id	sid	tid	token	lemma	pos
ejpam-6300	1	1	european	european	PROPN
ejpam-6300	1	2	journal	journal	PROPN
ejpam-6300	1	3	of	of	ADP
ejpam-6300	1	4	pure	pure	ADJ
ejpam-6300	1	5	and	and	CCONJ
ejpam-6300	1	6	applied	applied	ADJ
ejpam-6300	1	7	mathematics	mathematic	NOUN
ejpam-6300	1	8	2025	2025	NUM
ejpam-6300	1	9	,	,	PUNCT
ejpam-6300	1	10	vol	vol	NOUN
ejpam-6300	1	11	.	.	PROPN
ejpam-6300	1	12	18	18	NUM
ejpam-6300	1	13	,	,	PUNCT
ejpam-6300	1	14	issue	issue	NOUN
ejpam-6300	1	15	4	4	NUM
ejpam-6300	1	16	,	,	PUNCT
ejpam-6300	1	17	article	article	NOUN
ejpam-6300	1	18	number	number	NOUN
ejpam-6300	1	19	6300	6300	NUM
ejpam-6300	1	20	issn	issn	PROPN
ejpam-6300	1	21	1307	1307	NUM
ejpam-6300	1	22	-	-	SYM
ejpam-6300	1	23	5543	5543	NUM
ejpam-6300	1	24	–	–	PUNCT
ejpam-6300	1	25	ejpam.com	ejpam.com	X
ejpam-6300	1	26	published	publish	VERB
ejpam-6300	1	27	by	by	ADP
ejpam-6300	1	28	new	new	PROPN
ejpam-6300	1	29	york	york	PROPN
ejpam-6300	1	30	business	business	PROPN
ejpam-6300	1	31	global	global	ADJ
ejpam-6300	1	32	coronary	coronary	ADJ
ejpam-6300	1	33	artery	artery	NOUN
ejpam-6300	1	34	segmentation	segmentation	NOUN
ejpam-6300	1	35	in	in	ADP
ejpam-6300	1	36	cta	cta	PROPN
ejpam-6300	1	37	images	image	NOUN
ejpam-6300	1	38	:	:	PUNCT
ejpam-6300	1	39	evaluating	evaluate	VERB
ejpam-6300	1	40	automated	automate	VERB
ejpam-6300	1	41	segmentation	segmentation	NOUN
ejpam-6300	1	42	of	of	ADP
ejpam-6300	1	43	coronary	coronary	ADJ
ejpam-6300	1	44	arteries	artery	NOUN
ejpam-6300	1	45	using	use	VERB
ejpam-6300	1	46	u	u	ADJ
ejpam-6300	1	47	-	-	ADJ
ejpam-6300	1	48	net	net	ADJ
ejpam-6300	1	49	variants	variant	NOUN
ejpam-6300	1	50	and	and	CCONJ
ejpam-6300	1	51	vesselness	vesselness	NOUN
ejpam-6300	1	52	enhancement	enhancement	NOUN
ejpam-6300	1	53	omar	omar	PROPN
ejpam-6300	1	54	alirr	alirr	PROPN
ejpam-6300	1	55	college	college	PROPN
ejpam-6300	1	56	of	of	ADP
ejpam-6300	1	57	engineering	engineering	NOUN
ejpam-6300	1	58	and	and	CCONJ
ejpam-6300	1	59	technology	technology	NOUN
ejpam-6300	1	60	,	,	PUNCT
ejpam-6300	1	61	american	american	PROPN
ejpam-6300	1	62	university	university	PROPN
ejpam-6300	1	63	of	of	ADP
ejpam-6300	1	64	the	the	DET
ejpam-6300	1	65	middle	middle	PROPN
ejpam-6300	1	66	east	east	PROPN
ejpam-6300	1	67	,	,	PUNCT
ejpam-6300	1	68	kuwait	kuwait	PROPN
ejpam-6300	1	69	abstract	abstract	PROPN
ejpam-6300	1	70	.	.	PUNCT
ejpam-6300	2	1	accurate	accurate	ADJ
ejpam-6300	2	2	segmentation	segmentation	NOUN
ejpam-6300	2	3	of	of	ADP
ejpam-6300	2	4	the	the	DET
ejpam-6300	2	5	coronary	coronary	ADJ
ejpam-6300	2	6	arteries	artery	NOUN
ejpam-6300	2	7	from	from	ADP
ejpam-6300	2	8	computed	computed	ADJ
ejpam-6300	2	9	tomography	tomography	NOUN
ejpam-6300	2	10	(	(	PUNCT
ejpam-6300	2	11	cta	cta	PROPN
ejpam-6300	2	12	)	)	PUNCT
ejpam-6300	2	13	images	image	NOUN
ejpam-6300	2	14	is	be	AUX
ejpam-6300	2	15	crucial	crucial	ADJ
ejpam-6300	2	16	to	to	ADP
ejpam-6300	2	17	the	the	DET
ejpam-6300	2	18	diagnosis	diagnosis	NOUN
ejpam-6300	2	19	and	and	CCONJ
ejpam-6300	2	20	treatment	treatment	NOUN
ejpam-6300	2	21	of	of	ADP
ejpam-6300	2	22	cardiovascular	cardiovascular	ADJ
ejpam-6300	2	23	diseases	disease	NOUN
ejpam-6300	2	24	,	,	PUNCT
ejpam-6300	2	25	especially	especially	ADV
ejpam-6300	2	26	with	with	ADP
ejpam-6300	2	27	the	the	DET
ejpam-6300	2	28	increasing	increase	VERB
ejpam-6300	2	29	prevalence	prevalence	NOUN
ejpam-6300	2	30	of	of	ADP
ejpam-6300	2	31	coronary	coronary	ADJ
ejpam-6300	2	32	artery	artery	NOUN
ejpam-6300	2	33	disease	disease	NOUN
ejpam-6300	2	34	(	(	PUNCT
ejpam-6300	2	35	cad	cad	NOUN
ejpam-6300	2	36	)	)	PUNCT
ejpam-6300	2	37	,	,	PUNCT
ejpam-6300	2	38	a	a	DET
ejpam-6300	2	39	leading	lead	VERB
ejpam-6300	2	40	cause	cause	NOUN
ejpam-6300	2	41	of	of	ADP
ejpam-6300	2	42	death	death	NOUN
ejpam-6300	2	43	worldwide	worldwide	ADV
ejpam-6300	2	44	.	.	PUNCT
ejpam-6300	3	1	this	this	DET
ejpam-6300	3	2	paper	paper	NOUN
ejpam-6300	3	3	introduces	introduce	VERB
ejpam-6300	3	4	a	a	DET
ejpam-6300	3	5	comprehensive	comprehensive	ADJ
ejpam-6300	3	6	pipeline	pipeline	NOUN
ejpam-6300	3	7	that	that	PRON
ejpam-6300	3	8	combines	combine	VERB
ejpam-6300	3	9	vessel	vessel	NOUN
ejpam-6300	3	10	enhancement	enhancement	NOUN
ejpam-6300	3	11	,	,	PUNCT
ejpam-6300	3	12	heart	heart	NOUN
ejpam-6300	3	13	region	region	NOUN
ejpam-6300	3	14	of	of	ADP
ejpam-6300	3	15	interest	interest	NOUN
ejpam-6300	3	16	(	(	PUNCT
ejpam-6300	3	17	roi	roi	NOUN
ejpam-6300	3	18	)	)	PUNCT
ejpam-6300	3	19	extraction	extraction	NOUN
ejpam-6300	3	20	,	,	PUNCT
ejpam-6300	3	21	and	and	CCONJ
ejpam-6300	3	22	advanced	advanced	ADJ
ejpam-6300	3	23	deep	deep	ADJ
ejpam-6300	3	24	learning	learning	NOUN
ejpam-6300	3	25	techniques	technique	NOUN
ejpam-6300	3	26	,	,	PUNCT
ejpam-6300	3	27	specifically	specifically	ADV
ejpam-6300	3	28	the	the	DET
ejpam-6300	3	29	resunet	resunet	ADJ
ejpam-6300	3	30	model	model	NOUN
ejpam-6300	3	31	,	,	PUNCT
ejpam-6300	3	32	to	to	PART
ejpam-6300	3	33	efficiently	efficiently	ADV
ejpam-6300	3	34	and	and	CCONJ
ejpam-6300	3	35	accurately	accurately	ADV
ejpam-6300	3	36	extract	extract	VERB
ejpam-6300	3	37	vessels	vessel	NOUN
ejpam-6300	3	38	from	from	ADP
ejpam-6300	3	39	the	the	DET
ejpam-6300	3	40	coronary	coronary	ADJ
ejpam-6300	3	41	artery	artery	NOUN
ejpam-6300	3	42	.	.	PUNCT
ejpam-6300	4	1	a	a	DET
ejpam-6300	4	2	comparative	comparative	ADJ
ejpam-6300	4	3	study	study	NOUN
ejpam-6300	4	4	of	of	ADP
ejpam-6300	4	5	several	several	ADJ
ejpam-6300	4	6	u	u	ADJ
ejpam-6300	4	7	-	-	ADJ
ejpam-6300	4	8	net	net	ADJ
ejpam-6300	4	9	-	-	PUNCT
ejpam-6300	4	10	based	base	VERB
ejpam-6300	4	11	networks	network	NOUN
ejpam-6300	4	12	,	,	PUNCT
ejpam-6300	4	13	including	include	VERB
ejpam-6300	4	14	u	u	NOUN
ejpam-6300	4	15	-	-	NOUN
ejpam-6300	4	16	net	net	ADJ
ejpam-6300	4	17	,	,	PUNCT
ejpam-6300	4	18	resu	resu	NOUN
ejpam-6300	4	19	-	-	NOUN
ejpam-6300	4	20	net	net	ADJ
ejpam-6300	4	21	,	,	PUNCT
ejpam-6300	4	22	attention	attention	NOUN
ejpam-6300	4	23	u	u	NOUN
ejpam-6300	4	24	-	-	NOUN
ejpam-6300	4	25	net	net	ADJ
ejpam-6300	4	26	,	,	PUNCT
ejpam-6300	4	27	u	u	NOUN
ejpam-6300	4	28	-	-	NOUN
ejpam-6300	4	29	net++	net++	ADJ
ejpam-6300	4	30	,	,	PUNCT
ejpam-6300	4	31	and	and	CCONJ
ejpam-6300	4	32	transu	transu	NOUN
ejpam-6300	4	33	-	-	PUNCT
ejpam-6300	4	34	net	net	NOUN
ejpam-6300	4	35	,	,	PUNCT
ejpam-6300	4	36	was	be	AUX
ejpam-6300	4	37	performed	perform	VERB
ejpam-6300	4	38	using	use	VERB
ejpam-6300	4	39	a	a	DET
ejpam-6300	4	40	five	five	NUM
ejpam-6300	4	41	-	-	ADJ
ejpam-6300	4	42	fold	fold	ADJ
ejpam-6300	4	43	cross	cross	ADJ
ejpam-6300	4	44	-	-	ADJ
ejpam-6300	4	45	validation	validation	ADJ
ejpam-6300	4	46	approach	approach	NOUN
ejpam-6300	4	47	.	.	PUNCT
ejpam-6300	5	1	performance	performance	NOUN
ejpam-6300	5	2	metrics	metric	NOUN
ejpam-6300	5	3	such	such	ADJ
ejpam-6300	5	4	as	as	ADP
ejpam-6300	5	5	the	the	DET
ejpam-6300	5	6	dice	dice	NOUN
ejpam-6300	5	7	similarity	similarity	NOUN
ejpam-6300	5	8	coefficient	coefficient	NOUN
ejpam-6300	5	9	(	(	PUNCT
ejpam-6300	5	10	dsc	dsc	NOUN
ejpam-6300	5	11	)	)	PUNCT
ejpam-6300	5	12	,	,	PUNCT
ejpam-6300	5	13	jaccard	jaccard	ADJ
ejpam-6300	5	14	index	index	NOUN
ejpam-6300	5	15	(	(	PUNCT
ejpam-6300	5	16	ji	ji	PROPN
ejpam-6300	5	17	)	)	PUNCT
ejpam-6300	5	18	,	,	PUNCT
ejpam-6300	5	19	recall	recall	NOUN
ejpam-6300	5	20	,	,	PUNCT
ejpam-6300	5	21	and	and	CCONJ
ejpam-6300	5	22	precision	precision	NOUN
ejpam-6300	5	23	were	be	AUX
ejpam-6300	5	24	used	use	VERB
ejpam-6300	5	25	to	to	PART
ejpam-6300	5	26	assess	assess	VERB
ejpam-6300	5	27	the	the	DET
ejpam-6300	5	28	models	model	NOUN
ejpam-6300	5	29	.	.	PUNCT
ejpam-6300	6	1	the	the	DET
ejpam-6300	6	2	results	result	NOUN
ejpam-6300	6	3	showed	show	VERB
ejpam-6300	6	4	that	that	SCONJ
ejpam-6300	6	5	the	the	DET
ejpam-6300	6	6	proposed	propose	VERB
ejpam-6300	6	7	method	method	NOUN
ejpam-6300	6	8	achieved	achieve	VERB
ejpam-6300	6	9	a	a	DET
ejpam-6300	6	10	dsc	dsc	NOUN
ejpam-6300	6	11	of	of	ADP
ejpam-6300	6	12	0.867	0.867	NUM
ejpam-6300	6	13	,	,	PUNCT
ejpam-6300	6	14	recall	recall	NOUN
ejpam-6300	6	15	of	of	ADP
ejpam-6300	6	16	0.881	0.881	NUM
ejpam-6300	6	17	,	,	PUNCT
ejpam-6300	6	18	and	and	CCONJ
ejpam-6300	6	19	precision	precision	NOUN
ejpam-6300	6	20	of	of	ADP
ejpam-6300	6	21	0.892	0.892	NUM
ejpam-6300	6	22	,	,	PUNCT
ejpam-6300	6	23	outperforming	outperform	VERB
ejpam-6300	6	24	other	other	ADJ
ejpam-6300	6	25	state	state	NOUN
ejpam-6300	6	26	-	-	PUNCT
ejpam-6300	6	27	of	of	ADP
ejpam-6300	6	28	-	-	PUNCT
ejpam-6300	6	29	the	the	DET
ejpam-6300	6	30	-	-	PUNCT
ejpam-6300	6	31	art	art	NOUN
ejpam-6300	6	32	methods	method	NOUN
ejpam-6300	6	33	.	.	PUNCT
ejpam-6300	7	1	specifically	specifically	ADV
ejpam-6300	7	2	,	,	PUNCT
ejpam-6300	7	3	the	the	DET
ejpam-6300	7	4	resu	resu	PROPN
ejpam-6300	7	5	-	-	ADJ
ejpam-6300	7	6	net	net	ADJ
ejpam-6300	7	7	model	model	NOUN
ejpam-6300	7	8	achieved	achieve	VERB
ejpam-6300	7	9	a	a	DET
ejpam-6300	7	10	dsc	dsc	NOUN
ejpam-6300	7	11	of	of	ADP
ejpam-6300	7	12	0.865	0.865	NUM
ejpam-6300	7	13	and	and	CCONJ
ejpam-6300	7	14	a	a	DET
ejpam-6300	7	15	ji	ji	NOUN
ejpam-6300	7	16	of	of	ADP
ejpam-6300	7	17	0.764	0.764	NUM
ejpam-6300	7	18	,	,	PUNCT
ejpam-6300	7	19	demonstrating	demonstrate	VERB
ejpam-6300	7	20	superior	superior	ADJ
ejpam-6300	7	21	segmentation	segmentation	NOUN
ejpam-6300	7	22	accuracy	accuracy	NOUN
ejpam-6300	7	23	.	.	PUNCT
ejpam-6300	8	1	these	these	DET
ejpam-6300	8	2	results	result	NOUN
ejpam-6300	8	3	highlight	highlight	VERB
ejpam-6300	8	4	the	the	DET
ejpam-6300	8	5	potential	potential	NOUN
ejpam-6300	8	6	of	of	ADP
ejpam-6300	8	7	automated	automate	VERB
ejpam-6300	8	8	segmentation	segmentation	NOUN
ejpam-6300	8	9	techniques	technique	NOUN
ejpam-6300	8	10	to	to	PART
ejpam-6300	8	11	reduce	reduce	VERB
ejpam-6300	8	12	cardiologists	cardiologist	NOUN
ejpam-6300	8	13	’	'	PUNCT
ejpam-6300	8	14	workload	workload	NOUN
ejpam-6300	8	15	,	,	PUNCT
ejpam-6300	8	16	minimize	minimize	VERB
ejpam-6300	8	17	human	human	ADJ
ejpam-6300	8	18	error	error	NOUN
ejpam-6300	8	19	,	,	PUNCT
ejpam-6300	8	20	and	and	CCONJ
ejpam-6300	8	21	improve	improve	VERB
ejpam-6300	8	22	clinical	clinical	ADJ
ejpam-6300	8	23	decision	decision	NOUN
ejpam-6300	8	24	making	make	VERB
ejpam-6300	8	25	in	in	ADP
ejpam-6300	8	26	cad	cad	PROPN
ejpam-6300	8	27	management	management	NOUN
ejpam-6300	8	28	.	.	PUNCT
ejpam-6300	9	1	the	the	DET
ejpam-6300	9	2	proposed	propose	VERB
ejpam-6300	9	3	method	method	NOUN
ejpam-6300	9	4	not	not	PART
ejpam-6300	9	5	only	only	ADV
ejpam-6300	9	6	improves	improve	VERB
ejpam-6300	9	7	the	the	DET
ejpam-6300	9	8	accuracy	accuracy	NOUN
ejpam-6300	9	9	and	and	CCONJ
ejpam-6300	9	10	efficiency	efficiency	NOUN
ejpam-6300	9	11	of	of	ADP
ejpam-6300	9	12	coronary	coronary	ADJ
ejpam-6300	9	13	artery	artery	NOUN
ejpam-6300	9	14	segmentation	segmentation	NOUN
ejpam-6300	9	15	,	,	PUNCT
ejpam-6300	9	16	but	but	CCONJ
ejpam-6300	9	17	also	also	ADV
ejpam-6300	9	18	plays	play	VERB
ejpam-6300	9	19	a	a	DET
ejpam-6300	9	20	crucial	crucial	ADJ
ejpam-6300	9	21	role	role	NOUN
ejpam-6300	9	22	in	in	ADP
ejpam-6300	9	23	the	the	DET
ejpam-6300	9	24	timely	timely	ADJ
ejpam-6300	9	25	diagnosis	diagnosis	NOUN
ejpam-6300	9	26	and	and	CCONJ
ejpam-6300	9	27	effective	effective	ADJ
ejpam-6300	9	28	treatment	treatment	NOUN
ejpam-6300	9	29	of	of	ADP
ejpam-6300	9	30	cardiovascular	cardiovascular	ADJ
ejpam-6300	9	31	diseases	disease	NOUN
ejpam-6300	9	32	.	.	PUNCT
ejpam-6300	10	1	2020	2020	NUM
ejpam-6300	10	2	mathematics	mathematic	NOUN
ejpam-6300	10	3	subject	subject	NOUN
ejpam-6300	10	4	classifications	classification	NOUN
ejpam-6300	10	5	:	:	PUNCT
ejpam-6300	10	6	92c55	92c55	NUM
ejpam-6300	10	7	,	,	PUNCT
ejpam-6300	10	8	68u10	68u10	NUM
ejpam-6300	10	9	,	,	PUNCT
ejpam-6300	10	10	65d18	65d18	NUM
ejpam-6300	10	11	key	key	ADJ
ejpam-6300	10	12	words	word	NOUN
ejpam-6300	10	13	and	and	CCONJ
ejpam-6300	10	14	phrases	phrase	NOUN
ejpam-6300	10	15	:	:	PUNCT
ejpam-6300	10	16	coronary	coronary	ADJ
ejpam-6300	10	17	arteries	artery	NOUN
ejpam-6300	10	18	,	,	PUNCT
ejpam-6300	10	19	computed	compute	VERB
ejpam-6300	10	20	tomography	tomography	NOUN
ejpam-6300	10	21	angiography	angiography	NOUN
ejpam-6300	10	22	(	(	PUNCT
ejpam-6300	10	23	cta	cta	PROPN
ejpam-6300	10	24	)	)	PUNCT
ejpam-6300	10	25	,	,	PUNCT
ejpam-6300	10	26	u	u	NOUN
ejpam-6300	10	27	-	-	NOUN
ejpam-6300	10	28	net	net	ADJ
ejpam-6300	10	29	,	,	PUNCT
ejpam-6300	10	30	segmentation	segmentation	NOUN
ejpam-6300	10	31	,	,	PUNCT
ejpam-6300	10	32	resu	resu	PROPN
ejpam-6300	10	33	-	-	ADJ
ejpam-6300	10	34	net	net	ADJ
ejpam-6300	10	35	1	1	NUM
ejpam-6300	10	36	.	.	PUNCT
ejpam-6300	11	1	introduction	introduction	NOUN
ejpam-6300	11	2	coronary	coronary	ADJ
ejpam-6300	11	3	artery	artery	NOUN
ejpam-6300	11	4	disease	disease	NOUN
ejpam-6300	11	5	is	be	AUX
ejpam-6300	11	6	a	a	DET
ejpam-6300	11	7	leading	lead	VERB
ejpam-6300	11	8	cause	cause	NOUN
ejpam-6300	11	9	of	of	ADP
ejpam-6300	11	10	mortality	mortality	NOUN
ejpam-6300	11	11	worldwide	worldwide	ADV
ejpam-6300	11	12	,	,	PUNCT
ejpam-6300	11	13	and	and	CCONJ
ejpam-6300	11	14	accurate	accurate	ADJ
ejpam-6300	11	15	diagnosis	diagnosis	NOUN
ejpam-6300	11	16	and	and	CCONJ
ejpam-6300	11	17	monitoring	monitoring	NOUN
ejpam-6300	11	18	of	of	ADP
ejpam-6300	11	19	coronary	coronary	ADJ
ejpam-6300	11	20	artery	artery	NOUN
ejpam-6300	11	21	plaques	plaque	NOUN
ejpam-6300	11	22	is	be	AUX
ejpam-6300	11	23	crucial	crucial	ADJ
ejpam-6300	11	24	for	for	ADP
ejpam-6300	11	25	effective	effective	ADJ
ejpam-6300	11	26	treatment	treatment	NOUN
ejpam-6300	11	27	.	.	PUNCT
ejpam-6300	12	1	computed	compute	VERB
ejpam-6300	12	2	tomography	tomography	NOUN
ejpam-6300	12	3	angiography	angiography	NOUN
ejpam-6300	12	4	(	(	PUNCT
ejpam-6300	12	5	cta	cta	PROPN
ejpam-6300	12	6	)	)	PUNCT
ejpam-6300	12	7	has	have	AUX
ejpam-6300	12	8	become	become	VERB
ejpam-6300	12	9	a	a	DET
ejpam-6300	12	10	widely	widely	ADV
ejpam-6300	12	11	used	use	VERB
ejpam-6300	12	12	noninvasive	noninvasive	ADJ
ejpam-6300	12	13	imaging	imaging	NOUN
ejpam-6300	12	14	modality	modality	NOUN
ejpam-6300	12	15	doi	doi	NOUN
ejpam-6300	12	16	:	:	PUNCT
ejpam-6300	12	17	https://doi.org/10.29020/nybg.ejpam.v18i4.6300	https://doi.org/10.29020/nybg.ejpam.v18i4.6300	NUM
ejpam-6300	12	18	email	email	NOUN
ejpam-6300	12	19	address	address	NOUN
ejpam-6300	12	20	:	:	PUNCT
ejpam-6300	12	21	omar.alirr@aum.edu.kw	omar.alirr@aum.edu.kw	PROPN
ejpam-6300	12	22	(	(	PUNCT
ejpam-6300	12	23	o.	o.	NOUN
ejpam-6300	12	24	alirr	alirr	PROPN
ejpam-6300	12	25	)	)	PUNCT
ejpam-6300	12	26	https://www.ejpam.com	https://www.ejpam.com	X
ejpam-6300	13	1	1	1	NUM
ejpam-6300	13	2	copyright	copyright	NOUN
ejpam-6300	13	3	:	:	PUNCT
ejpam-6300	13	4	©	©	PROPN
ejpam-6300	13	5	2025	2025	NUM
ejpam-6300	13	6	the	the	DET
ejpam-6300	13	7	author(s	author(s	NOUN
ejpam-6300	13	8	)	)	PUNCT
ejpam-6300	13	9	.	.	PUNCT
ejpam-6300	14	1	(	(	PUNCT
ejpam-6300	14	2	cc	cc	NOUN
ejpam-6300	14	3	by	by	ADP
ejpam-6300	14	4	-	-	PUNCT
ejpam-6300	14	5	nc	nc	PROPN
ejpam-6300	14	6	4.0	4.0	NUM
ejpam-6300	14	7	)	)	PUNCT
ejpam-6300	14	8	o.	o.	NOUN
ejpam-6300	14	9	alirr	alirr	NOUN
ejpam-6300	14	10	/	/	SYM
ejpam-6300	14	11	eur	eur	PROPN
ejpam-6300	14	12	.	.	PUNCT
ejpam-6300	15	1	j.	j.	PROPN
ejpam-6300	15	2	pure	pure	PROPN
ejpam-6300	15	3	appl	appl	PROPN
ejpam-6300	15	4	.	.	PROPN
ejpam-6300	15	5	math	math	PROPN
ejpam-6300	15	6	,	,	PUNCT
ejpam-6300	15	7	18	18	NUM
ejpam-6300	15	8	(	(	PUNCT
ejpam-6300	15	9	4	4	NUM
ejpam-6300	15	10	)	)	PUNCT
ejpam-6300	15	11	(	(	PUNCT
ejpam-6300	15	12	2025	2025	NUM
ejpam-6300	15	13	)	)	PUNCT
ejpam-6300	15	14	,	,	PUNCT
ejpam-6300	15	15	6300	6300	NUM
ejpam-6300	15	16	2	2	NUM
ejpam-6300	15	17	of	of	ADP
ejpam-6300	15	18	20	20	NUM
ejpam-6300	15	19	to	to	PART
ejpam-6300	15	20	visualize	visualize	VERB
ejpam-6300	15	21	the	the	DET
ejpam-6300	15	22	coronary	coronary	ADJ
ejpam-6300	15	23	arteries	artery	NOUN
ejpam-6300	15	24	and	and	CCONJ
ejpam-6300	15	25	detect	detect	VERB
ejpam-6300	15	26	plaque	plaque	NOUN
ejpam-6300	15	27	build	build	NOUN
ejpam-6300	15	28	-	-	PUNCT
ejpam-6300	15	29	up	up	NOUN
ejpam-6300	15	30	.	.	PUNCT
ejpam-6300	16	1	however	however	ADV
ejpam-6300	16	2	,	,	PUNCT
ejpam-6300	16	3	manually	manually	ADV
ejpam-6300	16	4	segmenting	segment	VERB
ejpam-6300	16	5	coronary	coronary	ADJ
ejpam-6300	16	6	arteries	artery	NOUN
ejpam-6300	16	7	and	and	CCONJ
ejpam-6300	16	8	plaques	plaque	NOUN
ejpam-6300	16	9	from	from	ADP
ejpam-6300	16	10	cta	cta	NOUN
ejpam-6300	16	11	images	image	NOUN
ejpam-6300	16	12	is	be	AUX
ejpam-6300	16	13	a	a	DET
ejpam-6300	16	14	time	time	NOUN
ejpam-6300	16	15	-	-	PUNCT
ejpam-6300	16	16	consuming	consume	VERB
ejpam-6300	16	17	and	and	CCONJ
ejpam-6300	16	18	error	error	NOUN
ejpam-6300	16	19	-	-	PUNCT
ejpam-6300	16	20	prone	prone	ADJ
ejpam-6300	16	21	task	task	NOUN
ejpam-6300	16	22	,	,	PUNCT
ejpam-6300	16	23	making	make	VERB
ejpam-6300	16	24	it	it	PRON
ejpam-6300	16	25	impractical	impractical	ADJ
ejpam-6300	16	26	for	for	ADP
ejpam-6300	16	27	large	large	ADJ
ejpam-6300	16	28	-	-	PUNCT
ejpam-6300	16	29	scale	scale	NOUN
ejpam-6300	16	30	clinical	clinical	ADJ
ejpam-6300	16	31	applications	application	NOUN
ejpam-6300	16	32	[	[	X
ejpam-6300	16	33	1–4	1–4	NOUN
ejpam-6300	16	34	]	]	X
ejpam-6300	16	35	.	.	PUNCT
ejpam-6300	17	1	to	to	PART
ejpam-6300	17	2	address	address	VERB
ejpam-6300	17	3	this	this	DET
ejpam-6300	17	4	challenge	challenge	NOUN
ejpam-6300	17	5	,	,	PUNCT
ejpam-6300	17	6	researchers	researcher	NOUN
ejpam-6300	17	7	have	have	AUX
ejpam-6300	17	8	explored	explore	VERB
ejpam-6300	17	9	the	the	DET
ejpam-6300	17	10	use	use	NOUN
ejpam-6300	17	11	of	of	ADP
ejpam-6300	17	12	deep	deep	ADJ
ejpam-6300	17	13	learning	learning	NOUN
ejpam-6300	17	14	methods	method	NOUN
ejpam-6300	17	15	for	for	ADP
ejpam-6300	17	16	automated	automate	VERB
ejpam-6300	17	17	coronary	coronary	ADJ
ejpam-6300	17	18	artery	artery	NOUN
ejpam-6300	17	19	and	and	CCONJ
ejpam-6300	17	20	plaque	plaque	NOUN
ejpam-6300	17	21	segmentation	segmentation	NOUN
ejpam-6300	17	22	.	.	PUNCT
ejpam-6300	18	1	one	one	NUM
ejpam-6300	18	2	of	of	ADP
ejpam-6300	18	3	the	the	DET
ejpam-6300	18	4	most	most	ADV
ejpam-6300	18	5	widely	widely	ADV
ejpam-6300	18	6	used	use	VERB
ejpam-6300	18	7	deep	deep	ADJ
ejpam-6300	18	8	learning	learning	NOUN
ejpam-6300	18	9	architectures	architecture	NOUN
ejpam-6300	18	10	in	in	ADP
ejpam-6300	18	11	this	this	DET
ejpam-6300	18	12	field	field	NOUN
ejpam-6300	18	13	is	be	AUX
ejpam-6300	18	14	the	the	DET
ejpam-6300	18	15	u	u	NOUN
ejpam-6300	18	16	-	-	NOUN
ejpam-6300	18	17	net	net	ADJ
ejpam-6300	18	18	,	,	PUNCT
ejpam-6300	18	19	a	a	DET
ejpam-6300	18	20	convolution	convolution	NOUN
ejpam-6300	18	21	neural	neural	ADJ
ejpam-6300	18	22	network	network	NOUN
ejpam-6300	18	23	designed	design	VERB
ejpam-6300	18	24	for	for	ADP
ejpam-6300	18	25	biomedical	biomedical	ADJ
ejpam-6300	18	26	image	image	NOUN
ejpam-6300	18	27	segmentation	segmentation	NOUN
ejpam-6300	18	28	.	.	PUNCT
ejpam-6300	19	1	u	u	NOUN
ejpam-6300	19	2	-	-	NOUN
ejpam-6300	19	3	net	net	ADJ
ejpam-6300	19	4	and	and	CCONJ
ejpam-6300	19	5	its	its	PRON
ejpam-6300	19	6	variants	variant	NOUN
ejpam-6300	19	7	have	have	AUX
ejpam-6300	19	8	shown	show	VERB
ejpam-6300	19	9	promising	promising	ADJ
ejpam-6300	19	10	results	result	NOUN
ejpam-6300	19	11	due	due	ADP
ejpam-6300	19	12	to	to	ADP
ejpam-6300	19	13	their	their	PRON
ejpam-6300	19	14	ability	ability	NOUN
ejpam-6300	19	15	to	to	PART
ejpam-6300	19	16	capture	capture	VERB
ejpam-6300	19	17	local	local	ADJ
ejpam-6300	19	18	and	and	CCONJ
ejpam-6300	19	19	global	global	ADJ
ejpam-6300	19	20	characteristics	characteristic	NOUN
ejpam-6300	19	21	of	of	ADP
ejpam-6300	19	22	vascular	vascular	ADJ
ejpam-6300	19	23	structures	structure	NOUN
ejpam-6300	19	24	.	.	PUNCT
ejpam-6300	20	1	for	for	ADP
ejpam-6300	20	2	example	example	NOUN
ejpam-6300	20	3	,	,	PUNCT
ejpam-6300	20	4	a	a	DET
ejpam-6300	20	5	study	study	NOUN
ejpam-6300	20	6	by	by	ADP
ejpam-6300	20	7	zhang	zhang	PROPN
ejpam-6300	20	8	et	et	PROPN
ejpam-6300	20	9	al	al	PROPN
ejpam-6300	20	10	.	.	PROPN
ejpam-6300	20	11	proposed	propose	VERB
ejpam-6300	20	12	a	a	DET
ejpam-6300	20	13	two	two	NUM
ejpam-6300	20	14	-	-	PUNCT
ejpam-6300	20	15	step	step	NOUN
ejpam-6300	20	16	approach	approach	NOUN
ejpam-6300	20	17	using	use	VERB
ejpam-6300	20	18	u	u	NOUN
ejpam-6300	20	19	-	-	NOUN
ejpam-6300	20	20	net	net	ADJ
ejpam-6300	20	21	for	for	ADP
ejpam-6300	20	22	coronary	coronary	ADJ
ejpam-6300	20	23	artery	artery	NOUN
ejpam-6300	20	24	extraction	extraction	NOUN
ejpam-6300	20	25	followed	follow	VERB
ejpam-6300	20	26	by	by	ADP
ejpam-6300	20	27	a	a	DET
ejpam-6300	20	28	fully	fully	ADV
ejpam-6300	20	29	convolution	convolution	NOUN
ejpam-6300	20	30	network	network	NOUN
ejpam-6300	20	31	for	for	ADP
ejpam-6300	20	32	plaque	plaque	NOUN
ejpam-6300	20	33	segmentation	segmentation	NOUN
ejpam-6300	20	34	,	,	PUNCT
ejpam-6300	20	35	achieving	achieve	VERB
ejpam-6300	20	36	a	a	DET
ejpam-6300	20	37	dice	dice	NOUN
ejpam-6300	20	38	coefficient	coefficient	NOUN
ejpam-6300	20	39	of	of	ADP
ejpam-6300	20	40	0.8954	0.8954	NUM
ejpam-6300	20	41	for	for	ADP
ejpam-6300	20	42	artery	artery	NOUN
ejpam-6300	20	43	segmentation	segmentation	NOUN
ejpam-6300	20	44	and	and	CCONJ
ejpam-6300	20	45	an	an	DET
ejpam-6300	20	46	auc	auc	ADJ
ejpam-6300	20	47	score	score	NOUN
ejpam-6300	20	48	of	of	ADP
ejpam-6300	20	49	0.9202	0.9202	NUM
ejpam-6300	20	50	for	for	ADP
ejpam-6300	20	51	plaque	plaque	NOUN
ejpam-6300	20	52	segmentation	segmentation	NOUN
ejpam-6300	20	53	[	[	X
ejpam-6300	20	54	5–7	5–7	X
ejpam-6300	20	55	]	]	PUNCT
ejpam-6300	20	56	.	.	PUNCT
ejpam-6300	21	1	the	the	DET
ejpam-6300	21	2	transformer	transformer	NOUN
ejpam-6300	21	3	architecture	architecture	NOUN
ejpam-6300	21	4	,	,	PUNCT
ejpam-6300	21	5	which	which	PRON
ejpam-6300	21	6	employs	employ	VERB
ejpam-6300	21	7	self	self	NOUN
ejpam-6300	21	8	-	-	PUNCT
ejpam-6300	21	9	attention	attention	NOUN
ejpam-6300	21	10	to	to	PART
ejpam-6300	21	11	identify	identify	VERB
ejpam-6300	21	12	long	long	ADJ
ejpam-6300	21	13	-	-	PUNCT
ejpam-6300	21	14	range	range	NOUN
ejpam-6300	21	15	dependencies	dependency	NOUN
ejpam-6300	21	16	in	in	ADP
ejpam-6300	21	17	data	datum	NOUN
ejpam-6300	21	18	,	,	PUNCT
ejpam-6300	21	19	was	be	AUX
ejpam-6300	21	20	first	first	ADV
ejpam-6300	21	21	presented	present	VERB
ejpam-6300	21	22	by	by	ADP
ejpam-6300	21	23	vaswani	vaswani	PROPN
ejpam-6300	21	24	et	et	PROPN
ejpam-6300	21	25	al	al	PROPN
ejpam-6300	21	26	.	.	PUNCT
ejpam-6300	22	1	lei	lei	PROPN
ejpam-6300	22	2	et	et	PROPN
ejpam-6300	22	3	al	al	PROPN
ejpam-6300	22	4	.	.	PROPN
ejpam-6300	22	5	used	use	VERB
ejpam-6300	22	6	this	this	DET
ejpam-6300	22	7	idea	idea	NOUN
ejpam-6300	22	8	for	for	ADP
ejpam-6300	22	9	medical	medical	ADJ
ejpam-6300	22	10	image	image	NOUN
ejpam-6300	22	11	segmentation	segmentation	NOUN
ejpam-6300	22	12	and	and	CCONJ
ejpam-6300	22	13	used	use	VERB
ejpam-6300	22	14	attention	attention	NOUN
ejpam-6300	22	15	-	-	PUNCT
ejpam-6300	22	16	based	base	VERB
ejpam-6300	22	17	deep	deep	ADJ
ejpam-6300	22	18	learning	learning	NOUN
ejpam-6300	22	19	networks	network	NOUN
ejpam-6300	22	20	to	to	PART
ejpam-6300	22	21	create	create	VERB
ejpam-6300	22	22	an	an	DET
ejpam-6300	22	23	automated	automate	VERB
ejpam-6300	22	24	technique	technique	NOUN
ejpam-6300	22	25	for	for	ADP
ejpam-6300	22	26	coronary	coronary	ADJ
ejpam-6300	22	27	artery	artery	NOUN
ejpam-6300	22	28	segmentation	segmentation	NOUN
ejpam-6300	23	1	[	[	X
ejpam-6300	23	2	7–9	7–9	X
ejpam-6300	23	3	]	]	X
ejpam-6300	23	4	.	.	PUNCT
ejpam-6300	24	1	additionally	additionally	ADV
ejpam-6300	24	2	,	,	PUNCT
ejpam-6300	24	3	song	song	NOUN
ejpam-6300	24	4	et	et	PROPN
ejpam-6300	24	5	al	al	PROPN
ejpam-6300	24	6	.	.	PROPN
ejpam-6300	24	7	proposed	propose	VERB
ejpam-6300	24	8	an	an	DET
ejpam-6300	24	9	efficient	efficient	ADJ
ejpam-6300	24	10	3d	3d	NUM
ejpam-6300	24	11	-	-	PUNCT
ejpam-6300	24	12	unet	unet	NOUN
ejpam-6300	24	13	model	model	NOUN
ejpam-6300	24	14	for	for	ADP
ejpam-6300	24	15	automatic	automatic	ADJ
ejpam-6300	24	16	coronary	coronary	ADJ
ejpam-6300	24	17	artery	artery	NOUN
ejpam-6300	24	18	segmentation	segmentation	NOUN
ejpam-6300	24	19	in	in	ADP
ejpam-6300	24	20	cta	cta	PROPN
ejpam-6300	24	21	images	image	NOUN
ejpam-6300	24	22	,	,	PUNCT
ejpam-6300	24	23	incorporating	incorporate	VERB
ejpam-6300	24	24	feature	feature	NOUN
ejpam-6300	24	25	fusion	fusion	NOUN
ejpam-6300	24	26	and	and	CCONJ
ejpam-6300	24	27	rectification	rectification	NOUN
ejpam-6300	24	28	modules	module	NOUN
ejpam-6300	24	29	.	.	PUNCT
ejpam-6300	25	1	this	this	DET
ejpam-6300	25	2	method	method	NOUN
ejpam-6300	25	3	achieved	achieve	VERB
ejpam-6300	25	4	a	a	DET
ejpam-6300	25	5	dice	dice	NOUN
ejpam-6300	25	6	similarity	similarity	NOUN
ejpam-6300	25	7	coefficient	coefficient	NOUN
ejpam-6300	25	8	(	(	PUNCT
ejpam-6300	25	9	dsc	dsc	NOUN
ejpam-6300	25	10	)	)	PUNCT
ejpam-6300	25	11	of	of	ADP
ejpam-6300	25	12	0.8795	0.8795	NUM
ejpam-6300	25	13	,	,	PUNCT
ejpam-6300	25	14	demonstrating	demonstrate	VERB
ejpam-6300	25	15	its	its	PRON
ejpam-6300	25	16	effectiveness	effectiveness	NOUN
ejpam-6300	25	17	in	in	ADP
ejpam-6300	25	18	enhancing	enhance	VERB
ejpam-6300	25	19	segmentation	segmentation	NOUN
ejpam-6300	25	20	accuracy	accuracy	NOUN
ejpam-6300	25	21	through	through	ADP
ejpam-6300	25	22	the	the	DET
ejpam-6300	25	23	use	use	NOUN
ejpam-6300	25	24	of	of	ADP
ejpam-6300	25	25	a	a	DET
ejpam-6300	25	26	3d	3d	NUM
ejpam-6300	25	27	-	-	PUNCT
ejpam-6300	25	28	unet	unet	NOUN
ejpam-6300	25	29	architecture	architecture	NOUN
ejpam-6300	25	30	with	with	ADP
ejpam-6300	25	31	these	these	DET
ejpam-6300	25	32	advanced	advanced	ADJ
ejpam-6300	25	33	features	feature	NOUN
ejpam-6300	25	34	[	[	X
ejpam-6300	25	35	10	10	NUM
ejpam-6300	25	36	]	]	PUNCT
ejpam-6300	25	37	.	.	PUNCT
ejpam-6300	26	1	authors	author	NOUN
ejpam-6300	26	2	in	in	ADP
ejpam-6300	26	3	[	[	X
ejpam-6300	26	4	11	11	NUM
ejpam-6300	26	5	]	]	PUNCT
ejpam-6300	26	6	,	,	PUNCT
ejpam-6300	26	7	examined	examine	VERB
ejpam-6300	26	8	the	the	DET
ejpam-6300	26	9	segmentation	segmentation	NOUN
ejpam-6300	26	10	of	of	ADP
ejpam-6300	26	11	the	the	DET
ejpam-6300	26	12	coronary	coronary	ADJ
ejpam-6300	26	13	artery	artery	NOUN
ejpam-6300	26	14	lumen	luman	NOUN
ejpam-6300	26	15	using	use	VERB
ejpam-6300	26	16	3d	3d	NUM
ejpam-6300	26	17	u	u	ADJ
ejpam-6300	26	18	-	-	ADJ
ejpam-6300	26	19	net	net	ADJ
ejpam-6300	26	20	convolutional	convolutional	ADJ
ejpam-6300	26	21	neural	neural	ADJ
ejpam-6300	26	22	networks	network	NOUN
ejpam-6300	26	23	and	and	CCONJ
ejpam-6300	26	24	tested	test	VERB
ejpam-6300	26	25	its	its	PRON
ejpam-6300	26	26	usefulness	usefulness	NOUN
ejpam-6300	26	27	on	on	ADP
ejpam-6300	26	28	several	several	ADJ
ejpam-6300	26	29	datasets	dataset	NOUN
ejpam-6300	26	30	,	,	PUNCT
ejpam-6300	26	31	demonstrating	demonstrate	VERB
ejpam-6300	26	32	that	that	SCONJ
ejpam-6300	26	33	the	the	DET
ejpam-6300	26	34	suggested	suggest	VERB
ejpam-6300	26	35	deep	deep	ADJ
ejpam-6300	26	36	learning	learning	NOUN
ejpam-6300	26	37	method	method	NOUN
ejpam-6300	26	38	performed	perform	VERB
ejpam-6300	26	39	better	well	ADV
ejpam-6300	26	40	than	than	ADP
ejpam-6300	26	41	alternative	alternative	ADJ
ejpam-6300	26	42	approaches	approach	NOUN
ejpam-6300	26	43	assessed	assess	VERB
ejpam-6300	26	44	by	by	ADP
ejpam-6300	26	45	dice	dice	NOUN
ejpam-6300	26	46	coefficients	coefficient	NOUN
ejpam-6300	26	47	.	.	PUNCT
ejpam-6300	27	1	in	in	ADP
ejpam-6300	27	2	addition	addition	NOUN
ejpam-6300	27	3	to	to	ADP
ejpam-6300	27	4	the	the	DET
ejpam-6300	27	5	standard	standard	ADJ
ejpam-6300	27	6	u	u	ADJ
ejpam-6300	27	7	-	-	ADJ
ejpam-6300	27	8	net	net	ADJ
ejpam-6300	27	9	architecture	architecture	NOUN
ejpam-6300	27	10	,	,	PUNCT
ejpam-6300	27	11	researchers	researcher	NOUN
ejpam-6300	27	12	have	have	AUX
ejpam-6300	27	13	explored	explore	VERB
ejpam-6300	27	14	several	several	ADJ
ejpam-6300	27	15	variations	variation	NOUN
ejpam-6300	27	16	and	and	CCONJ
ejpam-6300	27	17	extensions	extension	NOUN
ejpam-6300	27	18	to	to	PART
ejpam-6300	27	19	improve	improve	VERB
ejpam-6300	27	20	the	the	DET
ejpam-6300	27	21	performance	performance	NOUN
ejpam-6300	27	22	of	of	ADP
ejpam-6300	27	23	deep	deep	ADJ
ejpam-6300	27	24	learning	learning	NOUN
ejpam-6300	27	25	methods	method	NOUN
ejpam-6300	27	26	for	for	ADP
ejpam-6300	27	27	coronary	coronary	ADJ
ejpam-6300	27	28	artery	artery	NOUN
ejpam-6300	27	29	segmentation	segmentation	NOUN
ejpam-6300	27	30	from	from	ADP
ejpam-6300	27	31	cta	cta	PROPN
ejpam-6300	27	32	images	image	NOUN
ejpam-6300	27	33	.	.	PUNCT
ejpam-6300	28	1	the	the	DET
ejpam-6300	28	2	aim	aim	NOUN
ejpam-6300	28	3	of	of	ADP
ejpam-6300	28	4	this	this	DET
ejpam-6300	28	5	paper	paper	NOUN
ejpam-6300	28	6	is	be	AUX
ejpam-6300	28	7	to	to	PART
ejpam-6300	28	8	show	show	VERB
ejpam-6300	28	9	and	and	CCONJ
ejpam-6300	28	10	compare	compare	VERB
ejpam-6300	28	11	the	the	DET
ejpam-6300	28	12	segmentation	segmentation	NOUN
ejpam-6300	28	13	results	result	NOUN
ejpam-6300	28	14	from	from	ADP
ejpam-6300	28	15	these	these	DET
ejpam-6300	28	16	different	different	ADJ
ejpam-6300	28	17	deep	deep	ADJ
ejpam-6300	28	18	learning	learning	NOUN
ejpam-6300	28	19	methods	method	NOUN
ejpam-6300	28	20	,	,	PUNCT
ejpam-6300	28	21	including	include	VERB
ejpam-6300	28	22	u	u	NOUN
ejpam-6300	28	23	-	-	ADJ
ejpam-6300	28	24	net++	net++	PROPN
ejpam-6300	28	25	,	,	PUNCT
ejpam-6300	28	26	transunet	transunet	NOUN
ejpam-6300	28	27	,	,	PUNCT
ejpam-6300	28	28	attention	attention	NOUN
ejpam-6300	28	29	u	u	NOUN
ejpam-6300	28	30	-	-	NOUN
ejpam-6300	28	31	net	net	ADJ
ejpam-6300	28	32	,	,	PUNCT
ejpam-6300	28	33	resunet	resunet	ADJ
ejpam-6300	28	34	,	,	PUNCT
ejpam-6300	28	35	and	and	CCONJ
ejpam-6300	28	36	attention	attention	NOUN
ejpam-6300	28	37	u	u	NOUN
ejpam-6300	28	38	-	-	NOUN
ejpam-6300	28	39	net	net	ADJ
ejpam-6300	28	40	[	[	X
ejpam-6300	28	41	7	7	NUM
ejpam-6300	28	42	,	,	PUNCT
ejpam-6300	28	43	12–14	12–14	NUM
ejpam-6300	28	44	]	]	PUNCT
ejpam-6300	28	45	.	.	PUNCT
ejpam-6300	29	1	u	u	X
ejpam-6300	29	2	-	-	PUNCT
ejpam-6300	29	3	net++	net++	PROPN
ejpam-6300	29	4	is	be	AUX
ejpam-6300	29	5	a	a	DET
ejpam-6300	29	6	modification	modification	NOUN
ejpam-6300	29	7	of	of	ADP
ejpam-6300	29	8	the	the	DET
ejpam-6300	29	9	original	original	ADJ
ejpam-6300	29	10	u	u	NOUN
ejpam-6300	29	11	-	-	NOUN
ejpam-6300	29	12	net	net	NOUN
ejpam-6300	29	13	that	that	PRON
ejpam-6300	29	14	aims	aim	VERB
ejpam-6300	29	15	to	to	PART
ejpam-6300	29	16	bridge	bridge	VERB
ejpam-6300	29	17	the	the	DET
ejpam-6300	29	18	semantic	semantic	ADJ
ejpam-6300	29	19	gap	gap	NOUN
ejpam-6300	29	20	between	between	ADP
ejpam-6300	29	21	the	the	DET
ejpam-6300	29	22	contracting	contracting	NOUN
ejpam-6300	29	23	path	path	NOUN
ejpam-6300	29	24	and	and	CCONJ
ejpam-6300	29	25	the	the	DET
ejpam-6300	29	26	expansive	expansive	ADJ
ejpam-6300	29	27	path	path	NOUN
ejpam-6300	29	28	by	by	ADP
ejpam-6300	29	29	introducing	introduce	VERB
ejpam-6300	29	30	nested	nested	ADJ
ejpam-6300	29	31	and	and	CCONJ
ejpam-6300	29	32	dense	dense	ADJ
ejpam-6300	29	33	skip	skip	ADJ
ejpam-6300	29	34	connections	connection	NOUN
ejpam-6300	29	35	,	,	PUNCT
ejpam-6300	29	36	leading	lead	VERB
ejpam-6300	29	37	to	to	ADP
ejpam-6300	29	38	better	well	ADJ
ejpam-6300	29	39	segmentation	segmentation	NOUN
ejpam-6300	29	40	accuracy	accuracy	NOUN
ejpam-6300	29	41	.	.	PUNCT
ejpam-6300	30	1	transunet	transunet	NOUN
ejpam-6300	30	2	combines	combine	VERB
ejpam-6300	30	3	the	the	DET
ejpam-6300	30	4	strengths	strength	NOUN
ejpam-6300	30	5	of	of	ADP
ejpam-6300	30	6	convolutional	convolutional	ADJ
ejpam-6300	30	7	neural	neural	ADJ
ejpam-6300	30	8	networks	network	NOUN
ejpam-6300	30	9	and	and	CCONJ
ejpam-6300	30	10	transformer	transformer	NOUN
ejpam-6300	30	11	architectures	architecture	NOUN
ejpam-6300	30	12	to	to	PART
ejpam-6300	30	13	capture	capture	VERB
ejpam-6300	30	14	both	both	DET
ejpam-6300	30	15	local	local	ADJ
ejpam-6300	30	16	and	and	CCONJ
ejpam-6300	30	17	global	global	ADJ
ejpam-6300	30	18	features	feature	NOUN
ejpam-6300	30	19	,	,	PUNCT
ejpam-6300	30	20	demonstrating	demonstrate	VERB
ejpam-6300	30	21	promising	promising	ADJ
ejpam-6300	30	22	results	result	NOUN
ejpam-6300	30	23	in	in	ADP
ejpam-6300	30	24	various	various	ADJ
ejpam-6300	30	25	medical	medical	ADJ
ejpam-6300	30	26	image	image	NOUN
ejpam-6300	30	27	segmentation	segmentation	NOUN
ejpam-6300	30	28	tasks	task	NOUN
ejpam-6300	30	29	,	,	PUNCT
ejpam-6300	30	30	including	include	VERB
ejpam-6300	30	31	coronary	coronary	ADJ
ejpam-6300	30	32	artery	artery	NOUN
ejpam-6300	30	33	segmentation	segmentation	NOUN
ejpam-6300	30	34	from	from	ADP
ejpam-6300	30	35	cta	cta	PROPN
ejpam-6300	30	36	.	.	PUNCT
ejpam-6300	31	1	attention	attention	NOUN
ejpam-6300	31	2	u	u	ADJ
ejpam-6300	31	3	-	-	ADJ
ejpam-6300	31	4	net	net	ADJ
ejpam-6300	31	5	introduces	introduce	NOUN
ejpam-6300	31	6	attention	attention	NOUN
ejpam-6300	31	7	gates	gate	NOUN
ejpam-6300	31	8	within	within	ADP
ejpam-6300	31	9	the	the	DET
ejpam-6300	31	10	standard	standard	ADJ
ejpam-6300	31	11	u	u	ADJ
ejpam-6300	31	12	-	-	ADJ
ejpam-6300	31	13	net	net	ADJ
ejpam-6300	31	14	architecture	architecture	NOUN
ejpam-6300	31	15	to	to	PART
ejpam-6300	31	16	selectively	selectively	ADV
ejpam-6300	31	17	focus	focus	VERB
ejpam-6300	31	18	on	on	ADP
ejpam-6300	31	19	relevant	relevant	ADJ
ejpam-6300	31	20	features	feature	NOUN
ejpam-6300	31	21	during	during	ADP
ejpam-6300	31	22	the	the	DET
ejpam-6300	31	23	encoding	encoding	NOUN
ejpam-6300	31	24	and	and	CCONJ
ejpam-6300	31	25	decoding	decode	VERB
ejpam-6300	31	26	stages	stage	NOUN
ejpam-6300	31	27	,	,	PUNCT
ejpam-6300	31	28	helping	help	VERB
ejpam-6300	31	29	the	the	DET
ejpam-6300	31	30	model	model	NOUN
ejpam-6300	31	31	concentrate	concentrate	VERB
ejpam-6300	31	32	on	on	ADP
ejpam-6300	31	33	informative	informative	ADJ
ejpam-6300	31	34	regions	region	NOUN
ejpam-6300	31	35	of	of	ADP
ejpam-6300	31	36	the	the	DET
ejpam-6300	31	37	input	input	NOUN
ejpam-6300	31	38	image	image	NOUN
ejpam-6300	31	39	and	and	CCONJ
ejpam-6300	31	40	resulting	result	VERB
ejpam-6300	31	41	in	in	ADP
ejpam-6300	31	42	more	more	ADV
ejpam-6300	31	43	accurate	accurate	ADJ
ejpam-6300	31	44	segmentation	segmentation	NOUN
ejpam-6300	31	45	of	of	ADP
ejpam-6300	31	46	the	the	DET
ejpam-6300	31	47	coronary	coronary	ADJ
ejpam-6300	31	48	arteries	artery	NOUN
ejpam-6300	31	49	[	[	X
ejpam-6300	31	50	15–19	15–19	NUM
ejpam-6300	31	51	]	]	PUNCT
ejpam-6300	31	52	.	.	PUNCT
ejpam-6300	32	1	other	other	ADJ
ejpam-6300	32	2	deep	deep	ADJ
ejpam-6300	32	3	learning	learning	NOUN
ejpam-6300	32	4	architectures	architecture	NOUN
ejpam-6300	32	5	,	,	PUNCT
ejpam-6300	32	6	such	such	ADJ
ejpam-6300	32	7	as	as	ADP
ejpam-6300	32	8	resunet	resunet	ADJ
ejpam-6300	32	9	and	and	CCONJ
ejpam-6300	32	10	attention	attention	NOUN
ejpam-6300	32	11	u	u	NOUN
ejpam-6300	32	12	-	-	NOUN
ejpam-6300	32	13	net	net	ADJ
ejpam-6300	32	14	,	,	PUNCT
ejpam-6300	32	15	have	have	AUX
ejpam-6300	32	16	also	also	ADV
ejpam-6300	32	17	been	be	AUX
ejpam-6300	32	18	investigated	investigate	VERB
ejpam-6300	32	19	for	for	ADP
ejpam-6300	32	20	coronary	coronary	ADJ
ejpam-6300	32	21	artery	artery	NOUN
ejpam-6300	32	22	segmentation	segmentation	NOUN
ejpam-6300	32	23	.	.	PUNCT
ejpam-6300	33	1	resunet	resunet	PROPN
ejpam-6300	33	2	incorporates	incorporate	VERB
ejpam-6300	33	3	residual	residual	ADJ
ejpam-6300	33	4	connections	connection	NOUN
ejpam-6300	33	5	to	to	PART
ejpam-6300	33	6	address	address	VERB
ejpam-6300	33	7	the	the	DET
ejpam-6300	33	8	vanishing	vanish	VERB
ejpam-6300	33	9	gradient	gradient	ADJ
ejpam-6300	33	10	problem	problem	NOUN
ejpam-6300	33	11	and	and	CCONJ
ejpam-6300	33	12	improve	improve	VERB
ejpam-6300	33	13	the	the	DET
ejpam-6300	33	14	flow	flow	NOUN
ejpam-6300	33	15	of	of	ADP
ejpam-6300	33	16	information	information	NOUN
ejpam-6300	33	17	through	through	ADP
ejpam-6300	33	18	the	the	DET
ejpam-6300	33	19	network	network	NOUN
ejpam-6300	33	20	,	,	PUNCT
ejpam-6300	33	21	potentially	potentially	ADV
ejpam-6300	33	22	enhancing	enhance	VERB
ejpam-6300	33	23	the	the	DET
ejpam-6300	33	24	segmentation	segmentation	NOUN
ejpam-6300	33	25	performance	performance	NOUN
ejpam-6300	33	26	.	.	PUNCT
ejpam-6300	34	1	attention	attention	NOUN
ejpam-6300	34	2	u	u	NOUN
ejpam-6300	34	3	-	-	PUNCT
ejpam-6300	34	4	net+	net+	ADJ
ejpam-6300	34	5	combines	combine	VERB
ejpam-6300	34	6	the	the	DET
ejpam-6300	34	7	attention	attention	NOUN
ejpam-6300	34	8	mechanism	mechanism	NOUN
ejpam-6300	34	9	with	with	ADP
ejpam-6300	34	10	the	the	DET
ejpam-6300	34	11	u	u	NOUN
ejpam-6300	34	12	-	-	NOUN
ejpam-6300	34	13	net++	net++	ADJ
ejpam-6300	34	14	architecture	architecture	NOUN
ejpam-6300	34	15	,	,	PUNCT
ejpam-6300	34	16	further	far	ADV
ejpam-6300	34	17	refining	refine	VERB
ejpam-6300	34	18	the	the	DET
ejpam-6300	34	19	o.	o.	NOUN
ejpam-6300	34	20	alirr	alirr	PROPN
ejpam-6300	34	21	/	/	SYM
ejpam-6300	34	22	eur	eur	PROPN
ejpam-6300	34	23	.	.	PUNCT
ejpam-6300	35	1	j.	j.	PROPN
ejpam-6300	35	2	pure	pure	PROPN
ejpam-6300	35	3	appl	appl	PROPN
ejpam-6300	35	4	.	.	PROPN
ejpam-6300	35	5	math	math	PROPN
ejpam-6300	35	6	,	,	PUNCT
ejpam-6300	35	7	18	18	NUM
ejpam-6300	35	8	(	(	PUNCT
ejpam-6300	35	9	4	4	NUM
ejpam-6300	35	10	)	)	PUNCT
ejpam-6300	35	11	(	(	PUNCT
ejpam-6300	35	12	2025	2025	NUM
ejpam-6300	35	13	)	)	PUNCT
ejpam-6300	35	14	,	,	PUNCT
ejpam-6300	35	15	6300	6300	NUM
ejpam-6300	35	16	3	3	NUM
ejpam-6300	35	17	of	of	ADP
ejpam-6300	35	18	20	20	NUM
ejpam-6300	35	19	segmentation	segmentation	NOUN
ejpam-6300	35	20	by	by	ADP
ejpam-6300	35	21	selectively	selectively	ADV
ejpam-6300	35	22	emphasizing	emphasize	VERB
ejpam-6300	35	23	relevant	relevant	ADJ
ejpam-6300	35	24	features	feature	NOUN
ejpam-6300	35	25	at	at	ADP
ejpam-6300	35	26	multiple	multiple	ADJ
ejpam-6300	35	27	scales	scale	NOUN
ejpam-6300	35	28	[	[	X
ejpam-6300	35	29	6	6	NUM
ejpam-6300	35	30	,	,	PUNCT
ejpam-6300	35	31	7	7	NUM
ejpam-6300	35	32	,	,	PUNCT
ejpam-6300	35	33	12	12	NUM
ejpam-6300	35	34	]	]	PUNCT
ejpam-6300	35	35	.	.	PUNCT
ejpam-6300	36	1	this	this	DET
ejpam-6300	36	2	study	study	NOUN
ejpam-6300	36	3	’s	’s	PART
ejpam-6300	36	4	main	main	ADJ
ejpam-6300	36	5	contributions	contribution	NOUN
ejpam-6300	36	6	include	include	VERB
ejpam-6300	36	7	applying	apply	VERB
ejpam-6300	36	8	unet	unet	NOUN
ejpam-6300	36	9	,	,	PUNCT
ejpam-6300	36	10	u	u	NOUN
ejpam-6300	36	11	-	-	ADJ
ejpam-6300	36	12	net++	net++	PROPN
ejpam-6300	36	13	,	,	PUNCT
ejpam-6300	36	14	transunet	transunet	NOUN
ejpam-6300	36	15	,	,	PUNCT
ejpam-6300	36	16	attention	attention	NOUN
ejpam-6300	36	17	u	u	NOUN
ejpam-6300	36	18	-	-	NOUN
ejpam-6300	36	19	net	net	ADJ
ejpam-6300	36	20	and	and	CCONJ
ejpam-6300	36	21	resunet	resunet	ADJ
ejpam-6300	36	22	for	for	ADP
ejpam-6300	36	23	automatic	automatic	ADJ
ejpam-6300	36	24	coronary	coronary	ADJ
ejpam-6300	36	25	arteries	artery	NOUN
ejpam-6300	36	26	segmentation	segmentation	NOUN
ejpam-6300	36	27	from	from	ADP
ejpam-6300	36	28	cta	cta	PROPN
ejpam-6300	36	29	,	,	PUNCT
ejpam-6300	36	30	comparing	compare	VERB
ejpam-6300	36	31	model	model	NOUN
ejpam-6300	36	32	performance	performance	NOUN
ejpam-6300	36	33	for	for	ADP
ejpam-6300	36	34	segmentation	segmentation	NOUN
ejpam-6300	36	35	.	.	PUNCT
ejpam-6300	37	1	comparing	compare	VERB
ejpam-6300	37	2	models	model	NOUN
ejpam-6300	37	3	performance	performance	NOUN
ejpam-6300	37	4	on	on	ADP
ejpam-6300	37	5	different	different	ADJ
ejpam-6300	37	6	coronary	coronary	ADJ
ejpam-6300	37	7	artery	artery	NOUN
ejpam-6300	37	8	datasets	dataset	NOUN
ejpam-6300	37	9	can	can	AUX
ejpam-6300	37	10	help	help	VERB
ejpam-6300	37	11	cardiologists	cardiologist	NOUN
ejpam-6300	37	12	select	select	VERB
ejpam-6300	37	13	the	the	DET
ejpam-6300	37	14	best	good	ADJ
ejpam-6300	37	15	model	model	NOUN
ejpam-6300	37	16	and	and	CCONJ
ejpam-6300	37	17	make	make	VERB
ejpam-6300	37	18	informed	informed	ADJ
ejpam-6300	37	19	decisions	decision	NOUN
ejpam-6300	37	20	.	.	PUNCT
ejpam-6300	38	1	the	the	DET
ejpam-6300	38	2	study	study	NOUN
ejpam-6300	38	3	evaluated	evaluate	VERB
ejpam-6300	38	4	models	model	NOUN
ejpam-6300	38	5	performance	performance	NOUN
ejpam-6300	38	6	using	use	VERB
ejpam-6300	38	7	various	various	ADJ
ejpam-6300	38	8	metrics	metric	NOUN
ejpam-6300	38	9	,	,	PUNCT
ejpam-6300	38	10	including	include	VERB
ejpam-6300	38	11	sensitivity	sensitivity	NOUN
ejpam-6300	38	12	,	,	PUNCT
ejpam-6300	38	13	precision	precision	NOUN
ejpam-6300	38	14	,	,	PUNCT
ejpam-6300	38	15	and	and	CCONJ
ejpam-6300	38	16	dice	dice	NOUN
ejpam-6300	38	17	score	score	NOUN
ejpam-6300	38	18	.	.	PUNCT
ejpam-6300	39	1	by	by	ADP
ejpam-6300	39	2	comparing	compare	VERB
ejpam-6300	39	3	the	the	DET
ejpam-6300	39	4	segmentation	segmentation	NOUN
ejpam-6300	39	5	results	result	NOUN
ejpam-6300	39	6	from	from	ADP
ejpam-6300	39	7	these	these	DET
ejpam-6300	39	8	different	different	ADJ
ejpam-6300	39	9	deep	deep	ADJ
ejpam-6300	39	10	learning	learning	NOUN
ejpam-6300	39	11	methods	method	NOUN
ejpam-6300	39	12	,	,	PUNCT
ejpam-6300	39	13	this	this	DET
ejpam-6300	39	14	paper	paper	NOUN
ejpam-6300	39	15	aims	aim	VERB
ejpam-6300	39	16	to	to	PART
ejpam-6300	39	17	provide	provide	VERB
ejpam-6300	39	18	insights	insight	NOUN
ejpam-6300	39	19	into	into	ADP
ejpam-6300	39	20	the	the	DET
ejpam-6300	39	21	strengths	strength	NOUN
ejpam-6300	39	22	and	and	CCONJ
ejpam-6300	39	23	limitations	limitation	NOUN
ejpam-6300	39	24	of	of	ADP
ejpam-6300	39	25	each	each	DET
ejpam-6300	39	26	approach	approach	NOUN
ejpam-6300	39	27	,	,	PUNCT
ejpam-6300	39	28	ultimately	ultimately	ADV
ejpam-6300	39	29	contributing	contribute	VERB
ejpam-6300	39	30	to	to	ADP
ejpam-6300	39	31	the	the	DET
ejpam-6300	39	32	development	development	NOUN
ejpam-6300	39	33	of	of	ADP
ejpam-6300	39	34	more	more	ADV
ejpam-6300	39	35	accurate	accurate	ADJ
ejpam-6300	39	36	and	and	CCONJ
ejpam-6300	39	37	efficient	efficient	ADJ
ejpam-6300	39	38	tools	tool	NOUN
ejpam-6300	39	39	for	for	ADP
ejpam-6300	39	40	clinical	clinical	ADJ
ejpam-6300	39	41	diagnosis	diagnosis	NOUN
ejpam-6300	39	42	and	and	CCONJ
ejpam-6300	39	43	monitoring	monitoring	NOUN
ejpam-6300	39	44	of	of	ADP
ejpam-6300	39	45	coronary	coronary	ADJ
ejpam-6300	39	46	artery	artery	NOUN
ejpam-6300	39	47	disease	disease	NOUN
ejpam-6300	39	48	.	.	PUNCT
ejpam-6300	40	1	the	the	DET
ejpam-6300	40	2	study	study	NOUN
ejpam-6300	40	3	will	will	AUX
ejpam-6300	40	4	evaluate	evaluate	VERB
ejpam-6300	40	5	the	the	DET
ejpam-6300	40	6	performance	performance	NOUN
ejpam-6300	40	7	of	of	ADP
ejpam-6300	40	8	these	these	DET
ejpam-6300	40	9	deep	deep	ADJ
ejpam-6300	40	10	learning	learning	NOUN
ejpam-6300	40	11	architectures	architecture	NOUN
ejpam-6300	40	12	on	on	ADP
ejpam-6300	40	13	divers	diver	NOUN
ejpam-6300	40	14	cta	cta	PROPN
ejpam-6300	40	15	dataset	dataset	VERB
ejpam-6300	41	1	[	[	PUNCT
ejpam-6300	41	2	9	9	NUM
ejpam-6300	41	3	,	,	PUNCT
ejpam-6300	41	4	20	20	NUM
ejpam-6300	41	5	,	,	PUNCT
ejpam-6300	41	6	21	21	NUM
ejpam-6300	41	7	]	]	PUNCT
ejpam-6300	41	8	.	.	PUNCT
ejpam-6300	42	1	the	the	DET
ejpam-6300	42	2	findings	finding	NOUN
ejpam-6300	42	3	of	of	ADP
ejpam-6300	42	4	this	this	DET
ejpam-6300	42	5	study	study	NOUN
ejpam-6300	42	6	will	will	AUX
ejpam-6300	42	7	have	have	VERB
ejpam-6300	42	8	important	important	ADJ
ejpam-6300	42	9	implications	implication	NOUN
ejpam-6300	42	10	for	for	ADP
ejpam-6300	42	11	the	the	DET
ejpam-6300	42	12	field	field	NOUN
ejpam-6300	42	13	of	of	ADP
ejpam-6300	42	14	coronary	coronary	ADJ
ejpam-6300	42	15	artery	artery	NOUN
ejpam-6300	42	16	disease	disease	NOUN
ejpam-6300	42	17	diagnosis	diagnosis	NOUN
ejpam-6300	42	18	and	and	CCONJ
ejpam-6300	42	19	management	management	NOUN
ejpam-6300	42	20	.	.	PUNCT
ejpam-6300	43	1	by	by	ADP
ejpam-6300	43	2	identifying	identify	VERB
ejpam-6300	43	3	the	the	DET
ejpam-6300	43	4	most	most	ADV
ejpam-6300	43	5	effective	effective	ADJ
ejpam-6300	43	6	deep	deep	ADJ
ejpam-6300	43	7	learning	learning	NOUN
ejpam-6300	43	8	-	-	PUNCT
ejpam-6300	43	9	based	base	VERB
ejpam-6300	43	10	segmentation	segmentation	NOUN
ejpam-6300	43	11	techniques	technique	NOUN
ejpam-6300	43	12	,	,	PUNCT
ejpam-6300	43	13	clinicians	clinician	NOUN
ejpam-6300	43	14	and	and	CCONJ
ejpam-6300	43	15	researchers	researcher	NOUN
ejpam-6300	43	16	can	can	AUX
ejpam-6300	43	17	leverage	leverage	VERB
ejpam-6300	43	18	these	these	DET
ejpam-6300	43	19	tools	tool	NOUN
ejpam-6300	43	20	to	to	PART
ejpam-6300	43	21	improve	improve	VERB
ejpam-6300	43	22	the	the	DET
ejpam-6300	43	23	accuracy	accuracy	NOUN
ejpam-6300	43	24	and	and	CCONJ
ejpam-6300	43	25	efficiency	efficiency	NOUN
ejpam-6300	43	26	of	of	ADP
ejpam-6300	43	27	coronary	coronary	ADJ
ejpam-6300	43	28	artery	artery	NOUN
ejpam-6300	43	29	and	and	CCONJ
ejpam-6300	43	30	plaque	plaque	NOUN
ejpam-6300	43	31	detection	detection	NOUN
ejpam-6300	43	32	,	,	PUNCT
ejpam-6300	43	33	leading	lead	VERB
ejpam-6300	43	34	to	to	ADP
ejpam-6300	43	35	earlier	early	ADJ
ejpam-6300	43	36	intervention	intervention	NOUN
ejpam-6300	43	37	and	and	CCONJ
ejpam-6300	43	38	better	well	ADJ
ejpam-6300	43	39	patient	patient	ADJ
ejpam-6300	43	40	outcomes	outcome	NOUN
ejpam-6300	43	41	.	.	PUNCT
ejpam-6300	44	1	furthermore	furthermore	ADV
ejpam-6300	44	2	,	,	PUNCT
ejpam-6300	44	3	the	the	DET
ejpam-6300	44	4	insights	insight	NOUN
ejpam-6300	44	5	gained	gain	VERB
ejpam-6300	44	6	from	from	ADP
ejpam-6300	44	7	this	this	DET
ejpam-6300	44	8	comparative	comparative	ADJ
ejpam-6300	44	9	analysis	analysis	NOUN
ejpam-6300	44	10	can	can	AUX
ejpam-6300	44	11	guide	guide	VERB
ejpam-6300	44	12	the	the	DET
ejpam-6300	44	13	development	development	NOUN
ejpam-6300	44	14	of	of	ADP
ejpam-6300	44	15	future	future	ADJ
ejpam-6300	44	16	deep	deep	ADJ
ejpam-6300	44	17	learning	learning	NOUN
ejpam-6300	44	18	architectures	architecture	NOUN
ejpam-6300	44	19	and	and	CCONJ
ejpam-6300	44	20	segmentation	segmentation	NOUN
ejpam-6300	44	21	algorithms	algorithm	NOUN
ejpam-6300	44	22	,	,	PUNCT
ejpam-6300	44	23	driving	drive	VERB
ejpam-6300	44	24	continuous	continuous	ADJ
ejpam-6300	44	25	advancements	advancement	NOUN
ejpam-6300	44	26	in	in	ADP
ejpam-6300	44	27	this	this	DET
ejpam-6300	44	28	critical	critical	ADJ
ejpam-6300	44	29	area	area	NOUN
ejpam-6300	44	30	of	of	ADP
ejpam-6300	44	31	medical	medical	ADJ
ejpam-6300	44	32	imaging	imaging	NOUN
ejpam-6300	44	33	and	and	CCONJ
ejpam-6300	44	34	cardiovascular	cardiovascular	ADJ
ejpam-6300	44	35	research	research	NOUN
ejpam-6300	44	36	.	.	PUNCT
ejpam-6300	45	1	2	2	X
ejpam-6300	45	2	.	.	X
ejpam-6300	45	3	methods	method	NOUN
ejpam-6300	45	4	and	and	CCONJ
ejpam-6300	45	5	materials	material	NOUN
ejpam-6300	45	6	the	the	DET
ejpam-6300	45	7	proposed	propose	VERB
ejpam-6300	45	8	study	study	NOUN
ejpam-6300	45	9	introduces	introduce	VERB
ejpam-6300	45	10	a	a	DET
ejpam-6300	45	11	comprehensive	comprehensive	ADJ
ejpam-6300	45	12	approach	approach	NOUN
ejpam-6300	45	13	to	to	PART
ejpam-6300	45	14	address	address	VERB
ejpam-6300	45	15	the	the	DET
ejpam-6300	45	16	segmentation	segmentation	NOUN
ejpam-6300	45	17	of	of	ADP
ejpam-6300	45	18	coronary	coronary	ADJ
ejpam-6300	45	19	arteries	artery	NOUN
ejpam-6300	45	20	from	from	ADP
ejpam-6300	45	21	computed	compute	VERB
ejpam-6300	45	22	tomography	tomography	NOUN
ejpam-6300	45	23	angiography	angiography	NOUN
ejpam-6300	45	24	(	(	PUNCT
ejpam-6300	45	25	cta	cta	NOUN
ejpam-6300	45	26	)	)	PUNCT
ejpam-6300	45	27	images	image	NOUN
ejpam-6300	45	28	.	.	PUNCT
ejpam-6300	46	1	the	the	DET
ejpam-6300	46	2	methodology	methodology	NOUN
ejpam-6300	46	3	employs	employ	VERB
ejpam-6300	46	4	a	a	DET
ejpam-6300	46	5	structured	structured	ADJ
ejpam-6300	46	6	pipeline	pipeline	NOUN
ejpam-6300	46	7	consisting	consist	VERB
ejpam-6300	46	8	of	of	ADP
ejpam-6300	46	9	two	two	NUM
ejpam-6300	46	10	main	main	ADJ
ejpam-6300	46	11	stages	stage	NOUN
ejpam-6300	46	12	;	;	PUNCT
ejpam-6300	46	13	image	image	NOUN
ejpam-6300	46	14	preprocessing	preprocessing	NOUN
ejpam-6300	46	15	and	and	CCONJ
ejpam-6300	46	16	deep	deep	ADJ
ejpam-6300	46	17	learning	learning	NOUN
ejpam-6300	46	18	segmentation	segmentation	NOUN
ejpam-6300	46	19	.	.	PUNCT
ejpam-6300	47	1	that	that	PRON
ejpam-6300	47	2	employ	employ	VERB
ejpam-6300	47	3	several	several	ADJ
ejpam-6300	47	4	key	key	ADJ
ejpam-6300	47	5	steps	step	NOUN
ejpam-6300	47	6	forming	form	VERB
ejpam-6300	47	7	the	the	DET
ejpam-6300	47	8	proposed	propose	VERB
ejpam-6300	47	9	framework	framework	NOUN
ejpam-6300	47	10	as	as	SCONJ
ejpam-6300	47	11	shown	show	VERB
ejpam-6300	47	12	by	by	ADP
ejpam-6300	47	13	the	the	DET
ejpam-6300	47	14	flowchart	flowchart	NOUN
ejpam-6300	47	15	in	in	ADP
ejpam-6300	47	16	figure	figure	NOUN
ejpam-6300	47	17	1	1	NUM
ejpam-6300	47	18	below	below	ADV
ejpam-6300	47	19	.	.	PUNCT
ejpam-6300	48	1	this	this	DET
ejpam-6300	48	2	method	method	NOUN
ejpam-6300	48	3	uses	use	VERB
ejpam-6300	48	4	advanced	advanced	ADJ
ejpam-6300	48	5	approaches	approach	NOUN
ejpam-6300	48	6	,	,	PUNCT
ejpam-6300	48	7	such	such	ADJ
ejpam-6300	48	8	as	as	ADP
ejpam-6300	48	9	deep	deep	ADJ
ejpam-6300	48	10	learning	learning	NOUN
ejpam-6300	48	11	models	model	NOUN
ejpam-6300	48	12	,	,	PUNCT
ejpam-6300	48	13	vesselness	vesselness	ADV
ejpam-6300	48	14	filtering	filtering	NOUN
ejpam-6300	48	15	,	,	PUNCT
ejpam-6300	48	16	and	and	CCONJ
ejpam-6300	48	17	heart	heart	NOUN
ejpam-6300	48	18	area	area	NOUN
ejpam-6300	48	19	of	of	ADP
ejpam-6300	48	20	interest	interest	NOUN
ejpam-6300	48	21	(	(	PUNCT
ejpam-6300	48	22	roi	roi	NOUN
ejpam-6300	48	23	)	)	PUNCT
ejpam-6300	48	24	extraction	extraction	NOUN
ejpam-6300	48	25	,	,	PUNCT
ejpam-6300	48	26	to	to	AUX
ejpam-6300	48	27	efficiently	efficiently	ADV
ejpam-6300	48	28	and	and	CCONJ
ejpam-6300	48	29	precisely	precisely	ADV
ejpam-6300	48	30	extract	extract	VERB
ejpam-6300	48	31	coronary	coronary	ADJ
ejpam-6300	48	32	artery	artery	NOUN
ejpam-6300	48	33	vessels	vessel	NOUN
ejpam-6300	48	34	,	,	PUNCT
ejpam-6300	48	35	which	which	PRON
ejpam-6300	48	36	is	be	AUX
ejpam-6300	48	37	essential	essential	ADJ
ejpam-6300	48	38	for	for	ADP
ejpam-6300	48	39	the	the	DET
ejpam-6300	48	40	diagnosis	diagnosis	NOUN
ejpam-6300	48	41	and	and	CCONJ
ejpam-6300	48	42	treatment	treatment	NOUN
ejpam-6300	48	43	of	of	ADP
ejpam-6300	48	44	cardiovascular	cardiovascular	ADJ
ejpam-6300	48	45	disorders	disorder	NOUN
ejpam-6300	48	46	.	.	PUNCT
ejpam-6300	49	1	using	use	VERB
ejpam-6300	49	2	filters	filter	NOUN
ejpam-6300	49	3	like	like	ADP
ejpam-6300	49	4	the	the	DET
ejpam-6300	49	5	frangi	frangi	NOUN
ejpam-6300	49	6	filter	filter	NOUN
ejpam-6300	49	7	,	,	PUNCT
ejpam-6300	49	8	which	which	PRON
ejpam-6300	49	9	enhance	enhance	VERB
ejpam-6300	49	10	vessel	vessel	NOUN
ejpam-6300	49	11	-	-	PUNCT
ejpam-6300	49	12	like	like	ADJ
ejpam-6300	49	13	features	feature	NOUN
ejpam-6300	49	14	while	while	SCONJ
ejpam-6300	49	15	lowering	lower	VERB
ejpam-6300	49	16	background	background	NOUN
ejpam-6300	49	17	noise	noise	NOUN
ejpam-6300	49	18	,	,	PUNCT
ejpam-6300	49	19	vesselness	vesselness	ADV
ejpam-6300	49	20	filtering	filtering	NOUN
ejpam-6300	49	21	is	be	AUX
ejpam-6300	49	22	essential	essential	ADJ
ejpam-6300	49	23	for	for	ADP
ejpam-6300	49	24	improving	improve	VERB
ejpam-6300	49	25	the	the	DET
ejpam-6300	49	26	appearance	appearance	NOUN
ejpam-6300	49	27	of	of	ADP
ejpam-6300	49	28	coronary	coronary	ADJ
ejpam-6300	49	29	arteries	artery	NOUN
ejpam-6300	49	30	in	in	ADP
ejpam-6300	49	31	cta	cta	PROPN
ejpam-6300	49	32	images	image	NOUN
ejpam-6300	49	33	.	.	PUNCT
ejpam-6300	50	1	the	the	DET
ejpam-6300	50	2	cardiac	cardiac	ADJ
ejpam-6300	50	3	region	region	NOUN
ejpam-6300	50	4	is	be	AUX
ejpam-6300	50	5	then	then	ADV
ejpam-6300	50	6	identified	identify	VERB
ejpam-6300	50	7	via	via	ADP
ejpam-6300	50	8	heart	heart	NOUN
ejpam-6300	50	9	roi	roi	NOUN
ejpam-6300	50	10	extraction	extraction	NOUN
ejpam-6300	50	11	,	,	PUNCT
ejpam-6300	50	12	which	which	PRON
ejpam-6300	50	13	improves	improve	VERB
ejpam-6300	50	14	the	the	DET
ejpam-6300	50	15	accuracy	accuracy	NOUN
ejpam-6300	50	16	of	of	ADP
ejpam-6300	50	17	segmentation	segmentation	NOUN
ejpam-6300	50	18	algorithms	algorithm	NOUN
ejpam-6300	50	19	that	that	PRON
ejpam-6300	50	20	target	target	VERB
ejpam-6300	50	21	coronary	coronary	ADJ
ejpam-6300	50	22	arteries	artery	NOUN
ejpam-6300	50	23	.	.	PUNCT
ejpam-6300	51	1	an	an	DET
ejpam-6300	51	2	evaluation	evaluation	NOUN
ejpam-6300	51	3	of	of	ADP
ejpam-6300	51	4	the	the	DET
ejpam-6300	51	5	five	five	NUM
ejpam-6300	51	6	deep	deep	ADJ
ejpam-6300	51	7	learning	learning	NOUN
ejpam-6300	51	8	models	model	NOUN
ejpam-6300	51	9	undergoes	undergoe	NOUN
ejpam-6300	51	10	,	,	PUNCT
ejpam-6300	51	11	u	u	NOUN
ejpam-6300	51	12	-	-	NOUN
ejpam-6300	51	13	net	net	ADJ
ejpam-6300	51	14	,	,	PUNCT
ejpam-6300	51	15	resu	resu	NOUN
ejpam-6300	51	16	-	-	NOUN
ejpam-6300	51	17	net	net	ADJ
ejpam-6300	51	18	,	,	PUNCT
ejpam-6300	51	19	attention	attention	NOUN
ejpam-6300	51	20	u	u	NOUN
ejpam-6300	51	21	-	-	NOUN
ejpam-6300	51	22	net	net	ADJ
ejpam-6300	51	23	,	,	PUNCT
ejpam-6300	51	24	u	u	NOUN
ejpam-6300	51	25	-	-	NOUN
ejpam-6300	51	26	net++	net++	ADJ
ejpam-6300	51	27	,	,	PUNCT
ejpam-6300	51	28	and	and	CCONJ
ejpam-6300	51	29	transu	transu	NOUN
ejpam-6300	51	30	-	-	PUNCT
ejpam-6300	51	31	net	net	NOUN
ejpam-6300	51	32	,	,	PUNCT
ejpam-6300	51	33	for	for	ADP
ejpam-6300	51	34	the	the	DET
ejpam-6300	51	35	segmentation	segmentation	NOUN
ejpam-6300	51	36	of	of	ADP
ejpam-6300	51	37	coronary	coronary	ADJ
ejpam-6300	51	38	arteries	artery	NOUN
ejpam-6300	51	39	from	from	ADP
ejpam-6300	51	40	the	the	DET
ejpam-6300	51	41	extracted	extract	VERB
ejpam-6300	51	42	roi	roi	NOUN
ejpam-6300	51	43	from	from	ADP
ejpam-6300	51	44	the	the	DET
ejpam-6300	51	45	cta	cta	PROPN
ejpam-6300	51	46	images	image	NOUN
ejpam-6300	51	47	.	.	PUNCT
ejpam-6300	52	1	the	the	DET
ejpam-6300	52	2	performance	performance	NOUN
ejpam-6300	52	3	of	of	ADP
ejpam-6300	52	4	these	these	DET
ejpam-6300	52	5	segmentation	segmentation	NOUN
ejpam-6300	52	6	models	model	NOUN
ejpam-6300	52	7	is	be	AUX
ejpam-6300	52	8	rigorously	rigorously	ADV
ejpam-6300	52	9	assessed	assess	VERB
ejpam-6300	52	10	using	use	VERB
ejpam-6300	52	11	a	a	DET
ejpam-6300	52	12	5	5	NUM
ejpam-6300	52	13	-	-	ADJ
ejpam-6300	52	14	fold	fold	ADJ
ejpam-6300	52	15	cross	cross	ADJ
ejpam-6300	52	16	-	-	ADJ
ejpam-6300	52	17	validation	validation	ADJ
ejpam-6300	52	18	strategy	strategy	NOUN
ejpam-6300	52	19	,	,	PUNCT
ejpam-6300	52	20	ensuring	ensure	VERB
ejpam-6300	52	21	that	that	SCONJ
ejpam-6300	52	22	the	the	DET
ejpam-6300	52	23	results	result	NOUN
ejpam-6300	52	24	are	be	AUX
ejpam-6300	52	25	robust	robust	ADJ
ejpam-6300	52	26	and	and	CCONJ
ejpam-6300	52	27	generalizable	generalizable	ADJ
ejpam-6300	52	28	across	across	ADP
ejpam-6300	52	29	different	different	ADJ
ejpam-6300	52	30	subsets	subset	NOUN
ejpam-6300	52	31	of	of	ADP
ejpam-6300	52	32	the	the	DET
ejpam-6300	52	33	dataset	dataset	NOUN
ejpam-6300	52	34	.	.	PUNCT
ejpam-6300	53	1	for	for	ADP
ejpam-6300	53	2	the	the	DET
ejpam-6300	53	3	segmentation	segmentation	NOUN
ejpam-6300	53	4	task	task	NOUN
ejpam-6300	53	5	,	,	PUNCT
ejpam-6300	53	6	the	the	DET
ejpam-6300	53	7	input	input	NOUN
ejpam-6300	53	8	images	image	NOUN
ejpam-6300	53	9	go	go	VERB
ejpam-6300	53	10	through	through	ADP
ejpam-6300	53	11	a	a	DET
ejpam-6300	53	12	pre	pre	ADJ
ejpam-6300	53	13	-	-	ADJ
ejpam-6300	53	14	processing	processing	ADJ
ejpam-6300	53	15	step	step	NOUN
ejpam-6300	53	16	to	to	PART
ejpam-6300	53	17	standardize	standardize	VERB
ejpam-6300	53	18	their	their	PRON
ejpam-6300	53	19	size	size	NOUN
ejpam-6300	53	20	and	and	CCONJ
ejpam-6300	53	21	enhance	enhance	VERB
ejpam-6300	53	22	the	the	DET
ejpam-6300	53	23	visibility	visibility	NOUN
ejpam-6300	53	24	of	of	ADP
ejpam-6300	53	25	the	the	DET
ejpam-6300	53	26	arterial	arterial	ADJ
ejpam-6300	53	27	structures	structure	NOUN
ejpam-6300	53	28	.	.	PUNCT
ejpam-6300	54	1	the	the	DET
ejpam-6300	54	2	models	model	NOUN
ejpam-6300	54	3	are	be	AUX
ejpam-6300	54	4	trained	train	VERB
ejpam-6300	54	5	on	on	ADP
ejpam-6300	54	6	images	image	NOUN
ejpam-6300	54	7	of	of	ADP
ejpam-6300	54	8	size	size	NOUN
ejpam-6300	54	9	512	512	NUM
ejpam-6300	54	10	x	x	SYM
ejpam-6300	54	11	512	512	NUM
ejpam-6300	54	12	pixels	pixel	NOUN
ejpam-6300	54	13	,	,	PUNCT
ejpam-6300	54	14	which	which	PRON
ejpam-6300	54	15	allows	allow	VERB
ejpam-6300	54	16	them	they	PRON
ejpam-6300	54	17	to	to	PART
ejpam-6300	54	18	effectively	effectively	ADV
ejpam-6300	54	19	utilize	utilize	VERB
ejpam-6300	54	20	spatial	spatial	ADJ
ejpam-6300	54	21	inforo	inforo	NOUN
ejpam-6300	54	22	.	.	PUNCT
ejpam-6300	55	1	alirr	alirr	NOUN
ejpam-6300	55	2	/	/	SYM
ejpam-6300	55	3	eur	eur	PROPN
ejpam-6300	55	4	.	.	PUNCT
ejpam-6300	56	1	j.	j.	PROPN
ejpam-6300	56	2	pure	pure	PROPN
ejpam-6300	56	3	appl	appl	PROPN
ejpam-6300	56	4	.	.	PROPN
ejpam-6300	56	5	math	math	PROPN
ejpam-6300	56	6	,	,	PUNCT
ejpam-6300	56	7	18	18	NUM
ejpam-6300	56	8	(	(	PUNCT
ejpam-6300	56	9	4	4	NUM
ejpam-6300	56	10	)	)	PUNCT
ejpam-6300	56	11	(	(	PUNCT
ejpam-6300	56	12	2025	2025	NUM
ejpam-6300	56	13	)	)	PUNCT
ejpam-6300	56	14	,	,	PUNCT
ejpam-6300	56	15	6300	6300	NUM
ejpam-6300	56	16	4	4	NUM
ejpam-6300	56	17	of	of	ADP
ejpam-6300	56	18	20	20	NUM
ejpam-6300	56	19	figure	figure	NOUN
ejpam-6300	56	20	1	1	NUM
ejpam-6300	56	21	:	:	PUNCT
ejpam-6300	56	22	methodology	methodology	PROPN
ejpam-6300	56	23	flowchart	flowchart	NOUN
ejpam-6300	56	24	.	.	PUNCT
ejpam-6300	57	1	mation	mation	PROPN
ejpam-6300	57	2	while	while	SCONJ
ejpam-6300	57	3	maintaining	maintain	VERB
ejpam-6300	57	4	a	a	DET
ejpam-6300	57	5	balance	balance	NOUN
ejpam-6300	57	6	between	between	ADP
ejpam-6300	57	7	computational	computational	ADJ
ejpam-6300	57	8	efficiency	efficiency	NOUN
ejpam-6300	57	9	and	and	CCONJ
ejpam-6300	57	10	segmentation	segmentation	NOUN
ejpam-6300	57	11	accuracy	accuracy	NOUN
ejpam-6300	57	12	.	.	PUNCT
ejpam-6300	58	1	by	by	ADP
ejpam-6300	58	2	systematically	systematically	ADV
ejpam-6300	58	3	comparing	compare	VERB
ejpam-6300	58	4	the	the	DET
ejpam-6300	58	5	performance	performance	NOUN
ejpam-6300	58	6	of	of	ADP
ejpam-6300	58	7	these	these	DET
ejpam-6300	58	8	segmentation	segmentation	NOUN
ejpam-6300	58	9	models	model	NOUN
ejpam-6300	58	10	,	,	PUNCT
ejpam-6300	58	11	the	the	DET
ejpam-6300	58	12	study	study	NOUN
ejpam-6300	58	13	aims	aim	VERB
ejpam-6300	58	14	to	to	PART
ejpam-6300	58	15	identify	identify	VERB
ejpam-6300	58	16	the	the	DET
ejpam-6300	58	17	most	most	ADV
ejpam-6300	58	18	effective	effective	ADJ
ejpam-6300	58	19	approaches	approach	NOUN
ejpam-6300	58	20	for	for	ADP
ejpam-6300	58	21	automated	automate	VERB
ejpam-6300	58	22	coronary	coronary	ADJ
ejpam-6300	58	23	artery	artery	NOUN
ejpam-6300	58	24	segmentation	segmentation	NOUN
ejpam-6300	58	25	.	.	PUNCT
ejpam-6300	59	1	this	this	DET
ejpam-6300	59	2	focus	focus	NOUN
ejpam-6300	59	3	on	on	ADP
ejpam-6300	59	4	deep	deep	ADJ
ejpam-6300	59	5	learning	learning	NOUN
ejpam-6300	59	6	techniques	technique	NOUN
ejpam-6300	59	7	has	have	VERB
ejpam-6300	59	8	the	the	DET
ejpam-6300	59	9	potential	potential	NOUN
ejpam-6300	59	10	to	to	PART
ejpam-6300	59	11	significantly	significantly	ADV
ejpam-6300	59	12	reduce	reduce	VERB
ejpam-6300	59	13	the	the	DET
ejpam-6300	59	14	workload	workload	NOUN
ejpam-6300	59	15	of	of	ADP
ejpam-6300	59	16	radiologists	radiologist	NOUN
ejpam-6300	59	17	and	and	CCONJ
ejpam-6300	59	18	improve	improve	VERB
ejpam-6300	59	19	the	the	DET
ejpam-6300	59	20	efficiency	efficiency	NOUN
ejpam-6300	59	21	of	of	ADP
ejpam-6300	59	22	diagnosis	diagnosis	NOUN
ejpam-6300	59	23	and	and	CCONJ
ejpam-6300	59	24	treatment	treatment	NOUN
ejpam-6300	59	25	planning	planning	NOUN
ejpam-6300	59	26	for	for	ADP
ejpam-6300	59	27	coronary	coronary	ADJ
ejpam-6300	59	28	artery	artery	NOUN
ejpam-6300	59	29	disease	disease	NOUN
ejpam-6300	59	30	,	,	PUNCT
ejpam-6300	59	31	ultimately	ultimately	ADV
ejpam-6300	59	32	contributing	contribute	VERB
ejpam-6300	59	33	to	to	ADP
ejpam-6300	59	34	better	well	ADJ
ejpam-6300	59	35	patient	patient	ADJ
ejpam-6300	59	36	outcomes	outcome	NOUN
ejpam-6300	59	37	.	.	PUNCT
ejpam-6300	60	1	2.1	2.1	NUM
ejpam-6300	60	2	.	.	PUNCT
ejpam-6300	61	1	clinical	clinical	ADJ
ejpam-6300	61	2	datasets	dataset	NOUN
ejpam-6300	61	3	two	two	NUM
ejpam-6300	61	4	well	well	ADV
ejpam-6300	61	5	-	-	PUNCT
ejpam-6300	61	6	known	know	VERB
ejpam-6300	61	7	resources	resource	NOUN
ejpam-6300	61	8	in	in	ADP
ejpam-6300	61	9	the	the	DET
ejpam-6300	61	10	field	field	NOUN
ejpam-6300	61	11	of	of	ADP
ejpam-6300	61	12	medical	medical	ADJ
ejpam-6300	61	13	image	image	NOUN
ejpam-6300	61	14	analysis	analysis	NOUN
ejpam-6300	61	15	,	,	PUNCT
ejpam-6300	61	16	namely	namely	ADV
ejpam-6300	61	17	for	for	ADP
ejpam-6300	61	18	the	the	DET
ejpam-6300	61	19	segmentation	segmentation	NOUN
ejpam-6300	61	20	of	of	ADP
ejpam-6300	61	21	cardiac	cardiac	ADJ
ejpam-6300	61	22	structures	structure	NOUN
ejpam-6300	61	23	and	and	CCONJ
ejpam-6300	61	24	coronary	coronary	ADJ
ejpam-6300	61	25	arteries	artery	NOUN
ejpam-6300	61	26	,	,	PUNCT
ejpam-6300	61	27	are	be	AUX
ejpam-6300	61	28	the	the	DET
ejpam-6300	61	29	mm	mm	NOUN
ejpam-6300	61	30	-	-	PUNCT
ejpam-6300	61	31	whs	whs	NOUN
ejpam-6300	61	32	and	and	CCONJ
ejpam-6300	61	33	ccta	ccta	ADJ
ejpam-6300	61	34	-	-	PUNCT
ejpam-6300	61	35	asoca	asoca	NOUN
ejpam-6300	61	36	databases	database	NOUN
ejpam-6300	61	37	.	.	PUNCT
ejpam-6300	62	1	the	the	DET
ejpam-6300	62	2	ccta	ccta	ADJ
ejpam-6300	62	3	-	-	PUNCT
ejpam-6300	62	4	asoca	asoca	NOUN
ejpam-6300	62	5	dataset	dataset	NOUN
ejpam-6300	62	6	is	be	AUX
ejpam-6300	62	7	a	a	DET
ejpam-6300	62	8	publicly	publicly	ADV
ejpam-6300	62	9	available	available	ADJ
ejpam-6300	62	10	dataset	dataset	NOUN
ejpam-6300	62	11	provided	provide	VERB
ejpam-6300	62	12	by	by	ADP
ejpam-6300	62	13	the	the	DET
ejpam-6300	62	14	asoca	asoca	NOUN
ejpam-6300	62	15	(	(	PUNCT
ejpam-6300	62	16	automatic	automatic	ADJ
ejpam-6300	62	17	segmentation	segmentation	NOUN
ejpam-6300	62	18	of	of	ADP
ejpam-6300	62	19	coronary	coronary	ADJ
ejpam-6300	62	20	arteries	artery	NOUN
ejpam-6300	62	21	)	)	PUNCT
ejpam-6300	62	22	challenge	challenge	NOUN
ejpam-6300	62	23	.	.	PUNCT
ejpam-6300	63	1	it	it	PRON
ejpam-6300	63	2	consists	consist	VERB
ejpam-6300	63	3	of	of	ADP
ejpam-6300	63	4	40	40	NUM
ejpam-6300	63	5	coronary	coronary	ADJ
ejpam-6300	63	6	computed	compute	VERB
ejpam-6300	63	7	tomography	tomography	NOUN
ejpam-6300	63	8	angiography	angiography	NOUN
ejpam-6300	63	9	(	(	PUNCT
ejpam-6300	63	10	ccta	ccta	ADJ
ejpam-6300	63	11	)	)	PUNCT
ejpam-6300	63	12	images	image	NOUN
ejpam-6300	63	13	,	,	PUNCT
ejpam-6300	63	14	with	with	SCONJ
ejpam-6300	63	15	a	a	DET
ejpam-6300	63	16	consistent	consistent	ADJ
ejpam-6300	63	17	ct	ct	NOUN
ejpam-6300	63	18	slice	slice	NOUN
ejpam-6300	63	19	resolution	resolution	NOUN
ejpam-6300	63	20	of	of	ADP
ejpam-6300	63	21	512	512	NUM
ejpam-6300	63	22	x	x	SYM
ejpam-6300	63	23	512	512	NUM
ejpam-6300	63	24	pixels	pixel	NOUN
ejpam-6300	63	25	with	with	ADP
ejpam-6300	63	26	number	number	NOUN
ejpam-6300	63	27	of	of	ADP
ejpam-6300	63	28	slices	slice	NOUN
ejpam-6300	63	29	per	per	ADP
ejpam-6300	63	30	volume	volume	NOUN
ejpam-6300	63	31	ranges	range	VERB
ejpam-6300	63	32	from	from	ADP
ejpam-6300	63	33	168	168	NUM
ejpam-6300	63	34	to	to	ADP
ejpam-6300	63	35	224	224	NUM
ejpam-6300	63	36	and	and	CCONJ
ejpam-6300	63	37	a	a	DET
ejpam-6300	63	38	slice	slice	NOUN
ejpam-6300	63	39	thickness	thickness	NOUN
ejpam-6300	63	40	of	of	ADP
ejpam-6300	63	41	0.625	0.625	NUM
ejpam-6300	63	42	mm	mm	NOUN
ejpam-6300	63	43	.	.	PUNCT
ejpam-6300	64	1	the	the	DET
ejpam-6300	64	2	dataset	dataset	NOUN
ejpam-6300	64	3	is	be	AUX
ejpam-6300	64	4	divided	divide	VERB
ejpam-6300	64	5	into	into	ADP
ejpam-6300	64	6	20	20	NUM
ejpam-6300	64	7	healthy	healthy	ADJ
ejpam-6300	64	8	cases	case	NOUN
ejpam-6300	64	9	and	and	CCONJ
ejpam-6300	64	10	20	20	NUM
ejpam-6300	64	11	cases	case	NOUN
ejpam-6300	64	12	with	with	ADP
ejpam-6300	64	13	confirmed	confirm	VERB
ejpam-6300	64	14	coronary	coronary	ADJ
ejpam-6300	64	15	artery	artery	NOUN
ejpam-6300	64	16	disease	disease	NOUN
ejpam-6300	64	17	.	.	PUNCT
ejpam-6300	65	1	it	it	PRON
ejpam-6300	65	2	includes	include	VERB
ejpam-6300	65	3	annotations	annotation	NOUN
ejpam-6300	65	4	produced	produce	VERB
ejpam-6300	65	5	by	by	ADP
ejpam-6300	65	6	three	three	NUM
ejpam-6300	65	7	expert	expert	NOUN
ejpam-6300	65	8	annotators	annotator	NOUN
ejpam-6300	65	9	for	for	ADP
ejpam-6300	65	10	the	the	DET
ejpam-6300	65	11	training	training	NOUN
ejpam-6300	65	12	set	set	NOUN
ejpam-6300	65	13	,	,	PUNCT
ejpam-6300	65	14	ensuring	ensure	VERB
ejpam-6300	65	15	the	the	DET
ejpam-6300	65	16	reliability	reliability	NOUN
ejpam-6300	65	17	and	and	CCONJ
ejpam-6300	65	18	consistency	consistency	NOUN
ejpam-6300	65	19	of	of	ADP
ejpam-6300	65	20	the	the	DET
ejpam-6300	65	21	ground	ground	NOUN
ejpam-6300	65	22	truth	truth	NOUN
ejpam-6300	65	23	.	.	PUNCT
ejpam-6300	66	1	this	this	DET
ejpam-6300	66	2	multiexpert	multiexpert	NOUN
ejpam-6300	66	3	annotation	annotation	NOUN
ejpam-6300	66	4	enables	enable	VERB
ejpam-6300	66	5	fair	fair	ADJ
ejpam-6300	66	6	comparison	comparison	NOUN
ejpam-6300	66	7	and	and	CCONJ
ejpam-6300	66	8	reproducibility	reproducibility	NOUN
ejpam-6300	66	9	of	of	ADP
ejpam-6300	66	10	results	result	NOUN
ejpam-6300	66	11	across	across	ADP
ejpam-6300	66	12	different	different	ADJ
ejpam-6300	66	13	research	research	NOUN
ejpam-6300	66	14	groups	group	NOUN
ejpam-6300	66	15	.	.	PUNCT
ejpam-6300	67	1	the	the	DET
ejpam-6300	67	2	ccta	ccta	ADJ
ejpam-6300	67	3	-	-	PUNCT
ejpam-6300	67	4	asoca	asoca	NOUN
ejpam-6300	67	5	dataset	dataset	NOUN
ejpam-6300	67	6	is	be	AUX
ejpam-6300	67	7	notable	notable	ADJ
ejpam-6300	67	8	for	for	ADP
ejpam-6300	67	9	its	its	PRON
ejpam-6300	67	10	large	large	ADJ
ejpam-6300	67	11	scale	scale	NOUN
ejpam-6300	67	12	,	,	PUNCT
ejpam-6300	67	13	with	with	ADP
ejpam-6300	67	14	40	40	NUM
ejpam-6300	67	15	ccta	ccta	ADJ
ejpam-6300	67	16	images	image	NOUN
ejpam-6300	67	17	,	,	PUNCT
ejpam-6300	67	18	allowing	allow	VERB
ejpam-6300	67	19	for	for	ADP
ejpam-6300	67	20	more	more	ADV
ejpam-6300	67	21	comprehensive	comprehensive	ADJ
ejpam-6300	67	22	training	training	NOUN
ejpam-6300	67	23	and	and	CCONJ
ejpam-6300	67	24	evaluation	evaluation	NOUN
ejpam-6300	67	25	of	of	ADP
ejpam-6300	67	26	deep	deep	ADJ
ejpam-6300	67	27	learning	learning	NOUN
ejpam-6300	67	28	models	model	NOUN
ejpam-6300	67	29	that	that	PRON
ejpam-6300	67	30	typically	typically	ADV
ejpam-6300	67	31	require	require	VERB
ejpam-6300	67	32	substantial	substantial	ADJ
ejpam-6300	67	33	amounts	amount	NOUN
ejpam-6300	67	34	of	of	ADP
ejpam-6300	67	35	data	datum	NOUN
ejpam-6300	67	36	to	to	PART
ejpam-6300	67	37	achieve	achieve	VERB
ejpam-6300	67	38	optimal	optimal	ADJ
ejpam-6300	67	39	performance	performance	NOUN
ejpam-6300	67	40	.	.	PUNCT
ejpam-6300	68	1	the	the	DET
ejpam-6300	68	2	mm	mm	NOUN
ejpam-6300	68	3	-	-	PUNCT
ejpam-6300	68	4	whs	whs	NOUN
ejpam-6300	68	5	(	(	PUNCT
ejpam-6300	68	6	multi	multi	ADJ
ejpam-6300	68	7	-	-	ADJ
ejpam-6300	68	8	modality	modality	ADJ
ejpam-6300	68	9	whole	whole	ADJ
ejpam-6300	68	10	heart	heart	NOUN
ejpam-6300	68	11	segmentation	segmentation	PROPN
ejpam-6300	68	12	)	)	PUNCT
ejpam-6300	68	13	2017	2017	NUM
ejpam-6300	68	14	dataset	dataset	NOUN
ejpam-6300	68	15	provides	provide	VERB
ejpam-6300	68	16	a	a	DET
ejpam-6300	68	17	total	total	NOUN
ejpam-6300	68	18	of	of	ADP
ejpam-6300	68	19	60	60	NUM
ejpam-6300	68	20	cardiac	cardiac	ADJ
ejpam-6300	68	21	ct	ct	NOUN
ejpam-6300	68	22	images	image	NOUN
ejpam-6300	68	23	,	,	PUNCT
ejpam-6300	68	24	comprising	comprise	VERB
ejpam-6300	68	25	20	20	NUM
ejpam-6300	68	26	labeled	label	VERB
ejpam-6300	68	27	and	and	CCONJ
ejpam-6300	68	28	40	40	NUM
ejpam-6300	68	29	unlabeled	unlabele	VERB
ejpam-6300	68	30	ct	ct	NUM
ejpam-6300	68	31	volumes	volume	NOUN
ejpam-6300	68	32	.	.	PUNCT
ejpam-6300	69	1	the	the	DET
ejpam-6300	69	2	dataset	dataset	NOUN
ejpam-6300	69	3	o.	o.	NOUN
ejpam-6300	69	4	alirr	alirr	PROPN
ejpam-6300	69	5	/	/	SYM
ejpam-6300	69	6	eur	eur	PROPN
ejpam-6300	69	7	.	.	PUNCT
ejpam-6300	70	1	j.	j.	PROPN
ejpam-6300	70	2	pure	pure	PROPN
ejpam-6300	70	3	appl	appl	PROPN
ejpam-6300	70	4	.	.	PROPN
ejpam-6300	70	5	math	math	PROPN
ejpam-6300	70	6	,	,	PUNCT
ejpam-6300	70	7	18	18	NUM
ejpam-6300	70	8	(	(	PUNCT
ejpam-6300	70	9	4	4	NUM
ejpam-6300	70	10	)	)	PUNCT
ejpam-6300	70	11	(	(	PUNCT
ejpam-6300	70	12	2025	2025	NUM
ejpam-6300	70	13	)	)	PUNCT
ejpam-6300	70	14	,	,	PUNCT
ejpam-6300	70	15	6300	6300	NUM
ejpam-6300	70	16	5	5	NUM
ejpam-6300	70	17	of	of	ADP
ejpam-6300	70	18	20	20	NUM
ejpam-6300	70	19	includes	include	VERB
ejpam-6300	70	20	ct	ct	NUM
ejpam-6300	70	21	images	image	NOUN
ejpam-6300	70	22	with	with	ADP
ejpam-6300	70	23	a	a	DET
ejpam-6300	70	24	slice	slice	NOUN
ejpam-6300	70	25	thickness	thickness	NOUN
ejpam-6300	70	26	ranging	range	VERB
ejpam-6300	70	27	from	from	ADP
ejpam-6300	70	28	0.45	0.45	NUM
ejpam-6300	70	29	mm	mm	NOUN
ejpam-6300	70	30	to	to	ADP
ejpam-6300	70	31	0.625	0.625	NUM
ejpam-6300	70	32	mm	mm	NOUN
ejpam-6300	70	33	and	and	CCONJ
ejpam-6300	70	34	a	a	DET
ejpam-6300	70	35	slice	slice	NOUN
ejpam-6300	70	36	resolution	resolution	NOUN
ejpam-6300	70	37	of	of	ADP
ejpam-6300	70	38	512	512	NUM
ejpam-6300	70	39	x	x	SYM
ejpam-6300	70	40	512	512	NUM
ejpam-6300	70	41	pixels	pixel	NOUN
ejpam-6300	70	42	.	.	PUNCT
ejpam-6300	71	1	additionally	additionally	ADV
ejpam-6300	71	2	,	,	PUNCT
ejpam-6300	71	3	the	the	DET
ejpam-6300	71	4	number	number	NOUN
ejpam-6300	71	5	of	of	ADP
ejpam-6300	71	6	slices	slice	NOUN
ejpam-6300	71	7	per	per	ADP
ejpam-6300	71	8	volume	volume	NOUN
ejpam-6300	71	9	ranges	range	VERB
ejpam-6300	71	10	from	from	ADP
ejpam-6300	71	11	177	177	NUM
ejpam-6300	71	12	to	to	ADP
ejpam-6300	71	13	363	363	NUM
ejpam-6300	71	14	,	,	PUNCT
ejpam-6300	71	15	reflecting	reflect	VERB
ejpam-6300	71	16	variability	variability	NOUN
ejpam-6300	71	17	in	in	ADP
ejpam-6300	71	18	scan	scan	PROPN
ejpam-6300	71	19	coverage	coverage	NOUN
ejpam-6300	71	20	.	.	PUNCT
ejpam-6300	72	1	the	the	DET
ejpam-6300	72	2	inclusion	inclusion	NOUN
ejpam-6300	72	3	of	of	ADP
ejpam-6300	72	4	both	both	DET
ejpam-6300	72	5	labeled	label	VERB
ejpam-6300	72	6	and	and	CCONJ
ejpam-6300	72	7	unlabeled	unlabeled	ADJ
ejpam-6300	72	8	data	data	NOUN
ejpam-6300	72	9	enhances	enhance	VERB
ejpam-6300	72	10	the	the	DET
ejpam-6300	72	11	dataset	dataset	NOUN
ejpam-6300	72	12	’s	’s	PART
ejpam-6300	72	13	utility	utility	NOUN
ejpam-6300	72	14	by	by	ADP
ejpam-6300	72	15	enabling	enable	VERB
ejpam-6300	72	16	the	the	DET
ejpam-6300	72	17	exploration	exploration	NOUN
ejpam-6300	72	18	of	of	ADP
ejpam-6300	72	19	semi	semi	ADJ
ejpam-6300	72	20	-	-	ADJ
ejpam-6300	72	21	supervised	supervised	ADJ
ejpam-6300	72	22	and	and	CCONJ
ejpam-6300	72	23	unsupervised	unsupervised	ADJ
ejpam-6300	72	24	learning	learning	NOUN
ejpam-6300	72	25	approaches	approach	NOUN
ejpam-6300	72	26	,	,	PUNCT
ejpam-6300	72	27	which	which	PRON
ejpam-6300	72	28	are	be	AUX
ejpam-6300	72	29	particularly	particularly	ADV
ejpam-6300	72	30	beneficial	beneficial	ADJ
ejpam-6300	72	31	when	when	SCONJ
ejpam-6300	72	32	dealing	deal	VERB
ejpam-6300	72	33	with	with	ADP
ejpam-6300	72	34	limited	limited	ADJ
ejpam-6300	72	35	labeled	label	VERB
ejpam-6300	72	36	data	datum	NOUN
ejpam-6300	72	37	.	.	PUNCT
ejpam-6300	73	1	the	the	DET
ejpam-6300	73	2	dataset	dataset	NOUN
ejpam-6300	73	3	’s	’s	PART
ejpam-6300	73	4	structure	structure	NOUN
ejpam-6300	73	5	reflects	reflect	VERB
ejpam-6300	73	6	real	real	ADJ
ejpam-6300	73	7	-	-	PUNCT
ejpam-6300	73	8	world	world	NOUN
ejpam-6300	73	9	clinical	clinical	ADJ
ejpam-6300	73	10	scenarios	scenario	NOUN
ejpam-6300	73	11	where	where	SCONJ
ejpam-6300	73	12	a	a	DET
ejpam-6300	73	13	combination	combination	NOUN
ejpam-6300	73	14	of	of	ADP
ejpam-6300	73	15	labeled	label	VERB
ejpam-6300	73	16	and	and	CCONJ
ejpam-6300	73	17	unlabeled	unlabeled	ADJ
ejpam-6300	73	18	data	datum	NOUN
ejpam-6300	73	19	can	can	AUX
ejpam-6300	73	20	be	be	AUX
ejpam-6300	73	21	used	use	VERB
ejpam-6300	73	22	to	to	PART
ejpam-6300	73	23	improve	improve	VERB
ejpam-6300	73	24	model	model	NOUN
ejpam-6300	73	25	performance	performance	NOUN
ejpam-6300	73	26	.	.	PUNCT
ejpam-6300	74	1	by	by	ADP
ejpam-6300	74	2	focusing	focus	VERB
ejpam-6300	74	3	on	on	ADP
ejpam-6300	74	4	ct	ct	PROPN
ejpam-6300	74	5	imaging	imaging	NOUN
ejpam-6300	74	6	,	,	PUNCT
ejpam-6300	74	7	the	the	DET
ejpam-6300	74	8	dataset	dataset	NOUN
ejpam-6300	74	9	allows	allow	VERB
ejpam-6300	74	10	researchers	researcher	NOUN
ejpam-6300	74	11	to	to	PART
ejpam-6300	74	12	develop	develop	VERB
ejpam-6300	74	13	and	and	CCONJ
ejpam-6300	74	14	refine	refine	VERB
ejpam-6300	74	15	techniques	technique	NOUN
ejpam-6300	74	16	specifically	specifically	ADV
ejpam-6300	74	17	for	for	ADP
ejpam-6300	74	18	analyzing	analyze	VERB
ejpam-6300	74	19	and	and	CCONJ
ejpam-6300	74	20	interpreting	interpret	VERB
ejpam-6300	74	21	cardiac	cardiac	ADJ
ejpam-6300	74	22	ct	ct	NUM
ejpam-6300	74	23	data	datum	NOUN
ejpam-6300	74	24	,	,	PUNCT
ejpam-6300	74	25	which	which	PRON
ejpam-6300	74	26	is	be	AUX
ejpam-6300	74	27	crucial	crucial	ADJ
ejpam-6300	74	28	for	for	ADP
ejpam-6300	74	29	accurate	accurate	ADJ
ejpam-6300	74	30	assessment	assessment	NOUN
ejpam-6300	74	31	and	and	CCONJ
ejpam-6300	74	32	diagnosis	diagnosis	NOUN
ejpam-6300	74	33	of	of	ADP
ejpam-6300	74	34	cardiovascular	cardiovascular	ADJ
ejpam-6300	74	35	conditions	condition	NOUN
ejpam-6300	74	36	.	.	PUNCT
ejpam-6300	75	1	both	both	DET
ejpam-6300	75	2	datasets	dataset	NOUN
ejpam-6300	75	3	are	be	AUX
ejpam-6300	75	4	used	use	VERB
ejpam-6300	75	5	in	in	ADP
ejpam-6300	75	6	structured	structured	ADJ
ejpam-6300	75	7	challenges	challenge	NOUN
ejpam-6300	75	8	to	to	PART
ejpam-6300	75	9	foster	foster	VERB
ejpam-6300	75	10	research	research	NOUN
ejpam-6300	75	11	and	and	CCONJ
ejpam-6300	75	12	development	development	NOUN
ejpam-6300	75	13	in	in	ADP
ejpam-6300	75	14	their	their	PRON
ejpam-6300	75	15	respective	respective	ADJ
ejpam-6300	75	16	domains	domain	NOUN
ejpam-6300	75	17	.	.	PUNCT
ejpam-6300	76	1	the	the	DET
ejpam-6300	76	2	asoca	asoca	NOUN
ejpam-6300	76	3	challenge	challenge	NOUN
ejpam-6300	76	4	for	for	ADP
ejpam-6300	76	5	coronary	coronary	ADJ
ejpam-6300	76	6	artery	artery	NOUN
ejpam-6300	76	7	segmentation	segmentation	NOUN
ejpam-6300	76	8	provides	provide	VERB
ejpam-6300	76	9	the	the	DET
ejpam-6300	76	10	ccta	ccta	ADJ
ejpam-6300	76	11	-	-	PUNCT
ejpam-6300	76	12	asoca	asoca	NOUN
ejpam-6300	76	13	dataset	dataset	NOUN
ejpam-6300	76	14	.	.	PUNCT
ejpam-6300	77	1	the	the	DET
ejpam-6300	77	2	multi	multi	ADJ
ejpam-6300	77	3	-	-	ADJ
ejpam-6300	77	4	modality	modality	ADJ
ejpam-6300	77	5	whole	whole	ADJ
ejpam-6300	77	6	heart	heart	NOUN
ejpam-6300	77	7	segmentation	segmentation	NOUN
ejpam-6300	77	8	challenge	challenge	NOUN
ejpam-6300	77	9	2017	2017	NUM
ejpam-6300	77	10	uses	use	VERB
ejpam-6300	77	11	the	the	DET
ejpam-6300	77	12	mm	mm	NOUN
ejpam-6300	77	13	-	-	PUNCT
ejpam-6300	77	14	whs	whs	NOUN
ejpam-6300	77	15	2017	2017	NUM
ejpam-6300	77	16	dataset	dataset	NOUN
ejpam-6300	77	17	.	.	PUNCT
ejpam-6300	78	1	these	these	DET
ejpam-6300	78	2	challenges	challenge	NOUN
ejpam-6300	78	3	allow	allow	VERB
ejpam-6300	78	4	diverse	diverse	ADJ
ejpam-6300	78	5	research	research	NOUN
ejpam-6300	78	6	groups	group	NOUN
ejpam-6300	78	7	to	to	PART
ejpam-6300	78	8	test	test	VERB
ejpam-6300	78	9	and	and	CCONJ
ejpam-6300	78	10	validate	validate	VERB
ejpam-6300	78	11	their	their	PRON
ejpam-6300	78	12	methods	method	NOUN
ejpam-6300	78	13	in	in	ADP
ejpam-6300	78	14	an	an	DET
ejpam-6300	78	15	open	open	ADJ
ejpam-6300	78	16	and	and	CCONJ
ejpam-6300	78	17	equitable	equitable	ADJ
ejpam-6300	78	18	manner	manner	NOUN
ejpam-6300	78	19	,	,	PUNCT
ejpam-6300	78	20	allowing	allow	VERB
ejpam-6300	78	21	results	result	NOUN
ejpam-6300	78	22	from	from	ADP
ejpam-6300	78	23	different	different	ADJ
ejpam-6300	78	24	studies	study	NOUN
ejpam-6300	78	25	to	to	PART
ejpam-6300	78	26	be	be	AUX
ejpam-6300	78	27	compared	compare	VERB
ejpam-6300	78	28	and	and	CCONJ
ejpam-6300	78	29	reproduced	reproduce	VERB
ejpam-6300	78	30	.	.	PUNCT
ejpam-6300	79	1	the	the	DET
ejpam-6300	79	2	ccta	ccta	ADJ
ejpam-6300	79	3	-	-	PUNCT
ejpam-6300	79	4	asoca	asoca	NOUN
ejpam-6300	79	5	and	and	CCONJ
ejpam-6300	79	6	mm	mm	NOUN
ejpam-6300	79	7	-	-	PUNCT
ejpam-6300	79	8	whs	whs	NOUN
ejpam-6300	79	9	datasets	dataset	NOUN
ejpam-6300	79	10	offer	offer	VERB
ejpam-6300	79	11	unique	unique	ADJ
ejpam-6300	79	12	specifications	specification	NOUN
ejpam-6300	79	13	tailored	tailor	VERB
ejpam-6300	79	14	to	to	ADP
ejpam-6300	79	15	the	the	DET
ejpam-6300	79	16	segmentation	segmentation	NOUN
ejpam-6300	79	17	of	of	ADP
ejpam-6300	79	18	coronary	coronary	ADJ
ejpam-6300	79	19	arteries	artery	NOUN
ejpam-6300	79	20	and	and	CCONJ
ejpam-6300	79	21	cardiac	cardiac	ADJ
ejpam-6300	79	22	structures	structure	NOUN
ejpam-6300	79	23	,	,	PUNCT
ejpam-6300	79	24	respectively	respectively	ADV
ejpam-6300	79	25	.	.	PUNCT
ejpam-6300	80	1	the	the	DET
ejpam-6300	80	2	ccta	ccta	ADJ
ejpam-6300	80	3	-	-	PUNCT
ejpam-6300	80	4	asoca	asoca	NOUN
ejpam-6300	80	5	dataset	dataset	NOUN
ejpam-6300	80	6	provides	provide	VERB
ejpam-6300	80	7	a	a	DET
ejpam-6300	80	8	large	large	ADJ
ejpam-6300	80	9	-	-	PUNCT
ejpam-6300	80	10	scale	scale	NOUN
ejpam-6300	80	11	,	,	PUNCT
ejpam-6300	80	12	annotated	annotate	VERB
ejpam-6300	80	13	resource	resource	NOUN
ejpam-6300	80	14	for	for	ADP
ejpam-6300	80	15	coronary	coronary	ADJ
ejpam-6300	80	16	artery	artery	NOUN
ejpam-6300	80	17	segmentation	segmentation	NOUN
ejpam-6300	80	18	,	,	PUNCT
ejpam-6300	80	19	while	while	SCONJ
ejpam-6300	80	20	the	the	DET
ejpam-6300	80	21	mm	mm	NOUN
ejpam-6300	80	22	-	-	PUNCT
ejpam-6300	80	23	whs	whs	NOUN
ejpam-6300	80	24	2017	2017	NUM
ejpam-6300	80	25	dataset	dataset	NOUN
ejpam-6300	80	26	incorporates	incorporate	VERB
ejpam-6300	80	27	multi	multi	ADJ
ejpam-6300	80	28	-	-	ADJ
ejpam-6300	80	29	modality	modality	ADJ
ejpam-6300	80	30	cardiac	cardiac	ADJ
ejpam-6300	80	31	images	image	NOUN
ejpam-6300	80	32	and	and	CCONJ
ejpam-6300	80	33	labeled	label	VERB
ejpam-6300	80	34	/	/	SYM
ejpam-6300	80	35	unlabeled	unlabele	VERB
ejpam-6300	80	36	data	datum	NOUN
ejpam-6300	80	37	for	for	ADP
ejpam-6300	80	38	comprehensive	comprehensive	ADJ
ejpam-6300	80	39	whole	whole	ADJ
ejpam-6300	80	40	heart	heart	NOUN
ejpam-6300	80	41	segmentation	segmentation	NOUN
ejpam-6300	80	42	research	research	NOUN
ejpam-6300	80	43	.	.	PUNCT
ejpam-6300	81	1	both	both	DET
ejpam-6300	81	2	datasets	dataset	NOUN
ejpam-6300	81	3	support	support	VERB
ejpam-6300	81	4	structured	structured	ADJ
ejpam-6300	81	5	challenges	challenge	NOUN
ejpam-6300	81	6	that	that	PRON
ejpam-6300	81	7	drive	drive	VERB
ejpam-6300	81	8	progress	progress	NOUN
ejpam-6300	81	9	in	in	ADP
ejpam-6300	81	10	their	their	PRON
ejpam-6300	81	11	respective	respective	ADJ
ejpam-6300	81	12	fields	field	NOUN
ejpam-6300	81	13	.	.	PUNCT
ejpam-6300	82	1	2.2	2.2	NUM
ejpam-6300	82	2	.	.	PUNCT
ejpam-6300	82	3	image	image	NOUN
ejpam-6300	82	4	pre	pre	ADJ
ejpam-6300	82	5	-	-	ADJ
ejpam-6300	82	6	processing	processing	ADJ
ejpam-6300	82	7	preprocessing	preprocessing	NOUN
ejpam-6300	82	8	is	be	AUX
ejpam-6300	82	9	a	a	DET
ejpam-6300	82	10	crucial	crucial	ADJ
ejpam-6300	82	11	step	step	NOUN
ejpam-6300	82	12	in	in	ADP
ejpam-6300	82	13	analyzing	analyze	VERB
ejpam-6300	82	14	coronary	coronary	ADJ
ejpam-6300	82	15	computed	compute	VERB
ejpam-6300	82	16	tomography	tomography	NOUN
ejpam-6300	82	17	angiography	angiography	NOUN
ejpam-6300	82	18	(	(	PUNCT
ejpam-6300	82	19	cta	cta	NOUN
ejpam-6300	82	20	)	)	PUNCT
ejpam-6300	82	21	images	image	NOUN
ejpam-6300	82	22	,	,	PUNCT
ejpam-6300	82	23	as	as	SCONJ
ejpam-6300	82	24	it	it	PRON
ejpam-6300	82	25	enhances	enhance	VERB
ejpam-6300	82	26	image	image	NOUN
ejpam-6300	82	27	quality	quality	NOUN
ejpam-6300	82	28	and	and	CCONJ
ejpam-6300	82	29	standardizes	standardize	VERB
ejpam-6300	82	30	the	the	DET
ejpam-6300	82	31	data	datum	NOUN
ejpam-6300	82	32	for	for	ADP
ejpam-6300	82	33	accurate	accurate	ADJ
ejpam-6300	82	34	deep	deep	ADJ
ejpam-6300	82	35	learning	learning	NOUN
ejpam-6300	82	36	-	-	PUNCT
ejpam-6300	82	37	based	base	VERB
ejpam-6300	82	38	segmentation	segmentation	NOUN
ejpam-6300	82	39	of	of	ADP
ejpam-6300	82	40	coronary	coronary	ADJ
ejpam-6300	82	41	arteries	artery	NOUN
ejpam-6300	82	42	.	.	PUNCT
ejpam-6300	83	1	this	this	DET
ejpam-6300	83	2	process	process	NOUN
ejpam-6300	83	3	includes	include	VERB
ejpam-6300	83	4	image	image	NOUN
ejpam-6300	83	5	resampling	resampling	NOUN
ejpam-6300	83	6	,	,	PUNCT
ejpam-6300	83	7	noise	noise	NOUN
ejpam-6300	83	8	reduction	reduction	NOUN
ejpam-6300	83	9	,	,	PUNCT
ejpam-6300	83	10	contrast	contrast	NOUN
ejpam-6300	83	11	enhancement	enhancement	NOUN
ejpam-6300	83	12	,	,	PUNCT
ejpam-6300	83	13	and	and	CCONJ
ejpam-6300	83	14	normalization	normalization	NOUN
ejpam-6300	83	15	.	.	PUNCT
ejpam-6300	84	1	image	image	NOUN
ejpam-6300	84	2	resampling	resampling	NOUN
ejpam-6300	84	3	improves	improve	VERB
ejpam-6300	84	4	segmentation	segmentation	NOUN
ejpam-6300	84	5	accuracy	accuracy	NOUN
ejpam-6300	84	6	by	by	ADP
ejpam-6300	84	7	ensuring	ensure	VERB
ejpam-6300	84	8	that	that	SCONJ
ejpam-6300	84	9	the	the	DET
ejpam-6300	84	10	images	image	NOUN
ejpam-6300	84	11	are	be	AUX
ejpam-6300	84	12	consistently	consistently	ADV
ejpam-6300	84	13	aligned	align	VERB
ejpam-6300	84	14	and	and	CCONJ
ejpam-6300	84	15	spaced	space	VERB
ejpam-6300	84	16	.	.	PUNCT
ejpam-6300	85	1	the	the	DET
ejpam-6300	85	2	cta	cta	PROPN
ejpam-6300	85	3	input	input	NOUN
ejpam-6300	85	4	image	image	NOUN
ejpam-6300	85	5	was	be	AUX
ejpam-6300	85	6	resampled	resample	VERB
ejpam-6300	85	7	to	to	ADP
ejpam-6300	85	8	a	a	DET
ejpam-6300	85	9	uniform	uniform	ADJ
ejpam-6300	85	10	resolution	resolution	NOUN
ejpam-6300	85	11	of	of	ADP
ejpam-6300	85	12	1	1	NUM
ejpam-6300	85	13	mm	mm	NOUN
ejpam-6300	85	14	for	for	ADP
ejpam-6300	85	15	all	all	DET
ejpam-6300	85	16	images	image	NOUN
ejpam-6300	85	17	.	.	PUNCT
ejpam-6300	86	1	this	this	DET
ejpam-6300	86	2	interpolation	interpolation	NOUN
ejpam-6300	86	3	generates	generate	VERB
ejpam-6300	86	4	new	new	ADJ
ejpam-6300	86	5	voxels	voxel	NOUN
ejpam-6300	86	6	with	with	ADP
ejpam-6300	86	7	consistent	consistent	ADJ
ejpam-6300	86	8	1	1	NUM
ejpam-6300	86	9	mm	mm	NOUN
ejpam-6300	86	10	spacing	spacing	NOUN
ejpam-6300	86	11	,	,	PUNCT
ejpam-6300	86	12	facilitating	facilitate	VERB
ejpam-6300	86	13	segmentation	segmentation	NOUN
ejpam-6300	86	14	and	and	CCONJ
ejpam-6300	86	15	ensuring	ensure	VERB
ejpam-6300	86	16	that	that	SCONJ
ejpam-6300	86	17	the	the	DET
ejpam-6300	86	18	segmented	segment	VERB
ejpam-6300	86	19	arteries	artery	NOUN
ejpam-6300	86	20	are	be	AUX
ejpam-6300	86	21	properly	properly	ADV
ejpam-6300	86	22	aligned	align	VERB
ejpam-6300	86	23	and	and	CCONJ
ejpam-6300	86	24	spaced	space	VERB
ejpam-6300	86	25	.	.	PUNCT
ejpam-6300	87	1	another	another	DET
ejpam-6300	87	2	crucial	crucial	ADJ
ejpam-6300	87	3	step	step	NOUN
ejpam-6300	87	4	in	in	ADP
ejpam-6300	87	5	prepping	preppe	VERB
ejpam-6300	87	6	cta	cta	NOUN
ejpam-6300	87	7	images	image	NOUN
ejpam-6300	87	8	for	for	ADP
ejpam-6300	87	9	coronary	coronary	ADJ
ejpam-6300	87	10	artery	artery	NOUN
ejpam-6300	87	11	segmentation	segmentation	NOUN
ejpam-6300	87	12	is	be	AUX
ejpam-6300	87	13	normalization	normalization	NOUN
ejpam-6300	87	14	.	.	PUNCT
ejpam-6300	88	1	normalization	normalization	NOUN
ejpam-6300	88	2	attempts	attempt	VERB
ejpam-6300	88	3	to	to	PART
ejpam-6300	88	4	standardize	standardize	VERB
ejpam-6300	88	5	the	the	DET
ejpam-6300	88	6	picture	picture	NOUN
ejpam-6300	88	7	data	datum	NOUN
ejpam-6300	88	8	by	by	ADP
ejpam-6300	88	9	bringing	bring	VERB
ejpam-6300	88	10	the	the	DET
ejpam-6300	88	11	intensity	intensity	NOUN
ejpam-6300	88	12	values	value	NOUN
ejpam-6300	88	13	to	to	ADP
ejpam-6300	88	14	a	a	DET
ejpam-6300	88	15	similar	similar	ADJ
ejpam-6300	88	16	scale	scale	NOUN
ejpam-6300	88	17	,	,	PUNCT
ejpam-6300	88	18	as	as	SCONJ
ejpam-6300	88	19	cta	cta	PROPN
ejpam-6300	88	20	scans	scan	NOUN
ejpam-6300	88	21	may	may	AUX
ejpam-6300	88	22	have	have	VERB
ejpam-6300	88	23	different	different	ADJ
ejpam-6300	88	24	intensity	intensity	NOUN
ejpam-6300	88	25	ranges	range	NOUN
ejpam-6300	88	26	.	.	PUNCT
ejpam-6300	89	1	we	we	PRON
ejpam-6300	89	2	applied	apply	VERB
ejpam-6300	89	3	min	min	PROPN
ejpam-6300	89	4	-	-	ADJ
ejpam-6300	89	5	max	max	PROPN
ejpam-6300	89	6	normalization	normalization	NOUN
ejpam-6300	89	7	,	,	PUNCT
ejpam-6300	89	8	a	a	DET
ejpam-6300	89	9	linear	linear	ADJ
ejpam-6300	89	10	method	method	NOUN
ejpam-6300	89	11	that	that	PRON
ejpam-6300	89	12	modifies	modify	VERB
ejpam-6300	89	13	the	the	DET
ejpam-6300	89	14	cta	cta	PROPN
ejpam-6300	89	15	image	image	NOUN
ejpam-6300	89	16	’s	’s	PART
ejpam-6300	89	17	intensity	intensity	NOUN
ejpam-6300	89	18	values	value	NOUN
ejpam-6300	89	19	according	accord	VERB
ejpam-6300	89	20	to	to	ADP
ejpam-6300	89	21	its	its	PRON
ejpam-6300	89	22	minimum	minimum	ADJ
ejpam-6300	89	23	and	and	CCONJ
ejpam-6300	89	24	maximum	maximum	ADJ
ejpam-6300	89	25	values	value	NOUN
ejpam-6300	89	26	.	.	PUNCT
ejpam-6300	90	1	this	this	DET
ejpam-6300	90	2	technique	technique	NOUN
ejpam-6300	90	3	lessens	lessen	VERB
ejpam-6300	90	4	the	the	DET
ejpam-6300	90	5	impact	impact	NOUN
ejpam-6300	90	6	of	of	ADP
ejpam-6300	90	7	picture	picture	NOUN
ejpam-6300	90	8	capture	capture	NOUN
ejpam-6300	90	9	and	and	CCONJ
ejpam-6300	90	10	reconstruction	reconstruction	NOUN
ejpam-6300	90	11	artifacts	artifact	NOUN
ejpam-6300	90	12	while	while	SCONJ
ejpam-6300	90	13	successfully	successfully	ADV
ejpam-6300	90	14	standardizing	standardize	VERB
ejpam-6300	90	15	the	the	DET
ejpam-6300	90	16	image	image	NOUN
ejpam-6300	90	17	data	datum	NOUN
ejpam-6300	90	18	.	.	PUNCT
ejpam-6300	91	1	2.3	2.3	NUM
ejpam-6300	91	2	.	.	PUNCT
ejpam-6300	91	3	region	region	NOUN
ejpam-6300	91	4	of	of	ADP
ejpam-6300	91	5	interest	interest	NOUN
ejpam-6300	91	6	extraction	extraction	NOUN
ejpam-6300	91	7	the	the	DET
ejpam-6300	91	8	segmentation	segmentation	NOUN
ejpam-6300	91	9	of	of	ADP
ejpam-6300	91	10	coronary	coronary	ADJ
ejpam-6300	91	11	arteries	artery	NOUN
ejpam-6300	91	12	is	be	AUX
ejpam-6300	91	13	significantly	significantly	ADV
ejpam-6300	91	14	impacted	impact	VERB
ejpam-6300	91	15	by	by	ADP
ejpam-6300	91	16	the	the	DET
ejpam-6300	91	17	extraction	extraction	NOUN
ejpam-6300	91	18	of	of	ADP
ejpam-6300	91	19	the	the	DET
ejpam-6300	91	20	region	region	NOUN
ejpam-6300	91	21	of	of	ADP
ejpam-6300	91	22	interest	interest	NOUN
ejpam-6300	91	23	(	(	PUNCT
ejpam-6300	91	24	roi	roi	NOUN
ejpam-6300	91	25	)	)	PUNCT
ejpam-6300	91	26	by	by	ADP
ejpam-6300	91	27	heart	heart	NOUN
ejpam-6300	91	28	segmentation	segmentation	NOUN
ejpam-6300	91	29	from	from	ADP
ejpam-6300	91	30	cta	cta	PROPN
ejpam-6300	91	31	images	image	NOUN
ejpam-6300	91	32	.	.	PUNCT
ejpam-6300	92	1	accurately	accurately	ADV
ejpam-6300	92	2	identifying	identify	VERB
ejpam-6300	92	3	o.	o.	NOUN
ejpam-6300	92	4	alirr	alirr	PROPN
ejpam-6300	92	5	/	/	SYM
ejpam-6300	92	6	eur	eur	PROPN
ejpam-6300	92	7	.	.	PUNCT
ejpam-6300	93	1	j.	j.	PROPN
ejpam-6300	93	2	pure	pure	PROPN
ejpam-6300	93	3	appl	appl	PROPN
ejpam-6300	93	4	.	.	PROPN
ejpam-6300	93	5	math	math	PROPN
ejpam-6300	93	6	,	,	PUNCT
ejpam-6300	93	7	18	18	NUM
ejpam-6300	93	8	(	(	PUNCT
ejpam-6300	93	9	4	4	NUM
ejpam-6300	93	10	)	)	PUNCT
ejpam-6300	93	11	(	(	PUNCT
ejpam-6300	93	12	2025	2025	NUM
ejpam-6300	93	13	)	)	PUNCT
ejpam-6300	93	14	,	,	PUNCT
ejpam-6300	93	15	6300	6300	NUM
ejpam-6300	93	16	6	6	NUM
ejpam-6300	93	17	of	of	ADP
ejpam-6300	93	18	20	20	NUM
ejpam-6300	93	19	and	and	CCONJ
ejpam-6300	93	20	separating	separate	VERB
ejpam-6300	93	21	the	the	DET
ejpam-6300	93	22	heart	heart	NOUN
ejpam-6300	93	23	region	region	NOUN
ejpam-6300	93	24	from	from	ADP
ejpam-6300	93	25	surrounding	surround	VERB
ejpam-6300	93	26	tissues	tissue	NOUN
ejpam-6300	93	27	is	be	AUX
ejpam-6300	93	28	a	a	DET
ejpam-6300	93	29	crucial	crucial	ADJ
ejpam-6300	93	30	stage	stage	NOUN
ejpam-6300	93	31	in	in	ADP
ejpam-6300	93	32	the	the	DET
ejpam-6300	93	33	vital	vital	ADJ
ejpam-6300	93	34	roi	roi	NOUN
ejpam-6300	93	35	extraction	extraction	NOUN
ejpam-6300	93	36	process	process	NOUN
ejpam-6300	93	37	,	,	PUNCT
ejpam-6300	93	38	which	which	PRON
ejpam-6300	93	39	is	be	AUX
ejpam-6300	93	40	necessary	necessary	ADJ
ejpam-6300	93	41	to	to	PART
ejpam-6300	93	42	separate	separate	VERB
ejpam-6300	93	43	the	the	DET
ejpam-6300	93	44	coronary	coronary	ADJ
ejpam-6300	93	45	arteries	artery	NOUN
ejpam-6300	93	46	inside	inside	ADP
ejpam-6300	93	47	the	the	DET
ejpam-6300	93	48	heart	heart	NOUN
ejpam-6300	93	49	from	from	ADP
ejpam-6300	93	50	other	other	ADJ
ejpam-6300	93	51	tissues	tissue	NOUN
ejpam-6300	93	52	and	and	CCONJ
ejpam-6300	93	53	structures	structure	NOUN
ejpam-6300	93	54	.	.	PUNCT
ejpam-6300	94	1	heart	heart	NOUN
ejpam-6300	94	2	segmentation	segmentation	NOUN
ejpam-6300	94	3	enhances	enhance	VERB
ejpam-6300	94	4	the	the	DET
ejpam-6300	94	5	efficiency	efficiency	NOUN
ejpam-6300	94	6	of	of	ADP
ejpam-6300	94	7	the	the	DET
ejpam-6300	94	8	segmentation	segmentation	NOUN
ejpam-6300	94	9	process	process	NOUN
ejpam-6300	94	10	by	by	ADP
ejpam-6300	94	11	narrowing	narrow	VERB
ejpam-6300	94	12	the	the	DET
ejpam-6300	94	13	focus	focus	NOUN
ejpam-6300	94	14	to	to	ADP
ejpam-6300	94	15	the	the	DET
ejpam-6300	94	16	heart	heart	NOUN
ejpam-6300	94	17	region	region	NOUN
ejpam-6300	94	18	.	.	PUNCT
ejpam-6300	95	1	this	this	PRON
ejpam-6300	95	2	allows	allow	VERB
ejpam-6300	95	3	deep	deep	ADJ
ejpam-6300	95	4	learning	learning	NOUN
ejpam-6300	95	5	models	model	NOUN
ejpam-6300	95	6	to	to	PART
ejpam-6300	95	7	process	process	VERB
ejpam-6300	95	8	less	less	ADJ
ejpam-6300	95	9	data	datum	NOUN
ejpam-6300	95	10	,	,	PUNCT
ejpam-6300	95	11	resulting	result	VERB
ejpam-6300	95	12	in	in	ADP
ejpam-6300	95	13	faster	fast	ADJ
ejpam-6300	95	14	segmentation	segmentation	NOUN
ejpam-6300	95	15	times	time	NOUN
ejpam-6300	95	16	and	and	CCONJ
ejpam-6300	95	17	reduced	reduce	VERB
ejpam-6300	95	18	use	use	NOUN
ejpam-6300	95	19	of	of	ADP
ejpam-6300	95	20	computational	computational	ADJ
ejpam-6300	95	21	resources	resource	NOUN
ejpam-6300	95	22	.	.	PUNCT
ejpam-6300	96	1	this	this	DET
ejpam-6300	96	2	improvement	improvement	NOUN
ejpam-6300	96	3	is	be	AUX
ejpam-6300	96	4	especially	especially	ADV
ejpam-6300	96	5	valuable	valuable	ADJ
ejpam-6300	96	6	in	in	ADP
ejpam-6300	96	7	medical	medical	ADJ
ejpam-6300	96	8	imaging	imaging	NOUN
ejpam-6300	96	9	,	,	PUNCT
ejpam-6300	96	10	where	where	SCONJ
ejpam-6300	96	11	datasets	dataset	NOUN
ejpam-6300	96	12	are	be	AUX
ejpam-6300	96	13	often	often	ADV
ejpam-6300	96	14	large	large	ADJ
ejpam-6300	96	15	,	,	PUNCT
ejpam-6300	96	16	and	and	CCONJ
ejpam-6300	96	17	images	image	NOUN
ejpam-6300	96	18	are	be	AUX
ejpam-6300	96	19	typically	typically	ADV
ejpam-6300	96	20	high	high	ADJ
ejpam-6300	96	21	-	-	PUNCT
ejpam-6300	96	22	resolution	resolution	NOUN
ejpam-6300	96	23	[	[	NOUN
ejpam-6300	96	24	22	22	NUM
ejpam-6300	96	25	]	]	PUNCT
ejpam-6300	96	26	.	.	PUNCT
ejpam-6300	97	1	furthermore	furthermore	ADV
ejpam-6300	97	2	,	,	PUNCT
ejpam-6300	97	3	roi	roi	NOUN
ejpam-6300	97	4	segmentation	segmentation	NOUN
ejpam-6300	97	5	can	can	AUX
ejpam-6300	97	6	enhance	enhance	VERB
ejpam-6300	97	7	the	the	DET
ejpam-6300	97	8	accuracy	accuracy	NOUN
ejpam-6300	97	9	of	of	ADP
ejpam-6300	97	10	the	the	DET
ejpam-6300	97	11	segmentation	segmentation	NOUN
ejpam-6300	97	12	process	process	NOUN
ejpam-6300	97	13	by	by	ADP
ejpam-6300	97	14	addressing	address	VERB
ejpam-6300	97	15	the	the	DET
ejpam-6300	97	16	imbalance	imbalance	NOUN
ejpam-6300	97	17	between	between	ADP
ejpam-6300	97	18	foreground	foreground	NOUN
ejpam-6300	97	19	and	and	CCONJ
ejpam-6300	97	20	background	background	NOUN
ejpam-6300	97	21	.	.	PUNCT
ejpam-6300	98	1	concentrating	concentrate	VERB
ejpam-6300	98	2	on	on	ADP
ejpam-6300	98	3	the	the	DET
ejpam-6300	98	4	heart	heart	NOUN
ejpam-6300	98	5	region	region	NOUN
ejpam-6300	98	6	reduces	reduce	VERB
ejpam-6300	98	7	the	the	DET
ejpam-6300	98	8	prevalence	prevalence	NOUN
ejpam-6300	98	9	of	of	ADP
ejpam-6300	98	10	background	background	NOUN
ejpam-6300	98	11	pixels	pixel	NOUN
ejpam-6300	98	12	,	,	PUNCT
ejpam-6300	98	13	allowing	allow	VERB
ejpam-6300	98	14	deep	deep	ADJ
ejpam-6300	98	15	learning	learning	NOUN
ejpam-6300	98	16	models	model	NOUN
ejpam-6300	98	17	to	to	PART
ejpam-6300	98	18	achieve	achieve	VERB
ejpam-6300	98	19	more	more	ADV
ejpam-6300	98	20	accurate	accurate	ADJ
ejpam-6300	98	21	segmentation	segmentation	NOUN
ejpam-6300	98	22	[	[	X
ejpam-6300	98	23	23	23	NUM
ejpam-6300	98	24	]	]	PUNCT
ejpam-6300	98	25	.	.	PUNCT
ejpam-6300	99	1	this	this	DET
ejpam-6300	99	2	study	study	NOUN
ejpam-6300	99	3	utilizes	utilize	VERB
ejpam-6300	99	4	a	a	DET
ejpam-6300	99	5	resunet	resunet	NOUN
ejpam-6300	99	6	-	-	PUNCT
ejpam-6300	99	7	based	base	VERB
ejpam-6300	99	8	model	model	NOUN
ejpam-6300	99	9	to	to	PART
ejpam-6300	99	10	accurately	accurately	ADV
ejpam-6300	99	11	capture	capture	VERB
ejpam-6300	99	12	the	the	DET
ejpam-6300	99	13	complex	complex	ADJ
ejpam-6300	99	14	structures	structure	NOUN
ejpam-6300	99	15	and	and	CCONJ
ejpam-6300	99	16	patterns	pattern	NOUN
ejpam-6300	99	17	in	in	ADP
ejpam-6300	99	18	medical	medical	ADJ
ejpam-6300	99	19	images	image	NOUN
ejpam-6300	99	20	,	,	PUNCT
ejpam-6300	99	21	enabling	enable	VERB
ejpam-6300	99	22	precise	precise	ADJ
ejpam-6300	99	23	segmentation	segmentation	NOUN
ejpam-6300	99	24	of	of	ADP
ejpam-6300	99	25	the	the	DET
ejpam-6300	99	26	heart	heart	NOUN
ejpam-6300	99	27	region	region	NOUN
ejpam-6300	99	28	from	from	ADP
ejpam-6300	99	29	cta	cta	PROPN
ejpam-6300	99	30	images	image	NOUN
ejpam-6300	99	31	.	.	PUNCT
ejpam-6300	100	1	by	by	ADP
ejpam-6300	100	2	achieving	achieve	VERB
ejpam-6300	100	3	accurate	accurate	ADJ
ejpam-6300	100	4	heart	heart	NOUN
ejpam-6300	100	5	segmentation	segmentation	NOUN
ejpam-6300	100	6	,	,	PUNCT
ejpam-6300	100	7	subsequent	subsequent	ADJ
ejpam-6300	100	8	models	model	NOUN
ejpam-6300	100	9	can	can	AUX
ejpam-6300	100	10	focus	focus	VERB
ejpam-6300	100	11	on	on	ADP
ejpam-6300	100	12	segmenting	segment	VERB
ejpam-6300	100	13	the	the	DET
ejpam-6300	100	14	coronary	coronary	ADJ
ejpam-6300	100	15	arteries	artery	NOUN
ejpam-6300	100	16	within	within	ADP
ejpam-6300	100	17	the	the	DET
ejpam-6300	100	18	heart	heart	NOUN
ejpam-6300	100	19	,	,	PUNCT
ejpam-6300	100	20	improving	improve	VERB
ejpam-6300	100	21	both	both	CCONJ
ejpam-6300	100	22	the	the	DET
ejpam-6300	100	23	accuracy	accuracy	NOUN
ejpam-6300	100	24	and	and	CCONJ
ejpam-6300	100	25	efficiency	efficiency	NOUN
ejpam-6300	100	26	of	of	ADP
ejpam-6300	100	27	the	the	DET
ejpam-6300	100	28	segmentation	segmentation	NOUN
ejpam-6300	100	29	process	process	NOUN
ejpam-6300	100	30	.	.	PUNCT
ejpam-6300	101	1	2.4	2.4	NUM
ejpam-6300	101	2	.	.	PUNCT
ejpam-6300	102	1	coronary	coronary	ADJ
ejpam-6300	102	2	arteries	artery	NOUN
ejpam-6300	102	3	appearance	appearance	NOUN
ejpam-6300	102	4	enhancement	enhancement	NOUN
ejpam-6300	102	5	enhancing	enhance	VERB
ejpam-6300	102	6	the	the	DET
ejpam-6300	102	7	visibility	visibility	NOUN
ejpam-6300	102	8	of	of	ADP
ejpam-6300	102	9	coronary	coronary	ADJ
ejpam-6300	102	10	arteries	artery	NOUN
ejpam-6300	102	11	in	in	ADP
ejpam-6300	102	12	coronary	coronary	ADJ
ejpam-6300	102	13	ct	ct	NUM
ejpam-6300	102	14	angiography	angiography	NOUN
ejpam-6300	102	15	(	(	PUNCT
ejpam-6300	102	16	cta	cta	NOUN
ejpam-6300	102	17	)	)	PUNCT
ejpam-6300	102	18	images	image	NOUN
ejpam-6300	102	19	is	be	AUX
ejpam-6300	102	20	essential	essential	ADJ
ejpam-6300	102	21	for	for	ADP
ejpam-6300	102	22	accurate	accurate	ADJ
ejpam-6300	102	23	diagnosis	diagnosis	NOUN
ejpam-6300	102	24	and	and	CCONJ
ejpam-6300	102	25	effective	effective	ADJ
ejpam-6300	102	26	treatment	treatment	NOUN
ejpam-6300	102	27	in	in	ADP
ejpam-6300	102	28	cardiovascular	cardiovascular	ADJ
ejpam-6300	102	29	care	care	NOUN
ejpam-6300	102	30	.	.	PUNCT
ejpam-6300	103	1	increased	increase	VERB
ejpam-6300	103	2	intensity	intensity	NOUN
ejpam-6300	103	3	of	of	ADP
ejpam-6300	103	4	coronary	coronary	ADJ
ejpam-6300	103	5	arteries	artery	NOUN
ejpam-6300	103	6	compared	compare	VERB
ejpam-6300	103	7	to	to	ADP
ejpam-6300	103	8	surrounding	surround	VERB
ejpam-6300	103	9	tissues	tissue	NOUN
ejpam-6300	103	10	helps	help	VERB
ejpam-6300	103	11	deep	deep	ADJ
ejpam-6300	103	12	learning	learning	NOUN
ejpam-6300	103	13	systems	system	NOUN
ejpam-6300	103	14	more	more	ADV
ejpam-6300	103	15	effectively	effectively	ADV
ejpam-6300	103	16	recognize	recognize	VERB
ejpam-6300	103	17	features	feature	NOUN
ejpam-6300	103	18	.	.	PUNCT
ejpam-6300	104	1	the	the	DET
ejpam-6300	104	2	frangi	frangi	PROPN
ejpam-6300	104	3	vesselness	vesselness	PROPN
ejpam-6300	104	4	filter	filter	NOUN
ejpam-6300	104	5	is	be	AUX
ejpam-6300	104	6	a	a	DET
ejpam-6300	104	7	sophisticated	sophisticated	ADJ
ejpam-6300	104	8	technique	technique	NOUN
ejpam-6300	104	9	designed	design	VERB
ejpam-6300	104	10	to	to	PART
ejpam-6300	104	11	address	address	VERB
ejpam-6300	104	12	the	the	DET
ejpam-6300	104	13	low	low	ADJ
ejpam-6300	104	14	contrast	contrast	NOUN
ejpam-6300	104	15	-	-	PUNCT
ejpam-6300	104	16	to	to	ADP
ejpam-6300	104	17	-	-	PUNCT
ejpam-6300	104	18	noise	noise	NOUN
ejpam-6300	104	19	ratio	ratio	NOUN
ejpam-6300	104	20	common	common	ADJ
ejpam-6300	104	21	in	in	ADP
ejpam-6300	104	22	coronary	coronary	ADJ
ejpam-6300	104	23	cta	cta	NOUN
ejpam-6300	104	24	datasets	dataset	NOUN
ejpam-6300	104	25	.	.	PUNCT
ejpam-6300	105	1	it	it	PRON
ejpam-6300	105	2	leverages	leverage	VERB
ejpam-6300	105	3	the	the	DET
ejpam-6300	105	4	hessian	hessian	ADJ
ejpam-6300	105	5	matrix	matrix	NOUN
ejpam-6300	105	6	to	to	PART
ejpam-6300	105	7	evaluate	evaluate	VERB
ejpam-6300	105	8	local	local	ADJ
ejpam-6300	105	9	curvature	curvature	NOUN
ejpam-6300	105	10	in	in	ADP
ejpam-6300	105	11	the	the	DET
ejpam-6300	105	12	image	image	NOUN
ejpam-6300	105	13	,	,	PUNCT
ejpam-6300	105	14	applying	apply	VERB
ejpam-6300	105	15	3d	3d	NOUN
ejpam-6300	105	16	gaussian	gaussian	ADJ
ejpam-6300	105	17	filters	filter	NOUN
ejpam-6300	105	18	at	at	ADP
ejpam-6300	105	19	multiple	multiple	ADJ
ejpam-6300	105	20	scales	scale	NOUN
ejpam-6300	105	21	to	to	PART
ejpam-6300	105	22	detect	detect	VERB
ejpam-6300	105	23	vessels	vessel	NOUN
ejpam-6300	105	24	of	of	ADP
ejpam-6300	105	25	varying	vary	VERB
ejpam-6300	105	26	sizes	size	NOUN
ejpam-6300	105	27	.	.	PUNCT
ejpam-6300	106	1	by	by	ADP
ejpam-6300	106	2	analyzing	analyze	VERB
ejpam-6300	106	3	the	the	DET
ejpam-6300	106	4	eigenvalues	eigenvalue	NOUN
ejpam-6300	106	5	of	of	ADP
ejpam-6300	106	6	the	the	DET
ejpam-6300	106	7	hessian	hessian	ADJ
ejpam-6300	106	8	matrix	matrix	NOUN
ejpam-6300	106	9	,	,	PUNCT
ejpam-6300	106	10	the	the	DET
ejpam-6300	106	11	filter	filter	NOUN
ejpam-6300	106	12	assigns	assign	VERB
ejpam-6300	106	13	a	a	DET
ejpam-6300	106	14	vesselness	vesselness	ADJ
ejpam-6300	106	15	score	score	NOUN
ejpam-6300	106	16	to	to	ADP
ejpam-6300	106	17	each	each	DET
ejpam-6300	106	18	voxel	voxel	PROPN
ejpam-6300	106	19	,	,	PUNCT
ejpam-6300	106	20	reflecting	reflect	VERB
ejpam-6300	106	21	its	its	PRON
ejpam-6300	106	22	likelihood	likelihood	NOUN
ejpam-6300	106	23	of	of	ADP
ejpam-6300	106	24	being	be	AUX
ejpam-6300	106	25	part	part	NOUN
ejpam-6300	106	26	of	of	ADP
ejpam-6300	106	27	a	a	DET
ejpam-6300	106	28	tubular	tubular	ADJ
ejpam-6300	106	29	structure	structure	NOUN
ejpam-6300	106	30	.	.	PUNCT
ejpam-6300	107	1	fine	fine	ADJ
ejpam-6300	107	2	-	-	PUNCT
ejpam-6300	107	3	tuning	tune	VERB
ejpam-6300	107	4	the	the	DET
ejpam-6300	107	5	frangi	frangi	NOUN
ejpam-6300	107	6	filter	filter	NOUN
ejpam-6300	107	7	’s	’s	PART
ejpam-6300	107	8	parameters	parameter	NOUN
ejpam-6300	107	9	,	,	PUNCT
ejpam-6300	107	10	such	such	ADJ
ejpam-6300	107	11	as	as	ADP
ejpam-6300	107	12	the	the	DET
ejpam-6300	107	13	gaussian	gaussian	ADJ
ejpam-6300	107	14	filter	filter	NOUN
ejpam-6300	107	15	scale	scale	NOUN
ejpam-6300	107	16	and	and	CCONJ
ejpam-6300	107	17	sensitivity	sensitivity	NOUN
ejpam-6300	107	18	of	of	ADP
ejpam-6300	107	19	the	the	DET
ejpam-6300	107	20	discrimination	discrimination	NOUN
ejpam-6300	107	21	function	function	NOUN
ejpam-6300	107	22	,	,	PUNCT
ejpam-6300	107	23	is	be	AUX
ejpam-6300	107	24	key	key	ADJ
ejpam-6300	107	25	to	to	ADP
ejpam-6300	107	26	optimizing	optimize	VERB
ejpam-6300	107	27	coronary	coronary	ADJ
ejpam-6300	107	28	artery	artery	NOUN
ejpam-6300	107	29	visibility	visibility	NOUN
ejpam-6300	107	30	.	.	PUNCT
ejpam-6300	108	1	adjustments	adjustment	NOUN
ejpam-6300	108	2	enhance	enhance	VERB
ejpam-6300	108	3	artery	artery	NOUN
ejpam-6300	108	4	contrast	contrast	NOUN
ejpam-6300	108	5	while	while	SCONJ
ejpam-6300	108	6	suppressing	suppress	VERB
ejpam-6300	108	7	noise	noise	NOUN
ejpam-6300	108	8	,	,	PUNCT
ejpam-6300	108	9	with	with	ADP
ejpam-6300	108	10	smaller	small	ADJ
ejpam-6300	108	11	scales	scale	NOUN
ejpam-6300	108	12	emphasizing	emphasize	VERB
ejpam-6300	108	13	fine	fine	ADJ
ejpam-6300	108	14	vessels	vessel	NOUN
ejpam-6300	108	15	and	and	CCONJ
ejpam-6300	108	16	larger	large	ADJ
ejpam-6300	108	17	scales	scale	NOUN
ejpam-6300	108	18	highlighting	highlight	VERB
ejpam-6300	108	19	broader	broad	ADJ
ejpam-6300	108	20	ones	one	NOUN
ejpam-6300	108	21	,	,	PUNCT
ejpam-6300	108	22	ensuring	ensure	VERB
ejpam-6300	108	23	detailed	detailed	ADJ
ejpam-6300	108	24	visualization	visualization	NOUN
ejpam-6300	108	25	.	.	PUNCT
ejpam-6300	109	1	this	this	DET
ejpam-6300	109	2	improved	improve	VERB
ejpam-6300	109	3	clarity	clarity	NOUN
ejpam-6300	109	4	significantly	significantly	ADV
ejpam-6300	109	5	impacts	impact	VERB
ejpam-6300	109	6	clinical	clinical	ADJ
ejpam-6300	109	7	evaluations	evaluation	NOUN
ejpam-6300	109	8	,	,	PUNCT
ejpam-6300	109	9	enabling	enable	VERB
ejpam-6300	109	10	precise	precise	ADJ
ejpam-6300	109	11	assessment	assessment	NOUN
ejpam-6300	109	12	of	of	ADP
ejpam-6300	109	13	coronary	coronary	ADJ
ejpam-6300	109	14	artery	artery	NOUN
ejpam-6300	109	15	stenosis	stenosis	NOUN
ejpam-6300	109	16	,	,	PUNCT
ejpam-6300	109	17	detection	detection	NOUN
ejpam-6300	109	18	of	of	ADP
ejpam-6300	109	19	abnormalities	abnormality	NOUN
ejpam-6300	109	20	,	,	PUNCT
ejpam-6300	109	21	and	and	CCONJ
ejpam-6300	109	22	planning	plan	VERB
ejpam-6300	109	23	for	for	ADP
ejpam-6300	109	24	interventional	interventional	ADJ
ejpam-6300	109	25	procedures	procedure	NOUN
ejpam-6300	109	26	.	.	PUNCT
ejpam-6300	110	1	enhanced	enhance	VERB
ejpam-6300	110	2	visualization	visualization	NOUN
ejpam-6300	110	3	also	also	ADV
ejpam-6300	110	4	supports	support	VERB
ejpam-6300	110	5	coronary	coronary	ADJ
ejpam-6300	110	6	artery	artery	NOUN
ejpam-6300	110	7	disease	disease	NOUN
ejpam-6300	110	8	(	(	PUNCT
ejpam-6300	110	9	cad	cad	NOUN
ejpam-6300	110	10	)	)	PUNCT
ejpam-6300	110	11	research	research	NOUN
ejpam-6300	110	12	and	and	CCONJ
ejpam-6300	110	13	aids	aid	NOUN
ejpam-6300	110	14	in	in	ADP
ejpam-6300	110	15	developing	develop	VERB
ejpam-6300	110	16	innovative	innovative	ADJ
ejpam-6300	110	17	diagnostic	diagnostic	ADJ
ejpam-6300	110	18	and	and	CCONJ
ejpam-6300	110	19	therapeutic	therapeutic	ADJ
ejpam-6300	110	20	strategies	strategy	NOUN
ejpam-6300	110	21	.	.	PUNCT
ejpam-6300	111	1	2.5	2.5	NUM
ejpam-6300	111	2	.	.	PUNCT
ejpam-6300	112	1	segmentation	segmentation	NOUN
ejpam-6300	112	2	methods	method	NOUN
ejpam-6300	112	3	in	in	ADP
ejpam-6300	112	4	medical	medical	ADJ
ejpam-6300	112	5	image	image	NOUN
ejpam-6300	112	6	segmentation	segmentation	NOUN
ejpam-6300	112	7	,	,	PUNCT
ejpam-6300	112	8	various	various	ADJ
ejpam-6300	112	9	advanced	advanced	ADJ
ejpam-6300	112	10	neural	neural	ADJ
ejpam-6300	112	11	network	network	NOUN
ejpam-6300	112	12	architectures	architecture	NOUN
ejpam-6300	112	13	have	have	AUX
ejpam-6300	112	14	been	be	AUX
ejpam-6300	112	15	designed	design	VERB
ejpam-6300	112	16	to	to	PART
ejpam-6300	112	17	improve	improve	VERB
ejpam-6300	112	18	accuracy	accuracy	NOUN
ejpam-6300	112	19	and	and	CCONJ
ejpam-6300	112	20	performance	performance	NOUN
ejpam-6300	112	21	.	.	PUNCT
ejpam-6300	113	1	u	u	NOUN
ejpam-6300	113	2	-	-	NOUN
ejpam-6300	113	3	net	net	ADJ
ejpam-6300	113	4	,	,	PUNCT
ejpam-6300	113	5	developed	develop	VERB
ejpam-6300	113	6	by	by	ADP
ejpam-6300	113	7	ronneberger	ronneberger	NOUN
ejpam-6300	113	8	et	et	PROPN
ejpam-6300	113	9	al	al	PROPN
ejpam-6300	113	10	.	.	PROPN
ejpam-6300	113	11	,	,	PUNCT
ejpam-6300	113	12	is	be	AUX
ejpam-6300	113	13	a	a	DET
ejpam-6300	113	14	pioneering	pioneering	ADJ
ejpam-6300	113	15	model	model	NOUN
ejpam-6300	113	16	featuring	feature	VERB
ejpam-6300	113	17	an	an	DET
ejpam-6300	113	18	encoder	encoder	NOUN
ejpam-6300	113	19	-	-	PUNCT
ejpam-6300	113	20	decoder	decoder	NOUN
ejpam-6300	113	21	architecture	architecture	NOUN
ejpam-6300	113	22	with	with	ADP
ejpam-6300	113	23	skip	skip	ADJ
ejpam-6300	113	24	connections	connection	NOUN
ejpam-6300	113	25	that	that	PRON
ejpam-6300	113	26	retain	retain	VERB
ejpam-6300	113	27	spatial	spatial	ADJ
ejpam-6300	113	28	information	information	NOUN
ejpam-6300	113	29	.	.	PUNCT
ejpam-6300	114	1	numerous	numerous	ADJ
ejpam-6300	114	2	u	u	ADJ
ejpam-6300	114	3	-	-	ADJ
ejpam-6300	114	4	net	net	ADJ
ejpam-6300	114	5	-	-	PUNCT
ejpam-6300	114	6	based	base	VERB
ejpam-6300	114	7	approaches	approach	NOUN
ejpam-6300	114	8	have	have	AUX
ejpam-6300	114	9	since	since	SCONJ
ejpam-6300	114	10	been	be	AUX
ejpam-6300	114	11	proposed	propose	VERB
ejpam-6300	114	12	,	,	PUNCT
ejpam-6300	114	13	extending	extend	VERB
ejpam-6300	114	14	the	the	DET
ejpam-6300	114	15	original	original	ADJ
ejpam-6300	114	16	u	u	NOUN
ejpam-6300	114	17	-	-	NOUN
ejpam-6300	114	18	net	net	NOUN
ejpam-6300	114	19	’s	’s	PART
ejpam-6300	114	20	capabilities	capability	NOUN
ejpam-6300	114	21	to	to	PART
ejpam-6300	114	22	tackle	tackle	VERB
ejpam-6300	114	23	specific	specific	ADJ
ejpam-6300	114	24	challenges	challenge	NOUN
ejpam-6300	114	25	in	in	ADP
ejpam-6300	114	26	medical	medical	ADJ
ejpam-6300	114	27	o.	o.	NOUN
ejpam-6300	114	28	alirr	alirr	PROPN
ejpam-6300	114	29	/	/	SYM
ejpam-6300	114	30	eur	eur	PROPN
ejpam-6300	114	31	.	.	PUNCT
ejpam-6300	115	1	j.	j.	PROPN
ejpam-6300	115	2	pure	pure	PROPN
ejpam-6300	115	3	appl	appl	PROPN
ejpam-6300	115	4	.	.	PROPN
ejpam-6300	115	5	math	math	PROPN
ejpam-6300	115	6	,	,	PUNCT
ejpam-6300	115	7	18	18	NUM
ejpam-6300	115	8	(	(	PUNCT
ejpam-6300	115	9	4	4	NUM
ejpam-6300	115	10	)	)	PUNCT
ejpam-6300	115	11	(	(	PUNCT
ejpam-6300	115	12	2025	2025	NUM
ejpam-6300	115	13	)	)	PUNCT
ejpam-6300	115	14	,	,	PUNCT
ejpam-6300	115	15	6300	6300	NUM
ejpam-6300	115	16	7	7	NUM
ejpam-6300	115	17	of	of	ADP
ejpam-6300	115	18	20	20	NUM
ejpam-6300	115	19	image	image	NOUN
ejpam-6300	115	20	segmentation	segmentation	NOUN
ejpam-6300	115	21	.	.	PUNCT
ejpam-6300	116	1	2.5.1	2.5.1	NUM
ejpam-6300	116	2	.	.	X
ejpam-6300	117	1	u	u	ADJ
ejpam-6300	117	2	-	-	ADJ
ejpam-6300	117	3	net	net	ADJ
ejpam-6300	117	4	u	u	NOUN
ejpam-6300	117	5	-	-	NOUN
ejpam-6300	117	6	net	net	NOUN
ejpam-6300	117	7	is	be	AUX
ejpam-6300	117	8	introduced	introduce	VERB
ejpam-6300	117	9	by	by	ADP
ejpam-6300	117	10	ronneberger	ronneberger	NOUN
ejpam-6300	117	11	et	et	PROPN
ejpam-6300	117	12	al	al	PROPN
ejpam-6300	117	13	.	.	PROPN
ejpam-6300	118	1	in	in	ADP
ejpam-6300	118	2	2015	2015	NUM
ejpam-6300	118	3	,	,	PUNCT
ejpam-6300	118	4	is	be	AUX
ejpam-6300	118	5	a	a	DET
ejpam-6300	118	6	pioneering	pioneer	VERB
ejpam-6300	118	7	architecture	architecture	NOUN
ejpam-6300	118	8	specifically	specifically	ADV
ejpam-6300	118	9	designed	design	VERB
ejpam-6300	118	10	for	for	ADP
ejpam-6300	118	11	biomedical	biomedical	ADJ
ejpam-6300	118	12	image	image	NOUN
ejpam-6300	118	13	segmentation	segmentation	NOUN
ejpam-6300	118	14	.	.	PUNCT
ejpam-6300	119	1	the	the	DET
ejpam-6300	119	2	architecture	architecture	NOUN
ejpam-6300	119	3	is	be	AUX
ejpam-6300	119	4	characterized	characterize	VERB
ejpam-6300	119	5	by	by	ADP
ejpam-6300	119	6	its	its	PRON
ejpam-6300	119	7	symmetric	symmetric	ADJ
ejpam-6300	119	8	encoder	encoder	NOUN
ejpam-6300	119	9	-	-	PUNCT
ejpam-6300	119	10	decoder	decoder	NOUN
ejpam-6300	119	11	structure	structure	NOUN
ejpam-6300	119	12	and	and	CCONJ
ejpam-6300	119	13	the	the	DET
ejpam-6300	119	14	use	use	NOUN
ejpam-6300	119	15	of	of	ADP
ejpam-6300	119	16	skip	skip	ADJ
ejpam-6300	119	17	connections	connection	NOUN
ejpam-6300	119	18	,	,	PUNCT
ejpam-6300	119	19	which	which	PRON
ejpam-6300	119	20	contribute	contribute	VERB
ejpam-6300	119	21	to	to	ADP
ejpam-6300	119	22	its	its	PRON
ejpam-6300	119	23	effectiveness	effectiveness	NOUN
ejpam-6300	119	24	in	in	ADP
ejpam-6300	119	25	tasks	task	NOUN
ejpam-6300	119	26	requiring	require	VERB
ejpam-6300	119	27	high	high	ADJ
ejpam-6300	119	28	spatial	spatial	ADJ
ejpam-6300	119	29	precision	precision	NOUN
ejpam-6300	119	30	.	.	PUNCT
ejpam-6300	120	1	the	the	DET
ejpam-6300	120	2	encoder	encoder	NOUN
ejpam-6300	120	3	section	section	NOUN
ejpam-6300	120	4	of	of	ADP
ejpam-6300	120	5	u	u	NOUN
ejpam-6300	120	6	-	-	ADJ
ejpam-6300	120	7	net	net	ADJ
ejpam-6300	120	8	consists	consist	VERB
ejpam-6300	120	9	of	of	ADP
ejpam-6300	120	10	a	a	DET
ejpam-6300	120	11	series	series	NOUN
ejpam-6300	120	12	of	of	ADP
ejpam-6300	120	13	convolutional	convolutional	ADJ
ejpam-6300	120	14	layers	layer	NOUN
ejpam-6300	120	15	followed	follow	VERB
ejpam-6300	120	16	by	by	ADP
ejpam-6300	120	17	max	max	PROPN
ejpam-6300	120	18	pooling	pool	VERB
ejpam-6300	120	19	operations	operation	NOUN
ejpam-6300	120	20	.	.	PUNCT
ejpam-6300	121	1	each	each	DET
ejpam-6300	121	2	convolutional	convolutional	ADJ
ejpam-6300	121	3	block	block	NOUN
ejpam-6300	121	4	typically	typically	ADV
ejpam-6300	121	5	includes	include	VERB
ejpam-6300	121	6	two	two	NUM
ejpam-6300	121	7	3x3	3x3	NUM
ejpam-6300	121	8	convolutions	convolution	NOUN
ejpam-6300	121	9	followed	follow	VERB
ejpam-6300	121	10	by	by	ADP
ejpam-6300	121	11	a	a	DET
ejpam-6300	121	12	relu	relu	NOUN
ejpam-6300	121	13	activation	activation	NOUN
ejpam-6300	121	14	function	function	NOUN
ejpam-6300	121	15	,	,	PUNCT
ejpam-6300	121	16	which	which	PRON
ejpam-6300	121	17	extracts	extract	NOUN
ejpam-6300	121	18	and	and	CCONJ
ejpam-6300	121	19	refines	refine	VERB
ejpam-6300	121	20	features	feature	NOUN
ejpam-6300	121	21	from	from	ADP
ejpam-6300	121	22	the	the	DET
ejpam-6300	121	23	input	input	NOUN
ejpam-6300	121	24	image	image	NOUN
ejpam-6300	121	25	.	.	PUNCT
ejpam-6300	122	1	pooling	pool	VERB
ejpam-6300	122	2	operations	operation	NOUN
ejpam-6300	122	3	reduce	reduce	VERB
ejpam-6300	122	4	the	the	DET
ejpam-6300	122	5	spatial	spatial	ADJ
ejpam-6300	122	6	dimensions	dimension	NOUN
ejpam-6300	122	7	of	of	ADP
ejpam-6300	122	8	the	the	DET
ejpam-6300	122	9	feature	feature	NOUN
ejpam-6300	122	10	maps	map	NOUN
ejpam-6300	122	11	while	while	SCONJ
ejpam-6300	122	12	increasing	increase	VERB
ejpam-6300	122	13	the	the	DET
ejpam-6300	122	14	depth	depth	NOUN
ejpam-6300	122	15	of	of	ADP
ejpam-6300	122	16	the	the	DET
ejpam-6300	122	17	feature	feature	NOUN
ejpam-6300	122	18	channels	channel	NOUN
ejpam-6300	122	19	.	.	PUNCT
ejpam-6300	123	1	this	this	DET
ejpam-6300	123	2	process	process	NOUN
ejpam-6300	123	3	allows	allow	VERB
ejpam-6300	123	4	the	the	DET
ejpam-6300	123	5	network	network	NOUN
ejpam-6300	123	6	to	to	PART
ejpam-6300	123	7	capture	capture	VERB
ejpam-6300	123	8	hierarchical	hierarchical	ADJ
ejpam-6300	123	9	features	feature	NOUN
ejpam-6300	123	10	at	at	ADP
ejpam-6300	123	11	different	different	ADJ
ejpam-6300	123	12	scales	scale	NOUN
ejpam-6300	123	13	.	.	PUNCT
ejpam-6300	124	1	the	the	DET
ejpam-6300	124	2	decoder	decoder	NOUN
ejpam-6300	124	3	section	section	NOUN
ejpam-6300	124	4	nm	nm	PRON
ejpam-6300	124	5	provides	provide	VERB
ejpam-6300	124	6	intermediate	intermediate	ADJ
ejpam-6300	124	7	outputs	output	NOUN
ejpam-6300	124	8	at	at	ADP
ejpam-6300	124	9	various	various	ADJ
ejpam-6300	124	10	levels	level	NOUN
ejpam-6300	124	11	during	during	ADP
ejpam-6300	124	12	the	the	DET
ejpam-6300	124	13	training	training	NOUN
ejpam-6300	124	14	process	process	NOUN
ejpam-6300	124	15	.	.	PUNCT
ejpam-6300	125	1	these	these	DET
ejpam-6300	125	2	intermediate	intermediate	ADJ
ejpam-6300	125	3	outputs	output	NOUN
ejpam-6300	125	4	are	be	AUX
ejpam-6300	125	5	used	use	VERB
ejpam-6300	125	6	to	to	PART
ejpam-6300	125	7	guide	guide	VERB
ejpam-6300	125	8	the	the	DET
ejpam-6300	125	9	learning	learning	NOUN
ejpam-6300	125	10	,	,	PUNCT
ejpam-6300	125	11	helping	help	VERB
ejpam-6300	125	12	the	the	DET
ejpam-6300	125	13	model	model	NOUN
ejpam-6300	125	14	to	to	PART
ejpam-6300	125	15	acquire	acquire	VERB
ejpam-6300	125	16	more	more	ADV
ejpam-6300	125	17	robust	robust	ADJ
ejpam-6300	125	18	features	feature	NOUN
ejpam-6300	125	19	and	and	CCONJ
ejpam-6300	125	20	improving	improve	VERB
ejpam-6300	125	21	the	the	DET
ejpam-6300	125	22	final	final	ADJ
ejpam-6300	125	23	segmentation	segmentation	NOUN
ejpam-6300	125	24	accuracy	accuracy	NOUN
ejpam-6300	125	25	.	.	PUNCT
ejpam-6300	126	1	deep	deep	ADJ
ejpam-6300	126	2	supervision	supervision	NOUN
ejpam-6300	126	3	stabilizes	stabilize	VERB
ejpam-6300	126	4	the	the	DET
ejpam-6300	126	5	training	training	NOUN
ejpam-6300	126	6	by	by	ADP
ejpam-6300	126	7	providing	provide	VERB
ejpam-6300	126	8	additional	additional	ADJ
ejpam-6300	126	9	gradient	gradient	NOUN
ejpam-6300	126	10	signals	signal	NOUN
ejpam-6300	126	11	,	,	PUNCT
ejpam-6300	126	12	encouraging	encourage	VERB
ejpam-6300	126	13	the	the	DET
ejpam-6300	126	14	network	network	NOUN
ejpam-6300	126	15	to	to	PART
ejpam-6300	126	16	learn	learn	VERB
ejpam-6300	126	17	meaningful	meaningful	ADJ
ejpam-6300	126	18	features	feature	NOUN
ejpam-6300	126	19	at	at	ADP
ejpam-6300	126	20	each	each	DET
ejpam-6300	126	21	level	level	NOUN
ejpam-6300	126	22	of	of	ADP
ejpam-6300	126	23	the	the	DET
ejpam-6300	126	24	hierarchy	hierarchy	NOUN
ejpam-6300	126	25	.	.	PUNCT
ejpam-6300	127	1	these	these	DET
ejpam-6300	127	2	enhancements	enhancement	NOUN
ejpam-6300	127	3	to	to	ADP
ejpam-6300	127	4	the	the	DET
ejpam-6300	127	5	base	base	ADJ
ejpam-6300	127	6	u	u	ADJ
ejpam-6300	127	7	-	-	ADJ
ejpam-6300	127	8	net	net	ADJ
ejpam-6300	127	9	architecture	architecture	NOUN
ejpam-6300	127	10	make	make	VERB
ejpam-6300	127	11	u	u	NOUN
ejpam-6300	127	12	-	-	VERB
ejpam-6300	127	13	net++	net++	VERB
ejpam-6300	127	14	a	a	DET
ejpam-6300	127	15	more	more	ADV
ejpam-6300	127	16	powerful	powerful	ADJ
ejpam-6300	127	17	and	and	CCONJ
ejpam-6300	127	18	versatile	versatile	ADJ
ejpam-6300	127	19	model	model	NOUN
ejpam-6300	127	20	,	,	PUNCT
ejpam-6300	127	21	particularly	particularly	ADV
ejpam-6300	127	22	for	for	ADP
ejpam-6300	127	23	complex	complex	ADJ
ejpam-6300	127	24	segmentation	segmentation	NOUN
ejpam-6300	127	25	tasks	task	NOUN
ejpam-6300	127	26	in	in	ADP
ejpam-6300	127	27	medical	medical	ADJ
ejpam-6300	127	28	imaging	imaging	NOUN
ejpam-6300	127	29	.	.	PUNCT
ejpam-6300	128	1	the	the	DET
ejpam-6300	128	2	ability	ability	NOUN
ejpam-6300	128	3	to	to	PART
ejpam-6300	128	4	capture	capture	VERB
ejpam-6300	128	5	multi	multi	ADJ
ejpam-6300	128	6	-	-	ADJ
ejpam-6300	128	7	scale	scale	ADJ
ejpam-6300	128	8	features	feature	NOUN
ejpam-6300	128	9	and	and	CCONJ
ejpam-6300	128	10	the	the	DET
ejpam-6300	128	11	guidance	guidance	NOUN
ejpam-6300	128	12	provided	provide	VERB
ejpam-6300	128	13	by	by	ADP
ejpam-6300	128	14	deep	deep	ADJ
ejpam-6300	128	15	supervision	supervision	NOUN
ejpam-6300	128	16	allow	allow	VERB
ejpam-6300	128	17	u	u	NOUN
ejpam-6300	128	18	-	-	NOUN
ejpam-6300	128	19	net++	net++	PROPN
ejpam-6300	128	20	to	to	PART
ejpam-6300	128	21	achieve	achieve	VERB
ejpam-6300	128	22	superior	superior	ADJ
ejpam-6300	128	23	segmentation	segmentation	NOUN
ejpam-6300	128	24	performance	performance	NOUN
ejpam-6300	128	25	compared	compare	VERB
ejpam-6300	128	26	to	to	ADP
ejpam-6300	128	27	the	the	DET
ejpam-6300	128	28	original	original	ADJ
ejpam-6300	128	29	u	u	NOUN
ejpam-6300	128	30	-	-	NOUN
ejpam-6300	128	31	net	net	NOUN
ejpam-6300	128	32	.	.	PUNCT
ejpam-6300	129	1	this	this	PRON
ejpam-6300	129	2	is	be	AUX
ejpam-6300	129	3	crucial	crucial	ADJ
ejpam-6300	129	4	in	in	ADP
ejpam-6300	129	5	medical	medical	ADJ
ejpam-6300	129	6	applications	application	NOUN
ejpam-6300	129	7	where	where	SCONJ
ejpam-6300	129	8	precise	precise	ADJ
ejpam-6300	129	9	and	and	CCONJ
ejpam-6300	129	10	accurate	accurate	ADJ
ejpam-6300	129	11	segmentation	segmentation	NOUN
ejpam-6300	129	12	is	be	AUX
ejpam-6300	129	13	of	of	ADP
ejpam-6300	129	14	utmost	utmost	ADJ
ejpam-6300	129	15	importance	importance	NOUN
ejpam-6300	129	16	,	,	PUNCT
ejpam-6300	129	17	such	such	ADJ
ejpam-6300	129	18	as	as	ADP
ejpam-6300	129	19	the	the	DET
ejpam-6300	129	20	segmentation	segmentation	NOUN
ejpam-6300	129	21	of	of	ADP
ejpam-6300	129	22	coronary	coronary	ADJ
ejpam-6300	129	23	arteries	artery	NOUN
ejpam-6300	129	24	from	from	ADP
ejpam-6300	129	25	computed	compute	VERB
ejpam-6300	129	26	tomography	tomography	NOUN
ejpam-6300	129	27	angiography	angiography	NOUN
ejpam-6300	129	28	(	(	PUNCT
ejpam-6300	129	29	cta	cta	NOUN
ejpam-6300	129	30	)	)	PUNCT
ejpam-6300	129	31	images	image	NOUN
ejpam-6300	129	32	.	.	PUNCT
ejpam-6300	130	1	overall	overall	ADJ
ejpam-6300	130	2	,	,	PUNCT
ejpam-6300	130	3	u	u	ADJ
ejpam-6300	130	4	-	-	NOUN
ejpam-6300	130	5	net++	net++	PROPN
ejpam-6300	130	6	builds	build	VERB
ejpam-6300	130	7	upon	upon	SCONJ
ejpam-6300	130	8	the	the	DET
ejpam-6300	130	9	strong	strong	ADJ
ejpam-6300	130	10	foundation	foundation	NOUN
ejpam-6300	130	11	of	of	ADP
ejpam-6300	130	12	u	u	NOUN
ejpam-6300	130	13	-	-	NOUN
ejpam-6300	130	14	net	net	ADJ
ejpam-6300	130	15	,	,	PUNCT
ejpam-6300	130	16	incorporating	incorporate	VERB
ejpam-6300	130	17	innovative	innovative	ADJ
ejpam-6300	130	18	techniques	technique	NOUN
ejpam-6300	130	19	to	to	PART
ejpam-6300	130	20	address	address	VERB
ejpam-6300	130	21	the	the	DET
ejpam-6300	130	22	challenges	challenge	NOUN
ejpam-6300	130	23	of	of	ADP
ejpam-6300	130	24	medical	medical	ADJ
ejpam-6300	130	25	image	image	NOUN
ejpam-6300	130	26	segmentation	segmentation	NOUN
ejpam-6300	130	27	and	and	CCONJ
ejpam-6300	130	28	push	push	VERB
ejpam-6300	130	29	the	the	DET
ejpam-6300	130	30	boundaries	boundary	NOUN
ejpam-6300	130	31	of	of	ADP
ejpam-6300	130	32	what	what	PRON
ejpam-6300	130	33	is	be	AUX
ejpam-6300	130	34	possible	possible	ADJ
ejpam-6300	130	35	in	in	ADP
ejpam-6300	130	36	this	this	DET
ejpam-6300	130	37	field	field	NOUN
ejpam-6300	130	38	.	.	PUNCT
ejpam-6300	131	1	u	u	X
ejpam-6300	131	2	-	-	PUNCT
ejpam-6300	131	3	net++	net++	PROPN
ejpam-6300	131	4	is	be	AUX
ejpam-6300	131	5	an	an	DET
ejpam-6300	131	6	advanced	advanced	ADJ
ejpam-6300	131	7	variant	variant	NOUN
ejpam-6300	131	8	of	of	ADP
ejpam-6300	131	9	u	u	NOUN
ejpam-6300	131	10	-	-	NOUN
ejpam-6300	131	11	net	net	NOUN
ejpam-6300	131	12	that	that	PRON
ejpam-6300	131	13	introduces	introduce	VERB
ejpam-6300	131	14	several	several	ADJ
ejpam-6300	131	15	enhancements	enhancement	NOUN
ejpam-6300	131	16	aimed	aim	VERB
ejpam-6300	131	17	at	at	ADP
ejpam-6300	131	18	improving	improve	VERB
ejpam-6300	131	19	the	the	DET
ejpam-6300	131	20	segmentation	segmentation	NOUN
ejpam-6300	131	21	performance	performance	NOUN
ejpam-6300	131	22	further	far	ADV
ejpam-6300	131	23	.	.	PUNCT
ejpam-6300	132	1	the	the	DET
ejpam-6300	132	2	key	key	ADJ
ejpam-6300	132	3	innovations	innovation	NOUN
ejpam-6300	132	4	in	in	ADP
ejpam-6300	132	5	u	u	NOUN
ejpam-6300	132	6	-	-	NOUN
ejpam-6300	132	7	net++	net++	PROPN
ejpam-6300	132	8	include	include	VERB
ejpam-6300	132	9	nested	nest	VERB
ejpam-6300	132	10	skip	skip	ADJ
ejpam-6300	132	11	pathways	pathway	NOUN
ejpam-6300	132	12	and	and	CCONJ
ejpam-6300	132	13	deep	deep	ADJ
ejpam-6300	132	14	supervision	supervision	NOUN
ejpam-6300	132	15	.	.	PUNCT
ejpam-6300	133	1	the	the	DET
ejpam-6300	133	2	architecture	architecture	NOUN
ejpam-6300	133	3	incorporates	incorporate	VERB
ejpam-6300	133	4	additional	additional	ADJ
ejpam-6300	133	5	skip	skip	ADJ
ejpam-6300	133	6	connections	connection	NOUN
ejpam-6300	133	7	between	between	ADP
ejpam-6300	133	8	intermediate	intermediate	ADJ
ejpam-6300	133	9	layers	layer	NOUN
ejpam-6300	133	10	in	in	ADP
ejpam-6300	133	11	the	the	DET
ejpam-6300	133	12	encoder	encoder	NOUN
ejpam-6300	133	13	and	and	CCONJ
ejpam-6300	133	14	decoder	decoder	NOUN
ejpam-6300	133	15	,	,	PUNCT
ejpam-6300	133	16	creating	create	VERB
ejpam-6300	133	17	nested	nested	ADJ
ejpam-6300	133	18	pathways	pathway	NOUN
ejpam-6300	133	19	.	.	PUNCT
ejpam-6300	134	1	these	these	DET
ejpam-6300	134	2	nested	nest	VERB
ejpam-6300	134	3	skip	skip	ADJ
ejpam-6300	134	4	connections	connection	NOUN
ejpam-6300	134	5	facilitate	facilitate	VERB
ejpam-6300	134	6	more	more	ADJ
ejpam-6300	134	7	refined	refined	ADJ
ejpam-6300	134	8	feature	feature	NOUN
ejpam-6300	134	9	aggregation	aggregation	NOUN
ejpam-6300	134	10	and	and	CCONJ
ejpam-6300	134	11	enhance	enhance	VERB
ejpam-6300	134	12	the	the	DET
ejpam-6300	134	13	flow	flow	NOUN
ejpam-6300	134	14	of	of	ADP
ejpam-6300	134	15	information	information	NOUN
ejpam-6300	134	16	through	through	ADP
ejpam-6300	134	17	the	the	DET
ejpam-6300	134	18	network	network	NOUN
ejpam-6300	134	19	.	.	PUNCT
ejpam-6300	135	1	the	the	DET
ejpam-6300	135	2	presence	presence	NOUN
ejpam-6300	135	3	of	of	ADP
ejpam-6300	135	4	multiple	multiple	ADJ
ejpam-6300	135	5	skip	skip	ADJ
ejpam-6300	135	6	pathways	pathway	NOUN
ejpam-6300	135	7	allows	allow	VERB
ejpam-6300	135	8	the	the	DET
ejpam-6300	135	9	network	network	NOUN
ejpam-6300	135	10	to	to	PART
ejpam-6300	135	11	better	well	ADJ
ejpam-6300	135	12	capture	capture	VERB
ejpam-6300	135	13	and	and	CCONJ
ejpam-6300	135	14	combine	combine	VERB
ejpam-6300	135	15	features	feature	NOUN
ejpam-6300	135	16	at	at	ADP
ejpam-6300	135	17	different	different	ADJ
ejpam-6300	135	18	levels	level	NOUN
ejpam-6300	135	19	of	of	ADP
ejpam-6300	135	20	abstraction	abstraction	NOUN
ejpam-6300	135	21	,	,	PUNCT
ejpam-6300	135	22	leading	lead	VERB
ejpam-6300	135	23	to	to	ADP
ejpam-6300	135	24	more	more	ADV
ejpam-6300	135	25	accurate	accurate	ADJ
ejpam-6300	135	26	and	and	CCONJ
ejpam-6300	135	27	detailed	detailed	ADJ
ejpam-6300	135	28	segmentation	segmentation	NOUN
ejpam-6300	135	29	results	result	NOUN
ejpam-6300	135	30	.	.	PUNCT
ejpam-6300	136	1	furthermore	furthermore	ADV
ejpam-6300	136	2	,	,	PUNCT
ejpam-6300	136	3	u	u	NOUN
ejpam-6300	136	4	-	-	NOUN
ejpam-6300	136	5	net++	net++	PROPN
ejpam-6300	136	6	employs	employ	VERB
ejpam-6300	136	7	deep	deep	ADJ
ejpam-6300	136	8	supervision	supervision	NOUN
ejpam-6300	136	9	by	by	ADP
ejpam-6300	136	10	providing	provide	VERB
ejpam-6300	136	11	intermediate	intermediate	ADJ
ejpam-6300	136	12	outputs	output	NOUN
ejpam-6300	136	13	at	at	ADP
ejpam-6300	136	14	various	various	ADJ
ejpam-6300	136	15	levels	level	NOUN
ejpam-6300	136	16	of	of	ADP
ejpam-6300	136	17	the	the	DET
ejpam-6300	136	18	network	network	NOUN
ejpam-6300	136	19	[	[	X
ejpam-6300	136	20	18	18	NUM
ejpam-6300	136	21	]	]	SYM
ejpam-6300	136	22	.	.	PUNCT
ejpam-6300	137	1	2.5.2	2.5.2	NUM
ejpam-6300	137	2	.	.	PUNCT
ejpam-6300	137	3	attention	attention	NOUN
ejpam-6300	137	4	u	u	NOUN
ejpam-6300	137	5	-	-	ADJ
ejpam-6300	137	6	net	net	ADJ
ejpam-6300	137	7	attention	attention	NOUN
ejpam-6300	137	8	u	u	NOUN
ejpam-6300	137	9	-	-	NOUN
ejpam-6300	137	10	net	net	ADJ
ejpam-6300	137	11	,	,	PUNCT
ejpam-6300	137	12	introduced	introduce	VERB
ejpam-6300	137	13	by	by	ADP
ejpam-6300	137	14	oktay	oktay	PROPN
ejpam-6300	137	15	et	et	PROPN
ejpam-6300	137	16	al	al	PROPN
ejpam-6300	137	17	.	.	PROPN
ejpam-6300	137	18	in	in	ADP
ejpam-6300	137	19	2018	2018	NUM
ejpam-6300	137	20	,	,	PUNCT
ejpam-6300	137	21	enhances	enhance	VERB
ejpam-6300	137	22	the	the	DET
ejpam-6300	137	23	original	original	ADJ
ejpam-6300	137	24	u	u	ADJ
ejpam-6300	137	25	-	-	ADJ
ejpam-6300	137	26	net	net	ADJ
ejpam-6300	137	27	architecture	architecture	NOUN
ejpam-6300	137	28	by	by	ADP
ejpam-6300	137	29	integrating	integrate	VERB
ejpam-6300	137	30	attention	attention	NOUN
ejpam-6300	137	31	mechanisms	mechanism	NOUN
ejpam-6300	137	32	to	to	PART
ejpam-6300	137	33	tackle	tackle	VERB
ejpam-6300	137	34	the	the	DET
ejpam-6300	137	35	challenge	challenge	NOUN
ejpam-6300	137	36	of	of	ADP
ejpam-6300	137	37	irrelevant	irrelevant	ADJ
ejpam-6300	137	38	or	or	CCONJ
ejpam-6300	137	39	noisy	noisy	ADJ
ejpam-6300	137	40	features	feature	NOUN
ejpam-6300	137	41	in	in	ADP
ejpam-6300	137	42	image	image	NOUN
ejpam-6300	137	43	segmentation	segmentation	NOUN
ejpam-6300	137	44	.	.	PUNCT
ejpam-6300	138	1	this	this	DET
ejpam-6300	138	2	innovative	innovative	ADJ
ejpam-6300	138	3	approach	approach	NOUN
ejpam-6300	138	4	centers	center	NOUN
ejpam-6300	138	5	on	on	ADP
ejpam-6300	138	6	the	the	DET
ejpam-6300	138	7	use	use	NOUN
ejpam-6300	138	8	of	of	ADP
ejpam-6300	138	9	attention	attention	NOUN
ejpam-6300	138	10	gates	gate	NOUN
ejpam-6300	138	11	within	within	ADP
ejpam-6300	138	12	the	the	DET
ejpam-6300	138	13	skip	skip	ADJ
ejpam-6300	138	14	connections	connection	NOUN
ejpam-6300	138	15	that	that	PRON
ejpam-6300	138	16	link	link	VERB
ejpam-6300	138	17	the	the	DET
ejpam-6300	138	18	encoder	encoder	NOUN
ejpam-6300	138	19	and	and	CCONJ
ejpam-6300	138	20	decoder	decoder	NOUN
ejpam-6300	138	21	sections	section	NOUN
ejpam-6300	138	22	of	of	ADP
ejpam-6300	138	23	the	the	DET
ejpam-6300	138	24	o.	o.	NOUN
ejpam-6300	138	25	alirr	alirr	PROPN
ejpam-6300	138	26	/	/	SYM
ejpam-6300	138	27	eur	eur	PROPN
ejpam-6300	138	28	.	.	PUNCT
ejpam-6300	139	1	j.	j.	PROPN
ejpam-6300	139	2	pure	pure	PROPN
ejpam-6300	139	3	appl	appl	PROPN
ejpam-6300	139	4	.	.	PROPN
ejpam-6300	139	5	math	math	PROPN
ejpam-6300	139	6	,	,	PUNCT
ejpam-6300	139	7	18	18	NUM
ejpam-6300	139	8	(	(	PUNCT
ejpam-6300	139	9	4	4	NUM
ejpam-6300	139	10	)	)	PUNCT
ejpam-6300	139	11	(	(	PUNCT
ejpam-6300	139	12	2025	2025	NUM
ejpam-6300	139	13	)	)	PUNCT
ejpam-6300	139	14	,	,	PUNCT
ejpam-6300	139	15	6300	6300	NUM
ejpam-6300	139	16	8	8	NUM
ejpam-6300	139	17	of	of	ADP
ejpam-6300	139	18	20	20	NUM
ejpam-6300	139	19	network	network	NOUN
ejpam-6300	139	20	.	.	PUNCT
ejpam-6300	140	1	these	these	DET
ejpam-6300	140	2	gates	gate	NOUN
ejpam-6300	140	3	dynamically	dynamically	ADV
ejpam-6300	140	4	evaluate	evaluate	VERB
ejpam-6300	140	5	the	the	DET
ejpam-6300	140	6	significance	significance	NOUN
ejpam-6300	140	7	of	of	ADP
ejpam-6300	140	8	feature	feature	NOUN
ejpam-6300	140	9	maps	map	NOUN
ejpam-6300	140	10	from	from	ADP
ejpam-6300	140	11	the	the	DET
ejpam-6300	140	12	encoder	encoder	NOUN
ejpam-6300	140	13	before	before	ADP
ejpam-6300	140	14	merging	merge	VERB
ejpam-6300	140	15	them	they	PRON
ejpam-6300	140	16	with	with	ADP
ejpam-6300	140	17	those	those	PRON
ejpam-6300	140	18	in	in	ADP
ejpam-6300	140	19	the	the	DET
ejpam-6300	140	20	decoder	decoder	NOUN
ejpam-6300	140	21	,	,	PUNCT
ejpam-6300	140	22	enabling	enable	VERB
ejpam-6300	140	23	the	the	DET
ejpam-6300	140	24	network	network	NOUN
ejpam-6300	140	25	to	to	PART
ejpam-6300	140	26	emphasize	emphasize	VERB
ejpam-6300	140	27	more	more	ADV
ejpam-6300	140	28	relevant	relevant	ADJ
ejpam-6300	140	29	and	and	CCONJ
ejpam-6300	140	30	informative	informative	ADJ
ejpam-6300	140	31	features	feature	NOUN
ejpam-6300	140	32	while	while	SCONJ
ejpam-6300	140	33	suppressing	suppress	VERB
ejpam-6300	140	34	less	less	ADV
ejpam-6300	140	35	useful	useful	ADJ
ejpam-6300	140	36	or	or	CCONJ
ejpam-6300	140	37	noisy	noisy	ADJ
ejpam-6300	140	38	ones	one	NOUN
ejpam-6300	140	39	.	.	PUNCT
ejpam-6300	141	1	the	the	DET
ejpam-6300	141	2	inclusion	inclusion	NOUN
ejpam-6300	141	3	of	of	ADP
ejpam-6300	141	4	attention	attention	NOUN
ejpam-6300	141	5	mechanisms	mechanism	NOUN
ejpam-6300	141	6	significantly	significantly	ADV
ejpam-6300	141	7	improves	improve	VERB
ejpam-6300	141	8	the	the	DET
ejpam-6300	141	9	network	network	NOUN
ejpam-6300	141	10	’s	’s	PART
ejpam-6300	141	11	ability	ability	NOUN
ejpam-6300	141	12	to	to	PART
ejpam-6300	141	13	focus	focus	VERB
ejpam-6300	141	14	on	on	ADP
ejpam-6300	141	15	critical	critical	ADJ
ejpam-6300	141	16	details	detail	NOUN
ejpam-6300	141	17	within	within	ADP
ejpam-6300	141	18	the	the	DET
ejpam-6300	141	19	image	image	NOUN
ejpam-6300	141	20	,	,	PUNCT
ejpam-6300	141	21	thereby	thereby	ADV
ejpam-6300	141	22	enhancing	enhance	VERB
ejpam-6300	141	23	the	the	DET
ejpam-6300	141	24	overall	overall	ADJ
ejpam-6300	141	25	quality	quality	NOUN
ejpam-6300	141	26	of	of	ADP
ejpam-6300	141	27	segmentation	segmentation	NOUN
ejpam-6300	141	28	results	result	NOUN
ejpam-6300	141	29	.	.	PUNCT
ejpam-6300	142	1	in	in	ADP
ejpam-6300	142	2	practical	practical	ADJ
ejpam-6300	142	3	terms	term	NOUN
ejpam-6300	142	4	,	,	PUNCT
ejpam-6300	142	5	attention	attention	NOUN
ejpam-6300	142	6	gates	gate	NOUN
ejpam-6300	142	7	are	be	AUX
ejpam-6300	142	8	implemented	implement	VERB
ejpam-6300	142	9	through	through	ADP
ejpam-6300	142	10	a	a	DET
ejpam-6300	142	11	lightweight	lightweight	ADJ
ejpam-6300	142	12	neural	neural	ADJ
ejpam-6300	142	13	network	network	NOUN
ejpam-6300	142	14	that	that	PRON
ejpam-6300	142	15	computes	compute	VERB
ejpam-6300	142	16	attention	attention	NOUN
ejpam-6300	142	17	coefficients	coefficient	NOUN
ejpam-6300	142	18	based	base	VERB
ejpam-6300	142	19	on	on	ADP
ejpam-6300	142	20	feature	feature	NOUN
ejpam-6300	142	21	maps	map	NOUN
ejpam-6300	142	22	from	from	ADP
ejpam-6300	142	23	both	both	CCONJ
ejpam-6300	142	24	the	the	DET
ejpam-6300	142	25	encoder	encoder	NOUN
ejpam-6300	142	26	and	and	CCONJ
ejpam-6300	142	27	decoder	decoder	NOUN
ejpam-6300	142	28	.	.	PUNCT
ejpam-6300	143	1	these	these	DET
ejpam-6300	143	2	coefficients	coefficient	NOUN
ejpam-6300	143	3	are	be	AUX
ejpam-6300	143	4	then	then	ADV
ejpam-6300	143	5	used	use	VERB
ejpam-6300	143	6	to	to	PART
ejpam-6300	143	7	scale	scale	VERB
ejpam-6300	143	8	the	the	DET
ejpam-6300	143	9	encoder	encoder	NOUN
ejpam-6300	143	10	’s	’s	PART
ejpam-6300	143	11	features	feature	NOUN
ejpam-6300	143	12	before	before	ADP
ejpam-6300	143	13	concatenation	concatenation	NOUN
ejpam-6300	143	14	with	with	ADP
ejpam-6300	143	15	the	the	DET
ejpam-6300	143	16	decoder	decoder	NOUN
ejpam-6300	143	17	’s	’s	PART
ejpam-6300	143	18	features	feature	NOUN
ejpam-6300	143	19	,	,	PUNCT
ejpam-6300	143	20	ensuring	ensure	VERB
ejpam-6300	143	21	that	that	SCONJ
ejpam-6300	143	22	the	the	DET
ejpam-6300	143	23	network	network	NOUN
ejpam-6300	143	24	prioritizes	prioritize	VERB
ejpam-6300	143	25	significant	significant	ADJ
ejpam-6300	143	26	features	feature	NOUN
ejpam-6300	143	27	and	and	CCONJ
ejpam-6300	143	28	minimizes	minimize	VERB
ejpam-6300	143	29	irrelevant	irrelevant	ADJ
ejpam-6300	143	30	ones	one	NOUN
ejpam-6300	143	31	.	.	PUNCT
ejpam-6300	144	1	this	this	DET
ejpam-6300	144	2	dynamic	dynamic	ADJ
ejpam-6300	144	3	weighting	weighting	NOUN
ejpam-6300	144	4	process	process	NOUN
ejpam-6300	144	5	allows	allow	VERB
ejpam-6300	144	6	attention	attention	NOUN
ejpam-6300	144	7	u	u	NOUN
ejpam-6300	144	8	-	-	NOUN
ejpam-6300	144	9	net	net	ADJ
ejpam-6300	144	10	to	to	PART
ejpam-6300	144	11	effectively	effectively	ADV
ejpam-6300	144	12	handle	handle	VERB
ejpam-6300	144	13	challenges	challenge	NOUN
ejpam-6300	144	14	such	such	ADJ
ejpam-6300	144	15	as	as	ADP
ejpam-6300	144	16	variations	variation	NOUN
ejpam-6300	144	17	in	in	ADP
ejpam-6300	144	18	object	object	NOUN
ejpam-6300	144	19	size	size	NOUN
ejpam-6300	144	20	,	,	PUNCT
ejpam-6300	144	21	shape	shape	NOUN
ejpam-6300	144	22	,	,	PUNCT
ejpam-6300	144	23	and	and	CCONJ
ejpam-6300	144	24	appearance	appearance	NOUN
ejpam-6300	144	25	,	,	PUNCT
ejpam-6300	144	26	making	make	VERB
ejpam-6300	144	27	it	it	PRON
ejpam-6300	144	28	particularly	particularly	ADV
ejpam-6300	144	29	valuable	valuable	ADJ
ejpam-6300	144	30	in	in	ADP
ejpam-6300	144	31	medical	medical	ADJ
ejpam-6300	144	32	imaging	imaging	NOUN
ejpam-6300	144	33	where	where	SCONJ
ejpam-6300	144	34	precision	precision	NOUN
ejpam-6300	144	35	and	and	CCONJ
ejpam-6300	144	36	accuracy	accuracy	NOUN
ejpam-6300	144	37	are	be	AUX
ejpam-6300	144	38	paramount	paramount	ADJ
ejpam-6300	144	39	.	.	PUNCT
ejpam-6300	145	1	medical	medical	ADJ
ejpam-6300	145	2	images	image	NOUN
ejpam-6300	145	3	often	often	ADV
ejpam-6300	145	4	contain	contain	VERB
ejpam-6300	145	5	complex	complex	ADJ
ejpam-6300	145	6	structures	structure	NOUN
ejpam-6300	145	7	and	and	CCONJ
ejpam-6300	145	8	subtle	subtle	ADJ
ejpam-6300	145	9	variations	variation	NOUN
ejpam-6300	145	10	that	that	PRON
ejpam-6300	145	11	require	require	VERB
ejpam-6300	145	12	careful	careful	ADJ
ejpam-6300	145	13	attention	attention	NOUN
ejpam-6300	145	14	to	to	PART
ejpam-6300	145	15	detail	detail	VERB
ejpam-6300	145	16	for	for	ADP
ejpam-6300	145	17	accurate	accurate	ADJ
ejpam-6300	145	18	segmentation	segmentation	NOUN
ejpam-6300	145	19	.	.	PUNCT
ejpam-6300	146	1	attention	attention	NOUN
ejpam-6300	146	2	u	u	NOUN
ejpam-6300	146	3	-	-	PROPN
ejpam-6300	146	4	net	net	NOUN
ejpam-6300	146	5	’s	’s	PART
ejpam-6300	146	6	ability	ability	NOUN
ejpam-6300	146	7	to	to	PART
ejpam-6300	146	8	adapt	adapt	VERB
ejpam-6300	146	9	its	its	PRON
ejpam-6300	146	10	focus	focus	NOUN
ejpam-6300	146	11	based	base	VERB
ejpam-6300	146	12	on	on	ADP
ejpam-6300	146	13	feature	feature	NOUN
ejpam-6300	146	14	importance	importance	NOUN
ejpam-6300	146	15	enhances	enhance	VERB
ejpam-6300	146	16	its	its	PRON
ejpam-6300	146	17	versatility	versatility	NOUN
ejpam-6300	146	18	and	and	CCONJ
ejpam-6300	146	19	effectiveness	effectiveness	NOUN
ejpam-6300	146	20	in	in	ADP
ejpam-6300	146	21	medical	medical	ADJ
ejpam-6300	146	22	applications	application	NOUN
ejpam-6300	146	23	.	.	PUNCT
ejpam-6300	147	1	by	by	ADP
ejpam-6300	147	2	selectively	selectively	ADV
ejpam-6300	147	3	prioritizing	prioritize	VERB
ejpam-6300	147	4	critical	critical	ADJ
ejpam-6300	147	5	regions	region	NOUN
ejpam-6300	147	6	within	within	ADP
ejpam-6300	147	7	an	an	DET
ejpam-6300	147	8	image	image	NOUN
ejpam-6300	147	9	,	,	PUNCT
ejpam-6300	147	10	the	the	DET
ejpam-6300	147	11	network	network	NOUN
ejpam-6300	147	12	ensures	ensure	VERB
ejpam-6300	147	13	that	that	SCONJ
ejpam-6300	147	14	essential	essential	ADJ
ejpam-6300	147	15	features	feature	NOUN
ejpam-6300	147	16	are	be	AUX
ejpam-6300	147	17	highlighted	highlight	VERB
ejpam-6300	147	18	and	and	CCONJ
ejpam-6300	147	19	accurately	accurately	ADV
ejpam-6300	147	20	segmented	segment	VERB
ejpam-6300	147	21	.	.	PUNCT
ejpam-6300	148	1	this	this	DET
ejpam-6300	148	2	adaptability	adaptability	NOUN
ejpam-6300	148	3	is	be	AUX
ejpam-6300	148	4	crucial	crucial	ADJ
ejpam-6300	148	5	for	for	ADP
ejpam-6300	148	6	medical	medical	ADJ
ejpam-6300	148	7	imaging	imaging	NOUN
ejpam-6300	148	8	,	,	PUNCT
ejpam-6300	148	9	where	where	SCONJ
ejpam-6300	148	10	different	different	ADJ
ejpam-6300	148	11	regions	region	NOUN
ejpam-6300	148	12	may	may	AUX
ejpam-6300	148	13	contain	contain	VERB
ejpam-6300	148	14	varying	vary	VERB
ejpam-6300	148	15	levels	level	NOUN
ejpam-6300	148	16	of	of	ADP
ejpam-6300	148	17	detail	detail	NOUN
ejpam-6300	148	18	and	and	CCONJ
ejpam-6300	148	19	importance	importance	NOUN
ejpam-6300	148	20	.	.	PUNCT
ejpam-6300	149	1	in	in	ADP
ejpam-6300	149	2	summary	summary	NOUN
ejpam-6300	149	3	,	,	PUNCT
ejpam-6300	149	4	attention	attention	NOUN
ejpam-6300	149	5	u	u	NOUN
ejpam-6300	149	6	-	-	ADJ
ejpam-6300	149	7	net	net	ADJ
ejpam-6300	149	8	’s	’s	PART
ejpam-6300	149	9	integration	integration	NOUN
ejpam-6300	149	10	of	of	ADP
ejpam-6300	149	11	attention	attention	NOUN
ejpam-6300	149	12	mechanisms	mechanism	NOUN
ejpam-6300	149	13	represents	represent	VERB
ejpam-6300	149	14	a	a	DET
ejpam-6300	149	15	significant	significant	ADJ
ejpam-6300	149	16	advancement	advancement	NOUN
ejpam-6300	149	17	in	in	ADP
ejpam-6300	149	18	image	image	NOUN
ejpam-6300	149	19	segmentation	segmentation	NOUN
ejpam-6300	149	20	.	.	PUNCT
ejpam-6300	150	1	by	by	ADP
ejpam-6300	150	2	dynamically	dynamically	ADV
ejpam-6300	150	3	weighting	weight	VERB
ejpam-6300	150	4	feature	feature	NOUN
ejpam-6300	150	5	maps	map	NOUN
ejpam-6300	150	6	and	and	CCONJ
ejpam-6300	150	7	focusing	focus	VERB
ejpam-6300	150	8	on	on	ADP
ejpam-6300	150	9	relevant	relevant	ADJ
ejpam-6300	150	10	details	detail	NOUN
ejpam-6300	150	11	,	,	PUNCT
ejpam-6300	150	12	it	it	PRON
ejpam-6300	150	13	addresses	address	VERB
ejpam-6300	150	14	the	the	DET
ejpam-6300	150	15	limitations	limitation	NOUN
ejpam-6300	150	16	of	of	ADP
ejpam-6300	150	17	traditional	traditional	ADJ
ejpam-6300	150	18	u	u	ADJ
ejpam-6300	150	19	-	-	ADJ
ejpam-6300	150	20	net	net	ADJ
ejpam-6300	150	21	architectures	architecture	NOUN
ejpam-6300	150	22	,	,	PUNCT
ejpam-6300	150	23	offering	offer	VERB
ejpam-6300	150	24	improved	improved	ADJ
ejpam-6300	150	25	performance	performance	NOUN
ejpam-6300	150	26	for	for	ADP
ejpam-6300	150	27	complex	complex	ADJ
ejpam-6300	150	28	segmentation	segmentation	NOUN
ejpam-6300	150	29	tasks	task	NOUN
ejpam-6300	150	30	.	.	PUNCT
ejpam-6300	151	1	this	this	PRON
ejpam-6300	151	2	makes	make	VERB
ejpam-6300	151	3	attention	attention	NOUN
ejpam-6300	151	4	u	u	NOUN
ejpam-6300	151	5	-	-	NOUN
ejpam-6300	151	6	net	net	ADJ
ejpam-6300	151	7	particularly	particularly	ADV
ejpam-6300	151	8	useful	useful	ADJ
ejpam-6300	151	9	for	for	ADP
ejpam-6300	151	10	medical	medical	ADJ
ejpam-6300	151	11	imaging	imaging	NOUN
ejpam-6300	151	12	,	,	PUNCT
ejpam-6300	151	13	where	where	SCONJ
ejpam-6300	151	14	precise	precise	ADJ
ejpam-6300	151	15	segmentation	segmentation	NOUN
ejpam-6300	151	16	is	be	AUX
ejpam-6300	151	17	essential	essential	ADJ
ejpam-6300	151	18	for	for	ADP
ejpam-6300	151	19	diagnosis	diagnosis	NOUN
ejpam-6300	151	20	and	and	CCONJ
ejpam-6300	151	21	treatment	treatment	NOUN
ejpam-6300	151	22	planning	planning	NOUN
ejpam-6300	151	23	.	.	PUNCT
ejpam-6300	152	1	the	the	DET
ejpam-6300	152	2	innovative	innovative	ADJ
ejpam-6300	152	3	use	use	NOUN
ejpam-6300	152	4	of	of	ADP
ejpam-6300	152	5	attention	attention	NOUN
ejpam-6300	152	6	gates	gate	NOUN
ejpam-6300	152	7	within	within	ADP
ejpam-6300	152	8	the	the	DET
ejpam-6300	152	9	network	network	NOUN
ejpam-6300	152	10	underscores	underscore	VERB
ejpam-6300	152	11	the	the	DET
ejpam-6300	152	12	ongoing	ongoing	ADJ
ejpam-6300	152	13	evolution	evolution	NOUN
ejpam-6300	152	14	of	of	ADP
ejpam-6300	152	15	neural	neural	ADJ
ejpam-6300	152	16	network	network	NOUN
ejpam-6300	152	17	architectures	architecture	NOUN
ejpam-6300	152	18	,	,	PUNCT
ejpam-6300	152	19	enhancing	enhance	VERB
ejpam-6300	152	20	their	their	PRON
ejpam-6300	152	21	capability	capability	NOUN
ejpam-6300	152	22	to	to	PART
ejpam-6300	152	23	manage	manage	VERB
ejpam-6300	152	24	complex	complex	ADJ
ejpam-6300	152	25	and	and	CCONJ
ejpam-6300	152	26	nuanced	nuanced	ADJ
ejpam-6300	152	27	image	image	NOUN
ejpam-6300	152	28	segmentation	segmentation	NOUN
ejpam-6300	152	29	challenges[24	challenges[24	X
ejpam-6300	152	30	]	]	PUNCT
ejpam-6300	152	31	.	.	PUNCT
ejpam-6300	153	1	2.5.3	2.5.3	NUM
ejpam-6300	153	2	.	.	PUNCT
ejpam-6300	153	3	resu	resu	PROPN
ejpam-6300	153	4	-	-	PUNCT
ejpam-6300	153	5	net	net	ADJ
ejpam-6300	153	6	resu	resu	NOUN
ejpam-6300	153	7	-	-	NOUN
ejpam-6300	153	8	net	net	NOUN
ejpam-6300	153	9	,	,	PUNCT
ejpam-6300	153	10	proposed	propose	VERB
ejpam-6300	153	11	by	by	ADP
ejpam-6300	153	12	zhu	zhu	PROPN
ejpam-6300	153	13	et	et	PROPN
ejpam-6300	153	14	al	al	PROPN
ejpam-6300	153	15	.	.	PROPN
ejpam-6300	154	1	in	in	ADP
ejpam-6300	154	2	2018	2018	NUM
ejpam-6300	154	3	,	,	PUNCT
ejpam-6300	154	4	enhances	enhance	VERB
ejpam-6300	154	5	the	the	DET
ejpam-6300	154	6	u	u	ADJ
ejpam-6300	154	7	-	-	ADJ
ejpam-6300	154	8	net	net	ADJ
ejpam-6300	154	9	architecture	architecture	NOUN
ejpam-6300	154	10	by	by	ADP
ejpam-6300	154	11	integrating	integrate	VERB
ejpam-6300	154	12	residual	residual	ADJ
ejpam-6300	154	13	connections	connection	NOUN
ejpam-6300	154	14	to	to	PART
ejpam-6300	154	15	improve	improve	VERB
ejpam-6300	154	16	training	training	NOUN
ejpam-6300	154	17	stability	stability	NOUN
ejpam-6300	154	18	and	and	CCONJ
ejpam-6300	154	19	performance	performance	NOUN
ejpam-6300	154	20	.	.	PUNCT
ejpam-6300	155	1	the	the	DET
ejpam-6300	155	2	primary	primary	ADJ
ejpam-6300	155	3	innovation	innovation	NOUN
ejpam-6300	155	4	of	of	ADP
ejpam-6300	155	5	resu	resu	PROPN
ejpam-6300	155	6	-	-	ADJ
ejpam-6300	155	7	net	net	NOUN
ejpam-6300	155	8	is	be	AUX
ejpam-6300	155	9	the	the	DET
ejpam-6300	155	10	incorporation	incorporation	NOUN
ejpam-6300	155	11	of	of	ADP
ejpam-6300	155	12	residual	residual	ADJ
ejpam-6300	155	13	blocks	block	NOUN
ejpam-6300	155	14	designed	design	VERB
ejpam-6300	155	15	to	to	PART
ejpam-6300	155	16	address	address	VERB
ejpam-6300	155	17	the	the	DET
ejpam-6300	155	18	vanishing	vanish	VERB
ejpam-6300	155	19	gradient	gradient	NOUN
ejpam-6300	155	20	problem	problem	NOUN
ejpam-6300	155	21	and	and	CCONJ
ejpam-6300	155	22	facilitate	facilitate	VERB
ejpam-6300	155	23	the	the	DET
ejpam-6300	155	24	training	training	NOUN
ejpam-6300	155	25	of	of	ADP
ejpam-6300	155	26	deeper	deep	ADJ
ejpam-6300	155	27	networks	network	NOUN
ejpam-6300	155	28	.	.	PUNCT
ejpam-6300	156	1	in	in	ADP
ejpam-6300	156	2	this	this	DET
ejpam-6300	156	3	architecture	architecture	NOUN
ejpam-6300	156	4	,	,	PUNCT
ejpam-6300	156	5	traditional	traditional	ADJ
ejpam-6300	156	6	convolutional	convolutional	ADJ
ejpam-6300	156	7	blocks	block	NOUN
ejpam-6300	156	8	are	be	AUX
ejpam-6300	156	9	replaced	replace	VERB
ejpam-6300	156	10	with	with	ADP
ejpam-6300	156	11	residual	residual	ADJ
ejpam-6300	156	12	blocks	block	NOUN
ejpam-6300	156	13	that	that	PRON
ejpam-6300	156	14	include	include	VERB
ejpam-6300	156	15	shortcut	shortcut	NOUN
ejpam-6300	156	16	connections	connection	NOUN
ejpam-6300	156	17	bypassing	bypass	VERB
ejpam-6300	156	18	one	one	NUM
ejpam-6300	156	19	or	or	CCONJ
ejpam-6300	156	20	more	more	ADV
ejpam-6300	156	21	convolutional	convolutional	ADJ
ejpam-6300	156	22	layers	layer	NOUN
ejpam-6300	156	23	.	.	PUNCT
ejpam-6300	157	1	these	these	DET
ejpam-6300	157	2	residual	residual	ADJ
ejpam-6300	157	3	connections	connection	NOUN
ejpam-6300	157	4	help	help	VERB
ejpam-6300	157	5	maintain	maintain	VERB
ejpam-6300	157	6	the	the	DET
ejpam-6300	157	7	flow	flow	NOUN
ejpam-6300	157	8	of	of	ADP
ejpam-6300	157	9	gradients	gradient	NOUN
ejpam-6300	157	10	during	during	ADP
ejpam-6300	157	11	backpropagation	backpropagation	NOUN
ejpam-6300	157	12	,	,	PUNCT
ejpam-6300	157	13	allowing	allow	VERB
ejpam-6300	157	14	for	for	ADP
ejpam-6300	157	15	more	more	ADV
ejpam-6300	157	16	effective	effective	ADJ
ejpam-6300	157	17	network	network	NOUN
ejpam-6300	157	18	training	training	NOUN
ejpam-6300	157	19	.	.	PUNCT
ejpam-6300	158	1	the	the	DET
ejpam-6300	158	2	encoder	encoder	NOUN
ejpam-6300	158	3	and	and	CCONJ
ejpam-6300	158	4	decoder	decoder	NOUN
ejpam-6300	158	5	sections	section	NOUN
ejpam-6300	158	6	of	of	ADP
ejpam-6300	158	7	resu	resu	PROPN
ejpam-6300	158	8	-	-	ADJ
ejpam-6300	158	9	net	net	NOUN
ejpam-6300	158	10	retain	retain	VERB
ejpam-6300	158	11	the	the	DET
ejpam-6300	158	12	general	general	ADJ
ejpam-6300	158	13	structure	structure	NOUN
ejpam-6300	158	14	of	of	ADP
ejpam-6300	158	15	u	u	NOUN
ejpam-6300	158	16	-	-	NOUN
ejpam-6300	158	17	net	net	ADJ
ejpam-6300	158	18	,	,	PUNCT
ejpam-6300	158	19	but	but	CCONJ
ejpam-6300	158	20	with	with	ADP
ejpam-6300	158	21	the	the	DET
ejpam-6300	158	22	addition	addition	NOUN
ejpam-6300	158	23	of	of	ADP
ejpam-6300	158	24	residual	residual	ADJ
ejpam-6300	158	25	blocks	block	NOUN
ejpam-6300	158	26	that	that	PRON
ejpam-6300	158	27	enhance	enhance	VERB
ejpam-6300	158	28	feature	feature	NOUN
ejpam-6300	158	29	extraction	extraction	NOUN
ejpam-6300	158	30	and	and	CCONJ
ejpam-6300	158	31	refinement	refinement	NOUN
ejpam-6300	158	32	.	.	PUNCT
ejpam-6300	159	1	by	by	ADP
ejpam-6300	159	2	incorporating	incorporate	VERB
ejpam-6300	159	3	residual	residual	ADJ
ejpam-6300	159	4	connections	connection	NOUN
ejpam-6300	159	5	,	,	PUNCT
ejpam-6300	159	6	resu	resu	NOUN
ejpam-6300	159	7	-	-	ADJ
ejpam-6300	159	8	net	net	NOUN
ejpam-6300	159	9	can	can	AUX
ejpam-6300	159	10	capture	capture	VERB
ejpam-6300	159	11	more	more	ADV
ejpam-6300	159	12	complex	complex	ADJ
ejpam-6300	159	13	features	feature	NOUN
ejpam-6300	159	14	,	,	PUNCT
ejpam-6300	159	15	thereby	thereby	ADV
ejpam-6300	159	16	improving	improve	VERB
ejpam-6300	159	17	segmentation	segmentation	NOUN
ejpam-6300	159	18	accuracy	accuracy	NOUN
ejpam-6300	159	19	.	.	PUNCT
ejpam-6300	160	1	furthermore	furthermore	ADV
ejpam-6300	160	2	,	,	PUNCT
ejpam-6300	160	3	resu	resu	PROPN
ejpam-6300	160	4	-	-	ADJ
ejpam-6300	160	5	net	net	NOUN
ejpam-6300	160	6	retains	retain	VERB
ejpam-6300	160	7	the	the	DET
ejpam-6300	160	8	skip	skip	ADJ
ejpam-6300	160	9	connections	connection	NOUN
ejpam-6300	160	10	from	from	ADP
ejpam-6300	160	11	the	the	DET
ejpam-6300	160	12	original	original	ADJ
ejpam-6300	160	13	u	u	NOUN
ejpam-6300	160	14	-	-	NOUN
ejpam-6300	160	15	net	net	ADJ
ejpam-6300	160	16	,	,	PUNCT
ejpam-6300	160	17	combining	combine	VERB
ejpam-6300	160	18	them	they	PRON
ejpam-6300	160	19	with	with	ADP
ejpam-6300	160	20	the	the	DET
ejpam-6300	160	21	residual	residual	ADJ
ejpam-6300	160	22	blocks	block	NOUN
ejpam-6300	160	23	to	to	PART
ejpam-6300	160	24	further	far	ADV
ejpam-6300	160	25	refine	refine	VERB
ejpam-6300	160	26	feature	feature	NOUN
ejpam-6300	160	27	maps	map	NOUN
ejpam-6300	160	28	and	and	CCONJ
ejpam-6300	160	29	enhance	enhance	VERB
ejpam-6300	160	30	overall	overall	ADJ
ejpam-6300	160	31	segmentation	segmentation	NOUN
ejpam-6300	160	32	performance	performance	NOUN
ejpam-6300	160	33	.	.	PUNCT
ejpam-6300	161	1	this	this	DET
ejpam-6300	161	2	como	como	PROPN
ejpam-6300	161	3	.	.	PUNCT
ejpam-6300	162	1	alirr	alirr	PROPN
ejpam-6300	162	2	/	/	SYM
ejpam-6300	162	3	eur	eur	PROPN
ejpam-6300	162	4	.	.	PUNCT
ejpam-6300	163	1	j.	j.	PROPN
ejpam-6300	163	2	pure	pure	PROPN
ejpam-6300	163	3	appl	appl	PROPN
ejpam-6300	163	4	.	.	PROPN
ejpam-6300	163	5	math	math	PROPN
ejpam-6300	163	6	,	,	PUNCT
ejpam-6300	163	7	18	18	NUM
ejpam-6300	163	8	(	(	PUNCT
ejpam-6300	163	9	4	4	NUM
ejpam-6300	163	10	)	)	PUNCT
ejpam-6300	163	11	(	(	PUNCT
ejpam-6300	163	12	2025	2025	NUM
ejpam-6300	163	13	)	)	PUNCT
ejpam-6300	163	14	,	,	PUNCT
ejpam-6300	163	15	6300	6300	NUM
ejpam-6300	163	16	9	9	NUM
ejpam-6300	163	17	of	of	ADP
ejpam-6300	163	18	20	20	NUM
ejpam-6300	163	19	bination	bination	NOUN
ejpam-6300	163	20	of	of	ADP
ejpam-6300	163	21	residual	residual	ADJ
ejpam-6300	163	22	learning	learning	NOUN
ejpam-6300	163	23	and	and	CCONJ
ejpam-6300	163	24	skip	skip	VERB
ejpam-6300	163	25	connections	connection	NOUN
ejpam-6300	163	26	results	result	NOUN
ejpam-6300	163	27	in	in	ADP
ejpam-6300	163	28	a	a	DET
ejpam-6300	163	29	more	more	ADV
ejpam-6300	163	30	powerful	powerful	ADJ
ejpam-6300	163	31	and	and	CCONJ
ejpam-6300	163	32	stable	stable	ADJ
ejpam-6300	163	33	architecture	architecture	NOUN
ejpam-6300	163	34	for	for	ADP
ejpam-6300	163	35	image	image	NOUN
ejpam-6300	163	36	segmentation	segmentation	NOUN
ejpam-6300	163	37	.	.	PUNCT
ejpam-6300	164	1	the	the	DET
ejpam-6300	164	2	residual	residual	ADJ
ejpam-6300	164	3	connections	connection	NOUN
ejpam-6300	164	4	ensure	ensure	VERB
ejpam-6300	164	5	that	that	SCONJ
ejpam-6300	164	6	gradients	gradient	NOUN
ejpam-6300	164	7	can	can	AUX
ejpam-6300	164	8	flow	flow	VERB
ejpam-6300	164	9	more	more	ADV
ejpam-6300	164	10	smoothly	smoothly	ADV
ejpam-6300	164	11	through	through	ADP
ejpam-6300	164	12	the	the	DET
ejpam-6300	164	13	network	network	NOUN
ejpam-6300	164	14	,	,	PUNCT
ejpam-6300	164	15	reducing	reduce	VERB
ejpam-6300	164	16	the	the	DET
ejpam-6300	164	17	likelihood	likelihood	NOUN
ejpam-6300	164	18	of	of	ADP
ejpam-6300	164	19	gradient	gradient	NOUN
ejpam-6300	164	20	vanishing	vanishing	NOUN
ejpam-6300	164	21	and	and	CCONJ
ejpam-6300	164	22	making	make	VERB
ejpam-6300	164	23	it	it	PRON
ejpam-6300	164	24	possible	possible	ADJ
ejpam-6300	164	25	to	to	PART
ejpam-6300	164	26	train	train	VERB
ejpam-6300	164	27	deeper	deep	ADJ
ejpam-6300	164	28	models	model	NOUN
ejpam-6300	164	29	effectively	effectively	ADV
ejpam-6300	164	30	.	.	PUNCT
ejpam-6300	165	1	this	this	PRON
ejpam-6300	165	2	allows	allow	VERB
ejpam-6300	165	3	resu	resu	NOUN
ejpam-6300	165	4	-	-	NOUN
ejpam-6300	165	5	net	net	NOUN
ejpam-6300	165	6	to	to	PART
ejpam-6300	165	7	maintain	maintain	VERB
ejpam-6300	165	8	high	high	ADJ
ejpam-6300	165	9	levels	level	NOUN
ejpam-6300	165	10	of	of	ADP
ejpam-6300	165	11	detail	detail	NOUN
ejpam-6300	165	12	and	and	CCONJ
ejpam-6300	165	13	precision	precision	NOUN
ejpam-6300	165	14	in	in	ADP
ejpam-6300	165	15	its	its	PRON
ejpam-6300	165	16	segmentation	segmentation	NOUN
ejpam-6300	165	17	outputs	output	NOUN
ejpam-6300	165	18	,	,	PUNCT
ejpam-6300	165	19	even	even	ADV
ejpam-6300	165	20	in	in	ADP
ejpam-6300	165	21	complex	complex	ADJ
ejpam-6300	165	22	scenarios	scenario	NOUN
ejpam-6300	165	23	.	.	PUNCT
ejpam-6300	166	1	by	by	ADP
ejpam-6300	166	2	improving	improve	VERB
ejpam-6300	166	3	the	the	DET
ejpam-6300	166	4	flow	flow	NOUN
ejpam-6300	166	5	of	of	ADP
ejpam-6300	166	6	information	information	NOUN
ejpam-6300	166	7	within	within	ADP
ejpam-6300	166	8	the	the	DET
ejpam-6300	166	9	network	network	NOUN
ejpam-6300	166	10	,	,	PUNCT
ejpam-6300	166	11	resu	resu	PROPN
ejpam-6300	166	12	-	-	ADJ
ejpam-6300	166	13	net	net	NOUN
ejpam-6300	166	14	enhances	enhance	VERB
ejpam-6300	166	15	its	its	PRON
ejpam-6300	166	16	ability	ability	NOUN
ejpam-6300	166	17	to	to	PART
ejpam-6300	166	18	learn	learn	VERB
ejpam-6300	166	19	intricate	intricate	ADJ
ejpam-6300	166	20	patterns	pattern	NOUN
ejpam-6300	166	21	and	and	CCONJ
ejpam-6300	166	22	features	feature	NOUN
ejpam-6300	166	23	from	from	ADP
ejpam-6300	166	24	medical	medical	ADJ
ejpam-6300	166	25	images	image	NOUN
ejpam-6300	166	26	,	,	PUNCT
ejpam-6300	166	27	leading	lead	VERB
ejpam-6300	166	28	to	to	ADP
ejpam-6300	166	29	better	well	ADJ
ejpam-6300	166	30	segmentation	segmentation	NOUN
ejpam-6300	166	31	results	result	NOUN
ejpam-6300	166	32	.	.	PUNCT
ejpam-6300	167	1	the	the	DET
ejpam-6300	167	2	addition	addition	NOUN
ejpam-6300	167	3	of	of	ADP
ejpam-6300	167	4	residual	residual	ADJ
ejpam-6300	167	5	blocks	block	NOUN
ejpam-6300	167	6	also	also	ADV
ejpam-6300	167	7	improves	improve	VERB
ejpam-6300	167	8	the	the	DET
ejpam-6300	167	9	robustness	robustness	NOUN
ejpam-6300	167	10	of	of	ADP
ejpam-6300	167	11	the	the	DET
ejpam-6300	167	12	network	network	NOUN
ejpam-6300	167	13	,	,	PUNCT
ejpam-6300	167	14	making	make	VERB
ejpam-6300	167	15	it	it	PRON
ejpam-6300	167	16	less	less	ADV
ejpam-6300	167	17	susceptible	susceptible	ADJ
ejpam-6300	167	18	to	to	ADP
ejpam-6300	167	19	training	train	VERB
ejpam-6300	167	20	difficulties	difficulty	NOUN
ejpam-6300	167	21	that	that	PRON
ejpam-6300	167	22	often	often	ADV
ejpam-6300	167	23	arise	arise	VERB
ejpam-6300	167	24	in	in	ADP
ejpam-6300	167	25	deeper	deep	ADJ
ejpam-6300	167	26	networks	network	NOUN
ejpam-6300	167	27	.	.	PUNCT
ejpam-6300	168	1	this	this	DET
ejpam-6300	168	2	robustness	robustness	NOUN
ejpam-6300	168	3	is	be	AUX
ejpam-6300	168	4	particularly	particularly	ADV
ejpam-6300	168	5	important	important	ADJ
ejpam-6300	168	6	in	in	ADP
ejpam-6300	168	7	medical	medical	ADJ
ejpam-6300	168	8	imaging	imaging	NOUN
ejpam-6300	168	9	,	,	PUNCT
ejpam-6300	168	10	where	where	SCONJ
ejpam-6300	168	11	accurate	accurate	ADJ
ejpam-6300	168	12	segmentation	segmentation	NOUN
ejpam-6300	168	13	can	can	AUX
ejpam-6300	168	14	significantly	significantly	ADV
ejpam-6300	168	15	impact	impact	VERB
ejpam-6300	168	16	diagnosis	diagnosis	NOUN
ejpam-6300	168	17	and	and	CCONJ
ejpam-6300	168	18	treatment	treatment	NOUN
ejpam-6300	168	19	planning	planning	NOUN
ejpam-6300	168	20	.	.	PUNCT
ejpam-6300	169	1	by	by	ADP
ejpam-6300	169	2	ensuring	ensure	VERB
ejpam-6300	169	3	stable	stable	ADJ
ejpam-6300	169	4	and	and	CCONJ
ejpam-6300	169	5	effective	effective	ADJ
ejpam-6300	169	6	training	training	NOUN
ejpam-6300	169	7	,	,	PUNCT
ejpam-6300	169	8	resu	resu	PROPN
ejpam-6300	169	9	-	-	ADJ
ejpam-6300	169	10	net	net	NOUN
ejpam-6300	169	11	can	can	AUX
ejpam-6300	169	12	consistently	consistently	ADV
ejpam-6300	169	13	produce	produce	VERB
ejpam-6300	169	14	high	high	ADJ
ejpam-6300	169	15	-	-	PUNCT
ejpam-6300	169	16	quality	quality	NOUN
ejpam-6300	169	17	segmentation	segmentation	NOUN
ejpam-6300	169	18	results	result	NOUN
ejpam-6300	169	19	,	,	PUNCT
ejpam-6300	169	20	even	even	ADV
ejpam-6300	169	21	with	with	ADP
ejpam-6300	169	22	challenging	challenging	ADJ
ejpam-6300	169	23	datasets	dataset	NOUN
ejpam-6300	169	24	.	.	PUNCT
ejpam-6300	170	1	in	in	ADP
ejpam-6300	170	2	summary	summary	NOUN
ejpam-6300	170	3	,	,	PUNCT
ejpam-6300	170	4	resu	resu	PROPN
ejpam-6300	170	5	-	-	PUNCT
ejpam-6300	170	6	net	net	NOUN
ejpam-6300	170	7	’s	’s	PART
ejpam-6300	170	8	integration	integration	NOUN
ejpam-6300	170	9	of	of	ADP
ejpam-6300	170	10	residual	residual	ADJ
ejpam-6300	170	11	connections	connection	NOUN
ejpam-6300	170	12	into	into	ADP
ejpam-6300	170	13	the	the	DET
ejpam-6300	170	14	u	u	NOUN
ejpam-6300	170	15	-	-	ADJ
ejpam-6300	170	16	net	net	ADJ
ejpam-6300	170	17	framework	framework	NOUN
ejpam-6300	170	18	represents	represent	VERB
ejpam-6300	170	19	a	a	DET
ejpam-6300	170	20	significant	significant	ADJ
ejpam-6300	170	21	advancement	advancement	NOUN
ejpam-6300	170	22	in	in	ADP
ejpam-6300	170	23	image	image	NOUN
ejpam-6300	170	24	segmentation	segmentation	NOUN
ejpam-6300	170	25	technology	technology	NOUN
ejpam-6300	170	26	.	.	PUNCT
ejpam-6300	171	1	by	by	ADP
ejpam-6300	171	2	addressing	address	VERB
ejpam-6300	171	3	the	the	DET
ejpam-6300	171	4	vanishing	vanish	VERB
ejpam-6300	171	5	gradient	gradient	NOUN
ejpam-6300	171	6	problem	problem	NOUN
ejpam-6300	171	7	and	and	CCONJ
ejpam-6300	171	8	enhancing	enhance	VERB
ejpam-6300	171	9	feature	feature	NOUN
ejpam-6300	171	10	extraction	extraction	NOUN
ejpam-6300	171	11	,	,	PUNCT
ejpam-6300	171	12	resunet	resunet	PROPN
ejpam-6300	171	13	provides	provide	VERB
ejpam-6300	171	14	a	a	DET
ejpam-6300	171	15	more	more	ADV
ejpam-6300	171	16	stable	stable	ADJ
ejpam-6300	171	17	and	and	CCONJ
ejpam-6300	171	18	powerful	powerful	ADJ
ejpam-6300	171	19	solution	solution	NOUN
ejpam-6300	171	20	for	for	ADP
ejpam-6300	171	21	medical	medical	ADJ
ejpam-6300	171	22	image	image	NOUN
ejpam-6300	171	23	segmentation	segmentation	NOUN
ejpam-6300	171	24	.	.	PUNCT
ejpam-6300	172	1	this	this	PRON
ejpam-6300	172	2	makes	make	VERB
ejpam-6300	172	3	it	it	PRON
ejpam-6300	172	4	an	an	DET
ejpam-6300	172	5	invaluable	invaluable	ADJ
ejpam-6300	172	6	tool	tool	NOUN
ejpam-6300	172	7	in	in	ADP
ejpam-6300	172	8	medical	medical	ADJ
ejpam-6300	172	9	imaging	imaging	NOUN
ejpam-6300	172	10	,	,	PUNCT
ejpam-6300	172	11	where	where	SCONJ
ejpam-6300	172	12	precise	precise	ADJ
ejpam-6300	172	13	and	and	CCONJ
ejpam-6300	172	14	reliable	reliable	ADJ
ejpam-6300	172	15	segmentation	segmentation	NOUN
ejpam-6300	172	16	is	be	AUX
ejpam-6300	172	17	essential	essential	ADJ
ejpam-6300	172	18	for	for	ADP
ejpam-6300	172	19	effective	effective	ADJ
ejpam-6300	172	20	diagnosis	diagnosis	NOUN
ejpam-6300	172	21	and	and	CCONJ
ejpam-6300	172	22	treatment	treatment	NOUN
ejpam-6300	172	23	planning	planning	NOUN
ejpam-6300	172	24	.	.	PUNCT
ejpam-6300	173	1	the	the	DET
ejpam-6300	173	2	combination	combination	NOUN
ejpam-6300	173	3	of	of	ADP
ejpam-6300	173	4	residual	residual	ADJ
ejpam-6300	173	5	learning	learning	NOUN
ejpam-6300	173	6	and	and	CCONJ
ejpam-6300	173	7	traditional	traditional	ADJ
ejpam-6300	173	8	u	u	ADJ
ejpam-6300	173	9	-	-	ADJ
ejpam-6300	173	10	net	net	ADJ
ejpam-6300	173	11	skip	skip	ADJ
ejpam-6300	173	12	connections	connection	NOUN
ejpam-6300	173	13	underscores	underscore	VERB
ejpam-6300	173	14	the	the	DET
ejpam-6300	173	15	ongoing	ongoing	ADJ
ejpam-6300	173	16	evolution	evolution	NOUN
ejpam-6300	173	17	of	of	ADP
ejpam-6300	173	18	neural	neural	ADJ
ejpam-6300	173	19	network	network	NOUN
ejpam-6300	173	20	architectures	architecture	NOUN
ejpam-6300	173	21	,	,	PUNCT
ejpam-6300	173	22	highlighting	highlight	VERB
ejpam-6300	173	23	the	the	DET
ejpam-6300	173	24	continual	continual	ADJ
ejpam-6300	173	25	improvements	improvement	NOUN
ejpam-6300	173	26	being	be	AUX
ejpam-6300	173	27	made	make	VERB
ejpam-6300	173	28	to	to	PART
ejpam-6300	173	29	enhance	enhance	VERB
ejpam-6300	173	30	performance	performance	NOUN
ejpam-6300	173	31	and	and	CCONJ
ejpam-6300	173	32	stability	stability	NOUN
ejpam-6300	173	33	in	in	ADP
ejpam-6300	173	34	complex	complex	ADJ
ejpam-6300	173	35	image	image	NOUN
ejpam-6300	173	36	segmentation	segmentation	NOUN
ejpam-6300	173	37	tasks	task	NOUN
ejpam-6300	173	38	[	[	X
ejpam-6300	173	39	17	17	NUM
ejpam-6300	173	40	]	]	SYM
ejpam-6300	173	41	.	.	PUNCT
ejpam-6300	174	1	2.5.4	2.5.4	NUM
ejpam-6300	174	2	.	.	PUNCT
ejpam-6300	175	1	transunet	transunet	PROPN
ejpam-6300	175	2	transunet	transunet	PROPN
ejpam-6300	175	3	,	,	PUNCT
ejpam-6300	175	4	introduced	introduce	VERB
ejpam-6300	175	5	by	by	ADP
ejpam-6300	175	6	chen	chen	PROPN
ejpam-6300	175	7	et	et	PROPN
ejpam-6300	175	8	al	al	PROPN
ejpam-6300	175	9	.	.	PROPN
ejpam-6300	176	1	in	in	ADP
ejpam-6300	176	2	2021	2021	NUM
ejpam-6300	176	3	,	,	PUNCT
ejpam-6300	176	4	represents	represent	VERB
ejpam-6300	176	5	a	a	DET
ejpam-6300	176	6	groundbreaking	groundbreake	VERB
ejpam-6300	176	7	approach	approach	NOUN
ejpam-6300	176	8	that	that	PRON
ejpam-6300	176	9	combines	combine	VERB
ejpam-6300	176	10	the	the	DET
ejpam-6300	176	11	strengths	strength	NOUN
ejpam-6300	176	12	of	of	ADP
ejpam-6300	176	13	convolutional	convolutional	ADJ
ejpam-6300	176	14	neural	neural	ADJ
ejpam-6300	176	15	networks	network	NOUN
ejpam-6300	176	16	(	(	PUNCT
ejpam-6300	176	17	cnns	cnns	PROPN
ejpam-6300	176	18	)	)	PUNCT
ejpam-6300	176	19	and	and	CCONJ
ejpam-6300	176	20	transformers	transformer	NOUN
ejpam-6300	176	21	to	to	PART
ejpam-6300	176	22	enhance	enhance	VERB
ejpam-6300	176	23	image	image	NOUN
ejpam-6300	176	24	segmentation	segmentation	NOUN
ejpam-6300	176	25	.	.	PUNCT
ejpam-6300	177	1	transunet	transunet	NOUN
ejpam-6300	177	2	integrates	integrate	VERB
ejpam-6300	177	3	transformer	transformer	NOUN
ejpam-6300	177	4	blocks	block	NOUN
ejpam-6300	177	5	into	into	ADP
ejpam-6300	177	6	the	the	DET
ejpam-6300	177	7	traditional	traditional	ADJ
ejpam-6300	177	8	u	u	ADJ
ejpam-6300	177	9	-	-	ADJ
ejpam-6300	177	10	net	net	ADJ
ejpam-6300	177	11	architecture	architecture	NOUN
ejpam-6300	177	12	,	,	PUNCT
ejpam-6300	177	13	effectively	effectively	ADV
ejpam-6300	177	14	leveraging	leverage	VERB
ejpam-6300	177	15	the	the	DET
ejpam-6300	177	16	benefits	benefit	NOUN
ejpam-6300	177	17	of	of	ADP
ejpam-6300	177	18	both	both	PRON
ejpam-6300	177	19	convolution	convolution	NOUN
ejpam-6300	177	20	and	and	CCONJ
ejpam-6300	177	21	transformerbased	transformerbase	VERB
ejpam-6300	177	22	methods	method	NOUN
ejpam-6300	177	23	.	.	PUNCT
ejpam-6300	178	1	in	in	ADP
ejpam-6300	178	2	this	this	DET
ejpam-6300	178	3	hybrid	hybrid	ADJ
ejpam-6300	178	4	architecture	architecture	NOUN
ejpam-6300	178	5	,	,	PUNCT
ejpam-6300	178	6	the	the	DET
ejpam-6300	178	7	initial	initial	ADJ
ejpam-6300	178	8	layers	layer	NOUN
ejpam-6300	178	9	consist	consist	VERB
ejpam-6300	178	10	of	of	ADP
ejpam-6300	178	11	convolutional	convolutional	ADJ
ejpam-6300	178	12	operations	operation	NOUN
ejpam-6300	178	13	designed	design	VERB
ejpam-6300	178	14	to	to	PART
ejpam-6300	178	15	capture	capture	VERB
ejpam-6300	178	16	local	local	ADJ
ejpam-6300	178	17	features	feature	NOUN
ejpam-6300	178	18	from	from	ADP
ejpam-6300	178	19	the	the	DET
ejpam-6300	178	20	input	input	NOUN
ejpam-6300	178	21	image	image	NOUN
ejpam-6300	178	22	.	.	PUNCT
ejpam-6300	179	1	these	these	DET
ejpam-6300	179	2	convolution	convolution	NOUN
ejpam-6300	179	3	layers	layer	NOUN
ejpam-6300	179	4	are	be	AUX
ejpam-6300	179	5	adept	adept	ADJ
ejpam-6300	179	6	at	at	ADP
ejpam-6300	179	7	identifying	identify	VERB
ejpam-6300	179	8	detailed	detailed	ADJ
ejpam-6300	179	9	and	and	CCONJ
ejpam-6300	179	10	fine	fine	ADV
ejpam-6300	179	11	-	-	PUNCT
ejpam-6300	179	12	grained	grain	VERB
ejpam-6300	179	13	patterns	pattern	NOUN
ejpam-6300	179	14	in	in	ADP
ejpam-6300	179	15	the	the	DET
ejpam-6300	179	16	data	datum	NOUN
ejpam-6300	179	17	,	,	PUNCT
ejpam-6300	179	18	providing	provide	VERB
ejpam-6300	179	19	a	a	DET
ejpam-6300	179	20	strong	strong	ADJ
ejpam-6300	179	21	foundation	foundation	NOUN
ejpam-6300	179	22	for	for	ADP
ejpam-6300	179	23	subsequent	subsequent	ADJ
ejpam-6300	179	24	processing	processing	NOUN
ejpam-6300	179	25	.	.	PUNCT
ejpam-6300	180	1	following	follow	VERB
ejpam-6300	180	2	the	the	DET
ejpam-6300	180	3	convolution	convolution	NOUN
ejpam-6300	180	4	layers	layer	NOUN
ejpam-6300	180	5	,	,	PUNCT
ejpam-6300	180	6	transunet	transunet	NOUN
ejpam-6300	180	7	incorporates	incorporate	VERB
ejpam-6300	180	8	transformer	transformer	ADJ
ejpam-6300	180	9	blocks	block	NOUN
ejpam-6300	180	10	,	,	PUNCT
ejpam-6300	180	11	which	which	PRON
ejpam-6300	180	12	are	be	AUX
ejpam-6300	180	13	crucial	crucial	ADJ
ejpam-6300	180	14	for	for	ADP
ejpam-6300	180	15	capturing	capture	VERB
ejpam-6300	180	16	global	global	ADJ
ejpam-6300	180	17	context	context	NOUN
ejpam-6300	180	18	and	and	CCONJ
ejpam-6300	180	19	long	long	ADJ
ejpam-6300	180	20	-	-	PUNCT
ejpam-6300	180	21	range	range	NOUN
ejpam-6300	180	22	dependencies	dependency	NOUN
ejpam-6300	180	23	within	within	ADP
ejpam-6300	180	24	the	the	DET
ejpam-6300	180	25	image	image	NOUN
ejpam-6300	180	26	.	.	PUNCT
ejpam-6300	181	1	the	the	DET
ejpam-6300	181	2	transformer	transformer	NOUN
ejpam-6300	181	3	blocks	block	NOUN
ejpam-6300	181	4	utilize	utilize	VERB
ejpam-6300	181	5	self	self	NOUN
ejpam-6300	181	6	-	-	PUNCT
ejpam-6300	181	7	attention	attention	NOUN
ejpam-6300	181	8	mechanisms	mechanism	NOUN
ejpam-6300	181	9	to	to	AUX
ejpam-6300	181	10	model	model	VERB
ejpam-6300	181	11	relationships	relationship	NOUN
ejpam-6300	181	12	between	between	ADP
ejpam-6300	181	13	different	different	ADJ
ejpam-6300	181	14	parts	part	NOUN
ejpam-6300	181	15	of	of	ADP
ejpam-6300	181	16	the	the	DET
ejpam-6300	181	17	image	image	NOUN
ejpam-6300	181	18	,	,	PUNCT
ejpam-6300	181	19	enabling	enable	VERB
ejpam-6300	181	20	the	the	DET
ejpam-6300	181	21	network	network	NOUN
ejpam-6300	181	22	to	to	PART
ejpam-6300	181	23	understand	understand	VERB
ejpam-6300	181	24	complex	complex	ADJ
ejpam-6300	181	25	patterns	pattern	NOUN
ejpam-6300	181	26	and	and	CCONJ
ejpam-6300	181	27	structures	structure	NOUN
ejpam-6300	181	28	that	that	PRON
ejpam-6300	181	29	span	span	VERB
ejpam-6300	181	30	larger	large	ADJ
ejpam-6300	181	31	regions	region	NOUN
ejpam-6300	181	32	.	.	PUNCT
ejpam-6300	182	1	this	this	DET
ejpam-6300	182	2	dual	dual	ADJ
ejpam-6300	182	3	approach	approach	NOUN
ejpam-6300	182	4	allows	allow	VERB
ejpam-6300	182	5	transunet	transunet	NOUN
ejpam-6300	182	6	to	to	PART
ejpam-6300	182	7	combine	combine	VERB
ejpam-6300	182	8	the	the	DET
ejpam-6300	182	9	precise	precise	ADJ
ejpam-6300	182	10	,	,	PUNCT
ejpam-6300	182	11	localized	localized	ADJ
ejpam-6300	182	12	feature	feature	NOUN
ejpam-6300	182	13	extraction	extraction	NOUN
ejpam-6300	182	14	capabilities	capability	NOUN
ejpam-6300	182	15	of	of	ADP
ejpam-6300	182	16	cnns	cnn	NOUN
ejpam-6300	182	17	with	with	ADP
ejpam-6300	182	18	the	the	DET
ejpam-6300	182	19	broader	broad	ADJ
ejpam-6300	182	20	,	,	PUNCT
ejpam-6300	182	21	context	context	NOUN
ejpam-6300	182	22	-	-	PUNCT
ejpam-6300	182	23	aware	aware	ADJ
ejpam-6300	182	24	processing	processing	NOUN
ejpam-6300	182	25	of	of	ADP
ejpam-6300	182	26	transformers	transformer	NOUN
ejpam-6300	182	27	.	.	PUNCT
ejpam-6300	183	1	the	the	DET
ejpam-6300	183	2	overall	overall	ADJ
ejpam-6300	183	3	architecture	architecture	NOUN
ejpam-6300	183	4	of	of	ADP
ejpam-6300	183	5	transunet	transunet	PROPN
ejpam-6300	183	6	retains	retain	VERB
ejpam-6300	183	7	the	the	DET
ejpam-6300	183	8	encoder	encoder	NOUN
ejpam-6300	183	9	-	-	PUNCT
ejpam-6300	183	10	decoder	decoder	NOUN
ejpam-6300	183	11	structure	structure	NOUN
ejpam-6300	183	12	characteristic	characteristic	NOUN
ejpam-6300	183	13	of	of	ADP
ejpam-6300	183	14	u	u	NOUN
ejpam-6300	183	15	-	-	NOUN
ejpam-6300	183	16	net	net	ADJ
ejpam-6300	183	17	but	but	CCONJ
ejpam-6300	183	18	is	be	AUX
ejpam-6300	183	19	significantly	significantly	ADV
ejpam-6300	183	20	enhanced	enhance	VERB
ejpam-6300	183	21	by	by	ADP
ejpam-6300	183	22	the	the	DET
ejpam-6300	183	23	integration	integration	NOUN
ejpam-6300	183	24	of	of	ADP
ejpam-6300	183	25	transformer	transformer	NOUN
ejpam-6300	183	26	modules	module	NOUN
ejpam-6300	183	27	.	.	PUNCT
ejpam-6300	184	1	the	the	DET
ejpam-6300	184	2	encoder	encoder	NOUN
ejpam-6300	184	3	captures	capture	VERB
ejpam-6300	184	4	and	and	CCONJ
ejpam-6300	184	5	downsamples	downsample	VERB
ejpam-6300	184	6	image	image	NOUN
ejpam-6300	184	7	features	feature	NOUN
ejpam-6300	184	8	,	,	PUNCT
ejpam-6300	184	9	while	while	SCONJ
ejpam-6300	184	10	the	the	DET
ejpam-6300	184	11	decoder	decoder	NOUN
ejpam-6300	184	12	upsamples	upsample	NOUN
ejpam-6300	184	13	and	and	CCONJ
ejpam-6300	184	14	reconstructs	reconstruct	VERB
ejpam-6300	184	15	the	the	DET
ejpam-6300	184	16	segmented	segment	VERB
ejpam-6300	184	17	output	output	NOUN
ejpam-6300	184	18	.	.	PUNCT
ejpam-6300	185	1	the	the	DET
ejpam-6300	185	2	transformer	transformer	NOUN
ejpam-6300	185	3	blocks	block	NOUN
ejpam-6300	185	4	within	within	ADP
ejpam-6300	185	5	this	this	DET
ejpam-6300	185	6	framework	framework	NOUN
ejpam-6300	185	7	add	add	VERB
ejpam-6300	185	8	a	a	DET
ejpam-6300	185	9	layer	layer	NOUN
ejpam-6300	185	10	of	of	ADP
ejpam-6300	185	11	sophistication	sophistication	NOUN
ejpam-6300	185	12	by	by	ADP
ejpam-6300	185	13	enhancing	enhance	VERB
ejpam-6300	185	14	the	the	DET
ejpam-6300	185	15	network	network	NOUN
ejpam-6300	185	16	’s	’s	PART
ejpam-6300	185	17	ability	ability	NOUN
ejpam-6300	185	18	to	to	PART
ejpam-6300	185	19	process	process	VERB
ejpam-6300	185	20	and	and	CCONJ
ejpam-6300	185	21	integrate	integrate	VERB
ejpam-6300	185	22	information	information	NOUN
ejpam-6300	185	23	from	from	ADP
ejpam-6300	185	24	disparate	disparate	ADJ
ejpam-6300	185	25	regions	region	NOUN
ejpam-6300	185	26	of	of	ADP
ejpam-6300	185	27	the	the	DET
ejpam-6300	185	28	o.	o.	NOUN
ejpam-6300	185	29	alirr	alirr	PROPN
ejpam-6300	185	30	/	/	SYM
ejpam-6300	185	31	eur	eur	PROPN
ejpam-6300	185	32	.	.	PUNCT
ejpam-6300	186	1	j.	j.	PROPN
ejpam-6300	186	2	pure	pure	PROPN
ejpam-6300	186	3	appl	appl	PROPN
ejpam-6300	186	4	.	.	PROPN
ejpam-6300	186	5	math	math	PROPN
ejpam-6300	186	6	,	,	PUNCT
ejpam-6300	186	7	18	18	NUM
ejpam-6300	186	8	(	(	PUNCT
ejpam-6300	186	9	4	4	NUM
ejpam-6300	186	10	)	)	PUNCT
ejpam-6300	186	11	(	(	PUNCT
ejpam-6300	186	12	2025	2025	NUM
ejpam-6300	186	13	)	)	PUNCT
ejpam-6300	186	14	,	,	PUNCT
ejpam-6300	186	15	6300	6300	NUM
ejpam-6300	186	16	10	10	NUM
ejpam-6300	186	17	of	of	ADP
ejpam-6300	186	18	20	20	NUM
ejpam-6300	186	19	image	image	NOUN
ejpam-6300	186	20	.	.	PUNCT
ejpam-6300	187	1	this	this	PRON
ejpam-6300	187	2	leads	lead	VERB
ejpam-6300	187	3	to	to	ADP
ejpam-6300	187	4	improved	improved	ADJ
ejpam-6300	187	5	segmentation	segmentation	NOUN
ejpam-6300	187	6	performance	performance	NOUN
ejpam-6300	187	7	,	,	PUNCT
ejpam-6300	187	8	particularly	particularly	ADV
ejpam-6300	187	9	in	in	ADP
ejpam-6300	187	10	challenging	challenge	VERB
ejpam-6300	187	11	scenarios	scenario	NOUN
ejpam-6300	187	12	where	where	SCONJ
ejpam-6300	187	13	variability	variability	NOUN
ejpam-6300	187	14	and	and	CCONJ
ejpam-6300	187	15	complexity	complexity	NOUN
ejpam-6300	187	16	are	be	AUX
ejpam-6300	187	17	high	high	ADJ
ejpam-6300	187	18	.	.	PUNCT
ejpam-6300	188	1	transunet	transunet	NOUN
ejpam-6300	188	2	’s	’s	PART
ejpam-6300	188	3	hybrid	hybrid	ADJ
ejpam-6300	188	4	approach	approach	NOUN
ejpam-6300	188	5	results	result	NOUN
ejpam-6300	188	6	in	in	ADP
ejpam-6300	188	7	a	a	DET
ejpam-6300	188	8	more	more	ADV
ejpam-6300	188	9	robust	robust	ADJ
ejpam-6300	188	10	and	and	CCONJ
ejpam-6300	188	11	effective	effective	ADJ
ejpam-6300	188	12	segmentation	segmentation	NOUN
ejpam-6300	188	13	model	model	NOUN
ejpam-6300	188	14	,	,	PUNCT
ejpam-6300	188	15	demonstrating	demonstrate	VERB
ejpam-6300	188	16	significant	significant	ADJ
ejpam-6300	188	17	improvements	improvement	NOUN
ejpam-6300	188	18	in	in	ADP
ejpam-6300	188	19	accuracy	accuracy	NOUN
ejpam-6300	188	20	and	and	CCONJ
ejpam-6300	188	21	robustness	robustness	NOUN
ejpam-6300	188	22	compared	compare	VERB
ejpam-6300	188	23	to	to	ADP
ejpam-6300	188	24	traditional	traditional	ADJ
ejpam-6300	188	25	models	model	NOUN
ejpam-6300	188	26	.	.	PUNCT
ejpam-6300	189	1	by	by	ADP
ejpam-6300	189	2	capturing	capture	VERB
ejpam-6300	189	3	both	both	PRON
ejpam-6300	189	4	local	local	ADJ
ejpam-6300	189	5	details	detail	NOUN
ejpam-6300	189	6	and	and	CCONJ
ejpam-6300	189	7	global	global	ADJ
ejpam-6300	189	8	context	context	NOUN
ejpam-6300	189	9	,	,	PUNCT
ejpam-6300	189	10	transunet	transunet	PROPN
ejpam-6300	189	11	is	be	AUX
ejpam-6300	189	12	particularly	particularly	ADV
ejpam-6300	189	13	well	well	ADV
ejpam-6300	189	14	-	-	PUNCT
ejpam-6300	189	15	suited	suit	VERB
ejpam-6300	189	16	for	for	ADP
ejpam-6300	189	17	medical	medical	ADJ
ejpam-6300	189	18	image	image	NOUN
ejpam-6300	189	19	segmentation	segmentation	NOUN
ejpam-6300	189	20	tasks	task	NOUN
ejpam-6300	189	21	,	,	PUNCT
ejpam-6300	189	22	where	where	SCONJ
ejpam-6300	189	23	precision	precision	NOUN
ejpam-6300	189	24	and	and	CCONJ
ejpam-6300	189	25	the	the	DET
ejpam-6300	189	26	ability	ability	NOUN
ejpam-6300	189	27	to	to	PART
ejpam-6300	189	28	discern	discern	VERB
ejpam-6300	189	29	subtle	subtle	ADJ
ejpam-6300	189	30	patterns	pattern	NOUN
ejpam-6300	189	31	are	be	AUX
ejpam-6300	189	32	critical	critical	ADJ
ejpam-6300	189	33	.	.	PUNCT
ejpam-6300	190	1	the	the	DET
ejpam-6300	190	2	ability	ability	NOUN
ejpam-6300	190	3	to	to	PART
ejpam-6300	190	4	model	model	VERB
ejpam-6300	190	5	complex	complex	ADJ
ejpam-6300	190	6	relationships	relationship	NOUN
ejpam-6300	190	7	within	within	ADP
ejpam-6300	190	8	the	the	DET
ejpam-6300	190	9	image	image	NOUN
ejpam-6300	190	10	allows	allow	VERB
ejpam-6300	190	11	transunet	transunet	NOUN
ejpam-6300	190	12	to	to	PART
ejpam-6300	190	13	handle	handle	VERB
ejpam-6300	190	14	various	various	ADJ
ejpam-6300	190	15	medical	medical	ADJ
ejpam-6300	190	16	imaging	imaging	NOUN
ejpam-6300	190	17	challenges	challenge	NOUN
ejpam-6300	190	18	,	,	PUNCT
ejpam-6300	190	19	from	from	ADP
ejpam-6300	190	20	identifying	identify	VERB
ejpam-6300	190	21	small	small	ADJ
ejpam-6300	190	22	lesions	lesion	NOUN
ejpam-6300	190	23	to	to	ADP
ejpam-6300	190	24	segmenting	segment	VERB
ejpam-6300	190	25	large	large	ADJ
ejpam-6300	190	26	and	and	CCONJ
ejpam-6300	190	27	complex	complex	ADJ
ejpam-6300	190	28	anatomical	anatomical	ADJ
ejpam-6300	190	29	structures	structure	NOUN
ejpam-6300	190	30	.	.	PUNCT
ejpam-6300	191	1	transunet	transunet	NOUN
ejpam-6300	191	2	’s	’s	PART
ejpam-6300	191	3	innovative	innovative	ADJ
ejpam-6300	191	4	combination	combination	NOUN
ejpam-6300	191	5	of	of	ADP
ejpam-6300	191	6	cnns	cnn	NOUN
ejpam-6300	191	7	and	and	CCONJ
ejpam-6300	191	8	transformers	transformer	NOUN
ejpam-6300	191	9	represents	represent	VERB
ejpam-6300	191	10	a	a	DET
ejpam-6300	191	11	significant	significant	ADJ
ejpam-6300	191	12	advancement	advancement	NOUN
ejpam-6300	191	13	in	in	ADP
ejpam-6300	191	14	the	the	DET
ejpam-6300	191	15	field	field	NOUN
ejpam-6300	191	16	of	of	ADP
ejpam-6300	191	17	image	image	NOUN
ejpam-6300	191	18	segmentation	segmentation	NOUN
ejpam-6300	191	19	.	.	PUNCT
ejpam-6300	192	1	by	by	ADP
ejpam-6300	192	2	integrating	integrate	VERB
ejpam-6300	192	3	transformer	transformer	NOUN
ejpam-6300	192	4	blocks	block	NOUN
ejpam-6300	192	5	into	into	ADP
ejpam-6300	192	6	the	the	DET
ejpam-6300	192	7	u	u	ADJ
ejpam-6300	192	8	-	-	ADJ
ejpam-6300	192	9	net	net	ADJ
ejpam-6300	192	10	architecture	architecture	NOUN
ejpam-6300	192	11	,	,	PUNCT
ejpam-6300	192	12	transunet	transunet	NOUN
ejpam-6300	192	13	effectively	effectively	ADV
ejpam-6300	192	14	captures	capture	VERB
ejpam-6300	192	15	both	both	PRON
ejpam-6300	192	16	detailed	detailed	ADJ
ejpam-6300	192	17	local	local	ADJ
ejpam-6300	192	18	features	feature	NOUN
ejpam-6300	192	19	and	and	CCONJ
ejpam-6300	192	20	comprehensive	comprehensive	ADJ
ejpam-6300	192	21	global	global	ADJ
ejpam-6300	192	22	context	context	NOUN
ejpam-6300	192	23	,	,	PUNCT
ejpam-6300	192	24	enhancing	enhance	VERB
ejpam-6300	192	25	segmentation	segmentation	NOUN
ejpam-6300	192	26	accuracy	accuracy	NOUN
ejpam-6300	192	27	and	and	CCONJ
ejpam-6300	192	28	robustness	robustness	NOUN
ejpam-6300	192	29	.	.	PUNCT
ejpam-6300	193	1	this	this	PRON
ejpam-6300	193	2	makes	make	VERB
ejpam-6300	193	3	transunet	transunet	NOUN
ejpam-6300	193	4	a	a	DET
ejpam-6300	193	5	powerful	powerful	ADJ
ejpam-6300	193	6	tool	tool	NOUN
ejpam-6300	193	7	for	for	ADP
ejpam-6300	193	8	medical	medical	ADJ
ejpam-6300	193	9	imaging	imaging	NOUN
ejpam-6300	193	10	,	,	PUNCT
ejpam-6300	193	11	providing	provide	VERB
ejpam-6300	193	12	reliable	reliable	ADJ
ejpam-6300	193	13	and	and	CCONJ
ejpam-6300	193	14	precise	precise	ADJ
ejpam-6300	193	15	segmentation	segmentation	NOUN
ejpam-6300	193	16	essential	essential	ADJ
ejpam-6300	193	17	for	for	ADP
ejpam-6300	193	18	accurate	accurate	ADJ
ejpam-6300	193	19	diagnosis	diagnosis	NOUN
ejpam-6300	193	20	and	and	CCONJ
ejpam-6300	193	21	treatment	treatment	NOUN
ejpam-6300	193	22	planning	planning	NOUN
ejpam-6300	193	23	.	.	PUNCT
ejpam-6300	194	1	the	the	DET
ejpam-6300	194	2	introduction	introduction	NOUN
ejpam-6300	194	3	of	of	ADP
ejpam-6300	194	4	transformers	transformer	NOUN
ejpam-6300	194	5	into	into	ADP
ejpam-6300	194	6	this	this	DET
ejpam-6300	194	7	domain	domain	NOUN
ejpam-6300	194	8	highlights	highlight	VERB
ejpam-6300	194	9	the	the	DET
ejpam-6300	194	10	ongoing	ongoing	ADJ
ejpam-6300	194	11	evolution	evolution	NOUN
ejpam-6300	194	12	of	of	ADP
ejpam-6300	194	13	neural	neural	ADJ
ejpam-6300	194	14	network	network	NOUN
ejpam-6300	194	15	architectures	architecture	NOUN
ejpam-6300	194	16	,	,	PUNCT
ejpam-6300	194	17	paving	pave	VERB
ejpam-6300	194	18	the	the	DET
ejpam-6300	194	19	way	way	NOUN
ejpam-6300	194	20	for	for	ADP
ejpam-6300	194	21	future	future	ADJ
ejpam-6300	194	22	innovations	innovation	NOUN
ejpam-6300	194	23	that	that	PRON
ejpam-6300	194	24	further	far	ADV
ejpam-6300	194	25	enhance	enhance	VERB
ejpam-6300	194	26	the	the	DET
ejpam-6300	194	27	capabilities	capability	NOUN
ejpam-6300	194	28	of	of	ADP
ejpam-6300	194	29	image	image	NOUN
ejpam-6300	194	30	segmentation	segmentation	NOUN
ejpam-6300	194	31	technologies	technology	NOUN
ejpam-6300	194	32	[	[	X
ejpam-6300	194	33	14	14	NUM
ejpam-6300	194	34	]	]	SYM
ejpam-6300	194	35	.	.	PUNCT
ejpam-6300	195	1	2.6	2.6	NUM
ejpam-6300	195	2	.	.	PUNCT
ejpam-6300	195	3	models	model	NOUN
ejpam-6300	195	4	implementation	implementation	NOUN
ejpam-6300	195	5	and	and	CCONJ
ejpam-6300	195	6	experimental	experimental	ADJ
ejpam-6300	195	7	setup	setup	NOUN
ejpam-6300	195	8	all	all	DET
ejpam-6300	195	9	models	model	NOUN
ejpam-6300	195	10	were	be	AUX
ejpam-6300	195	11	trained	train	VERB
ejpam-6300	195	12	on	on	ADP
ejpam-6300	195	13	2d	2d	NUM
ejpam-6300	195	14	labeled	label	VERB
ejpam-6300	195	15	slices	slice	NOUN
ejpam-6300	195	16	,	,	PUNCT
ejpam-6300	195	17	using	use	VERB
ejpam-6300	195	18	256	256	NUM
ejpam-6300	195	19	×	×	NOUN
ejpam-6300	195	20	256	256	NUM
ejpam-6300	195	21	patches	patch	NOUN
ejpam-6300	195	22	extracted	extract	VERB
ejpam-6300	195	23	from	from	ADP
ejpam-6300	195	24	the	the	DET
ejpam-6300	195	25	target	target	NOUN
ejpam-6300	195	26	cta	cta	NOUN
ejpam-6300	195	27	scans	scan	NOUN
ejpam-6300	195	28	.	.	PUNCT
ejpam-6300	196	1	each	each	DET
ejpam-6300	196	2	cta	cta	PROPN
ejpam-6300	196	3	slice	slice	PROPN
ejpam-6300	196	4	underwent	underwent	NOUN
ejpam-6300	196	5	patch	patch	ADJ
ejpam-6300	196	6	-	-	PUNCT
ejpam-6300	196	7	wise	wise	ADJ
ejpam-6300	196	8	normalization	normalization	NOUN
ejpam-6300	196	9	with	with	ADP
ejpam-6300	196	10	zero	zero	NUM
ejpam-6300	196	11	mean	mean	NOUN
ejpam-6300	196	12	and	and	CCONJ
ejpam-6300	196	13	unit	unit	NOUN
ejpam-6300	196	14	variance	variance	NOUN
ejpam-6300	196	15	.	.	PUNCT
ejpam-6300	197	1	the	the	DET
ejpam-6300	197	2	model	model	NOUN
ejpam-6300	197	3	architecture	architecture	NOUN
ejpam-6300	197	4	was	be	AUX
ejpam-6300	197	5	developed	develop	VERB
ejpam-6300	197	6	using	use	VERB
ejpam-6300	197	7	keras	keras	PROPN
ejpam-6300	197	8	with	with	ADP
ejpam-6300	197	9	a	a	DET
ejpam-6300	197	10	tensorflow	tensorflow	NOUN
ejpam-6300	197	11	backend	backend	NOUN
ejpam-6300	197	12	.	.	PUNCT
ejpam-6300	198	1	the	the	DET
ejpam-6300	198	2	2d	2d	NUM
ejpam-6300	198	3	slices	slice	NOUN
ejpam-6300	198	4	used	use	VERB
ejpam-6300	198	5	for	for	ADP
ejpam-6300	198	6	training	training	NOUN
ejpam-6300	198	7	represented	represent	VERB
ejpam-6300	198	8	the	the	DET
ejpam-6300	198	9	entire	entire	ADJ
ejpam-6300	198	10	axial	axial	ADJ
ejpam-6300	198	11	slice	slice	NOUN
ejpam-6300	198	12	area	area	NOUN
ejpam-6300	198	13	in	in	ADP
ejpam-6300	198	14	the	the	DET
ejpam-6300	198	15	cta	cta	PROPN
ejpam-6300	198	16	scan	scan	PROPN
ejpam-6300	198	17	.	.	PUNCT
ejpam-6300	199	1	to	to	PART
ejpam-6300	199	2	address	address	VERB
ejpam-6300	199	3	the	the	DET
ejpam-6300	199	4	issue	issue	NOUN
ejpam-6300	199	5	of	of	ADP
ejpam-6300	199	6	class	class	NOUN
ejpam-6300	199	7	imbalance	imbalance	NOUN
ejpam-6300	199	8	in	in	ADP
ejpam-6300	199	9	vessel	vessel	ADJ
ejpam-6300	199	10	regions	region	NOUN
ejpam-6300	199	11	,	,	PUNCT
ejpam-6300	199	12	multiple	multiple	ADJ
ejpam-6300	199	13	strategies	strategy	NOUN
ejpam-6300	199	14	were	be	AUX
ejpam-6300	199	15	adopted	adopt	VERB
ejpam-6300	199	16	to	to	PART
ejpam-6300	199	17	improve	improve	VERB
ejpam-6300	199	18	the	the	DET
ejpam-6300	199	19	network	network	NOUN
ejpam-6300	199	20	’s	’s	PART
ejpam-6300	199	21	performance	performance	NOUN
ejpam-6300	199	22	.	.	PUNCT
ejpam-6300	200	1	a	a	DET
ejpam-6300	200	2	hybrid	hybrid	ADJ
ejpam-6300	200	3	loss	loss	NOUN
ejpam-6300	200	4	function	function	NOUN
ejpam-6300	200	5	was	be	AUX
ejpam-6300	200	6	utilized	utilize	VERB
ejpam-6300	200	7	during	during	ADP
ejpam-6300	200	8	training	training	NOUN
ejpam-6300	200	9	,	,	PUNCT
ejpam-6300	200	10	combining	combine	VERB
ejpam-6300	200	11	binary	binary	PROPN
ejpam-6300	200	12	cross	cross	NOUN
ejpam-6300	200	13	-	-	NOUN
ejpam-6300	200	14	entropy	entropy	ADJ
ejpam-6300	200	15	(	(	PUNCT
ejpam-6300	200	16	bce	bce	PROPN
ejpam-6300	200	17	)	)	PUNCT
ejpam-6300	200	18	and	and	CCONJ
ejpam-6300	200	19	soft	soft	ADJ
ejpam-6300	200	20	dice	dice	NOUN
ejpam-6300	200	21	loss	loss	NOUN
ejpam-6300	200	22	(	(	PUNCT
ejpam-6300	200	23	dsc	dsc	NOUN
ejpam-6300	200	24	)	)	PUNCT
ejpam-6300	200	25	with	with	ADP
ejpam-6300	200	26	equal	equal	ADJ
ejpam-6300	200	27	weighting	weighting	NOUN
ejpam-6300	200	28	to	to	PART
ejpam-6300	200	29	evaluate	evaluate	VERB
ejpam-6300	200	30	how	how	SCONJ
ejpam-6300	200	31	well	well	ADV
ejpam-6300	200	32	the	the	DET
ejpam-6300	200	33	predicted	predict	VERB
ejpam-6300	200	34	vessel	vessel	NOUN
ejpam-6300	200	35	regions	region	NOUN
ejpam-6300	200	36	aligned	align	VERB
ejpam-6300	200	37	with	with	ADP
ejpam-6300	200	38	the	the	DET
ejpam-6300	200	39	ground	ground	NOUN
ejpam-6300	200	40	truth	truth	NOUN
ejpam-6300	200	41	.	.	PUNCT
ejpam-6300	201	1	the	the	DET
ejpam-6300	201	2	training	training	NOUN
ejpam-6300	201	3	process	process	NOUN
ejpam-6300	201	4	specifically	specifically	ADV
ejpam-6300	201	5	targeted	target	VERB
ejpam-6300	201	6	the	the	DET
ejpam-6300	201	7	heart	heart	NOUN
ejpam-6300	201	8	region	region	NOUN
ejpam-6300	201	9	of	of	ADP
ejpam-6300	201	10	interest	interest	NOUN
ejpam-6300	201	11	(	(	PUNCT
ejpam-6300	201	12	roi	roi	NOUN
ejpam-6300	201	13	)	)	PUNCT
ejpam-6300	201	14	to	to	PART
ejpam-6300	201	15	help	help	VERB
ejpam-6300	201	16	the	the	DET
ejpam-6300	201	17	network	network	NOUN
ejpam-6300	201	18	accurately	accurately	ADV
ejpam-6300	201	19	distinguish	distinguish	VERB
ejpam-6300	201	20	vessels	vessel	NOUN
ejpam-6300	201	21	from	from	ADP
ejpam-6300	201	22	the	the	DET
ejpam-6300	201	23	surrounding	surround	VERB
ejpam-6300	201	24	heart	heart	NOUN
ejpam-6300	201	25	tissue	tissue	NOUN
ejpam-6300	201	26	.	.	PUNCT
ejpam-6300	202	1	training	training	NOUN
ejpam-6300	202	2	patches	patch	NOUN
ejpam-6300	202	3	were	be	AUX
ejpam-6300	202	4	derived	derive	VERB
ejpam-6300	202	5	by	by	ADP
ejpam-6300	202	6	isolating	isolate	VERB
ejpam-6300	202	7	the	the	DET
ejpam-6300	202	8	heart	heart	NOUN
ejpam-6300	202	9	region	region	NOUN
ejpam-6300	202	10	from	from	ADP
ejpam-6300	202	11	cta	cta	PROPN
ejpam-6300	202	12	slices	slice	NOUN
ejpam-6300	202	13	,	,	PUNCT
ejpam-6300	202	14	as	as	SCONJ
ejpam-6300	202	15	depicted	depict	VERB
ejpam-6300	202	16	in	in	ADP
ejpam-6300	202	17	figure	figure	NOUN
ejpam-6300	202	18	2	2	NUM
ejpam-6300	202	19	.	.	PUNCT
ejpam-6300	203	1	only	only	ADV
ejpam-6300	203	2	patches	patch	NOUN
ejpam-6300	203	3	with	with	ADP
ejpam-6300	203	4	corresponding	corresponding	ADJ
ejpam-6300	203	5	annotation	annotation	NOUN
ejpam-6300	203	6	masks	mask	NOUN
ejpam-6300	203	7	were	be	AUX
ejpam-6300	203	8	included	include	VERB
ejpam-6300	203	9	in	in	ADP
ejpam-6300	203	10	the	the	DET
ejpam-6300	203	11	dataset	dataset	NOUN
ejpam-6300	203	12	,	,	PUNCT
ejpam-6300	203	13	while	while	SCONJ
ejpam-6300	203	14	those	those	PRON
ejpam-6300	203	15	without	without	ADP
ejpam-6300	203	16	masks	mask	NOUN
ejpam-6300	203	17	were	be	AUX
ejpam-6300	203	18	excluded	exclude	VERB
ejpam-6300	203	19	to	to	PART
ejpam-6300	203	20	ensure	ensure	VERB
ejpam-6300	203	21	relevant	relevant	ADJ
ejpam-6300	203	22	and	and	CCONJ
ejpam-6300	203	23	precise	precise	ADJ
ejpam-6300	203	24	training	training	NOUN
ejpam-6300	203	25	data	datum	NOUN
ejpam-6300	203	26	.	.	PUNCT
ejpam-6300	204	1	figure	figure	NOUN
ejpam-6300	204	2	2	2	NUM
ejpam-6300	204	3	:	:	PUNCT
ejpam-6300	204	4	training	training	NOUN
ejpam-6300	204	5	patches	patch	NOUN
ejpam-6300	204	6	(	(	PUNCT
ejpam-6300	204	7	heart	heart	NOUN
ejpam-6300	204	8	region	region	NOUN
ejpam-6300	204	9	)	)	PUNCT
ejpam-6300	204	10	.	.	PUNCT
ejpam-6300	205	1	o.	o.	PROPN
ejpam-6300	205	2	alirr	alirr	PROPN
ejpam-6300	205	3	/	/	SYM
ejpam-6300	205	4	eur	eur	PROPN
ejpam-6300	205	5	.	.	PUNCT
ejpam-6300	206	1	j.	j.	PROPN
ejpam-6300	206	2	pure	pure	PROPN
ejpam-6300	206	3	appl	appl	PROPN
ejpam-6300	206	4	.	.	PROPN
ejpam-6300	206	5	math	math	PROPN
ejpam-6300	206	6	,	,	PUNCT
ejpam-6300	206	7	18	18	NUM
ejpam-6300	206	8	(	(	PUNCT
ejpam-6300	206	9	4	4	NUM
ejpam-6300	206	10	)	)	PUNCT
ejpam-6300	206	11	(	(	PUNCT
ejpam-6300	206	12	2025	2025	NUM
ejpam-6300	206	13	)	)	PUNCT
ejpam-6300	206	14	,	,	PUNCT
ejpam-6300	206	15	6300	6300	NUM
ejpam-6300	206	16	11	11	NUM
ejpam-6300	206	17	of	of	ADP
ejpam-6300	206	18	20	20	NUM
ejpam-6300	206	19	a	a	DET
ejpam-6300	206	20	robust	robust	ADJ
ejpam-6300	206	21	experimental	experimental	ADJ
ejpam-6300	206	22	framework	framework	NOUN
ejpam-6300	206	23	was	be	AUX
ejpam-6300	206	24	established	establish	VERB
ejpam-6300	206	25	to	to	PART
ejpam-6300	206	26	thoroughly	thoroughly	ADV
ejpam-6300	206	27	assess	assess	VERB
ejpam-6300	206	28	the	the	DET
ejpam-6300	206	29	performance	performance	NOUN
ejpam-6300	206	30	of	of	ADP
ejpam-6300	206	31	deep	deep	ADJ
ejpam-6300	206	32	learning	learning	NOUN
ejpam-6300	206	33	models	model	NOUN
ejpam-6300	206	34	for	for	ADP
ejpam-6300	206	35	coronary	coronary	ADJ
ejpam-6300	206	36	artery	artery	NOUN
ejpam-6300	206	37	segmentation	segmentation	NOUN
ejpam-6300	206	38	from	from	ADP
ejpam-6300	206	39	cta	cta	PROPN
ejpam-6300	206	40	images	image	NOUN
ejpam-6300	206	41	.	.	PUNCT
ejpam-6300	207	1	the	the	DET
ejpam-6300	207	2	dataset	dataset	NOUN
ejpam-6300	207	3	was	be	AUX
ejpam-6300	207	4	systematically	systematically	ADV
ejpam-6300	207	5	divided	divide	VERB
ejpam-6300	207	6	into	into	ADP
ejpam-6300	207	7	distinct	distinct	ADJ
ejpam-6300	207	8	training	training	NOUN
ejpam-6300	207	9	,	,	PUNCT
ejpam-6300	207	10	validation	validation	NOUN
ejpam-6300	207	11	,	,	PUNCT
ejpam-6300	207	12	and	and	CCONJ
ejpam-6300	207	13	test	test	NOUN
ejpam-6300	207	14	subsets	subset	NOUN
ejpam-6300	207	15	,	,	PUNCT
ejpam-6300	207	16	ensuring	ensure	VERB
ejpam-6300	207	17	complete	complete	ADJ
ejpam-6300	207	18	separation	separation	NOUN
ejpam-6300	207	19	to	to	PART
ejpam-6300	207	20	prevent	prevent	VERB
ejpam-6300	207	21	overlap	overlap	NOUN
ejpam-6300	207	22	.	.	PUNCT
ejpam-6300	208	1	an	an	DET
ejpam-6300	208	2	80/20	80/20	NUM
ejpam-6300	208	3	split	split	NOUN
ejpam-6300	208	4	was	be	AUX
ejpam-6300	208	5	employed	employ	VERB
ejpam-6300	208	6	for	for	ADP
ejpam-6300	208	7	training	training	NOUN
ejpam-6300	208	8	and	and	CCONJ
ejpam-6300	208	9	validation	validation	NOUN
ejpam-6300	208	10	,	,	PUNCT
ejpam-6300	208	11	with	with	ADP
ejpam-6300	208	12	model	model	NOUN
ejpam-6300	208	13	selection	selection	NOUN
ejpam-6300	208	14	and	and	CCONJ
ejpam-6300	208	15	hyperparameter	hyperparameter	NOUN
ejpam-6300	208	16	tuning	tuning	NOUN
ejpam-6300	208	17	driven	drive	VERB
ejpam-6300	208	18	by	by	ADP
ejpam-6300	208	19	performance	performance	NOUN
ejpam-6300	208	20	on	on	ADP
ejpam-6300	208	21	the	the	DET
ejpam-6300	208	22	validation	validation	NOUN
ejpam-6300	208	23	set	set	NOUN
ejpam-6300	208	24	.	.	PUNCT
ejpam-6300	209	1	the	the	DET
ejpam-6300	209	2	training	training	NOUN
ejpam-6300	209	3	process	process	NOUN
ejpam-6300	209	4	utilized	utilize	VERB
ejpam-6300	209	5	the	the	DET
ejpam-6300	209	6	adam	adam	PROPN
ejpam-6300	209	7	optimizer	optimizer	NOUN
ejpam-6300	209	8	,	,	PUNCT
ejpam-6300	209	9	starting	start	VERB
ejpam-6300	209	10	with	with	ADP
ejpam-6300	209	11	an	an	DET
ejpam-6300	209	12	initial	initial	ADJ
ejpam-6300	209	13	learning	learning	NOUN
ejpam-6300	209	14	rate	rate	NOUN
ejpam-6300	209	15	of	of	ADP
ejpam-6300	209	16	0.0001	0.0001	NUM
ejpam-6300	209	17	.	.	PUNCT
ejpam-6300	210	1	to	to	PART
ejpam-6300	210	2	optimize	optimize	VERB
ejpam-6300	210	3	efficiency	efficiency	NOUN
ejpam-6300	210	4	,	,	PUNCT
ejpam-6300	210	5	adaptive	adaptive	ADJ
ejpam-6300	210	6	monitoring	monitoring	NOUN
ejpam-6300	210	7	mechanisms	mechanism	NOUN
ejpam-6300	210	8	were	be	AUX
ejpam-6300	210	9	incorporated	incorporate	VERB
ejpam-6300	210	10	:	:	PUNCT
ejpam-6300	210	11	the	the	DET
ejpam-6300	210	12	learning	learning	NOUN
ejpam-6300	210	13	rate	rate	NOUN
ejpam-6300	210	14	was	be	AUX
ejpam-6300	210	15	halved	halve	VERB
ejpam-6300	210	16	if	if	SCONJ
ejpam-6300	210	17	the	the	DET
ejpam-6300	210	18	validation	validation	NOUN
ejpam-6300	210	19	dice	dice	NOUN
ejpam-6300	210	20	similarity	similarity	NOUN
ejpam-6300	210	21	coefficient	coefficient	NOUN
ejpam-6300	210	22	(	(	PUNCT
ejpam-6300	210	23	dsc	dsc	NOUN
ejpam-6300	210	24	)	)	PUNCT
ejpam-6300	210	25	did	do	AUX
ejpam-6300	210	26	not	not	PART
ejpam-6300	210	27	improve	improve	VERB
ejpam-6300	210	28	over	over	ADP
ejpam-6300	210	29	three	three	NUM
ejpam-6300	210	30	consecutive	consecutive	ADJ
ejpam-6300	210	31	epochs	epoch	NOUN
ejpam-6300	210	32	,	,	PUNCT
ejpam-6300	210	33	and	and	CCONJ
ejpam-6300	210	34	training	training	NOUN
ejpam-6300	210	35	was	be	AUX
ejpam-6300	210	36	terminated	terminate	VERB
ejpam-6300	210	37	if	if	SCONJ
ejpam-6300	210	38	no	no	DET
ejpam-6300	210	39	further	further	ADJ
ejpam-6300	210	40	improvement	improvement	NOUN
ejpam-6300	210	41	was	be	AUX
ejpam-6300	210	42	observed	observe	VERB
ejpam-6300	210	43	after	after	ADP
ejpam-6300	210	44	five	five	NUM
ejpam-6300	210	45	consecutive	consecutive	ADJ
ejpam-6300	210	46	epochs	epoch	NOUN
ejpam-6300	210	47	.	.	PUNCT
ejpam-6300	211	1	the	the	DET
ejpam-6300	211	2	models	model	NOUN
ejpam-6300	211	3	were	be	AUX
ejpam-6300	211	4	trained	train	VERB
ejpam-6300	211	5	with	with	ADP
ejpam-6300	211	6	a	a	DET
ejpam-6300	211	7	batch	batch	NOUN
ejpam-6300	211	8	size	size	NOUN
ejpam-6300	211	9	of	of	ADP
ejpam-6300	211	10	16	16	NUM
ejpam-6300	211	11	for	for	ADP
ejpam-6300	211	12	up	up	ADP
ejpam-6300	211	13	to	to	PART
ejpam-6300	211	14	500	500	NUM
ejpam-6300	211	15	epochs	epoch	NOUN
ejpam-6300	211	16	,	,	PUNCT
ejpam-6300	211	17	using	use	VERB
ejpam-6300	211	18	gradient	gradient	NOUN
ejpam-6300	211	19	clipping	clip	VERB
ejpam-6300	211	20	with	with	ADP
ejpam-6300	211	21	a	a	DET
ejpam-6300	211	22	maximum	maximum	ADJ
ejpam-6300	211	23	norm	norm	NOUN
ejpam-6300	211	24	of	of	ADP
ejpam-6300	211	25	1.0	1.0	NUM
ejpam-6300	211	26	to	to	PART
ejpam-6300	211	27	ensure	ensure	VERB
ejpam-6300	211	28	stable	stable	ADJ
ejpam-6300	211	29	training	training	NOUN
ejpam-6300	211	30	dynamics	dynamic	NOUN
ejpam-6300	211	31	.	.	PUNCT
ejpam-6300	212	1	model	model	NOUN
ejpam-6300	212	2	performance	performance	NOUN
ejpam-6300	212	3	was	be	AUX
ejpam-6300	212	4	evaluated	evaluate	VERB
ejpam-6300	212	5	with	with	ADP
ejpam-6300	212	6	a	a	DET
ejpam-6300	212	7	focus	focus	NOUN
ejpam-6300	212	8	on	on	ADP
ejpam-6300	212	9	coronary	coronary	ADJ
ejpam-6300	212	10	artery	artery	NOUN
ejpam-6300	212	11	segmentation	segmentation	NOUN
ejpam-6300	212	12	,	,	PUNCT
ejpam-6300	212	13	using	use	VERB
ejpam-6300	212	14	metrics	metric	NOUN
ejpam-6300	212	15	such	such	ADJ
ejpam-6300	212	16	as	as	ADP
ejpam-6300	212	17	the	the	DET
ejpam-6300	212	18	dice	dice	NOUN
ejpam-6300	212	19	similarity	similarity	NOUN
ejpam-6300	212	20	coefficient	coefficient	NOUN
ejpam-6300	212	21	(	(	PUNCT
ejpam-6300	212	22	dsc	dsc	NOUN
ejpam-6300	212	23	)	)	PUNCT
ejpam-6300	212	24	,	,	PUNCT
ejpam-6300	212	25	jaccard	jaccard	ADJ
ejpam-6300	212	26	index	index	NOUN
ejpam-6300	212	27	(	(	PUNCT
ejpam-6300	212	28	ji	ji	NOUN
ejpam-6300	212	29	)	)	PUNCT
ejpam-6300	212	30	,	,	PUNCT
ejpam-6300	212	31	sensitivity	sensitivity	NOUN
ejpam-6300	212	32	,	,	PUNCT
ejpam-6300	212	33	and	and	CCONJ
ejpam-6300	212	34	precision	precision	NOUN
ejpam-6300	212	35	.	.	PUNCT
ejpam-6300	213	1	these	these	DET
ejpam-6300	213	2	metrics	metric	NOUN
ejpam-6300	213	3	were	be	AUX
ejpam-6300	213	4	derived	derive	VERB
ejpam-6300	213	5	by	by	ADP
ejpam-6300	213	6	comparing	compare	VERB
ejpam-6300	213	7	the	the	DET
ejpam-6300	213	8	predicted	predict	VERB
ejpam-6300	213	9	segmentations	segmentation	NOUN
ejpam-6300	213	10	against	against	ADP
ejpam-6300	213	11	the	the	DET
ejpam-6300	213	12	ground	ground	NOUN
ejpam-6300	213	13	truth	truth	NOUN
ejpam-6300	213	14	annotations	annotation	NOUN
ejpam-6300	213	15	.	.	PUNCT
ejpam-6300	214	1	this	this	DET
ejpam-6300	214	2	rigorous	rigorous	ADJ
ejpam-6300	214	3	evaluation	evaluation	NOUN
ejpam-6300	214	4	approach	approach	NOUN
ejpam-6300	214	5	encompassed	encompass	VERB
ejpam-6300	214	6	all	all	DET
ejpam-6300	214	7	critical	critical	ADJ
ejpam-6300	214	8	elements	element	NOUN
ejpam-6300	214	9	,	,	PUNCT
ejpam-6300	214	10	including	include	VERB
ejpam-6300	214	11	dataset	dataset	NOUN
ejpam-6300	214	12	organization	organization	NOUN
ejpam-6300	214	13	,	,	PUNCT
ejpam-6300	214	14	preprocessing	preprocesse	VERB
ejpam-6300	214	15	steps	step	NOUN
ejpam-6300	214	16	,	,	PUNCT
ejpam-6300	214	17	architectural	architectural	ADJ
ejpam-6300	214	18	design	design	NOUN
ejpam-6300	214	19	,	,	PUNCT
ejpam-6300	214	20	training	training	NOUN
ejpam-6300	214	21	parameters	parameter	NOUN
ejpam-6300	214	22	,	,	PUNCT
ejpam-6300	214	23	and	and	CCONJ
ejpam-6300	214	24	performance	performance	NOUN
ejpam-6300	214	25	assessment	assessment	NOUN
ejpam-6300	214	26	metrics	metric	NOUN
ejpam-6300	214	27	.	.	PUNCT
ejpam-6300	215	1	the	the	DET
ejpam-6300	215	2	detailed	detailed	ADJ
ejpam-6300	215	3	findings	finding	NOUN
ejpam-6300	215	4	presented	present	VERB
ejpam-6300	215	5	in	in	ADP
ejpam-6300	215	6	subsequent	subsequent	ADJ
ejpam-6300	215	7	sections	section	NOUN
ejpam-6300	215	8	highlight	highlight	VERB
ejpam-6300	215	9	the	the	DET
ejpam-6300	215	10	reliability	reliability	NOUN
ejpam-6300	215	11	and	and	CCONJ
ejpam-6300	215	12	potential	potential	ADJ
ejpam-6300	215	13	clinical	clinical	ADJ
ejpam-6300	215	14	significance	significance	NOUN
ejpam-6300	215	15	of	of	ADP
ejpam-6300	215	16	these	these	DET
ejpam-6300	215	17	methodologies	methodology	NOUN
ejpam-6300	215	18	in	in	ADP
ejpam-6300	215	19	advancing	advance	VERB
ejpam-6300	215	20	coronary	coronary	ADJ
ejpam-6300	215	21	artery	artery	NOUN
ejpam-6300	215	22	segmentation	segmentation	NOUN
ejpam-6300	215	23	and	and	CCONJ
ejpam-6300	215	24	improving	improve	VERB
ejpam-6300	215	25	cardiovascular	cardiovascular	ADJ
ejpam-6300	215	26	care	care	NOUN
ejpam-6300	215	27	.	.	PUNCT
ejpam-6300	216	1	2.7	2.7	NUM
ejpam-6300	216	2	.	.	PUNCT
ejpam-6300	216	3	performance	performance	NOUN
ejpam-6300	216	4	measures	measure	NOUN
ejpam-6300	216	5	in	in	ADP
ejpam-6300	216	6	the	the	DET
ejpam-6300	216	7	realm	realm	NOUN
ejpam-6300	216	8	of	of	ADP
ejpam-6300	216	9	medical	medical	ADJ
ejpam-6300	216	10	image	image	NOUN
ejpam-6300	216	11	segmentation	segmentation	NOUN
ejpam-6300	216	12	,	,	PUNCT
ejpam-6300	216	13	it	it	PRON
ejpam-6300	216	14	is	be	AUX
ejpam-6300	216	15	essential	essential	ADJ
ejpam-6300	216	16	to	to	PART
ejpam-6300	216	17	evaluate	evaluate	VERB
ejpam-6300	216	18	deep	deep	ADJ
ejpam-6300	216	19	learning	learning	NOUN
ejpam-6300	216	20	model	model	NOUN
ejpam-6300	216	21	performance	performance	NOUN
ejpam-6300	216	22	to	to	PART
ejpam-6300	216	23	gauge	gauge	VERB
ejpam-6300	216	24	their	their	PRON
ejpam-6300	216	25	accuracy	accuracy	NOUN
ejpam-6300	216	26	and	and	CCONJ
ejpam-6300	216	27	reliability	reliability	NOUN
ejpam-6300	216	28	.	.	PUNCT
ejpam-6300	217	1	this	this	DET
ejpam-6300	217	2	study	study	NOUN
ejpam-6300	217	3	focuses	focus	VERB
ejpam-6300	217	4	on	on	ADP
ejpam-6300	217	5	three	three	NUM
ejpam-6300	217	6	common	common	ADJ
ejpam-6300	217	7	metrics	metric	NOUN
ejpam-6300	217	8	:	:	PUNCT
ejpam-6300	217	9	dice	dice	NOUN
ejpam-6300	217	10	similarity	similarity	NOUN
ejpam-6300	217	11	coefficient	coefficient	NOUN
ejpam-6300	217	12	(	(	PUNCT
ejpam-6300	217	13	dice	dice	NOUN
ejpam-6300	217	14	)	)	PUNCT
ejpam-6300	217	15	,	,	PUNCT
ejpam-6300	217	16	precision	precision	NOUN
ejpam-6300	217	17	,	,	PUNCT
ejpam-6300	217	18	and	and	CCONJ
ejpam-6300	217	19	recall	recall	NOUN
ejpam-6300	217	20	.	.	PUNCT
ejpam-6300	218	1	the	the	DET
ejpam-6300	218	2	dice	dice	NOUN
ejpam-6300	218	3	similarity	similarity	NOUN
ejpam-6300	218	4	coefficient	coefficient	NOUN
ejpam-6300	218	5	(	(	PUNCT
ejpam-6300	218	6	dice	dice	NOUN
ejpam-6300	218	7	)	)	PUNCT
ejpam-6300	218	8	measures	measure	VERB
ejpam-6300	218	9	the	the	DET
ejpam-6300	218	10	overlap	overlap	NOUN
ejpam-6300	218	11	between	between	ADP
ejpam-6300	218	12	predicted	predict	VERB
ejpam-6300	218	13	and	and	CCONJ
ejpam-6300	218	14	ground	ground	NOUN
ejpam-6300	218	15	truth	truth	NOUN
ejpam-6300	218	16	segmentation	segmentation	NOUN
ejpam-6300	218	17	.	.	PUNCT
ejpam-6300	219	1	it	it	PRON
ejpam-6300	219	2	is	be	AUX
ejpam-6300	219	3	calculated	calculate	VERB
ejpam-6300	219	4	using	use	VERB
ejpam-6300	219	5	the	the	DET
ejpam-6300	219	6	following	follow	VERB
ejpam-6300	219	7	formula	formula	NOUN
ejpam-6300	219	8	:	:	PUNCT
ejpam-6300	220	1	dsc	dsc	NOUN
ejpam-6300	220	2	=	=	SYM
ejpam-6300	220	3	2|a	2|a	NUM
ejpam-6300	220	4	⋂	⋂	PROPN
ejpam-6300	220	5	b|	b|	PROPN
ejpam-6300	220	6	|a|+	|a|+	NOUN
ejpam-6300	220	7	|b|	|b|	X
ejpam-6300	220	8	(	(	PUNCT
ejpam-6300	220	9	1	1	X
ejpam-6300	220	10	)	)	PUNCT
ejpam-6300	220	11	in	in	ADP
ejpam-6300	220	12	this	this	DET
ejpam-6300	220	13	context	context	NOUN
ejpam-6300	220	14	,	,	PUNCT
ejpam-6300	220	15	a	a	PRON
ejpam-6300	220	16	and	and	CCONJ
ejpam-6300	220	17	b	b	NOUN
ejpam-6300	220	18	represent	represent	VERB
ejpam-6300	220	19	the	the	DET
ejpam-6300	220	20	number	number	NOUN
ejpam-6300	220	21	of	of	ADP
ejpam-6300	220	22	pixels	pixel	NOUN
ejpam-6300	220	23	in	in	ADP
ejpam-6300	220	24	the	the	DET
ejpam-6300	220	25	predicted	predict	VERB
ejpam-6300	220	26	segmentation	segmentation	NOUN
ejpam-6300	220	27	and	and	CCONJ
ejpam-6300	220	28	the	the	DET
ejpam-6300	220	29	ground	ground	NOUN
ejpam-6300	220	30	truth	truth	NOUN
ejpam-6300	220	31	segmentation	segmentation	NOUN
ejpam-6300	220	32	,	,	PUNCT
ejpam-6300	220	33	respectively	respectively	ADV
ejpam-6300	220	34	,	,	PUNCT
ejpam-6300	220	35	while	while	SCONJ
ejpam-6300	220	36	intersection	intersection	NOUN
ejpam-6300	220	37	denotes	denote	VERB
ejpam-6300	220	38	the	the	DET
ejpam-6300	220	39	count	count	NOUN
ejpam-6300	220	40	of	of	ADP
ejpam-6300	220	41	overlapping	overlap	VERB
ejpam-6300	220	42	pixels	pixel	NOUN
ejpam-6300	220	43	between	between	ADP
ejpam-6300	220	44	them	they	PRON
ejpam-6300	220	45	.	.	PUNCT
ejpam-6300	221	1	the	the	DET
ejpam-6300	221	2	dice	dice	NOUN
ejpam-6300	221	3	score	score	NOUN
ejpam-6300	221	4	ranges	range	VERB
ejpam-6300	221	5	from	from	ADP
ejpam-6300	221	6	0	0	NUM
ejpam-6300	221	7	to	to	ADP
ejpam-6300	221	8	1	1	NUM
ejpam-6300	221	9	,	,	PUNCT
ejpam-6300	221	10	where	where	SCONJ
ejpam-6300	221	11	a	a	DET
ejpam-6300	221	12	value	value	NOUN
ejpam-6300	221	13	of	of	ADP
ejpam-6300	221	14	1	1	NUM
ejpam-6300	221	15	signifies	signifie	NOUN
ejpam-6300	221	16	perfect	perfect	ADJ
ejpam-6300	221	17	overlap	overlap	NOUN
ejpam-6300	221	18	.	.	PUNCT
ejpam-6300	222	1	the	the	DET
ejpam-6300	222	2	jaccard	jaccard	PROPN
ejpam-6300	222	3	index	index	PROPN
ejpam-6300	222	4	,	,	PUNCT
ejpam-6300	222	5	also	also	ADV
ejpam-6300	222	6	called	call	VERB
ejpam-6300	222	7	the	the	DET
ejpam-6300	222	8	jaccard	jaccard	ADJ
ejpam-6300	222	9	similarity	similarity	NOUN
ejpam-6300	222	10	coefficient	coefficient	NOUN
ejpam-6300	222	11	or	or	CCONJ
ejpam-6300	222	12	intersection	intersection	NOUN
ejpam-6300	222	13	over	over	ADP
ejpam-6300	222	14	union	union	NOUN
ejpam-6300	222	15	(	(	PUNCT
ejpam-6300	222	16	iou	iou	PROPN
ejpam-6300	222	17	)	)	PUNCT
ejpam-6300	222	18	,	,	PUNCT
ejpam-6300	222	19	quantifies	quantify	VERB
ejpam-6300	222	20	the	the	DET
ejpam-6300	222	21	similarity	similarity	NOUN
ejpam-6300	222	22	between	between	ADP
ejpam-6300	222	23	the	the	DET
ejpam-6300	222	24	predicted	predict	VERB
ejpam-6300	222	25	and	and	CCONJ
ejpam-6300	222	26	ground	ground	NOUN
ejpam-6300	222	27	truth	truth	NOUN
ejpam-6300	222	28	segmentation	segmentation	NOUN
ejpam-6300	222	29	.	.	PUNCT
ejpam-6300	223	1	it	it	PRON
ejpam-6300	223	2	is	be	AUX
ejpam-6300	223	3	calculated	calculate	VERB
ejpam-6300	223	4	using	use	VERB
ejpam-6300	223	5	the	the	DET
ejpam-6300	223	6	formula	formula	NOUN
ejpam-6300	223	7	:	:	PUNCT
ejpam-6300	223	8	ji	ji	PROPN
ejpam-6300	223	9	=	=	PROPN
ejpam-6300	223	10	|a	|a	VERB
ejpam-6300	223	11	⋂	⋂	PROPN
ejpam-6300	223	12	b|	b|	PROPN
ejpam-6300	223	13	|a	|a	X
ejpam-6300	223	14	⋃	⋃	PROPN
ejpam-6300	223	15	b|	b|	PROPN
ejpam-6300	223	16	(	(	PUNCT
ejpam-6300	223	17	2	2	NUM
ejpam-6300	223	18	)	)	PUNCT
ejpam-6300	223	19	precision	precision	NOUN
ejpam-6300	223	20	and	and	CCONJ
ejpam-6300	223	21	recall	recall	NOUN
ejpam-6300	223	22	are	be	AUX
ejpam-6300	223	23	complementary	complementary	ADJ
ejpam-6300	223	24	metrics	metric	NOUN
ejpam-6300	223	25	that	that	PRON
ejpam-6300	223	26	offer	offer	VERB
ejpam-6300	223	27	valuable	valuable	ADJ
ejpam-6300	223	28	insights	insight	NOUN
ejpam-6300	223	29	into	into	ADP
ejpam-6300	223	30	a	a	DET
ejpam-6300	223	31	model	model	NOUN
ejpam-6300	223	32	’s	’s	PART
ejpam-6300	223	33	o.	o.	NOUN
ejpam-6300	223	34	alirr	alirr	PROPN
ejpam-6300	223	35	/	/	SYM
ejpam-6300	223	36	eur	eur	PROPN
ejpam-6300	223	37	.	.	PUNCT
ejpam-6300	224	1	j.	j.	PROPN
ejpam-6300	224	2	pure	pure	PROPN
ejpam-6300	224	3	appl	appl	PROPN
ejpam-6300	224	4	.	.	PROPN
ejpam-6300	224	5	math	math	PROPN
ejpam-6300	224	6	,	,	PUNCT
ejpam-6300	224	7	18	18	NUM
ejpam-6300	224	8	(	(	PUNCT
ejpam-6300	224	9	4	4	NUM
ejpam-6300	224	10	)	)	PUNCT
ejpam-6300	224	11	(	(	PUNCT
ejpam-6300	224	12	2025	2025	NUM
ejpam-6300	224	13	)	)	PUNCT
ejpam-6300	224	14	,	,	PUNCT
ejpam-6300	224	15	6300	6300	NUM
ejpam-6300	224	16	12	12	NUM
ejpam-6300	224	17	of	of	ADP
ejpam-6300	224	18	20	20	NUM
ejpam-6300	224	19	performance	performance	NOUN
ejpam-6300	224	20	.	.	PUNCT
ejpam-6300	225	1	precision	precision	NOUN
ejpam-6300	225	2	evaluates	evaluate	VERB
ejpam-6300	225	3	the	the	DET
ejpam-6300	225	4	ratio	ratio	NOUN
ejpam-6300	225	5	of	of	ADP
ejpam-6300	225	6	true	true	ADJ
ejpam-6300	225	7	positive	positive	ADJ
ejpam-6300	225	8	predictions	prediction	NOUN
ejpam-6300	225	9	(	(	PUNCT
ejpam-6300	225	10	tp	tp	NOUN
ejpam-6300	225	11	)	)	PUNCT
ejpam-6300	225	12	to	to	ADP
ejpam-6300	225	13	the	the	DET
ejpam-6300	225	14	total	total	ADJ
ejpam-6300	225	15	number	number	NOUN
ejpam-6300	225	16	of	of	ADP
ejpam-6300	225	17	positive	positive	ADJ
ejpam-6300	225	18	predictions	prediction	NOUN
ejpam-6300	225	19	and	and	CCONJ
ejpam-6300	225	20	is	be	AUX
ejpam-6300	225	21	calculated	calculate	VERB
ejpam-6300	225	22	as	as	ADP
ejpam-6300	225	23	:	:	PUNCT
ejpam-6300	225	24	precision	precision	NOUN
ejpam-6300	225	25	=	=	PUNCT
ejpam-6300	225	26	tp	tp	NOUN
ejpam-6300	225	27	tp	tp	ADP
ejpam-6300	226	1	+	+	CCONJ
ejpam-6300	226	2	fp	fp	X
ejpam-6300	226	3	(	(	PUNCT
ejpam-6300	226	4	3	3	NUM
ejpam-6300	226	5	)	)	PUNCT
ejpam-6300	226	6	recall	recall	NOUN
ejpam-6300	226	7	measures	measure	NOUN
ejpam-6300	226	8	the	the	DET
ejpam-6300	226	9	proportion	proportion	NOUN
ejpam-6300	226	10	of	of	ADP
ejpam-6300	226	11	true	true	ADJ
ejpam-6300	226	12	positive	positive	ADJ
ejpam-6300	226	13	predictions	prediction	NOUN
ejpam-6300	226	14	among	among	ADP
ejpam-6300	226	15	all	all	DET
ejpam-6300	226	16	actual	actual	ADJ
ejpam-6300	226	17	positive	positive	ADJ
ejpam-6300	226	18	instances	instance	NOUN
ejpam-6300	226	19	,	,	PUNCT
ejpam-6300	226	20	calculated	calculate	VERB
ejpam-6300	226	21	as	as	ADP
ejpam-6300	226	22	:	:	PUNCT
ejpam-6300	226	23	recall	recall	NOUN
ejpam-6300	226	24	=	=	VERB
ejpam-6300	226	25	tp	tp	NOUN
ejpam-6300	226	26	tp	tp	ADP
ejpam-6300	226	27	+	+	CCONJ
ejpam-6300	226	28	fn	fn	PROPN
ejpam-6300	226	29	(	(	PUNCT
ejpam-6300	226	30	4	4	NUM
ejpam-6300	226	31	)	)	PUNCT
ejpam-6300	226	32	true	true	ADJ
ejpam-6300	226	33	positives	positive	NOUN
ejpam-6300	226	34	(	(	PUNCT
ejpam-6300	226	35	tp	tp	NOUN
ejpam-6300	226	36	)	)	PUNCT
ejpam-6300	226	37	are	be	AUX
ejpam-6300	226	38	defined	define	VERB
ejpam-6300	226	39	as	as	ADP
ejpam-6300	226	40	the	the	DET
ejpam-6300	226	41	pixels	pixel	NOUN
ejpam-6300	226	42	accurately	accurately	ADV
ejpam-6300	226	43	identified	identify	VERB
ejpam-6300	226	44	as	as	ADP
ejpam-6300	226	45	belonging	belong	VERB
ejpam-6300	226	46	to	to	ADP
ejpam-6300	226	47	the	the	DET
ejpam-6300	226	48	intended	intend	VERB
ejpam-6300	226	49	structure	structure	NOUN
ejpam-6300	226	50	,	,	PUNCT
ejpam-6300	226	51	whereas	whereas	SCONJ
ejpam-6300	226	52	false	false	ADJ
ejpam-6300	226	53	positives	positive	NOUN
ejpam-6300	226	54	(	(	PUNCT
ejpam-6300	226	55	fp	fp	X
ejpam-6300	226	56	)	)	PUNCT
ejpam-6300	226	57	refer	refer	NOUN
ejpam-6300	226	58	to	to	ADP
ejpam-6300	226	59	pixels	pixel	NOUN
ejpam-6300	226	60	that	that	PRON
ejpam-6300	226	61	the	the	DET
ejpam-6300	226	62	model	model	NOUN
ejpam-6300	226	63	incorrectly	incorrectly	ADV
ejpam-6300	226	64	labels	label	NOUN
ejpam-6300	226	65	as	as	ADP
ejpam-6300	226	66	part	part	NOUN
ejpam-6300	226	67	of	of	ADP
ejpam-6300	226	68	the	the	DET
ejpam-6300	226	69	target	target	NOUN
ejpam-6300	226	70	structure	structure	NOUN
ejpam-6300	226	71	.	.	PUNCT
ejpam-6300	227	1	conversely	conversely	ADV
ejpam-6300	227	2	,	,	PUNCT
ejpam-6300	227	3	false	false	ADJ
ejpam-6300	227	4	negatives	negative	NOUN
ejpam-6300	227	5	(	(	PUNCT
ejpam-6300	227	6	fn	fn	NOUN
ejpam-6300	227	7	)	)	PUNCT
ejpam-6300	227	8	are	be	AUX
ejpam-6300	227	9	pixels	pixel	NOUN
ejpam-6300	227	10	that	that	PRON
ejpam-6300	227	11	genuinely	genuinely	ADV
ejpam-6300	227	12	belong	belong	VERB
ejpam-6300	227	13	to	to	ADP
ejpam-6300	227	14	the	the	DET
ejpam-6300	227	15	target	target	NOUN
ejpam-6300	227	16	structure	structure	NOUN
ejpam-6300	227	17	but	but	CCONJ
ejpam-6300	227	18	are	be	AUX
ejpam-6300	227	19	erroneously	erroneously	ADV
ejpam-6300	227	20	omitted	omit	VERB
ejpam-6300	227	21	by	by	ADP
ejpam-6300	227	22	the	the	DET
ejpam-6300	227	23	model	model	NOUN
ejpam-6300	227	24	.	.	PUNCT
ejpam-6300	228	1	precision	precision	NOUN
ejpam-6300	228	2	is	be	AUX
ejpam-6300	228	3	a	a	DET
ejpam-6300	228	4	critical	critical	ADJ
ejpam-6300	228	5	metric	metric	NOUN
ejpam-6300	228	6	that	that	PRON
ejpam-6300	228	7	gauges	gauge	VERB
ejpam-6300	228	8	the	the	DET
ejpam-6300	228	9	accuracy	accuracy	NOUN
ejpam-6300	228	10	of	of	ADP
ejpam-6300	228	11	the	the	DET
ejpam-6300	228	12	model	model	NOUN
ejpam-6300	228	13	’s	’s	PART
ejpam-6300	228	14	predictions	prediction	NOUN
ejpam-6300	228	15	by	by	ADP
ejpam-6300	228	16	measuring	measure	VERB
ejpam-6300	228	17	the	the	DET
ejpam-6300	228	18	proportion	proportion	NOUN
ejpam-6300	228	19	of	of	ADP
ejpam-6300	228	20	correctly	correctly	ADV
ejpam-6300	228	21	identified	identify	VERB
ejpam-6300	228	22	pixels	pixel	NOUN
ejpam-6300	228	23	among	among	ADP
ejpam-6300	228	24	all	all	DET
ejpam-6300	228	25	pixels	pixel	NOUN
ejpam-6300	228	26	predicted	predict	VERB
ejpam-6300	228	27	as	as	ADP
ejpam-6300	228	28	part	part	NOUN
ejpam-6300	228	29	of	of	ADP
ejpam-6300	228	30	the	the	DET
ejpam-6300	228	31	target	target	NOUN
ejpam-6300	228	32	structure	structure	NOUN
ejpam-6300	228	33	.	.	PUNCT
ejpam-6300	229	1	recall	recall	NOUN
ejpam-6300	229	2	,	,	PUNCT
ejpam-6300	229	3	on	on	ADP
ejpam-6300	229	4	the	the	DET
ejpam-6300	229	5	other	other	ADJ
ejpam-6300	229	6	hand	hand	NOUN
ejpam-6300	229	7	,	,	PUNCT
ejpam-6300	229	8	assesses	assess	VERB
ejpam-6300	229	9	the	the	DET
ejpam-6300	229	10	model	model	NOUN
ejpam-6300	229	11	’s	’s	PART
ejpam-6300	229	12	ability	ability	NOUN
ejpam-6300	229	13	to	to	PART
ejpam-6300	229	14	detect	detect	VERB
ejpam-6300	229	15	a	a	DET
ejpam-6300	229	16	significant	significant	ADJ
ejpam-6300	229	17	portion	portion	NOUN
ejpam-6300	229	18	of	of	ADP
ejpam-6300	229	19	the	the	DET
ejpam-6300	229	20	actual	actual	ADJ
ejpam-6300	229	21	target	target	NOUN
ejpam-6300	229	22	structure	structure	NOUN
ejpam-6300	229	23	,	,	PUNCT
ejpam-6300	229	24	emphasizing	emphasize	VERB
ejpam-6300	229	25	its	its	PRON
ejpam-6300	229	26	sensitivity	sensitivity	NOUN
ejpam-6300	229	27	in	in	ADP
ejpam-6300	229	28	identifying	identify	VERB
ejpam-6300	229	29	relevant	relevant	ADJ
ejpam-6300	229	30	features	feature	NOUN
ejpam-6300	229	31	.	.	PUNCT
ejpam-6300	230	1	together	together	ADV
ejpam-6300	230	2	,	,	PUNCT
ejpam-6300	230	3	these	these	DET
ejpam-6300	230	4	metrics	metric	NOUN
ejpam-6300	230	5	provide	provide	VERB
ejpam-6300	230	6	a	a	DET
ejpam-6300	230	7	comprehensive	comprehensive	ADJ
ejpam-6300	230	8	view	view	NOUN
ejpam-6300	230	9	of	of	ADP
ejpam-6300	230	10	the	the	DET
ejpam-6300	230	11	model	model	NOUN
ejpam-6300	230	12	’s	’s	PART
ejpam-6300	230	13	segmentation	segmentation	NOUN
ejpam-6300	230	14	performance	performance	NOUN
ejpam-6300	230	15	.	.	PUNCT
ejpam-6300	231	1	in	in	ADP
ejpam-6300	231	2	this	this	DET
ejpam-6300	231	3	study	study	NOUN
ejpam-6300	231	4	,	,	PUNCT
ejpam-6300	231	5	metrics	metric	NOUN
ejpam-6300	231	6	such	such	ADJ
ejpam-6300	231	7	as	as	ADP
ejpam-6300	231	8	dice	dice	NOUN
ejpam-6300	231	9	,	,	PUNCT
ejpam-6300	231	10	precision	precision	NOUN
ejpam-6300	231	11	,	,	PUNCT
ejpam-6300	231	12	and	and	CCONJ
ejpam-6300	231	13	recall	recall	NOUN
ejpam-6300	231	14	play	play	VERB
ejpam-6300	231	15	a	a	DET
ejpam-6300	231	16	pivotal	pivotal	ADJ
ejpam-6300	231	17	role	role	NOUN
ejpam-6300	231	18	in	in	ADP
ejpam-6300	231	19	evaluating	evaluate	VERB
ejpam-6300	231	20	the	the	DET
ejpam-6300	231	21	model	model	NOUN
ejpam-6300	231	22	’s	’s	PART
ejpam-6300	231	23	capacity	capacity	NOUN
ejpam-6300	231	24	to	to	PART
ejpam-6300	231	25	accurately	accurately	ADV
ejpam-6300	231	26	identify	identify	VERB
ejpam-6300	231	27	and	and	CCONJ
ejpam-6300	231	28	segment	segment	VERB
ejpam-6300	231	29	coronary	coronary	ADJ
ejpam-6300	231	30	arteries	artery	NOUN
ejpam-6300	231	31	from	from	ADP
ejpam-6300	231	32	cta	cta	PROPN
ejpam-6300	231	33	images	image	NOUN
ejpam-6300	231	34	.	.	PUNCT
ejpam-6300	232	1	these	these	DET
ejpam-6300	232	2	metrics	metric	NOUN
ejpam-6300	232	3	provide	provide	VERB
ejpam-6300	232	4	critical	critical	ADJ
ejpam-6300	232	5	insights	insight	NOUN
ejpam-6300	232	6	into	into	ADP
ejpam-6300	232	7	the	the	DET
ejpam-6300	232	8	model	model	NOUN
ejpam-6300	232	9	’s	’s	PART
ejpam-6300	232	10	performance	performance	NOUN
ejpam-6300	232	11	,	,	PUNCT
ejpam-6300	232	12	which	which	PRON
ejpam-6300	232	13	are	be	AUX
ejpam-6300	232	14	essential	essential	ADJ
ejpam-6300	232	15	for	for	ADP
ejpam-6300	232	16	informed	inform	VERB
ejpam-6300	232	17	clinical	clinical	ADJ
ejpam-6300	232	18	decision	decision	NOUN
ejpam-6300	232	19	-	-	PUNCT
ejpam-6300	232	20	making	making	NOUN
ejpam-6300	232	21	and	and	CCONJ
ejpam-6300	232	22	patient	patient	ADJ
ejpam-6300	232	23	care	care	NOUN
ejpam-6300	232	24	.	.	PUNCT
ejpam-6300	233	1	high	high	ADJ
ejpam-6300	233	2	dice	dice	NOUN
ejpam-6300	233	3	scores	score	NOUN
ejpam-6300	233	4	highlight	highlight	VERB
ejpam-6300	233	5	the	the	DET
ejpam-6300	233	6	model	model	NOUN
ejpam-6300	233	7	’s	’s	PART
ejpam-6300	233	8	ability	ability	NOUN
ejpam-6300	233	9	to	to	PART
ejpam-6300	233	10	precisely	precisely	ADV
ejpam-6300	233	11	locate	locate	VERB
ejpam-6300	233	12	and	and	CCONJ
ejpam-6300	233	13	delineate	delineate	VERB
ejpam-6300	233	14	coronary	coronary	ADJ
ejpam-6300	233	15	arteries	artery	NOUN
ejpam-6300	233	16	,	,	PUNCT
ejpam-6300	233	17	which	which	PRON
ejpam-6300	233	18	is	be	AUX
ejpam-6300	233	19	vital	vital	ADJ
ejpam-6300	233	20	for	for	ADP
ejpam-6300	233	21	diagnosing	diagnose	VERB
ejpam-6300	233	22	and	and	CCONJ
ejpam-6300	233	23	managing	manage	VERB
ejpam-6300	233	24	cardiovascular	cardiovascular	ADJ
ejpam-6300	233	25	diseases	disease	NOUN
ejpam-6300	233	26	.	.	PUNCT
ejpam-6300	234	1	similarly	similarly	ADV
ejpam-6300	234	2	,	,	PUNCT
ejpam-6300	234	3	high	high	ADJ
ejpam-6300	234	4	precision	precision	NOUN
ejpam-6300	234	5	reflects	reflect	VERB
ejpam-6300	234	6	reliable	reliable	ADJ
ejpam-6300	234	7	predictions	prediction	NOUN
ejpam-6300	234	8	,	,	PUNCT
ejpam-6300	234	9	and	and	CCONJ
ejpam-6300	234	10	high	high	ADJ
ejpam-6300	234	11	recall	recall	NOUN
ejpam-6300	234	12	ensures	ensure	VERB
ejpam-6300	234	13	that	that	SCONJ
ejpam-6300	234	14	a	a	DET
ejpam-6300	234	15	significant	significant	ADJ
ejpam-6300	234	16	proportion	proportion	NOUN
ejpam-6300	234	17	of	of	ADP
ejpam-6300	234	18	the	the	DET
ejpam-6300	234	19	target	target	NOUN
ejpam-6300	234	20	structures	structure	NOUN
ejpam-6300	234	21	are	be	AUX
ejpam-6300	234	22	successfully	successfully	ADV
ejpam-6300	234	23	identified	identify	VERB
ejpam-6300	234	24	,	,	PUNCT
ejpam-6300	234	25	further	far	ADV
ejpam-6300	234	26	reinforcing	reinforce	VERB
ejpam-6300	234	27	the	the	DET
ejpam-6300	234	28	model	model	NOUN
ejpam-6300	234	29	’s	’s	PART
ejpam-6300	234	30	utility	utility	NOUN
ejpam-6300	234	31	in	in	ADP
ejpam-6300	234	32	medical	medical	ADJ
ejpam-6300	234	33	applications	application	NOUN
ejpam-6300	234	34	.	.	PUNCT
ejpam-6300	235	1	3	3	X
ejpam-6300	235	2	.	.	NOUN
ejpam-6300	235	3	results	result	NOUN
ejpam-6300	235	4	and	and	CCONJ
ejpam-6300	235	5	discussion	discussion	NOUN
ejpam-6300	235	6	3.1	3.1	NUM
ejpam-6300	235	7	.	.	PUNCT
ejpam-6300	236	1	coronary	coronary	ADJ
ejpam-6300	236	2	arteries	artery	NOUN
ejpam-6300	236	3	segmentation	segmentation	VERB
ejpam-6300	236	4	the	the	DET
ejpam-6300	236	5	qualitative	qualitative	ADJ
ejpam-6300	236	6	results	result	NOUN
ejpam-6300	236	7	of	of	ADP
ejpam-6300	236	8	various	various	ADJ
ejpam-6300	236	9	u	u	ADJ
ejpam-6300	236	10	-	-	ADJ
ejpam-6300	236	11	net	net	ADJ
ejpam-6300	236	12	based	base	VERB
ejpam-6300	236	13	models	model	NOUN
ejpam-6300	236	14	and	and	CCONJ
ejpam-6300	236	15	the	the	DET
ejpam-6300	236	16	impact	impact	NOUN
ejpam-6300	236	17	of	of	ADP
ejpam-6300	236	18	incorporating	incorporate	VERB
ejpam-6300	236	19	vesselness	vesselness	ADJ
ejpam-6300	236	20	enhancement	enhancement	NOUN
ejpam-6300	236	21	as	as	ADP
ejpam-6300	236	22	a	a	DET
ejpam-6300	236	23	preprocessing	preprocessing	NOUN
ejpam-6300	236	24	step	step	NOUN
ejpam-6300	236	25	are	be	AUX
ejpam-6300	236	26	illustrated	illustrate	VERB
ejpam-6300	236	27	in	in	ADP
ejpam-6300	236	28	figure	figure	NOUN
ejpam-6300	236	29	3	3	NUM
ejpam-6300	236	30	.	.	PUNCT
ejpam-6300	237	1	this	this	DET
ejpam-6300	237	2	figure	figure	NOUN
ejpam-6300	237	3	specifically	specifically	ADV
ejpam-6300	237	4	highlights	highlight	VERB
ejpam-6300	237	5	the	the	DET
ejpam-6300	237	6	segmentation	segmentation	NOUN
ejpam-6300	237	7	of	of	ADP
ejpam-6300	237	8	the	the	DET
ejpam-6300	237	9	right	right	ADJ
ejpam-6300	237	10	coronary	coronary	ADJ
ejpam-6300	237	11	artery	artery	NOUN
ejpam-6300	237	12	(	(	PUNCT
ejpam-6300	237	13	rca	rca	PROPN
ejpam-6300	237	14	)	)	PUNCT
ejpam-6300	237	15	from	from	ADP
ejpam-6300	237	16	computed	compute	VERB
ejpam-6300	237	17	tomography	tomography	NOUN
ejpam-6300	237	18	angiography	angiography	NOUN
ejpam-6300	237	19	(	(	PUNCT
ejpam-6300	237	20	cta	cta	NOUN
ejpam-6300	237	21	)	)	PUNCT
ejpam-6300	237	22	scans	scan	NOUN
ejpam-6300	237	23	,	,	PUNCT
ejpam-6300	237	24	clearly	clearly	ADV
ejpam-6300	237	25	visible	visible	ADJ
ejpam-6300	237	26	from	from	ADP
ejpam-6300	237	27	the	the	DET
ejpam-6300	237	28	coronal	coronal	ADJ
ejpam-6300	237	29	view	view	NOUN
ejpam-6300	237	30	.	.	PUNCT
ejpam-6300	238	1	the	the	DET
ejpam-6300	238	2	first	first	ADJ
ejpam-6300	238	3	column	column	NOUN
ejpam-6300	238	4	presents	present	VERB
ejpam-6300	238	5	the	the	DET
ejpam-6300	238	6	rca	rca	PROPN
ejpam-6300	238	7	segmentation	segmentation	NOUN
ejpam-6300	238	8	prior	prior	ADV
ejpam-6300	238	9	to	to	ADP
ejpam-6300	238	10	applying	apply	VERB
ejpam-6300	238	11	vesselness	vesselness	NOUN
ejpam-6300	238	12	enhancement	enhancement	NOUN
ejpam-6300	238	13	,	,	PUNCT
ejpam-6300	238	14	while	while	SCONJ
ejpam-6300	238	15	the	the	DET
ejpam-6300	238	16	right	right	ADJ
ejpam-6300	238	17	column	column	NOUN
ejpam-6300	238	18	displays	display	VERB
ejpam-6300	238	19	the	the	DET
ejpam-6300	238	20	results	result	NOUN
ejpam-6300	238	21	following	follow	VERB
ejpam-6300	238	22	its	its	PRON
ejpam-6300	238	23	application	application	NOUN
ejpam-6300	238	24	.	.	PUNCT
ejpam-6300	239	1	the	the	DET
ejpam-6300	239	2	effectiveness	effectiveness	NOUN
ejpam-6300	239	3	of	of	ADP
ejpam-6300	239	4	vesselness	vesselness	ADJ
ejpam-6300	239	5	enhancement	enhancement	NOUN
ejpam-6300	239	6	in	in	ADP
ejpam-6300	239	7	improving	improve	VERB
ejpam-6300	239	8	rca	rca	ADJ
ejpam-6300	239	9	segmentation	segmentation	NOUN
ejpam-6300	239	10	is	be	AUX
ejpam-6300	239	11	evident	evident	ADJ
ejpam-6300	239	12	,	,	PUNCT
ejpam-6300	239	13	as	as	SCONJ
ejpam-6300	239	14	it	it	PRON
ejpam-6300	239	15	significantly	significantly	ADV
ejpam-6300	239	16	enhances	enhance	VERB
ejpam-6300	239	17	the	the	DET
ejpam-6300	239	18	model	model	NOUN
ejpam-6300	239	19	’s	’s	PART
ejpam-6300	239	20	ability	ability	NOUN
ejpam-6300	239	21	to	to	PART
ejpam-6300	239	22	capture	capture	VERB
ejpam-6300	239	23	the	the	DET
ejpam-6300	239	24	intricate	intricate	ADJ
ejpam-6300	239	25	features	feature	NOUN
ejpam-6300	239	26	of	of	ADP
ejpam-6300	239	27	the	the	DET
ejpam-6300	239	28	vessels	vessel	NOUN
ejpam-6300	239	29	within	within	ADP
ejpam-6300	239	30	the	the	DET
ejpam-6300	239	31	cta	cta	NOUN
ejpam-6300	239	32	images	image	NOUN
ejpam-6300	239	33	.	.	PUNCT
ejpam-6300	240	1	by	by	ADP
ejpam-6300	240	2	emphasizing	emphasize	VERB
ejpam-6300	240	3	vessel	vessel	NOUN
ejpam-6300	240	4	structures	structure	NOUN
ejpam-6300	240	5	,	,	PUNCT
ejpam-6300	240	6	this	this	DET
ejpam-6300	240	7	preprocessing	preprocessing	NOUN
ejpam-6300	240	8	step	step	NOUN
ejpam-6300	240	9	allows	allow	VERB
ejpam-6300	240	10	for	for	ADP
ejpam-6300	240	11	more	more	ADV
ejpam-6300	240	12	precise	precise	ADJ
ejpam-6300	240	13	delineation	delineation	NOUN
ejpam-6300	240	14	of	of	ADP
ejpam-6300	240	15	coronary	coronary	ADJ
ejpam-6300	240	16	arteries	artery	NOUN
ejpam-6300	240	17	,	,	PUNCT
ejpam-6300	240	18	thereby	thereby	ADV
ejpam-6300	240	19	facilitating	facilitate	VERB
ejpam-6300	240	20	better	well	ADJ
ejpam-6300	240	21	performance	performance	NOUN
ejpam-6300	240	22	in	in	ADP
ejpam-6300	240	23	subsequent	subsequent	ADJ
ejpam-6300	240	24	segmentation	segmentation	NOUN
ejpam-6300	240	25	tasks	task	NOUN
ejpam-6300	240	26	.	.	PUNCT
ejpam-6300	241	1	overall	overall	ADV
ejpam-6300	241	2	,	,	PUNCT
ejpam-6300	241	3	these	these	DET
ejpam-6300	241	4	findings	finding	NOUN
ejpam-6300	241	5	underscore	underscore	VERB
ejpam-6300	241	6	the	the	DET
ejpam-6300	241	7	importance	importance	NOUN
ejpam-6300	241	8	of	of	ADP
ejpam-6300	241	9	vesselness	vesselness	ADJ
ejpam-6300	241	10	o.	o.	NOUN
ejpam-6300	241	11	alirr	alirr	PROPN
ejpam-6300	241	12	/	/	SYM
ejpam-6300	241	13	eur	eur	PROPN
ejpam-6300	241	14	.	.	PUNCT
ejpam-6300	242	1	j.	j.	PROPN
ejpam-6300	242	2	pure	pure	PROPN
ejpam-6300	242	3	appl	appl	PROPN
ejpam-6300	242	4	.	.	PROPN
ejpam-6300	242	5	math	math	PROPN
ejpam-6300	242	6	,	,	PUNCT
ejpam-6300	242	7	18	18	NUM
ejpam-6300	242	8	(	(	PUNCT
ejpam-6300	242	9	4	4	NUM
ejpam-6300	242	10	)	)	PUNCT
ejpam-6300	242	11	(	(	PUNCT
ejpam-6300	242	12	2025	2025	NUM
ejpam-6300	242	13	)	)	PUNCT
ejpam-6300	242	14	,	,	PUNCT
ejpam-6300	242	15	6300	6300	NUM
ejpam-6300	242	16	13	13	NUM
ejpam-6300	242	17	of	of	ADP
ejpam-6300	242	18	20	20	NUM
ejpam-6300	242	19	enhancement	enhancement	NOUN
ejpam-6300	242	20	in	in	ADP
ejpam-6300	242	21	optimizing	optimize	VERB
ejpam-6300	242	22	deep	deep	ADJ
ejpam-6300	242	23	learning	learning	NOUN
ejpam-6300	242	24	models	model	NOUN
ejpam-6300	242	25	for	for	ADP
ejpam-6300	242	26	accurate	accurate	ADJ
ejpam-6300	242	27	coronary	coronary	ADJ
ejpam-6300	242	28	artery	artery	NOUN
ejpam-6300	242	29	segmentation	segmentation	NOUN
ejpam-6300	242	30	in	in	ADP
ejpam-6300	242	31	clinical	clinical	ADJ
ejpam-6300	242	32	applications	application	NOUN
ejpam-6300	242	33	.	.	PUNCT
ejpam-6300	243	1	on	on	ADP
ejpam-6300	243	2	the	the	DET
ejpam-6300	243	3	other	other	ADJ
ejpam-6300	243	4	hand	hand	NOUN
ejpam-6300	243	5	,	,	PUNCT
ejpam-6300	243	6	figure	figure	VERB
ejpam-6300	243	7	4	4	NUM
ejpam-6300	243	8	highlights	highlight	NOUN
ejpam-6300	243	9	the	the	DET
ejpam-6300	243	10	comparisons	comparison	NOUN
ejpam-6300	243	11	figure	figure	NOUN
ejpam-6300	243	12	3	3	NUM
ejpam-6300	243	13	:	:	PUNCT
ejpam-6300	243	14	effect	effect	NOUN
ejpam-6300	243	15	of	of	ADP
ejpam-6300	243	16	vesselness	vesselness	ADJ
ejpam-6300	243	17	enhancement	enhancement	NOUN
ejpam-6300	243	18	on	on	ADP
ejpam-6300	243	19	the	the	DET
ejpam-6300	243	20	segmentation	segmentation	NOUN
ejpam-6300	243	21	output	output	NOUN
ejpam-6300	243	22	of	of	ADP
ejpam-6300	243	23	the	the	DET
ejpam-6300	243	24	right	right	ADJ
ejpam-6300	243	25	coronary	coronary	ADJ
ejpam-6300	243	26	artery	artery	NOUN
ejpam-6300	243	27	(	(	PUNCT
ejpam-6300	243	28	rca	rca	PROPN
ejpam-6300	243	29	)	)	PUNCT
ejpam-6300	243	30	across	across	ADP
ejpam-6300	243	31	different	different	ADJ
ejpam-6300	243	32	models	model	NOUN
ejpam-6300	243	33	(	(	PUNCT
ejpam-6300	243	34	coronal	coronal	ADJ
ejpam-6300	243	35	view	view	NOUN
ejpam-6300	243	36	)	)	PUNCT
ejpam-6300	243	37	.	.	PUNCT
ejpam-6300	244	1	the	the	DET
ejpam-6300	244	2	left	left	ADJ
ejpam-6300	244	3	column	column	NOUN
ejpam-6300	244	4	displays	display	VERB
ejpam-6300	244	5	the	the	DET
ejpam-6300	244	6	segmentation	segmentation	NOUN
ejpam-6300	244	7	results	result	VERB
ejpam-6300	244	8	without	without	ADP
ejpam-6300	244	9	vesselness	vesselness	ADJ
ejpam-6300	244	10	enhancement	enhancement	NOUN
ejpam-6300	244	11	,	,	PUNCT
ejpam-6300	244	12	while	while	SCONJ
ejpam-6300	244	13	the	the	DET
ejpam-6300	244	14	right	right	ADJ
ejpam-6300	244	15	column	column	NOUN
ejpam-6300	244	16	shows	show	VERB
ejpam-6300	244	17	the	the	DET
ejpam-6300	244	18	results	result	NOUN
ejpam-6300	244	19	with	with	ADP
ejpam-6300	244	20	vesselness	vesselness	ADJ
ejpam-6300	244	21	enhancement	enhancement	NOUN
ejpam-6300	244	22	.	.	PUNCT
ejpam-6300	245	1	between	between	ADP
ejpam-6300	245	2	the	the	DET
ejpam-6300	245	3	outputs	output	NOUN
ejpam-6300	245	4	of	of	ADP
ejpam-6300	245	5	the	the	DET
ejpam-6300	245	6	different	different	ADJ
ejpam-6300	245	7	u	u	NOUN
ejpam-6300	245	8	-	-	ADJ
ejpam-6300	245	9	net	net	ADJ
ejpam-6300	245	10	based	base	VERB
ejpam-6300	245	11	models	model	NOUN
ejpam-6300	245	12	and	and	CCONJ
ejpam-6300	245	13	the	the	DET
ejpam-6300	245	14	ground	ground	NOUN
ejpam-6300	245	15	truth	truth	NOUN
ejpam-6300	245	16	annotations	annotation	NOUN
ejpam-6300	245	17	.	.	PUNCT
ejpam-6300	246	1	these	these	DET
ejpam-6300	246	2	comparisons	comparison	NOUN
ejpam-6300	246	3	provide	provide	VERB
ejpam-6300	246	4	valuable	valuable	ADJ
ejpam-6300	246	5	insights	insight	NOUN
ejpam-6300	246	6	into	into	ADP
ejpam-6300	246	7	the	the	DET
ejpam-6300	246	8	accuracy	accuracy	NOUN
ejpam-6300	246	9	and	and	CCONJ
ejpam-6300	246	10	precision	precision	NOUN
ejpam-6300	246	11	of	of	ADP
ejpam-6300	246	12	each	each	DET
ejpam-6300	246	13	model	model	NOUN
ejpam-6300	246	14	’s	’s	PART
ejpam-6300	246	15	segmentation	segmentation	NOUN
ejpam-6300	246	16	,	,	PUNCT
ejpam-6300	246	17	highlighting	highlight	VERB
ejpam-6300	246	18	areas	area	NOUN
ejpam-6300	246	19	where	where	SCONJ
ejpam-6300	246	20	they	they	PRON
ejpam-6300	246	21	excel	excel	VERB
ejpam-6300	246	22	or	or	CCONJ
ejpam-6300	246	23	fall	fall	VERB
ejpam-6300	246	24	short	short	ADV
ejpam-6300	246	25	in	in	ADP
ejpam-6300	246	26	capturing	capture	VERB
ejpam-6300	246	27	the	the	DET
ejpam-6300	246	28	true	true	ADJ
ejpam-6300	246	29	extent	extent	NOUN
ejpam-6300	246	30	of	of	ADP
ejpam-6300	246	31	the	the	DET
ejpam-6300	246	32	coronary	coronary	ADJ
ejpam-6300	246	33	arteries	artery	NOUN
ejpam-6300	246	34	.	.	PUNCT
ejpam-6300	247	1	these	these	DET
ejpam-6300	247	2	comparisons	comparison	NOUN
ejpam-6300	247	3	are	be	AUX
ejpam-6300	247	4	made	make	VERB
ejpam-6300	247	5	for	for	ADP
ejpam-6300	247	6	both	both	CCONJ
ejpam-6300	247	7	coronal	coronal	ADJ
ejpam-6300	247	8	slices	slice	NOUN
ejpam-6300	247	9	and	and	CCONJ
ejpam-6300	247	10	3d	3d	NUM
ejpam-6300	247	11	visualizations	visualization	NOUN
ejpam-6300	247	12	of	of	ADP
ejpam-6300	247	13	the	the	DET
ejpam-6300	247	14	coronary	coronary	ADJ
ejpam-6300	247	15	artery	artery	NOUN
ejpam-6300	247	16	tree	tree	NOUN
ejpam-6300	247	17	,	,	PUNCT
ejpam-6300	247	18	allowing	allow	VERB
ejpam-6300	247	19	for	for	ADP
ejpam-6300	247	20	a	a	DET
ejpam-6300	247	21	thorough	thorough	ADJ
ejpam-6300	247	22	assessment	assessment	NOUN
ejpam-6300	247	23	of	of	ADP
ejpam-6300	247	24	the	the	DET
ejpam-6300	247	25	models	model	NOUN
ejpam-6300	247	26	’	'	PUNCT
ejpam-6300	247	27	performance	performance	NOUN
ejpam-6300	247	28	.	.	PUNCT
ejpam-6300	248	1	the	the	DET
ejpam-6300	248	2	first	first	ADJ
ejpam-6300	248	3	column	column	NOUN
ejpam-6300	248	4	in	in	ADP
ejpam-6300	248	5	figure	figure	NOUN
ejpam-6300	248	6	4	4	NUM
ejpam-6300	248	7	shows	show	VERB
ejpam-6300	248	8	the	the	DET
ejpam-6300	248	9	right	right	ADJ
ejpam-6300	248	10	coronary	coronary	ADJ
ejpam-6300	248	11	artery	artery	NOUN
ejpam-6300	248	12	(	(	PUNCT
ejpam-6300	248	13	rca	rca	PROPN
ejpam-6300	248	14	)	)	PUNCT
ejpam-6300	248	15	segmentation	segmentation	NOUN
ejpam-6300	248	16	in	in	ADP
ejpam-6300	248	17	the	the	DET
ejpam-6300	248	18	coronal	coronal	ADJ
ejpam-6300	248	19	slice	slice	NOUN
ejpam-6300	248	20	,	,	PUNCT
ejpam-6300	248	21	the	the	DET
ejpam-6300	248	22	ground	ground	NOUN
ejpam-6300	248	23	truth	truth	NOUN
ejpam-6300	248	24	annotations	annotation	NOUN
ejpam-6300	248	25	serve	serve	VERB
ejpam-6300	248	26	as	as	ADP
ejpam-6300	248	27	the	the	DET
ejpam-6300	248	28	reference	reference	NOUN
ejpam-6300	248	29	standard	standard	NOUN
ejpam-6300	248	30	for	for	ADP
ejpam-6300	248	31	arterial	arterial	ADJ
ejpam-6300	248	32	boundaries	boundary	NOUN
ejpam-6300	248	33	,	,	PUNCT
ejpam-6300	248	34	enabling	enable	VERB
ejpam-6300	248	35	a	a	DET
ejpam-6300	248	36	direct	direct	ADJ
ejpam-6300	248	37	evaluation	evaluation	NOUN
ejpam-6300	248	38	of	of	ADP
ejpam-6300	248	39	how	how	SCONJ
ejpam-6300	248	40	well	well	ADV
ejpam-6300	248	41	each	each	DET
ejpam-6300	248	42	model	model	NOUN
ejpam-6300	248	43	’s	’s	PART
ejpam-6300	248	44	segmentation	segmentation	NOUN
ejpam-6300	248	45	aligns	align	VERB
ejpam-6300	248	46	with	with	ADP
ejpam-6300	248	47	the	the	DET
ejpam-6300	248	48	true	true	ADJ
ejpam-6300	248	49	extent	extent	NOUN
ejpam-6300	248	50	of	of	ADP
ejpam-6300	248	51	the	the	DET
ejpam-6300	248	52	arteries	artery	NOUN
ejpam-6300	248	53	.	.	PUNCT
ejpam-6300	249	1	this	this	DET
ejpam-6300	249	2	visual	visual	ADJ
ejpam-6300	249	3	comparison	comparison	NOUN
ejpam-6300	249	4	highlights	highlight	VERB
ejpam-6300	249	5	the	the	DET
ejpam-6300	249	6	strengths	strength	NOUN
ejpam-6300	249	7	and	and	CCONJ
ejpam-6300	249	8	weaknesses	weakness	NOUN
ejpam-6300	249	9	of	of	ADP
ejpam-6300	249	10	each	each	DET
ejpam-6300	249	11	model	model	NOUN
ejpam-6300	249	12	in	in	ADP
ejpam-6300	249	13	terms	term	NOUN
ejpam-6300	249	14	of	of	ADP
ejpam-6300	249	15	their	their	PRON
ejpam-6300	249	16	ability	ability	NOUN
ejpam-6300	249	17	to	to	PART
ejpam-6300	249	18	accurately	accurately	ADV
ejpam-6300	249	19	delineate	delineate	VERB
ejpam-6300	249	20	the	the	DET
ejpam-6300	249	21	arterial	arterial	ADJ
ejpam-6300	249	22	structures	structure	NOUN
ejpam-6300	249	23	and	and	CCONJ
ejpam-6300	249	24	avoid	avoid	VERB
ejpam-6300	249	25	over	over	ADV
ejpam-6300	249	26	or	or	CCONJ
ejpam-6300	249	27	under	under	ADP
ejpam-6300	249	28	segmentation	segmentation	NOUN
ejpam-6300	249	29	.	.	PUNCT
ejpam-6300	250	1	similarly	similarly	ADV
ejpam-6300	250	2	,	,	PUNCT
ejpam-6300	250	3	the	the	DET
ejpam-6300	250	4	second	second	ADJ
ejpam-6300	250	5	column	column	NOUN
ejpam-6300	250	6	shows	show	VERB
ejpam-6300	250	7	the	the	DET
ejpam-6300	250	8	3d	3d	PROPN
ejpam-6300	250	9	visualizations	visualization	NOUN
ejpam-6300	250	10	of	of	ADP
ejpam-6300	250	11	the	the	DET
ejpam-6300	250	12	coronary	coronary	ADJ
ejpam-6300	250	13	artery	artery	NOUN
ejpam-6300	250	14	tree	tree	NOUN
ejpam-6300	250	15	provide	provide	VERB
ejpam-6300	250	16	a	a	DET
ejpam-6300	250	17	comprehensive	comprehensive	ADJ
ejpam-6300	250	18	view	view	NOUN
ejpam-6300	250	19	of	of	ADP
ejpam-6300	250	20	how	how	SCONJ
ejpam-6300	250	21	the	the	DET
ejpam-6300	250	22	models	model	NOUN
ejpam-6300	250	23	capture	capture	VERB
ejpam-6300	250	24	the	the	DET
ejpam-6300	250	25	complex	complex	ADJ
ejpam-6300	250	26	geometry	geometry	NOUN
ejpam-6300	250	27	and	and	CCONJ
ejpam-6300	250	28	connectivity	connectivity	NOUN
ejpam-6300	250	29	of	of	ADP
ejpam-6300	250	30	the	the	DET
ejpam-6300	250	31	arterial	arterial	ADJ
ejpam-6300	250	32	network	network	NOUN
ejpam-6300	250	33	.	.	PUNCT
ejpam-6300	251	1	by	by	ADP
ejpam-6300	251	2	comparing	compare	VERB
ejpam-6300	251	3	these	these	DET
ejpam-6300	251	4	3d	3d	ADJ
ejpam-6300	251	5	renderings	rendering	NOUN
ejpam-6300	251	6	with	with	ADP
ejpam-6300	251	7	the	the	DET
ejpam-6300	251	8	ground	ground	NOUN
ejpam-6300	251	9	truth	truth	NOUN
ejpam-6300	251	10	,	,	PUNCT
ejpam-6300	251	11	it	it	PRON
ejpam-6300	251	12	can	can	AUX
ejpam-6300	251	13	be	be	AUX
ejpam-6300	251	14	assessed	assess	VERB
ejpam-6300	251	15	the	the	DET
ejpam-6300	251	16	models	model	NOUN
ejpam-6300	251	17	’	'	PUNCT
ejpam-6300	251	18	performance	performance	NOUN
ejpam-6300	251	19	in	in	ADP
ejpam-6300	251	20	preserving	preserve	VERB
ejpam-6300	251	21	the	the	DET
ejpam-6300	251	22	continuity	continuity	NOUN
ejpam-6300	251	23	of	of	ADP
ejpam-6300	251	24	arterial	arterial	ADJ
ejpam-6300	251	25	branches	branch	NOUN
ejpam-6300	251	26	,	,	PUNCT
ejpam-6300	251	27	avoiding	avoid	VERB
ejpam-6300	251	28	discontinuities	discontinuity	NOUN
ejpam-6300	251	29	or	or	CCONJ
ejpam-6300	251	30	leakage	leakage	NOUN
ejpam-6300	251	31	,	,	PUNCT
ejpam-6300	251	32	and	and	CCONJ
ejpam-6300	251	33	maintaining	maintain	VERB
ejpam-6300	251	34	the	the	DET
ejpam-6300	251	35	overall	overall	ADJ
ejpam-6300	251	36	topology	topology	NOUN
ejpam-6300	251	37	of	of	ADP
ejpam-6300	251	38	the	the	DET
ejpam-6300	251	39	coronary	coronary	ADJ
ejpam-6300	251	40	artery	artery	NOUN
ejpam-6300	251	41	tree	tree	NOUN
ejpam-6300	251	42	.	.	PUNCT
ejpam-6300	252	1	the	the	DET
ejpam-6300	252	2	o.	o.	PROPN
ejpam-6300	252	3	alirr	alirr	PROPN
ejpam-6300	252	4	/	/	SYM
ejpam-6300	252	5	eur	eur	PROPN
ejpam-6300	252	6	.	.	PUNCT
ejpam-6300	253	1	j.	j.	PROPN
ejpam-6300	253	2	pure	pure	PROPN
ejpam-6300	253	3	appl	appl	PROPN
ejpam-6300	253	4	.	.	PROPN
ejpam-6300	253	5	math	math	PROPN
ejpam-6300	253	6	,	,	PUNCT
ejpam-6300	253	7	18	18	NUM
ejpam-6300	253	8	(	(	PUNCT
ejpam-6300	253	9	4	4	NUM
ejpam-6300	253	10	)	)	PUNCT
ejpam-6300	253	11	(	(	PUNCT
ejpam-6300	253	12	2025	2025	NUM
ejpam-6300	253	13	)	)	PUNCT
ejpam-6300	253	14	,	,	PUNCT
ejpam-6300	253	15	6300	6300	NUM
ejpam-6300	253	16	14	14	NUM
ejpam-6300	253	17	of	of	ADP
ejpam-6300	253	18	20	20	NUM
ejpam-6300	253	19	figure	figure	NOUN
ejpam-6300	253	20	4	4	NUM
ejpam-6300	253	21	:	:	PUNCT
ejpam-6300	253	22	different	different	ADJ
ejpam-6300	253	23	unet	unet	NOUN
ejpam-6300	253	24	variants	variant	NOUN
ejpam-6300	253	25	models	model	NOUN
ejpam-6300	253	26	segmentation	segmentation	NOUN
ejpam-6300	253	27	output	output	NOUN
ejpam-6300	253	28	compared	compare	VERB
ejpam-6300	253	29	to	to	ADP
ejpam-6300	253	30	the	the	DET
ejpam-6300	253	31	ground	ground	NOUN
ejpam-6300	253	32	-	-	PUNCT
ejpam-6300	253	33	truth	truth	NOUN
ejpam-6300	253	34	.	.	PUNCT
ejpam-6300	254	1	(	(	PUNCT
ejpam-6300	254	2	left	leave	VERB
ejpam-6300	254	3	column	column	NOUN
ejpam-6300	254	4	)	)	PUNCT
ejpam-6300	255	1	right	right	ADJ
ejpam-6300	255	2	coronary	coronary	ADJ
ejpam-6300	255	3	artery	artery	NOUN
ejpam-6300	255	4	(	(	PUNCT
ejpam-6300	255	5	rca	rca	PROPN
ejpam-6300	255	6	)	)	PUNCT
ejpam-6300	255	7	segmentation	segmentation	NOUN
ejpam-6300	255	8	(	(	PUNCT
ejpam-6300	255	9	coronal	coronal	ADJ
ejpam-6300	255	10	view	view	NOUN
ejpam-6300	255	11	)	)	PUNCT
ejpam-6300	255	12	.	.	PUNCT
ejpam-6300	256	1	(	(	PUNCT
ejpam-6300	256	2	right	right	ADJ
ejpam-6300	256	3	column	column	NOUN
ejpam-6300	256	4	)	)	PUNCT
ejpam-6300	257	1	3d	3d	PROPN
ejpam-6300	257	2	coronary	coronary	ADJ
ejpam-6300	257	3	arteries	artery	NOUN
ejpam-6300	257	4	segmentation	segmentation	NOUN
ejpam-6300	257	5	.	.	PUNCT
ejpam-6300	258	1	visual	visual	ADJ
ejpam-6300	258	2	inspection	inspection	NOUN
ejpam-6300	258	3	of	of	ADP
ejpam-6300	258	4	the	the	DET
ejpam-6300	258	5	resunet	resunet	NOUN
ejpam-6300	258	6	presented	present	VERB
ejpam-6300	258	7	by	by	ADP
ejpam-6300	258	8	the	the	DET
ejpam-6300	258	9	second	second	ADJ
ejpam-6300	258	10	row	row	NOUN
ejpam-6300	258	11	in	in	ADP
ejpam-6300	258	12	figure	figure	NOUN
ejpam-6300	258	13	4	4	NUM
ejpam-6300	258	14	,	,	PUNCT
ejpam-6300	258	15	clearly	clearly	ADV
ejpam-6300	258	16	demonstrate	demonstrate	VERB
ejpam-6300	258	17	that	that	SCONJ
ejpam-6300	258	18	the	the	DET
ejpam-6300	258	19	resu	resu	PROPN
ejpam-6300	258	20	-	-	ADJ
ejpam-6300	258	21	net	net	ADJ
ejpam-6300	258	22	model	model	NOUN
ejpam-6300	258	23	outperforms	outperform	VERB
ejpam-6300	258	24	the	the	DET
ejpam-6300	258	25	other	other	ADJ
ejpam-6300	258	26	u	u	ADJ
ejpam-6300	258	27	-	-	ADJ
ejpam-6300	258	28	net	net	ADJ
ejpam-6300	258	29	based	base	VERB
ejpam-6300	258	30	models	model	NOUN
ejpam-6300	258	31	in	in	ADP
ejpam-6300	258	32	segmenting	segment	VERB
ejpam-6300	258	33	coronary	coronary	ADJ
ejpam-6300	258	34	arteries	artery	NOUN
ejpam-6300	258	35	,	,	PUNCT
ejpam-6300	258	36	both	both	CCONJ
ejpam-6300	258	37	in	in	ADP
ejpam-6300	258	38	coronal	coronal	ADJ
ejpam-6300	258	39	slice	slice	NOUN
ejpam-6300	258	40	views	view	NOUN
ejpam-6300	258	41	and	and	CCONJ
ejpam-6300	258	42	3d	3d	NUM
ejpam-6300	258	43	visualizations	visualization	NOUN
ejpam-6300	258	44	of	of	ADP
ejpam-6300	258	45	the	the	DET
ejpam-6300	258	46	arterial	arterial	ADJ
ejpam-6300	258	47	tree	tree	NOUN
ejpam-6300	258	48	.	.	PUNCT
ejpam-6300	259	1	in	in	ADP
ejpam-6300	259	2	the	the	DET
ejpam-6300	259	3	coronal	coronal	ADJ
ejpam-6300	259	4	slice	slice	NOUN
ejpam-6300	259	5	images	image	NOUN
ejpam-6300	259	6	,	,	PUNCT
ejpam-6300	259	7	the	the	DET
ejpam-6300	259	8	resu	resu	PROPN
ejpam-6300	259	9	-	-	ADJ
ejpam-6300	259	10	net	net	ADJ
ejpam-6300	259	11	model	model	NOUN
ejpam-6300	259	12	consistently	consistently	ADV
ejpam-6300	259	13	provides	provide	VERB
ejpam-6300	259	14	the	the	DET
ejpam-6300	259	15	most	most	ADV
ejpam-6300	259	16	accurate	accurate	ADJ
ejpam-6300	259	17	and	and	CCONJ
ejpam-6300	259	18	precise	precise	ADJ
ejpam-6300	259	19	segmentation	segmentation	NOUN
ejpam-6300	259	20	of	of	ADP
ejpam-6300	259	21	the	the	DET
ejpam-6300	259	22	right	right	ADJ
ejpam-6300	259	23	coronary	coronary	ADJ
ejpam-6300	259	24	artery	artery	NOUN
ejpam-6300	259	25	(	(	PUNCT
ejpam-6300	259	26	rca	rca	PROPN
ejpam-6300	259	27	)	)	PUNCT
ejpam-6300	259	28	.	.	PUNCT
ejpam-6300	260	1	the	the	DET
ejpam-6300	260	2	arterial	arterial	ADJ
ejpam-6300	260	3	boundaries	boundary	NOUN
ejpam-6300	260	4	are	be	AUX
ejpam-6300	260	5	well	well	ADV
ejpam-6300	260	6	-	-	PUNCT
ejpam-6300	260	7	defined	define	VERB
ejpam-6300	260	8	,	,	PUNCT
ejpam-6300	260	9	with	with	ADP
ejpam-6300	260	10	minimal	minimal	ADJ
ejpam-6300	260	11	leakage	leakage	NOUN
ejpam-6300	260	12	into	into	ADP
ejpam-6300	260	13	surrounding	surround	VERB
ejpam-6300	260	14	tissues	tissue	NOUN
ejpam-6300	260	15	or	or	CCONJ
ejpam-6300	260	16	structures	structure	NOUN
ejpam-6300	260	17	.	.	PUNCT
ejpam-6300	261	1	in	in	ADP
ejpam-6300	261	2	contrast	contrast	NOUN
ejpam-6300	261	3	,	,	PUNCT
ejpam-6300	261	4	the	the	DET
ejpam-6300	261	5	other	other	ADJ
ejpam-6300	261	6	models	model	NOUN
ejpam-6300	261	7	,	,	PUNCT
ejpam-6300	261	8	such	such	ADJ
ejpam-6300	261	9	as	as	ADP
ejpam-6300	261	10	u	u	NOUN
ejpam-6300	261	11	-	-	NOUN
ejpam-6300	261	12	net	net	ADJ
ejpam-6300	261	13	,	,	PUNCT
ejpam-6300	261	14	attention	attention	NOUN
ejpam-6300	261	15	u	u	NOUN
ejpam-6300	261	16	-	-	NOUN
ejpam-6300	261	17	net	net	ADJ
ejpam-6300	261	18	,	,	PUNCT
ejpam-6300	261	19	u	u	NOUN
ejpam-6300	261	20	-	-	NOUN
ejpam-6300	261	21	net++	net++	ADJ
ejpam-6300	261	22	,	,	PUNCT
ejpam-6300	261	23	and	and	CCONJ
ejpam-6300	261	24	transu	transu	NOUN
ejpam-6300	261	25	-	-	PUNCT
ejpam-6300	261	26	net	net	NOUN
ejpam-6300	261	27	,	,	PUNCT
ejpam-6300	261	28	exhibit	exhibit	VERB
ejpam-6300	261	29	varying	vary	VERB
ejpam-6300	261	30	degrees	degree	NOUN
ejpam-6300	261	31	of	of	ADP
ejpam-6300	261	32	over	over	ADP
ejpam-6300	261	33	or	or	CCONJ
ejpam-6300	261	34	under	under	ADP
ejpam-6300	261	35	segmentation	segmentation	NOUN
ejpam-6300	261	36	in	in	ADP
ejpam-6300	261	37	the	the	DET
ejpam-6300	261	38	coronal	coronal	ADJ
ejpam-6300	261	39	slices	slice	NOUN
ejpam-6300	261	40	.	.	PUNCT
ejpam-6300	262	1	while	while	SCONJ
ejpam-6300	262	2	some	some	DET
ejpam-6300	262	3	models	model	NOUN
ejpam-6300	262	4	may	may	AUX
ejpam-6300	262	5	capture	capture	VERB
ejpam-6300	262	6	the	the	DET
ejpam-6300	262	7	majority	majority	NOUN
ejpam-6300	262	8	of	of	ADP
ejpam-6300	262	9	the	the	DET
ejpam-6300	262	10	arterial	arterial	NOUN
ejpam-6300	262	11	pixels	pixel	NOUN
ejpam-6300	262	12	,	,	PUNCT
ejpam-6300	262	13	they	they	PRON
ejpam-6300	262	14	struggle	struggle	VERB
ejpam-6300	262	15	to	to	PART
ejpam-6300	262	16	accurately	accurately	ADV
ejpam-6300	262	17	delineate	delineate	VERB
ejpam-6300	262	18	the	the	DET
ejpam-6300	262	19	boundaries	boundary	NOUN
ejpam-6300	262	20	,	,	PUNCT
ejpam-6300	262	21	leading	lead	VERB
ejpam-6300	262	22	to	to	ADP
ejpam-6300	262	23	the	the	DET
ejpam-6300	262	24	inclusion	inclusion	NOUN
ejpam-6300	262	25	of	of	ADP
ejpam-6300	262	26	extraneous	extraneous	ADJ
ejpam-6300	262	27	regions	region	NOUN
ejpam-6300	262	28	or	or	CCONJ
ejpam-6300	262	29	missing	miss	VERB
ejpam-6300	262	30	parts	part	NOUN
ejpam-6300	262	31	of	of	ADP
ejpam-6300	262	32	the	the	DET
ejpam-6300	262	33	rca	rca	PROPN
ejpam-6300	262	34	.	.	PUNCT
ejpam-6300	263	1	these	these	DET
ejpam-6300	263	2	visual	visual	ADJ
ejpam-6300	263	3	discrepancies	discrepancy	NOUN
ejpam-6300	263	4	are	be	AUX
ejpam-6300	263	5	reflected	reflect	VERB
ejpam-6300	263	6	in	in	ADP
ejpam-6300	263	7	their	their	PRON
ejpam-6300	263	8	lower	low	ADJ
ejpam-6300	263	9	quantitative	quantitative	ADJ
ejpam-6300	263	10	scores	score	NOUN
ejpam-6300	263	11	compared	compare	VERB
ejpam-6300	263	12	to	to	ADP
ejpam-6300	263	13	the	the	DET
ejpam-6300	263	14	resu	resu	NOUN
ejpam-6300	263	15	-	-	NOUN
ejpam-6300	263	16	net	net	NOUN
ejpam-6300	263	17	.	.	PUNCT
ejpam-6300	264	1	the	the	DET
ejpam-6300	264	2	superiority	superiority	NOUN
ejpam-6300	264	3	of	of	ADP
ejpam-6300	264	4	the	the	DET
ejpam-6300	264	5	resu	resu	PROPN
ejpam-6300	264	6	-	-	ADJ
ejpam-6300	264	7	net	net	ADJ
ejpam-6300	264	8	model	model	NOUN
ejpam-6300	264	9	becomes	become	VERB
ejpam-6300	264	10	even	even	ADV
ejpam-6300	264	11	more	more	ADV
ejpam-6300	264	12	apparent	apparent	ADJ
ejpam-6300	264	13	in	in	ADP
ejpam-6300	264	14	the	the	DET
ejpam-6300	264	15	3d	3d	PROPN
ejpam-6300	264	16	visualizations	visualization	NOUN
ejpam-6300	264	17	of	of	ADP
ejpam-6300	264	18	the	the	DET
ejpam-6300	264	19	entire	entire	ADJ
ejpam-6300	264	20	coronary	coronary	ADJ
ejpam-6300	264	21	artery	artery	NOUN
ejpam-6300	264	22	tree	tree	NOUN
ejpam-6300	264	23	.	.	PUNCT
ejpam-6300	265	1	the	the	DET
ejpam-6300	265	2	arterial	arterial	ADJ
ejpam-6300	265	3	network	network	NOUN
ejpam-6300	265	4	is	be	AUX
ejpam-6300	265	5	clearly	clearly	ADV
ejpam-6300	265	6	and	and	CCONJ
ejpam-6300	265	7	accurately	accurately	ADV
ejpam-6300	265	8	o.	o.	NOUN
ejpam-6300	265	9	alirr	alirr	PROPN
ejpam-6300	265	10	/	/	SYM
ejpam-6300	265	11	eur	eur	PROPN
ejpam-6300	265	12	.	.	PUNCT
ejpam-6300	266	1	j.	j.	PROPN
ejpam-6300	266	2	pure	pure	PROPN
ejpam-6300	266	3	appl	appl	PROPN
ejpam-6300	266	4	.	.	PROPN
ejpam-6300	266	5	math	math	PROPN
ejpam-6300	266	6	,	,	PUNCT
ejpam-6300	266	7	18	18	NUM
ejpam-6300	266	8	(	(	PUNCT
ejpam-6300	266	9	4	4	NUM
ejpam-6300	266	10	)	)	PUNCT
ejpam-6300	266	11	(	(	PUNCT
ejpam-6300	266	12	2025	2025	NUM
ejpam-6300	266	13	)	)	PUNCT
ejpam-6300	266	14	,	,	PUNCT
ejpam-6300	266	15	6300	6300	NUM
ejpam-6300	266	16	15	15	NUM
ejpam-6300	266	17	of	of	ADP
ejpam-6300	266	18	20	20	NUM
ejpam-6300	266	19	depicted	depict	VERB
ejpam-6300	266	20	,	,	PUNCT
ejpam-6300	266	21	with	with	ADP
ejpam-6300	266	22	well	well	ADV
ejpam-6300	266	23	-	-	PUNCT
ejpam-6300	266	24	defined	define	VERB
ejpam-6300	266	25	branches	branch	NOUN
ejpam-6300	266	26	and	and	CCONJ
ejpam-6300	266	27	smooth	smooth	ADJ
ejpam-6300	266	28	transitions	transition	NOUN
ejpam-6300	266	29	between	between	ADP
ejpam-6300	266	30	segments	segment	NOUN
ejpam-6300	266	31	.	.	PUNCT
ejpam-6300	267	1	the	the	DET
ejpam-6300	267	2	3d	3d	PROPN
ejpam-6300	267	3	renderings	rendering	NOUN
ejpam-6300	267	4	generated	generate	VERB
ejpam-6300	267	5	by	by	ADP
ejpam-6300	267	6	the	the	DET
ejpam-6300	267	7	resu	resu	NOUN
ejpam-6300	267	8	-	-	NOUN
ejpam-6300	267	9	net	net	NOUN
ejpam-6300	267	10	closely	closely	ADV
ejpam-6300	267	11	resemble	resemble	VERB
ejpam-6300	267	12	the	the	DET
ejpam-6300	267	13	ground	ground	NOUN
ejpam-6300	267	14	truth	truth	NOUN
ejpam-6300	267	15	annotations	annotation	NOUN
ejpam-6300	267	16	,	,	PUNCT
ejpam-6300	267	17	demonstrating	demonstrate	VERB
ejpam-6300	267	18	its	its	PRON
ejpam-6300	267	19	ability	ability	NOUN
ejpam-6300	267	20	to	to	PART
ejpam-6300	267	21	capture	capture	VERB
ejpam-6300	267	22	the	the	DET
ejpam-6300	267	23	complex	complex	ADJ
ejpam-6300	267	24	geometry	geometry	NOUN
ejpam-6300	267	25	and	and	CCONJ
ejpam-6300	267	26	connectivity	connectivity	NOUN
ejpam-6300	267	27	of	of	ADP
ejpam-6300	267	28	the	the	DET
ejpam-6300	267	29	coronary	coronary	ADJ
ejpam-6300	267	30	arteries	artery	NOUN
ejpam-6300	267	31	.	.	PUNCT
ejpam-6300	268	1	the	the	DET
ejpam-6300	268	2	quantitative	quantitative	ADJ
ejpam-6300	268	3	performance	performance	NOUN
ejpam-6300	268	4	of	of	ADP
ejpam-6300	268	5	the	the	DET
ejpam-6300	268	6	various	various	ADJ
ejpam-6300	268	7	u	u	ADJ
ejpam-6300	268	8	-	-	ADJ
ejpam-6300	268	9	net	net	ADJ
ejpam-6300	268	10	based	base	VERB
ejpam-6300	268	11	models	model	NOUN
ejpam-6300	268	12	in	in	ADP
ejpam-6300	268	13	segmenting	segment	VERB
ejpam-6300	268	14	coronary	coronary	ADJ
ejpam-6300	268	15	arteries	artery	NOUN
ejpam-6300	268	16	from	from	ADP
ejpam-6300	268	17	computed	compute	VERB
ejpam-6300	268	18	tomography	tomography	NOUN
ejpam-6300	268	19	angiography	angiography	NOUN
ejpam-6300	268	20	(	(	PUNCT
ejpam-6300	268	21	cta	cta	NOUN
ejpam-6300	268	22	)	)	PUNCT
ejpam-6300	268	23	images	image	NOUN
ejpam-6300	268	24	is	be	AUX
ejpam-6300	268	25	clearly	clearly	ADV
ejpam-6300	268	26	summarized	summarize	VERB
ejpam-6300	268	27	in	in	ADP
ejpam-6300	268	28	the	the	DET
ejpam-6300	268	29	below	below	ADJ
ejpam-6300	268	30	tables	table	NOUN
ejpam-6300	268	31	(	(	PUNCT
ejpam-6300	268	32	1	1	NUM
ejpam-6300	268	33	-	-	SYM
ejpam-6300	268	34	5	5	NUM
ejpam-6300	268	35	)	)	PUNCT
ejpam-6300	268	36	.	.	PUNCT
ejpam-6300	269	1	the	the	DET
ejpam-6300	269	2	tables	table	NOUN
ejpam-6300	269	3	provide	provide	VERB
ejpam-6300	269	4	a	a	DET
ejpam-6300	269	5	comprehensive	comprehensive	ADJ
ejpam-6300	269	6	summary	summary	NOUN
ejpam-6300	269	7	of	of	ADP
ejpam-6300	269	8	the	the	DET
ejpam-6300	269	9	5	5	NUM
ejpam-6300	269	10	-	-	ADJ
ejpam-6300	269	11	fold	fold	ADJ
ejpam-6300	269	12	crossvalidation	crossvalidation	NOUN
ejpam-6300	269	13	results	result	NOUN
ejpam-6300	269	14	for	for	ADP
ejpam-6300	269	15	the	the	DET
ejpam-6300	269	16	various	various	ADJ
ejpam-6300	269	17	u	u	ADJ
ejpam-6300	269	18	-	-	ADJ
ejpam-6300	269	19	net	net	ADJ
ejpam-6300	269	20	based	base	VERB
ejpam-6300	269	21	models	model	NOUN
ejpam-6300	269	22	in	in	ADP
ejpam-6300	269	23	segmenting	segment	VERB
ejpam-6300	269	24	coronary	coronary	ADJ
ejpam-6300	269	25	arteries	artery	NOUN
ejpam-6300	269	26	from	from	ADP
ejpam-6300	269	27	computed	compute	VERB
ejpam-6300	269	28	tomography	tomography	NOUN
ejpam-6300	269	29	angiography	angiography	NOUN
ejpam-6300	269	30	(	(	PUNCT
ejpam-6300	269	31	cta	cta	NOUN
ejpam-6300	269	32	)	)	PUNCT
ejpam-6300	269	33	images	image	NOUN
ejpam-6300	269	34	.	.	PUNCT
ejpam-6300	270	1	the	the	DET
ejpam-6300	270	2	original	original	ADJ
ejpam-6300	270	3	u	u	ADJ
ejpam-6300	270	4	-	-	ADJ
ejpam-6300	270	5	net	net	ADJ
ejpam-6300	270	6	model	model	NOUN
ejpam-6300	270	7	achieved	achieve	VERB
ejpam-6300	270	8	a	a	DET
ejpam-6300	270	9	dsc	dsc	NOUN
ejpam-6300	270	10	of	of	ADP
ejpam-6300	270	11	0.809	0.809	NUM
ejpam-6300	270	12	and	and	CCONJ
ejpam-6300	270	13	a	a	DET
ejpam-6300	270	14	ji	ji	NOUN
ejpam-6300	270	15	of	of	ADP
ejpam-6300	270	16	0.708	0.708	NUM
ejpam-6300	270	17	.	.	PUNCT
ejpam-6300	271	1	these	these	DET
ejpam-6300	271	2	values	value	NOUN
ejpam-6300	271	3	indicate	indicate	VERB
ejpam-6300	271	4	a	a	DET
ejpam-6300	271	5	robust	robust	ADJ
ejpam-6300	271	6	ability	ability	NOUN
ejpam-6300	271	7	to	to	PART
ejpam-6300	271	8	segment	segment	VERB
ejpam-6300	271	9	coronary	coronary	ADJ
ejpam-6300	271	10	arteries	artery	NOUN
ejpam-6300	271	11	,	,	PUNCT
ejpam-6300	271	12	reflecting	reflect	VERB
ejpam-6300	271	13	a	a	DET
ejpam-6300	271	14	good	good	ADJ
ejpam-6300	271	15	overlap	overlap	NOUN
ejpam-6300	271	16	between	between	ADP
ejpam-6300	271	17	the	the	DET
ejpam-6300	271	18	predicted	predict	VERB
ejpam-6300	271	19	and	and	CCONJ
ejpam-6300	271	20	ground	ground	NOUN
ejpam-6300	271	21	truth	truth	NOUN
ejpam-6300	271	22	regions	region	NOUN
ejpam-6300	271	23	.	.	PUNCT
ejpam-6300	272	1	the	the	DET
ejpam-6300	272	2	recall	recall	NOUN
ejpam-6300	272	3	of	of	ADP
ejpam-6300	272	4	0.772	0.772	NUM
ejpam-6300	272	5	suggests	suggest	VERB
ejpam-6300	272	6	that	that	SCONJ
ejpam-6300	272	7	the	the	DET
ejpam-6300	272	8	model	model	NOUN
ejpam-6300	272	9	successfully	successfully	ADV
ejpam-6300	272	10	identifies	identify	VERB
ejpam-6300	272	11	a	a	DET
ejpam-6300	272	12	substantial	substantial	ADJ
ejpam-6300	272	13	proportion	proportion	NOUN
ejpam-6300	272	14	of	of	ADP
ejpam-6300	272	15	the	the	DET
ejpam-6300	272	16	actual	actual	ADJ
ejpam-6300	272	17	arterial	arterial	NOUN
ejpam-6300	272	18	pixels	pixel	NOUN
ejpam-6300	272	19	,	,	PUNCT
ejpam-6300	272	20	while	while	SCONJ
ejpam-6300	272	21	the	the	DET
ejpam-6300	272	22	precision	precision	NOUN
ejpam-6300	272	23	of	of	ADP
ejpam-6300	272	24	0.876	0.876	NUM
ejpam-6300	272	25	indicates	indicate	VERB
ejpam-6300	272	26	a	a	DET
ejpam-6300	272	27	relatively	relatively	ADV
ejpam-6300	272	28	low	low	ADJ
ejpam-6300	272	29	rate	rate	NOUN
ejpam-6300	272	30	of	of	ADP
ejpam-6300	272	31	false	false	ADJ
ejpam-6300	272	32	positives	positive	NOUN
ejpam-6300	272	33	,	,	PUNCT
ejpam-6300	272	34	demonstrating	demonstrate	VERB
ejpam-6300	272	35	that	that	SCONJ
ejpam-6300	272	36	most	most	ADJ
ejpam-6300	272	37	of	of	ADP
ejpam-6300	272	38	the	the	DET
ejpam-6300	272	39	predicted	predict	VERB
ejpam-6300	272	40	pixels	pixel	NOUN
ejpam-6300	272	41	correspond	correspond	VERB
ejpam-6300	272	42	to	to	ADP
ejpam-6300	272	43	the	the	DET
ejpam-6300	272	44	arteries	artery	NOUN
ejpam-6300	272	45	.	.	PUNCT
ejpam-6300	273	1	table	table	NOUN
ejpam-6300	273	2	1	1	NUM
ejpam-6300	273	3	:	:	PUNCT
ejpam-6300	273	4	u	u	ADJ
ejpam-6300	273	5	-	-	ADJ
ejpam-6300	273	6	net	net	ADJ
ejpam-6300	273	7	results	result	NOUN
ejpam-6300	273	8	for	for	ADP
ejpam-6300	273	9	the	the	DET
ejpam-6300	273	10	k	k	NOUN
ejpam-6300	273	11	-	-	ADJ
ejpam-6300	273	12	fold	fold	ADJ
ejpam-6300	273	13	(	(	PUNCT
ejpam-6300	273	14	k=5	k=5	PROPN
ejpam-6300	273	15	)	)	PUNCT
ejpam-6300	273	16	cross	cross	NOUN
ejpam-6300	273	17	-	-	NOUN
ejpam-6300	273	18	validation	validation	NOUN
ejpam-6300	273	19	.	.	PUNCT
ejpam-6300	274	1	fold	fold	PROPN
ejpam-6300	274	2	dsc	dsc	PROPN
ejpam-6300	274	3	ji	ji	PROPN
ejpam-6300	274	4	recall	recall	PROPN
ejpam-6300	274	5	precision	precision	PROPN
ejpam-6300	274	6	fold	fold	VERB
ejpam-6300	274	7	1	1	NUM
ejpam-6300	274	8	0.810	0.810	NUM
ejpam-6300	274	9	0.710	0.710	NUM
ejpam-6300	274	10	0.770	0.770	NUM
ejpam-6300	274	11	0.870	0.870	NUM
ejpam-6300	274	12	fold	fold	VERB
ejpam-6300	274	13	1	1	NUM
ejpam-6300	274	14	0.800	0.800	NUM
ejpam-6300	274	15	0.705	0.705	NUM
ejpam-6300	274	16	0.765	0.765	NUM
ejpam-6300	274	17	0.880	0.880	NUM
ejpam-6300	274	18	fold	fold	ADJ
ejpam-6300	274	19	1	1	NUM
ejpam-6300	274	20	0.820	0.820	NUM
ejpam-6300	274	21	0.715	0.715	NUM
ejpam-6300	274	22	0.780	0.780	NUM
ejpam-6300	274	23	0.875	0.875	NUM
ejpam-6300	274	24	fold	fold	VERB
ejpam-6300	274	25	1	1	NUM
ejpam-6300	274	26	0.810	0.810	NUM
ejpam-6300	274	27	0.710	0.710	NUM
ejpam-6300	274	28	0.770	0.770	NUM
ejpam-6300	274	29	0.870	0.870	NUM
ejpam-6300	274	30	fold	fold	VERB
ejpam-6300	274	31	1	1	NUM
ejpam-6300	274	32	0.805	0.805	NUM
ejpam-6300	274	33	0.700	0.700	NUM
ejpam-6300	274	34	0.775	0.775	NUM
ejpam-6300	274	35	0.885	0.885	NUM
ejpam-6300	274	36	avg	avg	NOUN
ejpam-6300	274	37	0.809	0.809	NUM
ejpam-6300	274	38	0.0670	0.0670	NUM
ejpam-6300	274	39	0.772	0.772	NUM
ejpam-6300	274	40	0.876	0.876	NUM
ejpam-6300	275	1	the	the	DET
ejpam-6300	275	2	resu	resu	PROPN
ejpam-6300	275	3	-	-	ADJ
ejpam-6300	275	4	net	net	ADJ
ejpam-6300	275	5	model	model	NOUN
ejpam-6300	275	6	showed	show	VERB
ejpam-6300	275	7	significant	significant	ADJ
ejpam-6300	275	8	improvements	improvement	NOUN
ejpam-6300	275	9	over	over	ADP
ejpam-6300	275	10	the	the	DET
ejpam-6300	275	11	original	original	ADJ
ejpam-6300	275	12	u	u	NOUN
ejpam-6300	275	13	-	-	NOUN
ejpam-6300	275	14	net	net	ADJ
ejpam-6300	275	15	,	,	PUNCT
ejpam-6300	275	16	achieving	achieve	VERB
ejpam-6300	275	17	a	a	DET
ejpam-6300	275	18	dsc	dsc	NOUN
ejpam-6300	275	19	of	of	ADP
ejpam-6300	275	20	0.865	0.865	NUM
ejpam-6300	275	21	and	and	CCONJ
ejpam-6300	275	22	a	a	DET
ejpam-6300	275	23	ji	ji	NOUN
ejpam-6300	275	24	of	of	ADP
ejpam-6300	275	25	0.764	0.764	NUM
ejpam-6300	275	26	.	.	PUNCT
ejpam-6300	276	1	the	the	DET
ejpam-6300	276	2	increased	increase	VERB
ejpam-6300	276	3	recall	recall	NOUN
ejpam-6300	276	4	of	of	ADP
ejpam-6300	276	5	0.881	0.881	NUM
ejpam-6300	276	6	indicates	indicate	VERB
ejpam-6300	276	7	that	that	SCONJ
ejpam-6300	276	8	this	this	DET
ejpam-6300	276	9	model	model	NOUN
ejpam-6300	276	10	is	be	AUX
ejpam-6300	276	11	particularly	particularly	ADV
ejpam-6300	276	12	effective	effective	ADJ
ejpam-6300	276	13	at	at	ADP
ejpam-6300	276	14	detecting	detect	VERB
ejpam-6300	276	15	arterial	arterial	ADJ
ejpam-6300	276	16	structures	structure	NOUN
ejpam-6300	276	17	,	,	PUNCT
ejpam-6300	276	18	capturing	capture	VERB
ejpam-6300	276	19	a	a	DET
ejpam-6300	276	20	higher	high	ADJ
ejpam-6300	276	21	percentage	percentage	NOUN
ejpam-6300	276	22	of	of	ADP
ejpam-6300	276	23	true	true	ADJ
ejpam-6300	276	24	positive	positive	ADJ
ejpam-6300	276	25	pixels	pixel	NOUN
ejpam-6300	276	26	.	.	PUNCT
ejpam-6300	277	1	furthermore	furthermore	ADV
ejpam-6300	277	2	,	,	PUNCT
ejpam-6300	277	3	the	the	DET
ejpam-6300	277	4	precision	precision	NOUN
ejpam-6300	277	5	of	of	ADP
ejpam-6300	277	6	0.892	0.892	NUM
ejpam-6300	277	7	remains	remain	VERB
ejpam-6300	277	8	high	high	ADJ
ejpam-6300	277	9	,	,	PUNCT
ejpam-6300	277	10	suggesting	suggest	VERB
ejpam-6300	277	11	that	that	SCONJ
ejpam-6300	277	12	the	the	DET
ejpam-6300	277	13	model	model	NOUN
ejpam-6300	277	14	maintains	maintain	VERB
ejpam-6300	277	15	accuracy	accuracy	NOUN
ejpam-6300	277	16	in	in	ADP
ejpam-6300	277	17	its	its	PRON
ejpam-6300	277	18	predictions	prediction	NOUN
ejpam-6300	277	19	,	,	PUNCT
ejpam-6300	277	20	making	make	VERB
ejpam-6300	277	21	it	it	PRON
ejpam-6300	277	22	a	a	DET
ejpam-6300	277	23	strong	strong	ADJ
ejpam-6300	277	24	candidate	candidate	NOUN
ejpam-6300	277	25	for	for	ADP
ejpam-6300	277	26	clinical	clinical	ADJ
ejpam-6300	277	27	applications	application	NOUN
ejpam-6300	277	28	.	.	PUNCT
ejpam-6300	278	1	table	table	NOUN
ejpam-6300	278	2	2	2	NUM
ejpam-6300	278	3	:	:	PUNCT
ejpam-6300	278	4	resu	resu	PROPN
ejpam-6300	278	5	-	-	ADJ
ejpam-6300	278	6	net	net	ADJ
ejpam-6300	278	7	results	result	NOUN
ejpam-6300	278	8	for	for	ADP
ejpam-6300	278	9	the	the	DET
ejpam-6300	278	10	k	k	NOUN
ejpam-6300	278	11	-	-	ADJ
ejpam-6300	278	12	fold	fold	ADJ
ejpam-6300	278	13	(	(	PUNCT
ejpam-6300	278	14	k=5	k=5	PROPN
ejpam-6300	278	15	)	)	PUNCT
ejpam-6300	278	16	cross	cross	NOUN
ejpam-6300	278	17	-	-	NOUN
ejpam-6300	278	18	validation	validation	NOUN
ejpam-6300	278	19	.	.	PUNCT
ejpam-6300	279	1	fold	fold	PROPN
ejpam-6300	279	2	dsc	dsc	PROPN
ejpam-6300	279	3	ji	ji	PROPN
ejpam-6300	279	4	recall	recall	PROPN
ejpam-6300	279	5	precision	precision	PROPN
ejpam-6300	279	6	fold	fold	VERB
ejpam-6300	279	7	1	1	NUM
ejpam-6300	279	8	0.867	0.867	NUM
ejpam-6300	279	9	0.765	0.765	NUM
ejpam-6300	279	10	0.881	0.881	NUM
ejpam-6300	279	11	0.892	0.892	NUM
ejpam-6300	279	12	fold	fold	VERB
ejpam-6300	279	13	1	1	NUM
ejpam-6300	279	14	0.861	0.861	NUM
ejpam-6300	279	15	0.760	0.760	NUM
ejpam-6300	279	16	0.885	0.885	NUM
ejpam-6300	279	17	0.890	0.890	NUM
ejpam-6300	279	18	fold	fold	VERB
ejpam-6300	279	19	1	1	NUM
ejpam-6300	279	20	0.864	0.864	NUM
ejpam-6300	279	21	0.768	0.768	NUM
ejpam-6300	279	22	0.878	0.878	NUM
ejpam-6300	279	23	0.895	0.895	NUM
ejpam-6300	279	24	fold	fold	NOUN
ejpam-6300	279	25	1	1	NUM
ejpam-6300	279	26	0.869	0.869	NUM
ejpam-6300	279	27	0.762	0.762	NUM
ejpam-6300	279	28	0.883	0.883	NUM
ejpam-6300	279	29	0.889	0.889	NUM
ejpam-6300	279	30	fold	fold	NOUN
ejpam-6300	279	31	1	1	NUM
ejpam-6300	279	32	0.865	0.865	NUM
ejpam-6300	279	33	0.766	0.766	NUM
ejpam-6300	279	34	0.879	0.879	NUM
ejpam-6300	279	35	0.893	0.893	NUM
ejpam-6300	279	36	avg	avg	NOUN
ejpam-6300	279	37	0.865	0.865	NUM
ejpam-6300	279	38	0.764	0.764	NUM
ejpam-6300	279	39	0.881	0.881	NUM
ejpam-6300	279	40	0.892	0.892	NUM
ejpam-6300	279	41	the	the	DET
ejpam-6300	279	42	attention	attention	NOUN
ejpam-6300	279	43	u	u	ADJ
ejpam-6300	279	44	-	-	ADJ
ejpam-6300	279	45	net	net	ADJ
ejpam-6300	279	46	model	model	NOUN
ejpam-6300	279	47	achieved	achieve	VERB
ejpam-6300	279	48	a	a	DET
ejpam-6300	279	49	dsc	dsc	NOUN
ejpam-6300	279	50	of	of	ADP
ejpam-6300	279	51	0.775	0.775	NUM
ejpam-6300	279	52	and	and	CCONJ
ejpam-6300	279	53	a	a	DET
ejpam-6300	279	54	ji	ji	NOUN
ejpam-6300	279	55	of	of	ADP
ejpam-6300	279	56	0.677	0.677	NUM
ejpam-6300	279	57	,	,	PUNCT
ejpam-6300	279	58	indicating	indicate	VERB
ejpam-6300	279	59	o.	o.	NOUN
ejpam-6300	279	60	alirr	alirr	PROPN
ejpam-6300	279	61	/	/	SYM
ejpam-6300	279	62	eur	eur	PROPN
ejpam-6300	279	63	.	.	PUNCT
ejpam-6300	280	1	j.	j.	PROPN
ejpam-6300	280	2	pure	pure	PROPN
ejpam-6300	280	3	appl	appl	PROPN
ejpam-6300	280	4	.	.	PROPN
ejpam-6300	280	5	math	math	PROPN
ejpam-6300	280	6	,	,	PUNCT
ejpam-6300	280	7	18	18	NUM
ejpam-6300	280	8	(	(	PUNCT
ejpam-6300	280	9	4	4	NUM
ejpam-6300	280	10	)	)	PUNCT
ejpam-6300	280	11	(	(	PUNCT
ejpam-6300	280	12	2025	2025	NUM
ejpam-6300	280	13	)	)	PUNCT
ejpam-6300	280	14	,	,	PUNCT
ejpam-6300	280	15	6300	6300	NUM
ejpam-6300	280	16	16	16	NUM
ejpam-6300	280	17	of	of	ADP
ejpam-6300	280	18	20	20	NUM
ejpam-6300	280	19	moderate	moderate	ADJ
ejpam-6300	280	20	segmentation	segmentation	NOUN
ejpam-6300	280	21	performance	performance	NOUN
ejpam-6300	280	22	.	.	PUNCT
ejpam-6300	281	1	notably	notably	ADV
ejpam-6300	281	2	,	,	PUNCT
ejpam-6300	281	3	it	it	PRON
ejpam-6300	281	4	recorded	record	VERB
ejpam-6300	281	5	the	the	DET
ejpam-6300	281	6	highest	high	ADJ
ejpam-6300	281	7	recall	recall	NOUN
ejpam-6300	281	8	of	of	ADP
ejpam-6300	281	9	0.914	0.914	NUM
ejpam-6300	281	10	,	,	PUNCT
ejpam-6300	281	11	suggesting	suggest	VERB
ejpam-6300	281	12	that	that	SCONJ
ejpam-6300	281	13	the	the	DET
ejpam-6300	281	14	attention	attention	NOUN
ejpam-6300	281	15	mechanism	mechanism	NOUN
ejpam-6300	281	16	effectively	effectively	ADV
ejpam-6300	281	17	enhances	enhance	VERB
ejpam-6300	281	18	the	the	DET
ejpam-6300	281	19	model	model	NOUN
ejpam-6300	281	20	’s	’s	PART
ejpam-6300	281	21	ability	ability	NOUN
ejpam-6300	281	22	to	to	PART
ejpam-6300	281	23	identify	identify	VERB
ejpam-6300	281	24	arterial	arterial	ADJ
ejpam-6300	281	25	pixels	pixel	NOUN
ejpam-6300	281	26	.	.	PUNCT
ejpam-6300	282	1	however	however	ADV
ejpam-6300	282	2	,	,	PUNCT
ejpam-6300	282	3	this	this	DET
ejpam-6300	282	4	model	model	NOUN
ejpam-6300	282	5	’s	’s	PART
ejpam-6300	282	6	precision	precision	NOUN
ejpam-6300	282	7	of	of	ADP
ejpam-6300	282	8	0.678	0.678	NUM
ejpam-6300	282	9	is	be	AUX
ejpam-6300	282	10	the	the	DET
ejpam-6300	282	11	lowest	low	ADJ
ejpam-6300	282	12	among	among	ADP
ejpam-6300	282	13	the	the	DET
ejpam-6300	282	14	evaluated	evaluate	VERB
ejpam-6300	282	15	networks	network	NOUN
ejpam-6300	282	16	,	,	PUNCT
ejpam-6300	282	17	indicating	indicate	VERB
ejpam-6300	282	18	a	a	DET
ejpam-6300	282	19	higher	high	ADJ
ejpam-6300	282	20	rate	rate	NOUN
ejpam-6300	282	21	of	of	ADP
ejpam-6300	282	22	false	false	ADJ
ejpam-6300	282	23	positives	positive	NOUN
ejpam-6300	282	24	,	,	PUNCT
ejpam-6300	282	25	which	which	PRON
ejpam-6300	282	26	may	may	AUX
ejpam-6300	282	27	limit	limit	VERB
ejpam-6300	282	28	its	its	PRON
ejpam-6300	282	29	utility	utility	NOUN
ejpam-6300	282	30	in	in	ADP
ejpam-6300	282	31	precise	precise	ADJ
ejpam-6300	282	32	clinical	clinical	ADJ
ejpam-6300	282	33	settings	setting	NOUN
ejpam-6300	282	34	.	.	PUNCT
ejpam-6300	283	1	table	table	NOUN
ejpam-6300	283	2	3	3	NUM
ejpam-6300	283	3	:	:	PUNCT
ejpam-6300	283	4	attention	attention	NOUN
ejpam-6300	283	5	u	u	NOUN
ejpam-6300	283	6	-	-	ADJ
ejpam-6300	283	7	net	net	ADJ
ejpam-6300	283	8	results	result	NOUN
ejpam-6300	283	9	for	for	ADP
ejpam-6300	283	10	the	the	DET
ejpam-6300	283	11	k	k	NOUN
ejpam-6300	283	12	-	-	ADJ
ejpam-6300	283	13	fold	fold	ADJ
ejpam-6300	283	14	(	(	PUNCT
ejpam-6300	283	15	k=5	k=5	PROPN
ejpam-6300	283	16	)	)	PUNCT
ejpam-6300	283	17	cross	cross	NOUN
ejpam-6300	283	18	-	-	NOUN
ejpam-6300	283	19	validation	validation	NOUN
ejpam-6300	283	20	.	.	PUNCT
ejpam-6300	284	1	fold	fold	PROPN
ejpam-6300	284	2	dsc	dsc	PROPN
ejpam-6300	284	3	ji	ji	PROPN
ejpam-6300	284	4	recall	recall	PROPN
ejpam-6300	284	5	precision	precision	PROPN
ejpam-6300	284	6	fold	fold	VERB
ejpam-6300	284	7	1	1	NUM
ejpam-6300	284	8	0.774	0.774	NUM
ejpam-6300	284	9	0.645	0.645	NUM
ejpam-6300	284	10	0.910	0.910	NUM
ejpam-6300	284	11	0.691	0.691	NUM
ejpam-6300	284	12	fold	fold	VERB
ejpam-6300	284	13	1	1	NUM
ejpam-6300	284	14	0.780	0.780	NUM
ejpam-6300	284	15	0.690	0.690	NUM
ejpam-6300	284	16	0.920	0.920	NUM
ejpam-6300	284	17	0.680	0.680	NUM
ejpam-6300	284	18	fold	fold	ADJ
ejpam-6300	284	19	1	1	NUM
ejpam-6300	284	20	0.790	0.790	NUM
ejpam-6300	284	21	0.700	0.700	NUM
ejpam-6300	284	22	0.930	0.930	NUM
ejpam-6300	284	23	0.690	0.690	NUM
ejpam-6300	284	24	fold	fold	NOUN
ejpam-6300	284	25	1	1	NUM
ejpam-6300	284	26	0.770	0.770	NUM
ejpam-6300	284	27	0.680	0.680	NUM
ejpam-6300	284	28	0.910	0.910	NUM
ejpam-6300	284	29	0.670	0.670	NUM
ejpam-6300	284	30	fold	fold	ADJ
ejpam-6300	284	31	1	1	NUM
ejpam-6300	284	32	0.760	0.760	NUM
ejpam-6300	284	33	0.670	0.670	NUM
ejpam-6300	284	34	0.900	0.900	NUM
ejpam-6300	284	35	0.660	0.660	NUM
ejpam-6300	284	36	avg	avg	NOUN
ejpam-6300	284	37	0.775	0.775	NUM
ejpam-6300	284	38	0.677	0.677	NUM
ejpam-6300	284	39	0.914	0.914	NUM
ejpam-6300	284	40	0.678	0.678	NUM
ejpam-6300	284	41	the	the	DET
ejpam-6300	284	42	u	u	PROPN
ejpam-6300	284	43	-	-	PROPN
ejpam-6300	284	44	net++	net++	ADJ
ejpam-6300	284	45	model	model	NOUN
ejpam-6300	284	46	achieved	achieve	VERB
ejpam-6300	284	47	a	a	DET
ejpam-6300	284	48	dsc	dsc	NOUN
ejpam-6300	284	49	of	of	ADP
ejpam-6300	284	50	0.790	0.790	NUM
ejpam-6300	284	51	and	and	CCONJ
ejpam-6300	284	52	a	a	DET
ejpam-6300	284	53	ji	ji	NOUN
ejpam-6300	284	54	of	of	ADP
ejpam-6300	284	55	0.676	0.676	NUM
ejpam-6300	284	56	,	,	PUNCT
ejpam-6300	284	57	demonstrating	demonstrate	VERB
ejpam-6300	284	58	solid	solid	ADJ
ejpam-6300	284	59	segmentation	segmentation	NOUN
ejpam-6300	284	60	capabilities	capability	NOUN
ejpam-6300	284	61	.	.	PUNCT
ejpam-6300	285	1	like	like	ADP
ejpam-6300	285	2	the	the	DET
ejpam-6300	285	3	attention	attention	NOUN
ejpam-6300	285	4	u	u	NOUN
ejpam-6300	285	5	-	-	NOUN
ejpam-6300	285	6	net	net	ADJ
ejpam-6300	285	7	,	,	PUNCT
ejpam-6300	285	8	it	it	PRON
ejpam-6300	285	9	also	also	ADV
ejpam-6300	285	10	recorded	record	VERB
ejpam-6300	285	11	a	a	DET
ejpam-6300	285	12	high	high	ADJ
ejpam-6300	285	13	recall	recall	NOUN
ejpam-6300	285	14	of	of	ADP
ejpam-6300	285	15	0.914	0.914	NUM
ejpam-6300	285	16	,	,	PUNCT
ejpam-6300	285	17	indicating	indicate	VERB
ejpam-6300	285	18	its	its	PRON
ejpam-6300	285	19	effectiveness	effectiveness	NOUN
ejpam-6300	285	20	in	in	ADP
ejpam-6300	285	21	capturing	capture	VERB
ejpam-6300	285	22	arterial	arterial	ADJ
ejpam-6300	285	23	structures	structure	NOUN
ejpam-6300	285	24	.	.	PUNCT
ejpam-6300	286	1	however	however	ADV
ejpam-6300	286	2	,	,	PUNCT
ejpam-6300	286	3	the	the	DET
ejpam-6300	286	4	precision	precision	NOUN
ejpam-6300	286	5	of	of	ADP
ejpam-6300	286	6	0.708	0.708	NUM
ejpam-6300	286	7	suggests	suggest	VERB
ejpam-6300	286	8	that	that	SCONJ
ejpam-6300	286	9	while	while	SCONJ
ejpam-6300	286	10	it	it	PRON
ejpam-6300	286	11	is	be	AUX
ejpam-6300	286	12	good	good	ADJ
ejpam-6300	286	13	at	at	ADP
ejpam-6300	286	14	identifying	identify	VERB
ejpam-6300	286	15	true	true	ADJ
ejpam-6300	286	16	positives	positive	NOUN
ejpam-6300	286	17	,	,	PUNCT
ejpam-6300	286	18	it	it	PRON
ejpam-6300	286	19	also	also	ADV
ejpam-6300	286	20	presents	present	VERB
ejpam-6300	286	21	a	a	DET
ejpam-6300	286	22	risk	risk	NOUN
ejpam-6300	286	23	of	of	ADP
ejpam-6300	286	24	false	false	ADJ
ejpam-6300	286	25	positives	positive	NOUN
ejpam-6300	286	26	,	,	PUNCT
ejpam-6300	286	27	albeit	albeit	SCONJ
ejpam-6300	286	28	to	to	ADP
ejpam-6300	286	29	a	a	DET
ejpam-6300	286	30	lesser	less	ADJ
ejpam-6300	286	31	extent	extent	NOUN
ejpam-6300	286	32	than	than	ADP
ejpam-6300	286	33	the	the	DET
ejpam-6300	286	34	attention	attention	NOUN
ejpam-6300	286	35	u	u	NOUN
ejpam-6300	286	36	-	-	NOUN
ejpam-6300	286	37	net	net	ADJ
ejpam-6300	286	38	.	.	PUNCT
ejpam-6300	286	39	table	table	NOUN
ejpam-6300	286	40	4	4	NUM
ejpam-6300	286	41	:	:	PUNCT
ejpam-6300	286	42	u	u	ADJ
ejpam-6300	286	43	-	-	NOUN
ejpam-6300	286	44	net++	net++	ADJ
ejpam-6300	286	45	results	result	NOUN
ejpam-6300	286	46	for	for	ADP
ejpam-6300	286	47	the	the	DET
ejpam-6300	286	48	k	k	NOUN
ejpam-6300	286	49	-	-	ADJ
ejpam-6300	286	50	fold	fold	ADJ
ejpam-6300	286	51	(	(	PUNCT
ejpam-6300	286	52	k=5	k=5	PROPN
ejpam-6300	286	53	)	)	PUNCT
ejpam-6300	286	54	cross	cross	NOUN
ejpam-6300	286	55	-	-	NOUN
ejpam-6300	286	56	validation	validation	NOUN
ejpam-6300	286	57	.	.	PUNCT
ejpam-6300	287	1	fold	fold	PROPN
ejpam-6300	287	2	dsc	dsc	PROPN
ejpam-6300	287	3	ji	ji	PROPN
ejpam-6300	287	4	recall	recall	PROPN
ejpam-6300	287	5	precision	precision	PROPN
ejpam-6300	287	6	fold	fold	VERB
ejpam-6300	287	7	1	1	NUM
ejpam-6300	287	8	0.790	0.790	NUM
ejpam-6300	287	9	0.667	0.667	NUM
ejpam-6300	287	10	0.913	0.913	NUM
ejpam-6300	287	11	0.709	0.709	NUM
ejpam-6300	287	12	fold	fold	VERB
ejpam-6300	287	13	1	1	NUM
ejpam-6300	287	14	0.780	0.780	NUM
ejpam-6300	287	15	0.667	0.667	NUM
ejpam-6300	287	16	0.910	0.910	NUM
ejpam-6300	287	17	0.700	0.700	NUM
ejpam-6300	287	18	fold	fold	VERB
ejpam-6300	287	19	1	1	NUM
ejpam-6300	287	20	0.795	0.795	NUM
ejpam-6300	287	21	0.680	0.680	NUM
ejpam-6300	287	22	0.915	0.915	NUM
ejpam-6300	287	23	0.715	0.715	NUM
ejpam-6300	287	24	fold	fold	VERB
ejpam-6300	287	25	1	1	NUM
ejpam-6300	287	26	0.785	0.785	NUM
ejpam-6300	287	27	0.675	0.675	NUM
ejpam-6300	287	28	0.910	0.910	NUM
ejpam-6300	287	29	0.705	0.705	NUM
ejpam-6300	287	30	fold	fold	NOUN
ejpam-6300	287	31	1	1	NUM
ejpam-6300	287	32	0.800	0.800	NUM
ejpam-6300	287	33	0.690	0.690	NUM
ejpam-6300	287	34	0.920	0.920	NUM
ejpam-6300	287	35	0.710	0.710	NUM
ejpam-6300	287	36	avg	avg	NOUN
ejpam-6300	287	37	0.790	0.790	NUM
ejpam-6300	287	38	0.676	0.676	NUM
ejpam-6300	287	39	0.910	0.910	NUM
ejpam-6300	287	40	0.708	0.708	NUM
ejpam-6300	287	41	the	the	DET
ejpam-6300	287	42	transu	transu	ADJ
ejpam-6300	287	43	-	-	PUNCT
ejpam-6300	287	44	net	net	ADJ
ejpam-6300	287	45	model	model	NOUN
ejpam-6300	287	46	achieved	achieve	VERB
ejpam-6300	287	47	a	a	DET
ejpam-6300	287	48	dsc	dsc	NOUN
ejpam-6300	287	49	of	of	ADP
ejpam-6300	287	50	0.812	0.812	NUM
ejpam-6300	287	51	and	and	CCONJ
ejpam-6300	287	52	a	a	DET
ejpam-6300	287	53	ji	ji	NOUN
ejpam-6300	287	54	of	of	ADP
ejpam-6300	287	55	0.676	0.676	NUM
ejpam-6300	287	56	,	,	PUNCT
ejpam-6300	287	57	indicating	indicate	VERB
ejpam-6300	287	58	strong	strong	ADJ
ejpam-6300	287	59	segmentation	segmentation	NOUN
ejpam-6300	287	60	performance	performance	NOUN
ejpam-6300	287	61	.	.	PUNCT
ejpam-6300	288	1	its	its	PRON
ejpam-6300	288	2	recall	recall	NOUN
ejpam-6300	288	3	of	of	ADP
ejpam-6300	288	4	0.917	0.917	NUM
ejpam-6300	288	5	is	be	AUX
ejpam-6300	288	6	the	the	DET
ejpam-6300	288	7	highest	high	ADJ
ejpam-6300	288	8	among	among	ADP
ejpam-6300	288	9	the	the	DET
ejpam-6300	288	10	models	model	NOUN
ejpam-6300	288	11	,	,	PUNCT
ejpam-6300	288	12	suggesting	suggest	VERB
ejpam-6300	288	13	excellent	excellent	ADJ
ejpam-6300	288	14	sensitivity	sensitivity	NOUN
ejpam-6300	288	15	in	in	ADP
ejpam-6300	288	16	detecting	detect	VERB
ejpam-6300	288	17	arterial	arterial	ADJ
ejpam-6300	288	18	structures	structure	NOUN
ejpam-6300	288	19	.	.	PUNCT
ejpam-6300	289	1	the	the	DET
ejpam-6300	289	2	precision	precision	NOUN
ejpam-6300	289	3	of	of	ADP
ejpam-6300	289	4	0.719	0.719	NUM
ejpam-6300	289	5	reflects	reflect	VERB
ejpam-6300	289	6	a	a	DET
ejpam-6300	289	7	reasonable	reasonable	ADJ
ejpam-6300	289	8	balance	balance	NOUN
ejpam-6300	289	9	between	between	ADP
ejpam-6300	289	10	true	true	ADJ
ejpam-6300	289	11	positives	positive	NOUN
ejpam-6300	289	12	and	and	CCONJ
ejpam-6300	289	13	false	false	ADJ
ejpam-6300	289	14	positives	positive	NOUN
ejpam-6300	289	15	,	,	PUNCT
ejpam-6300	289	16	making	make	VERB
ejpam-6300	289	17	it	it	PRON
ejpam-6300	289	18	a	a	DET
ejpam-6300	289	19	viable	viable	ADJ
ejpam-6300	289	20	option	option	NOUN
ejpam-6300	289	21	for	for	ADP
ejpam-6300	289	22	segmentation	segmentation	NOUN
ejpam-6300	289	23	tasks	task	NOUN
ejpam-6300	289	24	.	.	PUNCT
ejpam-6300	290	1	3.2	3.2	NUM
ejpam-6300	290	2	.	.	PUNCT
ejpam-6300	290	3	discussion	discussion	NOUN
ejpam-6300	290	4	first	first	ADV
ejpam-6300	290	5	,	,	PUNCT
ejpam-6300	290	6	to	to	PART
ejpam-6300	290	7	emphasize	emphasize	VERB
ejpam-6300	290	8	the	the	DET
ejpam-6300	290	9	significance	significance	NOUN
ejpam-6300	290	10	of	of	ADP
ejpam-6300	290	11	the	the	DET
ejpam-6300	290	12	vesselness	vesselness	NOUN
ejpam-6300	290	13	enhancement	enhancement	NOUN
ejpam-6300	290	14	step	step	NOUN
ejpam-6300	290	15	within	within	ADP
ejpam-6300	290	16	the	the	DET
ejpam-6300	290	17	proposed	propose	VERB
ejpam-6300	290	18	framework	framework	NOUN
ejpam-6300	290	19	,	,	PUNCT
ejpam-6300	290	20	all	all	DET
ejpam-6300	290	21	models	model	NOUN
ejpam-6300	290	22	were	be	AUX
ejpam-6300	290	23	evaluated	evaluate	VERB
ejpam-6300	290	24	and	and	CCONJ
ejpam-6300	290	25	tested	test	VERB
ejpam-6300	290	26	both	both	CCONJ
ejpam-6300	290	27	with	with	ADP
ejpam-6300	290	28	and	and	CCONJ
ejpam-6300	290	29	without	without	ADP
ejpam-6300	290	30	this	this	DET
ejpam-6300	290	31	preprocessing	preprocessing	NOUN
ejpam-6300	290	32	step	step	NOUN
ejpam-6300	290	33	.	.	PUNCT
ejpam-6300	291	1	this	this	DET
ejpam-6300	291	2	comparative	comparative	ADJ
ejpam-6300	291	3	analysis	analysis	NOUN
ejpam-6300	291	4	demonstrates	demonstrate	VERB
ejpam-6300	291	5	the	the	DET
ejpam-6300	291	6	substantial	substantial	ADJ
ejpam-6300	291	7	impact	impact	NOUN
ejpam-6300	291	8	that	that	DET
ejpam-6300	291	9	vesselness	vesselness	ADJ
ejpam-6300	291	10	enhancement	enhancement	NOUN
ejpam-6300	291	11	can	can	AUX
ejpam-6300	291	12	have	have	VERB
ejpam-6300	291	13	on	on	ADP
ejpam-6300	291	14	the	the	DET
ejpam-6300	291	15	accuracy	accuracy	NOUN
ejpam-6300	291	16	and	and	CCONJ
ejpam-6300	291	17	efficiency	efficiency	NOUN
ejpam-6300	291	18	of	of	ADP
ejpam-6300	291	19	the	the	DET
ejpam-6300	291	20	segmentation	segmentation	NOUN
ejpam-6300	291	21	process	process	NOUN
ejpam-6300	291	22	.	.	PUNCT
ejpam-6300	292	1	a	a	DET
ejpam-6300	292	2	series	series	NOUN
ejpam-6300	292	3	of	of	ADP
ejpam-6300	292	4	experiments	experiment	NOUN
ejpam-6300	292	5	were	be	AUX
ejpam-6300	292	6	conducted	conduct	VERB
ejpam-6300	292	7	to	to	PART
ejpam-6300	292	8	assess	assess	VERB
ejpam-6300	292	9	the	the	DET
ejpam-6300	292	10	performance	performance	NOUN
ejpam-6300	292	11	of	of	ADP
ejpam-6300	292	12	each	each	DET
ejpam-6300	292	13	model	model	NOUN
ejpam-6300	292	14	o.	o.	PROPN
ejpam-6300	292	15	alirr	alirr	PROPN
ejpam-6300	292	16	/	/	SYM
ejpam-6300	292	17	eur	eur	PROPN
ejpam-6300	292	18	.	.	PUNCT
ejpam-6300	293	1	j.	j.	PROPN
ejpam-6300	293	2	pure	pure	PROPN
ejpam-6300	293	3	appl	appl	PROPN
ejpam-6300	293	4	.	.	PROPN
ejpam-6300	293	5	math	math	PROPN
ejpam-6300	293	6	,	,	PUNCT
ejpam-6300	293	7	18	18	NUM
ejpam-6300	293	8	(	(	PUNCT
ejpam-6300	293	9	4	4	NUM
ejpam-6300	293	10	)	)	PUNCT
ejpam-6300	293	11	(	(	PUNCT
ejpam-6300	293	12	2025	2025	NUM
ejpam-6300	293	13	)	)	PUNCT
ejpam-6300	293	14	,	,	PUNCT
ejpam-6300	293	15	6300	6300	NUM
ejpam-6300	293	16	17	17	NUM
ejpam-6300	293	17	of	of	ADP
ejpam-6300	293	18	20	20	NUM
ejpam-6300	293	19	table	table	NOUN
ejpam-6300	293	20	5	5	NUM
ejpam-6300	293	21	:	:	PUNCT
ejpam-6300	293	22	transu	transu	ADJ
ejpam-6300	293	23	-	-	PUNCT
ejpam-6300	293	24	net	net	ADJ
ejpam-6300	293	25	results	result	NOUN
ejpam-6300	293	26	for	for	ADP
ejpam-6300	293	27	the	the	DET
ejpam-6300	293	28	k	k	NOUN
ejpam-6300	293	29	-	-	ADJ
ejpam-6300	293	30	fold	fold	ADJ
ejpam-6300	293	31	(	(	PUNCT
ejpam-6300	293	32	k=5	k=5	PROPN
ejpam-6300	293	33	)	)	PUNCT
ejpam-6300	293	34	cross	cross	NOUN
ejpam-6300	293	35	-	-	NOUN
ejpam-6300	293	36	validation	validation	NOUN
ejpam-6300	293	37	.	.	PUNCT
ejpam-6300	294	1	fold	fold	PROPN
ejpam-6300	294	2	dsc	dsc	PROPN
ejpam-6300	294	3	ji	ji	PROPN
ejpam-6300	294	4	recall	recall	PROPN
ejpam-6300	294	5	precision	precision	PROPN
ejpam-6300	294	6	fold	fold	VERB
ejpam-6300	294	7	1	1	NUM
ejpam-6300	294	8	0.810	0.810	NUM
ejpam-6300	294	9	0.667	0.667	NUM
ejpam-6300	294	10	0.912	0.912	NUM
ejpam-6300	294	11	0.709	0.709	NUM
ejpam-6300	294	12	fold	fold	VERB
ejpam-6300	294	13	1	1	NUM
ejpam-6300	294	14	0.805	0.805	NUM
ejpam-6300	294	15	0.675	0.675	NUM
ejpam-6300	294	16	0.915	0.915	NUM
ejpam-6300	294	17	0.715	0.715	NUM
ejpam-6300	294	18	fold	fold	VERB
ejpam-6300	294	19	1	1	NUM
ejpam-6300	294	20	0.815	0.815	NUM
ejpam-6300	294	21	0.680	0.680	NUM
ejpam-6300	294	22	0.920	0.920	NUM
ejpam-6300	294	23	0.725	0.725	NUM
ejpam-6300	294	24	fold	fold	NOUN
ejpam-6300	294	25	1	1	NUM
ejpam-6300	294	26	0.810	0.810	NUM
ejpam-6300	294	27	0.675	0.675	NUM
ejpam-6300	294	28	0.910	0.910	NUM
ejpam-6300	294	29	0.720	0.720	NUM
ejpam-6300	294	30	fold	fold	VERB
ejpam-6300	294	31	1	1	NUM
ejpam-6300	294	32	0.820	0.820	NUM
ejpam-6300	294	33	0.685	0.685	NUM
ejpam-6300	294	34	0.925	0.925	NUM
ejpam-6300	294	35	0.730	0.730	NUM
ejpam-6300	294	36	avg	avg	NOUN
ejpam-6300	294	37	0.812	0.812	NUM
ejpam-6300	294	38	0.676	0.676	NUM
ejpam-6300	294	39	0.917	0.917	NUM
ejpam-6300	294	40	0.719	0.719	NUM
ejpam-6300	294	41	under	under	ADP
ejpam-6300	294	42	these	these	DET
ejpam-6300	294	43	two	two	NUM
ejpam-6300	294	44	conditions	condition	NOUN
ejpam-6300	294	45	,	,	PUNCT
ejpam-6300	294	46	yielding	yield	VERB
ejpam-6300	294	47	valuable	valuable	ADJ
ejpam-6300	294	48	insights	insight	NOUN
ejpam-6300	294	49	into	into	ADP
ejpam-6300	294	50	their	their	PRON
ejpam-6300	294	51	effectiveness	effectiveness	NOUN
ejpam-6300	294	52	.	.	PUNCT
ejpam-6300	295	1	the	the	DET
ejpam-6300	295	2	results	result	NOUN
ejpam-6300	295	3	of	of	ADP
ejpam-6300	295	4	this	this	DET
ejpam-6300	295	5	comparative	comparative	ADJ
ejpam-6300	295	6	study	study	NOUN
ejpam-6300	295	7	are	be	AUX
ejpam-6300	295	8	summarized	summarize	VERB
ejpam-6300	295	9	in	in	ADP
ejpam-6300	295	10	table	table	NOUN
ejpam-6300	295	11	6	6	NUM
ejpam-6300	295	12	.	.	PUNCT
ejpam-6300	295	13	table	table	NOUN
ejpam-6300	295	14	6	6	NUM
ejpam-6300	295	15	:	:	PUNCT
ejpam-6300	295	16	comparison	comparison	NOUN
ejpam-6300	295	17	of	of	ADP
ejpam-6300	295	18	segmentation	segmentation	NOUN
ejpam-6300	295	19	results	result	NOUN
ejpam-6300	295	20	for	for	ADP
ejpam-6300	295	21	the	the	DET
ejpam-6300	295	22	different	different	ADJ
ejpam-6300	295	23	models	model	NOUN
ejpam-6300	295	24	(	(	PUNCT
ejpam-6300	295	25	without	without	ADP
ejpam-6300	295	26	vesselness	vesselness	ADJ
ejpam-6300	295	27	step	step	NOUN
ejpam-6300	295	28	)	)	PUNCT
ejpam-6300	295	29	.	.	PUNCT
ejpam-6300	296	1	model	model	PROPN
ejpam-6300	296	2	dsc	dsc	PROPN
ejpam-6300	296	3	ji	ji	PROPN
ejpam-6300	296	4	recall	recall	PROPN
ejpam-6300	296	5	precision	precision	PROPN
ejpam-6300	296	6	u	u	PROPN
ejpam-6300	296	7	-	-	NOUN
ejpam-6300	296	8	net	net	ADJ
ejpam-6300	296	9	0.780	0.780	NUM
ejpam-6300	296	10	0.639	0.639	NUM
ejpam-6300	296	11	0.751	0.751	NUM
ejpam-6300	296	12	0.869	0.869	NUM
ejpam-6300	296	13	resu	resu	NOUN
ejpam-6300	296	14	-	-	PUNCT
ejpam-6300	296	15	net	net	ADJ
ejpam-6300	296	16	0.852	0.852	NUM
ejpam-6300	296	17	0.742	0.742	NUM
ejpam-6300	296	18	0.858	0.858	NUM
ejpam-6300	296	19	0.871	0.871	NUM
ejpam-6300	296	20	attention	attention	NOUN
ejpam-6300	296	21	u	u	NOUN
ejpam-6300	296	22	-	-	NOUN
ejpam-6300	296	23	net	net	ADJ
ejpam-6300	296	24	0.752	0.752	NUM
ejpam-6300	296	25	0.607	0.607	NUM
ejpam-6300	296	26	0.902	0.902	NUM
ejpam-6300	296	27	0.655	0.655	NUM
ejpam-6300	296	28	u	u	NOUN
ejpam-6300	296	29	-	-	PROPN
ejpam-6300	296	30	net++	net++	ADJ
ejpam-6300	296	31	0.773	0.773	NUM
ejpam-6300	296	32	0.627	0.627	NUM
ejpam-6300	296	33	0.898	0.898	NUM
ejpam-6300	296	34	0.693	0.693	NUM
ejpam-6300	296	35	transu	transu	NOUN
ejpam-6300	296	36	-	-	PUNCT
ejpam-6300	296	37	net	net	NOUN
ejpam-6300	296	38	0.801	0.801	NUM
ejpam-6300	296	39	0.668	0.668	NUM
ejpam-6300	296	40	0.908	0.908	NUM
ejpam-6300	296	41	0.711	0.711	NUM
ejpam-6300	296	42	the	the	DET
ejpam-6300	296	43	impact	impact	NOUN
ejpam-6300	296	44	of	of	ADP
ejpam-6300	296	45	incorporating	incorporate	VERB
ejpam-6300	296	46	the	the	DET
ejpam-6300	296	47	vesselness	vesselness	NOUN
ejpam-6300	296	48	enhancement	enhancement	NOUN
ejpam-6300	296	49	step	step	NOUN
ejpam-6300	296	50	as	as	ADP
ejpam-6300	296	51	a	a	DET
ejpam-6300	296	52	preprocessing	preprocessing	NOUN
ejpam-6300	296	53	technique	technique	NOUN
ejpam-6300	296	54	prior	prior	ADV
ejpam-6300	296	55	to	to	ADP
ejpam-6300	296	56	deep	deep	ADJ
ejpam-6300	296	57	learning	learning	NOUN
ejpam-6300	296	58	segmentation	segmentation	NOUN
ejpam-6300	296	59	has	have	AUX
ejpam-6300	296	60	been	be	AUX
ejpam-6300	296	61	analyzed	analyze	VERB
ejpam-6300	296	62	across	across	ADP
ejpam-6300	296	63	various	various	ADJ
ejpam-6300	296	64	u	u	ADJ
ejpam-6300	296	65	-	-	ADJ
ejpam-6300	296	66	net	net	ADJ
ejpam-6300	296	67	based	base	VERB
ejpam-6300	296	68	models	model	NOUN
ejpam-6300	296	69	,	,	PUNCT
ejpam-6300	296	70	as	as	SCONJ
ejpam-6300	296	71	illustrated	illustrate	VERB
ejpam-6300	296	72	in	in	ADP
ejpam-6300	296	73	table	table	NOUN
ejpam-6300	296	74	7	7	NUM
ejpam-6300	296	75	.	.	PUNCT
ejpam-6300	297	1	a	a	DET
ejpam-6300	297	2	comparison	comparison	NOUN
ejpam-6300	297	3	with	with	ADP
ejpam-6300	297	4	table	table	NOUN
ejpam-6300	297	5	6	6	NUM
ejpam-6300	297	6	clearly	clearly	ADV
ejpam-6300	297	7	demonstrates	demonstrate	VERB
ejpam-6300	297	8	that	that	DET
ejpam-6300	297	9	vesselness	vesselness	NOUN
ejpam-6300	297	10	enhancement	enhancement	NOUN
ejpam-6300	297	11	significantly	significantly	ADV
ejpam-6300	297	12	improves	improve	VERB
ejpam-6300	297	13	the	the	DET
ejpam-6300	297	14	segmentation	segmentation	NOUN
ejpam-6300	297	15	capabilities	capability	NOUN
ejpam-6300	297	16	of	of	ADP
ejpam-6300	297	17	the	the	DET
ejpam-6300	297	18	models	model	NOUN
ejpam-6300	297	19	.	.	PUNCT
ejpam-6300	298	1	specifically	specifically	ADV
ejpam-6300	298	2	,	,	PUNCT
ejpam-6300	298	3	table	table	NOUN
ejpam-6300	298	4	7	7	NUM
ejpam-6300	298	5	presents	present	VERB
ejpam-6300	298	6	a	a	DET
ejpam-6300	298	7	detailed	detailed	ADJ
ejpam-6300	298	8	comparison	comparison	NOUN
ejpam-6300	298	9	of	of	ADP
ejpam-6300	298	10	segmentation	segmentation	NOUN
ejpam-6300	298	11	performance	performance	NOUN
ejpam-6300	298	12	among	among	ADP
ejpam-6300	298	13	different	different	ADJ
ejpam-6300	298	14	u	u	ADJ
ejpam-6300	298	15	-	-	ADJ
ejpam-6300	298	16	net	net	ADJ
ejpam-6300	298	17	variants	variant	NOUN
ejpam-6300	298	18	.	.	PUNCT
ejpam-6300	299	1	the	the	DET
ejpam-6300	299	2	resu	resu	PROPN
ejpam-6300	299	3	-	-	ADJ
ejpam-6300	299	4	net	net	ADJ
ejpam-6300	299	5	model	model	NOUN
ejpam-6300	299	6	achieved	achieve	VERB
ejpam-6300	299	7	the	the	DET
ejpam-6300	299	8	highest	high	ADJ
ejpam-6300	299	9	dice	dice	NOUN
ejpam-6300	299	10	similarity	similarity	NOUN
ejpam-6300	299	11	coefficient	coefficient	NOUN
ejpam-6300	299	12	(	(	PUNCT
ejpam-6300	299	13	dsc	dsc	NOUN
ejpam-6300	299	14	)	)	PUNCT
ejpam-6300	299	15	of	of	ADP
ejpam-6300	299	16	0.865	0.865	NUM
ejpam-6300	299	17	and	and	CCONJ
ejpam-6300	299	18	a	a	DET
ejpam-6300	299	19	jaccard	jaccard	ADJ
ejpam-6300	299	20	index	index	NOUN
ejpam-6300	299	21	(	(	PUNCT
ejpam-6300	299	22	ji	ji	NOUN
ejpam-6300	299	23	)	)	PUNCT
ejpam-6300	299	24	of	of	ADP
ejpam-6300	299	25	0.764	0.764	NUM
ejpam-6300	299	26	,	,	PUNCT
ejpam-6300	299	27	indicating	indicate	VERB
ejpam-6300	299	28	its	its	PRON
ejpam-6300	299	29	superior	superior	ADJ
ejpam-6300	299	30	performance	performance	NOUN
ejpam-6300	299	31	.	.	PUNCT
ejpam-6300	300	1	its	its	PRON
ejpam-6300	300	2	recall	recall	NOUN
ejpam-6300	300	3	value	value	NOUN
ejpam-6300	300	4	of	of	ADP
ejpam-6300	300	5	0.881	0.881	NUM
ejpam-6300	300	6	suggests	suggest	VERB
ejpam-6300	300	7	effective	effective	ADJ
ejpam-6300	300	8	identification	identification	NOUN
ejpam-6300	300	9	of	of	ADP
ejpam-6300	300	10	true	true	ADJ
ejpam-6300	300	11	positive	positive	ADJ
ejpam-6300	300	12	arterial	arterial	NOUN
ejpam-6300	300	13	pixels	pixel	NOUN
ejpam-6300	300	14	,	,	PUNCT
ejpam-6300	300	15	while	while	SCONJ
ejpam-6300	300	16	a	a	DET
ejpam-6300	300	17	precision	precision	NOUN
ejpam-6300	300	18	of	of	ADP
ejpam-6300	300	19	0.892	0.892	NUM
ejpam-6300	300	20	reflects	reflect	VERB
ejpam-6300	300	21	a	a	DET
ejpam-6300	300	22	low	low	ADJ
ejpam-6300	300	23	false	false	ADJ
ejpam-6300	300	24	-	-	PUNCT
ejpam-6300	300	25	positive	positive	ADJ
ejpam-6300	300	26	rate	rate	NOUN
ejpam-6300	300	27	.	.	PUNCT
ejpam-6300	301	1	the	the	DET
ejpam-6300	301	2	enhanced	enhance	VERB
ejpam-6300	301	3	performance	performance	NOUN
ejpam-6300	301	4	of	of	ADP
ejpam-6300	301	5	resu	resu	PROPN
ejpam-6300	301	6	-	-	ADJ
ejpam-6300	301	7	net	net	ADJ
ejpam-6300	301	8	highlights	highlight	NOUN
ejpam-6300	301	9	the	the	DET
ejpam-6300	301	10	advantages	advantage	NOUN
ejpam-6300	301	11	of	of	ADP
ejpam-6300	301	12	integrating	integrate	VERB
ejpam-6300	301	13	residual	residual	ADJ
ejpam-6300	301	14	connections	connection	NOUN
ejpam-6300	301	15	within	within	ADP
ejpam-6300	301	16	the	the	DET
ejpam-6300	301	17	u	u	ADJ
ejpam-6300	301	18	-	-	ADJ
ejpam-6300	301	19	net	net	ADJ
ejpam-6300	301	20	framework	framework	NOUN
ejpam-6300	301	21	,	,	PUNCT
ejpam-6300	301	22	which	which	PRON
ejpam-6300	301	23	facilitates	facilitates	AUX
ejpam-6300	301	24	improved	improve	VERB
ejpam-6300	301	25	gradient	gradient	ADJ
ejpam-6300	301	26	flow	flow	NOUN
ejpam-6300	301	27	and	and	CCONJ
ejpam-6300	301	28	feature	feature	NOUN
ejpam-6300	301	29	propagation	propagation	NOUN
ejpam-6300	301	30	.	.	PUNCT
ejpam-6300	302	1	this	this	DET
ejpam-6300	302	2	capability	capability	NOUN
ejpam-6300	302	3	enables	enable	VERB
ejpam-6300	302	4	resu	resu	NOUN
ejpam-6300	302	5	-	-	NOUN
ejpam-6300	302	6	net	net	NOUN
ejpam-6300	302	7	to	to	PART
ejpam-6300	302	8	capture	capture	VERB
ejpam-6300	302	9	complex	complex	ADJ
ejpam-6300	302	10	features	feature	NOUN
ejpam-6300	302	11	more	more	ADV
ejpam-6300	302	12	effectively	effectively	ADV
ejpam-6300	302	13	,	,	PUNCT
ejpam-6300	302	14	resulting	result	VERB
ejpam-6300	302	15	in	in	ADP
ejpam-6300	302	16	enhanced	enhanced	ADJ
ejpam-6300	302	17	segmentation	segmentation	NOUN
ejpam-6300	302	18	accuracy	accuracy	NOUN
ejpam-6300	302	19	.	.	PUNCT
ejpam-6300	303	1	overall	overall	ADV
ejpam-6300	303	2	,	,	PUNCT
ejpam-6300	303	3	these	these	DET
ejpam-6300	303	4	findings	finding	NOUN
ejpam-6300	303	5	underscore	underscore	VERB
ejpam-6300	303	6	the	the	DET
ejpam-6300	303	7	importance	importance	NOUN
ejpam-6300	303	8	of	of	ADP
ejpam-6300	303	9	vesselness	vesselness	ADJ
ejpam-6300	303	10	enhancement	enhancement	NOUN
ejpam-6300	303	11	and	and	CCONJ
ejpam-6300	303	12	the	the	DET
ejpam-6300	303	13	resu	resu	NOUN
ejpam-6300	303	14	-	-	ADJ
ejpam-6300	303	15	net	net	ADJ
ejpam-6300	303	16	architecture	architecture	NOUN
ejpam-6300	303	17	in	in	ADP
ejpam-6300	303	18	advancing	advance	VERB
ejpam-6300	303	19	coronary	coronary	ADJ
ejpam-6300	303	20	artery	artery	NOUN
ejpam-6300	303	21	segmentation	segmentation	NOUN
ejpam-6300	303	22	for	for	ADP
ejpam-6300	303	23	clinical	clinical	ADJ
ejpam-6300	303	24	applications	application	NOUN
ejpam-6300	303	25	.	.	PUNCT
ejpam-6300	304	1	while	while	SCONJ
ejpam-6300	304	2	the	the	DET
ejpam-6300	304	3	attention	attention	NOUN
ejpam-6300	304	4	u	u	NOUN
ejpam-6300	304	5	-	-	NOUN
ejpam-6300	304	6	net	net	ADJ
ejpam-6300	304	7	and	and	CCONJ
ejpam-6300	304	8	u	u	NOUN
ejpam-6300	304	9	-	-	NOUN
ejpam-6300	304	10	net++	net++	ADJ
ejpam-6300	304	11	models	model	NOUN
ejpam-6300	304	12	exhibited	exhibit	VERB
ejpam-6300	304	13	the	the	DET
ejpam-6300	304	14	highest	high	ADJ
ejpam-6300	304	15	recall	recall	NOUN
ejpam-6300	304	16	of	of	ADP
ejpam-6300	304	17	0.914	0.914	NUM
ejpam-6300	304	18	,	,	PUNCT
ejpam-6300	304	19	their	their	PRON
ejpam-6300	304	20	precision	precision	NOUN
ejpam-6300	304	21	scores	score	NOUN
ejpam-6300	304	22	were	be	AUX
ejpam-6300	304	23	lower	low	ADJ
ejpam-6300	304	24	compared	compare	VERB
ejpam-6300	304	25	to	to	ADP
ejpam-6300	304	26	the	the	DET
ejpam-6300	304	27	resu	resu	NOUN
ejpam-6300	304	28	-	-	NOUN
ejpam-6300	304	29	net	net	NOUN
ejpam-6300	304	30	.	.	PUNCT
ejpam-6300	305	1	this	this	PRON
ejpam-6300	305	2	suggests	suggest	VERB
ejpam-6300	305	3	that	that	SCONJ
ejpam-6300	305	4	these	these	DET
ejpam-6300	305	5	models	model	NOUN
ejpam-6300	305	6	are	be	AUX
ejpam-6300	305	7	effective	effective	ADJ
ejpam-6300	305	8	in	in	ADP
ejpam-6300	305	9	detecting	detect	VERB
ejpam-6300	305	10	arterial	arterial	ADJ
ejpam-6300	305	11	structures	structure	NOUN
ejpam-6300	305	12	but	but	CCONJ
ejpam-6300	305	13	may	may	AUX
ejpam-6300	305	14	also	also	ADV
ejpam-6300	305	15	include	include	VERB
ejpam-6300	305	16	more	more	ADV
ejpam-6300	305	17	false	false	ADJ
ejpam-6300	305	18	positives	positive	NOUN
ejpam-6300	305	19	in	in	ADP
ejpam-6300	305	20	their	their	PRON
ejpam-6300	305	21	segmentation	segmentation	NOUN
ejpam-6300	305	22	outputs	output	NOUN
ejpam-6300	305	23	.	.	PUNCT
ejpam-6300	306	1	the	the	DET
ejpam-6300	306	2	attention	attention	NOUN
ejpam-6300	306	3	mechanism	mechanism	NOUN
ejpam-6300	306	4	in	in	ADP
ejpam-6300	306	5	the	the	DET
ejpam-6300	306	6	attention	attention	NOUN
ejpam-6300	306	7	u	u	NOUN
ejpam-6300	306	8	-	-	NOUN
ejpam-6300	306	9	net	net	ADJ
ejpam-6300	306	10	and	and	CCONJ
ejpam-6300	306	11	the	the	DET
ejpam-6300	306	12	dense	dense	ADJ
ejpam-6300	306	13	skip	skip	ADJ
ejpam-6300	306	14	connections	connection	NOUN
ejpam-6300	306	15	in	in	ADP
ejpam-6300	306	16	u	u	NOUN
ejpam-6300	306	17	-	-	PROPN
ejpam-6300	306	18	net++	net++	PROPN
ejpam-6300	306	19	seem	seem	VERB
ejpam-6300	306	20	to	to	PART
ejpam-6300	306	21	enhance	enhance	VERB
ejpam-6300	306	22	the	the	DET
ejpam-6300	306	23	models	model	NOUN
ejpam-6300	306	24	’	'	PUNCT
ejpam-6300	306	25	ability	ability	NOUN
ejpam-6300	306	26	to	to	PART
ejpam-6300	306	27	capture	capture	VERB
ejpam-6300	306	28	arterial	arterial	ADJ
ejpam-6300	306	29	features	feature	NOUN
ejpam-6300	306	30	,	,	PUNCT
ejpam-6300	306	31	but	but	CCONJ
ejpam-6300	306	32	they	they	PRON
ejpam-6300	306	33	may	may	AUX
ejpam-6300	306	34	also	also	ADV
ejpam-6300	306	35	introduce	introduce	VERB
ejpam-6300	306	36	more	more	ADV
ejpam-6300	306	37	false	false	ADJ
ejpam-6300	306	38	positives	positive	NOUN
ejpam-6300	306	39	.	.	PUNCT
ejpam-6300	307	1	the	the	DET
ejpam-6300	307	2	transu	transu	NOUN
ejpam-6300	307	3	-	-	PUNCT
ejpam-6300	307	4	net	net	ADJ
ejpam-6300	307	5	model	model	NOUN
ejpam-6300	307	6	strikes	strike	VERB
ejpam-6300	307	7	a	a	DET
ejpam-6300	307	8	balance	balance	NOUN
ejpam-6300	307	9	between	between	ADP
ejpam-6300	307	10	recall	recall	NOUN
ejpam-6300	307	11	and	and	CCONJ
ejpam-6300	307	12	precision	precision	NOUN
ejpam-6300	307	13	,	,	PUNCT
ejpam-6300	307	14	achieving	achieve	VERB
ejpam-6300	307	15	a	a	DET
ejpam-6300	307	16	recall	recall	NOUN
ejpam-6300	307	17	o.	o.	NOUN
ejpam-6300	307	18	alirr	alirr	PROPN
ejpam-6300	307	19	/	/	SYM
ejpam-6300	307	20	eur	eur	PROPN
ejpam-6300	307	21	.	.	PUNCT
ejpam-6300	308	1	j.	j.	PROPN
ejpam-6300	308	2	pure	pure	PROPN
ejpam-6300	308	3	appl	appl	PROPN
ejpam-6300	308	4	.	.	PROPN
ejpam-6300	308	5	math	math	PROPN
ejpam-6300	308	6	,	,	PUNCT
ejpam-6300	308	7	18	18	NUM
ejpam-6300	308	8	(	(	PUNCT
ejpam-6300	308	9	4	4	NUM
ejpam-6300	308	10	)	)	PUNCT
ejpam-6300	308	11	(	(	PUNCT
ejpam-6300	308	12	2025	2025	NUM
ejpam-6300	308	13	)	)	PUNCT
ejpam-6300	308	14	,	,	PUNCT
ejpam-6300	308	15	6300	6300	NUM
ejpam-6300	308	16	18	18	NUM
ejpam-6300	308	17	of	of	ADP
ejpam-6300	308	18	20	20	NUM
ejpam-6300	308	19	table	table	NOUN
ejpam-6300	308	20	7	7	NUM
ejpam-6300	308	21	:	:	PUNCT
ejpam-6300	308	22	comparison	comparison	NOUN
ejpam-6300	308	23	of	of	ADP
ejpam-6300	308	24	segmentation	segmentation	NOUN
ejpam-6300	308	25	results	result	NOUN
ejpam-6300	308	26	for	for	ADP
ejpam-6300	308	27	the	the	DET
ejpam-6300	308	28	different	different	ADJ
ejpam-6300	308	29	models	model	NOUN
ejpam-6300	308	30	(	(	PUNCT
ejpam-6300	308	31	with	with	ADP
ejpam-6300	308	32	vesselness	vesselness	ADJ
ejpam-6300	308	33	step	step	NOUN
ejpam-6300	308	34	)	)	PUNCT
ejpam-6300	308	35	.	.	PUNCT
ejpam-6300	309	1	model	model	PROPN
ejpam-6300	309	2	dsc	dsc	PROPN
ejpam-6300	309	3	ji	ji	PROPN
ejpam-6300	309	4	recall	recall	PROPN
ejpam-6300	309	5	precision	precision	PROPN
ejpam-6300	309	6	u	u	PROPN
ejpam-6300	309	7	-	-	NOUN
ejpam-6300	309	8	net	net	ADJ
ejpam-6300	309	9	0.809	0.809	NUM
ejpam-6300	309	10	0.708	0.708	NUM
ejpam-6300	309	11	0.772	0.772	NUM
ejpam-6300	309	12	0.876	0.876	NUM
ejpam-6300	309	13	resu	resu	NOUN
ejpam-6300	309	14	-	-	PUNCT
ejpam-6300	309	15	net	net	ADJ
ejpam-6300	309	16	0.865	0.865	NUM
ejpam-6300	309	17	0.764	0.764	NUM
ejpam-6300	309	18	0.881	0.881	NUM
ejpam-6300	309	19	0.892	0.892	NUM
ejpam-6300	309	20	attention	attention	NOUN
ejpam-6300	309	21	u	u	NOUN
ejpam-6300	309	22	-	-	NOUN
ejpam-6300	309	23	net	net	ADJ
ejpam-6300	309	24	0.775	0.775	NUM
ejpam-6300	309	25	0.677	0.677	NUM
ejpam-6300	309	26	0.914	0.914	NUM
ejpam-6300	309	27	0.678	0.678	NUM
ejpam-6300	309	28	u	u	NOUN
ejpam-6300	309	29	-	-	PUNCT
ejpam-6300	309	30	net++	net++	ADP
ejpam-6300	309	31	0.790	0.790	NUM
ejpam-6300	309	32	0.676	0.676	NUM
ejpam-6300	309	33	0.910	0.910	NUM
ejpam-6300	309	34	0.708	0.708	NUM
ejpam-6300	309	35	transu	transu	NOUN
ejpam-6300	309	36	-	-	PUNCT
ejpam-6300	309	37	net	net	ADJ
ejpam-6300	309	38	0.812	0.812	NUM
ejpam-6300	309	39	0.676	0.676	NUM
ejpam-6300	309	40	0.917	0.917	NUM
ejpam-6300	309	41	0.719	0.719	NUM
ejpam-6300	309	42	of	of	ADP
ejpam-6300	309	43	0.917	0.917	NUM
ejpam-6300	309	44	and	and	CCONJ
ejpam-6300	309	45	a	a	DET
ejpam-6300	309	46	precision	precision	NOUN
ejpam-6300	309	47	of	of	ADP
ejpam-6300	309	48	0.719	0.719	NUM
ejpam-6300	309	49	as	as	SCONJ
ejpam-6300	309	50	depicted	depict	VERB
ejpam-6300	309	51	in	in	ADP
ejpam-6300	309	52	table	table	NOUN
ejpam-6300	309	53	5	5	NUM
ejpam-6300	309	54	.	.	PUNCT
ejpam-6300	310	1	this	this	PRON
ejpam-6300	310	2	suggests	suggest	VERB
ejpam-6300	310	3	that	that	SCONJ
ejpam-6300	310	4	the	the	DET
ejpam-6300	310	5	transunet	transunet	NOUN
ejpam-6300	310	6	can	can	AUX
ejpam-6300	310	7	detect	detect	VERB
ejpam-6300	310	8	most	most	ADJ
ejpam-6300	310	9	of	of	ADP
ejpam-6300	310	10	the	the	DET
ejpam-6300	310	11	arterial	arterial	NOUN
ejpam-6300	310	12	pixels	pixel	NOUN
ejpam-6300	310	13	while	while	SCONJ
ejpam-6300	310	14	maintaining	maintain	VERB
ejpam-6300	310	15	a	a	DET
ejpam-6300	310	16	reasonable	reasonable	ADJ
ejpam-6300	310	17	false	false	ADJ
ejpam-6300	310	18	-	-	PUNCT
ejpam-6300	310	19	positive	positive	ADJ
ejpam-6300	310	20	rate	rate	NOUN
ejpam-6300	310	21	.	.	PUNCT
ejpam-6300	311	1	the	the	DET
ejpam-6300	311	2	combination	combination	NOUN
ejpam-6300	311	3	of	of	ADP
ejpam-6300	311	4	the	the	DET
ejpam-6300	311	5	u	u	NOUN
ejpam-6300	311	6	-	-	ADJ
ejpam-6300	311	7	net	net	ADJ
ejpam-6300	311	8	architecture	architecture	NOUN
ejpam-6300	311	9	with	with	ADP
ejpam-6300	311	10	the	the	DET
ejpam-6300	311	11	transformer	transformer	NOUN
ejpam-6300	311	12	module	module	NOUN
ejpam-6300	311	13	in	in	ADP
ejpam-6300	311	14	the	the	DET
ejpam-6300	311	15	transu	transu	NOUN
ejpam-6300	311	16	-	-	PUNCT
ejpam-6300	311	17	net	net	NOUN
ejpam-6300	311	18	may	may	AUX
ejpam-6300	311	19	help	help	VERB
ejpam-6300	311	20	the	the	DET
ejpam-6300	311	21	model	model	NOUN
ejpam-6300	311	22	better	well	ADV
ejpam-6300	311	23	distinguish	distinguish	VERB
ejpam-6300	311	24	between	between	ADP
ejpam-6300	311	25	arterial	arterial	NOUN
ejpam-6300	311	26	and	and	CCONJ
ejpam-6300	311	27	non	non	ADJ
ejpam-6300	311	28	-	-	ADJ
ejpam-6300	311	29	arterial	arterial	ADJ
ejpam-6300	311	30	regions	region	NOUN
ejpam-6300	311	31	,	,	PUNCT
ejpam-6300	311	32	leading	lead	VERB
ejpam-6300	311	33	to	to	ADP
ejpam-6300	311	34	a	a	DET
ejpam-6300	311	35	more	more	ADV
ejpam-6300	311	36	balanced	balanced	ADJ
ejpam-6300	311	37	segmentation	segmentation	NOUN
ejpam-6300	311	38	performance	performance	NOUN
ejpam-6300	311	39	.	.	PUNCT
ejpam-6300	312	1	the	the	DET
ejpam-6300	312	2	choice	choice	NOUN
ejpam-6300	312	3	of	of	ADP
ejpam-6300	312	4	the	the	DET
ejpam-6300	312	5	best	good	ADJ
ejpam-6300	312	6	model	model	NOUN
ejpam-6300	312	7	for	for	ADP
ejpam-6300	312	8	coronary	coronary	ADJ
ejpam-6300	312	9	artery	artery	NOUN
ejpam-6300	312	10	segmentation	segmentation	NOUN
ejpam-6300	312	11	from	from	ADP
ejpam-6300	312	12	cta	cta	NOUN
ejpam-6300	312	13	images	image	NOUN
ejpam-6300	312	14	depends	depend	VERB
ejpam-6300	312	15	on	on	ADP
ejpam-6300	312	16	the	the	DET
ejpam-6300	312	17	specific	specific	ADJ
ejpam-6300	312	18	requirements	requirement	NOUN
ejpam-6300	312	19	of	of	ADP
ejpam-6300	312	20	the	the	DET
ejpam-6300	312	21	application	application	NOUN
ejpam-6300	312	22	.	.	PUNCT
ejpam-6300	313	1	if	if	SCONJ
ejpam-6300	313	2	maximizing	maximize	VERB
ejpam-6300	313	3	the	the	DET
ejpam-6300	313	4	detection	detection	NOUN
ejpam-6300	313	5	of	of	ADP
ejpam-6300	313	6	arterial	arterial	NOUN
ejpam-6300	313	7	pixels	pixel	NOUN
ejpam-6300	313	8	is	be	AUX
ejpam-6300	313	9	the	the	DET
ejpam-6300	313	10	primary	primary	ADJ
ejpam-6300	313	11	goal	goal	NOUN
ejpam-6300	313	12	,	,	PUNCT
ejpam-6300	313	13	the	the	DET
ejpam-6300	313	14	attention	attention	NOUN
ejpam-6300	313	15	u	u	NOUN
ejpam-6300	313	16	-	-	NOUN
ejpam-6300	313	17	net	net	ADJ
ejpam-6300	313	18	or	or	CCONJ
ejpam-6300	313	19	u	u	NOUN
ejpam-6300	313	20	-	-	NOUN
ejpam-6300	313	21	net++	net++	ADJ
ejpam-6300	313	22	models	model	NOUN
ejpam-6300	313	23	may	may	AUX
ejpam-6300	313	24	be	be	AUX
ejpam-6300	313	25	preferred	prefer	VERB
ejpam-6300	313	26	.	.	PUNCT
ejpam-6300	314	1	however	however	ADV
ejpam-6300	314	2	,	,	PUNCT
ejpam-6300	314	3	if	if	SCONJ
ejpam-6300	314	4	overall	overall	ADJ
ejpam-6300	314	5	segmentation	segmentation	NOUN
ejpam-6300	314	6	accuracy	accuracy	NOUN
ejpam-6300	314	7	is	be	AUX
ejpam-6300	314	8	more	more	ADV
ejpam-6300	314	9	important	important	ADJ
ejpam-6300	314	10	,	,	PUNCT
ejpam-6300	314	11	the	the	DET
ejpam-6300	314	12	resu	resu	NOUN
ejpam-6300	314	13	-	-	NOUN
ejpam-6300	314	14	net	net	NOUN
ejpam-6300	314	15	or	or	CCONJ
ejpam-6300	314	16	transunet	transunet	NOUN
ejpam-6300	314	17	models	model	NOUN
ejpam-6300	314	18	are	be	AUX
ejpam-6300	314	19	better	well	ADV
ejpam-6300	314	20	suited	suited	ADJ
ejpam-6300	314	21	.	.	PUNCT
ejpam-6300	315	1	the	the	DET
ejpam-6300	315	2	superior	superior	ADJ
ejpam-6300	315	3	performance	performance	NOUN
ejpam-6300	315	4	of	of	ADP
ejpam-6300	315	5	the	the	DET
ejpam-6300	315	6	resu	resu	PROPN
ejpam-6300	315	7	-	-	ADJ
ejpam-6300	315	8	net	net	ADJ
ejpam-6300	315	9	model	model	NOUN
ejpam-6300	315	10	in	in	ADP
ejpam-6300	315	11	both	both	CCONJ
ejpam-6300	315	12	coronal	coronal	ADJ
ejpam-6300	315	13	slice	slice	NOUN
ejpam-6300	315	14	and	and	CCONJ
ejpam-6300	315	15	3d	3d	NUM
ejpam-6300	315	16	segmentation	segmentation	NOUN
ejpam-6300	315	17	has	have	VERB
ejpam-6300	315	18	significant	significant	ADJ
ejpam-6300	315	19	implications	implication	NOUN
ejpam-6300	315	20	for	for	ADP
ejpam-6300	315	21	its	its	PRON
ejpam-6300	315	22	clinical	clinical	ADJ
ejpam-6300	315	23	applicability	applicability	NOUN
ejpam-6300	315	24	.	.	PUNCT
ejpam-6300	316	1	its	its	PRON
ejpam-6300	316	2	ability	ability	NOUN
ejpam-6300	316	3	to	to	PART
ejpam-6300	316	4	accurately	accurately	ADV
ejpam-6300	316	5	delineate	delineate	VERB
ejpam-6300	316	6	coronary	coronary	ADJ
ejpam-6300	316	7	arteries	artery	NOUN
ejpam-6300	316	8	can	can	AUX
ejpam-6300	316	9	aid	aid	VERB
ejpam-6300	316	10	cardiologists	cardiologist	NOUN
ejpam-6300	316	11	in	in	ADP
ejpam-6300	316	12	various	various	ADJ
ejpam-6300	316	13	tasks	task	NOUN
ejpam-6300	316	14	,	,	PUNCT
ejpam-6300	316	15	such	such	ADJ
ejpam-6300	316	16	as	as	ADP
ejpam-6300	316	17	stenosis	stenosis	NOUN
ejpam-6300	316	18	detection	detection	NOUN
ejpam-6300	316	19	,	,	PUNCT
ejpam-6300	316	20	plaque	plaque	NOUN
ejpam-6300	316	21	characterization	characterization	NOUN
ejpam-6300	316	22	,	,	PUNCT
ejpam-6300	316	23	and	and	CCONJ
ejpam-6300	316	24	treatment	treatment	NOUN
ejpam-6300	316	25	planning	planning	NOUN
ejpam-6300	316	26	.	.	PUNCT
ejpam-6300	317	1	the	the	DET
ejpam-6300	317	2	clear	clear	ADJ
ejpam-6300	317	3	and	and	CCONJ
ejpam-6300	317	4	consistent	consistent	ADJ
ejpam-6300	317	5	visualization	visualization	NOUN
ejpam-6300	317	6	of	of	ADP
ejpam-6300	317	7	the	the	DET
ejpam-6300	317	8	arterial	arterial	ADJ
ejpam-6300	317	9	tree	tree	NOUN
ejpam-6300	317	10	provided	provide	VERB
ejpam-6300	317	11	by	by	ADP
ejpam-6300	317	12	the	the	DET
ejpam-6300	317	13	resu	resu	NOUN
ejpam-6300	317	14	-	-	NOUN
ejpam-6300	317	15	net	net	NOUN
ejpam-6300	317	16	can	can	AUX
ejpam-6300	317	17	enhance	enhance	VERB
ejpam-6300	317	18	diagnostic	diagnostic	ADJ
ejpam-6300	317	19	accuracy	accuracy	NOUN
ejpam-6300	317	20	and	and	CCONJ
ejpam-6300	317	21	facilitate	facilitate	VERB
ejpam-6300	317	22	better	well	ADJ
ejpam-6300	317	23	decision	decision	NOUN
ejpam-6300	317	24	-	-	PUNCT
ejpam-6300	317	25	making	making	NOUN
ejpam-6300	317	26	in	in	ADP
ejpam-6300	317	27	patient	patient	ADJ
ejpam-6300	317	28	care	care	NOUN
ejpam-6300	317	29	.	.	PUNCT
ejpam-6300	318	1	4	4	X
ejpam-6300	318	2	.	.	X
ejpam-6300	318	3	conclusion	conclusion	NOUN
ejpam-6300	318	4	this	this	DET
ejpam-6300	318	5	paper	paper	NOUN
ejpam-6300	318	6	introduces	introduce	VERB
ejpam-6300	318	7	a	a	DET
ejpam-6300	318	8	well	well	ADV
ejpam-6300	318	9	-	-	PUNCT
ejpam-6300	318	10	organized	organize	VERB
ejpam-6300	318	11	pipeline	pipeline	NOUN
ejpam-6300	318	12	that	that	PRON
ejpam-6300	318	13	integrates	integrate	VERB
ejpam-6300	318	14	vesselness	vesselness	ADJ
ejpam-6300	318	15	enhancement	enhancement	NOUN
ejpam-6300	318	16	,	,	PUNCT
ejpam-6300	318	17	heart	heart	NOUN
ejpam-6300	318	18	region	region	NOUN
ejpam-6300	318	19	of	of	ADP
ejpam-6300	318	20	interest	interest	NOUN
ejpam-6300	318	21	(	(	PUNCT
ejpam-6300	318	22	roi	roi	NOUN
ejpam-6300	318	23	)	)	PUNCT
ejpam-6300	318	24	extraction	extraction	NOUN
ejpam-6300	318	25	,	,	PUNCT
ejpam-6300	318	26	and	and	CCONJ
ejpam-6300	318	27	the	the	DET
ejpam-6300	318	28	resunet	resunet	ADJ
ejpam-6300	318	29	deep	deep	ADJ
ejpam-6300	318	30	learning	learn	VERB
ejpam-6300	318	31	architecture	architecture	NOUN
ejpam-6300	318	32	to	to	PART
ejpam-6300	318	33	achieve	achieve	VERB
ejpam-6300	318	34	precise	precise	ADJ
ejpam-6300	318	35	segmentation	segmentation	NOUN
ejpam-6300	318	36	of	of	ADP
ejpam-6300	318	37	coronary	coronary	ADJ
ejpam-6300	318	38	arteries	artery	NOUN
ejpam-6300	318	39	in	in	ADP
ejpam-6300	318	40	computed	computed	ADJ
ejpam-6300	318	41	tomography	tomography	NOUN
ejpam-6300	318	42	angiography	angiography	NOUN
ejpam-6300	318	43	(	(	PUNCT
ejpam-6300	318	44	cta	cta	PROPN
ejpam-6300	318	45	)	)	PUNCT
ejpam-6300	318	46	images.the	images.the	DET
ejpam-6300	318	47	results	result	NOUN
ejpam-6300	318	48	demonstrate	demonstrate	VERB
ejpam-6300	318	49	the	the	DET
ejpam-6300	318	50	method	method	NOUN
ejpam-6300	318	51	’s	’s	PART
ejpam-6300	318	52	exceptional	exceptional	ADJ
ejpam-6300	318	53	performance	performance	NOUN
ejpam-6300	318	54	metrics	metric	NOUN
ejpam-6300	318	55	,	,	PUNCT
ejpam-6300	318	56	particularly	particularly	ADV
ejpam-6300	318	57	highlighting	highlight	VERB
ejpam-6300	318	58	the	the	DET
ejpam-6300	318	59	importance	importance	NOUN
ejpam-6300	318	60	of	of	ADP
ejpam-6300	318	61	vesselness	vesselness	ADJ
ejpam-6300	318	62	enhancement	enhancement	NOUN
ejpam-6300	318	63	in	in	ADP
ejpam-6300	318	64	improving	improve	VERB
ejpam-6300	318	65	the	the	DET
ejpam-6300	318	66	visibility	visibility	NOUN
ejpam-6300	318	67	of	of	ADP
ejpam-6300	318	68	coronary	coronary	ADJ
ejpam-6300	318	69	arteries	artery	NOUN
ejpam-6300	318	70	,	,	PUNCT
ejpam-6300	318	71	which	which	PRON
ejpam-6300	318	72	enables	enable	VERB
ejpam-6300	318	73	the	the	DET
ejpam-6300	318	74	deep	deep	ADJ
ejpam-6300	318	75	learning	learning	NOUN
ejpam-6300	318	76	model	model	NOUN
ejpam-6300	318	77	to	to	PART
ejpam-6300	318	78	capture	capture	VERB
ejpam-6300	318	79	intricate	intricate	ADJ
ejpam-6300	318	80	details	detail	NOUN
ejpam-6300	318	81	and	and	CCONJ
ejpam-6300	318	82	boundaries	boundary	NOUN
ejpam-6300	318	83	more	more	ADV
ejpam-6300	318	84	effectively	effectively	ADV
ejpam-6300	318	85	.	.	PUNCT
ejpam-6300	319	1	the	the	DET
ejpam-6300	319	2	heart	heart	NOUN
ejpam-6300	319	3	roi	roi	NOUN
ejpam-6300	319	4	extraction	extraction	NOUN
ejpam-6300	319	5	step	step	NOUN
ejpam-6300	319	6	further	far	ADV
ejpam-6300	319	7	enhances	enhance	VERB
ejpam-6300	319	8	efficiency	efficiency	NOUN
ejpam-6300	319	9	by	by	ADP
ejpam-6300	319	10	allowing	allow	VERB
ejpam-6300	319	11	the	the	DET
ejpam-6300	319	12	model	model	NOUN
ejpam-6300	319	13	to	to	PART
ejpam-6300	319	14	focus	focus	VERB
ejpam-6300	319	15	on	on	ADP
ejpam-6300	319	16	relevant	relevant	ADJ
ejpam-6300	319	17	regions	region	NOUN
ejpam-6300	319	18	,	,	PUNCT
ejpam-6300	319	19	thereby	thereby	ADV
ejpam-6300	319	20	reducing	reduce	VERB
ejpam-6300	319	21	computational	computational	ADJ
ejpam-6300	319	22	complexity	complexity	NOUN
ejpam-6300	319	23	.	.	PUNCT
ejpam-6300	320	1	additionally	additionally	ADV
ejpam-6300	320	2	,	,	PUNCT
ejpam-6300	320	3	a	a	DET
ejpam-6300	320	4	comprehensive	comprehensive	ADJ
ejpam-6300	320	5	comparative	comparative	ADJ
ejpam-6300	320	6	analysis	analysis	NOUN
ejpam-6300	320	7	of	of	ADP
ejpam-6300	320	8	five	five	NUM
ejpam-6300	320	9	u	u	NOUN
ejpam-6300	320	10	-	-	ADJ
ejpam-6300	320	11	net	net	ADJ
ejpam-6300	320	12	based	base	VERB
ejpam-6300	320	13	models	model	NOUN
ejpam-6300	320	14	—	—	PUNCT
ejpam-6300	320	15	u	u	NOUN
ejpam-6300	320	16	-	-	NOUN
ejpam-6300	320	17	net	net	ADJ
ejpam-6300	320	18	,	,	PUNCT
ejpam-6300	320	19	resu	resu	NOUN
ejpam-6300	320	20	-	-	NOUN
ejpam-6300	320	21	net	net	ADJ
ejpam-6300	320	22	,	,	PUNCT
ejpam-6300	320	23	attention	attention	NOUN
ejpam-6300	320	24	u	u	NOUN
ejpam-6300	320	25	-	-	NOUN
ejpam-6300	320	26	net	net	ADJ
ejpam-6300	320	27	,	,	PUNCT
ejpam-6300	320	28	u	u	NOUN
ejpam-6300	320	29	-	-	NOUN
ejpam-6300	320	30	net++	net++	ADJ
ejpam-6300	320	31	,	,	PUNCT
ejpam-6300	320	32	and	and	CCONJ
ejpam-6300	320	33	transu	transu	NOUN
ejpam-6300	320	34	-	-	PUNCT
ejpam-6300	320	35	net	net	NOUN
ejpam-6300	320	36	—	—	PUNCT
ejpam-6300	320	37	reveals	reveal	VERB
ejpam-6300	320	38	that	that	SCONJ
ejpam-6300	320	39	the	the	DET
ejpam-6300	320	40	resu	resu	PROPN
ejpam-6300	320	41	-	-	ADJ
ejpam-6300	320	42	net	net	ADJ
ejpam-6300	320	43	model	model	NOUN
ejpam-6300	320	44	outperforms	outperform	VERB
ejpam-6300	320	45	others	other	NOUN
ejpam-6300	320	46	with	with	ADP
ejpam-6300	320	47	a	a	DET
ejpam-6300	320	48	dice	dice	NOUN
ejpam-6300	320	49	similarity	similarity	NOUN
ejpam-6300	320	50	coefficient	coefficient	NOUN
ejpam-6300	320	51	(	(	PUNCT
ejpam-6300	320	52	dsc	dsc	NOUN
ejpam-6300	320	53	)	)	PUNCT
ejpam-6300	320	54	of	of	ADP
ejpam-6300	320	55	0.865	0.865	NUM
ejpam-6300	320	56	and	and	CCONJ
ejpam-6300	320	57	a	a	DET
ejpam-6300	320	58	low	low	ADJ
ejpam-6300	320	59	false	false	ADJ
ejpam-6300	320	60	-	-	PUNCT
ejpam-6300	320	61	positive	positive	ADJ
ejpam-6300	320	62	rate	rate	NOUN
ejpam-6300	320	63	,	,	PUNCT
ejpam-6300	320	64	making	make	VERB
ejpam-6300	320	65	it	it	PRON
ejpam-6300	320	66	suitable	suitable	ADJ
ejpam-6300	320	67	for	for	ADP
ejpam-6300	320	68	clinical	clinical	ADJ
ejpam-6300	320	69	applications	application	NOUN
ejpam-6300	320	70	.	.	PUNCT
ejpam-6300	321	1	while	while	SCONJ
ejpam-6300	321	2	attention	attention	NOUN
ejpam-6300	321	3	u	u	NOUN
ejpam-6300	321	4	-	-	NOUN
ejpam-6300	321	5	net	net	ADJ
ejpam-6300	321	6	and	and	CCONJ
ejpam-6300	321	7	u	u	NOUN
ejpam-6300	321	8	-	-	NOUN
ejpam-6300	321	9	net++	net++	PROPN
ejpam-6300	321	10	show	show	VERB
ejpam-6300	321	11	high	high	ADJ
ejpam-6300	321	12	recall	recall	NOUN
ejpam-6300	321	13	for	for	ADP
ejpam-6300	321	14	detecting	detect	VERB
ejpam-6300	321	15	arterial	arterial	ADJ
ejpam-6300	321	16	structures	structure	NOUN
ejpam-6300	321	17	,	,	PUNCT
ejpam-6300	321	18	they	they	PRON
ejpam-6300	321	19	struggle	struggle	VERB
ejpam-6300	321	20	with	with	ADP
ejpam-6300	321	21	precision	precision	NOUN
ejpam-6300	321	22	,	,	PUNCT
ejpam-6300	321	23	potentially	potentially	ADV
ejpam-6300	321	24	increasing	increase	VERB
ejpam-6300	321	25	false	false	ADJ
ejpam-6300	321	26	positives	positive	NOUN
ejpam-6300	321	27	.	.	PUNCT
ejpam-6300	322	1	transu	transu	NOUN
ejpam-6300	322	2	-	-	PUNCT
ejpam-6300	322	3	net	net	NOUN
ejpam-6300	322	4	offers	offer	VERB
ejpam-6300	322	5	a	a	DET
ejpam-6300	322	6	balanced	balanced	ADJ
ejpam-6300	322	7	approach	approach	NOUN
ejpam-6300	322	8	with	with	ADP
ejpam-6300	322	9	competitive	competitive	ADJ
ejpam-6300	322	10	recall	recall	NOUN
ejpam-6300	322	11	and	and	CCONJ
ejpam-6300	322	12	precision	precision	NOUN
ejpam-6300	322	13	values	value	NOUN
ejpam-6300	322	14	.	.	PUNCT
ejpam-6300	323	1	the	the	DET
ejpam-6300	323	2	findings	finding	NOUN
ejpam-6300	323	3	emphasize	emphasize	VERB
ejpam-6300	323	4	the	the	DET
ejpam-6300	323	5	need	need	NOUN
ejpam-6300	323	6	to	to	PART
ejpam-6300	323	7	choose	choose	VERB
ejpam-6300	323	8	models	model	NOUN
ejpam-6300	323	9	based	base	VERB
ejpam-6300	323	10	on	on	ADP
ejpam-6300	323	11	specific	specific	ADJ
ejpam-6300	323	12	clinical	clinical	ADJ
ejpam-6300	323	13	requirements	requirement	NOUN
ejpam-6300	323	14	and	and	CCONJ
ejpam-6300	323	15	suggest	suggest	VERB
ejpam-6300	323	16	exploring	explore	VERB
ejpam-6300	323	17	hybrid	hybrid	ADJ
ejpam-6300	323	18	o.	o.	NOUN
ejpam-6300	323	19	alirr	alirr	PROPN
ejpam-6300	323	20	/	/	SYM
ejpam-6300	323	21	eur	eur	PROPN
ejpam-6300	323	22	.	.	PUNCT
ejpam-6300	324	1	j.	j.	PROPN
ejpam-6300	324	2	pure	pure	PROPN
ejpam-6300	324	3	appl	appl	PROPN
ejpam-6300	324	4	.	.	PROPN
ejpam-6300	324	5	math	math	PROPN
ejpam-6300	324	6	,	,	PUNCT
ejpam-6300	324	7	18	18	NUM
ejpam-6300	324	8	(	(	PUNCT
ejpam-6300	324	9	4	4	NUM
ejpam-6300	324	10	)	)	PUNCT
ejpam-6300	324	11	(	(	PUNCT
ejpam-6300	324	12	2025	2025	NUM
ejpam-6300	324	13	)	)	PUNCT
ejpam-6300	324	14	,	,	PUNCT
ejpam-6300	324	15	6300	6300	NUM
ejpam-6300	324	16	19	19	NUM
ejpam-6300	324	17	of	of	ADP
ejpam-6300	324	18	20	20	NUM
ejpam-6300	324	19	approaches	approach	NOUN
ejpam-6300	324	20	that	that	PRON
ejpam-6300	324	21	combine	combine	VERB
ejpam-6300	324	22	strengths	strength	NOUN
ejpam-6300	324	23	from	from	ADP
ejpam-6300	324	24	multiple	multiple	ADJ
ejpam-6300	324	25	models	model	NOUN
ejpam-6300	324	26	to	to	PART
ejpam-6300	324	27	enhance	enhance	VERB
ejpam-6300	324	28	the	the	DET
ejpam-6300	324	29	clinical	clinical	ADJ
ejpam-6300	324	30	utility	utility	NOUN
ejpam-6300	324	31	of	of	ADP
ejpam-6300	324	32	deep	deep	ADJ
ejpam-6300	324	33	learning	learning	NOUN
ejpam-6300	324	34	in	in	ADP
ejpam-6300	324	35	cardiovascular	cardiovascular	ADJ
ejpam-6300	324	36	imaging	imaging	NOUN
ejpam-6300	324	37	,	,	PUNCT
ejpam-6300	324	38	ultimately	ultimately	ADV
ejpam-6300	324	39	improving	improve	VERB
ejpam-6300	324	40	patient	patient	ADJ
ejpam-6300	324	41	outcomes	outcome	NOUN
ejpam-6300	324	42	in	in	ADP
ejpam-6300	324	43	coronary	coronary	ADJ
ejpam-6300	324	44	artery	artery	NOUN
ejpam-6300	324	45	disease	disease	NOUN
ejpam-6300	324	46	management	management	NOUN
ejpam-6300	324	47	.	.	PUNCT
ejpam-6300	325	1	funding	fund	VERB
ejpam-6300	325	2	the	the	DET
ejpam-6300	325	3	apc	apc	PROPN
ejpam-6300	325	4	was	be	AUX
ejpam-6300	325	5	funded	fund	VERB
ejpam-6300	325	6	by	by	ADP
ejpam-6300	325	7	american	american	PROPN
ejpam-6300	325	8	university	university	PROPN
ejpam-6300	325	9	of	of	ADP
ejpam-6300	325	10	middle	middle	PROPN
ejpam-6300	325	11	east	east	PROPN
ejpam-6300	325	12	in	in	ADP
ejpam-6300	325	13	kuwait	kuwait	PROPN
ejpam-6300	325	14	.	.	PUNCT
ejpam-6300	326	1	conflict	conflict	NOUN
ejpam-6300	326	2	of	of	ADP
ejpam-6300	326	3	interest	interest	NOUN
ejpam-6300	326	4	the	the	DET
ejpam-6300	326	5	authors	author	NOUN
ejpam-6300	326	6	declare	declare	VERB
ejpam-6300	326	7	no	no	DET
ejpam-6300	326	8	conflict	conflict	NOUN
ejpam-6300	326	9	of	of	ADP
ejpam-6300	326	10	interest	interest	NOUN
ejpam-6300	326	11	references	reference	NOUN
ejpam-6300	326	12	[	[	X
ejpam-6300	326	13	1	1	NUM
ejpam-6300	326	14	]	]	X
ejpam-6300	326	15	brown	brown	PROPN
ejpam-6300	326	16	jc	jc	PROPN
ejpam-6300	326	17	,	,	PUNCT
ejpam-6300	326	18	gerhardt	gerhardt	PROPN
ejpam-6300	326	19	te	te	PROPN
ejpam-6300	326	20	,	,	PUNCT
ejpam-6300	326	21	and	and	CCONJ
ejpam-6300	326	22	kwon	kwon	PROPN
ejpam-6300	326	23	e.	e.	PROPN
ejpam-6300	326	24	risk	risk	PROPN
ejpam-6300	326	25	factors	factor	NOUN
ejpam-6300	326	26	for	for	ADP
ejpam-6300	326	27	coronary	coronary	ADJ
ejpam-6300	326	28	artery	artery	NOUN
ejpam-6300	326	29	disease	disease	NOUN
ejpam-6300	326	30	.	.	PUNCT
ejpam-6300	327	1	risk	risk	NOUN
ejpam-6300	327	2	factors	factor	NOUN
ejpam-6300	327	3	in	in	ADP
ejpam-6300	327	4	coronary	coronary	ADJ
ejpam-6300	327	5	artery	artery	NOUN
ejpam-6300	327	6	disease	disease	NOUN
ejpam-6300	327	7	.	.	PUNCT
ejpam-6300	328	1	crc	crc	PROPN
ejpam-6300	328	2	press	press	PROPN
ejpam-6300	328	3	,	,	PUNCT
ejpam-6300	328	4	boca	boca	PROPN
ejpam-6300	328	5	raton	raton	PROPN
ejpam-6300	328	6	,	,	PUNCT
ejpam-6300	328	7	2006	2006	NUM
ejpam-6300	328	8	.	.	PUNCT
ejpam-6300	329	1	[	[	X
ejpam-6300	329	2	2	2	NUM
ejpam-6300	329	3	]	]	X
ejpam-6300	329	4	trigka	trigka	NOUN
ejpam-6300	329	5	m	m	PROPN
ejpam-6300	329	6	and	and	CCONJ
ejpam-6300	329	7	dritsas	dritsas	PROPN
ejpam-6300	329	8	e.	e.	PROPN
ejpam-6300	329	9	long	long	ADJ
ejpam-6300	329	10	-	-	PUNCT
ejpam-6300	329	11	term	term	NOUN
ejpam-6300	329	12	coronary	coronary	ADJ
ejpam-6300	329	13	artery	artery	NOUN
ejpam-6300	329	14	disease	disease	NOUN
ejpam-6300	329	15	risk	risk	NOUN
ejpam-6300	329	16	prediction	prediction	NOUN
ejpam-6300	329	17	with	with	ADP
ejpam-6300	329	18	machine	machine	NOUN
ejpam-6300	329	19	learning	learning	NOUN
ejpam-6300	329	20	models	model	NOUN
ejpam-6300	329	21	.	.	PUNCT
ejpam-6300	330	1	sensors	sensor	NOUN
ejpam-6300	330	2	,	,	PUNCT
ejpam-6300	330	3	23	23	NUM
ejpam-6300	330	4	,	,	PUNCT
ejpam-6300	330	5	2023	2023	NUM
ejpam-6300	330	6	.	.	PUNCT
ejpam-6300	331	1	[	[	X
ejpam-6300	331	2	3	3	X
ejpam-6300	331	3	]	]	X
ejpam-6300	331	4	alirr	alirr	NOUN
ejpam-6300	331	5	oi	oi	INTJ
ejpam-6300	331	6	and	and	CCONJ
ejpam-6300	331	7	rahni	rahni	PROPN
ejpam-6300	331	8	aaabd	aaabd	PROPN
ejpam-6300	331	9	.	.	PUNCT
ejpam-6300	332	1	survey	survey	NOUN
ejpam-6300	332	2	on	on	ADP
ejpam-6300	332	3	liver	liver	NOUN
ejpam-6300	332	4	tumour	tumour	NOUN
ejpam-6300	332	5	resection	resection	NOUN
ejpam-6300	332	6	planning	planning	NOUN
ejpam-6300	332	7	system	system	NOUN
ejpam-6300	332	8	:	:	PUNCT
ejpam-6300	332	9	steps	step	NOUN
ejpam-6300	332	10	,	,	PUNCT
ejpam-6300	332	11	techniques	technique	NOUN
ejpam-6300	332	12	,	,	PUNCT
ejpam-6300	332	13	and	and	CCONJ
ejpam-6300	332	14	parameters	parameter	NOUN
ejpam-6300	332	15	.	.	PUNCT
ejpam-6300	333	1	j	j	PROPN
ejpam-6300	333	2	digit	digit	PROPN
ejpam-6300	333	3	imaging	imaging	PROPN
ejpam-6300	333	4	,	,	PUNCT
ejpam-6300	333	5	33:304–323	33:304–323	PROPN
ejpam-6300	333	6	,	,	PUNCT
ejpam-6300	333	7	2019	2019	NUM
ejpam-6300	333	8	.	.	PUNCT
ejpam-6300	334	1	[	[	X
ejpam-6300	334	2	4	4	NUM
ejpam-6300	334	3	]	]	X
ejpam-6300	334	4	omar	omar	PROPN
ejpam-6300	334	5	alirr	alirr	PROPN
ejpam-6300	334	6	,	,	PUNCT
ejpam-6300	334	7	razan	razan	PROPN
ejpam-6300	334	8	alshatti	alshatti	PROPN
ejpam-6300	334	9	,	,	PUNCT
ejpam-6300	334	10	shahad	shahad	VERB
ejpam-6300	334	11	altemeemi	altemeemi	PROPN
ejpam-6300	334	12	,	,	PUNCT
ejpam-6300	334	13	shahad	shahad	VERB
ejpam-6300	334	14	alsaad	alsaad	ADV
ejpam-6300	334	15	,	,	PUNCT
ejpam-6300	334	16	and	and	CCONJ
ejpam-6300	334	17	alzahraa	alzahraa	PROPN
ejpam-6300	334	18	alshatti	alshatti	PROPN
ejpam-6300	334	19	.	.	PUNCT
ejpam-6300	335	1	automatic	automatic	ADJ
ejpam-6300	335	2	brain	brain	NOUN
ejpam-6300	335	3	tumor	tumor	NOUN
ejpam-6300	335	4	segmentation	segmentation	NOUN
ejpam-6300	335	5	from	from	ADP
ejpam-6300	335	6	mri	mri	NOUN
ejpam-6300	335	7	scans	scan	NOUN
ejpam-6300	335	8	using	use	VERB
ejpam-6300	335	9	u	u	NOUN
ejpam-6300	335	10	-	-	ADJ
ejpam-6300	335	11	net	net	ADJ
ejpam-6300	335	12	deep	deep	ADJ
ejpam-6300	335	13	learning	learning	NOUN
ejpam-6300	335	14	.	.	PUNCT
ejpam-6300	336	1	in	in	ADP
ejpam-6300	336	2	2023	2023	NUM
ejpam-6300	336	3	5th	5th	ADJ
ejpam-6300	336	4	international	international	ADJ
ejpam-6300	336	5	conference	conference	NOUN
ejpam-6300	336	6	on	on	ADP
ejpam-6300	336	7	bio	bio	NOUN
ejpam-6300	336	8	-	-	NOUN
ejpam-6300	336	9	engineering	engineering	NOUN
ejpam-6300	336	10	for	for	ADP
ejpam-6300	336	11	smart	smart	ADJ
ejpam-6300	336	12	technologies	technology	NOUN
ejpam-6300	336	13	(	(	PUNCT
ejpam-6300	336	14	biosmart	biosmart	NOUN
ejpam-6300	336	15	)	)	PUNCT
ejpam-6300	336	16	,	,	PUNCT
ejpam-6300	336	17	pages	page	NOUN
ejpam-6300	336	18	1–5	1–5	NUM
ejpam-6300	336	19	,	,	PUNCT
ejpam-6300	336	20	paris	paris	PROPN
ejpam-6300	336	21	,	,	PUNCT
ejpam-6300	336	22	france	france	PROPN
ejpam-6300	336	23	,	,	PUNCT
ejpam-6300	336	24	2023	2023	NUM
ejpam-6300	336	25	.	.	PUNCT
ejpam-6300	336	26	ieee	ieee	NOUN
ejpam-6300	336	27	)	)	PUNCT
ejpam-6300	336	28	.	.	PUNCT
ejpam-6300	337	1	[	[	X
ejpam-6300	337	2	5	5	NUM
ejpam-6300	337	3	]	]	PUNCT
ejpam-6300	337	4	fernando	fernando	PROPN
ejpam-6300	337	5	pascaner	pascaner	PROPN
ejpam-6300	337	6	a	a	PROPN
ejpam-6300	337	7	,	,	PUNCT
ejpam-6300	337	8	rosato	rosato	X
ejpam-6300	337	9	a	a	X
ejpam-6300	337	10	,	,	PUNCT
ejpam-6300	337	11	fantazzini	fantazzini	ADJ
ejpam-6300	337	12	a	a	PRON
ejpam-6300	337	13	,	,	PUNCT
ejpam-6300	337	14	vincenzi	vincenzi	NOUN
ejpam-6300	337	15	e	e	NOUN
ejpam-6300	337	16	,	,	PUNCT
ejpam-6300	337	17	curzio	curzio	NOUN
ejpam-6300	337	18	basso	basso	NOUN
ejpam-6300	337	19	,	,	PUNCT
ejpam-6300	337	20	secchi	secchi	PROPN
ejpam-6300	337	21	f	f	PROPN
ejpam-6300	337	22	,	,	PUNCT
ejpam-6300	337	23	and	and	CCONJ
ejpam-6300	337	24	et	et	PROPN
ejpam-6300	337	25	al	al	PROPN
ejpam-6300	337	26	.	.	PROPN
ejpam-6300	338	1	automatic	automatic	ADJ
ejpam-6300	338	2	3d	3d	NUM
ejpam-6300	338	3	segmentation	segmentation	NOUN
ejpam-6300	338	4	and	and	CCONJ
ejpam-6300	338	5	identification	identification	NOUN
ejpam-6300	338	6	of	of	ADP
ejpam-6300	338	7	anomalous	anomalous	ADJ
ejpam-6300	338	8	aortic	aortic	ADJ
ejpam-6300	338	9	origin	origin	NOUN
ejpam-6300	338	10	of	of	ADP
ejpam-6300	338	11	the	the	DET
ejpam-6300	338	12	coronary	coronary	ADJ
ejpam-6300	338	13	arteries	artery	NOUN
ejpam-6300	338	14	combining	combine	VERB
ejpam-6300	338	15	multi	multi	ADJ
ejpam-6300	338	16	-	-	ADJ
ejpam-6300	338	17	view	view	ADJ
ejpam-6300	338	18	2d	2d	NUM
ejpam-6300	338	19	convolutional	convolutional	ADJ
ejpam-6300	338	20	neural	neural	ADJ
ejpam-6300	338	21	networks	network	NOUN
ejpam-6300	338	22	.	.	PUNCT
ejpam-6300	339	1	journal	journal	NOUN
ejpam-6300	339	2	of	of	ADP
ejpam-6300	339	3	imaging	image	VERB
ejpam-6300	339	4	informatics	informatic	NOUN
ejpam-6300	339	5	in	in	ADP
ejpam-6300	339	6	medicine	medicine	NOUN
ejpam-6300	339	7	,	,	PUNCT
ejpam-6300	339	8	37:884–891	37:884–891	NUM
ejpam-6300	339	9	,	,	PUNCT
ejpam-6300	339	10	2024	2024	NUM
ejpam-6300	339	11	.	.	PUNCT
ejpam-6300	340	1	[	[	X
ejpam-6300	340	2	6	6	NUM
ejpam-6300	340	3	]	]	PUNCT
ejpam-6300	340	4	pan	pan	NOUN
ejpam-6300	340	5	ls	ls	PROPN
ejpam-6300	340	6	,	,	PUNCT
ejpam-6300	340	7	li	li	PROPN
ejpam-6300	340	8	cw	cw	PROPN
ejpam-6300	340	9	,	,	PUNCT
ejpam-6300	340	10	su	su	PROPN
ejpam-6300	340	11	sf	sf	PROPN
ejpam-6300	340	12	,	,	PUNCT
ejpam-6300	340	13	tay	tay	PROPN
ejpam-6300	340	14	sy	sy	PROPN
ejpam-6300	340	15	,	,	PUNCT
ejpam-6300	340	16	tran	tran	PROPN
ejpam-6300	340	17	qv	qv	X
ejpam-6300	340	18	,	,	PUNCT
ejpam-6300	340	19	and	and	CCONJ
ejpam-6300	340	20	chan	chan	PROPN
ejpam-6300	340	21	wp	wp	PROPN
ejpam-6300	340	22	.	.	PUNCT
ejpam-6300	341	1	coronary	coronary	ADJ
ejpam-6300	341	2	artery	artery	NOUN
ejpam-6300	341	3	segmentation	segmentation	NOUN
ejpam-6300	341	4	under	under	ADP
ejpam-6300	341	5	class	class	NOUN
ejpam-6300	341	6	imbalance	imbalance	NOUN
ejpam-6300	341	7	using	use	VERB
ejpam-6300	341	8	a	a	DET
ejpam-6300	341	9	u	u	NOUN
ejpam-6300	341	10	-	-	ADJ
ejpam-6300	341	11	net	net	ADJ
ejpam-6300	341	12	based	base	VERB
ejpam-6300	341	13	architecture	architecture	NOUN
ejpam-6300	341	14	on	on	ADP
ejpam-6300	341	15	computed	compute	VERB
ejpam-6300	341	16	tomography	tomography	NOUN
ejpam-6300	341	17	angiography	angiography	NOUN
ejpam-6300	341	18	images	image	NOUN
ejpam-6300	341	19	.	.	PUNCT
ejpam-6300	342	1	scientific	scientific	ADJ
ejpam-6300	342	2	reports	report	NOUN
ejpam-6300	342	3	,	,	PUNCT
ejpam-6300	342	4	11:1–7	11:1–7	NUM
ejpam-6300	342	5	,	,	PUNCT
ejpam-6300	342	6	2021	2021	NUM
ejpam-6300	342	7	.	.	PUNCT
ejpam-6300	343	1	[	[	X
ejpam-6300	343	2	7	7	X
ejpam-6300	343	3	]	]	X
ejpam-6300	343	4	alirr	alirr	NOUN
ejpam-6300	343	5	oi	oi	PROPN
ejpam-6300	343	6	.	.	PUNCT
ejpam-6300	343	7	automatic	automatic	ADJ
ejpam-6300	343	8	deep	deep	ADJ
ejpam-6300	343	9	learning	learning	NOUN
ejpam-6300	343	10	system	system	NOUN
ejpam-6300	343	11	for	for	ADP
ejpam-6300	343	12	covid-19	covid-19	PROPN
ejpam-6300	343	13	infection	infection	NOUN
ejpam-6300	343	14	quantification	quantification	NOUN
ejpam-6300	343	15	in	in	ADP
ejpam-6300	343	16	chest	chest	NOUN
ejpam-6300	343	17	ct	ct	PROPN
ejpam-6300	343	18	.	.	PUNCT
ejpam-6300	344	1	multimed	multime	VERB
ejpam-6300	344	2	tools	tool	NOUN
ejpam-6300	344	3	appl	appl	NOUN
ejpam-6300	344	4	,	,	PUNCT
ejpam-6300	344	5	81:527–41	81:527–41	NUM
ejpam-6300	344	6	,	,	PUNCT
ejpam-6300	344	7	2022	2022	NUM
ejpam-6300	344	8	.	.	PUNCT
ejpam-6300	345	1	[	[	X
ejpam-6300	345	2	8	8	NUM
ejpam-6300	345	3	]	]	X
ejpam-6300	345	4	gao	gao	PROPN
ejpam-6300	345	5	z	z	PROPN
ejpam-6300	345	6	,	,	PUNCT
ejpam-6300	345	7	liu	liu	PROPN
ejpam-6300	345	8	x	x	PROPN
ejpam-6300	345	9	,	,	PUNCT
ejpam-6300	345	10	qi	qi	PROPN
ejpam-6300	345	11	s	s	PROPN
ejpam-6300	345	12	,	,	PUNCT
ejpam-6300	345	13	wu	wu	PROPN
ejpam-6300	345	14	w	w	PROPN
ejpam-6300	345	15	,	,	PUNCT
ejpam-6300	345	16	hau	hau	PROPN
ejpam-6300	345	17	wk	wk	PROPN
ejpam-6300	345	18	,	,	PUNCT
ejpam-6300	345	19	and	and	CCONJ
ejpam-6300	345	20	zhang	zhang	PROPN
ejpam-6300	345	21	h.	h.	PROPN
ejpam-6300	345	22	automatic	automatic	ADJ
ejpam-6300	345	23	segmentation	segmentation	NOUN
ejpam-6300	345	24	of	of	ADP
ejpam-6300	345	25	coronary	coronary	ADJ
ejpam-6300	345	26	tree	tree	NOUN
ejpam-6300	345	27	in	in	ADP
ejpam-6300	345	28	ct	ct	NUM
ejpam-6300	345	29	angiography	angiography	NOUN
ejpam-6300	345	30	images	image	NOUN
ejpam-6300	345	31	.	.	PUNCT
ejpam-6300	346	1	int	int	NOUN
ejpam-6300	346	2	j	j	PROPN
ejpam-6300	346	3	adapt	adapt	VERB
ejpam-6300	346	4	control	control	NOUN
ejpam-6300	346	5	signal	signal	NOUN
ejpam-6300	346	6	process	process	NOUN
ejpam-6300	346	7	,	,	PUNCT
ejpam-6300	346	8	33:1239–47	33:1239–47	NUM
ejpam-6300	346	9	,	,	PUNCT
ejpam-6300	346	10	2019	2019	NUM
ejpam-6300	346	11	.	.	PUNCT
ejpam-6300	347	1	[	[	X
ejpam-6300	347	2	9	9	NUM
ejpam-6300	347	3	]	]	PUNCT
ejpam-6300	347	4	alirr	alirr	NOUN
ejpam-6300	347	5	oi	oi	PROPN
ejpam-6300	347	6	,	,	PUNCT
ejpam-6300	347	7	al	al	PROPN
ejpam-6300	347	8	-	-	PUNCT
ejpam-6300	347	9	absi	absi	ADJ
ejpam-6300	347	10	hrh	hrh	PROPN
ejpam-6300	347	11	,	,	PUNCT
ejpam-6300	347	12	ashtaiwi	ashtaiwi	VERB
ejpam-6300	347	13	a	a	PRON
ejpam-6300	347	14	,	,	PUNCT
ejpam-6300	347	15	and	and	CCONJ
ejpam-6300	347	16	khalifa	khalifa	PROPN
ejpam-6300	347	17	t.	t.	PROPN
ejpam-6300	347	18	efficient	efficient	ADJ
ejpam-6300	347	19	extraction	extraction	NOUN
ejpam-6300	347	20	of	of	ADP
ejpam-6300	347	21	coronary	coronary	ADJ
ejpam-6300	347	22	artery	artery	NOUN
ejpam-6300	347	23	vessels	vessel	NOUN
ejpam-6300	347	24	from	from	ADP
ejpam-6300	347	25	computed	compute	VERB
ejpam-6300	347	26	tomography	tomography	NOUN
ejpam-6300	347	27	angiography	angiography	NOUN
ejpam-6300	347	28	images	image	NOUN
ejpam-6300	347	29	using	use	VERB
ejpam-6300	347	30	resunet	resunet	NOUN
ejpam-6300	347	31	and	and	CCONJ
ejpam-6300	347	32	vesselness	vesselness	NOUN
ejpam-6300	347	33	.	.	PUNCT
ejpam-6300	348	1	bioengineering	bioengineering	NOUN
ejpam-6300	348	2	,	,	PUNCT
ejpam-6300	348	3	11	11	NUM
ejpam-6300	348	4	,	,	PUNCT
ejpam-6300	348	5	2024	2024	NUM
ejpam-6300	348	6	.	.	PUNCT
ejpam-6300	349	1	[	[	X
ejpam-6300	349	2	10	10	NUM
ejpam-6300	349	3	]	]	PUNCT
ejpam-6300	349	4	song	song	NOUN
ejpam-6300	349	5	a	a	PRON
ejpam-6300	349	6	,	,	PUNCT
ejpam-6300	349	7	xu	xu	PROPN
ejpam-6300	349	8	l	l	PROPN
ejpam-6300	349	9	,	,	PUNCT
ejpam-6300	349	10	wang	wang	PROPN
ejpam-6300	349	11	l	l	PROPN
ejpam-6300	349	12	,	,	PUNCT
ejpam-6300	349	13	wang	wang	PROPN
ejpam-6300	349	14	b	b	PROPN
ejpam-6300	349	15	,	,	PUNCT
ejpam-6300	349	16	yang	yang	PROPN
ejpam-6300	349	17	x	x	PROPN
ejpam-6300	349	18	,	,	PUNCT
ejpam-6300	349	19	xu	xu	PROPN
ejpam-6300	349	20	b	b	NUM
ejpam-6300	349	21	,	,	PUNCT
ejpam-6300	349	22	and	and	CCONJ
ejpam-6300	349	23	et	et	PROPN
ejpam-6300	349	24	al	al	PROPN
ejpam-6300	349	25	.	.	PROPN
ejpam-6300	350	1	automatic	automatic	ADJ
ejpam-6300	350	2	coronary	coronary	ADJ
ejpam-6300	350	3	artery	artery	NOUN
ejpam-6300	350	4	segmentation	segmentation	NOUN
ejpam-6300	350	5	of	of	ADP
ejpam-6300	350	6	ccta	ccta	ADJ
ejpam-6300	350	7	images	image	NOUN
ejpam-6300	350	8	with	with	ADP
ejpam-6300	350	9	an	an	DET
ejpam-6300	350	10	efficient	efficient	ADJ
ejpam-6300	350	11	feature	feature	NOUN
ejpam-6300	350	12	-	-	PUNCT
ejpam-6300	350	13	fusion	fusion	NOUN
ejpam-6300	350	14	-	-	PUNCT
ejpam-6300	350	15	and	and	CCONJ
ejpam-6300	350	16	-	-	PUNCT
ejpam-6300	350	17	rectification	rectification	NOUN
ejpam-6300	350	18	3d	3d	NOUN
ejpam-6300	350	19	-	-	PUNCT
ejpam-6300	350	20	unet	unet	NOUN
ejpam-6300	350	21	.	.	PUNCT
ejpam-6300	351	1	ieee	ieee	PROPN
ejpam-6300	351	2	j	j	PROPN
ejpam-6300	351	3	biomed	biome	VERB
ejpam-6300	351	4	health	health	NOUN
ejpam-6300	351	5	inform	inform	NOUN
ejpam-6300	351	6	,	,	PUNCT
ejpam-6300	351	7	26:4044–55	26:4044–55	NUM
ejpam-6300	351	8	,	,	PUNCT
ejpam-6300	351	9	2022	2022	NUM
ejpam-6300	351	10	.	.	PUNCT
ejpam-6300	352	1	[	[	X
ejpam-6300	352	2	11	11	NUM
ejpam-6300	352	3	]	]	X
ejpam-6300	352	4	serrano	serrano	NOUN
ejpam-6300	352	5	-	-	PUNCT
ejpam-6300	352	6	anton	anton	PROPN
ejpam-6300	352	7	b	b	PROPN
ejpam-6300	352	8	,	,	PUNCT
ejpam-6300	352	9	otero	otero	PROPN
ejpam-6300	352	10	-	-	PUNCT
ejpam-6300	352	11	cacho	cacho	PROPN
ejpam-6300	352	12	a	a	NOUN
ejpam-6300	352	13	,	,	PUNCT
ejpam-6300	352	14	lopez	lopez	NOUN
ejpam-6300	352	15	-	-	PUNCT
ejpam-6300	352	16	otero	otero	PROPN
ejpam-6300	352	17	d	d	PROPN
ejpam-6300	352	18	,	,	PUNCT
ejpam-6300	352	19	diaz	diaz	PROPN
ejpam-6300	352	20	-	-	PUNCT
ejpam-6300	352	21	fernandez	fernandez	PROPN
ejpam-6300	352	22	b	b	PROPN
ejpam-6300	352	23	,	,	PUNCT
ejpam-6300	352	24	bastosfernandez	bastosfernandez	PROPN
ejpam-6300	352	25	m	m	PROPN
ejpam-6300	352	26	,	,	PUNCT
ejpam-6300	352	27	perez	perez	PROPN
ejpam-6300	352	28	-	-	PUNCT
ejpam-6300	352	29	munuzuri	munuzuri	PROPN
ejpam-6300	352	30	v	v	NOUN
ejpam-6300	352	31	,	,	PUNCT
ejpam-6300	352	32	and	and	CCONJ
ejpam-6300	352	33	et	et	PROPN
ejpam-6300	352	34	al	al	PROPN
ejpam-6300	352	35	.	.	PROPN
ejpam-6300	353	1	coronary	coronary	ADJ
ejpam-6300	353	2	artery	artery	NOUN
ejpam-6300	353	3	segmentation	segmentation	NOUN
ejpam-6300	353	4	based	base	VERB
ejpam-6300	353	5	on	on	ADP
ejpam-6300	353	6	transfer	transfer	NOUN
ejpam-6300	353	7	learning	learning	NOUN
ejpam-6300	353	8	and	and	CCONJ
ejpam-6300	353	9	unet	unet	NOUN
ejpam-6300	353	10	architecture	architecture	NOUN
ejpam-6300	353	11	on	on	ADP
ejpam-6300	353	12	computed	compute	VERB
ejpam-6300	353	13	tomography	tomography	NOUN
ejpam-6300	353	14	coronary	coronary	ADJ
ejpam-6300	353	15	angiography	angiography	NOUN
ejpam-6300	353	16	images	image	NOUN
ejpam-6300	353	17	.	.	PUNCT
ejpam-6300	354	1	ieee	ieee	NOUN
ejpam-6300	354	2	access	access	NOUN
ejpam-6300	354	3	,	,	PUNCT
ejpam-6300	354	4	11:75484–96	11:75484–96	NUM
ejpam-6300	354	5	,	,	PUNCT
ejpam-6300	354	6	2023	2023	NUM
ejpam-6300	354	7	.	.	PUNCT
ejpam-6300	355	1	o.	o.	PROPN
ejpam-6300	355	2	alirr	alirr	PROPN
ejpam-6300	355	3	/	/	SYM
ejpam-6300	355	4	eur	eur	PROPN
ejpam-6300	355	5	.	.	PUNCT
ejpam-6300	356	1	j.	j.	PROPN
ejpam-6300	356	2	pure	pure	PROPN
ejpam-6300	356	3	appl	appl	PROPN
ejpam-6300	356	4	.	.	PROPN
ejpam-6300	356	5	math	math	PROPN
ejpam-6300	356	6	,	,	PUNCT
ejpam-6300	356	7	18	18	NUM
ejpam-6300	356	8	(	(	PUNCT
ejpam-6300	356	9	4	4	NUM
ejpam-6300	356	10	)	)	PUNCT
ejpam-6300	356	11	(	(	PUNCT
ejpam-6300	356	12	2025	2025	NUM
ejpam-6300	356	13	)	)	PUNCT
ejpam-6300	356	14	,	,	PUNCT
ejpam-6300	356	15	6300	6300	NUM
ejpam-6300	356	16	20	20	NUM
ejpam-6300	356	17	of	of	ADP
ejpam-6300	356	18	20	20	NUM
ejpam-6300	356	19	[	[	SYM
ejpam-6300	356	20	12	12	NUM
ejpam-6300	356	21	]	]	X
ejpam-6300	356	22	kaba	kaba	PROPN
ejpam-6300	356	23	ş	ş	PROPN
ejpam-6300	356	24	,	,	PUNCT
ejpam-6300	356	25	haci	haci	NOUN
ejpam-6300	356	26	h	h	PROPN
ejpam-6300	356	27	,	,	PUNCT
ejpam-6300	356	28	isin	isin	VERB
ejpam-6300	356	29	a	a	PRON
ejpam-6300	356	30	,	,	PUNCT
ejpam-6300	356	31	ilhan	ilhan	PROPN
ejpam-6300	356	32	a	a	PRON
ejpam-6300	356	33	,	,	PUNCT
ejpam-6300	356	34	and	and	CCONJ
ejpam-6300	356	35	conkbayir	conkbayir	PROPN
ejpam-6300	356	36	c.	c.	PROPN
ejpam-6300	356	37	the	the	DET
ejpam-6300	356	38	application	application	NOUN
ejpam-6300	356	39	of	of	ADP
ejpam-6300	356	40	deep	deep	ADJ
ejpam-6300	356	41	learning	learning	NOUN
ejpam-6300	356	42	for	for	ADP
ejpam-6300	356	43	the	the	DET
ejpam-6300	356	44	segmentation	segmentation	NOUN
ejpam-6300	356	45	and	and	CCONJ
ejpam-6300	356	46	classification	classification	NOUN
ejpam-6300	356	47	of	of	ADP
ejpam-6300	356	48	coronary	coronary	ADJ
ejpam-6300	356	49	arteries	artery	NOUN
ejpam-6300	356	50	.	.	PUNCT
ejpam-6300	357	1	diagnostics	diagnostic	NOUN
ejpam-6300	357	2	,	,	PUNCT
ejpam-6300	357	3	13	13	NUM
ejpam-6300	357	4	,	,	PUNCT
ejpam-6300	357	5	2023	2023	NUM
ejpam-6300	357	6	.	.	PUNCT
ejpam-6300	358	1	[	[	X
ejpam-6300	358	2	13	13	NUM
ejpam-6300	358	3	]	]	X
ejpam-6300	358	4	wang	wang	PROPN
ejpam-6300	358	5	q	q	PROPN
ejpam-6300	358	6	,	,	PUNCT
ejpam-6300	358	7	xu	xu	PROPN
ejpam-6300	358	8	l	l	PROPN
ejpam-6300	358	9	,	,	PUNCT
ejpam-6300	358	10	wang	wang	PROPN
ejpam-6300	358	11	l	l	PROPN
ejpam-6300	358	12	,	,	PUNCT
ejpam-6300	358	13	yang	yang	PROPN
ejpam-6300	358	14	x	x	PROPN
ejpam-6300	358	15	,	,	PUNCT
ejpam-6300	358	16	sun	sun	PROPN
ejpam-6300	358	17	y	y	PROPN
ejpam-6300	358	18	,	,	PUNCT
ejpam-6300	358	19	yang	yang	PROPN
ejpam-6300	358	20	b	b	PROPN
ejpam-6300	358	21	,	,	PUNCT
ejpam-6300	358	22	and	and	CCONJ
ejpam-6300	358	23	et	et	PROPN
ejpam-6300	358	24	al	al	PROPN
ejpam-6300	358	25	.	.	PROPN
ejpam-6300	359	1	automatic	automatic	ADJ
ejpam-6300	359	2	coronary	coronary	ADJ
ejpam-6300	359	3	artery	artery	NOUN
ejpam-6300	359	4	segmentation	segmentation	NOUN
ejpam-6300	359	5	of	of	ADP
ejpam-6300	359	6	ccta	ccta	ADJ
ejpam-6300	359	7	images	image	NOUN
ejpam-6300	359	8	using	use	VERB
ejpam-6300	359	9	unet	unet	NOUN
ejpam-6300	359	10	with	with	ADP
ejpam-6300	359	11	a	a	DET
ejpam-6300	359	12	local	local	ADJ
ejpam-6300	359	13	contextual	contextual	ADJ
ejpam-6300	359	14	transformer	transformer	NOUN
ejpam-6300	359	15	.	.	PUNCT
ejpam-6300	360	1	front	front	ADJ
ejpam-6300	360	2	physiol	physiol	PROPN
ejpam-6300	360	3	,	,	PUNCT
ejpam-6300	360	4	14	14	NUM
ejpam-6300	360	5	,	,	PUNCT
ejpam-6300	360	6	2023	2023	NUM
ejpam-6300	360	7	.	.	PUNCT
ejpam-6300	361	1	[	[	X
ejpam-6300	361	2	14	14	NUM
ejpam-6300	361	3	]	]	X
ejpam-6300	361	4	chen	chen	PROPN
ejpam-6300	361	5	j	j	PROPN
ejpam-6300	361	6	,	,	PUNCT
ejpam-6300	361	7	lu	lu	PROPN
ejpam-6300	361	8	y	y	PROPN
ejpam-6300	361	9	,	,	PUNCT
ejpam-6300	361	10	yu	yu	PROPN
ejpam-6300	361	11	q	q	PROPN
ejpam-6300	361	12	,	,	PUNCT
ejpam-6300	361	13	luo	luo	PROPN
ejpam-6300	361	14	x	x	X
ejpam-6300	361	15	,	,	PUNCT
ejpam-6300	361	16	adeli	adeli	ADJ
ejpam-6300	361	17	e	e	NOUN
ejpam-6300	361	18	,	,	PUNCT
ejpam-6300	361	19	wang	wang	PROPN
ejpam-6300	361	20	y	y	PROPN
ejpam-6300	361	21	,	,	PUNCT
ejpam-6300	361	22	and	and	CCONJ
ejpam-6300	361	23	et	et	PROPN
ejpam-6300	361	24	al	al	PROPN
ejpam-6300	361	25	.	.	PUNCT
ejpam-6300	361	26	transunet	transunet	PROPN
ejpam-6300	361	27	:	:	PUNCT
ejpam-6300	361	28	transformers	transformer	NOUN
ejpam-6300	361	29	make	make	VERB
ejpam-6300	361	30	strong	strong	ADJ
ejpam-6300	361	31	encoders	encoder	NOUN
ejpam-6300	361	32	for	for	ADP
ejpam-6300	361	33	medical	medical	ADJ
ejpam-6300	361	34	image	image	NOUN
ejpam-6300	361	35	segmentation	segmentation	NOUN
ejpam-6300	361	36	.	.	PUNCT
ejpam-6300	362	1	arxivorgj	arxivorgj	NOUN
ejpam-6300	362	2	,	,	PUNCT
ejpam-6300	362	3	2021	2021	NUM
ejpam-6300	362	4	.	.	PUNCT
ejpam-6300	363	1	[	[	X
ejpam-6300	363	2	15	15	NUM
ejpam-6300	363	3	]	]	X
ejpam-6300	363	4	du	du	PROPN
ejpam-6300	363	5	z	z	PROPN
ejpam-6300	363	6	meng	meng	PROPN
ejpam-6300	363	7	y	y	PROPN
ejpam-6300	363	8	,	,	PUNCT
ejpam-6300	363	9	zhao	zhao	PROPN
ejpam-6300	363	10	c	c	PROPN
ejpam-6300	363	11	,	,	PUNCT
ejpam-6300	363	12	dong	dong	PROPN
ejpam-6300	363	13	m	m	PROPN
ejpam-6300	363	14	,	,	PUNCT
ejpam-6300	363	15	pienta	pienta	PROPN
ejpam-6300	363	16	d	d	PROPN
ejpam-6300	363	17	,	,	PUNCT
ejpam-6300	363	18	xu	xu	PROPN
ejpam-6300	363	19	za	za	PROPN
ejpam-6300	363	20	,	,	PUNCT
ejpam-6300	363	21	and	and	CCONJ
ejpam-6300	363	22	et	et	PROPN
ejpam-6300	363	23	al	al	PROPN
ejpam-6300	363	24	.	.	PROPN
ejpam-6300	363	25	automatic	automatic	ADJ
ejpam-6300	363	26	extraction	extraction	NOUN
ejpam-6300	363	27	of	of	ADP
ejpam-6300	363	28	coronary	coronary	ADJ
ejpam-6300	363	29	arteries	artery	NOUN
ejpam-6300	363	30	using	use	VERB
ejpam-6300	363	31	deep	deep	ADJ
ejpam-6300	363	32	learning	learning	NOUN
ejpam-6300	363	33	in	in	ADP
ejpam-6300	363	34	invasive	invasive	ADJ
ejpam-6300	363	35	coronary	coronary	ADJ
ejpam-6300	363	36	angiograms	angiogram	NOUN
ejpam-6300	363	37	.	.	PUNCT
ejpam-6300	364	1	technology	technology	NOUN
ejpam-6300	364	2	and	and	CCONJ
ejpam-6300	364	3	health	health	NOUN
ejpam-6300	364	4	care	care	NOUN
ejpam-6300	364	5	,	,	PUNCT
ejpam-6300	364	6	31:2303–2317	31:2303–2317	NUM
ejpam-6300	364	7	,	,	PUNCT
ejpam-6300	364	8	2023	2023	NUM
ejpam-6300	364	9	.	.	PUNCT
ejpam-6300	365	1	[	[	X
ejpam-6300	365	2	16	16	NUM
ejpam-6300	365	3	]	]	X
ejpam-6300	365	4	tao	tao	PROPN
ejpam-6300	365	5	x	x	NOUN
ejpam-6300	365	6	,	,	PUNCT
ejpam-6300	365	7	dang	dang	PROPN
ejpam-6300	365	8	h	h	NOUN
ejpam-6300	365	9	,	,	PUNCT
ejpam-6300	365	10	zhou	zhou	PROPN
ejpam-6300	365	11	x	x	PROPN
ejpam-6300	365	12	,	,	PUNCT
ejpam-6300	365	13	xu	xu	PROPN
ejpam-6300	365	14	x	x	X
ejpam-6300	365	15	,	,	PUNCT
ejpam-6300	365	16	and	and	CCONJ
ejpam-6300	365	17	xiong	xiong	PROPN
ejpam-6300	365	18	d.	d.	PROPN
ejpam-6300	365	19	a	a	DET
ejpam-6300	365	20	lightweight	lightweight	ADJ
ejpam-6300	365	21	network	network	NOUN
ejpam-6300	365	22	for	for	ADP
ejpam-6300	365	23	accurate	accurate	ADJ
ejpam-6300	365	24	coronary	coronary	ADJ
ejpam-6300	365	25	artery	artery	NOUN
ejpam-6300	365	26	segmentation	segmentation	NOUN
ejpam-6300	365	27	using	use	VERB
ejpam-6300	365	28	x	x	NOUN
ejpam-6300	365	29	-	-	NOUN
ejpam-6300	365	30	ray	ray	NOUN
ejpam-6300	365	31	angiograms	angiogram	NOUN
ejpam-6300	365	32	.	.	PUNCT
ejpam-6300	366	1	front	front	ADJ
ejpam-6300	366	2	public	public	ADJ
ejpam-6300	366	3	health	health	NOUN
ejpam-6300	366	4	,	,	PUNCT
ejpam-6300	366	5	13	13	NUM
ejpam-6300	366	6	,	,	PUNCT
ejpam-6300	366	7	2022	2022	NUM
ejpam-6300	366	8	.	.	PUNCT
ejpam-6300	367	1	[	[	X
ejpam-6300	367	2	17	17	NUM
ejpam-6300	367	3	]	]	PUNCT
ejpam-6300	367	4	diakogiannis	diakogiannis	NOUN
ejpam-6300	367	5	fi	fi	NOUN
ejpam-6300	367	6	,	,	PUNCT
ejpam-6300	367	7	waldner	waldner	PROPN
ejpam-6300	367	8	f	f	PROPN
ejpam-6300	367	9	,	,	PUNCT
ejpam-6300	367	10	caccetta	caccetta	NOUN
ejpam-6300	367	11	p	p	X
ejpam-6300	367	12	,	,	PUNCT
ejpam-6300	367	13	and	and	CCONJ
ejpam-6300	367	14	wu	wu	PROPN
ejpam-6300	367	15	c.	c.	PROPN
ejpam-6300	367	16	transunet	transunet	PROPN
ejpam-6300	367	17	:	:	PUNCT
ejpam-6300	367	18	transformers	transformer	NOUN
ejpam-6300	367	19	make	make	VERB
ejpam-6300	367	20	strong	strong	ADJ
ejpam-6300	367	21	encoders	encoder	NOUN
ejpam-6300	367	22	for	for	ADP
ejpam-6300	367	23	medical	medical	ADJ
ejpam-6300	367	24	image	image	NOUN
ejpam-6300	367	25	segmentation	segmentation	NOUN
ejpam-6300	367	26	.	.	PUNCT
ejpam-6300	368	1	isprs	isprs	PROPN
ejpam-6300	368	2	journal	journal	PROPN
ejpam-6300	368	3	of	of	ADP
ejpam-6300	368	4	photogrammetry	photogrammetry	NOUN
ejpam-6300	368	5	and	and	CCONJ
ejpam-6300	368	6	remote	remote	ADJ
ejpam-6300	368	7	sensing	sensing	NOUN
ejpam-6300	368	8	,	,	PUNCT
ejpam-6300	368	9	162:94–114	162:94–114	NUM
ejpam-6300	368	10	,	,	PUNCT
ejpam-6300	368	11	2020	2020	NUM
ejpam-6300	368	12	.	.	PUNCT
ejpam-6300	369	1	[	[	X
ejpam-6300	369	2	18	18	NUM
ejpam-6300	369	3	]	]	X
ejpam-6300	369	4	zhou	zhou	PROPN
ejpam-6300	369	5	z	z	PROPN
ejpam-6300	369	6	,	,	PUNCT
ejpam-6300	369	7	rahman	rahman	PROPN
ejpam-6300	369	8	siddiquee	siddiquee	PROPN
ejpam-6300	369	9	mm	mm	PROPN
ejpam-6300	369	10	,	,	PUNCT
ejpam-6300	369	11	tajbakhsh	tajbakhsh	NOUN
ejpam-6300	369	12	n	n	CCONJ
ejpam-6300	369	13	,	,	PUNCT
ejpam-6300	369	14	and	and	CCONJ
ejpam-6300	369	15	liang	liang	PROPN
ejpam-6300	369	16	j.	j.	PROPN
ejpam-6300	369	17	unet++	unet++	PROPN
ejpam-6300	369	18	:	:	PUNCT
ejpam-6300	369	19	a	a	DET
ejpam-6300	369	20	nested	nested	ADJ
ejpam-6300	369	21	u	u	ADJ
ejpam-6300	369	22	-	-	ADJ
ejpam-6300	369	23	net	net	ADJ
ejpam-6300	369	24	architecture	architecture	NOUN
ejpam-6300	369	25	for	for	ADP
ejpam-6300	369	26	medical	medical	ADJ
ejpam-6300	369	27	image	image	NOUN
ejpam-6300	369	28	segmentation	segmentation	NOUN
ejpam-6300	369	29	.	.	PUNCT
ejpam-6300	370	1	in	in	ADP
ejpam-6300	370	2	4th	4th	ADJ
ejpam-6300	370	3	international	international	ADJ
ejpam-6300	370	4	workshop	workshop	NOUN
ejpam-6300	370	5	,	,	PUNCT
ejpam-6300	370	6	dlmia	dlmia	PROPN
ejpam-6300	370	7	2018	2018	NUM
ejpam-6300	370	8	,	,	PUNCT
ejpam-6300	370	9	and	and	CCONJ
ejpam-6300	370	10	8th	8th	ADJ
ejpam-6300	370	11	international	international	ADJ
ejpam-6300	370	12	workshop	workshop	NOUN
ejpam-6300	370	13	,	,	PUNCT
ejpam-6300	370	14	ml	ml	NOUN
ejpam-6300	370	15	-	-	PUNCT
ejpam-6300	370	16	cds	cd	NOUN
ejpam-6300	370	17	2018	2018	NUM
ejpam-6300	370	18	.	.	PUNCT
ejpam-6300	370	19	,	,	PUNCT
ejpam-6300	370	20	pages	page	NOUN
ejpam-6300	370	21	3–11	3–11	PROPN
ejpam-6300	370	22	,	,	PUNCT
ejpam-6300	370	23	granada	granada	PROPN
ejpam-6300	370	24	,	,	PUNCT
ejpam-6300	370	25	spain	spain	PROPN
ejpam-6300	370	26	,	,	PUNCT
ejpam-6300	370	27	,	,	PUNCT
ejpam-6300	370	28	2018	2018	NUM
ejpam-6300	370	29	.	.	PUNCT
ejpam-6300	370	30	springer	springer	NOUN
ejpam-6300	370	31	,	,	PUNCT
ejpam-6300	370	32	cham	cham	PROPN
ejpam-6300	370	33	.	.	PUNCT
ejpam-6300	371	1	[	[	X
ejpam-6300	371	2	19	19	NUM
ejpam-6300	371	3	]	]	X
ejpam-6300	371	4	lei	lei	PROPN
ejpam-6300	371	5	y	y	PROPN
ejpam-6300	371	6	,	,	PUNCT
ejpam-6300	371	7	guo	guo	PROPN
ejpam-6300	371	8	bj	bj	PROPN
ejpam-6300	371	9	,	,	PUNCT
ejpam-6300	371	10	fu	fu	PROPN
ejpam-6300	371	11	y	y	PROPN
ejpam-6300	371	12	,	,	PUNCT
ejpam-6300	371	13	wang	wang	PROPN
ejpam-6300	371	14	t	t	PROPN
ejpam-6300	371	15	,	,	PUNCT
ejpam-6300	371	16	liu	liu	PROPN
ejpam-6300	371	17	t	t	PROPN
ejpam-6300	371	18	,	,	PUNCT
ejpam-6300	371	19	curran	curran	PROPN
ejpam-6300	371	20	w	w	PROPN
ejpam-6300	371	21	,	,	PUNCT
ejpam-6300	371	22	and	and	CCONJ
ejpam-6300	371	23	et	et	PROPN
ejpam-6300	371	24	al	al	PROPN
ejpam-6300	371	25	.	.	PROPN
ejpam-6300	372	1	automated	automate	VERB
ejpam-6300	372	2	coronary	coronary	ADJ
ejpam-6300	372	3	artery	artery	NOUN
ejpam-6300	372	4	segmentation	segmentation	NOUN
ejpam-6300	372	5	in	in	ADP
ejpam-6300	372	6	coronary	coronary	ADJ
ejpam-6300	372	7	computed	compute	VERB
ejpam-6300	372	8	tomography	tomography	NOUN
ejpam-6300	372	9	angiography	angiography	NOUN
ejpam-6300	372	10	(	(	PUNCT
ejpam-6300	372	11	ccta	ccta	PROPN
ejpam-6300	372	12	)	)	PUNCT
ejpam-6300	372	13	using	use	VERB
ejpam-6300	372	14	deep	deep	ADJ
ejpam-6300	372	15	learning	learn	VERB
ejpam-6300	372	16	neural	neural	ADJ
ejpam-6300	372	17	networks	network	NOUN
ejpam-6300	372	18	.	.	PUNCT
ejpam-6300	373	1	in	in	ADP
ejpam-6300	373	2	proc	proc	NOUN
ejpam-6300	373	3	.	.	PUNCT
ejpam-6300	374	1	spie	spie	ADJ
ejpam-6300	374	2	11318	11318	NUM
ejpam-6300	374	3	,	,	PUNCT
ejpam-6300	374	4	medical	medical	ADJ
ejpam-6300	374	5	imaging	imaging	NOUN
ejpam-6300	374	6	2020	2020	NUM
ejpam-6300	374	7	:	:	PUNCT
ejpam-6300	374	8	imaging	image	VERB
ejpam-6300	374	9	informatics	informatic	NOUN
ejpam-6300	374	10	for	for	ADP
ejpam-6300	374	11	healthcare	healthcare	PROPN
ejpam-6300	374	12	,	,	PUNCT
ejpam-6300	374	13	research	research	NOUN
ejpam-6300	374	14	,	,	PUNCT
ejpam-6300	374	15	and	and	CCONJ
ejpam-6300	374	16	applications	application	NOUN
ejpam-6300	374	17	,	,	PUNCT
ejpam-6300	374	18	houston	houston	PROPN
ejpam-6300	374	19	,	,	PUNCT
ejpam-6300	374	20	texas	texas	PROPN
ejpam-6300	374	21	,	,	PUNCT
ejpam-6300	374	22	united	united	PROPN
ejpam-6300	374	23	states	states	PROPN
ejpam-6300	374	24	,	,	PUNCT
ejpam-6300	374	25	2020	2020	NUM
ejpam-6300	374	26	.	.	PUNCT
ejpam-6300	375	1	spie	spie	ADJ
ejpam-6300	375	2	medical	medical	ADJ
ejpam-6300	375	3	imaging	imaging	NOUN
ejpam-6300	375	4	.	.	PUNCT
ejpam-6300	376	1	[	[	X
ejpam-6300	376	2	20	20	NUM
ejpam-6300	376	3	]	]	X
ejpam-6300	376	4	alirr	alirr	NOUN
ejpam-6300	376	5	oi	oi	INTJ
ejpam-6300	376	6	and	and	CCONJ
ejpam-6300	376	7	aizzuddin	aizzuddin	PROPN
ejpam-6300	376	8	a.	a.	PROPN
ejpam-6300	376	9	rahni	rahni	PROPN
ejpam-6300	376	10	a.	a.	PROPN
ejpam-6300	376	11	hepatic	hepatic	PROPN
ejpam-6300	376	12	vessels	vessel	NOUN
ejpam-6300	376	13	segmentation	segmentation	NOUN
ejpam-6300	376	14	using	use	VERB
ejpam-6300	376	15	deep	deep	ADJ
ejpam-6300	376	16	learning	learning	NOUN
ejpam-6300	376	17	and	and	CCONJ
ejpam-6300	376	18	preprocessing	preprocesse	VERB
ejpam-6300	376	19	enhancement	enhancement	NOUN
ejpam-6300	376	20	.	.	PUNCT
ejpam-6300	377	1	j	j	PROPN
ejpam-6300	377	2	appl	appl	PROPN
ejpam-6300	377	3	clin	clin	PROPN
ejpam-6300	377	4	med	med	PROPN
ejpam-6300	377	5	phys	phy	NOUN
ejpam-6300	377	6	,	,	PUNCT
ejpam-6300	377	7	24	24	NUM
ejpam-6300	377	8	,	,	PUNCT
ejpam-6300	377	9	2023	2023	NUM
ejpam-6300	377	10	.	.	PUNCT
ejpam-6300	378	1	[	[	X
ejpam-6300	378	2	21	21	NUM
ejpam-6300	378	3	]	]	X
ejpam-6300	378	4	kim	kim	PROPN
ejpam-6300	378	5	d.	d.	PROPN
ejpam-6300	378	6	hepatic	hepatic	PROPN
ejpam-6300	378	7	vessel	vessel	PROPN
ejpam-6300	378	8	segmentation	segmentation	NOUN
ejpam-6300	378	9	on	on	ADP
ejpam-6300	378	10	contrast	contrast	NOUN
ejpam-6300	378	11	enhanced	enhance	VERB
ejpam-6300	378	12	ct	ct	NUM
ejpam-6300	378	13	image	image	NOUN
ejpam-6300	378	14	sequence	sequence	NOUN
ejpam-6300	378	15	for	for	ADP
ejpam-6300	378	16	liver	liver	NOUN
ejpam-6300	378	17	transplantation	transplantation	NOUN
ejpam-6300	378	18	planning	planning	NOUN
ejpam-6300	378	19	.	.	PUNCT
ejpam-6300	379	1	j	j	PROPN
ejpam-6300	379	2	biomed	biome	VERB
ejpam-6300	379	3	sci	sci	PROPN
ejpam-6300	379	4	eng	eng	PROPN
ejpam-6300	379	5	,	,	PUNCT
ejpam-6300	379	6	6:498–503	6:498–503	NOUN
ejpam-6300	379	7	.	.	PUNCT
ejpam-6300	379	8	,	,	PUNCT
ejpam-6300	379	9	2013	2013	NUM
ejpam-6300	379	10	.	.	PUNCT
ejpam-6300	380	1	[	[	X
ejpam-6300	380	2	22	22	NUM
ejpam-6300	380	3	]	]	X
ejpam-6300	380	4	irr	irr	PROPN
ejpam-6300	380	5	oia	oia	PROPN
ejpam-6300	380	6	and	and	CCONJ
ejpam-6300	380	7	rahni	rahni	PROPN
ejpam-6300	380	8	aaa	aaa	PROPN
ejpam-6300	380	9	.	.	PUNCT
ejpam-6300	381	1	automatic	automatic	ADJ
ejpam-6300	381	2	volumetric	volumetric	NOUN
ejpam-6300	381	3	localization	localization	NOUN
ejpam-6300	381	4	of	of	ADP
ejpam-6300	381	5	the	the	DET
ejpam-6300	381	6	liver	liver	NOUN
ejpam-6300	381	7	in	in	ADP
ejpam-6300	381	8	abdominal	abdominal	ADJ
ejpam-6300	381	9	ct	ct	PROPN
ejpam-6300	381	10	scans	scan	NOUN
ejpam-6300	381	11	using	use	VERB
ejpam-6300	381	12	low	low	ADJ
ejpam-6300	381	13	level	level	NOUN
ejpam-6300	381	14	processing	processing	NOUN
ejpam-6300	381	15	and	and	CCONJ
ejpam-6300	381	16	shape	shape	NOUN
ejpam-6300	381	17	priors	prior	NOUN
ejpam-6300	381	18	.	.	PUNCT
ejpam-6300	382	1	in	in	ADP
ejpam-6300	382	2	2015	2015	NUM
ejpam-6300	382	3	ieee	ieee	NOUN
ejpam-6300	382	4	international	international	ADJ
ejpam-6300	382	5	conference	conference	NOUN
ejpam-6300	382	6	on	on	ADP
ejpam-6300	382	7	signal	signal	NOUN
ejpam-6300	382	8	and	and	CCONJ
ejpam-6300	382	9	image	image	NOUN
ejpam-6300	382	10	processing	processing	NOUN
ejpam-6300	382	11	applications	application	NOUN
ejpam-6300	382	12	(	(	PUNCT
ejpam-6300	382	13	icsipa	icsipa	NOUN
ejpam-6300	382	14	)	)	PUNCT
ejpam-6300	382	15	,	,	PUNCT
ejpam-6300	382	16	kualampur	kualampur	PROPN
ejpam-6300	382	17	,	,	PUNCT
ejpam-6300	382	18	malaysia	malaysia	PROPN
ejpam-6300	382	19	,	,	PUNCT
ejpam-6300	382	20	2015	2015	NUM
ejpam-6300	382	21	.	.	PUNCT
ejpam-6300	382	22	icsipa	icsipa	ADJ
ejpam-6300	382	23	)	)	PUNCT
ejpam-6300	382	24	.	.	PUNCT
ejpam-6300	383	1	[	[	X
ejpam-6300	383	2	23	23	NUM
ejpam-6300	383	3	]	]	X
ejpam-6300	383	4	galea	galea	PROPN
ejpam-6300	383	5	rr	rr	PROPN
ejpam-6300	383	6	,	,	PUNCT
ejpam-6300	383	7	diosan	diosan	PROPN
ejpam-6300	383	8	l	l	NOUN
ejpam-6300	383	9	,	,	PUNCT
ejpam-6300	383	10	andreica	andreica	PROPN
ejpam-6300	383	11	a	a	PRON
ejpam-6300	383	12	,	,	PUNCT
ejpam-6300	383	13	popa	popa	ADJ
ejpam-6300	383	14	l	l	NOUN
ejpam-6300	383	15	,	,	PUNCT
ejpam-6300	383	16	manole	manole	NOUN
ejpam-6300	383	17	s	s	PART
ejpam-6300	383	18	,	,	PUNCT
ejpam-6300	383	19	and	and	CCONJ
ejpam-6300	383	20	bálint	bálint	PROPN
ejpam-6300	383	21	z.	z.	PROPN
ejpam-6300	383	22	region	region	PROPN
ejpam-6300	383	23	-	-	PUNCT
ejpam-6300	383	24	of	of	ADP
ejpam-6300	383	25	-	-	PUNCT
ejpam-6300	383	26	interestbased	interestbase	VERB
ejpam-6300	383	27	cardiac	cardiac	ADJ
ejpam-6300	383	28	image	image	NOUN
ejpam-6300	383	29	segmentation	segmentation	NOUN
ejpam-6300	383	30	with	with	ADP
ejpam-6300	383	31	deep	deep	ADJ
ejpam-6300	383	32	learning	learning	NOUN
ejpam-6300	383	33	.	.	PUNCT
ejpam-6300	384	1	applied	apply	VERB
ejpam-6300	384	2	sciences	science	NOUN
ejpam-6300	384	3	,	,	PUNCT
ejpam-6300	384	4	11	11	NUM
ejpam-6300	384	5	,	,	PUNCT
ejpam-6300	384	6	2021	2021	NUM
ejpam-6300	384	7	.	.	PUNCT
ejpam-6300	385	1	[	[	X
ejpam-6300	385	2	24	24	NUM
ejpam-6300	385	3	]	]	PUNCT
ejpam-6300	385	4	oktay	oktay	PROPN
ejpam-6300	385	5	o	o	PROPN
ejpam-6300	385	6	,	,	PUNCT
ejpam-6300	385	7	schlemper	schlemper	PROPN
ejpam-6300	385	8	j	j	PROPN
ejpam-6300	385	9	,	,	PUNCT
ejpam-6300	385	10	folgoc	folgoc	PROPN
ejpam-6300	385	11	l	l	PROPN
ejpam-6300	385	12	le	le	X
ejpam-6300	385	13	,	,	PUNCT
ejpam-6300	385	14	lee	lee	PROPN
ejpam-6300	385	15	m	m	PROPN
ejpam-6300	385	16	,	,	PUNCT
ejpam-6300	385	17	heinrich	heinrich	PROPN
ejpam-6300	385	18	m	m	PROPN
ejpam-6300	385	19	,	,	PUNCT
ejpam-6300	385	20	misawa	misawa	PROPN
ejpam-6300	385	21	k	k	PROPN
ejpam-6300	385	22	,	,	PUNCT
ejpam-6300	385	23	and	and	CCONJ
ejpam-6300	385	24	et	et	PROPN
ejpam-6300	385	25	al	al	PROPN
ejpam-6300	385	26	.	.	PUNCT
ejpam-6300	386	1	attention	attention	PROPN
ejpam-6300	386	2	u	u	NOUN
ejpam-6300	386	3	-	-	NOUN
ejpam-6300	386	4	net	net	ADJ
ejpam-6300	386	5	:	:	PUNCT
ejpam-6300	386	6	learning	learn	VERB
ejpam-6300	386	7	where	where	SCONJ
ejpam-6300	386	8	to	to	PART
ejpam-6300	386	9	look	look	VERB
ejpam-6300	386	10	for	for	ADP
ejpam-6300	386	11	the	the	DET
ejpam-6300	386	12	pancreas	pancrea	NOUN
ejpam-6300	386	13	.	.	PUNCT
ejpam-6300	387	1	arxiv	arxiv	PROPN
ejpam-6300	387	2	,	,	PUNCT
ejpam-6300	387	3	2018	2018	NUM
ejpam-6300	387	4	.	.	PUNCT