id	sid	tid	token	lemma	pos
bracis-28385	1	1	efficientdeeplab	efficientdeeplab	VERB
bracis-28385	1	2	for	for	ADP
bracis-28385	1	3	 	 	SPACE
bracis-28385	1	4	automated	automate	VERB
bracis-28385	1	5	trachea	trachea	PROPN
bracis-28385	1	6	segmentation	segmentation	NOUN
bracis-28385	1	7	on	on	ADP
bracis-28385	1	8	 	 	SPACE
bracis-28385	1	9	medical	medical	ADJ
bracis-28385	1	10	images	image	NOUN
bracis-28385	1	11	|	|	ADV
bracis-28385	1	12	springer	springer	NOUN
bracis-28385	1	13	nature	nature	NOUN
bracis-28385	1	14	link	link	PROPN
bracis-28385	1	15	(	(	PUNCT
bracis-28385	1	16	formerly	formerly	ADV
bracis-28385	1	17	springerlink	springerlink	NOUN
bracis-28385	1	18	)	)	PUNCT
bracis-28385	1	19	skip	skip	VERB
bracis-28385	1	20	to	to	ADP
bracis-28385	1	21	main	main	ADJ
bracis-28385	1	22	content	content	NOUN
bracis-28385	1	23	advertisement	advertisement	NOUN
bracis-28385	1	24	log	log	NOUN
bracis-28385	1	25	in	in	ADP
bracis-28385	1	26	menu	menu	NOUN
bracis-28385	1	27	find	find	VERB
bracis-28385	1	28	a	a	DET
bracis-28385	1	29	journal	journal	NOUN
bracis-28385	1	30	publish	publish	VERB
bracis-28385	1	31	with	with	ADP
bracis-28385	1	32	us	we	PRON
bracis-28385	1	33	track	track	VERB
bracis-28385	1	34	your	your	PRON
bracis-28385	1	35	research	research	NOUN
bracis-28385	1	36	search	search	NOUN
bracis-28385	1	37	cart	cart	NOUN
bracis-28385	1	38	home	home	NOUN
bracis-28385	1	39	intelligent	intelligent	ADJ
bracis-28385	1	40	systems	system	NOUN
bracis-28385	1	41	conference	conference	NOUN
bracis-28385	1	42	paper	paper	NOUN
bracis-28385	1	43	efficientdeeplab	efficientdeeplab	VERB
bracis-28385	1	44	for	for	ADP
bracis-28385	1	45	 	 	SPACE
bracis-28385	1	46	automated	automate	VERB
bracis-28385	1	47	trachea	trachea	PROPN
bracis-28385	1	48	segmentation	segmentation	NOUN
bracis-28385	1	49	on	on	ADP
bracis-28385	1	50	 	 	SPACE
bracis-28385	1	51	medical	medical	ADJ
bracis-28385	1	52	images	image	NOUN
bracis-28385	1	53	conference	conference	NOUN
bracis-28385	1	54	paper	paper	NOUN
bracis-28385	1	55	first	first	ADV
bracis-28385	1	56	online	online	ADV
bracis-28385	1	57	:	:	PUNCT
bracis-28385	1	58	12	12	NUM
bracis-28385	1	59	october	october	NOUN
bracis-28385	1	60	2023	2023	NUM
bracis-28385	1	61	pp	pp	PROPN
bracis-28385	1	62	154–166	154–166	NUM
bracis-28385	1	63	cite	cite	VERB
bracis-28385	1	64	this	this	DET
bracis-28385	1	65	conference	conference	NOUN
bracis-28385	1	66	paper	paper	NOUN
bracis-28385	1	67	access	access	NOUN
bracis-28385	1	68	provided	provide	VERB
bracis-28385	1	69	by	by	ADP
bracis-28385	1	70	university	university	PROPN
bracis-28385	1	71	of	of	ADP
bracis-28385	1	72	notre	notre	PROPN
bracis-28385	1	73	dame	dame	PROPN
bracis-28385	1	74	hesburgh	hesburgh	PROPN
bracis-28385	1	75	library	library	PROPN
bracis-28385	1	76	download	download	PROPN
bracis-28385	1	77	book	book	NOUN
bracis-28385	1	78	pdf	pdf	PROPN
bracis-28385	1	79	download	download	NOUN
bracis-28385	1	80	book	book	NOUN
bracis-28385	1	81	epub	epub	PROPN
bracis-28385	1	82	intelligent	intelligent	ADJ
bracis-28385	1	83	systems	system	NOUN
bracis-28385	1	84	(	(	PUNCT
bracis-28385	1	85	bracis	bracis	NOUN
bracis-28385	1	86	2023	2023	NUM
bracis-28385	1	87	)	)	PUNCT
bracis-28385	1	88	efficientdeeplab	efficientdeeplab	VERB
bracis-28385	1	89	for	for	ADP
bracis-28385	1	90	 	 	SPACE
bracis-28385	1	91	automated	automate	VERB
bracis-28385	1	92	trachea	trachea	PROPN
bracis-28385	1	93	segmentation	segmentation	NOUN
bracis-28385	1	94	on	on	ADP
bracis-28385	1	95	 	 	SPACE
bracis-28385	1	96	medical	medical	ADJ
bracis-28385	1	97	images	image	NOUN
bracis-28385	1	98	download	download	NOUN
bracis-28385	1	99	book	book	NOUN
bracis-28385	1	100	pdf	pdf	PROPN
bracis-28385	1	101	download	download	NOUN
bracis-28385	1	102	book	book	PROPN
bracis-28385	1	103	epub	epub	PROPN
bracis-28385	1	104	arthur	arthur	PROPN
bracis-28385	1	105	guilherme	guilherme	PROPN
bracis-28385	1	106	santos	santos	PROPN
bracis-28385	1	107	fernandes9	fernandes9	PROPN
bracis-28385	1	108	,	,	PUNCT
bracis-28385	1	109	geraldo	geraldo	PROPN
bracis-28385	1	110	braz	braz	PROPN
bracis-28385	1	111	junior9	junior9	PROPN
bracis-28385	1	112	,	,	PUNCT
bracis-28385	1	113	joão	joão	PROPN
bracis-28385	1	114	otávio	otávio	PROPN
bracis-28385	1	115	bandeira	bandeira	PROPN
bracis-28385	1	116	diniz9	diniz9	PROPN
bracis-28385	1	117	,	,	PUNCT
bracis-28385	1	118	aristófanes	aristófanes	PROPN
bracis-28385	1	119	correa	correa	PROPN
bracis-28385	1	120	silva9	silva9	PROPN
bracis-28385	1	121	&	&	CCONJ
bracis-28385	1	122	…	…	PUNCT
bracis-28385	1	123	caio	caio	PROPN
bracis-28385	1	124	eduardo	eduardo	PROPN
bracis-28385	1	125	falcõ	falcõ	PROPN
bracis-28385	1	126	matos9	matos9	PROPN
bracis-28385	1	127	  	  	SPACE
bracis-28385	1	128	show	show	VERB
bracis-28385	1	129	authors	author	NOUN
bracis-28385	1	130	part	part	NOUN
bracis-28385	1	131	of	of	ADP
bracis-28385	1	132	the	the	DET
bracis-28385	1	133	book	book	NOUN
bracis-28385	1	134	series	series	NOUN
bracis-28385	1	135	:	:	PUNCT
bracis-28385	1	136	lecture	lecture	NOUN
bracis-28385	1	137	notes	note	NOUN
bracis-28385	1	138	in	in	ADP
bracis-28385	1	139	computer	computer	NOUN
bracis-28385	1	140	science	science	NOUN
bracis-28385	1	141	(	(	PUNCT
bracis-28385	1	142	(	(	PUNCT
bracis-28385	1	143	lnai	lnai	ADJ
bracis-28385	1	144	,	,	PUNCT
bracis-28385	1	145	volume	volume	NOUN
bracis-28385	1	146	14196	14196	NUM
bracis-28385	1	147	)	)	PUNCT
bracis-28385	1	148	)	)	PUNCT
bracis-28385	1	149	included	include	VERB
bracis-28385	1	150	in	in	ADP
bracis-28385	1	151	the	the	DET
bracis-28385	1	152	following	follow	VERB
bracis-28385	1	153	conference	conference	NOUN
bracis-28385	1	154	series	series	NOUN
bracis-28385	1	155	:	:	PUNCT
bracis-28385	1	156	brazilian	brazilian	ADJ
bracis-28385	1	157	conference	conference	NOUN
bracis-28385	1	158	on	on	ADP
bracis-28385	1	159	intelligent	intelligent	ADJ
bracis-28385	1	160	systems	system	NOUN
bracis-28385	1	161	505	505	NUM
bracis-28385	1	162	accesses	access	NOUN
bracis-28385	1	163	2	2	NUM
bracis-28385	1	164	citations	citation	NOUN
bracis-28385	1	165	abstract	abstract	ADJ
bracis-28385	1	166	segmentation	segmentation	NOUN
bracis-28385	1	167	of	of	ADP
bracis-28385	1	168	organs	organ	NOUN
bracis-28385	1	169	at	at	ADP
bracis-28385	1	170	risk	risk	NOUN
bracis-28385	1	171	is	be	AUX
bracis-28385	1	172	a	a	DET
bracis-28385	1	173	fundamental	fundamental	ADJ
bracis-28385	1	174	step	step	NOUN
bracis-28385	1	175	during	during	ADP
bracis-28385	1	176	radiotherapy	radiotherapy	NOUN
bracis-28385	1	177	planning	planning	NOUN
bracis-28385	1	178	for	for	ADP
bracis-28385	1	179	cancer	cancer	NOUN
bracis-28385	1	180	treatment	treatment	NOUN
bracis-28385	1	181	.	.	PUNCT
bracis-28385	2	1	its	its	PRON
bracis-28385	2	2	goal	goal	NOUN
bracis-28385	2	3	is	be	AUX
bracis-28385	2	4	to	to	PART
bracis-28385	2	5	preserve	preserve	VERB
bracis-28385	2	6	healthy	healthy	ADJ
bracis-28385	2	7	tissue	tissue	NOUN
bracis-28385	2	8	around	around	ADP
bracis-28385	2	9	the	the	DET
bracis-28385	2	10	tumor	tumor	NOUN
bracis-28385	2	11	and	and	CCONJ
bracis-28385	2	12	ensure	ensure	VERB
bracis-28385	2	13	that	that	SCONJ
bracis-28385	2	14	the	the	DET
bracis-28385	2	15	most	most	ADJ
bracis-28385	2	16	radiation	radiation	NOUN
bracis-28385	2	17	strikes	strike	NOUN
bracis-28385	2	18	only	only	ADV
bracis-28385	2	19	cancer	cancer	NOUN
bracis-28385	2	20	cells	cell	NOUN
bracis-28385	2	21	.	.	PUNCT
bracis-28385	3	1	physicians	physician	NOUN
bracis-28385	3	2	do	do	VERB
bracis-28385	3	3	this	this	DET
bracis-28385	3	4	job	job	NOUN
bracis-28385	3	5	manually	manually	ADV
bracis-28385	3	6	,	,	PUNCT
bracis-28385	3	7	which	which	PRON
bracis-28385	3	8	can	can	AUX
bracis-28385	3	9	be	be	AUX
bracis-28385	3	10	slow	slow	ADJ
bracis-28385	3	11	and	and	CCONJ
bracis-28385	3	12	error	error	NOUN
bracis-28385	3	13	-	-	PUNCT
bracis-28385	3	14	prone	prone	ADJ
bracis-28385	3	15	.	.	PUNCT
bracis-28385	4	1	thus	thus	ADV
bracis-28385	4	2	,	,	PUNCT
bracis-28385	4	3	automatic	automatic	ADJ
bracis-28385	4	4	segmentation	segmentation	NOUN
bracis-28385	4	5	methodologies	methodology	NOUN
bracis-28385	4	6	can	can	AUX
bracis-28385	4	7	speed	speed	VERB
bracis-28385	4	8	up	up	ADP
bracis-28385	4	9	organ	organ	NOUN
bracis-28385	4	10	delimiting	delimiting	NOUN
bracis-28385	4	11	during	during	ADP
bracis-28385	4	12	radiotherapy	radiotherapy	NOUN
bracis-28385	4	13	planning	planning	NOUN
bracis-28385	4	14	.	.	PUNCT
bracis-28385	5	1	this	this	DET
bracis-28385	5	2	work	work	NOUN
bracis-28385	5	3	designs	design	VERB
bracis-28385	5	4	a	a	DET
bracis-28385	5	5	method	method	NOUN
bracis-28385	5	6	,	,	PUNCT
bracis-28385	5	7	efficientdeeplab	efficientdeeplab	PROPN
bracis-28385	5	8	,	,	PUNCT
bracis-28385	5	9	a	a	DET
bracis-28385	5	10	convolutional	convolutional	ADJ
bracis-28385	5	11	neural	neural	ADJ
bracis-28385	5	12	network	network	NOUN
bracis-28385	5	13	architecture	architecture	NOUN
bracis-28385	5	14	trained	train	VERB
bracis-28385	5	15	on	on	ADP
bracis-28385	5	16	ct	ct	PROPN
bracis-28385	5	17	scans	scan	NOUN
bracis-28385	5	18	for	for	ADP
bracis-28385	5	19	trachea	trachea	NOUN
bracis-28385	5	20	segmentation	segmentation	NOUN
bracis-28385	5	21	,	,	PUNCT
bracis-28385	5	22	and	and	CCONJ
bracis-28385	5	23	obtained	obtain	VERB
bracis-28385	5	24	an	an	DET
bracis-28385	5	25	88.6	88.6	NUM
bracis-28385	5	26	%	%	NOUN
bracis-28385	5	27	dice	dice	NOUN
bracis-28385	5	28	score	score	NOUN
bracis-28385	5	29	.	.	PUNCT
bracis-28385	6	1	access	access	NOUN
bracis-28385	6	2	provided	provide	VERB
bracis-28385	6	3	by	by	ADP
bracis-28385	6	4	university	university	PROPN
bracis-28385	6	5	of	of	ADP
bracis-28385	6	6	notre	notre	PROPN
bracis-28385	6	7	dame	dame	PROPN
bracis-28385	6	8	hesburgh	hesburgh	PROPN
bracis-28385	6	9	library	library	PROPN
bracis-28385	6	10	.	.	PUNCT
bracis-28385	7	1	download	download	PROPN
bracis-28385	7	2	conference	conference	NOUN
bracis-28385	7	3	paper	paper	NOUN
bracis-28385	7	4	pdf	pdf	NOUN
bracis-28385	7	5	similar	similar	ADJ
bracis-28385	7	6	content	content	NOUN
bracis-28385	7	7	being	be	AUX
bracis-28385	7	8	viewed	view	VERB
bracis-28385	7	9	by	by	ADP
bracis-28385	7	10	others	other	NOUN
bracis-28385	7	11	eff	eff	PROPN
bracis-28385	7	12	-	-	PUNCT
bracis-28385	7	13	unet	unet	NOUN
bracis-28385	7	14	for	for	ADP
bracis-28385	7	15	 	 	SPACE
bracis-28385	7	16	trachea	trachea	PROPN
bracis-28385	7	17	segmentation	segmentation	NOUN
bracis-28385	7	18	on	on	ADP
bracis-28385	7	19	 	 	SPACE
bracis-28385	7	20	ct	ct	PROPN
bracis-28385	7	21	scans	scan	NOUN
bracis-28385	7	22	chapter	chapter	NOUN
bracis-28385	7	23	©	©	PROPN
bracis-28385	7	24	2024	2024	NUM
bracis-28385	7	25	deep	deep	ADJ
bracis-28385	7	26	learning	learning	NOUN
bracis-28385	7	27	empowered	empower	VERB
bracis-28385	7	28	volume	volume	NOUN
bracis-28385	7	29	delineation	delineation	NOUN
bracis-28385	7	30	of	of	ADP
bracis-28385	7	31	whole	whole	ADJ
bracis-28385	7	32	-	-	PUNCT
bracis-28385	7	33	body	body	NOUN
bracis-28385	7	34	organs	organ	NOUN
bracis-28385	7	35	-	-	PUNCT
bracis-28385	7	36	at	at	ADP
bracis-28385	7	37	-	-	PUNCT
bracis-28385	7	38	risk	risk	NOUN
bracis-28385	7	39	for	for	ADP
bracis-28385	7	40	accelerated	accelerated	ADJ
bracis-28385	7	41	radiotherapy	radiotherapy	NOUN
bracis-28385	7	42	article	article	NOUN
bracis-28385	7	43	open	open	VERB
bracis-28385	7	44	access	access	NOUN
bracis-28385	7	45	02	02	NUM
bracis-28385	7	46	november	november	PROPN
bracis-28385	7	47	2022	2022	NUM
bracis-28385	7	48	multi	multi	ADJ
bracis-28385	7	49	-	-	ADJ
bracis-28385	7	50	organ	organ	ADJ
bracis-28385	7	51	segmentation	segmentation	NOUN
bracis-28385	7	52	of	of	ADP
bracis-28385	7	53	the	the	DET
bracis-28385	7	54	head	head	NOUN
bracis-28385	7	55	and	and	CCONJ
bracis-28385	7	56	neck	neck	NOUN
bracis-28385	7	57	area	area	NOUN
bracis-28385	7	58	:	:	PUNCT
bracis-28385	7	59	an	an	DET
bracis-28385	7	60	efficient	efficient	ADJ
bracis-28385	7	61	hierarchical	hierarchical	ADJ
bracis-28385	7	62	neural	neural	ADJ
bracis-28385	7	63	networks	network	NOUN
bracis-28385	7	64	approach	approach	NOUN
bracis-28385	7	65	article	article	NOUN
bracis-28385	7	66	07	07	NUM
bracis-28385	7	67	march	march	PROPN
bracis-28385	7	68	2019	2019	NUM
bracis-28385	7	69	explore	explore	VERB
bracis-28385	7	70	related	relate	VERB
bracis-28385	7	71	subjects	subject	NOUN
bracis-28385	7	72	discover	discover	VERB
bracis-28385	7	73	the	the	DET
bracis-28385	7	74	latest	late	ADJ
bracis-28385	7	75	articles	article	NOUN
bracis-28385	7	76	,	,	PUNCT
bracis-28385	7	77	books	book	NOUN
bracis-28385	7	78	and	and	CCONJ
bracis-28385	7	79	news	news	NOUN
bracis-28385	7	80	in	in	ADP
bracis-28385	7	81	related	related	ADJ
bracis-28385	7	82	subjects	subject	NOUN
bracis-28385	7	83	,	,	PUNCT
bracis-28385	7	84	suggested	suggest	VERB
bracis-28385	7	85	using	use	VERB
bracis-28385	7	86	machine	machine	NOUN
bracis-28385	7	87	learning	learning	NOUN
bracis-28385	7	88	.	.	PUNCT
bracis-28385	8	1	automated	automate	VERB
bracis-28385	8	2	pattern	pattern	NOUN
bracis-28385	8	3	recognition	recognition	NOUN
bracis-28385	8	4	cone	cone	NOUN
bracis-28385	8	5	-	-	PUNCT
bracis-28385	8	6	beam	beam	NOUN
bracis-28385	8	7	computed	compute	VERB
bracis-28385	8	8	tomography	tomography	NOUN
bracis-28385	8	9	computer	computer	NOUN
bracis-28385	8	10	vision	vision	NOUN
bracis-28385	8	11	elispot	elispot	NOUN
bracis-28385	8	12	flow	flow	VERB
bracis-28385	8	13	cytometry	cytometry	NOUN
bracis-28385	8	14	speech	speech	NOUN
bracis-28385	8	15	and	and	CCONJ
bracis-28385	8	16	audio	audio	NOUN
bracis-28385	8	17	processing	processing	NOUN
bracis-28385	8	18	1	1	NUM
bracis-28385	8	19	introduction	introduction	NOUN
bracis-28385	8	20	radiotherapy	radiotherapy	NOUN
bracis-28385	8	21	is	be	AUX
bracis-28385	8	22	one	one	NUM
bracis-28385	8	23	type	type	NOUN
bracis-28385	8	24	of	of	ADP
bracis-28385	8	25	cancer	cancer	NOUN
bracis-28385	8	26	treatment	treatment	NOUN
bracis-28385	8	27	consisting	consist	VERB
bracis-28385	8	28	of	of	ADP
bracis-28385	8	29	blasting	blast	VERB
bracis-28385	8	30	high	high	ADJ
bracis-28385	8	31	radiation	radiation	NOUN
bracis-28385	8	32	doses	dose	NOUN
bracis-28385	8	33	into	into	ADP
bracis-28385	8	34	unhealthy	unhealthy	ADJ
bracis-28385	8	35	cells	cell	NOUN
bracis-28385	8	36	to	to	PART
bracis-28385	8	37	destroy	destroy	VERB
bracis-28385	8	38	or	or	CCONJ
bracis-28385	8	39	shrink	shrink	VERB
bracis-28385	8	40	tumors	tumor	NOUN
bracis-28385	9	1	[	[	X
bracis-28385	9	2	2	2	NUM
bracis-28385	9	3	]	]	PUNCT
bracis-28385	9	4	.	.	PUNCT
bracis-28385	10	1	identifying	identify	VERB
bracis-28385	10	2	the	the	DET
bracis-28385	10	3	tumor	tumor	NOUN
bracis-28385	10	4	location	location	NOUN
bracis-28385	10	5	and	and	CCONJ
bracis-28385	10	6	the	the	DET
bracis-28385	10	7	surrounding	surround	VERB
bracis-28385	10	8	organs	organ	NOUN
bracis-28385	10	9	is	be	AUX
bracis-28385	10	10	the	the	DET
bracis-28385	10	11	first	first	ADJ
bracis-28385	10	12	step	step	NOUN
bracis-28385	10	13	in	in	ADP
bracis-28385	10	14	radiotherapy	radiotherapy	NOUN
bracis-28385	10	15	planning	planning	NOUN
bracis-28385	10	16	and	and	CCONJ
bracis-28385	10	17	helps	help	VERB
bracis-28385	10	18	diminish	diminish	VERB
bracis-28385	10	19	the	the	DET
bracis-28385	10	20	ionizing	ionize	VERB
bracis-28385	10	21	radiation	radiation	NOUN
bracis-28385	10	22	effects	effect	NOUN
bracis-28385	10	23	on	on	ADP
bracis-28385	10	24	healthy	healthy	ADJ
bracis-28385	10	25	tissue	tissue	NOUN
bracis-28385	10	26	.	.	PUNCT
bracis-28385	11	1	we	we	PRON
bracis-28385	11	2	call	call	VERB
bracis-28385	11	3	these	these	DET
bracis-28385	11	4	healthy	healthy	ADJ
bracis-28385	11	5	organs	organ	NOUN
bracis-28385	11	6	that	that	PRON
bracis-28385	11	7	surround	surround	VERB
bracis-28385	11	8	a	a	DET
bracis-28385	11	9	tumor	tumor	NOUN
bracis-28385	11	10	organs	organ	NOUN
bracis-28385	11	11	at	at	ADP
bracis-28385	11	12	risk	risk	NOUN
bracis-28385	11	13	(	(	PUNCT
bracis-28385	11	14	oar	oar	PROPN
bracis-28385	11	15	)	)	PUNCT
bracis-28385	12	1	[	[	X
bracis-28385	12	2	8	8	NUM
bracis-28385	12	3	,	,	PUNCT
bracis-28385	12	4	18	18	NUM
bracis-28385	12	5	]	]	PUNCT
bracis-28385	12	6	.	.	PUNCT
bracis-28385	13	1	a	a	DET
bracis-28385	13	2	physician	physician	NOUN
bracis-28385	13	3	does	do	VERB
bracis-28385	13	4	the	the	DET
bracis-28385	13	5	manual	manual	ADJ
bracis-28385	13	6	segmentation	segmentation	NOUN
bracis-28385	13	7	of	of	ADP
bracis-28385	13	8	the	the	DET
bracis-28385	13	9	oar	oar	NOUN
bracis-28385	13	10	using	use	VERB
bracis-28385	13	11	images	image	NOUN
bracis-28385	13	12	obtained	obtain	VERB
bracis-28385	13	13	by	by	ADP
bracis-28385	13	14	computed	compute	VERB
bracis-28385	13	15	tomography	tomography	NOUN
bracis-28385	13	16	(	(	PUNCT
bracis-28385	13	17	ct	ct	PROPN
bracis-28385	13	18	)	)	PUNCT
bracis-28385	13	19	.	.	PUNCT
bracis-28385	14	1	ct	ct	PROPN
bracis-28385	14	2	is	be	AUX
bracis-28385	14	3	an	an	DET
bracis-28385	14	4	imaging	imaging	NOUN
bracis-28385	14	5	exam	exam	NOUN
bracis-28385	14	6	that	that	PRON
bracis-28385	14	7	allows	allow	VERB
bracis-28385	14	8	doctors	doctor	NOUN
bracis-28385	14	9	to	to	PART
bracis-28385	14	10	evaluate	evaluate	VERB
bracis-28385	14	11	the	the	DET
bracis-28385	14	12	body	body	NOUN
bracis-28385	14	13	’s	’s	PART
bracis-28385	14	14	soft	soft	ADJ
bracis-28385	14	15	and	and	CCONJ
bracis-28385	14	16	hard	hard	ADJ
bracis-28385	14	17	tissue	tissue	NOUN
bracis-28385	14	18	health	health	NOUN
bracis-28385	14	19	.	.	PUNCT
bracis-28385	15	1	an	an	DET
bracis-28385	15	2	x	x	NOUN
bracis-28385	15	3	-	-	NOUN
bracis-28385	15	4	ray	ray	NOUN
bracis-28385	15	5	emitting	emit	VERB
bracis-28385	15	6	machine	machine	NOUN
bracis-28385	15	7	spins	spin	VERB
bracis-28385	15	8	around	around	ADP
bracis-28385	15	9	the	the	DET
bracis-28385	15	10	patient	patient	NOUN
bracis-28385	15	11	while	while	SCONJ
bracis-28385	15	12	sensors	sensor	NOUN
bracis-28385	15	13	at	at	ADP
bracis-28385	15	14	the	the	DET
bracis-28385	15	15	other	other	ADJ
bracis-28385	15	16	end	end	NOUN
bracis-28385	15	17	capture	capture	VERB
bracis-28385	15	18	the	the	DET
bracis-28385	15	19	radiation	radiation	NOUN
bracis-28385	15	20	that	that	PRON
bracis-28385	15	21	trespasses	trespass	VERB
bracis-28385	15	22	the	the	DET
bracis-28385	15	23	patient	patient	NOUN
bracis-28385	15	24	and	and	CCONJ
bracis-28385	15	25	convert	convert	VERB
bracis-28385	15	26	it	it	PRON
bracis-28385	15	27	to	to	ADP
bracis-28385	15	28	a	a	DET
bracis-28385	15	29	digital	digital	ADJ
bracis-28385	15	30	image	image	NOUN
bracis-28385	15	31	[	[	X
bracis-28385	15	32	1	1	NUM
bracis-28385	15	33	,	,	PUNCT
bracis-28385	15	34	14	14	NUM
bracis-28385	15	35	]	]	PUNCT
bracis-28385	15	36	.	.	PUNCT
bracis-28385	16	1	the	the	DET
bracis-28385	16	2	result	result	NOUN
bracis-28385	16	3	is	be	AUX
bracis-28385	16	4	a	a	DET
bracis-28385	16	5	3d	3d	NUM
bracis-28385	16	6	image	image	NOUN
bracis-28385	16	7	that	that	PRON
bracis-28385	16	8	can	can	AUX
bracis-28385	16	9	be	be	AUX
bracis-28385	16	10	sliced	slice	VERB
bracis-28385	16	11	down	down	ADP
bracis-28385	16	12	to	to	ADP
bracis-28385	16	13	2d	2d	NOUN
bracis-28385	16	14	for	for	ADP
bracis-28385	16	15	better	well	ADJ
bracis-28385	16	16	visualization	visualization	NOUN
bracis-28385	16	17	[	[	X
bracis-28385	16	18	10	10	NUM
bracis-28385	16	19	]	]	PUNCT
bracis-28385	16	20	.	.	PUNCT
bracis-28385	17	1	figure	figure	NOUN
bracis-28385	17	2	 	 	SPACE
bracis-28385	17	3	1	1	NUM
bracis-28385	17	4	shows	show	VERB
bracis-28385	17	5	examples	example	NOUN
bracis-28385	17	6	of	of	ADP
bracis-28385	17	7	ct	ct	NUM
bracis-28385	17	8	slices	slice	NOUN
bracis-28385	17	9	.	.	PUNCT
bracis-28385	18	1	fig	fig	NOUN
bracis-28385	18	2	.	.	PUNCT
bracis-28385	19	1	1	1	X
bracis-28385	19	2	.	.	X
bracis-28385	19	3	2d	2d	NUM
bracis-28385	19	4	slices	slice	NOUN
bracis-28385	19	5	from	from	ADP
bracis-28385	19	6	a	a	DET
bracis-28385	19	7	ct	ct	NUM
bracis-28385	19	8	test	test	NOUN
bracis-28385	19	9	.	.	PUNCT
bracis-28385	20	1	a	a	DET
bracis-28385	20	2	)	)	PUNCT
bracis-28385	20	3	axial	axial	ADJ
bracis-28385	20	4	view	view	NOUN
bracis-28385	20	5	;	;	PUNCT
bracis-28385	20	6	b	b	X
bracis-28385	20	7	)	)	PUNCT
bracis-28385	20	8	coronal	coronal	ADJ
bracis-28385	20	9	view	view	NOUN
bracis-28385	20	10	;	;	PUNCT
bracis-28385	20	11	c	c	X
bracis-28385	20	12	)	)	PUNCT
bracis-28385	20	13	sagital	sagital	ADJ
bracis-28385	20	14	view	view	NOUN
bracis-28385	20	15	.	.	PUNCT
bracis-28385	21	1	full	full	ADJ
bracis-28385	21	2	size	size	NOUN
bracis-28385	21	3	image	image	NOUN
bracis-28385	21	4	accurate	accurate	ADJ
bracis-28385	21	5	manual	manual	ADJ
bracis-28385	21	6	segmentation	segmentation	NOUN
bracis-28385	21	7	of	of	ADP
bracis-28385	21	8	oar	oar	PROPN
bracis-28385	21	9	is	be	AUX
bracis-28385	21	10	crucial	crucial	ADJ
bracis-28385	21	11	because	because	SCONJ
bracis-28385	21	12	it	it	PRON
bracis-28385	21	13	provides	provide	VERB
bracis-28385	21	14	the	the	DET
bracis-28385	21	15	exact	exact	ADJ
bracis-28385	21	16	location	location	NOUN
bracis-28385	21	17	of	of	ADP
bracis-28385	21	18	healthy	healthy	ADJ
bracis-28385	21	19	tissue	tissue	NOUN
bracis-28385	21	20	near	near	ADP
bracis-28385	21	21	the	the	DET
bracis-28385	21	22	tumor	tumor	NOUN
bracis-28385	21	23	so	so	SCONJ
bracis-28385	21	24	that	that	SCONJ
bracis-28385	21	25	specialists	specialist	NOUN
bracis-28385	21	26	can	can	AUX
bracis-28385	21	27	prevent	prevent	VERB
bracis-28385	21	28	unnecessary	unnecessary	ADJ
bracis-28385	21	29	x	x	ADJ
bracis-28385	21	30	-	-	NOUN
bracis-28385	21	31	ray	ray	NOUN
bracis-28385	21	32	exposition	exposition	NOUN
bracis-28385	21	33	and	and	CCONJ
bracis-28385	21	34	minimize	minimize	VERB
bracis-28385	21	35	the	the	DET
bracis-28385	21	36	side	side	NOUN
bracis-28385	21	37	effects	effect	NOUN
bracis-28385	21	38	of	of	ADP
bracis-28385	21	39	radiation	radiation	NOUN
bracis-28385	21	40	(	(	PUNCT
bracis-28385	21	41	inflammation	inflammation	NOUN
bracis-28385	21	42	,	,	PUNCT
bracis-28385	21	43	fibrosis	fibrosis	NOUN
bracis-28385	21	44	,	,	PUNCT
bracis-28385	21	45	ulceration	ulceration	NOUN
bracis-28385	21	46	,	,	PUNCT
bracis-28385	21	47	and	and	CCONJ
bracis-28385	21	48	even	even	ADV
bracis-28385	21	49	organ	organ	NOUN
bracis-28385	21	50	failure	failure	NOUN
bracis-28385	21	51	[	[	X
bracis-28385	21	52	21	21	NUM
bracis-28385	21	53	]	]	PUNCT
bracis-28385	21	54	)	)	PUNCT
bracis-28385	21	55	.	.	PUNCT
bracis-28385	22	1	however	however	ADV
bracis-28385	22	2	,	,	PUNCT
bracis-28385	22	3	it	it	PRON
bracis-28385	22	4	depends	depend	VERB
bracis-28385	22	5	on	on	ADP
bracis-28385	22	6	the	the	DET
bracis-28385	22	7	physician	physician	NOUN
bracis-28385	22	8	’s	’s	PART
bracis-28385	22	9	expertise	expertise	NOUN
bracis-28385	22	10	and	and	CCONJ
bracis-28385	22	11	can	can	AUX
bracis-28385	22	12	be	be	AUX
bracis-28385	22	13	a	a	DET
bracis-28385	22	14	slow	slow	ADJ
bracis-28385	22	15	and	and	CCONJ
bracis-28385	22	16	error	error	NOUN
bracis-28385	22	17	-	-	PUNCT
bracis-28385	22	18	prone	prone	ADJ
bracis-28385	22	19	process	process	NOUN
bracis-28385	22	20	.	.	PUNCT
bracis-28385	23	1	smaller	small	ADJ
bracis-28385	23	2	organs	organ	NOUN
bracis-28385	23	3	like	like	ADP
bracis-28385	23	4	the	the	DET
bracis-28385	23	5	trachea	trachea	NOUN
bracis-28385	23	6	are	be	AUX
bracis-28385	23	7	hard	hard	ADJ
bracis-28385	23	8	to	to	PART
bracis-28385	23	9	segment	segment	VERB
bracis-28385	23	10	due	due	ADJ
bracis-28385	23	11	to	to	ADP
bracis-28385	23	12	size	size	NOUN
bracis-28385	23	13	,	,	PUNCT
bracis-28385	23	14	texture	texture	ADJ
bracis-28385	23	15	similarity	similarity	NOUN
bracis-28385	23	16	with	with	ADP
bracis-28385	23	17	surrounding	surround	VERB
bracis-28385	23	18	tissue	tissue	NOUN
bracis-28385	23	19	,	,	PUNCT
bracis-28385	23	20	and	and	CCONJ
bracis-28385	23	21	lack	lack	NOUN
bracis-28385	23	22	of	of	ADP
bracis-28385	23	23	detail	detail	NOUN
bracis-28385	23	24	richness	richness	NOUN
bracis-28385	23	25	.	.	PUNCT
bracis-28385	24	1	because	because	SCONJ
bracis-28385	24	2	of	of	ADP
bracis-28385	24	3	that	that	PRON
bracis-28385	24	4	,	,	PUNCT
bracis-28385	24	5	recent	recent	ADJ
bracis-28385	24	6	research	research	NOUN
bracis-28385	24	7	focused	focus	VERB
bracis-28385	24	8	on	on	ADP
bracis-28385	24	9	the	the	DET
bracis-28385	24	10	automatic	automatic	ADJ
bracis-28385	24	11	segmentation	segmentation	NOUN
bracis-28385	24	12	of	of	ADP
bracis-28385	24	13	organs	organ	NOUN
bracis-28385	24	14	at	at	ADP
bracis-28385	24	15	risk	risk	NOUN
bracis-28385	24	16	.	.	PUNCT
bracis-28385	25	1	based	base	VERB
bracis-28385	25	2	on	on	ADP
bracis-28385	25	3	the	the	DET
bracis-28385	25	4	importance	importance	NOUN
bracis-28385	25	5	of	of	ADP
bracis-28385	25	6	trachea	trachea	ADJ
bracis-28385	25	7	segmentation	segmentation	NOUN
bracis-28385	25	8	for	for	ADP
bracis-28385	25	9	radiotherapy	radiotherapy	NOUN
bracis-28385	25	10	planning	planning	NOUN
bracis-28385	25	11	and	and	CCONJ
bracis-28385	25	12	current	current	ADJ
bracis-28385	25	13	literature	literature	NOUN
bracis-28385	25	14	on	on	ADP
bracis-28385	25	15	automatic	automatic	ADJ
bracis-28385	25	16	medical	medical	ADJ
bracis-28385	25	17	image	image	NOUN
bracis-28385	25	18	segmentation	segmentation	NOUN
bracis-28385	25	19	,	,	PUNCT
bracis-28385	25	20	this	this	DET
bracis-28385	25	21	work	work	NOUN
bracis-28385	25	22	proposes	propose	VERB
bracis-28385	25	23	utilizing	utilize	VERB
bracis-28385	25	24	image	image	NOUN
bracis-28385	25	25	pre	pre	ADJ
bracis-28385	25	26	-	-	ADJ
bracis-28385	25	27	processing	processing	ADJ
bracis-28385	25	28	techniques	technique	NOUN
bracis-28385	25	29	and	and	CCONJ
bracis-28385	25	30	proposes	propose	VERB
bracis-28385	25	31	an	an	DET
bracis-28385	25	32	efficientdeeplab	efficientdeeplab	ADJ
bracis-28385	25	33	convolutional	convolutional	ADJ
bracis-28385	25	34	network	network	NOUN
bracis-28385	25	35	architecture	architecture	NOUN
bracis-28385	25	36	for	for	ADP
bracis-28385	25	37	trachea	trachea	ADJ
bracis-28385	25	38	segmentation	segmentation	NOUN
bracis-28385	25	39	from	from	ADP
bracis-28385	25	40	computed	compute	VERB
bracis-28385	25	41	tomography	tomography	NOUN
bracis-28385	25	42	images	image	NOUN
bracis-28385	25	43	.	.	PUNCT
bracis-28385	26	1	general	general	ADJ
bracis-28385	26	2	contributions	contribution	NOUN
bracis-28385	26	3	are	be	AUX
bracis-28385	26	4	:	:	PUNCT
bracis-28385	26	5	(	(	PUNCT
bracis-28385	26	6	a	a	X
bracis-28385	26	7	)	)	PUNCT
bracis-28385	26	8	pixel	pixel	PROPN
bracis-28385	26	9	intensity	intensity	NOUN
bracis-28385	26	10	windowing	windowe	VERB
bracis-28385	26	11	for	for	ADP
bracis-28385	26	12	better	well	ADJ
bracis-28385	26	13	contrast	contrast	NOUN
bracis-28385	26	14	on	on	ADP
bracis-28385	26	15	trachea	trachea	NOUN
bracis-28385	26	16	images	image	NOUN
bracis-28385	26	17	,	,	PUNCT
bracis-28385	26	18	and	and	CCONJ
bracis-28385	26	19	(	(	PUNCT
bracis-28385	26	20	b	b	X
bracis-28385	26	21	)	)	PUNCT
bracis-28385	26	22	a	a	DET
bracis-28385	26	23	method	method	NOUN
bracis-28385	26	24	that	that	PRON
bracis-28385	26	25	merges	merge	VERB
bracis-28385	26	26	efficientnet	efficientnet	NOUN
bracis-28385	26	27	and	and	CCONJ
bracis-28385	26	28	deeplabv3	deeplabv3	NOUN
bracis-28385	26	29	+	+	CCONJ
bracis-28385	26	30	architectures	architecture	NOUN
bracis-28385	26	31	to	to	PART
bracis-28385	26	32	perform	perform	VERB
bracis-28385	26	33	trachea	trachea	PROPN
bracis-28385	26	34	segmentation	segmentation	NOUN
bracis-28385	26	35	,	,	PUNCT
bracis-28385	26	36	increasing	increase	VERB
bracis-28385	26	37	the	the	DET
bracis-28385	26	38	convolutions	convolution	NOUN
bracis-28385	26	39	field	field	NOUN
bracis-28385	26	40	-	-	PUNCT
bracis-28385	26	41	of	of	ADP
bracis-28385	26	42	-	-	PUNCT
bracis-28385	26	43	view	view	NOUN
bracis-28385	26	44	by	by	ADP
bracis-28385	26	45	using	use	VERB
bracis-28385	26	46	atrous	atrous	ADJ
bracis-28385	26	47	convolutions	convolution	NOUN
bracis-28385	26	48	,	,	PUNCT
bracis-28385	26	49	leading	lead	VERB
bracis-28385	26	50	to	to	ADP
bracis-28385	26	51	more	more	ADV
bracis-28385	26	52	detailed	detailed	ADJ
bracis-28385	26	53	segmentation	segmentation	NOUN
bracis-28385	26	54	,	,	PUNCT
bracis-28385	26	55	considerably	considerably	ADV
bracis-28385	26	56	less	less	ADJ
bracis-28385	26	57	network	network	NOUN
bracis-28385	26	58	parameters	parameter	NOUN
bracis-28385	26	59	and	and	CCONJ
bracis-28385	26	60	efficient	efficient	ADJ
bracis-28385	26	61	utilization	utilization	NOUN
bracis-28385	26	62	of	of	ADP
bracis-28385	26	63	computational	computational	ADJ
bracis-28385	26	64	resources	resource	NOUN
bracis-28385	26	65	.	.	PUNCT
bracis-28385	27	1	2	2	NUM
bracis-28385	27	2	related	relate	VERB
bracis-28385	27	3	work	work	NOUN
bracis-28385	27	4	some	some	DET
bracis-28385	27	5	works	work	NOUN
bracis-28385	27	6	develop	develop	VERB
bracis-28385	27	7	methods	method	NOUN
bracis-28385	27	8	for	for	ADP
bracis-28385	27	9	trachea	trachea	ADJ
bracis-28385	27	10	segmentation	segmentation	NOUN
bracis-28385	27	11	using	use	VERB
bracis-28385	27	12	fully	fully	ADV
bracis-28385	27	13	convolutional	convolutional	ADJ
bracis-28385	27	14	networks	network	NOUN
bracis-28385	27	15	or	or	CCONJ
bracis-28385	27	16	combining	combine	VERB
bracis-28385	27	17	transformers	transformer	NOUN
bracis-28385	27	18	with	with	ADP
bracis-28385	27	19	these	these	DET
bracis-28385	27	20	networks	network	NOUN
bracis-28385	27	21	.	.	PUNCT
bracis-28385	28	1	driven	drive	VERB
bracis-28385	28	2	by	by	ADP
bracis-28385	28	3	recent	recent	ADJ
bracis-28385	28	4	advances	advance	NOUN
bracis-28385	28	5	in	in	ADP
bracis-28385	28	6	transformer	transformer	ADJ
bracis-28385	28	7	architecture	architecture	NOUN
bracis-28385	28	8	for	for	ADP
bracis-28385	28	9	image	image	NOUN
bracis-28385	28	10	segmentation	segmentation	NOUN
bracis-28385	28	11	,	,	PUNCT
bracis-28385	28	12	[	[	X
bracis-28385	28	13	24	24	NUM
bracis-28385	28	14	]	]	PUNCT
bracis-28385	28	15	used	use	VERB
bracis-28385	28	16	it	it	PRON
bracis-28385	28	17	alongside	alongside	ADP
bracis-28385	28	18	u	u	NOUN
bracis-28385	28	19	-	-	NOUN
bracis-28385	28	20	net	net	ADJ
bracis-28385	28	21	to	to	PART
bracis-28385	28	22	perform	perform	VERB
bracis-28385	28	23	segmentation	segmentation	NOUN
bracis-28385	28	24	on	on	ADP
bracis-28385	28	25	various	various	ADJ
bracis-28385	28	26	oars	oar	NOUN
bracis-28385	28	27	,	,	PUNCT
bracis-28385	28	28	including	include	VERB
bracis-28385	28	29	the	the	DET
bracis-28385	28	30	trachea	trachea	PROPN
bracis-28385	28	31	.	.	PUNCT
bracis-28385	29	1	some	some	DET
bracis-28385	29	2	methods	method	NOUN
bracis-28385	29	3	use	use	VERB
bracis-28385	29	4	the	the	DET
bracis-28385	29	5	3d	3d	NUM
bracis-28385	29	6	nature	nature	NOUN
bracis-28385	29	7	of	of	ADP
bracis-28385	29	8	tomography	tomography	NOUN
bracis-28385	29	9	to	to	PART
bracis-28385	29	10	extract	extract	VERB
bracis-28385	29	11	contextual	contextual	ADJ
bracis-28385	29	12	information	information	NOUN
bracis-28385	29	13	about	about	ADP
bracis-28385	29	14	the	the	DET
bracis-28385	29	15	ct	ct	PROPN
bracis-28385	29	16	scan	scan	NOUN
bracis-28385	29	17	,	,	PUNCT
bracis-28385	29	18	like	like	ADP
bracis-28385	29	19	in	in	ADP
bracis-28385	29	20	[	[	X
bracis-28385	29	21	22	22	NUM
bracis-28385	29	22	]	]	PUNCT
bracis-28385	29	23	and	and	CCONJ
bracis-28385	29	24	[	[	X
bracis-28385	29	25	23	23	NUM
bracis-28385	29	26	]	]	PUNCT
bracis-28385	29	27	.	.	PUNCT
bracis-28385	30	1	other	other	ADJ
bracis-28385	30	2	methods	method	NOUN
bracis-28385	30	3	combine	combine	VERB
bracis-28385	30	4	u	u	NOUN
bracis-28385	30	5	-	-	NOUN
bracis-28385	30	6	net	net	ADJ
bracis-28385	30	7	and	and	CCONJ
bracis-28385	30	8	another	another	DET
bracis-28385	30	9	convolutional	convolutional	ADJ
bracis-28385	30	10	network	network	NOUN
bracis-28385	30	11	architecture	architecture	NOUN
bracis-28385	30	12	to	to	PART
bracis-28385	30	13	perform	perform	VERB
bracis-28385	30	14	oar	oar	NUM
bracis-28385	30	15	segmentation	segmentation	NOUN
bracis-28385	30	16	:	:	PUNCT
bracis-28385	31	1	[	[	X
bracis-28385	31	2	9	9	NUM
bracis-28385	31	3	]	]	PUNCT
bracis-28385	31	4	used	use	VERB
bracis-28385	31	5	pyramid	pyramid	NOUN
bracis-28385	31	6	fusion	fusion	NOUN
bracis-28385	31	7	module	module	NOUN
bracis-28385	31	8	to	to	PART
bracis-28385	31	9	merge	merge	VERB
bracis-28385	31	10	features	feature	NOUN
bracis-28385	31	11	from	from	ADP
bracis-28385	31	12	different	different	ADJ
bracis-28385	31	13	scales	scale	NOUN
bracis-28385	31	14	on	on	ADP
bracis-28385	31	15	the	the	DET
bracis-28385	31	16	u	u	NOUN
bracis-28385	31	17	-	-	NOUN
bracis-28385	31	18	net	net	ADJ
bracis-28385	31	19	and	and	CCONJ
bracis-28385	31	20	[	[	X
bracis-28385	31	21	25	25	NUM
bracis-28385	31	22	]	]	PUNCT
bracis-28385	31	23	applied	apply	VERB
bracis-28385	31	24	generative	generative	ADJ
bracis-28385	31	25	adversarial	adversarial	ADJ
bracis-28385	31	26	networks	network	NOUN
bracis-28385	31	27	and	and	CCONJ
bracis-28385	31	28	u	u	NOUN
bracis-28385	31	29	-	-	NOUN
bracis-28385	31	30	net	net	ADJ
bracis-28385	31	31	together	together	ADV
bracis-28385	31	32	to	to	PART
bracis-28385	31	33	segment	segment	VERB
bracis-28385	31	34	organs	organ	NOUN
bracis-28385	31	35	from	from	ADP
bracis-28385	31	36	ct	ct	NUM
bracis-28385	31	37	images	image	NOUN
bracis-28385	31	38	.	.	PUNCT
bracis-28385	32	1	there	there	PRON
bracis-28385	32	2	are	be	VERB
bracis-28385	32	3	also	also	ADV
bracis-28385	32	4	some	some	DET
bracis-28385	32	5	efforts	effort	NOUN
bracis-28385	32	6	to	to	PART
bracis-28385	32	7	build	build	VERB
bracis-28385	32	8	public	public	ADJ
bracis-28385	32	9	datasets	dataset	NOUN
bracis-28385	32	10	for	for	ADP
bracis-28385	32	11	oar	oar	PROPN
bracis-28385	32	12	segmentation	segmentation	NOUN
bracis-28385	32	13	.	.	PUNCT
bracis-28385	33	1	in	in	ADP
bracis-28385	33	2	[	[	X
bracis-28385	33	3	17	17	NUM
bracis-28385	33	4	]	]	PUNCT
bracis-28385	33	5	,	,	PUNCT
bracis-28385	33	6	researchers	researcher	NOUN
bracis-28385	33	7	gathered	gather	VERB
bracis-28385	33	8	ct	ct	NUM
bracis-28385	33	9	scans	scan	NOUN
bracis-28385	33	10	from	from	ADP
bracis-28385	33	11	60	60	NUM
bracis-28385	33	12	patients	patient	NOUN
bracis-28385	33	13	diagnosed	diagnose	VERB
bracis-28385	33	14	with	with	ADP
bracis-28385	33	15	lung	lung	NOUN
bracis-28385	33	16	cancer	cancer	NOUN
bracis-28385	33	17	to	to	PART
bracis-28385	33	18	train	train	VERB
bracis-28385	33	19	a	a	DET
bracis-28385	33	20	u	u	NOUN
bracis-28385	33	21	-	-	NOUN
bracis-28385	33	22	net	net	ADJ
bracis-28385	33	23	with	with	ADP
bracis-28385	33	24	2d	2d	NUM
bracis-28385	33	25	input	input	NOUN
bracis-28385	33	26	.	.	PUNCT
bracis-28385	34	1	of	of	ADP
bracis-28385	34	2	those	those	DET
bracis-28385	34	3	60	60	NUM
bracis-28385	34	4	ct	ct	PROPN
bracis-28385	34	5	scans	scan	NOUN
bracis-28385	34	6	,	,	PUNCT
bracis-28385	34	7	40	40	NUM
bracis-28385	34	8	are	be	AUX
bracis-28385	34	9	publicly	publicly	ADV
bracis-28385	34	10	available	available	ADJ
bracis-28385	34	11	,	,	PUNCT
bracis-28385	34	12	composing	compose	VERB
bracis-28385	34	13	the	the	DET
bracis-28385	34	14	segthor	segthor	NOUN
bracis-28385	34	15	dataset	dataset	VERB
bracis-28385	34	16	.	.	PUNCT
bracis-28385	35	1	the	the	DET
bracis-28385	35	2	literature	literature	NOUN
bracis-28385	35	3	presents	present	VERB
bracis-28385	35	4	efforts	effort	NOUN
bracis-28385	35	5	based	base	VERB
bracis-28385	35	6	on	on	ADP
bracis-28385	35	7	methods	method	NOUN
bracis-28385	35	8	such	such	ADJ
bracis-28385	35	9	as	as	ADP
bracis-28385	35	10	u	u	NOUN
bracis-28385	35	11	-	-	NOUN
bracis-28385	35	12	net	net	ADJ
bracis-28385	35	13	,	,	PUNCT
bracis-28385	35	14	but	but	CCONJ
bracis-28385	35	15	without	without	ADP
bracis-28385	35	16	necessarily	necessarily	ADV
bracis-28385	35	17	worrying	worry	VERB
bracis-28385	35	18	about	about	ADP
bracis-28385	35	19	the	the	DET
bracis-28385	35	20	efficiency	efficiency	NOUN
bracis-28385	35	21	of	of	ADP
bracis-28385	35	22	networks	network	NOUN
bracis-28385	35	23	in	in	ADP
bracis-28385	35	24	terms	term	NOUN
bracis-28385	35	25	of	of	ADP
bracis-28385	35	26	trainable	trainable	ADJ
bracis-28385	35	27	parameters	parameter	NOUN
bracis-28385	35	28	.	.	PUNCT
bracis-28385	36	1	starting	start	VERB
bracis-28385	36	2	from	from	ADP
bracis-28385	36	3	this	this	DET
bracis-28385	36	4	point	point	NOUN
bracis-28385	36	5	,	,	PUNCT
bracis-28385	36	6	we	we	PRON
bracis-28385	36	7	propose	propose	VERB
bracis-28385	36	8	a	a	DET
bracis-28385	36	9	method	method	NOUN
bracis-28385	36	10	where	where	SCONJ
bracis-28385	36	11	the	the	DET
bracis-28385	36	12	network	network	NOUN
bracis-28385	36	13	backbone	backbone	NOUN
bracis-28385	36	14	is	be	AUX
bracis-28385	36	15	built	build	VERB
bracis-28385	36	16	using	use	VERB
bracis-28385	36	17	efficientnet	efficientnet	NOUN
bracis-28385	36	18	and	and	CCONJ
bracis-28385	36	19	network	network	NOUN
bracis-28385	36	20	decoder	decoder	NOUN
bracis-28385	36	21	/	/	SYM
bracis-28385	36	22	encoder	encoder	NOUN
bracis-28385	36	23	with	with	ADP
bracis-28385	36	24	deeplab	deeplab	PROPN
bracis-28385	36	25	.	.	PUNCT
bracis-28385	37	1	the	the	DET
bracis-28385	37	2	aim	aim	NOUN
bracis-28385	37	3	is	be	AUX
bracis-28385	37	4	to	to	PART
bracis-28385	37	5	build	build	VERB
bracis-28385	37	6	a	a	DET
bracis-28385	37	7	model	model	NOUN
bracis-28385	37	8	with	with	ADP
bracis-28385	37	9	few	few	ADJ
bracis-28385	37	10	trainable	trainable	ADJ
bracis-28385	37	11	parameters	parameter	NOUN
bracis-28385	37	12	,	,	PUNCT
bracis-28385	37	13	easily	easily	ADV
bracis-28385	37	14	applicable	applicable	ADJ
bracis-28385	37	15	in	in	ADP
bracis-28385	37	16	small	small	ADJ
bracis-28385	37	17	datasets	dataset	NOUN
bracis-28385	37	18	,	,	PUNCT
bracis-28385	37	19	and	and	CCONJ
bracis-28385	37	20	presenting	present	VERB
bracis-28385	37	21	consistent	consistent	ADJ
bracis-28385	37	22	results	result	NOUN
bracis-28385	37	23	.	.	PUNCT
bracis-28385	38	1	3	3	NUM
bracis-28385	38	2	materials	material	NOUN
bracis-28385	38	3	and	and	CCONJ
bracis-28385	38	4	 	 	SPACE
bracis-28385	38	5	methods	method	NOUN
bracis-28385	38	6	this	this	DET
bracis-28385	38	7	section	section	NOUN
bracis-28385	38	8	presents	present	VERB
bracis-28385	38	9	the	the	DET
bracis-28385	38	10	proposed	propose	VERB
bracis-28385	38	11	method	method	NOUN
bracis-28385	38	12	,	,	PUNCT
bracis-28385	38	13	its	its	PRON
bracis-28385	38	14	steps	step	NOUN
bracis-28385	38	15	,	,	PUNCT
bracis-28385	38	16	and	and	CCONJ
bracis-28385	38	17	information	information	NOUN
bracis-28385	38	18	about	about	ADP
bracis-28385	38	19	the	the	DET
bracis-28385	38	20	image	image	NOUN
bracis-28385	38	21	dataset	dataset	NOUN
bracis-28385	38	22	used	use	VERB
bracis-28385	38	23	for	for	ADP
bracis-28385	38	24	training	training	NOUN
bracis-28385	38	25	.	.	PUNCT
bracis-28385	39	1	figure	figure	NOUN
bracis-28385	39	2	 	 	SPACE
bracis-28385	39	3	2	2	NUM
bracis-28385	39	4	illustrates	illustrate	VERB
bracis-28385	39	5	the	the	DET
bracis-28385	39	6	general	general	ADJ
bracis-28385	39	7	pipeline	pipeline	NOUN
bracis-28385	39	8	of	of	ADP
bracis-28385	39	9	this	this	DET
bracis-28385	39	10	work	work	NOUN
bracis-28385	39	11	,	,	PUNCT
bracis-28385	39	12	beginning	begin	VERB
bracis-28385	39	13	from	from	ADP
bracis-28385	39	14	the	the	DET
bracis-28385	39	15	image	image	NOUN
bracis-28385	39	16	acquisition	acquisition	NOUN
bracis-28385	39	17	,	,	PUNCT
bracis-28385	39	18	passing	pass	VERB
bracis-28385	39	19	to	to	ADP
bracis-28385	39	20	the	the	DET
bracis-28385	39	21	preprocessing	preprocessing	NOUN
bracis-28385	39	22	work	work	NOUN
bracis-28385	39	23	,	,	PUNCT
bracis-28385	39	24	efficientdeeplab	efficientdeeplab	VERB
bracis-28385	39	25	model	model	NOUN
bracis-28385	39	26	training	training	NOUN
bracis-28385	39	27	,	,	PUNCT
bracis-28385	39	28	and	and	CCONJ
bracis-28385	39	29	segmentation	segmentation	NOUN
bracis-28385	39	30	mask	mask	NOUN
bracis-28385	39	31	output	output	NOUN
bracis-28385	39	32	.	.	PUNCT
bracis-28385	40	1	fig	fig	NOUN
bracis-28385	40	2	.	.	PUNCT
bracis-28385	41	1	2	2	X
bracis-28385	41	2	.	.	X
bracis-28385	41	3	general	general	ADJ
bracis-28385	41	4	workflow	workflow	NOUN
bracis-28385	41	5	of	of	ADP
bracis-28385	41	6	the	the	DET
bracis-28385	41	7	method	method	NOUN
bracis-28385	41	8	.	.	PUNCT
bracis-28385	42	1	full	full	ADJ
bracis-28385	42	2	size	size	NOUN
bracis-28385	42	3	image	image	NOUN
bracis-28385	42	4	3.1	3.1	NUM
bracis-28385	42	5	dataset	dataset	VERB
bracis-28385	42	6	the	the	DET
bracis-28385	42	7	images	image	NOUN
bracis-28385	42	8	in	in	ADP
bracis-28385	42	9	the	the	DET
bracis-28385	42	10	experiment	experiment	NOUN
bracis-28385	42	11	come	come	VERB
bracis-28385	42	12	from	from	ADP
bracis-28385	42	13	the	the	DET
bracis-28385	42	14	segthor	segthor	NOUN
bracis-28385	42	15	database	database	NOUN
bracis-28385	43	1	[	[	X
bracis-28385	43	2	17	17	NUM
bracis-28385	43	3	]	]	PUNCT
bracis-28385	43	4	.	.	PUNCT
bracis-28385	44	1	there	there	PRON
bracis-28385	44	2	are	be	VERB
bracis-28385	44	3	40	40	NUM
bracis-28385	44	4	publicly	publicly	ADV
bracis-28385	44	5	available	available	ADJ
bracis-28385	44	6	3d	3d	NUM
bracis-28385	44	7	ct	ct	PROPN
bracis-28385	44	8	volumes	volume	NOUN
bracis-28385	44	9	from	from	ADP
bracis-28385	44	10	patients	patient	NOUN
bracis-28385	44	11	affected	affect	VERB
bracis-28385	44	12	by	by	ADP
bracis-28385	44	13	lung	lung	NOUN
bracis-28385	44	14	cancer	cancer	NOUN
bracis-28385	44	15	.	.	PUNCT
bracis-28385	45	1	the	the	DET
bracis-28385	45	2	volumes	volume	NOUN
bracis-28385	45	3	were	be	AUX
bracis-28385	45	4	sliced	slice	VERB
bracis-28385	45	5	along	along	ADP
bracis-28385	45	6	the	the	DET
bracis-28385	45	7	longitudinal	longitudinal	ADJ
bracis-28385	45	8	body	body	NOUN
bracis-28385	45	9	axis	axis	NOUN
bracis-28385	45	10	to	to	PART
bracis-28385	45	11	generate	generate	VERB
bracis-28385	45	12	7420	7420	NUM
bracis-28385	45	13	2d	2d	NUM
bracis-28385	45	14	images	image	NOUN
bracis-28385	45	15	.	.	PUNCT
bracis-28385	46	1	from	from	ADP
bracis-28385	46	2	the	the	DET
bracis-28385	46	3	total	total	NOUN
bracis-28385	46	4	,	,	PUNCT
bracis-28385	46	5	1987	1987	NUM
bracis-28385	46	6	shows	show	VERB
bracis-28385	46	7	trachea	trachea	PROPN
bracis-28385	46	8	and	and	CCONJ
bracis-28385	46	9	the	the	DET
bracis-28385	46	10	other	other	ADJ
bracis-28385	46	11	5433	5433	NUM
bracis-28385	46	12	do	do	VERB
bracis-28385	46	13	n’t	not	PART
bracis-28385	46	14	.	.	PUNCT
bracis-28385	47	1	this	this	DET
bracis-28385	47	2	distribution	distribution	NOUN
bracis-28385	47	3	generates	generate	VERB
bracis-28385	47	4	an	an	DET
bracis-28385	47	5	unbalanced	unbalanced	ADJ
bracis-28385	47	6	dataset	dataset	NOUN
bracis-28385	47	7	,	,	PUNCT
bracis-28385	47	8	so	so	ADV
bracis-28385	47	9	,	,	PUNCT
bracis-28385	47	10	for	for	ADP
bracis-28385	47	11	training	training	NOUN
bracis-28385	47	12	purposes	purpose	NOUN
bracis-28385	47	13	,	,	PUNCT
bracis-28385	47	14	1987	1987	NUM
bracis-28385	47	15	images	image	NOUN
bracis-28385	47	16	without	without	ADP
bracis-28385	47	17	trachea	trachea	PROPN
bracis-28385	47	18	were	be	AUX
bracis-28385	47	19	randomly	randomly	ADV
bracis-28385	47	20	selected	select	VERB
bracis-28385	47	21	,	,	PUNCT
bracis-28385	47	22	resulting	result	VERB
bracis-28385	47	23	in	in	ADP
bracis-28385	47	24	equally	equally	ADV
bracis-28385	47	25	distributed	distribute	VERB
bracis-28385	47	26	slices	slice	NOUN
bracis-28385	47	27	.	.	PUNCT
bracis-28385	48	1	the	the	DET
bracis-28385	48	2	data	datum	NOUN
bracis-28385	48	3	also	also	ADV
bracis-28385	48	4	includes	include	VERB
bracis-28385	48	5	a	a	DET
bracis-28385	48	6	physician	physician	NOUN
bracis-28385	48	7	-	-	PUNCT
bracis-28385	48	8	made	make	VERB
bracis-28385	48	9	manual	manual	ADJ
bracis-28385	48	10	segmentation	segmentation	NOUN
bracis-28385	48	11	for	for	ADP
bracis-28385	48	12	ground	ground	NOUN
bracis-28385	48	13	truth	truth	NOUN
bracis-28385	48	14	.	.	PUNCT
bracis-28385	49	1	figure	figure	NOUN
bracis-28385	49	2	 	 	SPACE
bracis-28385	49	3	3	3	NUM
bracis-28385	49	4	shows	show	VERB
bracis-28385	49	5	a	a	DET
bracis-28385	49	6	trachea	trachea	ADJ
bracis-28385	49	7	region	region	NOUN
bracis-28385	49	8	slice	slice	NOUN
bracis-28385	49	9	and	and	CCONJ
bracis-28385	49	10	the	the	DET
bracis-28385	49	11	correspondent	correspondent	NOUN
bracis-28385	49	12	demarcation	demarcation	NOUN
bracis-28385	49	13	.	.	PUNCT
bracis-28385	50	1	fig	fig	NOUN
bracis-28385	50	2	.	.	PUNCT
bracis-28385	51	1	3	3	X
bracis-28385	51	2	.	.	X
bracis-28385	51	3	a	a	X
bracis-28385	51	4	)	)	PUNCT
bracis-28385	51	5	axial	axial	ADJ
bracis-28385	51	6	view	view	NOUN
bracis-28385	51	7	of	of	ADP
bracis-28385	51	8	trachea	trachea	ADJ
bracis-28385	51	9	slice	slice	NOUN
bracis-28385	51	10	;	;	PUNCT
bracis-28385	51	11	b	b	X
bracis-28385	51	12	)	)	PUNCT
bracis-28385	51	13	manual	manual	ADJ
bracis-28385	51	14	segmentation	segmentation	NOUN
bracis-28385	51	15	made	make	VERB
bracis-28385	51	16	by	by	ADP
bracis-28385	51	17	radiology	radiology	NOUN
bracis-28385	51	18	professional	professional	NOUN
bracis-28385	51	19	.	.	PUNCT
bracis-28385	52	1	full	full	ADJ
bracis-28385	52	2	size	size	NOUN
bracis-28385	52	3	image	image	NOUN
bracis-28385	52	4	the	the	DET
bracis-28385	52	5	pixel	pixel	PROPN
bracis-28385	52	6	intensity	intensity	NOUN
bracis-28385	52	7	values	value	NOUN
bracis-28385	52	8	on	on	ADP
bracis-28385	52	9	a	a	DET
bracis-28385	52	10	ct	ct	NUM
bracis-28385	52	11	image	image	NOUN
bracis-28385	52	12	range	range	NOUN
bracis-28385	52	13	from	from	ADP
bracis-28385	52	14	-1000	-1000	NUM
bracis-28385	52	15	to	to	ADP
bracis-28385	52	16	1000	1000	NUM
bracis-28385	52	17	,	,	PUNCT
bracis-28385	52	18	according	accord	VERB
bracis-28385	52	19	to	to	ADP
bracis-28385	52	20	the	the	DET
bracis-28385	52	21	hounsfield	hounsfield	NOUN
bracis-28385	52	22	scale	scale	NOUN
bracis-28385	52	23	[	[	X
bracis-28385	52	24	11	11	NUM
bracis-28385	52	25	]	]	PUNCT
bracis-28385	52	26	,	,	PUNCT
bracis-28385	52	27	which	which	PRON
bracis-28385	52	28	is	be	AUX
bracis-28385	52	29	a	a	DET
bracis-28385	52	30	way	way	NOUN
bracis-28385	52	31	to	to	PART
bracis-28385	52	32	represent	represent	VERB
bracis-28385	52	33	tissue	tissue	NOUN
bracis-28385	52	34	density	density	NOUN
bracis-28385	52	35	in	in	ADP
bracis-28385	52	36	radiography	radiography	NOUN
bracis-28385	52	37	images	image	NOUN
bracis-28385	52	38	(	(	PUNCT
bracis-28385	52	39	the	the	PRON
bracis-28385	52	40	denser	dense	ADJ
bracis-28385	52	41	the	the	DET
bracis-28385	52	42	tissue	tissue	NOUN
bracis-28385	52	43	,	,	PUNCT
bracis-28385	52	44	the	the	PRON
bracis-28385	52	45	brighter	bright	ADJ
bracis-28385	52	46	the	the	DET
bracis-28385	52	47	image	image	NOUN
bracis-28385	52	48	)	)	PUNCT
bracis-28385	52	49	.	.	PUNCT
bracis-28385	53	1	table	table	NOUN
bracis-28385	53	2	 	 	SPACE
bracis-28385	53	3	1	1	NUM
bracis-28385	53	4	summarizes	summarize	NOUN
bracis-28385	53	5	the	the	DET
bracis-28385	53	6	hounsfield	hounsfield	PROPN
bracis-28385	53	7	scale	scale	NOUN
bracis-28385	53	8	.	.	PUNCT
bracis-28385	54	1	table	table	NOUN
bracis-28385	54	2	1	1	NUM
bracis-28385	54	3	.	.	PUNCT
bracis-28385	55	1	hounsfield	hounsfield	PROPN
bracis-28385	55	2	intensity	intensity	NOUN
bracis-28385	55	3	values	value	NOUN
bracis-28385	55	4	by	by	ADP
bracis-28385	55	5	kind	kind	NOUN
bracis-28385	55	6	of	of	ADV
bracis-28385	55	7	biological	biological	ADJ
bracis-28385	55	8	tissue.full	tissue.full	ADP
bracis-28385	55	9	size	size	NOUN
bracis-28385	55	10	table	table	NOUN
bracis-28385	55	11	pre	pre	NOUN
bracis-28385	55	12	-	-	NOUN
bracis-28385	55	13	processing	processing	ADJ
bracis-28385	55	14	:	:	PUNCT
bracis-28385	55	15	for	for	ADP
bracis-28385	55	16	better	well	ADJ
bracis-28385	55	17	contrast	contrast	NOUN
bracis-28385	55	18	,	,	PUNCT
bracis-28385	55	19	we	we	PRON
bracis-28385	55	20	applied	apply	VERB
bracis-28385	55	21	an	an	DET
bracis-28385	55	22	intensity	intensity	NOUN
bracis-28385	55	23	windowing	windowing	NOUN
bracis-28385	55	24	method	method	NOUN
bracis-28385	55	25	,	,	PUNCT
bracis-28385	55	26	limiting	limit	VERB
bracis-28385	55	27	the	the	DET
bracis-28385	55	28	pixel	pixel	PROPN
bracis-28385	55	29	values	value	NOUN
bracis-28385	55	30	to	to	ADP
bracis-28385	55	31	an	an	DET
bracis-28385	55	32	interval	interval	NOUN
bracis-28385	55	33	,	,	PUNCT
bracis-28385	55	34	thus	thus	ADV
bracis-28385	55	35	discarding	discard	VERB
bracis-28385	55	36	unwanted	unwanted	ADJ
bracis-28385	55	37	information	information	NOUN
bracis-28385	55	38	,	,	PUNCT
bracis-28385	55	39	after	after	ADP
bracis-28385	55	40	this	this	DET
bracis-28385	55	41	process	process	NOUN
bracis-28385	55	42	,	,	PUNCT
bracis-28385	55	43	a	a	DET
bracis-28385	55	44	normalization	normalization	NOUN
bracis-28385	55	45	followed	follow	VERB
bracis-28385	55	46	by	by	ADP
bracis-28385	55	47	image	image	NOUN
bracis-28385	55	48	resizing	resizing	NOUN
bracis-28385	55	49	were	be	AUX
bracis-28385	55	50	applied	apply	VERB
bracis-28385	55	51	.	.	PUNCT
bracis-28385	56	1	in	in	ADP
bracis-28385	56	2	the	the	DET
bracis-28385	56	3	training	training	NOUN
bracis-28385	56	4	phase	phase	NOUN
bracis-28385	56	5	,	,	PUNCT
bracis-28385	56	6	a	a	DET
bracis-28385	56	7	random	random	ADJ
bracis-28385	56	8	data	data	NOUN
bracis-28385	56	9	augmentation	augmentation	NOUN
bracis-28385	56	10	technique	technique	NOUN
bracis-28385	56	11	was	be	AUX
bracis-28385	56	12	applied	apply	VERB
bracis-28385	56	13	.	.	PUNCT
bracis-28385	57	1	intensity	intensity	NOUN
bracis-28385	57	2	windowing	windowing	PROPN
bracis-28385	57	3	:	:	PUNCT
bracis-28385	57	4	this	this	DET
bracis-28385	57	5	technique	technique	NOUN
bracis-28385	57	6	is	be	AUX
bracis-28385	57	7	employed	employ	VERB
bracis-28385	57	8	within	within	ADP
bracis-28385	57	9	the	the	DET
bracis-28385	57	10	radiology	radiology	NOUN
bracis-28385	57	11	domain	domain	NOUN
bracis-28385	57	12	to	to	PART
bracis-28385	57	13	improve	improve	VERB
bracis-28385	57	14	ct	ct	NUM
bracis-28385	57	15	imaging	imaging	NOUN
bracis-28385	57	16	.	.	PUNCT
bracis-28385	58	1	its	its	PRON
bracis-28385	58	2	usage	usage	NOUN
bracis-28385	58	3	varies	vary	VERB
bracis-28385	58	4	depending	depend	VERB
bracis-28385	58	5	on	on	ADP
bracis-28385	58	6	the	the	DET
bracis-28385	58	7	application	application	NOUN
bracis-28385	58	8	,	,	PUNCT
bracis-28385	58	9	allowing	allow	VERB
bracis-28385	58	10	for	for	ADP
bracis-28385	58	11	enhanced	enhanced	ADJ
bracis-28385	58	12	visualization	visualization	NOUN
bracis-28385	58	13	of	of	ADP
bracis-28385	58	14	particular	particular	ADJ
bracis-28385	58	15	body	body	NOUN
bracis-28385	58	16	tissues	tissue	NOUN
bracis-28385	58	17	.	.	PUNCT
bracis-28385	59	1	let	let	VERB
bracis-28385	59	2	\(\alpha	\(\alpha	VERB
bracis-28385	59	3	\	\	NOUN
bracis-28385	59	4	)	)	PUNCT
bracis-28385	59	5	and	and	CCONJ
bracis-28385	59	6	\(\beta	\(\beta	PRON
bracis-28385	59	7	\	\	PROPN
bracis-28385	59	8	)	)	PUNCT
bracis-28385	59	9	represent	represent	VERB
bracis-28385	59	10	the	the	DET
bracis-28385	59	11	lower	low	ADJ
bracis-28385	59	12	and	and	CCONJ
bracis-28385	59	13	upper	upper	ADJ
bracis-28385	59	14	boundaries	boundary	NOUN
bracis-28385	59	15	of	of	ADP
bracis-28385	59	16	the	the	DET
bracis-28385	59	17	interval	interval	NOUN
bracis-28385	59	18	\([\alpha	\([\alpha	NOUN
bracis-28385	59	19	,	,	PUNCT
bracis-28385	59	20	\beta	\beta	PROPN
bracis-28385	59	21	]	]	SYM
bracis-28385	59	22	\	\	PROPN
bracis-28385	59	23	)	)	PUNCT
bracis-28385	59	24	,	,	PUNCT
bracis-28385	59	25	respectively	respectively	ADV
bracis-28385	59	26	.	.	PUNCT
bracis-28385	60	1	the	the	DET
bracis-28385	60	2	intensity	intensity	NOUN
bracis-28385	60	3	windowing	windowing	NOUN
bracis-28385	60	4	technique	technique	NOUN
bracis-28385	60	5	involves	involve	VERB
bracis-28385	60	6	clipping	clip	VERB
bracis-28385	60	7	the	the	DET
bracis-28385	60	8	pixel	pixel	ADJ
bracis-28385	60	9	values	value	NOUN
bracis-28385	60	10	outside	outside	ADP
bracis-28385	60	11	this	this	DET
bracis-28385	60	12	interval	interval	NOUN
bracis-28385	60	13	to	to	ADP
bracis-28385	60	14	the	the	DET
bracis-28385	60	15	closest	close	ADJ
bracis-28385	60	16	boundary	boundary	ADJ
bracis-28385	60	17	value	value	NOUN
bracis-28385	60	18	while	while	SCONJ
bracis-28385	60	19	letting	let	VERB
bracis-28385	60	20	pixels	pixel	NOUN
bracis-28385	60	21	within	within	ADP
bracis-28385	60	22	the	the	DET
bracis-28385	60	23	interval	interval	NOUN
bracis-28385	60	24	remain	remain	VERB
bracis-28385	60	25	unchanged	unchanged	ADJ
bracis-28385	60	26	.	.	PUNCT
bracis-28385	61	1	these	these	DET
bracis-28385	61	2	intervals	interval	NOUN
bracis-28385	61	3	are	be	AUX
bracis-28385	61	4	called	call	VERB
bracis-28385	61	5	windows	window	NOUN
bracis-28385	61	6	,	,	PUNCT
bracis-28385	61	7	and	and	CCONJ
bracis-28385	61	8	each	each	DET
bracis-28385	61	9	range	range	NOUN
bracis-28385	61	10	emphasizes	emphasize	VERB
bracis-28385	61	11	different	different	ADJ
bracis-28385	61	12	kinds	kind	NOUN
bracis-28385	61	13	of	of	ADP
bracis-28385	61	14	tissues	tissue	NOUN
bracis-28385	61	15	from	from	ADP
bracis-28385	61	16	the	the	DET
bracis-28385	61	17	body	body	NOUN
bracis-28385	61	18	.	.	PUNCT
bracis-28385	62	1	the	the	DET
bracis-28385	62	2	trachea	trachea	PROPN
bracis-28385	62	3	is	be	AUX
bracis-28385	62	4	a	a	DET
bracis-28385	62	5	hollow	hollow	ADJ
bracis-28385	62	6	tubular	tubular	ADJ
bracis-28385	62	7	organ	organ	NOUN
bracis-28385	62	8	,	,	PUNCT
bracis-28385	62	9	so	so	CCONJ
bracis-28385	62	10	the	the	DET
bracis-28385	62	11	chosen	choose	VERB
bracis-28385	62	12	intensity	intensity	NOUN
bracis-28385	62	13	interval	interval	NOUN
bracis-28385	62	14	was	be	AUX
bracis-28385	62	15	[	[	X
bracis-28385	62	16	−1000	−1000	NOUN
bracis-28385	62	17	,	,	PUNCT
bracis-28385	62	18	60	60	NUM
bracis-28385	62	19	]	]	PUNCT
bracis-28385	62	20	because	because	SCONJ
bracis-28385	62	21	it	it	PRON
bracis-28385	62	22	enhances	enhance	VERB
bracis-28385	62	23	the	the	DET
bracis-28385	62	24	contrast	contrast	NOUN
bracis-28385	62	25	between	between	ADP
bracis-28385	62	26	the	the	DET
bracis-28385	62	27	trachea	trachea	ADJ
bracis-28385	62	28	muscle	muscle	NOUN
bracis-28385	62	29	walls	wall	NOUN
bracis-28385	62	30	and	and	CCONJ
bracis-28385	62	31	the	the	DET
bracis-28385	62	32	air	air	NOUN
bracis-28385	62	33	inside	inside	ADP
bracis-28385	62	34	it	it	PRON
bracis-28385	62	35	[	[	X
bracis-28385	62	36	6	6	NUM
bracis-28385	62	37	]	]	PUNCT
bracis-28385	62	38	.	.	PUNCT
bracis-28385	63	1	figure	figure	NOUN
bracis-28385	63	2	 	 	SPACE
bracis-28385	63	3	4	4	NUM
bracis-28385	63	4	shows	show	VERB
bracis-28385	63	5	different	different	ADJ
bracis-28385	63	6	window	window	NOUN
bracis-28385	63	7	ranges	range	NOUN
bracis-28385	63	8	applied	apply	VERB
bracis-28385	63	9	to	to	ADP
bracis-28385	63	10	the	the	DET
bracis-28385	63	11	same	same	ADJ
bracis-28385	63	12	image	image	NOUN
bracis-28385	63	13	.	.	PUNCT
bracis-28385	64	1	normalization	normalization	NOUN
bracis-28385	64	2	:	:	PUNCT
bracis-28385	64	3	after	after	ADP
bracis-28385	64	4	the	the	DET
bracis-28385	64	5	intensity	intensity	NOUN
bracis-28385	64	6	windowing	windowe	VERB
bracis-28385	64	7	,	,	PUNCT
bracis-28385	64	8	we	we	PRON
bracis-28385	64	9	also	also	ADV
bracis-28385	64	10	apply	apply	VERB
bracis-28385	64	11	normalization	normalization	NOUN
bracis-28385	64	12	,	,	PUNCT
bracis-28385	64	13	subtracting	subtract	VERB
bracis-28385	64	14	the	the	DET
bracis-28385	64	15	pixel	pixel	PROPN
bracis-28385	64	16	values	value	NOUN
bracis-28385	64	17	from	from	ADP
bracis-28385	64	18	the	the	DET
bracis-28385	64	19	image	image	NOUN
bracis-28385	64	20	mean	mean	NOUN
bracis-28385	64	21	and	and	CCONJ
bracis-28385	64	22	dividing	dividing	NOUN
bracis-28385	64	23	by	by	ADP
bracis-28385	64	24	its	its	PRON
bracis-28385	64	25	standard	standard	ADJ
bracis-28385	64	26	deviation	deviation	NOUN
bracis-28385	64	27	.	.	PUNCT
bracis-28385	65	1	this	this	DET
bracis-28385	65	2	way	way	NOUN
bracis-28385	65	3	,	,	PUNCT
bracis-28385	65	4	the	the	DET
bracis-28385	65	5	data	datum	NOUN
bracis-28385	65	6	tend	tend	VERB
bracis-28385	65	7	to	to	PART
bracis-28385	65	8	be	be	AUX
bracis-28385	65	9	more	more	ADV
bracis-28385	65	10	uniform	uniform	ADJ
bracis-28385	65	11	,	,	PUNCT
bracis-28385	65	12	facilitating	facilitate	VERB
bracis-28385	65	13	the	the	DET
bracis-28385	65	14	learning	learning	NOUN
bracis-28385	65	15	process	process	NOUN
bracis-28385	65	16	for	for	ADP
bracis-28385	65	17	the	the	DET
bracis-28385	65	18	model	model	NOUN
bracis-28385	65	19	.	.	PUNCT
bracis-28385	66	1	equation	equation	NOUN
bracis-28385	66	2	 	 	SPACE
bracis-28385	66	3	1	1	NUM
bracis-28385	66	4	describes	describe	VERB
bracis-28385	66	5	the	the	DET
bracis-28385	66	6	intensity	intensity	NOUN
bracis-28385	66	7	windowing	windowing	NOUN
bracis-28385	66	8	process	process	NOUN
bracis-28385	66	9	,	,	PUNCT
bracis-28385	66	10	and	and	CCONJ
bracis-28385	66	11	eqs	eqs	PROPN
bracis-28385	66	12	.	.	PUNCT
bracis-28385	66	13	 	 	SPACE
bracis-28385	66	14	2	2	NUM
bracis-28385	66	15	to	to	PART
bracis-28385	66	16	4	4	NUM
bracis-28385	66	17	detail	detail	NOUN
bracis-28385	66	18	the	the	DET
bracis-28385	66	19	image	image	NOUN
bracis-28385	66	20	normalization	normalization	NOUN
bracis-28385	66	21	method	method	NOUN
bracis-28385	66	22	.	.	PUNCT
bracis-28385	67	1	resizing	resizing	NOUN
bracis-28385	67	2	:	:	PUNCT
bracis-28385	67	3	after	after	ADP
bracis-28385	67	4	the	the	DET
bracis-28385	67	5	normalization	normalization	NOUN
bracis-28385	67	6	,	,	PUNCT
bracis-28385	67	7	the	the	DET
bracis-28385	67	8	images	image	NOUN
bracis-28385	67	9	were	be	AUX
bracis-28385	67	10	resized	resize	VERB
bracis-28385	67	11	from	from	ADP
bracis-28385	67	12	512\(\,\times	512\(\,\times	NUM
bracis-28385	67	13	\,\)512	\,\)512	NUM
bracis-28385	67	14	to	to	ADP
bracis-28385	67	15	256\(\,\times	256\(\,\times	NUM
bracis-28385	67	16	\,\)256	\,\)256	NUM
bracis-28385	67	17	.	.	PUNCT
bracis-28385	67	18	fig	fig	NOUN
bracis-28385	67	19	.	.	PUNCT
bracis-28385	68	1	4	4	X
bracis-28385	68	2	.	.	X
bracis-28385	68	3	examples	example	NOUN
bracis-28385	68	4	of	of	ADP
bracis-28385	68	5	different	different	ADJ
bracis-28385	68	6	intensity	intensity	NOUN
bracis-28385	68	7	windowing	windowe	VERB
bracis-28385	68	8	preprocessing	preprocessing	NOUN
bracis-28385	68	9	applied	apply	VERB
bracis-28385	68	10	to	to	ADP
bracis-28385	68	11	ct	ct	NUM
bracis-28385	68	12	images	image	NOUN
bracis-28385	68	13	.	.	PUNCT
bracis-28385	69	1	full	full	ADJ
bracis-28385	69	2	size	size	NOUN
bracis-28385	69	3	image	image	NOUN
bracis-28385	69	4	$	$	SYM
bracis-28385	69	5	$	$	SYM
bracis-28385	69	6	\begin{aligned	\begin{aligne	VERB
bracis-28385	69	7	}	}	PUNCT
bracis-28385	69	8	f(x	f(x	PROPN
bracis-28385	69	9	)	)	PUNCT
bracis-28385	70	1	=	=	PRON
bracis-28385	70	2	{	{	PUNCT
bracis-28385	70	3	\left\	\left\	PROPN
bracis-28385	70	4	{	{	PUNCT
bracis-28385	70	5	\begin{array}{ll	\begin{array}{ll	PROPN
bracis-28385	70	6	}	}	PUNCT
bracis-28385	70	7	-1000	-1000	PROPN
bracis-28385	70	8	,	,	PUNCT
bracis-28385	70	9	&	&	CCONJ
bracis-28385	70	10	{	{	PUNCT
bracis-28385	70	11	}	}	PUNCT
bracis-28385	70	12	\text	\text	ADV
bracis-28385	70	13	{	{	PUNCT
bracis-28385	70	14	if	if	SCONJ
bracis-28385	70	15	}	}	PUNCT
bracis-28385	70	16	x	x	SYM
bracis-28385	70	17	<	<	X
bracis-28385	70	18	-1000	-1000	NUM
bracis-28385	70	19	\\	\\	NOUN
bracis-28385	70	20	60	60	NUM
bracis-28385	70	21	,	,	PUNCT
bracis-28385	70	22	&	&	CCONJ
bracis-28385	70	23	{	{	PUNCT
bracis-28385	70	24	}	}	PUNCT
bracis-28385	70	25	\text	\text	ADV
bracis-28385	70	26	{	{	PUNCT
bracis-28385	70	27	if	if	SCONJ
bracis-28385	70	28	}	}	PUNCT
bracis-28385	70	29	x	x	PUNCT
bracis-28385	70	30	>	>	X
bracis-28385	70	31	60\\	60\\	NUM
bracis-28385	70	32	x	x	NOUN
bracis-28385	70	33	,	,	PUNCT
bracis-28385	70	34	&	&	CCONJ
bracis-28385	70	35	{	{	PUNCT
bracis-28385	70	36	}	}	PUNCT
bracis-28385	70	37	\text	\text	ADV
bracis-28385	70	38	{	{	PUNCT
bracis-28385	70	39	if	if	SCONJ
bracis-28385	70	40	}	}	PUNCT
bracis-28385	70	41	x	x	X
bracis-28385	70	42	\in	\in	PROPN
bracis-28385	70	43	[	[	X
bracis-28385	70	44	-1000	-1000	INTJ
bracis-28385	70	45	,	,	PUNCT
bracis-28385	70	46	60	60	NUM
bracis-28385	70	47	]	]	PUNCT
bracis-28385	70	48	\end{array}\right	\end{array}\right	PROPN
bracis-28385	70	49	.	.	PUNCT
bracis-28385	70	50	}	}	PUNCT
bracis-28385	70	51	\end{aligned}$$	\end{aligned}$$	X
bracis-28385	70	52	(	(	PUNCT
bracis-28385	70	53	1	1	NUM
bracis-28385	70	54	)	)	PUNCT
bracis-28385	70	55	$	$	SYM
bracis-28385	70	56	$	$	SYM
bracis-28385	70	57	\begin{aligned	\begin{aligne	VERB
bracis-28385	70	58	}	}	PUNCT
bracis-28385	70	59	\mu	\mu	NOUN
bracis-28385	70	60	=	=	PUNCT
bracis-28385	70	61	\frac{\sum	\frac{\sum	VERB
bracis-28385	70	62	_	_	NOUN
bracis-28385	70	63	i^n{i_{i}}}{n	i^n{i_{i}}}{n	NOUN
bracis-28385	70	64	}	}	PUNCT
bracis-28385	70	65	\end{aligned}$$	\end{aligned}$$	X
bracis-28385	70	66	(	(	PUNCT
bracis-28385	70	67	2	2	NUM
bracis-28385	70	68	)	)	PUNCT
bracis-28385	70	69	$	$	SYM
bracis-28385	70	70	$	$	SYM
bracis-28385	70	71	\begin{aligned	\begin{aligne	VERB
bracis-28385	70	72	}	}	PUNCT
bracis-28385	70	73	\sigma	\sigma	PROPN
bracis-28385	70	74	=	=	PUNCT
bracis-28385	70	75	\sqrt{\frac{\sum	\sqrt{\frac{\sum	NUM
bracis-28385	70	76	_	_	NOUN
bracis-28385	70	77	i^n{(i_{i	i^n{(i_{i	NOUN
bracis-28385	70	78	}	}	PUNCT
bracis-28385	70	79	\mu	\mu	PROPN
bracis-28385	70	80	)	)	PUNCT
bracis-28385	70	81	^2}}{n	^2}}{n	NUM
bracis-28385	70	82	}	}	PUNCT
bracis-28385	70	83	}	}	PUNCT
bracis-28385	70	84	\end{aligned}$$	\end{aligned}$$	X
bracis-28385	70	85	(	(	PUNCT
bracis-28385	70	86	3	3	NUM
bracis-28385	70	87	)	)	PUNCT
bracis-28385	70	88	$	$	SYM
bracis-28385	70	89	$	$	SYM
bracis-28385	70	90	\begin{aligned	\begin{aligne	VERB
bracis-28385	70	91	}	}	PUNCT
bracis-28385	70	92	f_{norm}(i	f_{norm}(i	PROPN
bracis-28385	70	93	)	)	PUNCT
bracis-28385	71	1	=	=	SYM
bracis-28385	71	2	\frac{i	\frac{i	NOUN
bracis-28385	71	3	\mu	\mu	PROPN
bracis-28385	71	4	}	}	PUNCT
bracis-28385	71	5	{	{	PUNCT
bracis-28385	71	6	\sigma	\sigma	PROPN
bracis-28385	71	7	}	}	PUNCT
bracis-28385	71	8	\end{aligned}$$	\end{aligned}$$	X
bracis-28385	71	9	(	(	PUNCT
bracis-28385	71	10	4	4	NUM
bracis-28385	71	11	)	)	PUNCT
bracis-28385	71	12	data	datum	NOUN
bracis-28385	71	13	augmentation	augmentation	NOUN
bracis-28385	71	14	:	:	PUNCT
bracis-28385	71	15	this	this	DET
bracis-28385	71	16	process	process	NOUN
bracis-28385	71	17	is	be	AUX
bracis-28385	71	18	executed	execute	VERB
bracis-28385	71	19	to	to	PART
bracis-28385	71	20	insert	insert	VERB
bracis-28385	71	21	variance	variance	NOUN
bracis-28385	71	22	into	into	ADP
bracis-28385	71	23	the	the	DET
bracis-28385	71	24	training	training	NOUN
bracis-28385	71	25	data	datum	NOUN
bracis-28385	71	26	and	and	CCONJ
bracis-28385	71	27	make	make	VERB
bracis-28385	71	28	the	the	DET
bracis-28385	71	29	model	model	NOUN
bracis-28385	71	30	more	more	ADV
bracis-28385	71	31	robust	robust	ADJ
bracis-28385	71	32	and	and	CCONJ
bracis-28385	71	33	generalist	generalist	NOUN
bracis-28385	71	34	.	.	PUNCT
bracis-28385	72	1	a	a	DET
bracis-28385	72	2	random	random	ADJ
bracis-28385	72	3	rotation	rotation	NOUN
bracis-28385	72	4	is	be	AUX
bracis-28385	72	5	set	set	VERB
bracis-28385	72	6	to	to	ADP
bracis-28385	72	7	each	each	DET
bracis-28385	72	8	image	image	NOUN
bracis-28385	72	9	,	,	PUNCT
bracis-28385	72	10	ranging	range	VERB
bracis-28385	72	11	from	from	ADP
bracis-28385	72	12	−45	−45	ADV
bracis-28385	72	13	to	to	ADP
bracis-28385	72	14	45\(^\circ	45\(^\circ	PROPN
bracis-28385	72	15	\	\	NOUN
bracis-28385	72	16	)	)	PUNCT
bracis-28385	72	17	with	with	ADP
bracis-28385	72	18	a	a	DET
bracis-28385	72	19	chance	chance	NOUN
bracis-28385	72	20	of	of	ADP
bracis-28385	72	21	50	50	NUM
bracis-28385	72	22	%	%	NOUN
bracis-28385	72	23	.	.	PUNCT
bracis-28385	73	1	3.2	3.2	NUM
bracis-28385	73	2	model	model	NOUN
bracis-28385	73	3	architecture	architecture	NOUN
bracis-28385	73	4	for	for	ADP
bracis-28385	73	5	semantic	semantic	ADJ
bracis-28385	73	6	segmentation	segmentation	NOUN
bracis-28385	73	7	of	of	ADP
bracis-28385	73	8	the	the	DET
bracis-28385	73	9	trachea	trachea	ADJ
bracis-28385	73	10	area	area	NOUN
bracis-28385	73	11	,	,	PUNCT
bracis-28385	73	12	we	we	PRON
bracis-28385	73	13	apply	apply	VERB
bracis-28385	73	14	a	a	DET
bracis-28385	73	15	neural	neural	ADJ
bracis-28385	73	16	network	network	NOUN
bracis-28385	73	17	architecture	architecture	NOUN
bracis-28385	73	18	based	base	VERB
bracis-28385	73	19	on	on	ADP
bracis-28385	73	20	deeplabv3	deeplabv3	NOUN
bracis-28385	73	21	+	+	CCONJ
bracis-28385	74	1	[	[	X
bracis-28385	74	2	5	5	NUM
bracis-28385	74	3	]	]	PUNCT
bracis-28385	74	4	combined	combine	VERB
bracis-28385	74	5	with	with	ADP
bracis-28385	74	6	efficientnet	efficientnet	NOUN
bracis-28385	74	7	[	[	X
bracis-28385	74	8	20	20	NUM
bracis-28385	74	9	]	]	PUNCT
bracis-28385	74	10	for	for	ADP
bracis-28385	74	11	feature	feature	NOUN
bracis-28385	74	12	extraction	extraction	NOUN
bracis-28385	74	13	.	.	PUNCT
bracis-28385	75	1	figure	figure	NOUN
bracis-28385	75	2	 	 	SPACE
bracis-28385	75	3	5	5	NUM
bracis-28385	75	4	illustrates	illustrate	VERB
bracis-28385	75	5	the	the	DET
bracis-28385	75	6	encoder	encoder	NOUN
bracis-28385	75	7	/	/	SYM
bracis-28385	75	8	decoder	decoder	NOUN
bracis-28385	75	9	model	model	NOUN
bracis-28385	75	10	architecture	architecture	NOUN
bracis-28385	75	11	overview	overview	NOUN
bracis-28385	75	12	.	.	PUNCT
bracis-28385	76	1	fig	fig	NOUN
bracis-28385	76	2	.	.	PUNCT
bracis-28385	77	1	5	5	X
bracis-28385	77	2	.	.	PUNCT
bracis-28385	77	3	architectural	architectural	ADJ
bracis-28385	77	4	overview	overview	NOUN
bracis-28385	77	5	of	of	ADP
bracis-28385	77	6	efficientdeeplab	efficientdeeplab	NOUN
bracis-28385	77	7	.	.	PUNCT
bracis-28385	78	1	full	full	ADJ
bracis-28385	78	2	size	size	NOUN
bracis-28385	78	3	image	image	NOUN
bracis-28385	78	4	the	the	DET
bracis-28385	78	5	main	main	ADJ
bracis-28385	78	6	deeplabv3	deeplabv3	NOUN
bracis-28385	78	7	+	+	NUM
bracis-28385	78	8	innovations	innovation	NOUN
bracis-28385	78	9	are	be	AUX
bracis-28385	78	10	the	the	DET
bracis-28385	78	11	atrous	atrous	ADJ
bracis-28385	78	12	convolutions	convolution	NOUN
bracis-28385	78	13	(	(	PUNCT
bracis-28385	78	14	also	also	ADV
bracis-28385	78	15	called	call	VERB
bracis-28385	78	16	dilatable	dilatable	ADJ
bracis-28385	78	17	convolutions	convolution	NOUN
bracis-28385	78	18	)	)	PUNCT
bracis-28385	78	19	and	and	CCONJ
bracis-28385	78	20	atrous	atrous	ADJ
bracis-28385	78	21	spatial	spatial	ADJ
bracis-28385	78	22	pyramid	pyramid	NOUN
bracis-28385	78	23	pooling	pool	VERB
bracis-28385	78	24	[	[	X
bracis-28385	78	25	12	12	NUM
bracis-28385	78	26	]	]	PUNCT
bracis-28385	78	27	.	.	PUNCT
bracis-28385	79	1	this	this	DET
bracis-28385	79	2	way	way	NOUN
bracis-28385	79	3	,	,	PUNCT
bracis-28385	79	4	we	we	PRON
bracis-28385	79	5	are	be	AUX
bracis-28385	79	6	capable	capable	ADJ
bracis-28385	79	7	of	of	ADP
bracis-28385	79	8	merging	merge	VERB
bracis-28385	79	9	features	feature	NOUN
bracis-28385	79	10	from	from	ADP
bracis-28385	79	11	multiple	multiple	ADJ
bracis-28385	79	12	scales	scale	NOUN
bracis-28385	79	13	.	.	PUNCT
bracis-28385	80	1	in	in	ADP
bracis-28385	80	2	the	the	DET
bracis-28385	80	3	original	original	ADJ
bracis-28385	80	4	deeplabv3	deeplabv3	NOUN
bracis-28385	80	5	+	+	PROPN
bracis-28385	80	6	,	,	PUNCT
bracis-28385	80	7	the	the	DET
bracis-28385	80	8	author	author	NOUN
bracis-28385	80	9	uses	use	VERB
bracis-28385	80	10	resnet	resnet	VERB
bracis-28385	80	11	[	[	X
bracis-28385	80	12	13	13	NUM
bracis-28385	80	13	]	]	PUNCT
bracis-28385	80	14	architecture	architecture	NOUN
bracis-28385	80	15	as	as	ADP
bracis-28385	80	16	a	a	DET
bracis-28385	80	17	feature	feature	NOUN
bracis-28385	80	18	extraction	extraction	NOUN
bracis-28385	80	19	backbone	backbone	NOUN
bracis-28385	80	20	,	,	PUNCT
bracis-28385	80	21	aggregating	aggregate	VERB
bracis-28385	80	22	intermediate	intermediate	ADJ
bracis-28385	80	23	layer	layer	NOUN
bracis-28385	80	24	feature	feature	NOUN
bracis-28385	80	25	maps	map	NOUN
bracis-28385	80	26	,	,	PUNCT
bracis-28385	80	27	summing	sum	VERB
bracis-28385	80	28	them	they	PRON
bracis-28385	80	29	,	,	PUNCT
bracis-28385	80	30	and	and	CCONJ
bracis-28385	80	31	interpolating	interpolate	VERB
bracis-28385	80	32	back	back	ADV
bracis-28385	80	33	to	to	ADP
bracis-28385	80	34	the	the	DET
bracis-28385	80	35	input	input	NOUN
bracis-28385	80	36	resolution	resolution	NOUN
bracis-28385	80	37	,	,	PUNCT
bracis-28385	80	38	thus	thus	ADV
bracis-28385	80	39	obtaining	obtain	VERB
bracis-28385	80	40	a	a	DET
bracis-28385	80	41	segmentation	segmentation	NOUN
bracis-28385	80	42	output	output	NOUN
bracis-28385	80	43	mask	mask	NOUN
bracis-28385	80	44	.	.	PUNCT
bracis-28385	81	1	in	in	ADP
bracis-28385	81	2	this	this	DET
bracis-28385	81	3	work	work	NOUN
bracis-28385	81	4	,	,	PUNCT
bracis-28385	81	5	we	we	PRON
bracis-28385	81	6	modified	modify	VERB
bracis-28385	81	7	the	the	DET
bracis-28385	81	8	feature	feature	NOUN
bracis-28385	81	9	extraction	extraction	NOUN
bracis-28385	81	10	backbone	backbone	NOUN
bracis-28385	81	11	to	to	PART
bracis-28385	81	12	use	use	VERB
bracis-28385	81	13	efficientnet	efficientnet	NOUN
bracis-28385	81	14	,	,	PUNCT
bracis-28385	81	15	a	a	DET
bracis-28385	81	16	scalable	scalable	ADJ
bracis-28385	81	17	,	,	PUNCT
bracis-28385	81	18	robust	robust	ADJ
bracis-28385	81	19	,	,	PUNCT
bracis-28385	81	20	and	and	CCONJ
bracis-28385	81	21	compact	compact	ADJ
bracis-28385	81	22	deep	deep	ADJ
bracis-28385	81	23	learning	learning	NOUN
bracis-28385	81	24	model	model	NOUN
bracis-28385	81	25	that	that	PRON
bracis-28385	81	26	surpasses	surpass	VERB
bracis-28385	81	27	resnet	resnet	VERB
bracis-28385	81	28	in	in	ADP
bracis-28385	81	29	recent	recent	ADJ
bracis-28385	81	30	benchmarks	benchmark	NOUN
bracis-28385	81	31	on	on	ADP
bracis-28385	81	32	imagenet	imagenet	NOUN
bracis-28385	81	33	[	[	X
bracis-28385	81	34	7	7	NUM
bracis-28385	81	35	]	]	X
bracis-28385	81	36	dataset	dataset	NOUN
bracis-28385	81	37	.	.	PUNCT
bracis-28385	82	1	efficientnet	efficientnet	PROPN
bracis-28385	82	2	:	:	PUNCT
bracis-28385	82	3	built	build	VERB
bracis-28385	82	4	with	with	ADP
bracis-28385	82	5	efficient	efficient	ADJ
bracis-28385	82	6	resource	resource	NOUN
bracis-28385	82	7	usage	usage	NOUN
bracis-28385	82	8	in	in	ADP
bracis-28385	82	9	mind	mind	NOUN
bracis-28385	82	10	,	,	PUNCT
bracis-28385	82	11	it	it	PRON
bracis-28385	82	12	consists	consist	VERB
bracis-28385	82	13	of	of	ADP
bracis-28385	82	14	a	a	DET
bracis-28385	82	15	family	family	NOUN
bracis-28385	82	16	of	of	ADP
bracis-28385	82	17	networks	network	NOUN
bracis-28385	82	18	derived	derive	VERB
bracis-28385	82	19	from	from	ADP
bracis-28385	82	20	a	a	DET
bracis-28385	82	21	baseline	baseline	NOUN
bracis-28385	82	22	model	model	NOUN
bracis-28385	82	23	obtained	obtain	VERB
bracis-28385	82	24	with	with	ADP
bracis-28385	82	25	neural	neural	ADJ
bracis-28385	82	26	architecture	architecture	NOUN
bracis-28385	82	27	search	search	NOUN
bracis-28385	82	28	.	.	PUNCT
bracis-28385	83	1	the	the	DET
bracis-28385	83	2	baseline	baseline	PROPN
bracis-28385	83	3	network	network	NOUN
bracis-28385	83	4	is	be	AUX
bracis-28385	83	5	called	call	VERB
bracis-28385	83	6	the	the	DET
bracis-28385	83	7	b0	b0	NOUN
bracis-28385	83	8	,	,	PUNCT
bracis-28385	83	9	the	the	DET
bracis-28385	83	10	other	other	ADJ
bracis-28385	83	11	models	model	NOUN
bracis-28385	83	12	range	range	VERB
bracis-28385	83	13	from	from	ADP
bracis-28385	83	14	b1	b1	NOUN
bracis-28385	83	15	to	to	ADP
bracis-28385	83	16	b7	b7	PROPN
bracis-28385	83	17	,	,	PUNCT
bracis-28385	83	18	and	and	CCONJ
bracis-28385	83	19	the	the	DET
bracis-28385	83	20	differences	difference	NOUN
bracis-28385	83	21	are	be	AUX
bracis-28385	83	22	the	the	DET
bracis-28385	83	23	input	input	NOUN
bracis-28385	83	24	resolution	resolution	NOUN
bracis-28385	83	25	,	,	PUNCT
bracis-28385	83	26	the	the	DET
bracis-28385	83	27	number	number	NOUN
bracis-28385	83	28	of	of	ADP
bracis-28385	83	29	channels	channel	NOUN
bracis-28385	83	30	,	,	PUNCT
bracis-28385	83	31	and	and	CCONJ
bracis-28385	83	32	layers	layer	NOUN
bracis-28385	83	33	in	in	ADP
bracis-28385	83	34	each	each	DET
bracis-28385	83	35	stage	stage	NOUN
bracis-28385	83	36	,	,	PUNCT
bracis-28385	83	37	such	such	ADJ
bracis-28385	83	38	that	that	SCONJ
bracis-28385	83	39	the	the	DET
bracis-28385	83	40	larger	large	ADJ
bracis-28385	83	41	the	the	DET
bracis-28385	83	42	number	number	NOUN
bracis-28385	83	43	on	on	ADP
bracis-28385	83	44	the	the	DET
bracis-28385	83	45	network	network	NOUN
bracis-28385	83	46	’s	’s	PART
bracis-28385	83	47	name	name	NOUN
bracis-28385	83	48	,	,	PUNCT
bracis-28385	83	49	the	the	PRON
bracis-28385	83	50	bigger	big	ADJ
bracis-28385	83	51	the	the	DET
bracis-28385	83	52	model	model	NOUN
bracis-28385	83	53	(	(	PUNCT
bracis-28385	83	54	in	in	ADP
bracis-28385	83	55	terms	term	NOUN
bracis-28385	83	56	of	of	ADP
bracis-28385	83	57	parameters	parameter	NOUN
bracis-28385	83	58	)	)	PUNCT
bracis-28385	83	59	.	.	PUNCT
bracis-28385	84	1	the	the	DET
bracis-28385	84	2	b0	b0	PROPN
bracis-28385	84	3	model	model	NOUN
bracis-28385	84	4	’s	’s	PART
bracis-28385	84	5	main	main	ADJ
bracis-28385	84	6	structure	structure	NOUN
bracis-28385	84	7	is	be	AUX
bracis-28385	84	8	summarized	summarize	VERB
bracis-28385	84	9	in	in	ADP
bracis-28385	84	10	table	table	NOUN
bracis-28385	84	11	 	 	SPACE
bracis-28385	84	12	2	2	NUM
bracis-28385	84	13	.	.	PUNCT
bracis-28385	84	14	table	table	NOUN
bracis-28385	84	15	2	2	NUM
bracis-28385	84	16	.	.	PUNCT
bracis-28385	84	17	efficientnet	efficientnet	NOUN
bracis-28385	84	18	b0	b0	NOUN
bracis-28385	84	19	architecture	architecture	NOUN
bracis-28385	84	20	[	[	X
bracis-28385	84	21	20].full	20].full	NUM
bracis-28385	84	22	size	size	NOUN
bracis-28385	84	23	table	table	NOUN
bracis-28385	84	24	the	the	DET
bracis-28385	84	25	main	main	ADJ
bracis-28385	84	26	building	building	NOUN
bracis-28385	84	27	blocks	block	NOUN
bracis-28385	84	28	of	of	ADP
bracis-28385	84	29	the	the	DET
bracis-28385	84	30	efficientnet	efficientnet	NOUN
bracis-28385	84	31	are	be	AUX
bracis-28385	84	32	the	the	DET
bracis-28385	84	33	mbconv	mbconv	NOUN
bracis-28385	84	34	blocks	block	NOUN
bracis-28385	84	35	,	,	PUNCT
bracis-28385	84	36	introduced	introduce	VERB
bracis-28385	84	37	in	in	ADP
bracis-28385	84	38	mobilenetv2	mobilenetv2	PROPN
bracis-28385	85	1	[	[	X
bracis-28385	85	2	19	19	NUM
bracis-28385	85	3	]	]	PUNCT
bracis-28385	85	4	.	.	PUNCT
bracis-28385	86	1	they	they	PRON
bracis-28385	86	2	are	be	AUX
bracis-28385	86	3	an	an	DET
bracis-28385	86	4	inverted	inverted	ADJ
bracis-28385	86	5	residual	residual	ADJ
bracis-28385	86	6	bottleneck	bottleneck	NOUN
bracis-28385	86	7	,	,	PUNCT
bracis-28385	86	8	expanding	expand	VERB
bracis-28385	86	9	the	the	DET
bracis-28385	86	10	number	number	NOUN
bracis-28385	86	11	of	of	ADP
bracis-28385	86	12	channels	channel	NOUN
bracis-28385	86	13	in	in	ADP
bracis-28385	86	14	the	the	DET
bracis-28385	86	15	intermediate	intermediate	ADJ
bracis-28385	86	16	layers	layer	NOUN
bracis-28385	86	17	and	and	CCONJ
bracis-28385	86	18	lately	lately	ADV
bracis-28385	86	19	squeezing	squeeze	VERB
bracis-28385	86	20	them	they	PRON
bracis-28385	86	21	to	to	ADP
bracis-28385	86	22	their	their	PRON
bracis-28385	86	23	original	original	ADJ
bracis-28385	86	24	size	size	NOUN
bracis-28385	86	25	.	.	PUNCT
bracis-28385	87	1	figure	figure	NOUN
bracis-28385	87	2	 	 	SPACE
bracis-28385	87	3	6	6	NUM
bracis-28385	87	4	illustrates	illustrate	VERB
bracis-28385	87	5	the	the	DET
bracis-28385	87	6	structure	structure	NOUN
bracis-28385	87	7	of	of	ADP
bracis-28385	87	8	the	the	DET
bracis-28385	87	9	mbconv	mbconv	NOUN
bracis-28385	87	10	block	block	NOUN
bracis-28385	87	11	.	.	PUNCT
bracis-28385	88	1	the	the	DET
bracis-28385	88	2	number	number	NOUN
bracis-28385	88	3	that	that	PRON
bracis-28385	88	4	follows	follow	VERB
bracis-28385	88	5	the	the	DET
bracis-28385	88	6	name	name	NOUN
bracis-28385	88	7	in	in	ADP
bracis-28385	88	8	mbconv1	mbconv1	PROPN
bracis-28385	88	9	and	and	CCONJ
bracis-28385	88	10	mbconv6	mbconv6	PROPN
bracis-28385	88	11	is	be	AUX
bracis-28385	88	12	a	a	DET
bracis-28385	88	13	multiplier	multipli	ADJ
bracis-28385	88	14	that	that	PRON
bracis-28385	88	15	indicates	indicate	VERB
bracis-28385	88	16	the	the	DET
bracis-28385	88	17	number	number	NOUN
bracis-28385	88	18	of	of	ADP
bracis-28385	88	19	filters	filter	NOUN
bracis-28385	88	20	in	in	ADP
bracis-28385	88	21	the	the	DET
bracis-28385	88	22	leftmost	leftmost	NOUN
bracis-28385	88	23	1\(\,\times	1\(\,\times	NUM
bracis-28385	88	24	\,\)1	\,\)1	ADP
bracis-28385	88	25	convolutional	convolutional	ADJ
bracis-28385	88	26	layer	layer	NOUN
bracis-28385	88	27	.	.	PUNCT
bracis-28385	89	1	for	for	ADP
bracis-28385	89	2	example	example	NOUN
bracis-28385	89	3	,	,	PUNCT
bracis-28385	89	4	if	if	SCONJ
bracis-28385	89	5	the	the	DET
bracis-28385	89	6	number	number	NOUN
bracis-28385	89	7	of	of	ADP
bracis-28385	89	8	input	input	NOUN
bracis-28385	89	9	channels	channel	NOUN
bracis-28385	89	10	is	be	AUX
bracis-28385	89	11	4	4	NUM
bracis-28385	89	12	,	,	PUNCT
bracis-28385	89	13	then	then	ADV
bracis-28385	89	14	the	the	DET
bracis-28385	89	15	number	number	NOUN
bracis-28385	89	16	of	of	ADP
bracis-28385	89	17	filters	filter	NOUN
bracis-28385	89	18	will	will	AUX
bracis-28385	89	19	be	be	AUX
bracis-28385	89	20	4	4	NUM
bracis-28385	89	21	in	in	ADP
bracis-28385	89	22	the	the	DET
bracis-28385	89	23	mbconv1	mbconv1	NOUN
bracis-28385	89	24	and	and	CCONJ
bracis-28385	89	25	24	24	NUM
bracis-28385	89	26	in	in	ADP
bracis-28385	89	27	the	the	DET
bracis-28385	89	28	mbconv6	mbconv6	PROPN
bracis-28385	89	29	.	.	PUNCT
bracis-28385	90	1	fig	fig	NOUN
bracis-28385	90	2	.	.	PUNCT
bracis-28385	91	1	6	6	NUM
bracis-28385	91	2	.	.	X
bracis-28385	91	3	schematic	schematic	ADJ
bracis-28385	91	4	diagram	diagram	NOUN
bracis-28385	91	5	of	of	ADP
bracis-28385	91	6	mbconv	mbconv	NOUN
bracis-28385	91	7	.	.	PUNCT
bracis-28385	92	1	full	full	ADJ
bracis-28385	92	2	size	size	NOUN
bracis-28385	92	3	image	image	NOUN
bracis-28385	92	4	two	two	NUM
bracis-28385	92	5	outputs	output	NOUN
bracis-28385	92	6	from	from	ADP
bracis-28385	92	7	the	the	DET
bracis-28385	92	8	efficientnet	efficientnet	NOUN
bracis-28385	92	9	model	model	NOUN
bracis-28385	92	10	are	be	AUX
bracis-28385	92	11	used	use	VERB
bracis-28385	92	12	:	:	PUNCT
bracis-28385	92	13	the	the	DET
bracis-28385	92	14	last	last	ADJ
bracis-28385	92	15	convolutional	convolutional	ADJ
bracis-28385	92	16	layer	layer	NOUN
bracis-28385	92	17	activations	activation	NOUN
bracis-28385	92	18	and	and	CCONJ
bracis-28385	92	19	the	the	DET
bracis-28385	92	20	intermediate	intermediate	ADJ
bracis-28385	92	21	features	feature	NOUN
bracis-28385	92	22	from	from	ADP
bracis-28385	92	23	the	the	DET
bracis-28385	92	24	third	third	ADJ
bracis-28385	92	25	convolutional	convolutional	ADJ
bracis-28385	92	26	block	block	NOUN
bracis-28385	92	27	.	.	PUNCT
bracis-28385	93	1	the	the	DET
bracis-28385	93	2	first	first	ADJ
bracis-28385	93	3	one	one	NOUN
bracis-28385	93	4	feeds	feed	VERB
bracis-28385	93	5	the	the	DET
bracis-28385	93	6	encoder	encoder	NOUN
bracis-28385	93	7	part	part	NOUN
bracis-28385	93	8	,	,	PUNCT
bracis-28385	93	9	while	while	SCONJ
bracis-28385	93	10	the	the	DET
bracis-28385	93	11	latter	latter	NOUN
bracis-28385	93	12	feeds	feed	VERB
bracis-28385	93	13	the	the	DET
bracis-28385	93	14	decoder	decoder	NOUN
bracis-28385	93	15	part	part	NOUN
bracis-28385	93	16	.	.	PUNCT
bracis-28385	94	1	atrous	atrous	ADJ
bracis-28385	94	2	convolution	convolution	NOUN
bracis-28385	94	3	:	:	PUNCT
bracis-28385	94	4	introduced	introduce	VERB
bracis-28385	94	5	by	by	ADP
bracis-28385	94	6	deeplabv1	deeplabv1	NOUN
bracis-28385	95	1	[	[	X
bracis-28385	95	2	3	3	NUM
bracis-28385	95	3	]	]	PUNCT
bracis-28385	95	4	,	,	PUNCT
bracis-28385	95	5	it	it	PRON
bracis-28385	95	6	is	be	AUX
bracis-28385	95	7	a	a	DET
bracis-28385	95	8	convolution	convolution	NOUN
bracis-28385	95	9	with	with	ADP
bracis-28385	95	10	dilatable	dilatable	ADJ
bracis-28385	95	11	kernels	kernel	NOUN
bracis-28385	95	12	,	,	PUNCT
bracis-28385	95	13	and	and	CCONJ
bracis-28385	95	14	its	its	PRON
bracis-28385	95	15	goal	goal	NOUN
bracis-28385	95	16	is	be	AUX
bracis-28385	95	17	to	to	PART
bracis-28385	95	18	achieve	achieve	VERB
bracis-28385	95	19	a	a	DET
bracis-28385	95	20	larger	large	ADJ
bracis-28385	95	21	field	field	NOUN
bracis-28385	95	22	of	of	ADP
bracis-28385	95	23	view	view	NOUN
bracis-28385	95	24	on	on	ADP
bracis-28385	95	25	feature	feature	NOUN
bracis-28385	95	26	extraction	extraction	NOUN
bracis-28385	95	27	.	.	PUNCT
bracis-28385	96	1	the	the	DET
bracis-28385	96	2	filter	filter	NOUN
bracis-28385	96	3	is	be	AUX
bracis-28385	96	4	filled	fill	VERB
bracis-28385	96	5	with	with	ADP
bracis-28385	96	6	zeros	zero	NOUN
bracis-28385	96	7	according	accord	VERB
bracis-28385	96	8	to	to	ADP
bracis-28385	96	9	a	a	DET
bracis-28385	96	10	chosen	choose	VERB
bracis-28385	96	11	dilation	dilation	NOUN
bracis-28385	96	12	rate	rate	NOUN
bracis-28385	96	13	r.	r.	PROPN
bracis-28385	96	14	figure	figure	PROPN
bracis-28385	96	15	 	 	SPACE
bracis-28385	96	16	7	7	NUM
bracis-28385	96	17	exemplifies	exemplify	VERB
bracis-28385	96	18	the	the	DET
bracis-28385	96	19	dilation	dilation	NOUN
bracis-28385	96	20	rate	rate	NOUN
bracis-28385	96	21	effect	effect	NOUN
bracis-28385	96	22	over	over	ADP
bracis-28385	96	23	the	the	DET
bracis-28385	96	24	convolution	convolution	NOUN
bracis-28385	96	25	kernel	kernel	NOUN
bracis-28385	96	26	.	.	PUNCT
bracis-28385	97	1	notice	notice	VERB
bracis-28385	97	2	that	that	SCONJ
bracis-28385	97	3	the	the	DET
bracis-28385	97	4	area	area	NOUN
bracis-28385	97	5	covered	cover	VERB
bracis-28385	97	6	by	by	ADP
bracis-28385	97	7	the	the	DET
bracis-28385	97	8	filter	filter	NOUN
bracis-28385	97	9	goes	go	VERB
bracis-28385	97	10	from	from	ADP
bracis-28385	97	11	3\(\,\times	3\(\,\times	NUM
bracis-28385	97	12	\,\)3	\,\)3	NOUN
bracis-28385	97	13	to	to	ADP
bracis-28385	97	14	5\(\,\times	5\(\,\times	NUM
bracis-28385	97	15	\,\)5	\,\)5	PROPN
bracis-28385	97	16	,	,	PUNCT
bracis-28385	97	17	but	but	CCONJ
bracis-28385	97	18	the	the	DET
bracis-28385	97	19	number	number	NOUN
bracis-28385	97	20	of	of	ADP
bracis-28385	97	21	parameters	parameter	NOUN
bracis-28385	97	22	is	be	AUX
bracis-28385	97	23	still	still	ADV
bracis-28385	97	24	the	the	DET
bracis-28385	97	25	same	same	ADJ
bracis-28385	97	26	.	.	PUNCT
bracis-28385	98	1	varying	vary	VERB
bracis-28385	98	2	the	the	DET
bracis-28385	98	3	dilation	dilation	NOUN
bracis-28385	98	4	rate	rate	NOUN
bracis-28385	98	5	along	along	ADP
bracis-28385	98	6	the	the	DET
bracis-28385	98	7	network	network	NOUN
bracis-28385	98	8	convolutions	convolution	NOUN
bracis-28385	98	9	helps	help	VERB
bracis-28385	98	10	the	the	DET
bracis-28385	98	11	model	model	NOUN
bracis-28385	98	12	to	to	PART
bracis-28385	98	13	capture	capture	VERB
bracis-28385	98	14	features	feature	NOUN
bracis-28385	98	15	on	on	ADP
bracis-28385	98	16	different	different	ADJ
bracis-28385	98	17	scales	scale	NOUN
bracis-28385	98	18	.	.	PUNCT
bracis-28385	99	1	deeplabv3	deeplabv3	ADJ
bracis-28385	99	2	+	+	CCONJ
bracis-28385	99	3	also	also	ADV
bracis-28385	99	4	implements	implement	VERB
bracis-28385	99	5	an	an	DET
bracis-28385	99	6	atrous	atrous	ADJ
bracis-28385	99	7	version	version	NOUN
bracis-28385	99	8	of	of	ADP
bracis-28385	99	9	the	the	DET
bracis-28385	99	10	depthwise	depthwise	NOUN
bracis-28385	99	11	separable	separable	ADJ
bracis-28385	99	12	convolution	convolution	NOUN
bracis-28385	99	13	,	,	PUNCT
bracis-28385	99	14	where	where	SCONJ
bracis-28385	99	15	the	the	DET
bracis-28385	99	16	depthwise	depthwise	NOUN
bracis-28385	99	17	convolution	convolution	NOUN
bracis-28385	99	18	also	also	ADV
bracis-28385	99	19	has	have	VERB
bracis-28385	99	20	a	a	DET
bracis-28385	99	21	dilation	dilation	NOUN
bracis-28385	99	22	in	in	ADP
bracis-28385	99	23	the	the	DET
bracis-28385	99	24	kernel	kernel	NOUN
bracis-28385	99	25	.	.	PUNCT
bracis-28385	100	1	fig	fig	NOUN
bracis-28385	100	2	.	.	PUNCT
bracis-28385	101	1	7	7	X
bracis-28385	101	2	.	.	NUM
bracis-28385	101	3	atrous	atrous	ADJ
bracis-28385	101	4	convolution	convolution	NOUN
bracis-28385	101	5	kernel	kernel	NOUN
bracis-28385	101	6	with	with	ADP
bracis-28385	101	7	different	different	ADJ
bracis-28385	101	8	dilation	dilation	NOUN
bracis-28385	101	9	rates	rate	NOUN
bracis-28385	101	10	.	.	PUNCT
bracis-28385	102	1	full	full	ADJ
bracis-28385	102	2	size	size	NOUN
bracis-28385	102	3	image	image	NOUN
bracis-28385	102	4	atrous	atrous	ADJ
bracis-28385	102	5	spatial	spatial	ADJ
bracis-28385	102	6	pyramid	pyramid	NOUN
bracis-28385	102	7	pooling	pooling	NOUN
bracis-28385	102	8	:	:	PUNCT
bracis-28385	102	9	inspired	inspire	VERB
bracis-28385	102	10	by	by	ADP
bracis-28385	102	11	the	the	DET
bracis-28385	102	12	spatial	spatial	ADJ
bracis-28385	102	13	pyramid	pyramid	NOUN
bracis-28385	102	14	pooling	pool	VERB
bracis-28385	102	15	(	(	PUNCT
bracis-28385	102	16	spp	spp	NOUN
bracis-28385	102	17	)	)	PUNCT
bracis-28385	102	18	proposed	propose	VERB
bracis-28385	102	19	in	in	ADP
bracis-28385	102	20	[	[	X
bracis-28385	102	21	12	12	NUM
bracis-28385	102	22	]	]	PUNCT
bracis-28385	102	23	,	,	PUNCT
bracis-28385	102	24	the	the	DET
bracis-28385	102	25	authors	author	NOUN
bracis-28385	102	26	of	of	ADP
bracis-28385	102	27	deeplab	deeplab	PROPN
bracis-28385	102	28	introduced	introduce	VERB
bracis-28385	102	29	the	the	DET
bracis-28385	102	30	atrous	atrous	ADJ
bracis-28385	102	31	version	version	NOUN
bracis-28385	102	32	of	of	ADP
bracis-28385	102	33	it	it	PRON
bracis-28385	102	34	in	in	ADP
bracis-28385	102	35	[	[	X
bracis-28385	102	36	4	4	NUM
bracis-28385	102	37	]	]	PUNCT
bracis-28385	102	38	.	.	PUNCT
bracis-28385	103	1	the	the	DET
bracis-28385	103	2	method	method	NOUN
bracis-28385	103	3	encodes	encode	VERB
bracis-28385	103	4	features	feature	NOUN
bracis-28385	103	5	from	from	ADP
bracis-28385	103	6	different	different	ADJ
bracis-28385	103	7	resolutions	resolution	NOUN
bracis-28385	103	8	into	into	ADP
bracis-28385	103	9	fixed	fix	VERB
bracis-28385	103	10	-	-	PUNCT
bracis-28385	103	11	size	size	NOUN
bracis-28385	103	12	feature	feature	NOUN
bracis-28385	103	13	maps	map	NOUN
bracis-28385	103	14	and	and	CCONJ
bracis-28385	103	15	concatenates	concatenate	VERB
bracis-28385	103	16	them	they	PRON
bracis-28385	103	17	together	together	ADV
bracis-28385	103	18	to	to	PART
bracis-28385	103	19	feed	feed	VERB
bracis-28385	103	20	the	the	DET
bracis-28385	103	21	rest	rest	NOUN
bracis-28385	103	22	of	of	ADP
bracis-28385	103	23	the	the	DET
bracis-28385	103	24	network	network	NOUN
bracis-28385	103	25	,	,	PUNCT
bracis-28385	103	26	as	as	SCONJ
bracis-28385	103	27	illustrated	illustrate	VERB
bracis-28385	103	28	in	in	ADP
bracis-28385	103	29	fig	fig	NOUN
bracis-28385	103	30	.	.	PUNCT
bracis-28385	103	31	 	 	SPACE
bracis-28385	103	32	8	8	NUM
bracis-28385	103	33	.	.	PUNCT
bracis-28385	103	34	fig	fig	NOUN
bracis-28385	103	35	.	.	PUNCT
bracis-28385	104	1	8	8	X
bracis-28385	104	2	.	.	PUNCT
bracis-28385	104	3	architectural	architectural	ADJ
bracis-28385	104	4	overview	overview	NOUN
bracis-28385	104	5	of	of	ADP
bracis-28385	104	6	atrous	atrous	ADJ
bracis-28385	104	7	spatial	spatial	ADJ
bracis-28385	104	8	pyramid	pyramid	NOUN
bracis-28385	104	9	pooling	pool	VERB
bracis-28385	104	10	module	module	NOUN
bracis-28385	104	11	.	.	PUNCT
bracis-28385	105	1	full	full	ADJ
bracis-28385	105	2	size	size	NOUN
bracis-28385	105	3	image	image	NOUN
bracis-28385	105	4	encoder	encoder	NOUN
bracis-28385	105	5	/	/	SYM
bracis-28385	105	6	decoder	decoder	NOUN
bracis-28385	105	7	:	:	PUNCT
bracis-28385	105	8	following	follow	VERB
bracis-28385	105	9	the	the	DET
bracis-28385	105	10	recipe	recipe	NOUN
bracis-28385	105	11	of	of	ADP
bracis-28385	105	12	the	the	DET
bracis-28385	105	13	most	most	ADV
bracis-28385	105	14	successful	successful	ADJ
bracis-28385	105	15	methods	method	NOUN
bracis-28385	105	16	for	for	ADP
bracis-28385	105	17	semantic	semantic	ADJ
bracis-28385	105	18	image	image	NOUN
bracis-28385	105	19	segmentation	segmentation	NOUN
bracis-28385	105	20	,	,	PUNCT
bracis-28385	105	21	this	this	DET
bracis-28385	105	22	work	work	NOUN
bracis-28385	105	23	uses	use	VERB
bracis-28385	105	24	the	the	DET
bracis-28385	105	25	encoder	encoder	NOUN
bracis-28385	105	26	/	/	SYM
bracis-28385	105	27	decoder	decoder	NOUN
bracis-28385	105	28	structure	structure	NOUN
bracis-28385	105	29	for	for	ADP
bracis-28385	105	30	extracting	extract	VERB
bracis-28385	105	31	features	feature	NOUN
bracis-28385	105	32	and	and	CCONJ
bracis-28385	105	33	restoring	restore	VERB
bracis-28385	105	34	them	they	PRON
bracis-28385	105	35	to	to	ADP
bracis-28385	105	36	the	the	DET
bracis-28385	105	37	original	original	ADJ
bracis-28385	105	38	resolution	resolution	NOUN
bracis-28385	105	39	.	.	PUNCT
bracis-28385	106	1	the	the	DET
bracis-28385	106	2	efficientnet	efficientnet	PROPN
bracis-28385	106	3	model	model	NOUN
bracis-28385	106	4	serves	serve	VERB
bracis-28385	106	5	as	as	ADP
bracis-28385	106	6	the	the	DET
bracis-28385	106	7	feature	feature	NOUN
bracis-28385	106	8	extraction	extraction	NOUN
bracis-28385	106	9	backbone	backbone	NOUN
bracis-28385	106	10	alongside	alongside	ADP
bracis-28385	106	11	the	the	DET
bracis-28385	106	12	aspp	aspp	NOUN
bracis-28385	106	13	module	module	NOUN
bracis-28385	106	14	,	,	PUNCT
bracis-28385	106	15	and	and	CCONJ
bracis-28385	106	16	both	both	PRON
bracis-28385	106	17	compose	compose	VERB
bracis-28385	106	18	the	the	DET
bracis-28385	106	19	encoder	encoder	NOUN
bracis-28385	106	20	part	part	NOUN
bracis-28385	106	21	of	of	ADP
bracis-28385	106	22	the	the	DET
bracis-28385	106	23	model	model	NOUN
bracis-28385	106	24	.	.	PUNCT
bracis-28385	107	1	the	the	DET
bracis-28385	107	2	decoder	decoder	NOUN
bracis-28385	107	3	inputs	input	NOUN
bracis-28385	107	4	are	be	AUX
bracis-28385	107	5	the	the	DET
bracis-28385	107	6	features	feature	NOUN
bracis-28385	107	7	from	from	ADP
bracis-28385	107	8	efficientnet	efficientnet	PROPN
bracis-28385	107	9	’s	’s	PART
bracis-28385	107	10	third	third	ADJ
bracis-28385	107	11	layer	layer	NOUN
bracis-28385	107	12	.	.	PUNCT
bracis-28385	108	1	they	they	PRON
bracis-28385	108	2	are	be	AUX
bracis-28385	108	3	further	far	ADV
bracis-28385	108	4	convoluted	convolute	VERB
bracis-28385	108	5	by	by	ADP
bracis-28385	108	6	one	one	NUM
bracis-28385	108	7	atrous	atrous	ADJ
bracis-28385	108	8	separable	separable	ADJ
bracis-28385	108	9	convolution	convolution	NOUN
bracis-28385	108	10	and	and	CCONJ
bracis-28385	108	11	one	one	NUM
bracis-28385	108	12	1\(\,\times	1\(\,\times	NUM
bracis-28385	108	13	\,\)1	\,\)1	DET
bracis-28385	108	14	convolution	convolution	NOUN
bracis-28385	108	15	layer	layer	NOUN
bracis-28385	108	16	.	.	PUNCT
bracis-28385	109	1	the	the	DET
bracis-28385	109	2	result	result	NOUN
bracis-28385	109	3	is	be	AUX
bracis-28385	109	4	concatenated	concatenate	VERB
bracis-28385	109	5	with	with	ADP
bracis-28385	109	6	the	the	DET
bracis-28385	109	7	encoder	encoder	NOUN
bracis-28385	109	8	output	output	NOUN
bracis-28385	109	9	to	to	PART
bracis-28385	109	10	get	get	AUX
bracis-28385	109	11	convolved	convolve	VERB
bracis-28385	109	12	and	and	CCONJ
bracis-28385	109	13	upsampled	upsample	VERB
bracis-28385	109	14	to	to	ADP
bracis-28385	109	15	the	the	DET
bracis-28385	109	16	original	original	ADJ
bracis-28385	109	17	image	image	NOUN
bracis-28385	109	18	resolution	resolution	NOUN
bracis-28385	109	19	,	,	PUNCT
bracis-28385	109	20	outputting	output	VERB
bracis-28385	109	21	an	an	DET
bracis-28385	109	22	image	image	NOUN
bracis-28385	109	23	segmentation	segmentation	NOUN
bracis-28385	109	24	mask	mask	NOUN
bracis-28385	109	25	.	.	PUNCT
bracis-28385	110	1	3.3	3.3	NUM
bracis-28385	110	2	results	result	NOUN
bracis-28385	110	3	we	we	PRON
bracis-28385	110	4	conducted	conduct	VERB
bracis-28385	110	5	experiments	experiment	NOUN
bracis-28385	110	6	to	to	PART
bracis-28385	110	7	validate	validate	VERB
bracis-28385	110	8	the	the	DET
bracis-28385	110	9	proposed	propose	VERB
bracis-28385	110	10	method	method	NOUN
bracis-28385	110	11	.	.	PUNCT
bracis-28385	111	1	the	the	DET
bracis-28385	111	2	training	training	NOUN
bracis-28385	111	3	environment	environment	NOUN
bracis-28385	111	4	was	be	AUX
bracis-28385	111	5	a	a	DET
bracis-28385	111	6	computer	computer	NOUN
bracis-28385	111	7	with	with	ADP
bracis-28385	111	8	intel	intel	PROPN
bracis-28385	111	9	core	core	NOUN
bracis-28385	111	10	™	™	PROPN
bracis-28385	111	11	i5	i5	ADJ
bracis-28385	111	12	-	-	PUNCT
bracis-28385	111	13	10400f	10400f	NUM
bracis-28385	111	14	cpu	cpu	NOUN
bracis-28385	111	15	@	@	ADP
bracis-28385	111	16	2.90	2.90	NUM
bracis-28385	111	17	 	 	SPACE
bracis-28385	111	18	ghz	ghz	NOUN
bracis-28385	111	19	and	and	CCONJ
bracis-28385	111	20	one	one	NUM
bracis-28385	111	21	nvidia	nvidia	PROPN
bracis-28385	111	22	®	®	PROPN
bracis-28385	111	23	gpu	gpu	PROPN
bracis-28385	111	24	rtx-3060	rtx-3060	NOUN
bracis-28385	111	25	12	12	NUM
bracis-28385	111	26	 	 	SPACE
bracis-28385	111	27	gb	gb	NOUN
bracis-28385	111	28	of	of	ADP
bracis-28385	111	29	memory	memory	NOUN
bracis-28385	111	30	.	.	PUNCT
bracis-28385	112	1	for	for	ADP
bracis-28385	112	2	the	the	DET
bracis-28385	112	3	implementation	implementation	NOUN
bracis-28385	112	4	of	of	ADP
bracis-28385	112	5	the	the	DET
bracis-28385	112	6	model	model	NOUN
bracis-28385	112	7	,	,	PUNCT
bracis-28385	112	8	we	we	PRON
bracis-28385	112	9	used	use	VERB
bracis-28385	112	10	python	python	NOUN
bracis-28385	112	11	programming	programming	NOUN
bracis-28385	112	12	language	language	NOUN
bracis-28385	112	13	and	and	CCONJ
bracis-28385	112	14	the	the	DET
bracis-28385	112	15	libraries	library	NOUN
bracis-28385	112	16	:	:	PUNCT
bracis-28385	112	17	tensorflow	tensorflow	NOUN
bracis-28385	112	18	,	,	PUNCT
bracis-28385	112	19	keras	keras	PROPN
bracis-28385	112	20	,	,	PUNCT
bracis-28385	112	21	and	and	CCONJ
bracis-28385	112	22	tensorflow	tensorflow	NOUN
bracis-28385	112	23	advanced	advanced	ADJ
bracis-28385	112	24	segmentation	segmentation	NOUN
bracis-28385	112	25	models	model	NOUN
bracis-28385	112	26	[	[	X
bracis-28385	112	27	15	15	NUM
bracis-28385	112	28	]	]	PUNCT
bracis-28385	112	29	.	.	PUNCT
bracis-28385	113	1	for	for	ADP
bracis-28385	113	2	a	a	DET
bracis-28385	113	3	better	well	ADJ
bracis-28385	113	4	understanding	understanding	NOUN
bracis-28385	113	5	of	of	ADP
bracis-28385	113	6	how	how	SCONJ
bracis-28385	113	7	large	large	ADJ
bracis-28385	113	8	the	the	DET
bracis-28385	113	9	feature	feature	NOUN
bracis-28385	113	10	extraction	extraction	NOUN
bracis-28385	113	11	backbone	backbone	NOUN
bracis-28385	113	12	model	model	NOUN
bracis-28385	113	13	needs	need	VERB
bracis-28385	113	14	to	to	PART
bracis-28385	113	15	be	be	AUX
bracis-28385	113	16	,	,	PUNCT
bracis-28385	113	17	we	we	PRON
bracis-28385	113	18	experimented	experiment	VERB
bracis-28385	113	19	with	with	ADP
bracis-28385	113	20	effcientnet	effcientnet	NOUN
bracis-28385	113	21	b0	b0	NOUN
bracis-28385	113	22	,	,	PUNCT
bracis-28385	113	23	b1	b1	NOUN
bracis-28385	113	24	,	,	PUNCT
bracis-28385	113	25	and	and	CCONJ
bracis-28385	113	26	b2	b2	NOUN
bracis-28385	113	27	,	,	PUNCT
bracis-28385	113	28	estimating	estimate	VERB
bracis-28385	113	29	which	which	DET
bracis-28385	113	30	one	one	NUM
bracis-28385	113	31	suits	suit	VERB
bracis-28385	113	32	better	well	ADV
bracis-28385	113	33	for	for	ADP
bracis-28385	113	34	the	the	DET
bracis-28385	113	35	problem	problem	NOUN
bracis-28385	113	36	.	.	PUNCT
bracis-28385	114	1	we	we	PRON
bracis-28385	114	2	did	do	AUX
bracis-28385	114	3	not	not	PART
bracis-28385	114	4	use	use	VERB
bracis-28385	114	5	the	the	DET
bracis-28385	114	6	models	model	NOUN
bracis-28385	114	7	above	above	ADP
bracis-28385	114	8	b2	b2	NOUN
bracis-28385	114	9	because	because	SCONJ
bracis-28385	114	10	the	the	DET
bracis-28385	114	11	dataset	dataset	NOUN
bracis-28385	114	12	is	be	AUX
bracis-28385	114	13	not	not	PART
bracis-28385	114	14	big	big	ADJ
bracis-28385	114	15	enough	enough	ADV
bracis-28385	114	16	to	to	PART
bracis-28385	114	17	supply	supply	VERB
bracis-28385	114	18	those	those	DET
bracis-28385	114	19	models	model	NOUN
bracis-28385	114	20	.	.	PUNCT
bracis-28385	115	1	the	the	DET
bracis-28385	115	2	pre	pre	ADJ
bracis-28385	115	3	-	-	ADJ
bracis-28385	115	4	processed	processed	ADJ
bracis-28385	115	5	segthor	segthor	NOUN
bracis-28385	115	6	2d	2d	NOUN
bracis-28385	115	7	slices	slice	NOUN
bracis-28385	115	8	were	be	AUX
bracis-28385	115	9	split	split	VERB
bracis-28385	115	10	70	70	NUM
bracis-28385	115	11	%	%	NOUN
bracis-28385	115	12	for	for	ADP
bracis-28385	115	13	training	training	NOUN
bracis-28385	115	14	and	and	CCONJ
bracis-28385	115	15	30	30	NUM
bracis-28385	115	16	%	%	NOUN
bracis-28385	115	17	for	for	ADP
bracis-28385	115	18	the	the	DET
bracis-28385	115	19	test	test	NOUN
bracis-28385	115	20	,	,	PUNCT
bracis-28385	115	21	per	per	ADP
bracis-28385	115	22	patient	patient	NOUN
bracis-28385	115	23	.	.	PUNCT
bracis-28385	116	1	it	it	PRON
bracis-28385	116	2	is	be	AUX
bracis-28385	116	3	important	important	ADJ
bracis-28385	116	4	to	to	PART
bracis-28385	116	5	emphasize	emphasize	VERB
bracis-28385	116	6	that	that	SCONJ
bracis-28385	116	7	the	the	DET
bracis-28385	116	8	results	result	NOUN
bracis-28385	116	9	use	use	VERB
bracis-28385	116	10	at	at	ADV
bracis-28385	116	11	least	least	ADV
bracis-28385	116	12	30	30	NUM
bracis-28385	116	13	%	%	NOUN
bracis-28385	116	14	fewer	few	ADJ
bracis-28385	116	15	data	datum	NOUN
bracis-28385	116	16	than	than	ADP
bracis-28385	116	17	the	the	DET
bracis-28385	116	18	works	work	NOUN
bracis-28385	116	19	on	on	ADP
bracis-28385	116	20	the	the	DET
bracis-28385	116	21	segthor	segthor	NOUN
bracis-28385	116	22	dataset	dataset	VERB
bracis-28385	116	23	due	due	ADP
bracis-28385	116	24	to	to	ADP
bracis-28385	116	25	the	the	DET
bracis-28385	116	26	unavailability	unavailability	NOUN
bracis-28385	116	27	of	of	ADP
bracis-28385	116	28	20	20	NUM
bracis-28385	116	29	test	test	NOUN
bracis-28385	116	30	case	case	NOUN
bracis-28385	116	31	patients	patient	NOUN
bracis-28385	116	32	from	from	ADP
bracis-28385	116	33	the	the	DET
bracis-28385	116	34	original	original	ADJ
bracis-28385	116	35	60	60	NUM
bracis-28385	116	36	patients	patient	NOUN
bracis-28385	116	37	on	on	ADP
bracis-28385	116	38	the	the	DET
bracis-28385	116	39	dataset	dataset	NOUN
bracis-28385	116	40	.	.	PUNCT
bracis-28385	117	1	the	the	DET
bracis-28385	117	2	training	training	NOUN
bracis-28385	117	3	was	be	AUX
bracis-28385	117	4	executed	execute	VERB
bracis-28385	117	5	for	for	ADP
bracis-28385	117	6	100	100	NUM
bracis-28385	117	7	epochs	epoch	NOUN
bracis-28385	117	8	and	and	CCONJ
bracis-28385	117	9	used	use	VERB
bracis-28385	117	10	adam	adam	PROPN
bracis-28385	117	11	(	(	PUNCT
bracis-28385	117	12	adaptive	adaptive	ADJ
bracis-28385	117	13	moment	moment	NOUN
bracis-28385	117	14	estimation	estimation	NOUN
bracis-28385	117	15	)	)	PUNCT
bracis-28385	117	16	to	to	PART
bracis-28385	117	17	update	update	VERB
bracis-28385	117	18	the	the	DET
bracis-28385	117	19	network	network	NOUN
bracis-28385	117	20	weights	weight	VERB
bracis-28385	117	21	[	[	X
bracis-28385	117	22	16	16	NUM
bracis-28385	117	23	]	]	PUNCT
bracis-28385	117	24	.	.	PUNCT
bracis-28385	118	1	the	the	DET
bracis-28385	118	2	loss	loss	NOUN
bracis-28385	118	3	function	function	NOUN
bracis-28385	118	4	used	use	VERB
bracis-28385	118	5	is	be	AUX
bracis-28385	118	6	binary	binary	ADJ
bracis-28385	118	7	cross	cross	NOUN
bracis-28385	118	8	-	-	ADJ
bracis-28385	118	9	entropy	entropy	ADJ
bracis-28385	118	10	loss	loss	NOUN
bracis-28385	118	11	\(+\	\(+\	NOUN
bracis-28385	118	12	)	)	PUNCT
bracis-28385	118	13	dice	dice	NOUN
bracis-28385	118	14	loss	loss	NOUN
bracis-28385	118	15	.	.	PUNCT
bracis-28385	119	1	the	the	DET
bracis-28385	119	2	training	training	NOUN
bracis-28385	119	3	process	process	NOUN
bracis-28385	119	4	was	be	AUX
bracis-28385	119	5	repeated	repeat	VERB
bracis-28385	119	6	5	5	NUM
bracis-28385	119	7	times	time	NOUN
bracis-28385	119	8	for	for	ADP
bracis-28385	119	9	each	each	DET
bracis-28385	119	10	model	model	NOUN
bracis-28385	119	11	,	,	PUNCT
bracis-28385	119	12	following	follow	VERB
bracis-28385	119	13	the	the	DET
bracis-28385	119	14	holdout	holdout	NOUN
bracis-28385	119	15	validation	validation	NOUN
bracis-28385	119	16	method	method	NOUN
bracis-28385	119	17	.	.	PUNCT
bracis-28385	120	1	table	table	NOUN
bracis-28385	120	2	 	 	SPACE
bracis-28385	120	3	3	3	NUM
bracis-28385	120	4	summarizes	summarize	NOUN
bracis-28385	120	5	the	the	DET
bracis-28385	120	6	dice	dice	NOUN
bracis-28385	120	7	and	and	CCONJ
bracis-28385	120	8	jaccard	jaccard	ADJ
bracis-28385	120	9	score	score	NOUN
bracis-28385	120	10	for	for	ADP
bracis-28385	120	11	the	the	DET
bracis-28385	120	12	different	different	ADJ
bracis-28385	120	13	effcientnet	effcientnet	NOUN
bracis-28385	120	14	backbones	backbone	NOUN
bracis-28385	120	15	experimented	experiment	VERB
bracis-28385	120	16	with	with	ADP
bracis-28385	120	17	.	.	PUNCT
bracis-28385	121	1	table	table	NOUN
bracis-28385	121	2	3	3	NUM
bracis-28385	121	3	.	.	PUNCT
bracis-28385	121	4	results	result	NOUN
bracis-28385	121	5	of	of	ADP
bracis-28385	121	6	the	the	DET
bracis-28385	121	7	proposed	propose	VERB
bracis-28385	121	8	method	method	NOUN
bracis-28385	121	9	with	with	ADP
bracis-28385	121	10	different	different	ADJ
bracis-28385	121	11	backbone	backbone	NOUN
bracis-28385	121	12	choice.full	choice.full	NOUN
bracis-28385	121	13	size	size	NOUN
bracis-28385	121	14	table	table	NOUN
bracis-28385	121	15	the	the	DET
bracis-28385	121	16	best	well	ADV
bracis-28385	121	17	-	-	PUNCT
bracis-28385	121	18	performing	perform	VERB
bracis-28385	121	19	model	model	NOUN
bracis-28385	121	20	reached	reach	VERB
bracis-28385	121	21	88.6	88.6	NUM
bracis-28385	121	22	%	%	NOUN
bracis-28385	121	23	dice	dice	NOUN
bracis-28385	121	24	score	score	NOUN
bracis-28385	121	25	for	for	ADP
bracis-28385	121	26	trachea	trachea	ADJ
bracis-28385	121	27	segmentation	segmentation	NOUN
bracis-28385	121	28	with	with	ADP
bracis-28385	121	29	0.7	0.7	NUM
bracis-28385	121	30	std	std	NOUN
bracis-28385	121	31	,	,	PUNCT
bracis-28385	121	32	demonstrating	demonstrate	VERB
bracis-28385	121	33	that	that	SCONJ
bracis-28385	121	34	the	the	DET
bracis-28385	121	35	model	model	NOUN
bracis-28385	121	36	could	could	AUX
bracis-28385	121	37	generalize	generalize	VERB
bracis-28385	121	38	with	with	ADP
bracis-28385	121	39	stable	stable	ADJ
bracis-28385	121	40	metrics	metric	NOUN
bracis-28385	121	41	.	.	PUNCT
bracis-28385	122	1	this	this	DET
bracis-28385	122	2	result	result	NOUN
bracis-28385	122	3	was	be	AUX
bracis-28385	122	4	found	find	VERB
bracis-28385	122	5	with	with	ADP
bracis-28385	122	6	efficientnet	efficientnet	NOUN
bracis-28385	122	7	b0	b0	NOUN
bracis-28385	122	8	,	,	PUNCT
bracis-28385	122	9	which	which	PRON
bracis-28385	122	10	is	be	AUX
bracis-28385	122	11	also	also	ADV
bracis-28385	122	12	a	a	DET
bracis-28385	122	13	lighter	light	ADJ
bracis-28385	122	14	version	version	NOUN
bracis-28385	122	15	,	,	PUNCT
bracis-28385	122	16	indicating	indicate	VERB
bracis-28385	122	17	that	that	SCONJ
bracis-28385	122	18	the	the	DET
bracis-28385	122	19	dataset	dataset	NOUN
bracis-28385	122	20	is	be	AUX
bracis-28385	122	21	not	not	PART
bracis-28385	122	22	sufficiently	sufficiently	ADV
bracis-28385	122	23	extensive	extensive	ADJ
bracis-28385	122	24	for	for	ADP
bracis-28385	122	25	training	train	VERB
bracis-28385	122	26	deeper	deep	ADJ
bracis-28385	122	27	networks	network	NOUN
bracis-28385	122	28	.	.	PUNCT
bracis-28385	123	1	notice	notice	VERB
bracis-28385	123	2	that	that	SCONJ
bracis-28385	123	3	efficientnet	efficientnet	NOUN
bracis-28385	123	4	b1	b1	NOUN
bracis-28385	123	5	and	and	CCONJ
bracis-28385	123	6	b2	b2	NOUN
bracis-28385	123	7	obtained	obtain	VERB
bracis-28385	123	8	a	a	DET
bracis-28385	123	9	higher	high	ADJ
bracis-28385	123	10	std	std	NOUN
bracis-28385	123	11	and	and	CCONJ
bracis-28385	123	12	at	at	ADP
bracis-28385	123	13	the	the	DET
bracis-28385	123	14	same	same	ADJ
bracis-28385	123	15	time	time	NOUN
bracis-28385	123	16	lower	low	ADJ
bracis-28385	123	17	dice	dice	NOUN
bracis-28385	123	18	score	score	NOUN
bracis-28385	123	19	.	.	PUNCT
bracis-28385	124	1	3.4	3.4	NUM
bracis-28385	124	2	discussion	discussion	NOUN
bracis-28385	124	3	some	some	DET
bracis-28385	124	4	regions	region	NOUN
bracis-28385	124	5	of	of	ADP
bracis-28385	124	6	the	the	DET
bracis-28385	124	7	trachea	trachea	NOUN
bracis-28385	124	8	are	be	AUX
bracis-28385	124	9	more	more	ADV
bracis-28385	124	10	difficult	difficult	ADJ
bracis-28385	124	11	to	to	PART
bracis-28385	124	12	segment	segment	VERB
bracis-28385	124	13	.	.	PUNCT
bracis-28385	125	1	it	it	PRON
bracis-28385	125	2	happens	happen	VERB
bracis-28385	125	3	because	because	SCONJ
bracis-28385	125	4	the	the	DET
bracis-28385	125	5	organ	organ	NOUN
bracis-28385	125	6	varies	vary	VERB
bracis-28385	125	7	in	in	ADP
bracis-28385	125	8	shape	shape	NOUN
bracis-28385	125	9	according	accord	VERB
bracis-28385	125	10	to	to	ADP
bracis-28385	125	11	the	the	DET
bracis-28385	125	12	region	region	NOUN
bracis-28385	125	13	depth	depth	NOUN
bracis-28385	125	14	in	in	ADP
bracis-28385	125	15	the	the	DET
bracis-28385	125	16	body	body	NOUN
bracis-28385	125	17	.	.	PUNCT
bracis-28385	126	1	at	at	ADP
bracis-28385	126	2	some	some	DET
bracis-28385	126	3	depths	depth	NOUN
bracis-28385	126	4	,	,	PUNCT
bracis-28385	126	5	the	the	DET
bracis-28385	126	6	organ	organ	NOUN
bracis-28385	126	7	may	may	AUX
bracis-28385	126	8	also	also	ADV
bracis-28385	126	9	split	split	VERB
bracis-28385	126	10	into	into	ADP
bracis-28385	126	11	two	two	NUM
bracis-28385	126	12	tubes	tube	NOUN
bracis-28385	126	13	,	,	PUNCT
bracis-28385	126	14	as	as	SCONJ
bracis-28385	126	15	depicted	depict	VERB
bracis-28385	126	16	in	in	ADP
bracis-28385	126	17	fig	fig	NOUN
bracis-28385	126	18	.	.	PUNCT
bracis-28385	126	19	 	 	SPACE
bracis-28385	127	1	9	9	NUM
bracis-28385	127	2	.	.	PUNCT
bracis-28385	128	1	here	here	ADV
bracis-28385	128	2	we	we	PRON
bracis-28385	128	3	can	can	AUX
bracis-28385	128	4	see	see	VERB
bracis-28385	128	5	the	the	DET
bracis-28385	128	6	original	original	ADJ
bracis-28385	128	7	image	image	NOUN
bracis-28385	128	8	on	on	ADP
bracis-28385	128	9	the	the	DET
bracis-28385	128	10	left	left	ADJ
bracis-28385	128	11	side	side	NOUN
bracis-28385	128	12	,	,	PUNCT
bracis-28385	128	13	the	the	DET
bracis-28385	128	14	model	model	NOUN
bracis-28385	128	15	prediction	prediction	NOUN
bracis-28385	128	16	in	in	ADP
bracis-28385	128	17	the	the	DET
bracis-28385	128	18	middle	middle	NOUN
bracis-28385	128	19	,	,	PUNCT
bracis-28385	128	20	and	and	CCONJ
bracis-28385	128	21	the	the	DET
bracis-28385	128	22	manual	manual	ADJ
bracis-28385	128	23	segmentation	segmentation	NOUN
bracis-28385	128	24	on	on	ADP
bracis-28385	128	25	the	the	DET
bracis-28385	128	26	right	right	NOUN
bracis-28385	128	27	.	.	PUNCT
bracis-28385	129	1	fig	fig	NOUN
bracis-28385	129	2	.	.	PUNCT
bracis-28385	130	1	9	9	X
bracis-28385	130	2	.	.	X
bracis-28385	130	3	study	study	NOUN
bracis-28385	130	4	case	case	NOUN
bracis-28385	130	5	:	:	PUNCT
bracis-28385	130	6	2d	2d	NUM
bracis-28385	130	7	slice	slice	NOUN
bracis-28385	130	8	where	where	SCONJ
bracis-28385	130	9	the	the	DET
bracis-28385	130	10	trachea	trachea	NOUN
bracis-28385	130	11	is	be	AUX
bracis-28385	130	12	found	find	VERB
bracis-28385	130	13	splitted	splitte	VERB
bracis-28385	130	14	into	into	ADP
bracis-28385	130	15	two	two	NUM
bracis-28385	130	16	tubes	tube	NOUN
bracis-28385	130	17	.	.	PUNCT
bracis-28385	131	1	the	the	DET
bracis-28385	131	2	image	image	NOUN
bracis-28385	131	3	in	in	ADP
bracis-28385	131	4	the	the	DET
bracis-28385	131	5	middle	middle	NOUN
bracis-28385	131	6	is	be	AUX
bracis-28385	131	7	the	the	DET
bracis-28385	131	8	prediction	prediction	NOUN
bracis-28385	131	9	made	make	VERB
bracis-28385	131	10	by	by	ADP
bracis-28385	131	11	the	the	DET
bracis-28385	131	12	model	model	NOUN
bracis-28385	131	13	.	.	PUNCT
bracis-28385	132	1	the	the	DET
bracis-28385	132	2	image	image	NOUN
bracis-28385	132	3	on	on	ADP
bracis-28385	132	4	the	the	DET
bracis-28385	132	5	right	right	NOUN
bracis-28385	132	6	is	be	AUX
bracis-28385	132	7	the	the	DET
bracis-28385	132	8	ground	ground	NOUN
bracis-28385	132	9	truth	truth	NOUN
bracis-28385	132	10	,	,	PUNCT
bracis-28385	132	11	provided	provide	VERB
bracis-28385	132	12	by	by	ADP
bracis-28385	132	13	a	a	DET
bracis-28385	132	14	physician	physician	NOUN
bracis-28385	132	15	.	.	PUNCT
bracis-28385	133	1	full	full	ADJ
bracis-28385	133	2	size	size	NOUN
bracis-28385	133	3	image	image	NOUN
bracis-28385	133	4	the	the	DET
bracis-28385	133	5	network	network	NOUN
bracis-28385	133	6	performs	perform	VERB
bracis-28385	133	7	well	well	ADV
bracis-28385	133	8	for	for	ADP
bracis-28385	133	9	the	the	DET
bracis-28385	133	10	central	central	ADJ
bracis-28385	133	11	portions	portion	NOUN
bracis-28385	133	12	of	of	ADP
bracis-28385	133	13	the	the	DET
bracis-28385	133	14	trachea	trachea	PROPN
bracis-28385	133	15	,	,	PUNCT
bracis-28385	133	16	as	as	SCONJ
bracis-28385	133	17	illustrated	illustrate	VERB
bracis-28385	133	18	in	in	ADP
bracis-28385	133	19	fig	fig	NOUN
bracis-28385	133	20	.	.	PUNCT
bracis-28385	133	21	 	 	SPACE
bracis-28385	134	1	10	10	NUM
bracis-28385	134	2	,	,	PUNCT
bracis-28385	134	3	where	where	SCONJ
bracis-28385	134	4	efficientdeeplab	efficientdeeplab	ADJ
bracis-28385	134	5	was	be	AUX
bracis-28385	134	6	capable	capable	ADJ
bracis-28385	134	7	of	of	ADP
bracis-28385	134	8	correctly	correctly	ADV
bracis-28385	134	9	identifying	identify	VERB
bracis-28385	134	10	the	the	DET
bracis-28385	134	11	shape	shape	NOUN
bracis-28385	134	12	and	and	CCONJ
bracis-28385	134	13	location	location	NOUN
bracis-28385	134	14	of	of	ADP
bracis-28385	134	15	the	the	DET
bracis-28385	134	16	organ	organ	NOUN
bracis-28385	134	17	.	.	PUNCT
bracis-28385	135	1	fig	fig	NOUN
bracis-28385	135	2	.	.	PUNCT
bracis-28385	136	1	10	10	NUM
bracis-28385	136	2	.	.	PUNCT
bracis-28385	136	3	study	study	NOUN
bracis-28385	136	4	case	case	NOUN
bracis-28385	136	5	:	:	PUNCT
bracis-28385	136	6	prediction	prediction	NOUN
bracis-28385	136	7	of	of	ADP
bracis-28385	136	8	a	a	DET
bracis-28385	136	9	central	central	ADJ
bracis-28385	136	10	portion	portion	NOUN
bracis-28385	136	11	of	of	ADP
bracis-28385	136	12	the	the	DET
bracis-28385	136	13	trachea	trachea	PROPN
bracis-28385	136	14	.	.	PUNCT
bracis-28385	137	1	the	the	DET
bracis-28385	137	2	image	image	NOUN
bracis-28385	137	3	in	in	ADP
bracis-28385	137	4	the	the	DET
bracis-28385	137	5	middle	middle	NOUN
bracis-28385	137	6	is	be	AUX
bracis-28385	137	7	the	the	DET
bracis-28385	137	8	prediction	prediction	NOUN
bracis-28385	137	9	made	make	VERB
bracis-28385	137	10	by	by	ADP
bracis-28385	137	11	the	the	DET
bracis-28385	137	12	model	model	NOUN
bracis-28385	137	13	.	.	PUNCT
bracis-28385	138	1	the	the	DET
bracis-28385	138	2	image	image	NOUN
bracis-28385	138	3	on	on	ADP
bracis-28385	138	4	the	the	DET
bracis-28385	138	5	right	right	NOUN
bracis-28385	138	6	is	be	AUX
bracis-28385	138	7	the	the	DET
bracis-28385	138	8	ground	ground	NOUN
bracis-28385	138	9	truth	truth	NOUN
bracis-28385	138	10	,	,	PUNCT
bracis-28385	138	11	provided	provide	VERB
bracis-28385	138	12	by	by	ADP
bracis-28385	138	13	a	a	DET
bracis-28385	138	14	physician	physician	NOUN
bracis-28385	138	15	full	full	ADJ
bracis-28385	138	16	size	size	NOUN
bracis-28385	138	17	image	image	NOUN
bracis-28385	138	18	however	however	ADV
bracis-28385	138	19	,	,	PUNCT
bracis-28385	138	20	for	for	ADP
bracis-28385	138	21	the	the	DET
bracis-28385	138	22	peripheral	peripheral	ADJ
bracis-28385	138	23	slices	slice	NOUN
bracis-28385	138	24	of	of	ADP
bracis-28385	138	25	the	the	DET
bracis-28385	138	26	organ	organ	NOUN
bracis-28385	138	27	and	and	CCONJ
bracis-28385	138	28	the	the	DET
bracis-28385	138	29	images	image	NOUN
bracis-28385	138	30	without	without	ADP
bracis-28385	138	31	trachea	trachea	PROPN
bracis-28385	138	32	presence	presence	NOUN
bracis-28385	138	33	,	,	PUNCT
bracis-28385	138	34	it	it	PRON
bracis-28385	138	35	’s	’	VERB
bracis-28385	138	36	difficult	difficult	ADJ
bracis-28385	138	37	for	for	SCONJ
bracis-28385	138	38	the	the	DET
bracis-28385	138	39	model	model	NOUN
bracis-28385	138	40	to	to	PART
bracis-28385	138	41	yield	yield	VERB
bracis-28385	138	42	the	the	DET
bracis-28385	138	43	correct	correct	ADJ
bracis-28385	138	44	output	output	NOUN
bracis-28385	138	45	.	.	PUNCT
bracis-28385	139	1	some	some	DET
bracis-28385	139	2	image	image	NOUN
bracis-28385	139	3	regions	region	NOUN
bracis-28385	139	4	contain	contain	VERB
bracis-28385	139	5	similar	similar	ADJ
bracis-28385	139	6	textural	textural	ADJ
bracis-28385	139	7	features	feature	NOUN
bracis-28385	139	8	and	and	CCONJ
bracis-28385	139	9	shapes	shape	NOUN
bracis-28385	139	10	as	as	ADP
bracis-28385	139	11	the	the	DET
bracis-28385	139	12	trachea	trachea	PROPN
bracis-28385	139	13	,	,	PUNCT
bracis-28385	139	14	so	so	SCONJ
bracis-28385	139	15	the	the	DET
bracis-28385	139	16	network	network	NOUN
bracis-28385	139	17	outputs	output	VERB
bracis-28385	139	18	false	false	ADJ
bracis-28385	139	19	positives	positive	NOUN
bracis-28385	139	20	,	,	PUNCT
bracis-28385	139	21	as	as	SCONJ
bracis-28385	139	22	shown	show	VERB
bracis-28385	139	23	in	in	ADP
bracis-28385	139	24	fig	fig	NOUN
bracis-28385	139	25	.	.	PUNCT
bracis-28385	139	26	 	 	SPACE
bracis-28385	140	1	11	11	NUM
bracis-28385	140	2	.	.	PUNCT
bracis-28385	141	1	notice	notice	VERB
bracis-28385	141	2	that	that	SCONJ
bracis-28385	141	3	there	there	PRON
bracis-28385	141	4	is	be	VERB
bracis-28385	141	5	no	no	DET
bracis-28385	141	6	trachea	trachea	ADJ
bracis-28385	141	7	presence	presence	NOUN
bracis-28385	141	8	in	in	ADP
bracis-28385	141	9	this	this	DET
bracis-28385	141	10	ct	ct	NUM
bracis-28385	141	11	slice	slice	NOUN
bracis-28385	141	12	,	,	PUNCT
bracis-28385	141	13	however	however	ADV
bracis-28385	141	14	,	,	PUNCT
bracis-28385	141	15	there	there	PRON
bracis-28385	141	16	is	be	VERB
bracis-28385	141	17	another	another	DET
bracis-28385	141	18	body	body	NOUN
bracis-28385	141	19	structure	structure	NOUN
bracis-28385	141	20	with	with	ADP
bracis-28385	141	21	a	a	DET
bracis-28385	141	22	similar	similar	ADJ
bracis-28385	141	23	shape	shape	NOUN
bracis-28385	141	24	and	and	CCONJ
bracis-28385	141	25	texture	texture	NOUN
bracis-28385	141	26	that	that	PRON
bracis-28385	141	27	tricks	trick	VERB
bracis-28385	141	28	the	the	DET
bracis-28385	141	29	model	model	NOUN
bracis-28385	141	30	into	into	ADP
bracis-28385	141	31	marking	mark	VERB
bracis-28385	141	32	this	this	DET
bracis-28385	141	33	region	region	NOUN
bracis-28385	141	34	as	as	ADP
bracis-28385	141	35	the	the	DET
bracis-28385	141	36	trachea	trachea	PROPN
bracis-28385	141	37	.	.	PUNCT
bracis-28385	142	1	correctly	correctly	ADV
bracis-28385	142	2	segmenting	segment	VERB
bracis-28385	142	3	these	these	DET
bracis-28385	142	4	kind	kind	NOUN
bracis-28385	142	5	of	of	ADP
bracis-28385	142	6	slices	slice	NOUN
bracis-28385	142	7	is	be	AUX
bracis-28385	142	8	the	the	DET
bracis-28385	142	9	main	main	ADJ
bracis-28385	142	10	limitation	limitation	NOUN
bracis-28385	142	11	of	of	ADP
bracis-28385	142	12	the	the	DET
bracis-28385	142	13	model	model	NOUN
bracis-28385	142	14	,	,	PUNCT
bracis-28385	142	15	but	but	CCONJ
bracis-28385	142	16	it	it	PRON
bracis-28385	142	17	can	can	AUX
bracis-28385	142	18	be	be	AUX
bracis-28385	142	19	overcome	overcome	VERB
bracis-28385	142	20	by	by	ADP
bracis-28385	142	21	adding	add	VERB
bracis-28385	142	22	post	post	ADJ
bracis-28385	142	23	-	-	ADJ
bracis-28385	142	24	processing	processing	NOUN
bracis-28385	142	25	to	to	PART
bracis-28385	142	26	select	select	VERB
bracis-28385	142	27	only	only	ADV
bracis-28385	142	28	the	the	DET
bracis-28385	142	29	largest	large	ADJ
bracis-28385	142	30	3d	3d	NUM
bracis-28385	142	31	object	object	NOUN
bracis-28385	142	32	,	,	PUNCT
bracis-28385	142	33	considering	consider	VERB
bracis-28385	142	34	prediction	prediction	NOUN
bracis-28385	142	35	results	result	NOUN
bracis-28385	142	36	over	over	ADP
bracis-28385	142	37	the	the	DET
bracis-28385	142	38	entire	entire	ADJ
bracis-28385	142	39	ct	ct	PROPN
bracis-28385	142	40	scan	scan	NOUN
bracis-28385	142	41	.	.	PUNCT
bracis-28385	143	1	fig	fig	NOUN
bracis-28385	143	2	.	.	PUNCT
bracis-28385	144	1	11	11	NUM
bracis-28385	144	2	.	.	PUNCT
bracis-28385	144	3	study	study	NOUN
bracis-28385	144	4	case	case	NOUN
bracis-28385	144	5	:	:	PUNCT
bracis-28385	144	6	the	the	DET
bracis-28385	144	7	method	method	NOUN
bracis-28385	144	8	’s	’s	PART
bracis-28385	144	9	main	main	ADJ
bracis-28385	144	10	limitations	limitation	NOUN
bracis-28385	144	11	are	be	AUX
bracis-28385	144	12	the	the	DET
bracis-28385	144	13	slices	slice	NOUN
bracis-28385	144	14	where	where	SCONJ
bracis-28385	144	15	there	there	PRON
bracis-28385	144	16	’s	’	VERB
bracis-28385	144	17	no	no	DET
bracis-28385	144	18	presence	presence	NOUN
bracis-28385	144	19	of	of	ADP
bracis-28385	144	20	trachea	trachea	PROPN
bracis-28385	144	21	.	.	PUNCT
bracis-28385	145	1	the	the	DET
bracis-28385	145	2	image	image	NOUN
bracis-28385	145	3	in	in	ADP
bracis-28385	145	4	the	the	DET
bracis-28385	145	5	middle	middle	NOUN
bracis-28385	145	6	is	be	AUX
bracis-28385	145	7	the	the	DET
bracis-28385	145	8	prediction	prediction	NOUN
bracis-28385	145	9	made	make	VERB
bracis-28385	145	10	by	by	ADP
bracis-28385	145	11	the	the	DET
bracis-28385	145	12	model	model	NOUN
bracis-28385	145	13	,	,	PUNCT
bracis-28385	145	14	which	which	PRON
bracis-28385	145	15	detected	detect	VERB
bracis-28385	145	16	a	a	DET
bracis-28385	145	17	false	false	ADJ
bracis-28385	145	18	positive	positive	NOUN
bracis-28385	145	19	.	.	PUNCT
bracis-28385	146	1	the	the	DET
bracis-28385	146	2	image	image	NOUN
bracis-28385	146	3	on	on	ADP
bracis-28385	146	4	the	the	DET
bracis-28385	146	5	right	right	NOUN
bracis-28385	146	6	is	be	AUX
bracis-28385	146	7	the	the	DET
bracis-28385	146	8	ground	ground	NOUN
bracis-28385	146	9	truth	truth	NOUN
bracis-28385	146	10	,	,	PUNCT
bracis-28385	146	11	provided	provide	VERB
bracis-28385	146	12	by	by	ADP
bracis-28385	146	13	a	a	DET
bracis-28385	146	14	physician	physician	NOUN
bracis-28385	146	15	full	full	ADJ
bracis-28385	146	16	size	size	NOUN
bracis-28385	146	17	image	image	NOUN
bracis-28385	146	18	table	table	NOUN
bracis-28385	146	19	 	 	SPACE
bracis-28385	146	20	4	4	NUM
bracis-28385	146	21	compares	compare	VERB
bracis-28385	146	22	this	this	DET
bracis-28385	146	23	work	work	NOUN
bracis-28385	146	24	with	with	ADP
bracis-28385	146	25	some	some	DET
bracis-28385	146	26	methods	method	NOUN
bracis-28385	146	27	that	that	PRON
bracis-28385	146	28	also	also	ADV
bracis-28385	146	29	segment	segment	NOUN
bracis-28385	146	30	trachea	trachea	PROPN
bracis-28385	146	31	.	.	PUNCT
bracis-28385	147	1	for	for	ADP
bracis-28385	147	2	the	the	DET
bracis-28385	147	3	analysis	analysis	NOUN
bracis-28385	147	4	,	,	PUNCT
bracis-28385	147	5	we	we	PRON
bracis-28385	147	6	need	need	VERB
bracis-28385	147	7	to	to	PART
bracis-28385	147	8	clarify	clarify	VERB
bracis-28385	147	9	that	that	SCONJ
bracis-28385	147	10	our	our	PRON
bracis-28385	147	11	experiment	experiment	NOUN
bracis-28385	147	12	did	do	VERB
bracis-28385	147	13	five	five	NUM
bracis-28385	147	14	random	random	ADJ
bracis-28385	147	15	hold	hold	VERB
bracis-28385	147	16	-	-	PUNCT
bracis-28385	147	17	out	out	NOUN
bracis-28385	147	18	sampling	sample	VERB
bracis-28385	147	19	to	to	PART
bracis-28385	147	20	avoid	avoid	VERB
bracis-28385	147	21	biased	biased	ADJ
bracis-28385	147	22	results	result	NOUN
bracis-28385	147	23	based	base	VERB
bracis-28385	147	24	on	on	ADP
bracis-28385	147	25	the	the	DET
bracis-28385	147	26	dataset	dataset	NOUN
bracis-28385	147	27	organization	organization	NOUN
bracis-28385	147	28	and	and	CCONJ
bracis-28385	147	29	to	to	PART
bracis-28385	147	30	guarantee	guarantee	VERB
bracis-28385	147	31	repetition	repetition	NOUN
bracis-28385	147	32	.	.	PUNCT
bracis-28385	148	1	the	the	DET
bracis-28385	148	2	related	relate	VERB
bracis-28385	148	3	works	work	NOUN
bracis-28385	148	4	did	do	AUX
bracis-28385	148	5	not	not	PART
bracis-28385	148	6	do	do	VERB
bracis-28385	148	7	this	this	DET
bracis-28385	148	8	procedure	procedure	NOUN
bracis-28385	148	9	.	.	PUNCT
bracis-28385	149	1	also	also	ADV
bracis-28385	149	2	,	,	PUNCT
bracis-28385	149	3	the	the	DET
bracis-28385	149	4	other	other	ADJ
bracis-28385	149	5	works	work	NOUN
bracis-28385	149	6	have	have	VERB
bracis-28385	149	7	access	access	NOUN
bracis-28385	149	8	to	to	ADP
bracis-28385	149	9	the	the	DET
bracis-28385	149	10	complete	complete	ADJ
bracis-28385	149	11	dataset	dataset	NOUN
bracis-28385	149	12	,	,	PUNCT
bracis-28385	149	13	which	which	PRON
bracis-28385	149	14	is	be	AUX
bracis-28385	149	15	an	an	DET
bracis-28385	149	16	advantage	advantage	NOUN
bracis-28385	149	17	for	for	ADP
bracis-28385	149	18	training	train	VERB
bracis-28385	149	19	deep	deep	ADJ
bracis-28385	149	20	-	-	PUNCT
bracis-28385	149	21	learning	learn	VERB
bracis-28385	149	22	models	model	NOUN
bracis-28385	149	23	.	.	PUNCT
bracis-28385	150	1	table	table	NOUN
bracis-28385	150	2	4	4	NUM
bracis-28385	150	3	.	.	PUNCT
bracis-28385	150	4	comparison	comparison	NOUN
bracis-28385	150	5	with	with	ADP
bracis-28385	150	6	related	related	ADJ
bracis-28385	150	7	works.full	works.full	NOUN
bracis-28385	150	8	size	size	NOUN
bracis-28385	150	9	table	table	NOUN
bracis-28385	150	10	despite	despite	SCONJ
bracis-28385	150	11	not	not	PART
bracis-28385	150	12	being	be	AUX
bracis-28385	150	13	the	the	DET
bracis-28385	150	14	best	well	ADV
bracis-28385	150	15	-	-	PUNCT
bracis-28385	150	16	performing	perform	VERB
bracis-28385	150	17	model	model	NOUN
bracis-28385	150	18	in	in	ADP
bracis-28385	150	19	the	the	DET
bracis-28385	150	20	literature	literature	NOUN
bracis-28385	150	21	,	,	PUNCT
bracis-28385	150	22	it	it	PRON
bracis-28385	150	23	still	still	ADV
bracis-28385	150	24	produces	produce	VERB
bracis-28385	150	25	excellent	excellent	ADJ
bracis-28385	150	26	results	result	NOUN
bracis-28385	150	27	,	,	PUNCT
bracis-28385	150	28	close	close	ADJ
bracis-28385	150	29	to	to	ADP
bracis-28385	150	30	other	other	ADJ
bracis-28385	150	31	works	work	NOUN
bracis-28385	150	32	,	,	PUNCT
bracis-28385	150	33	but	but	CCONJ
bracis-28385	150	34	with	with	ADP
bracis-28385	150	35	20x	20x	NOUN
bracis-28385	150	36	less	less	ADJ
bracis-28385	150	37	parameters	parameter	NOUN
bracis-28385	150	38	than	than	ADP
bracis-28385	150	39	[	[	X
bracis-28385	150	40	22	22	NUM
bracis-28385	150	41	]	]	PUNCT
bracis-28385	150	42	,	,	PUNCT
bracis-28385	150	43	which	which	PRON
bracis-28385	150	44	is	be	AUX
bracis-28385	150	45	a	a	DET
bracis-28385	150	46	considerably	considerably	ADV
bracis-28385	150	47	smaller	small	ADJ
bracis-28385	150	48	number	number	NOUN
bracis-28385	150	49	of	of	ADP
bracis-28385	150	50	parameters	parameter	NOUN
bracis-28385	150	51	,	,	PUNCT
bracis-28385	150	52	being	be	AUX
bracis-28385	150	53	a	a	DET
bracis-28385	150	54	compact	compact	ADJ
bracis-28385	150	55	yet	yet	ADV
bracis-28385	150	56	robust	robust	ADJ
bracis-28385	150	57	neural	neural	ADJ
bracis-28385	150	58	network	network	NOUN
bracis-28385	150	59	that	that	PRON
bracis-28385	150	60	consumes	consume	VERB
bracis-28385	150	61	less	less	ADJ
bracis-28385	150	62	computational	computational	ADJ
bracis-28385	150	63	resources	resource	NOUN
bracis-28385	150	64	than	than	ADP
bracis-28385	150	65	similar	similar	ADJ
bracis-28385	150	66	models	model	NOUN
bracis-28385	150	67	.	.	PUNCT
bracis-28385	151	1	this	this	PRON
bracis-28385	151	2	is	be	AUX
bracis-28385	151	3	achieved	achieve	VERB
bracis-28385	151	4	using	use	VERB
bracis-28385	151	5	the	the	DET
bracis-28385	151	6	efficientnet	efficientnet	ADJ
bracis-28385	151	7	architecture	architecture	NOUN
bracis-28385	151	8	,	,	PUNCT
bracis-28385	151	9	a	a	DET
bracis-28385	151	10	very	very	ADV
bracis-28385	151	11	compact	compact	ADJ
bracis-28385	151	12	and	and	CCONJ
bracis-28385	151	13	scalable	scalable	ADJ
bracis-28385	151	14	model	model	NOUN
bracis-28385	151	15	that	that	PRON
bracis-28385	151	16	rethinks	rethink	VERB
bracis-28385	151	17	network	network	NOUN
bracis-28385	151	18	scale	scale	NOUN
bracis-28385	151	19	with	with	ADP
bracis-28385	151	20	resource	resource	NOUN
bracis-28385	151	21	constraints	constraint	NOUN
bracis-28385	151	22	in	in	ADP
bracis-28385	151	23	mind	mind	NOUN
bracis-28385	151	24	.	.	PUNCT
bracis-28385	152	1	4	4	NUM
bracis-28385	152	2	conclusion	conclusion	NOUN
bracis-28385	152	3	this	this	DET
bracis-28385	152	4	work	work	NOUN
bracis-28385	152	5	proposed	propose	VERB
bracis-28385	152	6	an	an	DET
bracis-28385	152	7	automated	automate	VERB
bracis-28385	152	8	method	method	NOUN
bracis-28385	152	9	for	for	ADP
bracis-28385	152	10	trachea	trachea	ADJ
bracis-28385	152	11	segmentation	segmentation	NOUN
bracis-28385	152	12	on	on	ADP
bracis-28385	152	13	ct	ct	NUM
bracis-28385	152	14	images	image	NOUN
bracis-28385	152	15	using	use	VERB
bracis-28385	152	16	efficientdeeplab	efficientdeeplab	PRON
bracis-28385	152	17	neural	neural	ADJ
bracis-28385	152	18	network	network	NOUN
bracis-28385	152	19	architecture	architecture	NOUN
bracis-28385	152	20	.	.	PUNCT
bracis-28385	153	1	the	the	DET
bracis-28385	153	2	obtained	obtain	VERB
bracis-28385	153	3	results	result	NOUN
bracis-28385	153	4	are	be	AUX
bracis-28385	153	5	promising	promise	VERB
bracis-28385	153	6	and	and	CCONJ
bracis-28385	153	7	competitive	competitive	ADJ
bracis-28385	153	8	,	,	PUNCT
bracis-28385	153	9	and	and	CCONJ
bracis-28385	153	10	its	its	PRON
bracis-28385	153	11	main	main	ADJ
bracis-28385	153	12	contributions	contribution	NOUN
bracis-28385	153	13	are	be	AUX
bracis-28385	153	14	the	the	DET
bracis-28385	153	15	pre	pre	ADJ
bracis-28385	153	16	-	-	ADJ
bracis-28385	153	17	processing	processing	NOUN
bracis-28385	153	18	based	base	VERB
bracis-28385	153	19	on	on	ADP
bracis-28385	153	20	intensity	intensity	NOUN
bracis-28385	153	21	windowing	windowing	NOUN
bracis-28385	153	22	,	,	PUNCT
bracis-28385	153	23	the	the	DET
bracis-28385	153	24	use	use	NOUN
bracis-28385	153	25	of	of	ADP
bracis-28385	153	26	dilated	dilated	ADJ
bracis-28385	153	27	convolutions	convolution	NOUN
bracis-28385	153	28	(	(	PUNCT
bracis-28385	153	29	atrous	atrous	ADJ
bracis-28385	153	30	)	)	PUNCT
bracis-28385	153	31	,	,	PUNCT
bracis-28385	153	32	and	and	CCONJ
bracis-28385	153	33	the	the	DET
bracis-28385	153	34	atrous	atrous	ADJ
bracis-28385	153	35	version	version	NOUN
bracis-28385	153	36	of	of	ADP
bracis-28385	153	37	spatial	spatial	ADJ
bracis-28385	153	38	pyramid	pyramid	NOUN
bracis-28385	153	39	pooling	pooling	NOUN
bracis-28385	153	40	,	,	PUNCT
bracis-28385	153	41	leading	lead	VERB
bracis-28385	153	42	to	to	ADP
bracis-28385	153	43	better	well	ADJ
bracis-28385	153	44	feature	feature	NOUN
bracis-28385	153	45	extraction	extraction	NOUN
bracis-28385	153	46	over	over	ADP
bracis-28385	153	47	different	different	ADJ
bracis-28385	153	48	scales	scale	NOUN
bracis-28385	153	49	of	of	ADP
bracis-28385	153	50	resolution	resolution	NOUN
bracis-28385	153	51	,	,	PUNCT
bracis-28385	153	52	and	and	CCONJ
bracis-28385	153	53	the	the	DET
bracis-28385	153	54	efficient	efficient	ADJ
bracis-28385	153	55	utilization	utilization	NOUN
bracis-28385	153	56	of	of	ADP
bracis-28385	153	57	computational	computational	ADJ
bracis-28385	153	58	resource	resource	NOUN
bracis-28385	153	59	by	by	ADP
bracis-28385	153	60	adopting	adopt	VERB
bracis-28385	153	61	the	the	DET
bracis-28385	153	62	efficientnet	efficientnet	ADJ
bracis-28385	153	63	architecture	architecture	NOUN
bracis-28385	153	64	as	as	ADP
bracis-28385	153	65	the	the	DET
bracis-28385	153	66	feature	feature	NOUN
bracis-28385	153	67	extraction	extraction	NOUN
bracis-28385	153	68	backbone	backbone	NOUN
bracis-28385	153	69	,	,	PUNCT
bracis-28385	153	70	which	which	PRON
bracis-28385	153	71	delivers	deliver	VERB
bracis-28385	153	72	a	a	DET
bracis-28385	153	73	model	model	NOUN
bracis-28385	153	74	with	with	ADP
bracis-28385	153	75	only	only	ADV
bracis-28385	153	76	6	6	NUM
bracis-28385	153	77	million	million	NUM
bracis-28385	153	78	parameters	parameter	NOUN
bracis-28385	153	79	,	,	PUNCT
bracis-28385	153	80	considerably	considerably	ADV
bracis-28385	153	81	smaller	small	ADJ
bracis-28385	153	82	than	than	ADP
bracis-28385	153	83	the	the	DET
bracis-28385	153	84	methods	method	NOUN
bracis-28385	153	85	proposed	propose	VERB
bracis-28385	153	86	in	in	ADP
bracis-28385	153	87	the	the	DET
bracis-28385	153	88	current	current	ADJ
bracis-28385	153	89	literature	literature	NOUN
bracis-28385	153	90	for	for	ADP
bracis-28385	153	91	trachea	trachea	PROPN
bracis-28385	153	92	segmentation	segmentation	NOUN
bracis-28385	153	93	with	with	ADP
bracis-28385	153	94	deep	deep	ADJ
bracis-28385	153	95	learning	learning	NOUN
bracis-28385	153	96	.	.	PUNCT
bracis-28385	154	1	there	there	PRON
bracis-28385	154	2	is	be	VERB
bracis-28385	154	3	space	space	NOUN
bracis-28385	154	4	for	for	ADP
bracis-28385	154	5	future	future	ADJ
bracis-28385	154	6	improvements	improvement	NOUN
bracis-28385	154	7	,	,	PUNCT
bracis-28385	154	8	such	such	ADJ
bracis-28385	154	9	as	as	ADP
bracis-28385	154	10	adding	add	VERB
bracis-28385	154	11	new	new	ADJ
bracis-28385	154	12	pre	pre	ADJ
bracis-28385	154	13	-	-	ADJ
bracis-28385	154	14	processing	processing	ADJ
bracis-28385	154	15	techniques	technique	NOUN
bracis-28385	154	16	,	,	PUNCT
bracis-28385	154	17	automatically	automatically	ADV
bracis-28385	154	18	estimating	estimate	VERB
bracis-28385	154	19	a	a	DET
bracis-28385	154	20	intensity	intensity	NOUN
bracis-28385	154	21	window	window	NOUN
bracis-28385	154	22	,	,	PUNCT
bracis-28385	154	23	aggregating	aggregate	VERB
bracis-28385	154	24	2.5d	2.5d	PROPN
bracis-28385	154	25	information	information	NOUN
bracis-28385	154	26	from	from	ADP
bracis-28385	154	27	the	the	DET
bracis-28385	154	28	volume	volume	NOUN
bracis-28385	154	29	into	into	ADP
bracis-28385	154	30	the	the	DET
bracis-28385	154	31	model	model	NOUN
bracis-28385	154	32	,	,	PUNCT
bracis-28385	154	33	adding	add	VERB
bracis-28385	154	34	post	post	ADJ
bracis-28385	154	35	-	-	ADJ
bracis-28385	154	36	processing	processing	NOUN
bracis-28385	154	37	to	to	ADP
bracis-28385	154	38	the	the	DET
bracis-28385	154	39	output	output	NOUN
bracis-28385	154	40	,	,	PUNCT
bracis-28385	154	41	and	and	CCONJ
bracis-28385	154	42	removing	remove	VERB
bracis-28385	154	43	false	false	ADJ
bracis-28385	154	44	positives	positive	NOUN
bracis-28385	154	45	.	.	PUNCT
bracis-28385	155	1	this	this	DET
bracis-28385	155	2	way	way	NOUN
bracis-28385	155	3	,	,	PUNCT
bracis-28385	155	4	the	the	DET
bracis-28385	155	5	methodology	methodology	NOUN
bracis-28385	155	6	can	can	AUX
bracis-28385	155	7	get	get	VERB
bracis-28385	155	8	more	more	ADV
bracis-28385	155	9	robust	robust	ADJ
bracis-28385	155	10	and	and	CCONJ
bracis-28385	155	11	precise	precise	ADJ
bracis-28385	155	12	,	,	PUNCT
bracis-28385	155	13	contributing	contribute	VERB
bracis-28385	155	14	to	to	ADP
bracis-28385	155	15	faster	fast	ADJ
bracis-28385	155	16	radiotherapy	radiotherapy	NOUN
bracis-28385	155	17	planning	planning	NOUN
bracis-28385	155	18	and	and	CCONJ
bracis-28385	155	19	consequently	consequently	ADV
bracis-28385	155	20	improving	improve	VERB
bracis-28385	155	21	the	the	DET
bracis-28385	155	22	quality	quality	NOUN
bracis-28385	155	23	of	of	ADP
bracis-28385	155	24	life	life	NOUN
bracis-28385	155	25	for	for	ADP
bracis-28385	155	26	cancer	cancer	NOUN
bracis-28385	155	27	patients	patient	NOUN
bracis-28385	155	28	.	.	PUNCT
bracis-28385	156	1	references	reference	NOUN
bracis-28385	156	2	amaro	amaro	NOUN
bracis-28385	156	3	,	,	PUNCT
bracis-28385	156	4	e.j	e.j	PROPN
bracis-28385	156	5	.	.	PROPN
bracis-28385	156	6	,	,	PUNCT
bracis-28385	156	7	yamashita	yamashita	PROPN
bracis-28385	156	8	,	,	PUNCT
bracis-28385	156	9	h.	h.	PROPN
bracis-28385	156	10	:	:	PUNCT
bracis-28385	156	11	aspectos	aspectos	PROPN
bracis-28385	156	12	básicos	básicos	PROPN
bracis-28385	156	13	de	de	X
bracis-28385	156	14	tomografia	tomografia	PROPN
bracis-28385	156	15	computadorizada	computadorizada	PROPN
bracis-28385	156	16	e	e	PROPN
bracis-28385	156	17	ressonância	ressonância	PROPN
bracis-28385	156	18	magnética	magnética	PROPN
bracis-28385	156	19	.	.	PUNCT
bracis-28385	157	1	braz	braz	PROPN
bracis-28385	157	2	.	.	PUNCT
bracis-28385	158	1	j.	j.	PROPN
bracis-28385	158	2	psychiatry	psychiatry	PROPN
bracis-28385	158	3	23	23	NUM
bracis-28385	158	4	,	,	PUNCT
bracis-28385	158	5	2–3	2–3	NUM
bracis-28385	158	6	(	(	PUNCT
bracis-28385	158	7	2001	2001	NUM
bracis-28385	158	8	)	)	PUNCT
bracis-28385	158	9	article	article	NOUN
bracis-28385	158	10	  	  	SPACE
bracis-28385	158	11	google	google	PROPN
bracis-28385	158	12	scholar	scholar	NOUN
bracis-28385	158	13	  	  	SPACE
bracis-28385	158	14	baskar	baskar	NOUN
bracis-28385	158	15	,	,	PUNCT
bracis-28385	158	16	r.	r.	PROPN
bracis-28385	158	17	,	,	PUNCT
bracis-28385	158	18	lee	lee	PROPN
bracis-28385	158	19	,	,	PUNCT
bracis-28385	158	20	k.a	k.a	PROPN
bracis-28385	158	21	.	.	PROPN
bracis-28385	158	22	,	,	PUNCT
bracis-28385	158	23	yeo	yeo	PROPN
bracis-28385	158	24	,	,	PUNCT
bracis-28385	158	25	r.	r.	PROPN
bracis-28385	158	26	,	,	PUNCT
bracis-28385	158	27	yeoh	yeoh	PROPN
bracis-28385	158	28	,	,	PUNCT
bracis-28385	158	29	k.w	k.w	PROPN
bracis-28385	158	30	.	.	PROPN
bracis-28385	158	31	:	:	PUNCT
bracis-28385	159	1	cancer	cancer	NOUN
bracis-28385	159	2	and	and	CCONJ
bracis-28385	159	3	radiation	radiation	NOUN
bracis-28385	159	4	therapy	therapy	NOUN
bracis-28385	159	5	:	:	PUNCT
bracis-28385	159	6	current	current	ADJ
bracis-28385	159	7	advances	advance	NOUN
bracis-28385	159	8	and	and	CCONJ
bracis-28385	159	9	future	future	ADJ
bracis-28385	159	10	directions	direction	NOUN
bracis-28385	159	11	.	.	PUNCT
bracis-28385	160	1	int	int	NOUN
bracis-28385	160	2	.	.	PUNCT
bracis-28385	161	1	j.	j.	PROPN
bracis-28385	161	2	med	med	PROPN
bracis-28385	161	3	.	.	PUNCT
bracis-28385	162	1	sci	sci	PROPN
bracis-28385	162	2	.	.	PROPN
bracis-28385	162	3	9(3	9(3	NUM
bracis-28385	162	4	)	)	PUNCT
bracis-28385	162	5	,	,	PUNCT
bracis-28385	162	6	193	193	NUM
bracis-28385	162	7	(	(	PUNCT
bracis-28385	162	8	2012	2012	NUM
bracis-28385	162	9	)	)	PUNCT
bracis-28385	162	10	article	article	NOUN
bracis-28385	162	11	  	  	SPACE
bracis-28385	162	12	google	google	PROPN
bracis-28385	162	13	scholar	scholar	NOUN
bracis-28385	162	14	  	  	SPACE
bracis-28385	162	15	chen	chen	PROPN
bracis-28385	162	16	,	,	PUNCT
bracis-28385	162	17	l.c	l.c	PROPN
bracis-28385	162	18	.	.	PROPN
bracis-28385	162	19	,	,	PUNCT
bracis-28385	162	20	papandreou	papandreou	PROPN
bracis-28385	162	21	,	,	PUNCT
bracis-28385	162	22	g.	g.	PROPN
bracis-28385	162	23	,	,	PUNCT
bracis-28385	162	24	kokkinos	kokkinos	PROPN
bracis-28385	162	25	,	,	PUNCT
bracis-28385	162	26	i.	i.	PROPN
bracis-28385	162	27	,	,	PUNCT
bracis-28385	162	28	murphy	murphy	PROPN
bracis-28385	162	29	,	,	PUNCT
bracis-28385	162	30	k.	k.	PROPN
bracis-28385	162	31	,	,	PUNCT
bracis-28385	162	32	yuille	yuille	PROPN
bracis-28385	162	33	,	,	PUNCT
bracis-28385	162	34	a.l	a.l	PROPN
bracis-28385	162	35	.	.	PROPN
bracis-28385	162	36	:	:	PUNCT
bracis-28385	163	1	semantic	semantic	ADJ
bracis-28385	163	2	image	image	NOUN
bracis-28385	163	3	segmentation	segmentation	NOUN
bracis-28385	163	4	with	with	ADP
bracis-28385	163	5	deep	deep	ADJ
bracis-28385	163	6	convolutional	convolutional	ADJ
bracis-28385	163	7	nets	net	NOUN
bracis-28385	163	8	and	and	CCONJ
bracis-28385	163	9	fully	fully	ADV
bracis-28385	163	10	connected	connect	VERB
bracis-28385	163	11	crfs	crf	NOUN
bracis-28385	163	12	(	(	PUNCT
bracis-28385	163	13	2016	2016	NUM
bracis-28385	163	14	)	)	PUNCT
bracis-28385	163	15	google	google	PROPN
bracis-28385	163	16	scholar	scholar	NOUN
bracis-28385	163	17	  	  	SPACE
bracis-28385	163	18	chen	chen	PROPN
bracis-28385	163	19	,	,	PUNCT
bracis-28385	163	20	l.c	l.c	PROPN
bracis-28385	163	21	.	.	PROPN
bracis-28385	163	22	,	,	PUNCT
bracis-28385	163	23	papandreou	papandreou	PROPN
bracis-28385	163	24	,	,	PUNCT
bracis-28385	163	25	g.	g.	PROPN
bracis-28385	163	26	,	,	PUNCT
bracis-28385	163	27	kokkinos	kokkinos	PROPN
bracis-28385	163	28	,	,	PUNCT
bracis-28385	163	29	i.	i.	PROPN
bracis-28385	163	30	,	,	PUNCT
bracis-28385	163	31	murphy	murphy	PROPN
bracis-28385	163	32	,	,	PUNCT
bracis-28385	163	33	k.	k.	PROPN
bracis-28385	163	34	,	,	PUNCT
bracis-28385	163	35	yuille	yuille	PROPN
bracis-28385	163	36	,	,	PUNCT
bracis-28385	163	37	a.l	a.l	PROPN
bracis-28385	163	38	.	.	PROPN
bracis-28385	163	39	:	:	PUNCT
bracis-28385	164	1	deeplab	deeplab	NOUN
bracis-28385	164	2	:	:	PUNCT
bracis-28385	164	3	semantic	semantic	ADJ
bracis-28385	164	4	image	image	NOUN
bracis-28385	164	5	segmentation	segmentation	NOUN
bracis-28385	164	6	with	with	ADP
bracis-28385	164	7	deep	deep	ADJ
bracis-28385	164	8	convolutional	convolutional	ADJ
bracis-28385	164	9	nets	net	NOUN
bracis-28385	164	10	,	,	PUNCT
bracis-28385	164	11	atrous	atrous	ADJ
bracis-28385	164	12	convolution	convolution	NOUN
bracis-28385	164	13	,	,	PUNCT
bracis-28385	164	14	and	and	CCONJ
bracis-28385	164	15	fully	fully	ADV
bracis-28385	164	16	connected	connect	VERB
bracis-28385	164	17	crfs	crf	NOUN
bracis-28385	164	18	.	.	PUNCT
bracis-28385	165	1	ieee	ieee	PROPN
bracis-28385	165	2	trans	trans	PROPN
bracis-28385	165	3	.	.	PUNCT
bracis-28385	165	4	pattern	pattern	PROPN
bracis-28385	165	5	anal	anal	PROPN
bracis-28385	165	6	.	.	PUNCT
bracis-28385	166	1	mach	mach	PROPN
bracis-28385	166	2	.	.	PUNCT
bracis-28385	167	1	intell	intell	PROPN
bracis-28385	167	2	.	.	PUNCT
bracis-28385	168	1	40(4	40(4	NUM
bracis-28385	168	2	)	)	PUNCT
bracis-28385	168	3	,	,	PUNCT
bracis-28385	168	4	834–848	834–848	NUM
bracis-28385	168	5	(	(	PUNCT
bracis-28385	168	6	2018	2018	NUM
bracis-28385	168	7	)	)	PUNCT
bracis-28385	168	8	.	.	PUNCT
bracis-28385	169	1	https://doi.org/10.1109/tpami.2017.2699184	https://doi.org/10.1109/tpami.2017.2699184	PROPN
bracis-28385	169	2	article	article	NOUN
bracis-28385	169	3	  	  	SPACE
bracis-28385	169	4	google	google	PROPN
bracis-28385	169	5	scholar	scholar	NOUN
bracis-28385	169	6	  	  	SPACE
bracis-28385	169	7	chen	chen	PROPN
bracis-28385	169	8	,	,	PUNCT
bracis-28385	169	9	l.c	l.c	PROPN
bracis-28385	169	10	.	.	PROPN
bracis-28385	169	11	,	,	PUNCT
bracis-28385	169	12	zhu	zhu	PROPN
bracis-28385	169	13	,	,	PUNCT
bracis-28385	169	14	y.	y.	PROPN
bracis-28385	169	15	,	,	PUNCT
bracis-28385	169	16	papaãndreou	papaãndreou	NOUN
bracis-28385	169	17	,	,	PUNCT
bracis-28385	169	18	g.	g.	PROPN
bracis-28385	169	19	,	,	PUNCT
bracis-28385	169	20	schroff	schroff	PROPN
bracis-28385	169	21	,	,	PUNCT
bracis-28385	169	22	f.	f.	PROPN
bracis-28385	169	23	,	,	PUNCT
bracis-28385	169	24	adam	adam	PROPN
bracis-28385	169	25	,	,	PUNCT
bracis-28385	169	26	h.	h.	PROPN
bracis-28385	169	27	:	:	PUNCT
bracis-28385	169	28	encoder	encoder	NOUN
bracis-28385	169	29	-	-	PUNCT
bracis-28385	169	30	decoder	decoder	NOUN
bracis-28385	169	31	with	with	ADP
bracis-28385	169	32	atrous	atrous	ADJ
bracis-28385	169	33	separable	separable	ADJ
bracis-28385	169	34	convolution	convolution	NOUN
bracis-28385	169	35	for	for	ADP
bracis-28385	169	36	semantic	semantic	ADJ
bracis-28385	169	37	image	image	NOUN
bracis-28385	169	38	segmentation	segmentation	NOUN
bracis-28385	169	39	(	(	PUNCT
bracis-28385	169	40	2018	2018	NUM
bracis-28385	169	41	)	)	PUNCT
bracis-28385	169	42	google	google	NOUN
bracis-28385	169	43	scholar	scholar	NOUN
bracis-28385	169	44	  	  	SPACE
bracis-28385	169	45	consídera	consídera	NOUN
bracis-28385	169	46	,	,	PUNCT
bracis-28385	169	47	d.p	d.p	PROPN
bracis-28385	169	48	.	.	PROPN
bracis-28385	169	49	,	,	PUNCT
bracis-28385	169	50	et	et	PROPN
bracis-28385	169	51	al	al	PROPN
bracis-28385	169	52	.	.	PROPN
bracis-28385	169	53	:	:	PUNCT
bracis-28385	170	1	a	a	DET
bracis-28385	170	2	tomografia	tomografia	NOUN
bracis-28385	170	3	computadorizada	computadorizada	PROPN
bracis-28385	170	4	de	de	PROPN
bracis-28385	170	5	alta	alta	PROPN
bracis-28385	170	6	resolução	resolução	NOUN
bracis-28385	170	7	na	na	PROPN
bracis-28385	170	8	avaliação	avaliação	PROPN
bracis-28385	170	9	da	da	PROPN
bracis-28385	170	10	toxicidade	toxicidade	PROPN
bracis-28385	170	11	pulmonar	pulmonar	NOUN
bracis-28385	170	12	por	por	PROPN
bracis-28385	170	13	amiodarona	amiodarona	PROPN
bracis-28385	170	14	.	.	PUNCT
bracis-28385	170	15	radiologia	radiologia	PROPN
bracis-28385	170	16	brasileira	brasileira	PROPN
bracis-28385	170	17	39	39	NUM
bracis-28385	170	18	,	,	PUNCT
bracis-28385	170	19	113–118	113–118	NUM
bracis-28385	170	20	(	(	PUNCT
bracis-28385	170	21	2006	2006	NUM
bracis-28385	170	22	)	)	PUNCT
bracis-28385	170	23	google	google	PROPN
bracis-28385	170	24	scholar	scholar	NOUN
bracis-28385	170	25	  	  	SPACE
bracis-28385	170	26	deng	deng	PROPN
bracis-28385	170	27	,	,	PUNCT
bracis-28385	170	28	j.	j.	PROPN
bracis-28385	170	29	,	,	PUNCT
bracis-28385	170	30	dong	dong	PROPN
bracis-28385	170	31	,	,	PUNCT
bracis-28385	170	32	w.	w.	PROPN
bracis-28385	170	33	,	,	PUNCT
bracis-28385	170	34	socher	socher	PROPN
bracis-28385	170	35	,	,	PUNCT
bracis-28385	170	36	r.	r.	PROPN
bracis-28385	170	37	,	,	PUNCT
bracis-28385	170	38	li	li	PROPN
bracis-28385	170	39	,	,	PUNCT
bracis-28385	170	40	l.j	l.j	PROPN
bracis-28385	170	41	.	.	PROPN
bracis-28385	170	42	,	,	PUNCT
bracis-28385	170	43	li	li	PROPN
bracis-28385	170	44	,	,	PUNCT
bracis-28385	170	45	k.	k.	PROPN
bracis-28385	170	46	,	,	PUNCT
bracis-28385	170	47	fei	fei	PROPN
bracis-28385	170	48	-	-	PUNCT
bracis-28385	170	49	fei	fei	PROPN
bracis-28385	170	50	,	,	PUNCT
bracis-28385	170	51	l.	l.	PROPN
bracis-28385	170	52	:	:	PUNCT
bracis-28385	170	53	imagenet	imagenet	PROPN
bracis-28385	170	54	:	:	PUNCT
bracis-28385	170	55	a	a	DET
bracis-28385	170	56	large	large	ADJ
bracis-28385	170	57	-	-	PUNCT
bracis-28385	170	58	scale	scale	NOUN
bracis-28385	170	59	hierarchical	hierarchical	ADJ
bracis-28385	170	60	image	image	NOUN
bracis-28385	170	61	database	database	NOUN
bracis-28385	170	62	.	.	PUNCT
bracis-28385	171	1	in	in	ADP
bracis-28385	171	2	:	:	PUNCT
bracis-28385	171	3	2009	2009	NUM
bracis-28385	171	4	ieee	ieee	NOUN
bracis-28385	171	5	conference	conference	NOUN
bracis-28385	171	6	on	on	ADP
bracis-28385	171	7	computer	computer	NOUN
bracis-28385	171	8	vision	vision	NOUN
bracis-28385	171	9	and	and	CCONJ
bracis-28385	171	10	pattern	pattern	NOUN
bracis-28385	171	11	recognition	recognition	NOUN
bracis-28385	171	12	,	,	PUNCT
bracis-28385	171	13	pp	pp	ADV
bracis-28385	171	14	.	.	PUNCT
bracis-28385	172	1	248–255	248–255	NUM
bracis-28385	172	2	(	(	PUNCT
bracis-28385	172	3	2009	2009	NUM
bracis-28385	172	4	)	)	PUNCT
bracis-28385	172	5	.	.	PUNCT
bracis-28385	173	1	https://doi.org/10.1109/cvpr.2009.5206848	https://doi.org/10.1109/cvpr.2009.5206848	PROPN
bracis-28385	173	2	diniz	diniz	PROPN
bracis-28385	173	3	,	,	PUNCT
bracis-28385	173	4	j.	j.	PROPN
bracis-28385	173	5	,	,	PUNCT
bracis-28385	173	6	ferreira	ferreira	PROPN
bracis-28385	173	7	,	,	PUNCT
bracis-28385	173	8	j.	j.	PROPN
bracis-28385	173	9	,	,	PUNCT
bracis-28385	173	10	silva	silva	PROPN
bracis-28385	173	11	,	,	PUNCT
bracis-28385	173	12	g.	g.	PROPN
bracis-28385	173	13	,	,	PUNCT
bracis-28385	173	14	quintanilha	quintanilha	NOUN
bracis-28385	173	15	,	,	PUNCT
bracis-28385	173	16	d.	d.	PROPN
bracis-28385	173	17	,	,	PUNCT
bracis-28385	173	18	silva	silva	PROPN
bracis-28385	173	19	,	,	PUNCT
bracis-28385	173	20	a.	a.	PROPN
bracis-28385	173	21	,	,	PUNCT
bracis-28385	173	22	paiva	paiva	PROPN
bracis-28385	173	23	,	,	PUNCT
bracis-28385	173	24	a.	a.	NOUN
bracis-28385	173	25	:	:	PUNCT
bracis-28385	173	26	segmentação	segmentação	PROPN
bracis-28385	173	27	de	de	PROPN
bracis-28385	173	28	coração	coração	PROPN
bracis-28385	173	29	em	em	PROPN
bracis-28385	173	30	tomografias	tomografia	NOUN
bracis-28385	173	31	computadorizadas	computadorizada	VERB
bracis-28385	173	32	utilizando	utilizando	PROPN
bracis-28385	173	33	atlas	atlas	PROPN
bracis-28385	173	34	probabilístico	probabilístico	PROPN
bracis-28385	173	35	e	e	PROPN
bracis-28385	173	36	redes	redes	PROPN
bracis-28385	173	37	neurais	neurais	PROPN
bracis-28385	173	38	convolucionais	convolucionais	PROPN
bracis-28385	173	39	.	.	PUNCT
bracis-28385	174	1	in	in	ADP
bracis-28385	174	2	:	:	PUNCT
bracis-28385	174	3	anais	anais	PROPN
bracis-28385	174	4	do	do	VERB
bracis-28385	174	5	xxi	xxi	PROPN
bracis-28385	174	6	simpósio	simpósio	NOUN
bracis-28385	174	7	brasileiro	brasileiro	PROPN
bracis-28385	174	8	de	de	X
bracis-28385	174	9	computação	computação	VERB
bracis-28385	174	10	aplicada	aplicada	PROPN
bracis-28385	174	11	á	á	PROPN
bracis-28385	174	12	saúde	saúde	PROPN
bracis-28385	174	13	,	,	PUNCT
bracis-28385	174	14	pp	pp	X
bracis-28385	174	15	.	.	PUNCT
bracis-28385	175	1	83–94	83–94	NUM
bracis-28385	175	2	.	.	PUNCT
bracis-28385	176	1	sbc	sbc	PROPN
bracis-28385	176	2	,	,	PUNCT
bracis-28385	176	3	porto	porto	PROPN
bracis-28385	176	4	alegre	alegre	PROPN
bracis-28385	176	5	,	,	PUNCT
bracis-28385	176	6	rs	rs	NOUN
bracis-28385	176	7	,	,	PUNCT
bracis-28385	176	8	brasil	brasil	NOUN
bracis-28385	176	9	(	(	PUNCT
bracis-28385	176	10	2021	2021	NUM
bracis-28385	176	11	)	)	PUNCT
bracis-28385	176	12	.	.	PUNCT
bracis-28385	177	1	https://doi.org/10.5753/sbcas.2021.16055	https://doi.org/10.5753/sbcas.2021.16055	PROPN
bracis-28385	177	2	.	.	PUNCT
bracis-28385	178	1	https://sol.sbc.org.br/index.php/sbcas/article/view/16055	https://sol.sbc.org.br/index.php/sbcas/article/view/16055	PROPN
bracis-28385	178	2	feng	feng	PROPN
bracis-28385	178	3	,	,	PUNCT
bracis-28385	178	4	s.	s.	PROPN
bracis-28385	178	5	,	,	PUNCT
bracis-28385	178	6	et	et	PROPN
bracis-28385	178	7	al	al	PROPN
bracis-28385	178	8	.	.	PROPN
bracis-28385	178	9	:	:	PUNCT
bracis-28385	178	10	cpfnet	cpfnet	NOUN
bracis-28385	178	11	:	:	PUNCT
bracis-28385	178	12	context	context	NOUN
bracis-28385	178	13	pyramid	pyramid	NOUN
bracis-28385	178	14	fusion	fusion	NOUN
bracis-28385	178	15	network	network	NOUN
bracis-28385	178	16	for	for	ADP
bracis-28385	178	17	medical	medical	ADJ
bracis-28385	178	18	image	image	NOUN
bracis-28385	178	19	segmentation	segmentation	NOUN
bracis-28385	178	20	.	.	PUNCT
bracis-28385	179	1	ieee	ieee	PROPN
bracis-28385	179	2	trans	trans	PROPN
bracis-28385	179	3	.	.	PROPN
bracis-28385	179	4	med	med	PROPN
bracis-28385	179	5	.	.	PUNCT
bracis-28385	180	1	imaging	imaging	NOUN
bracis-28385	180	2	39(10	39(10	NUM
bracis-28385	180	3	)	)	PUNCT
bracis-28385	180	4	,	,	PUNCT
bracis-28385	180	5	3008–3018	3008–3018	NUM
bracis-28385	180	6	(	(	PUNCT
bracis-28385	180	7	2020	2020	NUM
bracis-28385	180	8	)	)	PUNCT
bracis-28385	180	9	.	.	PUNCT
bracis-28385	181	1	https://doi.org/10.1109/tmi.2020.2983721	https://doi.org/10.1109/tmi.2020.2983721	PROPN
bracis-28385	181	2	article	article	PROPN
bracis-28385	181	3	  	  	SPACE
bracis-28385	181	4	google	google	PROPN
bracis-28385	181	5	scholar	scholar	NOUN
bracis-28385	181	6	  	  	SPACE
bracis-28385	181	7	gupta	gupta	PROPN
bracis-28385	181	8	,	,	PUNCT
bracis-28385	181	9	t.	t.	PROPN
bracis-28385	181	10	,	,	PUNCT
bracis-28385	181	11	narayan	narayan	PROPN
bracis-28385	181	12	,	,	PUNCT
bracis-28385	181	13	c.a	c.a	PROPN
bracis-28385	181	14	.	.	PROPN
bracis-28385	181	15	:	:	PUNCT
bracis-28385	181	16	image	image	NOUN
bracis-28385	181	17	-	-	PUNCT
bracis-28385	181	18	guided	guide	VERB
bracis-28385	181	19	radiation	radiation	NOUN
bracis-28385	181	20	therapy	therapy	NOUN
bracis-28385	181	21	:	:	PUNCT
bracis-28385	181	22	physician	physician	NOUN
bracis-28385	181	23	’s	’s	PART
bracis-28385	181	24	perspectives	perspective	NOUN
bracis-28385	181	25	.	.	PUNCT
bracis-28385	182	1	j.	j.	PROPN
bracis-28385	182	2	med	med	PROPN
bracis-28385	182	3	.	.	PUNCT
bracis-28385	183	1	phys./assoc	phys./assoc	PROPN
bracis-28385	183	2	.	.	PUNCT
bracis-28385	183	3	med	med	PROPN
bracis-28385	183	4	.	.	PUNCT
bracis-28385	184	1	physicists	physicist	VERB
bracis-28385	184	2	india	india	PROPN
bracis-28385	184	3	37(4	37(4	PROPN
bracis-28385	184	4	)	)	PUNCT
bracis-28385	184	5	,	,	PUNCT
bracis-28385	184	6	174	174	NUM
bracis-28385	184	7	(	(	PUNCT
bracis-28385	184	8	2012	2012	NUM
bracis-28385	184	9	)	)	PUNCT
bracis-28385	184	10	google	google	PROPN
bracis-28385	184	11	scholar	scholar	NOUN
bracis-28385	184	12	  	  	SPACE
bracis-28385	184	13	hansen	hansen	PROPN
bracis-28385	184	14	,	,	PUNCT
bracis-28385	184	15	p.c	p.c	PROPN
bracis-28385	184	16	.	.	PROPN
bracis-28385	184	17	,	,	PUNCT
bracis-28385	184	18	jørgensen	jørgensen	PROPN
bracis-28385	184	19	,	,	PUNCT
bracis-28385	184	20	j.	j.	PROPN
bracis-28385	184	21	,	,	PUNCT
bracis-28385	184	22	lionheart	lionheart	PROPN
bracis-28385	184	23	,	,	PUNCT
bracis-28385	184	24	w.r	w.r	PROPN
bracis-28385	184	25	.	.	PROPN
bracis-28385	184	26	:	:	PUNCT
bracis-28385	185	1	computed	compute	VERB
bracis-28385	185	2	tomography	tomography	NOUN
bracis-28385	185	3	:	:	PUNCT
bracis-28385	185	4	algorithms	algorithm	NOUN
bracis-28385	185	5	,	,	PUNCT
bracis-28385	185	6	insight	insight	NOUN
bracis-28385	185	7	,	,	PUNCT
bracis-28385	185	8	and	and	CCONJ
bracis-28385	185	9	just	just	ADV
bracis-28385	185	10	enough	enough	ADJ
bracis-28385	185	11	theory	theory	NOUN
bracis-28385	185	12	.	.	PUNCT
bracis-28385	186	1	siam	siam	NOUN
bracis-28385	186	2	(	(	PUNCT
bracis-28385	186	3	2021	2021	NUM
bracis-28385	186	4	)	)	PUNCT
bracis-28385	186	5	google	google	NOUN
bracis-28385	186	6	scholar	scholar	NOUN
bracis-28385	186	7	  	  	SPACE
bracis-28385	186	8	he	he	PRON
bracis-28385	186	9	,	,	PUNCT
bracis-28385	186	10	k.	k.	PROPN
bracis-28385	186	11	,	,	PUNCT
bracis-28385	186	12	zhang	zhang	PROPN
bracis-28385	186	13	,	,	PUNCT
bracis-28385	186	14	x.	x.	PROPN
bracis-28385	186	15	,	,	PUNCT
bracis-28385	186	16	ren	ren	PROPN
bracis-28385	186	17	,	,	PUNCT
bracis-28385	186	18	s.	s.	PROPN
bracis-28385	186	19	,	,	PUNCT
bracis-28385	186	20	sun	sun	PROPN
bracis-28385	186	21	,	,	PUNCT
bracis-28385	186	22	j.	j.	PROPN
bracis-28385	186	23	:	:	PUNCT
bracis-28385	186	24	spatial	spatial	ADJ
bracis-28385	186	25	pyramid	pyramid	NOUN
bracis-28385	186	26	pooling	pool	VERB
bracis-28385	186	27	in	in	ADP
bracis-28385	186	28	deep	deep	ADJ
bracis-28385	186	29	convolutional	convolutional	ADJ
bracis-28385	186	30	networks	network	NOUN
bracis-28385	186	31	for	for	ADP
bracis-28385	186	32	visual	visual	ADJ
bracis-28385	186	33	recognition	recognition	NOUN
bracis-28385	186	34	.	.	PUNCT
bracis-28385	187	1	in	in	ADP
bracis-28385	187	2	:	:	PUNCT
bracis-28385	187	3	fleet	fleet	PROPN
bracis-28385	187	4	,	,	PUNCT
bracis-28385	187	5	d.	d.	PROPN
bracis-28385	187	6	,	,	PUNCT
bracis-28385	187	7	pajdla	pajdla	NOUN
bracis-28385	187	8	,	,	PUNCT
bracis-28385	187	9	t.	t.	PROPN
bracis-28385	187	10	,	,	PUNCT
bracis-28385	187	11	schiele	schiele	PROPN
bracis-28385	187	12	,	,	PUNCT
bracis-28385	187	13	b.	b.	PROPN
bracis-28385	187	14	,	,	PUNCT
bracis-28385	187	15	tuytelaars	tuytelaar	NOUN
bracis-28385	187	16	,	,	PUNCT
bracis-28385	187	17	t.	t.	PROPN
bracis-28385	187	18	(	(	PUNCT
bracis-28385	187	19	eds	eds	PROPN
bracis-28385	187	20	.	.	PUNCT
bracis-28385	187	21	)	)	PUNCT
bracis-28385	188	1	eccv	eccv	ADV
bracis-28385	188	2	2014	2014	NUM
bracis-28385	188	3	.	.	PUNCT
bracis-28385	189	1	lncs	lncs	PROPN
bracis-28385	189	2	,	,	PUNCT
bracis-28385	189	3	vol	vol	NOUN
bracis-28385	189	4	.	.	PROPN
bracis-28385	189	5	8691	8691	NUM
bracis-28385	189	6	,	,	PUNCT
bracis-28385	189	7	pp	pp	ADV
bracis-28385	189	8	.	.	PUNCT
bracis-28385	190	1	346–361	346–361	NUM
bracis-28385	190	2	.	.	PUNCT
bracis-28385	191	1	springer	springer	NOUN
bracis-28385	191	2	,	,	PUNCT
bracis-28385	191	3	cham	cham	PROPN
bracis-28385	191	4	(	(	PUNCT
bracis-28385	191	5	2014	2014	NUM
bracis-28385	191	6	)	)	PUNCT
bracis-28385	191	7	.	.	PUNCT
bracis-28385	192	1	https://doi.org/10.1007/978-3-319-10578-9_23	https://doi.org/10.1007/978-3-319-10578-9_23	NUM
bracis-28385	192	2	chapter	chapter	NOUN
bracis-28385	192	3	  	  	SPACE
bracis-28385	192	4	google	google	PROPN
bracis-28385	192	5	scholar	scholar	NOUN
bracis-28385	192	6	  	  	SPACE
bracis-28385	192	7	he	he	PRON
bracis-28385	192	8	,	,	PUNCT
bracis-28385	192	9	k.	k.	PROPN
bracis-28385	192	10	,	,	PUNCT
bracis-28385	192	11	zhang	zhang	PROPN
bracis-28385	192	12	,	,	PUNCT
bracis-28385	192	13	x.	x.	PROPN
bracis-28385	192	14	,	,	PUNCT
bracis-28385	192	15	ren	ren	PROPN
bracis-28385	192	16	,	,	PUNCT
bracis-28385	192	17	s.	s.	PROPN
bracis-28385	192	18	,	,	PUNCT
bracis-28385	192	19	sun	sun	PROPN
bracis-28385	192	20	,	,	PUNCT
bracis-28385	192	21	j.	j.	PROPN
bracis-28385	192	22	:	:	PUNCT
bracis-28385	192	23	deep	deep	ADJ
bracis-28385	192	24	residual	residual	ADJ
bracis-28385	192	25	learning	learning	NOUN
bracis-28385	192	26	for	for	ADP
bracis-28385	192	27	image	image	NOUN
bracis-28385	192	28	recognition	recognition	NOUN
bracis-28385	192	29	(	(	PUNCT
bracis-28385	192	30	2015	2015	NUM
bracis-28385	192	31	)	)	PUNCT
bracis-28385	192	32	google	google	NOUN
bracis-28385	192	33	scholar	scholar	NOUN
bracis-28385	192	34	  	  	SPACE
bracis-28385	192	35	kalender	kalender	NOUN
bracis-28385	192	36	,	,	PUNCT
bracis-28385	192	37	w.a	w.a	PROPN
bracis-28385	192	38	.	.	PROPN
bracis-28385	192	39	:	:	PUNCT
bracis-28385	193	1	x	x	X
bracis-28385	193	2	-	-	PUNCT
bracis-28385	193	3	ray	ray	NOUN
bracis-28385	193	4	computed	compute	VERB
bracis-28385	193	5	tomography	tomography	NOUN
bracis-28385	193	6	.	.	PUNCT
bracis-28385	194	1	phys	phy	NOUN
bracis-28385	194	2	.	.	PUNCT
bracis-28385	195	1	med	med	PROPN
bracis-28385	195	2	.	.	PUNCT
bracis-28385	196	1	biol	biol	PROPN
bracis-28385	196	2	.	.	PUNCT
bracis-28385	197	1	51(13	51(13	NUM
bracis-28385	197	2	)	)	PUNCT
bracis-28385	197	3	,	,	PUNCT
bracis-28385	197	4	r29	r29	NOUN
bracis-28385	197	5	(	(	PUNCT
bracis-28385	197	6	2006	2006	NUM
bracis-28385	197	7	)	)	PUNCT
bracis-28385	197	8	article	article	NOUN
bracis-28385	197	9	  	  	SPACE
bracis-28385	197	10	google	google	PROPN
bracis-28385	197	11	scholar	scholar	NOUN
bracis-28385	197	12	  	  	SPACE
bracis-28385	197	13	kezmann	kezmann	PROPN
bracis-28385	197	14	,	,	PUNCT
bracis-28385	197	15	j.m	j.m	PROPN
bracis-28385	197	16	.	.	PROPN
bracis-28385	197	17	:	:	PUNCT
bracis-28385	197	18	tensorflow	tensorflow	PROPN
bracis-28385	197	19	advanced	advanced	ADJ
bracis-28385	197	20	segmentation	segmentation	NOUN
bracis-28385	197	21	models	model	NOUN
bracis-28385	197	22	(	(	PUNCT
bracis-28385	197	23	2020	2020	NUM
bracis-28385	197	24	)	)	PUNCT
bracis-28385	197	25	.	.	PUNCT
bracis-28385	198	1	https://github.com/janmarcelkezmann/tensorflow-advanced-segmentation-models	https://github.com/janmarcelkezmann/tensorflow-advanced-segmentation-models	PROPN
bracis-28385	198	2	kingma	kingma	PROPN
bracis-28385	198	3	,	,	PUNCT
bracis-28385	198	4	d.p	d.p	PROPN
bracis-28385	198	5	.	.	PROPN
bracis-28385	198	6	,	,	PUNCT
bracis-28385	198	7	ba	ba	PROPN
bracis-28385	198	8	,	,	PUNCT
bracis-28385	198	9	j.	j.	PROPN
bracis-28385	198	10	:	:	PUNCT
bracis-28385	198	11	adam	adam	PROPN
bracis-28385	198	12	:	:	PUNCT
bracis-28385	198	13	a	a	DET
bracis-28385	198	14	method	method	NOUN
bracis-28385	198	15	for	for	ADP
bracis-28385	198	16	stochastic	stochastic	ADJ
bracis-28385	198	17	optimization	optimization	NOUN
bracis-28385	198	18	(	(	PUNCT
bracis-28385	198	19	2017	2017	NUM
bracis-28385	198	20	)	)	PUNCT
bracis-28385	198	21	google	google	PROPN
bracis-28385	198	22	scholar	scholar	NOUN
bracis-28385	198	23	  	  	SPACE
bracis-28385	198	24	lambert	lambert	PROPN
bracis-28385	198	25	,	,	PUNCT
bracis-28385	198	26	z.	z.	PROPN
bracis-28385	198	27	,	,	PUNCT
bracis-28385	198	28	petitjean	petitjean	NOUN
bracis-28385	198	29	,	,	PUNCT
bracis-28385	198	30	c.	c.	NOUN
bracis-28385	198	31	,	,	PUNCT
bracis-28385	198	32	dubray	dubray	ADJ
bracis-28385	198	33	,	,	PUNCT
bracis-28385	198	34	b.	b.	PROPN
bracis-28385	198	35	,	,	PUNCT
bracis-28385	198	36	ruan	ruan	PROPN
bracis-28385	198	37	,	,	PUNCT
bracis-28385	198	38	s.	s.	PROPN
bracis-28385	198	39	:	:	PUNCT
bracis-28385	198	40	segthor	segthor	NOUN
bracis-28385	198	41	:	:	PUNCT
bracis-28385	198	42	segmentation	segmentation	NOUN
bracis-28385	198	43	of	of	ADP
bracis-28385	198	44	thoracic	thoracic	NOUN
bracis-28385	198	45	organs	organ	NOUN
bracis-28385	198	46	at	at	ADP
bracis-28385	198	47	risk	risk	NOUN
bracis-28385	198	48	in	in	ADP
bracis-28385	198	49	ct	ct	NUM
bracis-28385	198	50	images	image	NOUN
bracis-28385	198	51	(	(	PUNCT
bracis-28385	198	52	2019	2019	NUM
bracis-28385	198	53	)	)	PUNCT
bracis-28385	198	54	.	.	PUNCT
bracis-28385	199	1	https://doi.org/10.48550/arxiv.1912.05950	https://doi.org/10.48550/arxiv.1912.05950	PROPN
bracis-28385	199	2	.	.	PROPN
bracis-28385	199	3	arxiv.org/abs/1912.05950	arxiv.org/abs/1912.05950	PROPN
bracis-28385	199	4	noël	noël	PROPN
bracis-28385	199	5	,	,	PUNCT
bracis-28385	199	6	g.	g.	PROPN
bracis-28385	199	7	,	,	PUNCT
bracis-28385	199	8	antoni	antoni	PROPN
bracis-28385	199	9	,	,	PUNCT
bracis-28385	199	10	d.	d.	PROPN
bracis-28385	199	11	,	,	PUNCT
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bracis-28385	199	13	,	,	PUNCT
bracis-28385	199	14	i.	i.	NOUN
bracis-28385	199	15	,	,	PUNCT
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bracis-28385	199	17	,	,	PUNCT
bracis-28385	199	18	b.	b.	PROPN
bracis-28385	199	19	:	:	PUNCT
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bracis-28385	199	22	organes	organe	VERB
bracis-28385	199	23	á	á	X
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bracis-28385	199	27	dosimétriques	dosimétrique	NOUN
bracis-28385	199	28	.	.	PUNCT
bracis-28385	200	1	cancer	cancer	NOUN
bracis-28385	200	2	/	/	SYM
bracis-28385	200	3	radiothérapie	radiothérapie	NOUN
bracis-28385	200	4	20	20	NUM
bracis-28385	200	5	,	,	PUNCT
bracis-28385	200	6	s36	s36	NOUN
bracis-28385	200	7	–	–	PUNCT
bracis-28385	200	8	s60	s60	NOUN
bracis-28385	200	9	(	(	PUNCT
bracis-28385	200	10	2016	2016	NUM
bracis-28385	200	11	)	)	PUNCT
bracis-28385	200	12	.	.	PUNCT
bracis-28385	201	1	https://doi.org/10.1016/j.canrad.2016.07.032	https://doi.org/10.1016/j.canrad.2016.07.032	NUM
bracis-28385	201	2	.	.	PUNCT
bracis-28385	202	1	https://www.sciencedirect.com/science/article/pii/s1278321816301676	https://www.sciencedirect.com/science/article/pii/s1278321816301676	PROPN
bracis-28385	202	2	.	.	PUNCT
bracis-28385	203	1	recorad	recorad	PROPN
bracis-28385	203	2	:	:	PUNCT
bracis-28385	203	3	recommandations	recommandation	NOUN
bracis-28385	203	4	pour	pour	X
bracis-28385	203	5	la	la	X
bracis-28385	203	6	pratique	pratique	X
bracis-28385	203	7	de	de	X
bracis-28385	203	8	la	la	PROPN
bracis-28385	203	9	radiothérapie	radiothérapie	PROPN
bracis-28385	203	10	externe	externe	PROPN
bracis-28385	203	11	et	et	PROPN
bracis-28385	203	12	de	de	X
bracis-28385	203	13	la	la	X
bracis-28385	203	14	curiethérapie	curiethérapie	PROPN
bracis-28385	203	15	sandler	sandler	PROPN
bracis-28385	203	16	,	,	PUNCT
bracis-28385	203	17	m.	m.	NOUN
bracis-28385	203	18	,	,	PUNCT
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bracis-28385	203	20	,	,	PUNCT
bracis-28385	203	21	a.	a.	PROPN
bracis-28385	203	22	,	,	PUNCT
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bracis-28385	203	24	,	,	PUNCT
bracis-28385	203	25	m.	m.	NOUN
bracis-28385	203	26	,	,	PUNCT
bracis-28385	203	27	zhmoginov	zhmoginov	PROPN
bracis-28385	203	28	,	,	PUNCT
bracis-28385	203	29	a.	a.	PROPN
bracis-28385	203	30	,	,	PUNCT
bracis-28385	203	31	chen	chen	PROPN
bracis-28385	203	32	,	,	PUNCT
bracis-28385	203	33	l.c	l.c	PROPN
bracis-28385	203	34	.	.	PROPN
bracis-28385	203	35	:	:	PUNCT
bracis-28385	204	1	mobilenetv	mobilenetv	ADJ
bracis-28385	204	2	2	2	NUM
bracis-28385	204	3	:	:	PUNCT
bracis-28385	204	4	inverted	inverted	ADJ
bracis-28385	204	5	residuals	residual	NOUN
bracis-28385	204	6	and	and	CCONJ
bracis-28385	204	7	linear	linear	ADJ
bracis-28385	204	8	bottlenecks	bottleneck	NOUN
bracis-28385	204	9	(	(	PUNCT
bracis-28385	204	10	2019	2019	NUM
bracis-28385	204	11	)	)	PUNCT
bracis-28385	204	12	google	google	PROPN
bracis-28385	204	13	scholar	scholar	NOUN
bracis-28385	204	14	  	  	SPACE
bracis-28385	204	15	tan	tan	PROPN
bracis-28385	204	16	,	,	PUNCT
bracis-28385	204	17	m.	m.	NOUN
bracis-28385	204	18	,	,	PUNCT
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bracis-28385	204	22	:	:	PUNCT
bracis-28385	204	23	efficientnet	efficientnet	PROPN
bracis-28385	204	24	:	:	PUNCT
bracis-28385	204	25	rethinking	rethink	VERB
bracis-28385	204	26	model	model	NOUN
bracis-28385	204	27	scaling	scale	VERB
bracis-28385	204	28	for	for	ADP
bracis-28385	204	29	convolutional	convolutional	ADJ
bracis-28385	204	30	neural	neural	ADJ
bracis-28385	204	31	networks	network	NOUN
bracis-28385	204	32	.	.	PUNCT
bracis-28385	205	1	in	in	ADP
bracis-28385	205	2	:	:	PUNCT
bracis-28385	205	3	chaudhuri	chaudhuri	PROPN
bracis-28385	205	4	,	,	PUNCT
bracis-28385	205	5	k.	k.	PROPN
bracis-28385	205	6	,	,	PUNCT
bracis-28385	205	7	salakhutdinov	salakhutdinov	PROPN
bracis-28385	205	8	,	,	PUNCT
bracis-28385	205	9	r.	r.	PROPN
bracis-28385	205	10	(	(	PUNCT
bracis-28385	205	11	eds	eds	PROPN
bracis-28385	205	12	.	.	PUNCT
bracis-28385	205	13	)	)	PUNCT
bracis-28385	206	1	proceedings	proceeding	NOUN
bracis-28385	206	2	of	of	ADP
bracis-28385	206	3	the	the	DET
bracis-28385	206	4	36th	36th	ADJ
bracis-28385	206	5	international	international	ADJ
bracis-28385	206	6	conference	conference	NOUN
bracis-28385	206	7	on	on	ADP
bracis-28385	206	8	machine	machine	NOUN
bracis-28385	206	9	learning	learning	NOUN
bracis-28385	206	10	.	.	PUNCT
bracis-28385	207	1	proceedings	proceeding	NOUN
bracis-28385	207	2	of	of	ADP
bracis-28385	207	3	machine	machine	NOUN
bracis-28385	207	4	learning	learn	VERB
bracis-28385	207	5	research	research	NOUN
bracis-28385	207	6	,	,	PUNCT
bracis-28385	207	7	vol	vol	NOUN
bracis-28385	207	8	.	.	PROPN
bracis-28385	207	9	97	97	NUM
bracis-28385	207	10	,	,	PUNCT
bracis-28385	207	11	pp	pp	ADJ
bracis-28385	207	12	.	.	PUNCT
bracis-28385	207	13	6105–6114	6105–6114	NOUN
bracis-28385	207	14	.	.	PUNCT
bracis-28385	208	1	pmlr	pmlr	NOUN
bracis-28385	208	2	(	(	PUNCT
bracis-28385	208	3	2019	2019	NUM
bracis-28385	208	4	)	)	PUNCT
bracis-28385	208	5	.	.	PUNCT
bracis-28385	209	1	https://proceedings.mlr.press/v97/tan19a.html	https://proceedings.mlr.press/v97/tan19a.html	PROPN
bracis-28385	209	2	tekatli	tekatli	PROPN
bracis-28385	209	3	,	,	PUNCT
bracis-28385	209	4	h.	h.	PROPN
bracis-28385	209	5	,	,	PUNCT
bracis-28385	209	6	et	et	PROPN
bracis-28385	209	7	al	al	PROPN
bracis-28385	209	8	.	.	PUNCT
bracis-28385	209	9	:	:	PUNCT
bracis-28385	209	10	normal	normal	ADJ
bracis-28385	209	11	tissue	tissue	NOUN
bracis-28385	209	12	complication	complication	NOUN
bracis-28385	209	13	probability	probability	NOUN
bracis-28385	209	14	modeling	modeling	NOUN
bracis-28385	209	15	of	of	ADP
bracis-28385	209	16	pulmonary	pulmonary	ADJ
bracis-28385	209	17	toxicity	toxicity	NOUN
bracis-28385	209	18	after	after	ADP
bracis-28385	209	19	stereotactic	stereotactic	ADJ
bracis-28385	209	20	and	and	CCONJ
bracis-28385	209	21	hypofractionated	hypofractionate	VERB
bracis-28385	209	22	radiation	radiation	NOUN
bracis-28385	209	23	therapy	therapy	NOUN
bracis-28385	209	24	for	for	ADP
bracis-28385	209	25	central	central	ADJ
bracis-28385	209	26	lung	lung	NOUN
bracis-28385	209	27	tumors	tumor	NOUN
bracis-28385	209	28	.	.	PUNCT
bracis-28385	210	1	int	int	NOUN
bracis-28385	210	2	.	.	PUNCT
bracis-28385	211	1	j.	j.	PROPN
bracis-28385	211	2	radiat	radiat	PROPN
bracis-28385	211	3	.	.	PUNCT
bracis-28385	212	1	oncol	oncol	ADJ
bracis-28385	212	2	.	.	PUNCT
bracis-28385	213	1	biol	biol	PROPN
bracis-28385	213	2	.	.	PUNCT
bracis-28385	214	1	phys	phy	NOUN
bracis-28385	214	2	.	.	PUNCT
bracis-28385	215	1	100(3	100(3	NUM
bracis-28385	215	2	)	)	PUNCT
bracis-28385	215	3	,	,	PUNCT
bracis-28385	215	4	738–747	738–747	NUM
bracis-28385	215	5	(	(	PUNCT
bracis-28385	215	6	2018	2018	NUM
bracis-28385	215	7	)	)	PUNCT
bracis-28385	215	8	google	google	PROPN
bracis-28385	215	9	scholar	scholar	NOUN
bracis-28385	215	10	  	  	SPACE
bracis-28385	215	11	wang	wang	PROPN
bracis-28385	215	12	,	,	PUNCT
bracis-28385	215	13	q.	q.	PROPN
bracis-28385	215	14	,	,	PUNCT
bracis-28385	215	15	et	et	PROPN
bracis-28385	215	16	al	al	PROPN
bracis-28385	215	17	.	.	PUNCT
bracis-28385	215	18	:	:	PUNCT
bracis-28385	216	1	3d	3d	NUM
bracis-28385	216	2	enhanced	enhance	VERB
bracis-28385	216	3	multi	multi	ADJ
bracis-28385	216	4	-	-	ADJ
bracis-28385	216	5	scale	scale	ADJ
bracis-28385	216	6	network	network	NOUN
bracis-28385	216	7	for	for	ADP
bracis-28385	216	8	thoracic	thoracic	NOUN
bracis-28385	216	9	organs	organ	NOUN
bracis-28385	216	10	segmentation	segmentation	NOUN
bracis-28385	216	11	.	.	PUNCT
bracis-28385	217	1	segthor@	segthor@	PROPN
bracis-28385	217	2	isbi	isbi	PROPN
bracis-28385	217	3	3(1	3(1	NUM
bracis-28385	217	4	)	)	PUNCT
bracis-28385	217	5	,	,	PUNCT
bracis-28385	217	6	1–5	1–5	X
bracis-28385	217	7	(	(	PUNCT
bracis-28385	217	8	2019	2019	NUM
bracis-28385	217	9	)	)	PUNCT
bracis-28385	217	10	google	google	PROPN
bracis-28385	217	11	scholar	scholar	NOUN
bracis-28385	217	12	  	  	SPACE
bracis-28385	217	13	wang	wang	PROPN
bracis-28385	217	14	,	,	PUNCT
bracis-28385	217	15	s.	s.	PROPN
bracis-28385	217	16	,	,	PUNCT
bracis-28385	217	17	et	et	PROPN
bracis-28385	217	18	al	al	PROPN
bracis-28385	217	19	.	.	PROPN
bracis-28385	217	20	:	:	PUNCT
bracis-28385	218	1	conquering	conquer	VERB
bracis-28385	218	2	data	datum	NOUN
bracis-28385	218	3	variations	variation	NOUN
bracis-28385	218	4	in	in	ADP
bracis-28385	218	5	resolution	resolution	NOUN
bracis-28385	218	6	:	:	PUNCT
bracis-28385	218	7	a	a	DET
bracis-28385	218	8	slice	slice	NOUN
bracis-28385	218	9	-	-	PUNCT
bracis-28385	218	10	aware	aware	ADJ
bracis-28385	218	11	multi	multi	ADJ
bracis-28385	218	12	-	-	ADJ
bracis-28385	218	13	branch	branch	ADJ
bracis-28385	218	14	decoder	decoder	NOUN
bracis-28385	218	15	network	network	NOUN
bracis-28385	218	16	.	.	PUNCT
bracis-28385	219	1	ieee	ieee	PROPN
bracis-28385	219	2	trans	trans	PROPN
bracis-28385	219	3	.	.	PROPN
bracis-28385	219	4	med	med	PROPN
bracis-28385	219	5	.	.	PUNCT
bracis-28385	220	1	imaging	image	VERB
bracis-28385	220	2	39(12	39(12	NUM
bracis-28385	220	3	)	)	PUNCT
bracis-28385	220	4	,	,	PUNCT
bracis-28385	220	5	4174–4185	4174–4185	NUM
bracis-28385	220	6	(	(	PUNCT
bracis-28385	220	7	2020	2020	NUM
bracis-28385	220	8	)	)	PUNCT
bracis-28385	220	9	.	.	PUNCT
bracis-28385	221	1	https://doi.org/10.1109/tmi.2020.3014433	https://doi.org/10.1109/tmi.2020.3014433	PROPN
bracis-28385	221	2	article	article	PROPN
bracis-28385	221	3	  	  	SPACE
bracis-28385	221	4	google	google	PROPN
bracis-28385	221	5	scholar	scholar	NOUN
bracis-28385	221	6	  	  	SPACE
bracis-28385	221	7	yan	yan	PROPN
bracis-28385	221	8	,	,	PUNCT
bracis-28385	221	9	x.	x.	PROPN
bracis-28385	221	10	,	,	PUNCT
bracis-28385	221	11	tang	tang	PROPN
bracis-28385	221	12	,	,	PUNCT
bracis-28385	221	13	h.	h.	PROPN
bracis-28385	221	14	,	,	PUNCT
bracis-28385	221	15	sun	sun	PROPN
bracis-28385	221	16	,	,	PUNCT
bracis-28385	221	17	s.	s.	PROPN
bracis-28385	221	18	,	,	PUNCT
bracis-28385	221	19	ma	ma	PROPN
bracis-28385	221	20	,	,	PUNCT
bracis-28385	221	21	h.	h.	PROPN
bracis-28385	221	22	,	,	PUNCT
bracis-28385	221	23	kong	kong	PROPN
bracis-28385	221	24	,	,	PUNCT
bracis-28385	221	25	d.	d.	PROPN
bracis-28385	221	26	,	,	PUNCT
bracis-28385	221	27	xie	xie	PROPN
bracis-28385	221	28	,	,	PUNCT
bracis-28385	221	29	x.	x.	NOUN
bracis-28385	221	30	:	:	PUNCT
bracis-28385	221	31	after	after	ADP
bracis-28385	221	32	-	-	PUNCT
bracis-28385	221	33	unet	unet	NOUN
bracis-28385	221	34	:	:	PUNCT
bracis-28385	221	35	axial	axial	ADJ
bracis-28385	221	36	fusion	fusion	NOUN
bracis-28385	221	37	transformer	transformer	NOUN
bracis-28385	221	38	unet	unet	NOUN
bracis-28385	221	39	for	for	ADP
bracis-28385	221	40	medical	medical	ADJ
bracis-28385	221	41	image	image	NOUN
bracis-28385	221	42	segmentation	segmentation	NOUN
bracis-28385	221	43	.	.	PUNCT
bracis-28385	222	1	in	in	ADP
bracis-28385	222	2	:	:	PUNCT
bracis-28385	222	3	2022	2022	NUM
bracis-28385	222	4	ieee	ieee	NOUN
bracis-28385	222	5	/	/	SYM
bracis-28385	222	6	cvf	cvf	NOUN
bracis-28385	222	7	winter	winter	NOUN
bracis-28385	222	8	conference	conference	NOUN
bracis-28385	222	9	on	on	ADP
bracis-28385	222	10	applications	application	NOUN
bracis-28385	222	11	of	of	ADP
bracis-28385	222	12	computer	computer	NOUN
bracis-28385	222	13	vision	vision	NOUN
bracis-28385	222	14	(	(	PUNCT
bracis-28385	222	15	wacv	wacv	NOUN
bracis-28385	222	16	)	)	PUNCT
bracis-28385	222	17	,	,	PUNCT
bracis-28385	222	18	los	los	PROPN
bracis-28385	222	19	alamitos	alamitos	PROPN
bracis-28385	222	20	,	,	PUNCT
bracis-28385	222	21	ca	ca	PROPN
bracis-28385	222	22	,	,	PUNCT
bracis-28385	222	23	usa	usa	PROPN
bracis-28385	222	24	,	,	PUNCT
bracis-28385	222	25	pp	pp	X
bracis-28385	222	26	.	.	PUNCT
bracis-28385	223	1	3270–3280	3270–3280	NUM
bracis-28385	223	2	.	.	PUNCT
bracis-28385	224	1	ieee	ieee	NOUN
bracis-28385	224	2	computer	computer	NOUN
bracis-28385	224	3	society	society	NOUN
bracis-28385	224	4	(	(	PUNCT
bracis-28385	224	5	2022	2022	NUM
bracis-28385	224	6	)	)	PUNCT
bracis-28385	224	7	.	.	PUNCT
bracis-28385	225	1	https://doi.org/10.1109/wacv51458.2022.00333	https://doi.org/10.1109/wacv51458.2022.00333	NOUN
bracis-28385	225	2	.	.	PUNCT
bracis-28385	226	1	https://doi.ieeecomputersociety.org/10.1109/wacv51458.2022.00333	https://doi.ieeecomputersociety.org/10.1109/wacv51458.2022.00333	PROPN
bracis-28385	226	2	zhao	zhao	PROPN
bracis-28385	226	3	,	,	PUNCT
bracis-28385	226	4	w.	w.	PROPN
bracis-28385	226	5	,	,	PUNCT
bracis-28385	226	6	chen	chen	PROPN
bracis-28385	226	7	,	,	PUNCT
bracis-28385	226	8	h.	h.	PROPN
bracis-28385	226	9	,	,	PUNCT
bracis-28385	226	10	lu	lu	PROPN
bracis-28385	226	11	,	,	PUNCT
bracis-28385	226	12	y.	y.	NOUN
bracis-28385	226	13	:	:	PUNCT
bracis-28385	226	14	w	w	NOUN
bracis-28385	226	15	-	-	PUNCT
bracis-28385	226	16	net	net	NOUN
bracis-28385	226	17	:	:	PUNCT
bracis-28385	226	18	a	a	DET
bracis-28385	226	19	network	network	NOUN
bracis-28385	226	20	structure	structure	NOUN
bracis-28385	226	21	for	for	ADP
bracis-28385	226	22	automatic	automatic	ADJ
bracis-28385	226	23	segmentation	segmentation	NOUN
bracis-28385	226	24	of	of	ADP
bracis-28385	226	25	organs	organ	NOUN
bracis-28385	226	26	at	at	ADP
bracis-28385	226	27	risk	risk	NOUN
bracis-28385	226	28	in	in	ADP
bracis-28385	226	29	thorax	thorax	NOUN
bracis-28385	226	30	computed	compute	VERB
bracis-28385	226	31	tomography	tomography	NOUN
bracis-28385	226	32	.	.	PUNCT
bracis-28385	227	1	in	in	ADP
bracis-28385	227	2	:	:	PUNCT
bracis-28385	227	3	proceedings	proceeding	NOUN
bracis-28385	227	4	of	of	ADP
bracis-28385	227	5	the	the	DET
bracis-28385	227	6	2020	2020	NUM
bracis-28385	227	7	2nd	2nd	ADJ
bracis-28385	227	8	international	international	ADJ
bracis-28385	227	9	conference	conference	NOUN
bracis-28385	227	10	on	on	ADP
bracis-28385	227	11	intelligent	intelligent	ADJ
bracis-28385	227	12	medicine	medicine	NOUN
bracis-28385	227	13	and	and	CCONJ
bracis-28385	227	14	image	image	NOUN
bracis-28385	227	15	processing	processing	NOUN
bracis-28385	227	16	,	,	PUNCT
bracis-28385	227	17	imip	imip	VERB
bracis-28385	227	18	2020	2020	NUM
bracis-28385	227	19	,	,	PUNCT
bracis-28385	227	20	pp	pp	ADV
bracis-28385	227	21	.	.	PUNCT
bracis-28385	228	1	66–69	66–69	NOUN
bracis-28385	228	2	.	.	PUNCT
bracis-28385	229	1	association	association	NOUN
bracis-28385	229	2	for	for	ADP
bracis-28385	229	3	computing	compute	VERB
bracis-28385	229	4	machinery	machinery	NOUN
bracis-28385	229	5	,	,	PUNCT
bracis-28385	229	6	new	new	PROPN
bracis-28385	229	7	york	york	PROPN
bracis-28385	229	8	(	(	PUNCT
bracis-28385	229	9	2020	2020	NUM
bracis-28385	229	10	)	)	PUNCT
bracis-28385	229	11	.	.	PUNCT
bracis-28385	230	1	https://doi.org/10.1145/3399637.3399642	https://doi.org/10.1145/3399637.3399642	PROPN
bracis-28385	230	2	download	download	NOUN
bracis-28385	230	3	references	reference	NOUN
bracis-28385	230	4	acknowledgments	acknowledgment	NOUN
bracis-28385	230	5	this	this	DET
bracis-28385	230	6	work	work	NOUN
bracis-28385	230	7	was	be	AUX
bracis-28385	230	8	carried	carry	VERB
bracis-28385	230	9	out	out	ADP
bracis-28385	230	10	with	with	ADP
bracis-28385	230	11	the	the	DET
bracis-28385	230	12	support	support	NOUN
bracis-28385	230	13	of	of	ADP
bracis-28385	230	14	the	the	DET
bracis-28385	230	15	coordination	coordination	NOUN
bracis-28385	230	16	for	for	ADP
bracis-28385	230	17	the	the	DET
bracis-28385	230	18	improvement	improvement	NOUN
bracis-28385	230	19	of	of	ADP
bracis-28385	230	20	higher	high	ADJ
bracis-28385	230	21	education	education	NOUN
bracis-28385	230	22	personnel	personnel	NOUN
bracis-28385	230	23	brazil	brazil	PROPN
bracis-28385	230	24	(	(	PUNCT
bracis-28385	230	25	capes	cape	NOUN
bracis-28385	230	26	)	)	PUNCT
bracis-28385	230	27	financing	financing	NOUN
bracis-28385	230	28	code	code	NOUN
bracis-28385	230	29	001	001	NOUN
bracis-28385	230	30	,	,	PUNCT
bracis-28385	230	31	maranhão	maranhão	PROPN
bracis-28385	230	32	research	research	NOUN
bracis-28385	230	33	support	support	NOUN
bracis-28385	230	34	foundation	foundation	NOUN
bracis-28385	230	35	(	(	PUNCT
bracis-28385	230	36	fapema	fapema	NOUN
bracis-28385	230	37	)	)	PUNCT
bracis-28385	230	38	,	,	PUNCT
bracis-28385	230	39	national	national	ADJ
bracis-28385	230	40	council	council	PROPN
bracis-28385	230	41	for	for	ADP
bracis-28385	230	42	scientific	scientific	ADJ
bracis-28385	230	43	and	and	CCONJ
bracis-28385	230	44	technological	technological	ADJ
bracis-28385	230	45	development	development	NOUN
bracis-28385	230	46	(	(	PUNCT
bracis-28385	230	47	cnpq	cnpq	NOUN
bracis-28385	230	48	)	)	PUNCT
bracis-28385	230	49	and	and	CCONJ
bracis-28385	230	50	brazilian	brazilian	ADJ
bracis-28385	230	51	company	company	NOUN
bracis-28385	230	52	of	of	ADP
bracis-28385	230	53	hospital	hospital	NOUN
bracis-28385	230	54	services	service	NOUN
bracis-28385	230	55	(	(	PUNCT
bracis-28385	230	56	ebserh	ebserh	NOUN
bracis-28385	230	57	)	)	PUNCT
bracis-28385	230	58	brazil	brazil	PROPN
bracis-28385	230	59	(	(	PUNCT
bracis-28385	230	60	proc	proc	PROPN
bracis-28385	230	61	.	.	PUNCT
bracis-28385	231	1	409593/2021	409593/2021	NUM
bracis-28385	231	2	-	-	SYM
bracis-28385	231	3	4	4	NUM
bracis-28385	231	4	)	)	PUNCT
bracis-28385	231	5	.	.	PUNCT
bracis-28385	232	1	author	author	NOUN
bracis-28385	232	2	information	information	NOUN
bracis-28385	232	3	authors	author	NOUN
bracis-28385	232	4	and	and	CCONJ
bracis-28385	232	5	affiliations	affiliation	NOUN
bracis-28385	232	6	applied	apply	VERB
bracis-28385	232	7	computing	computing	NOUN
bracis-28385	232	8	group	group	NOUN
bracis-28385	232	9	,	,	PUNCT
bracis-28385	232	10	federal	federal	ADJ
bracis-28385	232	11	university	university	PROPN
bracis-28385	232	12	of	of	ADP
bracis-28385	232	13	maranhão	maranhão	PROPN
bracis-28385	232	14	,	,	PUNCT
bracis-28385	232	15	av	av	PROPN
bracis-28385	232	16	.	.	PUNCT
bracis-28385	233	1	portugueses	portugueses	PROPN
bracis-28385	233	2	1996	1996	NUM
bracis-28385	233	3	,	,	PUNCT
bracis-28385	233	4	são	são	PROPN
bracis-28385	233	5	luís	luís	PROPN
bracis-28385	233	6	,	,	PUNCT
bracis-28385	233	7	ma	ma	PROPN
bracis-28385	233	8	,	,	PUNCT
bracis-28385	233	9	brazil	brazil	PROPN
bracis-28385	233	10	arthur	arthur	PROPN
bracis-28385	233	11	guilherme	guilherme	PROPN
bracis-28385	233	12	santos	santos	PROPN
bracis-28385	233	13	fernandes	fernandes	PROPN
bracis-28385	233	14	,	,	PUNCT
bracis-28385	233	15	 	 	SPACE
bracis-28385	233	16	geraldo	geraldo	PROPN
bracis-28385	233	17	braz	braz	PROPN
bracis-28385	233	18	junior	junior	PROPN
bracis-28385	233	19	,	,	PUNCT
bracis-28385	233	20	 	 	SPACE
bracis-28385	233	21	joão	joão	PROPN
bracis-28385	233	22	otávio	otávio	PROPN
bracis-28385	233	23	bandeira	bandeira	PROPN
bracis-28385	233	24	diniz	diniz	PROPN
bracis-28385	233	25	,	,	PUNCT
bracis-28385	233	26	 	 	SPACE
bracis-28385	233	27	aristófanes	aristófanes	PROPN
bracis-28385	233	28	correa	correa	PROPN
bracis-28385	233	29	silva	silva	PROPN
bracis-28385	233	30	 	 	SPACE
bracis-28385	233	31	&	&	CCONJ
bracis-28385	233	32	 	 	SPACE
bracis-28385	233	33	caio	caio	PROPN
bracis-28385	233	34	eduardo	eduardo	PROPN
bracis-28385	233	35	falcõ	falcõ	PROPN
bracis-28385	233	36	matos	matos	PROPN
bracis-28385	233	37	authors	authors	PROPN
bracis-28385	233	38	arthur	arthur	PROPN
bracis-28385	233	39	guilherme	guilherme	PROPN
bracis-28385	233	40	santos	santos	PROPN
bracis-28385	233	41	fernandesview	fernandesview	VERB
bracis-28385	233	42	author	author	NOUN
bracis-28385	233	43	publications	publication	NOUN
bracis-28385	233	44	search	search	NOUN
bracis-28385	233	45	author	author	NOUN
bracis-28385	233	46	on	on	ADP
bracis-28385	233	47	:	:	PUNCT
bracis-28385	233	48	pubmed	pubmed	PROPN
bracis-28385	233	49	 	 	SPACE
bracis-28385	233	50	google	google	PROPN
bracis-28385	233	51	scholar	scholar	PROPN
bracis-28385	233	52	geraldo	geraldo	PROPN
bracis-28385	233	53	braz	braz	PROPN
bracis-28385	233	54	juniorview	juniorview	PROPN
bracis-28385	233	55	author	author	NOUN
bracis-28385	233	56	publications	publication	NOUN
bracis-28385	233	57	search	search	NOUN
bracis-28385	233	58	author	author	NOUN
bracis-28385	233	59	on	on	ADP
bracis-28385	233	60	:	:	PUNCT
bracis-28385	233	61	pubmed	pubmed	PROPN
bracis-28385	233	62	 	 	SPACE
bracis-28385	233	63	google	google	PROPN
bracis-28385	233	64	scholar	scholar	PROPN
bracis-28385	233	65	joão	joão	PROPN
bracis-28385	233	66	otávio	otávio	PROPN
bracis-28385	233	67	bandeira	bandeira	PROPN
bracis-28385	233	68	dinizview	dinizview	PROPN
bracis-28385	233	69	author	author	NOUN
bracis-28385	233	70	publications	publication	NOUN
bracis-28385	233	71	search	search	NOUN
bracis-28385	233	72	author	author	NOUN
bracis-28385	233	73	on	on	ADP
bracis-28385	233	74	:	:	PUNCT
bracis-28385	233	75	pubmed	pubmed	PROPN
bracis-28385	233	76	 	 	SPACE
bracis-28385	233	77	google	google	PROPN
bracis-28385	233	78	scholar	scholar	PROPN
bracis-28385	233	79	aristófanes	aristófanes	PROPN
bracis-28385	233	80	correa	correa	PROPN
bracis-28385	233	81	silvaview	silvaview	PROPN
bracis-28385	233	82	author	author	NOUN
bracis-28385	233	83	publications	publication	NOUN
bracis-28385	233	84	search	search	NOUN
bracis-28385	233	85	author	author	NOUN
bracis-28385	233	86	on	on	ADP
bracis-28385	233	87	:	:	PUNCT
bracis-28385	233	88	pubmed	pubmed	PROPN
bracis-28385	233	89	 	 	SPACE
bracis-28385	233	90	google	google	PROPN
bracis-28385	233	91	scholar	scholar	PROPN
bracis-28385	233	92	caio	caio	PROPN
bracis-28385	233	93	eduardo	eduardo	PROPN
bracis-28385	233	94	falcõ	falcõ	PROPN
bracis-28385	233	95	matosview	matosview	ADJ
bracis-28385	233	96	author	author	NOUN
bracis-28385	233	97	publications	publication	NOUN
bracis-28385	233	98	search	search	NOUN
bracis-28385	233	99	author	author	NOUN
bracis-28385	233	100	on	on	ADP
bracis-28385	233	101	:	:	PUNCT
bracis-28385	233	102	pubmed	pubmed	PROPN
bracis-28385	233	103	 	 	SPACE
bracis-28385	233	104	google	google	PROPN
bracis-28385	233	105	scholar	scholar	NOUN
bracis-28385	233	106	corresponding	correspond	VERB
bracis-28385	233	107	author	author	NOUN
bracis-28385	233	108	correspondence	correspondence	NOUN
bracis-28385	233	109	to	to	ADP
bracis-28385	233	110	arthur	arthur	PROPN
bracis-28385	233	111	guilherme	guilherme	PROPN
bracis-28385	233	112	santos	santos	PROPN
bracis-28385	233	113	fernandes	fernandes	PROPN
bracis-28385	233	114	.	.	PUNCT
bracis-28385	234	1	editor	editor	NOUN
bracis-28385	234	2	information	information	NOUN
bracis-28385	234	3	editors	editor	NOUN
bracis-28385	234	4	and	and	CCONJ
bracis-28385	234	5	affiliations	affiliation	NOUN
bracis-28385	234	6	federal	federal	PROPN
bracis-28385	234	7	university	university	PROPN
bracis-28385	234	8	of	of	ADP
bracis-28385	234	9	são	são	PROPN
bracis-28385	234	10	carlos	carlos	PROPN
bracis-28385	234	11	,	,	PUNCT
bracis-28385	234	12	são	são	PROPN
bracis-28385	234	13	carlos	carlos	PROPN
bracis-28385	234	14	,	,	PUNCT
bracis-28385	234	15	brazil	brazil	PROPN
bracis-28385	234	16	murilo	murilo	PROPN
bracis-28385	234	17	c.	c.	PROPN
bracis-28385	234	18	naldi	naldi	PROPN
bracis-28385	234	19	centro	centro	PROPN
bracis-28385	234	20	universitario	universitario	PROPN
bracis-28385	234	21	da	da	PROPN
bracis-28385	234	22	fei	fei	PROPN
bracis-28385	234	23	,	,	PUNCT
bracis-28385	234	24	são	são	PROPN
bracis-28385	234	25	bernardo	bernardo	PROPN
bracis-28385	234	26	do	do	AUX
bracis-28385	234	27	campo	campo	PROPN
bracis-28385	234	28	,	,	PUNCT
bracis-28385	234	29	brazil	brazil	PROPN
bracis-28385	234	30	reinaldo	reinaldo	PROPN
bracis-28385	234	31	a.	a.	PROPN
bracis-28385	234	32	c.	c.	PROPN
bracis-28385	234	33	bianchi	bianchi	PROPN
bracis-28385	234	34	rights	right	NOUN
bracis-28385	234	35	and	and	CCONJ
bracis-28385	234	36	permissions	permission	NOUN
bracis-28385	234	37	reprints	reprint	NOUN
bracis-28385	234	38	and	and	CCONJ
bracis-28385	234	39	permissions	permission	VERB
bracis-28385	234	40	copyright	copyright	NOUN
bracis-28385	234	41	information	information	NOUN
bracis-28385	234	42	©	©	ADP
bracis-28385	234	43	2023	2023	NUM
bracis-28385	234	44	the	the	DET
bracis-28385	234	45	author(s	author(s	NOUN
bracis-28385	234	46	)	)	PUNCT
bracis-28385	234	47	,	,	PUNCT
bracis-28385	234	48	under	under	ADP
bracis-28385	234	49	exclusive	exclusive	ADJ
bracis-28385	234	50	license	license	NOUN
bracis-28385	234	51	to	to	ADP
bracis-28385	234	52	springer	springer	NOUN
bracis-28385	234	53	nature	nature	PROPN
bracis-28385	234	54	switzerland	switzerland	PROPN
bracis-28385	234	55	ag	ag	PROPN
bracis-28385	234	56	about	about	ADP
bracis-28385	234	57	this	this	DET
bracis-28385	234	58	paper	paper	NOUN
bracis-28385	234	59	cite	cite	VERB
bracis-28385	234	60	this	this	DET
bracis-28385	234	61	paper	paper	NOUN
bracis-28385	234	62	fernandes	fernande	NOUN
bracis-28385	234	63	,	,	PUNCT
bracis-28385	234	64	a.g.s	a.g.	VERB
bracis-28385	234	65	.	.	PROPN
bracis-28385	234	66	,	,	PUNCT
bracis-28385	234	67	braz	braz	PROPN
bracis-28385	234	68	junior	junior	PROPN
bracis-28385	234	69	,	,	PUNCT
bracis-28385	234	70	g.	g.	PROPN
bracis-28385	234	71	,	,	PUNCT
bracis-28385	234	72	diniz	diniz	PROPN
bracis-28385	234	73	,	,	PUNCT
bracis-28385	234	74	j.o.b	j.o.b	PROPN
bracis-28385	234	75	.	.	PROPN
bracis-28385	234	76	,	,	PUNCT
bracis-28385	234	77	silva	silva	PROPN
bracis-28385	234	78	,	,	PUNCT
bracis-28385	234	79	a.c	a.c	PROPN
bracis-28385	234	80	.	.	PROPN
bracis-28385	234	81	,	,	PUNCT
bracis-28385	234	82	matos	matos	PROPN
bracis-28385	234	83	,	,	PUNCT
bracis-28385	234	84	c.e.f	c.e.f	NOUN
bracis-28385	234	85	.	.	PUNCT
bracis-28385	234	86	(	(	PUNCT
bracis-28385	234	87	2023	2023	NUM
bracis-28385	234	88	)	)	PUNCT
bracis-28385	234	89	.	.	PUNCT
bracis-28385	235	1	efficientdeeplab	efficientdeeplab	VERB
bracis-28385	235	2	for	for	ADP
bracis-28385	235	3	 	 	SPACE
bracis-28385	235	4	automated	automate	VERB
bracis-28385	235	5	trachea	trachea	PROPN
bracis-28385	235	6	segmentation	segmentation	NOUN
bracis-28385	235	7	on	on	ADP
bracis-28385	235	8	 	 	SPACE
bracis-28385	235	9	medical	medical	ADJ
bracis-28385	235	10	images	image	NOUN
bracis-28385	235	11	.	.	PUNCT
bracis-28385	236	1	in	in	ADP
bracis-28385	236	2	:	:	PUNCT
bracis-28385	236	3	naldi	naldi	PROPN
bracis-28385	236	4	,	,	PUNCT
bracis-28385	236	5	m.c	m.c	PROPN
bracis-28385	236	6	.	.	PROPN
bracis-28385	236	7	,	,	PUNCT
bracis-28385	236	8	bianchi	bianchi	PROPN
bracis-28385	236	9	,	,	PUNCT
bracis-28385	236	10	r.a.c	r.a.c	ADP
bracis-28385	236	11	.	.	PUNCT
bracis-28385	236	12	(	(	PUNCT
bracis-28385	236	13	eds	ed	NOUN
bracis-28385	236	14	)	)	PUNCT
bracis-28385	236	15	intelligent	intelligent	ADJ
bracis-28385	236	16	systems	system	NOUN
bracis-28385	236	17	.	.	PUNCT
bracis-28385	237	1	bracis	bracis	PROPN
bracis-28385	237	2	2023	2023	NUM
bracis-28385	237	3	.	.	PUNCT
bracis-28385	238	1	lecture	lecture	NOUN
bracis-28385	238	2	notes	note	NOUN
bracis-28385	238	3	in	in	ADP
bracis-28385	238	4	computer	computer	NOUN
bracis-28385	238	5	science	science	NOUN
bracis-28385	238	6	(	(	PUNCT
bracis-28385	238	7	)	)	PUNCT
bracis-28385	238	8	,	,	PUNCT
bracis-28385	238	9	vol	vol	NOUN
bracis-28385	238	10	14196	14196	NUM
bracis-28385	238	11	.	.	PUNCT
bracis-28385	239	1	springer	springer	NOUN
bracis-28385	239	2	,	,	PUNCT
bracis-28385	239	3	cham	cham	PROPN
bracis-28385	239	4	.	.	PUNCT
bracis-28385	240	1	https://doi.org/10.1007/978-3-031-45389-2_11	https://doi.org/10.1007/978-3-031-45389-2_11	AUX
bracis-28385	240	2	download	download	VERB
bracis-28385	240	3	citation	citation	NOUN
bracis-28385	240	4	.ris	.ris	PUNCT
bracis-28385	241	1	.enw	.enw	PROPN
bracis-28385	241	2	.bib	.bib	PUNCT
bracis-28385	242	1	doi	doi	PROPN
bracis-28385	242	2	:	:	PUNCT
bracis-28385	242	3	https://doi.org/10.1007/978-3-031-45389-2_11	https://doi.org/10.1007/978-3-031-45389-2_11	VERB
bracis-28385	242	4	published	publish	VERB
bracis-28385	242	5	:	:	PUNCT
bracis-28385	242	6	12	12	NUM
bracis-28385	242	7	october	october	PROPN
bracis-28385	242	8	2023	2023	NUM
bracis-28385	242	9	publisher	publisher	NOUN
bracis-28385	242	10	name	name	NOUN
bracis-28385	242	11	:	:	PUNCT
bracis-28385	242	12	springer	springer	NOUN
bracis-28385	242	13	,	,	PUNCT
bracis-28385	242	14	cham	cham	PROPN
bracis-28385	242	15	print	print	PROPN
bracis-28385	242	16	isbn	isbn	PROPN
bracis-28385	242	17	:	:	PUNCT
bracis-28385	242	18	978	978	NUM
bracis-28385	242	19	-	-	SYM
bracis-28385	242	20	3	3	NUM
bracis-28385	242	21	-	-	PUNCT
bracis-28385	242	22	031	031	NUM
bracis-28385	242	23	-	-	PUNCT
bracis-28385	242	24	45388	45388	NUM
bracis-28385	242	25	-	-	SYM
bracis-28385	242	26	5	5	NUM
bracis-28385	242	27	online	online	ADJ
bracis-28385	242	28	isbn	isbn	NOUN
bracis-28385	242	29	:	:	PUNCT
bracis-28385	242	30	978	978	NUM
bracis-28385	242	31	-	-	SYM
bracis-28385	242	32	3	3	NUM
bracis-28385	242	33	-	-	PUNCT
bracis-28385	242	34	031	031	NUM
bracis-28385	242	35	-	-	PUNCT
bracis-28385	242	36	45389	45389	NUM
bracis-28385	242	37	-	-	SYM
bracis-28385	242	38	2	2	NUM
bracis-28385	242	39	ebook	ebook	NOUN
bracis-28385	242	40	packages	package	NOUN
bracis-28385	242	41	:	:	PUNCT
bracis-28385	242	42	computer	computer	NOUN
bracis-28385	242	43	sciencecomputer	sciencecomputer	NOUN
bracis-28385	242	44	science	science	NOUN
bracis-28385	242	45	(	(	PUNCT
bracis-28385	242	46	r0	r0	NOUN
bracis-28385	242	47	)	)	PUNCT
bracis-28385	242	48	share	share	VERB
bracis-28385	242	49	this	this	DET
bracis-28385	242	50	paper	paper	NOUN
bracis-28385	242	51	anyone	anyone	PRON
bracis-28385	242	52	you	you	PRON
bracis-28385	242	53	share	share	VERB
bracis-28385	242	54	the	the	DET
bracis-28385	242	55	following	follow	VERB
bracis-28385	242	56	link	link	NOUN
bracis-28385	242	57	with	with	ADP
bracis-28385	242	58	will	will	AUX
bracis-28385	242	59	be	be	AUX
bracis-28385	242	60	able	able	ADJ
bracis-28385	242	61	to	to	PART
bracis-28385	242	62	read	read	VERB
bracis-28385	242	63	this	this	DET
bracis-28385	242	64	content	content	NOUN
bracis-28385	242	65	:	:	PUNCT
bracis-28385	242	66	get	get	VERB
bracis-28385	242	67	shareable	shareable	ADJ
bracis-28385	242	68	linksorry	linksorry	NOUN
bracis-28385	242	69	,	,	PUNCT
bracis-28385	242	70	a	a	DET
bracis-28385	242	71	shareable	shareable	ADJ
bracis-28385	242	72	link	link	NOUN
bracis-28385	242	73	is	be	AUX
bracis-28385	242	74	not	not	PART
bracis-28385	242	75	currently	currently	ADV
bracis-28385	242	76	available	available	ADJ
bracis-28385	242	77	for	for	ADP
bracis-28385	242	78	this	this	DET
bracis-28385	242	79	article	article	NOUN
bracis-28385	242	80	.	.	PUNCT
bracis-28385	243	1	copy	copy	VERB
bracis-28385	243	2	shareable	shareable	ADJ
bracis-28385	243	3	link	link	NOUN
bracis-28385	243	4	to	to	PART
bracis-28385	243	5	clipboard	clipboard	NOUN
bracis-28385	243	6	provided	provide	VERB
bracis-28385	243	7	by	by	ADP
bracis-28385	243	8	the	the	DET
bracis-28385	243	9	springer	springer	NOUN
bracis-28385	243	10	nature	nature	PROPN
bracis-28385	243	11	sharedit	sharedit	PROPN
bracis-28385	243	12	content	content	NOUN
bracis-28385	243	13	-	-	PUNCT
bracis-28385	243	14	sharing	share	VERB
bracis-28385	243	15	initiative	initiative	NOUN
bracis-28385	243	16	keywords	keyword	NOUN
bracis-28385	243	17	deep	deep	ADJ
bracis-28385	243	18	learning	learn	VERB
bracis-28385	243	19	segmentation	segmentation	NOUN
bracis-28385	243	20	organs	organ	NOUN
bracis-28385	243	21	at	at	ADP
bracis-28385	243	22	risk	risk	NOUN
bracis-28385	243	23	radiotherapy	radiotherapy	NOUN
bracis-28385	243	24	convolutional	convolutional	ADJ
bracis-28385	243	25	neural	neural	ADJ
bracis-28385	243	26	networks	network	NOUN
bracis-28385	243	27	publish	publish	VERB
bracis-28385	243	28	with	with	ADP
bracis-28385	243	29	us	us	PROPN
bracis-28385	243	30	policies	policy	NOUN
bracis-28385	243	31	and	and	CCONJ
bracis-28385	243	32	ethics	ethic	NOUN
bracis-28385	243	33	profiles	profile	NOUN
bracis-28385	243	34	geraldo	geraldo	PROPN
bracis-28385	243	35	braz	braz	PROPN
bracis-28385	243	36	junior	junior	PROPN
bracis-28385	243	37	view	view	NOUN
bracis-28385	243	38	author	author	NOUN
bracis-28385	243	39	profile	profile	NOUN
bracis-28385	243	40	search	search	NOUN
bracis-28385	243	41	search	search	NOUN
bracis-28385	243	42	by	by	ADP
bracis-28385	243	43	keyword	keyword	NOUN
bracis-28385	243	44	or	or	CCONJ
bracis-28385	243	45	author	author	NOUN
bracis-28385	243	46	search	search	NOUN
bracis-28385	243	47	navigation	navigation	NOUN
bracis-28385	243	48	find	find	VERB
bracis-28385	243	49	a	a	DET
bracis-28385	243	50	journal	journal	NOUN
bracis-28385	243	51	publish	publish	VERB
bracis-28385	243	52	with	with	ADP
bracis-28385	243	53	us	we	PRON
bracis-28385	243	54	track	track	VERB
bracis-28385	243	55	your	your	PRON
bracis-28385	243	56	research	research	NOUN
bracis-28385	243	57	discover	discover	VERB
bracis-28385	243	58	content	content	NOUN
bracis-28385	243	59	journals	journal	NOUN
bracis-28385	243	60	a	a	DET
bracis-28385	243	61	-	-	PUNCT
bracis-28385	243	62	z	z	NOUN
bracis-28385	243	63	books	book	NOUN
bracis-28385	243	64	a	a	DET
bracis-28385	243	65	-	-	PUNCT
bracis-28385	243	66	z	z	NOUN
bracis-28385	243	67	publish	publish	NOUN
bracis-28385	243	68	with	with	ADP
bracis-28385	243	69	us	us	PROPN
bracis-28385	243	70	journal	journal	PROPN
bracis-28385	243	71	finder	finder	PROPN
bracis-28385	243	72	publish	publish	VERB
bracis-28385	243	73	your	your	PRON
bracis-28385	243	74	research	research	NOUN
bracis-28385	243	75	language	language	NOUN
bracis-28385	243	76	editing	edit	VERB
bracis-28385	243	77	open	open	ADJ
bracis-28385	243	78	access	access	NOUN
bracis-28385	243	79	publishing	publishing	NOUN
bracis-28385	243	80	products	product	NOUN
bracis-28385	243	81	and	and	CCONJ
bracis-28385	243	82	services	service	NOUN
bracis-28385	243	83	our	our	PRON
bracis-28385	243	84	products	product	NOUN
bracis-28385	243	85	librarians	librarian	VERB
bracis-28385	243	86	societies	society	NOUN
bracis-28385	243	87	partners	partner	NOUN
bracis-28385	243	88	and	and	CCONJ
bracis-28385	243	89	advertisers	advertiser	NOUN
bracis-28385	243	90	our	our	PRON
bracis-28385	243	91	brands	brand	NOUN
bracis-28385	243	92	springer	springer	NOUN
bracis-28385	243	93	nature	nature	PROPN
bracis-28385	243	94	portfolio	portfolio	PROPN
bracis-28385	243	95	bmc	bmc	PROPN
bracis-28385	243	96	palgrave	palgrave	PROPN
bracis-28385	243	97	macmillan	macmillan	PROPN
bracis-28385	243	98	apress	apress	PROPN
bracis-28385	243	99	discover	discover	VERB
bracis-28385	243	100	your	your	PRON
bracis-28385	243	101	privacy	privacy	NOUN
bracis-28385	243	102	choices	choice	NOUN
bracis-28385	243	103	/	/	SYM
bracis-28385	243	104	manage	manage	NOUN
bracis-28385	243	105	cookies	cookie	NOUN
bracis-28385	243	106	your	your	PRON
bracis-28385	243	107	us	us	PROPN
bracis-28385	244	1	state	state	NOUN
bracis-28385	244	2	privacy	privacy	NOUN
bracis-28385	244	3	rights	right	NOUN
bracis-28385	244	4	accessibility	accessibility	NOUN
bracis-28385	244	5	statement	statement	NOUN
bracis-28385	244	6	terms	term	NOUN
bracis-28385	244	7	and	and	CCONJ
bracis-28385	244	8	conditions	condition	NOUN
bracis-28385	244	9	privacy	privacy	NOUN
bracis-28385	244	10	policy	policy	NOUN
bracis-28385	244	11	help	help	NOUN
bracis-28385	244	12	and	and	CCONJ
bracis-28385	244	13	support	support	VERB
bracis-28385	244	14	legal	legal	ADJ
bracis-28385	244	15	notice	notice	NOUN
bracis-28385	244	16	cancel	cancel	VERB
bracis-28385	244	17	contracts	contract	NOUN
bracis-28385	244	18	here	here	ADV
bracis-28385	244	19	129.74.145.123	129.74.145.123	NUM
bracis-28385	244	20	hesburgh	hesburgh	PROPN
bracis-28385	244	21	library	library	PROPN
bracis-28385	244	22	er	er	INTJ
bracis-28385	244	23	unit	unit	NOUN
bracis-28385	244	24	(	(	PUNCT
bracis-28385	244	25	3005732405	3005732405	NUM
bracis-28385	244	26	)	)	PUNCT
bracis-28385	244	27	northeast	northeast	ADJ
bracis-28385	244	28	research	research	NOUN
bracis-28385	244	29	libraries	library	NOUN
bracis-28385	244	30	(	(	PUNCT
bracis-28385	244	31	nerl	nerl	PROPN
bracis-28385	244	32	)	)	PUNCT
bracis-28385	244	33	(	(	PUNCT
bracis-28385	244	34	8200828607	8200828607	NUM
bracis-28385	244	35	)	)	PUNCT
bracis-28385	244	36	nerl	nerl	VERB
bracis-28385	244	37	ta	ta	X
bracis-28385	244	38	account	account	NOUN
bracis-28385	244	39	(	(	PUNCT
bracis-28385	244	40	3006206169	3006206169	NUM
bracis-28385	244	41	)	)	PUNCT
bracis-28385	244	42	university	university	NOUN
bracis-28385	244	43	of	of	ADP
bracis-28385	244	44	notre	notre	PROPN
bracis-28385	244	45	dame	dame	PROPN
bracis-28385	244	46	hesburgh	hesburgh	PROPN
bracis-28385	244	47	library	library	NOUN
bracis-28385	244	48	(	(	PUNCT
bracis-28385	244	49	3000184373	3000184373	NUM
bracis-28385	244	50	)	)	PUNCT
bracis-28385	245	1	©	©	ADP
bracis-28385	245	2	2025	2025	NUM
bracis-28385	245	3	springer	springer	NOUN
bracis-28385	245	4	nature	nature	NOUN