id	sid	tid	token	lemma	pos
bracis-33622	1	1	automated	automate	VERB
bracis-33622	1	2	segmentation	segmentation	NOUN
bracis-33622	1	3	of	of	ADP
bracis-33622	1	4	 	 	SPACE
bracis-33622	1	5	computed	compute	VERB
bracis-33622	1	6	tomography	tomography	NOUN
bracis-33622	1	7	images	image	NOUN
bracis-33622	1	8	for	for	ADP
bracis-33622	1	9	 	 	SPACE
bracis-33622	1	10	covid-19	covid-19	PROPN
bracis-33622	1	11	patient	patient	ADJ
bracis-33622	1	12	evaluation	evaluation	NOUN
bracis-33622	1	13	|	|	NOUN
bracis-33622	1	14	springer	springer	NOUN
bracis-33622	1	15	nature	nature	PROPN
bracis-33622	1	16	link	link	PROPN
bracis-33622	1	17	(	(	PUNCT
bracis-33622	1	18	formerly	formerly	ADV
bracis-33622	1	19	springerlink	springerlink	NOUN
bracis-33622	1	20	)	)	PUNCT
bracis-33622	1	21	skip	skip	VERB
bracis-33622	1	22	to	to	ADP
bracis-33622	1	23	main	main	ADJ
bracis-33622	1	24	content	content	NOUN
bracis-33622	1	25	advertisement	advertisement	NOUN
bracis-33622	1	26	log	log	NOUN
bracis-33622	1	27	in	in	ADP
bracis-33622	1	28	menu	menu	NOUN
bracis-33622	1	29	find	find	VERB
bracis-33622	1	30	a	a	DET
bracis-33622	1	31	journal	journal	NOUN
bracis-33622	1	32	publish	publish	VERB
bracis-33622	1	33	with	with	ADP
bracis-33622	1	34	us	we	PRON
bracis-33622	1	35	track	track	VERB
bracis-33622	1	36	your	your	PRON
bracis-33622	1	37	research	research	NOUN
bracis-33622	1	38	search	search	NOUN
bracis-33622	1	39	cart	cart	NOUN
bracis-33622	1	40	home	home	NOUN
bracis-33622	1	41	intelligent	intelligent	ADJ
bracis-33622	1	42	systems	system	NOUN
bracis-33622	1	43	conference	conference	NOUN
bracis-33622	1	44	paper	paper	NOUN
bracis-33622	1	45	automated	automate	VERB
bracis-33622	1	46	segmentation	segmentation	NOUN
bracis-33622	1	47	of	of	ADP
bracis-33622	1	48	 	 	SPACE
bracis-33622	1	49	computed	compute	VERB
bracis-33622	1	50	tomography	tomography	NOUN
bracis-33622	1	51	images	image	NOUN
bracis-33622	1	52	for	for	ADP
bracis-33622	1	53	 	 	SPACE
bracis-33622	1	54	covid-19	covid-19	PROPN
bracis-33622	1	55	patient	patient	ADJ
bracis-33622	1	56	evaluation	evaluation	NOUN
bracis-33622	1	57	conference	conference	NOUN
bracis-33622	1	58	paper	paper	NOUN
bracis-33622	1	59	first	first	ADV
bracis-33622	1	60	online	online	ADV
bracis-33622	1	61	:	:	PUNCT
bracis-33622	1	62	30	30	NUM
bracis-33622	1	63	january	january	NOUN
bracis-33622	1	64	2025	2025	NUM
bracis-33622	1	65	pp	pp	PROPN
bracis-33622	1	66	125–140	125–140	NUM
bracis-33622	1	67	cite	cite	VERB
bracis-33622	1	68	this	this	DET
bracis-33622	1	69	conference	conference	NOUN
bracis-33622	1	70	paper	paper	NOUN
bracis-33622	1	71	access	access	NOUN
bracis-33622	1	72	provided	provide	VERB
bracis-33622	1	73	by	by	ADP
bracis-33622	1	74	university	university	PROPN
bracis-33622	1	75	of	of	ADP
bracis-33622	1	76	notre	notre	PROPN
bracis-33622	1	77	dame	dame	PROPN
bracis-33622	1	78	hesburgh	hesburgh	PROPN
bracis-33622	1	79	library	library	PROPN
bracis-33622	1	80	download	download	PROPN
bracis-33622	1	81	book	book	NOUN
bracis-33622	1	82	pdf	pdf	PROPN
bracis-33622	1	83	download	download	NOUN
bracis-33622	1	84	book	book	NOUN
bracis-33622	1	85	epub	epub	PROPN
bracis-33622	1	86	intelligent	intelligent	ADJ
bracis-33622	1	87	systems	system	NOUN
bracis-33622	1	88	(	(	PUNCT
bracis-33622	1	89	bracis	bracis	NOUN
bracis-33622	1	90	2024	2024	NUM
bracis-33622	1	91	)	)	PUNCT
bracis-33622	1	92	automated	automate	VERB
bracis-33622	1	93	segmentation	segmentation	NOUN
bracis-33622	1	94	of	of	ADP
bracis-33622	1	95	 	 	SPACE
bracis-33622	1	96	computed	compute	VERB
bracis-33622	1	97	tomography	tomography	NOUN
bracis-33622	1	98	images	image	NOUN
bracis-33622	1	99	for	for	ADP
bracis-33622	1	100	 	 	SPACE
bracis-33622	1	101	covid-19	covid-19	PROPN
bracis-33622	1	102	patient	patient	ADJ
bracis-33622	1	103	evaluation	evaluation	NOUN
bracis-33622	1	104	download	download	NOUN
bracis-33622	1	105	book	book	NOUN
bracis-33622	1	106	pdf	pdf	PROPN
bracis-33622	1	107	download	download	NOUN
bracis-33622	1	108	book	book	PROPN
bracis-33622	1	109	epub	epub	PROPN
bracis-33622	1	110	júlio	júlio	PROPN
bracis-33622	1	111	vitor	vitor	PROPN
bracis-33622	1	112	monteiro	monteiro	PROPN
bracis-33622	1	113	marques	marques	PROPN
bracis-33622	1	114	  	  	SPACE
bracis-33622	1	115	orcid	orcid	NOUN
bracis-33622	1	116	:	:	PUNCT
bracis-33622	1	117	orcid.org/0009-0006-1699-45829	orcid.org/0009-0006-1699-45829	ADJ
bracis-33622	1	118	,	,	PUNCT
bracis-33622	1	119	clésio	clésio	VERB
bracis-33622	1	120	de	de	X
bracis-33622	1	121	araújo	araújo	PROPN
bracis-33622	1	122	gonçalves	gonçalves	PROPN
bracis-33622	1	123	  	  	SPACE
bracis-33622	1	124	orcid	orcid	NOUN
bracis-33622	1	125	:	:	PUNCT
bracis-33622	1	126	orcid.org/0000-0002-4773-80329	orcid.org/0000-0002-4773-80329	ADJ
bracis-33622	1	127	,	,	PUNCT
bracis-33622	1	128	antonio	antonio	PROPN
bracis-33622	1	129	oseas	osea	NOUN
bracis-33622	1	130	de	de	PROPN
bracis-33622	1	131	carvalho	carvalho	PROPN
bracis-33622	1	132	filho	filho	PROPN
bracis-33622	1	133	  	  	SPACE
bracis-33622	1	134	orcid	orcid	NOUN
bracis-33622	1	135	:	:	PUNCT
bracis-33622	2	1	orcid.org/0000-0001-9241-12779	orcid.org/0000-0001-9241-12779	PROPN
bracis-33622	2	2	,	,	PUNCT
bracis-33622	2	3	rodrigo	rodrigo	PROPN
bracis-33622	2	4	de	de	PROPN
bracis-33622	2	5	melo	melo	PROPN
bracis-33622	2	6	souza	souza	PROPN
bracis-33622	2	7	veras	veras	PROPN
bracis-33622	2	8	  	  	SPACE
bracis-33622	2	9	orcid	orcid	NOUN
bracis-33622	2	10	:	:	PUNCT
bracis-33622	2	11	orcid.org/0000-0001-8180-40329	orcid.org/0000-0001-8180-40329	PROPN
bracis-33622	2	12	&	&	CCONJ
bracis-33622	2	13	…	…	PUNCT
bracis-33622	2	14	romuere	romuere	NOUN
bracis-33622	2	15	rodrigues	rodrigues	PROPN
bracis-33622	2	16	veloso	veloso	PROPN
bracis-33622	2	17	e	e	PROPN
bracis-33622	2	18	silva	silva	PROPN
bracis-33622	2	19	  	  	SPACE
bracis-33622	2	20	orcid	orcid	NOUN
bracis-33622	2	21	:	:	PUNCT
bracis-33622	2	22	orcid.org/0000-0002-7163-74699	orcid.org/0000-0002-7163-74699	VERB
bracis-33622	2	23	  	  	SPACE
bracis-33622	2	24	show	show	VERB
bracis-33622	2	25	authors	author	NOUN
bracis-33622	2	26	part	part	NOUN
bracis-33622	2	27	of	of	ADP
bracis-33622	2	28	the	the	DET
bracis-33622	2	29	book	book	NOUN
bracis-33622	2	30	series	series	NOUN
bracis-33622	2	31	:	:	PUNCT
bracis-33622	2	32	lecture	lecture	NOUN
bracis-33622	2	33	notes	note	NOUN
bracis-33622	2	34	in	in	ADP
bracis-33622	2	35	computer	computer	NOUN
bracis-33622	2	36	science	science	NOUN
bracis-33622	2	37	(	(	PUNCT
bracis-33622	2	38	(	(	PUNCT
bracis-33622	2	39	lnai	lnai	ADJ
bracis-33622	2	40	,	,	PUNCT
bracis-33622	2	41	volume	volume	NOUN
bracis-33622	2	42	15414	15414	NUM
bracis-33622	2	43	)	)	PUNCT
bracis-33622	2	44	)	)	PUNCT
bracis-33622	2	45	included	include	VERB
bracis-33622	2	46	in	in	ADP
bracis-33622	2	47	the	the	DET
bracis-33622	2	48	following	follow	VERB
bracis-33622	2	49	conference	conference	NOUN
bracis-33622	2	50	series	series	NOUN
bracis-33622	2	51	:	:	PUNCT
bracis-33622	2	52	brazilian	brazilian	ADJ
bracis-33622	2	53	conference	conference	NOUN
bracis-33622	2	54	on	on	ADP
bracis-33622	2	55	intelligent	intelligent	ADJ
bracis-33622	2	56	systems	system	NOUN
bracis-33622	2	57	365	365	NUM
bracis-33622	2	58	accesses	access	NOUN
bracis-33622	2	59	abstract	abstract	ADJ
bracis-33622	2	60	covid-19	covid-19	PROPN
bracis-33622	2	61	,	,	PUNCT
bracis-33622	2	62	caused	cause	VERB
bracis-33622	2	63	by	by	ADP
bracis-33622	2	64	sars	sar	NOUN
bracis-33622	2	65	-	-	PUNCT
bracis-33622	2	66	cov-2	cov-2	NOUN
bracis-33622	2	67	,	,	PUNCT
bracis-33622	2	68	resulted	result	VERB
bracis-33622	2	69	in	in	ADP
bracis-33622	2	70	774	774	NUM
bracis-33622	2	71	million	million	NUM
bracis-33622	2	72	cases	case	NOUN
bracis-33622	2	73	and	and	CCONJ
bracis-33622	2	74	7	7	NUM
bracis-33622	2	75	million	million	NUM
bracis-33622	2	76	deaths	death	NOUN
bracis-33622	2	77	by	by	ADP
bracis-33622	2	78	march	march	PROPN
bracis-33622	2	79	2024	2024	NUM
bracis-33622	2	80	.	.	PUNCT
bracis-33622	3	1	this	this	DET
bracis-33622	3	2	study	study	NOUN
bracis-33622	3	3	proposes	propose	VERB
bracis-33622	3	4	an	an	DET
bracis-33622	3	5	approach	approach	NOUN
bracis-33622	3	6	to	to	PART
bracis-33622	3	7	detect	detect	VERB
bracis-33622	3	8	pulmonary	pulmonary	ADJ
bracis-33622	3	9	lesions	lesion	NOUN
bracis-33622	3	10	in	in	ADP
bracis-33622	3	11	computed	compute	VERB
bracis-33622	3	12	tomography	tomography	NOUN
bracis-33622	3	13	scans	scan	NOUN
bracis-33622	3	14	,	,	PUNCT
bracis-33622	3	15	integrating	integrate	VERB
bracis-33622	3	16	classification	classification	NOUN
bracis-33622	3	17	,	,	PUNCT
bracis-33622	3	18	preprocessing	preprocessing	NOUN
bracis-33622	3	19	,	,	PUNCT
bracis-33622	3	20	and	and	CCONJ
bracis-33622	3	21	segmentation	segmentation	NOUN
bracis-33622	3	22	.	.	PUNCT
bracis-33622	4	1	initially	initially	ADV
bracis-33622	4	2	,	,	PUNCT
bracis-33622	4	3	a	a	DET
bracis-33622	4	4	model	model	NOUN
bracis-33622	4	5	based	base	VERB
bracis-33622	4	6	on	on	ADP
bracis-33622	4	7	lenet-5	lenet-5	PROPN
bracis-33622	4	8	classifies	classify	VERB
bracis-33622	4	9	the	the	DET
bracis-33622	4	10	relevant	relevant	ADJ
bracis-33622	4	11	slices	slice	NOUN
bracis-33622	4	12	of	of	ADP
bracis-33622	4	13	the	the	DET
bracis-33622	4	14	scans	scan	NOUN
bracis-33622	4	15	,	,	PUNCT
bracis-33622	4	16	eliminating	eliminate	VERB
bracis-33622	4	17	the	the	DET
bracis-33622	4	18	irrelevant	irrelevant	ADJ
bracis-33622	4	19	ones	one	NOUN
bracis-33622	4	20	.	.	PUNCT
bracis-33622	5	1	subsequently	subsequently	ADV
bracis-33622	5	2	,	,	PUNCT
bracis-33622	5	3	the	the	DET
bracis-33622	5	4	selected	select	VERB
bracis-33622	5	5	images	image	NOUN
bracis-33622	5	6	undergo	undergo	VERB
bracis-33622	5	7	contrast	contrast	NOUN
bracis-33622	5	8	adjustments	adjustment	NOUN
bracis-33622	5	9	,	,	PUNCT
bracis-33622	5	10	binarization	binarization	NOUN
bracis-33622	5	11	,	,	PUNCT
bracis-33622	5	12	and	and	CCONJ
bracis-33622	5	13	normalization	normalization	NOUN
bracis-33622	5	14	.	.	PUNCT
bracis-33622	6	1	afterwards	afterwards	ADV
bracis-33622	6	2	,	,	PUNCT
bracis-33622	6	3	segmentation	segmentation	NOUN
bracis-33622	6	4	is	be	AUX
bracis-33622	6	5	performed	perform	VERB
bracis-33622	6	6	using	use	VERB
bracis-33622	6	7	a	a	DET
bracis-33622	6	8	u	u	ADJ
bracis-33622	6	9	-	-	ADJ
bracis-33622	6	10	net	net	ADJ
bracis-33622	6	11	-	-	PUNCT
bracis-33622	6	12	based	base	VERB
bracis-33622	6	13	architecture	architecture	NOUN
bracis-33622	6	14	,	,	PUNCT
bracis-33622	6	15	allowing	allow	VERB
bracis-33622	6	16	for	for	ADP
bracis-33622	6	17	detailed	detailed	ADJ
bracis-33622	6	18	segmentation	segmentation	NOUN
bracis-33622	6	19	.	.	PUNCT
bracis-33622	7	1	the	the	DET
bracis-33622	7	2	methodology	methodology	NOUN
bracis-33622	7	3	achieved	achieve	VERB
bracis-33622	7	4	78.40	78.40	NUM
bracis-33622	7	5	%	%	NOUN
bracis-33622	7	6	dice	dice	NOUN
bracis-33622	7	7	,	,	PUNCT
bracis-33622	7	8	64.80	64.80	NUM
bracis-33622	7	9	%	%	NOUN
bracis-33622	7	10	iou	iou	NOUN
bracis-33622	7	11	,	,	PUNCT
bracis-33622	7	12	78	78	NUM
bracis-33622	7	13	%	%	NOUN
bracis-33622	7	14	sensitivity	sensitivity	NOUN
bracis-33622	7	15	,	,	PUNCT
bracis-33622	7	16	100	100	NUM
bracis-33622	7	17	%	%	NOUN
bracis-33622	7	18	specificity	specificity	NOUN
bracis-33622	7	19	,	,	PUNCT
bracis-33622	7	20	89.60	89.60	NUM
bracis-33622	7	21	%	%	NOUN
bracis-33622	7	22	auc	auc	NOUN
bracis-33622	7	23	,	,	PUNCT
bracis-33622	7	24	and	and	CCONJ
bracis-33622	7	25	81	81	NUM
bracis-33622	7	26	%	%	NOUN
bracis-33622	7	27	precision	precision	NOUN
bracis-33622	7	28	,	,	PUNCT
bracis-33622	7	29	using	use	VERB
bracis-33622	7	30	only	only	ADV
bracis-33622	7	31	9	9	NUM
bracis-33622	7	32	million	million	NUM
bracis-33622	7	33	parameters	parameter	NOUN
bracis-33622	7	34	.	.	PUNCT
bracis-33622	8	1	these	these	DET
bracis-33622	8	2	results	result	NOUN
bracis-33622	8	3	offer	offer	VERB
bracis-33622	8	4	a	a	DET
bracis-33622	8	5	practical	practical	ADJ
bracis-33622	8	6	and	and	CCONJ
bracis-33622	8	7	efficient	efficient	ADJ
bracis-33622	8	8	solution	solution	NOUN
bracis-33622	8	9	,	,	PUNCT
bracis-33622	8	10	supporting	support	VERB
bracis-33622	8	11	specialists	specialist	NOUN
bracis-33622	8	12	in	in	ADP
bracis-33622	8	13	patient	patient	ADJ
bracis-33622	8	14	treatment	treatment	NOUN
bracis-33622	8	15	.	.	PUNCT
bracis-33622	9	1	access	access	NOUN
bracis-33622	9	2	provided	provide	VERB
bracis-33622	9	3	by	by	ADP
bracis-33622	9	4	university	university	PROPN
bracis-33622	9	5	of	of	ADP
bracis-33622	9	6	notre	notre	PROPN
bracis-33622	9	7	dame	dame	PROPN
bracis-33622	9	8	hesburgh	hesburgh	PROPN
bracis-33622	9	9	library	library	PROPN
bracis-33622	9	10	.	.	PUNCT
bracis-33622	10	1	download	download	PROPN
bracis-33622	10	2	conference	conference	NOUN
bracis-33622	10	3	paper	paper	NOUN
bracis-33622	10	4	pdf	pdf	NOUN
bracis-33622	10	5	similar	similar	ADJ
bracis-33622	10	6	content	content	NOUN
bracis-33622	10	7	being	be	AUX
bracis-33622	10	8	viewed	view	VERB
bracis-33622	10	9	by	by	ADP
bracis-33622	10	10	others	other	NOUN
bracis-33622	10	11	segmentation	segmentation	NOUN
bracis-33622	10	12	of	of	ADP
bracis-33622	10	13	lung	lung	NOUN
bracis-33622	10	14	lesions	lesion	NOUN
bracis-33622	10	15	caused	cause	VERB
bracis-33622	10	16	by	by	ADP
bracis-33622	10	17	covid-19	covid-19	PROPN
bracis-33622	10	18	in	in	ADP
bracis-33622	10	19	computed	computed	ADJ
bracis-33622	10	20	tomography	tomography	NOUN
bracis-33622	10	21	images	image	NOUN
bracis-33622	10	22	using	use	VERB
bracis-33622	10	23	deep	deep	ADJ
bracis-33622	10	24	learning	learning	NOUN
bracis-33622	10	25	chapter	chapter	NOUN
bracis-33622	10	26	©	©	ADP
bracis-33622	10	27	2024	2024	NUM
bracis-33622	10	28	tomographic	tomographic	ADJ
bracis-33622	10	29	identification	identification	NOUN
bracis-33622	10	30	and	and	CCONJ
bracis-33622	10	31	evaluation	evaluation	NOUN
bracis-33622	10	32	of	of	ADP
bracis-33622	10	33	pulmonary	pulmonary	ADJ
bracis-33622	10	34	involvement	involvement	NOUN
bracis-33622	10	35	due	due	ADP
bracis-33622	10	36	to	to	ADP
bracis-33622	10	37	sars	sar	NOUN
bracis-33622	10	38	-	-	PUNCT
bracis-33622	10	39	cov-2	cov-2	PART
bracis-33622	10	40	infection	infection	NOUN
bracis-33622	10	41	using	use	VERB
bracis-33622	10	42	artificial	artificial	ADJ
bracis-33622	10	43	intelligence	intelligence	NOUN
bracis-33622	10	44	and	and	CCONJ
bracis-33622	10	45	image	image	NOUN
bracis-33622	10	46	segmentation	segmentation	NOUN
bracis-33622	10	47	technique	technique	NOUN
bracis-33622	10	48	chapter	chapter	NOUN
bracis-33622	10	49	©	©	PROPN
bracis-33622	10	50	2021	2021	NUM
bracis-33622	10	51	a	a	DET
bracis-33622	10	52	study	study	NOUN
bracis-33622	10	53	of	of	ADP
bracis-33622	10	54	 	 	SPACE
bracis-33622	10	55	u	u	NOUN
bracis-33622	10	56	-	-	ADJ
bracis-33622	10	57	net	net	ADJ
bracis-33622	10	58	-	-	PUNCT
bracis-33622	10	59	based	base	VERB
bracis-33622	10	60	architectures	architecture	NOUN
bracis-33622	10	61	for	for	ADP
bracis-33622	10	62	 	 	SPACE
bracis-33622	10	63	segmenting	segment	VERB
bracis-33622	10	64	covid-19	covid-19	PROPN
bracis-33622	10	65	lung	lung	NOUN
bracis-33622	10	66	lesions	lesion	NOUN
bracis-33622	10	67	chapter	chapter	NOUN
bracis-33622	10	68	©	©	ADP
bracis-33622	10	69	2024	2024	NUM
bracis-33622	10	70	1	1	NUM
bracis-33622	10	71	introduction	introduction	NOUN
bracis-33622	10	72	covid-19	covid-19	PROPN
bracis-33622	10	73	,	,	PUNCT
bracis-33622	10	74	caused	cause	VERB
bracis-33622	10	75	by	by	ADP
bracis-33622	10	76	the	the	DET
bracis-33622	10	77	novel	novel	ADJ
bracis-33622	10	78	coronavirus	coronavirus	NOUN
bracis-33622	10	79	(	(	PUNCT
bracis-33622	10	80	sars	sar	NOUN
bracis-33622	10	81	-	-	PUNCT
bracis-33622	10	82	cov-2	cov-2	NOUN
bracis-33622	10	83	)	)	PUNCT
bracis-33622	10	84	,	,	PUNCT
bracis-33622	10	85	is	be	AUX
bracis-33622	10	86	a	a	DET
bracis-33622	10	87	highly	highly	ADV
bracis-33622	10	88	infectious	infectious	ADJ
bracis-33622	10	89	disease	disease	NOUN
bracis-33622	10	90	with	with	ADP
bracis-33622	10	91	varying	vary	VERB
bracis-33622	10	92	symptoms	symptom	NOUN
bracis-33622	10	93	that	that	PRON
bracis-33622	10	94	can	can	AUX
bracis-33622	10	95	resemble	resemble	VERB
bracis-33622	10	96	other	other	ADJ
bracis-33622	10	97	respiratory	respiratory	ADJ
bracis-33622	10	98	pathologies	pathology	NOUN
bracis-33622	10	99	such	such	ADJ
bracis-33622	10	100	as	as	ADP
bracis-33622	10	101	viral	viral	ADJ
bracis-33622	10	102	or	or	CCONJ
bracis-33622	10	103	bacterial	bacterial	ADJ
bracis-33622	10	104	pneumonia	pneumonia	NOUN
bracis-33622	10	105	 	 	SPACE
bracis-33622	11	1	[	[	X
bracis-33622	11	2	19	19	NUM
bracis-33622	11	3	]	]	PUNCT
bracis-33622	11	4	.	.	PUNCT
bracis-33622	12	1	while	while	SCONJ
bracis-33622	12	2	some	some	DET
bracis-33622	12	3	patients	patient	NOUN
bracis-33622	12	4	experience	experience	VERB
bracis-33622	12	5	mild	mild	ADJ
bracis-33622	12	6	clinical	clinical	ADJ
bracis-33622	12	7	conditions	condition	NOUN
bracis-33622	12	8	,	,	PUNCT
bracis-33622	12	9	others	other	NOUN
bracis-33622	12	10	suffer	suffer	VERB
bracis-33622	12	11	from	from	ADP
bracis-33622	12	12	severe	severe	ADJ
bracis-33622	12	13	complications	complication	NOUN
bracis-33622	12	14	such	such	ADJ
bracis-33622	12	15	as	as	ADP
bracis-33622	12	16	pneumonia	pneumonia	NOUN
bracis-33622	12	17	,	,	PUNCT
bracis-33622	12	18	respiratory	respiratory	ADJ
bracis-33622	12	19	failure	failure	NOUN
bracis-33622	12	20	,	,	PUNCT
bracis-33622	12	21	and	and	CCONJ
bracis-33622	12	22	organ	organ	NOUN
bracis-33622	12	23	failure	failure	NOUN
bracis-33622	12	24	 	 	SPACE
bracis-33622	12	25	[	[	X
bracis-33622	12	26	21	21	NUM
bracis-33622	12	27	]	]	PUNCT
bracis-33622	12	28	.	.	PUNCT
bracis-33622	13	1	as	as	ADP
bracis-33622	13	2	of	of	ADP
bracis-33622	13	3	march	march	PROPN
bracis-33622	13	4	2024	2024	NUM
bracis-33622	13	5	,	,	PUNCT
bracis-33622	13	6	the	the	DET
bracis-33622	13	7	global	global	ADJ
bracis-33622	13	8	count	count	NOUN
bracis-33622	13	9	of	of	ADP
bracis-33622	13	10	covid-19	covid-19	PROPN
bracis-33622	13	11	cases	case	NOUN
bracis-33622	13	12	and	and	CCONJ
bracis-33622	13	13	deaths	death	NOUN
bracis-33622	13	14	has	have	AUX
bracis-33622	13	15	reached	reach	VERB
bracis-33622	13	16	774	774	NUM
bracis-33622	13	17	million	million	NUM
bracis-33622	13	18	and	and	CCONJ
bracis-33622	13	19	over	over	ADP
bracis-33622	13	20	7	7	NUM
bracis-33622	13	21	million	million	NUM
bracis-33622	13	22	,	,	PUNCT
bracis-33622	14	1	respectively	respectively	ADV
bracis-33622	14	2	 	 	SPACE
bracis-33622	14	3	[	[	X
bracis-33622	14	4	25	25	NUM
bracis-33622	14	5	]	]	PUNCT
bracis-33622	14	6	.	.	PUNCT
bracis-33622	15	1	in	in	ADP
bracis-33622	15	2	this	this	DET
bracis-33622	15	3	context	context	NOUN
bracis-33622	15	4	,	,	PUNCT
bracis-33622	15	5	early	early	ADJ
bracis-33622	15	6	diagnosis	diagnosis	NOUN
bracis-33622	15	7	is	be	AUX
bracis-33622	15	8	crucial	crucial	ADJ
bracis-33622	15	9	to	to	PART
bracis-33622	15	10	increase	increase	VERB
bracis-33622	15	11	patient	patient	ADJ
bracis-33622	15	12	survival	survival	NOUN
bracis-33622	15	13	rates	rate	NOUN
bracis-33622	15	14	and	and	CCONJ
bracis-33622	15	15	prevent	prevent	VERB
bracis-33622	15	16	the	the	DET
bracis-33622	15	17	spread	spread	NOUN
bracis-33622	15	18	of	of	ADP
bracis-33622	15	19	the	the	DET
bracis-33622	15	20	disease	disease	NOUN
bracis-33622	15	21	.	.	PUNCT
bracis-33622	16	1	the	the	DET
bracis-33622	16	2	standard	standard	ADJ
bracis-33622	16	3	diagnosis	diagnosis	NOUN
bracis-33622	16	4	for	for	ADP
bracis-33622	16	5	covid-19	covid-19	PROPN
bracis-33622	16	6	involves	involve	VERB
bracis-33622	16	7	rt	rt	NOUN
bracis-33622	16	8	-	-	PUNCT
bracis-33622	16	9	pcr	pcr	PROPN
bracis-33622	16	10	with	with	ADP
bracis-33622	16	11	pharyngeal	pharyngeal	ADJ
bracis-33622	16	12	swabs	swab	NOUN
bracis-33622	16	13	 	 	SPACE
bracis-33622	17	1	[	[	X
bracis-33622	17	2	23	23	NUM
bracis-33622	17	3	]	]	PUNCT
bracis-33622	17	4	,	,	PUNCT
bracis-33622	17	5	a	a	DET
bracis-33622	17	6	method	method	NOUN
bracis-33622	17	7	widely	widely	ADV
bracis-33622	17	8	adopted	adopt	VERB
bracis-33622	17	9	worldwide	worldwide	ADV
bracis-33622	17	10	 	 	SPACE
bracis-33622	18	1	[	[	X
bracis-33622	18	2	6	6	NUM
bracis-33622	18	3	,	,	PUNCT
bracis-33622	18	4	11	11	NUM
bracis-33622	18	5	]	]	PUNCT
bracis-33622	18	6	.	.	PUNCT
bracis-33622	19	1	however	however	ADV
bracis-33622	19	2	,	,	PUNCT
bracis-33622	19	3	the	the	DET
bracis-33622	19	4	impact	impact	NOUN
bracis-33622	19	5	of	of	ADP
bracis-33622	19	6	covid-19	covid-19	PROPN
bracis-33622	19	7	has	have	AUX
bracis-33622	19	8	been	be	AUX
bracis-33622	19	9	significantly	significantly	ADV
bracis-33622	19	10	mitigated	mitigate	VERB
bracis-33622	19	11	by	by	ADP
bracis-33622	19	12	advancements	advancement	NOUN
bracis-33622	19	13	in	in	ADP
bracis-33622	19	14	vaccinations	vaccination	NOUN
bracis-33622	19	15	,	,	PUNCT
bracis-33622	19	16	resulting	result	VERB
bracis-33622	19	17	in	in	ADP
bracis-33622	19	18	a	a	DET
bracis-33622	19	19	substantial	substantial	ADJ
bracis-33622	19	20	reduction	reduction	NOUN
bracis-33622	19	21	in	in	ADP
bracis-33622	19	22	cases	case	NOUN
bracis-33622	19	23	and	and	CCONJ
bracis-33622	19	24	saving	save	VERB
bracis-33622	19	25	millions	million	NOUN
bracis-33622	19	26	of	of	ADP
bracis-33622	19	27	lives	life	NOUN
bracis-33622	19	28	globally	globally	ADV
bracis-33622	19	29	 	 	SPACE
bracis-33622	20	1	[	[	X
bracis-33622	20	2	24	24	NUM
bracis-33622	20	3	]	]	PUNCT
bracis-33622	20	4	.	.	PUNCT
bracis-33622	21	1	as	as	SCONJ
bracis-33622	21	2	vaccination	vaccination	NOUN
bracis-33622	21	3	campaigns	campaign	NOUN
bracis-33622	21	4	and	and	CCONJ
bracis-33622	21	5	effective	effective	ADJ
bracis-33622	21	6	treatments	treatment	NOUN
bracis-33622	21	7	continue	continue	VERB
bracis-33622	21	8	to	to	PART
bracis-33622	21	9	evolve	evolve	VERB
bracis-33622	21	10	,	,	PUNCT
bracis-33622	21	11	proactive	proactive	ADJ
bracis-33622	21	12	identification	identification	NOUN
bracis-33622	21	13	and	and	CCONJ
bracis-33622	21	14	management	management	NOUN
bracis-33622	21	15	of	of	ADP
bracis-33622	21	16	associated	associated	ADJ
bracis-33622	21	17	complications	complication	NOUN
bracis-33622	21	18	,	,	PUNCT
bracis-33622	21	19	along	along	ADP
bracis-33622	21	20	with	with	ADP
bracis-33622	21	21	ongoing	ongoing	ADJ
bracis-33622	21	22	patient	patient	ADJ
bracis-33622	21	23	support	support	NOUN
bracis-33622	21	24	during	during	ADP
bracis-33622	21	25	recovery	recovery	NOUN
bracis-33622	21	26	,	,	PUNCT
bracis-33622	21	27	are	be	AUX
bracis-33622	21	28	essential	essential	ADJ
bracis-33622	21	29	 	 	SPACE
bracis-33622	22	1	[	[	X
bracis-33622	22	2	7	7	NUM
bracis-33622	22	3	]	]	PUNCT
bracis-33622	22	4	.	.	PUNCT
bracis-33622	23	1	other	other	ADJ
bracis-33622	23	2	diagnostic	diagnostic	ADJ
bracis-33622	23	3	and	and	CCONJ
bracis-33622	23	4	monitoring	monitoring	NOUN
bracis-33622	23	5	methods	method	NOUN
bracis-33622	23	6	such	such	ADJ
bracis-33622	23	7	as	as	ADP
bracis-33622	23	8	x	x	NOUN
bracis-33622	23	9	-	-	NOUN
bracis-33622	23	10	ray	ray	NOUN
bracis-33622	23	11	and	and	CCONJ
bracis-33622	23	12	computed	compute	VERB
bracis-33622	23	13	tomography	tomography	NOUN
bracis-33622	23	14	(	(	PUNCT
bracis-33622	23	15	ct	ct	NOUN
bracis-33622	23	16	)	)	PUNCT
bracis-33622	23	17	have	have	AUX
bracis-33622	23	18	been	be	AUX
bracis-33622	23	19	extensively	extensively	ADV
bracis-33622	23	20	studied	study	VERB
bracis-33622	23	21	for	for	ADP
bracis-33622	23	22	assessing	assess	VERB
bracis-33622	23	23	and	and	CCONJ
bracis-33622	23	24	tracking	track	VERB
bracis-33622	23	25	patient	patient	ADJ
bracis-33622	23	26	conditions	condition	NOUN
bracis-33622	23	27	 	 	SPACE
bracis-33622	24	1	[	[	X
bracis-33622	24	2	15	15	NUM
bracis-33622	24	3	]	]	PUNCT
bracis-33622	24	4	.	.	PUNCT
bracis-33622	25	1	x	x	X
bracis-33622	25	2	-	-	PUNCT
bracis-33622	25	3	ray	ray	NOUN
bracis-33622	25	4	is	be	AUX
bracis-33622	25	5	widely	widely	ADV
bracis-33622	25	6	available	available	ADJ
bracis-33622	25	7	and	and	CCONJ
bracis-33622	25	8	convenient	convenient	ADJ
bracis-33622	25	9	for	for	ADP
bracis-33622	25	10	assessing	assess	VERB
bracis-33622	25	11	areas	area	NOUN
bracis-33622	25	12	like	like	ADP
bracis-33622	25	13	the	the	DET
bracis-33622	25	14	chest	chest	NOUN
bracis-33622	25	15	,	,	PUNCT
bracis-33622	25	16	but	but	CCONJ
bracis-33622	25	17	its	its	PRON
bracis-33622	25	18	sensitivity	sensitivity	NOUN
bracis-33622	25	19	and	and	CCONJ
bracis-33622	25	20	specificity	specificity	NOUN
bracis-33622	25	21	are	be	AUX
bracis-33622	25	22	lower	low	ADJ
bracis-33622	25	23	than	than	ADP
bracis-33622	25	24	those	those	PRON
bracis-33622	25	25	of	of	ADP
bracis-33622	25	26	ct	ct	NUM
bracis-33622	25	27	for	for	ADP
bracis-33622	25	28	covid-19	covid-19	PROPN
bracis-33622	25	29	 	 	SPACE
bracis-33622	26	1	[	[	X
bracis-33622	26	2	22	22	NUM
bracis-33622	26	3	]	]	PUNCT
bracis-33622	26	4	.	.	PUNCT
bracis-33622	27	1	ct	ct	INTJ
bracis-33622	27	2	,	,	PUNCT
bracis-33622	27	3	on	on	ADP
bracis-33622	27	4	the	the	DET
bracis-33622	27	5	other	other	ADJ
bracis-33622	27	6	hand	hand	NOUN
bracis-33622	27	7	,	,	PUNCT
bracis-33622	27	8	is	be	AUX
bracis-33622	27	9	an	an	DET
bracis-33622	27	10	effective	effective	ADJ
bracis-33622	27	11	and	and	CCONJ
bracis-33622	27	12	reliable	reliable	ADJ
bracis-33622	27	13	method	method	NOUN
bracis-33622	27	14	for	for	ADP
bracis-33622	27	15	detecting	detect	VERB
bracis-33622	27	16	lung	lung	NOUN
bracis-33622	27	17	lesions	lesion	NOUN
bracis-33622	27	18	caused	cause	VERB
bracis-33622	27	19	by	by	ADP
bracis-33622	27	20	covid-19	covid-19	PROPN
bracis-33622	27	21	as	as	ADV
bracis-33622	27	22	well	well	ADV
bracis-33622	27	23	as	as	ADP
bracis-33622	27	24	other	other	ADJ
bracis-33622	27	25	viral	viral	ADJ
bracis-33622	27	26	and	and	CCONJ
bracis-33622	27	27	bacterial	bacterial	ADJ
bracis-33622	27	28	pneumonias	pneumonia	NOUN
bracis-33622	27	29	due	due	ADJ
bracis-33622	27	30	to	to	ADP
bracis-33622	27	31	its	its	PRON
bracis-33622	27	32	superior	superior	ADJ
bracis-33622	27	33	detail	detail	NOUN
bracis-33622	27	34	 	 	SPACE
bracis-33622	28	1	[	[	X
bracis-33622	28	2	2	2	NUM
bracis-33622	28	3	]	]	PUNCT
bracis-33622	28	4	.	.	PUNCT
bracis-33622	29	1	however	however	ADV
bracis-33622	29	2	,	,	PUNCT
bracis-33622	29	3	analyzing	analyze	VERB
bracis-33622	29	4	ct	ct	NUM
bracis-33622	29	5	images	image	NOUN
bracis-33622	29	6	is	be	AUX
bracis-33622	29	7	labor	labor	NOUN
bracis-33622	29	8	-	-	PUNCT
bracis-33622	29	9	intensive	intensive	ADJ
bracis-33622	29	10	and	and	CCONJ
bracis-33622	29	11	demands	demand	VERB
bracis-33622	29	12	significant	significant	ADJ
bracis-33622	29	13	manual	manual	ADJ
bracis-33622	29	14	effort	effort	NOUN
bracis-33622	29	15	,	,	PUNCT
bracis-33622	29	16	making	make	VERB
bracis-33622	29	17	the	the	DET
bracis-33622	29	18	process	process	NOUN
bracis-33622	29	19	exhaustive	exhaustive	ADJ
bracis-33622	29	20	for	for	ADP
bracis-33622	29	21	specialists	specialist	NOUN
bracis-33622	29	22	.	.	PUNCT
bracis-33622	30	1	this	this	DET
bracis-33622	30	2	work	work	NOUN
bracis-33622	30	3	aims	aim	VERB
bracis-33622	30	4	to	to	PART
bracis-33622	30	5	develop	develop	VERB
bracis-33622	30	6	an	an	DET
bracis-33622	30	7	automated	automate	VERB
bracis-33622	30	8	approach	approach	NOUN
bracis-33622	30	9	for	for	ADP
bracis-33622	30	10	segmenting	segment	VERB
bracis-33622	30	11	lung	lung	NOUN
bracis-33622	30	12	lesions	lesion	NOUN
bracis-33622	30	13	in	in	ADP
bracis-33622	30	14	ct	ct	NUM
bracis-33622	30	15	images	image	NOUN
bracis-33622	30	16	,	,	PUNCT
bracis-33622	30	17	focusing	focus	VERB
bracis-33622	30	18	on	on	ADP
bracis-33622	30	19	patient	patient	ADJ
bracis-33622	30	20	assessment	assessment	NOUN
bracis-33622	30	21	and	and	CCONJ
bracis-33622	30	22	recovery	recovery	NOUN
bracis-33622	30	23	.	.	PUNCT
bracis-33622	31	1	the	the	DET
bracis-33622	31	2	goal	goal	NOUN
bracis-33622	31	3	is	be	AUX
bracis-33622	31	4	to	to	PART
bracis-33622	31	5	reduce	reduce	VERB
bracis-33622	31	6	the	the	DET
bracis-33622	31	7	manual	manual	ADJ
bracis-33622	31	8	effort	effort	NOUN
bracis-33622	31	9	for	for	ADP
bracis-33622	31	10	specialists	specialist	NOUN
bracis-33622	31	11	and	and	CCONJ
bracis-33622	31	12	optimize	optimize	VERB
bracis-33622	31	13	analysis	analysis	NOUN
bracis-33622	31	14	time	time	NOUN
bracis-33622	31	15	by	by	ADP
bracis-33622	31	16	automatically	automatically	ADV
bracis-33622	31	17	identifying	identify	VERB
bracis-33622	31	18	lesions	lesion	NOUN
bracis-33622	31	19	,	,	PUNCT
bracis-33622	31	20	facilitating	facilitate	VERB
bracis-33622	31	21	the	the	DET
bracis-33622	31	22	management	management	NOUN
bracis-33622	31	23	of	of	ADP
bracis-33622	31	24	infection	infection	NOUN
bracis-33622	31	25	complications	complication	NOUN
bracis-33622	31	26	.	.	PUNCT
bracis-33622	32	1	the	the	DET
bracis-33622	32	2	proposed	propose	VERB
bracis-33622	32	3	methodology	methodology	NOUN
bracis-33622	32	4	includes	include	VERB
bracis-33622	32	5	robust	robust	ADJ
bracis-33622	32	6	preprocessing	preprocessing	NOUN
bracis-33622	32	7	that	that	PRON
bracis-33622	32	8	standardizes	standardize	VERB
bracis-33622	32	9	images	image	NOUN
bracis-33622	32	10	from	from	ADP
bracis-33622	32	11	different	different	ADJ
bracis-33622	32	12	ct	ct	PROPN
bracis-33622	32	13	devices	device	NOUN
bracis-33622	32	14	and	and	CCONJ
bracis-33622	32	15	uses	use	VERB
bracis-33622	32	16	data	datum	NOUN
bracis-33622	32	17	augmentation	augmentation	NOUN
bracis-33622	32	18	techniques	technique	NOUN
bracis-33622	32	19	to	to	PART
bracis-33622	32	20	expand	expand	VERB
bracis-33622	32	21	the	the	DET
bracis-33622	32	22	sample	sample	NOUN
bracis-33622	32	23	set	set	NOUN
bracis-33622	32	24	.	.	PUNCT
bracis-33622	33	1	the	the	DET
bracis-33622	33	2	u	u	ADJ
bracis-33622	33	3	-	-	ADJ
bracis-33622	33	4	net	net	ADJ
bracis-33622	33	5	neural	neural	ADJ
bracis-33622	33	6	network	network	NOUN
bracis-33622	33	7	architecture	architecture	NOUN
bracis-33622	33	8	 	 	SPACE
bracis-33622	33	9	[	[	X
bracis-33622	33	10	18	18	NUM
bracis-33622	33	11	]	]	PUNCT
bracis-33622	33	12	is	be	AUX
bracis-33622	33	13	employed	employ	VERB
bracis-33622	33	14	to	to	ADP
bracis-33622	33	15	segment	segment	NOUN
bracis-33622	33	16	lesion	lesion	NOUN
bracis-33622	33	17	regions	region	NOUN
bracis-33622	33	18	.	.	PUNCT
bracis-33622	34	1	the	the	DET
bracis-33622	34	2	generated	generate	VERB
bracis-33622	34	3	segmentations	segmentation	NOUN
bracis-33622	34	4	are	be	AUX
bracis-33622	34	5	used	use	VERB
bracis-33622	34	6	for	for	ADP
bracis-33622	34	7	detailed	detailed	ADJ
bracis-33622	34	8	visualizations	visualization	NOUN
bracis-33622	34	9	,	,	PUNCT
bracis-33622	34	10	assisting	assist	VERB
bracis-33622	34	11	specialists	specialist	NOUN
bracis-33622	34	12	in	in	ADP
bracis-33622	34	13	monitoring	monitor	VERB
bracis-33622	34	14	and	and	CCONJ
bracis-33622	34	15	treating	treat	VERB
bracis-33622	34	16	pulmonary	pulmonary	ADJ
bracis-33622	34	17	complications	complication	NOUN
bracis-33622	34	18	in	in	ADP
bracis-33622	34	19	patients	patient	NOUN
bracis-33622	34	20	.	.	PUNCT
bracis-33622	35	1	additionally	additionally	ADV
bracis-33622	35	2	,	,	PUNCT
bracis-33622	35	3	we	we	PRON
bracis-33622	35	4	implement	implement	VERB
bracis-33622	35	5	a	a	DET
bracis-33622	35	6	method	method	NOUN
bracis-33622	35	7	for	for	ADP
bracis-33622	35	8	classifying	classify	VERB
bracis-33622	35	9	and	and	CCONJ
bracis-33622	35	10	separating	separate	VERB
bracis-33622	35	11	ct	ct	NUM
bracis-33622	35	12	images	image	NOUN
bracis-33622	35	13	that	that	PRON
bracis-33622	35	14	show	show	VERB
bracis-33622	35	15	visible	visible	ADJ
bracis-33622	35	16	lung	lung	NOUN
bracis-33622	35	17	regions	region	NOUN
bracis-33622	35	18	from	from	ADP
bracis-33622	35	19	those	those	PRON
bracis-33622	35	20	that	that	PRON
bracis-33622	35	21	do	do	VERB
bracis-33622	35	22	not	not	PART
bracis-33622	35	23	,	,	PUNCT
bracis-33622	35	24	ensuring	ensure	VERB
bracis-33622	35	25	a	a	DET
bracis-33622	35	26	more	more	ADV
bracis-33622	35	27	accurate	accurate	ADJ
bracis-33622	35	28	analysis	analysis	NOUN
bracis-33622	35	29	focused	focus	VERB
bracis-33622	35	30	on	on	ADP
bracis-33622	35	31	areas	area	NOUN
bracis-33622	35	32	of	of	ADP
bracis-33622	35	33	interest	interest	NOUN
bracis-33622	35	34	.	.	PUNCT
bracis-33622	36	1	the	the	DET
bracis-33622	36	2	remainder	remainder	NOUN
bracis-33622	36	3	of	of	ADP
bracis-33622	36	4	the	the	DET
bracis-33622	36	5	work	work	NOUN
bracis-33622	36	6	is	be	AUX
bracis-33622	36	7	organized	organize	VERB
bracis-33622	36	8	as	as	SCONJ
bracis-33622	36	9	follows	follow	VERB
bracis-33622	36	10	:	:	PUNCT
bracis-33622	36	11	sect	sect	NOUN
bracis-33622	36	12	.	.	PUNCT
bracis-33622	36	13	 	 	SPACE
bracis-33622	37	1	2	2	NUM
bracis-33622	37	2	describes	describe	VERB
bracis-33622	37	3	related	related	ADJ
bracis-33622	37	4	works	work	NOUN
bracis-33622	37	5	,	,	PUNCT
bracis-33622	37	6	sect	sect	NOUN
bracis-33622	37	7	.	.	PUNCT
bracis-33622	37	8	 	 	SPACE
bracis-33622	38	1	3	3	NUM
bracis-33622	38	2	details	detail	NOUN
bracis-33622	38	3	the	the	DET
bracis-33622	38	4	materials	material	NOUN
bracis-33622	38	5	and	and	CCONJ
bracis-33622	38	6	methods	method	NOUN
bracis-33622	38	7	used	use	VERB
bracis-33622	38	8	,	,	PUNCT
bracis-33622	38	9	sect	sect	NOUN
bracis-33622	38	10	.	.	PUNCT
bracis-33622	38	11	 	 	SPACE
bracis-33622	39	1	4	4	NUM
bracis-33622	39	2	presents	present	VERB
bracis-33622	39	3	the	the	DET
bracis-33622	39	4	results	result	NOUN
bracis-33622	39	5	obtained	obtain	VERB
bracis-33622	39	6	during	during	ADP
bracis-33622	39	7	the	the	DET
bracis-33622	39	8	experiments	experiment	NOUN
bracis-33622	39	9	,	,	PUNCT
bracis-33622	39	10	sect	sect	NOUN
bracis-33622	39	11	.	.	PUNCT
bracis-33622	39	12	 	 	SPACE
bracis-33622	40	1	5	5	NUM
bracis-33622	40	2	discusses	discuss	VERB
bracis-33622	40	3	the	the	DET
bracis-33622	40	4	findings	finding	NOUN
bracis-33622	40	5	,	,	PUNCT
bracis-33622	40	6	and	and	CCONJ
bracis-33622	40	7	sect	sect	NOUN
bracis-33622	40	8	.	.	PUNCT
bracis-33622	40	9	 	 	SPACE
bracis-33622	41	1	6	6	NUM
bracis-33622	41	2	concludes	conclude	VERB
bracis-33622	41	3	the	the	DET
bracis-33622	41	4	study	study	NOUN
bracis-33622	41	5	and	and	CCONJ
bracis-33622	41	6	suggests	suggest	VERB
bracis-33622	41	7	future	future	ADJ
bracis-33622	41	8	directions	direction	NOUN
bracis-33622	41	9	.	.	PUNCT
bracis-33622	42	1	2	2	NUM
bracis-33622	42	2	related	relate	VERB
bracis-33622	42	3	work	work	NOUN
bracis-33622	42	4	since	since	SCONJ
bracis-33622	42	5	the	the	DET
bracis-33622	42	6	modernization	modernization	NOUN
bracis-33622	42	7	of	of	ADP
bracis-33622	42	8	technology	technology	NOUN
bracis-33622	42	9	in	in	ADP
bracis-33622	42	10	the	the	DET
bracis-33622	42	11	healthcare	healthcare	NOUN
bracis-33622	42	12	sector	sector	NOUN
bracis-33622	42	13	and	and	CCONJ
bracis-33622	42	14	the	the	DET
bracis-33622	42	15	increased	increase	VERB
bracis-33622	42	16	availability	availability	NOUN
bracis-33622	42	17	of	of	ADP
bracis-33622	42	18	diagnostic	diagnostic	ADJ
bracis-33622	42	19	imaging	imaging	NOUN
bracis-33622	42	20	exams	exam	NOUN
bracis-33622	42	21	,	,	PUNCT
bracis-33622	42	22	computer	computer	NOUN
bracis-33622	42	23	-	-	PUNCT
bracis-33622	42	24	aided	aid	VERB
bracis-33622	42	25	diagnosis	diagnosis	NOUN
bracis-33622	42	26	(	(	PUNCT
bracis-33622	42	27	cad	cad	NOUN
bracis-33622	42	28	)	)	PUNCT
bracis-33622	42	29	systems	system	NOUN
bracis-33622	42	30	have	have	AUX
bracis-33622	42	31	seen	see	VERB
bracis-33622	42	32	significant	significant	ADJ
bracis-33622	42	33	growth	growth	NOUN
bracis-33622	42	34	,	,	PUNCT
bracis-33622	42	35	detecting	detect	VERB
bracis-33622	42	36	and	and	CCONJ
bracis-33622	42	37	diagnosing	diagnose	VERB
bracis-33622	42	38	various	various	ADJ
bracis-33622	42	39	diseases	disease	NOUN
bracis-33622	42	40	with	with	ADP
bracis-33622	42	41	results	result	NOUN
bracis-33622	42	42	comparable	comparable	ADJ
bracis-33622	42	43	to	to	ADP
bracis-33622	42	44	those	those	PRON
bracis-33622	42	45	of	of	ADP
bracis-33622	42	46	specialists	specialist	NOUN
bracis-33622	42	47	 	 	SPACE
bracis-33622	43	1	[	[	X
bracis-33622	43	2	5	5	NUM
bracis-33622	43	3	,	,	PUNCT
bracis-33622	43	4	13	13	NUM
bracis-33622	43	5	,	,	PUNCT
bracis-33622	43	6	30	30	NUM
bracis-33622	43	7	]	]	PUNCT
bracis-33622	43	8	.	.	PUNCT
bracis-33622	44	1	numerous	numerous	ADJ
bracis-33622	44	2	studies	study	NOUN
bracis-33622	44	3	employ	employ	VERB
bracis-33622	44	4	computed	compute	VERB
bracis-33622	44	5	tomography	tomography	NOUN
bracis-33622	44	6	(	(	PUNCT
bracis-33622	44	7	ct	ct	NOUN
bracis-33622	44	8	)	)	PUNCT
bracis-33622	44	9	images	image	NOUN
bracis-33622	44	10	to	to	PART
bracis-33622	44	11	detect	detect	VERB
bracis-33622	44	12	respiratory	respiratory	ADJ
bracis-33622	44	13	diseases	disease	NOUN
bracis-33622	44	14	like	like	ADP
bracis-33622	44	15	covid-19	covid-19	PROPN
bracis-33622	44	16	using	use	VERB
bracis-33622	44	17	robust	robust	ADJ
bracis-33622	44	18	metrics	metric	NOUN
bracis-33622	44	19	.	.	PUNCT
bracis-33622	45	1	notable	notable	ADJ
bracis-33622	45	2	works	work	NOUN
bracis-33622	45	3	by	by	ADP
bracis-33622	45	4	castiglione	castiglione	NOUN
bracis-33622	45	5	et	et	PROPN
bracis-33622	45	6	al	al	PROPN
bracis-33622	45	7	.	.	PROPN
bracis-33622	46	1	(	(	PUNCT
bracis-33622	46	2	2021	2021	NUM
bracis-33622	46	3	)	)	PUNCT
bracis-33622	47	1	[	[	X
bracis-33622	47	2	4	4	NUM
bracis-33622	47	3	]	]	PUNCT
bracis-33622	47	4	,	,	PUNCT
bracis-33622	47	5	ardakani	ardakani	PROPN
bracis-33622	47	6	et	et	PROPN
bracis-33622	47	7	al	al	PROPN
bracis-33622	47	8	.	.	PROPN
bracis-33622	47	9	(	(	PUNCT
bracis-33622	47	10	2020	2020	NUM
bracis-33622	47	11	)	)	PUNCT
bracis-33622	48	1	[	[	X
bracis-33622	48	2	1	1	NUM
bracis-33622	48	3	]	]	PUNCT
bracis-33622	48	4	,	,	PUNCT
bracis-33622	48	5	and	and	CCONJ
bracis-33622	48	6	tao	tao	PROPN
bracis-33622	48	7	zhou	zhou	PROPN
bracis-33622	48	8	et	et	PROPN
bracis-33622	48	9	al	al	PROPN
bracis-33622	48	10	.	.	PROPN
bracis-33622	49	1	(	(	PUNCT
bracis-33622	49	2	2021	2021	NUM
bracis-33622	49	3	)	)	PUNCT
bracis-33622	50	1	[	[	X
bracis-33622	50	2	31	31	NUM
bracis-33622	50	3	]	]	PUNCT
bracis-33622	50	4	report	report	NOUN
bracis-33622	50	5	sensitivity	sensitivity	NOUN
bracis-33622	50	6	and	and	CCONJ
bracis-33622	50	7	specificity	specificity	NOUN
bracis-33622	50	8	rates	rate	NOUN
bracis-33622	50	9	exceeding	exceed	VERB
bracis-33622	50	10	90	90	NUM
bracis-33622	50	11	%	%	NOUN
bracis-33622	50	12	,	,	PUNCT
bracis-33622	50	13	utilizing	utilize	VERB
bracis-33622	50	14	deep	deep	ADJ
bracis-33622	50	15	learning	learning	NOUN
bracis-33622	50	16	methods	method	NOUN
bracis-33622	50	17	for	for	ADP
bracis-33622	50	18	classification	classification	NOUN
bracis-33622	50	19	and	and	CCONJ
bracis-33622	50	20	image	image	NOUN
bracis-33622	50	21	preprocessing	preprocessing	NOUN
bracis-33622	50	22	.	.	PUNCT
bracis-33622	51	1	however	however	ADV
bracis-33622	51	2	,	,	PUNCT
bracis-33622	51	3	specialists	specialist	NOUN
bracis-33622	51	4	must	must	AUX
bracis-33622	51	5	thoroughly	thoroughly	ADV
bracis-33622	51	6	assess	assess	VERB
bracis-33622	51	7	the	the	DET
bracis-33622	51	8	severity	severity	NOUN
bracis-33622	51	9	of	of	ADP
bracis-33622	51	10	lung	lung	NOUN
bracis-33622	51	11	lesions	lesion	NOUN
bracis-33622	51	12	to	to	PART
bracis-33622	51	13	monitor	monitor	VERB
bracis-33622	51	14	patient	patient	ADJ
bracis-33622	51	15	recovery	recovery	NOUN
bracis-33622	51	16	,	,	PUNCT
bracis-33622	51	17	making	make	VERB
bracis-33622	51	18	segmentation	segmentation	NOUN
bracis-33622	51	19	methods	method	NOUN
bracis-33622	51	20	indispensable	indispensable	ADJ
bracis-33622	51	21	.	.	PUNCT
bracis-33622	52	1	the	the	DET
bracis-33622	52	2	authors	author	NOUN
bracis-33622	52	3	[	[	X
bracis-33622	52	4	29	29	NUM
bracis-33622	52	5	]	]	X
bracis-33622	52	6	propose	propose	VERB
bracis-33622	52	7	a	a	DET
bracis-33622	52	8	modified	modify	VERB
bracis-33622	52	9	model	model	NOUN
bracis-33622	52	10	of	of	ADP
bracis-33622	52	11	u	u	NOUN
bracis-33622	52	12	-	-	NOUN
bracis-33622	52	13	net	net	ADJ
bracis-33622	52	14	,	,	PUNCT
bracis-33622	52	15	termed	term	VERB
bracis-33622	52	16	d2a	d2a	PROPN
bracis-33622	52	17	u	u	NOUN
bracis-33622	52	18	-	-	NOUN
bracis-33622	52	19	net	net	ADJ
bracis-33622	52	20	,	,	PUNCT
bracis-33622	52	21	used	use	VERB
bracis-33622	52	22	for	for	ADP
bracis-33622	52	23	lesion	lesion	NOUN
bracis-33622	52	24	segmentation	segmentation	NOUN
bracis-33622	52	25	,	,	PUNCT
bracis-33622	52	26	achieving	achieve	VERB
bracis-33622	52	27	72.9	72.9	NUM
bracis-33622	52	28	%	%	NOUN
bracis-33622	52	29	dice	dice	NOUN
bracis-33622	52	30	and	and	CCONJ
bracis-33622	52	31	70.7	70.7	NUM
bracis-33622	52	32	%	%	NOUN
bracis-33622	52	33	recall	recall	NOUN
bracis-33622	52	34	.	.	PUNCT
bracis-33622	53	1	in	in	ADP
bracis-33622	53	2	the	the	DET
bracis-33622	53	3	study	study	NOUN
bracis-33622	53	4	by	by	ADP
bracis-33622	53	5	canu	canu	PROPN
bracis-33622	53	6	et	et	PROPN
bracis-33622	53	7	al	al	PROPN
bracis-33622	53	8	.	.	PUNCT
bracis-33622	54	1	[	[	X
bracis-33622	54	2	32	32	NUM
bracis-33622	54	3	]	]	PUNCT
bracis-33622	54	4	,	,	PUNCT
bracis-33622	54	5	they	they	PRON
bracis-33622	54	6	proposed	propose	VERB
bracis-33622	54	7	a	a	DET
bracis-33622	54	8	u	u	ADJ
bracis-33622	54	9	-	-	ADJ
bracis-33622	54	10	net	net	ADJ
bracis-33622	54	11	-	-	PUNCT
bracis-33622	54	12	based	base	VERB
bracis-33622	54	13	network	network	NOUN
bracis-33622	54	14	with	with	ADP
bracis-33622	54	15	a	a	DET
bracis-33622	54	16	tversky	tversky	ADJ
bracis-33622	54	17	loss	loss	NOUN
bracis-33622	54	18	function	function	NOUN
bracis-33622	54	19	to	to	PART
bracis-33622	54	20	handle	handle	VERB
bracis-33622	54	21	the	the	DET
bracis-33622	54	22	segmentation	segmentation	NOUN
bracis-33622	54	23	of	of	ADP
bracis-33622	54	24	small	small	ADJ
bracis-33622	54	25	lesions	lesion	NOUN
bracis-33622	54	26	,	,	PUNCT
bracis-33622	54	27	achieving	achieve	VERB
bracis-33622	54	28	83.1	83.1	NUM
bracis-33622	54	29	%	%	NOUN
bracis-33622	54	30	dice	dice	NOUN
bracis-33622	54	31	and	and	CCONJ
bracis-33622	54	32	18.8	18.8	NUM
bracis-33622	54	33	%	%	NOUN
bracis-33622	54	34	hausdorff	hausdorff	NOUN
bracis-33622	54	35	distance	distance	NOUN
bracis-33622	54	36	.	.	PUNCT
bracis-33622	55	1	duda	duda	PROPN
bracis-33622	55	2	-	-	NOUN
bracis-33622	55	3	net	net	NOUN
bracis-33622	55	4	,	,	PUNCT
bracis-33622	55	5	proposed	propose	VERB
bracis-33622	55	6	by	by	ADP
bracis-33622	55	7	xie	xie	PROPN
bracis-33622	55	8	et	et	PROPN
bracis-33622	55	9	al	al	PROPN
bracis-33622	55	10	.	.	PROPN
bracis-33622	55	11	(	(	PUNCT
bracis-33622	55	12	2021	2021	NUM
bracis-33622	55	13	)	)	PUNCT
bracis-33622	56	1	[	[	X
bracis-33622	56	2	26	26	NUM
bracis-33622	56	3	]	]	PUNCT
bracis-33622	56	4	,	,	PUNCT
bracis-33622	56	5	introduces	introduce	VERB
bracis-33622	56	6	a	a	DET
bracis-33622	56	7	dilated	dilated	ADJ
bracis-33622	56	8	convolutional	convolutional	ADJ
bracis-33622	56	9	attention	attention	NOUN
bracis-33622	56	10	(	(	PUNCT
bracis-33622	56	11	dca	dca	PROPN
bracis-33622	56	12	)	)	PUNCT
bracis-33622	56	13	mechanism	mechanism	NOUN
bracis-33622	56	14	,	,	PUNCT
bracis-33622	56	15	allowing	allow	VERB
bracis-33622	56	16	the	the	DET
bracis-33622	56	17	network	network	NOUN
bracis-33622	56	18	to	to	PART
bracis-33622	56	19	focus	focus	VERB
bracis-33622	56	20	on	on	ADP
bracis-33622	56	21	subtle	subtle	ADJ
bracis-33622	56	22	areas	area	NOUN
bracis-33622	56	23	of	of	ADP
bracis-33622	56	24	the	the	DET
bracis-33622	56	25	lesions	lesion	NOUN
bracis-33622	56	26	.	.	PUNCT
bracis-33622	57	1	the	the	DET
bracis-33622	57	2	method	method	NOUN
bracis-33622	57	3	achieved	achieve	VERB
bracis-33622	57	4	87	87	NUM
bracis-33622	57	5	%	%	NOUN
bracis-33622	57	6	dice	dice	NOUN
bracis-33622	57	7	,	,	PUNCT
bracis-33622	57	8	90.8	90.8	NUM
bracis-33622	57	9	%	%	NOUN
bracis-33622	57	10	sensitivity	sensitivity	NOUN
bracis-33622	57	11	,	,	PUNCT
bracis-33622	57	12	99.5	99.5	NUM
bracis-33622	57	13	%	%	NOUN
bracis-33622	57	14	specificity	specificity	NOUN
bracis-33622	57	15	,	,	PUNCT
bracis-33622	57	16	and	and	CCONJ
bracis-33622	57	17	96.5	96.5	NUM
bracis-33622	57	18	%	%	NOUN
bracis-33622	57	19	auc	auc	NOUN
bracis-33622	57	20	.	.	PUNCT
bracis-33622	58	1	lcov	lcov	NOUN
bracis-33622	58	2	-	-	PUNCT
bracis-33622	58	3	net	net	NOUN
bracis-33622	58	4	,	,	PUNCT
bracis-33622	58	5	combined	combine	VERB
bracis-33622	58	6	with	with	ADP
bracis-33622	58	7	the	the	DET
bracis-33622	58	8	3d	3d	NUM
bracis-33622	58	9	u	u	NOUN
bracis-33622	58	10	-	-	NOUN
bracis-33622	58	11	net	net	ADJ
bracis-33622	58	12	,	,	PUNCT
bracis-33622	58	13	was	be	AUX
bracis-33622	58	14	presented	present	VERB
bracis-33622	58	15	by	by	ADP
bracis-33622	58	16	qianfei	qianfei	PROPN
bracis-33622	58	17	et	et	PROPN
bracis-33622	58	18	al	al	PROPN
bracis-33622	58	19	.	.	PROPN
bracis-33622	59	1	(	(	PUNCT
bracis-33622	59	2	2021	2021	NUM
bracis-33622	59	3	)	)	PUNCT
bracis-33622	60	1	[	[	X
bracis-33622	60	2	28	28	NUM
bracis-33622	60	3	]	]	PUNCT
bracis-33622	60	4	,	,	PUNCT
bracis-33622	60	5	achieving	achieve	VERB
bracis-33622	60	6	78.6	78.6	NUM
bracis-33622	60	7	%	%	NOUN
bracis-33622	60	8	dice	dice	NOUN
bracis-33622	60	9	.	.	PUNCT
bracis-33622	61	1	in	in	ADP
bracis-33622	61	2	the	the	DET
bracis-33622	61	3	work	work	NOUN
bracis-33622	61	4	of	of	ADP
bracis-33622	61	5	zhang	zhang	PROPN
bracis-33622	61	6	et	et	PROPN
bracis-33622	61	7	al	al	PROPN
bracis-33622	61	8	.	.	PROPN
bracis-33622	62	1	(	(	PUNCT
bracis-33622	62	2	2021	2021	NUM
bracis-33622	62	3	)	)	PUNCT
bracis-33622	63	1	[	[	X
bracis-33622	63	2	27	27	NUM
bracis-33622	63	3	]	]	PUNCT
bracis-33622	63	4	,	,	PUNCT
bracis-33622	63	5	the	the	DET
bracis-33622	63	6	qc	qc	PROPN
bracis-33622	63	7	-	-	PUNCT
bracis-33622	63	8	hc	hc	NOUN
bracis-33622	63	9	u	u	NOUN
bracis-33622	63	10	-	-	NOUN
bracis-33622	63	11	net	net	ADJ
bracis-33622	63	12	is	be	AUX
bracis-33622	63	13	proposed	propose	VERB
bracis-33622	63	14	,	,	PUNCT
bracis-33622	63	15	based	base	VERB
bracis-33622	63	16	on	on	ADP
bracis-33622	63	17	the	the	DET
bracis-33622	63	18	3d	3d	PROPN
bracis-33622	63	19	u	u	NOUN
bracis-33622	63	20	-	-	NOUN
bracis-33622	63	21	net	net	ADJ
bracis-33622	63	22	,	,	PUNCT
bracis-33622	63	23	this	this	DET
bracis-33622	63	24	architecture	architecture	NOUN
bracis-33622	63	25	combines	combine	VERB
bracis-33622	63	26	residual	residual	ADJ
bracis-33622	63	27	and	and	CCONJ
bracis-33622	63	28	dense	dense	ADJ
bracis-33622	63	29	connections	connection	NOUN
bracis-33622	63	30	to	to	PART
bracis-33622	63	31	form	form	VERB
bracis-33622	63	32	a	a	DET
bracis-33622	63	33	new	new	ADJ
bracis-33622	63	34	connection	connection	NOUN
bracis-33622	63	35	method	method	NOUN
bracis-33622	63	36	and	and	CCONJ
bracis-33622	63	37	apply	apply	VERB
bracis-33622	63	38	it	it	PRON
bracis-33622	63	39	to	to	ADP
bracis-33622	63	40	both	both	DET
bracis-33622	63	41	encoder	encoder	NOUN
bracis-33622	63	42	and	and	CCONJ
bracis-33622	63	43	decoder	decoder	NOUN
bracis-33622	63	44	.	.	PUNCT
bracis-33622	64	1	the	the	DET
bracis-33622	64	2	method	method	NOUN
bracis-33622	64	3	achieved	achieve	VERB
bracis-33622	64	4	85.3	85.3	NUM
bracis-33622	64	5	%	%	NOUN
bracis-33622	64	6	dice	dice	NOUN
bracis-33622	64	7	,	,	PUNCT
bracis-33622	64	8	83.6	83.6	NUM
bracis-33622	64	9	%	%	NOUN
bracis-33622	64	10	sensitivity	sensitivity	NOUN
bracis-33622	64	11	,	,	PUNCT
bracis-33622	64	12	and	and	CCONJ
bracis-33622	64	13	99.9	99.9	NUM
bracis-33622	64	14	%	%	NOUN
bracis-33622	64	15	specificity	specificity	NOUN
bracis-33622	64	16	.	.	PUNCT
bracis-33622	65	1	in	in	ADP
bracis-33622	65	2	the	the	DET
bracis-33622	65	3	study	study	NOUN
bracis-33622	65	4	by	by	ADP
bracis-33622	65	5	hasanzadeh	hasanzadeh	PROPN
bracis-33622	65	6	et	et	PROPN
bracis-33622	65	7	al	al	PROPN
bracis-33622	65	8	.	.	PROPN
bracis-33622	65	9	(	(	PUNCT
bracis-33622	65	10	2020	2020	NUM
bracis-33622	65	11	)	)	PUNCT
bracis-33622	66	1	[	[	X
bracis-33622	66	2	8	8	NUM
bracis-33622	66	3	]	]	PUNCT
bracis-33622	66	4	,	,	PUNCT
bracis-33622	66	5	a	a	DET
bracis-33622	66	6	review	review	NOUN
bracis-33622	66	7	of	of	ADP
bracis-33622	66	8	four	four	NUM
bracis-33622	66	9	segmentation	segmentation	NOUN
bracis-33622	66	10	methods	method	NOUN
bracis-33622	66	11	,	,	PUNCT
bracis-33622	66	12	u	u	NOUN
bracis-33622	66	13	-	-	NOUN
bracis-33622	66	14	net	net	ADJ
bracis-33622	66	15	,	,	PUNCT
bracis-33622	66	16	attention	attention	NOUN
bracis-33622	66	17	u	u	NOUN
bracis-33622	66	18	-	-	NOUN
bracis-33622	66	19	net	net	ADJ
bracis-33622	66	20	,	,	PUNCT
bracis-33622	66	21	r2u	r2u	NOUN
bracis-33622	66	22	-	-	PUNCT
bracis-33622	66	23	net	net	NOUN
bracis-33622	66	24	,	,	PUNCT
bracis-33622	66	25	and	and	CCONJ
bracis-33622	66	26	attention	attention	NOUN
bracis-33622	66	27	r2u	r2u	NOUN
bracis-33622	66	28	-	-	PUNCT
bracis-33622	66	29	net	net	NOUN
bracis-33622	66	30	,	,	PUNCT
bracis-33622	66	31	is	be	AUX
bracis-33622	66	32	proposed	propose	VERB
bracis-33622	66	33	.	.	PUNCT
bracis-33622	67	1	the	the	DET
bracis-33622	67	2	r2u	r2u	ADJ
bracis-33622	67	3	-	-	PUNCT
bracis-33622	67	4	net	net	NOUN
bracis-33622	67	5	outperformed	outperform	VERB
bracis-33622	67	6	the	the	DET
bracis-33622	67	7	others	other	NOUN
bracis-33622	67	8	,	,	PUNCT
bracis-33622	67	9	achieving	achieve	VERB
bracis-33622	67	10	79	79	NUM
bracis-33622	67	11	%	%	NOUN
bracis-33622	67	12	dice	dice	NOUN
bracis-33622	67	13	.	.	PUNCT
bracis-33622	68	1	cogseg	cogseg	PROPN
bracis-33622	68	2	,	,	PUNCT
bracis-33622	68	3	proposed	propose	VERB
bracis-33622	68	4	by	by	ADP
bracis-33622	68	5	sang	sing	VERB
bracis-33622	68	6	et	et	PROPN
bracis-33622	68	7	al	al	PROPN
bracis-33622	68	8	.	.	PROPN
bracis-33622	68	9	(	(	PUNCT
bracis-33622	68	10	2021	2021	NUM
bracis-33622	68	11	)	)	PUNCT
bracis-33622	69	1	[	[	X
bracis-33622	69	2	20	20	NUM
bracis-33622	69	3	]	]	PUNCT
bracis-33622	69	4	,	,	PUNCT
bracis-33622	69	5	uses	use	VERB
bracis-33622	69	6	image	image	NOUN
bracis-33622	69	7	super	super	NOUN
bracis-33622	69	8	-	-	NOUN
bracis-33622	69	9	resolution	resolution	NOUN
bracis-33622	69	10	as	as	ADP
bracis-33622	69	11	an	an	DET
bracis-33622	69	12	auxiliary	auxiliary	ADJ
bracis-33622	69	13	task	task	NOUN
bracis-33622	69	14	,	,	PUNCT
bracis-33622	69	15	achieving	achieve	VERB
bracis-33622	69	16	89.7	89.7	NUM
bracis-33622	69	17	%	%	NOUN
bracis-33622	69	18	iou	iou	NOUN
bracis-33622	69	19	,	,	PUNCT
bracis-33622	69	20	83	83	NUM
bracis-33622	69	21	%	%	NOUN
bracis-33622	69	22	dice	dice	NOUN
bracis-33622	69	23	,	,	PUNCT
bracis-33622	69	24	86.9	86.9	NUM
bracis-33622	69	25	%	%	NOUN
bracis-33622	69	26	sensitivity	sensitivity	NOUN
bracis-33622	69	27	,	,	PUNCT
bracis-33622	69	28	and	and	CCONJ
bracis-33622	69	29	98	98	NUM
bracis-33622	69	30	%	%	NOUN
bracis-33622	69	31	specificity	specificity	NOUN
bracis-33622	69	32	.	.	PUNCT
bracis-33622	70	1	previous	previous	ADJ
bracis-33622	70	2	works	work	NOUN
bracis-33622	70	3	indicate	indicate	VERB
bracis-33622	70	4	the	the	DET
bracis-33622	70	5	adoption	adoption	NOUN
bracis-33622	70	6	of	of	ADP
bracis-33622	70	7	u	u	ADJ
bracis-33622	70	8	-	-	ADJ
bracis-33622	70	9	net	net	ADJ
bracis-33622	70	10	variants	variant	NOUN
bracis-33622	70	11	with	with	ADP
bracis-33622	70	12	significantly	significantly	ADV
bracis-33622	70	13	complex	complex	ADJ
bracis-33622	70	14	architectures	architecture	NOUN
bracis-33622	70	15	,	,	PUNCT
bracis-33622	70	16	which	which	PRON
bracis-33622	70	17	implies	imply	VERB
bracis-33622	70	18	a	a	DET
bracis-33622	70	19	high	high	ADJ
bracis-33622	70	20	computational	computational	ADJ
bracis-33622	70	21	cost	cost	NOUN
bracis-33622	70	22	.	.	PUNCT
bracis-33622	71	1	this	this	DET
bracis-33622	71	2	characteristic	characteristic	NOUN
bracis-33622	71	3	represents	represent	VERB
bracis-33622	71	4	a	a	DET
bracis-33622	71	5	substantial	substantial	ADJ
bracis-33622	71	6	barrier	barrier	NOUN
bracis-33622	71	7	for	for	ADP
bracis-33622	71	8	implementation	implementation	NOUN
bracis-33622	71	9	in	in	ADP
bracis-33622	71	10	environments	environment	NOUN
bracis-33622	71	11	with	with	ADP
bracis-33622	71	12	limited	limited	ADJ
bracis-33622	71	13	computational	computational	ADJ
bracis-33622	71	14	resources	resource	NOUN
bracis-33622	71	15	.	.	PUNCT
bracis-33622	72	1	in	in	ADP
bracis-33622	72	2	response	response	NOUN
bracis-33622	72	3	to	to	ADP
bracis-33622	72	4	this	this	DET
bracis-33622	72	5	limitation	limitation	NOUN
bracis-33622	72	6	,	,	PUNCT
bracis-33622	72	7	our	our	PRON
bracis-33622	72	8	approach	approach	NOUN
bracis-33622	72	9	utilizes	utilize	VERB
bracis-33622	72	10	a	a	DET
bracis-33622	72	11	simplified	simplified	ADJ
bracis-33622	72	12	version	version	NOUN
bracis-33622	72	13	of	of	ADP
bracis-33622	72	14	u	u	NOUN
bracis-33622	72	15	-	-	NOUN
bracis-33622	72	16	net	net	ADJ
bracis-33622	72	17	,	,	PUNCT
bracis-33622	72	18	deliberately	deliberately	ADV
bracis-33622	72	19	designed	design	VERB
bracis-33622	72	20	to	to	PART
bracis-33622	72	21	minimize	minimize	VERB
bracis-33622	72	22	computational	computational	ADJ
bracis-33622	72	23	expense	expense	NOUN
bracis-33622	72	24	without	without	ADP
bracis-33622	72	25	significantly	significantly	ADV
bracis-33622	72	26	compromising	compromise	VERB
bracis-33622	72	27	performance	performance	NOUN
bracis-33622	72	28	.	.	PUNCT
bracis-33622	73	1	this	this	DET
bracis-33622	73	2	strategy	strategy	NOUN
bracis-33622	73	3	not	not	PART
bracis-33622	73	4	only	only	ADV
bracis-33622	73	5	makes	make	VERB
bracis-33622	73	6	the	the	DET
bracis-33622	73	7	technology	technology	NOUN
bracis-33622	73	8	more	more	ADV
bracis-33622	73	9	accessible	accessible	ADJ
bracis-33622	73	10	but	but	CCONJ
bracis-33622	73	11	also	also	ADV
bracis-33622	73	12	maintains	maintain	VERB
bracis-33622	73	13	efficacy	efficacy	NOUN
bracis-33622	73	14	comparable	comparable	ADJ
bracis-33622	73	15	to	to	ADP
bracis-33622	73	16	state	state	NOUN
bracis-33622	73	17	-	-	PUNCT
bracis-33622	73	18	of	of	ADP
bracis-33622	73	19	-	-	PUNCT
bracis-33622	73	20	the	the	DET
bracis-33622	73	21	-	-	PUNCT
bracis-33622	73	22	art	art	NOUN
bracis-33622	73	23	models	model	NOUN
bracis-33622	73	24	,	,	PUNCT
bracis-33622	73	25	demonstrating	demonstrate	VERB
bracis-33622	73	26	that	that	SCONJ
bracis-33622	73	27	it	it	PRON
bracis-33622	73	28	is	be	AUX
bracis-33622	73	29	possible	possible	ADJ
bracis-33622	73	30	to	to	PART
bracis-33622	73	31	achieve	achieve	VERB
bracis-33622	73	32	an	an	DET
bracis-33622	73	33	optimal	optimal	ADJ
bracis-33622	73	34	balance	balance	NOUN
bracis-33622	73	35	between	between	ADP
bracis-33622	73	36	architectural	architectural	ADJ
bracis-33622	73	37	simplicity	simplicity	NOUN
bracis-33622	73	38	and	and	CCONJ
bracis-33622	73	39	analytical	analytical	ADJ
bracis-33622	73	40	capability	capability	NOUN
bracis-33622	73	41	in	in	ADP
bracis-33622	73	42	resource	resource	NOUN
bracis-33622	73	43	-	-	PUNCT
bracis-33622	73	44	constrained	constrain	VERB
bracis-33622	73	45	scenarios	scenario	NOUN
bracis-33622	73	46	.	.	PUNCT
bracis-33622	74	1	the	the	DET
bracis-33622	74	2	difficulty	difficulty	NOUN
bracis-33622	74	3	in	in	ADP
bracis-33622	74	4	acquiring	acquire	VERB
bracis-33622	74	5	ct	ct	NUM
bracis-33622	74	6	images	image	NOUN
bracis-33622	74	7	for	for	ADP
bracis-33622	74	8	research	research	NOUN
bracis-33622	74	9	is	be	AUX
bracis-33622	74	10	also	also	ADV
bracis-33622	74	11	a	a	DET
bracis-33622	74	12	limitation	limitation	NOUN
bracis-33622	74	13	,	,	PUNCT
bracis-33622	74	14	with	with	ADP
bracis-33622	74	15	many	many	ADJ
bracis-33622	74	16	authors	author	NOUN
bracis-33622	74	17	using	use	VERB
bracis-33622	74	18	private	private	ADJ
bracis-33622	74	19	or	or	CCONJ
bracis-33622	74	20	public	public	ADJ
bracis-33622	74	21	databases	database	NOUN
bracis-33622	74	22	with	with	ADP
bracis-33622	74	23	few	few	ADJ
bracis-33622	74	24	samples	sample	NOUN
bracis-33622	74	25	.	.	PUNCT
bracis-33622	75	1	moreover	moreover	ADV
bracis-33622	75	2	,	,	PUNCT
bracis-33622	75	3	there	there	PRON
bracis-33622	75	4	is	be	VERB
bracis-33622	75	5	a	a	DET
bracis-33622	75	6	lack	lack	NOUN
bracis-33622	75	7	of	of	ADP
bracis-33622	75	8	preprocessing	preprocesse	VERB
bracis-33622	75	9	techniques	technique	NOUN
bracis-33622	75	10	to	to	PART
bracis-33622	75	11	enhance	enhance	VERB
bracis-33622	75	12	network	network	NOUN
bracis-33622	75	13	performance	performance	NOUN
bracis-33622	75	14	and	and	CCONJ
bracis-33622	75	15	treat	treat	VERB
bracis-33622	75	16	images	image	NOUN
bracis-33622	75	17	from	from	ADP
bracis-33622	75	18	different	different	ADJ
bracis-33622	75	19	ct	ct	PROPN
bracis-33622	75	20	devices	device	NOUN
bracis-33622	75	21	.	.	PUNCT
bracis-33622	76	1	in	in	ADP
bracis-33622	76	2	this	this	DET
bracis-33622	76	3	work	work	NOUN
bracis-33622	76	4	,	,	PUNCT
bracis-33622	76	5	we	we	PRON
bracis-33622	76	6	develop	develop	VERB
bracis-33622	76	7	a	a	DET
bracis-33622	76	8	methodology	methodology	NOUN
bracis-33622	76	9	for	for	ADP
bracis-33622	76	10	preprocessing	preprocesse	VERB
bracis-33622	76	11	ct	ct	NUM
bracis-33622	76	12	images	image	NOUN
bracis-33622	76	13	,	,	PUNCT
bracis-33622	76	14	using	use	VERB
bracis-33622	76	15	data	datum	NOUN
bracis-33622	76	16	augmentation	augmentation	NOUN
bracis-33622	76	17	techniques	technique	NOUN
bracis-33622	76	18	to	to	PART
bracis-33622	76	19	overcome	overcome	VERB
bracis-33622	76	20	the	the	DET
bracis-33622	76	21	limitation	limitation	NOUN
bracis-33622	76	22	of	of	ADP
bracis-33622	76	23	small	small	ADJ
bracis-33622	76	24	databases	database	NOUN
bracis-33622	76	25	.	.	PUNCT
bracis-33622	77	1	we	we	PRON
bracis-33622	77	2	also	also	ADV
bracis-33622	77	3	include	include	VERB
bracis-33622	77	4	a	a	DET
bracis-33622	77	5	method	method	NOUN
bracis-33622	77	6	for	for	ADP
bracis-33622	77	7	classifying	classify	VERB
bracis-33622	77	8	and	and	CCONJ
bracis-33622	77	9	separating	separate	VERB
bracis-33622	77	10	ct	ct	NUM
bracis-33622	77	11	images	image	NOUN
bracis-33622	77	12	with	with	ADP
bracis-33622	77	13	visible	visible	ADJ
bracis-33622	77	14	lung	lung	NOUN
bracis-33622	77	15	regions	region	NOUN
bracis-33622	77	16	,	,	PUNCT
bracis-33622	77	17	ensuring	ensure	VERB
bracis-33622	77	18	a	a	DET
bracis-33622	77	19	more	more	ADV
bracis-33622	77	20	accurate	accurate	ADJ
bracis-33622	77	21	and	and	CCONJ
bracis-33622	77	22	focused	focused	ADJ
bracis-33622	77	23	analysis	analysis	NOUN
bracis-33622	77	24	in	in	ADP
bracis-33622	77	25	areas	area	NOUN
bracis-33622	77	26	of	of	ADP
bracis-33622	77	27	interest	interest	NOUN
bracis-33622	77	28	.	.	PUNCT
bracis-33622	78	1	3	3	NUM
bracis-33622	78	2	materials	material	NOUN
bracis-33622	78	3	and	and	CCONJ
bracis-33622	78	4	 	 	SPACE
bracis-33622	78	5	methods	method	NOUN
bracis-33622	78	6	the	the	DET
bracis-33622	78	7	proposed	propose	VERB
bracis-33622	78	8	methodology	methodology	NOUN
bracis-33622	78	9	is	be	AUX
bracis-33622	78	10	divided	divide	VERB
bracis-33622	78	11	into	into	ADP
bracis-33622	78	12	the	the	DET
bracis-33622	78	13	following	follow	VERB
bracis-33622	78	14	steps	step	NOUN
bracis-33622	78	15	:	:	PUNCT
bracis-33622	78	16	i	i	NOUN
bracis-33622	78	17	)	)	PUNCT
bracis-33622	78	18	image	image	NOUN
bracis-33622	78	19	acquisition	acquisition	NOUN
bracis-33622	78	20	;	;	PUNCT
bracis-33622	78	21	ii	ii	X
bracis-33622	78	22	)	)	PUNCT
bracis-33622	78	23	detection	detection	NOUN
bracis-33622	78	24	of	of	ADP
bracis-33622	78	25	lung	lung	NOUN
bracis-33622	78	26	regions	region	NOUN
bracis-33622	78	27	;	;	PUNCT
bracis-33622	78	28	iii	iii	X
bracis-33622	78	29	)	)	PUNCT
bracis-33622	78	30	image	image	NOUN
bracis-33622	78	31	preprocessing	preprocessing	NOUN
bracis-33622	78	32	;	;	PUNCT
bracis-33622	78	33	iv	iv	X
bracis-33622	78	34	)	)	PUNCT
bracis-33622	78	35	lesion	lesion	NOUN
bracis-33622	78	36	segmentation	segmentation	NOUN
bracis-33622	78	37	.	.	PUNCT
bracis-33622	79	1	figure	figure	NOUN
bracis-33622	79	2	 	 	SPACE
bracis-33622	79	3	1	1	NUM
bracis-33622	79	4	displays	display	VERB
bracis-33622	79	5	the	the	DET
bracis-33622	79	6	flowchart	flowchart	NOUN
bracis-33622	79	7	with	with	ADP
bracis-33622	79	8	all	all	DET
bracis-33622	79	9	the	the	DET
bracis-33622	79	10	steps	step	NOUN
bracis-33622	79	11	of	of	ADP
bracis-33622	79	12	the	the	DET
bracis-33622	79	13	proposed	propose	VERB
bracis-33622	79	14	method	method	NOUN
bracis-33622	79	15	.	.	PUNCT
bracis-33622	80	1	fig	fig	NOUN
bracis-33622	80	2	.	.	PUNCT
bracis-33622	81	1	1	1	X
bracis-33622	81	2	.	.	X
bracis-33622	81	3	flowchart	flowchart	NOUN
bracis-33622	81	4	illustrating	illustrate	VERB
bracis-33622	81	5	all	all	DET
bracis-33622	81	6	the	the	DET
bracis-33622	81	7	stages	stage	NOUN
bracis-33622	81	8	within	within	ADP
bracis-33622	81	9	the	the	DET
bracis-33622	81	10	methodology	methodology	NOUN
bracis-33622	81	11	up	up	ADP
bracis-33622	81	12	to	to	ADP
bracis-33622	81	13	the	the	DET
bracis-33622	81	14	final	final	ADJ
bracis-33622	81	15	analysis	analysis	NOUN
bracis-33622	81	16	of	of	ADP
bracis-33622	81	17	the	the	DET
bracis-33622	81	18	examination	examination	NOUN
bracis-33622	81	19	.	.	PUNCT
bracis-33622	82	1	full	full	ADJ
bracis-33622	82	2	size	size	NOUN
bracis-33622	82	3	image	image	NOUN
bracis-33622	82	4	3.1	3.1	NUM
bracis-33622	82	5	image	image	NOUN
bracis-33622	82	6	acquisition	acquisition	NOUN
bracis-33622	82	7	a	a	DET
bracis-33622	82	8	dominant	dominant	ADJ
bracis-33622	82	9	challenge	challenge	NOUN
bracis-33622	82	10	in	in	ADP
bracis-33622	82	11	the	the	DET
bracis-33622	82	12	task	task	NOUN
bracis-33622	82	13	of	of	ADP
bracis-33622	82	14	classifying	classify	VERB
bracis-33622	82	15	or	or	CCONJ
bracis-33622	82	16	segmenting	segment	VERB
bracis-33622	82	17	computed	compute	VERB
bracis-33622	82	18	tomography	tomography	NOUN
bracis-33622	82	19	(	(	PUNCT
bracis-33622	82	20	ct	ct	NOUN
bracis-33622	82	21	)	)	PUNCT
bracis-33622	82	22	images	image	NOUN
bracis-33622	82	23	for	for	ADP
bracis-33622	82	24	covid-19	covid-19	PROPN
bracis-33622	82	25	context	context	NOUN
bracis-33622	82	26	lies	lie	VERB
bracis-33622	82	27	in	in	ADP
bracis-33622	82	28	the	the	DET
bracis-33622	82	29	scarcity	scarcity	NOUN
bracis-33622	82	30	of	of	ADP
bracis-33622	82	31	comprehensive	comprehensive	ADJ
bracis-33622	82	32	public	public	ADJ
bracis-33622	82	33	databases	database	NOUN
bracis-33622	82	34	.	.	PUNCT
bracis-33622	83	1	in	in	ADP
bracis-33622	83	2	this	this	DET
bracis-33622	83	3	work	work	NOUN
bracis-33622	83	4	,	,	PUNCT
bracis-33622	83	5	we	we	PRON
bracis-33622	83	6	utilize	utilize	VERB
bracis-33622	83	7	two	two	NUM
bracis-33622	83	8	of	of	ADP
bracis-33622	83	9	the	the	DET
bracis-33622	83	10	few	few	ADJ
bracis-33622	83	11	available	available	ADJ
bracis-33622	83	12	databases	database	NOUN
bracis-33622	83	13	:	:	PUNCT
bracis-33622	83	14	covid-19	covid-19	PROPN
bracis-33622	83	15	-	-	PUNCT
bracis-33622	83	16	ct	ct	PROPN
bracis-33622	83	17	-	-	PUNCT
bracis-33622	83	18	seg	seg	PROPN
bracis-33622	83	19	(	(	PUNCT
bracis-33622	83	20	covidseg	covidseg	PROPN
bracis-33622	83	21	)	)	PUNCT
bracis-33622	84	1	[	[	X
bracis-33622	84	2	12]footnote	12]footnote	NUM
bracis-33622	84	3	1	1	NUM
bracis-33622	84	4	,	,	PUNCT
bracis-33622	84	5	and	and	CCONJ
bracis-33622	84	6	mosmed	mosme	VERB
bracis-33622	84	7	[	[	PUNCT
bracis-33622	84	8	16]footnote	16]footnote	NUM
bracis-33622	84	9	2	2	NUM
bracis-33622	84	10	.	.	X
bracis-33622	84	11	covidseg	covidseg	PROPN
bracis-33622	84	12	is	be	AUX
bracis-33622	84	13	publicly	publicly	ADV
bracis-33622	84	14	accessible	accessible	ADJ
bracis-33622	84	15	on	on	ADP
bracis-33622	84	16	the	the	DET
bracis-33622	84	17	zenodo	zenodo	NOUN
bracis-33622	84	18	platform	platform	NOUN
bracis-33622	84	19	 	 	SPACE
bracis-33622	85	1	[	[	X
bracis-33622	85	2	10	10	NUM
bracis-33622	85	3	]	]	PUNCT
bracis-33622	85	4	.	.	PUNCT
bracis-33622	86	1	this	this	DET
bracis-33622	86	2	database	database	NOUN
bracis-33622	86	3	includes	include	VERB
bracis-33622	86	4	a	a	DET
bracis-33622	86	5	total	total	NOUN
bracis-33622	86	6	of	of	ADP
bracis-33622	86	7	20	20	NUM
bracis-33622	86	8	chest	chest	NOUN
bracis-33622	86	9	ct	ct	NUM
bracis-33622	86	10	scans	scan	NOUN
bracis-33622	86	11	with	with	ADP
bracis-33622	86	12	dimensions	dimension	NOUN
bracis-33622	86	13	of	of	ADP
bracis-33622	86	14	\(512\,\times	\(512\,\time	NOUN
bracis-33622	86	15	\,512\	\,512\	NOUN
bracis-33622	86	16	)	)	PUNCT
bracis-33622	86	17	,	,	PUNCT
bracis-33622	86	18	\(630\,\times	\(630\,\time	VERB
bracis-33622	86	19	\,401\	\,401\	NOUN
bracis-33622	86	20	)	)	PUNCT
bracis-33622	86	21	,	,	PUNCT
bracis-33622	86	22	and	and	CCONJ
bracis-33622	86	23	\(630\,\times	\(630\,\times	PROPN
bracis-33622	86	24	\,630\	\,630\	VERB
bracis-33622	86	25	)	)	PUNCT
bracis-33622	86	26	,	,	PUNCT
bracis-33622	86	27	featuring	feature	VERB
bracis-33622	86	28	lesion	lesion	NOUN
bracis-33622	86	29	markings	marking	NOUN
bracis-33622	86	30	for	for	ADP
bracis-33622	86	31	diagnosing	diagnose	VERB
bracis-33622	86	32	covid-19	covid-19	PROPN
bracis-33622	86	33	.	.	PUNCT
bracis-33622	87	1	each	each	DET
bracis-33622	87	2	sample	sample	NOUN
bracis-33622	87	3	in	in	ADP
bracis-33622	87	4	the	the	DET
bracis-33622	87	5	database	database	NOUN
bracis-33622	87	6	contains	contain	VERB
bracis-33622	87	7	infection	infection	NOUN
bracis-33622	87	8	masks	mask	NOUN
bracis-33622	87	9	created	create	VERB
bracis-33622	87	10	by	by	ADP
bracis-33622	87	11	two	two	NUM
bracis-33622	87	12	radiologists	radiologist	NOUN
bracis-33622	87	13	and	and	CCONJ
bracis-33622	87	14	verified	verify	VERB
bracis-33622	87	15	by	by	ADP
bracis-33622	87	16	a	a	DET
bracis-33622	87	17	third	third	NOUN
bracis-33622	87	18	.	.	PUNCT
bracis-33622	88	1	the	the	DET
bracis-33622	88	2	scans	scan	NOUN
bracis-33622	88	3	vary	vary	VERB
bracis-33622	88	4	in	in	ADP
bracis-33622	88	5	the	the	DET
bracis-33622	88	6	number	number	NOUN
bracis-33622	88	7	of	of	ADP
bracis-33622	88	8	images	image	NOUN
bracis-33622	88	9	due	due	ADP
bracis-33622	88	10	to	to	ADP
bracis-33622	88	11	the	the	DET
bracis-33622	88	12	imaging	imaging	NOUN
bracis-33622	88	13	device	device	NOUN
bracis-33622	88	14	used	use	VERB
bracis-33622	88	15	;	;	PUNCT
bracis-33622	88	16	the	the	DET
bracis-33622	88	17	database	database	NOUN
bracis-33622	88	18	encompasses	encompass	VERB
bracis-33622	88	19	3520	3520	NUM
bracis-33622	88	20	images	image	NOUN
bracis-33622	88	21	.	.	PUNCT
bracis-33622	89	1	figure	figure	NOUN
bracis-33622	89	2	 	 	SPACE
bracis-33622	89	3	2	2	NUM
bracis-33622	89	4	shows	show	VERB
bracis-33622	89	5	part	part	NOUN
bracis-33622	89	6	a	a	PRON
bracis-33622	89	7	)	)	PUNCT
bracis-33622	89	8	samples	sample	NOUN
bracis-33622	89	9	from	from	ADP
bracis-33622	89	10	covidseg	covidseg	NOUN
bracis-33622	89	11	,	,	PUNCT
bracis-33622	89	12	where	where	SCONJ
bracis-33622	89	13	it	it	PRON
bracis-33622	89	14	is	be	AUX
bracis-33622	89	15	evident	evident	ADJ
bracis-33622	89	16	that	that	SCONJ
bracis-33622	89	17	the	the	DET
bracis-33622	89	18	images	image	NOUN
bracis-33622	89	19	have	have	VERB
bracis-33622	89	20	different	different	ADJ
bracis-33622	89	21	characteristics	characteristic	NOUN
bracis-33622	89	22	.	.	PUNCT
bracis-33622	90	1	the	the	DET
bracis-33622	90	2	second	second	ADJ
bracis-33622	90	3	database	database	NOUN
bracis-33622	90	4	,	,	PUNCT
bracis-33622	90	5	mosmed	mosme	VERB
bracis-33622	90	6	,	,	PUNCT
bracis-33622	90	7	comprises	comprise	VERB
bracis-33622	90	8	50	50	NUM
bracis-33622	90	9	chest	chest	NOUN
bracis-33622	90	10	ct	ct	NUM
bracis-33622	90	11	scans	scan	NOUN
bracis-33622	90	12	with	with	ADP
bracis-33622	90	13	dimensions	dimension	NOUN
bracis-33622	90	14	of	of	ADP
bracis-33622	90	15	\(512\,\times	\(512\,\time	NOUN
bracis-33622	90	16	\,512\	\,512\	NOUN
bracis-33622	90	17	)	)	PUNCT
bracis-33622	90	18	.	.	PUNCT
bracis-33622	91	1	each	each	DET
bracis-33622	91	2	sample	sample	NOUN
bracis-33622	91	3	contains	contain	VERB
bracis-33622	91	4	a	a	DET
bracis-33622	91	5	positive	positive	ADJ
bracis-33622	91	6	lesion	lesion	NOUN
bracis-33622	91	7	marking	mark	VERB
bracis-33622	91	8	for	for	ADP
bracis-33622	91	9	covid-19	covid-19	PROPN
bracis-33622	91	10	,	,	PUNCT
bracis-33622	91	11	totaling	total	VERB
bracis-33622	91	12	2049	2049	NUM
bracis-33622	91	13	images	image	NOUN
bracis-33622	91	14	.	.	PUNCT
bracis-33622	92	1	in	in	ADP
bracis-33622	92	2	fig	fig	NOUN
bracis-33622	92	3	.	.	PUNCT
bracis-33622	92	4	 	 	SPACE
bracis-33622	92	5	2	2	NUM
bracis-33622	92	6	,	,	PUNCT
bracis-33622	92	7	part	part	NOUN
bracis-33622	92	8	b	b	NOUN
bracis-33622	92	9	)	)	PUNCT
bracis-33622	92	10	presents	present	VERB
bracis-33622	92	11	samples	sample	NOUN
bracis-33622	92	12	from	from	ADP
bracis-33622	92	13	mosmed	mosme	VERB
bracis-33622	92	14	.	.	PUNCT
bracis-33622	93	1	as	as	SCONJ
bracis-33622	93	2	can	can	AUX
bracis-33622	93	3	be	be	AUX
bracis-33622	93	4	observed	observe	VERB
bracis-33622	93	5	,	,	PUNCT
bracis-33622	93	6	the	the	DET
bracis-33622	93	7	images	image	NOUN
bracis-33622	93	8	from	from	ADP
bracis-33622	93	9	the	the	DET
bracis-33622	93	10	scans	scan	NOUN
bracis-33622	93	11	have	have	VERB
bracis-33622	93	12	similar	similar	ADJ
bracis-33622	93	13	characteristics	characteristic	NOUN
bracis-33622	93	14	and	and	CCONJ
bracis-33622	93	15	differ	differ	VERB
bracis-33622	93	16	from	from	ADP
bracis-33622	93	17	those	those	PRON
bracis-33622	93	18	in	in	ADP
bracis-33622	93	19	covidseg	covidseg	NOUN
bracis-33622	93	20	,	,	PUNCT
bracis-33622	93	21	also	also	ADV
bracis-33622	93	22	featuring	feature	VERB
bracis-33622	93	23	different	different	ADJ
bracis-33622	93	24	dimensions	dimension	NOUN
bracis-33622	93	25	.	.	PUNCT
bracis-33622	94	1	fig	fig	NOUN
bracis-33622	94	2	.	.	PUNCT
bracis-33622	95	1	2	2	X
bracis-33622	95	2	.	.	X
bracis-33622	95	3	representations	representation	NOUN
bracis-33622	95	4	of	of	ADP
bracis-33622	95	5	the	the	DET
bracis-33622	95	6	images	image	NOUN
bracis-33622	95	7	from	from	ADP
bracis-33622	95	8	the	the	DET
bracis-33622	95	9	databases	database	NOUN
bracis-33622	95	10	.	.	PUNCT
bracis-33622	96	1	in	in	ADP
bracis-33622	96	2	part	part	NOUN
bracis-33622	96	3	a	a	X
bracis-33622	96	4	)	)	PUNCT
bracis-33622	96	5	,	,	PUNCT
bracis-33622	96	6	we	we	PRON
bracis-33622	96	7	have	have	VERB
bracis-33622	96	8	samples	sample	NOUN
bracis-33622	96	9	from	from	ADP
bracis-33622	96	10	covidseg	covidseg	NOUN
bracis-33622	96	11	and	and	CCONJ
bracis-33622	96	12	in	in	ADP
bracis-33622	96	13	part	part	NOUN
bracis-33622	96	14	b	b	NOUN
bracis-33622	96	15	)	)	PUNCT
bracis-33622	96	16	,	,	PUNCT
bracis-33622	96	17	samples	sample	NOUN
bracis-33622	96	18	from	from	ADP
bracis-33622	96	19	mosmed	mosme	VERB
bracis-33622	96	20	.	.	PUNCT
bracis-33622	97	1	full	full	ADJ
bracis-33622	97	2	size	size	NOUN
bracis-33622	97	3	image	image	NOUN
bracis-33622	97	4	from	from	ADP
bracis-33622	97	5	these	these	DET
bracis-33622	97	6	two	two	NUM
bracis-33622	97	7	databases	database	NOUN
bracis-33622	97	8	,	,	PUNCT
bracis-33622	97	9	it	it	PRON
bracis-33622	97	10	is	be	AUX
bracis-33622	97	11	also	also	ADV
bracis-33622	97	12	possible	possible	ADJ
bracis-33622	97	13	to	to	PART
bracis-33622	97	14	note	note	VERB
bracis-33622	97	15	the	the	DET
bracis-33622	97	16	difference	difference	NOUN
bracis-33622	97	17	in	in	ADP
bracis-33622	97	18	styles	style	NOUN
bracis-33622	97	19	between	between	ADP
bracis-33622	97	20	the	the	DET
bracis-33622	97	21	segmentation	segmentation	NOUN
bracis-33622	97	22	masks	mask	NOUN
bracis-33622	97	23	of	of	ADP
bracis-33622	97	24	these	these	DET
bracis-33622	97	25	databases	database	NOUN
bracis-33622	97	26	,	,	PUNCT
bracis-33622	97	27	where	where	SCONJ
bracis-33622	97	28	the	the	DET
bracis-33622	97	29	markings	marking	NOUN
bracis-33622	97	30	from	from	ADP
bracis-33622	97	31	covidseg	covidseg	NOUN
bracis-33622	97	32	were	be	AUX
bracis-33622	97	33	manually	manually	ADV
bracis-33622	97	34	made	make	VERB
bracis-33622	97	35	by	by	ADP
bracis-33622	97	36	radiologists	radiologist	NOUN
bracis-33622	97	37	and	and	CCONJ
bracis-33622	97	38	are	be	AUX
bracis-33622	97	39	more	more	ADV
bracis-33622	97	40	consistent	consistent	ADJ
bracis-33622	97	41	.	.	PUNCT
bracis-33622	98	1	in	in	ADP
bracis-33622	98	2	contrast	contrast	NOUN
bracis-33622	98	3	,	,	PUNCT
bracis-33622	98	4	the	the	DET
bracis-33622	98	5	markings	marking	NOUN
bracis-33622	98	6	from	from	ADP
bracis-33622	98	7	mosmed	mosmed	PROPN
bracis-33622	98	8	are	be	AUX
bracis-33622	98	9	not	not	PART
bracis-33622	98	10	well	well	ADV
bracis-33622	98	11	-	-	PUNCT
bracis-33622	98	12	defined	define	VERB
bracis-33622	98	13	.	.	PUNCT
bracis-33622	99	1	this	this	PRON
bracis-33622	99	2	underscores	underscore	VERB
bracis-33622	99	3	the	the	DET
bracis-33622	99	4	need	need	NOUN
bracis-33622	99	5	for	for	ADP
bracis-33622	99	6	a	a	DET
bracis-33622	99	7	preprocessing	preprocessing	NOUN
bracis-33622	99	8	methodology	methodology	NOUN
bracis-33622	99	9	capable	capable	ADJ
bracis-33622	99	10	of	of	ADP
bracis-33622	99	11	handling	handle	VERB
bracis-33622	99	12	images	image	NOUN
bracis-33622	99	13	under	under	ADP
bracis-33622	99	14	these	these	DET
bracis-33622	99	15	conditions	condition	NOUN
bracis-33622	99	16	.	.	PUNCT
bracis-33622	100	1	moreover	moreover	ADV
bracis-33622	100	2	,	,	PUNCT
bracis-33622	100	3	this	this	PRON
bracis-33622	100	4	reflects	reflect	VERB
bracis-33622	100	5	the	the	DET
bracis-33622	100	6	real	real	ADJ
bracis-33622	100	7	-	-	PUNCT
bracis-33622	100	8	world	world	NOUN
bracis-33622	100	9	scenario	scenario	NOUN
bracis-33622	100	10	where	where	SCONJ
bracis-33622	100	11	images	image	NOUN
bracis-33622	100	12	are	be	AUX
bracis-33622	100	13	produced	produce	VERB
bracis-33622	100	14	by	by	ADP
bracis-33622	100	15	various	various	ADJ
bracis-33622	100	16	specialists	specialist	NOUN
bracis-33622	100	17	and	and	CCONJ
bracis-33622	100	18	devices	device	NOUN
bracis-33622	100	19	.	.	PUNCT
bracis-33622	101	1	3.2	3.2	NUM
bracis-33622	101	2	detection	detection	NOUN
bracis-33622	101	3	of	of	ADP
bracis-33622	101	4	 	 	SPACE
bracis-33622	101	5	the	the	DET
bracis-33622	101	6	 	 	SPACE
bracis-33622	101	7	presence	presence	NOUN
bracis-33622	101	8	of	of	ADP
bracis-33622	101	9	 	 	SPACE
bracis-33622	101	10	lung	lung	NOUN
bracis-33622	101	11	regions	region	NOUN
bracis-33622	101	12	the	the	DET
bracis-33622	101	13	detection	detection	NOUN
bracis-33622	101	14	stage	stage	NOUN
bracis-33622	101	15	in	in	ADP
bracis-33622	101	16	the	the	DET
bracis-33622	101	17	proposed	propose	VERB
bracis-33622	101	18	method	method	NOUN
bracis-33622	101	19	,	,	PUNCT
bracis-33622	101	20	which	which	PRON
bracis-33622	101	21	involves	involve	VERB
bracis-33622	101	22	analyzing	analyze	VERB
bracis-33622	101	23	slices	slice	NOUN
bracis-33622	101	24	from	from	ADP
bracis-33622	101	25	computed	computed	ADJ
bracis-33622	101	26	tomography	tomography	NOUN
bracis-33622	101	27	(	(	PUNCT
bracis-33622	101	28	ct	ct	NOUN
bracis-33622	101	29	)	)	PUNCT
bracis-33622	101	30	scans	scan	NOUN
bracis-33622	101	31	,	,	PUNCT
bracis-33622	101	32	aims	aim	VERB
bracis-33622	101	33	to	to	PART
bracis-33622	101	34	distinguish	distinguish	VERB
bracis-33622	101	35	slices	slice	NOUN
bracis-33622	101	36	containing	contain	VERB
bracis-33622	101	37	visible	visible	ADJ
bracis-33622	101	38	lung	lung	NOUN
bracis-33622	101	39	areas	area	NOUN
bracis-33622	101	40	from	from	ADP
bracis-33622	101	41	those	those	PRON
bracis-33622	101	42	that	that	PRON
bracis-33622	101	43	do	do	VERB
bracis-33622	101	44	not	not	PART
bracis-33622	101	45	.	.	PUNCT
bracis-33622	102	1	this	this	DET
bracis-33622	102	2	distinction	distinction	NOUN
bracis-33622	102	3	is	be	AUX
bracis-33622	102	4	crucial	crucial	ADJ
bracis-33622	102	5	to	to	PART
bracis-33622	102	6	avoid	avoid	VERB
bracis-33622	102	7	false	false	ADJ
bracis-33622	102	8	positives	positive	NOUN
bracis-33622	102	9	in	in	ADP
bracis-33622	102	10	images	image	NOUN
bracis-33622	102	11	without	without	ADP
bracis-33622	102	12	visible	visible	ADJ
bracis-33622	102	13	lung	lung	NOUN
bracis-33622	102	14	areas	area	NOUN
bracis-33622	102	15	and	and	CCONJ
bracis-33622	102	16	to	to	PART
bracis-33622	102	17	reduce	reduce	VERB
bracis-33622	102	18	the	the	DET
bracis-33622	102	19	number	number	NOUN
bracis-33622	102	20	of	of	ADP
bracis-33622	102	21	slices	slice	NOUN
bracis-33622	102	22	processed	process	VERB
bracis-33622	102	23	by	by	ADP
bracis-33622	102	24	the	the	DET
bracis-33622	102	25	segmentation	segmentation	NOUN
bracis-33622	102	26	model	model	NOUN
bracis-33622	102	27	.	.	PUNCT
bracis-33622	103	1	images	image	NOUN
bracis-33622	103	2	classified	classify	VERB
bracis-33622	103	3	as	as	ADP
bracis-33622	103	4	devoid	devoid	ADJ
bracis-33622	103	5	of	of	ADP
bracis-33622	103	6	lungs	lung	NOUN
bracis-33622	103	7	automatically	automatically	ADV
bracis-33622	103	8	receive	receive	VERB
bracis-33622	103	9	masks	mask	NOUN
bracis-33622	103	10	without	without	ADP
bracis-33622	103	11	lesions	lesion	NOUN
bracis-33622	103	12	,	,	PUNCT
bracis-33622	103	13	while	while	SCONJ
bracis-33622	103	14	those	those	PRON
bracis-33622	103	15	showing	show	VERB
bracis-33622	103	16	visible	visible	ADJ
bracis-33622	103	17	lungs	lung	NOUN
bracis-33622	103	18	proceed	proceed	VERB
bracis-33622	103	19	to	to	ADP
bracis-33622	103	20	the	the	DET
bracis-33622	103	21	segmentation	segmentation	NOUN
bracis-33622	103	22	process	process	NOUN
bracis-33622	103	23	.	.	PUNCT
bracis-33622	104	1	to	to	PART
bracis-33622	104	2	develop	develop	VERB
bracis-33622	104	3	the	the	DET
bracis-33622	104	4	classification	classification	NOUN
bracis-33622	104	5	model	model	NOUN
bracis-33622	104	6	,	,	PUNCT
bracis-33622	104	7	we	we	PRON
bracis-33622	104	8	chose	choose	VERB
bracis-33622	104	9	lenet-5	lenet-5	PROPN
bracis-33622	104	10	,	,	PUNCT
bracis-33622	104	11	which	which	PRON
bracis-33622	104	12	,	,	PUNCT
bracis-33622	104	13	according	accord	VERB
bracis-33622	104	14	to	to	ADP
bracis-33622	104	15	a	a	DET
bracis-33622	104	16	literature	literature	NOUN
bracis-33622	104	17	review	review	NOUN
bracis-33622	104	18	by	by	ADP
bracis-33622	104	19	marques	marques	PROPN
bracis-33622	104	20	et	et	PROPN
bracis-33622	104	21	al	al	PROPN
bracis-33622	104	22	.	.	PROPN
bracis-33622	105	1	(	(	PUNCT
bracis-33622	105	2	2022	2022	NUM
bracis-33622	105	3	)	)	PUNCT
bracis-33622	106	1	[	[	X
bracis-33622	106	2	14	14	NUM
bracis-33622	106	3	]	]	PUNCT
bracis-33622	106	4	,	,	PUNCT
bracis-33622	106	5	stands	stand	VERB
bracis-33622	106	6	out	out	ADP
bracis-33622	106	7	due	due	ADP
bracis-33622	106	8	to	to	ADP
bracis-33622	106	9	its	its	PRON
bracis-33622	106	10	low	low	ADJ
bracis-33622	106	11	computational	computational	ADJ
bracis-33622	106	12	cost	cost	NOUN
bracis-33622	106	13	and	and	CCONJ
bracis-33622	106	14	effectiveness	effectiveness	NOUN
bracis-33622	106	15	in	in	ADP
bracis-33622	106	16	terms	term	NOUN
bracis-33622	106	17	of	of	ADP
bracis-33622	106	18	metrics	metric	NOUN
bracis-33622	106	19	and	and	CCONJ
bracis-33622	106	20	parameter	parameter	NOUN
bracis-33622	106	21	quantity	quantity	NOUN
bracis-33622	106	22	compared	compare	VERB
bracis-33622	106	23	to	to	ADP
bracis-33622	106	24	more	more	ADV
bracis-33622	106	25	complex	complex	ADJ
bracis-33622	106	26	and	and	CCONJ
bracis-33622	106	27	computationally	computationally	ADV
bracis-33622	106	28	demanding	demand	VERB
bracis-33622	106	29	models	model	NOUN
bracis-33622	106	30	.	.	PUNCT
bracis-33622	107	1	the	the	DET
bracis-33622	107	2	model	model	NOUN
bracis-33622	107	3	architecture	architecture	NOUN
bracis-33622	107	4	was	be	AUX
bracis-33622	107	5	adjusted	adjust	VERB
bracis-33622	107	6	to	to	PART
bracis-33622	107	7	include	include	VERB
bracis-33622	107	8	two	two	NUM
bracis-33622	107	9	blocks	block	NOUN
bracis-33622	107	10	of	of	ADP
bracis-33622	107	11	convolutional	convolutional	ADJ
bracis-33622	107	12	and	and	CCONJ
bracis-33622	107	13	fully	fully	ADV
bracis-33622	107	14	connected	connected	ADJ
bracis-33622	107	15	layers	layer	NOUN
bracis-33622	107	16	.	.	PUNCT
bracis-33622	108	1	the	the	DET
bracis-33622	108	2	first	first	ADJ
bracis-33622	108	3	block	block	NOUN
bracis-33622	108	4	consists	consist	VERB
bracis-33622	108	5	of	of	ADP
bracis-33622	108	6	three	three	NUM
bracis-33622	108	7	convolutional	convolutional	ADJ
bracis-33622	108	8	layers	layer	NOUN
bracis-33622	108	9	with	with	ADP
bracis-33622	108	10	four	four	NUM
bracis-33622	108	11	feature	feature	NOUN
bracis-33622	108	12	filters	filter	NOUN
bracis-33622	108	13	each	each	PRON
bracis-33622	108	14	and	and	CCONJ
bracis-33622	108	15	a	a	DET
bracis-33622	108	16	maxpooling	maxpoole	VERB
bracis-33622	108	17	layer	layer	NOUN
bracis-33622	108	18	.	.	PUNCT
bracis-33622	109	1	the	the	DET
bracis-33622	109	2	second	second	ADJ
bracis-33622	109	3	block	block	NOUN
bracis-33622	109	4	has	have	VERB
bracis-33622	109	5	four	four	NUM
bracis-33622	109	6	convolutional	convolutional	ADJ
bracis-33622	109	7	layers	layer	NOUN
bracis-33622	109	8	with	with	ADP
bracis-33622	109	9	eight	eight	NUM
bracis-33622	109	10	feature	feature	NOUN
bracis-33622	109	11	filters	filter	NOUN
bracis-33622	109	12	and	and	CCONJ
bracis-33622	109	13	maxpooling	maxpooling	NOUN
bracis-33622	109	14	.	.	PUNCT
bracis-33622	110	1	a	a	DET
bracis-33622	110	2	flatten	flatten	ADJ
bracis-33622	110	3	layer	layer	NOUN
bracis-33622	110	4	is	be	AUX
bracis-33622	110	5	used	use	VERB
bracis-33622	110	6	to	to	PART
bracis-33622	110	7	convert	convert	VERB
bracis-33622	110	8	the	the	DET
bracis-33622	110	9	feature	feature	NOUN
bracis-33622	110	10	matrices	matrix	NOUN
bracis-33622	110	11	into	into	ADP
bracis-33622	110	12	a	a	DET
bracis-33622	110	13	vector	vector	NOUN
bracis-33622	110	14	for	for	ADP
bracis-33622	110	15	the	the	DET
bracis-33622	110	16	dense	dense	ADJ
bracis-33622	110	17	layers	layer	NOUN
bracis-33622	110	18	.	.	PUNCT
bracis-33622	111	1	to	to	PART
bracis-33622	111	2	prevent	prevent	VERB
bracis-33622	111	3	overfitting	overfitting	NOUN
bracis-33622	111	4	,	,	PUNCT
bracis-33622	111	5	a	a	DET
bracis-33622	111	6	dropout	dropout	NOUN
bracis-33622	111	7	layer	layer	NOUN
bracis-33622	111	8	with	with	ADP
bracis-33622	111	9	a	a	DET
bracis-33622	111	10	value	value	NOUN
bracis-33622	111	11	of	of	ADP
bracis-33622	111	12	0.3	0.3	NUM
bracis-33622	111	13	is	be	AUX
bracis-33622	111	14	used	use	VERB
bracis-33622	111	15	after	after	ADP
bracis-33622	111	16	the	the	DET
bracis-33622	111	17	flatten	flatten	ADJ
bracis-33622	111	18	layer	layer	NOUN
bracis-33622	111	19	.	.	PUNCT
bracis-33622	112	1	the	the	DET
bracis-33622	112	2	dense	dense	ADJ
bracis-33622	112	3	layers	layer	NOUN
bracis-33622	112	4	comprise	comprise	VERB
bracis-33622	112	5	two	two	NUM
bracis-33622	112	6	layers	layer	NOUN
bracis-33622	112	7	with	with	ADP
bracis-33622	112	8	4	4	NUM
bracis-33622	112	9	and	and	CCONJ
bracis-33622	112	10	8	8	NUM
bracis-33622	112	11	neurons	neuron	NOUN
bracis-33622	112	12	,	,	PUNCT
bracis-33622	112	13	respectively	respectively	ADV
bracis-33622	112	14	,	,	PUNCT
bracis-33622	112	15	and	and	CCONJ
bracis-33622	112	16	the	the	DET
bracis-33622	112	17	final	final	ADJ
bracis-33622	112	18	dense	dense	ADJ
bracis-33622	112	19	layer	layer	NOUN
bracis-33622	112	20	has	have	VERB
bracis-33622	112	21	2	2	NUM
bracis-33622	112	22	neurons	neuron	NOUN
bracis-33622	112	23	for	for	ADP
bracis-33622	112	24	the	the	DET
bracis-33622	112	25	model	model	NOUN
bracis-33622	112	26	output	output	NOUN
bracis-33622	112	27	,	,	PUNCT
bracis-33622	112	28	using	use	VERB
bracis-33622	112	29	the	the	DET
bracis-33622	112	30	softmax	softmax	NOUN
bracis-33622	112	31	activation	activation	NOUN
bracis-33622	112	32	function	function	NOUN
bracis-33622	112	33	.	.	PUNCT
bracis-33622	113	1	the	the	DET
bracis-33622	113	2	relu	relu	NOUN
bracis-33622	113	3	activation	activation	NOUN
bracis-33622	113	4	function	function	NOUN
bracis-33622	113	5	is	be	AUX
bracis-33622	113	6	applied	apply	VERB
bracis-33622	113	7	to	to	ADP
bracis-33622	113	8	all	all	DET
bracis-33622	113	9	layers	layer	NOUN
bracis-33622	113	10	.	.	PUNCT
bracis-33622	114	1	the	the	DET
bracis-33622	114	2	model	model	NOUN
bracis-33622	114	3	is	be	AUX
bracis-33622	114	4	compiled	compile	VERB
bracis-33622	114	5	using	use	VERB
bracis-33622	114	6	the	the	DET
bracis-33622	114	7	adam	adam	PROPN
bracis-33622	114	8	optimizer	optimizer	NOUN
bracis-33622	114	9	with	with	ADP
bracis-33622	114	10	a	a	DET
bracis-33622	114	11	learning	learn	VERB
bracis-33622	114	12	rate	rate	NOUN
bracis-33622	114	13	of	of	ADP
bracis-33622	114	14	0.00001	0.00001	NUM
bracis-33622	114	15	and	and	CCONJ
bracis-33622	114	16	the	the	DET
bracis-33622	114	17	binary	binary	PROPN
bracis-33622	114	18	crossentropy	crossentropy	PROPN
bracis-33622	114	19	loss	loss	NOUN
bracis-33622	114	20	function	function	NOUN
bracis-33622	114	21	,	,	PUNCT
bracis-33622	114	22	suitable	suitable	ADJ
bracis-33622	114	23	for	for	ADP
bracis-33622	114	24	binary	binary	ADJ
bracis-33622	114	25	classification	classification	NOUN
bracis-33622	114	26	tasks	task	NOUN
bracis-33622	114	27	.	.	PUNCT
bracis-33622	115	1	the	the	DET
bracis-33622	115	2	training	training	NOUN
bracis-33622	115	3	batch	batch	NOUN
bracis-33622	115	4	size	size	NOUN
bracis-33622	115	5	is	be	AUX
bracis-33622	115	6	set	set	VERB
bracis-33622	115	7	to	to	ADP
bracis-33622	115	8	8	8	NUM
bracis-33622	115	9	,	,	PUNCT
bracis-33622	115	10	and	and	CCONJ
bracis-33622	115	11	the	the	DET
bracis-33622	115	12	number	number	NOUN
bracis-33622	115	13	of	of	ADP
bracis-33622	115	14	epochs	epoch	NOUN
bracis-33622	115	15	to	to	ADP
bracis-33622	115	16	100	100	NUM
bracis-33622	115	17	.	.	PUNCT
bracis-33622	116	1	figure	figure	NOUN
bracis-33622	116	2	 	 	SPACE
bracis-33622	116	3	3	3	NUM
bracis-33622	116	4	provides	provide	VERB
bracis-33622	116	5	an	an	DET
bracis-33622	116	6	illustration	illustration	NOUN
bracis-33622	116	7	of	of	ADP
bracis-33622	116	8	the	the	DET
bracis-33622	116	9	proposed	propose	VERB
bracis-33622	116	10	architecture	architecture	NOUN
bracis-33622	116	11	.	.	PUNCT
bracis-33622	117	1	fig	fig	NOUN
bracis-33622	117	2	.	.	PUNCT
bracis-33622	118	1	3	3	X
bracis-33622	118	2	.	.	X
bracis-33622	118	3	representation	representation	NOUN
bracis-33622	118	4	of	of	ADP
bracis-33622	118	5	the	the	DET
bracis-33622	118	6	proposed	propose	VERB
bracis-33622	118	7	architecture	architecture	NOUN
bracis-33622	118	8	with	with	ADP
bracis-33622	118	9	all	all	DET
bracis-33622	118	10	its	its	PRON
bracis-33622	118	11	layers	layer	NOUN
bracis-33622	118	12	.	.	PUNCT
bracis-33622	119	1	full	full	ADJ
bracis-33622	119	2	size	size	NOUN
bracis-33622	119	3	image	image	NOUN
bracis-33622	119	4	during	during	ADP
bracis-33622	119	5	training	training	NOUN
bracis-33622	119	6	,	,	PUNCT
bracis-33622	119	7	we	we	PRON
bracis-33622	119	8	use	use	VERB
bracis-33622	119	9	several	several	ADJ
bracis-33622	119	10	callback	callback	NOUN
bracis-33622	119	11	strategies	strategy	NOUN
bracis-33622	119	12	,	,	PUNCT
bracis-33622	119	13	such	such	ADJ
bracis-33622	119	14	as	as	ADP
bracis-33622	119	15	early	early	ADJ
bracis-33622	119	16	stopping	stopping	NOUN
bracis-33622	119	17	,	,	PUNCT
bracis-33622	119	18	to	to	PART
bracis-33622	119	19	monitor	monitor	VERB
bracis-33622	119	20	validation	validation	NOUN
bracis-33622	119	21	loss	loss	NOUN
bracis-33622	119	22	and	and	CCONJ
bracis-33622	119	23	terminate	terminate	NOUN
bracis-33622	119	24	training	training	NOUN
bracis-33622	119	25	if	if	SCONJ
bracis-33622	119	26	there	there	PRON
bracis-33622	119	27	is	be	VERB
bracis-33622	119	28	no	no	DET
bracis-33622	119	29	improvement	improvement	NOUN
bracis-33622	119	30	for	for	ADP
bracis-33622	119	31	15	15	NUM
bracis-33622	119	32	epochs	epoch	NOUN
bracis-33622	119	33	.	.	PUNCT
bracis-33622	120	1	learning	learn	VERB
bracis-33622	120	2	rate	rate	NOUN
bracis-33622	120	3	reduction	reduction	NOUN
bracis-33622	120	4	is	be	AUX
bracis-33622	120	5	applied	apply	VERB
bracis-33622	120	6	to	to	PART
bracis-33622	120	7	overcome	overcome	VERB
bracis-33622	120	8	plateaus	plateaus	NOUN
bracis-33622	120	9	,	,	PUNCT
bracis-33622	120	10	adjusting	adjust	VERB
bracis-33622	120	11	the	the	DET
bracis-33622	120	12	rate	rate	NOUN
bracis-33622	120	13	to	to	ADP
bracis-33622	120	14	0.000001	0.000001	NUM
bracis-33622	120	15	if	if	SCONJ
bracis-33622	120	16	the	the	DET
bracis-33622	120	17	validation	validation	NOUN
bracis-33622	120	18	loss	loss	NOUN
bracis-33622	120	19	remains	remain	VERB
bracis-33622	120	20	constant	constant	ADJ
bracis-33622	120	21	for	for	ADP
bracis-33622	120	22	7	7	NUM
bracis-33622	120	23	epochs	epoch	NOUN
bracis-33622	120	24	.	.	PUNCT
bracis-33622	121	1	additionally	additionally	ADV
bracis-33622	121	2	,	,	PUNCT
bracis-33622	121	3	a	a	DET
bracis-33622	121	4	model	model	NOUN
bracis-33622	121	5	checkpoint	checkpoint	NOUN
bracis-33622	121	6	is	be	AUX
bracis-33622	121	7	used	use	VERB
bracis-33622	121	8	to	to	PART
bracis-33622	121	9	save	save	VERB
bracis-33622	121	10	the	the	DET
bracis-33622	121	11	best	good	ADJ
bracis-33622	121	12	model	model	NOUN
bracis-33622	121	13	based	base	VERB
bracis-33622	121	14	on	on	ADP
bracis-33622	121	15	the	the	DET
bracis-33622	121	16	lowest	low	ADJ
bracis-33622	121	17	validation	validation	NOUN
bracis-33622	121	18	loss	loss	NOUN
bracis-33622	121	19	.	.	PUNCT
bracis-33622	122	1	this	this	DET
bracis-33622	122	2	approach	approach	NOUN
bracis-33622	122	3	ensures	ensure	VERB
bracis-33622	122	4	that	that	SCONJ
bracis-33622	122	5	only	only	ADV
bracis-33622	122	6	relevant	relevant	ADJ
bracis-33622	122	7	slices	slice	NOUN
bracis-33622	122	8	containing	contain	VERB
bracis-33622	122	9	lung	lung	NOUN
bracis-33622	122	10	areas	area	NOUN
bracis-33622	122	11	are	be	AUX
bracis-33622	122	12	processed	process	VERB
bracis-33622	122	13	by	by	ADP
bracis-33622	122	14	the	the	DET
bracis-33622	122	15	segmentation	segmentation	NOUN
bracis-33622	122	16	model	model	NOUN
bracis-33622	122	17	,	,	PUNCT
bracis-33622	122	18	guaranteeing	guarantee	VERB
bracis-33622	122	19	more	more	ADV
bracis-33622	122	20	accurate	accurate	ADJ
bracis-33622	122	21	and	and	CCONJ
bracis-33622	122	22	efficient	efficient	ADJ
bracis-33622	122	23	analysis	analysis	NOUN
bracis-33622	122	24	.	.	PUNCT
bracis-33622	123	1	3.3	3.3	NUM
bracis-33622	123	2	image	image	NOUN
bracis-33622	123	3	pre	pre	ADJ
bracis-33622	123	4	-	-	ADJ
bracis-33622	123	5	processing	processing	ADJ
bracis-33622	123	6	image	image	NOUN
bracis-33622	123	7	preprocessing	preprocessing	NOUN
bracis-33622	123	8	is	be	AUX
bracis-33622	123	9	a	a	DET
bracis-33622	123	10	crucial	crucial	ADJ
bracis-33622	123	11	step	step	NOUN
bracis-33622	123	12	in	in	ADP
bracis-33622	123	13	our	our	PRON
bracis-33622	123	14	method	method	NOUN
bracis-33622	123	15	,	,	PUNCT
bracis-33622	123	16	applied	apply	VERB
bracis-33622	123	17	after	after	SCONJ
bracis-33622	123	18	lung	lung	NOUN
bracis-33622	123	19	detection	detection	NOUN
bracis-33622	123	20	to	to	PART
bracis-33622	123	21	optimize	optimize	VERB
bracis-33622	123	22	the	the	DET
bracis-33622	123	23	effectiveness	effectiveness	NOUN
bracis-33622	123	24	of	of	ADP
bracis-33622	123	25	the	the	DET
bracis-33622	123	26	process	process	NOUN
bracis-33622	123	27	.	.	PUNCT
bracis-33622	124	1	this	this	DET
bracis-33622	124	2	methodology	methodology	NOUN
bracis-33622	124	3	is	be	AUX
bracis-33622	124	4	employed	employ	VERB
bracis-33622	124	5	to	to	PART
bracis-33622	124	6	remove	remove	VERB
bracis-33622	124	7	noise	noise	NOUN
bracis-33622	124	8	,	,	PUNCT
bracis-33622	124	9	enhance	enhance	VERB
bracis-33622	124	10	visual	visual	ADJ
bracis-33622	124	11	quality	quality	NOUN
bracis-33622	124	12	,	,	PUNCT
bracis-33622	124	13	eliminate	eliminate	VERB
bracis-33622	124	14	regions	region	NOUN
bracis-33622	124	15	irrelevant	irrelevant	ADJ
bracis-33622	124	16	to	to	ADP
bracis-33622	124	17	lesion	lesion	NOUN
bracis-33622	124	18	identification	identification	NOUN
bracis-33622	124	19	,	,	PUNCT
bracis-33622	124	20	and	and	CCONJ
bracis-33622	124	21	standardize	standardize	VERB
bracis-33622	124	22	images	image	NOUN
bracis-33622	124	23	,	,	PUNCT
bracis-33622	124	24	making	make	VERB
bracis-33622	124	25	them	they	PRON
bracis-33622	124	26	invariant	invariant	ADJ
bracis-33622	124	27	to	to	ADP
bracis-33622	124	28	the	the	DET
bracis-33622	124	29	acquisition	acquisition	NOUN
bracis-33622	124	30	method	method	NOUN
bracis-33622	124	31	.	.	PUNCT
bracis-33622	125	1	the	the	DET
bracis-33622	125	2	rationale	rationale	NOUN
bracis-33622	125	3	for	for	ADP
bracis-33622	125	4	conducting	conduct	VERB
bracis-33622	125	5	preprocessing	preprocesse	VERB
bracis-33622	125	6	after	after	ADP
bracis-33622	125	7	lung	lung	NOUN
bracis-33622	125	8	detection	detection	NOUN
bracis-33622	125	9	is	be	AUX
bracis-33622	125	10	to	to	PART
bracis-33622	125	11	maximize	maximize	VERB
bracis-33622	125	12	computational	computational	ADJ
bracis-33622	125	13	efficiency	efficiency	NOUN
bracis-33622	125	14	and	and	CCONJ
bracis-33622	125	15	ensure	ensure	VERB
bracis-33622	125	16	that	that	SCONJ
bracis-33622	125	17	only	only	ADV
bracis-33622	125	18	the	the	DET
bracis-33622	125	19	isolated	isolated	ADJ
bracis-33622	125	20	regions	region	NOUN
bracis-33622	125	21	of	of	ADP
bracis-33622	125	22	interest	interest	NOUN
bracis-33622	125	23	are	be	AUX
bracis-33622	125	24	refined	refine	VERB
bracis-33622	125	25	.	.	PUNCT
bracis-33622	126	1	this	this	DET
bracis-33622	126	2	approach	approach	NOUN
bracis-33622	126	3	not	not	PART
bracis-33622	126	4	only	only	ADV
bracis-33622	126	5	enhances	enhance	VERB
bracis-33622	126	6	the	the	DET
bracis-33622	126	7	robustness	robustness	NOUN
bracis-33622	126	8	of	of	ADP
bracis-33622	126	9	the	the	DET
bracis-33622	126	10	proposal	proposal	NOUN
bracis-33622	126	11	but	but	CCONJ
bracis-33622	126	12	also	also	ADV
bracis-33622	126	13	minimizes	minimize	VERB
bracis-33622	126	14	the	the	DET
bracis-33622	126	15	unnecessary	unnecessary	ADJ
bracis-33622	126	16	processing	processing	NOUN
bracis-33622	126	17	of	of	ADP
bracis-33622	126	18	non	non	ADJ
bracis-33622	126	19	-	-	ADJ
bracis-33622	126	20	pulmonary	pulmonary	ADJ
bracis-33622	126	21	areas	area	NOUN
bracis-33622	126	22	,	,	PUNCT
bracis-33622	126	23	which	which	PRON
bracis-33622	126	24	could	could	AUX
bracis-33622	126	25	distort	distort	VERB
bracis-33622	126	26	the	the	DET
bracis-33622	126	27	results	result	NOUN
bracis-33622	126	28	of	of	ADP
bracis-33622	126	29	segmentation	segmentation	NOUN
bracis-33622	126	30	and	and	CCONJ
bracis-33622	126	31	classification	classification	NOUN
bracis-33622	126	32	.	.	PUNCT
bracis-33622	127	1	as	as	SCONJ
bracis-33622	127	2	illustrated	illustrate	VERB
bracis-33622	127	3	in	in	ADP
bracis-33622	127	4	fig	fig	NOUN
bracis-33622	127	5	.	.	PUNCT
bracis-33622	127	6	 	 	SPACE
bracis-33622	128	1	2	2	NUM
bracis-33622	128	2	,	,	PUNCT
bracis-33622	128	3	the	the	DET
bracis-33622	128	4	databases	database	NOUN
bracis-33622	128	5	include	include	VERB
bracis-33622	128	6	chest	chest	NOUN
bracis-33622	128	7	ct	ct	NUM
bracis-33622	128	8	scans	scan	NOUN
bracis-33622	128	9	that	that	PRON
bracis-33622	128	10	vary	vary	VERB
bracis-33622	128	11	significantly	significantly	ADV
bracis-33622	128	12	from	from	ADP
bracis-33622	128	13	one	one	NUM
bracis-33622	128	14	another	another	DET
bracis-33622	128	15	,	,	PUNCT
bracis-33622	128	16	reflecting	reflect	VERB
bracis-33622	128	17	the	the	DET
bracis-33622	128	18	different	different	ADJ
bracis-33622	128	19	acquisition	acquisition	NOUN
bracis-33622	128	20	methods	method	NOUN
bracis-33622	128	21	used	use	VERB
bracis-33622	128	22	in	in	ADP
bracis-33622	128	23	each	each	DET
bracis-33622	128	24	case	case	NOUN
bracis-33622	128	25	.	.	PUNCT
bracis-33622	129	1	due	due	ADP
bracis-33622	129	2	to	to	ADP
bracis-33622	129	3	these	these	DET
bracis-33622	129	4	variations	variation	NOUN
bracis-33622	129	5	,	,	PUNCT
bracis-33622	129	6	the	the	DET
bracis-33622	129	7	images	image	NOUN
bracis-33622	129	8	undergo	undergo	VERB
bracis-33622	129	9	a	a	DET
bracis-33622	129	10	detailed	detailed	ADJ
bracis-33622	129	11	preprocessing	preprocessing	NOUN
bracis-33622	129	12	step	step	NOUN
bracis-33622	129	13	shown	show	VERB
bracis-33622	129	14	in	in	ADP
bracis-33622	129	15	fig	fig	NOUN
bracis-33622	129	16	.	.	PUNCT
bracis-33622	129	17	 	 	SPACE
bracis-33622	130	1	4	4	NUM
bracis-33622	130	2	,	,	PUNCT
bracis-33622	130	3	essential	essential	ADJ
bracis-33622	130	4	for	for	ADP
bracis-33622	130	5	standardizing	standardize	VERB
bracis-33622	130	6	the	the	DET
bracis-33622	130	7	images	image	NOUN
bracis-33622	130	8	before	before	ADP
bracis-33622	130	9	subsequent	subsequent	ADJ
bracis-33622	130	10	analysis	analysis	NOUN
bracis-33622	130	11	.	.	PUNCT
bracis-33622	131	1	fig	fig	NOUN
bracis-33622	131	2	.	.	PUNCT
bracis-33622	132	1	4	4	X
bracis-33622	132	2	.	.	X
bracis-33622	132	3	representation	representation	NOUN
bracis-33622	132	4	of	of	ADP
bracis-33622	132	5	all	all	DET
bracis-33622	132	6	the	the	DET
bracis-33622	132	7	preprocessing	preprocessing	NOUN
bracis-33622	132	8	steps	step	NOUN
bracis-33622	132	9	.	.	PUNCT
bracis-33622	133	1	full	full	ADJ
bracis-33622	133	2	size	size	NOUN
bracis-33622	133	3	image	image	NOUN
bracis-33622	133	4	the	the	DET
bracis-33622	133	5	first	first	ADJ
bracis-33622	133	6	step	step	NOUN
bracis-33622	133	7	of	of	ADP
bracis-33622	133	8	preprocessing	preprocessing	NOUN
bracis-33622	133	9	is	be	AUX
bracis-33622	133	10	to	to	PART
bracis-33622	133	11	check	check	VERB
bracis-33622	133	12	the	the	DET
bracis-33622	133	13	average	average	ADJ
bracis-33622	133	14	pixel	pixel	NOUN
bracis-33622	133	15	value	value	NOUN
bracis-33622	133	16	.	.	PUNCT
bracis-33622	134	1	this	this	DET
bracis-33622	134	2	process	process	NOUN
bracis-33622	134	3	helps	helps	AUX
bracis-33622	134	4	identify	identify	VERB
bracis-33622	134	5	images	image	NOUN
bracis-33622	134	6	with	with	ADP
bracis-33622	134	7	high	high	ADJ
bracis-33622	134	8	and	and	CCONJ
bracis-33622	134	9	low	low	ADJ
bracis-33622	134	10	contrast	contrast	NOUN
bracis-33622	134	11	.	.	PUNCT
bracis-33622	135	1	through	through	ADP
bracis-33622	135	2	empirical	empirical	ADJ
bracis-33622	135	3	testing	testing	NOUN
bracis-33622	135	4	,	,	PUNCT
bracis-33622	135	5	we	we	PRON
bracis-33622	135	6	defined	define	VERB
bracis-33622	135	7	that	that	SCONJ
bracis-33622	135	8	high	high	ADJ
bracis-33622	135	9	-	-	PUNCT
bracis-33622	135	10	contrast	contrast	NOUN
bracis-33622	135	11	images	image	NOUN
bracis-33622	135	12	have	have	VERB
bracis-33622	135	13	an	an	DET
bracis-33622	135	14	average	average	NOUN
bracis-33622	135	15	greater	great	ADJ
bracis-33622	135	16	than	than	ADP
bracis-33622	135	17	165	165	NUM
bracis-33622	135	18	pixels	pixel	NOUN
bracis-33622	135	19	,	,	PUNCT
bracis-33622	135	20	and	and	CCONJ
bracis-33622	135	21	low	low	ADJ
bracis-33622	135	22	-	-	PUNCT
bracis-33622	135	23	contrast	contrast	NOUN
bracis-33622	135	24	images	image	NOUN
bracis-33622	135	25	have	have	VERB
bracis-33622	135	26	a	a	DET
bracis-33622	135	27	value	value	NOUN
bracis-33622	135	28	less	less	ADJ
bracis-33622	135	29	than	than	ADP
bracis-33622	135	30	165	165	NUM
bracis-33622	135	31	pixels	pixel	NOUN
bracis-33622	135	32	.	.	PUNCT
bracis-33622	136	1	the	the	DET
bracis-33622	136	2	images	image	NOUN
bracis-33622	136	3	are	be	AUX
bracis-33622	136	4	then	then	ADV
bracis-33622	136	5	subjected	subject	VERB
bracis-33622	136	6	to	to	ADP
bracis-33622	136	7	histogram	histogram	NOUN
bracis-33622	136	8	equalization	equalization	NOUN
bracis-33622	136	9	contrast	contrast	NOUN
bracis-33622	136	10	stretching	stretch	VERB
bracis-33622	136	11	(	(	PUNCT
bracis-33622	136	12	hecs	hec	NOUN
bracis-33622	136	13	)	)	PUNCT
bracis-33622	136	14	 	 	SPACE
bracis-33622	137	1	[	[	X
bracis-33622	137	2	9	9	NUM
bracis-33622	137	3	]	]	PUNCT
bracis-33622	137	4	.	.	PUNCT
bracis-33622	138	1	we	we	PRON
bracis-33622	138	2	apply	apply	VERB
bracis-33622	138	3	hecs	hec	NOUN
bracis-33622	138	4	with	with	ADP
bracis-33622	138	5	the	the	DET
bracis-33622	138	6	2nd	2nd	ADJ
bracis-33622	138	7	and	and	CCONJ
bracis-33622	138	8	98th	98th	ADJ
bracis-33622	138	9	percentiles	percentile	NOUN
bracis-33622	138	10	on	on	ADP
bracis-33622	138	11	high	high	ADJ
bracis-33622	138	12	-	-	PUNCT
bracis-33622	138	13	contrast	contrast	NOUN
bracis-33622	138	14	images	image	NOUN
bracis-33622	138	15	.	.	PUNCT
bracis-33622	139	1	in	in	ADP
bracis-33622	139	2	low	low	ADJ
bracis-33622	139	3	-	-	PUNCT
bracis-33622	139	4	contrast	contrast	NOUN
bracis-33622	139	5	images	image	NOUN
bracis-33622	139	6	,	,	PUNCT
bracis-33622	139	7	the	the	DET
bracis-33622	139	8	applied	apply	VERB
bracis-33622	139	9	values	value	NOUN
bracis-33622	139	10	are	be	AUX
bracis-33622	139	11	the	the	DET
bracis-33622	139	12	25th	25th	ADJ
bracis-33622	139	13	and	and	CCONJ
bracis-33622	139	14	98th	98th	ADJ
bracis-33622	139	15	percentiles	percentile	NOUN
bracis-33622	139	16	.	.	PUNCT
bracis-33622	140	1	we	we	PRON
bracis-33622	140	2	observed	observe	VERB
bracis-33622	140	3	that	that	SCONJ
bracis-33622	140	4	higher	high	ADJ
bracis-33622	140	5	values	value	NOUN
bracis-33622	140	6	might	might	AUX
bracis-33622	140	7	discard	discard	VERB
bracis-33622	140	8	small	small	ADJ
bracis-33622	140	9	lesions	lesion	NOUN
bracis-33622	140	10	present	present	ADJ
bracis-33622	140	11	in	in	ADP
bracis-33622	140	12	the	the	DET
bracis-33622	140	13	lungs	lung	NOUN
bracis-33622	140	14	,	,	PUNCT
bracis-33622	140	15	and	and	CCONJ
bracis-33622	140	16	lower	low	ADJ
bracis-33622	140	17	values	value	NOUN
bracis-33622	140	18	may	may	AUX
bracis-33622	140	19	not	not	PART
bracis-33622	140	20	work	work	VERB
bracis-33622	140	21	for	for	ADP
bracis-33622	140	22	contrast	contrast	NOUN
bracis-33622	140	23	enhancement	enhancement	NOUN
bracis-33622	140	24	.	.	PUNCT
bracis-33622	141	1	the	the	DET
bracis-33622	141	2	aim	aim	NOUN
bracis-33622	141	3	of	of	ADP
bracis-33622	141	4	this	this	DET
bracis-33622	141	5	step	step	NOUN
bracis-33622	141	6	is	be	AUX
bracis-33622	141	7	to	to	PART
bracis-33622	141	8	standardize	standardize	VERB
bracis-33622	141	9	the	the	DET
bracis-33622	141	10	images	image	NOUN
bracis-33622	141	11	.	.	PUNCT
bracis-33622	142	1	the	the	DET
bracis-33622	142	2	next	next	ADJ
bracis-33622	142	3	step	step	NOUN
bracis-33622	142	4	is	be	AUX
bracis-33622	142	5	to	to	PART
bracis-33622	142	6	apply	apply	VERB
bracis-33622	142	7	the	the	DET
bracis-33622	142	8	otsu	otsu	ADJ
bracis-33622	142	9	algorithm	algorithm	NOUN
bracis-33622	142	10	[	[	X
bracis-33622	142	11	17	17	NUM
bracis-33622	142	12	]	]	PUNCT
bracis-33622	142	13	to	to	PART
bracis-33622	142	14	binarize	binarize	VERB
bracis-33622	142	15	the	the	DET
bracis-33622	142	16	images	image	NOUN
bracis-33622	142	17	.	.	PUNCT
bracis-33622	143	1	as	as	ADP
bracis-33622	143	2	a	a	DET
bracis-33622	143	3	result	result	NOUN
bracis-33622	143	4	,	,	PUNCT
bracis-33622	143	5	the	the	DET
bracis-33622	143	6	rib	rib	NOUN
bracis-33622	143	7	cage	cage	NOUN
bracis-33622	143	8	and	and	CCONJ
bracis-33622	143	9	the	the	DET
bracis-33622	143	10	pulmonary	pulmonary	ADJ
bracis-33622	143	11	parenchyma	parenchyma	NOUN
bracis-33622	143	12	region	region	NOUN
bracis-33622	143	13	are	be	AUX
bracis-33622	143	14	highlighted	highlight	VERB
bracis-33622	143	15	,	,	PUNCT
bracis-33622	143	16	and	and	CCONJ
bracis-33622	143	17	we	we	PRON
bracis-33622	143	18	can	can	AUX
bracis-33622	143	19	remove	remove	VERB
bracis-33622	143	20	all	all	DET
bracis-33622	143	21	regions	region	NOUN
bracis-33622	143	22	outside	outside	ADP
bracis-33622	143	23	the	the	DET
bracis-33622	143	24	rib	rib	NOUN
bracis-33622	143	25	cage	cage	NOUN
bracis-33622	143	26	.	.	PUNCT
bracis-33622	144	1	using	use	VERB
bracis-33622	144	2	only	only	ADV
bracis-33622	144	3	the	the	DET
bracis-33622	144	4	region	region	NOUN
bracis-33622	144	5	of	of	ADP
bracis-33622	144	6	interest	interest	NOUN
bracis-33622	144	7	,	,	PUNCT
bracis-33622	144	8	we	we	PRON
bracis-33622	144	9	perform	perform	VERB
bracis-33622	144	10	histogram	histogram	NOUN
bracis-33622	144	11	equalization	equalization	NOUN
bracis-33622	144	12	to	to	PART
bracis-33622	144	13	normalize	normalize	VERB
bracis-33622	144	14	all	all	DET
bracis-33622	144	15	samples	sample	NOUN
bracis-33622	144	16	.	.	PUNCT
bracis-33622	145	1	finally	finally	ADV
bracis-33622	145	2	,	,	PUNCT
bracis-33622	145	3	the	the	DET
bracis-33622	145	4	last	last	ADJ
bracis-33622	145	5	step	step	NOUN
bracis-33622	145	6	was	be	AUX
bracis-33622	145	7	resizing	resize	VERB
bracis-33622	145	8	to	to	ADP
bracis-33622	145	9	\(512\,\times	\(512\,\time	NOUN
bracis-33622	145	10	\,512\	\,512\	NOUN
bracis-33622	145	11	)	)	PUNCT
bracis-33622	145	12	pixels	pixel	NOUN
bracis-33622	145	13	.	.	PUNCT
bracis-33622	146	1	this	this	DET
bracis-33622	146	2	procedure	procedure	NOUN
bracis-33622	146	3	is	be	AUX
bracis-33622	146	4	carried	carry	VERB
bracis-33622	146	5	out	out	ADP
bracis-33622	146	6	because	because	SCONJ
bracis-33622	146	7	deep	deep	ADJ
bracis-33622	146	8	learning	learning	NOUN
bracis-33622	146	9	algorithms	algorithm	NOUN
bracis-33622	146	10	require	require	VERB
bracis-33622	146	11	all	all	DET
bracis-33622	146	12	inputs	input	NOUN
bracis-33622	146	13	to	to	PART
bracis-33622	146	14	be	be	AUX
bracis-33622	146	15	of	of	ADP
bracis-33622	146	16	the	the	DET
bracis-33622	146	17	same	same	ADJ
bracis-33622	146	18	size	size	NOUN
bracis-33622	146	19	.	.	PUNCT
bracis-33622	147	1	after	after	ADP
bracis-33622	147	2	preprocessing	preprocesse	VERB
bracis-33622	147	3	,	,	PUNCT
bracis-33622	147	4	we	we	PRON
bracis-33622	147	5	have	have	AUX
bracis-33622	147	6	standardized	standardize	VERB
bracis-33622	147	7	images	image	NOUN
bracis-33622	147	8	that	that	PRON
bracis-33622	147	9	are	be	AUX
bracis-33622	147	10	noise	noise	NOUN
bracis-33622	147	11	-	-	PUNCT
bracis-33622	147	12	free	free	ADJ
bracis-33622	147	13	and	and	CCONJ
bracis-33622	147	14	devoid	devoid	ADJ
bracis-33622	147	15	of	of	ADP
bracis-33622	147	16	features	feature	NOUN
bracis-33622	147	17	outside	outside	ADP
bracis-33622	147	18	the	the	DET
bracis-33622	147	19	lung	lung	NOUN
bracis-33622	147	20	region	region	NOUN
bracis-33622	147	21	.	.	PUNCT
bracis-33622	148	1	thus	thus	ADV
bracis-33622	148	2	,	,	PUNCT
bracis-33622	148	3	we	we	PRON
bracis-33622	148	4	reduce	reduce	VERB
bracis-33622	148	5	the	the	DET
bracis-33622	148	6	possibility	possibility	NOUN
bracis-33622	148	7	of	of	ADP
bracis-33622	148	8	bias	bias	NOUN
bracis-33622	148	9	in	in	ADP
bracis-33622	148	10	the	the	DET
bracis-33622	148	11	models	model	NOUN
bracis-33622	148	12	.	.	PUNCT
bracis-33622	149	1	the	the	DET
bracis-33622	149	2	images	image	NOUN
bracis-33622	149	3	after	after	ADP
bracis-33622	149	4	preprocessing	preprocesse	VERB
bracis-33622	149	5	highlight	highlight	NOUN
bracis-33622	149	6	only	only	ADV
bracis-33622	149	7	the	the	DET
bracis-33622	149	8	region	region	NOUN
bracis-33622	149	9	of	of	ADP
bracis-33622	149	10	interest	interest	NOUN
bracis-33622	149	11	.	.	PUNCT
bracis-33622	150	1	3.4	3.4	NUM
bracis-33622	150	2	data	datum	NOUN
bracis-33622	150	3	augmentation	augmentation	NOUN
bracis-33622	150	4	it	it	PRON
bracis-33622	150	5	is	be	AUX
bracis-33622	150	6	common	common	ADJ
bracis-33622	150	7	for	for	SCONJ
bracis-33622	150	8	ct	ct	PROPN
bracis-33622	150	9	scans	scan	NOUN
bracis-33622	150	10	to	to	PART
bracis-33622	150	11	have	have	VERB
bracis-33622	150	12	a	a	DET
bracis-33622	150	13	higher	high	ADJ
bracis-33622	150	14	number	number	NOUN
bracis-33622	150	15	of	of	ADP
bracis-33622	150	16	images	image	NOUN
bracis-33622	150	17	without	without	ADP
bracis-33622	150	18	covid-19	covid-19	PROPN
bracis-33622	150	19	lesions	lesion	NOUN
bracis-33622	150	20	compared	compare	VERB
bracis-33622	150	21	to	to	ADP
bracis-33622	150	22	those	those	PRON
bracis-33622	150	23	with	with	ADP
bracis-33622	150	24	lesions	lesion	NOUN
bracis-33622	150	25	.	.	PUNCT
bracis-33622	151	1	as	as	ADP
bracis-33622	151	2	a	a	DET
bracis-33622	151	3	result	result	NOUN
bracis-33622	151	4	,	,	PUNCT
bracis-33622	151	5	most	most	ADJ
bracis-33622	151	6	scans	scan	NOUN
bracis-33622	151	7	present	present	VERB
bracis-33622	151	8	an	an	DET
bracis-33622	151	9	imbalance	imbalance	NOUN
bracis-33622	151	10	between	between	ADP
bracis-33622	151	11	classes	class	NOUN
bracis-33622	151	12	,	,	PUNCT
bracis-33622	151	13	which	which	PRON
bracis-33622	151	14	can	can	AUX
bracis-33622	151	15	affect	affect	VERB
bracis-33622	151	16	model	model	NOUN
bracis-33622	151	17	learning	learning	NOUN
bracis-33622	151	18	and	and	CCONJ
bracis-33622	151	19	reduce	reduce	VERB
bracis-33622	151	20	system	system	NOUN
bracis-33622	151	21	performance	performance	NOUN
bracis-33622	151	22	.	.	PUNCT
bracis-33622	152	1	to	to	PART
bracis-33622	152	2	address	address	VERB
bracis-33622	152	3	this	this	DET
bracis-33622	152	4	issue	issue	NOUN
bracis-33622	152	5	,	,	PUNCT
bracis-33622	152	6	we	we	PRON
bracis-33622	152	7	apply	apply	VERB
bracis-33622	152	8	data	datum	NOUN
bracis-33622	152	9	augmentation	augmentation	NOUN
bracis-33622	152	10	techniques	technique	NOUN
bracis-33622	152	11	using	use	VERB
bracis-33622	152	12	the	the	DET
bracis-33622	152	13	albumentations	albumentation	NOUN
bracis-33622	152	14	library	library	NOUN
bracis-33622	152	15	 	 	SPACE
bracis-33622	153	1	[	[	X
bracis-33622	153	2	3	3	NUM
bracis-33622	153	3	]	]	PUNCT
bracis-33622	153	4	.	.	PUNCT
bracis-33622	154	1	this	this	DET
bracis-33622	154	2	approach	approach	NOUN
bracis-33622	154	3	allows	allow	VERB
bracis-33622	154	4	us	we	PRON
bracis-33622	154	5	to	to	PART
bracis-33622	154	6	generate	generate	VERB
bracis-33622	154	7	images	image	NOUN
bracis-33622	154	8	and	and	CCONJ
bracis-33622	154	9	masks	mask	NOUN
bracis-33622	154	10	to	to	PART
bracis-33622	154	11	balance	balance	VERB
bracis-33622	154	12	the	the	DET
bracis-33622	154	13	images	image	NOUN
bracis-33622	154	14	present	present	ADJ
bracis-33622	154	15	in	in	ADP
bracis-33622	154	16	the	the	DET
bracis-33622	154	17	scans	scan	NOUN
bracis-33622	154	18	,	,	PUNCT
bracis-33622	154	19	enhancing	enhance	VERB
bracis-33622	154	20	the	the	DET
bracis-33622	154	21	model	model	NOUN
bracis-33622	154	22	’s	’s	PART
bracis-33622	154	23	generalization	generalization	NOUN
bracis-33622	154	24	capability	capability	NOUN
bracis-33622	154	25	.	.	PUNCT
bracis-33622	155	1	to	to	PART
bracis-33622	155	2	generate	generate	VERB
bracis-33622	155	3	the	the	DET
bracis-33622	155	4	images	image	NOUN
bracis-33622	155	5	,	,	PUNCT
bracis-33622	155	6	we	we	PRON
bracis-33622	155	7	apply	apply	VERB
bracis-33622	155	8	the	the	DET
bracis-33622	155	9	following	follow	VERB
bracis-33622	155	10	operations	operation	NOUN
bracis-33622	155	11	:	:	PUNCT
bracis-33622	155	12	horizontal	horizontal	ADJ
bracis-33622	155	13	flipping	flipping	NOUN
bracis-33622	155	14	,	,	PUNCT
bracis-33622	155	15	vertical	vertical	ADJ
bracis-33622	155	16	flipping	flipping	NOUN
bracis-33622	155	17	,	,	PUNCT
bracis-33622	155	18	and	and	CCONJ
bracis-33622	155	19	transposition	transposition	NOUN
bracis-33622	155	20	.	.	PUNCT
bracis-33622	156	1	we	we	PRON
bracis-33622	156	2	also	also	ADV
bracis-33622	156	3	create	create	VERB
bracis-33622	156	4	images	image	NOUN
bracis-33622	156	5	with	with	ADP
bracis-33622	156	6	random	random	ADJ
bracis-33622	156	7	contrast	contrast	NOUN
bracis-33622	156	8	and	and	CCONJ
bracis-33622	156	9	brightness	brightness	NOUN
bracis-33622	156	10	adjustments	adjustment	NOUN
bracis-33622	156	11	,	,	PUNCT
bracis-33622	156	12	with	with	ADP
bracis-33622	156	13	a	a	DET
bracis-33622	156	14	30	30	NUM
bracis-33622	156	15	%	%	NOUN
bracis-33622	156	16	probability	probability	NOUN
bracis-33622	156	17	,	,	PUNCT
bracis-33622	156	18	and	and	CCONJ
bracis-33622	156	19	images	image	NOUN
bracis-33622	156	20	with	with	ADP
bracis-33622	156	21	gaussian	gaussian	ADJ
bracis-33622	156	22	noise	noise	NOUN
bracis-33622	156	23	,	,	PUNCT
bracis-33622	156	24	with	with	ADP
bracis-33622	156	25	a	a	DET
bracis-33622	156	26	50	50	NUM
bracis-33622	156	27	%	%	NOUN
bracis-33622	156	28	probability	probability	NOUN
bracis-33622	156	29	.	.	PUNCT
bracis-33622	157	1	operations	operation	NOUN
bracis-33622	157	2	such	such	ADJ
bracis-33622	157	3	as	as	ADP
bracis-33622	157	4	horizontal	horizontal	ADJ
bracis-33622	157	5	flipping	flipping	NOUN
bracis-33622	157	6	,	,	PUNCT
bracis-33622	157	7	vertical	vertical	ADJ
bracis-33622	157	8	flipping	flipping	NOUN
bracis-33622	157	9	,	,	PUNCT
bracis-33622	157	10	and	and	CCONJ
bracis-33622	157	11	transposition	transposition	NOUN
bracis-33622	157	12	are	be	AUX
bracis-33622	157	13	used	use	VERB
bracis-33622	157	14	to	to	PART
bracis-33622	157	15	generate	generate	VERB
bracis-33622	157	16	more	more	ADJ
bracis-33622	157	17	samples	sample	NOUN
bracis-33622	157	18	for	for	ADP
bracis-33622	157	19	training	train	VERB
bracis-33622	157	20	the	the	DET
bracis-33622	157	21	model	model	NOUN
bracis-33622	157	22	and	and	CCONJ
bracis-33622	157	23	balancing	balance	VERB
bracis-33622	157	24	the	the	DET
bracis-33622	157	25	classes	class	NOUN
bracis-33622	157	26	.	.	PUNCT
bracis-33622	158	1	additionally	additionally	ADV
bracis-33622	158	2	,	,	PUNCT
bracis-33622	158	3	some	some	DET
bracis-33622	158	4	scans	scan	NOUN
bracis-33622	158	5	contain	contain	VERB
bracis-33622	158	6	noisy	noisy	ADJ
bracis-33622	158	7	images	image	NOUN
bracis-33622	158	8	,	,	PUNCT
bracis-33622	158	9	and	and	CCONJ
bracis-33622	158	10	the	the	DET
bracis-33622	158	11	model	model	NOUN
bracis-33622	158	12	may	may	AUX
bracis-33622	158	13	not	not	PART
bracis-33622	158	14	be	be	AUX
bracis-33622	158	15	able	able	ADJ
bracis-33622	158	16	to	to	PART
bracis-33622	158	17	generalize	generalize	VERB
bracis-33622	158	18	to	to	ADP
bracis-33622	158	19	these	these	DET
bracis-33622	158	20	images	image	NOUN
bracis-33622	158	21	.	.	PUNCT
bracis-33622	159	1	therefore	therefore	ADV
bracis-33622	159	2	,	,	PUNCT
bracis-33622	159	3	the	the	DET
bracis-33622	159	4	gaussian	gaussian	ADJ
bracis-33622	159	5	noise	noise	NOUN
bracis-33622	159	6	operation	operation	NOUN
bracis-33622	159	7	is	be	AUX
bracis-33622	159	8	used	use	VERB
bracis-33622	159	9	to	to	PART
bracis-33622	159	10	address	address	VERB
bracis-33622	159	11	this	this	DET
bracis-33622	159	12	issue	issue	NOUN
bracis-33622	159	13	,	,	PUNCT
bracis-33622	159	14	creating	create	VERB
bracis-33622	159	15	noisy	noisy	ADJ
bracis-33622	159	16	images	image	NOUN
bracis-33622	159	17	in	in	ADP
bracis-33622	159	18	other	other	ADJ
bracis-33622	159	19	scans	scan	NOUN
bracis-33622	159	20	to	to	PART
bracis-33622	159	21	contribute	contribute	VERB
bracis-33622	159	22	to	to	ADP
bracis-33622	159	23	the	the	DET
bracis-33622	159	24	overall	overall	ADJ
bracis-33622	159	25	model	model	NOUN
bracis-33622	159	26	generalization	generalization	NOUN
bracis-33622	159	27	.	.	PUNCT
bracis-33622	160	1	these	these	DET
bracis-33622	160	2	data	datum	NOUN
bracis-33622	160	3	augmentation	augmentation	NOUN
bracis-33622	160	4	techniques	technique	NOUN
bracis-33622	160	5	are	be	AUX
bracis-33622	160	6	crucial	crucial	ADJ
bracis-33622	160	7	for	for	ADP
bracis-33622	160	8	improving	improve	VERB
bracis-33622	160	9	the	the	DET
bracis-33622	160	10	robustness	robustness	NOUN
bracis-33622	160	11	of	of	ADP
bracis-33622	160	12	the	the	DET
bracis-33622	160	13	model	model	NOUN
bracis-33622	160	14	,	,	PUNCT
bracis-33622	160	15	ensuring	ensure	VERB
bracis-33622	160	16	it	it	PRON
bracis-33622	160	17	can	can	AUX
bracis-33622	160	18	handle	handle	VERB
bracis-33622	160	19	the	the	DET
bracis-33622	160	20	diversity	diversity	NOUN
bracis-33622	160	21	of	of	ADP
bracis-33622	160	22	images	image	NOUN
bracis-33622	160	23	found	find	VERB
bracis-33622	160	24	in	in	ADP
bracis-33622	160	25	real	real	ADJ
bracis-33622	160	26	-	-	PUNCT
bracis-33622	160	27	world	world	NOUN
bracis-33622	160	28	scans	scan	NOUN
bracis-33622	160	29	.	.	PUNCT
bracis-33622	161	1	implementing	implement	VERB
bracis-33622	161	2	these	these	DET
bracis-33622	161	3	operations	operation	NOUN
bracis-33622	161	4	helps	help	VERB
bracis-33622	161	5	create	create	VERB
bracis-33622	161	6	a	a	DET
bracis-33622	161	7	more	more	ADV
bracis-33622	161	8	balanced	balanced	ADJ
bracis-33622	161	9	and	and	CCONJ
bracis-33622	161	10	varied	varied	ADJ
bracis-33622	161	11	dataset	dataset	NOUN
bracis-33622	161	12	,	,	PUNCT
bracis-33622	161	13	which	which	PRON
bracis-33622	161	14	is	be	AUX
bracis-33622	161	15	vital	vital	ADJ
bracis-33622	161	16	for	for	ADP
bracis-33622	161	17	the	the	DET
bracis-33622	161	18	effective	effective	ADJ
bracis-33622	161	19	training	training	NOUN
bracis-33622	161	20	of	of	ADP
bracis-33622	161	21	deep	deep	ADJ
bracis-33622	161	22	learning	learning	NOUN
bracis-33622	161	23	models	model	NOUN
bracis-33622	161	24	.	.	PUNCT
bracis-33622	162	1	3.5	3.5	NUM
bracis-33622	162	2	segmentation	segmentation	NOUN
bracis-33622	162	3	u	u	NOUN
bracis-33622	162	4	-	-	NOUN
bracis-33622	162	5	net	net	ADJ
bracis-33622	162	6	[	[	X
bracis-33622	162	7	18	18	NUM
bracis-33622	162	8	]	]	PUNCT
bracis-33622	162	9	is	be	AUX
bracis-33622	162	10	a	a	DET
bracis-33622	162	11	convolutional	convolutional	ADJ
bracis-33622	162	12	neural	neural	ADJ
bracis-33622	162	13	network	network	NOUN
bracis-33622	162	14	(	(	PUNCT
bracis-33622	162	15	cnn	cnn	PROPN
bracis-33622	162	16	)	)	PUNCT
bracis-33622	162	17	architecture	architecture	NOUN
bracis-33622	162	18	for	for	ADP
bracis-33622	162	19	image	image	NOUN
bracis-33622	162	20	segmentation	segmentation	NOUN
bracis-33622	162	21	.	.	PUNCT
bracis-33622	163	1	upon	upon	SCONJ
bracis-33622	163	2	reviewing	review	VERB
bracis-33622	163	3	the	the	DET
bracis-33622	163	4	literature	literature	NOUN
bracis-33622	163	5	,	,	PUNCT
bracis-33622	163	6	a	a	DET
bracis-33622	163	7	trend	trend	NOUN
bracis-33622	163	8	toward	toward	ADP
bracis-33622	163	9	the	the	DET
bracis-33622	163	10	use	use	NOUN
bracis-33622	163	11	of	of	ADP
bracis-33622	163	12	u	u	NOUN
bracis-33622	163	13	-	-	ADJ
bracis-33622	163	14	net	net	ADJ
bracis-33622	163	15	-	-	PUNCT
bracis-33622	163	16	based	base	VERB
bracis-33622	163	17	architectures	architecture	NOUN
bracis-33622	163	18	is	be	AUX
bracis-33622	163	19	evident	evident	ADJ
bracis-33622	163	20	.	.	PUNCT
bracis-33622	164	1	these	these	DET
bracis-33622	164	2	studies	study	NOUN
bracis-33622	164	3	consistently	consistently	ADV
bracis-33622	164	4	report	report	VERB
bracis-33622	164	5	robust	robust	ADJ
bracis-33622	164	6	results	result	NOUN
bracis-33622	164	7	in	in	ADP
bracis-33622	164	8	the	the	DET
bracis-33622	164	9	task	task	NOUN
bracis-33622	164	10	of	of	ADP
bracis-33622	164	11	segmenting	segment	VERB
bracis-33622	164	12	covid-19	covid-19	PROPN
bracis-33622	164	13	lesions	lesion	NOUN
bracis-33622	164	14	.	.	PUNCT
bracis-33622	165	1	the	the	DET
bracis-33622	165	2	u	u	ADJ
bracis-33622	165	3	-	-	ADJ
bracis-33622	165	4	net	net	ADJ
bracis-33622	165	5	architecture	architecture	NOUN
bracis-33622	165	6	comprises	comprise	VERB
bracis-33622	165	7	contraction	contraction	NOUN
bracis-33622	165	8	and	and	CCONJ
bracis-33622	165	9	expansion	expansion	NOUN
bracis-33622	165	10	pathways	pathway	NOUN
bracis-33622	165	11	.	.	PUNCT
bracis-33622	166	1	the	the	DET
bracis-33622	166	2	contraction	contraction	NOUN
bracis-33622	166	3	path	path	NOUN
bracis-33622	166	4	is	be	AUX
bracis-33622	166	5	similar	similar	ADJ
bracis-33622	166	6	to	to	ADP
bracis-33622	166	7	a	a	DET
bracis-33622	166	8	typical	typical	ADJ
bracis-33622	166	9	cnn	cnn	PROPN
bracis-33622	166	10	pathway	pathway	NOUN
bracis-33622	166	11	,	,	PUNCT
bracis-33622	166	12	involving	involve	VERB
bracis-33622	166	13	repeated	repeat	VERB
bracis-33622	166	14	application	application	NOUN
bracis-33622	166	15	of	of	ADP
bracis-33622	166	16	two	two	NUM
bracis-33622	166	17	\(3\,\times	\(3\,\time	NOUN
bracis-33622	166	18	\,3\	\,3\	PROPN
bracis-33622	166	19	)	)	PUNCT
bracis-33622	166	20	convolutions	convolution	NOUN
bracis-33622	166	21	,	,	PUNCT
bracis-33622	166	22	each	each	DET
bracis-33622	166	23	followed	follow	VERB
bracis-33622	166	24	by	by	ADP
bracis-33622	166	25	a	a	DET
bracis-33622	166	26	relu	relu	NOUN
bracis-33622	166	27	activation	activation	NOUN
bracis-33622	166	28	function	function	NOUN
bracis-33622	166	29	,	,	PUNCT
bracis-33622	166	30	and	and	CCONJ
bracis-33622	166	31	a	a	DET
bracis-33622	166	32	\(2\,\times	\(2\,\times	PROPN
bracis-33622	166	33	\,2\	\,2\	PROPN
bracis-33622	166	34	)	)	PUNCT
bracis-33622	166	35	max	max	PROPN
bracis-33622	166	36	-	-	PUNCT
bracis-33622	166	37	pooling	pool	VERB
bracis-33622	166	38	operation	operation	NOUN
bracis-33622	166	39	with	with	ADP
bracis-33622	166	40	a	a	DET
bracis-33622	166	41	stride	stride	NOUN
bracis-33622	166	42	of	of	ADP
bracis-33622	166	43	two	two	NUM
bracis-33622	166	44	for	for	ADP
bracis-33622	166	45	downsampling	downsample	VERB
bracis-33622	166	46	.	.	PUNCT
bracis-33622	167	1	with	with	ADP
bracis-33622	167	2	each	each	DET
bracis-33622	167	3	downsampling	downsample	VERB
bracis-33622	167	4	step	step	NOUN
bracis-33622	167	5	,	,	PUNCT
bracis-33622	167	6	the	the	DET
bracis-33622	167	7	number	number	NOUN
bracis-33622	167	8	of	of	ADP
bracis-33622	167	9	feature	feature	NOUN
bracis-33622	167	10	filters	filter	NOUN
bracis-33622	167	11	is	be	AUX
bracis-33622	167	12	doubled	double	VERB
bracis-33622	167	13	.	.	PUNCT
bracis-33622	168	1	in	in	ADP
bracis-33622	168	2	the	the	DET
bracis-33622	168	3	expansive	expansive	ADJ
bracis-33622	168	4	path	path	NOUN
bracis-33622	168	5	,	,	PUNCT
bracis-33622	168	6	each	each	DET
bracis-33622	168	7	step	step	NOUN
bracis-33622	168	8	involves	involve	VERB
bracis-33622	168	9	upsampling	upsampling	NOUN
bracis-33622	168	10	of	of	ADP
bracis-33622	168	11	feature	feature	NOUN
bracis-33622	168	12	filters	filter	NOUN
bracis-33622	168	13	followed	follow	VERB
bracis-33622	168	14	by	by	ADP
bracis-33622	168	15	a	a	DET
bracis-33622	168	16	\(2\,\times	\(2\,\times	PROPN
bracis-33622	168	17	\,2\	\,2\	PROPN
bracis-33622	168	18	)	)	PUNCT
bracis-33622	168	19	convolution	convolution	NOUN
bracis-33622	168	20	.	.	PUNCT
bracis-33622	169	1	this	this	PRON
bracis-33622	169	2	is	be	AUX
bracis-33622	169	3	coupled	couple	VERB
bracis-33622	169	4	with	with	ADP
bracis-33622	169	5	concatenation	concatenation	NOUN
bracis-33622	169	6	with	with	ADP
bracis-33622	169	7	features	feature	NOUN
bracis-33622	169	8	from	from	ADP
bracis-33622	169	9	the	the	DET
bracis-33622	169	10	contraction	contraction	NOUN
bracis-33622	169	11	path	path	NOUN
bracis-33622	169	12	and	and	CCONJ
bracis-33622	169	13	two	two	NUM
bracis-33622	169	14	additional	additional	ADJ
bracis-33622	169	15	\(3\,\times	\(3\,\time	NOUN
bracis-33622	169	16	\,3\	\,3\	PROPN
bracis-33622	169	17	)	)	PUNCT
bracis-33622	169	18	convolutions	convolution	NOUN
bracis-33622	169	19	,	,	PUNCT
bracis-33622	169	20	each	each	PRON
bracis-33622	169	21	followed	follow	VERB
bracis-33622	169	22	by	by	ADP
bracis-33622	169	23	a	a	DET
bracis-33622	169	24	relu	relu	NOUN
bracis-33622	169	25	activation	activation	NOUN
bracis-33622	169	26	.	.	PUNCT
bracis-33622	170	1	in	in	ADP
bracis-33622	170	2	the	the	DET
bracis-33622	170	3	final	final	ADJ
bracis-33622	170	4	layer	layer	NOUN
bracis-33622	170	5	,	,	PUNCT
bracis-33622	170	6	a	a	DET
bracis-33622	170	7	\(1\,\times	\(1\,\time	NOUN
bracis-33622	170	8	\,1\	\,1\	NOUN
bracis-33622	170	9	)	)	PUNCT
bracis-33622	170	10	convolution	convolution	NOUN
bracis-33622	170	11	is	be	AUX
bracis-33622	170	12	used	use	VERB
bracis-33622	170	13	to	to	PART
bracis-33622	170	14	map	map	VERB
bracis-33622	170	15	each	each	DET
bracis-33622	170	16	feature	feature	NOUN
bracis-33622	170	17	vector	vector	NOUN
bracis-33622	170	18	to	to	ADP
bracis-33622	170	19	the	the	DET
bracis-33622	170	20	desired	desire	VERB
bracis-33622	170	21	number	number	NOUN
bracis-33622	170	22	of	of	ADP
bracis-33622	170	23	classes	class	NOUN
bracis-33622	170	24	.	.	PUNCT
bracis-33622	171	1	in	in	ADP
bracis-33622	171	2	this	this	DET
bracis-33622	171	3	work	work	NOUN
bracis-33622	171	4	,	,	PUNCT
bracis-33622	171	5	the	the	DET
bracis-33622	171	6	implemented	implement	VERB
bracis-33622	171	7	u	u	NOUN
bracis-33622	171	8	-	-	ADJ
bracis-33622	171	9	net	net	ADJ
bracis-33622	171	10	uses	use	VERB
bracis-33622	171	11	input	input	NOUN
bracis-33622	171	12	images	image	NOUN
bracis-33622	171	13	with	with	ADP
bracis-33622	171	14	dimensions	dimension	NOUN
bracis-33622	171	15	of	of	ADP
bracis-33622	171	16	\(512\,\times	\(512\,\time	NOUN
bracis-33622	171	17	\,512\	\,512\	VERB
bracis-33622	171	18	)	)	PUNCT
bracis-33622	171	19	pixels	pixel	NOUN
bracis-33622	171	20	and	and	CCONJ
bracis-33622	171	21	starts	start	VERB
bracis-33622	171	22	with	with	ADP
bracis-33622	171	23	32	32	NUM
bracis-33622	171	24	filters	filter	NOUN
bracis-33622	171	25	.	.	PUNCT
bracis-33622	172	1	due	due	ADP
bracis-33622	172	2	to	to	ADP
bracis-33622	172	3	computational	computational	ADJ
bracis-33622	172	4	environment	environment	NOUN
bracis-33622	172	5	limitations	limitation	NOUN
bracis-33622	172	6	,	,	PUNCT
bracis-33622	172	7	we	we	PRON
bracis-33622	172	8	used	use	VERB
bracis-33622	172	9	a	a	DET
bracis-33622	172	10	batch	batch	NOUN
bracis-33622	172	11	size	size	NOUN
bracis-33622	172	12	of	of	ADP
bracis-33622	172	13	6	6	NUM
bracis-33622	172	14	during	during	ADP
bracis-33622	172	15	training	training	NOUN
bracis-33622	172	16	.	.	PUNCT
bracis-33622	173	1	the	the	DET
bracis-33622	173	2	loss	loss	NOUN
bracis-33622	173	3	function	function	NOUN
bracis-33622	173	4	employed	employ	VERB
bracis-33622	173	5	was	be	AUX
bracis-33622	173	6	the	the	DET
bracis-33622	173	7	dice	dice	NOUN
bracis-33622	173	8	loss	loss	NOUN
bracis-33622	173	9	.	.	PUNCT
bracis-33622	174	1	for	for	ADP
bracis-33622	174	2	the	the	DET
bracis-33622	174	3	learning	learning	NOUN
bracis-33622	174	4	process	process	NOUN
bracis-33622	174	5	,	,	PUNCT
bracis-33622	174	6	we	we	PRON
bracis-33622	174	7	utilized	utilize	VERB
bracis-33622	174	8	the	the	DET
bracis-33622	174	9	adam	adam	PROPN
bracis-33622	174	10	optimizer	optimizer	NOUN
bracis-33622	174	11	with	with	ADP
bracis-33622	174	12	a	a	DET
bracis-33622	174	13	learning	learn	VERB
bracis-33622	174	14	rate	rate	NOUN
bracis-33622	174	15	of	of	ADP
bracis-33622	174	16	0.0003	0.0003	NUM
bracis-33622	174	17	,	,	PUNCT
bracis-33622	174	18	as	as	SCONJ
bracis-33622	174	19	determined	determine	VERB
bracis-33622	174	20	from	from	ADP
bracis-33622	174	21	preliminary	preliminary	ADJ
bracis-33622	174	22	experiments	experiment	NOUN
bracis-33622	174	23	and	and	CCONJ
bracis-33622	174	24	literature	literature	NOUN
bracis-33622	174	25	reports	report	NOUN
bracis-33622	174	26	.	.	PUNCT
bracis-33622	175	1	the	the	DET
bracis-33622	175	2	dice	dice	NOUN
bracis-33622	175	3	and	and	CCONJ
bracis-33622	175	4	iou	iou	NOUN
bracis-33622	175	5	metrics	metric	NOUN
bracis-33622	175	6	are	be	AUX
bracis-33622	175	7	used	use	VERB
bracis-33622	175	8	to	to	PART
bracis-33622	175	9	monitor	monitor	VERB
bracis-33622	175	10	the	the	DET
bracis-33622	175	11	model	model	NOUN
bracis-33622	175	12	’s	’s	PART
bracis-33622	175	13	performance	performance	NOUN
bracis-33622	175	14	on	on	ADP
bracis-33622	175	15	the	the	DET
bracis-33622	175	16	validation	validation	NOUN
bracis-33622	175	17	set	set	VERB
bracis-33622	175	18	during	during	ADP
bracis-33622	175	19	training	training	NOUN
bracis-33622	175	20	.	.	PUNCT
bracis-33622	176	1	several	several	ADJ
bracis-33622	176	2	callback	callback	NOUN
bracis-33622	176	3	strategies	strategy	NOUN
bracis-33622	176	4	are	be	AUX
bracis-33622	176	5	applied	apply	VERB
bracis-33622	176	6	to	to	PART
bracis-33622	176	7	execute	execute	VERB
bracis-33622	176	8	actions	action	NOUN
bracis-33622	176	9	during	during	ADP
bracis-33622	176	10	model	model	NOUN
bracis-33622	176	11	training	training	NOUN
bracis-33622	176	12	.	.	PUNCT
bracis-33622	177	1	the	the	DET
bracis-33622	177	2	first	first	ADJ
bracis-33622	177	3	strategy	strategy	NOUN
bracis-33622	177	4	is	be	AUX
bracis-33622	177	5	early	early	ADJ
bracis-33622	177	6	stopping	stop	VERB
bracis-33622	177	7	,	,	PUNCT
bracis-33622	177	8	where	where	SCONJ
bracis-33622	177	9	training	training	NOUN
bracis-33622	177	10	is	be	AUX
bracis-33622	177	11	monitored	monitor	VERB
bracis-33622	177	12	,	,	PUNCT
bracis-33622	177	13	and	and	CCONJ
bracis-33622	177	14	if	if	SCONJ
bracis-33622	177	15	the	the	DET
bracis-33622	177	16	validation	validation	NOUN
bracis-33622	177	17	loss	loss	NOUN
bracis-33622	177	18	does	do	AUX
bracis-33622	177	19	not	not	PART
bracis-33622	177	20	decrease	decrease	VERB
bracis-33622	177	21	for	for	ADP
bracis-33622	177	22	ten	ten	NUM
bracis-33622	177	23	epochs	epoch	NOUN
bracis-33622	177	24	,	,	PUNCT
bracis-33622	177	25	training	training	NOUN
bracis-33622	177	26	is	be	AUX
bracis-33622	177	27	halted	halt	VERB
bracis-33622	177	28	.	.	PUNCT
bracis-33622	178	1	learning	learn	VERB
bracis-33622	178	2	rate	rate	NOUN
bracis-33622	178	3	reduction	reduction	NOUN
bracis-33622	178	4	on	on	ADP
bracis-33622	178	5	plateau	plateau	NOUN
bracis-33622	178	6	is	be	AUX
bracis-33622	178	7	also	also	ADV
bracis-33622	178	8	implemented	implement	VERB
bracis-33622	178	9	to	to	PART
bracis-33622	178	10	draw	draw	VERB
bracis-33622	178	11	the	the	DET
bracis-33622	178	12	model	model	NOUN
bracis-33622	178	13	out	out	ADP
bracis-33622	178	14	of	of	ADP
bracis-33622	178	15	a	a	DET
bracis-33622	178	16	plateau	plateau	NOUN
bracis-33622	178	17	.	.	PUNCT
bracis-33622	179	1	during	during	ADP
bracis-33622	179	2	training	training	NOUN
bracis-33622	179	3	,	,	PUNCT
bracis-33622	179	4	if	if	SCONJ
bracis-33622	179	5	the	the	DET
bracis-33622	179	6	validation	validation	NOUN
bracis-33622	179	7	loss	loss	NOUN
bracis-33622	179	8	plateaus	plateaus	NOUN
bracis-33622	179	9	for	for	ADP
bracis-33622	179	10	five	five	NUM
bracis-33622	179	11	epochs	epoch	NOUN
bracis-33622	179	12	,	,	PUNCT
bracis-33622	179	13	the	the	DET
bracis-33622	179	14	learning	learning	NOUN
bracis-33622	179	15	rate	rate	NOUN
bracis-33622	179	16	is	be	AUX
bracis-33622	179	17	reduced	reduce	VERB
bracis-33622	179	18	by	by	ADP
bracis-33622	179	19	0.00003	0.00003	PROPN
bracis-33622	179	20	.	.	PUNCT
bracis-33622	180	1	finally	finally	ADV
bracis-33622	180	2	,	,	PUNCT
bracis-33622	180	3	the	the	DET
bracis-33622	180	4	model	model	NOUN
bracis-33622	180	5	is	be	AUX
bracis-33622	180	6	saved	save	VERB
bracis-33622	180	7	based	base	VERB
bracis-33622	180	8	on	on	ADP
bracis-33622	180	9	the	the	DET
bracis-33622	180	10	lowest	low	ADJ
bracis-33622	180	11	validation	validation	NOUN
bracis-33622	180	12	loss	loss	NOUN
bracis-33622	180	13	.	.	PUNCT
bracis-33622	181	1	the	the	DET
bracis-33622	181	2	number	number	NOUN
bracis-33622	181	3	of	of	ADP
bracis-33622	181	4	epochs	epoch	NOUN
bracis-33622	181	5	set	set	VERB
bracis-33622	181	6	for	for	ADP
bracis-33622	181	7	training	train	VERB
bracis-33622	181	8	the	the	DET
bracis-33622	181	9	model	model	NOUN
bracis-33622	181	10	is	be	AUX
bracis-33622	181	11	100	100	NUM
bracis-33622	181	12	.	.	PUNCT
bracis-33622	181	13	3.6	3.6	NUM
bracis-33622	181	14	experiments	experiment	NOUN
bracis-33622	181	15	to	to	PART
bracis-33622	181	16	evaluate	evaluate	VERB
bracis-33622	181	17	the	the	DET
bracis-33622	181	18	efficacy	efficacy	NOUN
bracis-33622	181	19	of	of	ADP
bracis-33622	181	20	the	the	DET
bracis-33622	181	21	proposed	propose	VERB
bracis-33622	181	22	methodology	methodology	NOUN
bracis-33622	181	23	,	,	PUNCT
bracis-33622	181	24	we	we	PRON
bracis-33622	181	25	conducted	conduct	VERB
bracis-33622	181	26	a	a	DET
bracis-33622	181	27	comprehensive	comprehensive	ADJ
bracis-33622	181	28	experiment	experiment	NOUN
bracis-33622	181	29	aimed	aim	VERB
bracis-33622	181	30	at	at	ADP
bracis-33622	181	31	testing	test	VERB
bracis-33622	181	32	the	the	DET
bracis-33622	181	33	preprocessing	preprocessing	NOUN
bracis-33622	181	34	,	,	PUNCT
bracis-33622	181	35	data	datum	NOUN
bracis-33622	181	36	augmentation	augmentation	NOUN
bracis-33622	181	37	,	,	PUNCT
bracis-33622	181	38	classification	classification	NOUN
bracis-33622	181	39	,	,	PUNCT
bracis-33622	181	40	and	and	CCONJ
bracis-33622	181	41	segmentation	segmentation	NOUN
bracis-33622	181	42	of	of	ADP
bracis-33622	181	43	pulmonary	pulmonary	ADJ
bracis-33622	181	44	lesions	lesion	NOUN
bracis-33622	181	45	in	in	ADP
bracis-33622	181	46	computed	computed	ADJ
bracis-33622	181	47	tomography	tomography	NOUN
bracis-33622	181	48	(	(	PUNCT
bracis-33622	181	49	ct	ct	NOUN
bracis-33622	181	50	)	)	PUNCT
bracis-33622	181	51	images	image	NOUN
bracis-33622	181	52	.	.	PUNCT
bracis-33622	182	1	employing	employ	VERB
bracis-33622	182	2	cross	cross	NOUN
bracis-33622	182	3	-	-	NOUN
bracis-33622	182	4	validation	validation	ADJ
bracis-33622	182	5	,	,	PUNCT
bracis-33622	182	6	we	we	PRON
bracis-33622	182	7	sought	seek	VERB
bracis-33622	182	8	to	to	PART
bracis-33622	182	9	improve	improve	VERB
bracis-33622	182	10	performance	performance	NOUN
bracis-33622	182	11	metrics	metric	NOUN
bracis-33622	182	12	,	,	PUNCT
bracis-33622	182	13	ensuring	ensure	VERB
bracis-33622	182	14	the	the	DET
bracis-33622	182	15	robustness	robustness	NOUN
bracis-33622	182	16	and	and	CCONJ
bracis-33622	182	17	generalization	generalization	NOUN
bracis-33622	182	18	of	of	ADP
bracis-33622	182	19	the	the	DET
bracis-33622	182	20	model	model	NOUN
bracis-33622	182	21	.	.	PUNCT
bracis-33622	183	1	initially	initially	ADV
bracis-33622	183	2	,	,	PUNCT
bracis-33622	183	3	we	we	PRON
bracis-33622	183	4	divided	divide	VERB
bracis-33622	183	5	the	the	DET
bracis-33622	183	6	scans	scan	NOUN
bracis-33622	183	7	from	from	ADP
bracis-33622	183	8	the	the	DET
bracis-33622	183	9	covidseg	covidseg	NOUN
bracis-33622	183	10	and	and	CCONJ
bracis-33622	183	11	mosmed	mosme	VERB
bracis-33622	183	12	databases	database	NOUN
bracis-33622	183	13	into	into	ADP
bracis-33622	183	14	subsets	subset	NOUN
bracis-33622	183	15	.	.	PUNCT
bracis-33622	184	1	for	for	ADP
bracis-33622	184	2	the	the	DET
bracis-33622	184	3	covidseg	covidseg	PROPN
bracis-33622	184	4	database	database	NOUN
bracis-33622	184	5	,	,	PUNCT
bracis-33622	184	6	which	which	PRON
bracis-33622	184	7	contains	contain	VERB
bracis-33622	184	8	20	20	NUM
bracis-33622	184	9	exams	exam	NOUN
bracis-33622	184	10	,	,	PUNCT
bracis-33622	184	11	60	60	NUM
bracis-33622	184	12	%	%	NOUN
bracis-33622	184	13	(	(	PUNCT
bracis-33622	184	14	12	12	NUM
bracis-33622	184	15	exams	exam	NOUN
bracis-33622	184	16	)	)	PUNCT
bracis-33622	184	17	are	be	AUX
bracis-33622	184	18	used	use	VERB
bracis-33622	184	19	for	for	ADP
bracis-33622	184	20	training	training	NOUN
bracis-33622	184	21	,	,	PUNCT
bracis-33622	184	22	20	20	NUM
bracis-33622	184	23	%	%	NOUN
bracis-33622	184	24	(	(	PUNCT
bracis-33622	184	25	4	4	NUM
bracis-33622	184	26	exams	exam	NOUN
bracis-33622	184	27	)	)	PUNCT
bracis-33622	184	28	for	for	ADP
bracis-33622	184	29	validation	validation	NOUN
bracis-33622	184	30	,	,	PUNCT
bracis-33622	184	31	and	and	CCONJ
bracis-33622	184	32	20	20	NUM
bracis-33622	184	33	%	%	NOUN
bracis-33622	184	34	(	(	PUNCT
bracis-33622	184	35	4	4	NUM
bracis-33622	184	36	exams	exam	NOUN
bracis-33622	184	37	)	)	PUNCT
bracis-33622	184	38	for	for	ADP
bracis-33622	184	39	testing	testing	NOUN
bracis-33622	184	40	.	.	PUNCT
bracis-33622	185	1	this	this	DET
bracis-33622	185	2	division	division	NOUN
bracis-33622	185	3	is	be	AUX
bracis-33622	185	4	repeated	repeat	VERB
bracis-33622	185	5	five	five	NUM
bracis-33622	185	6	times	time	NOUN
bracis-33622	185	7	to	to	PART
bracis-33622	185	8	ensure	ensure	VERB
bracis-33622	185	9	that	that	SCONJ
bracis-33622	185	10	all	all	DET
bracis-33622	185	11	images	image	NOUN
bracis-33622	185	12	are	be	AUX
bracis-33622	185	13	included	include	VERB
bracis-33622	185	14	in	in	ADP
bracis-33622	185	15	the	the	DET
bracis-33622	185	16	test	test	NOUN
bracis-33622	185	17	set	set	VERB
bracis-33622	185	18	at	at	ADP
bracis-33622	185	19	some	some	DET
bracis-33622	185	20	point	point	NOUN
bracis-33622	185	21	.	.	PUNCT
bracis-33622	186	1	in	in	ADP
bracis-33622	186	2	the	the	DET
bracis-33622	186	3	first	first	ADJ
bracis-33622	186	4	stage	stage	NOUN
bracis-33622	186	5	,	,	PUNCT
bracis-33622	186	6	we	we	PRON
bracis-33622	186	7	trained	train	VERB
bracis-33622	186	8	a	a	DET
bracis-33622	186	9	classification	classification	NOUN
bracis-33622	186	10	model	model	NOUN
bracis-33622	186	11	based	base	VERB
bracis-33622	186	12	on	on	ADP
bracis-33622	186	13	lenet-5	lenet-5	VERB
bracis-33622	186	14	using	use	VERB
bracis-33622	186	15	the	the	DET
bracis-33622	186	16	mosmed	mosme	VERB
bracis-33622	186	17	dataset	dataset	NOUN
bracis-33622	186	18	subset	subset	NOUN
bracis-33622	186	19	,	,	PUNCT
bracis-33622	186	20	along	along	ADP
bracis-33622	186	21	with	with	ADP
bracis-33622	186	22	data	datum	NOUN
bracis-33622	186	23	augmentation	augmentation	NOUN
bracis-33622	186	24	techniques	technique	NOUN
bracis-33622	186	25	.	.	PUNCT
bracis-33622	187	1	this	this	DET
bracis-33622	187	2	model	model	NOUN
bracis-33622	187	3	is	be	AUX
bracis-33622	187	4	responsible	responsible	ADJ
bracis-33622	187	5	for	for	ADP
bracis-33622	187	6	classifying	classify	VERB
bracis-33622	187	7	the	the	DET
bracis-33622	187	8	scan	scan	ADJ
bracis-33622	187	9	slices	slice	NOUN
bracis-33622	187	10	,	,	PUNCT
bracis-33622	187	11	identifying	identify	VERB
bracis-33622	187	12	those	those	PRON
bracis-33622	187	13	that	that	PRON
bracis-33622	187	14	contain	contain	VERB
bracis-33622	187	15	visible	visible	ADJ
bracis-33622	187	16	pulmonary	pulmonary	ADJ
bracis-33622	187	17	regions	region	NOUN
bracis-33622	187	18	.	.	PUNCT
bracis-33622	188	1	the	the	DET
bracis-33622	188	2	covidseg	covidseg	PROPN
bracis-33622	188	3	database	database	NOUN
bracis-33622	188	4	,	,	PUNCT
bracis-33622	188	5	which	which	PRON
bracis-33622	188	6	has	have	VERB
bracis-33622	188	7	detailed	detail	VERB
bracis-33622	188	8	lung	lung	NOUN
bracis-33622	188	9	markings	marking	NOUN
bracis-33622	188	10	,	,	PUNCT
bracis-33622	188	11	is	be	AUX
bracis-33622	188	12	used	use	VERB
bracis-33622	188	13	to	to	PART
bracis-33622	188	14	evaluate	evaluate	VERB
bracis-33622	188	15	the	the	DET
bracis-33622	188	16	classification	classification	NOUN
bracis-33622	188	17	model	model	NOUN
bracis-33622	188	18	.	.	PUNCT
bracis-33622	189	1	thus	thus	ADV
bracis-33622	189	2	,	,	PUNCT
bracis-33622	189	3	we	we	PRON
bracis-33622	189	4	ensure	ensure	VERB
bracis-33622	189	5	that	that	SCONJ
bracis-33622	189	6	only	only	ADJ
bracis-33622	189	7	images	image	NOUN
bracis-33622	189	8	with	with	ADP
bracis-33622	189	9	visible	visible	ADJ
bracis-33622	189	10	pulmonary	pulmonary	ADJ
bracis-33622	189	11	regions	region	NOUN
bracis-33622	189	12	are	be	AUX
bracis-33622	189	13	passed	pass	VERB
bracis-33622	189	14	to	to	ADP
bracis-33622	189	15	the	the	DET
bracis-33622	189	16	segmentation	segmentation	NOUN
bracis-33622	189	17	model	model	NOUN
bracis-33622	189	18	.	.	PUNCT
bracis-33622	190	1	in	in	ADP
bracis-33622	190	2	the	the	DET
bracis-33622	190	3	second	second	ADJ
bracis-33622	190	4	stage	stage	NOUN
bracis-33622	190	5	,	,	PUNCT
bracis-33622	190	6	we	we	PRON
bracis-33622	190	7	trained	train	VERB
bracis-33622	190	8	the	the	DET
bracis-33622	190	9	segmentation	segmentation	NOUN
bracis-33622	190	10	model	model	NOUN
bracis-33622	190	11	using	use	VERB
bracis-33622	190	12	exclusively	exclusively	ADV
bracis-33622	190	13	the	the	DET
bracis-33622	190	14	covidseg	covidseg	PROPN
bracis-33622	190	15	database	database	NOUN
bracis-33622	190	16	,	,	PUNCT
bracis-33622	190	17	which	which	PRON
bracis-33622	190	18	contains	contain	VERB
bracis-33622	190	19	precise	precise	ADJ
bracis-33622	190	20	markings	marking	NOUN
bracis-33622	190	21	of	of	ADP
bracis-33622	190	22	lesions	lesion	NOUN
bracis-33622	190	23	caused	cause	VERB
bracis-33622	190	24	by	by	ADP
bracis-33622	190	25	covid-19	covid-19	PROPN
bracis-33622	190	26	.	.	PUNCT
bracis-33622	191	1	the	the	DET
bracis-33622	191	2	training	training	NOUN
bracis-33622	191	3	is	be	AUX
bracis-33622	191	4	conducted	conduct	VERB
bracis-33622	191	5	with	with	ADP
bracis-33622	191	6	cross	cross	NOUN
bracis-33622	191	7	-	-	NOUN
bracis-33622	191	8	validation	validation	ADJ
bracis-33622	191	9	,	,	PUNCT
bracis-33622	191	10	following	follow	VERB
bracis-33622	191	11	the	the	DET
bracis-33622	191	12	division	division	NOUN
bracis-33622	191	13	of	of	ADP
bracis-33622	191	14	60	60	NUM
bracis-33622	191	15	%	%	NOUN
bracis-33622	191	16	(	(	PUNCT
bracis-33622	191	17	12	12	NUM
bracis-33622	191	18	exams	exam	NOUN
bracis-33622	191	19	)	)	PUNCT
bracis-33622	191	20	for	for	ADP
bracis-33622	191	21	training	training	NOUN
bracis-33622	191	22	and	and	CCONJ
bracis-33622	191	23	20	20	NUM
bracis-33622	191	24	%	%	NOUN
bracis-33622	191	25	(	(	PUNCT
bracis-33622	191	26	4	4	NUM
bracis-33622	191	27	exams	exam	NOUN
bracis-33622	191	28	)	)	PUNCT
bracis-33622	191	29	for	for	ADP
bracis-33622	191	30	validation	validation	NOUN
bracis-33622	191	31	,	,	PUNCT
bracis-33622	191	32	as	as	SCONJ
bracis-33622	191	33	previously	previously	ADV
bracis-33622	191	34	described	describe	VERB
bracis-33622	191	35	.	.	PUNCT
bracis-33622	192	1	in	in	ADP
bracis-33622	192	2	the	the	DET
bracis-33622	192	3	third	third	ADJ
bracis-33622	192	4	stage	stage	NOUN
bracis-33622	192	5	,	,	PUNCT
bracis-33622	192	6	we	we	PRON
bracis-33622	192	7	evaluate	evaluate	VERB
bracis-33622	192	8	the	the	DET
bracis-33622	192	9	model	model	NOUN
bracis-33622	192	10	on	on	ADP
bracis-33622	192	11	the	the	DET
bracis-33622	192	12	test	test	NOUN
bracis-33622	192	13	set	set	VERB
bracis-33622	192	14	during	during	ADP
bracis-33622	192	15	each	each	DET
bracis-33622	192	16	iteration	iteration	NOUN
bracis-33622	192	17	of	of	ADP
bracis-33622	192	18	the	the	DET
bracis-33622	192	19	cross	cross	NOUN
bracis-33622	192	20	-	-	NOUN
bracis-33622	192	21	validation	validation	NOUN
bracis-33622	192	22	.	.	PUNCT
bracis-33622	193	1	the	the	DET
bracis-33622	193	2	complete	complete	ADJ
bracis-33622	193	3	flow	flow	NOUN
bracis-33622	193	4	of	of	ADP
bracis-33622	193	5	the	the	DET
bracis-33622	193	6	experiment	experiment	NOUN
bracis-33622	193	7	simulates	simulate	VERB
bracis-33622	193	8	a	a	DET
bracis-33622	193	9	realistic	realistic	ADJ
bracis-33622	193	10	environment	environment	NOUN
bracis-33622	193	11	and	and	CCONJ
bracis-33622	193	12	is	be	AUX
bracis-33622	193	13	composed	compose	VERB
bracis-33622	193	14	of	of	ADP
bracis-33622	193	15	the	the	DET
bracis-33622	193	16	following	follow	VERB
bracis-33622	193	17	steps	step	NOUN
bracis-33622	193	18	:	:	PUNCT
bracis-33622	193	19	1	1	X
bracis-33622	193	20	.	.	X
bracis-33622	193	21	initial	initial	ADJ
bracis-33622	193	22	examination	examination	NOUN
bracis-33622	193	23	processing	processing	NOUN
bracis-33622	193	24	:	:	PUNCT
bracis-33622	193	25	the	the	DET
bracis-33622	193	26	original	original	ADJ
bracis-33622	193	27	test	test	NOUN
bracis-33622	193	28	set	set	NOUN
bracis-33622	193	29	exam	exam	NOUN
bracis-33622	193	30	is	be	AUX
bracis-33622	193	31	processed	process	VERB
bracis-33622	193	32	with	with	ADP
bracis-33622	193	33	all	all	DET
bracis-33622	193	34	available	available	ADJ
bracis-33622	193	35	slices	slice	NOUN
bracis-33622	193	36	.	.	PUNCT
bracis-33622	194	1	2	2	X
bracis-33622	194	2	.	.	X
bracis-33622	194	3	slice	slice	NOUN
bracis-33622	194	4	classification	classification	NOUN
bracis-33622	194	5	:	:	PUNCT
bracis-33622	194	6	the	the	DET
bracis-33622	194	7	classification	classification	NOUN
bracis-33622	194	8	model	model	NOUN
bracis-33622	194	9	separates	separate	VERB
bracis-33622	194	10	the	the	DET
bracis-33622	194	11	slices	slice	NOUN
bracis-33622	194	12	with	with	ADP
bracis-33622	194	13	and	and	CCONJ
bracis-33622	194	14	without	without	ADP
bracis-33622	194	15	lungs	lung	NOUN
bracis-33622	194	16	.	.	PUNCT
bracis-33622	195	1	slices	slice	NOUN
bracis-33622	195	2	without	without	ADP
bracis-33622	195	3	lungs	lung	NOUN
bracis-33622	195	4	automatically	automatically	ADV
bracis-33622	195	5	receive	receive	VERB
bracis-33622	195	6	masks	mask	NOUN
bracis-33622	195	7	without	without	ADP
bracis-33622	195	8	lesions	lesion	NOUN
bracis-33622	195	9	.	.	PUNCT
bracis-33622	196	1	3	3	X
bracis-33622	196	2	.	.	X
bracis-33622	196	3	preprocessing	preprocessing	NOUN
bracis-33622	196	4	:	:	PUNCT
bracis-33622	196	5	slices	slice	NOUN
bracis-33622	196	6	classified	classify	VERB
bracis-33622	196	7	as	as	ADP
bracis-33622	196	8	containing	contain	VERB
bracis-33622	196	9	lungs	lung	NOUN
bracis-33622	196	10	undergo	undergo	VERB
bracis-33622	196	11	the	the	DET
bracis-33622	196	12	preprocessing	preprocessing	NOUN
bracis-33622	196	13	process	process	NOUN
bracis-33622	196	14	.	.	PUNCT
bracis-33622	197	1	4	4	X
bracis-33622	197	2	.	.	NOUN
bracis-33622	197	3	lesion	lesion	NOUN
bracis-33622	197	4	segmentation	segmentation	NOUN
bracis-33622	197	5	:	:	PUNCT
bracis-33622	197	6	lesions	lesion	NOUN
bracis-33622	197	7	are	be	AUX
bracis-33622	197	8	segmented	segment	VERB
bracis-33622	197	9	using	use	VERB
bracis-33622	197	10	the	the	DET
bracis-33622	197	11	trained	train	VERB
bracis-33622	197	12	model	model	NOUN
bracis-33622	197	13	.	.	PUNCT
bracis-33622	198	1	this	this	DET
bracis-33622	198	2	experiment	experiment	NOUN
bracis-33622	198	3	integrates	integrate	VERB
bracis-33622	198	4	all	all	DET
bracis-33622	198	5	stages	stage	NOUN
bracis-33622	198	6	of	of	ADP
bracis-33622	198	7	preprocessing	preprocessing	NOUN
bracis-33622	198	8	,	,	PUNCT
bracis-33622	198	9	data	datum	NOUN
bracis-33622	198	10	augmentation	augmentation	NOUN
bracis-33622	198	11	,	,	PUNCT
bracis-33622	198	12	classification	classification	NOUN
bracis-33622	198	13	,	,	PUNCT
bracis-33622	198	14	and	and	CCONJ
bracis-33622	198	15	segmentation	segmentation	NOUN
bracis-33622	198	16	,	,	PUNCT
bracis-33622	198	17	aiming	aim	VERB
bracis-33622	198	18	for	for	ADP
bracis-33622	198	19	a	a	DET
bracis-33622	198	20	comprehensive	comprehensive	ADJ
bracis-33622	198	21	and	and	CCONJ
bracis-33622	198	22	accurate	accurate	ADJ
bracis-33622	198	23	analysis	analysis	NOUN
bracis-33622	198	24	of	of	ADP
bracis-33622	198	25	the	the	DET
bracis-33622	198	26	model	model	NOUN
bracis-33622	198	27	’s	’s	PART
bracis-33622	198	28	efficacy	efficacy	NOUN
bracis-33622	198	29	in	in	ADP
bracis-33622	198	30	a	a	DET
bracis-33622	198	31	realistic	realistic	ADJ
bracis-33622	198	32	environment	environment	NOUN
bracis-33622	198	33	.	.	PUNCT
bracis-33622	199	1	by	by	ADP
bracis-33622	199	2	simulating	simulate	VERB
bracis-33622	199	3	a	a	DET
bracis-33622	199	4	complete	complete	ADJ
bracis-33622	199	5	clinical	clinical	ADJ
bracis-33622	199	6	workflow	workflow	NOUN
bracis-33622	199	7	,	,	PUNCT
bracis-33622	199	8	we	we	PRON
bracis-33622	199	9	ensure	ensure	VERB
bracis-33622	199	10	that	that	SCONJ
bracis-33622	199	11	the	the	DET
bracis-33622	199	12	model	model	NOUN
bracis-33622	199	13	is	be	AUX
bracis-33622	199	14	rigorously	rigorously	ADV
bracis-33622	199	15	tested	test	VERB
bracis-33622	199	16	for	for	ADP
bracis-33622	199	17	its	its	PRON
bracis-33622	199	18	generalization	generalization	NOUN
bracis-33622	199	19	capacity	capacity	NOUN
bracis-33622	199	20	and	and	CCONJ
bracis-33622	199	21	robustness	robustness	NOUN
bracis-33622	199	22	under	under	ADP
bracis-33622	199	23	practical	practical	ADJ
bracis-33622	199	24	conditions	condition	NOUN
bracis-33622	199	25	.	.	PUNCT
bracis-33622	200	1	4	4	NUM
bracis-33622	200	2	results	result	VERB
bracis-33622	200	3	the	the	DET
bracis-33622	200	4	classification	classification	NOUN
bracis-33622	200	5	task	task	NOUN
bracis-33622	200	6	was	be	AUX
bracis-33622	200	7	performed	perform	VERB
bracis-33622	200	8	using	use	VERB
bracis-33622	200	9	a	a	DET
bracis-33622	200	10	model	model	NOUN
bracis-33622	200	11	trained	train	VERB
bracis-33622	200	12	to	to	PART
bracis-33622	200	13	detect	detect	VERB
bracis-33622	200	14	the	the	DET
bracis-33622	200	15	slices	slice	NOUN
bracis-33622	200	16	of	of	ADP
bracis-33622	200	17	the	the	DET
bracis-33622	200	18	exams	exam	NOUN
bracis-33622	200	19	that	that	PRON
bracis-33622	200	20	contain	contain	VERB
bracis-33622	200	21	lungs	lung	NOUN
bracis-33622	200	22	.	.	PUNCT
bracis-33622	201	1	after	after	ADP
bracis-33622	201	2	training	training	NOUN
bracis-33622	201	3	,	,	PUNCT
bracis-33622	201	4	the	the	DET
bracis-33622	201	5	model	model	NOUN
bracis-33622	201	6	was	be	AUX
bracis-33622	201	7	evaluated	evaluate	VERB
bracis-33622	201	8	using	use	VERB
bracis-33622	201	9	the	the	DET
bracis-33622	201	10	covidseg	covidseg	NOUN
bracis-33622	201	11	dataset	dataset	NOUN
bracis-33622	201	12	.	.	PUNCT
bracis-33622	202	1	the	the	DET
bracis-33622	202	2	results	result	NOUN
bracis-33622	202	3	of	of	ADP
bracis-33622	202	4	this	this	DET
bracis-33622	202	5	evaluation	evaluation	NOUN
bracis-33622	202	6	are	be	AUX
bracis-33622	202	7	presented	present	VERB
bracis-33622	202	8	in	in	ADP
bracis-33622	202	9	table	table	NOUN
bracis-33622	202	10	 	 	SPACE
bracis-33622	202	11	1	1	NUM
bracis-33622	202	12	.	.	PUNCT
bracis-33622	202	13	table	table	NOUN
bracis-33622	202	14	1	1	NUM
bracis-33622	202	15	.	.	PUNCT
bracis-33622	203	1	results	result	NOUN
bracis-33622	203	2	obtained	obtain	VERB
bracis-33622	203	3	for	for	ADP
bracis-33622	203	4	the	the	DET
bracis-33622	203	5	task	task	NOUN
bracis-33622	203	6	of	of	ADP
bracis-33622	203	7	detecting	detect	VERB
bracis-33622	203	8	lungs	lung	NOUN
bracis-33622	203	9	in	in	ADP
bracis-33622	203	10	the	the	DET
bracis-33622	203	11	slices	slice	NOUN
bracis-33622	203	12	of	of	ADP
bracis-33622	203	13	exams	exam	NOUN
bracis-33622	203	14	from	from	ADP
bracis-33622	203	15	the	the	DET
bracis-33622	203	16	covidseg	covidseg	PROPN
bracis-33622	203	17	database.full	database.full	PROPN
bracis-33622	203	18	size	size	NOUN
bracis-33622	203	19	table	table	NOUN
bracis-33622	203	20	the	the	DET
bracis-33622	203	21	results	result	NOUN
bracis-33622	203	22	in	in	ADP
bracis-33622	203	23	table	table	NOUN
bracis-33622	203	24	 	 	SPACE
bracis-33622	203	25	1	1	NUM
bracis-33622	203	26	indicate	indicate	VERB
bracis-33622	203	27	that	that	SCONJ
bracis-33622	203	28	the	the	DET
bracis-33622	203	29	lung	lung	NOUN
bracis-33622	203	30	detection	detection	NOUN
bracis-33622	203	31	model	model	NOUN
bracis-33622	203	32	is	be	AUX
bracis-33622	203	33	effective	effective	ADJ
bracis-33622	203	34	,	,	PUNCT
bracis-33622	203	35	showing	show	VERB
bracis-33622	203	36	high	high	ADJ
bracis-33622	203	37	accuracy	accuracy	NOUN
bracis-33622	203	38	,	,	PUNCT
bracis-33622	203	39	sensitivity	sensitivity	NOUN
bracis-33622	203	40	,	,	PUNCT
bracis-33622	203	41	and	and	CCONJ
bracis-33622	203	42	auc	auc	NOUN
bracis-33622	203	43	.	.	PUNCT
bracis-33622	204	1	the	the	DET
bracis-33622	204	2	kappa	kappa	PROPN
bracis-33622	204	3	index	index	PROPN
bracis-33622	204	4	further	far	ADV
bracis-33622	204	5	reinforces	reinforce	VERB
bracis-33622	204	6	substantial	substantial	ADJ
bracis-33622	204	7	agreement	agreement	NOUN
bracis-33622	204	8	between	between	ADP
bracis-33622	204	9	the	the	DET
bracis-33622	204	10	model	model	NOUN
bracis-33622	204	11	’s	’s	PART
bracis-33622	204	12	predictions	prediction	NOUN
bracis-33622	204	13	and	and	CCONJ
bracis-33622	204	14	the	the	DET
bracis-33622	204	15	markings	marking	NOUN
bracis-33622	204	16	by	by	ADP
bracis-33622	204	17	specialists	specialist	NOUN
bracis-33622	204	18	.	.	PUNCT
bracis-33622	205	1	while	while	SCONJ
bracis-33622	205	2	precision	precision	NOUN
bracis-33622	205	3	could	could	AUX
bracis-33622	205	4	be	be	AUX
bracis-33622	205	5	improved	improve	VERB
bracis-33622	205	6	,	,	PUNCT
bracis-33622	205	7	the	the	DET
bracis-33622	205	8	overall	overall	ADJ
bracis-33622	205	9	results	result	NOUN
bracis-33622	205	10	demonstrate	demonstrate	VERB
bracis-33622	205	11	that	that	SCONJ
bracis-33622	205	12	the	the	DET
bracis-33622	205	13	model	model	NOUN
bracis-33622	205	14	is	be	AUX
bracis-33622	205	15	robust	robust	ADJ
bracis-33622	205	16	for	for	ADP
bracis-33622	205	17	detecting	detect	VERB
bracis-33622	205	18	lungs	lung	NOUN
bracis-33622	205	19	in	in	ADP
bracis-33622	205	20	the	the	DET
bracis-33622	205	21	slices	slice	NOUN
bracis-33622	205	22	of	of	ADP
bracis-33622	205	23	ct	ct	NUM
bracis-33622	205	24	exams	exam	NOUN
bracis-33622	205	25	.	.	PUNCT
bracis-33622	206	1	table	table	NOUN
bracis-33622	206	2	 	 	SPACE
bracis-33622	206	3	2	2	NUM
bracis-33622	206	4	presents	present	VERB
bracis-33622	206	5	the	the	DET
bracis-33622	206	6	results	result	NOUN
bracis-33622	206	7	for	for	ADP
bracis-33622	206	8	the	the	DET
bracis-33622	206	9	task	task	NOUN
bracis-33622	206	10	of	of	ADP
bracis-33622	206	11	segmenting	segment	VERB
bracis-33622	206	12	covid-19	covid-19	PROPN
bracis-33622	206	13	lesions	lesion	NOUN
bracis-33622	206	14	in	in	ADP
bracis-33622	206	15	ct	ct	NUM
bracis-33622	206	16	images	image	NOUN
bracis-33622	206	17	.	.	PUNCT
bracis-33622	207	1	table	table	NOUN
bracis-33622	207	2	2	2	NUM
bracis-33622	207	3	.	.	PUNCT
bracis-33622	207	4	results	result	NOUN
bracis-33622	207	5	obtained	obtain	VERB
bracis-33622	207	6	from	from	ADP
bracis-33622	207	7	the	the	DET
bracis-33622	207	8	averages	average	NOUN
bracis-33622	207	9	of	of	ADP
bracis-33622	207	10	the	the	DET
bracis-33622	207	11	metrics	metric	NOUN
bracis-33622	207	12	across	across	ADP
bracis-33622	207	13	the	the	DET
bracis-33622	207	14	folds	fold	NOUN
bracis-33622	207	15	of	of	ADP
bracis-33622	207	16	the	the	DET
bracis-33622	207	17	covidseg	covidseg	NOUN
bracis-33622	207	18	,	,	PUNCT
bracis-33622	207	19	along	along	ADP
bracis-33622	207	20	with	with	ADP
bracis-33622	207	21	the	the	DET
bracis-33622	207	22	standard	standard	ADJ
bracis-33622	207	23	deviation	deviation	NOUN
bracis-33622	207	24	for	for	ADP
bracis-33622	207	25	each	each	DET
bracis-33622	207	26	result	result	NOUN
bracis-33622	207	27	from	from	ADP
bracis-33622	207	28	the	the	DET
bracis-33622	207	29	task	task	NOUN
bracis-33622	207	30	of	of	ADP
bracis-33622	207	31	lesion	lesion	NOUN
bracis-33622	207	32	segmentation	segmentation	NOUN
bracis-33622	207	33	.	.	PUNCT
bracis-33622	208	1	da	da	X
bracis-33622	208	2	:	:	PUNCT
bracis-33622	208	3	data	data	NOUN
bracis-33622	208	4	augmentation.full	augmentation.full	NOUN
bracis-33622	208	5	size	size	NOUN
bracis-33622	208	6	table	table	NOUN
bracis-33622	208	7	the	the	DET
bracis-33622	208	8	original	original	ADJ
bracis-33622	208	9	images	image	NOUN
bracis-33622	208	10	exhibited	exhibit	VERB
bracis-33622	208	11	precision	precision	NOUN
bracis-33622	208	12	and	and	CCONJ
bracis-33622	208	13	specificity	specificity	NOUN
bracis-33622	208	14	(	(	PUNCT
bracis-33622	208	15	82.00	82.00	NUM
bracis-33622	208	16	%	%	NOUN
bracis-33622	208	17	and	and	CCONJ
bracis-33622	208	18	100	100	NUM
bracis-33622	208	19	%	%	NOUN
bracis-33622	208	20	,	,	PUNCT
bracis-33622	208	21	respectively	respectively	ADV
bracis-33622	208	22	)	)	PUNCT
bracis-33622	208	23	,	,	PUNCT
bracis-33622	208	24	but	but	CCONJ
bracis-33622	208	25	the	the	DET
bracis-33622	208	26	dice	dice	NOUN
bracis-33622	208	27	coefficient	coefficient	NOUN
bracis-33622	208	28	(	(	PUNCT
bracis-33622	208	29	70.80	70.80	NUM
bracis-33622	208	30	%	%	NOUN
bracis-33622	208	31	)	)	PUNCT
bracis-33622	208	32	and	and	CCONJ
bracis-33622	208	33	iou	iou	PROPN
bracis-33622	208	34	(	(	PUNCT
bracis-33622	208	35	55.59	55.59	NUM
bracis-33622	208	36	%	%	NOUN
bracis-33622	208	37	)	)	PUNCT
bracis-33622	208	38	metrics	metric	NOUN
bracis-33622	208	39	suggest	suggest	VERB
bracis-33622	208	40	that	that	SCONJ
bracis-33622	208	41	there	there	PRON
bracis-33622	208	42	is	be	VERB
bracis-33622	208	43	room	room	NOUN
bracis-33622	208	44	for	for	ADP
bracis-33622	208	45	improvement	improvement	NOUN
bracis-33622	208	46	.	.	PUNCT
bracis-33622	209	1	the	the	DET
bracis-33622	209	2	sensitivity	sensitivity	NOUN
bracis-33622	209	3	of	of	ADP
bracis-33622	209	4	63.80	63.80	NUM
bracis-33622	209	5	%	%	NOUN
bracis-33622	209	6	indicates	indicate	VERB
bracis-33622	209	7	that	that	SCONJ
bracis-33622	209	8	the	the	DET
bracis-33622	209	9	model	model	NOUN
bracis-33622	209	10	is	be	AUX
bracis-33622	209	11	missing	miss	VERB
bracis-33622	209	12	some	some	DET
bracis-33622	209	13	lesions	lesion	NOUN
bracis-33622	209	14	in	in	ADP
bracis-33622	209	15	the	the	DET
bracis-33622	209	16	images	image	NOUN
bracis-33622	209	17	.	.	PUNCT
bracis-33622	210	1	with	with	ADP
bracis-33622	210	2	the	the	DET
bracis-33622	210	3	application	application	NOUN
bracis-33622	210	4	of	of	ADP
bracis-33622	210	5	preprocessing	preprocessing	NOUN
bracis-33622	210	6	,	,	PUNCT
bracis-33622	210	7	all	all	DET
bracis-33622	210	8	metrics	metric	NOUN
bracis-33622	210	9	except	except	SCONJ
bracis-33622	210	10	precision	precision	NOUN
bracis-33622	210	11	improved	improve	VERB
bracis-33622	210	12	,	,	PUNCT
bracis-33622	210	13	with	with	ADP
bracis-33622	210	14	dice	dice	NOUN
bracis-33622	210	15	increasing	increase	VERB
bracis-33622	210	16	to	to	ADP
bracis-33622	210	17	74.20	74.20	NUM
bracis-33622	210	18	%	%	NOUN
bracis-33622	210	19	,	,	PUNCT
bracis-33622	210	20	iou	iou	PROPN
bracis-33622	210	21	rising	rise	VERB
bracis-33622	210	22	to	to	ADP
bracis-33622	210	23	60.80	60.80	NUM
bracis-33622	210	24	%	%	NOUN
bracis-33622	210	25	,	,	PUNCT
bracis-33622	210	26	and	and	CCONJ
bracis-33622	210	27	sensitivity	sensitivity	NOUN
bracis-33622	210	28	increasing	increase	VERB
bracis-33622	210	29	to	to	ADP
bracis-33622	210	30	71.20	71.20	NUM
bracis-33622	210	31	%	%	NOUN
bracis-33622	210	32	,	,	PUNCT
bracis-33622	210	33	indicating	indicate	VERB
bracis-33622	210	34	an	an	DET
bracis-33622	210	35	enhanced	enhanced	ADJ
bracis-33622	210	36	ability	ability	NOUN
bracis-33622	210	37	of	of	ADP
bracis-33622	210	38	the	the	DET
bracis-33622	210	39	model	model	NOUN
bracis-33622	210	40	to	to	PART
bracis-33622	210	41	detect	detect	VERB
bracis-33622	210	42	lesions	lesion	NOUN
bracis-33622	210	43	.	.	PUNCT
bracis-33622	211	1	the	the	DET
bracis-33622	211	2	combination	combination	NOUN
bracis-33622	211	3	of	of	ADP
bracis-33622	211	4	data	datum	NOUN
bracis-33622	211	5	augmentation	augmentation	NOUN
bracis-33622	211	6	with	with	ADP
bracis-33622	211	7	preprocessing	preprocessing	NOUN
bracis-33622	211	8	resulted	result	VERB
bracis-33622	211	9	in	in	ADP
bracis-33622	211	10	the	the	DET
bracis-33622	211	11	best	good	ADJ
bracis-33622	211	12	metrics	metric	NOUN
bracis-33622	211	13	,	,	PUNCT
bracis-33622	211	14	with	with	ADP
bracis-33622	211	15	dice	dice	NOUN
bracis-33622	211	16	reaching	reach	VERB
bracis-33622	211	17	78.40	78.40	NUM
bracis-33622	211	18	%	%	NOUN
bracis-33622	211	19	,	,	PUNCT
bracis-33622	211	20	iou	iou	NOUN
bracis-33622	211	21	achieving	achieve	VERB
bracis-33622	211	22	64.80	64.80	NUM
bracis-33622	211	23	%	%	NOUN
bracis-33622	211	24	,	,	PUNCT
bracis-33622	211	25	and	and	CCONJ
bracis-33622	211	26	sensitivity	sensitivity	NOUN
bracis-33622	211	27	reaching	reach	VERB
bracis-33622	211	28	78.00	78.00	NUM
bracis-33622	211	29	%	%	NOUN
bracis-33622	211	30	.	.	PUNCT
bracis-33622	212	1	the	the	DET
bracis-33622	212	2	auc	auc	NOUN
bracis-33622	212	3	also	also	ADV
bracis-33622	212	4	showed	show	VERB
bracis-33622	212	5	a	a	DET
bracis-33622	212	6	high	high	ADJ
bracis-33622	212	7	value	value	NOUN
bracis-33622	212	8	of	of	ADP
bracis-33622	212	9	88.60	88.60	NUM
bracis-33622	212	10	%	%	NOUN
bracis-33622	212	11	,	,	PUNCT
bracis-33622	212	12	indicating	indicate	VERB
bracis-33622	212	13	robust	robust	ADJ
bracis-33622	212	14	model	model	NOUN
bracis-33622	212	15	performance	performance	NOUN
bracis-33622	212	16	in	in	ADP
bracis-33622	212	17	differentiating	differentiate	VERB
bracis-33622	212	18	between	between	ADP
bracis-33622	212	19	lesions	lesion	NOUN
bracis-33622	212	20	and	and	CCONJ
bracis-33622	212	21	healthy	healthy	ADJ
bracis-33622	212	22	tissue	tissue	NOUN
bracis-33622	212	23	.	.	PUNCT
bracis-33622	213	1	these	these	DET
bracis-33622	213	2	results	result	NOUN
bracis-33622	213	3	demonstrate	demonstrate	VERB
bracis-33622	213	4	that	that	SCONJ
bracis-33622	213	5	preprocessing	preprocessing	NOUN
bracis-33622	213	6	and	and	CCONJ
bracis-33622	213	7	data	datum	NOUN
bracis-33622	213	8	augmentation	augmentation	NOUN
bracis-33622	213	9	are	be	AUX
bracis-33622	213	10	effective	effective	ADJ
bracis-33622	213	11	in	in	ADP
bracis-33622	213	12	improving	improve	VERB
bracis-33622	213	13	the	the	DET
bracis-33622	213	14	detection	detection	NOUN
bracis-33622	213	15	of	of	ADP
bracis-33622	213	16	pulmonary	pulmonary	ADJ
bracis-33622	213	17	lesions	lesion	NOUN
bracis-33622	213	18	in	in	ADP
bracis-33622	213	19	ct	ct	NUM
bracis-33622	213	20	images	image	NOUN
bracis-33622	213	21	.	.	PUNCT
bracis-33622	214	1	table	table	NOUN
bracis-33622	214	2	3	3	NUM
bracis-33622	214	3	.	.	PUNCT
bracis-33622	215	1	results	result	NOUN
bracis-33622	215	2	obtained	obtain	VERB
bracis-33622	215	3	for	for	ADP
bracis-33622	215	4	the	the	DET
bracis-33622	215	5	complete	complete	ADJ
bracis-33622	215	6	flow	flow	NOUN
bracis-33622	215	7	of	of	ADP
bracis-33622	215	8	the	the	DET
bracis-33622	215	9	methodology.full	methodology.full	NOUN
bracis-33622	215	10	size	size	NOUN
bracis-33622	215	11	table	table	NOUN
bracis-33622	215	12	table	table	NOUN
bracis-33622	215	13	 	 	SPACE
bracis-33622	215	14	3	3	NUM
bracis-33622	215	15	presents	present	VERB
bracis-33622	215	16	the	the	DET
bracis-33622	215	17	results	result	NOUN
bracis-33622	215	18	of	of	ADP
bracis-33622	215	19	the	the	DET
bracis-33622	215	20	complete	complete	ADJ
bracis-33622	215	21	methodology	methodology	NOUN
bracis-33622	215	22	,	,	PUNCT
bracis-33622	215	23	which	which	PRON
bracis-33622	215	24	integrates	integrate	VERB
bracis-33622	215	25	the	the	DET
bracis-33622	215	26	classification	classification	NOUN
bracis-33622	215	27	model	model	NOUN
bracis-33622	215	28	for	for	ADP
bracis-33622	215	29	slice	slice	NOUN
bracis-33622	215	30	separation	separation	NOUN
bracis-33622	215	31	,	,	PUNCT
bracis-33622	215	32	the	the	DET
bracis-33622	215	33	preprocessing	preprocessing	NOUN
bracis-33622	215	34	method	method	NOUN
bracis-33622	215	35	,	,	PUNCT
bracis-33622	215	36	and	and	CCONJ
bracis-33622	215	37	the	the	DET
bracis-33622	215	38	segmentation	segmentation	NOUN
bracis-33622	215	39	model	model	NOUN
bracis-33622	215	40	.	.	PUNCT
bracis-33622	216	1	we	we	PRON
bracis-33622	216	2	observed	observe	VERB
bracis-33622	216	3	an	an	DET
bracis-33622	216	4	increase	increase	NOUN
bracis-33622	216	5	in	in	ADP
bracis-33622	216	6	precision	precision	NOUN
bracis-33622	216	7	and	and	CCONJ
bracis-33622	216	8	an	an	DET
bracis-33622	216	9	increase	increase	NOUN
bracis-33622	216	10	in	in	ADP
bracis-33622	216	11	the	the	DET
bracis-33622	216	12	auc	auc	NOUN
bracis-33622	216	13	.	.	PUNCT
bracis-33622	217	1	figure	figure	NOUN
bracis-33622	217	2	 	 	SPACE
bracis-33622	217	3	5	5	NUM
bracis-33622	217	4	highlights	highlight	NOUN
bracis-33622	217	5	the	the	DET
bracis-33622	217	6	main	main	ADJ
bracis-33622	217	7	contribution	contribution	NOUN
bracis-33622	217	8	of	of	ADP
bracis-33622	217	9	this	this	DET
bracis-33622	217	10	stage	stage	NOUN
bracis-33622	217	11	,	,	PUNCT
bracis-33622	217	12	which	which	PRON
bracis-33622	217	13	is	be	AUX
bracis-33622	217	14	the	the	DET
bracis-33622	217	15	reduction	reduction	NOUN
bracis-33622	217	16	of	of	ADP
bracis-33622	217	17	false	false	ADJ
bracis-33622	217	18	positives	positive	NOUN
bracis-33622	217	19	related	relate	VERB
bracis-33622	217	20	to	to	ADP
bracis-33622	217	21	noise	noise	NOUN
bracis-33622	217	22	found	find	VERB
bracis-33622	217	23	in	in	ADP
bracis-33622	217	24	images	image	NOUN
bracis-33622	217	25	that	that	PRON
bracis-33622	217	26	do	do	AUX
bracis-33622	217	27	not	not	PART
bracis-33622	217	28	display	display	VERB
bracis-33622	217	29	visible	visible	ADJ
bracis-33622	217	30	lung	lung	NOUN
bracis-33622	217	31	regions	region	NOUN
bracis-33622	217	32	.	.	PUNCT
bracis-33622	218	1	additionally	additionally	ADV
bracis-33622	218	2	,	,	PUNCT
bracis-33622	218	3	fig	fig	NOUN
bracis-33622	218	4	.	.	PUNCT
bracis-33622	218	5	 	 	SPACE
bracis-33622	218	6	6	6	NUM
bracis-33622	218	7	illustrates	illustrate	VERB
bracis-33622	218	8	the	the	DET
bracis-33622	218	9	performance	performance	NOUN
bracis-33622	218	10	of	of	ADP
bracis-33622	218	11	segmentation	segmentation	NOUN
bracis-33622	218	12	with	with	ADP
bracis-33622	218	13	the	the	DET
bracis-33622	218	14	complete	complete	ADJ
bracis-33622	218	15	methodology	methodology	NOUN
bracis-33622	218	16	,	,	PUNCT
bracis-33622	218	17	showing	show	VERB
bracis-33622	218	18	that	that	SCONJ
bracis-33622	218	19	the	the	DET
bracis-33622	218	20	segmentations	segmentation	NOUN
bracis-33622	218	21	are	be	AUX
bracis-33622	218	22	more	more	ADV
bracis-33622	218	23	detailed	detailed	ADJ
bracis-33622	218	24	and	and	CCONJ
bracis-33622	218	25	closer	close	ADJ
bracis-33622	218	26	to	to	ADP
bracis-33622	218	27	those	those	PRON
bracis-33622	218	28	of	of	ADP
bracis-33622	218	29	experts	expert	NOUN
bracis-33622	218	30	,	,	PUNCT
bracis-33622	218	31	compared	compare	VERB
bracis-33622	218	32	to	to	ADP
bracis-33622	218	33	segmentations	segmentation	NOUN
bracis-33622	218	34	performed	perform	VERB
bracis-33622	218	35	on	on	ADP
bracis-33622	218	36	original	original	ADJ
bracis-33622	218	37	images	image	NOUN
bracis-33622	218	38	without	without	ADP
bracis-33622	218	39	preprocessing	preprocesse	VERB
bracis-33622	218	40	.	.	PUNCT
bracis-33622	219	1	fig	fig	NOUN
bracis-33622	219	2	.	.	PUNCT
bracis-33622	220	1	5	5	X
bracis-33622	220	2	.	.	X
bracis-33622	220	3	this	this	DET
bracis-33622	220	4	figure	figure	NOUN
bracis-33622	220	5	illustrates	illustrate	VERB
bracis-33622	220	6	the	the	DET
bracis-33622	220	7	results	result	NOUN
bracis-33622	220	8	of	of	ADP
bracis-33622	220	9	the	the	DET
bracis-33622	220	10	proposed	propose	VERB
bracis-33622	220	11	methodology	methodology	NOUN
bracis-33622	220	12	.	.	PUNCT
bracis-33622	221	1	part	part	NOUN
bracis-33622	221	2	(	(	PUNCT
bracis-33622	221	3	a	a	NOUN
bracis-33622	221	4	)	)	PUNCT
bracis-33622	221	5	shows	show	VERB
bracis-33622	221	6	the	the	DET
bracis-33622	221	7	prediction	prediction	NOUN
bracis-33622	221	8	from	from	ADP
bracis-33622	221	9	the	the	DET
bracis-33622	221	10	segmentation	segmentation	NOUN
bracis-33622	221	11	model	model	NOUN
bracis-33622	221	12	,	,	PUNCT
bracis-33622	221	13	highlighting	highlight	VERB
bracis-33622	221	14	potential	potential	ADJ
bracis-33622	221	15	false	false	ADJ
bracis-33622	221	16	positives	positive	NOUN
bracis-33622	221	17	.	.	PUNCT
bracis-33622	222	1	part	part	NOUN
bracis-33622	222	2	(	(	PUNCT
bracis-33622	222	3	b	b	NOUN
bracis-33622	222	4	)	)	PUNCT
bracis-33622	222	5	displays	display	VERB
bracis-33622	222	6	the	the	DET
bracis-33622	222	7	result	result	NOUN
bracis-33622	222	8	after	after	ADP
bracis-33622	222	9	using	use	VERB
bracis-33622	222	10	the	the	DET
bracis-33622	222	11	classification	classification	NOUN
bracis-33622	222	12	model	model	NOUN
bracis-33622	222	13	,	,	PUNCT
bracis-33622	222	14	which	which	PRON
bracis-33622	222	15	successfully	successfully	ADV
bracis-33622	222	16	prevents	prevent	VERB
bracis-33622	222	17	false	false	ADJ
bracis-33622	222	18	positives	positive	NOUN
bracis-33622	222	19	.	.	PUNCT
bracis-33622	223	1	full	full	ADJ
bracis-33622	223	2	size	size	NOUN
bracis-33622	223	3	image	image	NOUN
bracis-33622	223	4	fig	fig	NOUN
bracis-33622	223	5	.	.	PUNCT
bracis-33622	224	1	6	6	NUM
bracis-33622	224	2	.	.	PUNCT
bracis-33622	225	1	the	the	DET
bracis-33622	225	2	figure	figure	NOUN
bracis-33622	225	3	compares	compare	VERB
bracis-33622	225	4	pulmonary	pulmonary	ADJ
bracis-33622	225	5	lesion	lesion	NOUN
bracis-33622	225	6	segmentations	segmentation	NOUN
bracis-33622	225	7	.	.	PUNCT
bracis-33622	226	1	panel	panel	NOUN
bracis-33622	226	2	(	(	PUNCT
bracis-33622	226	3	a	a	X
bracis-33622	226	4	)	)	PUNCT
bracis-33622	226	5	shows	show	VERB
bracis-33622	226	6	results	result	NOUN
bracis-33622	226	7	from	from	ADP
bracis-33622	226	8	the	the	DET
bracis-33622	226	9	model	model	NOUN
bracis-33622	226	10	without	without	ADP
bracis-33622	226	11	preprocessing	preprocessing	NOUN
bracis-33622	226	12	,	,	PUNCT
bracis-33622	226	13	and	and	CCONJ
bracis-33622	226	14	panel	panel	NOUN
bracis-33622	226	15	(	(	PUNCT
bracis-33622	226	16	b	b	NOUN
bracis-33622	226	17	)	)	PUNCT
bracis-33622	226	18	from	from	ADP
bracis-33622	226	19	the	the	DET
bracis-33622	226	20	model	model	NOUN
bracis-33622	226	21	with	with	ADP
bracis-33622	226	22	full	full	ADJ
bracis-33622	226	23	methodology	methodology	NOUN
bracis-33622	226	24	.	.	PUNCT
bracis-33622	227	1	predictions	prediction	NOUN
bracis-33622	227	2	are	be	AUX
bracis-33622	227	3	in	in	ADP
bracis-33622	227	4	green	green	ADJ
bracis-33622	227	5	and	and	CCONJ
bracis-33622	227	6	expert	expert	ADJ
bracis-33622	227	7	annotations	annotation	NOUN
bracis-33622	227	8	in	in	ADP
bracis-33622	227	9	red	red	PROPN
bracis-33622	227	10	.	.	PUNCT
bracis-33622	228	1	the	the	DET
bracis-33622	228	2	complete	complete	ADJ
bracis-33622	228	3	methodology	methodology	NOUN
bracis-33622	228	4	yields	yield	VERB
bracis-33622	228	5	more	more	ADV
bracis-33622	228	6	detailed	detailed	ADJ
bracis-33622	228	7	,	,	PUNCT
bracis-33622	228	8	expert	expert	ADJ
bracis-33622	228	9	-	-	PUNCT
bracis-33622	228	10	like	like	ADJ
bracis-33622	228	11	segmentations	segmentation	NOUN
bracis-33622	228	12	,	,	PUNCT
bracis-33622	228	13	achieving	achieve	VERB
bracis-33622	228	14	higher	high	ADJ
bracis-33622	228	15	iou	iou	NOUN
bracis-33622	228	16	values	value	NOUN
bracis-33622	228	17	.	.	PUNCT
bracis-33622	229	1	(	(	PUNCT
bracis-33622	229	2	color	color	NOUN
bracis-33622	229	3	figure	figure	NOUN
bracis-33622	229	4	online	online	ADV
bracis-33622	229	5	)	)	PUNCT
bracis-33622	229	6	full	full	ADJ
bracis-33622	229	7	size	size	NOUN
bracis-33622	229	8	image	image	NOUN
bracis-33622	229	9	the	the	DET
bracis-33622	229	10	results	result	NOUN
bracis-33622	229	11	presented	present	VERB
bracis-33622	229	12	indicate	indicate	VERB
bracis-33622	229	13	that	that	SCONJ
bracis-33622	229	14	the	the	DET
bracis-33622	229	15	proposed	propose	VERB
bracis-33622	229	16	methodology	methodology	NOUN
bracis-33622	229	17	,	,	PUNCT
bracis-33622	229	18	integrating	integrate	VERB
bracis-33622	229	19	classification	classification	NOUN
bracis-33622	229	20	,	,	PUNCT
bracis-33622	229	21	preprocessing	preprocessing	NOUN
bracis-33622	229	22	,	,	PUNCT
bracis-33622	229	23	and	and	CCONJ
bracis-33622	229	24	data	datum	NOUN
bracis-33622	229	25	augmentation	augmentation	NOUN
bracis-33622	229	26	,	,	PUNCT
bracis-33622	229	27	is	be	AUX
bracis-33622	229	28	effective	effective	ADJ
bracis-33622	229	29	for	for	ADP
bracis-33622	229	30	the	the	DET
bracis-33622	229	31	detection	detection	NOUN
bracis-33622	229	32	and	and	CCONJ
bracis-33622	229	33	segmentation	segmentation	NOUN
bracis-33622	229	34	of	of	ADP
bracis-33622	229	35	pulmonary	pulmonary	ADJ
bracis-33622	229	36	lesions	lesion	NOUN
bracis-33622	229	37	in	in	ADP
bracis-33622	229	38	computed	compute	VERB
bracis-33622	229	39	tomography	tomography	NOUN
bracis-33622	229	40	images	image	NOUN
bracis-33622	229	41	.	.	PUNCT
bracis-33622	230	1	the	the	DET
bracis-33622	230	2	lung	lung	NOUN
bracis-33622	230	3	detection	detection	NOUN
bracis-33622	230	4	model	model	NOUN
bracis-33622	230	5	demonstrated	demonstrate	VERB
bracis-33622	230	6	high	high	ADJ
bracis-33622	230	7	accuracy	accuracy	NOUN
bracis-33622	230	8	,	,	PUNCT
bracis-33622	230	9	sensitivity	sensitivity	NOUN
bracis-33622	230	10	,	,	PUNCT
bracis-33622	230	11	and	and	CCONJ
bracis-33622	230	12	auc	auc	NOUN
bracis-33622	230	13	,	,	PUNCT
bracis-33622	230	14	ensuring	ensure	VERB
bracis-33622	230	15	reliable	reliable	ADJ
bracis-33622	230	16	identification	identification	NOUN
bracis-33622	230	17	of	of	ADP
bracis-33622	230	18	slices	slice	NOUN
bracis-33622	230	19	relevant	relevant	ADJ
bracis-33622	230	20	for	for	ADP
bracis-33622	230	21	segmentation	segmentation	NOUN
bracis-33622	230	22	.	.	PUNCT
bracis-33622	231	1	improvements	improvement	NOUN
bracis-33622	231	2	in	in	ADP
bracis-33622	231	3	dice	dice	NOUN
bracis-33622	231	4	,	,	PUNCT
bracis-33622	231	5	iou	iou	NOUN
bracis-33622	231	6	,	,	PUNCT
bracis-33622	231	7	and	and	CCONJ
bracis-33622	231	8	sensitivity	sensitivity	NOUN
bracis-33622	231	9	metrics	metric	NOUN
bracis-33622	231	10	,	,	PUNCT
bracis-33622	231	11	especially	especially	ADV
bracis-33622	231	12	with	with	ADP
bracis-33622	231	13	the	the	DET
bracis-33622	231	14	combination	combination	NOUN
bracis-33622	231	15	of	of	ADP
bracis-33622	231	16	data	datum	NOUN
bracis-33622	231	17	augmentation	augmentation	NOUN
bracis-33622	231	18	and	and	CCONJ
bracis-33622	231	19	preprocessing	preprocessing	NOUN
bracis-33622	231	20	,	,	PUNCT
bracis-33622	231	21	highlight	highlight	VERB
bracis-33622	231	22	the	the	DET
bracis-33622	231	23	effectiveness	effectiveness	NOUN
bracis-33622	231	24	of	of	ADP
bracis-33622	231	25	these	these	DET
bracis-33622	231	26	techniques	technique	NOUN
bracis-33622	231	27	in	in	ADP
bracis-33622	231	28	enhancing	enhance	VERB
bracis-33622	231	29	the	the	DET
bracis-33622	231	30	performance	performance	NOUN
bracis-33622	231	31	of	of	ADP
bracis-33622	231	32	the	the	DET
bracis-33622	231	33	segmentation	segmentation	NOUN
bracis-33622	231	34	model	model	NOUN
bracis-33622	231	35	.	.	PUNCT
bracis-33622	232	1	the	the	DET
bracis-33622	232	2	inclusion	inclusion	NOUN
bracis-33622	232	3	of	of	ADP
bracis-33622	232	4	the	the	DET
bracis-33622	232	5	classification	classification	NOUN
bracis-33622	232	6	model	model	NOUN
bracis-33622	232	7	contributed	contribute	VERB
bracis-33622	232	8	to	to	ADP
bracis-33622	232	9	the	the	DET
bracis-33622	232	10	reduction	reduction	NOUN
bracis-33622	232	11	of	of	ADP
bracis-33622	232	12	false	false	ADJ
bracis-33622	232	13	positives	positive	NOUN
bracis-33622	232	14	,	,	PUNCT
bracis-33622	232	15	further	far	ADV
bracis-33622	232	16	refining	refine	VERB
bracis-33622	232	17	the	the	DET
bracis-33622	232	18	accuracy	accuracy	NOUN
bracis-33622	232	19	of	of	ADP
bracis-33622	232	20	the	the	DET
bracis-33622	232	21	segmentations	segmentation	NOUN
bracis-33622	232	22	.	.	PUNCT
bracis-33622	233	1	in	in	ADP
bracis-33622	233	2	summary	summary	NOUN
bracis-33622	233	3	,	,	PUNCT
bracis-33622	233	4	the	the	DET
bracis-33622	233	5	integrated	integrate	VERB
bracis-33622	233	6	approach	approach	NOUN
bracis-33622	233	7	provides	provide	VERB
bracis-33622	233	8	a	a	DET
bracis-33622	233	9	more	more	ADV
bracis-33622	233	10	precise	precise	ADJ
bracis-33622	233	11	and	and	CCONJ
bracis-33622	233	12	efficient	efficient	ADJ
bracis-33622	233	13	analysis	analysis	NOUN
bracis-33622	233	14	of	of	ADP
bracis-33622	233	15	pulmonary	pulmonary	ADJ
bracis-33622	233	16	lesions	lesion	NOUN
bracis-33622	233	17	,	,	PUNCT
bracis-33622	233	18	optimizing	optimize	VERB
bracis-33622	233	19	support	support	NOUN
bracis-33622	233	20	for	for	ADP
bracis-33622	233	21	the	the	DET
bracis-33622	233	22	diagnosis	diagnosis	NOUN
bracis-33622	233	23	and	and	CCONJ
bracis-33622	233	24	treatment	treatment	NOUN
bracis-33622	233	25	of	of	ADP
bracis-33622	233	26	patients	patient	NOUN
bracis-33622	233	27	with	with	ADP
bracis-33622	233	28	covid-19	covid-19	PROPN
bracis-33622	233	29	.	.	PROPN
bracis-33622	234	1	5	5	NUM
bracis-33622	234	2	discussions	discussion	NOUN
bracis-33622	234	3	the	the	DET
bracis-33622	234	4	proposed	propose	VERB
bracis-33622	234	5	method	method	NOUN
bracis-33622	234	6	for	for	ADP
bracis-33622	234	7	detecting	detect	VERB
bracis-33622	234	8	and	and	CCONJ
bracis-33622	234	9	segmenting	segment	VERB
bracis-33622	234	10	pulmonary	pulmonary	ADJ
bracis-33622	234	11	lesions	lesion	NOUN
bracis-33622	234	12	in	in	ADP
bracis-33622	234	13	computed	computed	ADJ
bracis-33622	234	14	tomography	tomography	NOUN
bracis-33622	234	15	images	image	NOUN
bracis-33622	234	16	presents	present	VERB
bracis-33622	234	17	promising	promise	VERB
bracis-33622	234	18	results	result	NOUN
bracis-33622	234	19	,	,	PUNCT
bracis-33622	234	20	even	even	ADV
bracis-33622	234	21	with	with	ADP
bracis-33622	234	22	the	the	DET
bracis-33622	234	23	limitations	limitation	NOUN
bracis-33622	234	24	of	of	ADP
bracis-33622	234	25	the	the	DET
bracis-33622	234	26	databases	database	NOUN
bracis-33622	234	27	and	and	CCONJ
bracis-33622	234	28	the	the	DET
bracis-33622	234	29	presence	presence	NOUN
bracis-33622	234	30	of	of	ADP
bracis-33622	234	31	small	small	ADJ
bracis-33622	234	32	lesions	lesion	NOUN
bracis-33622	234	33	that	that	PRON
bracis-33622	234	34	challenge	challenge	VERB
bracis-33622	234	35	the	the	DET
bracis-33622	234	36	performance	performance	NOUN
bracis-33622	234	37	of	of	ADP
bracis-33622	234	38	u	u	ADJ
bracis-33622	234	39	-	-	ADJ
bracis-33622	234	40	net	net	ADJ
bracis-33622	234	41	models	model	NOUN
bracis-33622	234	42	and	and	CCONJ
bracis-33622	234	43	their	their	PRON
bracis-33622	234	44	variations	variation	NOUN
bracis-33622	234	45	.	.	PUNCT
bracis-33622	235	1	in	in	ADP
bracis-33622	235	2	all	all	DET
bracis-33622	235	3	experiments	experiment	NOUN
bracis-33622	235	4	conducted	conduct	VERB
bracis-33622	235	5	,	,	PUNCT
bracis-33622	235	6	we	we	PRON
bracis-33622	235	7	observed	observe	VERB
bracis-33622	235	8	that	that	SCONJ
bracis-33622	235	9	,	,	PUNCT
bracis-33622	235	10	without	without	ADP
bracis-33622	235	11	the	the	DET
bracis-33622	235	12	need	need	NOUN
bracis-33622	235	13	for	for	ADP
bracis-33622	235	14	a	a	DET
bracis-33622	235	15	modified	modify	VERB
bracis-33622	235	16	and	and	CCONJ
bracis-33622	235	17	complex	complex	ADJ
bracis-33622	235	18	u	u	NOUN
bracis-33622	235	19	-	-	NOUN
bracis-33622	235	20	net	net	ADJ
bracis-33622	235	21	,	,	PUNCT
bracis-33622	235	22	we	we	PRON
bracis-33622	235	23	achieved	achieve	VERB
bracis-33622	235	24	results	result	NOUN
bracis-33622	235	25	comparable	comparable	ADJ
bracis-33622	235	26	to	to	ADP
bracis-33622	235	27	the	the	DET
bracis-33622	235	28	state	state	NOUN
bracis-33622	235	29	of	of	ADP
bracis-33622	235	30	the	the	DET
bracis-33622	235	31	art	art	NOUN
bracis-33622	235	32	.	.	PUNCT
bracis-33622	236	1	therefore	therefore	ADV
bracis-33622	236	2	,	,	PUNCT
bracis-33622	236	3	the	the	DET
bracis-33622	236	4	proposed	propose	VERB
bracis-33622	236	5	method	method	NOUN
bracis-33622	236	6	offers	offer	VERB
bracis-33622	236	7	a	a	DET
bracis-33622	236	8	viable	viable	ADJ
bracis-33622	236	9	alternative	alternative	NOUN
bracis-33622	236	10	to	to	ADP
bracis-33622	236	11	complex	complex	ADJ
bracis-33622	236	12	models	model	NOUN
bracis-33622	236	13	,	,	PUNCT
bracis-33622	236	14	particularly	particularly	ADV
bracis-33622	236	15	useful	useful	ADJ
bracis-33622	236	16	in	in	ADP
bracis-33622	236	17	real	real	ADJ
bracis-33622	236	18	-	-	PUNCT
bracis-33622	236	19	world	world	NOUN
bracis-33622	236	20	scenarios	scenario	NOUN
bracis-33622	236	21	with	with	ADP
bracis-33622	236	22	hardware	hardware	NOUN
bracis-33622	236	23	limitations	limitation	NOUN
bracis-33622	236	24	.	.	PUNCT
bracis-33622	237	1	the	the	DET
bracis-33622	237	2	results	result	NOUN
bracis-33622	237	3	obtained	obtain	VERB
bracis-33622	237	4	were	be	AUX
bracis-33622	237	5	compared	compare	VERB
bracis-33622	237	6	with	with	ADP
bracis-33622	237	7	other	other	ADJ
bracis-33622	237	8	methods	method	NOUN
bracis-33622	237	9	in	in	ADP
bracis-33622	237	10	the	the	DET
bracis-33622	237	11	literature	literature	NOUN
bracis-33622	237	12	.	.	PUNCT
bracis-33622	238	1	table	table	NOUN
bracis-33622	238	2	 	 	SPACE
bracis-33622	238	3	4	4	NUM
bracis-33622	238	4	presents	present	VERB
bracis-33622	238	5	a	a	DET
bracis-33622	238	6	comparison	comparison	NOUN
bracis-33622	238	7	of	of	ADP
bracis-33622	238	8	the	the	DET
bracis-33622	238	9	results	result	NOUN
bracis-33622	238	10	of	of	ADP
bracis-33622	238	11	the	the	DET
bracis-33622	238	12	proposed	propose	VERB
bracis-33622	238	13	method	method	NOUN
bracis-33622	238	14	with	with	ADP
bracis-33622	238	15	the	the	DET
bracis-33622	238	16	state	state	NOUN
bracis-33622	238	17	of	of	ADP
bracis-33622	238	18	the	the	DET
bracis-33622	238	19	art	art	NOUN
bracis-33622	238	20	,	,	PUNCT
bracis-33622	238	21	which	which	PRON
bracis-33622	238	22	uses	use	VERB
bracis-33622	238	23	training	training	NOUN
bracis-33622	238	24	,	,	PUNCT
bracis-33622	238	25	validation	validation	NOUN
bracis-33622	238	26	,	,	PUNCT
bracis-33622	238	27	and	and	CCONJ
bracis-33622	238	28	test	test	NOUN
bracis-33622	238	29	split	split	VERB
bracis-33622	238	30	in	in	ADP
bracis-33622	238	31	the	the	DET
bracis-33622	238	32	exam	exam	NOUN
bracis-33622	238	33	slices	slice	NOUN
bracis-33622	238	34	.	.	PUNCT
bracis-33622	239	1	however	however	ADV
bracis-33622	239	2	,	,	PUNCT
bracis-33622	239	3	this	this	DET
bracis-33622	239	4	comparison	comparison	NOUN
bracis-33622	239	5	is	be	AUX
bracis-33622	239	6	unfeasible	unfeasible	ADJ
bracis-33622	239	7	for	for	ADP
bracis-33622	239	8	our	our	PRON
bracis-33622	239	9	method	method	NOUN
bracis-33622	239	10	due	due	ADP
bracis-33622	239	11	to	to	ADP
bracis-33622	239	12	differences	difference	NOUN
bracis-33622	239	13	in	in	ADP
bracis-33622	239	14	evaluation	evaluation	NOUN
bracis-33622	239	15	procedures	procedure	NOUN
bracis-33622	239	16	.	.	PUNCT
bracis-33622	240	1	our	our	PRON
bracis-33622	240	2	method	method	NOUN
bracis-33622	240	3	uses	use	VERB
bracis-33622	240	4	cross	cross	NOUN
bracis-33622	240	5	-	-	NOUN
bracis-33622	240	6	validation	validation	ADJ
bracis-33622	240	7	to	to	PART
bracis-33622	240	8	ensure	ensure	VERB
bracis-33622	240	9	a	a	DET
bracis-33622	240	10	more	more	ADV
bracis-33622	240	11	robust	robust	ADJ
bracis-33622	240	12	and	and	CCONJ
bracis-33622	240	13	generalizable	generalizable	ADJ
bracis-33622	240	14	evaluation	evaluation	NOUN
bracis-33622	240	15	,	,	PUNCT
bracis-33622	240	16	whereas	whereas	SCONJ
bracis-33622	240	17	the	the	DET
bracis-33622	240	18	methods	method	NOUN
bracis-33622	240	19	listed	list	VERB
bracis-33622	240	20	in	in	ADP
bracis-33622	240	21	table	table	NOUN
bracis-33622	240	22	 	 	SPACE
bracis-33622	240	23	4	4	NUM
bracis-33622	240	24	do	do	AUX
bracis-33622	240	25	not	not	PART
bracis-33622	240	26	use	use	VERB
bracis-33622	240	27	this	this	DET
bracis-33622	240	28	technique	technique	NOUN
bracis-33622	240	29	.	.	PUNCT
bracis-33622	241	1	this	this	DET
bracis-33622	241	2	methodological	methodological	ADJ
bracis-33622	241	3	difference	difference	NOUN
bracis-33622	241	4	prevents	prevent	VERB
bracis-33622	241	5	a	a	DET
bracis-33622	241	6	fair	fair	ADJ
bracis-33622	241	7	and	and	CCONJ
bracis-33622	241	8	direct	direct	ADJ
bracis-33622	241	9	comparison	comparison	NOUN
bracis-33622	241	10	of	of	ADP
bracis-33622	241	11	the	the	DET
bracis-33622	241	12	results	result	NOUN
bracis-33622	241	13	.	.	PUNCT
bracis-33622	242	1	table	table	NOUN
bracis-33622	242	2	4	4	NUM
bracis-33622	242	3	.	.	PUNCT
bracis-33622	242	4	comparison	comparison	NOUN
bracis-33622	242	5	of	of	ADP
bracis-33622	242	6	the	the	DET
bracis-33622	242	7	proposed	propose	VERB
bracis-33622	242	8	work	work	NOUN
bracis-33622	242	9	with	with	ADP
bracis-33622	242	10	the	the	DET
bracis-33622	242	11	state	state	NOUN
bracis-33622	242	12	of	of	ADP
bracis-33622	242	13	the	the	DET
bracis-33622	242	14	art	art	NOUN
bracis-33622	242	15	that	that	PRON
bracis-33622	242	16	uses	use	VERB
bracis-33622	242	17	training	training	NOUN
bracis-33622	242	18	,	,	PUNCT
bracis-33622	242	19	validation	validation	NOUN
bracis-33622	242	20	,	,	PUNCT
bracis-33622	242	21	and	and	CCONJ
bracis-33622	242	22	testing	testing	NOUN
bracis-33622	242	23	splits	split	VERB
bracis-33622	242	24	in	in	ADP
bracis-33622	242	25	the	the	DET
bracis-33622	242	26	slices	slice	NOUN
bracis-33622	242	27	of	of	ADP
bracis-33622	242	28	the	the	DET
bracis-33622	242	29	exams.full	exams.full	NOUN
bracis-33622	242	30	size	size	NOUN
bracis-33622	242	31	table	table	NOUN
bracis-33622	242	32	table	table	NOUN
bracis-33622	242	33	 	 	SPACE
bracis-33622	242	34	5	5	NUM
bracis-33622	242	35	offers	offer	VERB
bracis-33622	242	36	a	a	DET
bracis-33622	242	37	more	more	ADV
bracis-33622	242	38	appropriate	appropriate	ADJ
bracis-33622	242	39	comparison	comparison	NOUN
bracis-33622	242	40	,	,	PUNCT
bracis-33622	242	41	where	where	SCONJ
bracis-33622	242	42	the	the	DET
bracis-33622	242	43	analyzed	analyze	VERB
bracis-33622	242	44	methods	method	NOUN
bracis-33622	242	45	use	use	VERB
bracis-33622	242	46	the	the	DET
bracis-33622	242	47	division	division	NOUN
bracis-33622	242	48	of	of	ADP
bracis-33622	242	49	training	training	NOUN
bracis-33622	242	50	,	,	PUNCT
bracis-33622	242	51	validation	validation	NOUN
bracis-33622	242	52	,	,	PUNCT
bracis-33622	242	53	and	and	CCONJ
bracis-33622	242	54	testing	testing	NOUN
bracis-33622	242	55	on	on	ADP
bracis-33622	242	56	the	the	DET
bracis-33622	242	57	exams	exam	NOUN
bracis-33622	242	58	,	,	PUNCT
bracis-33622	242	59	similar	similar	ADJ
bracis-33622	242	60	to	to	ADP
bracis-33622	242	61	our	our	PRON
bracis-33622	242	62	proposed	propose	VERB
bracis-33622	242	63	method	method	NOUN
bracis-33622	242	64	.	.	PUNCT
bracis-33622	243	1	the	the	DET
bracis-33622	243	2	results	result	NOUN
bracis-33622	243	3	show	show	VERB
bracis-33622	243	4	that	that	SCONJ
bracis-33622	243	5	the	the	DET
bracis-33622	243	6	proposed	propose	VERB
bracis-33622	243	7	method	method	NOUN
bracis-33622	243	8	presents	present	VERB
bracis-33622	243	9	similar	similar	ADJ
bracis-33622	243	10	metrics	metric	NOUN
bracis-33622	243	11	,	,	PUNCT
bracis-33622	243	12	standing	stand	VERB
bracis-33622	243	13	out	out	ADP
bracis-33622	243	14	especially	especially	ADV
bracis-33622	243	15	in	in	ADP
bracis-33622	243	16	the	the	DET
bracis-33622	243	17	iou	iou	NOUN
bracis-33622	243	18	metric	metric	NOUN
bracis-33622	243	19	and	and	CCONJ
bracis-33622	243	20	in	in	ADP
bracis-33622	243	21	terms	term	NOUN
bracis-33622	243	22	of	of	ADP
bracis-33622	243	23	specificity	specificity	NOUN
bracis-33622	243	24	(	(	PUNCT
bracis-33622	243	25	100	100	NUM
bracis-33622	243	26	%	%	NOUN
bracis-33622	243	27	)	)	PUNCT
bracis-33622	243	28	and	and	CCONJ
bracis-33622	243	29	auc	auc	X
bracis-33622	243	30	(	(	PUNCT
bracis-33622	243	31	89.60	89.60	NUM
bracis-33622	243	32	%	%	NOUN
bracis-33622	243	33	)	)	PUNCT
bracis-33622	243	34	.	.	PUNCT
bracis-33622	244	1	these	these	DET
bracis-33622	244	2	results	result	NOUN
bracis-33622	244	3	reinforce	reinforce	VERB
bracis-33622	244	4	the	the	DET
bracis-33622	244	5	effectiveness	effectiveness	NOUN
bracis-33622	244	6	of	of	ADP
bracis-33622	244	7	our	our	PRON
bracis-33622	244	8	method	method	NOUN
bracis-33622	244	9	in	in	ADP
bracis-33622	244	10	segmenting	segment	VERB
bracis-33622	244	11	pulmonary	pulmonary	ADJ
bracis-33622	244	12	lesions	lesion	NOUN
bracis-33622	244	13	,	,	PUNCT
bracis-33622	244	14	comparable	comparable	ADJ
bracis-33622	244	15	to	to	ADP
bracis-33622	244	16	the	the	DET
bracis-33622	244	17	state	state	NOUN
bracis-33622	244	18	of	of	ADP
bracis-33622	244	19	the	the	DET
bracis-33622	244	20	art	art	NOUN
bracis-33622	244	21	,	,	PUNCT
bracis-33622	244	22	despite	despite	SCONJ
bracis-33622	244	23	using	use	VERB
bracis-33622	244	24	a	a	DET
bracis-33622	244	25	significantly	significantly	ADV
bracis-33622	244	26	lower	low	ADJ
bracis-33622	244	27	number	number	NOUN
bracis-33622	244	28	of	of	ADP
bracis-33622	244	29	parameters	parameter	NOUN
bracis-33622	244	30	.	.	PUNCT
bracis-33622	245	1	table	table	NOUN
bracis-33622	245	2	5	5	NUM
bracis-33622	245	3	.	.	PUNCT
bracis-33622	245	4	comparison	comparison	NOUN
bracis-33622	245	5	of	of	ADP
bracis-33622	245	6	the	the	DET
bracis-33622	245	7	proposed	propose	VERB
bracis-33622	245	8	work	work	NOUN
bracis-33622	245	9	with	with	ADP
bracis-33622	245	10	the	the	DET
bracis-33622	245	11	state	state	NOUN
bracis-33622	245	12	of	of	ADP
bracis-33622	245	13	the	the	DET
bracis-33622	245	14	art	art	NOUN
bracis-33622	245	15	that	that	PRON
bracis-33622	245	16	uses	use	VERB
bracis-33622	245	17	training	training	NOUN
bracis-33622	245	18	,	,	PUNCT
bracis-33622	245	19	validation	validation	NOUN
bracis-33622	245	20	,	,	PUNCT
bracis-33622	245	21	and	and	CCONJ
bracis-33622	245	22	testing	testing	NOUN
bracis-33622	245	23	splits	split	VERB
bracis-33622	245	24	in	in	ADP
bracis-33622	245	25	the	the	DET
bracis-33622	245	26	exams.full	exams.full	NOUN
bracis-33622	245	27	size	size	NOUN
bracis-33622	245	28	table	table	NOUN
bracis-33622	245	29	in	in	ADP
bracis-33622	245	30	addition	addition	NOUN
bracis-33622	245	31	to	to	ADP
bracis-33622	245	32	presenting	present	VERB
bracis-33622	245	33	similar	similar	ADJ
bracis-33622	245	34	results	result	NOUN
bracis-33622	245	35	,	,	PUNCT
bracis-33622	245	36	the	the	DET
bracis-33622	245	37	proposed	propose	VERB
bracis-33622	245	38	method	method	NOUN
bracis-33622	245	39	also	also	ADV
bracis-33622	245	40	uses	use	VERB
bracis-33622	245	41	significantly	significantly	ADV
bracis-33622	245	42	fewer	few	ADJ
bracis-33622	245	43	parameters	parameter	NOUN
bracis-33622	245	44	compared	compare	VERB
bracis-33622	245	45	to	to	ADP
bracis-33622	245	46	other	other	ADJ
bracis-33622	245	47	methods	method	NOUN
bracis-33622	245	48	in	in	ADP
bracis-33622	245	49	the	the	DET
bracis-33622	245	50	literature	literature	NOUN
bracis-33622	245	51	,	,	PUNCT
bracis-33622	245	52	as	as	SCONJ
bracis-33622	245	53	shown	show	VERB
bracis-33622	245	54	in	in	ADP
bracis-33622	245	55	table	table	NOUN
bracis-33622	245	56	 	 	SPACE
bracis-33622	245	57	6	6	NUM
bracis-33622	245	58	.	.	PUNCT
bracis-33622	246	1	this	this	PRON
bracis-33622	246	2	is	be	AUX
bracis-33622	246	3	particularly	particularly	ADV
bracis-33622	246	4	important	important	ADJ
bracis-33622	246	5	in	in	ADP
bracis-33622	246	6	scenarios	scenario	NOUN
bracis-33622	246	7	with	with	ADP
bracis-33622	246	8	hardware	hardware	NOUN
bracis-33622	246	9	limitations	limitation	NOUN
bracis-33622	246	10	,	,	PUNCT
bracis-33622	246	11	where	where	SCONJ
bracis-33622	246	12	lighter	light	ADJ
bracis-33622	246	13	and	and	CCONJ
bracis-33622	246	14	more	more	ADV
bracis-33622	246	15	efficient	efficient	ADJ
bracis-33622	246	16	models	model	NOUN
bracis-33622	246	17	are	be	AUX
bracis-33622	246	18	preferable	preferable	ADJ
bracis-33622	246	19	.	.	PUNCT
bracis-33622	247	1	our	our	PRON
bracis-33622	247	2	method	method	NOUN
bracis-33622	247	3	,	,	PUNCT
bracis-33622	247	4	with	with	ADP
bracis-33622	247	5	9	9	NUM
bracis-33622	247	6	million	million	NUM
bracis-33622	247	7	parameters	parameter	NOUN
bracis-33622	247	8	,	,	PUNCT
bracis-33622	247	9	offers	offer	VERB
bracis-33622	247	10	a	a	DET
bracis-33622	247	11	viable	viable	ADJ
bracis-33622	247	12	and	and	CCONJ
bracis-33622	247	13	effective	effective	ADJ
bracis-33622	247	14	alternative	alternative	NOUN
bracis-33622	247	15	to	to	ADP
bracis-33622	247	16	more	more	ADJ
bracis-33622	247	17	complex	complex	ADJ
bracis-33622	247	18	models	model	NOUN
bracis-33622	247	19	that	that	PRON
bracis-33622	247	20	require	require	VERB
bracis-33622	247	21	higher	high	ADJ
bracis-33622	247	22	computational	computational	ADJ
bracis-33622	247	23	capacity	capacity	NOUN
bracis-33622	247	24	.	.	PUNCT
bracis-33622	248	1	table	table	NOUN
bracis-33622	248	2	6	6	NUM
bracis-33622	248	3	.	.	PUNCT
bracis-33622	248	4	number	number	NOUN
bracis-33622	248	5	of	of	ADP
bracis-33622	248	6	parameters	parameter	NOUN
bracis-33622	248	7	used	use	VERB
bracis-33622	248	8	by	by	ADP
bracis-33622	248	9	the	the	DET
bracis-33622	248	10	authors	author	NOUN
bracis-33622	248	11	in	in	ADP
bracis-33622	248	12	the	the	DET
bracis-33622	248	13	analyzed	analyze	VERB
bracis-33622	248	14	literature	literature	NOUN
bracis-33622	248	15	compared	compare	VERB
bracis-33622	248	16	with	with	ADP
bracis-33622	248	17	the	the	DET
bracis-33622	248	18	proposed	propose	VERB
bracis-33622	248	19	methodology.full	methodology.full	NOUN
bracis-33622	248	20	size	size	NOUN
bracis-33622	248	21	table	table	NOUN
bracis-33622	248	22	6	6	NUM
bracis-33622	248	23	conclusions	conclusion	NOUN
bracis-33622	248	24	the	the	DET
bracis-33622	248	25	proposed	propose	VERB
bracis-33622	248	26	method	method	NOUN
bracis-33622	248	27	for	for	ADP
bracis-33622	248	28	detecting	detect	VERB
bracis-33622	248	29	and	and	CCONJ
bracis-33622	248	30	segmenting	segment	VERB
bracis-33622	248	31	pulmonary	pulmonary	ADJ
bracis-33622	248	32	lesions	lesion	NOUN
bracis-33622	248	33	in	in	ADP
bracis-33622	248	34	computed	computed	ADJ
bracis-33622	248	35	tomography	tomography	NOUN
bracis-33622	248	36	(	(	PUNCT
bracis-33622	248	37	ct	ct	NOUN
bracis-33622	248	38	)	)	PUNCT
bracis-33622	248	39	images	image	NOUN
bracis-33622	248	40	has	have	AUX
bracis-33622	248	41	demonstrated	demonstrate	VERB
bracis-33622	248	42	promising	promising	ADJ
bracis-33622	248	43	results	result	NOUN
bracis-33622	248	44	despite	despite	SCONJ
bracis-33622	248	45	the	the	DET
bracis-33622	248	46	limitations	limitation	NOUN
bracis-33622	248	47	of	of	ADP
bracis-33622	248	48	databases	database	NOUN
bracis-33622	248	49	,	,	PUNCT
bracis-33622	248	50	image	image	NOUN
bracis-33622	248	51	acquisition	acquisition	NOUN
bracis-33622	248	52	methods	method	NOUN
bracis-33622	248	53	,	,	PUNCT
bracis-33622	248	54	and	and	CCONJ
bracis-33622	248	55	the	the	DET
bracis-33622	248	56	detection	detection	NOUN
bracis-33622	248	57	of	of	ADP
bracis-33622	248	58	small	small	ADJ
bracis-33622	248	59	lesions	lesion	NOUN
bracis-33622	248	60	.	.	PUNCT
bracis-33622	249	1	in	in	ADP
bracis-33622	249	2	all	all	DET
bracis-33622	249	3	conducted	conduct	VERB
bracis-33622	249	4	experiments	experiment	NOUN
bracis-33622	249	5	,	,	PUNCT
bracis-33622	249	6	the	the	DET
bracis-33622	249	7	approach	approach	NOUN
bracis-33622	249	8	using	use	VERB
bracis-33622	249	9	the	the	DET
bracis-33622	249	10	proposed	propose	VERB
bracis-33622	249	11	u	u	NOUN
bracis-33622	249	12	-	-	NOUN
bracis-33622	249	13	net	net	ADJ
bracis-33622	249	14	,	,	PUNCT
bracis-33622	249	15	combined	combine	VERB
bracis-33622	249	16	with	with	ADP
bracis-33622	249	17	preprocessing	preprocessing	NOUN
bracis-33622	249	18	and	and	CCONJ
bracis-33622	249	19	data	datum	NOUN
bracis-33622	249	20	augmentation	augmentation	NOUN
bracis-33622	249	21	techniques	technique	NOUN
bracis-33622	249	22	,	,	PUNCT
bracis-33622	249	23	achieved	achieve	VERB
bracis-33622	249	24	results	result	NOUN
bracis-33622	249	25	comparable	comparable	ADJ
bracis-33622	249	26	to	to	ADP
bracis-33622	249	27	the	the	DET
bracis-33622	249	28	state	state	NOUN
bracis-33622	249	29	of	of	ADP
bracis-33622	249	30	the	the	DET
bracis-33622	249	31	art	art	NOUN
bracis-33622	249	32	.	.	PUNCT
bracis-33622	250	1	the	the	DET
bracis-33622	250	2	obtained	obtain	VERB
bracis-33622	250	3	metrics	metric	NOUN
bracis-33622	250	4	,	,	PUNCT
bracis-33622	250	5	especially	especially	ADV
bracis-33622	250	6	in	in	ADP
bracis-33622	250	7	terms	term	NOUN
bracis-33622	250	8	of	of	ADP
bracis-33622	250	9	iou	iou	NOUN
bracis-33622	250	10	,	,	PUNCT
bracis-33622	250	11	specificity	specificity	NOUN
bracis-33622	250	12	,	,	PUNCT
bracis-33622	250	13	and	and	CCONJ
bracis-33622	250	14	auc	auc	NOUN
bracis-33622	250	15	,	,	PUNCT
bracis-33622	250	16	highlight	highlight	VERB
bracis-33622	250	17	the	the	DET
bracis-33622	250	18	effectiveness	effectiveness	NOUN
bracis-33622	250	19	of	of	ADP
bracis-33622	250	20	our	our	PRON
bracis-33622	250	21	method	method	NOUN
bracis-33622	250	22	.	.	PUNCT
bracis-33622	251	1	the	the	DET
bracis-33622	251	2	preprocessing	preprocessing	NOUN
bracis-33622	251	3	methodology	methodology	NOUN
bracis-33622	251	4	for	for	ADP
bracis-33622	251	5	ct	ct	PROPN
bracis-33622	251	6	images	image	NOUN
bracis-33622	251	7	proved	prove	VERB
bracis-33622	251	8	effective	effective	ADJ
bracis-33622	251	9	in	in	ADP
bracis-33622	251	10	standardizing	standardize	VERB
bracis-33622	251	11	exams	exam	NOUN
bracis-33622	251	12	acquired	acquire	VERB
bracis-33622	251	13	by	by	ADP
bracis-33622	251	14	different	different	ADJ
bracis-33622	251	15	methods	method	NOUN
bracis-33622	251	16	,	,	PUNCT
bracis-33622	251	17	significantly	significantly	ADV
bracis-33622	251	18	improving	improve	VERB
bracis-33622	251	19	performance	performance	NOUN
bracis-33622	251	20	in	in	ADP
bracis-33622	251	21	segmentation	segmentation	NOUN
bracis-33622	251	22	tasks	task	NOUN
bracis-33622	251	23	.	.	PUNCT
bracis-33622	252	1	combining	combine	VERB
bracis-33622	252	2	this	this	PRON
bracis-33622	252	3	with	with	ADP
bracis-33622	252	4	data	datum	NOUN
bracis-33622	252	5	augmentation	augmentation	NOUN
bracis-33622	252	6	techniques	technique	NOUN
bracis-33622	252	7	reduces	reduce	VERB
bracis-33622	252	8	the	the	DET
bracis-33622	252	9	chance	chance	NOUN
bracis-33622	252	10	of	of	ADP
bracis-33622	252	11	overfitting	overfitte	VERB
bracis-33622	252	12	,	,	PUNCT
bracis-33622	252	13	balances	balance	NOUN
bracis-33622	252	14	classes	class	NOUN
bracis-33622	252	15	,	,	PUNCT
bracis-33622	252	16	and	and	CCONJ
bracis-33622	252	17	generates	generate	VERB
bracis-33622	252	18	new	new	ADJ
bracis-33622	252	19	samples	sample	NOUN
bracis-33622	252	20	for	for	ADP
bracis-33622	252	21	training	training	NOUN
bracis-33622	252	22	,	,	PUNCT
bracis-33622	252	23	resulting	result	VERB
bracis-33622	252	24	in	in	ADP
bracis-33622	252	25	superior	superior	ADJ
bracis-33622	252	26	performance	performance	NOUN
bracis-33622	252	27	on	on	ADP
bracis-33622	252	28	the	the	DET
bracis-33622	252	29	test	test	NOUN
bracis-33622	252	30	set	set	NOUN
bracis-33622	252	31	.	.	PUNCT
bracis-33622	253	1	additionally	additionally	ADV
bracis-33622	253	2	,	,	PUNCT
bracis-33622	253	3	comparative	comparative	ADJ
bracis-33622	253	4	analysis	analysis	NOUN
bracis-33622	253	5	with	with	ADP
bracis-33622	253	6	other	other	ADJ
bracis-33622	253	7	methods	method	NOUN
bracis-33622	253	8	in	in	ADP
bracis-33622	253	9	the	the	DET
bracis-33622	253	10	literature	literature	NOUN
bracis-33622	253	11	revealed	reveal	VERB
bracis-33622	253	12	that	that	SCONJ
bracis-33622	253	13	,	,	PUNCT
bracis-33622	253	14	despite	despite	SCONJ
bracis-33622	253	15	using	use	VERB
bracis-33622	253	16	a	a	DET
bracis-33622	253	17	smaller	small	ADJ
bracis-33622	253	18	number	number	NOUN
bracis-33622	253	19	of	of	ADP
bracis-33622	253	20	parameters	parameter	NOUN
bracis-33622	253	21	,	,	PUNCT
bracis-33622	253	22	our	our	PRON
bracis-33622	253	23	method	method	NOUN
bracis-33622	253	24	demonstrated	demonstrate	VERB
bracis-33622	253	25	competitive	competitive	ADJ
bracis-33622	253	26	performance	performance	NOUN
bracis-33622	253	27	.	.	PUNCT
bracis-33622	254	1	this	this	DET
bracis-33622	254	2	characteristic	characteristic	NOUN
bracis-33622	254	3	is	be	AUX
bracis-33622	254	4	particularly	particularly	ADV
bracis-33622	254	5	relevant	relevant	ADJ
bracis-33622	254	6	for	for	ADP
bracis-33622	254	7	applications	application	NOUN
bracis-33622	254	8	in	in	ADP
bracis-33622	254	9	scenarios	scenario	NOUN
bracis-33622	254	10	with	with	ADP
bracis-33622	254	11	hardware	hardware	NOUN
bracis-33622	254	12	limitations	limitation	NOUN
bracis-33622	254	13	,	,	PUNCT
bracis-33622	254	14	where	where	SCONJ
bracis-33622	254	15	lighter	light	ADJ
bracis-33622	254	16	and	and	CCONJ
bracis-33622	254	17	more	more	ADV
bracis-33622	254	18	efficient	efficient	ADJ
bracis-33622	254	19	models	model	NOUN
bracis-33622	254	20	are	be	AUX
bracis-33622	254	21	necessary	necessary	ADJ
bracis-33622	254	22	.	.	PUNCT
bracis-33622	255	1	using	use	VERB
bracis-33622	255	2	only	only	ADV
bracis-33622	255	3	9	9	NUM
bracis-33622	255	4	million	million	NUM
bracis-33622	255	5	parameters	parameter	NOUN
bracis-33622	255	6	,	,	PUNCT
bracis-33622	255	7	compared	compare	VERB
bracis-33622	255	8	to	to	ADP
bracis-33622	255	9	tens	ten	NOUN
bracis-33622	255	10	of	of	ADP
bracis-33622	255	11	millions	million	NOUN
bracis-33622	255	12	in	in	ADP
bracis-33622	255	13	other	other	ADJ
bracis-33622	255	14	studies	study	NOUN
bracis-33622	255	15	,	,	PUNCT
bracis-33622	255	16	underscores	underscore	VERB
bracis-33622	255	17	the	the	DET
bracis-33622	255	18	feasibility	feasibility	NOUN
bracis-33622	255	19	and	and	CCONJ
bracis-33622	255	20	efficiency	efficiency	NOUN
bracis-33622	255	21	of	of	ADP
bracis-33622	255	22	our	our	PRON
bracis-33622	255	23	approach	approach	NOUN
bracis-33622	255	24	.	.	PUNCT
bracis-33622	256	1	to	to	PART
bracis-33622	256	2	further	far	ADV
bracis-33622	256	3	enhance	enhance	VERB
bracis-33622	256	4	the	the	DET
bracis-33622	256	5	proposed	propose	VERB
bracis-33622	256	6	method	method	NOUN
bracis-33622	256	7	,	,	PUNCT
bracis-33622	256	8	we	we	PRON
bracis-33622	256	9	suggest	suggest	VERB
bracis-33622	256	10	the	the	DET
bracis-33622	256	11	following	follow	VERB
bracis-33622	256	12	future	future	ADJ
bracis-33622	256	13	directions	direction	NOUN
bracis-33622	256	14	:	:	PUNCT
bracis-33622	256	15	expand	expand	VERB
bracis-33622	256	16	the	the	DET
bracis-33622	256	17	dataset	dataset	NOUN
bracis-33622	256	18	by	by	ADP
bracis-33622	256	19	incorporating	incorporate	VERB
bracis-33622	256	20	more	more	ADJ
bracis-33622	256	21	images	image	NOUN
bracis-33622	256	22	from	from	ADP
bracis-33622	256	23	different	different	ADJ
bracis-33622	256	24	sources	source	NOUN
bracis-33622	256	25	and	and	CCONJ
bracis-33622	256	26	clinical	clinical	ADJ
bracis-33622	256	27	conditions	condition	NOUN
bracis-33622	256	28	to	to	PART
bracis-33622	256	29	improve	improve	VERB
bracis-33622	256	30	the	the	DET
bracis-33622	256	31	model	model	NOUN
bracis-33622	256	32	’s	’s	PART
bracis-33622	256	33	robustness	robustness	NOUN
bracis-33622	256	34	and	and	CCONJ
bracis-33622	256	35	generalization	generalization	NOUN
bracis-33622	256	36	;	;	PUNCT
bracis-33622	256	37	investigate	investigate	VERB
bracis-33622	256	38	and	and	CCONJ
bracis-33622	256	39	incorporate	incorporate	VERB
bracis-33622	256	40	new	new	ADJ
bracis-33622	256	41	data	datum	NOUN
bracis-33622	256	42	augmentation	augmentation	NOUN
bracis-33622	256	43	techniques	technique	NOUN
bracis-33622	256	44	that	that	PRON
bracis-33622	256	45	can	can	AUX
bracis-33622	256	46	help	help	VERB
bracis-33622	256	47	handle	handle	VERB
bracis-33622	256	48	the	the	DET
bracis-33622	256	49	variability	variability	NOUN
bracis-33622	256	50	of	of	ADP
bracis-33622	256	51	ct	ct	NUM
bracis-33622	256	52	images	image	NOUN
bracis-33622	256	53	and	and	CCONJ
bracis-33622	256	54	improve	improve	VERB
bracis-33622	256	55	the	the	DET
bracis-33622	256	56	detection	detection	NOUN
bracis-33622	256	57	of	of	ADP
bracis-33622	256	58	smaller	small	ADJ
bracis-33622	256	59	lesions	lesion	NOUN
bracis-33622	256	60	;	;	PUNCT
bracis-33622	256	61	and	and	CCONJ
bracis-33622	256	62	utilize	utilize	VERB
bracis-33622	256	63	pre	pre	ADJ
bracis-33622	256	64	-	-	ADJ
bracis-33622	256	65	trained	train	VERB
bracis-33622	256	66	models	model	NOUN
bracis-33622	256	67	on	on	ADP
bracis-33622	256	68	large	large	ADJ
bracis-33622	256	69	medical	medical	ADJ
bracis-33622	256	70	datasets	dataset	NOUN
bracis-33622	256	71	to	to	PART
bracis-33622	256	72	enhance	enhance	VERB
bracis-33622	256	73	the	the	DET
bracis-33622	256	74	performance	performance	NOUN
bracis-33622	256	75	of	of	ADP
bracis-33622	256	76	the	the	DET
bracis-33622	256	77	model	model	NOUN
bracis-33622	256	78	on	on	ADP
bracis-33622	256	79	smaller	small	ADJ
bracis-33622	256	80	and	and	CCONJ
bracis-33622	256	81	specific	specific	ADJ
bracis-33622	256	82	datasets	dataset	NOUN
bracis-33622	256	83	,	,	PUNCT
bracis-33622	256	84	such	such	ADJ
bracis-33622	256	85	as	as	ADP
bracis-33622	256	86	those	those	PRON
bracis-33622	256	87	used	use	VERB
bracis-33622	256	88	in	in	ADP
bracis-33622	256	89	this	this	DET
bracis-33622	256	90	study	study	NOUN
bracis-33622	256	91	.	.	PUNCT
bracis-33622	257	1	by	by	ADP
bracis-33622	257	2	following	follow	VERB
bracis-33622	257	3	these	these	DET
bracis-33622	257	4	directions	direction	NOUN
bracis-33622	257	5	,	,	PUNCT
bracis-33622	257	6	we	we	PRON
bracis-33622	257	7	expect	expect	VERB
bracis-33622	257	8	not	not	PART
bracis-33622	257	9	only	only	ADV
bracis-33622	257	10	to	to	PART
bracis-33622	257	11	improve	improve	VERB
bracis-33622	257	12	the	the	DET
bracis-33622	257	13	accuracy	accuracy	NOUN
bracis-33622	257	14	and	and	CCONJ
bracis-33622	257	15	efficiency	efficiency	NOUN
bracis-33622	257	16	of	of	ADP
bracis-33622	257	17	the	the	DET
bracis-33622	257	18	proposed	propose	VERB
bracis-33622	257	19	method	method	NOUN
bracis-33622	257	20	but	but	CCONJ
bracis-33622	257	21	also	also	ADV
bracis-33622	257	22	to	to	PART
bracis-33622	257	23	facilitate	facilitate	VERB
bracis-33622	257	24	its	its	PRON
bracis-33622	257	25	adoption	adoption	NOUN
bracis-33622	257	26	in	in	ADP
bracis-33622	257	27	clinical	clinical	ADJ
bracis-33622	257	28	settings	setting	NOUN
bracis-33622	257	29	,	,	PUNCT
bracis-33622	257	30	contributing	contribute	VERB
bracis-33622	257	31	to	to	ADP
bracis-33622	257	32	faster	fast	ADJ
bracis-33622	257	33	diagnosis	diagnosis	NOUN
bracis-33622	257	34	and	and	CCONJ
bracis-33622	257	35	better	well	ADJ
bracis-33622	257	36	patient	patient	ADJ
bracis-33622	257	37	outcomes	outcome	NOUN
bracis-33622	257	38	.	.	PUNCT
bracis-33622	258	1	notes	note	VERB
bracis-33622	258	2	1.https://zenodo.org/records/3757476	1.https://zenodo.org/records/3757476	NUM
bracis-33622	258	3	.	.	PUNCT
bracis-33622	259	1	2.https://www.kaggle.com/datasets/andrewmvd/mosmed-covid19-ct-scans	2.https://www.kaggle.com/datasets/andrewmvd/mosmed-covid19-ct-scan	NOUN
bracis-33622	259	2	.	.	PUNCT
bracis-33622	260	1	references	reference	NOUN
bracis-33622	260	2	ardakani	ardakani	PROPN
bracis-33622	260	3	,	,	PUNCT
bracis-33622	260	4	a.a	a.a	PROPN
bracis-33622	260	5	.	.	PROPN
bracis-33622	260	6	,	,	PUNCT
bracis-33622	260	7	et	et	PROPN
bracis-33622	260	8	al	al	PROPN
bracis-33622	260	9	.	.	PUNCT
bracis-33622	260	10	:	:	PUNCT
bracis-33622	261	1	application	application	NOUN
bracis-33622	261	2	of	of	ADP
bracis-33622	261	3	deep	deep	ADJ
bracis-33622	261	4	learning	learning	NOUN
bracis-33622	261	5	technique	technique	NOUN
bracis-33622	261	6	to	to	PART
bracis-33622	261	7	manage	manage	VERB
bracis-33622	261	8	covid-19	covid-19	PROPN
bracis-33622	261	9	in	in	ADP
bracis-33622	261	10	routine	routine	ADJ
bracis-33622	261	11	clinical	clinical	ADJ
bracis-33622	261	12	practice	practice	NOUN
bracis-33622	261	13	using	use	VERB
bracis-33622	261	14	ct	ct	NUM
bracis-33622	261	15	images	image	NOUN
bracis-33622	261	16	:	:	PUNCT
bracis-33622	261	17	results	result	NOUN
bracis-33622	261	18	of	of	ADP
bracis-33622	261	19	10	10	NUM
bracis-33622	261	20	convolutional	convolutional	ADJ
bracis-33622	261	21	neural	neural	ADJ
bracis-33622	261	22	networks	network	NOUN
bracis-33622	261	23	.	.	PUNCT
bracis-33622	262	1	comput	comput	NOUN
bracis-33622	262	2	.	.	PUNCT
bracis-33622	263	1	biol	biol	PROPN
bracis-33622	263	2	.	.	PUNCT
bracis-33622	264	1	med	med	PROPN
bracis-33622	264	2	.	.	PROPN
bracis-33622	265	1	121	121	NUM
bracis-33622	265	2	,	,	PUNCT
bracis-33622	265	3	103795	103795	NUM
bracis-33622	265	4	(	(	PUNCT
bracis-33622	265	5	2020	2020	NUM
bracis-33622	265	6	)	)	PUNCT
bracis-33622	265	7	article	article	NOUN
bracis-33622	265	8	  	  	SPACE
bracis-33622	265	9	math	math	NOUN
bracis-33622	265	10	  	  	SPACE
bracis-33622	265	11	google	google	PROPN
bracis-33622	265	12	scholar	scholar	NOUN
bracis-33622	265	13	  	  	SPACE
bracis-33622	265	14	axiaq	axiaq	NOUN
bracis-33622	265	15	,	,	PUNCT
bracis-33622	265	16	a.	a.	NOUN
bracis-33622	265	17	,	,	PUNCT
bracis-33622	265	18	et	et	PROPN
bracis-33622	265	19	al	al	PROPN
bracis-33622	265	20	.	.	PUNCT
bracis-33622	265	21	:	:	PUNCT
bracis-33622	266	1	the	the	DET
bracis-33622	266	2	role	role	NOUN
bracis-33622	266	3	of	of	ADP
bracis-33622	266	4	computed	compute	VERB
bracis-33622	266	5	tomography	tomography	NOUN
bracis-33622	266	6	scan	scan	NOUN
bracis-33622	266	7	in	in	ADP
bracis-33622	266	8	the	the	DET
bracis-33622	266	9	diagnosis	diagnosis	NOUN
bracis-33622	266	10	of	of	ADP
bracis-33622	266	11	covid-19	covid-19	PROPN
bracis-33622	266	12	pneumonia	pneumonia	NOUN
bracis-33622	266	13	.	.	PUNCT
bracis-33622	267	1	curr	curr	PROPN
bracis-33622	267	2	.	.	PUNCT
bracis-33622	268	1	opin	opin	NOUN
bracis-33622	268	2	.	.	PUNCT
bracis-33622	269	1	pulm	pulm	NOUN
bracis-33622	269	2	.	.	PUNCT
bracis-33622	270	1	med	med	PROPN
bracis-33622	270	2	.	.	PUNCT
bracis-33622	271	1	27(3	27(3	NUM
bracis-33622	271	2	)	)	PUNCT
bracis-33622	271	3	,	,	PUNCT
bracis-33622	271	4	163–168	163–168	NUM
bracis-33622	271	5	(	(	PUNCT
bracis-33622	271	6	2021	2021	NUM
bracis-33622	271	7	)	)	PUNCT
bracis-33622	271	8	article	article	NOUN
bracis-33622	271	9	  	  	SPACE
bracis-33622	271	10	google	google	PROPN
bracis-33622	271	11	scholar	scholar	NOUN
bracis-33622	271	12	  	  	SPACE
bracis-33622	271	13	buslaev	buslaev	PROPN
bracis-33622	271	14	,	,	PUNCT
bracis-33622	271	15	a.	a.	NOUN
bracis-33622	271	16	,	,	PUNCT
bracis-33622	271	17	iglovikov	iglovikov	NOUN
bracis-33622	271	18	:	:	PUNCT
bracis-33622	271	19	albumentations	albumentation	NOUN
bracis-33622	271	20	:	:	PUNCT
bracis-33622	271	21	fast	fast	ADJ
bracis-33622	271	22	and	and	CCONJ
bracis-33622	271	23	flexible	flexible	ADJ
bracis-33622	271	24	image	image	NOUN
bracis-33622	271	25	augmentations	augmentation	NOUN
bracis-33622	271	26	.	.	PUNCT
bracis-33622	272	1	information	information	NOUN
bracis-33622	272	2	11(2	11(2	NUM
bracis-33622	272	3	)	)	PUNCT
bracis-33622	272	4	(	(	PUNCT
bracis-33622	272	5	2020	2020	NUM
bracis-33622	272	6	)	)	PUNCT
bracis-33622	272	7	google	google	NOUN
bracis-33622	272	8	scholar	scholar	NOUN
bracis-33622	272	9	  	  	SPACE
bracis-33622	272	10	castiglione	castiglione	NOUN
bracis-33622	272	11	,	,	PUNCT
bracis-33622	272	12	a.	a.	NOUN
bracis-33622	272	13	,	,	PUNCT
bracis-33622	272	14	et	et	PROPN
bracis-33622	272	15	al	al	PROPN
bracis-33622	272	16	.	.	PUNCT
bracis-33622	272	17	:	:	PUNCT
bracis-33622	273	1	covid-19	covid-19	PROPN
bracis-33622	273	2	:	:	PUNCT
bracis-33622	273	3	automatic	automatic	ADJ
bracis-33622	273	4	detection	detection	NOUN
bracis-33622	273	5	of	of	ADP
bracis-33622	273	6	the	the	DET
bracis-33622	273	7	novel	novel	ADJ
bracis-33622	273	8	coronavirus	coronavirus	NOUN
bracis-33622	273	9	disease	disease	NOUN
bracis-33622	273	10	from	from	ADP
bracis-33622	273	11	ct	ct	NUM
bracis-33622	273	12	images	image	NOUN
bracis-33622	273	13	using	use	VERB
bracis-33622	273	14	an	an	DET
bracis-33622	273	15	optimized	optimize	VERB
bracis-33622	273	16	convolutional	convolutional	ADJ
bracis-33622	273	17	neural	neural	ADJ
bracis-33622	273	18	network	network	NOUN
bracis-33622	273	19	.	.	PUNCT
bracis-33622	274	1	ieee	ieee	PROPN
bracis-33622	274	2	trans	trans	PROPN
bracis-33622	274	3	.	.	PROPN
bracis-33622	275	1	industr	industr	PROPN
bracis-33622	275	2	.	.	PROPN
bracis-33622	275	3	inf	inf	PROPN
bracis-33622	275	4	.	.	PUNCT
bracis-33622	276	1	17(9	17(9	NOUN
bracis-33622	276	2	)	)	PUNCT
bracis-33622	276	3	,	,	PUNCT
bracis-33622	276	4	6480–6488	6480–6488	NUM
bracis-33622	276	5	(	(	PUNCT
bracis-33622	276	6	2021	2021	NUM
bracis-33622	276	7	)	)	PUNCT
bracis-33622	276	8	article	article	NOUN
bracis-33622	276	9	  	  	SPACE
bracis-33622	276	10	math	math	NOUN
bracis-33622	276	11	  	  	SPACE
bracis-33622	276	12	google	google	PROPN
bracis-33622	276	13	scholar	scholar	NOUN
bracis-33622	276	14	  	  	SPACE
bracis-33622	276	15	chhikara	chhikara	NOUN
bracis-33622	276	16	,	,	PUNCT
bracis-33622	276	17	p.	p.	NOUN
bracis-33622	276	18	,	,	PUNCT
bracis-33622	276	19	et	et	PROPN
bracis-33622	276	20	 	 	SPACE
bracis-33622	276	21	al	al	PROPN
bracis-33622	276	22	.	.	PROPN
bracis-33622	276	23	:	:	PUNCT
bracis-33622	277	1	deep	deep	ADJ
bracis-33622	277	2	convolutional	convolutional	ADJ
bracis-33622	277	3	neural	neural	ADJ
bracis-33622	277	4	network	network	NOUN
bracis-33622	277	5	with	with	ADP
bracis-33622	277	6	transfer	transfer	NOUN
bracis-33622	277	7	learning	learning	NOUN
bracis-33622	277	8	for	for	ADP
bracis-33622	277	9	detecting	detect	VERB
bracis-33622	277	10	pneumonia	pneumonia	NOUN
bracis-33622	277	11	on	on	ADP
bracis-33622	277	12	chest	chest	NOUN
bracis-33622	277	13	x	x	NOUN
bracis-33622	277	14	-	-	NOUN
bracis-33622	277	15	rays	ray	NOUN
bracis-33622	277	16	.	.	PUNCT
bracis-33622	278	1	in	in	ADP
bracis-33622	278	2	:	:	PUNCT
bracis-33622	278	3	jain	jain	PROPN
bracis-33622	278	4	,	,	PUNCT
bracis-33622	278	5	l.c	l.c	PROPN
bracis-33622	278	6	.	.	PROPN
bracis-33622	278	7	(	(	PUNCT
bracis-33622	278	8	ed	ed	NOUN
bracis-33622	278	9	.	.	PUNCT
bracis-33622	278	10	)	)	PUNCT
bracis-33622	278	11	advances	advance	NOUN
bracis-33622	278	12	in	in	ADP
bracis-33622	278	13	bioinformatics	bioinformatics	NOUN
bracis-33622	278	14	,	,	PUNCT
bracis-33622	278	15	multimedia	multimedia	NOUN
bracis-33622	278	16	,	,	PUNCT
bracis-33622	278	17	and	and	CCONJ
bracis-33622	278	18	electronics	electronic	NOUN
bracis-33622	278	19	circuits	circuit	NOUN
bracis-33622	278	20	and	and	CCONJ
bracis-33622	278	21	signals	signal	NOUN
bracis-33622	278	22	,	,	PUNCT
bracis-33622	278	23	pp	pp	ADV
bracis-33622	278	24	.	.	PUNCT
bracis-33622	279	1	155–168	155–168	NUM
bracis-33622	279	2	.	.	X
bracis-33622	279	3	springer	springer	NOUN
bracis-33622	279	4	,	,	PUNCT
bracis-33622	279	5	singapore	singapore	PROPN
bracis-33622	279	6	(	(	PUNCT
bracis-33622	279	7	2020	2020	NUM
bracis-33622	279	8	)	)	PUNCT
bracis-33622	279	9	google	google	PROPN
bracis-33622	279	10	scholar	scholar	NOUN
bracis-33622	279	11	  	  	SPACE
bracis-33622	279	12	corman	corman	PROPN
bracis-33622	279	13	,	,	PUNCT
bracis-33622	279	14	v.m	v.m	PROPN
bracis-33622	279	15	.	.	PROPN
bracis-33622	279	16	,	,	PUNCT
bracis-33622	279	17	drosten	drosten	PROPN
bracis-33622	279	18	,	,	PUNCT
bracis-33622	279	19	c.	c.	NOUN
bracis-33622	279	20	:	:	PUNCT
bracis-33622	279	21	authors	author	NOUN
bracis-33622	279	22	’	'	PUNCT
bracis-33622	279	23	response	response	NOUN
bracis-33622	279	24	:	:	PUNCT
bracis-33622	279	25	sars	sar	NOUN
bracis-33622	279	26	-	-	PUNCT
bracis-33622	279	27	cov-2	cov-2	PART
bracis-33622	279	28	detection	detection	NOUN
bracis-33622	279	29	by	by	ADP
bracis-33622	279	30	real	real	ADJ
bracis-33622	279	31	-	-	PUNCT
bracis-33622	279	32	time	time	NOUN
bracis-33622	279	33	rt	rt	NOUN
bracis-33622	279	34	-	-	PUNCT
bracis-33622	279	35	pcr	pcr	NOUN
bracis-33622	279	36	.	.	PUNCT
bracis-33622	280	1	eurosurveillance	eurosurveillance	NOUN
bracis-33622	280	2	25(21	25(21	PROPN
bracis-33622	280	3	)	)	PUNCT
bracis-33622	280	4	(	(	PUNCT
bracis-33622	280	5	2020	2020	NUM
bracis-33622	280	6	)	)	PUNCT
bracis-33622	280	7	google	google	PROPN
bracis-33622	280	8	scholar	scholar	NOUN
bracis-33622	280	9	  	  	SPACE
bracis-33622	280	10	george	george	NOUN
bracis-33622	280	11	,	,	PUNCT
bracis-33622	280	12	p.m.	p.m.	NOUN
bracis-33622	280	13	,	,	PUNCT
bracis-33622	280	14	et	et	PROPN
bracis-33622	280	15	al	al	PROPN
bracis-33622	280	16	.	.	PUNCT
bracis-33622	280	17	:	:	PUNCT
bracis-33622	281	1	respiratory	respiratory	ADJ
bracis-33622	281	2	follow	follow	NOUN
bracis-33622	281	3	-	-	PUNCT
bracis-33622	281	4	up	up	NOUN
bracis-33622	281	5	of	of	ADP
bracis-33622	281	6	patients	patient	NOUN
bracis-33622	281	7	with	with	ADP
bracis-33622	281	8	covid-19	covid-19	PROPN
bracis-33622	281	9	pneumonia	pneumonia	NOUN
bracis-33622	281	10	.	.	PUNCT
bracis-33622	282	1	thorax	thorax	NOUN
bracis-33622	282	2	75(11	75(11	NUM
bracis-33622	282	3	)	)	PUNCT
bracis-33622	282	4	,	,	PUNCT
bracis-33622	282	5	1009–1016	1009–1016	NUM
bracis-33622	282	6	(	(	PUNCT
bracis-33622	282	7	2020	2020	NUM
bracis-33622	282	8	)	)	PUNCT
bracis-33622	282	9	article	article	NOUN
bracis-33622	282	10	  	  	SPACE
bracis-33622	282	11	math	math	NOUN
bracis-33622	282	12	  	  	SPACE
bracis-33622	282	13	google	google	PROPN
bracis-33622	282	14	scholar	scholar	NOUN
bracis-33622	282	15	  	  	SPACE
bracis-33622	282	16	hasanzadeh	hasanzadeh	NOUN
bracis-33622	282	17	,	,	PUNCT
bracis-33622	282	18	n.	n.	NOUN
bracis-33622	282	19	,	,	PUNCT
bracis-33622	282	20	et	et	PROPN
bracis-33622	282	21	 	 	SPACE
bracis-33622	282	22	al	al	PROPN
bracis-33622	282	23	.	.	PROPN
bracis-33622	282	24	:	:	PUNCT
bracis-33622	283	1	segmentation	segmentation	NOUN
bracis-33622	283	2	of	of	ADP
bracis-33622	283	3	covid-19	covid-19	PROPN
bracis-33622	283	4	infections	infection	NOUN
bracis-33622	283	5	on	on	ADP
bracis-33622	283	6	ct	ct	NOUN
bracis-33622	283	7	:	:	PUNCT
bracis-33622	283	8	comparison	comparison	NOUN
bracis-33622	283	9	of	of	ADP
bracis-33622	283	10	four	four	NUM
bracis-33622	283	11	unet	unet	NOUN
bracis-33622	283	12	-	-	PUNCT
bracis-33622	283	13	based	base	VERB
bracis-33622	283	14	networks	network	NOUN
bracis-33622	283	15	.	.	PUNCT
bracis-33622	284	1	in	in	ADP
bracis-33622	284	2	:	:	PUNCT
bracis-33622	284	3	2020	2020	NUM
bracis-33622	284	4	27th	27th	ADJ
bracis-33622	284	5	national	national	ADJ
bracis-33622	284	6	and	and	CCONJ
bracis-33622	284	7	5th	5th	ADJ
bracis-33622	284	8	international	international	ADJ
bracis-33622	284	9	iranian	iranian	ADJ
bracis-33622	284	10	conference	conference	NOUN
bracis-33622	284	11	on	on	ADP
bracis-33622	284	12	biomedical	biomedical	ADJ
bracis-33622	284	13	engineering	engineering	NOUN
bracis-33622	284	14	(	(	PUNCT
bracis-33622	284	15	icbme	icbme	NOUN
bracis-33622	284	16	)	)	PUNCT
bracis-33622	284	17	,	,	PUNCT
bracis-33622	284	18	pp	pp	ADJ
bracis-33622	284	19	.	.	PUNCT
bracis-33622	285	1	222–225	222–225	NUM
bracis-33622	285	2	(	(	PUNCT
bracis-33622	285	3	2020	2020	NUM
bracis-33622	285	4	)	)	PUNCT
bracis-33622	285	5	google	google	PROPN
bracis-33622	285	6	scholar	scholar	NOUN
bracis-33622	285	7	  	  	SPACE
bracis-33622	285	8	jagatheeswari	jagatheeswari	PROPN
bracis-33622	285	9	,	,	PUNCT
bracis-33622	285	10	p.	p.	PROPN
bracis-33622	285	11	,	,	PUNCT
bracis-33622	285	12	et	et	PROPN
bracis-33622	285	13	 	 	SPACE
bracis-33622	285	14	al	al	PROPN
bracis-33622	285	15	.	.	PUNCT
bracis-33622	285	16	:	:	PUNCT
bracis-33622	285	17	contrast	contrast	NOUN
bracis-33622	285	18	stretching	stretch	VERB
bracis-33622	285	19	recursively	recursively	ADV
bracis-33622	285	20	separated	separate	VERB
bracis-33622	285	21	histogram	histogram	NOUN
bracis-33622	285	22	equalization	equalization	NOUN
bracis-33622	285	23	for	for	ADP
bracis-33622	285	24	brightness	brightness	NOUN
bracis-33622	285	25	preservation	preservation	NOUN
bracis-33622	285	26	and	and	CCONJ
bracis-33622	285	27	contrast	contrast	NOUN
bracis-33622	285	28	enhancement	enhancement	NOUN
bracis-33622	285	29	.	.	PUNCT
bracis-33622	286	1	in	in	ADP
bracis-33622	286	2	:	:	PUNCT
bracis-33622	286	3	2009	2009	NUM
bracis-33622	286	4	international	international	ADJ
bracis-33622	286	5	conference	conference	NOUN
bracis-33622	286	6	on	on	ADP
bracis-33622	286	7	advances	advance	NOUN
bracis-33622	286	8	in	in	ADP
bracis-33622	286	9	computing	computing	NOUN
bracis-33622	286	10	,	,	PUNCT
bracis-33622	286	11	control	control	NOUN
bracis-33622	286	12	,	,	PUNCT
bracis-33622	286	13	and	and	CCONJ
bracis-33622	286	14	telecommunication	telecommunication	NOUN
bracis-33622	286	15	technologies	technology	NOUN
bracis-33622	286	16	,	,	PUNCT
bracis-33622	286	17	pp	pp	ADV
bracis-33622	286	18	.	.	PUNCT
bracis-33622	287	1	111–115	111–115	NUM
bracis-33622	287	2	(	(	PUNCT
bracis-33622	287	3	2009	2009	NUM
bracis-33622	287	4	)	)	PUNCT
bracis-33622	287	5	google	google	PROPN
bracis-33622	287	6	scholar	scholar	NOUN
bracis-33622	287	7	  	  	SPACE
bracis-33622	287	8	jun	jun	PROPN
bracis-33622	287	9	,	,	PUNCT
bracis-33622	287	10	m.	m.	NOUN
bracis-33622	287	11	,	,	PUNCT
bracis-33622	287	12	et	et	PROPN
bracis-33622	287	13	 	 	SPACE
bracis-33622	287	14	al	al	PROPN
bracis-33622	287	15	.	.	PROPN
bracis-33622	287	16	:	:	PUNCT
bracis-33622	288	1	covid-19	covid-19	PROPN
bracis-33622	288	2	ct	ct	PROPN
bracis-33622	288	3	lung	lung	PROPN
bracis-33622	288	4	and	and	CCONJ
bracis-33622	288	5	infection	infection	NOUN
bracis-33622	288	6	segmentation	segmentation	NOUN
bracis-33622	288	7	dataset	dataset	VERB
bracis-33622	288	8	.	.	PUNCT
bracis-33622	289	1	zenodo	zenodo	NOUN
bracis-33622	289	2	(	(	PUNCT
bracis-33622	289	3	2020	2020	NUM
bracis-33622	289	4	)	)	PUNCT
bracis-33622	289	5	google	google	PROPN
bracis-33622	289	6	scholar	scholar	NOUN
bracis-33622	289	7	  	  	SPACE
bracis-33622	289	8	leblanc	leblanc	PROPN
bracis-33622	289	9	,	,	PUNCT
bracis-33622	289	10	j.j	j.j	PROPN
bracis-33622	289	11	.	.	PROPN
bracis-33622	289	12	,	,	PUNCT
bracis-33622	289	13	et	et	PROPN
bracis-33622	289	14	al	al	PROPN
bracis-33622	289	15	.	.	PROPN
bracis-33622	289	16	:	:	PUNCT
bracis-33622	289	17	real	real	ADJ
bracis-33622	289	18	-	-	PUNCT
bracis-33622	289	19	time	time	NOUN
bracis-33622	289	20	pcr	pcr	NOUN
bracis-33622	289	21	-	-	PUNCT
bracis-33622	289	22	based	base	VERB
bracis-33622	289	23	sars	sar	NOUN
bracis-33622	289	24	-	-	PUNCT
bracis-33622	289	25	cov-2	cov-2	NOUN
bracis-33622	289	26	detection	detection	NOUN
bracis-33622	289	27	in	in	ADP
bracis-33622	289	28	canadian	canadian	ADJ
bracis-33622	289	29	laboratories	laboratory	NOUN
bracis-33622	289	30	.	.	PUNCT
bracis-33622	290	1	j.	j.	PROPN
bracis-33622	290	2	clin	clin	PROPN
bracis-33622	290	3	.	.	PUNCT
bracis-33622	291	1	virol	virol	PROPN
bracis-33622	291	2	.	.	PUNCT
bracis-33622	292	1	128	128	NUM
bracis-33622	292	2	,	,	PUNCT
bracis-33622	292	3	104433	104433	NUM
bracis-33622	292	4	(	(	PUNCT
bracis-33622	292	5	2020	2020	NUM
bracis-33622	292	6	)	)	PUNCT
bracis-33622	292	7	article	article	NOUN
bracis-33622	292	8	  	  	SPACE
bracis-33622	292	9	math	math	NOUN
bracis-33622	292	10	  	  	SPACE
bracis-33622	292	11	google	google	PROPN
bracis-33622	292	12	scholar	scholar	NOUN
bracis-33622	292	13	  	  	SPACE
bracis-33622	292	14	ma	ma	PROPN
bracis-33622	292	15	,	,	PUNCT
bracis-33622	292	16	j.	j.	PROPN
bracis-33622	292	17	,	,	PUNCT
bracis-33622	292	18	et	et	PROPN
bracis-33622	292	19	al	al	PROPN
bracis-33622	292	20	.	.	PUNCT
bracis-33622	292	21	:	:	PUNCT
bracis-33622	293	1	toward	toward	ADP
bracis-33622	293	2	data	data	NOUN
bracis-33622	293	3	-	-	PUNCT
bracis-33622	293	4	efficient	efficient	ADJ
bracis-33622	293	5	learning	learning	NOUN
bracis-33622	293	6	:	:	PUNCT
bracis-33622	293	7	a	a	DET
bracis-33622	293	8	benchmark	benchmark	NOUN
bracis-33622	293	9	for	for	ADP
bracis-33622	293	10	covid-19	covid-19	PROPN
bracis-33622	293	11	ct	ct	PROPN
bracis-33622	293	12	lung	lung	PROPN
bracis-33622	293	13	and	and	CCONJ
bracis-33622	293	14	infection	infection	NOUN
bracis-33622	293	15	segmentation	segmentation	NOUN
bracis-33622	293	16	.	.	PUNCT
bracis-33622	294	1	med	med	PROPN
bracis-33622	294	2	.	.	PUNCT
bracis-33622	295	1	phys	phy	NOUN
bracis-33622	295	2	.	.	PUNCT
bracis-33622	296	1	48(3	48(3	NUM
bracis-33622	296	2	)	)	PUNCT
bracis-33622	296	3	,	,	PUNCT
bracis-33622	296	4	1197–1210	1197–1210	NUM
bracis-33622	296	5	(	(	PUNCT
bracis-33622	296	6	2021	2021	NUM
bracis-33622	296	7	)	)	PUNCT
bracis-33622	296	8	article	article	NOUN
bracis-33622	296	9	  	  	SPACE
bracis-33622	296	10	math	math	NOUN
bracis-33622	296	11	  	  	SPACE
bracis-33622	296	12	google	google	PROPN
bracis-33622	296	13	scholar	scholar	NOUN
bracis-33622	296	14	  	  	SPACE
bracis-33622	296	15	marcomini	marcomini	NOUN
bracis-33622	296	16	,	,	PUNCT
bracis-33622	296	17	k.d	k.d	PROPN
bracis-33622	296	18	.	.	PROPN
bracis-33622	296	19	,	,	PUNCT
bracis-33622	296	20	et	et	PROPN
bracis-33622	296	21	 	 	SPACE
bracis-33622	296	22	al	al	PROPN
bracis-33622	296	23	.	.	PROPN
bracis-33622	296	24	:	:	PUNCT
bracis-33622	297	1	evaluation	evaluation	NOUN
bracis-33622	297	2	of	of	ADP
bracis-33622	297	3	a	a	DET
bracis-33622	297	4	computer	computer	NOUN
bracis-33622	297	5	-	-	PUNCT
bracis-33622	297	6	aided	aid	VERB
bracis-33622	297	7	diagnosis	diagnosis	NOUN
bracis-33622	297	8	system	system	NOUN
bracis-33622	297	9	in	in	ADP
bracis-33622	297	10	the	the	DET
bracis-33622	297	11	classification	classification	NOUN
bracis-33622	297	12	of	of	ADP
bracis-33622	297	13	lesions	lesion	NOUN
bracis-33622	297	14	in	in	ADP
bracis-33622	297	15	breast	breast	NOUN
bracis-33622	297	16	strain	strain	NOUN
bracis-33622	297	17	elastography	elastography	NOUN
bracis-33622	297	18	imaging	imaging	NOUN
bracis-33622	297	19	.	.	PUNCT
bracis-33622	298	1	bioengineering	bioengineering	NOUN
bracis-33622	298	2	(	(	PUNCT
bracis-33622	298	3	basel	basel	PROPN
bracis-33622	298	4	)	)	PUNCT
bracis-33622	298	5	5(3	5(3	NUM
bracis-33622	298	6	)	)	PUNCT
bracis-33622	298	7	(	(	PUNCT
bracis-33622	298	8	2018	2018	NUM
bracis-33622	298	9	)	)	PUNCT
bracis-33622	298	10	google	google	PROPN
bracis-33622	298	11	scholar	scholar	NOUN
bracis-33622	298	12	  	  	SPACE
bracis-33622	298	13	marques	marque	NOUN
bracis-33622	298	14	,	,	PUNCT
bracis-33622	298	15	j.v	j.v	PROPN
bracis-33622	298	16	.	.	PROPN
bracis-33622	298	17	,	,	PUNCT
bracis-33622	298	18	et	et	PROPN
bracis-33622	298	19	 	 	SPACE
bracis-33622	298	20	al	al	PROPN
bracis-33622	298	21	.	.	PUNCT
bracis-33622	298	22	:	:	PUNCT
bracis-33622	299	1	detection	detection	NOUN
bracis-33622	299	2	of	of	ADP
bracis-33622	299	3	covid-19	covid-19	PROPN
bracis-33622	299	4	in	in	ADP
bracis-33622	299	5	computed	computed	ADJ
bracis-33622	299	6	tomography	tomography	NOUN
bracis-33622	299	7	images	image	NOUN
bracis-33622	299	8	using	use	VERB
bracis-33622	299	9	deep	deep	ADJ
bracis-33622	299	10	learning	learning	NOUN
bracis-33622	299	11	:	:	PUNCT
bracis-33622	299	12	a	a	DET
bracis-33622	299	13	literature	literature	PROPN
bracis-33622	299	14	review	review	NOUN
bracis-33622	299	15	.	.	PUNCT
bracis-33622	300	1	revista	revista	PROPN
bracis-33622	300	2	de	de	X
bracis-33622	300	3	sistemas	sistemas	PROPN
bracis-33622	300	4	e	e	NOUN
bracis-33622	300	5	computação	computação	ADJ
bracis-33622	300	6	-	-	ADJ
bracis-33622	300	7	rsc	rsc	PROPN
bracis-33622	300	8	12(1	12(1	NUM
bracis-33622	300	9	)	)	PUNCT
bracis-33622	300	10	(	(	PUNCT
bracis-33622	300	11	2022	2022	NUM
bracis-33622	300	12	)	)	PUNCT
bracis-33622	300	13	google	google	PROPN
bracis-33622	300	14	scholar	scholar	NOUN
bracis-33622	300	15	  	  	SPACE
bracis-33622	300	16	martínez	martínez	PROPN
bracis-33622	300	17	chamorro	chamorro	PROPN
bracis-33622	300	18	,	,	PUNCT
bracis-33622	300	19	e.	e.	PROPN
bracis-33622	300	20	,	,	PUNCT
bracis-33622	300	21	et	et	PROPN
bracis-33622	300	22	al	al	PROPN
bracis-33622	300	23	.	.	PROPN
bracis-33622	300	24	:	:	PUNCT
bracis-33622	300	25	radiologic	radiologic	ADJ
bracis-33622	300	26	diagnosis	diagnosis	NOUN
bracis-33622	300	27	of	of	ADP
bracis-33622	300	28	patients	patient	NOUN
bracis-33622	300	29	with	with	ADP
bracis-33622	300	30	covid-19	covid-19	PROPN
bracis-33622	300	31	.	.	PROPN
bracis-33622	300	32	radiologia	radiologia	PROPN
bracis-33622	300	33	63(1	63(1	NUM
bracis-33622	300	34	)	)	PUNCT
bracis-33622	300	35	,	,	PUNCT
bracis-33622	300	36	56–73	56–73	NUM
bracis-33622	300	37	(	(	PUNCT
bracis-33622	300	38	2021	2021	NUM
bracis-33622	300	39	)	)	PUNCT
bracis-33622	300	40	article	article	NOUN
bracis-33622	300	41	  	  	SPACE
bracis-33622	300	42	math	math	NOUN
bracis-33622	300	43	  	  	SPACE
bracis-33622	300	44	google	google	PROPN
bracis-33622	300	45	scholar	scholar	NOUN
bracis-33622	300	46	  	  	SPACE
bracis-33622	300	47	morozov	morozov	NOUN
bracis-33622	300	48	,	,	PUNCT
bracis-33622	300	49	s.	s.	PROPN
bracis-33622	300	50	,	,	PUNCT
bracis-33622	300	51	et	et	PROPN
bracis-33622	300	52	 	 	SPACE
bracis-33622	300	53	al	al	PROPN
bracis-33622	300	54	.	.	PROPN
bracis-33622	300	55	:	:	PUNCT
bracis-33622	301	1	mosmeddata	mosmeddata	NOUN
bracis-33622	301	2	:	:	PUNCT
bracis-33622	301	3	chest	chest	NOUN
bracis-33622	301	4	ct	ct	NUM
bracis-33622	301	5	scans	scan	NOUN
bracis-33622	301	6	with	with	ADP
bracis-33622	301	7	covid-19	covid-19	PROPN
bracis-33622	301	8	related	relate	VERB
bracis-33622	301	9	findings	finding	NOUN
bracis-33622	301	10	dataset	dataset	VERB
bracis-33622	301	11	.	.	PUNCT
bracis-33622	302	1	medrxiv	medrxiv	X
bracis-33622	302	2	(	(	PUNCT
bracis-33622	302	3	2020	2020	NUM
bracis-33622	302	4	)	)	PUNCT
bracis-33622	302	5	google	google	NOUN
bracis-33622	302	6	scholar	scholar	NOUN
bracis-33622	302	7	  	  	SPACE
bracis-33622	302	8	otsu	otsu	NOUN
bracis-33622	302	9	,	,	PUNCT
bracis-33622	302	10	n.	n.	NOUN
bracis-33622	302	11	,	,	PUNCT
bracis-33622	302	12	et	et	PROPN
bracis-33622	302	13	al	al	PROPN
bracis-33622	302	14	.	.	PUNCT
bracis-33622	302	15	:	:	PUNCT
bracis-33622	303	1	a	a	DET
bracis-33622	303	2	threshold	threshold	NOUN
bracis-33622	303	3	selection	selection	NOUN
bracis-33622	303	4	method	method	NOUN
bracis-33622	303	5	from	from	ADP
bracis-33622	303	6	gray	gray	ADJ
bracis-33622	303	7	-	-	PUNCT
bracis-33622	303	8	level	level	NOUN
bracis-33622	303	9	histograms	histogram	NOUN
bracis-33622	303	10	.	.	PUNCT
bracis-33622	304	1	ieee	ieee	PROPN
bracis-33622	304	2	trans	trans	PROPN
bracis-33622	304	3	.	.	PUNCT
bracis-33622	305	1	syst	syst	PROPN
bracis-33622	305	2	.	.	PUNCT
bracis-33622	306	1	man	man	PROPN
bracis-33622	306	2	cybern	cybern	PROPN
bracis-33622	306	3	.	.	PUNCT
bracis-33622	307	1	9(1	9(1	NUM
bracis-33622	307	2	)	)	PUNCT
bracis-33622	307	3	,	,	PUNCT
bracis-33622	307	4	62–66	62–66	NUM
bracis-33622	307	5	(	(	PUNCT
bracis-33622	307	6	1979	1979	NUM
bracis-33622	307	7	)	)	PUNCT
bracis-33622	307	8	article	article	NOUN
bracis-33622	307	9	  	  	SPACE
bracis-33622	307	10	math	math	NOUN
bracis-33622	307	11	  	  	SPACE
bracis-33622	307	12	google	google	PROPN
bracis-33622	307	13	scholar	scholar	NOUN
bracis-33622	307	14	  	  	SPACE
bracis-33622	307	15	ronneberger	ronneberger	NOUN
bracis-33622	307	16	,	,	PUNCT
bracis-33622	307	17	o.	o.	PROPN
bracis-33622	307	18	,	,	PUNCT
bracis-33622	307	19	et	et	PROPN
bracis-33622	307	20	 	 	SPACE
bracis-33622	307	21	al	al	PROPN
bracis-33622	307	22	.	.	PROPN
bracis-33622	307	23	:	:	PUNCT
bracis-33622	308	1	u	u	NOUN
bracis-33622	308	2	-	-	NOUN
bracis-33622	308	3	net	net	ADJ
bracis-33622	308	4	:	:	PUNCT
bracis-33622	308	5	convolutional	convolutional	ADJ
bracis-33622	308	6	networks	network	NOUN
bracis-33622	308	7	for	for	ADP
bracis-33622	308	8	biomedical	biomedical	ADJ
bracis-33622	308	9	image	image	NOUN
bracis-33622	308	10	segmentation	segmentation	NOUN
bracis-33622	308	11	.	.	PUNCT
bracis-33622	309	1	in	in	ADP
bracis-33622	309	2	:	:	PUNCT
bracis-33622	309	3	navab	navab	PROPN
bracis-33622	309	4	,	,	PUNCT
bracis-33622	309	5	n.	n.	PROPN
bracis-33622	309	6	(	(	PUNCT
bracis-33622	309	7	ed	ed	NOUN
bracis-33622	309	8	.	.	PUNCT
bracis-33622	309	9	)	)	PUNCT
bracis-33622	309	10	medical	medical	ADJ
bracis-33622	309	11	image	image	NOUN
bracis-33622	309	12	computing	computing	NOUN
bracis-33622	309	13	and	and	CCONJ
bracis-33622	309	14	computer	computer	NOUN
bracis-33622	309	15	-	-	PUNCT
bracis-33622	309	16	assisted	assist	VERB
bracis-33622	309	17	intervention	intervention	NOUN
bracis-33622	309	18	—	—	PUNCT
bracis-33622	309	19	miccai	miccai	NOUN
bracis-33622	309	20	2015	2015	NUM
bracis-33622	309	21	,	,	PUNCT
bracis-33622	309	22	pp	pp	ADV
bracis-33622	309	23	.	.	PUNCT
bracis-33622	310	1	234–241	234–241	NUM
bracis-33622	310	2	.	.	PUNCT
bracis-33622	311	1	springer	springer	NOUN
bracis-33622	311	2	(	(	PUNCT
bracis-33622	311	3	2015	2015	NUM
bracis-33622	311	4	)	)	PUNCT
bracis-33622	311	5	google	google	PROPN
bracis-33622	311	6	scholar	scholar	NOUN
bracis-33622	311	7	  	  	SPACE
bracis-33622	311	8	samir	samir	NOUN
bracis-33622	311	9	,	,	PUNCT
bracis-33622	311	10	a.	a.	PROPN
bracis-33622	311	11	,	,	PUNCT
bracis-33622	311	12	et	et	PROPN
bracis-33622	311	13	al	al	PROPN
bracis-33622	311	14	.	.	PUNCT
bracis-33622	311	15	:	:	PUNCT
bracis-33622	312	1	covid-19	covid-19	PROPN
bracis-33622	312	2	versus	versus	ADP
bracis-33622	312	3	h1n1	h1n1	NOUN
bracis-33622	312	4	:	:	PUNCT
bracis-33622	312	5	challenges	challenge	NOUN
bracis-33622	312	6	in	in	ADP
bracis-33622	312	7	radiological	radiological	ADJ
bracis-33622	312	8	diagnosis	diagnosis	NOUN
bracis-33622	312	9	–	–	PUNCT
bracis-33622	312	10	comparative	comparative	ADJ
bracis-33622	312	11	study	study	NOUN
bracis-33622	312	12	on	on	ADP
bracis-33622	312	13	130	130	NUM
bracis-33622	312	14	patients	patient	NOUN
bracis-33622	312	15	using	use	VERB
bracis-33622	312	16	chest	chest	NOUN
bracis-33622	312	17	hrct	hrct	PROPN
bracis-33622	312	18	.	.	PUNCT
bracis-33622	313	1	egypt	egypt	PROPN
bracis-33622	313	2	.	.	PUNCT
bracis-33622	314	1	j.	j.	PROPN
bracis-33622	314	2	radiol	radiol	PROPN
bracis-33622	314	3	.	.	PUNCT
bracis-33622	315	1	nucl	nucl	PROPN
bracis-33622	315	2	.	.	PUNCT
bracis-33622	316	1	med	med	PROPN
bracis-33622	316	2	.	.	PUNCT
bracis-33622	317	1	52(1	52(1	NOUN
bracis-33622	317	2	)	)	PUNCT
bracis-33622	318	1	,	,	PUNCT
bracis-33622	318	2	77	77	NUM
bracis-33622	318	3	(	(	PUNCT
bracis-33622	318	4	2021	2021	NUM
bracis-33622	318	5	)	)	PUNCT
bracis-33622	318	6	article	article	NOUN
bracis-33622	318	7	  	  	SPACE
bracis-33622	318	8	math	math	NOUN
bracis-33622	318	9	  	  	SPACE
bracis-33622	318	10	google	google	PROPN
bracis-33622	318	11	scholar	scholar	NOUN
bracis-33622	318	12	  	  	SPACE
bracis-33622	318	13	sang	sing	VERB
bracis-33622	318	14	,	,	PUNCT
bracis-33622	318	15	y.	y.	PROPN
bracis-33622	318	16	,	,	PUNCT
bracis-33622	318	17	et	et	PROPN
bracis-33622	318	18	 	 	SPACE
bracis-33622	318	19	al	al	PROPN
bracis-33622	318	20	.	.	PROPN
bracis-33622	318	21	:	:	PUNCT
bracis-33622	319	1	super	super	ADJ
bracis-33622	319	2	-	-	NOUN
bracis-33622	319	3	resolution	resolution	ADJ
bracis-33622	319	4	and	and	CCONJ
bracis-33622	319	5	infection	infection	NOUN
bracis-33622	319	6	edge	edge	NOUN
bracis-33622	319	7	detection	detection	NOUN
bracis-33622	319	8	co	co	VERB
bracis-33622	319	9	-	-	VERB
bracis-33622	319	10	guided	guide	VERB
bracis-33622	319	11	learning	learning	NOUN
bracis-33622	319	12	for	for	ADP
bracis-33622	319	13	covid-19	covid-19	PROPN
bracis-33622	319	14	ct	ct	PROPN
bracis-33622	319	15	segmentation	segmentation	NOUN
bracis-33622	319	16	.	.	PUNCT
bracis-33622	320	1	in	in	ADP
bracis-33622	320	2	:	:	PUNCT
bracis-33622	320	3	icassp	icassp	NOUN
bracis-33622	320	4	2021	2021	NUM
bracis-33622	320	5	2021	2021	NUM
bracis-33622	320	6	ieee	ieee	PROPN
bracis-33622	320	7	international	international	ADJ
bracis-33622	320	8	conference	conference	NOUN
bracis-33622	320	9	on	on	ADP
bracis-33622	320	10	acoustics	acoustic	NOUN
bracis-33622	320	11	,	,	PUNCT
bracis-33622	320	12	speech	speech	NOUN
bracis-33622	320	13	and	and	CCONJ
bracis-33622	320	14	signal	signal	NOUN
bracis-33622	320	15	processing	processing	NOUN
bracis-33622	320	16	(	(	PUNCT
bracis-33622	320	17	icassp	icassp	PROPN
bracis-33622	320	18	)	)	PUNCT
bracis-33622	320	19	,	,	PUNCT
bracis-33622	320	20	pp	pp	ADP
bracis-33622	320	21	.	.	PUNCT
bracis-33622	320	22	1665–1669	1665–1669	NUM
bracis-33622	320	23	(	(	PUNCT
bracis-33622	320	24	2021	2021	NUM
bracis-33622	320	25	)	)	PUNCT
bracis-33622	320	26	google	google	NOUN
bracis-33622	320	27	scholar	scholar	NOUN
bracis-33622	320	28	  	  	SPACE
bracis-33622	320	29	siddiqi	siddiqi	NOUN
bracis-33622	320	30	,	,	PUNCT
bracis-33622	320	31	h.k	h.k	PROPN
bracis-33622	320	32	.	.	PROPN
bracis-33622	320	33	,	,	PUNCT
bracis-33622	320	34	mehra	mehra	PROPN
bracis-33622	320	35	,	,	PUNCT
bracis-33622	320	36	m.r	m.r	PROPN
bracis-33622	320	37	.	.	PROPN
bracis-33622	320	38	:	:	PUNCT
bracis-33622	321	1	covid-19	covid-19	PROPN
bracis-33622	321	2	illness	illness	NOUN
bracis-33622	321	3	in	in	ADP
bracis-33622	321	4	native	native	ADJ
bracis-33622	321	5	and	and	CCONJ
bracis-33622	321	6	immunosuppressed	immunosuppressed	ADJ
bracis-33622	321	7	states	state	NOUN
bracis-33622	321	8	:	:	PUNCT
bracis-33622	321	9	a	a	DET
bracis-33622	321	10	clinical	clinical	ADJ
bracis-33622	321	11	-	-	PUNCT
bracis-33622	321	12	therapeutic	therapeutic	ADJ
bracis-33622	321	13	staging	staging	NOUN
bracis-33622	321	14	proposal	proposal	NOUN
bracis-33622	321	15	.	.	PUNCT
bracis-33622	322	1	j.	j.	PROPN
bracis-33622	322	2	heart	heart	PROPN
bracis-33622	322	3	lung	lung	PROPN
bracis-33622	322	4	transplant	transplant	NOUN
bracis-33622	322	5	.	.	PUNCT
bracis-33622	323	1	39(5	39(5	X
bracis-33622	323	2	)	)	PUNCT
bracis-33622	323	3	,	,	PUNCT
bracis-33622	323	4	405–407	405–407	NUM
bracis-33622	323	5	(	(	PUNCT
bracis-33622	323	6	2020	2020	NUM
bracis-33622	323	7	)	)	PUNCT
bracis-33622	323	8	article	article	NOUN
bracis-33622	323	9	  	  	SPACE
bracis-33622	323	10	google	google	PROPN
bracis-33622	323	11	scholar	scholar	NOUN
bracis-33622	323	12	  	  	SPACE
bracis-33622	323	13	stephanie	stephanie	PROPN
bracis-33622	323	14	,	,	PUNCT
bracis-33622	323	15	s.	s.	PROPN
bracis-33622	323	16	,	,	PUNCT
bracis-33622	323	17	et	et	PROPN
bracis-33622	323	18	 	 	SPACE
bracis-33622	323	19	al	al	PROPN
bracis-33622	323	20	.	.	PUNCT
bracis-33622	323	21	:	:	PUNCT
bracis-33622	323	22	determinants	determinant	NOUN
bracis-33622	323	23	of	of	ADP
bracis-33622	323	24	chest	chest	NOUN
bracis-33622	323	25	radiography	radiography	NOUN
bracis-33622	323	26	sensitivity	sensitivity	NOUN
bracis-33622	323	27	for	for	ADP
bracis-33622	323	28	covid-19	covid-19	PROPN
bracis-33622	323	29	:	:	PUNCT
bracis-33622	323	30	a	a	DET
bracis-33622	323	31	multi	multi	ADJ
bracis-33622	323	32	-	-	ADJ
bracis-33622	323	33	institutional	institutional	ADJ
bracis-33622	323	34	study	study	NOUN
bracis-33622	323	35	in	in	ADP
bracis-33622	323	36	the	the	DET
bracis-33622	323	37	united	united	PROPN
bracis-33622	323	38	states	states	PROPN
bracis-33622	323	39	.	.	PUNCT
bracis-33622	324	1	radiol	radiol	PROPN
bracis-33622	324	2	.	.	PUNCT
bracis-33622	325	1	:	:	PUNCT
bracis-33622	325	2	cardiothoracic	cardiothoracic	NOUN
bracis-33622	325	3	imaging	imaging	NOUN
bracis-33622	325	4	2(5	2(5	NUM
bracis-33622	325	5	)	)	PUNCT
bracis-33622	325	6	,	,	PUNCT
bracis-33622	325	7	e200337	e200337	NOUN
bracis-33622	325	8	(	(	PUNCT
bracis-33622	325	9	2020	2020	NUM
bracis-33622	325	10	)	)	PUNCT
bracis-33622	325	11	google	google	PROPN
bracis-33622	325	12	scholar	scholar	NOUN
bracis-33622	325	13	  	  	SPACE
bracis-33622	325	14	wang	wang	PROPN
bracis-33622	325	15	,	,	PUNCT
bracis-33622	325	16	w.	w.	PROPN
bracis-33622	325	17	,	,	PUNCT
bracis-33622	325	18	et	et	PROPN
bracis-33622	325	19	al	al	PROPN
bracis-33622	325	20	.	.	PUNCT
bracis-33622	325	21	:	:	PUNCT
bracis-33622	326	1	detection	detection	NOUN
bracis-33622	326	2	of	of	ADP
bracis-33622	326	3	sars	sar	NOUN
bracis-33622	326	4	-	-	PUNCT
bracis-33622	326	5	cov-2	cov-2	NOUN
bracis-33622	326	6	in	in	ADP
bracis-33622	326	7	different	different	ADJ
bracis-33622	326	8	types	type	NOUN
bracis-33622	326	9	of	of	ADP
bracis-33622	326	10	clinical	clinical	ADJ
bracis-33622	326	11	specimens	specimen	NOUN
bracis-33622	326	12	.	.	PROPN
bracis-33622	326	13	jama	jama	PROPN
bracis-33622	326	14	323(18	323(18	NUM
bracis-33622	326	15	)	)	PUNCT
bracis-33622	326	16	,	,	PUNCT
bracis-33622	326	17	1843–1844	1843–1844	NUM
bracis-33622	326	18	(	(	PUNCT
bracis-33622	326	19	2020	2020	NUM
bracis-33622	326	20	)	)	PUNCT
bracis-33622	326	21	math	math	NOUN
bracis-33622	326	22	  	  	SPACE
bracis-33622	326	23	google	google	PROPN
bracis-33622	326	24	scholar	scholar	NOUN
bracis-33622	326	25	  	  	SPACE
bracis-33622	326	26	watson	watson	PROPN
bracis-33622	326	27	,	,	PUNCT
bracis-33622	326	28	o.j	o.j	PROPN
bracis-33622	326	29	.	.	PROPN
bracis-33622	326	30	,	,	PUNCT
bracis-33622	326	31	et	et	PROPN
bracis-33622	326	32	 	 	SPACE
bracis-33622	326	33	al	al	PROPN
bracis-33622	326	34	.	.	PROPN
bracis-33622	326	35	:	:	PUNCT
bracis-33622	327	1	global	global	ADJ
bracis-33622	327	2	impact	impact	NOUN
bracis-33622	327	3	of	of	ADP
bracis-33622	327	4	the	the	DET
bracis-33622	327	5	first	first	ADJ
bracis-33622	327	6	year	year	NOUN
bracis-33622	327	7	of	of	ADP
bracis-33622	327	8	covid-19	covid-19	PROPN
bracis-33622	327	9	vaccination	vaccination	NOUN
bracis-33622	327	10	:	:	PUNCT
bracis-33622	327	11	a	a	DET
bracis-33622	327	12	mathematical	mathematical	ADJ
bracis-33622	327	13	modelling	modelling	NOUN
bracis-33622	327	14	study	study	NOUN
bracis-33622	327	15	.	.	PUNCT
bracis-33622	328	1	the	the	DET
bracis-33622	328	2	lancet	lancet	ADJ
bracis-33622	328	3	infectious	infectious	ADJ
bracis-33622	328	4	diseases	disease	NOUN
bracis-33622	328	5	(	(	PUNCT
bracis-33622	328	6	2022	2022	NUM
bracis-33622	328	7	)	)	PUNCT
bracis-33622	328	8	google	google	NOUN
bracis-33622	328	9	scholar	scholar	NOUN
bracis-33622	328	10	  	  	SPACE
bracis-33622	328	11	who	who	PRON
bracis-33622	328	12	.	.	PUNCT
bracis-33622	329	1	covid-19	covid-19	PROPN
bracis-33622	329	2	epidemiological	epidemiological	ADJ
bracis-33622	329	3	update	update	NOUN
bracis-33622	329	4	–	–	PUNCT
bracis-33622	329	5	12	12	NUM
bracis-33622	329	6	april	april	PROPN
bracis-33622	329	7	2024	2024	NUM
bracis-33622	329	8	.	.	PUNCT
bracis-33622	330	1	https://www.who.int/publications/m/item/covid-19-epidemiological-update-edition-166	https://www.who.int/publications/m/item/covid-19-epidemiological-update-edition-166	PROPN
bracis-33622	330	2	.	.	PUNCT
bracis-33622	330	3	accessed	access	VERB
bracis-33622	330	4	15	15	NUM
bracis-33622	330	5	jan	jan	PROPN
bracis-33622	330	6	2024	2024	NUM
bracis-33622	330	7	xie	xie	PROPN
bracis-33622	330	8	,	,	PUNCT
bracis-33622	330	9	f.	f.	PROPN
bracis-33622	330	10	,	,	PUNCT
bracis-33622	330	11	et	et	PROPN
bracis-33622	330	12	 	 	SPACE
bracis-33622	330	13	al	al	PROPN
bracis-33622	330	14	.	.	PROPN
bracis-33622	330	15	:	:	PUNCT
bracis-33622	331	1	duda	duda	NOUN
bracis-33622	331	2	-	-	NOUN
bracis-33622	331	3	net	net	NOUN
bracis-33622	331	4	:	:	PUNCT
bracis-33622	331	5	a	a	DET
bracis-33622	331	6	double	double	ADJ
bracis-33622	331	7	u	u	NOUN
bracis-33622	331	8	-	-	VERB
bracis-33622	331	9	shaped	shape	VERB
bracis-33622	331	10	dilated	dilated	ADJ
bracis-33622	331	11	attention	attention	NOUN
bracis-33622	331	12	network	network	NOUN
bracis-33622	331	13	for	for	ADP
bracis-33622	331	14	automatic	automatic	ADJ
bracis-33622	331	15	infection	infection	NOUN
bracis-33622	331	16	area	area	NOUN
bracis-33622	331	17	segmentation	segmentation	NOUN
bracis-33622	331	18	in	in	ADP
bracis-33622	331	19	covid-19	covid-19	PROPN
bracis-33622	331	20	lung	lung	NOUN
bracis-33622	331	21	ct	ct	NUM
bracis-33622	331	22	images	image	NOUN
bracis-33622	331	23	.	.	PUNCT
bracis-33622	332	1	int	int	NOUN
bracis-33622	332	2	.	.	PUNCT
bracis-33622	333	1	j.	j.	PROPN
bracis-33622	333	2	comput	comput	PROPN
bracis-33622	333	3	.	.	PUNCT
bracis-33622	334	1	assist	assist	VERB
bracis-33622	334	2	.	.	PUNCT
bracis-33622	335	1	radiol	radiol	NOUN
bracis-33622	335	2	.	.	PUNCT
bracis-33622	336	1	surg	surg	NOUN
bracis-33622	336	2	.	.	PUNCT
bracis-33622	337	1	16(3	16(3	X
bracis-33622	337	2	)	)	PUNCT
bracis-33622	337	3	(	(	PUNCT
bracis-33622	337	4	2021	2021	NUM
bracis-33622	337	5	)	)	PUNCT
bracis-33622	337	6	google	google	PROPN
bracis-33622	337	7	scholar	scholar	NOUN
bracis-33622	337	8	  	  	SPACE
bracis-33622	337	9	zhang	zhang	PROPN
bracis-33622	337	10	,	,	PUNCT
bracis-33622	337	11	q.	q.	PROPN
bracis-33622	337	12	,	,	PUNCT
bracis-33622	337	13	et	et	PROPN
bracis-33622	337	14	al	al	PROPN
bracis-33622	337	15	.	.	PUNCT
bracis-33622	337	16	:	:	PUNCT
bracis-33622	338	1	segmentation	segmentation	NOUN
bracis-33622	338	2	of	of	ADP
bracis-33622	338	3	infected	infected	ADJ
bracis-33622	338	4	region	region	NOUN
bracis-33622	338	5	in	in	ADP
bracis-33622	338	6	ct	ct	NUM
bracis-33622	338	7	images	image	NOUN
bracis-33622	338	8	of	of	ADP
bracis-33622	338	9	covid-19	covid-19	PROPN
bracis-33622	338	10	patients	patient	NOUN
bracis-33622	338	11	based	base	VERB
bracis-33622	338	12	on	on	ADP
bracis-33622	338	13	qc	qc	PROPN
bracis-33622	338	14	-	-	PUNCT
bracis-33622	338	15	hc	hc	PRON
bracis-33622	338	16	u	u	NOUN
bracis-33622	338	17	-	-	NOUN
bracis-33622	338	18	net	net	NOUN
bracis-33622	338	19	.	.	PUNCT
bracis-33622	339	1	sci	sci	PROPN
bracis-33622	339	2	.	.	PROPN
bracis-33622	339	3	rep	rep	PROPN
bracis-33622	339	4	.	.	PROPN
bracis-33622	339	5	11(1	11(1	NUM
bracis-33622	339	6	)	)	PUNCT
bracis-33622	339	7	,	,	PUNCT
bracis-33622	339	8	22854	22854	NUM
bracis-33622	339	9	(	(	PUNCT
bracis-33622	339	10	2021	2021	NUM
bracis-33622	339	11	)	)	PUNCT
bracis-33622	339	12	article	article	NOUN
bracis-33622	339	13	  	  	SPACE
bracis-33622	339	14	google	google	PROPN
bracis-33622	339	15	scholar	scholar	NOUN
bracis-33622	339	16	  	  	SPACE
bracis-33622	339	17	zhao	zhao	PROPN
bracis-33622	339	18	,	,	PUNCT
bracis-33622	339	19	q.	q.	PROPN
bracis-33622	339	20	,	,	PUNCT
bracis-33622	339	21	et	et	PROPN
bracis-33622	339	22	 	 	SPACE
bracis-33622	339	23	al	al	PROPN
bracis-33622	339	24	.	.	PROPN
bracis-33622	339	25	:	:	PUNCT
bracis-33622	339	26	lcov	lcov	NOUN
bracis-33622	339	27	-	-	PUNCT
bracis-33622	339	28	net	net	NOUN
bracis-33622	339	29	:	:	PUNCT
bracis-33622	339	30	a	a	DET
bracis-33622	339	31	lightweight	lightweight	ADJ
bracis-33622	339	32	neural	neural	ADJ
bracis-33622	339	33	network	network	NOUN
bracis-33622	339	34	for	for	ADP
bracis-33622	339	35	covid-19	covid-19	PROPN
bracis-33622	339	36	pneumonia	pneumonia	NOUN
bracis-33622	339	37	lesion	lesion	NOUN
bracis-33622	339	38	segmentation	segmentation	NOUN
bracis-33622	339	39	from	from	ADP
bracis-33622	339	40	3d	3d	PROPN
bracis-33622	339	41	ct	ct	NUM
bracis-33622	339	42	images	image	NOUN
bracis-33622	339	43	.	.	PUNCT
bracis-33622	340	1	in	in	ADP
bracis-33622	340	2	:	:	PUNCT
bracis-33622	340	3	2021	2021	NUM
bracis-33622	340	4	ieee	ieee	PROPN
bracis-33622	340	5	18th	18th	ADJ
bracis-33622	340	6	international	international	ADJ
bracis-33622	340	7	symposium	symposium	NOUN
bracis-33622	340	8	on	on	ADP
bracis-33622	340	9	biomedical	biomedical	ADJ
bracis-33622	340	10	imaging	imaging	NOUN
bracis-33622	340	11	(	(	PUNCT
bracis-33622	340	12	isbi	isbi	NOUN
bracis-33622	340	13	)	)	PUNCT
bracis-33622	340	14	,	,	PUNCT
bracis-33622	340	15	pp	pp	PROPN
bracis-33622	340	16	.	.	PUNCT
bracis-33622	341	1	42–45	42–45	NUM
bracis-33622	341	2	(	(	PUNCT
bracis-33622	341	3	2021	2021	NUM
bracis-33622	341	4	)	)	PUNCT
bracis-33622	341	5	google	google	NOUN
bracis-33622	341	6	scholar	scholar	NOUN
bracis-33622	341	7	  	  	SPACE
bracis-33622	341	8	zhao	zhao	PROPN
bracis-33622	341	9	,	,	PUNCT
bracis-33622	341	10	x.	x.	PROPN
bracis-33622	341	11	,	,	PUNCT
bracis-33622	341	12	et	et	PROPN
bracis-33622	341	13	al	al	PROPN
bracis-33622	341	14	.	.	PUNCT
bracis-33622	341	15	:	:	PUNCT
bracis-33622	342	1	d2a	d2a	VERB
bracis-33622	342	2	u	u	NOUN
bracis-33622	342	3	-	-	NOUN
bracis-33622	342	4	net	net	ADJ
bracis-33622	342	5	:	:	PUNCT
bracis-33622	342	6	automatic	automatic	ADJ
bracis-33622	342	7	segmentation	segmentation	NOUN
bracis-33622	342	8	of	of	ADP
bracis-33622	342	9	covid-19	covid-19	PROPN
bracis-33622	342	10	ct	ct	PROPN
bracis-33622	342	11	slices	slice	NOUN
bracis-33622	342	12	based	base	VERB
bracis-33622	342	13	on	on	ADP
bracis-33622	342	14	dual	dual	ADJ
bracis-33622	342	15	attention	attention	NOUN
bracis-33622	342	16	and	and	CCONJ
bracis-33622	342	17	hybrid	hybrid	ADJ
bracis-33622	342	18	dilated	dilated	ADJ
bracis-33622	342	19	convolution	convolution	NOUN
bracis-33622	342	20	.	.	PUNCT
bracis-33622	343	1	comput	comput	NOUN
bracis-33622	343	2	.	.	PUNCT
bracis-33622	344	1	biol	biol	PROPN
bracis-33622	344	2	.	.	PUNCT
bracis-33622	345	1	med	med	PROPN
bracis-33622	345	2	.	.	PROPN
bracis-33622	345	3	135	135	NUM
bracis-33622	345	4	,	,	PUNCT
bracis-33622	345	5	104526	104526	NUM
bracis-33622	345	6	(	(	PUNCT
bracis-33622	345	7	2021	2021	NUM
bracis-33622	345	8	)	)	PUNCT
bracis-33622	345	9	article	article	NOUN
bracis-33622	345	10	  	  	SPACE
bracis-33622	345	11	math	math	NOUN
bracis-33622	345	12	  	  	SPACE
bracis-33622	345	13	google	google	PROPN
bracis-33622	345	14	scholar	scholar	NOUN
bracis-33622	345	15	  	  	SPACE
bracis-33622	345	16	zhou	zhou	PROPN
bracis-33622	345	17	,	,	PUNCT
bracis-33622	345	18	l.	l.	PROPN
bracis-33622	345	19	,	,	PUNCT
bracis-33622	345	20	et	et	PROPN
bracis-33622	345	21	al	al	PROPN
bracis-33622	345	22	.	.	PUNCT
bracis-33622	345	23	:	:	PUNCT
bracis-33622	346	1	a	a	DET
bracis-33622	346	2	rapid	rapid	ADJ
bracis-33622	346	3	,	,	PUNCT
bracis-33622	346	4	accurate	accurate	ADJ
bracis-33622	346	5	and	and	CCONJ
bracis-33622	346	6	machine	machine	NOUN
bracis-33622	346	7	-	-	PUNCT
bracis-33622	346	8	agnostic	agnostic	ADJ
bracis-33622	346	9	segmentation	segmentation	NOUN
bracis-33622	346	10	and	and	CCONJ
bracis-33622	346	11	quantification	quantification	NOUN
bracis-33622	346	12	method	method	NOUN
bracis-33622	346	13	for	for	ADP
bracis-33622	346	14	ct	ct	NOUN
bracis-33622	346	15	-	-	PUNCT
bracis-33622	346	16	based	base	VERB
bracis-33622	346	17	covid-19	covid-19	PROPN
bracis-33622	346	18	diagnosis	diagnosis	NOUN
bracis-33622	346	19	.	.	PUNCT
bracis-33622	347	1	ieee	ieee	PROPN
bracis-33622	347	2	trans	trans	PROPN
bracis-33622	347	3	.	.	PROPN
bracis-33622	347	4	med	med	PROPN
bracis-33622	347	5	.	.	PUNCT
bracis-33622	348	1	imaging	imaging	PROPN
bracis-33622	348	2	39(8	39(8	NUM
bracis-33622	348	3	)	)	PUNCT
bracis-33622	348	4	,	,	PUNCT
bracis-33622	348	5	2638–2652	2638–2652	NUM
bracis-33622	348	6	(	(	PUNCT
bracis-33622	348	7	2020	2020	NUM
bracis-33622	348	8	)	)	PUNCT
bracis-33622	348	9	article	article	NOUN
bracis-33622	348	10	  	  	SPACE
bracis-33622	348	11	math	math	NOUN
bracis-33622	348	12	  	  	SPACE
bracis-33622	348	13	google	google	PROPN
bracis-33622	348	14	scholar	scholar	NOUN
bracis-33622	348	15	  	  	SPACE
bracis-33622	348	16	zhou	zhou	PROPN
bracis-33622	348	17	,	,	PUNCT
bracis-33622	348	18	t.	t.	PROPN
bracis-33622	348	19	,	,	PUNCT
bracis-33622	348	20	et	et	PROPN
bracis-33622	348	21	al	al	PROPN
bracis-33622	348	22	.	.	PROPN
bracis-33622	348	23	:	:	PUNCT
bracis-33622	349	1	the	the	DET
bracis-33622	349	2	ensemble	ensemble	ADJ
bracis-33622	349	3	deep	deep	ADJ
bracis-33622	349	4	learning	learning	NOUN
bracis-33622	349	5	model	model	NOUN
bracis-33622	349	6	for	for	ADP
bracis-33622	349	7	novel	novel	NOUN
bracis-33622	349	8	covid-19	covid-19	PROPN
bracis-33622	349	9	on	on	ADP
bracis-33622	349	10	ct	ct	NUM
bracis-33622	349	11	images	image	NOUN
bracis-33622	349	12	.	.	PUNCT
bracis-33622	350	1	appl	appl	PROPN
bracis-33622	350	2	.	.	PUNCT
bracis-33622	350	3	soft	soft	ADJ
bracis-33622	350	4	comput	comput	NOUN
bracis-33622	350	5	.	.	PUNCT
bracis-33622	351	1	98	98	NUM
bracis-33622	351	2	,	,	PUNCT
bracis-33622	351	3	106885	106885	NUM
bracis-33622	351	4	(	(	PUNCT
bracis-33622	351	5	2021	2021	NUM
bracis-33622	351	6	)	)	PUNCT
bracis-33622	351	7	article	article	NOUN
bracis-33622	351	8	  	  	SPACE
bracis-33622	351	9	math	math	NOUN
bracis-33622	351	10	  	  	SPACE
bracis-33622	351	11	google	google	PROPN
bracis-33622	351	12	scholar	scholar	NOUN
bracis-33622	351	13	  	  	SPACE
bracis-33622	351	14	zhou	zhou	PROPN
bracis-33622	351	15	,	,	PUNCT
bracis-33622	351	16	t.	t.	PROPN
bracis-33622	351	17	,	,	PUNCT
bracis-33622	351	18	et	et	PROPN
bracis-33622	351	19	al	al	PROPN
bracis-33622	351	20	.	.	PROPN
bracis-33622	351	21	:	:	PUNCT
bracis-33622	352	1	automatic	automatic	ADJ
bracis-33622	352	2	covid-19	covid-19	PROPN
bracis-33622	352	3	ct	ct	PROPN
bracis-33622	352	4	segmentation	segmentation	NOUN
bracis-33622	352	5	using	use	VERB
bracis-33622	352	6	u	u	NOUN
bracis-33622	352	7	-	-	ADJ
bracis-33622	352	8	net	net	ADJ
bracis-33622	352	9	integrated	integrate	VERB
bracis-33622	352	10	spatial	spatial	ADJ
bracis-33622	352	11	and	and	CCONJ
bracis-33622	352	12	channel	channel	NOUN
bracis-33622	352	13	attention	attention	NOUN
bracis-33622	352	14	mechanism	mechanism	NOUN
bracis-33622	352	15	.	.	PUNCT
bracis-33622	353	1	int	int	NOUN
bracis-33622	353	2	.	.	PUNCT
bracis-33622	354	1	j.	j.	PROPN
bracis-33622	354	2	imaging	imaging	PROPN
bracis-33622	354	3	syst	syst	PROPN
bracis-33622	354	4	.	.	PUNCT
bracis-33622	355	1	technol	technol	PROPN
bracis-33622	355	2	.	.	PROPN
bracis-33622	355	3	31(1	31(1	NUM
bracis-33622	355	4	)	)	PUNCT
bracis-33622	355	5	,	,	PUNCT
bracis-33622	355	6	16–27	16–27	NUM
bracis-33622	355	7	(	(	PUNCT
bracis-33622	355	8	2021	2021	NUM
bracis-33622	355	9	)	)	PUNCT
bracis-33622	355	10	article	article	NOUN
bracis-33622	355	11	  	  	SPACE
bracis-33622	355	12	math	math	NOUN
bracis-33622	355	13	  	  	SPACE
bracis-33622	355	14	google	google	PROPN
bracis-33622	355	15	scholar	scholar	NOUN
bracis-33622	355	16	  	  	SPACE
bracis-33622	355	17	download	download	NOUN
bracis-33622	355	18	references	reference	NOUN
bracis-33622	355	19	acknowledgments	acknowledgment	NOUN
bracis-33622	355	20	this	this	DET
bracis-33622	355	21	work	work	NOUN
bracis-33622	355	22	was	be	AUX
bracis-33622	355	23	carried	carry	VERB
bracis-33622	355	24	out	out	ADP
bracis-33622	355	25	with	with	ADP
bracis-33622	355	26	the	the	DET
bracis-33622	355	27	support	support	NOUN
bracis-33622	355	28	of	of	ADP
bracis-33622	355	29	the	the	DET
bracis-33622	355	30	coordenação	coordenação	PROPN
bracis-33622	355	31	de	de	PROPN
bracis-33622	355	32	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-33622	355	33	de	de	X
bracis-33622	355	34	pessoal	pessoal	PROPN
bracis-33622	355	35	de	de	PROPN
bracis-33622	355	36	nível	nível	PROPN
bracis-33622	355	37	superior	superior	PROPN
bracis-33622	355	38	brasil	brasil	PROPN
bracis-33622	355	39	(	(	PUNCT
bracis-33622	355	40	capes	cape	NOUN
bracis-33622	355	41	)	)	PUNCT
bracis-33622	355	42	finance	finance	NOUN
bracis-33622	355	43	code	code	NOUN
bracis-33622	355	44	001	001	NUM
bracis-33622	355	45	.	.	PUNCT
bracis-33622	356	1	we	we	PRON
bracis-33622	356	2	are	be	AUX
bracis-33622	356	3	also	also	ADV
bracis-33622	356	4	grateful	grateful	ADJ
bracis-33622	356	5	for	for	ADP
bracis-33622	356	6	the	the	DET
bracis-33622	356	7	support	support	NOUN
bracis-33622	356	8	of	of	ADP
bracis-33622	356	9	fundação	fundação	PROPN
bracis-33622	356	10	de	de	X
bracis-33622	356	11	amparo	amparo	PROPN
bracis-33622	356	12	à	à	X
bracis-33622	356	13	pesquisa	pesquisa	PROPN
bracis-33622	357	1	do	do	AUX
bracis-33622	357	2	estado	estado	VERB
bracis-33622	357	3	do	do	AUX
bracis-33622	357	4	piauí	piauí	PROPN
bracis-33622	357	5	(	(	PUNCT
bracis-33622	357	6	fapepi	fapepi	PROPN
bracis-33622	357	7	)	)	PUNCT
bracis-33622	357	8	-http://www.fapepi.pi.gov.br	-http://www.fapepi.pi.gov.br	PROPN
bracis-33622	357	9	.	.	PUNCT
bracis-33622	358	1	author	author	NOUN
bracis-33622	358	2	information	information	NOUN
bracis-33622	358	3	authors	author	NOUN
bracis-33622	358	4	and	and	CCONJ
bracis-33622	358	5	affiliations	affiliation	NOUN
bracis-33622	358	6	postgraduate	postgraduate	VERB
bracis-33622	358	7	program	program	NOUN
bracis-33622	358	8	in	in	ADP
bracis-33622	358	9	computer	computer	NOUN
bracis-33622	358	10	science	science	NOUN
bracis-33622	358	11	,	,	PUNCT
bracis-33622	358	12	federal	federal	ADJ
bracis-33622	358	13	university	university	PROPN
bracis-33622	358	14	of	of	ADP
bracis-33622	358	15	piauí	piauí	PROPN
bracis-33622	358	16	(	(	PUNCT
bracis-33622	358	17	ufpi	ufpi	ADJ
bracis-33622	358	18	)	)	PUNCT
bracis-33622	358	19	,	,	PUNCT
bracis-33622	358	20	teresina	teresina	NOUN
bracis-33622	358	21	,	,	PUNCT
bracis-33622	358	22	pi	pi	PROPN
bracis-33622	358	23	,	,	PUNCT
bracis-33622	358	24	brazil	brazil	PROPN
bracis-33622	358	25	júlio	júlio	PROPN
bracis-33622	358	26	vitor	vitor	PROPN
bracis-33622	358	27	monteiro	monteiro	PROPN
bracis-33622	358	28	marques	marques	PROPN
bracis-33622	358	29	,	,	PUNCT
bracis-33622	358	30	 	 	SPACE
bracis-33622	358	31	clésio	clésio	X
bracis-33622	358	32	de	de	X
bracis-33622	358	33	araújo	araújo	NOUN
bracis-33622	358	34	gonçalves	gonçalve	NOUN
bracis-33622	358	35	,	,	PUNCT
bracis-33622	358	36	 	 	SPACE
bracis-33622	358	37	antonio	antonio	PROPN
bracis-33622	358	38	oseas	osea	NOUN
bracis-33622	358	39	de	de	PROPN
bracis-33622	358	40	carvalho	carvalho	PROPN
bracis-33622	358	41	filho	filho	NOUN
bracis-33622	358	42	,	,	PUNCT
bracis-33622	358	43	 	 	SPACE
bracis-33622	358	44	rodrigo	rodrigo	PROPN
bracis-33622	358	45	de	de	PROPN
bracis-33622	358	46	melo	melo	PROPN
bracis-33622	358	47	souza	souza	PROPN
bracis-33622	358	48	veras	veras	PROPN
bracis-33622	358	49	 	 	SPACE
bracis-33622	358	50	&	&	CCONJ
bracis-33622	358	51	 	 	SPACE
bracis-33622	358	52	romuere	romuere	NOUN
bracis-33622	358	53	rodrigues	rodrigues	PROPN
bracis-33622	358	54	veloso	veloso	PROPN
bracis-33622	358	55	e	e	PROPN
bracis-33622	358	56	silva	silva	PROPN
bracis-33622	358	57	authors	author	NOUN
bracis-33622	358	58	júlio	júlio	PROPN
bracis-33622	358	59	vitor	vitor	PROPN
bracis-33622	358	60	monteiro	monteiro	PROPN
bracis-33622	358	61	marquesview	marquesview	PROPN
bracis-33622	358	62	author	author	NOUN
bracis-33622	358	63	publications	publication	NOUN
bracis-33622	358	64	search	search	NOUN
bracis-33622	358	65	author	author	NOUN
bracis-33622	358	66	on	on	ADP
bracis-33622	358	67	:	:	PUNCT
bracis-33622	358	68	pubmed	pubmed	PROPN
bracis-33622	358	69	 	 	SPACE
bracis-33622	358	70	google	google	PROPN
bracis-33622	358	71	scholar	scholar	NOUN
bracis-33622	358	72	clésio	clésio	VERB
bracis-33622	358	73	de	de	X
bracis-33622	358	74	araújo	araújo	PROPN
bracis-33622	358	75	gonçalvesview	gonçalvesview	NOUN
bracis-33622	358	76	author	author	NOUN
bracis-33622	358	77	publications	publication	NOUN
bracis-33622	358	78	search	search	NOUN
bracis-33622	358	79	author	author	NOUN
bracis-33622	358	80	on	on	ADP
bracis-33622	358	81	:	:	PUNCT
bracis-33622	358	82	pubmed	pubmed	PROPN
bracis-33622	358	83	 	 	SPACE
bracis-33622	358	84	google	google	PROPN
bracis-33622	358	85	scholar	scholar	NOUN
bracis-33622	358	86	antonio	antonio	PROPN
bracis-33622	358	87	oseas	oseas	PROPN
bracis-33622	358	88	de	de	PROPN
bracis-33622	358	89	carvalho	carvalho	PROPN
bracis-33622	358	90	filhoview	filhoview	PROPN
bracis-33622	358	91	author	author	NOUN
bracis-33622	358	92	publications	publication	NOUN
bracis-33622	358	93	search	search	NOUN
bracis-33622	358	94	author	author	NOUN
bracis-33622	358	95	on	on	ADP
bracis-33622	358	96	:	:	PUNCT
bracis-33622	358	97	pubmed	pubmed	PROPN
bracis-33622	358	98	 	 	SPACE
bracis-33622	358	99	google	google	PROPN
bracis-33622	358	100	scholar	scholar	PROPN
bracis-33622	358	101	rodrigo	rodrigo	PROPN
bracis-33622	358	102	de	de	PROPN
bracis-33622	358	103	melo	melo	PROPN
bracis-33622	358	104	souza	souza	PROPN
bracis-33622	358	105	verasview	verasview	PROPN
bracis-33622	358	106	author	author	NOUN
bracis-33622	358	107	publications	publication	NOUN
bracis-33622	358	108	search	search	NOUN
bracis-33622	358	109	author	author	NOUN
bracis-33622	358	110	on	on	ADP
bracis-33622	358	111	:	:	PUNCT
bracis-33622	358	112	pubmed	pubmed	PROPN
bracis-33622	358	113	 	 	SPACE
bracis-33622	358	114	google	google	PROPN
bracis-33622	358	115	scholar	scholar	PROPN
bracis-33622	358	116	romuere	romuere	NOUN
bracis-33622	358	117	rodrigues	rodrigues	PROPN
bracis-33622	358	118	veloso	veloso	PROPN
bracis-33622	358	119	e	e	PROPN
bracis-33622	358	120	silvaview	silvaview	PROPN
bracis-33622	358	121	author	author	NOUN
bracis-33622	358	122	publications	publication	NOUN
bracis-33622	358	123	search	search	NOUN
bracis-33622	358	124	author	author	NOUN
bracis-33622	358	125	on	on	ADP
bracis-33622	358	126	:	:	PUNCT
bracis-33622	358	127	pubmed	pubmed	PROPN
bracis-33622	358	128	 	 	SPACE
bracis-33622	358	129	google	google	PROPN
bracis-33622	358	130	scholar	scholar	NOUN
bracis-33622	358	131	corresponding	correspond	VERB
bracis-33622	358	132	author	author	NOUN
bracis-33622	358	133	correspondence	correspondence	NOUN
bracis-33622	358	134	to	to	ADP
bracis-33622	358	135	júlio	júlio	PROPN
bracis-33622	358	136	vitor	vitor	PROPN
bracis-33622	358	137	monteiro	monteiro	PROPN
bracis-33622	358	138	marques	marques	PROPN
bracis-33622	358	139	.	.	PUNCT
bracis-33622	359	1	editor	editor	NOUN
bracis-33622	359	2	information	information	NOUN
bracis-33622	359	3	editors	editor	NOUN
bracis-33622	359	4	and	and	CCONJ
bracis-33622	359	5	affiliations	affiliation	NOUN
bracis-33622	359	6	universidade	universidade	VERB
bracis-33622	359	7	federal	federal	PROPN
bracis-33622	359	8	fluminense	fluminense	PROPN
bracis-33622	359	9	,	,	PUNCT
bracis-33622	359	10	niterói	niterói	PROPN
bracis-33622	359	11	,	,	PUNCT
bracis-33622	359	12	brazil	brazil	PROPN
bracis-33622	359	13	aline	aline	PROPN
bracis-33622	359	14	paes	paes	PROPN
bracis-33622	359	15	instituto	instituto	PROPN
bracis-33622	359	16	tecnológico	tecnológico	PROPN
bracis-33622	359	17	de	de	PROPN
bracis-33622	359	18	aeronáutica	aeronáutica	PROPN
bracis-33622	359	19	,	,	PUNCT
bracis-33622	359	20	são	são	PROPN
bracis-33622	359	21	josé	josé	PROPN
bracis-33622	359	22	dos	dos	PROPN
bracis-33622	359	23	campos	campos	PROPN
bracis-33622	359	24	,	,	PUNCT
bracis-33622	359	25	brazil	brazil	PROPN
bracis-33622	359	26	filipe	filipe	PROPN
bracis-33622	359	27	a.	a.	PROPN
bracis-33622	359	28	n.	n.	PROPN
bracis-33622	359	29	verri	verri	PROPN
bracis-33622	359	30	ethics	ethic	NOUN
bracis-33622	359	31	declarations	declaration	VERB
bracis-33622	359	32	disclosure	disclosure	NOUN
bracis-33622	359	33	of	of	ADP
bracis-33622	359	34	interests	interest	NOUN
bracis-33622	359	35	the	the	DET
bracis-33622	359	36	authors	author	NOUN
bracis-33622	359	37	have	have	VERB
bracis-33622	359	38	no	no	DET
bracis-33622	359	39	competing	compete	VERB
bracis-33622	359	40	interests	interest	NOUN
bracis-33622	359	41	to	to	PART
bracis-33622	359	42	declare	declare	VERB
bracis-33622	359	43	relevant	relevant	ADJ
bracis-33622	359	44	to	to	ADP
bracis-33622	359	45	the	the	DET
bracis-33622	359	46	content	content	NOUN
bracis-33622	359	47	of	of	ADP
bracis-33622	359	48	this	this	DET
bracis-33622	359	49	article	article	NOUN
bracis-33622	359	50	.	.	PUNCT
bracis-33622	360	1	rights	right	NOUN
bracis-33622	360	2	and	and	CCONJ
bracis-33622	360	3	permissions	permission	NOUN
bracis-33622	360	4	reprints	reprint	NOUN
bracis-33622	360	5	and	and	CCONJ
bracis-33622	360	6	permissions	permission	VERB
bracis-33622	360	7	copyright	copyright	NOUN
bracis-33622	360	8	information	information	NOUN
bracis-33622	360	9	©	©	ADP
bracis-33622	360	10	2025	2025	NUM
bracis-33622	360	11	the	the	DET
bracis-33622	360	12	author(s	author(s	NOUN
bracis-33622	360	13	)	)	PUNCT
bracis-33622	360	14	,	,	PUNCT
bracis-33622	360	15	under	under	ADP
bracis-33622	360	16	exclusive	exclusive	ADJ
bracis-33622	360	17	license	license	NOUN
bracis-33622	360	18	to	to	ADP
bracis-33622	360	19	springer	springer	NOUN
bracis-33622	360	20	nature	nature	PROPN
bracis-33622	360	21	switzerland	switzerland	PROPN
bracis-33622	360	22	ag	ag	PROPN
bracis-33622	360	23	about	about	ADP
bracis-33622	360	24	this	this	DET
bracis-33622	360	25	paper	paper	NOUN
bracis-33622	360	26	cite	cite	VERB
bracis-33622	360	27	this	this	DET
bracis-33622	360	28	paper	paper	NOUN
bracis-33622	360	29	marques	marque	NOUN
bracis-33622	360	30	,	,	PUNCT
bracis-33622	360	31	j.v.m	j.v.m	NOUN
bracis-33622	360	32	.	.	PUNCT
bracis-33622	360	33	,	,	PUNCT
bracis-33622	360	34	de	de	PROPN
bracis-33622	360	35	araújo	araújo	PROPN
bracis-33622	360	36	gonçalves	gonçalves	PROPN
bracis-33622	360	37	,	,	PUNCT
bracis-33622	360	38	c.	c.	PROPN
bracis-33622	360	39	,	,	PUNCT
bracis-33622	360	40	de	de	PROPN
bracis-33622	360	41	carvalho	carvalho	PROPN
bracis-33622	360	42	filho	filho	PROPN
bracis-33622	360	43	,	,	PUNCT
bracis-33622	360	44	a.o	a.o	PROPN
bracis-33622	360	45	.	.	PROPN
bracis-33622	360	46	,	,	PUNCT
bracis-33622	360	47	de	de	PROPN
bracis-33622	360	48	melo	melo	PROPN
bracis-33622	360	49	souza	souza	PROPN
bracis-33622	360	50	veras	veras	PROPN
bracis-33622	360	51	,	,	PUNCT
bracis-33622	360	52	r.	r.	PROPN
bracis-33622	360	53	,	,	PUNCT
bracis-33622	360	54	veloso	veloso	PROPN
bracis-33622	360	55	e	e	PROPN
bracis-33622	360	56	silva	silva	PROPN
bracis-33622	360	57	,	,	PUNCT
bracis-33622	360	58	r.r	r.r	PROPN
bracis-33622	360	59	.	.	PROPN
bracis-33622	360	60	(	(	PUNCT
bracis-33622	360	61	2025	2025	NUM
bracis-33622	360	62	)	)	PUNCT
bracis-33622	360	63	.	.	PUNCT
bracis-33622	361	1	automated	automate	VERB
bracis-33622	361	2	segmentation	segmentation	NOUN
bracis-33622	361	3	of	of	ADP
bracis-33622	361	4	 	 	SPACE
bracis-33622	361	5	computed	compute	VERB
bracis-33622	361	6	tomography	tomography	NOUN
bracis-33622	361	7	images	image	NOUN
bracis-33622	361	8	for	for	ADP
bracis-33622	361	9	 	 	SPACE
bracis-33622	361	10	covid-19	covid-19	PROPN
bracis-33622	361	11	patient	patient	ADJ
bracis-33622	361	12	evaluation	evaluation	NOUN
bracis-33622	361	13	.	.	PUNCT
bracis-33622	362	1	in	in	ADP
bracis-33622	362	2	:	:	PUNCT
bracis-33622	362	3	paes	paes	PROPN
bracis-33622	362	4	,	,	PUNCT
bracis-33622	362	5	a.	a.	PROPN
bracis-33622	362	6	,	,	PUNCT
bracis-33622	362	7	verri	verri	NOUN
bracis-33622	362	8	,	,	PUNCT
bracis-33622	362	9	f.a.n	f.a.n	ADJ
bracis-33622	362	10	.	.	PUNCT
bracis-33622	362	11	(	(	PUNCT
bracis-33622	362	12	eds	ed	NOUN
bracis-33622	362	13	)	)	PUNCT
bracis-33622	362	14	intelligent	intelligent	ADJ
bracis-33622	362	15	systems	system	NOUN
bracis-33622	362	16	.	.	PUNCT
bracis-33622	362	17	bracis	bracis	PROPN
bracis-33622	362	18	2024	2024	NUM
bracis-33622	362	19	.	.	PUNCT
bracis-33622	363	1	lecture	lecture	NOUN
bracis-33622	363	2	notes	note	NOUN
bracis-33622	363	3	in	in	ADP
bracis-33622	363	4	computer	computer	NOUN
bracis-33622	363	5	science	science	NOUN
bracis-33622	363	6	(	(	PUNCT
bracis-33622	363	7	)	)	PUNCT
bracis-33622	363	8	,	,	PUNCT
bracis-33622	363	9	vol	vol	NOUN
bracis-33622	363	10	15414	15414	NUM
bracis-33622	363	11	.	.	PUNCT
bracis-33622	364	1	springer	springer	NOUN
bracis-33622	364	2	,	,	PUNCT
bracis-33622	364	3	cham	cham	PROPN
bracis-33622	364	4	.	.	PUNCT
bracis-33622	365	1	https://doi.org/10.1007/978-3-031-79035-5_9	https://doi.org/10.1007/978-3-031-79035-5_9	ADJ
bracis-33622	365	2	download	download	PROPN
bracis-33622	365	3	citation	citation	NOUN
bracis-33622	365	4	.ris	.ris	PUNCT
bracis-33622	365	5	.enw	.enw	PROPN
bracis-33622	365	6	.bib	.bib	PUNCT
bracis-33622	366	1	doi	doi	PROPN
bracis-33622	366	2	:	:	PUNCT
bracis-33622	366	3	https://doi.org/10.1007/978-3-031-79035-5_9	https://doi.org/10.1007/978-3-031-79035-5_9	ADJ
bracis-33622	366	4	published	publish	VERB
bracis-33622	366	5	:	:	PUNCT
bracis-33622	366	6	30	30	NUM
bracis-33622	366	7	january	january	PROPN
bracis-33622	366	8	2025	2025	NUM
bracis-33622	366	9	publisher	publisher	NOUN
bracis-33622	366	10	name	name	NOUN
bracis-33622	366	11	:	:	PUNCT
bracis-33622	366	12	springer	springer	NOUN
bracis-33622	366	13	,	,	PUNCT
bracis-33622	366	14	cham	cham	PROPN
bracis-33622	366	15	print	print	PROPN
bracis-33622	366	16	isbn	isbn	PROPN
bracis-33622	366	17	:	:	PUNCT
bracis-33622	366	18	978	978	NUM
bracis-33622	366	19	-	-	SYM
bracis-33622	366	20	3	3	NUM
bracis-33622	366	21	-	-	PUNCT
bracis-33622	366	22	031	031	NUM
bracis-33622	366	23	-	-	PUNCT
bracis-33622	366	24	79034	79034	NUM
bracis-33622	366	25	-	-	SYM
bracis-33622	366	26	8	8	NUM
bracis-33622	366	27	online	online	ADJ
bracis-33622	366	28	isbn	isbn	NOUN
bracis-33622	366	29	:	:	PUNCT
bracis-33622	366	30	978	978	NUM
bracis-33622	366	31	-	-	SYM
bracis-33622	366	32	3	3	NUM
bracis-33622	366	33	-	-	PUNCT
bracis-33622	366	34	031	031	NUM
bracis-33622	366	35	-	-	PUNCT
bracis-33622	366	36	79035	79035	NUM
bracis-33622	366	37	-	-	PUNCT
bracis-33622	366	38	5	5	NUM
bracis-33622	366	39	ebook	ebook	NOUN
bracis-33622	366	40	packages	package	NOUN
bracis-33622	366	41	:	:	PUNCT
bracis-33622	366	42	computer	computer	NOUN
bracis-33622	366	43	sciencecomputer	sciencecomputer	NOUN
bracis-33622	366	44	science	science	NOUN
bracis-33622	366	45	(	(	PUNCT
bracis-33622	366	46	r0	r0	NOUN
bracis-33622	366	47	)	)	PUNCT
bracis-33622	366	48	share	share	VERB
bracis-33622	366	49	this	this	DET
bracis-33622	366	50	paper	paper	NOUN
bracis-33622	366	51	anyone	anyone	PRON
bracis-33622	366	52	you	you	PRON
bracis-33622	366	53	share	share	VERB
bracis-33622	366	54	the	the	DET
bracis-33622	366	55	following	follow	VERB
bracis-33622	366	56	link	link	NOUN
bracis-33622	366	57	with	with	ADP
bracis-33622	366	58	will	will	AUX
bracis-33622	366	59	be	be	AUX
bracis-33622	366	60	able	able	ADJ
bracis-33622	366	61	to	to	PART
bracis-33622	366	62	read	read	VERB
bracis-33622	366	63	this	this	DET
bracis-33622	366	64	content	content	NOUN
bracis-33622	366	65	:	:	PUNCT
bracis-33622	366	66	get	get	VERB
bracis-33622	366	67	shareable	shareable	ADJ
bracis-33622	366	68	linksorry	linksorry	NOUN
bracis-33622	366	69	,	,	PUNCT
bracis-33622	366	70	a	a	DET
bracis-33622	366	71	shareable	shareable	ADJ
bracis-33622	366	72	link	link	NOUN
bracis-33622	366	73	is	be	AUX
bracis-33622	366	74	not	not	PART
bracis-33622	366	75	currently	currently	ADV
bracis-33622	366	76	available	available	ADJ
bracis-33622	366	77	for	for	ADP
bracis-33622	366	78	this	this	DET
bracis-33622	366	79	article	article	NOUN
bracis-33622	366	80	.	.	PUNCT
bracis-33622	367	1	copy	copy	VERB
bracis-33622	367	2	shareable	shareable	ADJ
bracis-33622	367	3	link	link	NOUN
bracis-33622	367	4	to	to	PART
bracis-33622	367	5	clipboard	clipboard	NOUN
bracis-33622	367	6	provided	provide	VERB
bracis-33622	367	7	by	by	ADP
bracis-33622	367	8	the	the	DET
bracis-33622	367	9	springer	springer	NOUN
bracis-33622	367	10	nature	nature	PROPN
bracis-33622	367	11	sharedit	sharedit	PROPN
bracis-33622	367	12	content	content	NOUN
bracis-33622	367	13	-	-	PUNCT
bracis-33622	367	14	sharing	share	VERB
bracis-33622	367	15	initiative	initiative	NOUN
bracis-33622	367	16	keywords	keyword	NOUN
bracis-33622	367	17	computed	compute	VERB
bracis-33622	367	18	tomography	tomography	NOUN
bracis-33622	367	19	covid-19	covid-19	PROPN
bracis-33622	367	20	medical	medical	ADJ
bracis-33622	367	21	image	image	NOUN
bracis-33622	367	22	segmentation	segmentation	NOUN
bracis-33622	367	23	publish	publish	VERB
bracis-33622	367	24	with	with	ADP
bracis-33622	367	25	us	us	PROPN
bracis-33622	367	26	policies	policy	NOUN
bracis-33622	367	27	and	and	CCONJ
bracis-33622	367	28	ethics	ethic	NOUN
bracis-33622	367	29	profiles	profile	NOUN
bracis-33622	367	30	rodrigo	rodrigo	PROPN
bracis-33622	367	31	de	de	PROPN
bracis-33622	367	32	melo	melo	PROPN
bracis-33622	367	33	souza	souza	PROPN
bracis-33622	367	34	veras	veras	PROPN
bracis-33622	367	35	view	view	PROPN
bracis-33622	367	36	author	author	NOUN
bracis-33622	367	37	profile	profile	NOUN
bracis-33622	367	38	search	search	NOUN
bracis-33622	367	39	search	search	NOUN
bracis-33622	367	40	by	by	ADP
bracis-33622	367	41	keyword	keyword	NOUN
bracis-33622	367	42	or	or	CCONJ
bracis-33622	367	43	author	author	NOUN
bracis-33622	367	44	search	search	NOUN
bracis-33622	367	45	navigation	navigation	NOUN
bracis-33622	367	46	find	find	VERB
bracis-33622	367	47	a	a	DET
bracis-33622	367	48	journal	journal	NOUN
bracis-33622	367	49	publish	publish	VERB
bracis-33622	367	50	with	with	ADP
bracis-33622	367	51	us	we	PRON
bracis-33622	367	52	track	track	VERB
bracis-33622	367	53	your	your	PRON
bracis-33622	367	54	research	research	NOUN
bracis-33622	367	55	discover	discover	VERB
bracis-33622	367	56	content	content	NOUN
bracis-33622	367	57	journals	journal	NOUN
bracis-33622	367	58	a	a	DET
bracis-33622	367	59	-	-	PUNCT
bracis-33622	367	60	z	z	NOUN
bracis-33622	367	61	books	book	NOUN
bracis-33622	367	62	a	a	DET
bracis-33622	367	63	-	-	PUNCT
bracis-33622	367	64	z	z	NOUN
bracis-33622	367	65	publish	publish	NOUN
bracis-33622	367	66	with	with	ADP
bracis-33622	367	67	us	us	PROPN
bracis-33622	367	68	journal	journal	PROPN
bracis-33622	367	69	finder	finder	PROPN
bracis-33622	367	70	publish	publish	VERB
bracis-33622	367	71	your	your	PRON
bracis-33622	367	72	research	research	NOUN
bracis-33622	367	73	language	language	NOUN
bracis-33622	367	74	editing	edit	VERB
bracis-33622	367	75	open	open	ADJ
bracis-33622	367	76	access	access	NOUN
bracis-33622	367	77	publishing	publishing	NOUN
bracis-33622	367	78	products	product	NOUN
bracis-33622	367	79	and	and	CCONJ
bracis-33622	367	80	services	service	NOUN
bracis-33622	367	81	our	our	PRON
bracis-33622	367	82	products	product	NOUN
bracis-33622	367	83	librarians	librarian	VERB
bracis-33622	367	84	societies	society	NOUN
bracis-33622	367	85	partners	partner	NOUN
bracis-33622	367	86	and	and	CCONJ
bracis-33622	367	87	advertisers	advertiser	NOUN
bracis-33622	367	88	our	our	PRON
bracis-33622	367	89	brands	brand	NOUN
bracis-33622	367	90	springer	springer	NOUN
bracis-33622	367	91	nature	nature	PROPN
bracis-33622	367	92	portfolio	portfolio	PROPN
bracis-33622	367	93	bmc	bmc	PROPN
bracis-33622	367	94	palgrave	palgrave	PROPN
bracis-33622	367	95	macmillan	macmillan	PROPN
bracis-33622	367	96	apress	apress	PROPN
bracis-33622	367	97	discover	discover	VERB
bracis-33622	367	98	your	your	PRON
bracis-33622	367	99	privacy	privacy	NOUN
bracis-33622	367	100	choices	choice	NOUN
bracis-33622	367	101	/	/	SYM
bracis-33622	367	102	manage	manage	NOUN
bracis-33622	367	103	cookies	cookie	NOUN
bracis-33622	367	104	your	your	PRON
bracis-33622	367	105	us	us	PROPN
bracis-33622	368	1	state	state	NOUN
bracis-33622	368	2	privacy	privacy	NOUN
bracis-33622	368	3	rights	right	NOUN
bracis-33622	368	4	accessibility	accessibility	NOUN
bracis-33622	368	5	statement	statement	NOUN
bracis-33622	368	6	terms	term	NOUN
bracis-33622	368	7	and	and	CCONJ
bracis-33622	368	8	conditions	condition	NOUN
bracis-33622	368	9	privacy	privacy	NOUN
bracis-33622	368	10	policy	policy	NOUN
bracis-33622	368	11	help	help	NOUN
bracis-33622	368	12	and	and	CCONJ
bracis-33622	368	13	support	support	VERB
bracis-33622	368	14	legal	legal	ADJ
bracis-33622	368	15	notice	notice	NOUN
bracis-33622	368	16	cancel	cancel	VERB
bracis-33622	368	17	contracts	contract	NOUN
bracis-33622	368	18	here	here	ADV
bracis-33622	368	19	129.74.145.123	129.74.145.123	NUM
bracis-33622	368	20	hesburgh	hesburgh	PROPN
bracis-33622	368	21	library	library	PROPN
bracis-33622	368	22	er	er	INTJ
bracis-33622	368	23	unit	unit	NOUN
bracis-33622	368	24	(	(	PUNCT
bracis-33622	368	25	3005732405	3005732405	NUM
bracis-33622	368	26	)	)	PUNCT
bracis-33622	368	27	northeast	northeast	ADJ
bracis-33622	368	28	research	research	NOUN
bracis-33622	368	29	libraries	library	NOUN
bracis-33622	368	30	(	(	PUNCT
bracis-33622	368	31	nerl	nerl	PROPN
bracis-33622	368	32	)	)	PUNCT
bracis-33622	368	33	(	(	PUNCT
bracis-33622	368	34	8200828607	8200828607	NUM
bracis-33622	368	35	)	)	PUNCT
bracis-33622	368	36	nerl	nerl	VERB
bracis-33622	368	37	ta	ta	X
bracis-33622	368	38	account	account	NOUN
bracis-33622	368	39	(	(	PUNCT
bracis-33622	368	40	3006206169	3006206169	NUM
bracis-33622	368	41	)	)	PUNCT
bracis-33622	368	42	university	university	NOUN
bracis-33622	368	43	of	of	ADP
bracis-33622	368	44	notre	notre	PROPN
bracis-33622	368	45	dame	dame	PROPN
bracis-33622	368	46	hesburgh	hesburgh	PROPN
bracis-33622	368	47	library	library	NOUN
bracis-33622	368	48	(	(	PUNCT
bracis-33622	368	49	3000184373	3000184373	NUM
bracis-33622	368	50	)	)	PUNCT
bracis-33622	369	1	©	©	ADP
bracis-33622	369	2	2025	2025	NUM
bracis-33622	369	3	springer	springer	NOUN
bracis-33622	369	4	nature	nature	NOUN