUX
easat-7679	59	32	also	also	ADV
easat-7679	59	33	been	be	AUX
easat-7679	59	34	applied	apply	VERB
easat-7679	59	35	to	to	ADP
easat-7679	59	36	cell	cell	NOUN
easat-7679	59	37	image	image	NOUN
easat-7679	59	38	segmentation	segmentation	NOUN
easat-7679	59	39	tasks	task	NOUN
easat-7679	59	40	.	.	PUNCT
easat-7679	60	1	li	li	PROPN
easat-7679	60	2	,	,	PUNCT
easat-7679	60	3	et	et	PROPN
easat-7679	60	4	al	al	PROPN
easat-7679	60	5	.	.	PUNCT
easat-7679	61	1	[	[	X
easat-7679	61	2	27	27	NUM
easat-7679	61	3	]	]	PUNCT
easat-7679	61	4	proposed	propose	VERB
easat-7679	61	5	a	a	DET
easat-7679	61	6	segmentation	segmentation	NOUN
easat-7679	61	7	method	method	NOUN
easat-7679	61	8	based	base	VERB
easat-7679	61	9	on	on	ADP
easat-7679	61	10	white	white	ADJ
easat-7679	61	11	blood	blood	NOUN
easat-7679	61	12	cell	cell	NOUN
easat-7679	61	13	localization	localization	NOUN
easat-7679	61	14	and	and	CCONJ
easat-7679	61	15	deep	deep	ADJ
easat-7679	61	16	semantic	semantic	ADJ
easat-7679	61	17	u	u	NOUN
easat-7679	61	18	-	-	NOUN
easat-7679	61	19	net	net	ADJ
easat-7679	61	20	,	,	PUNCT
easat-7679	61	21	achieving	achieve	VERB
easat-7679	61	22	semantic	semantic	ADJ
easat-7679	61	23	segmentation	segmentation	NOUN
easat-7679	61	24	on	on	ADP
easat-7679	61	25	a	a	DET
easat-7679	61	26	small	small	ADJ
easat-7679	61	27	white	white	ADJ
easat-7679	61	28	blood	blood	NOUN
easat-7679	61	29	cell	cell	NOUN
easat-7679	61	30	dataset	dataset	NOUN
easat-7679	61	31	.	.	PUNCT
easat-7679	62	1	fan	fan	PROPN
easat-7679	62	2	,	,	PUNCT
easat-7679	62	3	et	et	PROPN
easat-7679	62	4	al	al	PROPN
easat-7679	62	5	.	.	PUNCT
easat-7679	63	1	[	[	X
easat-7679	63	2	28	28	NUM
easat-7679	63	3	]	]	PUNCT
easat-7679	63	4	introduced	introduce	VERB
easat-7679	63	5	a	a	DET
easat-7679	63	6	"	"	PUNCT
easat-7679	63	7	white	white	ADJ
easat-7679	63	8	blood	blood	NOUN
easat-7679	63	9	cell	cell	NOUN
easat-7679	63	10	membrane	membrane	NOUN
easat-7679	63	11	"	"	PUNCT
easat-7679	63	12	system	system	NOUN
easat-7679	63	13	that	that	PRON
easat-7679	63	14	includes	include	VERB
easat-7679	63	15	localization	localization	NOUN
easat-7679	63	16	and	and	CCONJ
easat-7679	63	17	segmentation	segmentation	NOUN
easat-7679	63	18	branches	branch	NOUN
easat-7679	63	19	.	.	PUNCT
easat-7679	64	1	tran	tran	PROPN
easat-7679	64	2	,	,	PUNCT
easat-7679	64	3	et	et	PROPN
easat-7679	64	4	al	al	PROPN
easat-7679	64	5	.	.	PUNCT
easat-7679	65	1	[	[	X
easat-7679	65	2	29	29	NUM
easat-7679	65	3	]	]	PUNCT
easat-7679	65	4	designed	design	VERB
easat-7679	65	5	a	a	DET
easat-7679	65	6	fully	fully	ADV
easat-7679	65	7	automated	automate	VERB
easat-7679	65	8	white	white	ADJ
easat-7679	65	9	blood	blood	NOUN
easat-7679	65	10	cell	cell	NOUN
easat-7679	65	11	and	and	CCONJ
easat-7679	65	12	red	red	ADJ
easat-7679	65	13	blood	blood	NOUN
easat-7679	65	14	cell	cell	NOUN
easat-7679	65	15	counting	counting	NOUN
easat-7679	65	16	system	system	NOUN
easat-7679	65	17	based	base	VERB
easat-7679	65	18	on	on	ADP
easat-7679	65	19	segnet	segnet	NOUN
easat-7679	65	20	,	,	PUNCT
easat-7679	65	21	but	but	CCONJ
easat-7679	65	22	neglected	neglect	VERB
easat-7679	65	23	the	the	DET
easat-7679	65	24	segmentation	segmentation	NOUN
easat-7679	65	25	of	of	ADP
easat-7679	65	26	nuclear	nuclear	ADJ
easat-7679	65	27	components	component	NOUN
easat-7679	65	28	.	.	PUNCT
easat-7679	66	1	additionally	additionally	ADV
easat-7679	66	2	,	,	PUNCT
easat-7679	66	3	mahbod	mahbod	ADJ
easat-7679	66	4	,	,	PUNCT
easat-7679	66	5	et	et	PROPN
easat-7679	66	6	al	al	PROPN
easat-7679	66	7	.	.	PUNCT
easat-7679	67	1	[	[	X
easat-7679	67	2	30	30	NUM
easat-7679	67	3	]	]	PUNCT
easat-7679	67	4	adopted	adopt	VERB
easat-7679	67	5	a	a	DET
easat-7679	67	6	hybrid	hybrid	ADJ
easat-7679	67	7	model	model	NOUN
easat-7679	67	8	combining	combine	VERB
easat-7679	67	9	u	u	NOUN
easat-7679	67	10	-	-	NOUN
easat-7679	67	11	net	net	ADJ
easat-7679	67	12	and	and	CCONJ
easat-7679	67	13	attention	attention	NOUN
easat-7679	67	14	mechanisms	mechanism	NOUN
easat-7679	67	15	,	,	PUNCT
easat-7679	67	16	such	such	ADJ
easat-7679	67	17	as	as	ADP
easat-7679	67	18	ssd	ssd	NOUN
easat-7679	67	19	and	and	CCONJ
easat-7679	67	20	u	u	NOUN
easat-7679	67	21	-	-	NOUN
easat-7679	67	22	net	net	ADJ
easat-7679	67	23	,	,	PUNCT
easat-7679	67	24	to	to	PART
easat-7679	67	25	perform	perform	VERB
easat-7679	67	26	instance	instance	NOUN
easat-7679	67	27	segmentation	segmentation	NOUN
easat-7679	67	28	of	of	ADP
easat-7679	67	29	cells	cell	NOUN
easat-7679	67	30	within	within	ADP
easat-7679	67	31	clusters	cluster	NOUN
easat-7679	67	32	.	.	PUNCT
easat-7679	68	1	2.2	2.2	NUM
easat-7679	68	2	.	.	PUNCT
easat-7679	68	3	weakly	weakly	ADV
easat-7679	68	4	-	-	PUNCT
easat-7679	68	5	supervised	supervise	VERB
easat-7679	68	6	semantic	semantic	ADJ
easat-7679	68	7	segmentation	segmentation	NOUN
easat-7679	68	8	weakly	weakly	ADV
easat-7679	68	9	-	-	PUNCT
easat-7679	68	10	supervised	supervise	VERB
easat-7679	68	11	semantic	semantic	ADJ
easat-7679	68	12	segmentation	segmentation	NOUN
easat-7679	68	13	(	(	PUNCT
easat-7679	68	14	wsss	wsss	NOUN
easat-7679	68	15	)	)	PUNCT
easat-7679	68	16	algorithms	algorithm	NOUN
easat-7679	68	17	primarily	primarily	ADV
easat-7679	68	18	generate	generate	VERB
easat-7679	68	19	pseudo	pseudo	NOUN
easat-7679	68	20	-	-	NOUN
easat-7679	68	21	labels	label	NOUN
easat-7679	68	22	to	to	PART
easat-7679	68	23	create	create	VERB
easat-7679	68	24	attention	attention	NOUN
easat-7679	68	25	-	-	PUNCT
easat-7679	68	26	based	base	VERB
easat-7679	68	27	class	class	NOUN
easat-7679	68	28	activation	activation	NOUN
easat-7679	68	29	maps	map	NOUN
easat-7679	68	30	[	[	X
easat-7679	68	31	31	31	NUM
easat-7679	68	32	,	,	PUNCT
easat-7679	68	33	32	32	NUM
easat-7679	68	34	]	]	PUNCT
easat-7679	68	35	from	from	ADP
easat-7679	68	36	which	which	PRON
easat-7679	68	37	segmentation	segmentation	NOUN
easat-7679	68	38	masks	mask	NOUN
easat-7679	68	39	are	be	AUX
easat-7679	68	40	reconstructed	reconstruct	VERB
easat-7679	68	41	.	.	PUNCT
easat-7679	69	1	past	past	ADJ
easat-7679	69	2	research	research	NOUN
easat-7679	69	3	has	have	AUX
easat-7679	69	4	led	lead	VERB
easat-7679	69	5	to	to	ADP
easat-7679	69	6	heuristic	heuristic	ADJ
easat-7679	69	7	advancements	advancement	NOUN
easat-7679	69	8	in	in	ADP
easat-7679	69	9	wsss	wsss	NOUN
easat-7679	69	10	,	,	PUNCT
easat-7679	69	11	such	such	ADJ
easat-7679	69	12	as	as	ADP
easat-7679	69	13	adversarial	adversarial	ADJ
easat-7679	69	14	erasure	erasure	NOUN
easat-7679	69	15	,	,	PUNCT
easat-7679	69	16	aimed	aim	VERB
easat-7679	69	17	at	at	ADP
easat-7679	69	18	guiding	guide	VERB
easat-7679	69	19	the	the	DET
easat-7679	69	20	network	network	NOUN
easat-7679	69	21	to	to	PART
easat-7679	69	22	explore	explore	VERB
easat-7679	69	23	new	new	ADJ
easat-7679	69	24	regions	region	NOUN
easat-7679	69	25	rather	rather	ADV
easat-7679	69	26	than	than	ADP
easat-7679	69	27	being	be	AUX
easat-7679	69	28	limited	limit	VERB
easat-7679	69	29	to	to	ADP
easat-7679	69	30	salient	salient	NOUN
easat-7679	69	31	areas	area	NOUN
easat-7679	69	32	.	.	PUNCT
easat-7679	70	1	additionally	additionally	ADV
easat-7679	70	2	,	,	PUNCT
easat-7679	70	3	techniques	technique	NOUN
easat-7679	70	4	such	such	ADJ
easat-7679	70	5	as	as	ADP
easat-7679	70	6	self	self	NOUN
easat-7679	70	7	-	-	PUNCT
easat-7679	70	8	supervised	supervise	VERB
easat-7679	70	9	learning	learning	NOUN
easat-7679	70	10	[	[	X
easat-7679	70	11	31	31	NUM
easat-7679	70	12	,	,	PUNCT
easat-7679	70	13	33	33	NUM
easat-7679	70	14	]	]	X
easat-7679	70	15	contrastive	contrastive	ADJ
easat-7679	70	16	learning	learning	NOUN
easat-7679	71	1	[	[	X
easat-7679	71	2	34	34	NUM
easat-7679	71	3	]	]	PUNCT
easat-7679	71	4	and	and	CCONJ
easat-7679	71	5	crossimage	crossimage	ADJ
easat-7679	71	6	information	information	NOUN
easat-7679	71	7	[	[	X
easat-7679	71	8	35	35	NUM
easat-7679	71	9	]	]	PUNCT
easat-7679	71	10	have	have	AUX
easat-7679	71	11	been	be	AUX
easat-7679	71	12	employed	employ	VERB
easat-7679	71	13	to	to	PART
easat-7679	71	14	enhance	enhance	VERB
easat-7679	71	15	the	the	DET
easat-7679	71	16	accuracy	accuracy	NOUN
easat-7679	71	17	and	and	CCONJ
easat-7679	71	18	completeness	completeness	NOUN
easat-7679	71	19	of	of	ADP
easat-7679	71	20	cams	cam	NOUN
easat-7679	71	21	.	.	PUNCT
easat-7679	72	1	recently	recently	ADV
easat-7679	72	2	,	,	PUNCT
easat-7679	72	3	visual	visual	ADJ
easat-7679	72	4	language	language	NOUN
easat-7679	72	5	pre	pre	ADJ
easat-7679	72	6	-	-	ADJ
easat-7679	72	7	training	training	ADJ
easat-7679	72	8	techniques	technique	NOUN
easat-7679	72	9	[	[	X
easat-7679	72	10	36	36	NUM
easat-7679	72	11	]	]	PUNCT
easat-7679	72	12	have	have	AUX
easat-7679	72	13	emerged	emerge	VERB
easat-7679	72	14	as	as	ADP
easat-7679	72	15	an	an	DET
easat-7679	72	16	effective	effective	ADJ
easat-7679	72	17	approach	approach	NOUN
easat-7679	72	18	for	for	ADP
easat-7679	72	19	addressing	address	VERB
easat-7679	72	20	visual	visual	ADJ
easat-7679	72	21	-	-	PUNCT
easat-7679	72	22	language	language	NOUN
easat-7679	72	23	tasks	task	NOUN
easat-7679	72	24	,	,	PUNCT
easat-7679	72	25	with	with	ADP
easat-7679	72	26	notable	notable	ADJ
easat-7679	72	27	applications	application	NOUN
easat-7679	72	28	in	in	ADP
easat-7679	72	29	wsss	wsss	NOUN
easat-7679	72	30	[	[	X
easat-7679	72	31	37	37	NUM
easat-7679	72	32	]	]	PUNCT
easat-7679	72	33	.	.	PUNCT
easat-7679	73	1	on	on	ADP
easat-7679	73	2	the	the	DET
easat-7679	73	3	other	other	ADJ
easat-7679	73	4	hand	hand	NOUN
easat-7679	73	5	,	,	PUNCT
easat-7679	73	6	due	due	ADP
easat-7679	73	7	to	to	ADP
easat-7679	73	8	the	the	DET
easat-7679	73	9	coarse	coarse	ADJ
easat-7679	73	10	boundaries	boundary	NOUN
easat-7679	73	11	of	of	ADP
easat-7679	73	12	initial	initial	ADJ
easat-7679	73	13	attention	attention	NOUN
easat-7679	73	14	maps	map	NOUN
easat-7679	73	15	,	,	PUNCT
easat-7679	73	16	refinement	refinement	NOUN
easat-7679	73	17	methods	method	NOUN
easat-7679	73	18	such	such	ADJ
easat-7679	73	19	as	as	ADP
easat-7679	73	20	crf	crf	PROPN
easat-7679	73	21	[	[	X
easat-7679	73	22	38	38	NUM
easat-7679	73	23	]	]	PUNCT
easat-7679	73	24	and	and	CCONJ
easat-7679	73	25	irn	irn	PROPN
easat-7679	73	26	[	[	X
easat-7679	73	27	39	39	NUM
easat-7679	73	28	]	]	PUNCT
easat-7679	73	29	have	have	AUX
easat-7679	73	30	been	be	AUX
easat-7679	73	31	used	use	VERB
easat-7679	73	32	.	.	PUNCT
easat-7679	74	1	however	however	ADV
easat-7679	74	2	,	,	PUNCT
easat-7679	74	3	segmentation	segmentation	NOUN
easat-7679	74	4	results	result	NOUN
easat-7679	74	5	generated	generate	VERB
easat-7679	74	6	from	from	ADP
easat-7679	74	7	activation	activation	NOUN
easat-7679	74	8	maps	map	NOUN
easat-7679	74	9	face	face	VERB
easat-7679	74	10	issues	issue	NOUN
easat-7679	74	11	like	like	ADP
easat-7679	74	12	misalignment	misalignment	NOUN
easat-7679	74	13	and	and	CCONJ
easat-7679	74	14	blurred	blurred	ADJ
easat-7679	74	15	boundaries	boundary	NOUN
easat-7679	74	16	compared	compare	VERB
easat-7679	74	17	to	to	ADP
easat-7679	74	18	fully	fully	ADV
easat-7679	74	19	-	-	PUNCT
easat-7679	74	20	supervised	supervise	VERB
easat-7679	74	21	methods	method	NOUN
easat-7679	74	22	.	.	PUNCT
easat-7679	75	1	in	in	ADP
easat-7679	75	2	this	this	DET
easat-7679	75	3	work	work	NOUN
easat-7679	75	4	,	,	PUNCT
easat-7679	75	5	we	we	PRON
easat-7679	75	6	propose	propose	VERB
easat-7679	75	7	a	a	DET
easat-7679	75	8	data	data	NOUN
easat-7679	75	9	reconstruction	reconstruction	NOUN
easat-7679	75	10	approach	approach	NOUN
easat-7679	75	11	to	to	PART
easat-7679	75	12	address	address	VERB
easat-7679	75	13	the	the	DET
easat-7679	75	14	problem	problem	NOUN
easat-7679	75	15	of	of	ADP
easat-7679	75	16	insufficient	insufficient	ADJ
easat-7679	75	17	labels	label	NOUN
easat-7679	75	18	for	for	ADP
easat-7679	75	19	cell	cell	NOUN
easat-7679	75	20	cluster	cluster	NOUN
easat-7679	75	21	segmentation	segmentation	NOUN
easat-7679	75	22	tasks	task	NOUN
easat-7679	75	23	.	.	PUNCT
easat-7679	76	1	3	3	X
easat-7679	76	2	.	.	X
easat-7679	76	3	method	method	NOUN
easat-7679	76	4	given	give	VERB
easat-7679	76	5	a	a	DET
easat-7679	76	6	batch	batch	NOUN
easat-7679	76	7	of	of	ADP
easat-7679	76	8	incomplete	incomplete	ADJ
easat-7679	76	9	cell	cell	NOUN
easat-7679	76	10	samples	sample	NOUN
easat-7679	76	11	of	of	ADP
easat-7679	76	12	size	size	NOUN
easat-7679	76	13	𝑁	𝑁	PROPN
easat-7679	76	14	×	×	NOUN
easat-7679	76	15	ℝ𝐻×𝑊×3	ℝ𝐻×𝑊×3	NOUN
easat-7679	76	16	,	,	PUNCT
easat-7679	76	17	where	where	SCONJ
easat-7679	76	18	n	n	PRON
easat-7679	76	19	denotes	denote	VERB
easat-7679	76	20	the	the	DET
easat-7679	76	21	number	number	NOUN
easat-7679	76	22	of	of	ADP
easat-7679	76	23	samples	sample	NOUN
easat-7679	76	24	,	,	PUNCT
easat-7679	76	25	and	and	CCONJ
easat-7679	76	26	r	r	NOUN
easat-7679	76	27	represents	represent	VERB
easat-7679	76	28	the	the	DET
easat-7679	76	29	dimensions	dimension	NOUN
easat-7679	76	30	of	of	ADP
easat-7679	76	31	the	the	DET
easat-7679	76	32	cell	cell	NOUN
easat-7679	76	33	cluster	cluster	NOUN
easat-7679	76	34	’s	’s	PART
easat-7679	76	35	confocal	confocal	ADJ
easat-7679	76	36	microscopy	microscopy	NOUN
easat-7679	76	37	imaging	image	VERB
easat-7679	76	38	with	with	ADP
easat-7679	76	39	𝐻	𝐻	PROPN
easat-7679	77	1	×𝑊	×𝑊	VERB
easat-7679	77	2	×	×	NOUN
easat-7679	77	3	3	3	NUM
easat-7679	77	4	,	,	PUNCT
easat-7679	77	5	we	we	PRON
easat-7679	77	6	first	first	ADV
easat-7679	77	7	reconstruct	reconstruct	VERB
easat-7679	77	8	the	the	DET
easat-7679	77	9	incomplete	incomplete	ADJ
easat-7679	77	10	labeled	label	VERB
easat-7679	77	11	dataset	dataset	NOUN
easat-7679	77	12	by	by	ADP
easat-7679	77	13	removing	remove	VERB
easat-7679	77	14	the	the	DET
easat-7679	77	15	unlabeled	unlabele	VERB
easat-7679	77	16	portions	portion	NOUN
easat-7679	77	17	and	and	CCONJ
easat-7679	77	18	reformulating	reformulate	VERB
easat-7679	77	19	it	it	PRON
easat-7679	77	20	into	into	ADP
easat-7679	77	21	a	a	DET
easat-7679	77	22	fully	fully	ADV
easat-7679	77	23	labeled	label	VERB
easat-7679	77	24	dataset	dataset	NOUN
easat-7679	77	25	.	.	PUNCT
easat-7679	78	1	this	this	DET
easat-7679	78	2	process	process	NOUN
easat-7679	78	3	transforms	transform	VERB
easat-7679	78	4	the	the	DET
easat-7679	78	5	weakly	weakly	ADV
easat-7679	78	6	supervised	supervised	ADJ
easat-7679	78	7	task	task	NOUN
easat-7679	78	8	into	into	ADP
easat-7679	78	9	a	a	DET
easat-7679	78	10	strongly	strongly	ADV
easat-7679	78	11	supervised	supervise	VERB
easat-7679	78	12	one	one	NUM
easat-7679	78	13	,	,	PUNCT
easat-7679	78	14	with	with	ADP
easat-7679	78	15	specific	specific	ADJ
easat-7679	78	16	details	detail	NOUN
easat-7679	78	17	provided	provide	VERB
easat-7679	78	18	in	in	ADP
easat-7679	78	19	section	section	NOUN
easat-7679	78	20	3.2	3.2	NUM
easat-7679	78	21	.	.	PUNCT
easat-7679	79	1	next	next	ADV
easat-7679	79	2	,	,	PUNCT
easat-7679	79	3	an	an	DET
easat-7679	79	4	end	end	NOUN
easat-7679	79	5	-	-	PUNCT
easat-7679	79	6	to	to	ADP
easat-7679	79	7	-	-	PUNCT
easat-7679	79	8	end	end	VERB
easat-7679	79	9	multi	multi	ADJ
easat-7679	79	10	-	-	ADJ
easat-7679	79	11	class	class	ADJ
easat-7679	79	12	semantic	semantic	ADJ
easat-7679	79	13	segmentation	segmentation	NOUN
easat-7679	79	14	is	be	AUX
easat-7679	79	15	performed	perform	VERB
easat-7679	79	16	using	use	VERB
easat-7679	79	17	a	a	DET
easat-7679	79	18	hybrid	hybrid	ADJ
easat-7679	79	19	-	-	PUNCT
easat-7679	79	20	unet	unet	NOUN
easat-7679	79	21	architecture	architecture	NOUN
easat-7679	79	22	.	.	PUNCT
easat-7679	80	1	finally	finally	ADV
easat-7679	80	2	,	,	PUNCT
easat-7679	80	3	we	we	PRON
easat-7679	80	4	validate	validate	VERB
easat-7679	80	5	the	the	DET
easat-7679	80	6	results	result	NOUN
easat-7679	80	7	on	on	ADP
easat-7679	80	8	an	an	DET
easat-7679	80	9	additional	additional	ADJ
easat-7679	80	10	manually	manually	ADV
easat-7679	80	11	labeled	label	VERB
easat-7679	80	12	test	test	NOUN
easat-7679	80	13	set	set	VERB
easat-7679	80	14	.	.	PUNCT
easat-7679	81	1	this	this	DET
easat-7679	81	2	section	section	NOUN
easat-7679	81	3	introduces	introduce	VERB
easat-7679	81	4	our	our	PRON
easat-7679	81	5	approach	approach	NOUN
easat-7679	81	6	through	through	ADP
easat-7679	81	7	data	datum	NOUN
easat-7679	81	8	reconstruction	reconstruction	NOUN
easat-7679	81	9	,	,	PUNCT
easat-7679	81	10	the	the	DET
easat-7679	81	11	channel	channel	NOUN
easat-7679	81	12	reconstruction	reconstruction	NOUN
easat-7679	81	13	module	module	NOUN
easat-7679	81	14	during	during	ADP
easat-7679	81	15	the	the	DET
easat-7679	81	16	encoding	encoding	NOUN
easat-7679	81	17	phase	phase	NOUN
easat-7679	81	18	,	,	PUNCT
easat-7679	81	19	and	and	CCONJ
easat-7679	81	20	the	the	DET
easat-7679	81	21	self	self	NOUN
easat-7679	81	22	-	-	PUNCT
easat-7679	81	23	attention	attention	NOUN
easat-7679	81	24	calibration	calibration	NOUN
easat-7679	81	25	bridging	bridging	NOUN
easat-7679	81	26	module	module	NOUN
easat-7679	81	27	.	.	PUNCT
easat-7679	82	1	3296	3296	NUM
easat-7679	82	2	edelweiss	edelweiss	PROPN
easat-7679	82	3	applied	apply	VERB
easat-7679	82	4	science	science	NOUN
easat-7679	82	5	and	and	CCONJ
easat-7679	82	6	technology	technology	NOUN
easat-7679	82	7	issn	issn	PROPN
easat-7679	82	8	:	:	PUNCT
easat-7679	82	9	2576	2576	NUM
easat-7679	82	10	-	-	SYM
easat-7679	82	11	8484	8484	NUM
easat-7679	82	12	vol	vol	NOUN
easat-7679	82	13	.	.	PROPN
easat-7679	82	14	9	9	NUM
easat-7679	82	15	,	,	PUNCT
easat-7679	82	16	no	no	INTJ
easat-7679	82	17	.	.	NOUN
easat-7679	82	18	5	5	NUM
easat-7679	82	19	:	:	SYM
easat-7679	82	20	3293	3293	NUM
easat-7679	82	21	-	-	SYM
easat-7679	82	22	3308	3308	NUM
easat-7679	82	23	,	,	PUNCT
easat-7679	82	24	2025	2025	NUM
easat-7679	82	25	doi	doi	NOUN
easat-7679	82	26	:	:	PUNCT
easat-7679	82	27	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	82	28	©	©	PROPN
easat-7679	82	29	2025	2025	NUM
easat-7679	82	30	by	by	ADP
easat-7679	82	31	the	the	DET
easat-7679	82	32	authors	author	NOUN
easat-7679	82	33	;	;	PUNCT
easat-7679	82	34	licensee	licensee	PROPN
easat-7679	82	35	learning	learning	NOUN
easat-7679	82	36	gate	gate	NOUN
easat-7679	82	37	3.1	3.1	NUM
easat-7679	82	38	.	.	PUNCT
easat-7679	83	1	overall	overall	ADJ
easat-7679	83	2	architecture	architecture	NOUN
easat-7679	83	3	figure	figure	NOUN
easat-7679	83	4	1	1	NUM
easat-7679	83	5	.	.	X
easat-7679	83	6	weakly	weakly	ADV
easat-7679	83	7	supervised	supervise	VERB
easat-7679	83	8	hybrid	hybrid	ADJ
easat-7679	83	9	u	u	ADJ
easat-7679	83	10	-	-	ADJ
easat-7679	83	11	net	net	ADJ
easat-7679	83	12	segmentation	segmentation	NOUN
easat-7679	83	13	flowchart	flowchart	NOUN
easat-7679	83	14	.	.	PUNCT
easat-7679	84	1	the	the	DET
easat-7679	84	2	weakly	weakly	ADJ
easat-7679	84	3	supervised	supervised	ADJ
easat-7679	84	4	hybrid	hybrid	ADJ
easat-7679	84	5	u	u	ADJ
easat-7679	84	6	-	-	ADJ
easat-7679	84	7	net	net	ADJ
easat-7679	84	8	segmentation	segmentation	NOUN
easat-7679	84	9	framework	framework	NOUN
easat-7679	84	10	constructed	construct	VERB
easat-7679	84	11	in	in	ADP
easat-7679	84	12	this	this	DET
easat-7679	84	13	study	study	NOUN
easat-7679	84	14	is	be	AUX
easat-7679	84	15	shown	show	VERB
easat-7679	84	16	in	in	ADP
easat-7679	84	17	figure	figure	NOUN
easat-7679	84	18	1	1	NUM
easat-7679	84	19	.	.	PUNCT
easat-7679	85	1	the	the	DET
easat-7679	85	2	encoder	encoder	NOUN
easat-7679	85	3	structure	structure	NOUN
easat-7679	85	4	consists	consist	VERB
easat-7679	85	5	of	of	ADP
easat-7679	85	6	three	three	NUM
easat-7679	85	7	residual	residual	ADJ
easat-7679	85	8	convolution	convolution	NOUN
easat-7679	85	9	blocks	block	NOUN
easat-7679	85	10	at	at	ADP
easat-7679	85	11	different	different	ADJ
easat-7679	85	12	scales	scale	NOUN
easat-7679	85	13	and	and	CCONJ
easat-7679	85	14	twelve	twelve	NUM
easat-7679	85	15	layers	layer	NOUN
easat-7679	85	16	of	of	ADP
easat-7679	85	17	transformer	transformer	NOUN
easat-7679	85	18	blocks	block	NOUN
easat-7679	85	19	.	.	PUNCT
easat-7679	86	1	the	the	DET
easat-7679	86	2	cnn	cnn	PROPN
easat-7679	86	3	encoder	encoder	NOUN
easat-7679	86	4	progressively	progressively	ADV
easat-7679	86	5	reduces	reduce	VERB
easat-7679	86	6	the	the	DET
easat-7679	86	7	input	input	NOUN
easat-7679	86	8	image	image	NOUN
easat-7679	86	9	scale	scale	NOUN
easat-7679	86	10	to	to	ADP
easat-7679	86	11	1/2	1/2	NUM
easat-7679	86	12	,	,	PUNCT
easat-7679	86	13	1/4	1/4	NUM
easat-7679	86	14	,	,	PUNCT
easat-7679	86	15	and	and	CCONJ
easat-7679	86	16	1/8	1/8	NUM
easat-7679	86	17	,	,	PUNCT
easat-7679	86	18	with	with	ADP
easat-7679	86	19	each	each	DET
easat-7679	86	20	cnn	cnn	PROPN
easat-7679	86	21	unit	unit	NOUN
easat-7679	86	22	containing	contain	VERB
easat-7679	86	23	several	several	ADJ
easat-7679	86	24	residual	residual	ADJ
easat-7679	86	25	blocks	block	NOUN
easat-7679	86	26	,	,	PUNCT
easat-7679	86	27	a	a	DET
easat-7679	86	28	pooling	pool	VERB
easat-7679	86	29	layer	layer	NOUN
easat-7679	86	30	,	,	PUNCT
easat-7679	86	31	and	and	CCONJ
easat-7679	86	32	a	a	DET
easat-7679	86	33	channel	channel	NOUN
easat-7679	86	34	reconstruction	reconstruction	NOUN
easat-7679	86	35	layer	layer	NOUN
easat-7679	86	36	to	to	PART
easat-7679	86	37	represent	represent	VERB
easat-7679	86	38	2d	2d	NUM
easat-7679	86	39	spatial	spatial	ADJ
easat-7679	86	40	features	feature	NOUN
easat-7679	86	41	.	.	PUNCT
easat-7679	87	1	the	the	DET
easat-7679	87	2	output	output	NOUN
easat-7679	87	3	features	feature	NOUN
easat-7679	87	4	are	be	AUX
easat-7679	87	5	then	then	ADV
easat-7679	87	6	converted	convert	VERB
easat-7679	87	7	into	into	ADP
easat-7679	87	8	a	a	DET
easat-7679	87	9	linear	linear	ADJ
easat-7679	87	10	sequence	sequence	NOUN
easat-7679	87	11	and	and	CCONJ
easat-7679	87	12	input	input	NOUN
easat-7679	87	13	into	into	ADP
easat-7679	87	14	the	the	DET
easat-7679	87	15	transformer	transformer	NOUN
easat-7679	87	16	encoder	encoder	NOUN
easat-7679	87	17	.	.	PUNCT
easat-7679	88	1	after	after	ADP
easat-7679	88	2	passing	pass	VERB
easat-7679	88	3	through	through	ADP
easat-7679	88	4	twelve	twelve	NUM
easat-7679	88	5	transformer	transformer	NOUN
easat-7679	88	6	blocks	block	NOUN
easat-7679	88	7	with	with	ADP
easat-7679	88	8	multi	multi	ADJ
easat-7679	88	9	-	-	ADJ
easat-7679	88	10	head	head	ADJ
easat-7679	88	11	self	self	NOUN
easat-7679	88	12	-	-	PUNCT
easat-7679	88	13	attention	attention	NOUN
easat-7679	88	14	(	(	PUNCT
easat-7679	88	15	msa	msa	PROPN
easat-7679	88	16	)	)	PUNCT
easat-7679	88	17	mechanisms	mechanism	NOUN
easat-7679	88	18	,	,	PUNCT
easat-7679	88	19	the	the	DET
easat-7679	88	20	features	feature	NOUN
easat-7679	88	21	are	be	AUX
easat-7679	88	22	restored	restore	VERB
easat-7679	88	23	to	to	ADP
easat-7679	88	24	2d	2d	NUM
easat-7679	88	25	representations	representation	NOUN
easat-7679	88	26	.	.	PUNCT
easat-7679	89	1	subsequently	subsequently	ADV
easat-7679	89	2	,	,	PUNCT
easat-7679	89	3	four	four	NUM
easat-7679	89	4	stages	stage	NOUN
easat-7679	89	5	of	of	ADP
easat-7679	89	6	upsampling	upsampling	NOUN
easat-7679	89	7	are	be	AUX
easat-7679	89	8	performed	perform	VERB
easat-7679	89	9	,	,	PUNCT
easat-7679	89	10	with	with	ADP
easat-7679	89	11	the	the	DET
easat-7679	89	12	corresponding	corresponding	ADJ
easat-7679	89	13	scale	scale	NOUN
easat-7679	89	14	feature	feature	NOUN
easat-7679	89	15	maps	map	NOUN
easat-7679	89	16	from	from	ADP
easat-7679	89	17	the	the	DET
easat-7679	89	18	cnn	cnn	PROPN
easat-7679	89	19	backbone	backbone	NOUN
easat-7679	89	20	decoupled	decouple	VERB
easat-7679	89	21	and	and	CCONJ
easat-7679	89	22	refocused	refocus	VERB
easat-7679	89	23	via	via	ADP
easat-7679	89	24	the	the	DET
easat-7679	89	25	self	self	NOUN
easat-7679	89	26	-	-	PUNCT
easat-7679	89	27	attention	attention	NOUN
easat-7679	89	28	calibration	calibration	NOUN
easat-7679	89	29	bridging	bridging	NOUN
easat-7679	89	30	module	module	NOUN
easat-7679	89	31	during	during	ADP
easat-7679	89	32	the	the	DET
easat-7679	89	33	skip	skip	ADJ
easat-7679	89	34	connection	connection	NOUN
easat-7679	89	35	phase	phase	NOUN
easat-7679	89	36	of	of	ADP
easat-7679	89	37	each	each	DET
easat-7679	89	38	upsampling	upsampling	NOUN
easat-7679	89	39	stage	stage	NOUN
easat-7679	89	40	.	.	PUNCT
easat-7679	90	1	these	these	PRON
easat-7679	90	2	are	be	AUX
easat-7679	90	3	then	then	ADV
easat-7679	90	4	concatenated	concatenate	VERB
easat-7679	90	5	,	,	PUNCT
easat-7679	90	6	followed	follow	VERB
easat-7679	90	7	by	by	ADP
easat-7679	90	8	upsampling	upsample	VERB
easat-7679	90	9	and	and	CCONJ
easat-7679	90	10	classification	classification	NOUN
easat-7679	90	11	to	to	PART
easat-7679	90	12	obtain	obtain	VERB
easat-7679	90	13	the	the	DET
easat-7679	90	14	test	test	NOUN
easat-7679	90	15	labels	label	NOUN
easat-7679	90	16	and	and	CCONJ
easat-7679	90	17	inference	inference	NOUN
easat-7679	90	18	results	result	NOUN
easat-7679	90	19	.	.	PUNCT
easat-7679	91	1	the	the	DET
easat-7679	91	2	training	training	NOUN
easat-7679	91	3	dataset	dataset	NOUN
easat-7679	91	4	shown	show	VERB
easat-7679	91	5	in	in	ADP
easat-7679	91	6	figure	figure	NOUN
easat-7679	91	7	1	1	NUM
easat-7679	91	8	consists	consist	NOUN
easat-7679	91	9	of	of	ADP
easat-7679	91	10	cell	cell	NOUN
easat-7679	91	11	cluster	cluster	NOUN
easat-7679	91	12	images	image	NOUN
easat-7679	91	13	reconstructed	reconstruct	VERB
easat-7679	91	14	from	from	ADP
easat-7679	91	15	raw	raw	ADJ
easat-7679	91	16	samples	sample	NOUN
easat-7679	91	17	,	,	PUNCT
easat-7679	91	18	with	with	ADP
easat-7679	91	19	the	the	DET
easat-7679	91	20	generation	generation	NOUN
easat-7679	91	21	process	process	NOUN
easat-7679	91	22	described	describe	VERB
easat-7679	91	23	in	in	ADP
easat-7679	91	24	section	section	NOUN
easat-7679	91	25	3.2	3.2	NUM
easat-7679	91	26	.	.	PUNCT
easat-7679	92	1	the	the	DET
easat-7679	92	2	test	test	NOUN
easat-7679	92	3	input	input	NOUN
easat-7679	92	4	is	be	AUX
easat-7679	92	5	the	the	DET
easat-7679	92	6	raw	raw	ADJ
easat-7679	92	7	sample	sample	NOUN
easat-7679	92	8	.	.	PUNCT
easat-7679	93	1	3297	3297	NUM
easat-7679	93	2	edelweiss	edelweiss	PROPN
easat-7679	93	3	applied	apply	VERB
easat-7679	93	4	science	science	NOUN
easat-7679	93	5	and	and	CCONJ
easat-7679	93	6	technology	technology	NOUN
easat-7679	93	7	issn	issn	PROPN
easat-7679	93	8	:	:	PUNCT
easat-7679	93	9	2576	2576	NUM
easat-7679	93	10	-	-	SYM
easat-7679	93	11	8484	8484	NUM
easat-7679	93	12	vol	vol	NOUN
easat-7679	93	13	.	.	PROPN
easat-7679	94	1	9	9	NUM
easat-7679	94	2	,	,	PUNCT
easat-7679	94	3	no	no	INTJ
easat-7679	94	4	.	.	NOUN
easat-7679	94	5	5	5	NUM
easat-7679	94	6	:	:	SYM
easat-7679	94	7	3293	3293	NUM
easat-7679	94	8	-	-	SYM
easat-7679	94	9	3308	3308	NUM
easat-7679	94	10	,	,	PUNCT
easat-7679	94	11	2025	2025	NUM
easat-7679	94	12	doi	doi	NOUN
easat-7679	94	13	:	:	PUNCT
easat-7679	94	14	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	94	15	©	©	PROPN
easat-7679	94	16	2025	2025	NUM
easat-7679	94	17	by	by	ADP
easat-7679	94	18	the	the	DET
easat-7679	94	19	authors	author	NOUN
easat-7679	94	20	;	;	PUNCT
easat-7679	94	21	licensee	licensee	PROPN
easat-7679	94	22	learning	learning	NOUN
easat-7679	94	23	gate	gate	NOUN
easat-7679	94	24	3.2	3.2	NUM
easat-7679	94	25	.	.	PUNCT
easat-7679	95	1	weakly	weakly	ADJ
easat-7679	95	2	supervised	supervised	ADJ
easat-7679	95	3	data	data	NOUN
easat-7679	95	4	reconstruction	reconstruction	NOUN
easat-7679	95	5	figure	figure	NOUN
easat-7679	95	6	2	2	NUM
easat-7679	95	7	.	.	X
easat-7679	95	8	weakly	weakly	ADJ
easat-7679	95	9	supervised	supervised	ADJ
easat-7679	95	10	data	data	NOUN
easat-7679	95	11	reconstruction	reconstruction	NOUN
easat-7679	95	12	process	process	NOUN
easat-7679	95	13	there	there	PRON
easat-7679	95	14	are	be	VERB
easat-7679	95	15	three	three	NUM
easat-7679	95	16	main	main	ADJ
easat-7679	95	17	challenges	challenge	NOUN
easat-7679	95	18	in	in	ADP
easat-7679	95	19	image	image	NOUN
easat-7679	95	20	processing	processing	NOUN
easat-7679	95	21	and	and	CCONJ
easat-7679	95	22	semantic	semantic	ADJ
easat-7679	95	23	segmentation	segmentation	NOUN
easat-7679	95	24	of	of	ADP
easat-7679	95	25	cell	cell	NOUN
easat-7679	95	26	cluster	cluster	NOUN
easat-7679	95	27	data	datum	NOUN
easat-7679	95	28	:	:	PUNCT
easat-7679	95	29	the	the	DET
easat-7679	95	30	boundaries	boundary	NOUN
easat-7679	95	31	of	of	ADP
easat-7679	95	32	cells	cell	NOUN
easat-7679	95	33	are	be	AUX
easat-7679	95	34	unclear	unclear	ADJ
easat-7679	95	35	,	,	PUNCT
easat-7679	95	36	with	with	ADP
easat-7679	95	37	each	each	DET
easat-7679	95	38	individual	individual	ADJ
easat-7679	95	39	cell	cell	NOUN
easat-7679	95	40	being	be	AUX
easat-7679	95	41	distinct	distinct	ADJ
easat-7679	95	42	and	and	CCONJ
easat-7679	95	43	exhibiting	exhibit	VERB
easat-7679	95	44	significant	significant	ADJ
easat-7679	95	45	variability	variability	NOUN
easat-7679	95	46	in	in	ADP
easat-7679	95	47	shape	shape	NOUN
easat-7679	95	48	,	,	PUNCT
easat-7679	95	49	color	color	NOUN
easat-7679	95	50	,	,	PUNCT
easat-7679	95	51	and	and	CCONJ
easat-7679	95	52	features	feature	NOUN
easat-7679	95	53	.	.	PUNCT
easat-7679	96	1	cell	cell	NOUN
easat-7679	96	2	boundaries	boundary	NOUN
easat-7679	96	3	are	be	AUX
easat-7679	96	4	often	often	ADV
easat-7679	96	5	accompanied	accompany	VERB
easat-7679	96	6	by	by	ADP
easat-7679	96	7	issues	issue	NOUN
easat-7679	96	8	such	such	ADJ
easat-7679	96	9	as	as	ADP
easat-7679	96	10	blurring	blur	VERB
easat-7679	96	11	and	and	CCONJ
easat-7679	96	12	fading	fading	NOUN
easat-7679	96	13	,	,	PUNCT
easat-7679	96	14	which	which	PRON
easat-7679	96	15	can	can	AUX
easat-7679	96	16	cause	cause	VERB
easat-7679	96	17	confusion	confusion	NOUN
easat-7679	96	18	with	with	ADP
easat-7679	96	19	the	the	DET
easat-7679	96	20	background	background	NOUN
easat-7679	96	21	or	or	CCONJ
easat-7679	96	22	other	other	ADJ
easat-7679	96	23	cells	cell	NOUN
easat-7679	96	24	.	.	PUNCT
easat-7679	97	1	overlapping	overlap	VERB
easat-7679	97	2	regions	region	NOUN
easat-7679	97	3	between	between	ADP
easat-7679	97	4	individual	individual	ADJ
easat-7679	97	5	cells	cell	NOUN
easat-7679	97	6	are	be	AUX
easat-7679	97	7	prevalent	prevalent	ADJ
easat-7679	97	8	.	.	PUNCT
easat-7679	98	1	in	in	ADP
easat-7679	98	2	multi	multi	ADJ
easat-7679	98	3	-	-	ADJ
easat-7679	98	4	cell	cell	NOUN
easat-7679	98	5	images	image	NOUN
easat-7679	98	6	,	,	PUNCT
easat-7679	98	7	cells	cell	NOUN
easat-7679	98	8	are	be	AUX
easat-7679	98	9	not	not	PART
easat-7679	98	10	typically	typically	ADV
easat-7679	98	11	isolated	isolate	VERB
easat-7679	98	12	;	;	PUNCT
easat-7679	98	13	cells	cell	NOUN
easat-7679	98	14	of	of	ADP
easat-7679	98	15	the	the	DET
easat-7679	98	16	same	same	ADJ
easat-7679	98	17	type	type	NOUN
easat-7679	98	18	tend	tend	VERB
easat-7679	98	19	to	to	PART
easat-7679	98	20	overlap	overlap	VERB
easat-7679	98	21	and	and	CCONJ
easat-7679	98	22	connect	connect	VERB
easat-7679	98	23	,	,	PUNCT
easat-7679	98	24	making	make	VERB
easat-7679	98	25	it	it	PRON
easat-7679	98	26	difficult	difficult	ADJ
easat-7679	98	27	to	to	PART
easat-7679	98	28	distinguish	distinguish	VERB
easat-7679	98	29	which	which	DET
easat-7679	98	30	cell	cell	NOUN
easat-7679	98	31	the	the	DET
easat-7679	98	32	nucleus	nucleus	NOUN
easat-7679	98	33	and	and	CCONJ
easat-7679	98	34	cytoplasm	cytoplasm	NOUN
easat-7679	98	35	belong	belong	VERB
easat-7679	98	36	to	to	ADP
easat-7679	98	37	,	,	PUNCT
easat-7679	98	38	as	as	ADV
easat-7679	98	39	well	well	ADV
easat-7679	98	40	as	as	ADP
easat-7679	98	41	causing	cause	VERB
easat-7679	98	42	intersection	intersection	NOUN
easat-7679	98	43	and	and	CCONJ
easat-7679	98	44	union	union	NOUN
easat-7679	98	45	problems	problem	NOUN
easat-7679	98	46	due	due	ADJ
easat-7679	98	47	to	to	ADP
easat-7679	98	48	cytoplasm	cytoplasm	ADJ
easat-7679	98	49	overlap	overlap	NOUN
easat-7679	98	50	.	.	PUNCT
easat-7679	99	1	the	the	DET
easat-7679	99	2	sampling	sample	VERB
easat-7679	99	3	background	background	NOUN
easat-7679	99	4	contains	contain	VERB
easat-7679	99	5	impurities	impurity	NOUN
easat-7679	99	6	that	that	PRON
easat-7679	99	7	cause	cause	VERB
easat-7679	99	8	significant	significant	ADJ
easat-7679	99	9	interference	interference	NOUN
easat-7679	99	10	.	.	PUNCT
easat-7679	100	1	for	for	ADP
easat-7679	100	2	example	example	NOUN
easat-7679	100	3	,	,	PUNCT
easat-7679	100	4	some	some	DET
easat-7679	100	5	impurities	impurity	NOUN
easat-7679	100	6	appear	appear	VERB
easat-7679	100	7	as	as	ADP
easat-7679	100	8	black	black	ADJ
easat-7679	100	9	circular	circular	ADJ
easat-7679	100	10	shapes	shape	NOUN
easat-7679	100	11	,	,	PUNCT
easat-7679	100	12	which	which	PRON
easat-7679	100	13	are	be	AUX
easat-7679	100	14	difficult	difficult	ADJ
easat-7679	100	15	to	to	PART
easat-7679	100	16	distinguish	distinguish	VERB
easat-7679	100	17	from	from	ADP
easat-7679	100	18	the	the	DET
easat-7679	100	19	cell	cell	NOUN
easat-7679	100	20	nucleus	nucleus	NOUN
easat-7679	100	21	in	in	ADP
easat-7679	100	22	terms	term	NOUN
easat-7679	100	23	of	of	ADP
easat-7679	100	24	morphology	morphology	NOUN
easat-7679	100	25	and	and	CCONJ
easat-7679	100	26	color	color	NOUN
easat-7679	100	27	,	,	PUNCT
easat-7679	100	28	leading	lead	VERB
easat-7679	100	29	to	to	ADP
easat-7679	100	30	missegmentation	missegmentation	NOUN
easat-7679	100	31	and	and	CCONJ
easat-7679	100	32	misclassification	misclassification	NOUN
easat-7679	100	33	.	.	PUNCT
easat-7679	101	1	therefore	therefore	ADV
easat-7679	101	2	,	,	PUNCT
easat-7679	101	3	as	as	SCONJ
easat-7679	101	4	shown	show	VERB
easat-7679	101	5	on	on	ADP
easat-7679	101	6	the	the	DET
easat-7679	101	7	left	left	ADJ
easat-7679	101	8	side	side	NOUN
easat-7679	101	9	of	of	ADP
easat-7679	101	10	figure	figure	NOUN
easat-7679	101	11	2	2	NUM
easat-7679	101	12	,	,	PUNCT
easat-7679	101	13	manual	manual	ADJ
easat-7679	101	14	labeling	labeling	NOUN
easat-7679	101	15	of	of	ADP
easat-7679	101	16	each	each	DET
easat-7679	101	17	cell	cell	NOUN
easat-7679	101	18	is	be	AUX
easat-7679	101	19	a	a	DET
easat-7679	101	20	significant	significant	ADJ
easat-7679	101	21	challenge	challenge	NOUN
easat-7679	101	22	.	.	PUNCT
easat-7679	102	1	relying	rely	VERB
easat-7679	102	2	solely	solely	ADV
easat-7679	102	3	on	on	ADP
easat-7679	102	4	visual	visual	ADJ
easat-7679	102	5	observation	observation	NOUN
easat-7679	102	6	and	and	CCONJ
easat-7679	102	7	experience	experience	NOUN
easat-7679	102	8	can	can	AUX
easat-7679	102	9	only	only	ADV
easat-7679	102	10	allow	allow	VERB
easat-7679	102	11	for	for	ADP
easat-7679	102	12	labeling	label	VERB
easat-7679	102	13	a	a	DET
easat-7679	102	14	very	very	ADV
easat-7679	102	15	small	small	ADJ
easat-7679	102	16	number	number	NOUN
easat-7679	102	17	of	of	ADP
easat-7679	102	18	cells	cell	NOUN
easat-7679	102	19	in	in	ADP
easat-7679	102	20	each	each	DET
easat-7679	102	21	image	image	NOUN
easat-7679	102	22	,	,	PUNCT
easat-7679	102	23	resulting	result	VERB
easat-7679	102	24	in	in	ADP
easat-7679	102	25	incomplete	incomplete	ADJ
easat-7679	102	26	samples	sample	NOUN
easat-7679	102	27	.	.	PUNCT
easat-7679	103	1	incomplete	incomplete	ADJ
easat-7679	103	2	data	datum	NOUN
easat-7679	103	3	labeling	labeling	NOUN
easat-7679	103	4	negatively	negatively	ADV
easat-7679	103	5	impacts	impact	VERB
easat-7679	103	6	the	the	DET
easat-7679	103	7	performance	performance	NOUN
easat-7679	103	8	and	and	CCONJ
easat-7679	103	9	test	test	NOUN
easat-7679	103	10	results	result	NOUN
easat-7679	103	11	of	of	ADP
easat-7679	103	12	weakly	weakly	ADJ
easat-7679	103	13	supervised	supervised	ADJ
easat-7679	103	14	semantic	semantic	ADJ
easat-7679	103	15	segmentation	segmentation	NOUN
easat-7679	103	16	tasks	task	NOUN
easat-7679	103	17	in	in	ADP
easat-7679	103	18	two	two	NUM
easat-7679	103	19	main	main	ADJ
easat-7679	103	20	ways	way	NOUN
easat-7679	103	21	:	:	PUNCT
easat-7679	103	22	first	first	ADV
easat-7679	103	23	,	,	PUNCT
easat-7679	103	24	in	in	ADP
easat-7679	103	25	terms	term	NOUN
easat-7679	103	26	of	of	ADP
easat-7679	103	27	quantity	quantity	NOUN
easat-7679	103	28	,	,	PUNCT
easat-7679	103	29	a	a	DET
easat-7679	103	30	multi	multi	ADJ
easat-7679	103	31	-	-	ADJ
easat-7679	103	32	cell	cell	ADJ
easat-7679	103	33	image	image	NOUN
easat-7679	103	34	typically	typically	ADV
easat-7679	103	35	contains	contain	VERB
easat-7679	103	36	several	several	ADJ
easat-7679	103	37	to	to	ADP
easat-7679	103	38	dozens	dozen	NOUN
easat-7679	103	39	of	of	ADP
easat-7679	103	40	cells	cell	NOUN
easat-7679	103	41	.	.	PUNCT
easat-7679	104	1	due	due	ADP
easat-7679	104	2	to	to	ADP
easat-7679	104	3	the	the	DET
easat-7679	104	4	aforementioned	aforementioned	ADJ
easat-7679	104	5	reasons	reason	NOUN
easat-7679	104	6	,	,	PUNCT
easat-7679	104	7	most	most	ADJ
easat-7679	104	8	cells	cell	NOUN
easat-7679	104	9	can	can	AUX
easat-7679	104	10	not	not	PART
easat-7679	104	11	be	be	AUX
easat-7679	104	12	labeled	label	VERB
easat-7679	104	13	,	,	PUNCT
easat-7679	104	14	leading	lead	VERB
easat-7679	104	15	to	to	ADP
easat-7679	104	16	a	a	DET
easat-7679	104	17	small	small	ADJ
easat-7679	104	18	proportion	proportion	NOUN
easat-7679	104	19	of	of	ADP
easat-7679	104	20	correctly	correctly	ADV
easat-7679	104	21	labeled	label	VERB
easat-7679	104	22	single	single	ADJ
easat-7679	104	23	-	-	PUNCT
easat-7679	104	24	cell	cell	NOUN
easat-7679	104	25	images	image	NOUN
easat-7679	104	26	,	,	PUNCT
easat-7679	104	27	generally	generally	ADV
easat-7679	104	28	not	not	PART
easat-7679	104	29	exceeding	exceed	VERB
easat-7679	104	30	20	20	NUM
easat-7679	104	31	%	%	NOUN
easat-7679	104	32	.	.	PUNCT
easat-7679	105	1	second	second	ADJ
easat-7679	105	2	,	,	PUNCT
easat-7679	105	3	in	in	ADP
easat-7679	105	4	terms	term	NOUN
easat-7679	105	5	of	of	ADP
easat-7679	105	6	dataset	dataset	ADJ
easat-7679	105	7	size	size	NOUN
easat-7679	105	8	,	,	PUNCT
easat-7679	105	9	due	due	ADP
easat-7679	105	10	to	to	ADP
easat-7679	105	11	the	the	DET
easat-7679	105	12	limited	limited	ADJ
easat-7679	105	13	data	data	NOUN
easat-7679	105	14	collection	collection	NOUN
easat-7679	105	15	and	and	CCONJ
easat-7679	105	16	the	the	DET
easat-7679	105	17	low	low	ADJ
easat-7679	105	18	proportion	proportion	NOUN
easat-7679	105	19	of	of	ADP
easat-7679	105	20	positive	positive	ADJ
easat-7679	105	21	samples	sample	NOUN
easat-7679	105	22	in	in	ADP
easat-7679	105	23	the	the	DET
easat-7679	105	24	entire	entire	ADJ
easat-7679	105	25	sample	sample	NOUN
easat-7679	105	26	space	space	NOUN
easat-7679	105	27	,	,	PUNCT
easat-7679	105	28	overfitting	overfitte	VERB
easat-7679	105	29	and	and	CCONJ
easat-7679	105	30	long	long	ADJ
easat-7679	105	31	-	-	PUNCT
easat-7679	105	32	tail	tail	NOUN
easat-7679	105	33	effects	effect	NOUN
easat-7679	105	34	are	be	AUX
easat-7679	105	35	likely	likely	ADJ
easat-7679	105	36	to	to	PART
easat-7679	105	37	occur	occur	VERB
easat-7679	105	38	during	during	ADP
easat-7679	105	39	network	network	NOUN
easat-7679	105	40	training	training	NOUN
easat-7679	105	41	,	,	PUNCT
easat-7679	105	42	making	make	VERB
easat-7679	105	43	it	it	PRON
easat-7679	105	44	difficult	difficult	ADJ
easat-7679	105	45	to	to	PART
easat-7679	105	46	obtain	obtain	VERB
easat-7679	105	47	correct	correct	ADJ
easat-7679	105	48	weight	weight	NOUN
easat-7679	105	49	parameters	parameter	NOUN
easat-7679	105	50	for	for	ADP
easat-7679	105	51	testing	testing	NOUN
easat-7679	105	52	.	.	PUNCT
easat-7679	106	1	to	to	PART
easat-7679	106	2	address	address	VERB
easat-7679	106	3	these	these	DET
easat-7679	106	4	issues	issue	NOUN
easat-7679	106	5	,	,	PUNCT
easat-7679	106	6	we	we	PRON
easat-7679	106	7	have	have	AUX
easat-7679	106	8	developed	develop	VERB
easat-7679	106	9	a	a	DET
easat-7679	106	10	data	data	NOUN
easat-7679	106	11	augmentation	augmentation	NOUN
easat-7679	106	12	method	method	NOUN
easat-7679	106	13	suitable	suitable	ADJ
easat-7679	106	14	for	for	ADP
easat-7679	106	15	cell	cell	NOUN
easat-7679	106	16	cluster	cluster	NOUN
easat-7679	106	17	data	datum	NOUN
easat-7679	106	18	to	to	PART
easat-7679	106	19	expand	expand	VERB
easat-7679	106	20	and	and	CCONJ
easat-7679	106	21	reconstruct	reconstruct	VERB
easat-7679	106	22	the	the	DET
easat-7679	106	23	dataset	dataset	NOUN
easat-7679	106	24	.	.	PUNCT
easat-7679	107	1	unlike	unlike	ADP
easat-7679	107	2	traditional	traditional	ADJ
easat-7679	107	3	methods	method	NOUN
easat-7679	107	4	such	such	ADJ
easat-7679	107	5	as	as	ADP
easat-7679	107	6	morphological	morphological	ADJ
easat-7679	107	7	reconstruction	reconstruction	NOUN
easat-7679	107	8	,	,	PUNCT
easat-7679	107	9	adding	add	VERB
easat-7679	107	10	noise	noise	NOUN
easat-7679	107	11	,	,	PUNCT
easat-7679	107	12	and	and	CCONJ
easat-7679	107	13	random	random	ADJ
easat-7679	107	14	rotation	rotation	NOUN
easat-7679	107	15	or	or	CCONJ
easat-7679	107	16	translation	translation	NOUN
easat-7679	107	17	,	,	PUNCT
easat-7679	107	18	we	we	PRON
easat-7679	107	19	use	use	VERB
easat-7679	107	20	a	a	DET
easat-7679	107	21	random	random	ADJ
easat-7679	107	22	concatenation	concatenation	NOUN
easat-7679	107	23	approach	approach	NOUN
easat-7679	107	24	for	for	ADP
easat-7679	107	25	dataset	dataset	ADJ
easat-7679	107	26	reconstruction	reconstruction	NOUN
easat-7679	107	27	.	.	PUNCT
easat-7679	108	1	the	the	DET
easat-7679	108	2	specific	specific	ADJ
easat-7679	108	3	process	process	NOUN
easat-7679	108	4	is	be	AUX
easat-7679	108	5	as	as	SCONJ
easat-7679	108	6	follows	follow	VERB
easat-7679	108	7	:	:	PUNCT
easat-7679	108	8	as	as	SCONJ
easat-7679	108	9	shown	show	VERB
easat-7679	108	10	in	in	ADP
easat-7679	108	11	figure	figure	NOUN
easat-7679	108	12	2	2	NUM
easat-7679	108	13	,	,	PUNCT
easat-7679	108	14	we	we	PRON
easat-7679	108	15	name	name	VERB
easat-7679	108	16	the	the	DET
easat-7679	108	17	entire	entire	ADJ
easat-7679	108	18	process	process	NOUN
easat-7679	108	19	"	"	PUNCT
easat-7679	108	20	qualitative	qualitative	ADJ
easat-7679	108	21	selection	selection	NOUN
easat-7679	108	22	concatenation	concatenation	NOUN
easat-7679	108	23	,	,	PUNCT
easat-7679	108	24	"	"	PUNCT
easat-7679	108	25	which	which	PRON
easat-7679	108	26	consists	consist	VERB
easat-7679	108	27	of	of	ADP
easat-7679	108	28	two	two	NUM
easat-7679	108	29	main	main	ADJ
easat-7679	108	30	workflows	workflow	NOUN
easat-7679	108	31	:	:	PUNCT
easat-7679	108	32	background	background	NOUN
easat-7679	108	33	selection	selection	NOUN
easat-7679	108	34	.	.	PUNCT
easat-7679	109	1	we	we	PRON
easat-7679	109	2	split	split	VERB
easat-7679	109	3	each	each	DET
easat-7679	109	4	cell	cell	NOUN
easat-7679	109	5	cluster	cluster	NOUN
easat-7679	109	6	image	image	NOUN
easat-7679	109	7	into	into	ADP
easat-7679	109	8	6x8	6x8	NUM
easat-7679	109	9	sections	section	NOUN
easat-7679	109	10	,	,	PUNCT
easat-7679	109	11	resulting	result	VERB
easat-7679	109	12	in	in	ADP
easat-7679	109	13	48	48	NUM
easat-7679	109	14	background	background	NOUN
easat-7679	109	15	blocks	block	NOUN
easat-7679	109	16	.	.	PUNCT
easat-7679	110	1	after	after	SCONJ
easat-7679	110	2	secondary	secondary	ADJ
easat-7679	110	3	screening	screening	NOUN
easat-7679	110	4	of	of	ADP
easat-7679	110	5	these	these	DET
easat-7679	110	6	background	background	NOUN
easat-7679	110	7	blocks	block	NOUN
easat-7679	110	8	to	to	PART
easat-7679	110	9	retain	retain	VERB
easat-7679	110	10	those	those	PRON
easat-7679	110	11	without	without	ADP
easat-7679	110	12	cells	cell	NOUN
easat-7679	110	13	,	,	PUNCT
easat-7679	110	14	we	we	PRON
easat-7679	110	15	randomly	randomly	VERB
easat-7679	110	16	select	select	VERB
easat-7679	110	17	and	and	CCONJ
easat-7679	110	18	reorganize	reorganize	VERB
easat-7679	110	19	these	these	DET
easat-7679	110	20	blocks	block	NOUN
easat-7679	110	21	to	to	PART
easat-7679	110	22	form	form	VERB
easat-7679	110	23	the	the	DET
easat-7679	110	24	background	background	NOUN
easat-7679	110	25	of	of	ADP
easat-7679	110	26	the	the	DET
easat-7679	110	27	new	new	ADJ
easat-7679	110	28	dataset	dataset	NOUN
easat-7679	110	29	.	.	PUNCT
easat-7679	111	1	3298	3298	NUM
easat-7679	111	2	edelweiss	edelweiss	PROPN
easat-7679	111	3	applied	apply	VERB
easat-7679	111	4	science	science	NOUN
easat-7679	111	5	and	and	CCONJ
easat-7679	111	6	technology	technology	NOUN
easat-7679	111	7	issn	issn	PROPN
easat-7679	111	8	:	:	PUNCT
easat-7679	111	9	2576	2576	NUM
easat-7679	111	10	-	-	SYM
easat-7679	111	11	8484	8484	NUM
easat-7679	111	12	vol	vol	NOUN
easat-7679	111	13	.	.	PROPN
easat-7679	112	1	9	9	NUM
easat-7679	112	2	,	,	PUNCT
easat-7679	112	3	no	no	INTJ
easat-7679	112	4	.	.	NOUN
easat-7679	112	5	5	5	NUM
easat-7679	112	6	:	:	SYM
easat-7679	112	7	3293	3293	NUM
easat-7679	112	8	-	-	SYM
easat-7679	112	9	3308	3308	NUM
easat-7679	112	10	,	,	PUNCT
easat-7679	112	11	2025	2025	NUM
easat-7679	112	12	doi	doi	NOUN
easat-7679	112	13	:	:	PUNCT
easat-7679	112	14	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	112	15	©	©	PROPN
easat-7679	112	16	2025	2025	NUM
easat-7679	112	17	by	by	ADP
easat-7679	112	18	the	the	DET
easat-7679	112	19	authors	author	NOUN
easat-7679	112	20	;	;	PUNCT
easat-7679	112	21	licensee	licensee	PROPN
easat-7679	112	22	learning	learn	VERB
easat-7679	112	23	gate	gate	NOUN
easat-7679	112	24	cell	cell	NOUN
easat-7679	112	25	selection	selection	NOUN
easat-7679	112	26	.	.	PUNCT
easat-7679	113	1	we	we	PRON
easat-7679	113	2	extract	extract	VERB
easat-7679	113	3	labeled	label	VERB
easat-7679	113	4	single	single	ADJ
easat-7679	113	5	-	-	PUNCT
easat-7679	113	6	cell	cell	NOUN
easat-7679	113	7	images	image	NOUN
easat-7679	113	8	from	from	ADP
easat-7679	113	9	the	the	DET
easat-7679	113	10	cell	cell	NOUN
easat-7679	113	11	cluster	cluster	NOUN
easat-7679	113	12	.	.	PUNCT
easat-7679	114	1	the	the	DET
easat-7679	114	2	extraction	extraction	NOUN
easat-7679	114	3	process	process	NOUN
easat-7679	114	4	involves	involve	VERB
easat-7679	114	5	selecting	select	VERB
easat-7679	114	6	a	a	DET
easat-7679	114	7	bounding	bounding	NOUN
easat-7679	114	8	box	box	NOUN
easat-7679	114	9	centered	center	VERB
easat-7679	114	10	around	around	ADP
easat-7679	114	11	the	the	DET
easat-7679	114	12	cell	cell	NOUN
easat-7679	114	13	nucleus	nucleus	NOUN
easat-7679	114	14	's	's	PART
easat-7679	114	15	position	position	NOUN
easat-7679	114	16	in	in	ADP
easat-7679	114	17	the	the	DET
easat-7679	114	18	image	image	NOUN
easat-7679	114	19	,	,	PUNCT
easat-7679	114	20	using	use	VERB
easat-7679	114	21	the	the	DET
easat-7679	114	22	average	average	ADJ
easat-7679	114	23	single	single	ADJ
easat-7679	114	24	-	-	PUNCT
easat-7679	114	25	cell	cell	NOUN
easat-7679	114	26	size	size	NOUN
easat-7679	114	27	.	.	PUNCT
easat-7679	115	1	these	these	DET
easat-7679	115	2	bounding	bounding	NOUN
easat-7679	115	3	boxes	box	NOUN
easat-7679	115	4	are	be	AUX
easat-7679	115	5	then	then	ADV
easat-7679	115	6	filtered	filter	VERB
easat-7679	115	7	to	to	PART
easat-7679	115	8	retain	retain	VERB
easat-7679	115	9	only	only	ADV
easat-7679	115	10	the	the	DET
easat-7679	115	11	areas	area	NOUN
easat-7679	115	12	containing	contain	VERB
easat-7679	115	13	the	the	DET
easat-7679	115	14	current	current	ADJ
easat-7679	115	15	cell	cell	NOUN
easat-7679	115	16	,	,	PUNCT
easat-7679	115	17	ensuring	ensure	VERB
easat-7679	115	18	that	that	SCONJ
easat-7679	115	19	the	the	DET
easat-7679	115	20	selected	select	VERB
easat-7679	115	21	box	box	NOUN
easat-7679	115	22	is	be	AUX
easat-7679	115	23	not	not	PART
easat-7679	115	24	disturbed	disturb	VERB
easat-7679	115	25	by	by	ADP
easat-7679	115	26	other	other	ADJ
easat-7679	115	27	cells	cell	NOUN
easat-7679	115	28	or	or	CCONJ
easat-7679	115	29	impurities	impurity	NOUN
easat-7679	115	30	,	,	PUNCT
easat-7679	115	31	forming	form	VERB
easat-7679	115	32	negative	negative	ADJ
easat-7679	115	33	samples	sample	NOUN
easat-7679	115	34	.	.	PUNCT
easat-7679	116	1	after	after	ADP
easat-7679	116	2	these	these	DET
easat-7679	116	3	two	two	NUM
easat-7679	116	4	steps	step	NOUN
easat-7679	116	5	,	,	PUNCT
easat-7679	116	6	the	the	DET
easat-7679	116	7	extracted	extract	VERB
easat-7679	116	8	single	single	ADJ
easat-7679	116	9	-	-	PUNCT
easat-7679	116	10	cell	cell	NOUN
easat-7679	116	11	images	image	NOUN
easat-7679	116	12	are	be	AUX
easat-7679	116	13	multiplied	multiply	VERB
easat-7679	116	14	with	with	ADP
easat-7679	116	15	their	their	PRON
easat-7679	116	16	corresponding	corresponding	ADJ
easat-7679	116	17	labels	label	NOUN
easat-7679	116	18	,	,	PUNCT
easat-7679	116	19	and	and	CCONJ
easat-7679	116	20	the	the	DET
easat-7679	116	21	single	single	ADJ
easat-7679	116	22	-	-	PUNCT
easat-7679	116	23	cell	cell	NOUN
easat-7679	116	24	results	result	NOUN
easat-7679	116	25	are	be	AUX
easat-7679	116	26	randomly	randomly	ADV
easat-7679	116	27	rotated	rotate	VERB
easat-7679	116	28	,	,	PUNCT
easat-7679	116	29	translated	translate	VERB
easat-7679	116	30	,	,	PUNCT
easat-7679	116	31	and	and	CCONJ
easat-7679	116	32	scaled	scale	VERB
easat-7679	116	33	,	,	PUNCT
easat-7679	116	34	then	then	ADV
easat-7679	116	35	placed	place	VERB
easat-7679	116	36	into	into	ADP
easat-7679	116	37	the	the	DET
easat-7679	116	38	background	background	NOUN
easat-7679	116	39	generated	generate	VERB
easat-7679	116	40	in	in	ADP
easat-7679	116	41	the	the	DET
easat-7679	116	42	first	first	ADJ
easat-7679	116	43	step	step	NOUN
easat-7679	116	44	to	to	PART
easat-7679	116	45	create	create	VERB
easat-7679	116	46	the	the	DET
easat-7679	116	47	final	final	ADJ
easat-7679	116	48	augmented	augment	VERB
easat-7679	116	49	dataset	dataset	NOUN
easat-7679	116	50	.	.	PUNCT
easat-7679	117	1	although	although	SCONJ
easat-7679	117	2	the	the	DET
easat-7679	117	3	generated	generate	VERB
easat-7679	117	4	samples	sample	NOUN
easat-7679	117	5	may	may	AUX
easat-7679	117	6	appear	appear	VERB
easat-7679	117	7	disjointed	disjointed	ADJ
easat-7679	117	8	and	and	CCONJ
easat-7679	117	9	incomplete	incomplete	ADJ
easat-7679	117	10	to	to	ADP
easat-7679	117	11	the	the	DET
easat-7679	117	12	human	human	ADJ
easat-7679	117	13	eye	eye	NOUN
easat-7679	117	14	,	,	PUNCT
easat-7679	117	15	using	use	VERB
easat-7679	117	16	native	native	ADJ
easat-7679	117	17	backgrounds	background	NOUN
easat-7679	117	18	in	in	ADP
easat-7679	117	19	computer	computer	NOUN
easat-7679	117	20	vision	vision	NOUN
easat-7679	117	21	significantly	significantly	ADV
easat-7679	117	22	enhances	enhance	VERB
easat-7679	117	23	the	the	DET
easat-7679	117	24	neural	neural	ADJ
easat-7679	117	25	network	network	NOUN
easat-7679	117	26	's	's	PART
easat-7679	117	27	denoising	denoising	NOUN
easat-7679	117	28	,	,	PUNCT
easat-7679	117	29	recognition	recognition	NOUN
easat-7679	117	30	,	,	PUNCT
easat-7679	117	31	and	and	CCONJ
easat-7679	117	32	robustness	robustness	NOUN
easat-7679	117	33	capabilities	capability	NOUN
easat-7679	117	34	,	,	PUNCT
easat-7679	117	35	helping	help	VERB
easat-7679	117	36	the	the	DET
easat-7679	117	37	network	network	NOUN
easat-7679	117	38	better	well	ADV
easat-7679	117	39	fit	fit	ADJ
easat-7679	117	40	realistic	realistic	ADJ
easat-7679	117	41	cell	cell	NOUN
easat-7679	117	42	cluster	cluster	NOUN
easat-7679	117	43	segmentation	segmentation	NOUN
easat-7679	117	44	scenarios.｡	scenarios.｡	NOUN
easat-7679	117	45	3.3	3.3	NUM
easat-7679	117	46	.	.	PUNCT
easat-7679	118	1	channel	channel	NOUN
easat-7679	118	2	reconstruction	reconstruction	NOUN
easat-7679	118	3	in	in	ADP
easat-7679	118	4	the	the	DET
easat-7679	118	5	encoding	encoding	NOUN
easat-7679	118	6	stage	stage	NOUN
easat-7679	118	7	figure	figure	NOUN
easat-7679	118	8	3	3	NUM
easat-7679	118	9	.	.	PUNCT
easat-7679	118	10	structure	structure	NOUN
easat-7679	118	11	of	of	ADP
easat-7679	118	12	the	the	DET
easat-7679	118	13	channel	channel	NOUN
easat-7679	118	14	reconstruction	reconstruction	NOUN
easat-7679	118	15	module	module	NOUN
easat-7679	118	16	.	.	PUNCT
easat-7679	119	1	in	in	ADP
easat-7679	119	2	the	the	DET
easat-7679	119	3	hybrid	hybrid	ADJ
easat-7679	119	4	u	u	ADJ
easat-7679	119	5	-	-	ADJ
easat-7679	119	6	net	net	ADJ
easat-7679	119	7	network	network	NOUN
easat-7679	119	8	constructed	construct	VERB
easat-7679	119	9	in	in	ADP
easat-7679	119	10	this	this	DET
easat-7679	119	11	study	study	NOUN
easat-7679	119	12	,	,	PUNCT
easat-7679	119	13	the	the	DET
easat-7679	119	14	convolutional	convolutional	ADJ
easat-7679	119	15	feature	feature	NOUN
easat-7679	119	16	pre	pre	ADJ
easat-7679	119	17	-	-	ADJ
easat-7679	119	18	extraction	extraction	NOUN
easat-7679	119	19	stage	stage	NOUN
easat-7679	119	20	possesses	possess	VERB
easat-7679	119	21	the	the	DET
easat-7679	119	22	ability	ability	NOUN
easat-7679	119	23	for	for	ADP
easat-7679	119	24	two	two	NUM
easat-7679	119	25	-	-	PUNCT
easat-7679	119	26	dimensional	dimensional	ADJ
easat-7679	119	27	local	local	ADJ
easat-7679	119	28	perception	perception	NOUN
easat-7679	119	29	and	and	CCONJ
easat-7679	119	30	fine	fine	ADV
easat-7679	119	31	-	-	PUNCT
easat-7679	119	32	grained	grain	VERB
easat-7679	119	33	spatial	spatial	ADJ
easat-7679	119	34	structure	structure	NOUN
easat-7679	119	35	information	information	NOUN
easat-7679	119	36	capture	capture	NOUN
easat-7679	119	37	.	.	PUNCT
easat-7679	120	1	however	however	ADV
easat-7679	120	2	,	,	PUNCT
easat-7679	120	3	it	it	PRON
easat-7679	120	4	also	also	ADV
easat-7679	120	5	suppresses	suppress	VERB
easat-7679	120	6	the	the	DET
easat-7679	120	7	interaction	interaction	NOUN
easat-7679	120	8	of	of	ADP
easat-7679	120	9	channel	channel	NOUN
easat-7679	120	10	information	information	NOUN
easat-7679	120	11	and	and	CCONJ
easat-7679	120	12	the	the	DET
easat-7679	120	13	extraction	extraction	NOUN
easat-7679	120	14	of	of	ADP
easat-7679	120	15	key	key	ADJ
easat-7679	120	16	information	information	NOUN
easat-7679	120	17	at	at	ADP
easat-7679	120	18	low	low	ADJ
easat-7679	120	19	resolution	resolution	NOUN
easat-7679	120	20	.	.	PUNCT
easat-7679	121	1	this	this	PRON
easat-7679	121	2	is	be	AUX
easat-7679	121	3	primarily	primarily	ADV
easat-7679	121	4	due	due	ADJ
easat-7679	121	5	to	to	ADP
easat-7679	121	6	the	the	DET
easat-7679	121	7	continuous	continuous	ADJ
easat-7679	121	8	convolution	convolution	NOUN
easat-7679	121	9	and	and	CCONJ
easat-7679	121	10	pooling	pool	VERB
easat-7679	121	11	operations	operation	NOUN
easat-7679	121	12	during	during	ADP
easat-7679	121	13	the	the	DET
easat-7679	121	14	encoding	encoding	NOUN
easat-7679	121	15	stage	stage	NOUN
easat-7679	121	16	,	,	PUNCT
easat-7679	121	17	which	which	PRON
easat-7679	121	18	lead	lead	VERB
easat-7679	121	19	to	to	ADP
easat-7679	121	20	the	the	DET
easat-7679	121	21	loss	loss	NOUN
easat-7679	121	22	of	of	ADP
easat-7679	121	23	spatial	spatial	ADJ
easat-7679	121	24	and	and	CCONJ
easat-7679	121	25	boundary	boundary	ADJ
easat-7679	121	26	information	information	NOUN
easat-7679	121	27	.	.	PUNCT
easat-7679	122	1	moreover	moreover	ADV
easat-7679	122	2	,	,	PUNCT
easat-7679	122	3	traditional	traditional	ADJ
easat-7679	122	4	convolutions	convolution	NOUN
easat-7679	122	5	are	be	AUX
easat-7679	122	6	ineffective	ineffective	ADJ
easat-7679	122	7	in	in	ADP
easat-7679	122	8	isolating	isolate	VERB
easat-7679	122	9	crucial	crucial	ADJ
easat-7679	122	10	feature	feature	NOUN
easat-7679	122	11	channels	channel	NOUN
easat-7679	122	12	,	,	PUNCT
easat-7679	122	13	resulting	result	VERB
easat-7679	122	14	in	in	ADP
easat-7679	122	15	the	the	DET
easat-7679	122	16	loss	loss	NOUN
easat-7679	122	17	of	of	ADP
easat-7679	122	18	robustness	robustness	NOUN
easat-7679	122	19	and	and	CCONJ
easat-7679	122	20	stability	stability	NOUN
easat-7679	122	21	in	in	ADP
easat-7679	122	22	complex	complex	ADJ
easat-7679	122	23	and	and	CCONJ
easat-7679	122	24	noisy	noisy	ADJ
easat-7679	122	25	tasks	task	NOUN
easat-7679	122	26	such	such	ADJ
easat-7679	122	27	as	as	ADP
easat-7679	122	28	cell	cell	NOUN
easat-7679	122	29	cluster	cluster	NOUN
easat-7679	122	30	segmentation	segmentation	NOUN
easat-7679	122	31	.	.	PUNCT
easat-7679	123	1	to	to	PART
easat-7679	123	2	address	address	VERB
easat-7679	123	3	these	these	DET
easat-7679	123	4	issues	issue	NOUN
easat-7679	123	5	,	,	PUNCT
easat-7679	123	6	we	we	PRON
easat-7679	123	7	have	have	AUX
easat-7679	123	8	designed	design	VERB
easat-7679	123	9	a	a	DET
easat-7679	123	10	feature	feature	NOUN
easat-7679	123	11	channel	channel	NOUN
easat-7679	123	12	reconstruction	reconstruction	NOUN
easat-7679	123	13	module	module	NOUN
easat-7679	123	14	(	(	PUNCT
easat-7679	123	15	crm	crm	NOUN
easat-7679	123	16	)	)	PUNCT
easat-7679	123	17	at	at	ADP
easat-7679	123	18	the	the	DET
easat-7679	123	19	backend	backend	NOUN
easat-7679	123	20	of	of	ADP
easat-7679	123	21	the	the	DET
easat-7679	123	22	encoding	encoding	NOUN
easat-7679	123	23	stage	stage	NOUN
easat-7679	123	24	at	at	ADP
easat-7679	123	25	different	different	ADJ
easat-7679	123	26	scales	scale	NOUN
easat-7679	123	27	.	.	PUNCT
easat-7679	124	1	as	as	SCONJ
easat-7679	124	2	shown	show	VERB
easat-7679	124	3	in	in	ADP
easat-7679	124	4	figure	figure	NOUN
easat-7679	124	5	3	3	NUM
easat-7679	124	6	,	,	PUNCT
easat-7679	124	7	the	the	DET
easat-7679	124	8	crm	crm	NOUN
easat-7679	124	9	consists	consist	VERB
easat-7679	124	10	of	of	ADP
easat-7679	124	11	two	two	NUM
easat-7679	124	12	main	main	ADJ
easat-7679	124	13	stages	stage	NOUN
easat-7679	124	14	.	.	PUNCT
easat-7679	125	1	in	in	ADP
easat-7679	125	2	the	the	DET
easat-7679	125	3	first	first	ADJ
easat-7679	125	4	stage	stage	NOUN
easat-7679	125	5	,	,	PUNCT
easat-7679	125	6	we	we	PRON
easat-7679	125	7	have	have	AUX
easat-7679	125	8	developed	develop	VERB
easat-7679	125	9	a	a	DET
easat-7679	125	10	lightweight	lightweight	ADJ
easat-7679	125	11	channel	channel	NOUN
easat-7679	125	12	expansion	expansion	NOUN
easat-7679	125	13	module	module	NOUN
easat-7679	125	14	to	to	PART
easat-7679	125	15	adaptively	adaptively	ADV
easat-7679	125	16	expand	expand	VERB
easat-7679	125	17	the	the	DET
easat-7679	125	18	high	high	ADV
easat-7679	125	19	-	-	PUNCT
easat-7679	125	20	dimensional	dimensional	ADJ
easat-7679	125	21	hidden	hide	VERB
easat-7679	125	22	space	space	NOUN
easat-7679	125	23	along	along	ADP
easat-7679	125	24	the	the	DET
easat-7679	125	25	channel	channel	NOUN
easat-7679	125	26	dimension	dimension	NOUN
easat-7679	125	27	,	,	PUNCT
easat-7679	125	28	increasing	increase	VERB
easat-7679	125	29	the	the	DET
easat-7679	125	30	original	original	ADJ
easat-7679	125	31	input	input	NOUN
easat-7679	125	32	channel	channel	NOUN
easat-7679	125	33	count	count	NOUN
easat-7679	125	34	c	c	PROPN
easat-7679	125	35	to	to	ADP
easat-7679	125	36	4𝑐.	4𝑐.	NOUN
easat-7679	125	37	this	this	DET
easat-7679	125	38	stage	stage	NOUN
easat-7679	125	39	can	can	AUX
easat-7679	125	40	be	be	AUX
easat-7679	125	41	represented	represent	VERB
easat-7679	125	42	as	as	ADP
easat-7679	125	43	:	:	PUNCT
easat-7679	125	44	𝑆1(𝑥	𝑆1(𝑥	NUM
easat-7679	125	45	)	)	PUNCT
easat-7679	126	1	=	=	PRON
easat-7679	126	2	𝛿𝑅𝑒	𝛿𝑅𝑒	ADJ
easat-7679	126	3	𝐿𝑈	𝐿𝑈	PROPN
easat-7679	126	4	(	(	PUNCT
easat-7679	126	5	𝜑3×3(𝐶𝑜𝑛𝑣1×1	𝜑3×3(𝐶𝑜𝑛𝑣1×1	NOUN
easat-7679	126	6	𝑑𝑖𝑚=4𝑐(𝑥	𝑑𝑖𝑚=4𝑐(𝑥	NOUN
easat-7679	126	7	)	)	PUNCT
easat-7679	126	8	)	)	PUNCT
easat-7679	126	9	)	)	PUNCT
easat-7679	127	1	(	(	PUNCT
easat-7679	127	2	1	1	X
easat-7679	127	3	)	)	PUNCT
easat-7679	127	4	here	here	ADV
easat-7679	127	5	,	,	PUNCT
easat-7679	127	6	𝜑3×3	𝜑3×3	PROPN
easat-7679	127	7	represents	represent	VERB
easat-7679	127	8	the	the	DET
easat-7679	127	9	use	use	NOUN
easat-7679	127	10	of	of	ADP
easat-7679	127	11	depthwise	depthwise	NOUN
easat-7679	127	12	separable	separable	ADJ
easat-7679	127	13	convolutions	convolution	NOUN
easat-7679	127	14	with	with	ADP
easat-7679	127	15	a	a	DET
easat-7679	127	16	kernel	kernel	NOUN
easat-7679	127	17	size	size	NOUN
easat-7679	127	18	of	of	ADP
easat-7679	127	19	3	3	NUM
easat-7679	127	20	,	,	PUNCT
easat-7679	127	21	which	which	PRON
easat-7679	127	22	effectively	effectively	ADV
easat-7679	127	23	reduces	reduce	VERB
easat-7679	127	24	the	the	DET
easat-7679	127	25	computational	computational	ADJ
easat-7679	127	26	parameters	parameter	NOUN
easat-7679	127	27	in	in	ADP
easat-7679	127	28	a	a	DET
easat-7679	127	29	multi	multi	ADJ
easat-7679	127	30	-	-	ADJ
easat-7679	127	31	channel	channel	NOUN
easat-7679	127	32	design	design	NOUN
easat-7679	127	33	.	.	PUNCT
easat-7679	128	1	in	in	ADP
easat-7679	128	2	the	the	DET
easat-7679	128	3	second	second	ADJ
easat-7679	128	4	stage	stage	NOUN
easat-7679	128	5	,	,	PUNCT
easat-7679	128	6	the	the	DET
easat-7679	128	7	channels	channel	NOUN
easat-7679	128	8	will	will	AUX
easat-7679	128	9	be	be	AUX
easat-7679	128	10	aggregated	aggregate	VERB
easat-7679	128	11	and	and	CCONJ
easat-7679	128	12	reconstructed	reconstruct	VERB
easat-7679	128	13	.	.	PUNCT
easat-7679	129	1	since	since	SCONJ
easat-7679	129	2	the	the	DET
easat-7679	129	3	channel	channel	NOUN
easat-7679	129	4	expansion	expansion	NOUN
easat-7679	129	5	in	in	ADP
easat-7679	129	6	the	the	DET
easat-7679	129	7	first	first	ADJ
easat-7679	129	8	stage	stage	NOUN
easat-7679	129	9	introduces	introduce	VERB
easat-7679	129	10	significant	significant	ADJ
easat-7679	129	11	redundant	redundant	ADJ
easat-7679	129	12	information	information	NOUN
easat-7679	129	13	,	,	PUNCT
easat-7679	129	14	although	although	SCONJ
easat-7679	129	15	the	the	DET
easat-7679	129	16	additional	additional	ADJ
easat-7679	129	17	hidden	hidden	ADJ
easat-7679	129	18	channels	channel	NOUN
easat-7679	129	19	provide	provide	VERB
easat-7679	129	20	more	more	ADJ
easat-7679	129	21	nonlinear	nonlinear	ADJ
easat-7679	129	22	representations	representation	NOUN
easat-7679	129	23	,	,	PUNCT
easat-7679	129	24	they	they	PRON
easat-7679	129	25	lead	lead	VERB
easat-7679	129	26	to	to	ADP
easat-7679	129	27	an	an	DET
easat-7679	129	28	exponential	exponential	ADJ
easat-7679	129	29	increase	increase	NOUN
easat-7679	129	30	in	in	ADP
easat-7679	129	31	computational	computational	ADJ
easat-7679	129	32	cost	cost	NOUN
easat-7679	129	33	in	in	ADP
easat-7679	129	34	3299	3299	NUM
easat-7679	129	35	edelweiss	edelweiss	PROPN
easat-7679	129	36	applied	apply	VERB
easat-7679	129	37	science	science	NOUN
easat-7679	129	38	and	and	CCONJ
easat-7679	129	39	technology	technology	NOUN
easat-7679	129	40	issn	issn	PROPN
easat-7679	129	41	:	:	PUNCT
easat-7679	129	42	2576	2576	NUM
easat-7679	129	43	-	-	SYM
easat-7679	129	44	8484	8484	NUM
easat-7679	129	45	vol	vol	NOUN
easat-7679	129	46	.	.	PROPN
easat-7679	130	1	9	9	NUM
easat-7679	130	2	,	,	PUNCT
easat-7679	130	3	no	no	INTJ
easat-7679	130	4	.	.	NOUN
easat-7679	130	5	5	5	NUM
easat-7679	130	6	:	:	SYM
easat-7679	130	7	3293	3293	NUM
easat-7679	130	8	-	-	SYM
easat-7679	130	9	3308	3308	NUM
easat-7679	130	10	,	,	PUNCT
easat-7679	130	11	2025	2025	NUM
easat-7679	130	12	doi	doi	NOUN
easat-7679	130	13	:	:	PUNCT
easat-7679	130	14	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	130	15	©	©	PROPN
easat-7679	130	16	2025	2025	NUM
easat-7679	130	17	by	by	ADP
easat-7679	130	18	the	the	DET
easat-7679	130	19	authors	author	NOUN
easat-7679	130	20	;	;	PUNCT
easat-7679	130	21	licensee	licensee	PROPN
easat-7679	130	22	learning	learning	NOUN
easat-7679	130	23	gate	gate	VERB
easat-7679	130	24	subsequent	subsequent	ADJ
easat-7679	130	25	stages	stage	NOUN
easat-7679	130	26	.	.	PUNCT
easat-7679	131	1	therefore	therefore	ADV
easat-7679	131	2	,	,	PUNCT
easat-7679	131	3	we	we	PRON
easat-7679	131	4	perform	perform	VERB
easat-7679	131	5	channel	channel	NOUN
easat-7679	131	6	reduction	reduction	NOUN
easat-7679	131	7	and	and	CCONJ
easat-7679	131	8	projection	projection	NOUN
easat-7679	131	9	in	in	ADP
easat-7679	131	10	this	this	DET
easat-7679	131	11	stage	stage	NOUN
easat-7679	131	12	,	,	PUNCT
easat-7679	131	13	reallocating	reallocate	VERB
easat-7679	131	14	the	the	DET
easat-7679	131	15	features	feature	NOUN
easat-7679	131	16	.	.	PUNCT
easat-7679	132	1	first	first	ADV
easat-7679	132	2	,	,	PUNCT
easat-7679	132	3	the	the	DET
easat-7679	132	4	input	input	NOUN
easat-7679	132	5	features	feature	NOUN
easat-7679	132	6	are	be	AUX
easat-7679	132	7	mapped	map	VERB
easat-7679	132	8	to	to	ADP
easat-7679	132	9	a	a	DET
easat-7679	132	10	one	one	NUM
easat-7679	132	11	-	-	PUNCT
easat-7679	132	12	dimensional	dimensional	ADJ
easat-7679	132	13	plane	plane	NOUN
easat-7679	132	14	through	through	ADP
easat-7679	132	15	convolution	convolution	NOUN
easat-7679	132	16	,	,	PUNCT
easat-7679	132	17	compressing	compress	VERB
easat-7679	132	18	all	all	DET
easat-7679	132	19	channels	channel	NOUN
easat-7679	132	20	to	to	PART
easat-7679	132	21	build	build	VERB
easat-7679	132	22	an	an	DET
easat-7679	132	23	efficient	efficient	ADJ
easat-7679	132	24	global	global	ADJ
easat-7679	132	25	representation	representation	NOUN
easat-7679	132	26	.	.	PUNCT
easat-7679	133	1	then	then	ADV
easat-7679	133	2	,	,	PUNCT
easat-7679	133	3	we	we	PRON
easat-7679	133	4	compute	compute	VERB
easat-7679	133	5	the	the	DET
easat-7679	133	6	difference	difference	NOUN
easat-7679	133	7	between	between	ADP
easat-7679	133	8	the	the	DET
easat-7679	133	9	input	input	NOUN
easat-7679	133	10	features	feature	NOUN
easat-7679	133	11	and	and	CCONJ
easat-7679	133	12	the	the	DET
easat-7679	133	13	global	global	ADJ
easat-7679	133	14	representation	representation	NOUN
easat-7679	133	15	to	to	PART
easat-7679	133	16	create	create	VERB
easat-7679	133	17	a	a	DET
easat-7679	133	18	more	more	ADV
easat-7679	133	19	effective	effective	ADJ
easat-7679	133	20	representation	representation	NOUN
easat-7679	133	21	for	for	ADP
easat-7679	133	22	channel	channel	NOUN
easat-7679	133	23	scaling	scaling	NOUN
easat-7679	133	24	.	.	PUNCT
easat-7679	134	1	finally	finally	ADV
easat-7679	134	2	,	,	PUNCT
easat-7679	134	3	we	we	PRON
easat-7679	134	4	construct	construct	VERB
easat-7679	134	5	a	a	DET
easat-7679	134	6	residual	residual	ADJ
easat-7679	134	7	structure	structure	NOUN
easat-7679	134	8	and	and	CCONJ
easat-7679	134	9	use	use	VERB
easat-7679	134	10	an	an	DET
easat-7679	134	11	mlp	mlp	NOUN
easat-7679	134	12	to	to	PART
easat-7679	134	13	restore	restore	VERB
easat-7679	134	14	the	the	DET
easat-7679	134	15	channel	channel	NOUN
easat-7679	134	16	dimension	dimension	NOUN
easat-7679	134	17	to	to	ADP
easat-7679	134	18	c	c	NOUN
easat-7679	134	19	:	:	PUNCT
easat-7679	134	20	𝑆2(𝑥	𝑆2(𝑥	NOUN
easat-7679	134	21	)	)	PUNCT
easat-7679	134	22	=	=	SYM
easat-7679	135	1	𝐶𝑜𝑛𝑣1×1	𝐶𝑜𝑛𝑣1×1	NUM
easat-7679	136	1	𝑑𝑖𝑚=𝑐	𝑑𝑖𝑚=𝑐	PROPN
easat-7679	136	2	(	(	PUNCT
easat-7679	136	3	𝑥	𝑥	X
easat-7679	137	1	+	+	CCONJ
easat-7679	137	2	𝛾𝑐	𝛾𝑐	INTJ
easat-7679	137	3	⊙(𝑥	⊙(𝑥	NOUN
easat-7679	137	4	−	−	PROPN
easat-7679	137	5	𝛿𝑅𝑒	𝛿𝑅𝑒	PROPN
easat-7679	137	6	𝐿𝑈(𝐶𝑜𝑛𝑣1×1	𝐿𝑈(𝐶𝑜𝑛𝑣1×1	NOUN
easat-7679	137	7	𝑑𝑖𝑚=1(𝑥	𝑑𝑖𝑚=1(𝑥	NOUN
easat-7679	137	8	)	)	PUNCT
easat-7679	137	9	)	)	PUNCT
easat-7679	137	10	)	)	PUNCT
easat-7679	138	1	+	+	CCONJ
easat-7679	138	2	𝑥	𝑥	X
easat-7679	138	3	(	(	PUNCT
easat-7679	138	4	2	2	NUM
easat-7679	138	5	)	)	PUNCT
easat-7679	138	6	here	here	ADV
easat-7679	138	7	,	,	PUNCT
easat-7679	138	8	𝛾𝑐	𝛾𝑐	PROPN
easat-7679	138	9	represents	represent	VERB
easat-7679	138	10	the	the	DET
easat-7679	138	11	learnable	learnable	ADJ
easat-7679	138	12	scaling	scaling	NOUN
easat-7679	138	13	factor	factor	NOUN
easat-7679	138	14	,	,	PUNCT
easat-7679	138	15	which	which	PRON
easat-7679	138	16	redistributes	redistribute	VERB
easat-7679	138	17	the	the	DET
easat-7679	138	18	channels	channel	NOUN
easat-7679	138	19	of	of	ADP
easat-7679	138	20	the	the	DET
easat-7679	138	21	differential	differential	NOUN
easat-7679	138	22	features	feature	VERB
easat-7679	138	23	through	through	ADP
easat-7679	138	24	complementary	complementary	ADJ
easat-7679	138	25	interactions	interaction	NOUN
easat-7679	138	26	during	during	ADP
easat-7679	138	27	the	the	DET
easat-7679	138	28	training	training	NOUN
easat-7679	138	29	process	process	NOUN
easat-7679	138	30	.	.	PUNCT
easat-7679	139	1	finally	finally	ADV
easat-7679	139	2	,	,	PUNCT
easat-7679	139	3	we	we	PRON
easat-7679	139	4	connect	connect	VERB
easat-7679	139	5	the	the	DET
easat-7679	139	6	two	two	NUM
easat-7679	139	7	stages	stage	NOUN
easat-7679	139	8	,	,	PUNCT
easat-7679	139	9	and	and	CCONJ
easat-7679	139	10	the	the	DET
easat-7679	139	11	constructed	construct	VERB
easat-7679	139	12	crm	crm	NOUN
easat-7679	139	13	module	module	NOUN
easat-7679	139	14	is	be	AUX
easat-7679	139	15	a	a	DET
easat-7679	139	16	composite	composite	ADJ
easat-7679	139	17	function	function	NOUN
easat-7679	139	18	of	of	ADP
easat-7679	139	19	the	the	DET
easat-7679	139	20	two	two	NUM
easat-7679	139	21	stages	stage	NOUN
easat-7679	139	22	:	:	PUNCT
easat-7679	139	23	𝐶𝑅𝑀(𝑥	𝐶𝑅𝑀(𝑥	NUM
easat-7679	139	24	)	)	PUNCT
easat-7679	139	25	=	=	PUNCT
easat-7679	139	26	𝑆2(𝑆1(𝑥	𝑆2(𝑆1(𝑥	NOUN
easat-7679	139	27	)	)	PUNCT
easat-7679	139	28	)	)	PUNCT
easat-7679	140	1	(	(	PUNCT
easat-7679	140	2	3	3	X
easat-7679	140	3	)	)	PUNCT
easat-7679	140	4	the	the	DET
easat-7679	140	5	crm	crm	NOUN
easat-7679	140	6	module	module	NOUN
easat-7679	140	7	maintains	maintain	VERB
easat-7679	140	8	dimensional	dimensional	ADJ
easat-7679	140	9	consistency	consistency	NOUN
easat-7679	140	10	before	before	ADP
easat-7679	140	11	and	and	CCONJ
easat-7679	140	12	after	after	ADP
easat-7679	140	13	the	the	DET
easat-7679	140	14	input	input	NOUN
easat-7679	140	15	,	,	PUNCT
easat-7679	140	16	reconstructing	reconstruct	VERB
easat-7679	140	17	local	local	ADJ
easat-7679	140	18	texture	texture	ADJ
easat-7679	140	19	information	information	NOUN
easat-7679	140	20	and	and	CCONJ
easat-7679	140	21	complex	complex	ADJ
easat-7679	140	22	global	global	ADJ
easat-7679	140	23	features	feature	NOUN
easat-7679	140	24	at	at	ADP
easat-7679	140	25	each	each	DET
easat-7679	140	26	convolutional	convolutional	ADJ
easat-7679	140	27	stage	stage	NOUN
easat-7679	140	28	.	.	PUNCT
easat-7679	141	1	it	it	PRON
easat-7679	141	2	eliminates	eliminate	VERB
easat-7679	141	3	redundant	redundant	ADJ
easat-7679	141	4	channels	channel	NOUN
easat-7679	141	5	at	at	ADP
easat-7679	141	6	a	a	DET
easat-7679	141	7	relatively	relatively	ADV
easat-7679	141	8	low	low	ADJ
easat-7679	141	9	additional	additional	ADJ
easat-7679	141	10	cost	cost	NOUN
easat-7679	141	11	.	.	PUNCT
easat-7679	142	1	3.4	3.4	NUM
easat-7679	142	2	.	.	PUNCT
easat-7679	142	3	self	self	NOUN
easat-7679	142	4	-	-	PUNCT
easat-7679	142	5	attention	attention	NOUN
easat-7679	142	6	calibration	calibration	NOUN
easat-7679	142	7	bridging	bridging	NOUN
easat-7679	142	8	module	module	NOUN
easat-7679	142	9	figure	figure	NOUN
easat-7679	142	10	4	4	NUM
easat-7679	142	11	.	.	PUNCT
easat-7679	142	12	structure	structure	NOUN
easat-7679	142	13	of	of	ADP
easat-7679	142	14	the	the	DET
easat-7679	142	15	self	self	NOUN
easat-7679	142	16	-	-	PUNCT
easat-7679	142	17	attention	attention	NOUN
easat-7679	142	18	calibration	calibration	NOUN
easat-7679	142	19	bridging	bridging	NOUN
easat-7679	142	20	module	module	NOUN
easat-7679	142	21	.	.	PUNCT
easat-7679	143	1	the	the	DET
easat-7679	143	2	u	u	ADJ
easat-7679	143	3	-	-	ADJ
easat-7679	143	4	net	net	ADJ
easat-7679	143	5	framework	framework	NOUN
easat-7679	143	6	is	be	AUX
easat-7679	143	7	centered	center	VERB
easat-7679	143	8	on	on	ADP
easat-7679	143	9	directly	directly	ADV
easat-7679	143	10	transferring	transfer	VERB
easat-7679	143	11	low	low	ADJ
easat-7679	143	12	-	-	PUNCT
easat-7679	143	13	level	level	NOUN
easat-7679	143	14	features	feature	NOUN
easat-7679	143	15	from	from	ADP
easat-7679	143	16	the	the	DET
easat-7679	143	17	encoder	encoder	NOUN
easat-7679	143	18	to	to	ADP
easat-7679	143	19	the	the	DET
easat-7679	143	20	decoder	decoder	NOUN
easat-7679	143	21	,	,	PUNCT
easat-7679	143	22	which	which	PRON
easat-7679	143	23	effectively	effectively	ADV
easat-7679	143	24	preserves	preserve	VERB
easat-7679	143	25	spatial	spatial	ADJ
easat-7679	143	26	information	information	NOUN
easat-7679	143	27	.	.	PUNCT
easat-7679	144	1	however	however	ADV
easat-7679	144	2	,	,	PUNCT
easat-7679	144	3	this	this	PRON
easat-7679	144	4	also	also	ADV
easat-7679	144	5	introduces	introduce	VERB
easat-7679	144	6	noise	noise	NOUN
easat-7679	144	7	and	and	CCONJ
easat-7679	144	8	irrelevant	irrelevant	ADJ
easat-7679	144	9	information	information	NOUN
easat-7679	144	10	from	from	ADP
easat-7679	144	11	the	the	DET
easat-7679	144	12	cell	cell	NOUN
easat-7679	144	13	cluster	cluster	NOUN
easat-7679	144	14	images	image	NOUN
easat-7679	144	15	.	.	PUNCT
easat-7679	145	1	skip	skip	ADJ
easat-7679	145	2	connections	connection	NOUN
easat-7679	145	3	do	do	AUX
easat-7679	145	4	not	not	PART
easat-7679	145	5	account	account	VERB
easat-7679	145	6	for	for	ADP
easat-7679	145	7	the	the	DET
easat-7679	145	8	differences	difference	NOUN
easat-7679	145	9	between	between	ADP
easat-7679	145	10	low	low	ADJ
easat-7679	145	11	-	-	PUNCT
easat-7679	145	12	level	level	NOUN
easat-7679	145	13	and	and	CCONJ
easat-7679	145	14	high	high	ADJ
easat-7679	145	15	-	-	PUNCT
easat-7679	145	16	level	level	NOUN
easat-7679	145	17	information	information	NOUN
easat-7679	145	18	.	.	PUNCT
easat-7679	146	1	direct	direct	ADJ
easat-7679	146	2	concatenation	concatenation	NOUN
easat-7679	146	3	and	and	CCONJ
easat-7679	146	4	summation	summation	NOUN
easat-7679	146	5	of	of	ADP
easat-7679	146	6	low	low	ADJ
easat-7679	146	7	-	-	PUNCT
easat-7679	146	8	level	level	NOUN
easat-7679	146	9	information	information	NOUN
easat-7679	146	10	with	with	ADP
easat-7679	146	11	high	high	ADJ
easat-7679	146	12	-	-	PUNCT
easat-7679	146	13	level	level	NOUN
easat-7679	146	14	features	feature	NOUN
easat-7679	146	15	in	in	ADP
easat-7679	146	16	the	the	DET
easat-7679	146	17	decoder	decoder	NOUN
easat-7679	146	18	cause	cause	VERB
easat-7679	146	19	the	the	DET
easat-7679	146	20	model	model	NOUN
easat-7679	146	21	to	to	PART
easat-7679	146	22	fail	fail	VERB
easat-7679	146	23	to	to	PART
easat-7679	146	24	fully	fully	ADV
easat-7679	146	25	leverage	leverage	VERB
easat-7679	146	26	the	the	DET
easat-7679	146	27	differences	difference	NOUN
easat-7679	146	28	across	across	ADP
easat-7679	146	29	different	different	ADJ
easat-7679	146	30	layers	layer	NOUN
easat-7679	146	31	and	and	CCONJ
easat-7679	146	32	dimensions	dimension	NOUN
easat-7679	146	33	,	,	PUNCT
easat-7679	146	34	particularly	particularly	ADV
easat-7679	146	35	in	in	ADP
easat-7679	146	36	complex	complex	ADJ
easat-7679	146	37	scene	scene	NOUN
easat-7679	146	38	information	information	NOUN
easat-7679	146	39	fusion	fusion	NOUN
easat-7679	146	40	processes	process	NOUN
easat-7679	146	41	,	,	PUNCT
easat-7679	146	42	which	which	PRON
easat-7679	146	43	leads	lead	VERB
easat-7679	146	44	to	to	ADP
easat-7679	146	45	the	the	DET
easat-7679	146	46	loss	loss	NOUN
easat-7679	146	47	of	of	ADP
easat-7679	146	48	fine	fine	ADV
easat-7679	146	49	-	-	PUNCT
easat-7679	146	50	grained	grain	VERB
easat-7679	146	51	semantic	semantic	ADJ
easat-7679	146	52	information	information	NOUN
easat-7679	146	53	and	and	CCONJ
easat-7679	146	54	redundant	redundant	ADJ
easat-7679	146	55	noise	noise	NOUN
easat-7679	146	56	.	.	PUNCT
easat-7679	147	1	to	to	PART
easat-7679	147	2	address	address	VERB
easat-7679	147	3	this	this	PRON
easat-7679	147	4	,	,	PUNCT
easat-7679	147	5	we	we	PRON
easat-7679	147	6	introduce	introduce	VERB
easat-7679	147	7	a	a	DET
easat-7679	147	8	self	self	NOUN
easat-7679	147	9	-	-	PUNCT
easat-7679	147	10	attention	attention	NOUN
easat-7679	147	11	calibration	calibration	NOUN
easat-7679	147	12	bridging	bridging	NOUN
easat-7679	147	13	module	module	NOUN
easat-7679	147	14	(	(	PUNCT
easat-7679	147	15	sacbm	sacbm	VERB
easat-7679	147	16	)	)	PUNCT
easat-7679	147	17	in	in	ADP
easat-7679	147	18	the	the	DET
easat-7679	147	19	skip	skip	ADJ
easat-7679	147	20	connection	connection	NOUN
easat-7679	147	21	process	process	NOUN
easat-7679	147	22	between	between	ADP
easat-7679	147	23	the	the	DET
easat-7679	147	24	encoder	encoder	NOUN
easat-7679	147	25	and	and	CCONJ
easat-7679	147	26	decoder	decoder	NOUN
easat-7679	147	27	.	.	PUNCT
easat-7679	148	1	sacbm	sacbm	VERB
easat-7679	148	2	enhances	enhance	VERB
easat-7679	148	3	the	the	DET
easat-7679	148	4	focus	focus	NOUN
easat-7679	148	5	on	on	ADP
easat-7679	148	6	texture	texture	ADJ
easat-7679	148	7	features	feature	NOUN
easat-7679	148	8	and	and	CCONJ
easat-7679	148	9	foreground	foreground	NOUN
easat-7679	148	10	regions	region	NOUN
easat-7679	148	11	by	by	ADP
easat-7679	148	12	capturing	capture	VERB
easat-7679	148	13	long	long	ADJ
easat-7679	148	14	-	-	PUNCT
easat-7679	148	15	range	range	NOUN
easat-7679	148	16	dependencies	dependency	NOUN
easat-7679	148	17	across	across	ADP
easat-7679	148	18	different	different	ADJ
easat-7679	148	19	axes	axis	NOUN
easat-7679	148	20	to	to	PART
easat-7679	148	21	establish	establish	VERB
easat-7679	148	22	global	global	ADJ
easat-7679	148	23	contextual	contextual	ADJ
easat-7679	148	24	attention	attention	NOUN
easat-7679	148	25	.	.	PUNCT
easat-7679	149	1	the	the	DET
easat-7679	149	2	detailed	detailed	ADJ
easat-7679	149	3	structure	structure	NOUN
easat-7679	149	4	of	of	ADP
easat-7679	149	5	sacbm	sacbm	VERB
easat-7679	149	6	is	be	AUX
easat-7679	149	7	shown	show	VERB
easat-7679	149	8	in	in	ADP
easat-7679	149	9	figure	figure	NOUN
easat-7679	149	10	4	4	NUM
easat-7679	149	11	.	.	PUNCT
easat-7679	150	1	first	first	ADV
easat-7679	150	2	,	,	PUNCT
easat-7679	150	3	for	for	ADP
easat-7679	150	4	the	the	DET
easat-7679	150	5	input	input	NOUN
easat-7679	150	6	feature	feature	NOUN
easat-7679	150	7	xxx	xxx	NOUN
easat-7679	150	8	,	,	PUNCT
easat-7679	150	9	adaptive	adaptive	ADJ
easat-7679	150	10	mean	mean	NOUN
easat-7679	150	11	pooling	pooling	NOUN
easat-7679	150	12	is	be	AUX
easat-7679	150	13	applied	apply	VERB
easat-7679	150	14	in	in	ADP
easat-7679	150	15	both	both	CCONJ
easat-7679	150	16	horizontal	horizontal	ADJ
easat-7679	150	17	and	and	CCONJ
easat-7679	150	18	vertical	vertical	ADJ
easat-7679	150	19	directions	direction	NOUN
easat-7679	150	20	to	to	PART
easat-7679	150	21	obtain	obtain	VERB
easat-7679	150	22	two	two	NUM
easat-7679	150	23	axial	axial	ADJ
easat-7679	150	24	vectors	vector	NOUN
easat-7679	150	25	.	.	PUNCT
easat-7679	151	1	these	these	DET
easat-7679	151	2	vectors	vector	NOUN
easat-7679	151	3	are	be	AUX
easat-7679	151	4	then	then	ADV
easat-7679	151	5	summed	sum	VERB
easat-7679	151	6	to	to	PART
easat-7679	151	7	generate	generate	VERB
easat-7679	151	8	the	the	DET
easat-7679	151	9	initial	initial	ADJ
easat-7679	151	10	global	global	ADJ
easat-7679	151	11	feature	feature	NOUN
easat-7679	151	12	with	with	ADP
easat-7679	151	13	coarse	coarse	ADJ
easat-7679	151	14	attention	attention	NOUN
easat-7679	151	15	.	.	PUNCT
easat-7679	152	1	subsequently	subsequently	ADV
easat-7679	152	2	,	,	PUNCT
easat-7679	152	3	two	two	NUM
easat-7679	152	4	bar	bar	NOUN
easat-7679	152	5	convolutions	convolution	NOUN
easat-7679	152	6	,	,	PUNCT
easat-7679	152	7	operating	operate	VERB
easat-7679	152	8	in	in	ADP
easat-7679	152	9	different	different	ADJ
easat-7679	152	10	directions	direction	NOUN
easat-7679	152	11	,	,	PUNCT
easat-7679	152	12	are	be	AUX
easat-7679	152	13	applied	apply	VERB
easat-7679	152	14	to	to	PART
easat-7679	152	15	decouple	decouple	VERB
easat-7679	152	16	and	and	CCONJ
easat-7679	152	17	3300	3300	NUM
easat-7679	152	18	edelweiss	edelweiss	PROPN
easat-7679	152	19	applied	apply	VERB
easat-7679	152	20	science	science	NOUN
easat-7679	152	21	and	and	CCONJ
easat-7679	152	22	technology	technology	NOUN
easat-7679	152	23	issn	issn	PROPN
easat-7679	152	24	:	:	PUNCT
easat-7679	152	25	2576	2576	NUM
easat-7679	152	26	-	-	SYM
easat-7679	152	27	8484	8484	NUM
easat-7679	152	28	vol	vol	NOUN
easat-7679	152	29	.	.	PROPN
easat-7679	153	1	9	9	NUM
easat-7679	153	2	,	,	PUNCT
easat-7679	153	3	no	no	INTJ
easat-7679	153	4	.	.	NOUN
easat-7679	153	5	5	5	NUM
easat-7679	153	6	:	:	SYM
easat-7679	153	7	3293	3293	NUM
easat-7679	153	8	-	-	SYM
easat-7679	153	9	3308	3308	NUM
easat-7679	153	10	,	,	PUNCT
easat-7679	153	11	2025	2025	NUM
easat-7679	153	12	doi	doi	NOUN
easat-7679	153	13	:	:	PUNCT
easat-7679	153	14	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	153	15	©	©	PROPN
easat-7679	153	16	2025	2025	NUM
easat-7679	153	17	by	by	ADP
easat-7679	153	18	the	the	DET
easat-7679	153	19	authors	author	NOUN
easat-7679	153	20	;	;	PUNCT
easat-7679	153	21	licensee	licensee	PROPN
easat-7679	153	22	learning	learning	NOUN
easat-7679	153	23	gate	gate	NOUN
easat-7679	153	24	calibrate	calibrate	VERB
easat-7679	153	25	the	the	DET
easat-7679	153	26	attended	attend	VERB
easat-7679	153	27	regions	region	NOUN
easat-7679	153	28	along	along	ADP
easat-7679	153	29	the	the	DET
easat-7679	153	30	respective	respective	ADJ
easat-7679	153	31	axes	axis	NOUN
easat-7679	153	32	.	.	PUNCT
easat-7679	154	1	the	the	DET
easat-7679	154	2	bar	bar	NOUN
easat-7679	154	3	convolutions	convolution	NOUN
easat-7679	154	4	adaptively	adaptively	ADV
easat-7679	154	5	learn	learn	VERB
easat-7679	154	6	the	the	DET
easat-7679	154	7	appropriate	appropriate	ADJ
easat-7679	154	8	weights	weight	NOUN
easat-7679	154	9	in	in	ADP
easat-7679	154	10	the	the	DET
easat-7679	154	11	horizontal	horizontal	ADJ
easat-7679	154	12	and	and	CCONJ
easat-7679	154	13	vertical	vertical	ADJ
easat-7679	154	14	directions	direction	NOUN
easat-7679	154	15	to	to	PART
easat-7679	154	16	optimize	optimize	VERB
easat-7679	154	17	the	the	DET
easat-7679	154	18	coarse	coarse	ADJ
easat-7679	154	19	attention	attention	NOUN
easat-7679	154	20	features	feature	NOUN
easat-7679	154	21	,	,	PUNCT
easat-7679	154	22	forming	form	VERB
easat-7679	154	23	finer	fine	ADJ
easat-7679	154	24	attention	attention	NOUN
easat-7679	154	25	that	that	PRON
easat-7679	154	26	directs	direct	VERB
easat-7679	154	27	the	the	DET
easat-7679	154	28	focus	focus	NOUN
easat-7679	154	29	toward	toward	ADP
easat-7679	154	30	the	the	DET
easat-7679	154	31	regions	region	NOUN
easat-7679	154	32	of	of	ADP
easat-7679	154	33	interest	interest	NOUN
easat-7679	154	34	for	for	ADP
easat-7679	154	35	segmentation	segmentation	NOUN
easat-7679	154	36	.	.	PUNCT
easat-7679	155	1	the	the	DET
easat-7679	155	2	attention	attention	NOUN
easat-7679	155	3	map	map	NOUN
easat-7679	155	4	generation	generation	NOUN
easat-7679	155	5	process	process	NOUN
easat-7679	155	6	of	of	ADP
easat-7679	155	7	sacbm	sacbm	VERB
easat-7679	155	8	is	be	AUX
easat-7679	155	9	as	as	SCONJ
easat-7679	155	10	follows	follow	VERB
easat-7679	155	11	:	:	PUNCT
easat-7679	155	12	𝑎𝑡𝑡(𝑥	𝑎𝑡𝑡(𝑥	NUM
easat-7679	155	13	)	)	PUNCT
easat-7679	155	14	=	=	SYM
easat-7679	156	1	𝛿(𝜑𝑘×1(𝜃𝐵𝑁(𝜑1×𝑘(𝑃ℎ(𝑥	𝛿(𝜑𝑘×1(𝜃𝐵𝑁(𝜑1×𝑘(𝑃ℎ(𝑥	PROPN
easat-7679	156	2	)	)	PUNCT
easat-7679	156	3	+	+	NUM
easat-7679	156	4	𝑃𝑤(𝑥	𝑃𝑤(𝑥	NOUN
easat-7679	156	5	)	)	PUNCT
easat-7679	156	6	)	)	PUNCT
easat-7679	156	7	)	)	PUNCT
easat-7679	156	8	)	)	PUNCT
easat-7679	156	9	)	)	PUNCT
easat-7679	157	1	(	(	PUNCT
easat-7679	157	2	4	4	X
easat-7679	157	3	)	)	PUNCT
easat-7679	157	4	here	here	ADV
easat-7679	157	5	,	,	PUNCT
easat-7679	157	6	and	and	CCONJ
easat-7679	157	7	𝜑𝑘×1	𝜑𝑘×1	NOUN
easat-7679	157	8	represent	represent	VERB
easat-7679	157	9	the	the	DET
easat-7679	157	10	bar	bar	NOUN
easat-7679	157	11	convolutions	convolution	NOUN
easat-7679	157	12	with	with	ADP
easat-7679	157	13	different	different	ADJ
easat-7679	157	14	shapes	shape	NOUN
easat-7679	157	15	,	,	PUNCT
easat-7679	157	16	constructed	construct	VERB
easat-7679	157	17	using	use	VERB
easat-7679	157	18	a	a	DET
easat-7679	157	19	large	large	ADJ
easat-7679	157	20	kernel	kernel	NOUN
easat-7679	157	21	depthwise	depthwise	NOUN
easat-7679	157	22	separable	separable	ADJ
easat-7679	157	23	convolution	convolution	NOUN
easat-7679	157	24	.	.	PUNCT
easat-7679	158	1	depthwise	depthwise	NOUN
easat-7679	158	2	separable	separable	ADJ
easat-7679	158	3	convolution	convolution	NOUN
easat-7679	158	4	decomposes	decompose	VERB
easat-7679	158	5	the	the	DET
easat-7679	158	6	convolution	convolution	NOUN
easat-7679	158	7	operation	operation	NOUN
easat-7679	158	8	into	into	ADP
easat-7679	158	9	channel	channel	NOUN
easat-7679	158	10	-	-	PUNCT
easat-7679	158	11	wise	wise	ADJ
easat-7679	158	12	and	and	CCONJ
easat-7679	158	13	pointwise	pointwise	PROPN
easat-7679	158	14	convolutions	convolution	NOUN
easat-7679	158	15	,	,	PUNCT
easat-7679	158	16	thereby	thereby	ADV
easat-7679	158	17	optimizing	optimize	VERB
easat-7679	158	18	the	the	DET
easat-7679	158	19	convolution	convolution	NOUN
easat-7679	158	20	computation	computation	NOUN
easat-7679	158	21	requirements	requirement	NOUN
easat-7679	158	22	.	.	PUNCT
easat-7679	159	1	𝑃ℎ	𝑃ℎ	VERB
easat-7679	159	2	and	and	CCONJ
easat-7679	159	3	𝑃𝑤	𝑃𝑤	PROPN
easat-7679	159	4	denote	denote	VERB
easat-7679	159	5	the	the	DET
easat-7679	159	6	adaptive	adaptive	ADJ
easat-7679	159	7	mean	mean	NOUN
easat-7679	159	8	pooling	pool	VERB
easat-7679	159	9	operations	operation	NOUN
easat-7679	159	10	in	in	ADP
easat-7679	159	11	the	the	DET
easat-7679	159	12	horizontal	horizontal	ADJ
easat-7679	159	13	and	and	CCONJ
easat-7679	159	14	vertical	vertical	ADJ
easat-7679	159	15	directions	direction	NOUN
easat-7679	159	16	,	,	PUNCT
easat-7679	159	17	respectively	respectively	ADV
easat-7679	159	18	.	.	PUNCT
easat-7679	160	1	𝜃𝐵𝑁	𝜃𝐵𝑁	PROPN
easat-7679	160	2	represents	represent	VERB
easat-7679	160	3	the	the	DET
easat-7679	160	4	batch	batch	NOUN
easat-7679	160	5	normalization	normalization	NOUN
easat-7679	160	6	operation	operation	NOUN
easat-7679	160	7	,	,	PUNCT
easat-7679	160	8	and	and	CCONJ
easat-7679	160	9	𝛿	𝛿	PROPN
easat-7679	160	10	is	be	AUX
easat-7679	160	11	the	the	DET
easat-7679	160	12	sigmoid	sigmoid	NOUN
easat-7679	160	13	activation	activation	NOUN
easat-7679	160	14	function	function	NOUN
easat-7679	160	15	.	.	PUNCT
easat-7679	161	1	subsequently	subsequently	ADV
easat-7679	161	2	,	,	PUNCT
easat-7679	161	3	the	the	DET
easat-7679	161	4	fine	fine	ADJ
easat-7679	161	5	attention	attention	NOUN
easat-7679	161	6	features	feature	NOUN
easat-7679	161	7	are	be	AUX
easat-7679	161	8	fused	fuse	VERB
easat-7679	161	9	with	with	ADP
easat-7679	161	10	the	the	DET
easat-7679	161	11	input	input	NOUN
easat-7679	161	12	features	feature	NOUN
easat-7679	161	13	.	.	PUNCT
easat-7679	162	1	we	we	PRON
easat-7679	162	2	further	far	ADV
easat-7679	162	3	extract	extract	VERB
easat-7679	162	4	the	the	DET
easat-7679	162	5	texture	texture	ADJ
easat-7679	162	6	details	detail	NOUN
easat-7679	162	7	of	of	ADP
easat-7679	162	8	the	the	DET
easat-7679	162	9	input	input	NOUN
easat-7679	162	10	features	feature	VERB
easat-7679	162	11	through	through	ADP
easat-7679	162	12	a	a	DET
easat-7679	162	13	3x3	3x3	NUM
easat-7679	162	14	depthwise	depthwise	NOUN
easat-7679	162	15	separable	separable	ADJ
easat-7679	162	16	convolution	convolution	NOUN
easat-7679	162	17	.	.	PUNCT
easat-7679	163	1	the	the	DET
easat-7679	163	2	fine	fine	ADJ
easat-7679	163	3	attention	attention	NOUN
easat-7679	163	4	features	feature	NOUN
easat-7679	163	5	are	be	AUX
easat-7679	163	6	weighted	weight	VERB
easat-7679	163	7	and	and	CCONJ
easat-7679	163	8	fused	fuse	VERB
easat-7679	163	9	with	with	ADP
easat-7679	163	10	the	the	DET
easat-7679	163	11	extracted	extract	VERB
easat-7679	163	12	features	feature	NOUN
easat-7679	163	13	through	through	ADP
easat-7679	163	14	a	a	DET
easat-7679	163	15	dot	dot	NOUN
easat-7679	163	16	product	product	NOUN
easat-7679	163	17	operation	operation	NOUN
easat-7679	163	18	,	,	PUNCT
easat-7679	163	19	capturing	capture	VERB
easat-7679	163	20	fine	fine	ADV
easat-7679	163	21	-	-	PUNCT
easat-7679	163	22	grained	grain	VERB
easat-7679	163	23	local	local	ADJ
easat-7679	163	24	textures	texture	NOUN
easat-7679	163	25	while	while	SCONJ
easat-7679	163	26	reducing	reduce	VERB
easat-7679	163	27	the	the	DET
easat-7679	163	28	computational	computational	ADJ
easat-7679	163	29	parameter	parameter	NOUN
easat-7679	163	30	count	count	NOUN
easat-7679	163	31	.	.	PUNCT
easat-7679	164	1	this	this	DET
easat-7679	164	2	process	process	NOUN
easat-7679	164	3	can	can	AUX
easat-7679	164	4	be	be	AUX
easat-7679	164	5	expressed	express	VERB
easat-7679	164	6	as	as	ADP
easat-7679	164	7	:	:	PUNCT
easat-7679	164	8	𝜏(𝑥	𝜏(𝑥	NOUN
easat-7679	164	9	)	)	PUNCT
easat-7679	164	10	=	=	SYM
easat-7679	164	11	𝜑3×3(𝑥	𝜑3×3(𝑥	NOUN
easat-7679	164	12	)	)	PUNCT
easat-7679	164	13	⊙	⊙	PROPN
easat-7679	164	14	ℂ𝑎𝑡𝑡(𝑥	ℂ𝑎𝑡𝑡(𝑥	PROPN
easat-7679	164	15	)	)	PUNCT
easat-7679	164	16	(	(	PUNCT
easat-7679	164	17	5	5	X
easat-7679	164	18	)	)	PUNCT
easat-7679	164	19	here	here	ADV
easat-7679	164	20	,	,	PUNCT
easat-7679	164	21	𝜑3×3	𝜑3×3	PROPN
easat-7679	164	22	represents	represent	VERB
easat-7679	164	23	the	the	DET
easat-7679	164	24	3x3	3x3	NUM
easat-7679	164	25	kernel	kernel	NOUN
easat-7679	164	26	depthwise	depthwise	NOUN
easat-7679	164	27	separable	separable	ADJ
easat-7679	164	28	convolution	convolution	NOUN
easat-7679	164	29	,	,	PUNCT
easat-7679	164	30	and	and	CCONJ
easat-7679	164	31	⊙	⊙	PROPN
easat-7679	164	32	denotes	denote	VERB
easat-7679	164	33	the	the	DET
easat-7679	164	34	hadamard	hadamard	ADJ
easat-7679	164	35	product	product	NOUN
easat-7679	164	36	operation	operation	NOUN
easat-7679	164	37	.	.	PUNCT
easat-7679	165	1	finally	finally	ADV
easat-7679	165	2	,	,	PUNCT
easat-7679	165	3	the	the	DET
easat-7679	165	4	calibrated	calibrate	VERB
easat-7679	165	5	features	feature	NOUN
easat-7679	165	6	are	be	AUX
easat-7679	165	7	further	far	ADV
easat-7679	165	8	refined	refine	VERB
easat-7679	165	9	through	through	ADP
easat-7679	165	10	batch	batch	NOUN
easat-7679	165	11	normalization	normalization	NOUN
easat-7679	165	12	and	and	CCONJ
easat-7679	165	13	an	an	DET
easat-7679	165	14	mlp	mlp	NOUN
easat-7679	165	15	,	,	PUNCT
easat-7679	165	16	while	while	SCONJ
easat-7679	165	17	residual	residual	ADJ
easat-7679	165	18	connections	connection	NOUN
easat-7679	165	19	are	be	AUX
easat-7679	165	20	used	use	VERB
easat-7679	165	21	to	to	PART
easat-7679	165	22	reuse	reuse	VERB
easat-7679	165	23	the	the	DET
easat-7679	165	24	input	input	NOUN
easat-7679	165	25	features	feature	NOUN
easat-7679	165	26	,	,	PUNCT
easat-7679	165	27	preventing	prevent	VERB
easat-7679	165	28	gradient	gradient	ADJ
easat-7679	165	29	explosion	explosion	NOUN
easat-7679	165	30	and	and	CCONJ
easat-7679	165	31	vanishing	vanish	VERB
easat-7679	165	32	gradients	gradient	NOUN
easat-7679	165	33	.	.	PUNCT
easat-7679	166	1	the	the	DET
easat-7679	166	2	overall	overall	ADJ
easat-7679	166	3	structure	structure	NOUN
easat-7679	166	4	of	of	ADP
easat-7679	166	5	sacbm	sacbm	NOUN
easat-7679	166	6	can	can	AUX
easat-7679	166	7	be	be	AUX
easat-7679	166	8	expressed	express	VERB
easat-7679	166	9	as	as	SCONJ
easat-7679	166	10	follows	follow	VERB
easat-7679	166	11	:	:	PUNCT
easat-7679	166	12	𝑆𝐴𝐶𝐵𝑀(𝑥	𝑆𝐴𝐶𝐵𝑀(𝑥	ADJ
easat-7679	166	13	)	)	PUNCT
easat-7679	167	1	=	=	SYM
easat-7679	167	2	𝑀𝐿𝑃(𝜃𝐵𝑁(𝜏(𝑥	𝑀𝐿𝑃(𝜃𝐵𝑁(𝜏(𝑥	NOUN
easat-7679	167	3	)	)	PUNCT
easat-7679	167	4	)	)	PUNCT
easat-7679	167	5	)	)	PUNCT
easat-7679	168	1	+	+	CCONJ
easat-7679	168	2	𝑥	𝑥	X
easat-7679	168	3	(	(	PUNCT
easat-7679	168	4	6	6	NUM
easat-7679	168	5	)	)	SYM
easat-7679	168	6	4	4	NUM
easat-7679	168	7	.	.	PUNCT
easat-7679	168	8	experiments	experiment	NOUN
easat-7679	168	9	4.1	4.1	NUM
easat-7679	168	10	.	.	PUNCT
easat-7679	169	1	dataset	dataset	VERB
easat-7679	169	2	the	the	DET
easat-7679	169	3	sipakmed	sipakmed	ADJ
easat-7679	169	4	dataset	dataset	NOUN
easat-7679	169	5	consists	consist	NOUN
easat-7679	169	6	of	of	ADP
easat-7679	169	7	966	966	NUM
easat-7679	169	8	cell	cell	NOUN
easat-7679	169	9	cluster	cluster	NOUN
easat-7679	169	10	images	image	NOUN
easat-7679	169	11	captured	capture	VERB
easat-7679	169	12	with	with	ADP
easat-7679	169	13	a	a	DET
easat-7679	169	14	ccd	ccd	NOUN
easat-7679	169	15	camera	camera	NOUN
easat-7679	169	16	under	under	ADP
easat-7679	169	17	an	an	DET
easat-7679	169	18	optical	optical	ADJ
easat-7679	169	19	microscope	microscope	NOUN
easat-7679	169	20	,	,	PUNCT
easat-7679	169	21	with	with	SCONJ
easat-7679	169	22	certain	certain	ADJ
easat-7679	169	23	cells	cell	NOUN
easat-7679	169	24	manually	manually	ADV
easat-7679	169	25	annotated	annotate	VERB
easat-7679	169	26	,	,	PUNCT
easat-7679	169	27	totaling	total	VERB
easat-7679	169	28	4,049	4,049	NUM
easat-7679	169	29	independent	independent	ADJ
easat-7679	169	30	labeled	label	VERB
easat-7679	169	31	positive	positive	ADJ
easat-7679	169	32	samples	sample	NOUN
easat-7679	169	33	.	.	PUNCT
easat-7679	170	1	these	these	DET
easat-7679	170	2	cell	cell	NOUN
easat-7679	170	3	cluster	cluster	NOUN
easat-7679	170	4	images	image	NOUN
easat-7679	170	5	can	can	AUX
easat-7679	170	6	be	be	AUX
easat-7679	170	7	classified	classify	VERB
easat-7679	170	8	into	into	ADP
easat-7679	170	9	five	five	NUM
easat-7679	170	10	categories	category	NOUN
easat-7679	170	11	based	base	VERB
easat-7679	170	12	on	on	ADP
easat-7679	170	13	morphological	morphological	ADJ
easat-7679	170	14	and	and	CCONJ
easat-7679	170	15	pathological	pathological	ADJ
easat-7679	170	16	features	feature	NOUN
easat-7679	170	17	.	.	PUNCT
easat-7679	171	1	normal	normal	ADJ
easat-7679	171	2	cells	cell	NOUN
easat-7679	171	3	are	be	AUX
easat-7679	171	4	divided	divide	VERB
easat-7679	171	5	into	into	ADP
easat-7679	171	6	superficial	superficial	ADJ
easat-7679	171	7	-	-	PUNCT
easat-7679	171	8	intermediate	intermediate	ADJ
easat-7679	171	9	and	and	CCONJ
easat-7679	171	10	parabasal	parabasal	ADJ
easat-7679	171	11	categories	category	NOUN
easat-7679	171	12	,	,	PUNCT
easat-7679	171	13	while	while	SCONJ
easat-7679	171	14	abnormal	abnormal	ADJ
easat-7679	171	15	cells	cell	NOUN
easat-7679	171	16	include	include	VERB
easat-7679	171	17	koilocytes	koilocyte	NOUN
easat-7679	171	18	and	and	CCONJ
easat-7679	171	19	dyskeratotic	dyskeratotic	ADJ
easat-7679	171	20	cells	cell	NOUN
easat-7679	171	21	,	,	PUNCT
easat-7679	171	22	and	and	CCONJ
easat-7679	171	23	benign	benign	ADJ
easat-7679	171	24	cells	cell	NOUN
easat-7679	171	25	are	be	AUX
easat-7679	171	26	classified	classify	VERB
easat-7679	171	27	as	as	ADP
easat-7679	171	28	metaplastic	metaplastic	ADJ
easat-7679	171	29	.	.	PUNCT
easat-7679	172	1	the	the	DET
easat-7679	172	2	labeled	label	VERB
easat-7679	172	3	samples	sample	NOUN
easat-7679	172	4	categorize	categorize	VERB
easat-7679	172	5	the	the	DET
easat-7679	172	6	cells	cell	NOUN
easat-7679	172	7	'	'	PART
easat-7679	172	8	semantics	semantic	NOUN
easat-7679	172	9	into	into	ADP
easat-7679	172	10	the	the	DET
easat-7679	172	11	nucleus	nucleus	NOUN
easat-7679	172	12	,	,	PUNCT
easat-7679	172	13	cytoplasm	cytoplasm	ADJ
easat-7679	172	14	,	,	PUNCT
easat-7679	172	15	and	and	CCONJ
easat-7679	172	16	background	background	NOUN
easat-7679	172	17	.	.	PUNCT
easat-7679	173	1	this	this	DET
easat-7679	173	2	study	study	NOUN
easat-7679	173	3	conducts	conduct	VERB
easat-7679	173	4	experiments	experiment	NOUN
easat-7679	173	5	on	on	ADP
easat-7679	173	6	these	these	DET
easat-7679	173	7	three	three	NUM
easat-7679	173	8	categories	category	NOUN
easat-7679	173	9	for	for	ADP
easat-7679	173	10	validation	validation	NOUN
easat-7679	173	11	.	.	PUNCT
easat-7679	174	1	4.2	4.2	NUM
easat-7679	174	2	.	.	PUNCT
easat-7679	175	1	implementation	implementation	NOUN
easat-7679	175	2	details	detail	NOUN
easat-7679	175	3	the	the	DET
easat-7679	175	4	cnn	cnn	PROPN
easat-7679	175	5	used	use	VERB
easat-7679	175	6	in	in	ADP
easat-7679	175	7	this	this	DET
easat-7679	175	8	study	study	NOUN
easat-7679	175	9	is	be	AUX
easat-7679	175	10	based	base	VERB
easat-7679	175	11	on	on	ADP
easat-7679	175	12	the	the	DET
easat-7679	175	13	resnet-50	resnet-50	NOUN
easat-7679	175	14	architecture	architecture	NOUN
easat-7679	175	15	,	,	PUNCT
easat-7679	175	16	with	with	ADP
easat-7679	175	17	weights	weight	NOUN
easat-7679	175	18	pretrained	pretraine	VERB
easat-7679	175	19	on	on	ADP
easat-7679	175	20	imagenet	imagenet	NOUN
easat-7679	175	21	and	and	CCONJ
easat-7679	175	22	followed	follow	VERB
easat-7679	175	23	by	by	ADP
easat-7679	175	24	12	12	NUM
easat-7679	175	25	transformer	transformer	NOUN
easat-7679	175	26	layers	layer	NOUN
easat-7679	175	27	at	at	ADP
easat-7679	175	28	the	the	DET
easat-7679	175	29	output	output	NOUN
easat-7679	175	30	.	.	PUNCT
easat-7679	176	1	for	for	ADP
easat-7679	176	2	the	the	DET
easat-7679	176	3	input	input	NOUN
easat-7679	176	4	cell	cell	NOUN
easat-7679	176	5	images	image	NOUN
easat-7679	176	6	,	,	PUNCT
easat-7679	176	7	we	we	PRON
easat-7679	176	8	apply	apply	VERB
easat-7679	176	9	additional	additional	ADJ
easat-7679	176	10	data	datum	NOUN
easat-7679	176	11	augmentation	augmentation	NOUN
easat-7679	176	12	through	through	ADP
easat-7679	176	13	random	random	ADJ
easat-7679	176	14	rotations	rotation	NOUN
easat-7679	176	15	,	,	PUNCT
easat-7679	176	16	scaling	scaling	NOUN
easat-7679	176	17	,	,	PUNCT
easat-7679	176	18	zooming	zooming	NOUN
easat-7679	176	19	,	,	PUNCT
easat-7679	176	20	and	and	CCONJ
easat-7679	176	21	flipping	flip	VERB
easat-7679	176	22	,	,	PUNCT
easat-7679	176	23	and	and	CCONJ
easat-7679	176	24	set	set	VERB
easat-7679	176	25	the	the	DET
easat-7679	176	26	input	input	NOUN
easat-7679	176	27	image	image	NOUN
easat-7679	176	28	size	size	NOUN
easat-7679	176	29	to	to	ADP
easat-7679	176	30	512x512	512x512	PROPN
easat-7679	176	31	pixels	pixel	NOUN
easat-7679	176	32	.	.	PUNCT
easat-7679	177	1	all	all	DET
easat-7679	177	2	experiments	experiment	NOUN
easat-7679	177	3	were	be	AUX
easat-7679	177	4	conducted	conduct	VERB
easat-7679	177	5	on	on	ADP
easat-7679	177	6	a	a	DET
easat-7679	177	7	single	single	ADJ
easat-7679	177	8	nvidia	nvidia	PROPN
easat-7679	177	9	rtx	rtx	PROPN
easat-7679	177	10	3090	3090	NUM
easat-7679	177	11	,	,	PUNCT
easat-7679	177	12	and	and	CCONJ
easat-7679	177	13	during	during	ADP
easat-7679	177	14	training	training	NOUN
easat-7679	177	15	,	,	PUNCT
easat-7679	177	16	the	the	DET
easat-7679	177	17	sgd	sgd	PROPN
easat-7679	177	18	optimizer	optimizer	NOUN
easat-7679	177	19	was	be	AUX
easat-7679	177	20	used	use	VERB
easat-7679	177	21	with	with	ADP
easat-7679	177	22	an	an	DET
easat-7679	177	23	initial	initial	ADJ
easat-7679	177	24	learning	learning	NOUN
easat-7679	177	25	rate	rate	NOUN
easat-7679	177	26	of	of	ADP
easat-7679	177	27	0.01	0.01	NUM
easat-7679	177	28	,	,	PUNCT
easat-7679	177	29	weight	weight	NOUN
easat-7679	177	30	decay	decay	NOUN
easat-7679	177	31	of	of	ADP
easat-7679	177	32	1×10−4	1×10−4	NUM
easat-7679	177	33	,	,	PUNCT
easat-7679	177	34	and	and	CCONJ
easat-7679	177	35	a	a	DET
easat-7679	177	36	momentum	momentum	NOUN
easat-7679	177	37	factor	factor	NOUN
easat-7679	177	38	of	of	ADP
easat-7679	177	39	0.9	0.9	NUM
easat-7679	177	40	.	.	PUNCT
easat-7679	178	1	for	for	ADP
easat-7679	178	2	the	the	DET
easat-7679	178	3	small	small	ADJ
easat-7679	178	4	-	-	PUNCT
easat-7679	178	5	scale	scale	NOUN
easat-7679	178	6	cell	cell	NOUN
easat-7679	178	7	dataset	dataset	NOUN
easat-7679	178	8	,	,	PUNCT
easat-7679	178	9	the	the	DET
easat-7679	178	10	batch	batch	NOUN
easat-7679	178	11	size	size	NOUN
easat-7679	178	12	was	be	AUX
easat-7679	178	13	set	set	VERB
easat-7679	178	14	to	to	ADP
easat-7679	178	15	4	4	NUM
easat-7679	178	16	,	,	PUNCT
easat-7679	178	17	with	with	ADP
easat-7679	178	18	a	a	DET
easat-7679	178	19	total	total	NOUN
easat-7679	178	20	of	of	ADP
easat-7679	178	21	200	200	NUM
easat-7679	178	22	training	training	NOUN
easat-7679	178	23	epochs	epoch	NOUN
easat-7679	178	24	.	.	PUNCT
easat-7679	179	1	the	the	DET
easat-7679	179	2	optimal	optimal	ADJ
easat-7679	179	3	training	training	NOUN
easat-7679	179	4	weights	weight	NOUN
easat-7679	179	5	were	be	AUX
easat-7679	179	6	saved	save	VERB
easat-7679	179	7	using	use	VERB
easat-7679	179	8	early	early	ADJ
easat-7679	179	9	stopping	stopping	NOUN
easat-7679	179	10	during	during	ADP
easat-7679	179	11	the	the	DET
easat-7679	179	12	training	training	NOUN
easat-7679	179	13	process	process	NOUN
easat-7679	179	14	.	.	PUNCT
easat-7679	180	1	4.3	4.3	NUM
easat-7679	180	2	.	.	PUNCT
easat-7679	181	1	quantitative	quantitative	ADJ
easat-7679	181	2	results	result	NOUN
easat-7679	181	3	in	in	ADP
easat-7679	181	4	this	this	DET
easat-7679	181	5	section	section	NOUN
easat-7679	181	6	,	,	PUNCT
easat-7679	181	7	we	we	PRON
easat-7679	181	8	present	present	VERB
easat-7679	181	9	the	the	DET
easat-7679	181	10	quantitative	quantitative	ADJ
easat-7679	181	11	comparison	comparison	NOUN
easat-7679	181	12	results	result	NOUN
easat-7679	181	13	between	between	ADP
easat-7679	181	14	the	the	DET
easat-7679	181	15	proposed	propose	VERB
easat-7679	181	16	method	method	NOUN
easat-7679	181	17	and	and	CCONJ
easat-7679	181	18	other	other	ADJ
easat-7679	181	19	representative	representative	ADJ
easat-7679	181	20	baseline	baseline	NOUN
easat-7679	181	21	methods	method	NOUN
easat-7679	181	22	.	.	PUNCT
easat-7679	182	1	we	we	PRON
easat-7679	182	2	selected	select	VERB
easat-7679	182	3	several	several	ADJ
easat-7679	182	4	cnn	cnn	PROPN
easat-7679	182	5	-	-	PUNCT
easat-7679	182	6	based	base	VERB
easat-7679	182	7	segmentation	segmentation	NOUN
easat-7679	182	8	models	model	NOUN
easat-7679	182	9	,	,	PUNCT
easat-7679	182	10	such	such	ADJ
easat-7679	182	11	as	as	ADP
easat-7679	182	12	u	u	NOUN
easat-7679	182	13	-	-	NOUN
easat-7679	182	14	net	net	ADJ
easat-7679	183	1	[	[	X
easat-7679	183	2	40	40	NUM
easat-7679	183	3	]	]	PUNCT
easat-7679	183	4	pspnet	pspnet	NOUN
easat-7679	184	1	[	[	X
easat-7679	184	2	41	41	NUM
easat-7679	184	3	]	]	PUNCT
easat-7679	184	4	and	and	CCONJ
easat-7679	184	5	ddrnet	ddrnet	NOUN
easat-7679	184	6	[	[	X
easat-7679	184	7	42	42	NUM
easat-7679	184	8	]	]	PUNCT
easat-7679	184	9	as	as	ADV
easat-7679	184	10	well	well	ADV
easat-7679	184	11	as	as	ADP
easat-7679	184	12	transformer	transformer	NOUN
easat-7679	184	13	-	-	PUNCT
easat-7679	184	14	based	base	VERB
easat-7679	184	15	models	model	NOUN
easat-7679	184	16	like	like	ADP
easat-7679	184	17	segmenter	segmenter	NOUN
easat-7679	184	18	[	[	X
easat-7679	184	19	43	43	NUM
easat-7679	184	20	]	]	SYM
easat-7679	184	21	1	1	NUM
easat-7679	184	22	k	k	NOUN
easat-7679	184	23			PROPN
easat-7679	184	24	3301	3301	NUM
easat-7679	184	25	edelweiss	edelweiss	PROPN
easat-7679	184	26	applied	apply	VERB
easat-7679	184	27	science	science	NOUN
easat-7679	184	28	and	and	CCONJ
easat-7679	184	29	technology	technology	NOUN
easat-7679	184	30	issn	issn	PROPN
easat-7679	184	31	:	:	PUNCT
easat-7679	184	32	2576	2576	NUM
easat-7679	184	33	-	-	SYM
easat-7679	184	34	8484	8484	NUM
easat-7679	184	35	vol	vol	NOUN
easat-7679	184	36	.	.	PROPN
easat-7679	185	1	9	9	NUM
easat-7679	185	2	,	,	PUNCT
easat-7679	185	3	no	no	INTJ
easat-7679	185	4	.	.	NOUN
easat-7679	185	5	5	5	NUM
easat-7679	185	6	:	:	SYM
easat-7679	185	7	3293	3293	NUM
easat-7679	185	8	-	-	SYM
easat-7679	185	9	3308	3308	NUM
easat-7679	185	10	,	,	PUNCT
easat-7679	185	11	2025	2025	NUM
easat-7679	185	12	doi	doi	NOUN
easat-7679	185	13	:	:	PUNCT
easat-7679	185	14	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	185	15	©	©	PROPN
easat-7679	185	16	2025	2025	NUM
easat-7679	185	17	by	by	ADP
easat-7679	185	18	the	the	DET
easat-7679	185	19	authors	author	NOUN
easat-7679	185	20	;	;	PUNCT
easat-7679	185	21	licensee	licensee	PROPN
easat-7679	185	22	learning	learning	NOUN
easat-7679	185	23	gate	gate	NOUN
easat-7679	185	24	and	and	CCONJ
easat-7679	185	25	the	the	DET
easat-7679	185	26	hybrid	hybrid	ADJ
easat-7679	185	27	architecture	architecture	NOUN
easat-7679	185	28	transunet	transunet	NOUN
easat-7679	186	1	[	[	X
easat-7679	186	2	44	44	NUM
easat-7679	186	3	]	]	PUNCT
easat-7679	186	4	.	.	PUNCT
easat-7679	187	1	we	we	PRON
easat-7679	187	2	evaluated	evaluate	VERB
easat-7679	187	3	the	the	DET
easat-7679	187	4	performance	performance	NOUN
easat-7679	187	5	using	use	VERB
easat-7679	187	6	various	various	ADJ
easat-7679	187	7	metrics	metric	NOUN
easat-7679	187	8	,	,	PUNCT
easat-7679	187	9	including	include	VERB
easat-7679	187	10	per	per	ADP
easat-7679	187	11	-	-	PUNCT
easat-7679	187	12	class	class	NOUN
easat-7679	187	13	iou	iou	NOUN
easat-7679	187	14	,	,	PUNCT
easat-7679	187	15	miou	miou	NOUN
easat-7679	187	16	,	,	PUNCT
easat-7679	187	17	per	per	ADP
easat-7679	187	18	-	-	PUNCT
easat-7679	187	19	class	class	NOUN
easat-7679	187	20	dice	dice	NOUN
easat-7679	187	21	,	,	PUNCT
easat-7679	187	22	mdice	mdice	NOUN
easat-7679	187	23	,	,	PUNCT
easat-7679	187	24	per	per	ADP
easat-7679	187	25	-	-	PUNCT
easat-7679	187	26	class	class	NOUN
easat-7679	187	27	recall	recall	NOUN
easat-7679	187	28	,	,	PUNCT
easat-7679	187	29	and	and	CCONJ
easat-7679	187	30	pixel	pixel	PROPN
easat-7679	187	31	accuracy	accuracy	NOUN
easat-7679	187	32	.	.	PUNCT
easat-7679	188	1	among	among	ADP
easat-7679	188	2	these	these	DET
easat-7679	188	3	metrics	metric	NOUN
easat-7679	188	4	,	,	PUNCT
easat-7679	188	5	iou	iou	NOUN
easat-7679	188	6	and	and	CCONJ
easat-7679	188	7	dice	dice	NOUN
easat-7679	188	8	are	be	AUX
easat-7679	188	9	the	the	DET
easat-7679	188	10	primary	primary	ADJ
easat-7679	188	11	evaluation	evaluation	NOUN
easat-7679	188	12	criteria	criterion	NOUN
easat-7679	188	13	,	,	PUNCT
easat-7679	188	14	as	as	SCONJ
easat-7679	188	15	they	they	PRON
easat-7679	188	16	effectively	effectively	ADV
easat-7679	188	17	reflect	reflect	VERB
easat-7679	188	18	false	false	ADJ
easat-7679	188	19	positive	positive	ADJ
easat-7679	188	20	and	and	CCONJ
easat-7679	188	21	true	true	ADJ
easat-7679	188	22	negative	negative	ADJ
easat-7679	188	23	situations	situation	NOUN
easat-7679	188	24	in	in	ADP
easat-7679	188	25	segmentation	segmentation	NOUN
easat-7679	188	26	results	result	NOUN
easat-7679	188	27	.	.	PUNCT
easat-7679	189	1	as	as	SCONJ
easat-7679	189	2	shown	show	VERB
easat-7679	189	3	in	in	ADP
easat-7679	189	4	table	table	NOUN
easat-7679	189	5	1	1	NUM
easat-7679	189	6	,	,	PUNCT
easat-7679	189	7	segmenter	segmenter	NOUN
easat-7679	189	8	achieved	achieve	VERB
easat-7679	189	9	the	the	DET
easat-7679	189	10	lowest	low	ADJ
easat-7679	189	11	performance	performance	NOUN
easat-7679	189	12	compared	compare	VERB
easat-7679	189	13	to	to	ADP
easat-7679	189	14	other	other	ADJ
easat-7679	189	15	methods	method	NOUN
easat-7679	189	16	,	,	PUNCT
easat-7679	189	17	particularly	particularly	ADV
easat-7679	189	18	for	for	ADP
easat-7679	189	19	the	the	DET
easat-7679	189	20	nuclear	nuclear	ADJ
easat-7679	189	21	class	class	NOUN
easat-7679	189	22	.	.	PUNCT
easat-7679	190	1	this	this	PRON
easat-7679	190	2	is	be	AUX
easat-7679	190	3	mainly	mainly	ADV
easat-7679	190	4	due	due	ADJ
easat-7679	190	5	to	to	ADP
easat-7679	190	6	the	the	DET
easat-7679	190	7	reliance	reliance	NOUN
easat-7679	190	8	of	of	ADP
easat-7679	190	9	pure	pure	ADJ
easat-7679	190	10	transformer	transformer	NOUN
easat-7679	190	11	-	-	PUNCT
easat-7679	190	12	based	base	VERB
easat-7679	190	13	models	model	NOUN
easat-7679	190	14	on	on	ADP
easat-7679	190	15	the	the	DET
easat-7679	190	16	linear	linear	ADJ
easat-7679	190	17	sequence	sequence	NOUN
easat-7679	190	18	of	of	ADP
easat-7679	190	19	multi	multi	ADJ
easat-7679	190	20	-	-	ADJ
easat-7679	190	21	head	head	ADJ
easat-7679	190	22	attention	attention	NOUN
easat-7679	190	23	mechanisms	mechanism	NOUN
easat-7679	190	24	,	,	PUNCT
easat-7679	190	25	which	which	PRON
easat-7679	190	26	emphasize	emphasize	VERB
easat-7679	190	27	global	global	ADJ
easat-7679	190	28	features	feature	NOUN
easat-7679	190	29	while	while	SCONJ
easat-7679	190	30	neglecting	neglect	VERB
easat-7679	190	31	local	local	ADJ
easat-7679	190	32	features	feature	NOUN
easat-7679	190	33	that	that	PRON
easat-7679	190	34	are	be	AUX
easat-7679	190	35	crucial	crucial	ADJ
easat-7679	190	36	for	for	ADP
easat-7679	190	37	accurate	accurate	ADJ
easat-7679	190	38	nuclear	nuclear	ADJ
easat-7679	190	39	segmentation	segmentation	NOUN
easat-7679	190	40	.	.	PUNCT
easat-7679	191	1	in	in	ADP
easat-7679	191	2	contrast	contrast	NOUN
easat-7679	191	3	,	,	PUNCT
easat-7679	191	4	cnn	cnn	PROPN
easat-7679	191	5	-	-	PUNCT
easat-7679	191	6	based	base	VERB
easat-7679	191	7	segmentation	segmentation	NOUN
easat-7679	191	8	models	model	NOUN
easat-7679	191	9	performed	perform	VERB
easat-7679	191	10	well	well	ADV
easat-7679	191	11	in	in	ADP
easat-7679	191	12	terms	term	NOUN
easat-7679	191	13	of	of	ADP
easat-7679	191	14	per	per	ADP
easat-7679	191	15	-	-	PUNCT
easat-7679	191	16	class	class	NOUN
easat-7679	191	17	iou	iou	NOUN
easat-7679	191	18	,	,	PUNCT
easat-7679	191	19	with	with	ADP
easat-7679	191	20	pspnet	pspnet	NOUN
easat-7679	191	21	achieving	achieve	VERB
easat-7679	191	22	the	the	DET
easat-7679	191	23	best	good	ADJ
easat-7679	191	24	metrics	metric	NOUN
easat-7679	191	25	for	for	ADP
easat-7679	191	26	cytoplasm	cytoplasm	NOUN
easat-7679	191	27	and	and	CCONJ
easat-7679	191	28	background	background	NOUN
easat-7679	191	29	segmentation	segmentation	NOUN
easat-7679	191	30	.	.	PUNCT
easat-7679	192	1	however	however	ADV
easat-7679	192	2	,	,	PUNCT
easat-7679	192	3	its	its	PRON
easat-7679	192	4	nuclear	nuclear	ADJ
easat-7679	192	5	segmentation	segmentation	NOUN
easat-7679	192	6	performance	performance	NOUN
easat-7679	192	7	lagged	lag	VERB
easat-7679	192	8	behind	behind	ADP
easat-7679	192	9	transunet	transunet	NOUN
easat-7679	192	10	.	.	PUNCT
easat-7679	193	1	this	this	PRON
easat-7679	193	2	is	be	AUX
easat-7679	193	3	because	because	SCONJ
easat-7679	193	4	pspnet	pspnet	NOUN
easat-7679	193	5	's	's	PART
easat-7679	193	6	pyramid	pyramid	NOUN
easat-7679	193	7	pooling	pool	VERB
easat-7679	193	8	method	method	NOUN
easat-7679	193	9	captures	capture	VERB
easat-7679	193	10	global	global	ADJ
easat-7679	193	11	semantic	semantic	ADJ
easat-7679	193	12	information	information	NOUN
easat-7679	193	13	,	,	PUNCT
easat-7679	193	14	but	but	CCONJ
easat-7679	193	15	the	the	DET
easat-7679	193	16	lack	lack	NOUN
easat-7679	193	17	of	of	ADP
easat-7679	193	18	skip	skip	ADJ
easat-7679	193	19	connections	connection	NOUN
easat-7679	193	20	in	in	ADP
easat-7679	193	21	the	the	DET
easat-7679	193	22	encoding	encoding	NOUN
easat-7679	193	23	stage	stage	NOUN
easat-7679	193	24	leads	lead	VERB
easat-7679	193	25	to	to	ADP
easat-7679	193	26	neglect	neglect	NOUN
easat-7679	193	27	of	of	ADP
easat-7679	193	28	the	the	DET
easat-7679	193	29	localization	localization	NOUN
easat-7679	193	30	information	information	NOUN
easat-7679	193	31	necessary	necessary	ADJ
easat-7679	193	32	for	for	ADP
easat-7679	193	33	nuclear	nuclear	ADJ
easat-7679	193	34	segmentation	segmentation	NOUN
easat-7679	193	35	.	.	PUNCT
easat-7679	194	1	the	the	DET
easat-7679	194	2	proposed	propose	VERB
easat-7679	194	3	method	method	NOUN
easat-7679	194	4	outperforms	outperform	VERB
easat-7679	194	5	others	other	NOUN
easat-7679	194	6	in	in	ADP
easat-7679	194	7	nuclear	nuclear	ADJ
easat-7679	194	8	segmentation	segmentation	NOUN
easat-7679	194	9	,	,	PUNCT
easat-7679	194	10	surpassing	surpass	VERB
easat-7679	194	11	transunet	transunet	NOUN
easat-7679	194	12	by	by	ADP
easat-7679	194	13	2.51	2.51	NUM
easat-7679	194	14	%	%	NOUN
easat-7679	194	15	.	.	PUNCT
easat-7679	195	1	although	although	SCONJ
easat-7679	195	2	it	it	PRON
easat-7679	195	3	slightly	slightly	ADV
easat-7679	195	4	lags	lag	VERB
easat-7679	195	5	behind	behind	ADP
easat-7679	195	6	pspnet	pspnet	NOUN
easat-7679	195	7	in	in	ADP
easat-7679	195	8	other	other	ADJ
easat-7679	195	9	categories	category	NOUN
easat-7679	195	10	,	,	PUNCT
easat-7679	195	11	it	it	PRON
easat-7679	195	12	achieves	achieve	VERB
easat-7679	195	13	superior	superior	ADJ
easat-7679	195	14	miou	miou	NOUN
easat-7679	195	15	,	,	PUNCT
easat-7679	195	16	reflecting	reflect	VERB
easat-7679	195	17	the	the	DET
easat-7679	195	18	balanced	balanced	ADJ
easat-7679	195	19	performance	performance	NOUN
easat-7679	195	20	of	of	ADP
easat-7679	195	21	our	our	PRON
easat-7679	195	22	method	method	NOUN
easat-7679	195	23	across	across	ADP
easat-7679	195	24	different	different	ADJ
easat-7679	195	25	categories	category	NOUN
easat-7679	195	26	.	.	PUNCT
easat-7679	196	1	the	the	DET
easat-7679	196	2	dice	dice	NOUN
easat-7679	196	3	metrics	metric	NOUN
easat-7679	196	4	in	in	ADP
easat-7679	196	5	table	table	NOUN
easat-7679	196	6	2	2	NUM
easat-7679	196	7	are	be	AUX
easat-7679	196	8	consistent	consistent	ADJ
easat-7679	196	9	with	with	ADP
easat-7679	196	10	the	the	DET
easat-7679	196	11	iou	iou	NOUN
easat-7679	196	12	results	result	NOUN
easat-7679	196	13	,	,	PUNCT
easat-7679	196	14	further	far	ADV
easat-7679	196	15	validating	validate	VERB
easat-7679	196	16	the	the	DET
easat-7679	196	17	segmentation	segmentation	NOUN
easat-7679	196	18	performance	performance	NOUN
easat-7679	196	19	.	.	PUNCT
easat-7679	197	1	in	in	ADP
easat-7679	197	2	table	table	NOUN
easat-7679	197	3	3	3	NUM
easat-7679	197	4	,	,	PUNCT
easat-7679	197	5	the	the	DET
easat-7679	197	6	recall	recall	NOUN
easat-7679	197	7	and	and	CCONJ
easat-7679	197	8	pixel	pixel	PROPN
easat-7679	197	9	accuracy	accuracy	NOUN
easat-7679	197	10	(	(	PUNCT
easat-7679	197	11	pa	pa	NOUN
easat-7679	197	12	)	)	PUNCT
easat-7679	197	13	metrics	metric	NOUN
easat-7679	197	14	show	show	VERB
easat-7679	197	15	that	that	SCONJ
easat-7679	197	16	our	our	PRON
easat-7679	197	17	method	method	NOUN
easat-7679	197	18	underperforms	underperform	NOUN
easat-7679	197	19	compared	compare	VERB
easat-7679	197	20	to	to	ADP
easat-7679	197	21	pspnet	pspnet	NOUN
easat-7679	197	22	.	.	PUNCT
easat-7679	198	1	the	the	DET
easat-7679	198	2	primary	primary	ADJ
easat-7679	198	3	reason	reason	NOUN
easat-7679	198	4	for	for	ADP
easat-7679	198	5	this	this	PRON
easat-7679	198	6	is	be	AUX
easat-7679	198	7	the	the	DET
easat-7679	198	8	recall	recall	NOUN
easat-7679	198	9	calculation	calculation	NOUN
easat-7679	198	10	method	method	NOUN
easat-7679	198	11	,	,	PUNCT
easat-7679	198	12	which	which	PRON
easat-7679	198	13	does	do	AUX
easat-7679	198	14	not	not	PART
easat-7679	198	15	account	account	VERB
easat-7679	198	16	for	for	ADP
easat-7679	198	17	true	true	ADJ
easat-7679	198	18	negative	negative	ADJ
easat-7679	198	19	cases	case	NOUN
easat-7679	198	20	.	.	PUNCT
easat-7679	199	1	this	this	PRON
easat-7679	199	2	is	be	AUX
easat-7679	199	3	particularly	particularly	ADV
easat-7679	199	4	evident	evident	ADJ
easat-7679	199	5	in	in	ADP
easat-7679	199	6	the	the	DET
easat-7679	199	7	nuclear	nuclear	ADJ
easat-7679	199	8	class	class	NOUN
easat-7679	199	9	,	,	PUNCT
easat-7679	199	10	where	where	SCONJ
easat-7679	199	11	erroneous	erroneous	ADJ
easat-7679	199	12	segmentation	segmentation	NOUN
easat-7679	199	13	and	and	CCONJ
easat-7679	199	14	irregular	irregular	ADJ
easat-7679	199	15	results	result	NOUN
easat-7679	199	16	lead	lead	VERB
easat-7679	199	17	to	to	ADP
easat-7679	199	18	a	a	DET
easat-7679	199	19	larger	large	ADJ
easat-7679	199	20	proportion	proportion	NOUN
easat-7679	199	21	of	of	ADP
easat-7679	199	22	true	true	ADJ
easat-7679	199	23	negatives	negative	NOUN
easat-7679	199	24	.	.	PUNCT
easat-7679	200	1	this	this	PRON
easat-7679	200	2	causes	cause	VERB
easat-7679	200	3	a	a	DET
easat-7679	200	4	significant	significant	ADJ
easat-7679	200	5	discrepancy	discrepancy	NOUN
easat-7679	200	6	between	between	ADP
easat-7679	200	7	recall	recall	NOUN
easat-7679	200	8	and	and	CCONJ
easat-7679	200	9	iou	iou	PROPN
easat-7679	200	10	.	.	PUNCT
easat-7679	201	1	however	however	ADV
easat-7679	201	2	,	,	PUNCT
easat-7679	201	3	the	the	DET
easat-7679	201	4	area	area	NOUN
easat-7679	201	5	of	of	ADP
easat-7679	201	6	true	true	ADJ
easat-7679	201	7	negatives	negative	NOUN
easat-7679	201	8	in	in	ADP
easat-7679	201	9	the	the	DET
easat-7679	201	10	nuclear	nuclear	ADJ
easat-7679	201	11	class	class	NOUN
easat-7679	201	12	is	be	AUX
easat-7679	201	13	small	small	ADJ
easat-7679	201	14	and	and	CCONJ
easat-7679	201	15	does	do	AUX
easat-7679	201	16	not	not	PART
easat-7679	201	17	significantly	significantly	ADV
easat-7679	201	18	affect	affect	VERB
easat-7679	201	19	the	the	DET
easat-7679	201	20	overall	overall	ADJ
easat-7679	201	21	pa	pa	PROPN
easat-7679	201	22	or	or	CCONJ
easat-7679	201	23	other	other	ADJ
easat-7679	201	24	categories	category	NOUN
easat-7679	201	25	,	,	PUNCT
easat-7679	201	26	although	although	SCONJ
easat-7679	201	27	it	it	PRON
easat-7679	201	28	still	still	ADV
easat-7679	201	29	represents	represent	VERB
easat-7679	201	30	an	an	DET
easat-7679	201	31	overlooked	overlook	VERB
easat-7679	201	32	error	error	NOUN
easat-7679	201	33	.	.	PUNCT
easat-7679	202	1	furthermore	furthermore	ADV
easat-7679	202	2	,	,	PUNCT
easat-7679	202	3	pa	pa	PROPN
easat-7679	202	4	does	do	AUX
easat-7679	202	5	not	not	PART
easat-7679	202	6	consider	consider	VERB
easat-7679	202	7	the	the	DET
easat-7679	202	8	balance	balance	NOUN
easat-7679	202	9	across	across	ADP
easat-7679	202	10	all	all	DET
easat-7679	202	11	categories	category	NOUN
easat-7679	202	12	.	.	PUNCT
easat-7679	203	1	background	background	NOUN
easat-7679	203	2	and	and	CCONJ
easat-7679	203	3	some	some	DET
easat-7679	203	4	cytoplasm	cytoplasm	ADJ
easat-7679	203	5	classes	class	NOUN
easat-7679	203	6	,	,	PUNCT
easat-7679	203	7	with	with	ADP
easat-7679	203	8	larger	large	ADJ
easat-7679	203	9	area	area	NOUN
easat-7679	203	10	proportions	proportion	NOUN
easat-7679	203	11	,	,	PUNCT
easat-7679	203	12	naturally	naturally	ADV
easat-7679	203	13	yield	yield	VERB
easat-7679	203	14	higher	high	ADJ
easat-7679	203	15	pa	pa	PROPN
easat-7679	203	16	scores	score	NOUN
easat-7679	203	17	,	,	PUNCT
easat-7679	203	18	which	which	PRON
easat-7679	203	19	disadvantages	disadvantage	VERB
easat-7679	203	20	smaller	small	ADJ
easat-7679	203	21	area	area	NOUN
easat-7679	203	22	classes	class	NOUN
easat-7679	203	23	like	like	ADP
easat-7679	203	24	nuclei	nucleus	NOUN
easat-7679	203	25	.	.	PUNCT
easat-7679	204	1	therefore	therefore	ADV
easat-7679	204	2	,	,	PUNCT
easat-7679	204	3	pa	pa	PROPN
easat-7679	204	4	is	be	AUX
easat-7679	204	5	less	less	ADV
easat-7679	204	6	reliable	reliable	ADJ
easat-7679	204	7	than	than	ADP
easat-7679	204	8	iou	iou	VERB
easat-7679	204	9	and	and	CCONJ
easat-7679	204	10	dice	dice	NOUN
easat-7679	204	11	in	in	ADP
easat-7679	204	12	reflecting	reflect	VERB
easat-7679	204	13	segmentation	segmentation	NOUN
easat-7679	204	14	performance	performance	NOUN
easat-7679	204	15	for	for	ADP
easat-7679	204	16	small	small	ADJ
easat-7679	204	17	area	area	NOUN
easat-7679	204	18	classes	class	NOUN
easat-7679	204	19	.	.	PUNCT
easat-7679	205	1	table	table	NOUN
easat-7679	205	2	1	1	NUM
easat-7679	205	3	.	.	PUNCT
easat-7679	206	1	experimental	experimental	ADJ
easat-7679	206	2	results	result	NOUN
easat-7679	206	3	of	of	ADP
easat-7679	206	4	the	the	DET
easat-7679	206	5	proposed	propose	VERB
easat-7679	206	6	method	method	NOUN
easat-7679	206	7	and	and	CCONJ
easat-7679	206	8	other	other	ADJ
easat-7679	206	9	segmentation	segmentation	NOUN
easat-7679	206	10	algorithms	algorithm	NOUN
easat-7679	206	11	on	on	ADP
easat-7679	206	12	the	the	DET
easat-7679	206	13	iou	iou	NOUN
easat-7679	206	14	metric	metric	NOUN
easat-7679	206	15	for	for	ADP
easat-7679	206	16	each	each	DET
easat-7679	206	17	category	category	NOUN
easat-7679	206	18	(	(	PUNCT
easat-7679	206	19	%	%	INTJ
easat-7679	206	20	)	)	PUNCT
easat-7679	206	21	methods	method	NOUN
easat-7679	206	22	other	other	ADJ
easat-7679	206	23	cyt	cyt	PROPN
easat-7679	206	24	nuc	nuc	PROPN
easat-7679	206	25	miou	miou	PROPN
easat-7679	206	26	u	u	PROPN
easat-7679	206	27	-	-	NOUN
easat-7679	206	28	net	net	ADJ
easat-7679	206	29	80.94	80.94	NUM
easat-7679	206	30	55.52	55.52	NUM
easat-7679	206	31	31.92	31.92	NUM
easat-7679	206	32	56.13	56.13	NUM
easat-7679	206	33	segmenter	segmenter	NOUN
easat-7679	206	34	80.23	80.23	NUM
easat-7679	206	35	51.38	51.38	NUM
easat-7679	206	36	8.85	8.85	NUM
easat-7679	206	37	46.82	46.82	NUM
easat-7679	207	1	ddrnet	ddrnet	NOUN
easat-7679	208	1	78.46	78.46	NUM
easat-7679	208	2	54.07	54.07	NUM
easat-7679	208	3	25.49	25.49	NUM
easat-7679	208	4	52.67	52.67	NUM
easat-7679	208	5	pspnet	pspnet	NOUN
easat-7679	208	6	82.86	82.86	NUM
easat-7679	208	7	58.52	58.52	NUM
easat-7679	208	8	36.68	36.68	NUM
easat-7679	208	9	59.36	59.36	NUM
easat-7679	208	10	transunet	transunet	PROPN
easat-7679	208	11	80.25	80.25	NUM
easat-7679	208	12	55.32	55.32	NUM
easat-7679	208	13	37.93	37.93	NUM
easat-7679	208	14	57.83	57.83	NUM
easat-7679	208	15	ours	ours	PRON
easat-7679	208	16	81.68	81.68	NUM
easat-7679	208	17	57.96	57.96	NUM
easat-7679	208	18	40.44	40.44	NUM
easat-7679	208	19	60.03	60.03	NUM
easat-7679	208	20	table	table	NOUN
easat-7679	208	21	2	2	NUM
easat-7679	208	22	.	.	PUNCT
easat-7679	208	23	experimental	experimental	ADJ
easat-7679	208	24	results	result	NOUN
easat-7679	208	25	of	of	ADP
easat-7679	208	26	the	the	DET
easat-7679	208	27	proposed	propose	VERB
easat-7679	208	28	method	method	NOUN
easat-7679	208	29	and	and	CCONJ
easat-7679	208	30	other	other	ADJ
easat-7679	208	31	segmentation	segmentation	NOUN
easat-7679	208	32	algorithms	algorithm	NOUN
easat-7679	208	33	on	on	ADP
easat-7679	208	34	the	the	DET
easat-7679	208	35	dice	dice	NOUN
easat-7679	208	36	metric	metric	ADJ
easat-7679	208	37	for	for	ADP
easat-7679	208	38	each	each	DET
easat-7679	208	39	category	category	NOUN
easat-7679	208	40	(	(	PUNCT
easat-7679	208	41	%	%	INTJ
easat-7679	208	42	)	)	PUNCT
easat-7679	208	43	methods	method	NOUN
easat-7679	208	44	other	other	ADJ
easat-7679	208	45	cyt	cyt	PROPN
easat-7679	208	46	nuc	nuc	PROPN
easat-7679	208	47	mdice	mdice	PROPN
easat-7679	208	48	u	u	PROPN
easat-7679	208	49	-	-	NOUN
easat-7679	208	50	net	net	ADJ
easat-7679	208	51	89.47	89.47	NUM
easat-7679	208	52	71.40	71.40	NUM
easat-7679	208	53	48.39	48.39	NUM
easat-7679	208	54	71.90	71.90	NUM
easat-7679	208	55	segmenter	segmenter	NOUN
easat-7679	208	56	89.03	89.03	NUM
easat-7679	208	57	67.88	67.88	NUM
easat-7679	208	58	16.26	16.26	NUM
easat-7679	208	59	63.78	63.78	NUM
easat-7679	208	60	ddrnet	ddrnet	NOUN
easat-7679	208	61	87.93	87.93	NUM
easat-7679	208	62	70.19	70.19	NUM
easat-7679	208	63	40.62	40.62	NUM
easat-7679	208	64	69.00	69.00	NUM
easat-7679	208	65	pspnet	pspnet	NOUN
easat-7679	208	66	90.63	90.63	NUM
easat-7679	208	67	73.83	73.83	NUM
easat-7679	208	68	53.67	53.67	NUM
easat-7679	208	69	74.50	74.50	NUM
easat-7679	208	70	transunet	transunet	NOUN
easat-7679	208	71	89.04	89.04	NUM
easat-7679	208	72	71.23	71.23	NUM
easat-7679	208	73	55.00	55.00	NUM
easat-7679	208	74	73.28	73.28	NUM
easat-7679	208	75	ours	ours	PRON
easat-7679	208	76	89.92	89.92	NUM
easat-7679	208	77	73.39	73.39	NUM
easat-7679	208	78	57.59	57.59	NUM
easat-7679	208	79	75.02	75.02	NUM
easat-7679	208	80	3302	3302	NUM
easat-7679	208	81	edelweiss	edelweiss	PROPN
easat-7679	208	82	applied	apply	VERB
easat-7679	208	83	science	science	NOUN
easat-7679	208	84	and	and	CCONJ
easat-7679	208	85	technology	technology	NOUN
easat-7679	208	86	issn	issn	PROPN
easat-7679	208	87	:	:	PUNCT
easat-7679	208	88	2576	2576	NUM
easat-7679	208	89	-	-	SYM
easat-7679	208	90	8484	8484	NUM
easat-7679	208	91	vol	vol	NOUN
easat-7679	208	92	.	.	PROPN
easat-7679	209	1	9	9	NUM
easat-7679	209	2	,	,	PUNCT
easat-7679	209	3	no	no	INTJ
easat-7679	209	4	.	.	NOUN
easat-7679	209	5	5	5	NUM
easat-7679	209	6	:	:	SYM
easat-7679	209	7	3293	3293	NUM
easat-7679	209	8	-	-	SYM
easat-7679	209	9	3308	3308	NUM
easat-7679	209	10	,	,	PUNCT
easat-7679	209	11	2025	2025	NUM
easat-7679	209	12	doi	doi	NOUN
easat-7679	209	13	:	:	PUNCT
easat-7679	209	14	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	209	15	©	©	PROPN
easat-7679	209	16	2025	2025	NUM
easat-7679	209	17	by	by	ADP
easat-7679	209	18	the	the	DET
easat-7679	209	19	authors	author	NOUN
easat-7679	209	20	;	;	PUNCT
easat-7679	209	21	licensee	licensee	PROPN
easat-7679	209	22	learning	learn	VERB
easat-7679	209	23	gate	gate	NOUN
easat-7679	209	24	table	table	NOUN
easat-7679	209	25	3	3	NUM
easat-7679	209	26	.	.	PUNCT
easat-7679	210	1	experimental	experimental	ADJ
easat-7679	210	2	results	result	NOUN
easat-7679	210	3	of	of	ADP
easat-7679	210	4	the	the	DET
easat-7679	210	5	proposed	propose	VERB
easat-7679	210	6	method	method	NOUN
easat-7679	210	7	and	and	CCONJ
easat-7679	210	8	other	other	ADJ
easat-7679	210	9	segmentation	segmentation	NOUN
easat-7679	210	10	algorithms	algorithm	NOUN
easat-7679	210	11	on	on	ADP
easat-7679	210	12	the	the	DET
easat-7679	210	13	recall	recall	NOUN
easat-7679	210	14	and	and	CCONJ
easat-7679	210	15	pa	pa	PROPN
easat-7679	210	16	metrics	metric	NOUN
easat-7679	210	17	for	for	ADP
easat-7679	210	18	each	each	DET
easat-7679	210	19	category	category	NOUN
easat-7679	210	20	(	(	PUNCT
easat-7679	210	21	%	%	INTJ
easat-7679	210	22	)	)	PUNCT
easat-7679	210	23	methods	method	NOUN
easat-7679	210	24	other	other	ADJ
easat-7679	210	25	cyt	cyt	PROPN
easat-7679	210	26	nuc	nuc	PROPN
easat-7679	210	27	pa	pa	PROPN
easat-7679	210	28	u	u	PROPN
easat-7679	210	29	-	-	PROPN
easat-7679	210	30	net	net	ADJ
easat-7679	210	31	82.91	82.91	NUM
easat-7679	210	32	79.51	79.51	NUM
easat-7679	210	33	57.81	57.81	NUM
easat-7679	210	34	83.36	83.36	NUM
easat-7679	210	35	segmenter	segmenter	NOUN
easat-7679	210	36	81.67	81.67	NUM
easat-7679	210	37	76.67	76.67	NUM
easat-7679	210	38	58.81	58.81	NUM
easat-7679	210	39	82.19	82.19	NUM
easat-7679	210	40	ddrnet	ddrnet	NOUN
easat-7679	210	41	86.04	86.04	NUM
easat-7679	210	42	75.26	75.26	NUM
easat-7679	210	43	47.23	47.23	NUM
easat-7679	210	44	81.26	81.26	NUM
easat-7679	210	45	pspnet	pspnet	NOUN
easat-7679	210	46	83.87	83.87	NUM
easat-7679	210	47	87.25	87.25	NUM
easat-7679	210	48	67.38	67.38	NUM
easat-7679	210	49	85.24	85.24	NUM
easat-7679	210	50	transunet	transunet	NOUN
easat-7679	210	51	83.02	83.02	NUM
easat-7679	210	52	78.91	78.91	NUM
easat-7679	210	53	64.83	64.83	NUM
easat-7679	210	54	83.07	83.07	NUM
easat-7679	210	55	ours	ours	PRON
easat-7679	210	56	83.86	83.86	NUM
easat-7679	210	57	80.66	80.66	NUM
easat-7679	210	58	65.50	65.50	NUM
easat-7679	210	59	84.34	84.34	NUM
easat-7679	210	60	4.4	4.4	NUM
easat-7679	210	61	.	.	PUNCT
easat-7679	211	1	qualitative	qualitative	ADJ
easat-7679	211	2	results	result	NOUN
easat-7679	211	3	figure	figure	VERB
easat-7679	211	4	5	5	NUM
easat-7679	211	5	.	.	PUNCT
easat-7679	212	1	the	the	DET
easat-7679	212	2	visual	visual	ADJ
easat-7679	212	3	effectiveness	effectiveness	NOUN
easat-7679	212	4	of	of	ADP
easat-7679	212	5	the	the	DET
easat-7679	212	6	proposed	propose	VERB
easat-7679	212	7	method	method	NOUN
easat-7679	212	8	is	be	AUX
easat-7679	212	9	compared	compare	VERB
easat-7679	212	10	with	with	ADP
easat-7679	212	11	other	other	ADJ
easat-7679	212	12	methods	method	NOUN
easat-7679	212	13	through	through	ADP
easat-7679	212	14	visualization	visualization	NOUN
easat-7679	212	15	.	.	PUNCT
easat-7679	213	1	3303	3303	NUM
easat-7679	213	2	edelweiss	edelweiss	PROPN
easat-7679	213	3	applied	apply	VERB
easat-7679	213	4	science	science	NOUN
easat-7679	213	5	and	and	CCONJ
easat-7679	213	6	technology	technology	NOUN
easat-7679	213	7	issn	issn	PROPN
easat-7679	213	8	:	:	PUNCT
easat-7679	213	9	2576	2576	NUM
easat-7679	213	10	-	-	SYM
easat-7679	213	11	8484	8484	NUM
easat-7679	213	12	vol	vol	NOUN
easat-7679	213	13	.	.	PROPN
easat-7679	214	1	9	9	NUM
easat-7679	214	2	,	,	PUNCT
easat-7679	214	3	no	no	INTJ
easat-7679	214	4	.	.	NOUN
easat-7679	214	5	5	5	NUM
easat-7679	214	6	:	:	SYM
easat-7679	214	7	3293	3293	NUM
easat-7679	214	8	-	-	SYM
easat-7679	214	9	3308	3308	NUM
easat-7679	214	10	,	,	PUNCT
easat-7679	214	11	2025	2025	NUM
easat-7679	214	12	doi	doi	NOUN
easat-7679	214	13	:	:	PUNCT
easat-7679	214	14	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	214	15	©	©	PROPN
easat-7679	214	16	2025	2025	NUM
easat-7679	214	17	by	by	ADP
easat-7679	214	18	the	the	DET
easat-7679	214	19	authors	author	NOUN
easat-7679	214	20	;	;	PUNCT
easat-7679	214	21	licensee	licensee	PROPN
easat-7679	214	22	learning	learn	VERB
easat-7679	214	23	gate	gate	PROPN
easat-7679	214	24	figure	figure	NOUN
easat-7679	214	25	5	5	NUM
easat-7679	214	26	illustrates	illustrate	VERB
easat-7679	214	27	the	the	DET
easat-7679	214	28	visual	visual	ADJ
easat-7679	214	29	performance	performance	NOUN
easat-7679	214	30	of	of	ADP
easat-7679	214	31	the	the	DET
easat-7679	214	32	proposed	propose	VERB
easat-7679	214	33	method	method	NOUN
easat-7679	214	34	compared	compare	VERB
easat-7679	214	35	to	to	ADP
easat-7679	214	36	five	five	NUM
easat-7679	214	37	other	other	ADJ
easat-7679	214	38	baseline	baseline	NOUN
easat-7679	214	39	methods	method	NOUN
easat-7679	214	40	,	,	PUNCT
easat-7679	214	41	validating	validate	VERB
easat-7679	214	42	the	the	DET
easat-7679	214	43	quantitative	quantitative	ADJ
easat-7679	214	44	results	result	NOUN
easat-7679	214	45	presented	present	VERB
easat-7679	214	46	in	in	ADP
easat-7679	214	47	section	section	NOUN
easat-7679	214	48	4.3	4.3	NUM
easat-7679	214	49	.	.	PUNCT
easat-7679	215	1	segmenter	segmenter	PROPN
easat-7679	215	2	is	be	AUX
easat-7679	215	3	able	able	ADJ
easat-7679	215	4	to	to	PART
easat-7679	215	5	segment	segment	VERB
easat-7679	215	6	some	some	DET
easat-7679	215	7	general	general	ADJ
easat-7679	215	8	regions	region	NOUN
easat-7679	215	9	of	of	ADP
easat-7679	215	10	the	the	DET
easat-7679	215	11	cytoplasm	cytoplasm	NOUN
easat-7679	215	12	but	but	CCONJ
easat-7679	215	13	fails	fail	VERB
easat-7679	215	14	to	to	PART
easat-7679	215	15	accurately	accurately	ADV
easat-7679	215	16	identify	identify	VERB
easat-7679	215	17	the	the	DET
easat-7679	215	18	nucleus	nucleus	NOUN
easat-7679	215	19	,	,	PUNCT
easat-7679	215	20	losing	lose	VERB
easat-7679	215	21	significant	significant	ADJ
easat-7679	215	22	detail	detail	NOUN
easat-7679	215	23	due	due	ADP
easat-7679	215	24	to	to	ADP
easat-7679	215	25	its	its	PRON
easat-7679	215	26	reliance	reliance	NOUN
easat-7679	215	27	on	on	ADP
easat-7679	215	28	global	global	ADJ
easat-7679	215	29	inference	inference	NOUN
easat-7679	215	30	.	.	PUNCT
easat-7679	216	1	the	the	DET
easat-7679	216	2	u	u	ADJ
easat-7679	216	3	-	-	ADJ
easat-7679	216	4	net	net	ADJ
easat-7679	216	5	model	model	NOUN
easat-7679	216	6	achieves	achieve	VERB
easat-7679	216	7	good	good	ADJ
easat-7679	216	8	segmentation	segmentation	NOUN
easat-7679	216	9	results	result	NOUN
easat-7679	216	10	but	but	CCONJ
easat-7679	216	11	struggles	struggle	NOUN
easat-7679	216	12	with	with	ADP
easat-7679	216	13	excessive	excessive	ADJ
easat-7679	216	14	interference	interference	NOUN
easat-7679	216	15	,	,	PUNCT
easat-7679	216	16	often	often	ADV
easat-7679	216	17	mistakenly	mistakenly	ADV
easat-7679	216	18	identifying	identify	VERB
easat-7679	216	19	non	non	ADJ
easat-7679	216	20	-	-	ADJ
easat-7679	216	21	cytoplasm	cytoplasm	ADJ
easat-7679	216	22	impurities	impurity	NOUN
easat-7679	216	23	as	as	ADP
easat-7679	216	24	nuclei	nucleus	NOUN
easat-7679	216	25	.	.	PUNCT
easat-7679	217	1	ddrnet	ddrnet	PROPN
easat-7679	217	2	,	,	PUNCT
easat-7679	217	3	in	in	ADP
easat-7679	217	4	the	the	DET
easat-7679	217	5	third	third	ADJ
easat-7679	217	6	sample	sample	NOUN
easat-7679	217	7	group	group	NOUN
easat-7679	217	8	,	,	PUNCT
easat-7679	217	9	segments	segment	VERB
easat-7679	217	10	most	most	ADJ
easat-7679	217	11	of	of	ADP
easat-7679	217	12	the	the	DET
easat-7679	217	13	background	background	NOUN
easat-7679	217	14	areas	area	NOUN
easat-7679	217	15	as	as	ADP
easat-7679	217	16	cellular	cellular	ADJ
easat-7679	217	17	regions	region	NOUN
easat-7679	217	18	,	,	PUNCT
easat-7679	217	19	indicating	indicate	VERB
easat-7679	217	20	that	that	SCONJ
easat-7679	217	21	the	the	DET
easat-7679	217	22	multi	multi	ADJ
easat-7679	217	23	-	-	ADJ
easat-7679	217	24	resolution	resolution	ADJ
easat-7679	217	25	backbone	backbone	NOUN
easat-7679	217	26	is	be	AUX
easat-7679	217	27	insensitive	insensitive	ADJ
easat-7679	217	28	to	to	ADP
easat-7679	217	29	the	the	DET
easat-7679	217	30	blurred	blurred	ADJ
easat-7679	217	31	boundaries	boundary	NOUN
easat-7679	217	32	of	of	ADP
easat-7679	217	33	the	the	DET
easat-7679	217	34	main	main	ADJ
easat-7679	217	35	regions	region	NOUN
easat-7679	217	36	.	.	PUNCT
easat-7679	218	1	pspnet	pspnet	NOUN
easat-7679	218	2	shows	show	VERB
easat-7679	218	3	better	well	ADJ
easat-7679	218	4	visualization	visualization	NOUN
easat-7679	218	5	across	across	ADP
easat-7679	218	6	various	various	ADJ
easat-7679	218	7	cell	cell	NOUN
easat-7679	218	8	types	type	NOUN
easat-7679	218	9	,	,	PUNCT
easat-7679	218	10	with	with	ADP
easat-7679	218	11	the	the	DET
easat-7679	218	12	cytoplasm	cytoplasm	NOUN
easat-7679	218	13	and	and	CCONJ
easat-7679	218	14	nucleus	nucleus	NOUN
easat-7679	218	15	having	have	VERB
easat-7679	218	16	correct	correct	ADJ
easat-7679	218	17	shapes	shape	NOUN
easat-7679	218	18	and	and	CCONJ
easat-7679	218	19	smooth	smooth	ADJ
easat-7679	218	20	boundaries	boundary	NOUN
easat-7679	218	21	.	.	PUNCT
easat-7679	219	1	however	however	ADV
easat-7679	219	2	,	,	PUNCT
easat-7679	219	3	its	its	PRON
easat-7679	219	4	segmentation	segmentation	NOUN
easat-7679	219	5	area	area	NOUN
easat-7679	219	6	is	be	AUX
easat-7679	219	7	more	more	ADV
easat-7679	219	8	conservative	conservative	ADJ
easat-7679	219	9	,	,	PUNCT
easat-7679	219	10	suggesting	suggest	VERB
easat-7679	219	11	that	that	SCONJ
easat-7679	219	12	high	high	ADJ
easat-7679	219	13	-	-	PUNCT
easat-7679	219	14	dimensional	dimensional	ADJ
easat-7679	219	15	information	information	NOUN
easat-7679	219	16	is	be	AUX
easat-7679	219	17	lost	lose	VERB
easat-7679	219	18	at	at	ADP
easat-7679	219	19	the	the	DET
easat-7679	219	20	segmentation	segmentation	NOUN
easat-7679	219	21	endpoint	endpoint	NOUN
easat-7679	219	22	,	,	PUNCT
easat-7679	219	23	resulting	result	VERB
easat-7679	219	24	in	in	ADP
easat-7679	219	25	errors	error	NOUN
easat-7679	219	26	due	due	ADP
easat-7679	219	27	to	to	ADP
easat-7679	219	28	the	the	DET
easat-7679	219	29	loss	loss	NOUN
easat-7679	219	30	of	of	ADP
easat-7679	219	31	essential	essential	ADJ
easat-7679	219	32	cellular	cellular	ADJ
easat-7679	219	33	texture	texture	ADJ
easat-7679	219	34	details	detail	NOUN
easat-7679	219	35	.	.	PUNCT
easat-7679	220	1	transunet	transunet	NOUN
easat-7679	220	2	retains	retain	VERB
easat-7679	220	3	basic	basic	ADJ
easat-7679	220	4	texture	texture	ADJ
easat-7679	220	5	information	information	NOUN
easat-7679	220	6	and	and	CCONJ
easat-7679	220	7	maintains	maintain	VERB
easat-7679	220	8	the	the	DET
easat-7679	220	9	main	main	ADJ
easat-7679	220	10	segmentation	segmentation	NOUN
easat-7679	220	11	areas	area	NOUN
easat-7679	220	12	well	well	ADV
easat-7679	220	13	,	,	PUNCT
easat-7679	220	14	but	but	CCONJ
easat-7679	220	15	it	it	PRON
easat-7679	220	16	introduces	introduce	VERB
easat-7679	220	17	unnecessary	unnecessary	ADJ
easat-7679	220	18	adhesion	adhesion	NOUN
easat-7679	220	19	in	in	ADP
easat-7679	220	20	the	the	DET
easat-7679	220	21	cytoplasm	cytoplasm	NOUN
easat-7679	220	22	and	and	CCONJ
easat-7679	220	23	fails	fail	VERB
easat-7679	220	24	to	to	PART
easat-7679	220	25	accurately	accurately	ADV
easat-7679	220	26	delineate	delineate	VERB
easat-7679	220	27	the	the	DET
easat-7679	220	28	boundaries	boundary	NOUN
easat-7679	220	29	between	between	ADP
easat-7679	220	30	different	different	ADJ
easat-7679	220	31	cells	cell	NOUN
easat-7679	220	32	.	.	PUNCT
easat-7679	221	1	the	the	DET
easat-7679	221	2	proposed	propose	VERB
easat-7679	221	3	method	method	NOUN
easat-7679	221	4	outperforms	outperform	VERB
easat-7679	221	5	transunet	transunet	NOUN
easat-7679	221	6	,	,	PUNCT
easat-7679	221	7	particularly	particularly	ADV
easat-7679	221	8	in	in	ADP
easat-7679	221	9	the	the	DET
easat-7679	221	10	third	third	ADJ
easat-7679	221	11	and	and	CCONJ
easat-7679	221	12	fourth	fourth	ADJ
easat-7679	221	13	samples	sample	NOUN
easat-7679	221	14	,	,	PUNCT
easat-7679	221	15	achieving	achieve	VERB
easat-7679	221	16	segmentation	segmentation	NOUN
easat-7679	221	17	results	result	VERB
easat-7679	221	18	closer	close	ADV
easat-7679	221	19	to	to	ADP
easat-7679	221	20	the	the	DET
easat-7679	221	21	ground	ground	NOUN
easat-7679	221	22	truth	truth	NOUN
easat-7679	221	23	labels	label	NOUN
easat-7679	221	24	.	.	PUNCT
easat-7679	222	1	while	while	SCONJ
easat-7679	222	2	some	some	DET
easat-7679	222	3	impurity	impurity	NOUN
easat-7679	222	4	interference	interference	NOUN
easat-7679	222	5	remains	remain	VERB
easat-7679	222	6	outside	outside	ADP
easat-7679	222	7	the	the	DET
easat-7679	222	8	cells	cell	NOUN
easat-7679	222	9	,	,	PUNCT
easat-7679	222	10	the	the	DET
easat-7679	222	11	proposed	propose	VERB
easat-7679	222	12	method	method	NOUN
easat-7679	222	13	demonstrates	demonstrate	VERB
easat-7679	222	14	better	well	ADJ
easat-7679	222	15	robustness	robustness	NOUN
easat-7679	222	16	and	and	CCONJ
easat-7679	222	17	fitting	fitting	ADJ
easat-7679	222	18	ability	ability	NOUN
easat-7679	222	19	compared	compare	VERB
easat-7679	222	20	to	to	ADP
easat-7679	222	21	u	u	NOUN
easat-7679	222	22	-	-	NOUN
easat-7679	222	23	net	net	ADJ
easat-7679	222	24	and	and	CCONJ
easat-7679	222	25	transunet	transunet	NOUN
easat-7679	222	26	.	.	PUNCT
easat-7679	223	1	3304	3304	NUM
easat-7679	223	2	edelweiss	edelweiss	PROPN
easat-7679	223	3	applied	apply	VERB
easat-7679	223	4	science	science	NOUN
easat-7679	223	5	and	and	CCONJ
easat-7679	223	6	technology	technology	NOUN
easat-7679	223	7	issn	issn	PROPN
easat-7679	223	8	:	:	PUNCT
easat-7679	223	9	2576	2576	NUM
easat-7679	223	10	-	-	SYM
easat-7679	223	11	8484	8484	NUM
easat-7679	223	12	vol	vol	NOUN
easat-7679	223	13	.	.	PROPN
easat-7679	224	1	9	9	NUM
easat-7679	224	2	,	,	PUNCT
easat-7679	224	3	no	no	INTJ
easat-7679	224	4	.	.	NOUN
easat-7679	224	5	5	5	NUM
easat-7679	224	6	:	:	SYM
easat-7679	224	7	3293	3293	NUM
easat-7679	224	8	-	-	SYM
easat-7679	224	9	3308	3308	NUM
easat-7679	224	10	,	,	PUNCT
easat-7679	224	11	2025	2025	NUM
easat-7679	224	12	doi	doi	NOUN
easat-7679	224	13	:	:	PUNCT
easat-7679	224	14	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	224	15	©	©	PROPN
easat-7679	224	16	2025	2025	NUM
easat-7679	224	17	by	by	ADP
easat-7679	224	18	the	the	DET
easat-7679	224	19	authors	author	NOUN
easat-7679	224	20	;	;	PUNCT
easat-7679	224	21	licensee	licensee	PROPN
easat-7679	224	22	learning	learning	NOUN
easat-7679	224	23	gate	gate	NOUN
easat-7679	224	24	4.5	4.5	NUM
easat-7679	224	25	.	.	PUNCT
easat-7679	225	1	ablation	ablation	NOUN
easat-7679	225	2	study	study	NOUN
easat-7679	225	3	figure	figure	NOUN
easat-7679	225	4	6	6	NUM
easat-7679	225	5	.	.	PUNCT
easat-7679	226	1	qualitative	qualitative	ADJ
easat-7679	226	2	comparison	comparison	NOUN
easat-7679	226	3	of	of	ADP
easat-7679	226	4	the	the	DET
easat-7679	226	5	effectiveness	effectiveness	NOUN
easat-7679	226	6	of	of	ADP
easat-7679	226	7	sacbm	sacbm	VERB
easat-7679	226	8	and	and	CCONJ
easat-7679	226	9	crm	crm	VERB
easat-7679	226	10	through	through	ADP
easat-7679	226	11	visualization	visualization	NOUN
easat-7679	226	12	methods	method	NOUN
easat-7679	226	13	.	.	PUNCT
easat-7679	227	1	table	table	NOUN
easat-7679	227	2	4	4	NUM
easat-7679	227	3	.	.	PUNCT
easat-7679	228	1	experimental	experimental	ADJ
easat-7679	228	2	results	result	NOUN
easat-7679	228	3	of	of	ADP
easat-7679	228	4	the	the	DET
easat-7679	228	5	crm	crm	NOUN
easat-7679	228	6	and	and	CCONJ
easat-7679	228	7	sacbm	sacbm	VERB
easat-7679	228	8	modules	module	NOUN
easat-7679	228	9	on	on	ADP
easat-7679	228	10	the	the	DET
easat-7679	228	11	iou	iou	NOUN
easat-7679	228	12	metric	metric	NOUN
easat-7679	228	13	for	for	ADP
easat-7679	228	14	each	each	DET
easat-7679	228	15	category	category	NOUN
easat-7679	228	16	(	(	PUNCT
easat-7679	228	17	%	%	INTJ
easat-7679	228	18	)	)	PUNCT
easat-7679	228	19	crm	crm	PROPN
easat-7679	228	20	sacbm	sacbm	VERB
easat-7679	228	21	other	other	ADJ
easat-7679	228	22	cyt	cyt	PROPN
easat-7679	228	23	nuc	nuc	PROPN
easat-7679	228	24	miou	miou	PROPN
easat-7679	228	25	×	×	PROPN
easat-7679	228	26	×	×	NOUN
easat-7679	228	27	80.25	80.25	NUM
easat-7679	228	28	55.32	55.32	NUM
easat-7679	228	29	37.93	37.93	NUM
easat-7679	228	30	57.83	57.83	NUM
easat-7679	228	31	×	×	NOUN
easat-7679	228	32	√	√	ADV
easat-7679	228	33	81.09	81.09	NUM
easat-7679	228	34	55.53	55.53	NUM
easat-7679	228	35	39.72	39.72	NUM
easat-7679	228	36	58.78	58.78	NUM
easat-7679	228	37	√	√	PROPN
easat-7679	228	38	×	×	PROPN
easat-7679	228	39	81.21	81.21	NUM
easat-7679	228	40	56.15	56.15	NUM
easat-7679	228	41	39.45	39.45	NUM
easat-7679	228	42	58.93	58.93	NUM
easat-7679	228	43	√	√	PROPN
easat-7679	228	44	√	√	ADP
easat-7679	228	45	81.68	81.68	NUM
easat-7679	228	46	57.96	57.96	NUM
easat-7679	228	47	40.44	40.44	NUM
easat-7679	228	48	60.03	60.03	NUM
easat-7679	228	49	3305	3305	NUM
easat-7679	228	50	edelweiss	edelweiss	PROPN
easat-7679	228	51	applied	apply	VERB
easat-7679	228	52	science	science	NOUN
easat-7679	228	53	and	and	CCONJ
easat-7679	228	54	technology	technology	NOUN
easat-7679	228	55	issn	issn	PROPN
easat-7679	228	56	:	:	PUNCT
easat-7679	228	57	2576	2576	NUM
easat-7679	228	58	-	-	SYM
easat-7679	228	59	8484	8484	NUM
easat-7679	228	60	vol	vol	NOUN
easat-7679	228	61	.	.	PROPN
easat-7679	229	1	9	9	NUM
easat-7679	229	2	,	,	PUNCT
easat-7679	229	3	no	no	INTJ
easat-7679	229	4	.	.	NOUN
easat-7679	229	5	5	5	NUM
easat-7679	229	6	:	:	SYM
easat-7679	229	7	3293	3293	NUM
easat-7679	229	8	-	-	SYM
easat-7679	229	9	3308	3308	NUM
easat-7679	229	10	,	,	PUNCT
easat-7679	229	11	2025	2025	NUM
easat-7679	229	12	doi	doi	NOUN
easat-7679	229	13	:	:	PUNCT
easat-7679	229	14	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	229	15	©	©	PROPN
easat-7679	229	16	2025	2025	NUM
easat-7679	229	17	by	by	ADP
easat-7679	229	18	the	the	DET
easat-7679	229	19	authors	author	NOUN
easat-7679	229	20	;	;	PUNCT
easat-7679	229	21	licensee	licensee	PROPN
easat-7679	229	22	learning	learn	VERB
easat-7679	229	23	gate	gate	NOUN
easat-7679	229	24	table	table	NOUN
easat-7679	229	25	5	5	NUM
easat-7679	229	26	.	.	PUNCT
easat-7679	230	1	experimental	experimental	ADJ
easat-7679	230	2	results	result	NOUN
easat-7679	230	3	of	of	ADP
easat-7679	230	4	the	the	DET
easat-7679	230	5	crm	crm	NOUN
easat-7679	230	6	and	and	CCONJ
easat-7679	230	7	sacbm	sacbm	VERB
easat-7679	230	8	modules	module	NOUN
easat-7679	230	9	on	on	ADP
easat-7679	230	10	the	the	DET
easat-7679	230	11	dice	dice	NOUN
easat-7679	230	12	metric	metric	ADJ
easat-7679	230	13	for	for	ADP
easat-7679	230	14	each	each	DET
easat-7679	230	15	category	category	NOUN
easat-7679	230	16	(	(	PUNCT
easat-7679	230	17	%	%	INTJ
easat-7679	230	18	)	)	PUNCT
easat-7679	230	19	crm	crm	PROPN
easat-7679	230	20	sacbm	sacbm	VERB
easat-7679	230	21	other	other	ADJ
easat-7679	230	22	cyt	cyt	PROPN
easat-7679	230	23	nuc	nuc	PROPN
easat-7679	230	24	mdice	mdice	PROPN
easat-7679	230	25	×	×	PROPN
easat-7679	230	26	×	×	NOUN
easat-7679	230	27	89.04	89.04	NUM
easat-7679	230	28	71.23	71.23	NUM
easat-7679	230	29	55.00	55.00	NUM
easat-7679	230	30	73.28	73.28	NUM
easat-7679	230	31	×	×	NOUN
easat-7679	230	32	√	√	ADP
easat-7679	230	33	89.56	89.56	NUM
easat-7679	230	34	71.41	71.41	NUM
easat-7679	230	35	56.86	56.86	NUM
easat-7679	230	36	74.04	74.04	NUM
easat-7679	230	37	√	√	NUM
easat-7679	230	38	×	×	PROPN
easat-7679	230	39	89.63	89.63	NUM
easat-7679	230	40	71.92	71.92	NUM
easat-7679	230	41	56.58	56.58	NUM
easat-7679	230	42	74.16	74.16	NUM
easat-7679	230	43	√	√	PROPN
easat-7679	230	44	√	√	ADP
easat-7679	230	45	89.92	89.92	NUM
easat-7679	230	46	73.39	73.39	NUM
easat-7679	230	47	57.59	57.59	NUM
easat-7679	230	48	75.02	75.02	NUM
easat-7679	230	49	table	table	NOUN
easat-7679	230	50	6	6	NUM
easat-7679	230	51	.	.	PUNCT
easat-7679	231	1	experimental	experimental	ADJ
easat-7679	231	2	results	result	NOUN
easat-7679	231	3	of	of	ADP
easat-7679	231	4	the	the	DET
easat-7679	231	5	crm	crm	NOUN
easat-7679	231	6	and	and	CCONJ
easat-7679	231	7	sacbm	sacbm	VERB
easat-7679	231	8	modules	module	NOUN
easat-7679	231	9	on	on	ADP
easat-7679	231	10	the	the	DET
easat-7679	231	11	recall	recall	NOUN
easat-7679	231	12	and	and	CCONJ
easat-7679	231	13	accuracy	accuracy	NOUN
easat-7679	231	14	metrics	metric	NOUN
easat-7679	231	15	for	for	ADP
easat-7679	231	16	each	each	DET
easat-7679	231	17	category	category	NOUN
easat-7679	231	18	(	(	PUNCT
easat-7679	231	19	%	%	INTJ
easat-7679	231	20	)	)	PUNCT
easat-7679	231	21	crm	crm	PROPN
easat-7679	231	22	sacbm	sacbm	VERB
easat-7679	231	23	other	other	ADJ
easat-7679	231	24	cyt	cyt	PROPN
easat-7679	231	25	nuc	nuc	PROPN
easat-7679	232	1	pa	pa	PROPN
easat-7679	232	2	×	×	PROPN
easat-7679	232	3	×	×	PROPN
easat-7679	232	4	83.02	83.02	NUM
easat-7679	232	5	78.91	78.91	NUM
easat-7679	232	6	64.83	64.83	NUM
easat-7679	232	7	83.07	83.07	NUM
easat-7679	232	8	×	×	NOUN
easat-7679	232	9	√	√	ADP
easat-7679	232	10	82.71	82.71	NUM
easat-7679	232	11	80.70	80.70	NUM
easat-7679	232	12	67.94	67.94	NUM
easat-7679	232	13	83.64	83.64	NUM
easat-7679	232	14	√	√	PROPN
easat-7679	232	15	×	×	PROPN
easat-7679	232	16	83.33	83.33	NUM
easat-7679	232	17	80.78	80.78	NUM
easat-7679	232	18	64.57	64.57	NUM
easat-7679	232	19	83.76	83.76	NUM
easat-7679	232	20	√	√	NUM
easat-7679	232	21	√	√	PROPN
easat-7679	232	22	83.86	83.86	NUM
easat-7679	232	23	80.66	80.66	NUM
easat-7679	232	24	65.50	65.50	NUM
easat-7679	232	25	84.34	84.34	NUM
easat-7679	232	26	we	we	PRON
easat-7679	232	27	conducted	conduct	VERB
easat-7679	232	28	ablation	ablation	NOUN
easat-7679	232	29	experiments	experiment	NOUN
easat-7679	232	30	on	on	ADP
easat-7679	232	31	the	the	DET
easat-7679	232	32	two	two	NUM
easat-7679	232	33	core	core	NOUN
easat-7679	232	34	components	component	NOUN
easat-7679	232	35	of	of	ADP
easat-7679	232	36	the	the	DET
easat-7679	232	37	proposed	propose	VERB
easat-7679	232	38	method	method	NOUN
easat-7679	232	39	,	,	PUNCT
easat-7679	232	40	crm	crm	NOUN
easat-7679	232	41	and	and	CCONJ
easat-7679	232	42	sacbm	sacbm	VERB
easat-7679	232	43	,	,	PUNCT
easat-7679	232	44	to	to	PART
easat-7679	232	45	validate	validate	VERB
easat-7679	232	46	their	their	PRON
easat-7679	232	47	effectiveness	effectiveness	NOUN
easat-7679	232	48	.	.	PUNCT
easat-7679	233	1	table	table	NOUN
easat-7679	233	2	4	4	NUM
easat-7679	233	3	presents	present	VERB
easat-7679	233	4	the	the	DET
easat-7679	233	5	ablation	ablation	NOUN
easat-7679	233	6	results	result	NOUN
easat-7679	233	7	of	of	ADP
easat-7679	233	8	both	both	DET
easat-7679	233	9	modules	module	NOUN
easat-7679	233	10	on	on	ADP
easat-7679	233	11	the	the	DET
easat-7679	233	12	iou	iou	NOUN
easat-7679	233	13	metric	metric	NOUN
easat-7679	233	14	for	for	ADP
easat-7679	233	15	each	each	DET
easat-7679	233	16	category	category	NOUN
easat-7679	233	17	.	.	PUNCT
easat-7679	234	1	it	it	PRON
easat-7679	234	2	can	can	AUX
easat-7679	234	3	be	be	AUX
easat-7679	234	4	observed	observe	VERB
easat-7679	234	5	that	that	PRON
easat-7679	234	6	sacbm	sacbm	VERB
easat-7679	234	7	effectively	effectively	ADV
easat-7679	234	8	improves	improve	VERB
easat-7679	234	9	the	the	DET
easat-7679	234	10	segmentation	segmentation	NOUN
easat-7679	234	11	performance	performance	NOUN
easat-7679	234	12	of	of	ADP
easat-7679	234	13	the	the	DET
easat-7679	234	14	nucleus	nucleus	NOUN
easat-7679	234	15	,	,	PUNCT
easat-7679	234	16	primarily	primarily	ADV
easat-7679	234	17	because	because	SCONJ
easat-7679	234	18	the	the	DET
easat-7679	234	19	recognition	recognition	NOUN
easat-7679	234	20	of	of	ADP
easat-7679	234	21	the	the	DET
easat-7679	234	22	nucleus	nucleus	NOUN
easat-7679	234	23	relies	rely	VERB
easat-7679	234	24	on	on	ADP
easat-7679	234	25	the	the	DET
easat-7679	234	26	skip	skip	ADJ
easat-7679	234	27	connections	connection	NOUN
easat-7679	234	28	,	,	PUNCT
easat-7679	234	29	which	which	PRON
easat-7679	234	30	preserve	preserve	VERB
easat-7679	234	31	low	low	ADJ
easat-7679	234	32	-	-	PUNCT
easat-7679	234	33	dimensional	dimensional	ADJ
easat-7679	234	34	information	information	NOUN
easat-7679	234	35	.	.	PUNCT
easat-7679	235	1	sacbm	sacbm	VERB
easat-7679	235	2	eliminates	eliminate	NOUN
easat-7679	235	3	redundant	redundant	ADJ
easat-7679	235	4	lowdimensional	lowdimensional	ADJ
easat-7679	235	5	information	information	NOUN
easat-7679	235	6	,	,	PUNCT
easat-7679	235	7	such	such	ADJ
easat-7679	235	8	as	as	ADP
easat-7679	235	9	impurities	impurity	NOUN
easat-7679	235	10	similar	similar	ADJ
easat-7679	235	11	to	to	ADP
easat-7679	235	12	the	the	DET
easat-7679	235	13	nucleus	nucleus	NOUN
easat-7679	235	14	,	,	PUNCT
easat-7679	235	15	during	during	ADP
easat-7679	235	16	the	the	DET
easat-7679	235	17	recalibration	recalibration	NOUN
easat-7679	235	18	of	of	ADP
easat-7679	235	19	attention	attention	NOUN
easat-7679	235	20	.	.	PUNCT
easat-7679	236	1	additionally	additionally	ADV
easat-7679	236	2	,	,	PUNCT
easat-7679	236	3	it	it	PRON
easat-7679	236	4	retains	retain	VERB
easat-7679	236	5	the	the	DET
easat-7679	236	6	nucleus	nucleus	ADJ
easat-7679	236	7	semantic	semantic	ADJ
easat-7679	236	8	information	information	NOUN
easat-7679	236	9	in	in	ADP
easat-7679	236	10	the	the	DET
easat-7679	236	11	cytoplasm	cytoplasm	NOUN
easat-7679	236	12	by	by	ADP
easat-7679	236	13	leveraging	leverage	VERB
easat-7679	236	14	global	global	ADJ
easat-7679	236	15	context	context	NOUN
easat-7679	236	16	.	.	PUNCT
easat-7679	237	1	similar	similar	ADJ
easat-7679	237	2	performance	performance	NOUN
easat-7679	237	3	improvements	improvement	NOUN
easat-7679	237	4	are	be	AUX
easat-7679	237	5	observed	observe	VERB
easat-7679	237	6	in	in	ADP
easat-7679	237	7	the	the	DET
easat-7679	237	8	dice	dice	NOUN
easat-7679	237	9	metric	metric	ADJ
easat-7679	237	10	in	in	ADP
easat-7679	237	11	table	table	NOUN
easat-7679	237	12	5	5	NUM
easat-7679	237	13	and	and	CCONJ
easat-7679	237	14	the	the	DET
easat-7679	237	15	recall	recall	NOUN
easat-7679	237	16	metric	metric	ADJ
easat-7679	237	17	in	in	ADP
easat-7679	237	18	table	table	NOUN
easat-7679	237	19	6	6	NUM
easat-7679	237	20	.	.	PUNCT
easat-7679	238	1	on	on	ADP
easat-7679	238	2	the	the	DET
easat-7679	238	3	other	other	ADJ
easat-7679	238	4	hand	hand	NOUN
easat-7679	238	5	,	,	PUNCT
easat-7679	238	6	the	the	DET
easat-7679	238	7	crm	crm	NOUN
easat-7679	238	8	module	module	NOUN
easat-7679	238	9	optimizes	optimize	VERB
easat-7679	238	10	the	the	DET
easat-7679	238	11	performance	performance	NOUN
easat-7679	238	12	of	of	ADP
easat-7679	238	13	all	all	DET
easat-7679	238	14	features	feature	NOUN
easat-7679	238	15	by	by	ADP
easat-7679	238	16	channel	channel	NOUN
easat-7679	238	17	compression	compression	NOUN
easat-7679	238	18	reconstruction	reconstruction	NOUN
easat-7679	238	19	in	in	ADP
easat-7679	238	20	the	the	DET
easat-7679	238	21	first	first	ADJ
easat-7679	238	22	three	three	NUM
easat-7679	238	23	cnn	cnn	NOUN
easat-7679	238	24	stages	stage	NOUN
easat-7679	238	25	,	,	PUNCT
easat-7679	238	26	leading	lead	VERB
easat-7679	238	27	to	to	ADP
easat-7679	238	28	consistent	consistent	ADJ
easat-7679	238	29	improvements	improvement	NOUN
easat-7679	238	30	in	in	ADP
easat-7679	238	31	the	the	DET
easat-7679	238	32	iou	iou	NOUN
easat-7679	238	33	for	for	ADP
easat-7679	238	34	all	all	DET
easat-7679	238	35	three	three	NUM
easat-7679	238	36	categories	category	NOUN
easat-7679	238	37	.	.	PUNCT
easat-7679	239	1	the	the	DET
easat-7679	239	2	final	final	ADJ
easat-7679	239	3	miou	miou	NOUN
easat-7679	239	4	metric	metric	NOUN
easat-7679	239	5	shows	show	VERB
easat-7679	239	6	a	a	DET
easat-7679	239	7	1.1	1.1	NUM
easat-7679	239	8	%	%	NOUN
easat-7679	239	9	improvement	improvement	NOUN
easat-7679	239	10	over	over	ADP
easat-7679	239	11	the	the	DET
easat-7679	239	12	baseline	baseline	NOUN
easat-7679	239	13	model	model	NOUN
easat-7679	239	14	.	.	PUNCT
easat-7679	240	1	the	the	DET
easat-7679	240	2	combined	combined	ADJ
easat-7679	240	3	result	result	NOUN
easat-7679	240	4	of	of	ADP
easat-7679	240	5	both	both	DET
easat-7679	240	6	modules	module	NOUN
easat-7679	240	7	inherits	inherit	VERB
easat-7679	240	8	the	the	DET
easat-7679	240	9	advantages	advantage	NOUN
easat-7679	240	10	of	of	ADP
easat-7679	240	11	each	each	PRON
easat-7679	240	12	,	,	PUNCT
easat-7679	240	13	outperforming	outperform	VERB
easat-7679	240	14	the	the	DET
easat-7679	240	15	individual	individual	ADJ
easat-7679	240	16	use	use	NOUN
easat-7679	240	17	of	of	ADP
easat-7679	240	18	either	either	DET
easat-7679	240	19	module	module	NOUN
easat-7679	240	20	across	across	ADP
easat-7679	240	21	all	all	DET
easat-7679	240	22	metrics	metric	NOUN
easat-7679	240	23	and	and	CCONJ
easat-7679	240	24	achieving	achieve	VERB
easat-7679	240	25	the	the	DET
easat-7679	240	26	best	good	ADJ
easat-7679	240	27	miou	miou	NOUN
easat-7679	240	28	score	score	NOUN
easat-7679	240	29	of	of	ADP
easat-7679	240	30	60.03	60.03	NUM
easat-7679	240	31	%	%	NOUN
easat-7679	240	32	.	.	PUNCT
easat-7679	241	1	the	the	DET
easat-7679	241	2	differences	difference	NOUN
easat-7679	241	3	observed	observe	VERB
easat-7679	241	4	in	in	ADP
easat-7679	241	5	some	some	DET
easat-7679	241	6	categories	category	NOUN
easat-7679	241	7	between	between	ADP
easat-7679	241	8	the	the	DET
easat-7679	241	9	recall	recall	NOUN
easat-7679	241	10	and	and	CCONJ
easat-7679	241	11	iou	iou	NOUN
easat-7679	241	12	metrics	metric	NOUN
easat-7679	241	13	in	in	ADP
easat-7679	241	14	table	table	NOUN
easat-7679	241	15	6	6	NUM
easat-7679	241	16	are	be	AUX
easat-7679	241	17	primarily	primarily	ADV
easat-7679	241	18	due	due	ADJ
easat-7679	241	19	to	to	ADP
easat-7679	241	20	the	the	DET
easat-7679	241	21	fact	fact	NOUN
easat-7679	241	22	that	that	SCONJ
easat-7679	241	23	recall	recall	NOUN
easat-7679	241	24	does	do	AUX
easat-7679	241	25	not	not	PART
easat-7679	241	26	consider	consider	VERB
easat-7679	241	27	false	false	ADJ
easat-7679	241	28	negatives	negative	NOUN
easat-7679	241	29	(	(	PUNCT
easat-7679	241	30	fn	fn	NOUN
easat-7679	241	31	)	)	PUNCT
easat-7679	241	32	,	,	PUNCT
easat-7679	241	33	i.e.	i.e.	X
easat-7679	241	34	,	,	PUNCT
easat-7679	241	35	missed	miss	VERB
easat-7679	241	36	detections	detection	NOUN
easat-7679	241	37	.	.	PUNCT
easat-7679	242	1	therefore	therefore	ADV
easat-7679	242	2	,	,	PUNCT
easat-7679	242	3	iou	iou	VERB
easat-7679	242	4	and	and	CCONJ
easat-7679	242	5	dice	dice	NOUN
easat-7679	242	6	metrics	metric	NOUN
easat-7679	242	7	are	be	AUX
easat-7679	242	8	more	more	ADV
easat-7679	242	9	representative	representative	ADJ
easat-7679	242	10	compared	compare	VERB
easat-7679	242	11	to	to	PART
easat-7679	242	12	recall	recall	VERB
easat-7679	242	13	.	.	PUNCT
easat-7679	243	1	nevertheless	nevertheless	ADV
easat-7679	243	2	,	,	PUNCT
easat-7679	243	3	the	the	DET
easat-7679	243	4	final	final	ADJ
easat-7679	243	5	combined	combine	VERB
easat-7679	243	6	recall	recall	NOUN
easat-7679	243	7	metric	metric	NOUN
easat-7679	243	8	still	still	ADV
easat-7679	243	9	outperforms	outperform	VERB
easat-7679	243	10	the	the	DET
easat-7679	243	11	baseline	baseline	NOUN
easat-7679	243	12	model	model	NOUN
easat-7679	243	13	,	,	PUNCT
easat-7679	243	14	demonstrating	demonstrate	VERB
easat-7679	243	15	the	the	DET
easat-7679	243	16	effectiveness	effectiveness	NOUN
easat-7679	243	17	of	of	ADP
easat-7679	243	18	the	the	DET
easat-7679	243	19	proposed	propose	VERB
easat-7679	243	20	method	method	NOUN
easat-7679	243	21	.	.	PUNCT
easat-7679	244	1	the	the	DET
easat-7679	244	2	visualizations	visualization	NOUN
easat-7679	244	3	in	in	ADP
easat-7679	244	4	figure	figure	NOUN
easat-7679	244	5	6	6	NUM
easat-7679	244	6	also	also	ADV
easat-7679	244	7	confirm	confirm	VERB
easat-7679	244	8	the	the	DET
easat-7679	244	9	quantitative	quantitative	ADJ
easat-7679	244	10	results	result	NOUN
easat-7679	244	11	.	.	PUNCT
easat-7679	245	1	the	the	DET
easat-7679	245	2	baseline	baseline	PROPN
easat-7679	245	3	model	model	NOUN
easat-7679	245	4	retains	retain	VERB
easat-7679	245	5	more	more	ADJ
easat-7679	245	6	impurities	impurity	NOUN
easat-7679	245	7	,	,	PUNCT
easat-7679	245	8	aside	aside	ADV
easat-7679	245	9	from	from	ADP
easat-7679	245	10	the	the	DET
easat-7679	245	11	cytoplasm	cytoplasm	NOUN
easat-7679	245	12	and	and	CCONJ
easat-7679	245	13	nucleus	nucleus	NOUN
easat-7679	245	14	,	,	PUNCT
easat-7679	245	15	leading	lead	VERB
easat-7679	245	16	to	to	ADP
easat-7679	245	17	more	more	ADV
easat-7679	245	18	fragmented	fragmented	ADJ
easat-7679	245	19	and	and	CCONJ
easat-7679	245	20	damaged	damage	VERB
easat-7679	245	21	segmentation	segmentation	NOUN
easat-7679	245	22	in	in	ADP
easat-7679	245	23	the	the	DET
easat-7679	245	24	cell	cell	NOUN
easat-7679	245	25	clusters	cluster	NOUN
easat-7679	245	26	.	.	PUNCT
easat-7679	246	1	the	the	DET
easat-7679	246	2	addition	addition	NOUN
easat-7679	246	3	of	of	ADP
easat-7679	246	4	sacbm	sacbm	VERB
easat-7679	246	5	improves	improve	VERB
easat-7679	246	6	the	the	DET
easat-7679	246	7	continuity	continuity	NOUN
easat-7679	246	8	of	of	ADP
easat-7679	246	9	cell	cell	NOUN
easat-7679	246	10	clusters	cluster	NOUN
easat-7679	246	11	,	,	PUNCT
easat-7679	246	12	providing	provide	VERB
easat-7679	246	13	stronger	strong	ADJ
easat-7679	246	14	contextual	contextual	ADJ
easat-7679	246	15	representation	representation	NOUN
easat-7679	246	16	,	,	PUNCT
easat-7679	246	17	while	while	SCONJ
easat-7679	246	18	the	the	DET
easat-7679	246	19	segmentation	segmentation	NOUN
easat-7679	246	20	of	of	ADP
easat-7679	246	21	the	the	DET
easat-7679	246	22	nucleus	nucleus	NOUN
easat-7679	246	23	becomes	become	VERB
easat-7679	246	24	more	more	ADV
easat-7679	246	25	consistent	consistent	ADJ
easat-7679	246	26	and	and	CCONJ
easat-7679	246	27	complete	complete	ADJ
easat-7679	246	28	.	.	PUNCT
easat-7679	247	1	in	in	ADP
easat-7679	247	2	the	the	DET
easat-7679	247	3	case	case	NOUN
easat-7679	247	4	of	of	ADP
easat-7679	247	5	crm	crm	PROPN
easat-7679	247	6	being	be	AUX
easat-7679	247	7	added	add	VERB
easat-7679	247	8	individually	individually	ADV
easat-7679	247	9	,	,	PUNCT
easat-7679	247	10	noise	noise	NOUN
easat-7679	247	11	and	and	CCONJ
easat-7679	247	12	misidentification	misidentification	NOUN
easat-7679	247	13	interference	interference	NOUN
easat-7679	247	14	are	be	AUX
easat-7679	247	15	noticeably	noticeably	ADV
easat-7679	247	16	reduced	reduce	VERB
easat-7679	247	17	compared	compare	VERB
easat-7679	247	18	to	to	ADP
easat-7679	247	19	the	the	DET
easat-7679	247	20	baseline	baseline	NOUN
easat-7679	247	21	model	model	NOUN
easat-7679	247	22	,	,	PUNCT
easat-7679	247	23	with	with	ADP
easat-7679	247	24	improvements	improvement	NOUN
easat-7679	247	25	in	in	ADP
easat-7679	247	26	the	the	DET
easat-7679	247	27	completeness	completeness	NOUN
easat-7679	247	28	and	and	CCONJ
easat-7679	247	29	semantic	semantic	ADJ
easat-7679	247	30	accuracy	accuracy	NOUN
easat-7679	247	31	of	of	ADP
easat-7679	247	32	the	the	DET
easat-7679	247	33	cytoplasm	cytoplasm	NOUN
easat-7679	247	34	.	.	PUNCT
easat-7679	248	1	the	the	DET
easat-7679	248	2	combined	combine	VERB
easat-7679	248	3	results	result	NOUN
easat-7679	248	4	of	of	ADP
easat-7679	248	5	sacbm	sacbm	VERB
easat-7679	248	6	and	and	CCONJ
easat-7679	248	7	crm	crm	PROPN
easat-7679	248	8	achieve	achieve	VERB
easat-7679	248	9	the	the	DET
easat-7679	248	10	closest	close	ADJ
easat-7679	248	11	segmentation	segmentation	NOUN
easat-7679	248	12	to	to	ADP
easat-7679	248	13	the	the	DET
easat-7679	248	14	ground	ground	NOUN
easat-7679	248	15	truth	truth	NOUN
easat-7679	248	16	,	,	PUNCT
easat-7679	248	17	maintaining	maintain	VERB
easat-7679	248	18	correct	correct	ADJ
easat-7679	248	19	localization	localization	NOUN
easat-7679	248	20	relationships	relationship	NOUN
easat-7679	248	21	and	and	CCONJ
easat-7679	248	22	segmentation	segmentation	NOUN
easat-7679	248	23	areas	area	NOUN
easat-7679	248	24	for	for	ADP
easat-7679	248	25	the	the	DET
easat-7679	248	26	main	main	ADJ
easat-7679	248	27	body	body	NOUN
easat-7679	248	28	of	of	ADP
easat-7679	248	29	the	the	DET
easat-7679	248	30	cell	cell	NOUN
easat-7679	248	31	clusters	cluster	NOUN
easat-7679	248	32	.	.	PUNCT
easat-7679	249	1	5	5	X
easat-7679	249	2	.	.	X
easat-7679	249	3	conclusion	conclusion	NOUN
easat-7679	249	4	this	this	DET
easat-7679	249	5	paper	paper	NOUN
easat-7679	249	6	addresses	address	VERB
easat-7679	249	7	the	the	DET
easat-7679	249	8	irregularity	irregularity	NOUN
easat-7679	249	9	and	and	CCONJ
easat-7679	249	10	excessive	excessive	ADJ
easat-7679	249	11	impurity	impurity	NOUN
easat-7679	249	12	interference	interference	NOUN
easat-7679	249	13	in	in	ADP
easat-7679	249	14	cell	cell	NOUN
easat-7679	249	15	cluster	cluster	NOUN
easat-7679	249	16	images	image	NOUN
easat-7679	249	17	,	,	PUNCT
easat-7679	249	18	proposing	propose	VERB
easat-7679	249	19	a	a	DET
easat-7679	249	20	hybrid	hybrid	ADJ
easat-7679	249	21	u	u	ADJ
easat-7679	249	22	-	-	ADJ
easat-7679	249	23	net	net	ADJ
easat-7679	249	24	architecture	architecture	NOUN
easat-7679	249	25	based	base	VERB
easat-7679	249	26	on	on	ADP
easat-7679	249	27	encoding	encode	VERB
easat-7679	249	28	channel	channel	NOUN
easat-7679	249	29	reconstruction	reconstruction	NOUN
easat-7679	249	30	and	and	CCONJ
easat-7679	249	31	self	self	NOUN
easat-7679	249	32	-	-	PUNCT
easat-7679	249	33	attention	attention	NOUN
easat-7679	249	34	calibration	calibration	NOUN
easat-7679	249	35	bridging	bridging	NOUN
easat-7679	249	36	to	to	PART
easat-7679	249	37	achieve	achieve	VERB
easat-7679	249	38	weakly	weakly	ADV
easat-7679	249	39	supervised	supervised	ADJ
easat-7679	249	40	extraction	extraction	NOUN
easat-7679	249	41	of	of	ADP
easat-7679	249	42	cell	cell	NOUN
easat-7679	249	43	category	category	NOUN
easat-7679	249	44	information	information	NOUN
easat-7679	249	45	in	in	ADP
easat-7679	249	46	incomplete	incomplete	ADJ
easat-7679	249	47	labeled	label	VERB
easat-7679	249	48	cell	cell	NOUN
easat-7679	249	49	segmentation	segmentation	NOUN
easat-7679	249	50	tasks	task	NOUN
easat-7679	249	51	.	.	PUNCT
easat-7679	250	1	we	we	PRON
easat-7679	250	2	first	first	ADV
easat-7679	250	3	performed	perform	VERB
easat-7679	250	4	data	datum	NOUN
easat-7679	250	5	reconstruction	reconstruction	NOUN
easat-7679	250	6	on	on	ADP
easat-7679	250	7	incomplete	incomplete	ADJ
easat-7679	250	8	labels	label	NOUN
easat-7679	250	9	,	,	PUNCT
easat-7679	250	10	transforming	transform	VERB
easat-7679	250	11	the	the	DET
easat-7679	250	12	weakly	weakly	ADJ
easat-7679	250	13	supervised	supervised	ADJ
easat-7679	250	14	problem	problem	NOUN
easat-7679	250	15	into	into	ADP
easat-7679	250	16	a	a	DET
easat-7679	250	17	strongly	strongly	ADV
easat-7679	250	18	supervised	supervise	VERB
easat-7679	250	19	one	one	NUM
easat-7679	250	20	,	,	PUNCT
easat-7679	250	21	which	which	PRON
easat-7679	250	22	enhanced	enhance	VERB
easat-7679	250	23	the	the	DET
easat-7679	250	24	impact	impact	NOUN
easat-7679	250	25	of	of	ADP
easat-7679	250	26	positive	positive	ADJ
easat-7679	250	27	samples	sample	NOUN
easat-7679	250	28	from	from	ADP
easat-7679	250	29	prior	prior	ADJ
easat-7679	250	30	knowledge	knowledge	NOUN
easat-7679	250	31	on	on	ADP
easat-7679	250	32	the	the	DET
easat-7679	250	33	segmentation	segmentation	NOUN
easat-7679	250	34	performance	performance	NOUN
easat-7679	250	35	of	of	ADP
easat-7679	250	36	the	the	DET
easat-7679	250	37	network	network	NOUN
easat-7679	250	38	model	model	NOUN
easat-7679	250	39	.	.	PUNCT
easat-7679	251	1	additionally	additionally	ADV
easat-7679	251	2	,	,	PUNCT
easat-7679	251	3	we	we	PRON
easat-7679	251	4	developed	develop	VERB
easat-7679	251	5	a	a	DET
easat-7679	251	6	channel	channel	NOUN
easat-7679	251	7	reconstruction	reconstruction	NOUN
easat-7679	251	8	module	module	NOUN
easat-7679	251	9	in	in	ADP
easat-7679	251	10	the	the	DET
easat-7679	251	11	encoding	encoding	NOUN
easat-7679	251	12	phase	phase	NOUN
easat-7679	251	13	and	and	CCONJ
easat-7679	251	14	a	a	DET
easat-7679	251	15	self	self	NOUN
easat-7679	251	16	-	-	PUNCT
easat-7679	251	17	attention	attention	NOUN
easat-7679	251	18	calibration	calibration	NOUN
easat-7679	251	19	bridge	bridge	NOUN
easat-7679	251	20	module	module	NOUN
easat-7679	251	21	to	to	PART
easat-7679	251	22	eliminate	eliminate	VERB
easat-7679	251	23	feature	feature	NOUN
easat-7679	251	24	redundancy	redundancy	NOUN
easat-7679	251	25	in	in	ADP
easat-7679	251	26	the	the	DET
easat-7679	251	27	convolutional	convolutional	ADJ
easat-7679	251	28	stage	stage	NOUN
easat-7679	251	29	and	and	CCONJ
easat-7679	251	30	to	to	PART
easat-7679	251	31	pre	pre	VERB
easat-7679	251	32	-	-	VERB
easat-7679	251	33	attend	attend	VERB
easat-7679	251	34	3306	3306	NUM
easat-7679	251	35	edelweiss	edelweiss	PROPN
easat-7679	251	36	applied	apply	VERB
easat-7679	251	37	science	science	NOUN
easat-7679	251	38	and	and	CCONJ
easat-7679	251	39	technology	technology	NOUN
easat-7679	251	40	issn	issn	PROPN
easat-7679	251	41	:	:	PUNCT
easat-7679	251	42	2576	2576	NUM
easat-7679	251	43	-	-	SYM
easat-7679	251	44	8484	8484	NUM
easat-7679	251	45	vol	vol	NOUN
easat-7679	251	46	.	.	PROPN
easat-7679	252	1	9	9	NUM
easat-7679	252	2	,	,	PUNCT
easat-7679	252	3	no	no	INTJ
easat-7679	252	4	.	.	NOUN
easat-7679	252	5	5	5	NUM
easat-7679	252	6	:	:	SYM
easat-7679	252	7	3293	3293	NUM
easat-7679	252	8	-	-	SYM
easat-7679	252	9	3308	3308	NUM
easat-7679	252	10	,	,	PUNCT
easat-7679	252	11	2025	2025	NUM
easat-7679	252	12	doi	doi	NOUN
easat-7679	252	13	:	:	PUNCT
easat-7679	252	14	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	252	15	©	©	PROPN
easat-7679	252	16	2025	2025	NUM
easat-7679	252	17	by	by	ADP
easat-7679	252	18	the	the	DET
easat-7679	252	19	authors	author	NOUN
easat-7679	252	20	;	;	PUNCT
easat-7679	252	21	licensee	licensee	PROPN
easat-7679	252	22	learning	learning	NOUN
easat-7679	252	23	gate	gate	NOUN
easat-7679	252	24	to	to	ADP
easat-7679	252	25	foreground	foreground	NOUN
easat-7679	252	26	objects	object	NOUN
easat-7679	252	27	in	in	ADP
easat-7679	252	28	shallow	shallow	ADJ
easat-7679	252	29	features	feature	NOUN
easat-7679	252	30	,	,	PUNCT
easat-7679	252	31	significantly	significantly	ADV
easat-7679	252	32	improving	improve	VERB
easat-7679	252	33	the	the	DET
easat-7679	252	34	semantic	semantic	ADJ
easat-7679	252	35	understanding	understanding	NOUN
easat-7679	252	36	of	of	ADP
easat-7679	252	37	lowdimensional	lowdimensional	ADJ
easat-7679	252	38	information	information	NOUN
easat-7679	252	39	.	.	PUNCT
easat-7679	253	1	the	the	DET
easat-7679	253	2	proposed	propose	VERB
easat-7679	253	3	method	method	NOUN
easat-7679	253	4	was	be	AUX
easat-7679	253	5	tested	test	VERB
easat-7679	253	6	and	and	CCONJ
easat-7679	253	7	validated	validate	VERB
easat-7679	253	8	on	on	ADP
easat-7679	253	9	the	the	DET
easat-7679	253	10	publicly	publicly	ADV
easat-7679	253	11	available	available	ADJ
easat-7679	253	12	weakly	weakly	ADJ
easat-7679	253	13	supervised	supervised	ADJ
easat-7679	253	14	cell	cell	NOUN
easat-7679	253	15	segmentation	segmentation	NOUN
easat-7679	253	16	dataset	dataset	VERB
easat-7679	253	17	sipakmed	sipakmed	ADJ
easat-7679	253	18	.	.	PUNCT
easat-7679	254	1	through	through	ADP
easat-7679	254	2	comparative	comparative	ADJ
easat-7679	254	3	experiments	experiment	NOUN
easat-7679	254	4	and	and	CCONJ
easat-7679	254	5	ablation	ablation	NOUN
easat-7679	254	6	studies	study	NOUN
easat-7679	254	7	,	,	PUNCT
easat-7679	254	8	the	the	DET
easat-7679	254	9	modules	module	NOUN
easat-7679	254	10	proposed	propose	VERB
easat-7679	254	11	in	in	ADP
easat-7679	254	12	this	this	DET
easat-7679	254	13	paper	paper	NOUN
easat-7679	254	14	achieved	achieve	VERB
easat-7679	254	15	excellent	excellent	ADJ
easat-7679	254	16	performance	performance	NOUN
easat-7679	254	17	in	in	ADP
easat-7679	254	18	both	both	CCONJ
easat-7679	254	19	quantitative	quantitative	ADJ
easat-7679	254	20	metrics	metric	NOUN
easat-7679	254	21	and	and	CCONJ
easat-7679	254	22	visual	visual	ADJ
easat-7679	254	23	analysis	analysis	NOUN
easat-7679	254	24	,	,	PUNCT
easat-7679	254	25	outperforming	outperform	VERB
easat-7679	254	26	other	other	ADJ
easat-7679	254	27	semantic	semantic	ADJ
easat-7679	254	28	segmentation	segmentation	NOUN
easat-7679	254	29	networks	network	NOUN
easat-7679	254	30	in	in	ADP
easat-7679	254	31	terms	term	NOUN
easat-7679	254	32	of	of	ADP
easat-7679	254	33	miou	miou	NOUN
easat-7679	254	34	,	,	PUNCT
easat-7679	254	35	dice	dice	NOUN
easat-7679	254	36	,	,	PUNCT
easat-7679	254	37	and	and	CCONJ
easat-7679	254	38	other	other	ADJ
easat-7679	254	39	indicators	indicator	NOUN
easat-7679	254	40	.	.	PUNCT
easat-7679	255	1	funding	funding	NOUN
easat-7679	255	2	:	:	PUNCT
easat-7679	255	3	this	this	DET
easat-7679	255	4	research	research	NOUN
easat-7679	255	5	was	be	AUX
easat-7679	255	6	funded	fund	VERB
easat-7679	255	7	by	by	ADP
easat-7679	255	8	anhui	anhui	PROPN
easat-7679	255	9	province	province	PROPN
easat-7679	255	10	quality	quality	PROPN
easat-7679	255	11	engineering	engineering	NOUN
easat-7679	255	12	project	project	NOUN
easat-7679	255	13	grant	grant	NOUN
easat-7679	255	14	number2020mooc194	number2020mooc194	PROPN
easat-7679	255	15	and	and	CCONJ
easat-7679	255	16	anhui	anhui	PROPN
easat-7679	255	17	province	province	PROPN
easat-7679	255	18	quality	quality	PROPN
easat-7679	255	19	engineering	engineering	NOUN
easat-7679	255	20	project	project	NOUN
easat-7679	255	21	grant	grant	NOUN
easat-7679	255	22	number	number	NOUN
easat-7679	255	23	2024cxtdx02	2024cxtdx02	NUM
easat-7679	255	24	transparency	transparency	NOUN
easat-7679	255	25	:	:	PUNCT
easat-7679	255	26	the	the	DET
easat-7679	255	27	authors	author	NOUN
easat-7679	255	28	confirm	confirm	VERB
easat-7679	255	29	that	that	SCONJ
easat-7679	255	30	the	the	DET
easat-7679	255	31	manuscript	manuscript	NOUN
easat-7679	255	32	is	be	AUX
easat-7679	255	33	an	an	DET
easat-7679	255	34	honest	honest	ADJ
easat-7679	255	35	,	,	PUNCT
easat-7679	255	36	accurate	accurate	ADJ
easat-7679	255	37	,	,	PUNCT
easat-7679	255	38	and	and	CCONJ
easat-7679	255	39	transparent	transparent	ADJ
easat-7679	255	40	account	account	NOUN
easat-7679	255	41	of	of	ADP
easat-7679	255	42	the	the	DET
easat-7679	255	43	study	study	NOUN
easat-7679	255	44	;	;	PUNCT
easat-7679	255	45	that	that	SCONJ
easat-7679	255	46	no	no	DET
easat-7679	255	47	vital	vital	ADJ
easat-7679	255	48	features	feature	NOUN
easat-7679	255	49	of	of	ADP
easat-7679	255	50	the	the	DET
easat-7679	255	51	study	study	NOUN
easat-7679	255	52	have	have	AUX
easat-7679	255	53	been	be	AUX
easat-7679	255	54	omitted	omit	VERB
easat-7679	255	55	;	;	PUNCT
easat-7679	255	56	and	and	CCONJ
easat-7679	255	57	that	that	SCONJ
easat-7679	255	58	any	any	DET
easat-7679	255	59	discrepancies	discrepancy	NOUN
easat-7679	255	60	from	from	ADP
easat-7679	255	61	the	the	DET
easat-7679	255	62	study	study	NOUN
easat-7679	255	63	as	as	SCONJ
easat-7679	255	64	planned	plan	VERB
easat-7679	255	65	have	have	AUX
easat-7679	255	66	been	be	AUX
easat-7679	255	67	explained	explain	VERB
easat-7679	255	68	.	.	PUNCT
easat-7679	256	1	this	this	DET
easat-7679	256	2	study	study	NOUN
easat-7679	256	3	followed	follow	VERB
easat-7679	256	4	all	all	DET
easat-7679	256	5	ethical	ethical	ADJ
easat-7679	256	6	practices	practice	NOUN
easat-7679	256	7	during	during	ADP
easat-7679	256	8	writing	writing	NOUN
easat-7679	256	9	.	.	PUNCT
easat-7679	257	1	acknowledgments	acknowledgment	NOUN
easat-7679	257	2	:	:	PUNCT
easat-7679	258	1	i	i	PRON
easat-7679	258	2	also	also	ADV
easat-7679	258	3	wish	wish	VERB
easat-7679	258	4	to	to	PART
easat-7679	258	5	thank	thank	VERB
easat-7679	258	6	my	my	PRON
easat-7679	258	7	family	family	NOUN
easat-7679	258	8	for	for	ADP
easat-7679	258	9	their	their	PRON
easat-7679	258	10	unwavering	unwavering	ADJ
easat-7679	258	11	support	support	NOUN
easat-7679	258	12	and	and	CCONJ
easat-7679	258	13	encouragement	encouragement	NOUN
easat-7679	258	14	.	.	PUNCT
easat-7679	259	1	their	their	PRON
easat-7679	259	2	love	love	NOUN
easat-7679	259	3	and	and	CCONJ
easat-7679	259	4	understanding	understanding	NOUN
easat-7679	259	5	have	have	AUX
easat-7679	259	6	been	be	AUX
easat-7679	259	7	a	a	DET
easat-7679	259	8	constant	constant	ADJ
easat-7679	259	9	source	source	NOUN
easat-7679	259	10	of	of	ADP
easat-7679	259	11	strength	strength	NOUN
easat-7679	259	12	throughout	throughout	ADP
easat-7679	259	13	this	this	DET
easat-7679	259	14	journey	journey	NOUN
easat-7679	259	15	.	.	PUNCT
easat-7679	260	1	copyright	copyright	NOUN
easat-7679	260	2	:	:	PUNCT
easat-7679	260	3	©	©	PROPN
easat-7679	260	4	2025	2025	NUM
easat-7679	260	5	by	by	ADP
easat-7679	260	6	the	the	DET
easat-7679	260	7	authors	author	NOUN
easat-7679	260	8	.	.	PUNCT
easat-7679	261	1	this	this	DET
easat-7679	261	2	open	open	ADJ
easat-7679	261	3	-	-	PUNCT
easat-7679	261	4	access	access	NOUN
easat-7679	261	5	article	article	NOUN
easat-7679	261	6	is	be	AUX
easat-7679	261	7	distributed	distribute	VERB
easat-7679	261	8	under	under	ADP
easat-7679	261	9	the	the	DET
easat-7679	261	10	terms	term	NOUN
easat-7679	261	11	and	and	CCONJ
easat-7679	261	12	conditions	condition	NOUN
easat-7679	261	13	of	of	ADP
easat-7679	261	14	the	the	DET
easat-7679	261	15	creative	creative	ADJ
easat-7679	261	16	commons	common	NOUN
easat-7679	261	17	attribution	attribution	NOUN
easat-7679	261	18	(	(	PUNCT
easat-7679	261	19	cc	cc	NOUN
easat-7679	261	20	by	by	ADP
easat-7679	261	21	)	)	PUNCT
easat-7679	261	22	license	license	NOUN
easat-7679	261	23	(	(	PUNCT
easat-7679	261	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-7679	261	25	)	)	PUNCT
easat-7679	261	26	.	.	PUNCT
easat-7679	262	1	references	reference	NOUN
easat-7679	262	2	[	[	X
easat-7679	262	3	1	1	NUM
easat-7679	262	4	]	]	PUNCT
easat-7679	262	5	l.	l.	PROPN
easat-7679	262	6	wang	wang	PROPN
easat-7679	262	7	,	,	PUNCT
easat-7679	262	8	r.	r.	PROPN
easat-7679	262	9	li	li	PROPN
easat-7679	262	10	,	,	PUNCT
easat-7679	262	11	c.	c.	PROPN
easat-7679	262	12	duan	duan	PROPN
easat-7679	262	13	,	,	PUNCT
easat-7679	262	14	c.	c.	PROPN
easat-7679	262	15	zhang	zhang	PROPN
easat-7679	262	16	,	,	PUNCT
easat-7679	262	17	x.	x.	PROPN
easat-7679	262	18	meng	meng	PROPN
easat-7679	262	19	,	,	PUNCT
easat-7679	262	20	and	and	CCONJ
easat-7679	262	21	s.	s.	PROPN
easat-7679	262	22	fang	fang	PROPN
easat-7679	262	23	,	,	PUNCT
easat-7679	262	24	"	"	PUNCT
easat-7679	262	25	a	a	DET
easat-7679	262	26	novel	novel	ADJ
easat-7679	262	27	transformer	transformer	NOUN
easat-7679	262	28	based	base	VERB
easat-7679	262	29	semantic	semantic	ADJ
easat-7679	262	30	segmentation	segmentation	NOUN
easat-7679	262	31	scheme	scheme	NOUN
easat-7679	262	32	for	for	ADP
easat-7679	262	33	fine	fine	ADJ
easat-7679	262	34	-	-	PUNCT
easat-7679	262	35	resolution	resolution	NOUN
easat-7679	262	36	remote	remote	ADJ
easat-7679	262	37	sensing	sensing	NOUN
easat-7679	262	38	images	image	NOUN
easat-7679	262	39	,	,	PUNCT
easat-7679	262	40	"	"	PUNCT
easat-7679	262	41	ieee	ieee	NOUN
easat-7679	262	42	geoscience	geoscience	NOUN
easat-7679	262	43	and	and	CCONJ
easat-7679	262	44	remote	remote	ADJ
easat-7679	262	45	sensing	sense	VERB
easat-7679	262	46	letters	letter	NOUN
easat-7679	262	47	,	,	PUNCT
easat-7679	262	48	vol	vol	NOUN
easat-7679	262	49	.	.	PROPN
easat-7679	262	50	19	19	NUM
easat-7679	262	51	,	,	PUNCT
easat-7679	262	52	pp	pp	ADJ
easat-7679	262	53	.	.	PUNCT
easat-7679	263	1	1	1	NUM
easat-7679	263	2	-	-	SYM
easat-7679	263	3	5	5	NUM
easat-7679	263	4	,	,	PUNCT
easat-7679	263	5	2022	2022	NUM
easat-7679	263	6	.	.	PUNCT
easat-7679	264	1	https://doi.org/10.1109/lgrs.2022.3144214	https://doi.org/10.1109/lgrs.2022.3144214	PROPN
easat-7679	264	2	[	[	X
easat-7679	264	3	2	2	NUM
easat-7679	264	4	]	]	PUNCT
easat-7679	264	5	a.	a.	NOUN
easat-7679	264	6	froidure	froidure	PROPN
easat-7679	264	7	et	et	PROPN
easat-7679	264	8	al	al	PROPN
easat-7679	264	9	.	.	PROPN
easat-7679	264	10	,	,	PUNCT
easat-7679	264	11	"	"	PUNCT
easat-7679	264	12	correlation	correlation	NOUN
easat-7679	264	13	of	of	ADP
easat-7679	264	14	bal	bal	PROPN
easat-7679	264	15	cell	cell	NOUN
easat-7679	264	16	count	count	NOUN
easat-7679	264	17	and	and	CCONJ
easat-7679	264	18	pulmonary	pulmonary	ADJ
easat-7679	264	19	function	function	NOUN
easat-7679	264	20	tests	test	NOUN
easat-7679	264	21	in	in	ADP
easat-7679	264	22	the	the	DET
easat-7679	264	23	era	era	NOUN
easat-7679	264	24	of	of	ADP
easat-7679	264	25	antifibrotics	antifibrotic	NOUN
easat-7679	264	26	:	:	PUNCT
easat-7679	264	27	data	datum	NOUN
easat-7679	264	28	from	from	ADP
easat-7679	264	29	the	the	DET
easat-7679	264	30	belgium	belgium	PROPN
easat-7679	264	31	-	-	PUNCT
easat-7679	264	32	luxembourg	luxembourg	PROPN
easat-7679	264	33	idiopathic	idiopathic	ADJ
easat-7679	264	34	pulmonary	pulmonary	ADJ
easat-7679	264	35	fibrosis	fibrosis	NOUN
easat-7679	264	36	registry	registry	NOUN
easat-7679	264	37	,	,	PUNCT
easat-7679	264	38	"	"	PUNCT
easat-7679	264	39	chest	chest	NOUN
easat-7679	264	40	,	,	PUNCT
easat-7679	264	41	vol	vol	NOUN
easat-7679	264	42	.	.	PROPN
easat-7679	264	43	163	163	NUM
easat-7679	264	44	,	,	PUNCT
easat-7679	264	45	no	no	INTJ
easat-7679	264	46	.	.	NOUN
easat-7679	264	47	2	2	NUM
easat-7679	264	48	,	,	PUNCT
easat-7679	264	49	pp	pp	ADJ
easat-7679	264	50	.	.	PUNCT
easat-7679	265	1	358	358	NUM
easat-7679	265	2	-	-	SYM
easat-7679	265	3	361	361	NUM
easat-7679	265	4	,	,	PUNCT
easat-7679	265	5	2023	2023	NUM
easat-7679	265	6	.	.	PUNCT
easat-7679	266	1	https://doi.org/10.1016/j.chest.2022.11.007	https://doi.org/10.1016/j.chest.2022.11.007	NOUN
easat-7679	266	2	[	[	X
easat-7679	266	3	3	3	X
easat-7679	266	4	]	]	PUNCT
easat-7679	266	5	s.	s.	PROPN
easat-7679	266	6	shafi	shafi	PROPN
easat-7679	266	7	and	and	CCONJ
easat-7679	266	8	a.	a.	PROPN
easat-7679	266	9	v.	v.	PROPN
easat-7679	266	10	parwani	parwani	PROPN
easat-7679	266	11	,	,	PUNCT
easat-7679	266	12	"	"	PUNCT
easat-7679	266	13	artificial	artificial	ADJ
easat-7679	266	14	intelligence	intelligence	NOUN
easat-7679	266	15	in	in	ADP
easat-7679	266	16	diagnostic	diagnostic	ADJ
easat-7679	266	17	pathology	pathology	NOUN
easat-7679	266	18	,	,	PUNCT
easat-7679	266	19	"	"	PUNCT
easat-7679	266	20	diagnostic	diagnostic	ADJ
easat-7679	266	21	pathology	pathology	NOUN
easat-7679	266	22	,	,	PUNCT
easat-7679	266	23	vol	vol	NOUN
easat-7679	266	24	.	.	PROPN
easat-7679	266	25	18	18	NUM
easat-7679	266	26	,	,	PUNCT
easat-7679	266	27	no	no	INTJ
easat-7679	266	28	.	.	NOUN
easat-7679	266	29	1	1	NUM
easat-7679	266	30	,	,	PUNCT
easat-7679	266	31	p.	p.	NOUN
easat-7679	266	32	109	109	NUM
easat-7679	266	33	,	,	PUNCT
easat-7679	266	34	2023	2023	NUM
easat-7679	266	35	.	.	PUNCT
easat-7679	267	1	https://doi.org/10.1186/s13000-023-01356-3	https://doi.org/10.1186/s13000-023-01356-3	NUM
easat-7679	268	1	[	[	X
easat-7679	268	2	4	4	X
easat-7679	268	3	]	]	PUNCT
easat-7679	268	4	j.	j.	PROPN
easat-7679	268	5	feng	feng	PROPN
easat-7679	268	6	,	,	PUNCT
easat-7679	268	7	j.	j.	PROPN
easat-7679	268	8	neuzil	neuzil	PROPN
easat-7679	268	9	,	,	PUNCT
easat-7679	268	10	a.	a.	NOUN
easat-7679	268	11	manz	manz	PROPN
easat-7679	268	12	,	,	PUNCT
easat-7679	268	13	c.	c.	PROPN
easat-7679	268	14	iliescu	iliescu	PROPN
easat-7679	268	15	,	,	PUNCT
easat-7679	268	16	and	and	CCONJ
easat-7679	268	17	p.	p.	PROPN
easat-7679	268	18	neuzil	neuzil	PROPN
easat-7679	268	19	,	,	PUNCT
easat-7679	268	20	"	"	PUNCT
easat-7679	268	21	microfluidic	microfluidic	ADJ
easat-7679	268	22	trends	trend	NOUN
easat-7679	268	23	in	in	ADP
easat-7679	268	24	drug	drug	NOUN
easat-7679	268	25	screening	screening	NOUN
easat-7679	268	26	and	and	CCONJ
easat-7679	268	27	drug	drug	NOUN
easat-7679	268	28	delivery	delivery	NOUN
easat-7679	268	29	,	,	PUNCT
easat-7679	268	30	"	"	PUNCT
easat-7679	268	31	trac	trac	NOUN
easat-7679	268	32	trends	trend	NOUN
easat-7679	268	33	in	in	ADP
easat-7679	268	34	analytical	analytical	ADJ
easat-7679	268	35	chemistry	chemistry	NOUN
easat-7679	268	36	,	,	PUNCT
easat-7679	268	37	vol	vol	NOUN
easat-7679	268	38	.	.	PROPN
easat-7679	268	39	158	158	NUM
easat-7679	268	40	,	,	PUNCT
easat-7679	268	41	p.	p.	NOUN
easat-7679	268	42	116821	116821	NUM
easat-7679	268	43	,	,	PUNCT
easat-7679	268	44	2023	2023	NUM
easat-7679	268	45	.	.	PUNCT
easat-7679	269	1	https://doi.org/10.1016/j.trac.2023.116821	https://doi.org/10.1016/j.trac.2023.116821	NOUN
easat-7679	270	1	[	[	X
easat-7679	270	2	5	5	NUM
easat-7679	270	3	]	]	PUNCT
easat-7679	270	4	p.	p.	PROPN
easat-7679	270	5	l.	l.	PROPN
easat-7679	270	6	kavanagh	kavanagh	PROPN
easat-7679	270	7	,	,	PUNCT
easat-7679	270	8	t.	t.	PROPN
easat-7679	270	9	a.	a.	NOUN
easat-7679	270	10	fasipe	fasipe	PROPN
easat-7679	270	11	,	,	PUNCT
easat-7679	270	12	and	and	CCONJ
easat-7679	270	13	t.	t.	PROPN
easat-7679	270	14	wun	wun	PROPN
easat-7679	270	15	,	,	PUNCT
easat-7679	270	16	"	"	PUNCT
easat-7679	270	17	sickle	sickle	NOUN
easat-7679	270	18	cell	cell	NOUN
easat-7679	270	19	disease	disease	NOUN
easat-7679	270	20	:	:	PUNCT
easat-7679	270	21	a	a	DET
easat-7679	270	22	review	review	NOUN
easat-7679	270	23	,	,	PUNCT
easat-7679	270	24	"	"	PUNCT
easat-7679	270	25	jama	jama	NOUN
easat-7679	270	26	,	,	PUNCT
easat-7679	270	27	vol	vol	NOUN
easat-7679	270	28	.	.	PROPN
easat-7679	270	29	328	328	NUM
easat-7679	270	30	,	,	PUNCT
easat-7679	270	31	no	no	INTJ
easat-7679	270	32	.	.	NOUN
easat-7679	270	33	1	1	NUM
easat-7679	270	34	,	,	PUNCT
easat-7679	270	35	pp	pp	ADJ
easat-7679	270	36	.	.	PUNCT
easat-7679	271	1	57	57	NUM
easat-7679	271	2	-	-	SYM
easat-7679	271	3	68	68	NUM
easat-7679	271	4	,	,	PUNCT
easat-7679	271	5	2022	2022	NUM
easat-7679	271	6	.	.	PUNCT
easat-7679	272	1	https://doi.org/10.1001/jama.2022.10224	https://doi.org/10.1001/jama.2022.10224	PROPN
easat-7679	272	2	[	[	X
easat-7679	272	3	6	6	NUM
easat-7679	272	4	]	]	PUNCT
easat-7679	272	5	l.	l.	PROPN
easat-7679	272	6	abualigah	abualigah	PROPN
easat-7679	272	7	,	,	PUNCT
easat-7679	272	8	k.	k.	PROPN
easat-7679	272	9	h.	h.	PROPN
easat-7679	272	10	almotairi	almotairi	PROPN
easat-7679	272	11	,	,	PUNCT
easat-7679	272	12	and	and	CCONJ
easat-7679	272	13	m.	m.	NOUN
easat-7679	272	14	a.	a.	PROPN
easat-7679	272	15	elaziz	elaziz	PROPN
easat-7679	272	16	,	,	PUNCT
easat-7679	272	17	"	"	PUNCT
easat-7679	272	18	multilevel	multilevel	ADJ
easat-7679	272	19	thresholding	thresholding	NOUN
easat-7679	272	20	image	image	NOUN
easat-7679	272	21	segmentation	segmentation	NOUN
easat-7679	272	22	using	use	VERB
easat-7679	272	23	meta	meta	ADJ
easat-7679	272	24	-	-	PUNCT
easat-7679	272	25	heuristic	heuristic	ADJ
easat-7679	272	26	optimization	optimization	NOUN
easat-7679	272	27	algorithms	algorithm	NOUN
easat-7679	272	28	:	:	PUNCT
easat-7679	272	29	comparative	comparative	ADJ
easat-7679	272	30	analysis	analysis	NOUN
easat-7679	272	31	,	,	PUNCT
easat-7679	272	32	open	open	ADJ
easat-7679	272	33	challenges	challenge	NOUN
easat-7679	272	34	and	and	CCONJ
easat-7679	272	35	new	new	ADJ
easat-7679	272	36	trends	trend	NOUN
easat-7679	272	37	,	,	PUNCT
easat-7679	272	38	"	"	PUNCT
easat-7679	272	39	applied	apply	VERB
easat-7679	272	40	intelligence	intelligence	NOUN
easat-7679	272	41	,	,	PUNCT
easat-7679	272	42	vol	vol	NOUN
easat-7679	272	43	.	.	PROPN
easat-7679	273	1	53	53	NUM
easat-7679	273	2	,	,	PUNCT
easat-7679	273	3	no	no	INTJ
easat-7679	273	4	.	.	NOUN
easat-7679	273	5	10	10	NUM
easat-7679	273	6	,	,	PUNCT
easat-7679	273	7	pp	pp	ADJ
easat-7679	273	8	.	.	PUNCT
easat-7679	274	1	11654	11654	NUM
easat-7679	274	2	-	-	SYM
easat-7679	274	3	11704	11704	NUM
easat-7679	274	4	,	,	PUNCT
easat-7679	274	5	2023	2023	NUM
easat-7679	274	6	.	.	PUNCT
easat-7679	275	1	https://doi.org/10.1007/s10462-023-02216-9	https://doi.org/10.1007/s10462-023-02216-9	NOUN
easat-7679	276	1	[	[	X
easat-7679	276	2	7	7	X
easat-7679	276	3	]	]	X
easat-7679	276	4	j.	j.	PROPN
easat-7679	276	5	jing	jing	PROPN
easat-7679	276	6	,	,	PUNCT
easat-7679	276	7	s.	s.	PROPN
easat-7679	276	8	liu	liu	PROPN
easat-7679	276	9	,	,	PUNCT
easat-7679	276	10	g.	g.	PROPN
easat-7679	276	11	wang	wang	PROPN
easat-7679	276	12	,	,	PUNCT
easat-7679	276	13	w.	w.	PROPN
easat-7679	276	14	zhang	zhang	PROPN
easat-7679	276	15	,	,	PUNCT
easat-7679	276	16	and	and	CCONJ
easat-7679	276	17	c.	c.	PROPN
easat-7679	276	18	sun	sun	PROPN
easat-7679	276	19	,	,	PUNCT
easat-7679	276	20	"	"	PUNCT
easat-7679	276	21	recent	recent	ADJ
easat-7679	276	22	advances	advance	NOUN
easat-7679	276	23	on	on	ADP
easat-7679	276	24	image	image	NOUN
easat-7679	276	25	edge	edge	NOUN
easat-7679	276	26	detection	detection	NOUN
easat-7679	276	27	:	:	PUNCT
easat-7679	276	28	a	a	DET
easat-7679	276	29	comprehensive	comprehensive	ADJ
easat-7679	276	30	review	review	NOUN
easat-7679	276	31	,	,	PUNCT
easat-7679	276	32	"	"	PUNCT
easat-7679	276	33	neurocomputing	neurocomputing	NOUN
easat-7679	276	34	,	,	PUNCT
easat-7679	276	35	vol	vol	NOUN
easat-7679	276	36	.	.	PROPN
easat-7679	277	1	503	503	NUM
easat-7679	277	2	,	,	PUNCT
easat-7679	277	3	pp	pp	ADJ
easat-7679	277	4	.	.	PUNCT
easat-7679	278	1	259	259	NUM
easat-7679	278	2	-	-	SYM
easat-7679	278	3	271	271	NUM
easat-7679	278	4	,	,	PUNCT
easat-7679	278	5	2022	2022	NUM
easat-7679	278	6	.	.	PUNCT
easat-7679	279	1	https://doi.org/10.1016/j.neucom.2022.08.065	https://doi.org/10.1016/j.neucom.2022.08.065	PROPN
easat-7679	280	1	[	[	X
easat-7679	280	2	8	8	NUM
easat-7679	280	3	]	]	X
easat-7679	280	4	r.	r.	PROPN
easat-7679	280	5	sun	sun	PROPN
easat-7679	280	6	et	et	PROPN
easat-7679	280	7	al	al	PROPN
easat-7679	280	8	.	.	PROPN
easat-7679	280	9	,	,	PUNCT
easat-7679	280	10	"	"	PUNCT
easat-7679	280	11	survey	survey	NOUN
easat-7679	280	12	of	of	ADP
easat-7679	280	13	image	image	NOUN
easat-7679	280	14	edge	edge	NOUN
easat-7679	280	15	detection	detection	NOUN
easat-7679	280	16	,	,	PUNCT
easat-7679	280	17	"	"	PUNCT
easat-7679	280	18	frontiers	frontier	NOUN
easat-7679	280	19	in	in	ADP
easat-7679	280	20	signal	signal	NOUN
easat-7679	280	21	processing	processing	NOUN
easat-7679	280	22	,	,	PUNCT
easat-7679	280	23	vol	vol	NOUN
easat-7679	280	24	.	.	PROPN
easat-7679	280	25	2	2	NUM
easat-7679	280	26	,	,	PUNCT
easat-7679	280	27	p.	p.	NOUN
easat-7679	280	28	826967	826967	NUM
easat-7679	280	29	,	,	PUNCT
easat-7679	280	30	2022	2022	NUM
easat-7679	280	31	.	.	PUNCT
easat-7679	281	1	https://doi.org/10.3389/fsigp.2022.826967	https://doi.org/10.3389/fsigp.2022.826967	PROPN
easat-7679	282	1	[	[	X
easat-7679	282	2	9	9	NUM
easat-7679	282	3	]	]	X
easat-7679	282	4	n.	n.	PROPN
easat-7679	282	5	s.	s.	PROPN
easat-7679	282	6	m.	m.	PROPN
easat-7679	282	7	raja	raja	PROPN
easat-7679	282	8	,	,	PUNCT
easat-7679	282	9	s.	s.	PROPN
easat-7679	282	10	l.	l.	PROPN
easat-7679	282	11	fernandes	fernandes	PROPN
easat-7679	282	12	,	,	PUNCT
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easat-7679	282	15	,	,	PUNCT
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easat-7679	282	17	c.	c.	PROPN
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easat-7679	282	19	,	,	PUNCT
easat-7679	282	20	and	and	CCONJ
easat-7679	282	21	v.	v.	ADP
easat-7679	282	22	rajinikanth	rajinikanth	NOUN
easat-7679	282	23	,	,	PUNCT
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easat-7679	282	25	contrast	contrast	VERB
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easat-7679	282	27	medical	medical	ADJ
easat-7679	282	28	mri	mri	NOUN
easat-7679	282	29	evaluation	evaluation	NOUN
easat-7679	282	30	using	use	VERB
easat-7679	282	31	tsallis	tsalli	NOUN
easat-7679	282	32	entropy	entropy	PROPN
easat-7679	282	33	and	and	CCONJ
easat-7679	282	34	region	region	NOUN
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easat-7679	282	36	segmentation	segmentation	NOUN
easat-7679	282	37	,	,	PUNCT
easat-7679	282	38	"	"	PUNCT
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easat-7679	282	41	ambient	ambient	ADJ
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easat-7679	282	43	and	and	CCONJ
easat-7679	282	44	humanized	humanize	VERB
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easat-7679	282	46	,	,	PUNCT
easat-7679	282	47	pp	pp	ADJ
easat-7679	282	48	.	.	PUNCT
easat-7679	283	1	1	1	NUM
easat-7679	283	2	-	-	SYM
easat-7679	283	3	12	12	NUM
easat-7679	283	4	,	,	PUNCT
easat-7679	283	5	2024	2024	NUM
easat-7679	283	6	.	.	PUNCT
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easat-7679	284	2	10	10	NUM
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easat-7679	284	4	f.	f.	PROPN
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easat-7679	284	6	,	,	PUNCT
easat-7679	284	7	d.	d.	PROPN
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easat-7679	284	9	,	,	PUNCT
easat-7679	284	10	and	and	CCONJ
easat-7679	284	11	b.	b.	PROPN
easat-7679	284	12	susilo	susilo	PROPN
easat-7679	284	13	,	,	PUNCT
easat-7679	284	14	"	"	PUNCT
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easat-7679	284	22	retinopathy	retinopathy	ADJ
easat-7679	284	23	menggunakan	menggunakan	PROPN
easat-7679	284	24	metode	metode	PROPN
easat-7679	284	25	region	region	PROPN
easat-7679	284	26	growing	grow	VERB
easat-7679	284	27	,	,	PUNCT
easat-7679	284	28	"	"	PUNCT
easat-7679	284	29	rekursif	rekursif	NOUN
easat-7679	284	30	:	:	PUNCT
easat-7679	284	31	jurnal	jurnal	ADJ
easat-7679	284	32	informatika	informatika	PROPN
easat-7679	284	33	,	,	PUNCT
easat-7679	284	34	vol	vol	NOUN
easat-7679	284	35	.	.	PROPN
easat-7679	285	1	10	10	NUM
easat-7679	285	2	,	,	PUNCT
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easat-7679	285	4	.	.	NOUN
easat-7679	285	5	1	1	NUM
easat-7679	285	6	,	,	PUNCT
easat-7679	285	7	pp	pp	ADJ
easat-7679	285	8	.	.	PUNCT
easat-7679	286	1	1	1	NUM
easat-7679	286	2	-	-	SYM
easat-7679	286	3	11	11	NUM
easat-7679	286	4	,	,	PUNCT
easat-7679	286	5	2022	2022	NUM
easat-7679	286	6	.	.	PUNCT
easat-7679	287	1	[	[	X
easat-7679	287	2	11	11	NUM
easat-7679	287	3	]	]	PUNCT
easat-7679	287	4	s.	s.	PROPN
easat-7679	287	5	k.	k.	PROPN
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easat-7679	287	7	,	,	PUNCT
easat-7679	287	8	a.	a.	NOUN
easat-7679	287	9	deria	deria	PROPN
easat-7679	287	10	,	,	PUNCT
easat-7679	287	11	c.	c.	PROPN
easat-7679	287	12	shah	shah	PROPN
easat-7679	287	13	,	,	PUNCT
easat-7679	287	14	j.	j.	PROPN
easat-7679	287	15	m.	m.	PROPN
easat-7679	287	16	haut	haut	PROPN
easat-7679	287	17	,	,	PUNCT
easat-7679	287	18	q.	q.	PROPN
easat-7679	287	19	du	du	PROPN
easat-7679	287	20	,	,	PUNCT
easat-7679	287	21	and	and	CCONJ
easat-7679	287	22	a.	a.	NOUN
easat-7679	287	23	plaza	plaza	PROPN
easat-7679	287	24	,	,	PUNCT
easat-7679	287	25	"	"	PUNCT
easat-7679	287	26	spectral	spectral	ADJ
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easat-7679	287	32	for	for	ADP
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easat-7679	287	36	,	,	PUNCT
easat-7679	287	37	"	"	PUNCT
easat-7679	287	38	ieee	ieee	NOUN
easat-7679	287	39	transactions	transaction	NOUN
easat-7679	287	40	on	on	ADP
easat-7679	287	41	geoscience	geoscience	NOUN
easat-7679	287	42	and	and	CCONJ
easat-7679	287	43	remote	remote	ADJ
easat-7679	287	44	sensing	sensing	NOUN
easat-7679	287	45	,	,	PUNCT
easat-7679	287	46	vol	vol	NOUN
easat-7679	287	47	.	.	PROPN
easat-7679	287	48	61	61	NUM
easat-7679	287	49	,	,	PUNCT
easat-7679	287	50	pp	pp	ADJ
easat-7679	287	51	.	.	PUNCT
easat-7679	288	1	1	1	NUM
easat-7679	288	2	-	-	SYM
easat-7679	288	3	15	15	NUM
easat-7679	288	4	,	,	PUNCT
easat-7679	288	5	2023	2023	NUM
easat-7679	288	6	.	.	PUNCT
easat-7679	289	1	https://doi.org/10.1109/tgrs.2023.3235682	https://doi.org/10.1109/tgrs.2023.3235682	PROPN
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easat-7679	290	2	12	12	NUM
easat-7679	290	3	]	]	X
easat-7679	290	4	p.	p.	NOUN
easat-7679	290	5	purwono	purwono	PROPN
easat-7679	290	6	,	,	PUNCT
easat-7679	290	7	a.	a.	PROPN
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easat-7679	290	9	,	,	PUNCT
easat-7679	290	10	w.	w.	PROPN
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easat-7679	290	12	,	,	PUNCT
easat-7679	290	13	h.	h.	PROPN
easat-7679	290	14	i.	i.	PROPN
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easat-7679	290	17	,	,	PUNCT
easat-7679	290	18	a.	a.	PROPN
easat-7679	290	19	z.	z.	PROPN
easat-7679	290	20	k.	k.	PROPN
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easat-7679	290	22	,	,	PUNCT
easat-7679	290	23	and	and	CCONJ
easat-7679	290	24	q.	q.	PROPN
easat-7679	290	25	m.	m.	PROPN
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easat-7679	290	28	,	,	PUNCT
easat-7679	290	29	"	"	PUNCT
easat-7679	291	1	understanding	understanding	NOUN
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easat-7679	291	4	neural	neural	ADJ
easat-7679	291	5	network	network	NOUN
easat-7679	291	6	(	(	PUNCT
easat-7679	291	7	cnn	cnn	PROPN
easat-7679	291	8	):	):	PUNCT
easat-7679	291	9	a	a	DET
easat-7679	291	10	review	review	NOUN
easat-7679	291	11	,	,	PUNCT
easat-7679	291	12	"	"	PUNCT
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easat-7679	291	14	journal	journal	NOUN
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easat-7679	291	16	robotics	robotic	NOUN
easat-7679	291	17	and	and	CCONJ
easat-7679	291	18	control	control	NOUN
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easat-7679	291	20	,	,	PUNCT
easat-7679	291	21	vol	vol	NOUN
easat-7679	291	22	.	.	PROPN
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easat-7679	291	24	,	,	PUNCT
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easat-7679	291	27	4	4	NUM
easat-7679	291	28	,	,	PUNCT
easat-7679	291	29	pp	pp	ADJ
easat-7679	291	30	.	.	PUNCT
easat-7679	292	1	739	739	NUM
easat-7679	292	2	-	-	SYM
easat-7679	292	3	748	748	NUM
easat-7679	292	4	,	,	PUNCT
easat-7679	292	5	2022	2022	NUM
easat-7679	292	6	.	.	PUNCT
easat-7679	293	1	https://doi.org/10.1007/s43235-022-00033-3	https://doi.org/10.1007/s43235-022-00033-3	NUM
easat-7679	294	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-7679	295	1	https://doi.org/10.1109/lgrs.2022.3144214	https://doi.org/10.1109/lgrs.2022.3144214	PROPN
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easat-7679	296	1	https://doi.org/10.1109/tgrs.2023.3235682	https://doi.org/10.1109/tgrs.2023.3235682	PROPN
easat-7679	296	2	https://doi.org/10.1007/s43235-022-00033-3	https://doi.org/10.1007/s43235-022-00033-3	NUM
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easat-7679	296	9	issn	issn	PROPN
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easat-7679	296	12	-	-	SYM
easat-7679	296	13	8484	8484	NUM
easat-7679	296	14	vol	vol	NOUN
easat-7679	296	15	.	.	PROPN
easat-7679	297	1	9	9	NUM
easat-7679	297	2	,	,	PUNCT
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easat-7679	297	6	:	:	SYM
easat-7679	297	7	3293	3293	NUM
easat-7679	297	8	-	-	SYM
easat-7679	297	9	3308	3308	NUM
easat-7679	297	10	,	,	PUNCT
easat-7679	297	11	2025	2025	NUM
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easat-7679	298	13	,	,	PUNCT
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easat-7679	298	16	-	-	PUNCT
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easat-7679	298	32	"	"	PUNCT
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easat-7679	298	42	,	,	PUNCT
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easat-7679	299	1	364	364	NUM
easat-7679	299	2	-	-	SYM
easat-7679	299	3	376	376	NUM
easat-7679	299	4	,	,	PUNCT
easat-7679	299	5	2022	2022	NUM
easat-7679	299	6	.	.	PUNCT
easat-7679	300	1	https://doi.org/10.1109/tip.2022.3150289	https://doi.org/10.1109/tip.2022.3150289	ADJ
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easat-7679	300	5	s.	s.	PROPN
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easat-7679	300	28	,	,	PUNCT
easat-7679	300	29	"	"	PUNCT
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easat-7679	300	31	,	,	PUNCT
easat-7679	300	32	vol	vol	NOUN
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easat-7679	300	35	,	,	PUNCT
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easat-7679	300	37	.	.	NOUN
easat-7679	300	38	16	16	NUM
easat-7679	300	39	,	,	PUNCT
easat-7679	300	40	p.	p.	NOUN
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easat-7679	300	42	,	,	PUNCT
easat-7679	300	43	2024	2024	NUM
easat-7679	300	44	.	.	PUNCT
easat-7679	301	1	https://doi.org/10.3390/electronics13163335	https://doi.org/10.3390/electronics13163335	NOUN
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easat-7679	302	3	]	]	PUNCT
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easat-7679	303	21	,	,	PUNCT
easat-7679	303	22	"	"	PUNCT
easat-7679	303	23	sensors	sensor	NOUN
easat-7679	303	24	,	,	PUNCT
easat-7679	303	25	vol	vol	NOUN
easat-7679	303	26	.	.	PROPN
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easat-7679	304	3	no	no	INTJ
easat-7679	304	4	.	.	NOUN
easat-7679	304	5	3	3	NUM
easat-7679	304	6	,	,	PUNCT
easat-7679	304	7	p.	p.	NOUN
easat-7679	304	8	1215	1215	NUM
easat-7679	304	9	,	,	PUNCT
easat-7679	304	10	2022	2022	NUM
easat-7679	304	11	.	.	PUNCT
easat-7679	305	1	https://doi.org/10.3390/s22041215	https://doi.org/10.3390/s22041215	VERB
easat-7679	306	1	[	[	X
easat-7679	306	2	16	16	NUM
easat-7679	306	3	]	]	PUNCT
easat-7679	306	4	x.	x.	NOUN
easat-7679	306	5	bi	bi	PROPN
easat-7679	306	6	,	,	PUNCT
easat-7679	306	7	j.	j.	PROPN
easat-7679	306	8	hu	hu	PROPN
easat-7679	306	9	,	,	PUNCT
easat-7679	306	10	b.	b.	PROPN
easat-7679	306	11	xiao	xiao	PROPN
easat-7679	306	12	,	,	PUNCT
easat-7679	306	13	w.	w.	PROPN
easat-7679	306	14	li	li	PROPN
easat-7679	306	15	,	,	PUNCT
easat-7679	306	16	and	and	CCONJ
easat-7679	306	17	x.	x.	NOUN
easat-7679	306	18	gao	gao	PROPN
easat-7679	306	19	,	,	PUNCT
easat-7679	306	20	"	"	PUNCT
easat-7679	306	21	iemask	iemask	NOUN
easat-7679	306	22	r	r	NOUN
easat-7679	306	23	-	-	PUNCT
easat-7679	306	24	cnn	cnn	NOUN
easat-7679	306	25	:	:	PUNCT
easat-7679	306	26	information	information	NOUN
easat-7679	306	27	-	-	PUNCT
easat-7679	306	28	enhanced	enhance	VERB
easat-7679	306	29	mask	mask	NOUN
easat-7679	306	30	r	r	NOUN
easat-7679	306	31	-	-	PUNCT
easat-7679	306	32	cnn	cnn	PROPN
easat-7679	306	33	,	,	PUNCT
easat-7679	306	34	"	"	PUNCT
easat-7679	306	35	ieee	ieee	NOUN
easat-7679	306	36	transactions	transaction	NOUN
easat-7679	306	37	on	on	ADP
easat-7679	306	38	big	big	ADJ
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easat-7679	306	40	,	,	PUNCT
easat-7679	306	41	vol	vol	NOUN
easat-7679	306	42	.	.	PROPN
easat-7679	306	43	9	9	NUM
easat-7679	306	44	,	,	PUNCT
easat-7679	306	45	no	no	INTJ
easat-7679	306	46	.	.	NOUN
easat-7679	306	47	2	2	NUM
easat-7679	306	48	,	,	PUNCT
easat-7679	306	49	pp	pp	ADJ
easat-7679	306	50	.	.	PUNCT
easat-7679	307	1	688	688	NUM
easat-7679	307	2	-	-	SYM
easat-7679	307	3	700	700	NUM
easat-7679	307	4	,	,	PUNCT
easat-7679	307	5	2022	2022	NUM
easat-7679	307	6	.	.	PUNCT
easat-7679	308	1	https://doi.org/10.1109/tbdata.2022.3173149	https://doi.org/10.1109/tbdata.2022.3173149	PROPN
easat-7679	308	2	[	[	X
easat-7679	308	3	17	17	NUM
easat-7679	308	4	]	]	PUNCT
easat-7679	308	5	k.	k.	NOUN
easat-7679	308	6	löffler	löffler	PROPN
easat-7679	308	7	and	and	CCONJ
easat-7679	308	8	r.	r.	PROPN
easat-7679	308	9	mikut	mikut	PROPN
easat-7679	308	10	,	,	PUNCT
easat-7679	308	11	"	"	PUNCT
easat-7679	308	12	embedtrack	embedtrack	NOUN
easat-7679	308	13	—	—	PUNCT
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easat-7679	308	15	cell	cell	NOUN
easat-7679	308	16	segmentation	segmentation	NOUN
easat-7679	308	17	and	and	CCONJ
easat-7679	308	18	tracking	track	VERB
easat-7679	308	19	through	through	ADP
easat-7679	308	20	learning	learning	NOUN
easat-7679	308	21	offsets	offset	NOUN
easat-7679	308	22	and	and	CCONJ
easat-7679	308	23	clustering	clustering	ADJ
easat-7679	308	24	bandwidths	bandwidth	NOUN
easat-7679	308	25	,	,	PUNCT
easat-7679	308	26	"	"	PUNCT
easat-7679	308	27	ieee	ieee	NOUN
easat-7679	308	28	access	access	NOUN
easat-7679	308	29	,	,	PUNCT
easat-7679	308	30	vol	vol	NOUN
easat-7679	308	31	.	.	PROPN
easat-7679	308	32	10	10	NUM
easat-7679	308	33	,	,	PUNCT
easat-7679	308	34	pp	pp	ADJ
easat-7679	308	35	.	.	PUNCT
easat-7679	309	1	77147	77147	NUM
easat-7679	309	2	-	-	SYM
easat-7679	309	3	77157	77157	NUM
easat-7679	309	4	,	,	PUNCT
easat-7679	309	5	2022	2022	NUM
easat-7679	309	6	.	.	PUNCT
easat-7679	310	1	https://doi.org/10.1109/access.2022.3183951	https://doi.org/10.1109/access.2022.3183951	PROPN
easat-7679	310	2	[	[	X
easat-7679	310	3	18	18	NUM
easat-7679	310	4	]	]	X
easat-7679	310	5	q.	q.	PROPN
easat-7679	310	6	wang	wang	PROPN
easat-7679	310	7	,	,	PUNCT
easat-7679	310	8	j.	j.	PROPN
easat-7679	310	9	wei	wei	PROPN
easat-7679	310	10	,	,	PUNCT
easat-7679	310	11	and	and	CCONJ
easat-7679	310	12	b.	b.	PROPN
easat-7679	310	13	quan	quan	PROPN
easat-7679	310	14	,	,	PUNCT
easat-7679	310	15	"	"	PUNCT
easat-7679	310	16	regionally	regionally	ADV
easat-7679	310	17	adaptive	adaptive	ADJ
easat-7679	310	18	active	active	ADJ
easat-7679	310	19	learning	learning	NOUN
easat-7679	310	20	framework	framework	NOUN
easat-7679	310	21	for	for	ADP
easat-7679	310	22	nuclear	nuclear	ADJ
easat-7679	310	23	segmentation	segmentation	NOUN
easat-7679	310	24	in	in	ADP
easat-7679	310	25	microscopy	microscopy	NOUN
easat-7679	310	26	image	image	NOUN
easat-7679	310	27	,	,	PUNCT
easat-7679	310	28	"	"	PUNCT
easat-7679	310	29	electronics	electronic	NOUN
easat-7679	310	30	,	,	PUNCT
easat-7679	310	31	vol	vol	NOUN
easat-7679	310	32	.	.	PROPN
easat-7679	310	33	13	13	NUM
easat-7679	310	34	,	,	PUNCT
easat-7679	310	35	no	no	INTJ
easat-7679	310	36	.	.	NOUN
easat-7679	310	37	17	17	NUM
easat-7679	310	38	,	,	PUNCT
easat-7679	310	39	p.	p.	NOUN
easat-7679	310	40	3430	3430	NUM
easat-7679	310	41	,	,	PUNCT
easat-7679	310	42	2024	2024	NUM
easat-7679	310	43	.	.	PUNCT
easat-7679	311	1	https://doi.org/10.3390/electronics13173430	https://doi.org/10.3390/electronics13173430	PROPN
easat-7679	311	2	[	[	X
easat-7679	311	3	19	19	NUM
easat-7679	311	4	]	]	PUNCT
easat-7679	311	5	x.	x.	NOUN
easat-7679	312	1	huo	huo	PROPN
easat-7679	312	2	et	et	PROPN
easat-7679	312	3	al	al	PROPN
easat-7679	312	4	.	.	PROPN
easat-7679	312	5	,	,	PUNCT
easat-7679	312	6	"	"	PUNCT
easat-7679	312	7	hifuse	hifuse	ADJ
easat-7679	312	8	:	:	PUNCT
easat-7679	312	9	hierarchical	hierarchical	ADJ
easat-7679	312	10	multi	multi	ADJ
easat-7679	312	11	-	-	ADJ
easat-7679	312	12	scale	scale	ADJ
easat-7679	312	13	feature	feature	NOUN
easat-7679	312	14	fusion	fusion	NOUN
easat-7679	312	15	network	network	NOUN
easat-7679	312	16	for	for	ADP
easat-7679	312	17	medical	medical	ADJ
easat-7679	312	18	image	image	NOUN
easat-7679	312	19	classification	classification	NOUN
easat-7679	312	20	,	,	PUNCT
easat-7679	312	21	"	"	PUNCT
easat-7679	312	22	biomedical	biomedical	ADJ
easat-7679	312	23	signal	signal	NOUN
easat-7679	312	24	processing	processing	NOUN
easat-7679	312	25	and	and	CCONJ
easat-7679	312	26	control	control	NOUN
easat-7679	312	27	,	,	PUNCT
easat-7679	312	28	vol	vol	NOUN
easat-7679	312	29	.	.	PROPN
easat-7679	312	30	87	87	NUM
easat-7679	312	31	,	,	PUNCT
easat-7679	312	32	p.	p.	NOUN
easat-7679	312	33	105534	105534	NUM
easat-7679	312	34	,	,	PUNCT
easat-7679	312	35	2024	2024	NUM
easat-7679	312	36	.	.	PUNCT
easat-7679	313	1	https://doi.org/10.1016/j.bspc.2023.105534	https://doi.org/10.1016/j.bspc.2023.105534	NOUN
easat-7679	313	2	[	[	X
easat-7679	313	3	20	20	NUM
easat-7679	313	4	]	]	PUNCT
easat-7679	313	5	m.-h	m.-h	NOUN
easat-7679	313	6	.	.	PUNCT
easat-7679	314	1	guo	guo	PROPN
easat-7679	314	2	et	et	PROPN
easat-7679	314	3	al	al	PROPN
easat-7679	314	4	.	.	PROPN
easat-7679	314	5	,	,	PUNCT
easat-7679	314	6	"	"	PUNCT
easat-7679	314	7	attention	attention	NOUN
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easat-7679	314	9	in	in	ADP
easat-7679	314	10	computer	computer	NOUN
easat-7679	314	11	vision	vision	NOUN
easat-7679	314	12	:	:	PUNCT
easat-7679	314	13	a	a	DET
easat-7679	314	14	survey	survey	NOUN
easat-7679	314	15	,	,	PUNCT
easat-7679	314	16	"	"	PUNCT
easat-7679	314	17	computational	computational	ADJ
easat-7679	314	18	visual	visual	ADJ
easat-7679	314	19	media	medium	NOUN
easat-7679	314	20	,	,	PUNCT
easat-7679	314	21	vol	vol	NOUN
easat-7679	314	22	.	.	PROPN
easat-7679	314	23	8	8	NUM
easat-7679	314	24	,	,	PUNCT
easat-7679	314	25	no	no	INTJ
easat-7679	314	26	.	.	NOUN
easat-7679	314	27	3	3	NUM
easat-7679	314	28	,	,	PUNCT
easat-7679	314	29	pp	pp	ADJ
easat-7679	314	30	.	.	PUNCT
easat-7679	315	1	331	331	NUM
easat-7679	315	2	-	-	SYM
easat-7679	315	3	368	368	NUM
easat-7679	315	4	,	,	PUNCT
easat-7679	315	5	2022	2022	NUM
easat-7679	315	6	.	.	PUNCT
easat-7679	316	1	https://doi.org/10.1007/s41095-022-0215-0	https://doi.org/10.1007/s41095-022-0215-0	NUM
easat-7679	317	1	[	[	X
easat-7679	317	2	21	21	NUM
easat-7679	317	3	]	]	X
easat-7679	317	4	w.	w.	PROPN
easat-7679	317	5	shen	shen	PROPN
easat-7679	317	6	et	et	PROPN
easat-7679	317	7	al	al	PROPN
easat-7679	317	8	.	.	PROPN
easat-7679	317	9	,	,	PUNCT
easat-7679	317	10	"	"	PUNCT
easat-7679	317	11	a	a	DET
easat-7679	317	12	survey	survey	NOUN
easat-7679	317	13	on	on	ADP
easat-7679	317	14	label	label	NOUN
easat-7679	317	15	-	-	PUNCT
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easat-7679	317	17	deep	deep	ADJ
easat-7679	317	18	image	image	NOUN
easat-7679	317	19	segmentation	segmentation	NOUN
easat-7679	317	20	:	:	PUNCT
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easat-7679	317	23	gap	gap	NOUN
easat-7679	317	24	between	between	ADP
easat-7679	317	25	weak	weak	ADJ
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easat-7679	317	27	and	and	CCONJ
easat-7679	317	28	dense	dense	ADJ
easat-7679	317	29	prediction	prediction	NOUN
easat-7679	317	30	,	,	PUNCT
easat-7679	317	31	"	"	PUNCT
easat-7679	317	32	ieee	ieee	NOUN
easat-7679	317	33	transactions	transaction	NOUN
easat-7679	317	34	on	on	ADP
easat-7679	317	35	pattern	pattern	NOUN
easat-7679	317	36	analysis	analysis	NOUN
easat-7679	317	37	and	and	CCONJ
easat-7679	317	38	machine	machine	NOUN
easat-7679	317	39	intelligence	intelligence	NOUN
easat-7679	317	40	,	,	PUNCT
easat-7679	317	41	vol	vol	NOUN
easat-7679	317	42	.	.	PROPN
easat-7679	317	43	45	45	NUM
easat-7679	317	44	,	,	PUNCT
easat-7679	317	45	no	no	INTJ
easat-7679	317	46	.	.	NOUN
easat-7679	317	47	8	8	NUM
easat-7679	317	48	,	,	PUNCT
easat-7679	317	49	pp	pp	ADJ
easat-7679	317	50	.	.	PUNCT
easat-7679	318	1	9284	9284	NUM
easat-7679	318	2	-	-	SYM
easat-7679	318	3	9305	9305	NUM
easat-7679	318	4	,	,	PUNCT
easat-7679	318	5	2023	2023	NUM
easat-7679	318	6	.	.	PUNCT
easat-7679	319	1	https://doi.org/10.1109/tpami.2023.3296019	https://doi.org/10.1109/tpami.2023.3296019	PROPN
easat-7679	320	1	[	[	X
easat-7679	320	2	22	22	NUM
easat-7679	320	3	]	]	PUNCT
easat-7679	320	4	z.	z.	PROPN
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easat-7679	320	7	x.	x.	PROPN
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easat-7679	320	9	,	,	PUNCT
easat-7679	320	10	z.	z.	PROPN
easat-7679	320	11	xu	xu	PROPN
easat-7679	320	12	,	,	PUNCT
easat-7679	320	13	and	and	CCONJ
easat-7679	320	14	i.	i.	PROPN
easat-7679	320	15	king	king	PROPN
easat-7679	320	16	,	,	PUNCT
easat-7679	320	17	"	"	PUNCT
easat-7679	320	18	graph	graph	NOUN
easat-7679	320	19	-	-	PUNCT
easat-7679	320	20	based	base	VERB
easat-7679	320	21	semi	semi	ADJ
easat-7679	320	22	-	-	ADJ
easat-7679	320	23	supervised	supervised	ADJ
easat-7679	320	24	learning	learning	NOUN
easat-7679	320	25	:	:	PUNCT
easat-7679	320	26	a	a	DET
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easat-7679	320	28	review	review	NOUN
easat-7679	320	29	,	,	PUNCT
easat-7679	320	30	"	"	PUNCT
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easat-7679	320	36	and	and	CCONJ
easat-7679	320	37	learning	learning	NOUN
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easat-7679	320	39	,	,	PUNCT
easat-7679	320	40	vol	vol	NOUN
easat-7679	320	41	.	.	PROPN
easat-7679	320	42	34	34	NUM
easat-7679	320	43	,	,	PUNCT
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easat-7679	320	46	11	11	NUM
easat-7679	320	47	,	,	PUNCT
easat-7679	320	48	pp	pp	ADJ
easat-7679	320	49	.	.	PUNCT
easat-7679	320	50	8174	8174	NUM
easat-7679	320	51	-	-	SYM
easat-7679	320	52	8194	8194	NUM
easat-7679	320	53	,	,	PUNCT
easat-7679	320	54	2022	2022	NUM
easat-7679	320	55	.	.	PUNCT
easat-7679	321	1	https://doi.org/10.1109/tnnls.2022.3205156	https://doi.org/10.1109/tnnls.2022.3205156	PROPN
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easat-7679	321	3	23	23	NUM
easat-7679	321	4	]	]	PUNCT
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easat-7679	321	10	,	,	PUNCT
easat-7679	321	11	j.	j.	PROPN
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easat-7679	321	13	,	,	PUNCT
easat-7679	321	14	z.	z.	PROPN
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easat-7679	321	16	,	,	PUNCT
easat-7679	321	17	z.	z.	PROPN
easat-7679	321	18	aung	aung	PROPN
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easat-7679	321	20	and	and	CCONJ
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easat-7679	321	22	a.	a.	PROPN
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easat-7679	321	24	,	,	PUNCT
easat-7679	321	25	"	"	PUNCT
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easat-7679	321	29	a	a	DET
easat-7679	321	30	friendly	friendly	ADJ
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easat-7679	321	39	vol	vol	NOUN
easat-7679	321	40	.	.	PROPN
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easat-7679	322	2	,	,	PUNCT
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easat-7679	322	5	1	1	NUM
easat-7679	322	6	,	,	PUNCT
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easat-7679	322	9	,	,	PUNCT
easat-7679	322	10	2022	2022	NUM
easat-7679	322	11	.	.	PUNCT
easat-7679	323	1	https://doi.org/10.1186/s40537-022-00629-2	https://doi.org/10.1186/s40537-022-00629-2	NUM
easat-7679	324	1	[	[	X
easat-7679	324	2	24	24	NUM
easat-7679	324	3	]	]	PUNCT
easat-7679	324	4	m.	m.	NOUN
easat-7679	324	5	veta	veta	PROPN
easat-7679	324	6	,	,	PUNCT
easat-7679	324	7	p.	p.	PROPN
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easat-7679	324	11	,	,	PUNCT
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easat-7679	324	14	,	,	PUNCT
easat-7679	324	15	a.	a.	PROPN
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easat-7679	324	20	viergever	viergever	ADV
easat-7679	324	21	,	,	PUNCT
easat-7679	324	22	and	and	CCONJ
easat-7679	324	23	j.	j.	PROPN
easat-7679	324	24	p.	p.	PROPN
easat-7679	324	25	pluim	pluim	PROPN
easat-7679	324	26	,	,	PUNCT
easat-7679	324	27	"	"	PUNCT
easat-7679	324	28	automatic	automatic	ADJ
easat-7679	324	29	nuclei	nucleus	NOUN
easat-7679	324	30	segmentation	segmentation	NOUN
easat-7679	324	31	in	in	ADP
easat-7679	324	32	h&e	h&e	PROPN
easat-7679	324	33	stained	stain	VERB
easat-7679	324	34	breast	breast	NOUN
easat-7679	324	35	cancer	cancer	NOUN
easat-7679	324	36	histopathology	histopathology	NOUN
easat-7679	324	37	images	image	NOUN
easat-7679	324	38	,	,	PUNCT
easat-7679	324	39	"	"	PUNCT
easat-7679	324	40	plos	plos	PROPN
easat-7679	324	41	one	one	NUM
easat-7679	324	42	,	,	PUNCT
easat-7679	324	43	vol	vol	NOUN
easat-7679	324	44	.	.	PROPN
easat-7679	324	45	8	8	NUM
easat-7679	324	46	,	,	PUNCT
easat-7679	324	47	no	no	INTJ
easat-7679	324	48	.	.	NOUN
easat-7679	324	49	7	7	NUM
easat-7679	324	50	,	,	PUNCT
easat-7679	324	51	p.	p.	NOUN
easat-7679	324	52	e70221	e70221	NOUN
easat-7679	324	53	,	,	PUNCT
easat-7679	324	54	2013	2013	NUM
easat-7679	324	55	.	.	PUNCT
easat-7679	325	1	https://doi.org/10.1371/journal.pone.0070221	https://doi.org/10.1371/journal.pone.0070221	NOUN
easat-7679	325	2	[	[	X
easat-7679	325	3	25	25	NUM
easat-7679	325	4	]	]	PUNCT
easat-7679	325	5	s.	s.	PROPN
easat-7679	325	6	wienert	wienert	PROPN
easat-7679	325	7	et	et	PROPN
easat-7679	325	8	al	al	PROPN
easat-7679	325	9	.	.	PROPN
easat-7679	325	10	,	,	PUNCT
easat-7679	325	11	"	"	PUNCT
easat-7679	325	12	detection	detection	NOUN
easat-7679	325	13	and	and	CCONJ
easat-7679	325	14	segmentation	segmentation	NOUN
easat-7679	325	15	of	of	ADP
easat-7679	325	16	cell	cell	NOUN
easat-7679	325	17	nuclei	nucleus	NOUN
easat-7679	325	18	in	in	ADP
easat-7679	325	19	virtual	virtual	ADJ
easat-7679	325	20	microscopy	microscopy	NOUN
easat-7679	325	21	images	image	NOUN
easat-7679	325	22	:	:	PUNCT
easat-7679	325	23	a	a	DET
easat-7679	325	24	minimum	minimum	ADJ
easat-7679	325	25	-	-	PUNCT
easat-7679	325	26	model	model	NOUN
easat-7679	325	27	approach	approach	NOUN
easat-7679	325	28	,	,	PUNCT
easat-7679	325	29	"	"	PUNCT
easat-7679	325	30	scientific	scientific	ADJ
easat-7679	325	31	reports	report	NOUN
easat-7679	325	32	,	,	PUNCT
easat-7679	325	33	vol	vol	NOUN
easat-7679	325	34	.	.	PROPN
easat-7679	325	35	2	2	NUM
easat-7679	325	36	,	,	PUNCT
easat-7679	325	37	no	no	INTJ
easat-7679	325	38	.	.	NOUN
easat-7679	325	39	1	1	NUM
easat-7679	325	40	,	,	PUNCT
easat-7679	325	41	p.	p.	NOUN
easat-7679	325	42	503	503	NUM
easat-7679	325	43	,	,	PUNCT
easat-7679	325	44	2012	2012	NUM
easat-7679	325	45	.	.	PUNCT
easat-7679	326	1	https://doi.org/10.1038/srep00503	https://doi.org/10.1038/srep00503	PROPN
easat-7679	326	2	[	[	X
easat-7679	326	3	26	26	NUM
easat-7679	326	4	]	]	PUNCT
easat-7679	326	5	m.	m.	PROPN
easat-7679	326	6	liao	liao	PROPN
easat-7679	326	7	et	et	PROPN
easat-7679	326	8	al	al	PROPN
easat-7679	326	9	.	.	PROPN
easat-7679	326	10	,	,	PUNCT
easat-7679	326	11	"	"	PUNCT
easat-7679	326	12	automatic	automatic	ADJ
easat-7679	326	13	segmentation	segmentation	NOUN
easat-7679	326	14	for	for	ADP
easat-7679	326	15	cell	cell	NOUN
easat-7679	326	16	images	image	NOUN
easat-7679	326	17	based	base	VERB
easat-7679	326	18	on	on	ADP
easat-7679	326	19	bottleneck	bottleneck	NOUN
easat-7679	326	20	detection	detection	NOUN
easat-7679	326	21	and	and	CCONJ
easat-7679	326	22	ellipse	ellipse	NOUN
easat-7679	326	23	fitting	fitting	ADJ
easat-7679	326	24	,	,	PUNCT
easat-7679	326	25	"	"	PUNCT
easat-7679	326	26	neurocomputing	neurocomputing	NOUN
easat-7679	326	27	,	,	PUNCT
easat-7679	326	28	vol	vol	NOUN
easat-7679	326	29	.	.	PROPN
easat-7679	326	30	173	173	NUM
easat-7679	326	31	,	,	PUNCT
easat-7679	326	32	pp	pp	ADJ
easat-7679	326	33	.	.	PUNCT
easat-7679	327	1	615	615	NUM
easat-7679	327	2	-	-	SYM
easat-7679	327	3	622	622	NUM
easat-7679	327	4	,	,	PUNCT
easat-7679	327	5	2016	2016	NUM
easat-7679	327	6	.	.	PUNCT
easat-7679	328	1	https://doi.org/10.1016/j.neucom.2015.07.087	https://doi.org/10.1016/j.neucom.2015.07.087	NOUN
easat-7679	329	1	[	[	X
easat-7679	329	2	27	27	NUM
easat-7679	329	3	]	]	X
easat-7679	329	4	c.	c.	PROPN
easat-7679	329	5	li	li	PROPN
easat-7679	329	6	et	et	PROPN
easat-7679	329	7	al	al	PROPN
easat-7679	329	8	.	.	PROPN
easat-7679	329	9	,	,	PUNCT
easat-7679	329	10	"	"	PUNCT
easat-7679	329	11	attention	attention	NOUN
easat-7679	329	12	unet++	unet++	NOUN
easat-7679	329	13	:	:	PUNCT
easat-7679	329	14	a	a	DET
easat-7679	329	15	nested	nested	ADJ
easat-7679	329	16	attention	attention	NOUN
easat-7679	329	17	-	-	PUNCT
easat-7679	329	18	aware	aware	ADJ
easat-7679	329	19	u	u	NOUN
easat-7679	329	20	-	-	NOUN
easat-7679	329	21	net	net	ADJ
easat-7679	329	22	for	for	ADP
easat-7679	329	23	liver	liver	NOUN
easat-7679	329	24	ct	ct	PROPN
easat-7679	329	25	image	image	NOUN
easat-7679	329	26	segmentation	segmentation	NOUN
easat-7679	329	27	,	,	PUNCT
easat-7679	329	28	"	"	PUNCT
easat-7679	329	29	presented	present	VERB
easat-7679	329	30	at	at	ADP
easat-7679	329	31	the	the	DET
easat-7679	329	32	2020	2020	NUM
easat-7679	329	33	ieee	ieee	NOUN
easat-7679	329	34	international	international	ADJ
easat-7679	329	35	conference	conference	NOUN
easat-7679	329	36	on	on	ADP
easat-7679	329	37	image	image	NOUN
easat-7679	329	38	processing	processing	NOUN
easat-7679	329	39	(	(	PUNCT
easat-7679	329	40	icip	icip	PROPN
easat-7679	329	41	)	)	PUNCT
easat-7679	329	42	,	,	PUNCT
easat-7679	329	43	2020	2020	NUM
easat-7679	329	44	.	.	PUNCT
easat-7679	330	1	[	[	X
easat-7679	330	2	28	28	NUM
easat-7679	330	3	]	]	X
easat-7679	330	4	k.	k.	PROPN
easat-7679	330	5	fan	fan	PROPN
easat-7679	330	6	,	,	PUNCT
easat-7679	330	7	s.	s.	PROPN
easat-7679	330	8	wen	wen	PROPN
easat-7679	330	9	,	,	PUNCT
easat-7679	330	10	and	and	CCONJ
easat-7679	330	11	z.	z.	PROPN
easat-7679	330	12	deng	deng	PROPN
easat-7679	330	13	,	,	PUNCT
easat-7679	330	14	"	"	PUNCT
easat-7679	330	15	deep	deep	ADJ
easat-7679	330	16	learning	learning	NOUN
easat-7679	330	17	for	for	ADP
easat-7679	330	18	detecting	detect	VERB
easat-7679	330	19	breast	breast	NOUN
easat-7679	330	20	cancer	cancer	NOUN
easat-7679	330	21	metastases	metastasis	NOUN
easat-7679	330	22	on	on	ADP
easat-7679	330	23	wsi	wsi	NOUN
easat-7679	330	24	,	,	PUNCT
easat-7679	330	25	"	"	PUNCT
easat-7679	330	26	in	in	ADP
easat-7679	330	27	innovation	innovation	NOUN
easat-7679	330	28	in	in	ADP
easat-7679	330	29	medicine	medicine	NOUN
easat-7679	330	30	and	and	CCONJ
easat-7679	330	31	healthcare	healthcare	PROPN
easat-7679	330	32	systems	system	NOUN
easat-7679	330	33	,	,	PUNCT
easat-7679	330	34	and	and	CCONJ
easat-7679	330	35	multimedia	multimedia	NOUN
easat-7679	330	36	:	:	PUNCT
easat-7679	330	37	proceedings	proceeding	NOUN
easat-7679	330	38	of	of	ADP
easat-7679	330	39	kes	kes	PROPN
easat-7679	330	40	-	-	PUNCT
easat-7679	330	41	inmed-19	inmed-19	PROPN
easat-7679	330	42	and	and	CCONJ
easat-7679	330	43	kes	kes	PROPN
easat-7679	330	44	-	-	PUNCT
easat-7679	330	45	iimss-19	iimss-19	PROPN
easat-7679	330	46	conferences	conference	NOUN
easat-7679	330	47	,	,	PUNCT
easat-7679	330	48	2019	2019	NUM
easat-7679	330	49	:	:	PUNCT
easat-7679	330	50	springer	springer	NOUN
easat-7679	330	51	,	,	PUNCT
easat-7679	330	52	pp	pp	ADP
easat-7679	330	53	.	.	PUNCT
easat-7679	331	1	137	137	NUM
easat-7679	331	2	-	-	SYM
easat-7679	331	3	145	145	NUM
easat-7679	331	4	.	.	PUNCT
easat-7679	332	1	[	[	X
easat-7679	332	2	29	29	NUM
easat-7679	332	3	]	]	PUNCT
easat-7679	332	4	t.	t.	PROPN
easat-7679	332	5	tran	tran	PROPN
easat-7679	332	6	,	,	PUNCT
easat-7679	332	7	o.-h	o.-h	PROPN
easat-7679	332	8	.	.	PUNCT
easat-7679	332	9	kwon	kwon	PROPN
easat-7679	332	10	,	,	PUNCT
easat-7679	332	11	k.-r	k.-r	PROPN
easat-7679	332	12	.	.	PUNCT
easat-7679	333	1	kwon	kwon	PROPN
easat-7679	333	2	,	,	PUNCT
easat-7679	333	3	s.-h	s.-h	PROPN
easat-7679	333	4	.	.	PUNCT
easat-7679	334	1	lee	lee	PROPN
easat-7679	334	2	,	,	PUNCT
easat-7679	334	3	and	and	CCONJ
easat-7679	334	4	k.-w	k.-w	PROPN
easat-7679	334	5	.	.	PUNCT
easat-7679	335	1	kang	kang	PROPN
easat-7679	335	2	,	,	PUNCT
easat-7679	335	3	"	"	PUNCT
easat-7679	335	4	blood	blood	NOUN
easat-7679	335	5	cell	cell	NOUN
easat-7679	335	6	images	image	NOUN
easat-7679	335	7	segmentation	segmentation	NOUN
easat-7679	335	8	using	use	VERB
easat-7679	335	9	deep	deep	ADJ
easat-7679	335	10	learning	learn	VERB
easat-7679	335	11	semantic	semantic	ADJ
easat-7679	335	12	segmentation	segmentation	NOUN
easat-7679	335	13	,	,	PUNCT
easat-7679	335	14	"	"	PUNCT
easat-7679	335	15	presented	present	VERB
easat-7679	335	16	at	at	ADP
easat-7679	335	17	the	the	DET
easat-7679	335	18	2018	2018	NUM
easat-7679	335	19	ieee	ieee	NOUN
easat-7679	335	20	international	international	ADJ
easat-7679	335	21	conference	conference	NOUN
easat-7679	335	22	on	on	ADP
easat-7679	335	23	electronics	electronic	NOUN
easat-7679	335	24	and	and	CCONJ
easat-7679	335	25	communication	communication	NOUN
easat-7679	335	26	engineering	engineering	NOUN
easat-7679	335	27	(	(	PUNCT
easat-7679	335	28	icece	icece	PROPN
easat-7679	335	29	)	)	PUNCT
easat-7679	335	30	,	,	PUNCT
easat-7679	335	31	2018	2018	NUM
easat-7679	335	32	.	.	PUNCT
easat-7679	336	1	[	[	X
easat-7679	336	2	30	30	NUM
easat-7679	336	3	]	]	PUNCT
easat-7679	336	4	a.	a.	NOUN
easat-7679	336	5	mahbod	mahbod	PROPN
easat-7679	336	6	et	et	PROPN
easat-7679	336	7	al	al	PROPN
easat-7679	336	8	.	.	PROPN
easat-7679	336	9	,	,	PUNCT
easat-7679	336	10	"	"	PUNCT
easat-7679	336	11	nuinsseg	nuinsseg	PROPN
easat-7679	336	12	:	:	PUNCT
easat-7679	336	13	a	a	DET
easat-7679	336	14	fully	fully	ADV
easat-7679	336	15	annotated	annotate	VERB
easat-7679	336	16	dataset	dataset	NOUN
easat-7679	336	17	for	for	ADP
easat-7679	336	18	nuclei	nucleus	NOUN
easat-7679	336	19	instance	instance	PROPN
easat-7679	336	20	segmentation	segmentation	NOUN
easat-7679	336	21	in	in	ADP
easat-7679	336	22	h&e	h&e	PROPN
easat-7679	336	23	-	-	PUNCT
easat-7679	336	24	stained	stain	VERB
easat-7679	336	25	histological	histological	ADJ
easat-7679	336	26	images	image	NOUN
easat-7679	336	27	,	,	PUNCT
easat-7679	336	28	"	"	PUNCT
easat-7679	336	29	scientific	scientific	ADJ
easat-7679	336	30	data	datum	NOUN
easat-7679	336	31	,	,	PUNCT
easat-7679	336	32	vol	vol	NOUN
easat-7679	336	33	.	.	PROPN
easat-7679	336	34	11	11	NUM
easat-7679	336	35	,	,	PUNCT
easat-7679	336	36	no	no	INTJ
easat-7679	336	37	.	.	NOUN
easat-7679	336	38	1	1	NUM
easat-7679	336	39	,	,	PUNCT
easat-7679	336	40	p.	p.	NOUN
easat-7679	336	41	295	295	NUM
easat-7679	336	42	,	,	PUNCT
easat-7679	336	43	2024	2024	NUM
easat-7679	336	44	.	.	PUNCT
easat-7679	337	1	https://doi.org/10.1038/s41597-024-02349-1	https://doi.org/10.1038/s41597-024-02349-1	NUM
easat-7679	338	1	[	[	X
easat-7679	338	2	31	31	NUM
easat-7679	338	3	]	]	PUNCT
easat-7679	338	4	l.	l.	PROPN
easat-7679	338	5	wang	wang	PROPN
easat-7679	338	6	,	,	PUNCT
easat-7679	338	7	d.	d.	PROPN
easat-7679	338	8	guo	guo	PROPN
easat-7679	338	9	,	,	PUNCT
easat-7679	338	10	g.	g.	PROPN
easat-7679	338	11	wang	wang	PROPN
easat-7679	338	12	,	,	PUNCT
easat-7679	338	13	and	and	CCONJ
easat-7679	338	14	s.	s.	PROPN
easat-7679	338	15	zhang	zhang	PROPN
easat-7679	338	16	,	,	PUNCT
easat-7679	338	17	"	"	PUNCT
easat-7679	338	18	annotation	annotation	NOUN
easat-7679	338	19	-	-	PUNCT
easat-7679	338	20	efficient	efficient	ADJ
easat-7679	338	21	learning	learning	NOUN
easat-7679	338	22	for	for	ADP
easat-7679	338	23	medical	medical	ADJ
easat-7679	338	24	image	image	NOUN
easat-7679	338	25	segmentation	segmentation	NOUN
easat-7679	338	26	based	base	VERB
easat-7679	338	27	on	on	ADP
easat-7679	338	28	noisy	noisy	ADJ
easat-7679	338	29	pseudo	pseudo	NOUN
easat-7679	338	30	labels	label	NOUN
easat-7679	338	31	and	and	CCONJ
easat-7679	338	32	adversarial	adversarial	ADJ
easat-7679	338	33	learning	learning	NOUN
easat-7679	338	34	,	,	PUNCT
easat-7679	338	35	"	"	PUNCT
easat-7679	338	36	ieee	ieee	NOUN
easat-7679	338	37	transactions	transaction	NOUN
easat-7679	338	38	on	on	ADP
easat-7679	338	39	medical	medical	ADJ
easat-7679	338	40	imaging	imaging	NOUN
easat-7679	338	41	,	,	PUNCT
easat-7679	338	42	vol	vol	NOUN
easat-7679	338	43	.	.	PROPN
easat-7679	338	44	40	40	NUM
easat-7679	338	45	,	,	PUNCT
easat-7679	338	46	no	no	INTJ
easat-7679	338	47	.	.	NOUN
easat-7679	338	48	10	10	NUM
easat-7679	338	49	,	,	PUNCT
easat-7679	338	50	pp	pp	ADJ
easat-7679	338	51	.	.	PUNCT
easat-7679	339	1	2795	2795	NUM
easat-7679	339	2	-	-	SYM
easat-7679	339	3	2807	2807	NUM
easat-7679	339	4	,	,	PUNCT
easat-7679	339	5	2020	2020	NUM
easat-7679	339	6	.	.	PUNCT
easat-7679	340	1	[	[	X
easat-7679	340	2	32	32	NUM
easat-7679	340	3	]	]	PUNCT
easat-7679	340	4	b.	b.	PROPN
easat-7679	340	5	zhang	zhang	PROPN
easat-7679	340	6	,	,	PUNCT
easat-7679	340	7	j.	j.	PROPN
easat-7679	340	8	xiao	xiao	PROPN
easat-7679	340	9	,	,	PUNCT
easat-7679	340	10	j.	j.	PROPN
easat-7679	340	11	jiao	jiao	PROPN
easat-7679	340	12	,	,	PUNCT
easat-7679	340	13	y.	y.	PROPN
easat-7679	340	14	wei	wei	PROPN
easat-7679	340	15	,	,	PUNCT
easat-7679	340	16	and	and	CCONJ
easat-7679	340	17	y.	y.	PROPN
easat-7679	340	18	zhao	zhao	PROPN
easat-7679	340	19	,	,	PUNCT
easat-7679	340	20	"	"	PUNCT
easat-7679	340	21	affinity	affinity	NOUN
easat-7679	340	22	attention	attention	NOUN
easat-7679	340	23	graph	graph	NOUN
easat-7679	340	24	neural	neural	ADJ
easat-7679	340	25	network	network	NOUN
easat-7679	340	26	for	for	ADP
easat-7679	340	27	weakly	weakly	ADJ
easat-7679	340	28	supervised	supervised	ADJ
easat-7679	340	29	semantic	semantic	ADJ
easat-7679	340	30	segmentation	segmentation	NOUN
easat-7679	340	31	,	,	PUNCT
easat-7679	340	32	"	"	PUNCT
easat-7679	340	33	ieee	ieee	NOUN
easat-7679	340	34	transactions	transaction	NOUN
easat-7679	340	35	on	on	ADP
easat-7679	340	36	pattern	pattern	NOUN
easat-7679	340	37	analysis	analysis	NOUN
easat-7679	340	38	and	and	CCONJ
easat-7679	340	39	machine	machine	NOUN
easat-7679	340	40	intelligence	intelligence	NOUN
easat-7679	340	41	,	,	PUNCT
easat-7679	340	42	vol	vol	NOUN
easat-7679	340	43	.	.	PROPN
easat-7679	340	44	44	44	NUM
easat-7679	340	45	,	,	PUNCT
easat-7679	340	46	no	no	INTJ
easat-7679	340	47	.	.	NOUN
easat-7679	340	48	11	11	NUM
easat-7679	340	49	,	,	PUNCT
easat-7679	340	50	pp	pp	ADJ
easat-7679	340	51	.	.	PUNCT
easat-7679	340	52	8082	8082	NUM
easat-7679	340	53	-	-	SYM
easat-7679	340	54	8096	8096	NUM
easat-7679	340	55	,	,	PUNCT
easat-7679	340	56	2021	2021	NUM
easat-7679	340	57	.	.	PUNCT
easat-7679	341	1	[	[	X
easat-7679	341	2	33	33	NUM
easat-7679	341	3	]	]	PUNCT
easat-7679	341	4	b.	b.	PROPN
easat-7679	341	5	chen	chen	PROPN
easat-7679	341	6	,	,	PUNCT
easat-7679	341	7	a.	a.	PROPN
easat-7679	341	8	rouditchenko	rouditchenko	PROPN
easat-7679	341	9	,	,	PUNCT
easat-7679	341	10	k.	k.	PROPN
easat-7679	341	11	duarte	duarte	PROPN
easat-7679	341	12	,	,	PUNCT
easat-7679	341	13	and	and	CCONJ
easat-7679	341	14	h.	h.	PROPN
easat-7679	341	15	kuehne	kuehne	PROPN
easat-7679	341	16	,	,	PUNCT
easat-7679	341	17	"	"	PUNCT
easat-7679	341	18	multimodal	multimodal	ADJ
easat-7679	341	19	clustering	clustering	ADJ
easat-7679	341	20	networks	network	NOUN
easat-7679	341	21	for	for	ADP
easat-7679	341	22	self	self	NOUN
easat-7679	341	23	-	-	PUNCT
easat-7679	341	24	supervised	supervise	VERB
easat-7679	341	25	learning	learning	NOUN
easat-7679	341	26	from	from	ADP
easat-7679	341	27	unlabeled	unlabeled	ADJ
easat-7679	341	28	videos	video	NOUN
easat-7679	341	29	,	,	PUNCT
easat-7679	341	30	"	"	PUNCT
easat-7679	341	31	in	in	ADP
easat-7679	341	32	proceedings	proceeding	NOUN
easat-7679	341	33	of	of	ADP
easat-7679	341	34	the	the	DET
easat-7679	341	35	proceedings	proceeding	NOUN
easat-7679	341	36	of	of	ADP
easat-7679	341	37	the	the	DET
easat-7679	341	38	ieee	ieee	NOUN
easat-7679	341	39	/	/	SYM
easat-7679	341	40	cvf	cvf	NOUN
easat-7679	341	41	international	international	ADJ
easat-7679	341	42	conference	conference	NOUN
easat-7679	341	43	on	on	ADP
easat-7679	341	44	computer	computer	NOUN
easat-7679	341	45	vision	vision	NOUN
easat-7679	341	46	,	,	PUNCT
easat-7679	341	47	2021	2021	NUM
easat-7679	341	48	,	,	PUNCT
easat-7679	341	49	pp	pp	ADP
easat-7679	341	50	.	.	PUNCT
easat-7679	342	1	8012–8021	8012–8021	NUM
easat-7679	342	2	.	.	PUNCT
easat-7679	343	1	[	[	X
easat-7679	343	2	34	34	NUM
easat-7679	343	3	]	]	X
easat-7679	343	4	h.	h.	PROPN
easat-7679	343	5	du	du	PROPN
easat-7679	343	6	,	,	PUNCT
easat-7679	343	7	h.	h.	PROPN
easat-7679	343	8	shi	shi	PROPN
easat-7679	343	9	,	,	PUNCT
easat-7679	343	10	p.	p.	NOUN
easat-7679	343	11	zhao	zhao	PROPN
easat-7679	343	12	,	,	PUNCT
easat-7679	343	13	and	and	CCONJ
easat-7679	343	14	d.	d.	PROPN
easat-7679	343	15	wang	wang	PROPN
easat-7679	343	16	,	,	PUNCT
easat-7679	343	17	"	"	PUNCT
easat-7679	343	18	contrastive	contrastive	ADJ
easat-7679	343	19	learning	learning	NOUN
easat-7679	343	20	with	with	ADP
easat-7679	343	21	bidirectional	bidirectional	ADJ
easat-7679	343	22	transformers	transformer	NOUN
easat-7679	343	23	for	for	ADP
easat-7679	343	24	sequential	sequential	ADJ
easat-7679	343	25	recommendation	recommendation	NOUN
easat-7679	343	26	,	,	PUNCT
easat-7679	343	27	"	"	PUNCT
easat-7679	343	28	in	in	ADP
easat-7679	343	29	proceedings	proceeding	NOUN
easat-7679	343	30	of	of	ADP
easat-7679	343	31	the	the	DET
easat-7679	343	32	proceedings	proceeding	NOUN
easat-7679	343	33	of	of	ADP
easat-7679	343	34	the	the	DET
easat-7679	343	35	31st	31st	PROPN
easat-7679	343	36	acm	acm	PROPN
easat-7679	343	37	international	international	ADJ
easat-7679	343	38	conference	conference	NOUN
easat-7679	343	39	on	on	ADP
easat-7679	343	40	information	information	NOUN
easat-7679	343	41	&	&	CCONJ
easat-7679	343	42	knowledge	knowledge	PROPN
easat-7679	343	43	management	management	PROPN
easat-7679	343	44	,	,	PUNCT
easat-7679	343	45	2022	2022	NUM
easat-7679	343	46	,	,	PUNCT
easat-7679	343	47	pp	pp	ADJ
easat-7679	343	48	.	.	PUNCT
easat-7679	344	1	396–405	396–405	NUM
easat-7679	344	2	.	.	PUNCT
easat-7679	345	1	[	[	X
easat-7679	345	2	35	35	NUM
easat-7679	345	3	]	]	X
easat-7679	345	4	w.	w.	PROPN
easat-7679	345	5	xu	xu	PROPN
easat-7679	345	6	,	,	PUNCT
easat-7679	345	7	h.	h.	PROPN
easat-7679	345	8	huang	huang	PROPN
easat-7679	345	9	,	,	PUNCT
easat-7679	345	10	and	and	CCONJ
easat-7679	345	11	m.	m.	PROPN
easat-7679	345	12	cheng	cheng	PROPN
easat-7679	345	13	,	,	PUNCT
easat-7679	345	14	"	"	PUNCT
easat-7679	345	15	masked	mask	VERB
easat-7679	345	16	cross	cross	ADJ
easat-7679	345	17	-	-	ADJ
easat-7679	345	18	image	image	ADJ
easat-7679	345	19	encoding	encoding	NOUN
easat-7679	345	20	for	for	ADP
easat-7679	345	21	few	few	ADJ
easat-7679	345	22	-	-	PUNCT
easat-7679	345	23	hot	hot	ADJ
easat-7679	345	24	segmentation	segmentation	NOUN
easat-7679	345	25	,	,	PUNCT
easat-7679	345	26	"	"	PUNCT
easat-7679	345	27	in	in	ADP
easat-7679	345	28	proceedings	proceeding	NOUN
easat-7679	345	29	of	of	ADP
easat-7679	345	30	the	the	DET
easat-7679	345	31	2023	2023	NUM
easat-7679	345	32	ieee	ieee	NOUN
easat-7679	345	33	international	international	ADJ
easat-7679	345	34	conference	conference	NOUN
easat-7679	345	35	on	on	ADP
easat-7679	345	36	multimedia	multimedia	NOUN
easat-7679	345	37	and	and	CCONJ
easat-7679	345	38	expo	expo	NOUN
easat-7679	345	39	(	(	PUNCT
easat-7679	345	40	icme	icme	NOUN
easat-7679	345	41	)	)	PUNCT
easat-7679	345	42	ieee	ieee	NOUN
easat-7679	345	43	,	,	PUNCT
easat-7679	345	44	2023	2023	NUM
easat-7679	345	45	,	,	PUNCT
easat-7679	345	46	pp	pp	ADJ
easat-7679	345	47	.	.	PUNCT
easat-7679	346	1	744–749	744–749	NUM
easat-7679	346	2	.	.	PUNCT
easat-7679	347	1	[	[	X
easat-7679	347	2	36	36	NUM
easat-7679	347	3	]	]	PUNCT
easat-7679	347	4	j.	j.	PROPN
easat-7679	347	5	zhu	zhu	PROPN
easat-7679	347	6	et	et	PROPN
easat-7679	347	7	al	al	PROPN
easat-7679	347	8	.	.	PROPN
easat-7679	347	9	,	,	PUNCT
easat-7679	347	10	"	"	PUNCT
easat-7679	347	11	vl	vl	NOUN
easat-7679	347	12	-	-	PUNCT
easat-7679	347	13	gpt	gpt	NOUN
easat-7679	347	14	:	:	PUNCT
easat-7679	347	15	a	a	DET
easat-7679	347	16	generative	generative	ADJ
easat-7679	347	17	pre	pre	ADJ
easat-7679	347	18	-	-	ADJ
easat-7679	347	19	trained	train	VERB
easat-7679	347	20	transformer	transformer	NOUN
easat-7679	347	21	for	for	ADP
easat-7679	347	22	vision	vision	NOUN
easat-7679	347	23	and	and	CCONJ
easat-7679	347	24	language	language	NOUN
easat-7679	347	25	understanding	understanding	NOUN
easat-7679	347	26	and	and	CCONJ
easat-7679	347	27	generation	generation	NOUN
easat-7679	347	28	,	,	PUNCT
easat-7679	347	29	"	"	PUNCT
easat-7679	347	30	arxiv	arxiv	PROPN
easat-7679	347	31	preprint	preprint	NOUN
easat-7679	347	32	arxiv:2312.09251	arxiv:2312.09251	NOUN
easat-7679	347	33	,	,	PUNCT
easat-7679	347	34	2023	2023	NUM
easat-7679	347	35	.	.	PUNCT
easat-7679	348	1	https://doi.org/10.1109/tip.2022.3150289	https://doi.org/10.1109/tip.2022.3150289	ADJ
easat-7679	348	2	https://doi.org/10.3390/electronics13163335	https://doi.org/10.3390/electronics13163335	NOUN
easat-7679	348	3	https://doi.org/10.3390/s22041215	https://doi.org/10.3390/s22041215	PROPN
easat-7679	348	4	https://doi.org/10.1109/tbdata.2022.3173149	https://doi.org/10.1109/tbdata.2022.3173149	PROPN
easat-7679	348	5	https://doi.org/10.1109/access.2022.3183951	https://doi.org/10.1109/access.2022.3183951	PROPN
easat-7679	348	6	https://doi.org/10.3390/electronics13173430	https://doi.org/10.3390/electronics13173430	PROPN
easat-7679	348	7	https://doi.org/10.1016/j.bspc.2023.105534	https://doi.org/10.1016/j.bspc.2023.105534	PROPN
easat-7679	348	8	https://doi.org/10.1007/s41095-022-0215-0	https://doi.org/10.1007/s41095-022-0215-0	NUM
easat-7679	348	9	https://doi.org/10.1109/tpami.2023.3296019	https://doi.org/10.1109/tpami.2023.3296019	PROPN
easat-7679	348	10	https://doi.org/10.1109/tnnls.2022.3205156	https://doi.org/10.1109/tnnls.2022.3205156	PROPN
easat-7679	348	11	https://doi.org/10.1186/s40537-022-00629-2	https://doi.org/10.1186/s40537-022-00629-2	NUM
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easat-7679	348	16	3308	3308	NUM
easat-7679	348	17	edelweiss	edelweiss	PROPN
easat-7679	348	18	applied	apply	VERB
easat-7679	348	19	science	science	NOUN
easat-7679	348	20	and	and	CCONJ
easat-7679	348	21	technology	technology	NOUN
easat-7679	348	22	issn	issn	PROPN
easat-7679	348	23	:	:	PUNCT
easat-7679	348	24	2576	2576	NUM
easat-7679	348	25	-	-	SYM
easat-7679	348	26	8484	8484	NUM
easat-7679	348	27	vol	vol	NOUN
easat-7679	348	28	.	.	PROPN
easat-7679	349	1	9	9	NUM
easat-7679	349	2	,	,	PUNCT
easat-7679	349	3	no	no	INTJ
easat-7679	349	4	.	.	NOUN
easat-7679	349	5	5	5	NUM
easat-7679	349	6	:	:	SYM
easat-7679	349	7	3293	3293	NUM
easat-7679	349	8	-	-	SYM
easat-7679	349	9	3308	3308	NUM
easat-7679	349	10	,	,	PUNCT
easat-7679	349	11	2025	2025	NUM
easat-7679	349	12	doi	doi	NOUN
easat-7679	349	13	:	:	PUNCT
easat-7679	349	14	10.55214/25768484.v9i5.7679	10.55214/25768484.v9i5.7679	NUM
easat-7679	349	15	©	©	PROPN
easat-7679	349	16	2025	2025	NUM
easat-7679	349	17	by	by	ADP
easat-7679	349	18	the	the	DET
easat-7679	349	19	authors	author	NOUN
easat-7679	349	20	;	;	PUNCT
easat-7679	349	21	licensee	licensee	PROPN
easat-7679	349	22	learning	learning	NOUN
easat-7679	349	23	gate	gate	NOUN
easat-7679	350	1	[	[	X
easat-7679	350	2	37	37	NUM
easat-7679	350	3	]	]	X
easat-7679	350	4	y.	y.	PROPN
easat-7679	350	5	lin	lin	PROPN
easat-7679	350	6	,	,	PUNCT
easat-7679	350	7	m.	m.	PROPN
easat-7679	350	8	chen	chen	PROPN
easat-7679	350	9	,	,	PUNCT
easat-7679	350	10	w.	w.	PROPN
easat-7679	350	11	wang	wang	PROPN
easat-7679	350	12	,	,	PUNCT
easat-7679	350	13	and	and	CCONJ
easat-7679	350	14	b.	b.	PROPN
easat-7679	350	15	wu	wu	PROPN
easat-7679	350	16	,	,	PUNCT
easat-7679	350	17	"	"	PUNCT
easat-7679	350	18	clip	clip	NOUN
easat-7679	350	19	is	be	AUX
easat-7679	350	20	also	also	ADV
easat-7679	350	21	an	an	DET
easat-7679	350	22	efficient	efficient	ADJ
easat-7679	350	23	segmenter	segmenter	NOUN
easat-7679	350	24	:	:	PUNCT
easat-7679	350	25	a	a	DET
easat-7679	350	26	text	text	NOUN
easat-7679	350	27	-	-	PUNCT
easat-7679	350	28	driven	drive	VERB
easat-7679	350	29	approach	approach	NOUN
easat-7679	350	30	for	for	ADP
easat-7679	350	31	weakly	weakly	ADJ
easat-7679	350	32	supervised	supervised	ADJ
easat-7679	350	33	semantic	semantic	ADJ
easat-7679	350	34	segmentation	segmentation	NOUN
easat-7679	350	35	,	,	PUNCT
easat-7679	350	36	"	"	PUNCT
easat-7679	350	37	in	in	ADP
easat-7679	350	38	proceedings	proceeding	NOUN
easat-7679	350	39	of	of	ADP
easat-7679	350	40	the	the	DET
easat-7679	350	41	proceedings	proceeding	NOUN
easat-7679	350	42	of	of	ADP
easat-7679	350	43	the	the	DET
easat-7679	350	44	ieee	ieee	NOUN
easat-7679	350	45	/	/	SYM
easat-7679	350	46	cvf	cvf	NOUN
easat-7679	350	47	conference	conference	NOUN
easat-7679	350	48	on	on	ADP
easat-7679	350	49	computer	computer	NOUN
easat-7679	350	50	vision	vision	NOUN
easat-7679	350	51	and	and	CCONJ
easat-7679	350	52	pattern	pattern	NOUN
easat-7679	350	53	recognition	recognition	NOUN
easat-7679	350	54	,	,	PUNCT
easat-7679	350	55	2023	2023	NUM
easat-7679	350	56	,	,	PUNCT
easat-7679	350	57	pp	pp	ADJ
easat-7679	350	58	.	.	PUNCT
easat-7679	350	59	15305–15314	15305–15314	NUM
easat-7679	350	60	.	.	PUNCT
easat-7679	351	1	[	[	X
easat-7679	351	2	38	38	NUM
easat-7679	351	3	]	]	PUNCT
easat-7679	351	4	p.	p.	NOUN
easat-7679	351	5	krähenbühl	krähenbühl	NOUN
easat-7679	351	6	and	and	CCONJ
easat-7679	351	7	v.	v.	ADP
easat-7679	351	8	koltun	koltun	PROPN
easat-7679	351	9	,	,	PUNCT
easat-7679	351	10	"	"	PUNCT
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easat-7679	351	12	inference	inference	NOUN
easat-7679	351	13	in	in	ADP
easat-7679	351	14	fully	fully	ADV
easat-7679	351	15	connected	connect	VERB
easat-7679	351	16	crfs	crf	NOUN
easat-7679	351	17	with	with	ADP
easat-7679	351	18	gaussian	gaussian	ADJ
easat-7679	351	19	edge	edge	NOUN
easat-7679	351	20	potentials	potential	NOUN
easat-7679	351	21	,	,	PUNCT
easat-7679	351	22	"	"	PUNCT
easat-7679	351	23	advances	advance	NOUN
easat-7679	351	24	in	in	ADP
easat-7679	351	25	neural	neural	ADJ
easat-7679	351	26	information	information	NOUN
easat-7679	351	27	processing	processing	NOUN
easat-7679	351	28	systems	system	NOUN
easat-7679	351	29	,	,	PUNCT
easat-7679	351	30	vol	vol	NOUN
easat-7679	351	31	.	.	PROPN
easat-7679	352	1	24	24	NUM
easat-7679	352	2	,	,	PUNCT
easat-7679	352	3	pp	pp	ADJ
easat-7679	352	4	.	.	PUNCT
easat-7679	353	1	1	1	NUM
easat-7679	353	2	-	-	SYM
easat-7679	353	3	10	10	NUM
easat-7679	353	4	,	,	PUNCT
easat-7679	353	5	2011	2011	NUM
easat-7679	353	6	.	.	PUNCT
easat-7679	354	1	[	[	X
easat-7679	354	2	39	39	NUM
easat-7679	354	3	]	]	PUNCT
easat-7679	354	4	i.	i.	PROPN
easat-7679	354	5	s.	s.	PROPN
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easat-7679	354	7	et	et	PROPN
easat-7679	354	8	al	al	PROPN
easat-7679	354	9	.	.	PROPN
easat-7679	354	10	,	,	PUNCT
easat-7679	354	11	"	"	PUNCT
easat-7679	354	12	two	two	NUM
easat-7679	354	13	-	-	PUNCT
easat-7679	354	14	dimensional	dimensional	ADJ
easat-7679	354	15	mos	mos	NOUN
easat-7679	354	16	2	2	NUM
easat-7679	354	17	/	/	SYM
easat-7679	354	18	fe	fe	NOUN
easat-7679	354	19	-	-	ADJ
easat-7679	354	20	phthalocyanine	phthalocyanine	ADJ
easat-7679	354	21	hybrid	hybrid	NOUN
easat-7679	354	22	nanostructures	nanostructure	NOUN
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easat-7679	354	26	for	for	ADP
easat-7679	354	27	hydrogen	hydrogen	NOUN
easat-7679	354	28	evolution	evolution	NOUN
easat-7679	354	29	and	and	CCONJ
easat-7679	354	30	oxygen	oxygen	NOUN
easat-7679	354	31	reduction	reduction	NOUN
easat-7679	354	32	reactions	reaction	NOUN
easat-7679	354	33	,	,	PUNCT
easat-7679	354	34	"	"	PUNCT
easat-7679	354	35	nanoscale	nanoscale	NOUN
easat-7679	354	36	,	,	PUNCT
easat-7679	354	37	vol	vol	NOUN
easat-7679	354	38	.	.	PROPN
easat-7679	355	1	11	11	NUM
easat-7679	355	2	,	,	PUNCT
easat-7679	355	3	no	no	INTJ
easat-7679	355	4	.	.	NOUN
easat-7679	355	5	30	30	NUM
easat-7679	355	6	,	,	PUNCT
easat-7679	355	7	pp	pp	ADJ
easat-7679	355	8	.	.	PUNCT
easat-7679	356	1	14266	14266	NUM
easat-7679	356	2	-	-	SYM
easat-7679	356	3	14275	14275	NUM
easat-7679	356	4	,	,	PUNCT
easat-7679	356	5	2019	2019	NUM
easat-7679	356	6	.	.	PUNCT
easat-7679	357	1	[	[	X
easat-7679	357	2	40	40	NUM
easat-7679	357	3	]	]	X
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easat-7679	357	6	,	,	PUNCT
easat-7679	357	7	p.	p.	NOUN
easat-7679	357	8	fischer	fischer	PROPN
easat-7679	357	9	,	,	PUNCT
easat-7679	357	10	and	and	CCONJ
easat-7679	357	11	t.	t.	PROPN
easat-7679	357	12	brox	brox	PROPN
easat-7679	357	13	,	,	PUNCT
easat-7679	357	14	"	"	PUNCT
easat-7679	357	15	u	u	NOUN
easat-7679	357	16	-	-	NOUN
easat-7679	357	17	net	net	ADJ
easat-7679	357	18	:	:	PUNCT
easat-7679	357	19	convolutional	convolutional	ADJ
easat-7679	357	20	networks	network	NOUN
easat-7679	357	21	for	for	ADP
easat-7679	357	22	biomedical	biomedical	ADJ
easat-7679	357	23	image	image	NOUN
easat-7679	357	24	segmentation	segmentation	NOUN
easat-7679	357	25	,	,	PUNCT
easat-7679	357	26	"	"	PUNCT
easat-7679	357	27	in	in	ADP
easat-7679	357	28	proceedings	proceeding	NOUN
easat-7679	357	29	of	of	ADP
easat-7679	357	30	the	the	DET
easat-7679	357	31	medical	medical	ADJ
easat-7679	357	32	image	image	NOUN
easat-7679	357	33	computing	computing	NOUN
easat-7679	357	34	and	and	CCONJ
easat-7679	357	35	computer	computer	NOUN
easat-7679	357	36	-	-	PUNCT
easat-7679	357	37	assisted	assist	VERB
easat-7679	357	38	intervention	intervention	NOUN
easat-7679	357	39	–	–	PUNCT
easat-7679	357	40	miccai	miccai	NOUN
easat-7679	357	41	2015	2015	NUM
easat-7679	357	42	:	:	PUNCT
easat-7679	357	43	18th	18th	ADJ
easat-7679	357	44	international	international	ADJ
easat-7679	357	45	conference	conference	NOUN
easat-7679	357	46	,	,	PUNCT
easat-7679	357	47	munich	munich	PROPN
easat-7679	357	48	,	,	PUNCT
easat-7679	357	49	germany	germany	PROPN
easat-7679	357	50	,	,	PUNCT
easat-7679	357	51	october	october	PROPN
easat-7679	357	52	5	5	NUM
easat-7679	357	53	-	-	SYM
easat-7679	357	54	9	9	NUM
easat-7679	357	55	,	,	PUNCT
easat-7679	357	56	2015	2015	NUM
easat-7679	357	57	,	,	PUNCT
easat-7679	357	58	proceedings	proceeding	NOUN
easat-7679	357	59	,	,	PUNCT
easat-7679	357	60	part	part	NOUN
easat-7679	357	61	iii	iii	NUM
easat-7679	357	62	18	18	NUM
easat-7679	357	63	.	.	PUNCT
easat-7679	357	64	springer	springer	NOUN
easat-7679	357	65	,	,	PUNCT
easat-7679	357	66	2015	2015	NUM
easat-7679	357	67	,	,	PUNCT
easat-7679	357	68	pp	pp	ADV
easat-7679	357	69	.	.	PUNCT
easat-7679	358	1	234–241	234–241	NUM
easat-7679	358	2	.	.	PUNCT
easat-7679	359	1	[	[	X
easat-7679	359	2	41	41	NUM
easat-7679	359	3	]	]	X
easat-7679	359	4	h.	h.	PROPN
easat-7679	359	5	zhao	zhao	PROPN
easat-7679	359	6	,	,	PUNCT
easat-7679	359	7	j.	j.	PROPN
easat-7679	359	8	shi	shi	PROPN
easat-7679	359	9	,	,	PUNCT
easat-7679	359	10	x.	x.	PROPN
easat-7679	359	11	qi	qi	PROPN
easat-7679	359	12	,	,	PUNCT
easat-7679	359	13	x.	x.	PROPN
easat-7679	359	14	wang	wang	PROPN
easat-7679	359	15	,	,	PUNCT
easat-7679	359	16	and	and	CCONJ
easat-7679	359	17	j.	j.	PROPN
easat-7679	359	18	jia	jia	PROPN
easat-7679	359	19	,	,	PUNCT
easat-7679	359	20	"	"	PUNCT
easat-7679	359	21	pyramid	pyramid	NOUN
easat-7679	359	22	scene	scene	NOUN
easat-7679	359	23	parsing	parse	VERB
easat-7679	359	24	network	network	NOUN
easat-7679	359	25	,	,	PUNCT
easat-7679	359	26	"	"	PUNCT
easat-7679	359	27	in	in	ADP
easat-7679	359	28	proceedings	proceeding	NOUN
easat-7679	359	29	of	of	ADP
easat-7679	359	30	the	the	DET
easat-7679	359	31	proceedings	proceeding	NOUN
easat-7679	359	32	of	of	ADP
easat-7679	359	33	the	the	DET
easat-7679	359	34	ieee	ieee	NOUN
easat-7679	359	35	conference	conference	NOUN
easat-7679	359	36	on	on	ADP
easat-7679	359	37	computer	computer	NOUN
easat-7679	359	38	vision	vision	NOUN
easat-7679	359	39	and	and	CCONJ
easat-7679	359	40	pattern	pattern	NOUN
easat-7679	359	41	recognition	recognition	NOUN
easat-7679	359	42	,	,	PUNCT
easat-7679	359	43	2017	2017	NUM
easat-7679	359	44	,	,	PUNCT
easat-7679	359	45	pp	pp	ADV
easat-7679	359	46	.	.	PUNCT
easat-7679	360	1	2881–2890	2881–2890	NUM
easat-7679	360	2	.	.	PUNCT
easat-7679	361	1	[	[	X
easat-7679	361	2	42	42	NUM
easat-7679	361	3	]	]	X
easat-7679	361	4	y.	y.	PROPN
easat-7679	361	5	hong	hong	PROPN
easat-7679	361	6	,	,	PUNCT
easat-7679	361	7	h.	h.	PROPN
easat-7679	361	8	pan	pan	PROPN
easat-7679	361	9	,	,	PUNCT
easat-7679	361	10	w.	w.	PROPN
easat-7679	361	11	sun	sun	PROPN
easat-7679	361	12	,	,	PUNCT
easat-7679	361	13	and	and	CCONJ
easat-7679	361	14	y.	y.	PROPN
easat-7679	361	15	jia	jia	PROPN
easat-7679	361	16	,	,	PUNCT
easat-7679	361	17	"	"	PUNCT
easat-7679	361	18	deep	deep	ADJ
easat-7679	361	19	dual	dual	ADJ
easat-7679	361	20	-	-	PUNCT
easat-7679	361	21	resolution	resolution	NOUN
easat-7679	361	22	networks	network	NOUN
easat-7679	361	23	for	for	ADP
easat-7679	361	24	real	real	ADJ
easat-7679	361	25	-	-	PUNCT
easat-7679	361	26	time	time	NOUN
easat-7679	361	27	and	and	CCONJ
easat-7679	361	28	accurate	accurate	ADJ
easat-7679	361	29	semantic	semantic	ADJ
easat-7679	361	30	segmentation	segmentation	NOUN
easat-7679	361	31	of	of	ADP
easat-7679	361	32	road	road	NOUN
easat-7679	361	33	scenes	scene	NOUN
easat-7679	361	34	,	,	PUNCT
easat-7679	361	35	"	"	PUNCT
easat-7679	361	36	arxiv	arxiv	PROPN
easat-7679	361	37	preprint	preprint	NOUN
easat-7679	361	38	arxiv:2101.06085	arxiv:2101.06085	NOUN
easat-7679	361	39	,	,	PUNCT
easat-7679	361	40	2021	2021	NUM
easat-7679	361	41	.	.	PUNCT
easat-7679	362	1	[	[	X
easat-7679	362	2	43	43	NUM
easat-7679	362	3	]	]	X
easat-7679	362	4	r.	r.	PROPN
easat-7679	362	5	strudel	strudel	PROPN
easat-7679	362	6	,	,	PUNCT
easat-7679	362	7	r.	r.	PROPN
easat-7679	362	8	garcia	garcia	PROPN
easat-7679	362	9	,	,	PUNCT
easat-7679	362	10	i.	i.	PROPN
easat-7679	362	11	laptev	laptev	PROPN
easat-7679	362	12	,	,	PUNCT
easat-7679	362	13	and	and	CCONJ
easat-7679	362	14	c.	c.	PROPN
easat-7679	362	15	schmid	schmid	PROPN
easat-7679	362	16	,	,	PUNCT
easat-7679	362	17	"	"	PUNCT
easat-7679	362	18	segmenter	segmenter	ADJ
easat-7679	362	19	:	:	PUNCT
easat-7679	362	20	transformer	transformer	NOUN
easat-7679	362	21	for	for	ADP
easat-7679	362	22	semantic	semantic	ADJ
easat-7679	362	23	segmentation	segmentation	NOUN
easat-7679	362	24	,	,	PUNCT
easat-7679	362	25	"	"	PUNCT
easat-7679	362	26	presented	present	VERB
easat-7679	362	27	at	at	ADP
easat-7679	362	28	the	the	DET
easat-7679	362	29	proceedings	proceeding	NOUN
easat-7679	362	30	of	of	ADP
easat-7679	362	31	the	the	DET
easat-7679	362	32	ieee	ieee	NOUN
easat-7679	362	33	/	/	SYM
easat-7679	362	34	cvf	cvf	NOUN
easat-7679	362	35	international	international	ADJ
easat-7679	362	36	conference	conference	NOUN
easat-7679	362	37	on	on	ADP
easat-7679	362	38	computer	computer	NOUN
easat-7679	362	39	vision	vision	NOUN
easat-7679	362	40	,	,	PUNCT
easat-7679	362	41	2021	2021	NUM
easat-7679	362	42	.	.	PUNCT
easat-7679	363	1	[	[	X
easat-7679	363	2	44	44	NUM
easat-7679	363	3	]	]	PUNCT
easat-7679	363	4	j.	j.	PROPN
easat-7679	363	5	chen	chen	PROPN
easat-7679	363	6	et	et	PROPN
easat-7679	363	7	al	al	PROPN
easat-7679	363	8	.	.	PROPN
easat-7679	363	9	,	,	PUNCT
easat-7679	363	10	"	"	PUNCT
easat-7679	363	11	transunet	transunet	NOUN
easat-7679	363	12	:	:	PUNCT
easat-7679	363	13	transformers	transformer	NOUN
easat-7679	363	14	make	make	VERB
easat-7679	363	15	strong	strong	ADJ
easat-7679	363	16	encoders	encoder	NOUN
easat-7679	363	17	for	for	ADP
easat-7679	363	18	medical	medical	ADJ
easat-7679	363	19	image	image	NOUN
easat-7679	363	20	segmentation	segmentation	NOUN
easat-7679	363	21	,	,	PUNCT
easat-7679	363	22	"	"	PUNCT
easat-7679	363	23	in	in	ADP
easat-7679	363	24	proceedings	proceeding	NOUN
easat-7679	363	25	of	of	ADP
easat-7679	363	26	the	the	DET
easat-7679	363	27	international	international	ADJ
easat-7679	363	28	conference	conference	NOUN
easat-7679	363	29	on	on	ADP
easat-7679	363	30	medical	medical	ADJ
easat-7679	363	31	image	image	NOUN
easat-7679	363	32	computing	computing	NOUN
easat-7679	363	33	and	and	CCONJ
easat-7679	363	34	computer	computer	NOUN
easat-7679	363	35	-	-	PUNCT
easat-7679	363	36	assisted	assist	VERB
easat-7679	363	37	intervention	intervention	NOUN
easat-7679	363	38	,	,	PUNCT
easat-7679	363	39	2021	2021	NUM
easat-7679	363	40	.	.	PUNCT