id	sid	tid	token	lemma	pos
cord-330239-l8fp8cvz	1	1	key	key	JJ
cord-330239-l8fp8cvz	1	2	:	:	:
cord-330239-l8fp8cvz	1	3	cord-330239-l8fp8cvz	cord-330239-l8fp8cvz	NNS
cord-330239-l8fp8cvz	1	4	authors	author	NNS
cord-330239-l8fp8cvz	1	5	:	:	:
cord-330239-l8fp8cvz	1	6	Oyelade	Oyelade	NNP
cord-330239-l8fp8cvz	1	7	,	,	,
cord-330239-l8fp8cvz	1	8	O.	O.	NNP
cord-330239-l8fp8cvz	1	9	N.	N.	NNP
cord-330239-l8fp8cvz	1	10	;	;	:
cord-330239-l8fp8cvz	1	11	Ezugwu	Ezugwu	NNP
cord-330239-l8fp8cvz	1	12	,	,	,
cord-330239-l8fp8cvz	1	13	A.	A.	NNP
cord-330239-l8fp8cvz	1	14	E.	E.	NNP
cord-330239-l8fp8cvz	1	15	title	title	NN
cord-330239-l8fp8cvz	1	16	:	:	:
cord-330239-l8fp8cvz	1	17	Deep	Deep	NNP
cord-330239-l8fp8cvz	1	18	Learning	Learning	NNP
cord-330239-l8fp8cvz	1	19	Model	Model	NNP
cord-330239-l8fp8cvz	1	20	for	for	IN
cord-330239-l8fp8cvz	1	21	Improving	improve	VBG
cord-330239-l8fp8cvz	1	22	the	the	DT
cord-330239-l8fp8cvz	1	23	Characterization	characterization	NN
cord-330239-l8fp8cvz	1	24	of	of	IN
cord-330239-l8fp8cvz	1	25	Coronavirus	Coronavirus	NNP
cord-330239-l8fp8cvz	1	26	on	on	IN
cord-330239-l8fp8cvz	1	27	Chest	Chest	NNP
cord-330239-l8fp8cvz	1	28	X	x	NN
cord-330239-l8fp8cvz	1	29	-	-	NN
cord-330239-l8fp8cvz	1	30	ray	ray	NN
cord-330239-l8fp8cvz	1	31	Images	image	NNS
cord-330239-l8fp8cvz	1	32	Using	use	VBG
cord-330239-l8fp8cvz	1	33	CNN	CNN	NNP
cord-330239-l8fp8cvz	1	34	date	date	NN
cord-330239-l8fp8cvz	1	35	:	:	:
cord-330239-l8fp8cvz	1	36	2020	2020	CD
cord-330239-l8fp8cvz	1	37	-	-	HYPH
cord-330239-l8fp8cvz	1	38	11	11	CD
cord-330239-l8fp8cvz	1	39	-	-	HYPH
cord-330239-l8fp8cvz	1	40	03	03	CD
cord-330239-l8fp8cvz	1	41	journal	journal	NN
cord-330239-l8fp8cvz	1	42	:	:	:
cord-330239-l8fp8cvz	2	1	nan	nan	NNP
cord-330239-l8fp8cvz	2	2	DOI	DOI	NNP
cord-330239-l8fp8cvz	2	3	:	:	:
cord-330239-l8fp8cvz	2	4	10.1101/2020.10.30.20222786	10.1101/2020.10.30.20222786	CD
cord-330239-l8fp8cvz	2	5	sha	sha	NNP
cord-330239-l8fp8cvz	2	6	:	:	:
cord-330239-l8fp8cvz	3	1	75ff234a5f0908132c8e69172fe09d84ca62a8e1	75ff234a5f0908132c8e69172fe09d84ca62a8e1	CD
cord-330239-l8fp8cvz	3	2	doc_id	doc_id	CD
cord-330239-l8fp8cvz	3	3	:	:	:
cord-330239-l8fp8cvz	3	4	330239	330239	CD
cord-330239-l8fp8cvz	3	5	cord_uid	cord_uid	NNS
cord-330239-l8fp8cvz	3	6	:	:	:
cord-330239-l8fp8cvz	4	1	l8fp8cvz	l8fp8cvz	LS
cord-330239-l8fp8cvz	4	2	The	the	DT
cord-330239-l8fp8cvz	4	3	novel	novel	JJ
cord-330239-l8fp8cvz	4	4	Coronavirus	Coronavirus	NNP
cord-330239-l8fp8cvz	4	5	,	,	,
cord-330239-l8fp8cvz	4	6	also	also	RB
cord-330239-l8fp8cvz	4	7	known	know	VBN
cord-330239-l8fp8cvz	4	8	as	as	IN
cord-330239-l8fp8cvz	4	9	Covid19	Covid19	NNP
cord-330239-l8fp8cvz	4	10	,	,	,
cord-330239-l8fp8cvz	4	11	is	be	VBZ
cord-330239-l8fp8cvz	4	12	a	a	DT
cord-330239-l8fp8cvz	4	13	pandemic	pandemic	NN
cord-330239-l8fp8cvz	4	14	that	that	WDT
cord-330239-l8fp8cvz	4	15	has	have	VBZ
cord-330239-l8fp8cvz	4	16	weighed	weigh	VBN
cord-330239-l8fp8cvz	4	17	heavily	heavily	RB
cord-330239-l8fp8cvz	4	18	on	on	IN
cord-330239-l8fp8cvz	4	19	the	the	DT
cord-330239-l8fp8cvz	4	20	socio	socio	JJ
cord-330239-l8fp8cvz	4	21	-	-	JJ
cord-330239-l8fp8cvz	4	22	economic	economic	JJ
cord-330239-l8fp8cvz	4	23	affairs	affair	NNS
cord-330239-l8fp8cvz	4	24	of	of	IN
cord-330239-l8fp8cvz	4	25	the	the	DT
cord-330239-l8fp8cvz	4	26	world	world	NN
cord-330239-l8fp8cvz	4	27	.	.	.
cord-330239-l8fp8cvz	5	1	Although	although	IN
cord-330239-l8fp8cvz	5	2	researches	research	NNS
cord-330239-l8fp8cvz	5	3	into	into	IN
cord-330239-l8fp8cvz	5	4	the	the	DT
cord-330239-l8fp8cvz	5	5	production	production	NN
cord-330239-l8fp8cvz	5	6	of	of	IN
cord-330239-l8fp8cvz	5	7	relevant	relevant	JJ
cord-330239-l8fp8cvz	5	8	vaccine	vaccine	NN
cord-330239-l8fp8cvz	5	9	are	be	VBP
cord-330239-l8fp8cvz	5	10	being	be	VBG
cord-330239-l8fp8cvz	5	11	advanced	advanced	JJ
cord-330239-l8fp8cvz	5	12	,	,	,
cord-330239-l8fp8cvz	5	13	there	there	EX
cord-330239-l8fp8cvz	5	14	is	be	VBZ
cord-330239-l8fp8cvz	5	15	,	,	,
cord-330239-l8fp8cvz	5	16	however	however	RB
cord-330239-l8fp8cvz	5	17	,	,	,
cord-330239-l8fp8cvz	5	18	a	a	DT
cord-330239-l8fp8cvz	5	19	need	need	NN
cord-330239-l8fp8cvz	5	20	for	for	IN
cord-330239-l8fp8cvz	5	21	a	a	DT
cord-330239-l8fp8cvz	5	22	computational	computational	JJ
cord-330239-l8fp8cvz	5	23	solution	solution	NN
cord-330239-l8fp8cvz	5	24	to	to	TO
cord-330239-l8fp8cvz	5	25	mediate	mediate	VB
cord-330239-l8fp8cvz	5	26	the	the	DT
cord-330239-l8fp8cvz	5	27	process	process	NN
cord-330239-l8fp8cvz	5	28	of	of	IN
cord-330239-l8fp8cvz	5	29	aiding	aid	VBG
cord-330239-l8fp8cvz	5	30	quick	quick	JJ
cord-330239-l8fp8cvz	5	31	detection	detection	NN
cord-330239-l8fp8cvz	5	32	of	of	IN
cord-330239-l8fp8cvz	5	33	the	the	DT
cord-330239-l8fp8cvz	5	34	disease	disease	NN
cord-330239-l8fp8cvz	5	35	.	.	.
cord-330239-l8fp8cvz	6	1	Different	different	JJ
cord-330239-l8fp8cvz	6	2	computational	computational	JJ
cord-330239-l8fp8cvz	6	3	solutions	solution	NNS
cord-330239-l8fp8cvz	6	4	comprised	comprise	VBN
cord-330239-l8fp8cvz	6	5	of	of	IN
cord-330239-l8fp8cvz	6	6	natural	natural	JJ
cord-330239-l8fp8cvz	6	7	language	language	NN
cord-330239-l8fp8cvz	6	8	processing	processing	NN
cord-330239-l8fp8cvz	6	9	,	,	,
cord-330239-l8fp8cvz	6	10	knowledge	knowledge	NN
cord-330239-l8fp8cvz	6	11	engineering	engineering	NN
cord-330239-l8fp8cvz	6	12	and	and	CC
cord-330239-l8fp8cvz	6	13	deep	deep	JJ
cord-330239-l8fp8cvz	6	14	learning	learning	NN
cord-330239-l8fp8cvz	6	15	have	have	VBP
cord-330239-l8fp8cvz	6	16	been	be	VBN
cord-330239-l8fp8cvz	6	17	adopted	adopt	VBN
cord-330239-l8fp8cvz	6	18	for	for	IN
cord-330239-l8fp8cvz	6	19	this	this	DT
cord-330239-l8fp8cvz	6	20	task	task	NN
cord-330239-l8fp8cvz	6	21	.	.	.
cord-330239-l8fp8cvz	7	1	However	however	RB
cord-330239-l8fp8cvz	7	2	,	,	,
cord-330239-l8fp8cvz	7	3	deep	deep	JJ
cord-330239-l8fp8cvz	7	4	learning	learning	NN
cord-330239-l8fp8cvz	7	5	solutions	solution	NNS
cord-330239-l8fp8cvz	7	6	have	have	VBP
cord-330239-l8fp8cvz	7	7	shown	show	VBN
cord-330239-l8fp8cvz	7	8	interesting	interesting	JJ
cord-330239-l8fp8cvz	7	9	performance	performance	NN
cord-330239-l8fp8cvz	7	10	compared	compare	VBN
cord-330239-l8fp8cvz	7	11	to	to	IN
cord-330239-l8fp8cvz	7	12	other	other	JJ
cord-330239-l8fp8cvz	7	13	methods	method	NNS
cord-330239-l8fp8cvz	7	14	.	.	.
cord-330239-l8fp8cvz	8	1	This	this	DT
cord-330239-l8fp8cvz	8	2	paper	paper	NN
cord-330239-l8fp8cvz	8	3	therefore	therefore	RB
cord-330239-l8fp8cvz	8	4	aims	aim	VBZ
cord-330239-l8fp8cvz	8	5	to	to	TO
cord-330239-l8fp8cvz	8	6	advance	advance	VB
cord-330239-l8fp8cvz	8	7	the	the	DT
cord-330239-l8fp8cvz	8	8	application	application	NN
cord-330239-l8fp8cvz	8	9	deep	deep	JJ
cord-330239-l8fp8cvz	8	10	learning	learning	NN
cord-330239-l8fp8cvz	8	11	technique	technique	NN
cord-330239-l8fp8cvz	8	12	to	to	IN
cord-330239-l8fp8cvz	8	13	the	the	DT
cord-330239-l8fp8cvz	8	14	problem	problem	NN
cord-330239-l8fp8cvz	8	15	of	of	IN
cord-330239-l8fp8cvz	8	16	characterization	characterization	NN
cord-330239-l8fp8cvz	8	17	and	and	CC
cord-330239-l8fp8cvz	8	18	detection	detection	NN
cord-330239-l8fp8cvz	8	19	of	of	IN
cord-330239-l8fp8cvz	8	20	novel	novel	JJ
cord-330239-l8fp8cvz	8	21	coronavirus	coronavirus	NN
cord-330239-l8fp8cvz	8	22	.	.	.
cord-330239-l8fp8cvz	9	1	The	the	DT
cord-330239-l8fp8cvz	9	2	approach	approach	NN
cord-330239-l8fp8cvz	9	3	adopted	adopt	VBN
cord-330239-l8fp8cvz	9	4	in	in	IN
cord-330239-l8fp8cvz	9	5	this	this	DT
cord-330239-l8fp8cvz	9	6	study	study	NN
cord-330239-l8fp8cvz	9	7	proposes	propose	VBZ
cord-330239-l8fp8cvz	9	8	a	a	DT
cord-330239-l8fp8cvz	9	9	convolutional	convolutional	JJ
cord-330239-l8fp8cvz	9	10	neural	neural	JJ
cord-330239-l8fp8cvz	9	11	network	network	NN
cord-330239-l8fp8cvz	9	12	(	(	-LRB-
cord-330239-l8fp8cvz	9	13	CNN	CNN	NNP
cord-330239-l8fp8cvz	9	14	)	)	-RRB-
cord-330239-l8fp8cvz	9	15	model	model	NN
cord-330239-l8fp8cvz	9	16	which	which	WDT
cord-330239-l8fp8cvz	9	17	is	be	VBZ
cord-330239-l8fp8cvz	9	18	further	further	RB
cord-330239-l8fp8cvz	9	19	enhanced	enhance	VBN
cord-330239-l8fp8cvz	9	20	using	use	VBG
cord-330239-l8fp8cvz	9	21	the	the	DT
cord-330239-l8fp8cvz	9	22	technique	technique	NN
cord-330239-l8fp8cvz	9	23	of	of	IN
cord-330239-l8fp8cvz	9	24	data	datum	NNS
cord-330239-l8fp8cvz	9	25	augmentation	augmentation	NN
cord-330239-l8fp8cvz	9	26	.	.	.
cord-330239-l8fp8cvz	10	1	The	the	DT
cord-330239-l8fp8cvz	10	2	motive	motive	NN
cord-330239-l8fp8cvz	10	3	for	for	IN
cord-330239-l8fp8cvz	10	4	the	the	DT
cord-330239-l8fp8cvz	10	5	enhancement	enhancement	NN
cord-330239-l8fp8cvz	10	6	of	of	IN
cord-330239-l8fp8cvz	10	7	the	the	DT
cord-330239-l8fp8cvz	10	8	CNN	CNN	NNP
cord-330239-l8fp8cvz	10	9	model	model	NN
cord-330239-l8fp8cvz	10	10	through	through	IN
cord-330239-l8fp8cvz	10	11	the	the	DT
cord-330239-l8fp8cvz	10	12	latter	latter	JJ
cord-330239-l8fp8cvz	10	13	technique	technique	NN
cord-330239-l8fp8cvz	10	14	is	be	VBZ
cord-330239-l8fp8cvz	10	15	to	to	TO
cord-330239-l8fp8cvz	10	16	investigate	investigate	VB
cord-330239-l8fp8cvz	10	17	the	the	DT
cord-330239-l8fp8cvz	10	18	possibility	possibility	NN
cord-330239-l8fp8cvz	10	19	of	of	IN
cord-330239-l8fp8cvz	10	20	further	further	RB
cord-330239-l8fp8cvz	10	21	improving	improve	VBG
cord-330239-l8fp8cvz	10	22	the	the	DT
cord-330239-l8fp8cvz	10	23	performances	performance	NNS
cord-330239-l8fp8cvz	10	24	of	of	IN
cord-330239-l8fp8cvz	10	25	deep	deep	JJ
cord-330239-l8fp8cvz	10	26	learning	learning	NN
cord-330239-l8fp8cvz	10	27	models	model	NNS
cord-330239-l8fp8cvz	10	28	in	in	IN
cord-330239-l8fp8cvz	10	29	detection	detection	NN
cord-330239-l8fp8cvz	10	30	of	of	IN
cord-330239-l8fp8cvz	10	31	coronavirus	coronavirus	NN
cord-330239-l8fp8cvz	10	32	.	.	.
cord-330239-l8fp8cvz	11	1	The	the	DT
cord-330239-l8fp8cvz	11	2	proposed	propose	VBN
cord-330239-l8fp8cvz	11	3	model	model	NN
cord-330239-l8fp8cvz	11	4	is	be	VBZ
cord-330239-l8fp8cvz	11	5	then	then	RB
cord-330239-l8fp8cvz	11	6	applied	apply	VBN
cord-330239-l8fp8cvz	11	7	to	to	IN
cord-330239-l8fp8cvz	11	8	the	the	DT
cord-330239-l8fp8cvz	11	9	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	11	10	X	X	NNP
cord-330239-l8fp8cvz	11	11	-	-	NN
cord-330239-l8fp8cvz	11	12	ray	ray	NN
cord-330239-l8fp8cvz	11	13	dataset	dataset	NN
cord-330239-l8fp8cvz	11	14	in	in	IN
cord-330239-l8fp8cvz	11	15	this	this	DT
cord-330239-l8fp8cvz	11	16	study	study	NN
cord-330239-l8fp8cvz	11	17	which	which	WDT
cord-330239-l8fp8cvz	11	18	is	be	VBZ
cord-330239-l8fp8cvz	11	19	the	the	DT
cord-330239-l8fp8cvz	11	20	National	National	NNP
cord-330239-l8fp8cvz	11	21	Institutes	Institutes	NNPS
cord-330239-l8fp8cvz	11	22	of	of	IN
cord-330239-l8fp8cvz	11	23	Health	Health	NNP
cord-330239-l8fp8cvz	11	24	(	(	-LRB-
cord-330239-l8fp8cvz	11	25	NIH	NIH	NNP
cord-330239-l8fp8cvz	11	26	)	)	-RRB-
cord-330239-l8fp8cvz	12	1	Chest	Chest	NNP
cord-330239-l8fp8cvz	12	2	X	X	NNP
cord-330239-l8fp8cvz	12	3	-	-	NNP
cord-330239-l8fp8cvz	12	4	Ray	Ray	NNP
cord-330239-l8fp8cvz	12	5	dataset	dataset	NN
cord-330239-l8fp8cvz	12	6	obtained	obtain	VBN
cord-330239-l8fp8cvz	12	7	from	from	IN
cord-330239-l8fp8cvz	12	8	Kaggle	Kaggle	NNP
cord-330239-l8fp8cvz	12	9	for	for	IN
cord-330239-l8fp8cvz	12	10	the	the	DT
cord-330239-l8fp8cvz	12	11	purpose	purpose	NN
cord-330239-l8fp8cvz	12	12	of	of	IN
cord-330239-l8fp8cvz	12	13	promoting	promote	VBG
cord-330239-l8fp8cvz	12	14	early	early	JJ
cord-330239-l8fp8cvz	12	15	detection	detection	NN
cord-330239-l8fp8cvz	12	16	and	and	CC
cord-330239-l8fp8cvz	12	17	screening	screening	NN
cord-330239-l8fp8cvz	12	18	of	of	IN
cord-330239-l8fp8cvz	12	19	coronavirus	coronavirus	NN
cord-330239-l8fp8cvz	12	20	disease	disease	NN
cord-330239-l8fp8cvz	12	21	.	.	.
cord-330239-l8fp8cvz	13	1	Results	result	NNS
cord-330239-l8fp8cvz	13	2	obtained	obtain	VBN
cord-330239-l8fp8cvz	13	3	showed	show	VBD
cord-330239-l8fp8cvz	13	4	that	that	IN
cord-330239-l8fp8cvz	13	5	our	-PRON-	PRP$
cord-330239-l8fp8cvz	13	6	approach	approach	NN
cord-330239-l8fp8cvz	13	7	achieved	achieve	VBD
cord-330239-l8fp8cvz	13	8	a	a	DT
cord-330239-l8fp8cvz	13	9	performance	performance	NN
cord-330239-l8fp8cvz	13	10	of	of	IN
cord-330239-l8fp8cvz	13	11	100	100	CD
cord-330239-l8fp8cvz	13	12	%	%	NN
cord-330239-l8fp8cvz	13	13	accuracy	accuracy	NN
cord-330239-l8fp8cvz	13	14	,	,	,
cord-330239-l8fp8cvz	13	15	recall	recall	NN
cord-330239-l8fp8cvz	13	16	/	/	SYM
cord-330239-l8fp8cvz	13	17	precision	precision	NN
cord-330239-l8fp8cvz	13	18	of	of	IN
cord-330239-l8fp8cvz	13	19	0.85	0.85	CD
cord-330239-l8fp8cvz	13	20	,	,	,
cord-330239-l8fp8cvz	13	21	F	f	NN
cord-330239-l8fp8cvz	13	22	-	-	HYPH
cord-330239-l8fp8cvz	13	23	measure	measure	NN
cord-330239-l8fp8cvz	13	24	of	of	IN
cord-330239-l8fp8cvz	13	25	0.9	0.9	CD
cord-330239-l8fp8cvz	13	26	,	,	,
cord-330239-l8fp8cvz	13	27	and	and	CC
cord-330239-l8fp8cvz	13	28	specificity	specificity	NN
cord-330239-l8fp8cvz	13	29	of	of	IN
cord-330239-l8fp8cvz	13	30	1.0	1.0	CD
cord-330239-l8fp8cvz	13	31	.	.	.
cord-330239-l8fp8cvz	14	1	The	the	DT
cord-330239-l8fp8cvz	14	2	proposed	propose	VBN
cord-330239-l8fp8cvz	14	3	CNN	CNN	NNP
cord-330239-l8fp8cvz	14	4	model	model	NN
cord-330239-l8fp8cvz	14	5	and	and	CC
cord-330239-l8fp8cvz	14	6	data	data	NN
cord-330239-l8fp8cvz	14	7	augmentation	augmentation	NN
cord-330239-l8fp8cvz	14	8	solution	solution	NN
cord-330239-l8fp8cvz	14	9	may	may	MD
cord-330239-l8fp8cvz	14	10	be	be	VB
cord-330239-l8fp8cvz	14	11	adopted	adopt	VBN
cord-330239-l8fp8cvz	14	12	in	in	IN
cord-330239-l8fp8cvz	14	13	pre	pre	JJ
cord-330239-l8fp8cvz	14	14	-	-	JJ
cord-330239-l8fp8cvz	14	15	screening	screening	JJ
cord-330239-l8fp8cvz	14	16	suspected	suspect	VBN
cord-330239-l8fp8cvz	14	17	cases	case	NNS
cord-330239-l8fp8cvz	14	18	of	of	IN
cord-330239-l8fp8cvz	14	19	Covid19	Covid19	NNP
cord-330239-l8fp8cvz	14	20	to	to	TO
cord-330239-l8fp8cvz	14	21	provide	provide	VB
cord-330239-l8fp8cvz	14	22	support	support	NN
cord-330239-l8fp8cvz	14	23	to	to	IN
cord-330239-l8fp8cvz	14	24	the	the	DT
cord-330239-l8fp8cvz	14	25	use	use	NN
cord-330239-l8fp8cvz	14	26	of	of	IN
cord-330239-l8fp8cvz	14	27	the	the	DT
cord-330239-l8fp8cvz	14	28	well	well	RB
cord-330239-l8fp8cvz	14	29	-	-	HYPH
cord-330239-l8fp8cvz	14	30	known	know	VBN
cord-330239-l8fp8cvz	14	31	RT	RT	NNP
cord-330239-l8fp8cvz	14	32	-	-	HYPH
cord-330239-l8fp8cvz	14	33	PCR	PCR	NNP
cord-330239-l8fp8cvz	14	34	testing	testing	NN
cord-330239-l8fp8cvz	14	35	.	.	.
cord-330239-l8fp8cvz	15	1	The	the	DT
cord-330239-l8fp8cvz	15	2	2019	2019	CD
cord-330239-l8fp8cvz	15	3	novel	novel	NN
cord-330239-l8fp8cvz	15	4	coronavirus	coronavirus	NN
cord-330239-l8fp8cvz	15	5	disease	disease	NN
cord-330239-l8fp8cvz	15	6	presents	present	VBZ
cord-330239-l8fp8cvz	15	7	an	an	DT
cord-330239-l8fp8cvz	15	8	important	important	JJ
cord-330239-l8fp8cvz	15	9	and	and	CC
cord-330239-l8fp8cvz	15	10	urgent	urgent	JJ
cord-330239-l8fp8cvz	15	11	threat	threat	NN
cord-330239-l8fp8cvz	15	12	to	to	IN
cord-330239-l8fp8cvz	15	13	global	global	JJ
cord-330239-l8fp8cvz	15	14	health	health	NN
cord-330239-l8fp8cvz	15	15	,	,	,
cord-330239-l8fp8cvz	15	16	and	and	CC
cord-330239-l8fp8cvz	15	17	has	have	VBZ
cord-330239-l8fp8cvz	15	18	equally	equally	RB
cord-330239-l8fp8cvz	15	19	exposed	expose	VBN
cord-330239-l8fp8cvz	15	20	to	to	IN
cord-330239-l8fp8cvz	15	21	an	an	DT
cord-330239-l8fp8cvz	15	22	extent	extent	NN
cord-330239-l8fp8cvz	15	23	the	the	DT
cord-330239-l8fp8cvz	15	24	fragility	fragility	NN
cord-330239-l8fp8cvz	15	25	of	of	IN
cord-330239-l8fp8cvz	15	26	the	the	DT
cord-330239-l8fp8cvz	15	27	most	most	RBS
cord-330239-l8fp8cvz	15	28	highly	highly	RB
cord-330239-l8fp8cvz	15	29	placed	place	VBN
cord-330239-l8fp8cvz	15	30	health	health	NN
cord-330239-l8fp8cvz	15	31	institutions	institution	NNS
cord-330239-l8fp8cvz	15	32	and	and	CC
cord-330239-l8fp8cvz	15	33	infrastructures	infrastructure	NNS
cord-330239-l8fp8cvz	15	34	across	across	IN
cord-330239-l8fp8cvz	15	35	the	the	DT
cord-330239-l8fp8cvz	15	36	globe	globe	NN
cord-330239-l8fp8cvz	15	37	[	[	-LRB-
cord-330239-l8fp8cvz	15	38	27	27	CD
cord-330239-l8fp8cvz	15	39	,	,	,
cord-330239-l8fp8cvz	15	40	28	28	CD
cord-330239-l8fp8cvz	15	41	]	]	-RRB-
cord-330239-l8fp8cvz	15	42	.	.	.
cord-330239-l8fp8cvz	16	1	Since	since	IN
cord-330239-l8fp8cvz	16	2	the	the	DT
cord-330239-l8fp8cvz	16	3	first	first	JJ
cord-330239-l8fp8cvz	16	4	status	status	NN
cord-330239-l8fp8cvz	16	5	recorded	record	VBN
cord-330239-l8fp8cvz	16	6	case	case	NN
cord-330239-l8fp8cvz	16	7	of	of	IN
cord-330239-l8fp8cvz	16	8	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	16	9	was	be	VBD
cord-330239-l8fp8cvz	16	10	identified	identify	VBN
cord-330239-l8fp8cvz	16	11	in	in	IN
cord-330239-l8fp8cvz	16	12	early	early	JJ
cord-330239-l8fp8cvz	16	13	December	December	NNP
cord-330239-l8fp8cvz	16	14	2019	2019	CD
cord-330239-l8fp8cvz	16	15	in	in	IN
cord-330239-l8fp8cvz	16	16	Wuhan	Wuhan	NNP
cord-330239-l8fp8cvz	16	17	,	,	,
cord-330239-l8fp8cvz	16	18	in	in	IN
cord-330239-l8fp8cvz	16	19	the	the	DT
cord-330239-l8fp8cvz	16	20	Hubei	Hubei	NNP
cord-330239-l8fp8cvz	16	21	province	province	NN
cord-330239-l8fp8cvz	16	22	of	of	IN
cord-330239-l8fp8cvz	16	23	the	the	DT
cord-330239-l8fp8cvz	16	24	People	People	NNPS
cord-330239-l8fp8cvz	16	25	's	's	POS
cord-330239-l8fp8cvz	16	26	Republic	Republic	NNP
cord-330239-l8fp8cvz	16	27	of	of	IN
cord-330239-l8fp8cvz	16	28	China	China	NNP
cord-330239-l8fp8cvz	16	29	,	,	,
cord-330239-l8fp8cvz	16	30	the	the	DT
cord-330239-l8fp8cvz	16	31	number	number	NN
cord-330239-l8fp8cvz	16	32	of	of	IN
cord-330239-l8fp8cvz	16	33	patients	patient	NNS
cord-330239-l8fp8cvz	16	34	confirmed	confirm	VBN
cord-330239-l8fp8cvz	16	35	to	to	TO
cord-330239-l8fp8cvz	16	36	have	have	VB
cord-330239-l8fp8cvz	16	37	contracted	contract	VBN
cord-330239-l8fp8cvz	16	38	the	the	DT
cord-330239-l8fp8cvz	16	39	disease	disease	NN
cord-330239-l8fp8cvz	16	40	has	have	VBZ
cord-330239-l8fp8cvz	16	41	exceeded	exceed	VBN
cord-330239-l8fp8cvz	16	42	35,960,908	35,960,908	CD
cord-330239-l8fp8cvz	16	43	in	in	IN
cord-330239-l8fp8cvz	16	44	214	214	CD
cord-330239-l8fp8cvz	16	45	countries	country	NNS
cord-330239-l8fp8cvz	16	46	,	,	,
cord-330239-l8fp8cvz	16	47	and	and	CC
cord-330239-l8fp8cvz	16	48	the	the	DT
cord-330239-l8fp8cvz	16	49	number	number	NN
cord-330239-l8fp8cvz	16	50	of	of	IN
cord-330239-l8fp8cvz	16	51	people	people	NNS
cord-330239-l8fp8cvz	16	52	infected	infect	VBN
cord-330239-l8fp8cvz	16	53	is	be	VBZ
cord-330239-l8fp8cvz	16	54	probably	probably	RB
cord-330239-l8fp8cvz	16	55	much	much	RB
cord-330239-l8fp8cvz	16	56	higher	high	JJR
cord-330239-l8fp8cvz	16	57	[	[	-LRB-
cord-330239-l8fp8cvz	16	58	29	29	CD
cord-330239-l8fp8cvz	16	59	]	]	-RRB-
cord-330239-l8fp8cvz	16	60	.	.	.
cord-330239-l8fp8cvz	17	1	Moreover	moreover	RB
cord-330239-l8fp8cvz	17	2	,	,	,
cord-330239-l8fp8cvz	17	3	a	a	DT
cord-330239-l8fp8cvz	17	4	record	record	NN
cord-330239-l8fp8cvz	17	5	estimate	estimate	NN
cord-330239-l8fp8cvz	17	6	of	of	IN
cord-330239-l8fp8cvz	17	7	more	more	JJR
cord-330239-l8fp8cvz	17	8	than	than	IN
cord-330239-l8fp8cvz	17	9	1,052,310	1,052,310	CD
cord-330239-l8fp8cvz	17	10	people	people	NNS
cord-330239-l8fp8cvz	17	11	have	have	VBP
cord-330239-l8fp8cvz	17	12	died	die	VBN
cord-330239-l8fp8cvz	17	13	from	from	IN
cord-330239-l8fp8cvz	17	14	the	the	DT
cord-330239-l8fp8cvz	17	15	coronavirus	coronavirus	NN
cord-330239-l8fp8cvz	18	1	COVID-19	covid-19	JJ
cord-330239-l8fp8cvz	18	2	outbreak	outbreak	NN
cord-330239-l8fp8cvz	18	3	as	as	IN
cord-330239-l8fp8cvz	18	4	of	of	IN
cord-330239-l8fp8cvz	18	5	October	October	NNP
cord-330239-l8fp8cvz	18	6	06	06	CD
cord-330239-l8fp8cvz	18	7	,	,	,
cord-330239-l8fp8cvz	18	8	2020	2020	CD
cord-330239-l8fp8cvz	18	9	[	[	-LRB-
cord-330239-l8fp8cvz	18	10	29	29	CD
cord-330239-l8fp8cvz	18	11	]	]	-RRB-
cord-330239-l8fp8cvz	18	12	.	.	.
cord-330239-l8fp8cvz	19	1	However	however	RB
cord-330239-l8fp8cvz	19	2	,	,	,
cord-330239-l8fp8cvz	19	3	despite	despite	IN
cord-330239-l8fp8cvz	19	4	several	several	JJ
cord-330239-l8fp8cvz	19	5	public	public	JJ
cord-330239-l8fp8cvz	19	6	health	health	NN
cord-330239-l8fp8cvz	19	7	responses	response	NNS
cord-330239-l8fp8cvz	19	8	aimed	aim	VBN
cord-330239-l8fp8cvz	19	9	at	at	IN
cord-330239-l8fp8cvz	19	10	containing	contain	VBG
cord-330239-l8fp8cvz	19	11	the	the	DT
cord-330239-l8fp8cvz	19	12	disease	disease	NN
cord-330239-l8fp8cvz	19	13	and	and	CC
cord-330239-l8fp8cvz	19	14	delaying	delay	VBG
cord-330239-l8fp8cvz	19	15	its	-PRON-	PRP$
cord-330239-l8fp8cvz	19	16	spread	spread	NN
cord-330239-l8fp8cvz	19	17	,	,	,
cord-330239-l8fp8cvz	19	18	many	many	JJ
cord-330239-l8fp8cvz	19	19	countries	country	NNS
cord-330239-l8fp8cvz	19	20	have	have	VBP
cord-330239-l8fp8cvz	19	21	now	now	RB
cord-330239-l8fp8cvz	19	22	been	be	VBN
cord-330239-l8fp8cvz	19	23	confronted	confront	VBN
cord-330239-l8fp8cvz	19	24	with	with	IN
cord-330239-l8fp8cvz	19	25	critical	critical	JJ
cord-330239-l8fp8cvz	19	26	health	health	NN
cord-330239-l8fp8cvz	19	27	care	care	NN
cord-330239-l8fp8cvz	19	28	catastrophes	catastrophe	NNS
cord-330239-l8fp8cvz	19	29	ranging	range	VBG
cord-330239-l8fp8cvz	19	30	from	from	IN
cord-330239-l8fp8cvz	19	31	limited	limited	JJ
cord-330239-l8fp8cvz	19	32	hospital	hospital	NN
cord-330239-l8fp8cvz	19	33	beds	bed	NNS
cord-330239-l8fp8cvz	19	34	,	,	,
cord-330239-l8fp8cvz	19	35	shortage	shortage	NN
cord-330239-l8fp8cvz	19	36	of	of	IN
cord-330239-l8fp8cvz	19	37	medical	medical	JJ
cord-330239-l8fp8cvz	19	38	equipment	equipment	NN
cord-330239-l8fp8cvz	19	39	,	,	,
cord-330239-l8fp8cvz	19	40	and	and	CC
cord-330239-l8fp8cvz	19	41	contamination	contamination	NN
cord-330239-l8fp8cvz	19	42	of	of	IN
cord-330239-l8fp8cvz	19	43	medical	medical	JJ
cord-330239-l8fp8cvz	19	44	frontline	frontline	JJ
cord-330239-l8fp8cvz	19	45	workers	worker	NNS
cord-330239-l8fp8cvz	19	46	[	[	-LRB-
cord-330239-l8fp8cvz	19	47	27	27	CD
cord-330239-l8fp8cvz	19	48	]	]	-RRB-
cord-330239-l8fp8cvz	19	49	.	.	.
cord-330239-l8fp8cvz	20	1	In	in	IN
cord-330239-l8fp8cvz	20	2	order	order	NN
cord-330239-l8fp8cvz	20	3	to	to	TO
cord-330239-l8fp8cvz	20	4	alleviate	alleviate	VB
cord-330239-l8fp8cvz	20	5	the	the	DT
cord-330239-l8fp8cvz	20	6	liability	liability	NN
cord-330239-l8fp8cvz	20	7	placed	place	VBN
cord-330239-l8fp8cvz	20	8	on	on	IN
cord-330239-l8fp8cvz	20	9	the	the	DT
cord-330239-l8fp8cvz	20	10	already	already	RB
cord-330239-l8fp8cvz	20	11	fragile	fragile	JJ
cord-330239-l8fp8cvz	20	12	healthcare	healthcare	NN
cord-330239-l8fp8cvz	20	13	system	system	NN
cord-330239-l8fp8cvz	20	14	,	,	,
cord-330239-l8fp8cvz	20	15	while	while	IN
cord-330239-l8fp8cvz	20	16	also	also	RB
cord-330239-l8fp8cvz	20	17	providing	provide	VBG
cord-330239-l8fp8cvz	20	18	the	the	DT
cord-330239-l8fp8cvz	20	19	best	good	JJS
cord-330239-l8fp8cvz	20	20	possible	possible	JJ
cord-330239-l8fp8cvz	20	21	medical	medical	JJ
cord-330239-l8fp8cvz	20	22	care	care	NN
cord-330239-l8fp8cvz	20	23	for	for	IN
cord-330239-l8fp8cvz	20	24	patients	patient	NNS
cord-330239-l8fp8cvz	20	25	,	,	,
cord-330239-l8fp8cvz	20	26	efficient	efficient	JJ
cord-330239-l8fp8cvz	20	27	diagnosis	diagnosis	NN
cord-330239-l8fp8cvz	20	28	and	and	CC
cord-330239-l8fp8cvz	20	29	treatments	treatment	NNS
cord-330239-l8fp8cvz	20	30	of	of	IN
cord-330239-l8fp8cvz	20	31	the	the	DT
cord-330239-l8fp8cvz	20	32	novel	novel	JJ
cord-330239-l8fp8cvz	20	33	coronavirus	coronavirus	NN
cord-330239-l8fp8cvz	20	34	disease	disease	NN
cord-330239-l8fp8cvz	20	35	is	be	VBZ
cord-330239-l8fp8cvz	20	36	urgently	urgently	RB
cord-330239-l8fp8cvz	20	37	needed	need	VBN
cord-330239-l8fp8cvz	20	38	.	.	.
cord-330239-l8fp8cvz	21	1	The	the	DT
cord-330239-l8fp8cvz	21	2	study	study	NN
cord-330239-l8fp8cvz	21	3	conducted	conduct	VBN
cord-330239-l8fp8cvz	21	4	by	by	IN
cord-330239-l8fp8cvz	21	5	Wynants	Wynants	NNP
cord-330239-l8fp8cvz	21	6	et	et	NNP
cord-330239-l8fp8cvz	21	7	al	al	NNP
cord-330239-l8fp8cvz	21	8	.	.	.
cord-330239-l8fp8cvz	22	1	[	[	-LRB-
cord-330239-l8fp8cvz	22	2	27	27	CD
cord-330239-l8fp8cvz	22	3	]	]	-RRB-
cord-330239-l8fp8cvz	22	4	revealed	reveal	VBD
cord-330239-l8fp8cvz	22	5	that	that	IN
cord-330239-l8fp8cvz	22	6	the	the	DT
cord-330239-l8fp8cvz	22	7	development	development	NN
cord-330239-l8fp8cvz	22	8	of	of	IN
cord-330239-l8fp8cvz	22	9	efficient	efficient	JJ
cord-330239-l8fp8cvz	22	10	prediction	prediction	NN
cord-330239-l8fp8cvz	22	11	models	model	NNS
cord-330239-l8fp8cvz	22	12	that	that	WDT
cord-330239-l8fp8cvz	22	13	combine	combine	VBP
cord-330239-l8fp8cvz	22	14	several	several	JJ
cord-330239-l8fp8cvz	22	15	variables	variable	NNS
cord-330239-l8fp8cvz	22	16	or	or	CC
cord-330239-l8fp8cvz	22	17	features	feature	VBZ
cord-330239-l8fp8cvz	22	18	to	to	TO
cord-330239-l8fp8cvz	22	19	estimate	estimate	VB
cord-330239-l8fp8cvz	22	20	the	the	DT
cord-330239-l8fp8cvz	22	21	risk	risk	NN
cord-330239-l8fp8cvz	22	22	of	of	IN
cord-330239-l8fp8cvz	22	23	people	people	NNS
cord-330239-l8fp8cvz	22	24	being	be	VBG
cord-330239-l8fp8cvz	22	25	infected	infect	VBN
cord-330239-l8fp8cvz	22	26	by	by	IN
cord-330239-l8fp8cvz	22	27	the	the	DT
cord-330239-l8fp8cvz	22	28	disease	disease	NN
cord-330239-l8fp8cvz	22	29	or	or	CC
cord-330239-l8fp8cvz	22	30	experiencing	experience	VBG
cord-330239-l8fp8cvz	22	31	a	a	DT
cord-330239-l8fp8cvz	22	32	poor	poor	JJ
cord-330239-l8fp8cvz	22	33	outcome	outcome	NN
cord-330239-l8fp8cvz	22	34	from	from	IN
cord-330239-l8fp8cvz	22	35	the	the	DT
cord-330239-l8fp8cvz	22	36	infection	infection	NN
cord-330239-l8fp8cvz	22	37	could	could	MD
cord-330239-l8fp8cvz	22	38	assist	assist	VB
cord-330239-l8fp8cvz	22	39	medical	medical	JJ
cord-330239-l8fp8cvz	22	40	staff	staff	NN
cord-330239-l8fp8cvz	22	41	in	in	IN
cord-330239-l8fp8cvz	22	42	triaging	triage	VBG
cord-330239-l8fp8cvz	22	43	patients	patient	NNS
cord-330239-l8fp8cvz	22	44	when	when	WRB
cord-330239-l8fp8cvz	22	45	allocating	allocate	VBG
cord-330239-l8fp8cvz	22	46	limited	limited	JJ
cord-330239-l8fp8cvz	22	47	healthcare	healthcare	NN
cord-330239-l8fp8cvz	22	48	resources	resource	NNS
cord-330239-l8fp8cvz	22	49	[	[	-LRB-
cord-330239-l8fp8cvz	22	50	27	27	CD
cord-330239-l8fp8cvz	22	51	]	]	-RRB-
cord-330239-l8fp8cvz	22	52	.	.	.
cord-330239-l8fp8cvz	23	1	Several	several	JJ
cord-330239-l8fp8cvz	23	2	advanced	advanced	JJ
cord-330239-l8fp8cvz	23	3	artificial	artificial	JJ
cord-330239-l8fp8cvz	23	4	intelligence	intelligence	NN
cord-330239-l8fp8cvz	23	5	and	and	CC
cord-330239-l8fp8cvz	23	6	machine	machine	NN
cord-330239-l8fp8cvz	23	7	learning	learning	NN
cord-330239-l8fp8cvz	23	8	models	model	NNS
cord-330239-l8fp8cvz	23	9	,	,	,
cord-330239-l8fp8cvz	23	10	specifically	specifically	RB
cord-330239-l8fp8cvz	23	11	deep	deep	JJ
cord-330239-l8fp8cvz	23	12	learning	learning	NN
cord-330239-l8fp8cvz	23	13	algorithms	algorithm	NNS
cord-330239-l8fp8cvz	23	14	,	,	,
cord-330239-l8fp8cvz	23	15	have	have	VBP
cord-330239-l8fp8cvz	23	16	been	be	VBN
cord-330239-l8fp8cvz	23	17	proposed	propose	VBN
cord-330239-l8fp8cvz	23	18	as	as	IN
cord-330239-l8fp8cvz	23	19	evidenced	evidence	VBN
cord-330239-l8fp8cvz	23	20	in	in	IN
cord-330239-l8fp8cvz	23	21	many	many	JJ
cord-330239-l8fp8cvz	23	22	academic	academic	JJ
cord-330239-l8fp8cvz	23	23	databases	database	NNS
cord-330239-l8fp8cvz	23	24	and	and	CC
cord-330239-l8fp8cvz	23	25	journals	journal	NNS
cord-330239-l8fp8cvz	23	26	in	in	IN
cord-330239-l8fp8cvz	23	27	response	response	NN
cord-330239-l8fp8cvz	23	28	to	to	IN
cord-330239-l8fp8cvz	23	29	a	a	DT
cord-330239-l8fp8cvz	23	30	call	call	NN
cord-330239-l8fp8cvz	23	31	by	by	IN
cord-330239-l8fp8cvz	23	32	the	the	DT
cord-330239-l8fp8cvz	23	33	WHO	WHO	NNP
cord-330239-l8fp8cvz	23	34	to	to	TO
cord-330239-l8fp8cvz	23	35	share	share	VB
cord-330239-l8fp8cvz	23	36	relevant	relevant	JJ
cord-330239-l8fp8cvz	23	37	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	23	38	research	research	NN
cord-330239-l8fp8cvz	23	39	findings	finding	NNS
cord-330239-l8fp8cvz	23	40	rapidly	rapidly	RB
cord-330239-l8fp8cvz	23	41	and	and	CC
cord-330239-l8fp8cvz	23	42	openly	openly	RB
cord-330239-l8fp8cvz	23	43	to	to	TO
cord-330239-l8fp8cvz	23	44	inform	inform	VB
cord-330239-l8fp8cvz	23	45	the	the	DT
cord-330239-l8fp8cvz	23	46	public	public	JJ
cord-330239-l8fp8cvz	23	47	health	health	NN
cord-330239-l8fp8cvz	23	48	response	response	NN
cord-330239-l8fp8cvz	23	49	and	and	CC
cord-330239-l8fp8cvz	23	50	help	help	VB
cord-330239-l8fp8cvz	23	51	save	save	VB
cord-330239-l8fp8cvz	23	52	people	people	NNS
cord-330239-l8fp8cvz	23	53	's	's	POS
cord-330239-l8fp8cvz	23	54	lives	life	NNS
cord-330239-l8fp8cvz	23	55	.	.	.
cord-330239-l8fp8cvz	24	1	Singh	Singh	NNP
cord-330239-l8fp8cvz	24	2	et	et	NNP
cord-330239-l8fp8cvz	24	3	al	al	NNP
cord-330239-l8fp8cvz	24	4	.	.	.
cord-330239-l8fp8cvz	25	1	[	[	-LRB-
cord-330239-l8fp8cvz	25	2	32	32	CD
cord-330239-l8fp8cvz	25	3	,	,	,
cord-330239-l8fp8cvz	25	4	34	34	CD
cord-330239-l8fp8cvz	25	5	]	]	-RRB-
cord-330239-l8fp8cvz	25	6	developed	develop	VBD
cord-330239-l8fp8cvz	25	7	a	a	DT
cord-330239-l8fp8cvz	25	8	deep	deep	JJ
cord-330239-l8fp8cvz	25	9	convolution	convolution	NN
cord-330239-l8fp8cvz	25	10	neural	neural	JJ
cord-330239-l8fp8cvz	25	11	network	network	NN
cord-330239-l8fp8cvz	25	12	(	(	-LRB-
cord-330239-l8fp8cvz	25	13	CNN	CNN	NNP
cord-330239-l8fp8cvz	25	14	)	)	-RRB-
cord-330239-l8fp8cvz	25	15	that	that	WDT
cord-330239-l8fp8cvz	25	16	was	be	VBD
cord-330239-l8fp8cvz	25	17	applied	apply	VBN
cord-330239-l8fp8cvz	25	18	in	in	IN
cord-330239-l8fp8cvz	25	19	the	the	DT
cord-330239-l8fp8cvz	25	20	automated	automate	VBN
cord-330239-l8fp8cvz	25	21	diagnosis	diagnosis	NN
cord-330239-l8fp8cvz	25	22	and	and	CC
cord-330239-l8fp8cvz	25	23	analysis	analysis	NN
cord-330239-l8fp8cvz	25	24	of	of	IN
cord-330239-l8fp8cvz	25	25	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	25	26	in	in	IN
cord-330239-l8fp8cvz	25	27	infected	infected	JJ
cord-330239-l8fp8cvz	25	28	patients	patient	NNS
cord-330239-l8fp8cvz	25	29	.	.	.
cord-330239-l8fp8cvz	26	1	The	the	DT
cord-330239-l8fp8cvz	26	2	authors	author	NNS
cord-330239-l8fp8cvz	26	3	'	'	POS
cord-330239-l8fp8cvz	26	4	proposed	propose	VBN
cord-330239-l8fp8cvz	26	5	model	model	NN
cord-330239-l8fp8cvz	26	6	involved	involve	VBD
cord-330239-l8fp8cvz	26	7	the	the	DT
cord-330239-l8fp8cvz	26	8	tuning	tuning	NN
cord-330239-l8fp8cvz	26	9	of	of	IN
cord-330239-l8fp8cvz	26	10	Although	although	IN
cord-330239-l8fp8cvz	26	11	different	different	JJ
cord-330239-l8fp8cvz	26	12	artificial	artificial	JJ
cord-330239-l8fp8cvz	26	13	intelligence	intelligence	NN
cord-330239-l8fp8cvz	26	14	approaches	approach	NNS
cord-330239-l8fp8cvz	26	15	also	also	RB
cord-330239-l8fp8cvz	26	16	exist	exist	VBP
cord-330239-l8fp8cvz	26	17	,	,	,
cord-330239-l8fp8cvz	26	18	like	like	IN
cord-330239-l8fp8cvz	26	19	the	the	DT
cord-330239-l8fp8cvz	26	20	case	case	NN
cord-330239-l8fp8cvz	26	21	-	-	HYPH
cord-330239-l8fp8cvz	26	22	based	base	VBN
cord-330239-l8fp8cvz	26	23	reasoning	reasoning	NN
cord-330239-l8fp8cvz	26	24	(	(	-LRB-
cord-330239-l8fp8cvz	26	25	CBR	CBR	NNP
cord-330239-l8fp8cvz	26	26	)	)	-RRB-
cord-330239-l8fp8cvz	26	27	[	[	-LRB-
cord-330239-l8fp8cvz	26	28	25	25	CD
cord-330239-l8fp8cvz	26	29	]	]	-RRB-
cord-330239-l8fp8cvz	26	30	which	which	WDT
cord-330239-l8fp8cvz	26	31	have	have	VBP
cord-330239-l8fp8cvz	26	32	been	be	VBN
cord-330239-l8fp8cvz	26	33	applied	apply	VBN
cord-330239-l8fp8cvz	26	34	to	to	IN
cord-330239-l8fp8cvz	26	35	the	the	DT
cord-330239-l8fp8cvz	26	36	detection	detection	NN
cord-330239-l8fp8cvz	26	37	of	of	IN
cord-330239-l8fp8cvz	26	38	this	this	DT
cord-330239-l8fp8cvz	26	39	disease	disease	NN
cord-330239-l8fp8cvz	26	40	,	,	,
cord-330239-l8fp8cvz	26	41	CNN	CNN	NNP
cord-330239-l8fp8cvz	26	42	methods	method	NNS
cord-330239-l8fp8cvz	26	43	however	however	RB
cord-330239-l8fp8cvz	26	44	have	have	VBP
cord-330239-l8fp8cvz	26	45	shown	show	VBN
cord-330239-l8fp8cvz	26	46	to	to	TO
cord-330239-l8fp8cvz	26	47	be	be	VB
cord-330239-l8fp8cvz	26	48	more	more	RBR
cord-330239-l8fp8cvz	26	49	effective	effective	JJ
cord-330239-l8fp8cvz	26	50	and	and	CC
cord-330239-l8fp8cvz	26	51	promising	promising	JJ
cord-330239-l8fp8cvz	26	52	.	.	.
cord-330239-l8fp8cvz	27	1	Several	several	JJ
cord-330239-l8fp8cvz	27	2	studies	study	NNS
cord-330239-l8fp8cvz	27	3	[	[	-LRB-
cord-330239-l8fp8cvz	27	4	4	4	CD
cord-330239-l8fp8cvz	27	5	,	,	,
cord-330239-l8fp8cvz	27	6	5	5	CD
cord-330239-l8fp8cvz	27	7	,	,	,
cord-330239-l8fp8cvz	27	8	6	6	CD
cord-330239-l8fp8cvz	27	9	,	,	,
cord-330239-l8fp8cvz	27	10	78	78	CD
cord-330239-l8fp8cvz	27	11	,	,	,
cord-330239-l8fp8cvz	27	12	26	26	CD
cord-330239-l8fp8cvz	27	13	,	,	,
cord-330239-l8fp8cvz	27	14	30	30	CD
cord-330239-l8fp8cvz	27	15	]	]	-RRB-
cord-330239-l8fp8cvz	27	16	and	and	CC
cord-330239-l8fp8cvz	27	17	reviews	review	NNS
cord-330239-l8fp8cvz	27	18	which	which	WDT
cord-330239-l8fp8cvz	27	19	have	have	VBP
cord-330239-l8fp8cvz	27	20	adapted	adapt	VBN
cord-330239-l8fp8cvz	27	21	CNN	CNN	NNP
cord-330239-l8fp8cvz	27	22	to	to	IN
cord-330239-l8fp8cvz	27	23	the	the	DT
cord-330239-l8fp8cvz	27	24	task	task	NN
cord-330239-l8fp8cvz	27	25	of	of	IN
cord-330239-l8fp8cvz	27	26	detection	detection	NN
cord-330239-l8fp8cvz	27	27	and	and	CC
cord-330239-l8fp8cvz	27	28	classification	classification	NN
cord-330239-l8fp8cvz	27	29	of	of	IN
cord-330239-l8fp8cvz	27	30	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	27	31	have	have	VBP
cord-330239-l8fp8cvz	27	32	proven	prove	VBN
cord-330239-l8fp8cvz	27	33	that	that	IN
cord-330239-l8fp8cvz	27	34	the	the	DT
cord-330239-l8fp8cvz	27	35	deep	deep	JJ
cord-330239-l8fp8cvz	27	36	learning	learning	NN
cord-330239-l8fp8cvz	27	37	model	model	NN
cord-330239-l8fp8cvz	27	38	is	be	VBZ
cord-330239-l8fp8cvz	27	39	one	one	CD
cord-330239-l8fp8cvz	27	40	of	of	IN
cord-330239-l8fp8cvz	27	41	the	the	DT
cord-330239-l8fp8cvz	27	42	most	most	RBS
cord-330239-l8fp8cvz	27	43	popular	popular	JJ
cord-330239-l8fp8cvz	27	44	and	and	CC
cord-330239-l8fp8cvz	27	45	effective	effective	JJ
cord-330239-l8fp8cvz	27	46	approaches	approach	NNS
cord-330239-l8fp8cvz	27	47	in	in	IN
cord-330239-l8fp8cvz	27	48	the	the	DT
cord-330239-l8fp8cvz	27	49	diagnosis	diagnosis	NN
cord-330239-l8fp8cvz	27	50	of	of	IN
cord-330239-l8fp8cvz	27	51	COVD-19	COVD-19	NNP
cord-330239-l8fp8cvz	27	52	from	from	IN
cord-330239-l8fp8cvz	27	53	digitized	digitized	JJ
cord-330239-l8fp8cvz	27	54	images	image	NNS
cord-330239-l8fp8cvz	27	55	.	.	.
cord-330239-l8fp8cvz	28	1	This	this	DT
cord-330239-l8fp8cvz	28	2	outstanding	outstanding	JJ
cord-330239-l8fp8cvz	28	3	performance	performance	NN
cord-330239-l8fp8cvz	28	4	of	of	IN
cord-330239-l8fp8cvz	28	5	CNN	CNN	NNP
cord-330239-l8fp8cvz	28	6	is	be	VBZ
cord-330239-l8fp8cvz	28	7	due	due	JJ
cord-330239-l8fp8cvz	28	8	to	to	IN
cord-330239-l8fp8cvz	28	9	its	-PRON-	PRP$
cord-330239-l8fp8cvz	28	10	ability	ability	NN
cord-330239-l8fp8cvz	28	11	to	to	TO
cord-330239-l8fp8cvz	28	12	learn	learn	VB
cord-330239-l8fp8cvz	28	13	features	feature	NNS
cord-330239-l8fp8cvz	28	14	automatically	automatically	RB
cord-330239-l8fp8cvz	28	15	from	from	IN
cord-330239-l8fp8cvz	28	16	digital	digital	JJ
cord-330239-l8fp8cvz	28	17	images	image	NNS
cord-330239-l8fp8cvz	28	18	as	as	IN
cord-330239-l8fp8cvz	28	19	has	have	VBZ
cord-330239-l8fp8cvz	28	20	been	be	VBN
cord-330239-l8fp8cvz	28	21	applied	apply	VBN
cord-330239-l8fp8cvz	28	22	to	to	IN
cord-330239-l8fp8cvz	28	23	diagnoses	diagnosis	NNS
cord-330239-l8fp8cvz	28	24	of	of	IN
cord-330239-l8fp8cvz	28	25	COVID-19	covid-19	NN
cord-330239-l8fp8cvz	28	26	based	base	VBN
cord-330239-l8fp8cvz	28	27	on	on	IN
cord-330239-l8fp8cvz	28	28	clinical	clinical	JJ
cord-330239-l8fp8cvz	28	29	images	image	NNS
cord-330239-l8fp8cvz	28	30	,	,	,
cord-330239-l8fp8cvz	28	31	CT	CT	NNP
cord-330239-l8fp8cvz	28	32	scans	scan	NNS
cord-330239-l8fp8cvz	28	33	,	,	,
cord-330239-l8fp8cvz	28	34	and	and	CC
cord-330239-l8fp8cvz	28	35	X	X	NNS
cord-330239-l8fp8cvz	28	36	-	-	NNS
cord-330239-l8fp8cvz	28	37	rays	ray	NNS
cord-330239-l8fp8cvz	28	38	of	of	IN
cord-330239-l8fp8cvz	28	39	the	the	DT
cord-330239-l8fp8cvz	28	40	chest	chest	NN
cord-330239-l8fp8cvz	28	41	by	by	IN
cord-330239-l8fp8cvz	28	42	researchers	researcher	NNS
cord-330239-l8fp8cvz	28	43	.	.	.
cord-330239-l8fp8cvz	29	1	Therefore	therefore	RB
cord-330239-l8fp8cvz	29	2	,	,	,
cord-330239-l8fp8cvz	29	3	considering	consider	VBG
cord-330239-l8fp8cvz	29	4	the	the	DT
cord-330239-l8fp8cvz	29	5	advantages	advantage	NNS
cord-330239-l8fp8cvz	29	6	of	of	IN
cord-330239-l8fp8cvz	29	7	the	the	DT
cord-330239-l8fp8cvz	29	8	several	several	JJ
cord-330239-l8fp8cvz	29	9	automated	automate	VBN
cord-330239-l8fp8cvz	29	10	deep	deep	JJ
cord-330239-l8fp8cvz	29	11	learning	learning	NN
cord-330239-l8fp8cvz	29	12	solution	solution	NN
cord-330239-l8fp8cvz	29	13	approaches	approach	NNS
cord-330239-l8fp8cvz	29	14	as	as	IN
cord-330239-l8fp8cvz	29	15	mentioned	mention	VBN
cord-330239-l8fp8cvz	29	16	above	above	RB
cord-330239-l8fp8cvz	29	17	for	for	IN
cord-330239-l8fp8cvz	29	18	curbing	curb	VBG
cord-330239-l8fp8cvz	29	19	the	the	DT
cord-330239-l8fp8cvz	29	20	spread	spread	NN
cord-330239-l8fp8cvz	29	21	of	of	IN
cord-330239-l8fp8cvz	29	22	COVID-19	covid-19	NN
cord-330239-l8fp8cvz	29	23	through	through	IN
cord-330239-l8fp8cvz	29	24	early	early	JJ
cord-330239-l8fp8cvz	29	25	detection	detection	NN
cord-330239-l8fp8cvz	29	26	,	,	,
cord-330239-l8fp8cvz	29	27	classification	classification	NN
cord-330239-l8fp8cvz	29	28	,	,	,
cord-330239-l8fp8cvz	29	29	isolation	isolation	NN
cord-330239-l8fp8cvz	29	30	and	and	CC
cord-330239-l8fp8cvz	29	31	treatment	treatment	NN
cord-330239-l8fp8cvz	29	32	of	of	IN
cord-330239-l8fp8cvz	29	33	affected	affected	JJ
cord-330239-l8fp8cvz	29	34	persons	person	NNS
cord-330239-l8fp8cvz	29	35	,	,	,
cord-330239-l8fp8cvz	29	36	it	-PRON-	PRP
cord-330239-l8fp8cvz	29	37	would	would	MD
cord-330239-l8fp8cvz	29	38	be	be	VB
cord-330239-l8fp8cvz	29	39	worthwhile	worthwhile	JJ
cord-330239-l8fp8cvz	29	40	to	to	TO
cord-330239-l8fp8cvz	29	41	further	further	RB
cord-330239-l8fp8cvz	29	42	investigate	investigate	VB
cord-330239-l8fp8cvz	29	43	the	the	DT
cord-330239-l8fp8cvz	29	44	possibility	possibility	NN
cord-330239-l8fp8cvz	29	45	of	of	IN
cord-330239-l8fp8cvz	29	46	developing	develop	VBG
cord-330239-l8fp8cvz	29	47	better	well	JJR
cord-330239-l8fp8cvz	29	48	and	and	CC
cord-330239-l8fp8cvz	29	49	more	more	RBR
cord-330239-l8fp8cvz	29	50	efficient	efficient	JJ
cord-330239-l8fp8cvz	29	51	variants	variant	NNS
cord-330239-l8fp8cvz	29	52	of	of	IN
cord-330239-l8fp8cvz	29	53	deep	deep	JJ
cord-330239-l8fp8cvz	29	54	machine	machine	NN
cord-330239-l8fp8cvz	29	55	learning	learning	NN
cord-330239-l8fp8cvz	29	56	techniques	technique	NNS
cord-330239-l8fp8cvz	29	57	.	.	.
cord-330239-l8fp8cvz	30	1	Moreover	moreover	RB
cord-330239-l8fp8cvz	30	2	,	,	,
cord-330239-l8fp8cvz	30	3	as	as	IN
cord-330239-l8fp8cvz	30	4	revealed	reveal	VBN
cord-330239-l8fp8cvz	30	5	in	in	IN
cord-330239-l8fp8cvz	30	6	most	most	JJS
cord-330239-l8fp8cvz	30	7	of	of	IN
cord-330239-l8fp8cvz	30	8	the	the	DT
cord-330239-l8fp8cvz	30	9	literature	literature	NN
cord-330239-l8fp8cvz	30	10	implementation	implementation	NN
cord-330239-l8fp8cvz	30	11	results	result	NNS
cord-330239-l8fp8cvz	30	12	,	,	,
cord-330239-l8fp8cvz	30	13	adapting	adapt	VBG
cord-330239-l8fp8cvz	30	14	computational	computational	JJ
cord-330239-l8fp8cvz	30	15	solutions	solution	NNS
cord-330239-l8fp8cvz	30	16	to	to	TO
cord-330239-l8fp8cvz	30	17	effectively	effectively	RB
cord-330239-l8fp8cvz	30	18	extract	extract	VB
cord-330239-l8fp8cvz	30	19	the	the	DT
cord-330239-l8fp8cvz	30	20	relevant	relevant	JJ
cord-330239-l8fp8cvz	30	21	information	information	NN
cord-330239-l8fp8cvz	30	22	inherent	inherent	JJ
cord-330239-l8fp8cvz	30	23	in	in	IN
cord-330239-l8fp8cvz	30	24	X	X	NNP
cord-330239-l8fp8cvz	30	25	-	-	NNP
cord-330239-l8fp8cvz	30	26	Ray	Ray	NNP
cord-330239-l8fp8cvz	30	27	imaging	imaging	NN
cord-330239-l8fp8cvz	30	28	can	can	MD
cord-330239-l8fp8cvz	30	29	help	help	VB
cord-330239-l8fp8cvz	30	30	to	to	TO
cord-330239-l8fp8cvz	30	31	automate	automate	VB
cord-330239-l8fp8cvz	30	32	the	the	DT
cord-330239-l8fp8cvz	30	33	process	process	NN
cord-330239-l8fp8cvz	30	34	of	of	IN
cord-330239-l8fp8cvz	30	35	speeding	speed	VBG
cord-330239-l8fp8cvz	30	36	up	up	RP
cord-330239-l8fp8cvz	30	37	diagnoses	diagnosis	NNS
cord-330239-l8fp8cvz	30	38	of	of	IN
cord-330239-l8fp8cvz	30	39	SARS	SARS	NNP
cord-330239-l8fp8cvz	30	40	-	-	HYPH
cord-330239-l8fp8cvz	30	41	CoV-2	CoV-2	NNP
cord-330239-l8fp8cvz	30	42	virus	virus	NN
cord-330239-l8fp8cvz	30	43	.	.	.
cord-330239-l8fp8cvz	31	1	In	in	IN
cord-330239-l8fp8cvz	31	2	this	this	DT
cord-330239-l8fp8cvz	31	3	paper	paper	NN
cord-330239-l8fp8cvz	31	4	,	,	,
cord-330239-l8fp8cvz	31	5	we	-PRON-	PRP
cord-330239-l8fp8cvz	31	6	propose	propose	VBP
cord-330239-l8fp8cvz	31	7	the	the	DT
cord-330239-l8fp8cvz	31	8	application	application	NN
cord-330239-l8fp8cvz	31	9	of	of	IN
cord-330239-l8fp8cvz	31	10	deep	deep	JJ
cord-330239-l8fp8cvz	31	11	learning	learning	NN
cord-330239-l8fp8cvz	31	12	model	model	NN
cord-330239-l8fp8cvz	31	13	in	in	IN
cord-330239-l8fp8cvz	31	14	the	the	DT
cord-330239-l8fp8cvz	31	15	category	category	NN
cord-330239-l8fp8cvz	31	16	of	of	IN
cord-330239-l8fp8cvz	31	17	Convolutional	Convolutional	NNP
cord-330239-l8fp8cvz	31	18	Neural	Neural	NNP
cord-330239-l8fp8cvz	31	19	Network	Network	NNP
cord-330239-l8fp8cvz	31	20	(	(	-LRB-
cord-330239-l8fp8cvz	31	21	CNN	CNN	NNP
cord-330239-l8fp8cvz	31	22	)	)	-RRB-
cord-330239-l8fp8cvz	31	23	techniques	technique	NNS
cord-330239-l8fp8cvz	31	24	to	to	TO
cord-330239-l8fp8cvz	31	25	automate	automate	VB
cord-330239-l8fp8cvz	31	26	the	the	DT
cord-330239-l8fp8cvz	31	27	process	process	NN
cord-330239-l8fp8cvz	31	28	of	of	IN
cord-330239-l8fp8cvz	31	29	extracting	extract	VBG
cord-330239-l8fp8cvz	31	30	important	important	JJ
cord-330239-l8fp8cvz	31	31	features	feature	NNS
cord-330239-l8fp8cvz	31	32	and	and	CC
cord-330239-l8fp8cvz	31	33	then	then	RB
cord-330239-l8fp8cvz	31	34	classification	classification	NN
cord-330239-l8fp8cvz	31	35	or	or	CC
cord-330239-l8fp8cvz	31	36	detection	detection	NN
cord-330239-l8fp8cvz	31	37	of	of	IN
cord-330239-l8fp8cvz	31	38	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	31	39	from	from	IN
cord-330239-l8fp8cvz	31	40	digital	digital	JJ
cord-330239-l8fp8cvz	31	41	images	image	NNS
cord-330239-l8fp8cvz	31	42	,	,	,
cord-330239-l8fp8cvz	31	43	and	and	CC
cord-330239-l8fp8cvz	31	44	this	this	DT
cord-330239-l8fp8cvz	31	45	may	may	MD
cord-330239-l8fp8cvz	31	46	eventually	eventually	RB
cord-330239-l8fp8cvz	31	47	be	be	VB
cord-330239-l8fp8cvz	31	48	supportive	supportive	JJ
cord-330239-l8fp8cvz	31	49	in	in	IN
cord-330239-l8fp8cvz	31	50	overcoming	overcome	VBG
cord-330239-l8fp8cvz	31	51	the	the	DT
cord-330239-l8fp8cvz	31	52	issue	issue	NN
cord-330239-l8fp8cvz	31	53	of	of	IN
cord-330239-l8fp8cvz	31	54	a	a	DT
cord-330239-l8fp8cvz	31	55	shortage	shortage	NN
cord-330239-l8fp8cvz	31	56	of	of	IN
cord-330239-l8fp8cvz	31	57	trained	train	VBN
cord-330239-l8fp8cvz	31	58	physicians	physician	NNS
cord-330239-l8fp8cvz	31	59	in	in	IN
cord-330239-l8fp8cvz	31	60	remote	remote	JJ
cord-330239-l8fp8cvz	31	61	communities	community	NNS
cord-330239-l8fp8cvz	31	62	[	[	-LRB-
cord-330239-l8fp8cvz	31	63	24	24	CD
cord-330239-l8fp8cvz	31	64	]	]	-RRB-
cord-330239-l8fp8cvz	31	65	.	.	.
cord-330239-l8fp8cvz	32	1	The	the	DT
cord-330239-l8fp8cvz	32	2	proposed	propose	VBN
cord-330239-l8fp8cvz	32	3	model	model	NN
cord-330239-l8fp8cvz	32	4	implementation	implementation	NN
cord-330239-l8fp8cvz	32	5	is	be	VBZ
cord-330239-l8fp8cvz	32	6	such	such	JJ
cord-330239-l8fp8cvz	32	7	that	that	IN
cord-330239-l8fp8cvz	32	8	we	-PRON-	PRP
cord-330239-l8fp8cvz	32	9	first	first	RB
cord-330239-l8fp8cvz	32	10	applied	apply	VBD
cord-330239-l8fp8cvz	32	11	some	some	DT
cord-330239-l8fp8cvz	32	12	selected	select	VBN
cord-330239-l8fp8cvz	32	13	image	image	NN
cord-330239-l8fp8cvz	32	14	pre	pre	JJ
cord-330239-l8fp8cvz	32	15	-	-	JJ
cord-330239-l8fp8cvz	32	16	processing	processing	JJ
cord-330239-l8fp8cvz	32	17	techniques	technique	NNS
cord-330239-l8fp8cvz	32	18	to	to	TO
cord-330239-l8fp8cvz	32	19	reduce	reduce	VB
cord-330239-l8fp8cvz	32	20	the	the	DT
cord-330239-l8fp8cvz	32	21	noise	noise	NN
cord-330239-l8fp8cvz	32	22	on	on	IN
cord-330239-l8fp8cvz	32	23	CT	CT	NNP
cord-330239-l8fp8cvz	32	24	and	and	CC
cord-330239-l8fp8cvz	32	25	chest	chest	NN
cord-330239-l8fp8cvz	32	26	X	X	NNS
cord-330239-l8fp8cvz	32	27	-	-	NNS
cord-330239-l8fp8cvz	32	28	rays	ray	NNS
cord-330239-l8fp8cvz	32	29	digital	digital	JJ
cord-330239-l8fp8cvz	32	30	images	image	NNS
cord-330239-l8fp8cvz	32	31	obtained	obtain	VBN
cord-330239-l8fp8cvz	32	32	from	from	IN
cord-330239-l8fp8cvz	32	33	the	the	DT
cord-330239-l8fp8cvz	32	34	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	32	35	X	X	NNP
cord-330239-l8fp8cvz	32	36	-	-	NN
cord-330239-l8fp8cvz	32	37	ray	ray	NN
cord-330239-l8fp8cvz	32	38	dataset	dataset	NN
cord-330239-l8fp8cvz	32	39	.	.	.
cord-330239-l8fp8cvz	33	1	All	all	PDT
cord-330239-l8fp8cvz	33	2	the	the	DT
cord-330239-l8fp8cvz	33	3	dataset	dataset	NN
cord-330239-l8fp8cvz	33	4	used	use	VBN
cord-330239-l8fp8cvz	33	5	to	to	TO
cord-330239-l8fp8cvz	33	6	validate	validate	VB
cord-330239-l8fp8cvz	33	7	the	the	DT
cord-330239-l8fp8cvz	33	8	performance	performance	NN
cord-330239-l8fp8cvz	33	9	superiority	superiority	NN
cord-330239-l8fp8cvz	33	10	of	of	IN
cord-330239-l8fp8cvz	33	11	the	the	DT
cord-330239-l8fp8cvz	33	12	new	new	JJ
cord-330239-l8fp8cvz	33	13	model	model	NN
cord-330239-l8fp8cvz	33	14	is	be	VBZ
cord-330239-l8fp8cvz	33	15	taken	take	VBN
cord-330239-l8fp8cvz	33	16	from	from	IN
cord-330239-l8fp8cvz	33	17	the	the	DT
cord-330239-l8fp8cvz	33	18	National	National	NNP
cord-330239-l8fp8cvz	33	19	Institutes	Institutes	NNPS
cord-330239-l8fp8cvz	33	20	of	of	IN
cord-330239-l8fp8cvz	33	21	Health	Health	NNP
cord-330239-l8fp8cvz	33	22	(	(	-LRB-
cord-330239-l8fp8cvz	33	23	NIH	NIH	NNP
cord-330239-l8fp8cvz	33	24	)	)	-RRB-
cord-330239-l8fp8cvz	33	25	Chest	Chest	NNP
cord-330239-l8fp8cvz	33	26	X	X	NNP
cord-330239-l8fp8cvz	33	27	-	-	NNP
cord-330239-l8fp8cvz	33	28	Ray	Ray	NNP
cord-330239-l8fp8cvz	33	29	datasets	dataset	NNS
cord-330239-l8fp8cvz	33	30	.	.	.
cord-330239-l8fp8cvz	34	1	Specifically	specifically	RB
cord-330239-l8fp8cvz	34	2	,	,	,
cord-330239-l8fp8cvz	34	3	the	the	DT
cord-330239-l8fp8cvz	34	4	contributions	contribution	NNS
cord-330239-l8fp8cvz	34	5	of	of	IN
cord-330239-l8fp8cvz	34	6	this	this	DT
cord-330239-l8fp8cvz	34	7	research	research	NN
cord-330239-l8fp8cvz	34	8	are	be	VBP
cord-330239-l8fp8cvz	34	9	summarized	summarize	VBN
cord-330239-l8fp8cvz	34	10	as	as	IN
cord-330239-l8fp8cvz	34	11	follows	follow	VBZ
cord-330239-l8fp8cvz	34	12	:	:	:
cord-330239-l8fp8cvz	35	1	i.	i.	NNP
cord-330239-l8fp8cvz	35	2	Design	Design	NNP
cord-330239-l8fp8cvz	35	3	and	and	CC
cord-330239-l8fp8cvz	35	4	development	development	NN
cord-330239-l8fp8cvz	35	5	of	of	IN
cord-330239-l8fp8cvz	35	6	a	a	DT
cord-330239-l8fp8cvz	35	7	new	new	JJ
cord-330239-l8fp8cvz	35	8	CNN	CNN	NNP
cord-330239-l8fp8cvz	35	9	based	base	VBN
cord-330239-l8fp8cvz	35	10	deep	deep	JJ
cord-330239-l8fp8cvz	35	11	learning	learning	NN
cord-330239-l8fp8cvz	35	12	framework	framework	NN
cord-330239-l8fp8cvz	35	13	for	for	IN
cord-330239-l8fp8cvz	35	14	the	the	DT
cord-330239-l8fp8cvz	35	15	automatic	automatic	JJ
cord-330239-l8fp8cvz	35	16	characterization	characterization	NN
cord-330239-l8fp8cvz	35	17	and	and	CC
cord-330239-l8fp8cvz	35	18	accurate	accurate	JJ
cord-330239-l8fp8cvz	35	19	diagnosis	diagnosis	NN
cord-330239-l8fp8cvz	35	20	of	of	IN
cord-330239-l8fp8cvz	35	21	COVID-19	covid-19	JJ
cord-330239-l8fp8cvz	35	22	cases	case	NNS
cord-330239-l8fp8cvz	35	23	.	.	.
cord-330239-l8fp8cvz	36	1	ii	ii	NNP
cord-330239-l8fp8cvz	36	2	.	.	.
cord-330239-l8fp8cvz	37	1	The	the	DT
cord-330239-l8fp8cvz	37	2	proposed	propose	VBN
cord-330239-l8fp8cvz	37	3	CNN	CNN	NNP
cord-330239-l8fp8cvz	37	4	model	model	NN
cord-330239-l8fp8cvz	37	5	is	be	VBZ
cord-330239-l8fp8cvz	37	6	aimed	aim	VBN
cord-330239-l8fp8cvz	37	7	at	at	IN
cord-330239-l8fp8cvz	37	8	detecting	detect	VBG
cord-330239-l8fp8cvz	37	9	COVID-19	covid-19	CD
cord-330239-l8fp8cvz	37	10	cases	case	NNS
cord-330239-l8fp8cvz	37	11	using	use	VBG
cord-330239-l8fp8cvz	37	12	chest	chest	NN
cord-330239-l8fp8cvz	37	13	X	X	NNS
cord-330239-l8fp8cvz	37	14	-	-	NNS
cord-330239-l8fp8cvz	37	15	rays	ray	NNS
cord-330239-l8fp8cvz	37	16	images	image	NNS
cord-330239-l8fp8cvz	37	17	from	from	IN
cord-330239-l8fp8cvz	37	18	a	a	DT
cord-330239-l8fp8cvz	37	19	combined	combine	VBN
cord-330239-l8fp8cvz	37	20	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	37	21	X	x	NN
cord-330239-l8fp8cvz	37	22	-	-	NN
cord-330239-l8fp8cvz	37	23	ray	ray	NN
cord-330239-l8fp8cvz	37	24	images	image	NNS
cord-330239-l8fp8cvz	37	25	extracted	extract	VBN
cord-330239-l8fp8cvz	37	26	from	from	IN
cord-330239-l8fp8cvz	37	27	the	the	DT
cord-330239-l8fp8cvz	37	28	National	National	NNP
cord-330239-l8fp8cvz	37	29	Institutes	Institutes	NNPS
cord-330239-l8fp8cvz	37	30	of	of	IN
cord-330239-l8fp8cvz	37	31	Health	Health	NNP
cord-330239-l8fp8cvz	37	32	(	(	-LRB-
cord-330239-l8fp8cvz	37	33	NIH	NIH	NNP
cord-330239-l8fp8cvz	37	34	)	)	-RRB-
cord-330239-l8fp8cvz	37	35	Chest	Chest	NNP
cord-330239-l8fp8cvz	37	36	X	X	NNP
cord-330239-l8fp8cvz	37	37	-	-	NNP
cord-330239-l8fp8cvz	37	38	Ray	Ray	NNP
cord-330239-l8fp8cvz	37	39	dataset	dataset	NN
cord-330239-l8fp8cvz	37	40	.	.	.
cord-330239-l8fp8cvz	38	1	iii	iii	NNP
cord-330239-l8fp8cvz	38	2	.	.	.
cord-330239-l8fp8cvz	39	1	Experimentation	experimentation	NN
cord-330239-l8fp8cvz	39	2	was	be	VBD
cord-330239-l8fp8cvz	39	3	done	do	VBN
cord-330239-l8fp8cvz	39	4	using	use	VBG
cord-330239-l8fp8cvz	39	5	two	two	CD
cord-330239-l8fp8cvz	39	6	optimization	optimization	NN
cord-330239-l8fp8cvz	39	7	algorithms	algorithm	NNS
cord-330239-l8fp8cvz	39	8	namely	namely	RB
cord-330239-l8fp8cvz	39	9	Adam	Adam	NNP
cord-330239-l8fp8cvz	39	10	and	and	CC
cord-330239-l8fp8cvz	39	11	Stochastic	stochastic	JJ
cord-330239-l8fp8cvz	39	12	gradient	gradient	NN
cord-330239-l8fp8cvz	39	13	descent	descent	NN
cord-330239-l8fp8cvz	39	14	(	(	-LRB-
cord-330239-l8fp8cvz	39	15	SGD	SGD	NNP
cord-330239-l8fp8cvz	39	16	)	)	-RRB-
cord-330239-l8fp8cvz	39	17	.	.	.
cord-330239-l8fp8cvz	40	1	iv	iv	LS
cord-330239-l8fp8cvz	40	2	.	.	.
cord-330239-l8fp8cvz	41	1	The	the	DT
cord-330239-l8fp8cvz	41	2	implemented	implement	VBN
cord-330239-l8fp8cvz	41	3	CNN	CNN	NNP
cord-330239-l8fp8cvz	41	4	based	base	VBN
cord-330239-l8fp8cvz	41	5	deep	deep	JJ
cord-330239-l8fp8cvz	41	6	learning	learning	NN
cord-330239-l8fp8cvz	41	7	model	model	NN
cord-330239-l8fp8cvz	41	8	was	be	VBD
cord-330239-l8fp8cvz	41	9	evaluated	evaluate	VBN
cord-330239-l8fp8cvz	41	10	and	and	CC
cord-330239-l8fp8cvz	41	11	its	-PRON-	PRP$
cord-330239-l8fp8cvz	41	12	results	result	NNS
cord-330239-l8fp8cvz	41	13	compared	compare	VBN
cord-330239-l8fp8cvz	41	14	with	with	IN
cord-330239-l8fp8cvz	41	15	existing	exist	VBG
cord-330239-l8fp8cvz	41	16	similar	similar	JJ
cord-330239-l8fp8cvz	41	17	state	state	NN
cord-330239-l8fp8cvz	41	18	-	-	HYPH
cord-330239-l8fp8cvz	41	19	of	of	IN
cord-330239-l8fp8cvz	41	20	-	-	HYPH
cord-330239-l8fp8cvz	41	21	the	the	DT
cord-330239-l8fp8cvz	41	22	-	-	HYPH
cord-330239-l8fp8cvz	41	23	art	art	NN
cord-330239-l8fp8cvz	41	24	results	result	NNS
cord-330239-l8fp8cvz	41	25	from	from	IN
cord-330239-l8fp8cvz	41	26	literature	literature	NN
cord-330239-l8fp8cvz	41	27	using	use	VBG
cord-330239-l8fp8cvz	41	28	the	the	DT
cord-330239-l8fp8cvz	41	29	following	follow	VBG
cord-330239-l8fp8cvz	41	30	metrics	metric	NNS
cord-330239-l8fp8cvz	41	31	:	:	:
cord-330239-l8fp8cvz	41	32	accuracy	accuracy	NN
cord-330239-l8fp8cvz	41	33	,	,	,
cord-330239-l8fp8cvz	41	34	sensitivity	sensitivity	NN
cord-330239-l8fp8cvz	41	35	,	,	,
cord-330239-l8fp8cvz	41	36	specificity	specificity	NN
cord-330239-l8fp8cvz	41	37	,	,	,
cord-330239-l8fp8cvz	41	38	F1-score	F1-score	NNP
cord-330239-l8fp8cvz	41	39	,	,	,
cord-330239-l8fp8cvz	41	40	a	a	DT
cord-330239-l8fp8cvz	41	41	confusion	confusion	NN
cord-330239-l8fp8cvz	41	42	matrix	matrix	NN
cord-330239-l8fp8cvz	41	43	,	,	,
cord-330239-l8fp8cvz	41	44	and	and	CC
cord-330239-l8fp8cvz	41	45	AUC	AUC	NNP
cord-330239-l8fp8cvz	41	46	using	use	VBG
cord-330239-l8fp8cvz	41	47	receiver	receiver	NN
cord-330239-l8fp8cvz	41	48	operating	operating	NN
cord-330239-l8fp8cvz	41	49	characteristic	characteristic	NN
cord-330239-l8fp8cvz	41	50	(	(	-LRB-
cord-330239-l8fp8cvz	41	51	ROC	ROC	NNP
cord-330239-l8fp8cvz	41	52	)	)	-RRB-
cord-330239-l8fp8cvz	41	53	.	.	.
cord-330239-l8fp8cvz	42	1	The	the	DT
cord-330239-l8fp8cvz	42	2	rest	rest	NN
cord-330239-l8fp8cvz	42	3	of	of	IN
cord-330239-l8fp8cvz	42	4	the	the	DT
cord-330239-l8fp8cvz	42	5	paper	paper	NN
cord-330239-l8fp8cvz	42	6	is	be	VBZ
cord-330239-l8fp8cvz	42	7	structured	structure	VBN
cord-330239-l8fp8cvz	42	8	accordingly	accordingly	RB
cord-330239-l8fp8cvz	42	9	.	.	.
cord-330239-l8fp8cvz	43	1	In	in	IN
cord-330239-l8fp8cvz	43	2	section	section	NN
cord-330239-l8fp8cvz	43	3	2	2	CD
cord-330239-l8fp8cvz	43	4	,	,	,
cord-330239-l8fp8cvz	43	5	we	-PRON-	PRP
cord-330239-l8fp8cvz	43	6	explain	explain	VBP
cord-330239-l8fp8cvz	43	7	the	the	DT
cord-330239-l8fp8cvz	43	8	proposed	propose	VBN
cord-330239-l8fp8cvz	43	9	deep	deep	JJ
cord-330239-l8fp8cvz	43	10	leaning	lean	VBG
cord-330239-l8fp8cvz	43	11	framework	framework	NN
cord-330239-l8fp8cvz	43	12	for	for	IN
cord-330239-l8fp8cvz	43	13	the	the	DT
cord-330239-l8fp8cvz	43	14	characterization	characterization	NN
cord-330239-l8fp8cvz	43	15	of	of	IN
cord-330239-l8fp8cvz	43	16	coronavirus	coronavirus	NN
cord-330239-l8fp8cvz	43	17	on	on	IN
cord-330239-l8fp8cvz	43	18	chest	chest	NN
cord-330239-l8fp8cvz	43	19	X	x	NN
cord-330239-l8fp8cvz	43	20	-	-	NN
cord-330239-l8fp8cvz	43	21	ray	ray	NN
cord-330239-l8fp8cvz	43	22	images	image	NNS
cord-330239-l8fp8cvz	43	23	and	and	CC
cord-330239-l8fp8cvz	43	24	datasets	dataset	NNS
cord-330239-l8fp8cvz	43	25	.	.	.
cord-330239-l8fp8cvz	44	1	The	the	DT
cord-330239-l8fp8cvz	44	2	computational	computational	JJ
cord-330239-l8fp8cvz	44	3	results	result	NNS
cord-330239-l8fp8cvz	44	4	and	and	CC
cord-330239-l8fp8cvz	44	5	different	different	JJ
cord-330239-l8fp8cvz	44	6	experimentations	experimentation	NNS
cord-330239-l8fp8cvz	44	7	are	be	VBP
cord-330239-l8fp8cvz	44	8	reported	report	VBN
cord-330239-l8fp8cvz	44	9	in	in	IN
cord-330239-l8fp8cvz	44	10	section	section	NN
cord-330239-l8fp8cvz	44	11	3	3	CD
cord-330239-l8fp8cvz	44	12	.	.	.
cord-330239-l8fp8cvz	45	1	The	the	DT
cord-330239-l8fp8cvz	45	2	interpretation	interpretation	NN
cord-330239-l8fp8cvz	45	3	of	of	IN
cord-330239-l8fp8cvz	45	4	the	the	DT
cord-330239-l8fp8cvz	45	5	obtained	obtain	VBN
cord-330239-l8fp8cvz	45	6	experimental	experimental	JJ
cord-330239-l8fp8cvz	45	7	results	result	NNS
cord-330239-l8fp8cvz	45	8	from	from	IN
cord-330239-l8fp8cvz	45	9	the	the	DT
cord-330239-l8fp8cvz	45	10	proposed	propose	VBN
cord-330239-l8fp8cvz	45	11	deep	deep	JJ
cord-330239-l8fp8cvz	45	12	learning	learning	NN
cord-330239-l8fp8cvz	45	13	model	model	NN
cord-330239-l8fp8cvz	45	14	is	be	VBZ
cord-330239-l8fp8cvz	45	15	presented	present	VBN
cord-330239-l8fp8cvz	45	16	in	in	IN
cord-330239-l8fp8cvz	45	17	section	section	NN
cord-330239-l8fp8cvz	45	18	4	4	CD
cord-330239-l8fp8cvz	45	19	.	.	.
cord-330239-l8fp8cvz	46	1	Finally	finally	RB
cord-330239-l8fp8cvz	46	2	,	,	,
cord-330239-l8fp8cvz	46	3	the	the	DT
cord-330239-l8fp8cvz	46	4	concluding	conclude	VBG
cord-330239-l8fp8cvz	46	5	remarks	remark	NNS
cord-330239-l8fp8cvz	46	6	and	and	CC
cord-330239-l8fp8cvz	46	7	future	future	JJ
cord-330239-l8fp8cvz	46	8	research	research	NN
cord-330239-l8fp8cvz	46	9	direction	direction	NN
cord-330239-l8fp8cvz	46	10	are	be	VBP
cord-330239-l8fp8cvz	46	11	given	give	VBN
cord-330239-l8fp8cvz	46	12	in	in	IN
cord-330239-l8fp8cvz	46	13	section	section	NN
cord-330239-l8fp8cvz	46	14	5	5	CD
cord-330239-l8fp8cvz	46	15	.	.	.
cord-330239-l8fp8cvz	47	1	In	in	IN
cord-330239-l8fp8cvz	47	2	this	this	DT
cord-330239-l8fp8cvz	47	3	section	section	NN
cord-330239-l8fp8cvz	47	4	,	,	,
cord-330239-l8fp8cvz	47	5	an	an	DT
cord-330239-l8fp8cvz	47	6	overview	overview	NN
cord-330239-l8fp8cvz	47	7	of	of	IN
cord-330239-l8fp8cvz	47	8	the	the	DT
cord-330239-l8fp8cvz	47	9	deep	deep	JJ
cord-330239-l8fp8cvz	47	10	learning	learning	NN
cord-330239-l8fp8cvz	47	11	approach	approach	NN
cord-330239-l8fp8cvz	47	12	proposed	propose	VBN
cord-330239-l8fp8cvz	47	13	in	in	IN
cord-330239-l8fp8cvz	47	14	this	this	DT
cord-330239-l8fp8cvz	47	15	study	study	NN
cord-330239-l8fp8cvz	47	16	is	be	VBZ
cord-330239-l8fp8cvz	47	17	presented	present	VBN
cord-330239-l8fp8cvz	47	18	.	.	.
cord-330239-l8fp8cvz	48	1	This	this	DT
cord-330239-l8fp8cvz	48	2	overview	overview	NN
cord-330239-l8fp8cvz	48	3	is	be	VBZ
cord-330239-l8fp8cvz	48	4	summarized	summarize	VBN
cord-330239-l8fp8cvz	48	5	through	through	IN
cord-330239-l8fp8cvz	48	6	an	an	DT
cord-330239-l8fp8cvz	48	7	architectural	architectural	JJ
cord-330239-l8fp8cvz	48	8	pipeline	pipeline	NN
cord-330239-l8fp8cvz	48	9	flow	flow	NN
cord-330239-l8fp8cvz	48	10	of	of	IN
cord-330239-l8fp8cvz	48	11	the	the	DT
cord-330239-l8fp8cvz	48	12	concepts	concept	NNS
cord-330239-l8fp8cvz	48	13	comprising	comprise	VBG
cord-330239-l8fp8cvz	48	14	it	-PRON-	PRP
cord-330239-l8fp8cvz	48	15	.	.	.
cord-330239-l8fp8cvz	49	1	The	the	DT
cord-330239-l8fp8cvz	49	2	datasets	dataset	NNS
cord-330239-l8fp8cvz	49	3	and	and	CC
cord-330239-l8fp8cvz	49	4	the	the	DT
cord-330239-l8fp8cvz	49	5	associated	associate	VBN
cord-330239-l8fp8cvz	49	6	data	data	NN
cord-330239-l8fp8cvz	49	7	/	/	SYM
cord-330239-l8fp8cvz	49	8	image	image	NN
cord-330239-l8fp8cvz	49	9	preprocessing	preprocessing	NN
cord-330239-l8fp8cvz	49	10	techniques	technique	NNS
cord-330239-l8fp8cvz	49	11	adopted	adopt	VBN
cord-330239-l8fp8cvz	49	12	for	for	IN
cord-330239-l8fp8cvz	49	13	this	this	DT
cord-330239-l8fp8cvz	49	14	study	study	NN
cord-330239-l8fp8cvz	49	15	are	be	VBP
cord-330239-l8fp8cvz	49	16	also	also	RB
cord-330239-l8fp8cvz	49	17	detailed	detail	VBN
cord-330239-l8fp8cvz	49	18	.	.	.
cord-330239-l8fp8cvz	50	1	The	the	DT
cord-330239-l8fp8cvz	50	2	choice	choice	NN
cord-330239-l8fp8cvz	50	3	and	and	CC
cord-330239-l8fp8cvz	50	4	category	category	NN
cord-330239-l8fp8cvz	50	5	of	of	IN
cord-330239-l8fp8cvz	50	6	datasets	dataset	NNS
cord-330239-l8fp8cvz	50	7	for	for	IN
cord-330239-l8fp8cvz	50	8	application	application	NN
cord-330239-l8fp8cvz	50	9	to	to	IN
cord-330239-l8fp8cvz	50	10	any	any	DT
cord-330239-l8fp8cvz	50	11	CNN	CNN	NNP
cord-330239-l8fp8cvz	50	12	model	model	NN
cord-330239-l8fp8cvz	50	13	are	be	VBP
cord-330239-l8fp8cvz	50	14	very	very	RB
cord-330239-l8fp8cvz	50	15	important	important	JJ
cord-330239-l8fp8cvz	50	16	and	and	CC
cord-330239-l8fp8cvz	50	17	require	require	VB
cord-330239-l8fp8cvz	50	18	the	the	DT
cord-330239-l8fp8cvz	50	19	selection	selection	NN
cord-330239-l8fp8cvz	50	20	of	of	IN
cord-330239-l8fp8cvz	50	21	an	an	DT
cord-330239-l8fp8cvz	50	22	appropriate	appropriate	JJ
cord-330239-l8fp8cvz	50	23	dataset	dataset	NN
cord-330239-l8fp8cvz	50	24	.	.	.
cord-330239-l8fp8cvz	51	1	In	in	IN
cord-330239-l8fp8cvz	51	2	this	this	DT
cord-330239-l8fp8cvz	51	3	study	study	NN
cord-330239-l8fp8cvz	51	4	,	,	,
cord-330239-l8fp8cvz	51	5	we	-PRON-	PRP
cord-330239-l8fp8cvz	51	6	decided	decide	VBD
cord-330239-l8fp8cvz	51	7	to	to	TO
cord-330239-l8fp8cvz	51	8	apply	apply	VB
cord-330239-l8fp8cvz	51	9	our	-PRON-	PRP$
cord-330239-l8fp8cvz	51	10	CNN	CNN	NNP
cord-330239-l8fp8cvz	51	11	model	model	NN
cord-330239-l8fp8cvz	51	12	to	to	IN
cord-330239-l8fp8cvz	51	13	chest	chest	NN
cord-330239-l8fp8cvz	51	14	X	X	NNS
cord-330239-l8fp8cvz	51	15	-	-	NNS
cord-330239-l8fp8cvz	51	16	rays	ray	NNS
cord-330239-l8fp8cvz	51	17	or	or	CC
cord-330239-l8fp8cvz	51	18	CT	CT	NNP
cord-330239-l8fp8cvz	51	19	images	image	NNS
cord-330239-l8fp8cvz	51	20	which	which	WDT
cord-330239-l8fp8cvz	51	21	were	be	VBD
cord-330239-l8fp8cvz	51	22	outcomes	outcome	NNS
cord-330239-l8fp8cvz	51	23	of	of	IN
cord-330239-l8fp8cvz	51	24	radiological	radiological	JJ
cord-330239-l8fp8cvz	51	25	imaging	imaging	NN
cord-330239-l8fp8cvz	51	26	which	which	WDT
cord-330239-l8fp8cvz	51	27	have	have	VBP
cord-330239-l8fp8cvz	51	28	been	be	VBN
cord-330239-l8fp8cvz	51	29	proven	prove	VBN
cord-330239-l8fp8cvz	51	30	to	to	TO
cord-330239-l8fp8cvz	51	31	yield	yield	VB
cord-330239-l8fp8cvz	51	32	better	well	JJR
cord-330239-l8fp8cvz	51	33	diagnosis	diagnosis	NN
cord-330239-l8fp8cvz	51	34	of	of	IN
cord-330239-l8fp8cvz	51	35	COVID	COVID	NNP
cord-330239-l8fp8cvz	51	36	[	[	-LRB-
cord-330239-l8fp8cvz	51	37	1	1	CD
cord-330239-l8fp8cvz	51	38	]	]	-RRB-
cord-330239-l8fp8cvz	51	39	.	.	.
cord-330239-l8fp8cvz	52	1	Two	two	CD
cord-330239-l8fp8cvz	52	2	categories	category	NNS
cord-330239-l8fp8cvz	52	3	of	of	IN
cord-330239-l8fp8cvz	52	4	datasets	dataset	NNS
cord-330239-l8fp8cvz	52	5	are	be	VBP
cord-330239-l8fp8cvz	52	6	employed	employ	VBN
cord-330239-l8fp8cvz	52	7	for	for	IN
cord-330239-l8fp8cvz	52	8	the	the	DT
cord-330239-l8fp8cvz	52	9	characterization	characterization	NN
cord-330239-l8fp8cvz	52	10	of	of	IN
cord-330239-l8fp8cvz	52	11	the	the	DT
cord-330239-l8fp8cvz	52	12	features	feature	NNS
cord-330239-l8fp8cvz	52	13	and	and	CC
cord-330239-l8fp8cvz	52	14	classification	classification	NN
cord-330239-l8fp8cvz	52	15	the	the	DT
cord-330239-l8fp8cvz	52	16	novel	novel	JJ
cord-330239-l8fp8cvz	52	17	Covid-19	covid-19	NN
cord-330239-l8fp8cvz	52	18	disease	disease	NN
cord-330239-l8fp8cvz	52	19	.	.	.
cord-330239-l8fp8cvz	53	1	These	these	DT
cord-330239-l8fp8cvz	53	2	databases	database	NNS
cord-330239-l8fp8cvz	53	3	are	be	VBP
cord-330239-l8fp8cvz	53	4	the	the	DT
cord-330239-l8fp8cvz	53	5	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	53	6	X	x	NN
cord-330239-l8fp8cvz	53	7	-	-	NN
cord-330239-l8fp8cvz	53	8	ray	ray	NN
cord-330239-l8fp8cvz	53	9	images	image	NNS
cord-330239-l8fp8cvz	53	10	[	[	-LRB-
cord-330239-l8fp8cvz	53	11	2	2	CD
cord-330239-l8fp8cvz	53	12	]	]	-RRB-
cord-330239-l8fp8cvz	53	13	and	and	CC
cord-330239-l8fp8cvz	53	14	the	the	DT
cord-330239-l8fp8cvz	53	15	National	National	NNP
cord-330239-l8fp8cvz	53	16	Institutes	Institutes	NNPS
cord-330239-l8fp8cvz	53	17	of	of	IN
cord-330239-l8fp8cvz	53	18	Health	Health	NNP
cord-330239-l8fp8cvz	53	19	(	(	-LRB-
cord-330239-l8fp8cvz	53	20	NIH	NIH	NNP
cord-330239-l8fp8cvz	53	21	)	)	-RRB-
cord-330239-l8fp8cvz	53	22	Chest	Chest	NNP
cord-330239-l8fp8cvz	53	23	X	X	NNP
cord-330239-l8fp8cvz	53	24	-	-	NNP
cord-330239-l8fp8cvz	53	25	Ray	Ray	NNP
cord-330239-l8fp8cvz	53	26	Dataset	Dataset	NNP
cord-330239-l8fp8cvz	53	27	[	[	-LRB-
cord-330239-l8fp8cvz	53	28	3	3	CD
cord-330239-l8fp8cvz	53	29	]	]	-RRB-
cord-330239-l8fp8cvz	53	30	.	.	.
cord-330239-l8fp8cvz	54	1	The	the	DT
cord-330239-l8fp8cvz	54	2	most	most	RBS
cord-330239-l8fp8cvz	54	3	frequently	frequently	RB
cord-330239-l8fp8cvz	54	4	accessed	access	VBN
cord-330239-l8fp8cvz	54	5	imaging	imaging	NN
cord-330239-l8fp8cvz	54	6	is	be	VBZ
cord-330239-l8fp8cvz	54	7	the	the	DT
cord-330239-l8fp8cvz	54	8	chest	chest	NN
cord-330239-l8fp8cvz	54	9	X	x	NN
cord-330239-l8fp8cvz	54	10	-	-	NN
cord-330239-l8fp8cvz	54	11	ray	ray	NN
cord-330239-l8fp8cvz	54	12	which	which	WDT
cord-330239-l8fp8cvz	54	13	is	be	VBZ
cord-330239-l8fp8cvz	54	14	due	due	JJ
cord-330239-l8fp8cvz	54	15	to	to	IN
cord-330239-l8fp8cvz	54	16	cost	cost	NN
cord-330239-l8fp8cvz	54	17	-	-	HYPH
cord-330239-l8fp8cvz	54	18	effectiveness	effectiveness	NN
cord-330239-l8fp8cvz	54	19	although	although	IN
cord-330239-l8fp8cvz	54	20	it	-PRON-	PRP
cord-330239-l8fp8cvz	54	21	presents	present	VBZ
cord-330239-l8fp8cvz	54	22	a	a	DT
cord-330239-l8fp8cvz	54	23	more	more	RBR
cord-330239-l8fp8cvz	54	24	challenging	challenging	JJ
cord-330239-l8fp8cvz	54	25	clinical	clinical	JJ
cord-330239-l8fp8cvz	54	26	diagnosis	diagnosis	NN
cord-330239-l8fp8cvz	54	27	task	task	NN
cord-330239-l8fp8cvz	54	28	compared	compare	VBN
cord-330239-l8fp8cvz	54	29	with	with	IN
cord-330239-l8fp8cvz	54	30	chest	chest	NN
cord-330239-l8fp8cvz	54	31	CT	CT	NNP
cord-330239-l8fp8cvz	54	32	imaging	imaging	NN
cord-330239-l8fp8cvz	54	33	.	.	.
cord-330239-l8fp8cvz	55	1	Hence	hence	RB
cord-330239-l8fp8cvz	55	2	,	,	,
cord-330239-l8fp8cvz	55	3	our	-PRON-	PRP$
cord-330239-l8fp8cvz	55	4	combined	combine	VBN
cord-330239-l8fp8cvz	55	5	approach	approach	NN
cord-330239-l8fp8cvz	55	6	of	of	IN
cord-330239-l8fp8cvz	55	7	chest	chest	NN
cord-330239-l8fp8cvz	55	8	X	X	NNS
cord-330239-l8fp8cvz	55	9	-	-	NNS
cord-330239-l8fp8cvz	55	10	rays	ray	NNS
cord-330239-l8fp8cvz	55	11	/	/	SYM
cord-330239-l8fp8cvz	55	12	CT	CT	NNP
cord-330239-l8fp8cvz	55	13	images	image	NNS
cord-330239-l8fp8cvz	55	14	and	and	CC
cord-330239-l8fp8cvz	55	15	the	the	DT
cord-330239-l8fp8cvz	55	16	use	use	NN
cord-330239-l8fp8cvz	55	17	of	of	IN
cord-330239-l8fp8cvz	55	18	publicly	publicly	RB
cord-330239-l8fp8cvz	55	19	available	available	JJ
cord-330239-l8fp8cvz	55	20	datasets	dataset	NNS
cord-330239-l8fp8cvz	55	21	with	with	IN
cord-330239-l8fp8cvz	55	22	large	large	JJ
cord-330239-l8fp8cvz	55	23	instances	instance	NNS
cord-330239-l8fp8cvz	55	24	position	position	VBP
cord-330239-l8fp8cvz	55	25	our	-PRON-	PRP$
cord-330239-l8fp8cvz	55	26	CNN	CNN	NNP
cord-330239-l8fp8cvz	55	27	model	model	NN
cord-330239-l8fp8cvz	55	28	to	to	TO
cord-330239-l8fp8cvz	55	29	achieve	achieve	VB
cord-330239-l8fp8cvz	55	30	clinically	clinically	RB
cord-330239-l8fp8cvz	55	31	relevant	relevant	JJ
cord-330239-l8fp8cvz	55	32	diagnoses	diagnosis	NNS
cord-330239-l8fp8cvz	55	33	.	.	.
cord-330239-l8fp8cvz	56	1	The	the	DT
cord-330239-l8fp8cvz	56	2	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	56	3	X	X	NNP
cord-330239-l8fp8cvz	56	4	-	-	NN
cord-330239-l8fp8cvz	56	5	ray	ray	NN
cord-330239-l8fp8cvz	56	6	dataset	dataset	NN
cord-330239-l8fp8cvz	56	7	consists	consist	VBZ
cord-330239-l8fp8cvz	56	8	of	of	IN
cord-330239-l8fp8cvz	56	9	cases	case	NNS
cord-330239-l8fp8cvz	56	10	of	of	IN
cord-330239-l8fp8cvz	56	11	Covid-19	covid-19	NN
cord-330239-l8fp8cvz	56	12	,	,	,
cord-330239-l8fp8cvz	56	13	MERS	MERS	NNP
cord-330239-l8fp8cvz	56	14	,	,	,
cord-330239-l8fp8cvz	56	15	SARS	SARS	NNP
cord-330239-l8fp8cvz	56	16	,	,	,
cord-330239-l8fp8cvz	56	17	and	and	CC
cord-330239-l8fp8cvz	56	18	ARDS	ARDS	NNP
cord-330239-l8fp8cvz	56	19	which	which	WDT
cord-330239-l8fp8cvz	56	20	are	be	VBP
cord-330239-l8fp8cvz	56	21	all	all	DT
cord-330239-l8fp8cvz	56	22	represented	represent	VBN
cord-330239-l8fp8cvz	56	23	as	as	IN
cord-330239-l8fp8cvz	56	24	chest	chest	NN
cord-330239-l8fp8cvz	56	25	X	x	NN
cord-330239-l8fp8cvz	56	26	-	-	NN
cord-330239-l8fp8cvz	56	27	ray	ray	NN
cord-330239-l8fp8cvz	56	28	or	or	CC
cord-330239-l8fp8cvz	56	29	CT	CT	NNP
cord-330239-l8fp8cvz	56	30	images	image	NNS
cord-330239-l8fp8cvz	56	31	database	database	NN
cord-330239-l8fp8cvz	56	32	.	.	.
cord-330239-l8fp8cvz	57	1	The	the	DT
cord-330239-l8fp8cvz	57	2	database	database	NN
cord-330239-l8fp8cvz	57	3	is	be	VBZ
cord-330239-l8fp8cvz	57	4	accompanied	accompany	VBN
cord-330239-l8fp8cvz	57	5	with	with	IN
cord-330239-l8fp8cvz	57	6	several	several	JJ
cord-330239-l8fp8cvz	57	7	fields	field	NNS
cord-330239-l8fp8cvz	57	8	for	for	IN
cord-330239-l8fp8cvz	57	9	each	each	DT
cord-330239-l8fp8cvz	57	10	instance	instance	NN
cord-330239-l8fp8cvz	57	11	which	which	WDT
cord-330239-l8fp8cvz	57	12	provides	provide	VBZ
cord-330239-l8fp8cvz	57	13	further	further	JJ
cord-330239-l8fp8cvz	57	14	details	detail	NNS
cord-330239-l8fp8cvz	57	15	on	on	IN
cord-330239-l8fp8cvz	57	16	the	the	DT
cord-330239-l8fp8cvz	57	17	image	image	NN
cord-330239-l8fp8cvz	57	18	sample	sample	NN
cord-330239-l8fp8cvz	57	19	.	.	.
cord-330239-l8fp8cvz	58	1	These	these	DT
cord-330239-l8fp8cvz	58	2	fields	field	NNS
cord-330239-l8fp8cvz	58	3	include	include	VBP
cord-330239-l8fp8cvz	58	4	number	number	NN
cord-330239-l8fp8cvz	58	5	of	of	IN
cord-330239-l8fp8cvz	58	6	days	day	NNS
cord-330239-l8fp8cvz	58	7	since	since	IN
cord-330239-l8fp8cvz	58	8	the	the	DT
cord-330239-l8fp8cvz	58	9	start	start	NN
cord-330239-l8fp8cvz	58	10	of	of	IN
cord-330239-l8fp8cvz	58	11	symptoms	symptom	NNS
cord-330239-l8fp8cvz	58	12	or	or	CC
cord-330239-l8fp8cvz	58	13	hospitalization	hospitalization	NN
cord-330239-l8fp8cvz	58	14	of	of	IN
cord-330239-l8fp8cvz	58	15	patient	patient	NN
cord-330239-l8fp8cvz	58	16	(	(	-LRB-
cord-330239-l8fp8cvz	58	17	necessary	necessary	JJ
cord-330239-l8fp8cvz	58	18	for	for	IN
cord-330239-l8fp8cvz	58	19	tracking	track	VBG
cord-330239-l8fp8cvz	58	20	multiple	multiple	JJ
cord-330239-l8fp8cvz	58	21	copies	copy	NNS
cord-330239-l8fp8cvz	58	22	of	of	IN
cord-330239-l8fp8cvz	58	23	image	image	NN
cord-330239-l8fp8cvz	58	24	taken	take	VBN
cord-330239-l8fp8cvz	58	25	per	per	IN
cord-330239-l8fp8cvz	58	26	patient	patient	NN
cord-330239-l8fp8cvz	58	27	)	)	-RRB-
cord-330239-l8fp8cvz	58	28	;	;	:
cord-330239-l8fp8cvz	58	29	sex	sex	NN
cord-330239-l8fp8cvz	58	30	,	,	,
cord-330239-l8fp8cvz	58	31	age	age	NN
cord-330239-l8fp8cvz	58	32	,	,	,
cord-330239-l8fp8cvz	58	33	findings	finding	NNS
cord-330239-l8fp8cvz	58	34	or	or	CC
cord-330239-l8fp8cvz	58	35	outcome	outcome	NN
cord-330239-l8fp8cvz	58	36	of	of	IN
cord-330239-l8fp8cvz	58	37	the	the	DT
cord-330239-l8fp8cvz	58	38	diagnoses	diagnosis	NNS
cord-330239-l8fp8cvz	58	39	,	,	,
cord-330239-l8fp8cvz	58	40	patient	patient	JJ
cord-330239-l8fp8cvz	58	41	survival	survival	NN
cord-330239-l8fp8cvz	58	42	status	status	NN
cord-330239-l8fp8cvz	58	43	,	,	,
cord-330239-l8fp8cvz	58	44	the	the	DT
cord-330239-l8fp8cvz	58	45	view	view	NN
cord-330239-l8fp8cvz	58	46	of	of	IN
cord-330239-l8fp8cvz	58	47	the	the	DT
cord-330239-l8fp8cvz	58	48	image	image	NN
cord-330239-l8fp8cvz	58	49	presented	present	VBN
cord-330239-l8fp8cvz	58	50	(	(	-LRB-
cord-330239-l8fp8cvz	58	51	PA	PA	NNP
cord-330239-l8fp8cvz	58	52	,	,	,
cord-330239-l8fp8cvz	58	53	AP	AP	NNP
cord-330239-l8fp8cvz	58	54	,	,	,
cord-330239-l8fp8cvz	58	55	or	or	CC
cord-330239-l8fp8cvz	58	56	L	l	NN
cord-330239-l8fp8cvz	58	57	for	for	IN
cord-330239-l8fp8cvz	58	58	X	X	NNS
cord-330239-l8fp8cvz	58	59	-	-	NNS
cord-330239-l8fp8cvz	58	60	rays	ray	NNS
cord-330239-l8fp8cvz	58	61	and	and	CC
cord-330239-l8fp8cvz	58	62	Axial	Axial	NNP
cord-330239-l8fp8cvz	58	63	or	or	CC
cord-330239-l8fp8cvz	58	64	Coronal	Coronal	NNP
cord-330239-l8fp8cvz	58	65	for	for	IN
cord-330239-l8fp8cvz	58	66	CT	CT	NNP
cord-330239-l8fp8cvz	58	67	scans	scan	NNS
cord-330239-l8fp8cvz	58	68	)	)	-RRB-
cord-330239-l8fp8cvz	58	69	,	,	,
cord-330239-l8fp8cvz	58	70	modality	modality	NN
cord-330239-l8fp8cvz	58	71	(	(	-LRB-
cord-330239-l8fp8cvz	58	72	CT	CT	NNP
cord-330239-l8fp8cvz	58	73	or	or	CC
cord-330239-l8fp8cvz	58	74	X	x	NN
cord-330239-l8fp8cvz	58	75	-	-	NN
cord-330239-l8fp8cvz	58	76	ray	ray	NN
cord-330239-l8fp8cvz	58	77	)	)	-RRB-
cord-330239-l8fp8cvz	58	78	,	,	,
cord-330239-l8fp8cvz	58	79	clinical	clinical	JJ
cord-330239-l8fp8cvz	58	80	notes	note	NNS
cord-330239-l8fp8cvz	58	81	,	,	,
cord-330239-l8fp8cvz	58	82	and	and	CC
cord-330239-l8fp8cvz	58	83	other	other	JJ
cord-330239-l8fp8cvz	58	84	important	important	JJ
cord-330239-l8fp8cvz	58	85	information	information	NN
cord-330239-l8fp8cvz	58	86	.	.	.
cord-330239-l8fp8cvz	59	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	59	2	obtained	obtain	VBD
cord-330239-l8fp8cvz	59	3	363	363	CD
cord-330239-l8fp8cvz	59	4	instances	instance	NNS
cord-330239-l8fp8cvz	59	5	of	of	IN
cord-330239-l8fp8cvz	59	6	images	image	NNS
cord-330239-l8fp8cvz	59	7	and	and	CC
cord-330239-l8fp8cvz	59	8	their	-PRON-	PRP$
cord-330239-l8fp8cvz	59	9	accompanied	accompany	VBN
cord-330239-l8fp8cvz	59	10	metadata	metadata	NN
cord-330239-l8fp8cvz	59	11	from	from	IN
cord-330239-l8fp8cvz	59	12	the	the	DT
cord-330239-l8fp8cvz	59	13	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	59	14	X	X	NNP
cord-330239-l8fp8cvz	59	15	-	-	NN
cord-330239-l8fp8cvz	59	16	ray	ray	NN
cord-330239-l8fp8cvz	59	17	database	database	NN
cord-330239-l8fp8cvz	59	18	.	.	.
cord-330239-l8fp8cvz	60	1	The	the	DT
cord-330239-l8fp8cvz	60	2	second	second	JJ
cord-330239-l8fp8cvz	60	3	database	database	NN
cord-330239-l8fp8cvz	60	4	combined	combine	VBN
cord-330239-l8fp8cvz	60	5	with	with	IN
cord-330239-l8fp8cvz	60	6	the	the	DT
cord-330239-l8fp8cvz	60	7	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	60	8	X	X	NNP
cord-330239-l8fp8cvz	60	9	-	-	NN
cord-330239-l8fp8cvz	60	10	ray	ray	NN
cord-330239-l8fp8cvz	60	11	dataset	dataset	NN
cord-330239-l8fp8cvz	60	12	in	in	IN
cord-330239-l8fp8cvz	60	13	this	this	DT
cord-330239-l8fp8cvz	60	14	study	study	NN
cord-330239-l8fp8cvz	60	15	is	be	VBZ
cord-330239-l8fp8cvz	60	16	the	the	DT
cord-330239-l8fp8cvz	60	17	National	National	NNP
cord-330239-l8fp8cvz	60	18	Institutes	Institutes	NNPS
cord-330239-l8fp8cvz	60	19	of	of	IN
cord-330239-l8fp8cvz	60	20	Health	Health	NNP
cord-330239-l8fp8cvz	60	21	(	(	-LRB-
cord-330239-l8fp8cvz	60	22	NIH	NIH	NNP
cord-330239-l8fp8cvz	60	23	)	)	-RRB-
cord-330239-l8fp8cvz	61	1	Chest	Chest	NNP
cord-330239-l8fp8cvz	61	2	X	X	NNP
cord-330239-l8fp8cvz	61	3	-	-	NNP
cord-330239-l8fp8cvz	61	4	Ray	Ray	NNP
cord-330239-l8fp8cvz	61	5	Dataset	Dataset	NNP
cord-330239-l8fp8cvz	61	6	.	.	.
cord-330239-l8fp8cvz	62	1	This	this	DT
cord-330239-l8fp8cvz	62	2	database	database	NN
cord-330239-l8fp8cvz	62	3	is	be	VBZ
cord-330239-l8fp8cvz	62	4	comprised	comprise	VBN
cord-330239-l8fp8cvz	62	5	of	of	IN
cord-330239-l8fp8cvz	62	6	112,120	112,120	CD
cord-330239-l8fp8cvz	62	7	X	x	NN
cord-330239-l8fp8cvz	62	8	-	-	NN
cord-330239-l8fp8cvz	62	9	ray	ray	NN
cord-330239-l8fp8cvz	62	10	images	image	NNS
cord-330239-l8fp8cvz	62	11	which	which	WDT
cord-330239-l8fp8cvz	62	12	are	be	VBP
cord-330239-l8fp8cvz	62	13	of	of	IN
cord-330239-l8fp8cvz	62	14	sizes	size	NNS
cord-330239-l8fp8cvz	62	15	1024	1024	CD
cord-330239-l8fp8cvz	62	16	x1024	x1024	NN
cord-330239-l8fp8cvz	62	17	with	with	IN
cord-330239-l8fp8cvz	62	18	disease	disease	NN
cord-330239-l8fp8cvz	62	19	labels	label	NNS
cord-330239-l8fp8cvz	62	20	from	from	IN
cord-330239-l8fp8cvz	62	21	30,805	30,805	CD
cord-330239-l8fp8cvz	62	22	unique	unique	JJ
cord-330239-l8fp8cvz	62	23	patients	patient	NNS
cord-330239-l8fp8cvz	62	24	.	.	.
cord-330239-l8fp8cvz	63	1	The	the	DT
cord-330239-l8fp8cvz	63	2	database	database	NN
cord-330239-l8fp8cvz	63	3	provides	provide	VBZ
cord-330239-l8fp8cvz	63	4	samples	sample	NNS
cord-330239-l8fp8cvz	63	5	of	of	IN
cord-330239-l8fp8cvz	63	6	images	image	NNS
cord-330239-l8fp8cvz	63	7	with	with	IN
cord-330239-l8fp8cvz	63	8	their	-PRON-	PRP$
cord-330239-l8fp8cvz	63	9	diseases	disease	NNS
cord-330239-l8fp8cvz	63	10	and	and	CC
cord-330239-l8fp8cvz	63	11	the	the	DT
cord-330239-l8fp8cvz	63	12	disease	disease	NN
cord-330239-l8fp8cvz	63	13	region	region	NN
cord-330239-l8fp8cvz	63	14	bounding	bound	VBG
cord-330239-l8fp8cvz	63	15	boxes	box	NNS
cord-330239-l8fp8cvz	63	16	.	.	.
cord-330239-l8fp8cvz	64	1	Similar	similar	JJ
cord-330239-l8fp8cvz	64	2	to	to	IN
cord-330239-l8fp8cvz	64	3	the	the	DT
cord-330239-l8fp8cvz	64	4	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	64	5	X	X	NNP
cord-330239-l8fp8cvz	64	6	-	-	NN
cord-330239-l8fp8cvz	64	7	ray	ray	NN
cord-330239-l8fp8cvz	64	8	dataset	dataset	NN
cord-330239-l8fp8cvz	64	9	,	,	,
cord-330239-l8fp8cvz	64	10	this	this	DT
cord-330239-l8fp8cvz	64	11	database	database	NN
cord-330239-l8fp8cvz	64	12	also	also	RB
cord-330239-l8fp8cvz	64	13	provides	provide	VBZ
cord-330239-l8fp8cvz	64	14	the	the	DT
cord-330239-l8fp8cvz	64	15	following	following	JJ
cord-330239-l8fp8cvz	64	16	metadata	metadata	NN
cord-330239-l8fp8cvz	64	17	about	about	IN
cord-330239-l8fp8cvz	64	18	each	each	DT
cord-330239-l8fp8cvz	64	19	instance	instance	NN
cord-330239-l8fp8cvz	64	20	:	:	:
cord-330239-l8fp8cvz	64	21	findings	finding	NNS
cord-330239-l8fp8cvz	64	22	/	/	SYM
cord-330239-l8fp8cvz	64	23	diagnosis	diagnosis	NN
cord-330239-l8fp8cvz	64	24	,	,	,
cord-330239-l8fp8cvz	64	25	type	type	NN
cord-330239-l8fp8cvz	64	26	of	of	IN
cord-330239-l8fp8cvz	64	27	disease	disease	NN
cord-330239-l8fp8cvz	64	28	diagnosed	diagnose	VBN
cord-330239-l8fp8cvz	64	29	,	,	,
cord-330239-l8fp8cvz	64	30	age	age	NN
cord-330239-l8fp8cvz	64	31	and	and	CC
cord-330239-l8fp8cvz	64	32	gender	gender	NN
cord-330239-l8fp8cvz	64	33	of	of	IN
cord-330239-l8fp8cvz	64	34	patient	patient	NN
cord-330239-l8fp8cvz	64	35	,	,	,
cord-330239-l8fp8cvz	64	36	the	the	DT
cord-330239-l8fp8cvz	64	37	view	view	NN
cord-330239-l8fp8cvz	64	38	of	of	IN
cord-330239-l8fp8cvz	64	39	the	the	DT
cord-330239-l8fp8cvz	64	40	image	image	NN
cord-330239-l8fp8cvz	64	41	and	and	CC
cord-330239-l8fp8cvz	64	42	other	other	JJ
cord-330239-l8fp8cvz	64	43	details	detail	NNS
cord-330239-l8fp8cvz	64	44	.	.	.
cord-330239-l8fp8cvz	65	1	In	in	IN
cord-330239-l8fp8cvz	65	2	the	the	DT
cord-330239-l8fp8cvz	65	3	following	follow	VBG
cord-330239-l8fp8cvz	65	4	figures	figure	NNS
cord-330239-l8fp8cvz	65	5	,	,	,
cord-330239-l8fp8cvz	65	6	we	-PRON-	PRP
cord-330239-l8fp8cvz	65	7	have	have	VBP
cord-330239-l8fp8cvz	65	8	summarized	summarize	VBN
cord-330239-l8fp8cvz	65	9	the	the	DT
cord-330239-l8fp8cvz	65	10	class	class	NN
cord-330239-l8fp8cvz	65	11	distributions	distribution	NNS
cord-330239-l8fp8cvz	65	12	and	and	CC
cord-330239-l8fp8cvz	65	13	sizes	size	NNS
cord-330239-l8fp8cvz	65	14	of	of	IN
cord-330239-l8fp8cvz	65	15	the	the	DT
cord-330239-l8fp8cvz	65	16	databases	database	NNS
cord-330239-l8fp8cvz	65	17	and	and	CC
cord-330239-l8fp8cvz	65	18	also	also	RB
cord-330239-l8fp8cvz	65	19	present	present	VBP
cord-330239-l8fp8cvz	65	20	a	a	DT
cord-330239-l8fp8cvz	65	21	combined	combined	JJ
cord-330239-l8fp8cvz	65	22	chart	chart	NN
cord-330239-l8fp8cvz	65	23	of	of	IN
cord-330239-l8fp8cvz	65	24	the	the	DT
cord-330239-l8fp8cvz	65	25	two	two	CD
cord-330239-l8fp8cvz	65	26	databases	database	NNS
cord-330239-l8fp8cvz	65	27	.	.	.
cord-330239-l8fp8cvz	66	1	In	in	IN
cord-330239-l8fp8cvz	66	2	Figure	figure	NN
cord-330239-l8fp8cvz	66	3	1	1	CD
cord-330239-l8fp8cvz	66	4	,	,	,
cord-330239-l8fp8cvz	66	5	we	-PRON-	PRP
cord-330239-l8fp8cvz	66	6	show	show	VBP
cord-330239-l8fp8cvz	66	7	the	the	DT
cord-330239-l8fp8cvz	66	8	number	number	NN
cord-330239-l8fp8cvz	66	9	of	of	IN
cord-330239-l8fp8cvz	66	10	images	image	NNS
cord-330239-l8fp8cvz	66	11	in	in	IN
cord-330239-l8fp8cvz	66	12	the	the	DT
cord-330239-l8fp8cvz	66	13	COVID-19	covid-19	JJ
cord-330239-l8fp8cvz	66	14	chest	chest	NN
cord-330239-l8fp8cvz	66	15	X	x	NN
cord-330239-l8fp8cvz	66	16	-	-	NN
cord-330239-l8fp8cvz	66	17	ray	ray	NN
cord-330239-l8fp8cvz	66	18	and	and	CC
cord-330239-l8fp8cvz	66	19	NIH	NIH	NNP
cord-330239-l8fp8cvz	66	20	Chest	Chest	NNP
cord-330239-l8fp8cvz	66	21	X	X	NNS
cord-330239-l8fp8cvz	66	22	-	-	NNS
cord-330239-l8fp8cvz	66	23	rays	ray	NNS
cord-330239-l8fp8cvz	66	24	databases	database	NNS
cord-330239-l8fp8cvz	66	25	which	which	WDT
cord-330239-l8fp8cvz	66	26	are	be	VBP
cord-330239-l8fp8cvz	66	27	363	363	CD
cord-330239-l8fp8cvz	66	28	and	and	CC
cord-330239-l8fp8cvz	66	29	84823	84823	CD
cord-330239-l8fp8cvz	66	30	respectively	respectively	RB
cord-330239-l8fp8cvz	66	31	.	.	.
cord-330239-l8fp8cvz	67	1	Figure	figure	NN
cord-330239-l8fp8cvz	67	2	2	2	CD
cord-330239-l8fp8cvz	67	3	reveals	reveal	VBZ
cord-330239-l8fp8cvz	67	4	that	that	IN
cord-330239-l8fp8cvz	67	5	the	the	DT
cord-330239-l8fp8cvz	67	6	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	67	7	Chest	Chest	NNP
cord-330239-l8fp8cvz	67	8	Xray	Xray	NNP
cord-330239-l8fp8cvz	67	9	consists	consist	VBZ
cord-330239-l8fp8cvz	67	10	of	of	IN
cord-330239-l8fp8cvz	67	11	ten	ten	CD
cord-330239-l8fp8cvz	67	12	(	(	-LRB-
cord-330239-l8fp8cvz	67	13	10	10	CD
cord-330239-l8fp8cvz	67	14	)	)	-RRB-
cord-330239-l8fp8cvz	67	15	Figure	figure	NN
cord-330239-l8fp8cvz	67	16	3	3	CD
cord-330239-l8fp8cvz	67	17	.	.	.
cord-330239-l8fp8cvz	68	1	is	be	VBZ
cord-330239-l8fp8cvz	68	2	the	the	DT
cord-330239-l8fp8cvz	68	3	author	author	NN
cord-330239-l8fp8cvz	68	4	/	/	SYM
cord-330239-l8fp8cvz	68	5	funder	funder	NN
cord-330239-l8fp8cvz	68	6	,	,	,
cord-330239-l8fp8cvz	68	7	who	who	WP
cord-330239-l8fp8cvz	68	8	has	have	VBZ
cord-330239-l8fp8cvz	68	9	granted	grant	VBN
cord-330239-l8fp8cvz	68	10	medRxiv	medRxiv	NNS
cord-330239-l8fp8cvz	68	11	a	a	DT
cord-330239-l8fp8cvz	68	12	license	license	NN
cord-330239-l8fp8cvz	68	13	to	to	TO
cord-330239-l8fp8cvz	68	14	display	display	VB
cord-330239-l8fp8cvz	68	15	the	the	DT
cord-330239-l8fp8cvz	68	16	preprint	preprint	NN
cord-330239-l8fp8cvz	68	17	in	in	IN
cord-330239-l8fp8cvz	68	18	perpetuity	perpetuity	NN
cord-330239-l8fp8cvz	68	19	.	.	.
cord-330239-l8fp8cvz	69	1	(	(	-LRB-
cord-330239-l8fp8cvz	69	2	which	which	WDT
cord-330239-l8fp8cvz	69	3	was	be	VBD
cord-330239-l8fp8cvz	69	4	not	not	RB
cord-330239-l8fp8cvz	69	5	certified	certify	VBN
cord-330239-l8fp8cvz	69	6	by	by	IN
cord-330239-l8fp8cvz	69	7	peer	peer	NN
cord-330239-l8fp8cvz	69	8	review	review	NN
cord-330239-l8fp8cvz	69	9	)	)	-RRB-
cord-330239-l8fp8cvz	70	1	The	the	DT
cord-330239-l8fp8cvz	70	2	copyright	copyright	NN
cord-330239-l8fp8cvz	70	3	holder	holder	NN
cord-330239-l8fp8cvz	70	4	for	for	IN
cord-330239-l8fp8cvz	70	5	this	this	DT
cord-330239-l8fp8cvz	70	6	preprint	preprint	NN
cord-330239-l8fp8cvz	70	7	this	this	DT
cord-330239-l8fp8cvz	70	8	version	version	NN
cord-330239-l8fp8cvz	70	9	posted	post	VBD
cord-330239-l8fp8cvz	70	10	November	November	NNP
cord-330239-l8fp8cvz	70	11	3	3	CD
cord-330239-l8fp8cvz	70	12	,	,	,
cord-330239-l8fp8cvz	70	13	2020	2020	CD
cord-330239-l8fp8cvz	70	14	.	.	.
cord-330239-l8fp8cvz	71	1	In	in	IN
cord-330239-l8fp8cvz	71	2	the	the	DT
cord-330239-l8fp8cvz	71	3	experimentation	experimentation	NN
cord-330239-l8fp8cvz	71	4	phase	phase	NN
cord-330239-l8fp8cvz	71	5	,	,	,
cord-330239-l8fp8cvz	71	6	the	the	DT
cord-330239-l8fp8cvz	71	7	combined	combined	JJ
cord-330239-l8fp8cvz	71	8	representation	representation	NN
cord-330239-l8fp8cvz	71	9	of	of	IN
cord-330239-l8fp8cvz	71	10	the	the	DT
cord-330239-l8fp8cvz	71	11	images	image	NNS
cord-330239-l8fp8cvz	71	12	from	from	IN
cord-330239-l8fp8cvz	71	13	the	the	DT
cord-330239-l8fp8cvz	71	14	two	two	CD
cord-330239-l8fp8cvz	71	15	datasets	dataset	NNS
cord-330239-l8fp8cvz	71	16	were	be	VBD
cord-330239-l8fp8cvz	71	17	split	split	VBN
cord-330239-l8fp8cvz	71	18	into	into	IN
cord-330239-l8fp8cvz	71	19	training	training	NN
cord-330239-l8fp8cvz	71	20	,	,	,
cord-330239-l8fp8cvz	71	21	evaluation	evaluation	NN
cord-330239-l8fp8cvz	71	22	and	and	CC
cord-330239-l8fp8cvz	71	23	testing	testing	NN
cord-330239-l8fp8cvz	71	24	categories	category	NNS
cord-330239-l8fp8cvz	71	25	and	and	CC
cord-330239-l8fp8cvz	71	26	yielded	yield	VBD
cord-330239-l8fp8cvz	71	27	63887	63887	CD
cord-330239-l8fp8cvz	71	28	samples	sample	NNS
cord-330239-l8fp8cvz	71	29	for	for	IN
cord-330239-l8fp8cvz	71	30	training	training	NN
cord-330239-l8fp8cvz	71	31	,	,	,
cord-330239-l8fp8cvz	71	32	17034	17034	CD
cord-330239-l8fp8cvz	71	33	samples	sample	NNS
cord-330239-l8fp8cvz	71	34	for	for	IN
cord-330239-l8fp8cvz	71	35	validation	validation	NN
cord-330239-l8fp8cvz	71	36	and	and	CC
cord-330239-l8fp8cvz	71	37	4265	4265	CD
cord-330239-l8fp8cvz	71	38	samples	sample	NNS
cord-330239-l8fp8cvz	71	39	for	for	IN
cord-330239-l8fp8cvz	71	40	testing	testing	NN
cord-330239-l8fp8cvz	71	41	.	.	.
cord-330239-l8fp8cvz	72	1	This	this	DT
cord-330239-l8fp8cvz	72	2	is	be	VBZ
cord-330239-l8fp8cvz	72	3	illustrated	illustrate	VBN
cord-330239-l8fp8cvz	72	4	in	in	IN
cord-330239-l8fp8cvz	72	5	Figure	Figure	NNP
cord-330239-l8fp8cvz	72	6	4	4	CD
cord-330239-l8fp8cvz	72	7	.	.	.
cord-330239-l8fp8cvz	73	1	A	a	DT
cord-330239-l8fp8cvz	73	2	joint	joint	JJ
cord-330239-l8fp8cvz	73	3	representation	representation	NN
cord-330239-l8fp8cvz	73	4	of	of	IN
cord-330239-l8fp8cvz	73	5	class	class	NN
cord-330239-l8fp8cvz	73	6	distribution	distribution	NN
cord-330239-l8fp8cvz	73	7	of	of	IN
cord-330239-l8fp8cvz	73	8	images	image	NNS
cord-330239-l8fp8cvz	73	9	/	/	SYM
cord-330239-l8fp8cvz	73	10	samples	sample	NNS
cord-330239-l8fp8cvz	73	11	across	across	IN
cord-330239-l8fp8cvz	73	12	the	the	DT
cord-330239-l8fp8cvz	73	13	two	two	CD
cord-330239-l8fp8cvz	73	14	databases	database	NNS
cord-330239-l8fp8cvz	73	15	for	for	IN
cord-330239-l8fp8cvz	73	16	the	the	DT
cord-330239-l8fp8cvz	73	17	purpose	purpose	NN
cord-330239-l8fp8cvz	73	18	of	of	IN
cord-330239-l8fp8cvz	73	19	training	training	NN
cord-330239-l8fp8cvz	73	20	is	be	VBZ
cord-330239-l8fp8cvz	73	21	shown	show	VBN
cord-330239-l8fp8cvz	73	22	in	in	IN
cord-330239-l8fp8cvz	73	23	Figure	figure	NN
cord-330239-l8fp8cvz	73	24	5	5	CD
cord-330239-l8fp8cvz	73	25	.	.	.
cord-330239-l8fp8cvz	74	1	The	the	DT
cord-330239-l8fp8cvz	74	2	combination	combination	NN
cord-330239-l8fp8cvz	74	3	yielded	yield	VBD
cord-330239-l8fp8cvz	74	4	twenty	twenty	CD
cord-330239-l8fp8cvz	74	5	-	-	HYPH
cord-330239-l8fp8cvz	74	6	four	four	CD
cord-330239-l8fp8cvz	74	7	(	(	-LRB-
cord-330239-l8fp8cvz	74	8	24	24	CD
cord-330239-l8fp8cvz	74	9	)	)	-RRB-
cord-330239-l8fp8cvz	74	10	classes	class	NNS
cord-330239-l8fp8cvz	74	11	with	with	IN
cord-330239-l8fp8cvz	74	12	the	the	DT
cord-330239-l8fp8cvz	74	13	following	following	JJ
cord-330239-l8fp8cvz	74	14	number	number	NN
cord-330239-l8fp8cvz	74	15	of	of	IN
cord-330239-l8fp8cvz	74	16	samples	sample	NNS
cord-330239-l8fp8cvz	74	17	in	in	IN
cord-330239-l8fp8cvz	74	18	each	each	DT
cord-330239-l8fp8cvz	74	19	class	class	NN
cord-330239-l8fp8cvz	74	20	:	:	:
cord-330239-l8fp8cvz	75	1	No	no	DT
cord-330239-l8fp8cvz	75	2	-	-	HYPH
cord-330239-l8fp8cvz	75	3	finding	find	VBG
cord-330239-l8fp8cvz	75	4	or	or	CC
cord-330239-l8fp8cvz	75	5	disease	disease	NN
cord-330239-l8fp8cvz	75	6	free	free	JJ
cord-330239-l8fp8cvz	75	7	samples	sample	NNS
cord-330239-l8fp8cvz	75	8	has	have	VBZ
cord-330239-l8fp8cvz	75	9	28222	28222	CD
cord-330239-l8fp8cvz	75	10	images	image	NNS
cord-330239-l8fp8cvz	75	11	,	,	,
cord-330239-l8fp8cvz	75	12	Infiltration	infiltration	NN
cord-330239-l8fp8cvz	75	13	has	have	VBZ
cord-330239-l8fp8cvz	75	14	8017	8017	CD
cord-330239-l8fp8cvz	75	15	images	image	NNS
cord-330239-l8fp8cvz	75	16	,	,	,
cord-330239-l8fp8cvz	75	17	Effusion	effusion	NN
cord-330239-l8fp8cvz	75	18	has	have	VBZ
cord-330239-l8fp8cvz	75	19	5701	5701	CD
cord-330239-l8fp8cvz	75	20	images	image	NNS
cord-330239-l8fp8cvz	75	21	,	,	,
cord-330239-l8fp8cvz	75	22	Atelectasis	Atelectasis	NNP
cord-330239-l8fp8cvz	75	23	has	have	VBZ
cord-330239-l8fp8cvz	75	24	5373	5373	CD
cord-330239-l8fp8cvz	75	25	images	image	NNS
cord-330239-l8fp8cvz	75	26	,	,	,
cord-330239-l8fp8cvz	75	27	Nodule	Nodule	NNP
cord-330239-l8fp8cvz	75	28	has	have	VBZ
cord-330239-l8fp8cvz	75	29	2887	2887	CD
cord-330239-l8fp8cvz	75	30	images	image	NNS
cord-330239-l8fp8cvz	75	31	,	,	,
cord-330239-l8fp8cvz	75	32	Mass	Mass	NNP
cord-330239-l8fp8cvz	75	33	has	have	VBZ
cord-330239-l8fp8cvz	75	34	2558	2558	CD
cord-330239-l8fp8cvz	75	35	images	image	NNS
cord-330239-l8fp8cvz	75	36	,	,	,
cord-330239-l8fp8cvz	75	37	Pneumothorax	Pneumothorax	NNP
cord-330239-l8fp8cvz	75	38	has	have	VBZ
cord-330239-l8fp8cvz	75	39	2255	2255	CD
cord-330239-l8fp8cvz	75	40	images	image	NNS
cord-330239-l8fp8cvz	75	41	,	,	,
cord-330239-l8fp8cvz	75	42	Consolidation	Consolidation	NNP
cord-330239-l8fp8cvz	75	43	has	have	VBZ
cord-330239-l8fp8cvz	75	44	2012	2012	CD
cord-330239-l8fp8cvz	75	45	images	image	NNS
cord-330239-l8fp8cvz	75	46	,	,	,
cord-330239-l8fp8cvz	75	47	Pleural	Pleural	NNP
cord-330239-l8fp8cvz	75	48	Thickening	thickening	NN
cord-330239-l8fp8cvz	75	49	has	have	VBZ
cord-330239-l8fp8cvz	75	50	1511	1511	CD
cord-330239-l8fp8cvz	75	51	images	image	NNS
cord-330239-l8fp8cvz	75	52	,	,	,
cord-330239-l8fp8cvz	75	53	Cardiomegaly	Cardiomegaly	NNP
cord-330239-l8fp8cvz	75	54	has	have	VBZ
cord-330239-l8fp8cvz	75	55	1187	1187	CD
cord-330239-l8fp8cvz	75	56	images	image	NNS
cord-330239-l8fp8cvz	75	57	,	,	,
cord-330239-l8fp8cvz	75	58	Emphysema	emphysema	NN
cord-330239-l8fp8cvz	75	59	has	have	VBZ
cord-330239-l8fp8cvz	75	60	1171	1171	CD
cord-330239-l8fp8cvz	75	61	images	image	NNS
cord-330239-l8fp8cvz	75	62	,	,	,
cord-330239-l8fp8cvz	75	63	Edema	edema	NN
cord-330239-l8fp8cvz	75	64	has	have	VBZ
cord-330239-l8fp8cvz	75	65	1003	1003	CD
cord-330239-l8fp8cvz	75	66	images	image	NNS
cord-330239-l8fp8cvz	75	67	,	,	,
cord-330239-l8fp8cvz	75	68	Fibrosis	Fibrosis	NNP
cord-330239-l8fp8cvz	75	69	has	have	VBZ
cord-330239-l8fp8cvz	75	70	968	968	CD
cord-330239-l8fp8cvz	75	71	images	image	NNS
cord-330239-l8fp8cvz	75	72	,	,	,
cord-330239-l8fp8cvz	75	73	Pneumonia	Pneumonia	NNP
cord-330239-l8fp8cvz	75	74	has	have	VBZ
cord-330239-l8fp8cvz	75	75	636	636	CD
cord-330239-l8fp8cvz	75	76	images	image	NNS
cord-330239-l8fp8cvz	75	77	,	,	,
cord-330239-l8fp8cvz	75	78	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	75	79	has	have	VBZ
cord-330239-l8fp8cvz	75	80	203	203	CD
cord-330239-l8fp8cvz	75	81	images	image	NNS
cord-330239-l8fp8cvz	75	82	,	,	,
cord-330239-l8fp8cvz	75	83	Hernia	Hernia	NNP
cord-330239-l8fp8cvz	75	84	has	have	VBZ
cord-330239-l8fp8cvz	75	85	118	118	CD
cord-330239-l8fp8cvz	75	86	images	image	NNS
cord-330239-l8fp8cvz	75	87	,	,	,
cord-330239-l8fp8cvz	75	88	Streptococcus	Streptococcus	NNP
cord-330239-l8fp8cvz	75	89	has	have	VBZ
cord-330239-l8fp8cvz	75	90	17	17	CD
cord-330239-l8fp8cvz	75	91	images	image	NNS
cord-330239-l8fp8cvz	75	92	,	,	,
cord-330239-l8fp8cvz	75	93	ARDS	ARDS	NNP
cord-330239-l8fp8cvz	75	94	has	have	VBZ
cord-330239-l8fp8cvz	75	95	15	15	CD
cord-330239-l8fp8cvz	75	96	images	image	NNS
cord-330239-l8fp8cvz	75	97	,	,	,
cord-330239-l8fp8cvz	75	98	Pneumocystis	Pneumocystis	NNP
cord-330239-l8fp8cvz	75	99	has	have	VBZ
cord-330239-l8fp8cvz	75	100	15	15	CD
cord-330239-l8fp8cvz	75	101	images	image	NNS
cord-330239-l8fp8cvz	75	102	,	,	,
cord-330239-l8fp8cvz	75	103	SARS	SARS	NNP
cord-330239-l8fp8cvz	75	104	has	have	VBZ
cord-330239-l8fp8cvz	75	105	11	11	CD
cord-330239-l8fp8cvz	75	106	images	image	NNS
cord-330239-l8fp8cvz	75	107	,	,	,
cord-330239-l8fp8cvz	75	108	E.coli	E.coli	NNS
cord-330239-l8fp8cvz	75	109	has	have	VBZ
cord-330239-l8fp8cvz	75	110	4	4	CD
cord-330239-l8fp8cvz	75	111	images	image	NNS
cord-330239-l8fp8cvz	75	112	,	,	,
cord-330239-l8fp8cvz	75	113	Chlamydophila	Chlamydophila	NNP
cord-330239-l8fp8cvz	75	114	has	have	VBZ
cord-330239-l8fp8cvz	75	115	2	2	CD
cord-330239-l8fp8cvz	75	116	images	image	NNS
cord-330239-l8fp8cvz	75	117	,	,	,
cord-330239-l8fp8cvz	75	118	Legionella	Legionella	NNP
cord-330239-l8fp8cvz	75	119	has	have	VBZ
cord-330239-l8fp8cvz	75	120	2	2	CD
cord-330239-l8fp8cvz	75	121	images	image	NNS
cord-330239-l8fp8cvz	75	122	,	,	,
cord-330239-l8fp8cvz	75	123	and	and	CC
cord-330239-l8fp8cvz	75	124	Klebsiella	Klebsiella	NNP
cord-330239-l8fp8cvz	75	125	has	have	VBZ
cord-330239-l8fp8cvz	75	126	1	1	CD
cord-330239-l8fp8cvz	75	127	image	image	NN
cord-330239-l8fp8cvz	75	128	.	.	.
cord-330239-l8fp8cvz	76	1	Meanwhile	meanwhile	RB
cord-330239-l8fp8cvz	76	2	,	,	,
cord-330239-l8fp8cvz	76	3	a	a	DT
cord-330239-l8fp8cvz	76	4	presentation	presentation	NN
cord-330239-l8fp8cvz	76	5	of	of	IN
cord-330239-l8fp8cvz	76	6	the	the	DT
cord-330239-l8fp8cvz	76	7	splitting	splitting	NN
cord-330239-l8fp8cvz	76	8	of	of	IN
cord-330239-l8fp8cvz	76	9	the	the	DT
cord-330239-l8fp8cvz	76	10	datasets	dataset	NNS
cord-330239-l8fp8cvz	76	11	into	into	IN
cord-330239-l8fp8cvz	76	12	evaluation	evaluation	NN
cord-330239-l8fp8cvz	76	13	and	and	CC
cord-330239-l8fp8cvz	76	14	testing	testing	NN
cord-330239-l8fp8cvz	76	15	sets	set	NNS
cord-330239-l8fp8cvz	76	16	are	be	VBP
cord-330239-l8fp8cvz	76	17	captured	capture	VBN
cord-330239-l8fp8cvz	76	18	in	in	IN
cord-330239-l8fp8cvz	76	19	Figures	figure	NNS
cord-330239-l8fp8cvz	76	20	6	6	CD
cord-330239-l8fp8cvz	76	21	and	and	CC
cord-330239-l8fp8cvz	76	22	7	7	CD
cord-330239-l8fp8cvz	76	23	.	.	.
cord-330239-l8fp8cvz	77	1	A	a	DT
cord-330239-l8fp8cvz	77	2	combine	combine	NN
cord-330239-l8fp8cvz	77	3	graphing	graphing	NN
cord-330239-l8fp8cvz	77	4	of	of	IN
cord-330239-l8fp8cvz	77	5	distribution	distribution	NN
cord-330239-l8fp8cvz	77	6	of	of	IN
cord-330239-l8fp8cvz	77	7	images	image	NNS
cord-330239-l8fp8cvz	77	8	used	use	VBN
cord-330239-l8fp8cvz	77	9	for	for	IN
cord-330239-l8fp8cvz	77	10	training	training	NN
cord-330239-l8fp8cvz	77	11	,	,	,
cord-330239-l8fp8cvz	77	12	testing	testing	NN
cord-330239-l8fp8cvz	77	13	and	and	CC
cord-330239-l8fp8cvz	77	14	validation	validation	NN
cord-330239-l8fp8cvz	77	15	as	as	IN
cord-330239-l8fp8cvz	77	16	drawn	draw	VBN
cord-330239-l8fp8cvz	77	17	from	from	IN
cord-330239-l8fp8cvz	77	18	the	the	DT
cord-330239-l8fp8cvz	77	19	Covid-19	Covid-19	NNP
cord-330239-l8fp8cvz	77	20	and	and	CC
cord-330239-l8fp8cvz	77	21	NIH	NIH	NNP
cord-330239-l8fp8cvz	77	22	Chest	Chest	NNP
cord-330239-l8fp8cvz	77	23	X	x	NN
cord-330239-l8fp8cvz	77	24	-	-	NN
cord-330239-l8fp8cvz	77	25	ray	ray	NN
cord-330239-l8fp8cvz	77	26	datasets	dataset	NNS
cord-330239-l8fp8cvz	77	27	.	.	.
cord-330239-l8fp8cvz	78	1	CC	CC	NNP
cord-330239-l8fp8cvz	78	2	-	-	HYPH
cord-330239-l8fp8cvz	78	3	BY	BY	NNP
cord-330239-l8fp8cvz	78	4	-	-	HYPH
cord-330239-l8fp8cvz	78	5	NC	NC	NNP
cord-330239-l8fp8cvz	78	6	-	-	HYPH
cord-330239-l8fp8cvz	78	7	ND	ND	NNP
cord-330239-l8fp8cvz	78	8	4.0	4.0	CD
cord-330239-l8fp8cvz	78	9	International	international	JJ
cord-330239-l8fp8cvz	78	10	license	license	NN
cord-330239-l8fp8cvz	79	1	It	-PRON-	PRP
cord-330239-l8fp8cvz	79	2	is	be	VBZ
cord-330239-l8fp8cvz	79	3	made	make	VBN
cord-330239-l8fp8cvz	79	4	available	available	JJ
cord-330239-l8fp8cvz	79	5	under	under	IN
cord-330239-l8fp8cvz	79	6	a	a	DT
cord-330239-l8fp8cvz	80	1	is	be	VBZ
cord-330239-l8fp8cvz	80	2	the	the	DT
cord-330239-l8fp8cvz	80	3	author	author	NN
cord-330239-l8fp8cvz	80	4	/	/	SYM
cord-330239-l8fp8cvz	80	5	funder	funder	NN
cord-330239-l8fp8cvz	80	6	,	,	,
cord-330239-l8fp8cvz	80	7	who	who	WP
cord-330239-l8fp8cvz	80	8	has	have	VBZ
cord-330239-l8fp8cvz	80	9	granted	grant	VBN
cord-330239-l8fp8cvz	80	10	medRxiv	medRxiv	NNS
cord-330239-l8fp8cvz	80	11	a	a	DT
cord-330239-l8fp8cvz	80	12	license	license	NN
cord-330239-l8fp8cvz	80	13	to	to	TO
cord-330239-l8fp8cvz	80	14	display	display	VB
cord-330239-l8fp8cvz	80	15	the	the	DT
cord-330239-l8fp8cvz	80	16	preprint	preprint	NN
cord-330239-l8fp8cvz	80	17	in	in	IN
cord-330239-l8fp8cvz	80	18	perpetuity	perpetuity	NN
cord-330239-l8fp8cvz	80	19	.	.	.
cord-330239-l8fp8cvz	81	1	The	the	DT
cord-330239-l8fp8cvz	81	2	copyright	copyright	NN
cord-330239-l8fp8cvz	81	3	holder	holder	NN
cord-330239-l8fp8cvz	81	4	for	for	IN
cord-330239-l8fp8cvz	81	5	this	this	DT
cord-330239-l8fp8cvz	81	6	preprint	preprint	NN
cord-330239-l8fp8cvz	81	7	this	this	DT
cord-330239-l8fp8cvz	81	8	version	version	NN
cord-330239-l8fp8cvz	81	9	posted	post	VBD
cord-330239-l8fp8cvz	81	10	November	November	NNP
cord-330239-l8fp8cvz	81	11	3	3	CD
cord-330239-l8fp8cvz	81	12	,	,	,
cord-330239-l8fp8cvz	81	13	2020	2020	CD
cord-330239-l8fp8cvz	81	14	.	.	.
cord-330239-l8fp8cvz	81	15	;	;	:
cord-330239-l8fp8cvz	82	1	Figure	figure	NN
cord-330239-l8fp8cvz	82	2	5	5	CD
cord-330239-l8fp8cvz	82	3	:	:	:
cord-330239-l8fp8cvz	82	4	Distribution	distribution	NN
cord-330239-l8fp8cvz	82	5	of	of	IN
cord-330239-l8fp8cvz	82	6	training	training	NN
cord-330239-l8fp8cvz	82	7	samples	sample	NNS
cord-330239-l8fp8cvz	82	8	among	among	IN
cord-330239-l8fp8cvz	82	9	classes	class	NNS
cord-330239-l8fp8cvz	82	10	of	of	IN
cord-330239-l8fp8cvz	82	11	disease	disease	NN
cord-330239-l8fp8cvz	82	12	as	as	IN
cord-330239-l8fp8cvz	82	13	drawn	draw	VBN
cord-330239-l8fp8cvz	82	14	from	from	IN
cord-330239-l8fp8cvz	82	15	the	the	DT
cord-330239-l8fp8cvz	82	16	Covid-19	Covid-19	NNP
cord-330239-l8fp8cvz	82	17	Chest	Chest	NNP
cord-330239-l8fp8cvz	82	18	X	X	NNP
cord-330239-l8fp8cvz	82	19	-	-	NN
cord-330239-l8fp8cvz	82	20	ray	ray	NN
cord-330239-l8fp8cvz	82	21	and	and	CC
cord-330239-l8fp8cvz	82	22	NIH	NIH	NNP
cord-330239-l8fp8cvz	82	23	Chest	Chest	NNP
cord-330239-l8fp8cvz	82	24	X	x	NN
cord-330239-l8fp8cvz	82	25	-	-	NN
cord-330239-l8fp8cvz	82	26	ray	ray	NN
cord-330239-l8fp8cvz	82	27	datasets	dataset	NNS
cord-330239-l8fp8cvz	82	28	Figure	Figure	NNP
cord-330239-l8fp8cvz	82	29	6	6	CD
cord-330239-l8fp8cvz	82	30	:	:	:
cord-330239-l8fp8cvz	82	31	Distribution	distribution	NN
cord-330239-l8fp8cvz	82	32	of	of	IN
cord-330239-l8fp8cvz	82	33	validation	validation	NN
cord-330239-l8fp8cvz	82	34	samples	sample	NNS
cord-330239-l8fp8cvz	82	35	among	among	IN
cord-330239-l8fp8cvz	82	36	classes	class	NNS
cord-330239-l8fp8cvz	82	37	of	of	IN
cord-330239-l8fp8cvz	82	38	disease	disease	NN
cord-330239-l8fp8cvz	82	39	as	as	IN
cord-330239-l8fp8cvz	82	40	drawn	draw	VBN
cord-330239-l8fp8cvz	82	41	from	from	IN
cord-330239-l8fp8cvz	82	42	the	the	DT
cord-330239-l8fp8cvz	82	43	Covid-19	Covid-19	NNP
cord-330239-l8fp8cvz	82	44	Chest	Chest	NNP
cord-330239-l8fp8cvz	82	45	X	X	NNP
cord-330239-l8fp8cvz	82	46	-	-	NN
cord-330239-l8fp8cvz	82	47	ray	ray	NN
cord-330239-l8fp8cvz	82	48	and	and	CC
cord-330239-l8fp8cvz	82	49	NIH	NIH	NNP
cord-330239-l8fp8cvz	82	50	Chest	Chest	NNP
cord-330239-l8fp8cvz	82	51	X	x	NN
cord-330239-l8fp8cvz	82	52	-	-	NN
cord-330239-l8fp8cvz	82	53	ray	ray	NN
cord-330239-l8fp8cvz	82	54	datasets	dataset	NNS
cord-330239-l8fp8cvz	82	55	.	.	.
cord-330239-l8fp8cvz	83	1	CC	CC	NNP
cord-330239-l8fp8cvz	83	2	-	-	HYPH
cord-330239-l8fp8cvz	83	3	BY	BY	NNP
cord-330239-l8fp8cvz	83	4	-	-	HYPH
cord-330239-l8fp8cvz	83	5	NC	NC	NNP
cord-330239-l8fp8cvz	83	6	-	-	HYPH
cord-330239-l8fp8cvz	83	7	ND	ND	NNP
cord-330239-l8fp8cvz	83	8	4.0	4.0	CD
cord-330239-l8fp8cvz	83	9	International	international	JJ
cord-330239-l8fp8cvz	83	10	license	license	NN
cord-330239-l8fp8cvz	84	1	It	-PRON-	PRP
cord-330239-l8fp8cvz	84	2	is	be	VBZ
cord-330239-l8fp8cvz	84	3	made	make	VBN
cord-330239-l8fp8cvz	84	4	available	available	JJ
cord-330239-l8fp8cvz	84	5	under	under	IN
cord-330239-l8fp8cvz	84	6	a	a	DT
cord-330239-l8fp8cvz	85	1	is	be	VBZ
cord-330239-l8fp8cvz	85	2	the	the	DT
cord-330239-l8fp8cvz	85	3	author	author	NN
cord-330239-l8fp8cvz	85	4	/	/	SYM
cord-330239-l8fp8cvz	85	5	funder	funder	NN
cord-330239-l8fp8cvz	85	6	,	,	,
cord-330239-l8fp8cvz	85	7	who	who	WP
cord-330239-l8fp8cvz	85	8	has	have	VBZ
cord-330239-l8fp8cvz	85	9	granted	grant	VBN
cord-330239-l8fp8cvz	85	10	medRxiv	medRxiv	NNS
cord-330239-l8fp8cvz	85	11	a	a	DT
cord-330239-l8fp8cvz	85	12	license	license	NN
cord-330239-l8fp8cvz	85	13	to	to	TO
cord-330239-l8fp8cvz	85	14	display	display	VB
cord-330239-l8fp8cvz	85	15	the	the	DT
cord-330239-l8fp8cvz	85	16	preprint	preprint	NN
cord-330239-l8fp8cvz	85	17	in	in	IN
cord-330239-l8fp8cvz	85	18	perpetuity	perpetuity	NN
cord-330239-l8fp8cvz	85	19	.	.	.
cord-330239-l8fp8cvz	86	1	The	the	DT
cord-330239-l8fp8cvz	86	2	copyright	copyright	NN
cord-330239-l8fp8cvz	86	3	holder	holder	NN
cord-330239-l8fp8cvz	86	4	for	for	IN
cord-330239-l8fp8cvz	86	5	this	this	DT
cord-330239-l8fp8cvz	86	6	preprint	preprint	NN
cord-330239-l8fp8cvz	86	7	this	this	DT
cord-330239-l8fp8cvz	86	8	version	version	NN
cord-330239-l8fp8cvz	86	9	posted	post	VBD
cord-330239-l8fp8cvz	86	10	November	November	NNP
cord-330239-l8fp8cvz	86	11	3	3	CD
cord-330239-l8fp8cvz	86	12	,	,	,
cord-330239-l8fp8cvz	86	13	2020	2020	CD
cord-330239-l8fp8cvz	86	14	.	.	.
cord-330239-l8fp8cvz	87	1	;	;	:
cord-330239-l8fp8cvz	87	2	https://doi.org/10.1101/2020.10.30.20222786	https://doi.org/10.1101/2020.10.30.20222786	NNP
cord-330239-l8fp8cvz	87	3	doi	doi	NN
cord-330239-l8fp8cvz	87	4	:	:	:
cord-330239-l8fp8cvz	87	5	medRxiv	medRxiv	NNP
cord-330239-l8fp8cvz	87	6	preprint	preprint	NN
cord-330239-l8fp8cvz	87	7	Figure	figure	NN
cord-330239-l8fp8cvz	87	8	7	7	CD
cord-330239-l8fp8cvz	87	9	:	:	:
cord-330239-l8fp8cvz	87	10	Distribution	distribution	NN
cord-330239-l8fp8cvz	87	11	of	of	IN
cord-330239-l8fp8cvz	87	12	testing	testing	NN
cord-330239-l8fp8cvz	87	13	samples	sample	NNS
cord-330239-l8fp8cvz	87	14	among	among	IN
cord-330239-l8fp8cvz	87	15	classes	class	NNS
cord-330239-l8fp8cvz	87	16	of	of	IN
cord-330239-l8fp8cvz	87	17	disease	disease	NN
cord-330239-l8fp8cvz	87	18	as	as	IN
cord-330239-l8fp8cvz	87	19	drawn	draw	VBN
cord-330239-l8fp8cvz	87	20	from	from	IN
cord-330239-l8fp8cvz	87	21	the	the	DT
cord-330239-l8fp8cvz	87	22	Covid-19	Covid-19	NNP
cord-330239-l8fp8cvz	87	23	Chest	Chest	NNP
cord-330239-l8fp8cvz	87	24	X	X	NNP
cord-330239-l8fp8cvz	87	25	-	-	NN
cord-330239-l8fp8cvz	87	26	ray	ray	NN
cord-330239-l8fp8cvz	87	27	and	and	CC
cord-330239-l8fp8cvz	87	28	NIH	NIH	NNP
cord-330239-l8fp8cvz	87	29	Chest	Chest	NNP
cord-330239-l8fp8cvz	87	30	X	x	NN
cord-330239-l8fp8cvz	87	31	-	-	NN
cord-330239-l8fp8cvz	87	32	ray	ray	NN
cord-330239-l8fp8cvz	87	33	datasets	dataset	NNS
cord-330239-l8fp8cvz	87	34	Considering	consider	VBG
cord-330239-l8fp8cvz	87	35	the	the	DT
cord-330239-l8fp8cvz	87	36	level	level	NN
cord-330239-l8fp8cvz	87	37	of	of	IN
cord-330239-l8fp8cvz	87	38	noise	noise	NN
cord-330239-l8fp8cvz	87	39	,	,	,
cord-330239-l8fp8cvz	87	40	distortion	distortion	NN
cord-330239-l8fp8cvz	87	41	or	or	CC
cord-330239-l8fp8cvz	87	42	anomalies	anomaly	NNS
cord-330239-l8fp8cvz	87	43	that	that	WDT
cord-330239-l8fp8cvz	87	44	might	may	MD
cord-330239-l8fp8cvz	87	45	be	be	VB
cord-330239-l8fp8cvz	87	46	associated	associate	VBN
cord-330239-l8fp8cvz	87	47	with	with	IN
cord-330239-l8fp8cvz	87	48	some	some	DT
cord-330239-l8fp8cvz	87	49	of	of	IN
cord-330239-l8fp8cvz	87	50	the	the	DT
cord-330239-l8fp8cvz	87	51	images	image	NNS
cord-330239-l8fp8cvz	87	52	accessed	access	VBN
cord-330239-l8fp8cvz	87	53	from	from	IN
cord-330239-l8fp8cvz	87	54	the	the	DT
cord-330239-l8fp8cvz	87	55	public	public	JJ
cord-330239-l8fp8cvz	87	56	databases	database	NNS
cord-330239-l8fp8cvz	88	1	,	,	,
cord-330239-l8fp8cvz	88	2	this	this	DT
cord-330239-l8fp8cvz	88	3	study	study	NN
cord-330239-l8fp8cvz	88	4	attempted	attempt	VBD
cord-330239-l8fp8cvz	88	5	to	to	TO
cord-330239-l8fp8cvz	88	6	pre	pre	VB
cord-330239-l8fp8cvz	88	7	-	-	VB
cord-330239-l8fp8cvz	88	8	process	process	VB
cord-330239-l8fp8cvz	88	9	all	all	PDT
cord-330239-l8fp8cvz	88	10	the	the	DT
cord-330239-l8fp8cvz	88	11	samples	sample	NNS
cord-330239-l8fp8cvz	88	12	.	.	.
cord-330239-l8fp8cvz	89	1	This	this	DT
cord-330239-l8fp8cvz	89	2	was	be	VBD
cord-330239-l8fp8cvz	89	3	achieved	achieve	VBN
cord-330239-l8fp8cvz	89	4	by	by	IN
cord-330239-l8fp8cvz	89	5	applying	apply	VBG
cord-330239-l8fp8cvz	89	6	some	some	DT
cord-330239-l8fp8cvz	89	7	standard	standard	JJ
cord-330239-l8fp8cvz	89	8	image	image	NN
cord-330239-l8fp8cvz	89	9	preprocessing	preprocessing	NN
cord-330239-l8fp8cvz	89	10	techniques	technique	NNS
cord-330239-l8fp8cvz	89	11	to	to	IN
cord-330239-l8fp8cvz	89	12	our	-PRON-	PRP$
cord-330239-l8fp8cvz	89	13	images	image	NNS
cord-330239-l8fp8cvz	89	14	.	.	.
cord-330239-l8fp8cvz	90	1	The	the	DT
cord-330239-l8fp8cvz	90	2	next	next	JJ
cord-330239-l8fp8cvz	90	3	section	section	NN
cord-330239-l8fp8cvz	90	4	details	detail	NNS
cord-330239-l8fp8cvz	90	5	this	this	DT
cord-330239-l8fp8cvz	90	6	approach	approach	NN
cord-330239-l8fp8cvz	90	7	.	.	.
cord-330239-l8fp8cvz	91	1	To	to	TO
cord-330239-l8fp8cvz	91	2	enhance	enhance	VB
cord-330239-l8fp8cvz	91	3	the	the	DT
cord-330239-l8fp8cvz	91	4	performance	performance	NN
cord-330239-l8fp8cvz	91	5	of	of	IN
cord-330239-l8fp8cvz	91	6	deep	deep	JJ
cord-330239-l8fp8cvz	91	7	learning	learning	NN
cord-330239-l8fp8cvz	91	8	models	model	NNS
cord-330239-l8fp8cvz	91	9	,	,	,
cord-330239-l8fp8cvz	91	10	several	several	JJ
cord-330239-l8fp8cvz	91	11	studies	study	NNS
cord-330239-l8fp8cvz	91	12	[	[	-LRB-
cord-330239-l8fp8cvz	91	13	12	12	CD
cord-330239-l8fp8cvz	91	14	,	,	,
cord-330239-l8fp8cvz	91	15	13	13	CD
cord-330239-l8fp8cvz	91	16	,	,	,
cord-330239-l8fp8cvz	91	17	14	14	CD
cord-330239-l8fp8cvz	91	18	,	,	,
cord-330239-l8fp8cvz	91	19	and	and	CC
cord-330239-l8fp8cvz	91	20	15	15	CD
cord-330239-l8fp8cvz	91	21	]	]	-RRB-
cord-330239-l8fp8cvz	91	22	have	have	VBP
cord-330239-l8fp8cvz	91	23	encouraged	encourage	VBN
cord-330239-l8fp8cvz	91	24	the	the	DT
cord-330239-l8fp8cvz	91	25	application	application	NN
cord-330239-l8fp8cvz	91	26	of	of	IN
cord-330239-l8fp8cvz	91	27	inputs	input	NNS
cord-330239-l8fp8cvz	91	28	/	/	SYM
cord-330239-l8fp8cvz	91	29	samples	sample	NNS
cord-330239-l8fp8cvz	91	30	to	to	IN
cord-330239-l8fp8cvz	91	31	appropriate	appropriate	JJ
cord-330239-l8fp8cvz	91	32	preprocessing	preprocessing	NN
cord-330239-l8fp8cvz	91	33	techniques	technique	NNS
cord-330239-l8fp8cvz	91	34	/	/	SYM
cord-330239-l8fp8cvz	91	35	algorithms	algorithm	NNS
cord-330239-l8fp8cvz	91	36	.	.	.
cord-330239-l8fp8cvz	92	1	Basically	basically	RB
cord-330239-l8fp8cvz	92	2	,	,	,
cord-330239-l8fp8cvz	92	3	image	image	NN
cord-330239-l8fp8cvz	92	4	processing	processing	NN
cord-330239-l8fp8cvz	92	5	,	,	,
cord-330239-l8fp8cvz	92	6	which	which	WDT
cord-330239-l8fp8cvz	92	7	is	be	VBZ
cord-330239-l8fp8cvz	92	8	the	the	DT
cord-330239-l8fp8cvz	92	9	use	use	NN
cord-330239-l8fp8cvz	92	10	of	of	IN
cord-330239-l8fp8cvz	92	11	algorithms	algorithm	NNS
cord-330239-l8fp8cvz	92	12	to	to	TO
cord-330239-l8fp8cvz	92	13	perform	perform	VB
cord-330239-l8fp8cvz	92	14	image	image	NN
cord-330239-l8fp8cvz	92	15	processing	processing	NN
cord-330239-l8fp8cvz	92	16	on	on	IN
cord-330239-l8fp8cvz	92	17	digital	digital	JJ
cord-330239-l8fp8cvz	92	18	images	image	NNS
cord-330239-l8fp8cvz	92	19	,	,	,
cord-330239-l8fp8cvz	92	20	is	be	VBZ
cord-330239-l8fp8cvz	92	21	categorized	categorize	VBN
cord-330239-l8fp8cvz	92	22	into	into	IN
cord-330239-l8fp8cvz	92	23	two	two	CD
cord-330239-l8fp8cvz	92	24	:	:	:
cord-330239-l8fp8cvz	92	25	namely	namely	RB
cord-330239-l8fp8cvz	92	26	,	,	,
cord-330239-l8fp8cvz	92	27	the	the	DT
cord-330239-l8fp8cvz	92	28	analogue	analogue	JJ
cord-330239-l8fp8cvz	92	29	image	image	NN
cord-330239-l8fp8cvz	92	30	processing	processing	NN
cord-330239-l8fp8cvz	92	31	and	and	CC
cord-330239-l8fp8cvz	92	32	digital	digital	JJ
cord-330239-l8fp8cvz	92	33	image	image	NN
cord-330239-l8fp8cvz	92	34	processing	processing	NN
cord-330239-l8fp8cvz	92	35	.	.	.
cord-330239-l8fp8cvz	93	1	The	the	DT
cord-330239-l8fp8cvz	93	2	preprocessing	preprocessing	NN
cord-330239-l8fp8cvz	93	3	techniques	technique	NNS
cord-330239-l8fp8cvz	93	4	are	be	VBP
cord-330239-l8fp8cvz	93	5	aimed	aim	VBN
cord-330239-l8fp8cvz	93	6	at	at	IN
cord-330239-l8fp8cvz	93	7	improving	improve	VBG
cord-330239-l8fp8cvz	93	8	the	the	DT
cord-330239-l8fp8cvz	93	9	features	feature	NNS
cord-330239-l8fp8cvz	93	10	in	in	IN
cord-330239-l8fp8cvz	93	11	the	the	DT
cord-330239-l8fp8cvz	93	12	image	image	NN
cord-330239-l8fp8cvz	93	13	through	through	IN
cord-330239-l8fp8cvz	93	14	image	image	NN
cord-330239-l8fp8cvz	93	15	enhancement	enhancement	NN
cord-330239-l8fp8cvz	93	16	and	and	CC
cord-330239-l8fp8cvz	93	17	the	the	DT
cord-330239-l8fp8cvz	93	18	suppression	suppression	NN
cord-330239-l8fp8cvz	93	19	of	of	IN
cord-330239-l8fp8cvz	93	20	unwanted	unwanted	JJ
cord-330239-l8fp8cvz	93	21	distortions	distortion	NNS
cord-330239-l8fp8cvz	93	22	thereby	thereby	RB
cord-330239-l8fp8cvz	93	23	yielding	yield	VBG
cord-330239-l8fp8cvz	93	24	an	an	DT
cord-330239-l8fp8cvz	93	25	improved	improved	JJ
cord-330239-l8fp8cvz	93	26	image	image	NN
cord-330239-l8fp8cvz	93	27	/	/	SYM
cord-330239-l8fp8cvz	93	28	input	input	NN
cord-330239-l8fp8cvz	93	29	for	for	IN
cord-330239-l8fp8cvz	93	30	the	the	DT
cord-330239-l8fp8cvz	93	31	deep	deep	JJ
cord-330239-l8fp8cvz	93	32	learning	learning	NN
cord-330239-l8fp8cvz	93	33	model	model	NN
cord-330239-l8fp8cvz	93	34	.	.	.
cord-330239-l8fp8cvz	94	1	In	in	IN
cord-330239-l8fp8cvz	94	2	this	this	DT
cord-330239-l8fp8cvz	94	3	study	study	NN
cord-330239-l8fp8cvz	94	4	,	,	,
cord-330239-l8fp8cvz	94	5	we	-PRON-	PRP
cord-330239-l8fp8cvz	94	6	applied	apply	VBD
cord-330239-l8fp8cvz	94	7	our	-PRON-	PRP$
cord-330239-l8fp8cvz	94	8	samples	sample	NNS
cord-330239-l8fp8cvz	94	9	to	to	IN
cord-330239-l8fp8cvz	94	10	the	the	DT
cord-330239-l8fp8cvz	94	11	following	following	JJ
cord-330239-l8fp8cvz	94	12	preprocessing	preprocessing	NN
cord-330239-l8fp8cvz	94	13	techniques	technique	NNS
cord-330239-l8fp8cvz	94	14	after	after	IN
cord-330239-l8fp8cvz	94	15	reading	read	VBG
cord-330239-l8fp8cvz	94	16	or	or	CC
cord-330239-l8fp8cvz	94	17	loading	load	VBG
cord-330239-l8fp8cvz	94	18	images	image	NNS
cord-330239-l8fp8cvz	94	19	into	into	IN
cord-330239-l8fp8cvz	94	20	the	the	DT
cord-330239-l8fp8cvz	94	21	buffer	buffer	NN
cord-330239-l8fp8cvz	94	22	/	/	SYM
cord-330239-l8fp8cvz	94	23	memory	memory	NN
cord-330239-l8fp8cvz	94	24	:	:	:
cord-330239-l8fp8cvz	94	25	•	•	NN
cord-330239-l8fp8cvz	95	1	Image	image	NN
cord-330239-l8fp8cvz	95	2	resizing	resize	VBG
cord-330239-l8fp8cvz	96	1	:	:	:
cord-330239-l8fp8cvz	96	2	Due	due	IN
cord-330239-l8fp8cvz	96	3	to	to	IN
cord-330239-l8fp8cvz	96	4	the	the	DT
cord-330239-l8fp8cvz	96	5	heterogeneity	heterogeneity	NN
cord-330239-l8fp8cvz	96	6	of	of	IN
cord-330239-l8fp8cvz	96	7	the	the	DT
cord-330239-l8fp8cvz	96	8	databases	database	NNS
cord-330239-l8fp8cvz	96	9	and	and	CC
cord-330239-l8fp8cvz	96	10	as	as	IN
cord-330239-l8fp8cvz	96	11	a	a	DT
cord-330239-l8fp8cvz	96	12	result	result	NN
cord-330239-l8fp8cvz	96	13	of	of	IN
cord-330239-l8fp8cvz	96	14	variation	variation	NN
cord-330239-l8fp8cvz	96	15	in	in	IN
cord-330239-l8fp8cvz	96	16	the	the	DT
cord-330239-l8fp8cvz	96	17	sizes	size	NNS
cord-330239-l8fp8cvz	96	18	of	of	IN
cord-330239-l8fp8cvz	96	19	images	image	NNS
cord-330239-l8fp8cvz	96	20	,	,	,
cord-330239-l8fp8cvz	96	21	we	-PRON-	PRP
cord-330239-l8fp8cvz	96	22	resized	resize	VBD
cord-330239-l8fp8cvz	96	23	the	the	DT
cord-330239-l8fp8cvz	96	24	images	image	NNS
cord-330239-l8fp8cvz	96	25	into	into	IN
cord-330239-l8fp8cvz	96	26	220x220	220x220	CD
cord-330239-l8fp8cvz	96	27	sizes	size	NNS
cord-330239-l8fp8cvz	96	28	.	.	.
cord-330239-l8fp8cvz	97	1	Such	such	JJ
cord-330239-l8fp8cvz	97	2	resizing	resize	VBG
cord-330239-l8fp8cvz	97	3	operation	operation	NN
cord-330239-l8fp8cvz	97	4	allows	allow	VBZ
cord-330239-l8fp8cvz	97	5	for	for	IN
cord-330239-l8fp8cvz	97	6	decreasing	decrease	VBG
cord-330239-l8fp8cvz	97	7	the	the	DT
cord-330239-l8fp8cvz	97	8	total	total	JJ
cord-330239-l8fp8cvz	97	9	number	number	NN
cord-330239-l8fp8cvz	97	10	of	of	IN
cord-330239-l8fp8cvz	97	11	pixels	pixel	NNS
cord-330239-l8fp8cvz	97	12	from	from	IN
cord-330239-l8fp8cvz	97	13	888x882	888x882	CD
cord-330239-l8fp8cvz	98	1	and	and	CC
cord-330239-l8fp8cvz	98	2	1024x1024	1024x1024	NN
cord-330239-l8fp8cvz	98	3	for	for	IN
cord-330239-l8fp8cvz	98	4	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	98	5	X	X	NNP
cord-330239-l8fp8cvz	98	6	-	-	NN
cord-330239-l8fp8cvz	98	7	ray	ray	NN
cord-330239-l8fp8cvz	98	8	and	and	CC
cord-330239-l8fp8cvz	98	9	NIH	NIH	NNP
cord-330239-l8fp8cvz	98	10	Chest	Chest	NNP
cord-330239-l8fp8cvz	98	11	X	X	NNP
cord-330239-l8fp8cvz	98	12	-	-	NNP
cord-330239-l8fp8cvz	98	13	Ray	Ray	NNP
cord-330239-l8fp8cvz	98	14	datasets	dataset	NNS
cord-330239-l8fp8cvz	98	15	respectively	respectively	RB
cord-330239-l8fp8cvz	98	16	to	to	IN
cord-330239-l8fp8cvz	98	17	220x220	220x220	CD
cord-330239-l8fp8cvz	99	1	for	for	IN
cord-330239-l8fp8cvz	99	2	both	both	DT
cord-330239-l8fp8cvz	99	3	.	.	.
cord-330239-l8fp8cvz	100	1	•	•	NNP
cord-330239-l8fp8cvz	101	1	Removal	removal	NN
cord-330239-l8fp8cvz	101	2	of	of	IN
cord-330239-l8fp8cvz	101	3	noise	noise	NN
cord-330239-l8fp8cvz	101	4	(	(	-LRB-
cord-330239-l8fp8cvz	101	5	denoise	denoise	NN
cord-330239-l8fp8cvz	101	6	)	)	-RRB-
cord-330239-l8fp8cvz	101	7	:	:	:
cord-330239-l8fp8cvz	101	8	Image	image	NN
cord-330239-l8fp8cvz	101	9	denoising	denoising	NN
cord-330239-l8fp8cvz	101	10	can	can	MD
cord-330239-l8fp8cvz	101	11	present	present	VB
cord-330239-l8fp8cvz	101	12	a	a	DT
cord-330239-l8fp8cvz	101	13	challenging	challenging	JJ
cord-330239-l8fp8cvz	101	14	procedure	procedure	NN
cord-330239-l8fp8cvz	101	15	arising	arise	VBG
cord-330239-l8fp8cvz	101	16	from	from	IN
cord-330239-l8fp8cvz	101	17	the	the	DT
cord-330239-l8fp8cvz	101	18	operation	operation	NN
cord-330239-l8fp8cvz	101	19	of	of	IN
cord-330239-l8fp8cvz	101	20	estimation	estimation	NN
cord-330239-l8fp8cvz	101	21	of	of	IN
cord-330239-l8fp8cvz	101	22	the	the	DT
cord-330239-l8fp8cvz	101	23	original	original	JJ
cord-330239-l8fp8cvz	101	24	image	image	NN
cord-330239-l8fp8cvz	101	25	through	through	IN
cord-330239-l8fp8cvz	101	26	the	the	DT
cord-330239-l8fp8cvz	101	27	elimination	elimination	NN
cord-330239-l8fp8cvz	101	28	of	of	IN
cord-330239-l8fp8cvz	101	29	noise	noise	NN
cord-330239-l8fp8cvz	101	30	from	from	IN
cord-330239-l8fp8cvz	101	31	a	a	DT
cord-330239-l8fp8cvz	101	32	noisy	noisy	JJ
cord-330239-l8fp8cvz	101	33	image	image	NN
cord-330239-l8fp8cvz	101	34	.	.	.
cord-330239-l8fp8cvz	102	1	For	for	IN
cord-330239-l8fp8cvz	102	2	instance	instance	NN
cord-330239-l8fp8cvz	102	3	,	,	,
cord-330239-l8fp8cvz	102	4	one	one	PRP
cord-330239-l8fp8cvz	102	5	might	may	MD
cord-330239-l8fp8cvz	102	6	be	be	VB
cord-330239-l8fp8cvz	102	7	interested	interested	JJ
cord-330239-l8fp8cvz	102	8	in	in	IN
cord-330239-l8fp8cvz	102	9	removing	remove	VBG
cord-330239-l8fp8cvz	102	10	any	any	DT
cord-330239-l8fp8cvz	102	11	of	of	IN
cord-330239-l8fp8cvz	102	12	the	the	DT
cord-330239-l8fp8cvz	102	13	following	follow	VBG
cord-330239-l8fp8cvz	102	14	noises	noise	NNS
cord-330239-l8fp8cvz	102	15	from	from	IN
cord-330239-l8fp8cvz	102	16	an	an	DT
cord-330239-l8fp8cvz	102	17	image	image	NN
cord-330239-l8fp8cvz	102	18	:	:	:
cord-330239-l8fp8cvz	102	19	Poisson	Poisson	NNP
cord-330239-l8fp8cvz	102	20	noise	noise	NN
cord-330239-l8fp8cvz	102	21	,	,	,
cord-330239-l8fp8cvz	102	22	salt	salt	NN
cord-330239-l8fp8cvz	102	23	and	and	CC
cord-330239-l8fp8cvz	102	24	pepper	pepper	NN
cord-330239-l8fp8cvz	102	25	noise	noise	NN
cord-330239-l8fp8cvz	102	26	,	,	,
cord-330239-l8fp8cvz	102	27	Gaussian	gaussian	JJ
cord-330239-l8fp8cvz	102	28	noise	noise	NN
cord-330239-l8fp8cvz	102	29	,	,	,
cord-330239-l8fp8cvz	102	30	and	and	CC
cord-330239-l8fp8cvz	102	31	speckle	speckle	NN
cord-330239-l8fp8cvz	102	32	noise	noise	NN
cord-330239-l8fp8cvz	102	33	.	.	.
cord-330239-l8fp8cvz	103	1	In	in	IN
cord-330239-l8fp8cvz	103	2	this	this	DT
cord-330239-l8fp8cvz	103	3	study	study	NN
cord-330239-l8fp8cvz	103	4	,	,	,
cord-330239-l8fp8cvz	103	5	we	-PRON-	PRP
cord-330239-l8fp8cvz	103	6	attempted	attempt	VBD
cord-330239-l8fp8cvz	103	7	to	to	TO
cord-330239-l8fp8cvz	103	8	eliminate	eliminate	VB
cord-330239-l8fp8cvz	103	9	/	/	SYM
cord-330239-l8fp8cvz	103	10	remove	remove	VB
cord-330239-l8fp8cvz	103	11	noise	noise	NN
cord-330239-l8fp8cvz	103	12	from	from	IN
cord-330239-l8fp8cvz	103	13	our	-PRON-	PRP$
cord-330239-l8fp8cvz	103	14	image	image	NN
cord-330239-l8fp8cvz	103	15	samples	sample	NNS
cord-330239-l8fp8cvz	103	16	using	use	VBG
cord-330239-l8fp8cvz	103	17	the	the	DT
cord-330239-l8fp8cvz	103	18	Gaussian	Gaussian	NNP
cord-330239-l8fp8cvz	103	19	Blur	Blur	NNP
cord-330239-l8fp8cvz	103	20	technique	technique	NN
cord-330239-l8fp8cvz	103	21	since	since	IN
cord-330239-l8fp8cvz	103	22	study	study	NN
cord-330239-l8fp8cvz	103	23	[	[	-LRB-
cord-330239-l8fp8cvz	103	24	16	16	CD
cord-330239-l8fp8cvz	103	25	]	]	-RRB-
cord-330239-l8fp8cvz	103	26	showed	show	VBD
cord-330239-l8fp8cvz	103	27	that	that	IN
cord-330239-l8fp8cvz	103	28	the	the	DT
cord-330239-l8fp8cvz	103	29	technique	technique	NN
cord-330239-l8fp8cvz	103	30	is	be	VBZ
cord-330239-l8fp8cvz	103	31	relevant	relevant	JJ
cord-330239-l8fp8cvz	103	32	in	in	IN
cord-330239-l8fp8cvz	103	33	images	image	NNS
cord-330239-l8fp8cvz	103	34	with	with	IN
cord-330239-l8fp8cvz	103	35	high	high	JJ
cord-330239-l8fp8cvz	103	36	noise	noise	NN
cord-330239-l8fp8cvz	103	37	.	.	.
cord-330239-l8fp8cvz	104	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	104	2	used	use	VBD
cord-330239-l8fp8cvz	104	3	a	a	DT
cord-330239-l8fp8cvz	104	4	Gaussian	gaussian	JJ
cord-330239-l8fp8cvz	104	5	filter	filter	NN
cord-330239-l8fp8cvz	104	6	by	by	IN
cord-330239-l8fp8cvz	104	7	applying	apply	VBG
cord-330239-l8fp8cvz	104	8	our	-PRON-	PRP$
cord-330239-l8fp8cvz	104	9	images	image	NNS
cord-330239-l8fp8cvz	104	10	to	to	IN
cord-330239-l8fp8cvz	104	11	the	the	DT
cord-330239-l8fp8cvz	104	12	function	function	NN
cord-330239-l8fp8cvz	104	13	cv2.GaussianBlur	cv2.GaussianBlur	VBN
cord-330239-l8fp8cvz	104	14	using	use	VBG
cord-330239-l8fp8cvz	104	15	kernel	kernel	NN
cord-330239-l8fp8cvz	104	16	size	size	NN
cord-330239-l8fp8cvz	104	17	of	of	IN
cord-330239-l8fp8cvz	104	18	5x5	5x5	CD
cord-330239-l8fp8cvz	104	19	and	and	CC
cord-330239-l8fp8cvz	104	20	zero	zero	CD
cord-330239-l8fp8cvz	104	21	(	(	-LRB-
cord-330239-l8fp8cvz	104	22	0	0	NFP
cord-330239-l8fp8cvz	104	23	)	)	-RRB-
cord-330239-l8fp8cvz	104	24	for	for	IN
cord-330239-l8fp8cvz	104	25	both	both	CC
cord-330239-l8fp8cvz	104	26	the	the	DT
cord-330239-l8fp8cvz	104	27	standard	standard	JJ
cord-330239-l8fp8cvz	104	28	deviation	deviation	NN
cord-330239-l8fp8cvz	104	29	for	for	IN
cord-330239-l8fp8cvz	104	30	both	both	CC
cord-330239-l8fp8cvz	104	31	the	the	DT
cord-330239-l8fp8cvz	104	32	x	x	NN
cord-330239-l8fp8cvz	104	33	and	and	CC
cord-330239-l8fp8cvz	104	34	y	y	NNP
cord-330239-l8fp8cvz	104	35	directions	direction	NNS
cord-330239-l8fp8cvz	104	36	.	.	.
cord-330239-l8fp8cvz	105	1	•	•	NNP
cord-330239-l8fp8cvz	105	2	Morphology	morphology	NN
cord-330239-l8fp8cvz	105	3	(	(	-LRB-
cord-330239-l8fp8cvz	105	4	smoothing	smooth	VBG
cord-330239-l8fp8cvz	105	5	edges	edge	NNS
cord-330239-l8fp8cvz	105	6	)	)	-RRB-
cord-330239-l8fp8cvz	105	7	:	:	:
cord-330239-l8fp8cvz	106	1	As	as	IN
cord-330239-l8fp8cvz	106	2	a	a	DT
cord-330239-l8fp8cvz	106	3	preprocessing	preprocessing	NN
cord-330239-l8fp8cvz	106	4	operation	operation	NN
cord-330239-l8fp8cvz	106	5	before	before	IN
cord-330239-l8fp8cvz	106	6	applying	apply	VBG
cord-330239-l8fp8cvz	106	7	segmentation	segmentation	NN
cord-330239-l8fp8cvz	106	8	to	to	IN
cord-330239-l8fp8cvz	106	9	our	-PRON-	PRP$
cord-330239-l8fp8cvz	106	10	images	image	NNS
cord-330239-l8fp8cvz	106	11	,	,	,
cord-330239-l8fp8cvz	106	12	we	-PRON-	PRP
cord-330239-l8fp8cvz	106	13	applied	apply	VBD
cord-330239-l8fp8cvz	106	14	the	the	DT
cord-330239-l8fp8cvz	106	15	morphology	morphology	NN
cord-330239-l8fp8cvz	106	16	operation	operation	NN
cord-330239-l8fp8cvz	106	17	to	to	IN
cord-330239-l8fp8cvz	106	18	our	-PRON-	PRP$
cord-330239-l8fp8cvz	106	19	samples	sample	NNS
cord-330239-l8fp8cvz	106	20	.	.	.
cord-330239-l8fp8cvz	107	1	This	this	DT
cord-330239-l8fp8cvz	107	2	enables	enable	VBZ
cord-330239-l8fp8cvz	107	3	us	-PRON-	PRP
cord-330239-l8fp8cvz	107	4	to	to	TO
cord-330239-l8fp8cvz	107	5	extract	extract	VB
cord-330239-l8fp8cvz	107	6	image	image	NN
cord-330239-l8fp8cvz	107	7	components	component	NNS
cord-330239-l8fp8cvz	107	8	that	that	WDT
cord-330239-l8fp8cvz	107	9	are	be	VBP
cord-330239-l8fp8cvz	107	10	useful	useful	JJ
cord-330239-l8fp8cvz	107	11	in	in	IN
cord-330239-l8fp8cvz	107	12	the	the	DT
cord-330239-l8fp8cvz	107	13	representation	representation	NN
cord-330239-l8fp8cvz	107	14	and	and	CC
cord-330239-l8fp8cvz	107	15	description	description	NN
cord-330239-l8fp8cvz	107	16	of	of	IN
cord-330239-l8fp8cvz	107	17	region	region	NN
cord-330239-l8fp8cvz	107	18	shape	shape	NN
cord-330239-l8fp8cvz	107	19	.	.	.
cord-330239-l8fp8cvz	108	1	This	this	DT
cord-330239-l8fp8cvz	108	2	operation	operation	NN
cord-330239-l8fp8cvz	108	3	(	(	-LRB-
cord-330239-l8fp8cvz	108	4	morphological	morphological	JJ
cord-330239-l8fp8cvz	108	5	smoothing	smoothing	NN
cord-330239-l8fp8cvz	108	6	)	)	-RRB-
cord-330239-l8fp8cvz	108	7	was	be	VBD
cord-330239-l8fp8cvz	108	8	aimed	aim	VBN
cord-330239-l8fp8cvz	108	9	at	at	IN
cord-330239-l8fp8cvz	108	10	removing	remove	VBG
cord-330239-l8fp8cvz	108	11	bright	bright	JJ
cord-330239-l8fp8cvz	108	12	and	and	CC
cord-330239-l8fp8cvz	108	13	dark	dark	JJ
cord-330239-l8fp8cvz	108	14	artifacts	artifact	NNS
cord-330239-l8fp8cvz	108	15	of	of	IN
cord-330239-l8fp8cvz	108	16	noise	noise	NN
cord-330239-l8fp8cvz	108	17	,	,	,
cord-330239-l8fp8cvz	108	18	and	and	CC
cord-330239-l8fp8cvz	108	19	was	be	VBD
cord-330239-l8fp8cvz	108	20	achieved	achieve	VBN
cord-330239-l8fp8cvz	108	21	through	through	IN
cord-330239-l8fp8cvz	108	22	an	an	DT
cord-330239-l8fp8cvz	108	23	opening	opening	NN
cord-330239-l8fp8cvz	108	24	followed	follow	VBN
cord-330239-l8fp8cvz	108	25	by	by	IN
cord-330239-l8fp8cvz	108	26	a	a	DT
cord-330239-l8fp8cvz	108	27	closing	closing	NN
cord-330239-l8fp8cvz	108	28	operation	operation	NN
cord-330239-l8fp8cvz	108	29	.	.	.
cord-330239-l8fp8cvz	109	1	The	the	DT
cord-330239-l8fp8cvz	109	2	output	output	NN
cord-330239-l8fp8cvz	109	3	of	of	IN
cord-330239-l8fp8cvz	109	4	this	this	DT
cord-330239-l8fp8cvz	109	5	phase	phase	NN
cord-330239-l8fp8cvz	109	6	yielded	yield	VBD
cord-330239-l8fp8cvz	109	7	images	image	NNS
cord-330239-l8fp8cvz	109	8	whose	whose	WP$
cord-330239-l8fp8cvz	109	9	edges	edge	NNS
cord-330239-l8fp8cvz	109	10	are	be	VBP
cord-330239-l8fp8cvz	109	11	smoothened	smoothen	VBN
cord-330239-l8fp8cvz	109	12	for	for	IN
cord-330239-l8fp8cvz	109	13	easy	easy	JJ
cord-330239-l8fp8cvz	109	14	detection	detection	NN
cord-330239-l8fp8cvz	109	15	.	.	.
cord-330239-l8fp8cvz	110	1	•	•	NNP
cord-330239-l8fp8cvz	111	1	Segmentation	segmentation	NN
cord-330239-l8fp8cvz	111	2	:	:	:
cord-330239-l8fp8cvz	111	3	It	-PRON-	PRP
cord-330239-l8fp8cvz	111	4	is	be	VBZ
cord-330239-l8fp8cvz	111	5	well	well	RB
cord-330239-l8fp8cvz	111	6	known	know	VBN
cord-330239-l8fp8cvz	111	7	that	that	DT
cord-330239-l8fp8cvz	111	8	image	image	NN
cord-330239-l8fp8cvz	111	9	segmentation	segmentation	NN
cord-330239-l8fp8cvz	111	10	allows	allow	VBZ
cord-330239-l8fp8cvz	111	11	for	for	IN
cord-330239-l8fp8cvz	111	12	the	the	DT
cord-330239-l8fp8cvz	111	13	partitioning	partitioning	NN
cord-330239-l8fp8cvz	111	14	of	of	IN
cord-330239-l8fp8cvz	111	15	an	an	DT
cord-330239-l8fp8cvz	111	16	image	image	NN
cord-330239-l8fp8cvz	111	17	into	into	IN
cord-330239-l8fp8cvz	111	18	multiple	multiple	JJ
cord-330239-l8fp8cvz	111	19	image	image	NN
cord-330239-l8fp8cvz	111	20	objects	object	NNS
cord-330239-l8fp8cvz	111	21	or	or	CC
cord-330239-l8fp8cvz	111	22	segments	segment	NNS
cord-330239-l8fp8cvz	111	23	appearing	appear	VBG
cord-330239-l8fp8cvz	111	24	as	as	IN
cord-330239-l8fp8cvz	111	25	different	different	JJ
cord-330239-l8fp8cvz	111	26	categories	category	NNS
cord-330239-l8fp8cvz	111	27	of	of	IN
cord-330239-l8fp8cvz	111	28	pixels	pixel	NNS
cord-330239-l8fp8cvz	111	29	such	such	JJ
cord-330239-l8fp8cvz	111	30	that	that	IN
cord-330239-l8fp8cvz	111	31	a	a	DT
cord-330239-l8fp8cvz	111	32	similar	similar	JJ
cord-330239-l8fp8cvz	111	33	category	category	NN
cord-330239-l8fp8cvz	111	34	constitutes	constitute	VBZ
cord-330239-l8fp8cvz	111	35	a	a	DT
cord-330239-l8fp8cvz	111	36	segment	segment	NN
cord-330239-l8fp8cvz	111	37	.	.	.
cord-330239-l8fp8cvz	112	1	This	this	DT
cord-330239-l8fp8cvz	112	2	study	study	NN
cord-330239-l8fp8cvz	112	3	approached	approach	VBD
cord-330239-l8fp8cvz	112	4	this	this	DT
cord-330239-l8fp8cvz	112	5	technique	technique	NN
cord-330239-l8fp8cvz	112	6	with	with	IN
cord-330239-l8fp8cvz	112	7	the	the	DT
cord-330239-l8fp8cvz	112	8	aim	aim	NN
cord-330239-l8fp8cvz	112	9	of	of	IN
cord-330239-l8fp8cvz	112	10	enhancing	enhance	VBG
cord-330239-l8fp8cvz	112	11	the	the	DT
cord-330239-l8fp8cvz	112	12	process	process	NN
cord-330239-l8fp8cvz	112	13	of	of	IN
cord-330239-l8fp8cvz	112	14	detecting	detect	VBG
cord-330239-l8fp8cvz	112	15	image	image	NN
cord-330239-l8fp8cvz	112	16	objects	object	NNS
cord-330239-l8fp8cvz	112	17	which	which	WDT
cord-330239-l8fp8cvz	112	18	support	support	VBP
cord-330239-l8fp8cvz	112	19	feature	feature	NN
cord-330239-l8fp8cvz	112	20	extraction	extraction	NN
cord-330239-l8fp8cvz	112	21	thereby	thereby	RB
cord-330239-l8fp8cvz	112	22	obtaining	obtain	VBG
cord-330239-l8fp8cvz	112	23	meaningful	meaningful	JJ
cord-330239-l8fp8cvz	112	24	results	result	NNS
cord-330239-l8fp8cvz	112	25	.	.	.
cord-330239-l8fp8cvz	113	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	113	2	achieved	achieve	VBD
cord-330239-l8fp8cvz	113	3	this	this	DT
cord-330239-l8fp8cvz	113	4	through	through	IN
cord-330239-l8fp8cvz	113	5	the	the	DT
cord-330239-l8fp8cvz	113	6	application	application	NN
cord-330239-l8fp8cvz	113	7	of	of	IN
cord-330239-l8fp8cvz	113	8	thresholding	thresholding	NN
cord-330239-l8fp8cvz	113	9	method	method	NN
cord-330239-l8fp8cvz	113	10	leaving	leave	VBG
cord-330239-l8fp8cvz	113	11	out	out	RP
cord-330239-l8fp8cvz	113	12	other	other	JJ
cord-330239-l8fp8cvz	113	13	methods	method	NNS
cord-330239-l8fp8cvz	113	14	such	such	JJ
cord-330239-l8fp8cvz	113	15	as	as	IN
cord-330239-l8fp8cvz	113	16	edge	edge	NN
cord-330239-l8fp8cvz	113	17	detection	detection	NN
cord-330239-l8fp8cvz	113	18	based	base	VBN
cord-330239-l8fp8cvz	113	19	techniques	technique	NNS
cord-330239-l8fp8cvz	113	20	,	,	,
cord-330239-l8fp8cvz	113	21	region	region	NN
cord-330239-l8fp8cvz	113	22	based	base	VBN
cord-330239-l8fp8cvz	113	23	techniques	technique	NNS
cord-330239-l8fp8cvz	113	24	,	,	,
cord-330239-l8fp8cvz	113	25	clustering	cluster	VBG
cord-330239-l8fp8cvz	113	26	based	base	VBN
cord-330239-l8fp8cvz	113	27	techniques	technique	NNS
cord-330239-l8fp8cvz	113	28	,	,	,
cord-330239-l8fp8cvz	113	29	watershed	watershed	NN
cord-330239-l8fp8cvz	113	30	based	base	VBN
cord-330239-l8fp8cvz	113	31	techniques	technique	NNS
cord-330239-l8fp8cvz	113	32	,	,	,
cord-330239-l8fp8cvz	113	33	partial	partial	JJ
cord-330239-l8fp8cvz	113	34	differential	differential	JJ
cord-330239-l8fp8cvz	113	35	equation	equation	NN
cord-330239-l8fp8cvz	113	36	based	base	VBN
cord-330239-l8fp8cvz	113	37	and	and	CC
cord-330239-l8fp8cvz	113	38	artificial	artificial	JJ
cord-330239-l8fp8cvz	113	39	neural	neural	JJ
cord-330239-l8fp8cvz	113	40	network	network	NN
cord-330239-l8fp8cvz	113	41	based	base	VBN
cord-330239-l8fp8cvz	113	42	techniques	technique	NNS
cord-330239-l8fp8cvz	113	43	.	.	.
cord-330239-l8fp8cvz	114	1	Using	use	VBG
cord-330239-l8fp8cvz	114	2	the	the	DT
cord-330239-l8fp8cvz	114	3	thresholding	thresholding	NN
cord-330239-l8fp8cvz	114	4	method	method	NN
cord-330239-l8fp8cvz	114	5	,	,	,
cord-330239-l8fp8cvz	114	6	we	-PRON-	PRP
cord-330239-l8fp8cvz	114	7	THRESH_BINARY_INV	thresh_binary_inv	DT
cord-330239-l8fp8cvz	114	8	thresholding	thresholding	NN
cord-330239-l8fp8cvz	114	9	style	style	NN
cord-330239-l8fp8cvz	114	10	of	of	IN
cord-330239-l8fp8cvz	114	11	opencv	opencv	NNP
cord-330239-l8fp8cvz	114	12	,	,	,
cord-330239-l8fp8cvz	114	13	and	and	CC
cord-330239-l8fp8cvz	114	14	a	a	DT
cord-330239-l8fp8cvz	114	15	maxVal	maxval	NN
cord-330239-l8fp8cvz	114	16	of	of	IN
cord-330239-l8fp8cvz	114	17	255	255	CD
cord-330239-l8fp8cvz	114	18	which	which	WDT
cord-330239-l8fp8cvz	114	19	represents	represent	VBZ
cord-330239-l8fp8cvz	114	20	the	the	DT
cord-330239-l8fp8cvz	114	21	value	value	NN
cord-330239-l8fp8cvz	114	22	to	to	TO
cord-330239-l8fp8cvz	114	23	be	be	VB
cord-330239-l8fp8cvz	114	24	given	give	VBN
cord-330239-l8fp8cvz	114	25	if	if	IN
cord-330239-l8fp8cvz	114	26	pixel	pixel	NN
cord-330239-l8fp8cvz	114	27	value	value	NN
cord-330239-l8fp8cvz	114	28	is	be	VBZ
cord-330239-l8fp8cvz	114	29	more	more	JJR
cord-330239-l8fp8cvz	114	30	than	than	IN
cord-330239-l8fp8cvz	114	31	(	(	-LRB-
cord-330239-l8fp8cvz	114	32	sometimes	sometimes	RB
cord-330239-l8fp8cvz	114	33	less	less	JJR
cord-330239-l8fp8cvz	114	34	than	than	IN
cord-330239-l8fp8cvz	114	35	)	)	-RRB-
cord-330239-l8fp8cvz	114	36	the	the	DT
cord-330239-l8fp8cvz	114	37	threshold	threshold	NN
cord-330239-l8fp8cvz	114	38	value	value	NN
cord-330239-l8fp8cvz	114	39	.	.	.
cord-330239-l8fp8cvz	115	1	The	the	DT
cord-330239-l8fp8cvz	115	2	computation	computation	NN
cord-330239-l8fp8cvz	115	3	of	of	IN
cord-330239-l8fp8cvz	115	4	THRESH_BINARY_INV	THRESH_BINARY_INV	NNP
cord-330239-l8fp8cvz	115	5	is	be	VBZ
cord-330239-l8fp8cvz	115	6	as	as	IN
cord-330239-l8fp8cvz	115	7	shown	show	VBN
cord-330239-l8fp8cvz	115	8	in	in	IN
cord-330239-l8fp8cvz	115	9	equation	equation	NN
cord-330239-l8fp8cvz	115	10	1	1	CD
cord-330239-l8fp8cvz	115	11	.	.	.
cord-330239-l8fp8cvz	116	1	The	the	DT
cord-330239-l8fp8cvz	116	2	second	second	JJ
cord-330239-l8fp8cvz	116	3	parameter	parameter	NN
cord-330239-l8fp8cvz	116	4	to	to	IN
cord-330239-l8fp8cvz	116	5	the	the	DT
cord-330239-l8fp8cvz	116	6	maxVal	maxval	NN
cord-330239-l8fp8cvz	116	7	is	be	VBZ
cord-330239-l8fp8cvz	116	8	the	the	DT
cord-330239-l8fp8cvz	116	9	retVal	retval	NN
cord-330239-l8fp8cvz	116	10	as	as	IN
cord-330239-l8fp8cvz	116	11	used	use	VBN
cord-330239-l8fp8cvz	116	12	in	in	IN
cord-330239-l8fp8cvz	116	13	our	-PRON-	PRP$
cord-330239-l8fp8cvz	116	14	thresholding	thresholding	NN
cord-330239-l8fp8cvz	116	15	technique	technique	NN
cord-330239-l8fp8cvz	116	16	.	.	.
cord-330239-l8fp8cvz	117	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	117	2	used	use	VBD
cord-330239-l8fp8cvz	117	3	Otsu	Otsu	NNP
cord-330239-l8fp8cvz	117	4	's	's	POS
cord-330239-l8fp8cvz	117	5	method	method	NN
cord-330239-l8fp8cvz	117	6	which	which	WDT
cord-330239-l8fp8cvz	117	7	is	be	VBZ
cord-330239-l8fp8cvz	117	8	widely	widely	RB
cord-330239-l8fp8cvz	117	9	reported	report	VBN
cord-330239-l8fp8cvz	117	10	to	to	TO
cord-330239-l8fp8cvz	117	11	yield	yield	VB
cord-330239-l8fp8cvz	117	12	interesting	interesting	JJ
cord-330239-l8fp8cvz	117	13	results	result	NNS
cord-330239-l8fp8cvz	117	14	and	and	CC
cord-330239-l8fp8cvz	117	15	is	be	VBZ
cord-330239-l8fp8cvz	117	16	also	also	RB
cord-330239-l8fp8cvz	117	17	suitable	suitable	JJ
cord-330239-l8fp8cvz	117	18	when	when	WRB
cord-330239-l8fp8cvz	117	19	there	there	EX
cord-330239-l8fp8cvz	117	20	is	be	VBZ
cord-330239-l8fp8cvz	117	21	distinguishable	distinguishable	JJ
cord-330239-l8fp8cvz	117	22	foreground	foreground	NN
cord-330239-l8fp8cvz	117	23	and	and	CC
cord-330239-l8fp8cvz	117	24	background	background	NN
cord-330239-l8fp8cvz	117	25	[	[	-LRB-
cord-330239-l8fp8cvz	117	26	17	17	CD
cord-330239-l8fp8cvz	117	27	]	]	-RRB-
cord-330239-l8fp8cvz	117	28	.	.	.
cord-330239-l8fp8cvz	118	1	The	the	DT
cord-330239-l8fp8cvz	118	2	use	use	NN
cord-330239-l8fp8cvz	118	3	of	of	IN
cord-330239-l8fp8cvz	118	4	this	this	DT
cord-330239-l8fp8cvz	118	5	method	method	NN
cord-330239-l8fp8cvz	118	6	is	be	VBZ
cord-330239-l8fp8cvz	118	7	inferred	infer	VBN
cord-330239-l8fp8cvz	118	8	from	from	IN
cord-330239-l8fp8cvz	118	9	the	the	DT
cord-330239-l8fp8cvz	118	10	value	value	NN
cord-330239-l8fp8cvz	118	11	we	-PRON-	PRP
cord-330239-l8fp8cvz	118	12	set	set	VBD
cord-330239-l8fp8cvz	118	13	for	for	IN
cord-330239-l8fp8cvz	118	14	the	the	DT
cord-330239-l8fp8cvz	118	15	retVal	retval	NN
cord-330239-l8fp8cvz	118	16	which	which	WDT
cord-330239-l8fp8cvz	118	17	is	be	VBZ
cord-330239-l8fp8cvz	118	18	the	the	DT
cord-330239-l8fp8cvz	118	19	THRESH_OTSU	THRESH_OTSU	NNS
cord-330239-l8fp8cvz	118	20	.	.	.
cord-330239-l8fp8cvz	119	1	This	this	DT
cord-330239-l8fp8cvz	119	2	allows	allow	VBZ
cord-330239-l8fp8cvz	119	3	for	for	IN
cord-330239-l8fp8cvz	119	4	automating	automate	VBG
cord-330239-l8fp8cvz	119	5	the	the	DT
cord-330239-l8fp8cvz	119	6	process	process	NN
cord-330239-l8fp8cvz	119	7	of	of	IN
cord-330239-l8fp8cvz	119	8	calculating	calculate	VBG
cord-330239-l8fp8cvz	119	9	the	the	DT
cord-330239-l8fp8cvz	119	10	threshold	threshold	NN
cord-330239-l8fp8cvz	119	11	value	value	NN
cord-330239-l8fp8cvz	119	12	from	from	IN
cord-330239-l8fp8cvz	119	13	image	image	NN
cord-330239-l8fp8cvz	119	14	histogram	histogram	NN
cord-330239-l8fp8cvz	119	15	.	.	.
cord-330239-l8fp8cvz	120	1	Thus	thus	RB
cord-330239-l8fp8cvz	120	2	far	far	RB
cord-330239-l8fp8cvz	120	3	,	,	,
cord-330239-l8fp8cvz	120	4	we	-PRON-	PRP
cord-330239-l8fp8cvz	120	5	have	have	VBP
cord-330239-l8fp8cvz	120	6	filtered	filter	VBN
cord-330239-l8fp8cvz	120	7	our	-PRON-	PRP$
cord-330239-l8fp8cvz	120	8	image	image	NN
cord-330239-l8fp8cvz	120	9	samples	sample	NNS
cord-330239-l8fp8cvz	120	10	with	with	IN
cord-330239-l8fp8cvz	120	11	a	a	DT
cord-330239-l8fp8cvz	120	12	5x5	5x5	CD
cord-330239-l8fp8cvz	120	13	Gaussian	gaussian	JJ
cord-330239-l8fp8cvz	120	14	kernel	kernel	NN
cord-330239-l8fp8cvz	120	15	to	to	TO
cord-330239-l8fp8cvz	120	16	remove	remove	VB
cord-330239-l8fp8cvz	120	17	the	the	DT
cord-330239-l8fp8cvz	120	18	noise	noise	NN
cord-330239-l8fp8cvz	120	19	,	,	,
cord-330239-l8fp8cvz	120	20	and	and	CC
cord-330239-l8fp8cvz	120	21	then	then	RB
cord-330239-l8fp8cvz	120	22	applied	apply	VBD
cord-330239-l8fp8cvz	120	23	Otsu	Otsu	NNP
cord-330239-l8fp8cvz	120	24	thresholding	thresholding	NN
cord-330239-l8fp8cvz	120	25	.	.	.
cord-330239-l8fp8cvz	121	1	Furthermore	furthermore	RB
cord-330239-l8fp8cvz	121	2	,	,	,
cord-330239-l8fp8cvz	121	3	we	-PRON-	PRP
cord-330239-l8fp8cvz	121	4	applied	apply	VBD
cord-330239-l8fp8cvz	121	5	the	the	DT
cord-330239-l8fp8cvz	121	6	dilate	dilate	NN
cord-330239-l8fp8cvz	121	7	operation	operation	NN
cord-330239-l8fp8cvz	121	8	on	on	IN
cord-330239-l8fp8cvz	121	9	the	the	DT
cord-330239-l8fp8cvz	121	10	image	image	NN
cord-330239-l8fp8cvz	121	11	to	to	TO
cord-330239-l8fp8cvz	121	12	enlarge	enlarge	VB
cord-330239-l8fp8cvz	121	13	the	the	DT
cord-330239-l8fp8cvz	121	14	foreground	foreground	NN
cord-330239-l8fp8cvz	121	15	and	and	CC
cord-330239-l8fp8cvz	121	16	thereby	thereby	RB
cord-330239-l8fp8cvz	121	17	find	find	VB
cord-330239-l8fp8cvz	121	18	the	the	DT
cord-330239-l8fp8cvz	121	19	sure	sure	JJ
cord-330239-l8fp8cvz	121	20	background	background	NN
cord-330239-l8fp8cvz	121	21	area	area	NN
cord-330239-l8fp8cvz	121	22	.	.	.
cord-330239-l8fp8cvz	122	1	Also	also	RB
cord-330239-l8fp8cvz	122	2	,	,	,
cord-330239-l8fp8cvz	122	3	to	to	TO
cord-330239-l8fp8cvz	122	4	find	find	VB
cord-330239-l8fp8cvz	122	5	the	the	DT
cord-330239-l8fp8cvz	122	6	sure	sure	JJ
cord-330239-l8fp8cvz	122	7	background	background	NN
cord-330239-l8fp8cvz	122	8	area	area	NN
cord-330239-l8fp8cvz	122	9	in	in	IN
cord-330239-l8fp8cvz	122	10	the	the	DT
cord-330239-l8fp8cvz	122	11	image	image	NN
cord-330239-l8fp8cvz	122	12	,	,	,
cord-330239-l8fp8cvz	122	13	we	-PRON-	PRP
cord-330239-l8fp8cvz	122	14	applied	apply	VBD
cord-330239-l8fp8cvz	122	15	the	the	DT
cord-330239-l8fp8cvz	122	16	distanceTransform	distancetransform	NN
cord-330239-l8fp8cvz	122	17	operation	operation	NN
cord-330239-l8fp8cvz	122	18	to	to	TO
cord-330239-l8fp8cvz	122	19	achieve	achieve	VB
cord-330239-l8fp8cvz	122	20	a	a	DT
cord-330239-l8fp8cvz	122	21	representation	representation	NN
cord-330239-l8fp8cvz	122	22	of	of	IN
cord-330239-l8fp8cvz	122	23	a	a	DT
cord-330239-l8fp8cvz	122	24	binary	binary	JJ
cord-330239-l8fp8cvz	122	25	image	image	NN
cord-330239-l8fp8cvz	122	26	so	so	IN
cord-330239-l8fp8cvz	122	27	that	that	IN
cord-330239-l8fp8cvz	122	28	the	the	DT
cord-330239-l8fp8cvz	122	29	value	value	NN
cord-330239-l8fp8cvz	122	30	of	of	IN
cord-330239-l8fp8cvz	122	31	each	each	DT
cord-330239-l8fp8cvz	122	32	pixelwas	pixelwas	NN
cord-330239-l8fp8cvz	122	33	replaced	replace	VBN
cord-330239-l8fp8cvz	122	34	by	by	IN
cord-330239-l8fp8cvz	122	35	its	-PRON-	PRP$
cord-330239-l8fp8cvz	122	36	distance	distance	NN
cord-330239-l8fp8cvz	122	37	to	to	IN
cord-330239-l8fp8cvz	122	38	the	the	DT
cord-330239-l8fp8cvz	122	39	nearest	near	JJS
cord-330239-l8fp8cvz	122	40	background	background	NN
cord-330239-l8fp8cvz	122	41	pixel	pixel	NN
cord-330239-l8fp8cvz	122	42	.	.	.
cord-330239-l8fp8cvz	123	1	Hence	hence	RB
cord-330239-l8fp8cvz	123	2	the	the	DT
cord-330239-l8fp8cvz	123	3	threshold	threshold	NN
cord-330239-l8fp8cvz	123	4	segmentation	segmentation	NN
cord-330239-l8fp8cvz	123	5	was	be	VBD
cord-330239-l8fp8cvz	123	6	applied	apply	VBN
cord-330239-l8fp8cvz	123	7	to	to	TO
cord-330239-l8fp8cvz	123	8	divide	divide	VB
cord-330239-l8fp8cvz	123	9	the	the	DT
cord-330239-l8fp8cvz	123	10	image	image	NN
cord-330239-l8fp8cvz	123	11	into	into	IN
cord-330239-l8fp8cvz	123	12	regions	region	NNS
cord-330239-l8fp8cvz	123	13	of	of	IN
cord-330239-l8fp8cvz	123	14	object	object	NN
cord-330239-l8fp8cvz	123	15	and	and	CC
cord-330239-l8fp8cvz	123	16	background	background	NN
cord-330239-l8fp8cvz	123	17	.	.	.
cord-330239-l8fp8cvz	124	1	Our	-PRON-	PRP$
cord-330239-l8fp8cvz	124	2	thresholding	thresholding	NN
cord-330239-l8fp8cvz	124	3	segmentation	segmentation	NN
cord-330239-l8fp8cvz	124	4	was	be	VBD
cord-330239-l8fp8cvz	124	5	completed	complete	VBN
cord-330239-l8fp8cvz	124	6	through	through	IN
cord-330239-l8fp8cvz	124	7	the	the	DT
cord-330239-l8fp8cvz	124	8	application	application	NN
cord-330239-l8fp8cvz	124	9	of	of	IN
cord-330239-l8fp8cvz	124	10	global	global	JJ
cord-330239-l8fp8cvz	124	11	thresholding	thresholding	NN
cord-330239-l8fp8cvz	124	12	which	which	WDT
cord-330239-l8fp8cvz	124	13	uses	use	VBZ
cord-330239-l8fp8cvz	124	14	any	any	DT
cord-330239-l8fp8cvz	124	15	appropriate	appropriate	JJ
cord-330239-l8fp8cvz	124	16	threshold	threshold	NN
cord-330239-l8fp8cvz	124	17	value	value	NN
cord-330239-l8fp8cvz	124	18	of	of	IN
cord-330239-l8fp8cvz	124	19	T=	T=	NNS
cord-330239-l8fp8cvz	124	20	kept	keep	VBD
cord-330239-l8fp8cvz	124	21	constant	constant	JJ
cord-330239-l8fp8cvz	124	22	for	for	IN
cord-330239-l8fp8cvz	124	23	the	the	DT
cord-330239-l8fp8cvz	124	24	whole	whole	JJ
cord-330239-l8fp8cvz	124	25	image	image	NN
cord-330239-l8fp8cvz	124	26	so	so	IN
cord-330239-l8fp8cvz	124	27	that	that	IN
cord-330239-l8fp8cvz	124	28	the	the	DT
cord-330239-l8fp8cvz	124	29	output	output	NN
cord-330239-l8fp8cvz	124	30	image	image	NN
cord-330239-l8fp8cvz	124	31	is	be	VBZ
cord-330239-l8fp8cvz	124	32	obtained	obtain	VBN
cord-330239-l8fp8cvz	124	33	from	from	IN
cord-330239-l8fp8cvz	124	34	original	original	JJ
cord-330239-l8fp8cvz	124	35	image	image	NN
cord-330239-l8fp8cvz	124	36	as	as	IN
cord-330239-l8fp8cvz	124	37	seen	see	VBN
cord-330239-l8fp8cvz	124	38	in	in	IN
cord-330239-l8fp8cvz	124	39	equation	equation	NN
cord-330239-l8fp8cvz	124	40	2	2	CD
cord-330239-l8fp8cvz	124	41	[	[	-LRB-
cord-330239-l8fp8cvz	124	42	18	18	CD
cord-330239-l8fp8cvz	124	43	]	]	-RRB-
cord-330239-l8fp8cvz	124	44	.	.	.
cord-330239-l8fp8cvz	125	1	The	the	DT
cord-330239-l8fp8cvz	125	2	resulting	result	VBG
cord-330239-l8fp8cvz	125	3	images	image	NNS
cord-330239-l8fp8cvz	125	4	from	from	IN
cord-330239-l8fp8cvz	125	5	all	all	PDT
cord-330239-l8fp8cvz	125	6	the	the	DT
cord-330239-l8fp8cvz	125	7	preprocessing	preprocessing	NN
cord-330239-l8fp8cvz	125	8	techniques	technique	NNS
cord-330239-l8fp8cvz	125	9	above	above	RB
cord-330239-l8fp8cvz	125	10	are	be	VBP
cord-330239-l8fp8cvz	125	11	then	then	RB
cord-330239-l8fp8cvz	125	12	passed	pass	VBN
cord-330239-l8fp8cvz	125	13	as	as	IN
cord-330239-l8fp8cvz	125	14	input	input	NN
cord-330239-l8fp8cvz	125	15	into	into	IN
cord-330239-l8fp8cvz	125	16	the	the	DT
cord-330239-l8fp8cvz	125	17	CNN	CNN	NNP
cord-330239-l8fp8cvz	125	18	model	model	NN
cord-330239-l8fp8cvz	125	19	described	describe	VBN
cord-330239-l8fp8cvz	125	20	in	in	IN
cord-330239-l8fp8cvz	125	21	subsection	subsection	NN
cord-330239-l8fp8cvz	125	22	3.3	3.3	CD
cord-330239-l8fp8cvz	125	23	.	.	.
cord-330239-l8fp8cvz	126	1	The	the	DT
cord-330239-l8fp8cvz	126	2	proposed	propose	VBN
cord-330239-l8fp8cvz	126	3	CNN	CNN	NNP
cord-330239-l8fp8cvz	126	4	model	model	NN
cord-330239-l8fp8cvz	126	5	is	be	VBZ
cord-330239-l8fp8cvz	126	6	a	a	DT
cord-330239-l8fp8cvz	126	7	fraction	fraction	NN
cord-330239-l8fp8cvz	126	8	of	of	IN
cord-330239-l8fp8cvz	126	9	a	a	DT
cord-330239-l8fp8cvz	126	10	complete	complete	JJ
cord-330239-l8fp8cvz	126	11	framework	framework	NN
cord-330239-l8fp8cvz	126	12	in	in	IN
cord-330239-l8fp8cvz	126	13	Figure	figure	NN
cord-330239-l8fp8cvz	126	14	8	8	CD
cord-330239-l8fp8cvz	126	15	which	which	WDT
cord-330239-l8fp8cvz	126	16	represents	represent	VBZ
cord-330239-l8fp8cvz	126	17	the	the	DT
cord-330239-l8fp8cvz	126	18	pipeline	pipeline	NN
cord-330239-l8fp8cvz	126	19	flow	flow	NN
cord-330239-l8fp8cvz	126	20	of	of	IN
cord-330239-l8fp8cvz	126	21	techniques	technique	NNS
cord-330239-l8fp8cvz	126	22	used	use	VBN
cord-330239-l8fp8cvz	126	23	in	in	IN
cord-330239-l8fp8cvz	126	24	this	this	DT
cord-330239-l8fp8cvz	126	25	study	study	NN
cord-330239-l8fp8cvz	126	26	.	.	.
cord-330239-l8fp8cvz	127	1	The	the	DT
cord-330239-l8fp8cvz	127	2	architectural	architectural	JJ
cord-330239-l8fp8cvz	127	3	pipeline	pipeline	NN
cord-330239-l8fp8cvz	127	4	shown	show	VBN
cord-330239-l8fp8cvz	127	5	in	in	IN
cord-330239-l8fp8cvz	127	6	the	the	DT
cord-330239-l8fp8cvz	127	7	figure	figure	NN
cord-330239-l8fp8cvz	127	8	below	below	IN
cord-330239-l8fp8cvz	127	9	first	first	JJ
cord-330239-l8fp8cvz	127	10	reads	read	NNS
cord-330239-l8fp8cvz	127	11	in	in	IN
cord-330239-l8fp8cvz	127	12	the	the	DT
cord-330239-l8fp8cvz	127	13	sample	sample	NN
cord-330239-l8fp8cvz	127	14	images	image	NNS
cord-330239-l8fp8cvz	127	15	from	from	IN
cord-330239-l8fp8cvz	127	16	the	the	DT
cord-330239-l8fp8cvz	127	17	buffer	buffer	NN
cord-330239-l8fp8cvz	127	18	where	where	WRB
cord-330239-l8fp8cvz	127	19	the	the	DT
cord-330239-l8fp8cvz	127	20	combined	combined	JJ
cord-330239-l8fp8cvz	127	21	datasets	dataset	NNS
cord-330239-l8fp8cvz	127	22	from	from	IN
cord-330239-l8fp8cvz	127	23	the	the	DT
cord-330239-l8fp8cvz	127	24	two	two	CD
cord-330239-l8fp8cvz	127	25	databases	database	NNS
cord-330239-l8fp8cvz	127	26	are	be	VBP
cord-330239-l8fp8cvz	127	27	stored	store	VBN
cord-330239-l8fp8cvz	127	28	.	.	.
cord-330239-l8fp8cvz	128	1	Thereafter	thereafter	RB
cord-330239-l8fp8cvz	128	2	,	,	,
cord-330239-l8fp8cvz	128	3	the	the	DT
cord-330239-l8fp8cvz	128	4	preprocessing	preprocessing	NN
cord-330239-l8fp8cvz	128	5	techniques	technique	NNS
cord-330239-l8fp8cvz	128	6	described	describe	VBN
cord-330239-l8fp8cvz	128	7	in	in	IN
cord-330239-l8fp8cvz	128	8	Subsection	subsection	NN
cord-330239-l8fp8cvz	128	9	3.2	3.2	CD
cord-330239-l8fp8cvz	128	10	are	be	VBP
cord-330239-l8fp8cvz	128	11	applied	apply	VBN
cord-330239-l8fp8cvz	128	12	sequentially	sequentially	RB
cord-330239-l8fp8cvz	128	13	on	on	IN
cord-330239-l8fp8cvz	128	14	them	-PRON-	PRP
cord-330239-l8fp8cvz	128	15	.	.	.
cord-330239-l8fp8cvz	129	1	Furthermore	furthermore	RB
cord-330239-l8fp8cvz	129	2	,	,	,
cord-330239-l8fp8cvz	129	3	the	the	DT
cord-330239-l8fp8cvz	129	4	resized	resize	VBN
cord-330239-l8fp8cvz	129	5	and	and	CC
cord-330239-l8fp8cvz	129	6	improved	improve	VBN
cord-330239-l8fp8cvz	129	7	image	image	NN
cord-330239-l8fp8cvz	129	8	samples	sample	NNS
cord-330239-l8fp8cvz	129	9	are	be	VBP
cord-330239-l8fp8cvz	129	10	split	split	VBN
cord-330239-l8fp8cvz	129	11	into	into	IN
cord-330239-l8fp8cvz	129	12	training	training	NN
cord-330239-l8fp8cvz	129	13	and	and	CC
cord-330239-l8fp8cvz	129	14	validation	validation	NN
cord-330239-l8fp8cvz	129	15	sets	set	NNS
cord-330239-l8fp8cvz	129	16	based	base	VBN
cord-330239-l8fp8cvz	129	17	on	on	IN
cord-330239-l8fp8cvz	129	18	the	the	DT
cord-330239-l8fp8cvz	129	19	illustration	illustration	NN
cord-330239-l8fp8cvz	129	20	shown	show	VBN
cord-330239-l8fp8cvz	129	21	in	in	IN
cord-330239-l8fp8cvz	129	22	Subsection	Subsection	NNP
cord-330239-l8fp8cvz	129	23	2.1	2.1	CD
cord-330239-l8fp8cvz	129	24	.	.	.
cord-330239-l8fp8cvz	130	1	Thereafter	thereafter	RB
cord-330239-l8fp8cvz	130	2	,	,	,
cord-330239-l8fp8cvz	130	3	the	the	DT
cord-330239-l8fp8cvz	130	4	CNN	CNN	NNP
cord-330239-l8fp8cvz	130	5	model	model	NN
cord-330239-l8fp8cvz	130	6	is	be	VBZ
cord-330239-l8fp8cvz	130	7	applied	apply	VBN
cord-330239-l8fp8cvz	130	8	to	to	IN
cord-330239-l8fp8cvz	130	9	the	the	DT
cord-330239-l8fp8cvz	130	10	input	input	NN
cord-330239-l8fp8cvz	130	11	samples	sample	NNS
cord-330239-l8fp8cvz	130	12	for	for	IN
cord-330239-l8fp8cvz	130	13	training	training	NN
cord-330239-l8fp8cvz	130	14	and	and	CC
cord-330239-l8fp8cvz	130	15	validation	validation	NN
cord-330239-l8fp8cvz	130	16	.	.	.
cord-330239-l8fp8cvz	131	1	The	the	DT
cord-330239-l8fp8cvz	131	2	trained	trained	JJ
cord-330239-l8fp8cvz	131	3	model	model	NN
cord-330239-l8fp8cvz	131	4	is	be	VBZ
cord-330239-l8fp8cvz	131	5	then	then	RB
cord-330239-l8fp8cvz	131	6	exposed	expose	VBN
cord-330239-l8fp8cvz	131	7	to	to	IN
cord-330239-l8fp8cvz	131	8	the	the	DT
cord-330239-l8fp8cvz	131	9	testing	testing	NN
cord-330239-l8fp8cvz	131	10	set	set	NN
cord-330239-l8fp8cvz	131	11	of	of	IN
cord-330239-l8fp8cvz	131	12	images	image	NNS
cord-330239-l8fp8cvz	131	13	for	for	IN
cord-330239-l8fp8cvz	131	14	prediction	prediction	NN
cord-330239-l8fp8cvz	131	15	and	and	CC
cord-330239-l8fp8cvz	131	16	then	then	RB
cord-330239-l8fp8cvz	131	17	the	the	DT
cord-330239-l8fp8cvz	131	18	result	result	NN
cord-330239-l8fp8cvz	131	19	of	of	IN
cord-330239-l8fp8cvz	131	20	the	the	DT
cord-330239-l8fp8cvz	131	21	classification	classification	NN
cord-330239-l8fp8cvz	131	22	is	be	VBZ
cord-330239-l8fp8cvz	131	23	output	output	NN
cord-330239-l8fp8cvz	131	24	for	for	IN
cord-330239-l8fp8cvz	131	25	performance	performance	NN
cord-330239-l8fp8cvz	131	26	evaluation	evaluation	NN
cord-330239-l8fp8cvz	131	27	.	.	.
cord-330239-l8fp8cvz	131	28	.	.	.
cord-330239-l8fp8cvz	132	1	CC	CC	NNP
cord-330239-l8fp8cvz	132	2	-	-	HYPH
cord-330239-l8fp8cvz	132	3	BY	BY	NNP
cord-330239-l8fp8cvz	132	4	-	-	HYPH
cord-330239-l8fp8cvz	132	5	NC	NC	NNP
cord-330239-l8fp8cvz	132	6	-	-	HYPH
cord-330239-l8fp8cvz	132	7	ND	ND	NNP
cord-330239-l8fp8cvz	132	8	4.0	4.0	CD
cord-330239-l8fp8cvz	132	9	International	international	JJ
cord-330239-l8fp8cvz	132	10	license	license	NN
cord-330239-l8fp8cvz	133	1	It	-PRON-	PRP
cord-330239-l8fp8cvz	133	2	is	be	VBZ
cord-330239-l8fp8cvz	133	3	made	make	VBN
cord-330239-l8fp8cvz	133	4	available	available	JJ
cord-330239-l8fp8cvz	133	5	under	under	IN
cord-330239-l8fp8cvz	133	6	a	a	DT
cord-330239-l8fp8cvz	134	1	is	be	VBZ
cord-330239-l8fp8cvz	134	2	the	the	DT
cord-330239-l8fp8cvz	134	3	author	author	NN
cord-330239-l8fp8cvz	134	4	/	/	SYM
cord-330239-l8fp8cvz	134	5	funder	funder	NN
cord-330239-l8fp8cvz	134	6	,	,	,
cord-330239-l8fp8cvz	134	7	who	who	WP
cord-330239-l8fp8cvz	134	8	has	have	VBZ
cord-330239-l8fp8cvz	134	9	granted	grant	VBN
cord-330239-l8fp8cvz	134	10	medRxiv	medRxiv	NNS
cord-330239-l8fp8cvz	134	11	a	a	DT
cord-330239-l8fp8cvz	134	12	license	license	NN
cord-330239-l8fp8cvz	134	13	to	to	TO
cord-330239-l8fp8cvz	134	14	display	display	VB
cord-330239-l8fp8cvz	134	15	the	the	DT
cord-330239-l8fp8cvz	134	16	preprint	preprint	NN
cord-330239-l8fp8cvz	134	17	in	in	IN
cord-330239-l8fp8cvz	134	18	perpetuity	perpetuity	NN
cord-330239-l8fp8cvz	134	19	.	.	.
cord-330239-l8fp8cvz	135	1	The	the	DT
cord-330239-l8fp8cvz	135	2	copyright	copyright	NN
cord-330239-l8fp8cvz	135	3	holder	holder	NN
cord-330239-l8fp8cvz	135	4	for	for	IN
cord-330239-l8fp8cvz	135	5	this	this	DT
cord-330239-l8fp8cvz	135	6	preprint	preprint	NN
cord-330239-l8fp8cvz	135	7	this	this	DT
cord-330239-l8fp8cvz	135	8	version	version	NN
cord-330239-l8fp8cvz	135	9	posted	post	VBD
cord-330239-l8fp8cvz	135	10	November	November	NNP
cord-330239-l8fp8cvz	135	11	3	3	CD
cord-330239-l8fp8cvz	135	12	,	,	,
cord-330239-l8fp8cvz	135	13	2020	2020	CD
cord-330239-l8fp8cvz	135	14	.	.	.
cord-330239-l8fp8cvz	136	1	;	;	:
cord-330239-l8fp8cvz	136	2	https://doi.org/10.1101/2020.10.30.20222786	https://doi.org/10.1101/2020.10.30.20222786	NNP
cord-330239-l8fp8cvz	136	3	doi	doi	NN
cord-330239-l8fp8cvz	136	4	:	:	:
cord-330239-l8fp8cvz	137	1	medRxiv	medRxiv	NNP
cord-330239-l8fp8cvz	137	2	preprint	preprint	NN
cord-330239-l8fp8cvz	137	3	Overfitting	Overfitting	NNP
cord-330239-l8fp8cvz	137	4	is	be	VBZ
cord-330239-l8fp8cvz	137	5	the	the	DT
cord-330239-l8fp8cvz	137	6	situation	situation	NN
cord-330239-l8fp8cvz	137	7	when	when	WRB
cord-330239-l8fp8cvz	137	8	a	a	DT
cord-330239-l8fp8cvz	137	9	model	model	NN
cord-330239-l8fp8cvz	137	10	learns	learn	VBZ
cord-330239-l8fp8cvz	137	11	the	the	DT
cord-330239-l8fp8cvz	137	12	training	training	NN
cord-330239-l8fp8cvz	137	13	data	datum	NNS
cord-330239-l8fp8cvz	137	14	excellently	excellently	RB
cord-330239-l8fp8cvz	137	15	but	but	CC
cord-330239-l8fp8cvz	137	16	falls	fall	VBZ
cord-330239-l8fp8cvz	137	17	short	short	RB
cord-330239-l8fp8cvz	137	18	of	of	IN
cord-330239-l8fp8cvz	137	19	generalizing	generalize	VBG
cord-330239-l8fp8cvz	137	20	well	well	RB
cord-330239-l8fp8cvz	137	21	when	when	WRB
cord-330239-l8fp8cvz	137	22	some	some	DT
cord-330239-l8fp8cvz	137	23	other	other	JJ
cord-330239-l8fp8cvz	137	24	data	datum	NNS
cord-330239-l8fp8cvz	137	25	is	be	VBZ
cord-330239-l8fp8cvz	137	26	exposed	expose	VBN
cord-330239-l8fp8cvz	137	27	to	to	IN
cord-330239-l8fp8cvz	137	28	it	-PRON-	PRP
cord-330239-l8fp8cvz	137	29	.	.	.
cord-330239-l8fp8cvz	138	1	Regularization	regularization	NN
cord-330239-l8fp8cvz	138	2	techniques	technique	NNS
cord-330239-l8fp8cvz	138	3	such	such	JJ
cord-330239-l8fp8cvz	138	4	as	as	IN
cord-330239-l8fp8cvz	138	5	L2	L2	NNP
cord-330239-l8fp8cvz	138	6	and	and	CC
cord-330239-l8fp8cvz	138	7	L1	L1	NNP
cord-330239-l8fp8cvz	138	8	,	,	,
cord-330239-l8fp8cvz	138	9	.	.	.
cord-330239-l8fp8cvz	139	1	CC	CC	NNP
cord-330239-l8fp8cvz	139	2	-	-	HYPH
cord-330239-l8fp8cvz	139	3	BY	BY	NNP
cord-330239-l8fp8cvz	139	4	-	-	HYPH
cord-330239-l8fp8cvz	139	5	NC	NC	NNP
cord-330239-l8fp8cvz	139	6	-	-	HYPH
cord-330239-l8fp8cvz	139	7	ND	ND	NNP
cord-330239-l8fp8cvz	139	8	4.0	4.0	CD
cord-330239-l8fp8cvz	139	9	International	international	JJ
cord-330239-l8fp8cvz	139	10	license	license	NN
cord-330239-l8fp8cvz	140	1	It	-PRON-	PRP
cord-330239-l8fp8cvz	140	2	is	be	VBZ
cord-330239-l8fp8cvz	140	3	made	make	VBN
cord-330239-l8fp8cvz	140	4	available	available	JJ
cord-330239-l8fp8cvz	140	5	under	under	IN
cord-330239-l8fp8cvz	140	6	a	a	DT
cord-330239-l8fp8cvz	141	1	is	be	VBZ
cord-330239-l8fp8cvz	141	2	the	the	DT
cord-330239-l8fp8cvz	141	3	author	author	NN
cord-330239-l8fp8cvz	141	4	/	/	SYM
cord-330239-l8fp8cvz	141	5	funder	funder	NN
cord-330239-l8fp8cvz	141	6	,	,	,
cord-330239-l8fp8cvz	141	7	who	who	WP
cord-330239-l8fp8cvz	141	8	has	have	VBZ
cord-330239-l8fp8cvz	141	9	granted	grant	VBN
cord-330239-l8fp8cvz	141	10	medRxiv	medRxiv	NNS
cord-330239-l8fp8cvz	141	11	a	a	DT
cord-330239-l8fp8cvz	141	12	license	license	NN
cord-330239-l8fp8cvz	141	13	to	to	TO
cord-330239-l8fp8cvz	141	14	display	display	VB
cord-330239-l8fp8cvz	141	15	the	the	DT
cord-330239-l8fp8cvz	141	16	preprint	preprint	NN
cord-330239-l8fp8cvz	141	17	in	in	IN
cord-330239-l8fp8cvz	141	18	perpetuity	perpetuity	NN
cord-330239-l8fp8cvz	141	19	.	.	.
cord-330239-l8fp8cvz	142	1	The	the	DT
cord-330239-l8fp8cvz	142	2	copyright	copyright	NN
cord-330239-l8fp8cvz	142	3	holder	holder	NN
cord-330239-l8fp8cvz	142	4	for	for	IN
cord-330239-l8fp8cvz	142	5	this	this	DT
cord-330239-l8fp8cvz	142	6	preprint	preprint	NN
cord-330239-l8fp8cvz	142	7	this	this	DT
cord-330239-l8fp8cvz	142	8	version	version	NN
cord-330239-l8fp8cvz	142	9	posted	post	VBD
cord-330239-l8fp8cvz	142	10	November	November	NNP
cord-330239-l8fp8cvz	142	11	3	3	CD
cord-330239-l8fp8cvz	142	12	,	,	,
cord-330239-l8fp8cvz	142	13	2020	2020	CD
cord-330239-l8fp8cvz	142	14	.	.	.
cord-330239-l8fp8cvz	143	1	;	;	:
cord-330239-l8fp8cvz	143	2	https://doi.org/10.1101/2020.10.30.20222786	https://doi.org/10.1101/2020.10.30.20222786	NNP
cord-330239-l8fp8cvz	143	3	doi	doi	NN
cord-330239-l8fp8cvz	143	4	:	:	:
cord-330239-l8fp8cvz	143	5	medRxiv	medRxiv	NNP
cord-330239-l8fp8cvz	143	6	preprint	preprint	NN
cord-330239-l8fp8cvz	143	7	dropout	dropout	NN
cord-330239-l8fp8cvz	143	8	,	,	,
cord-330239-l8fp8cvz	143	9	data	datum	NNS
cord-330239-l8fp8cvz	143	10	augmentation	augmentation	NN
cord-330239-l8fp8cvz	143	11	,	,	,
cord-330239-l8fp8cvz	143	12	and	and	CC
cord-330239-l8fp8cvz	143	13	early	early	JJ
cord-330239-l8fp8cvz	143	14	stopping	stopping	NN
cord-330239-l8fp8cvz	143	15	have	have	VBP
cord-330239-l8fp8cvz	143	16	been	be	VBN
cord-330239-l8fp8cvz	143	17	widely	widely	RB
cord-330239-l8fp8cvz	143	18	reported	report	VBN
cord-330239-l8fp8cvz	143	19	to	to	TO
cord-330239-l8fp8cvz	143	20	enhance	enhance	VB
cord-330239-l8fp8cvz	143	21	the	the	DT
cord-330239-l8fp8cvz	143	22	performance	performance	NN
cord-330239-l8fp8cvz	143	23	of	of	IN
cord-330239-l8fp8cvz	143	24	deep	deep	JJ
cord-330239-l8fp8cvz	143	25	learning	learning	NN
cord-330239-l8fp8cvz	143	26	models	model	NNS
cord-330239-l8fp8cvz	143	27	[	[	-LRB-
cord-330239-l8fp8cvz	143	28	19	19	CD
cord-330239-l8fp8cvz	143	29	,	,	,
cord-330239-l8fp8cvz	143	30	20	20	CD
cord-330239-l8fp8cvz	143	31	]	]	-RRB-
cord-330239-l8fp8cvz	143	32	.	.	.
cord-330239-l8fp8cvz	144	1	This	this	DT
cord-330239-l8fp8cvz	144	2	study	study	NN
cord-330239-l8fp8cvz	144	3	therefore	therefore	RB
cord-330239-l8fp8cvz	144	4	experimented	experiment	VBD
cord-330239-l8fp8cvz	144	5	with	with	IN
cord-330239-l8fp8cvz	144	6	some	some	DT
cord-330239-l8fp8cvz	144	7	of	of	IN
cord-330239-l8fp8cvz	144	8	the	the	DT
cord-330239-l8fp8cvz	144	9	techniques	technique	NNS
cord-330239-l8fp8cvz	144	10	to	to	TO
cord-330239-l8fp8cvz	144	11	ensure	ensure	VB
cord-330239-l8fp8cvz	144	12	an	an	DT
cord-330239-l8fp8cvz	144	13	optimal	optimal	JJ
cord-330239-l8fp8cvz	144	14	performance	performance	NN
cord-330239-l8fp8cvz	144	15	of	of	IN
cord-330239-l8fp8cvz	144	16	the	the	DT
cord-330239-l8fp8cvz	144	17	proposed	propose	VBN
cord-330239-l8fp8cvz	144	18	deep	deep	JJ
cord-330239-l8fp8cvz	144	19	learning	learning	NN
cord-330239-l8fp8cvz	144	20	(	(	-LRB-
cord-330239-l8fp8cvz	144	21	CNN	CNN	NNP
cord-330239-l8fp8cvz	144	22	)	)	-RRB-
cord-330239-l8fp8cvz	144	23	model	model	NN
cord-330239-l8fp8cvz	144	24	.	.	.
cord-330239-l8fp8cvz	145	1	Hence	hence	RB
cord-330239-l8fp8cvz	145	2	,	,	,
cord-330239-l8fp8cvz	145	3	we	-PRON-	PRP
cord-330239-l8fp8cvz	145	4	do	do	VBP
cord-330239-l8fp8cvz	145	5	not	not	RB
cord-330239-l8fp8cvz	145	6	just	just	RB
cord-330239-l8fp8cvz	145	7	hope	hope	VB
cord-330239-l8fp8cvz	145	8	to	to	TO
cord-330239-l8fp8cvz	145	9	improve	improve	VB
cord-330239-l8fp8cvz	145	10	performance	performance	NN
cord-330239-l8fp8cvz	145	11	but	but	CC
cord-330239-l8fp8cvz	145	12	enable	enable	VB
cord-330239-l8fp8cvz	145	13	our	-PRON-	PRP$
cord-330239-l8fp8cvz	145	14	model	model	NN
cord-330239-l8fp8cvz	145	15	to	to	TO
cord-330239-l8fp8cvz	145	16	generalize	generalize	VB
cord-330239-l8fp8cvz	145	17	well	well	RB
cord-330239-l8fp8cvz	145	18	.	.	.
cord-330239-l8fp8cvz	146	1	A	a	DT
cord-330239-l8fp8cvz	146	2	model	model	NN
cord-330239-l8fp8cvz	146	3	failing	fail	VBG
cord-330239-l8fp8cvz	146	4	to	to	TO
cord-330239-l8fp8cvz	146	5	generalize	generalize	VB
cord-330239-l8fp8cvz	146	6	well	well	RB
cord-330239-l8fp8cvz	146	7	will	will	MD
cord-330239-l8fp8cvz	146	8	show	show	VB
cord-330239-l8fp8cvz	146	9	validation	validation	NN
cord-330239-l8fp8cvz	146	10	error	error	NN
cord-330239-l8fp8cvz	146	11	increases	increase	VBZ
cord-330239-l8fp8cvz	146	12	while	while	IN
cord-330239-l8fp8cvz	146	13	the	the	DT
cord-330239-l8fp8cvz	146	14	training	training	NN
cord-330239-l8fp8cvz	146	15	error	error	NN
cord-330239-l8fp8cvz	146	16	steadily	steadily	RB
cord-330239-l8fp8cvz	146	17	decreases	decrease	VBZ
cord-330239-l8fp8cvz	146	18	.	.	.
cord-330239-l8fp8cvz	147	1	In	in	IN
cord-330239-l8fp8cvz	147	2	this	this	DT
cord-330239-l8fp8cvz	147	3	study	study	NN
cord-330239-l8fp8cvz	147	4	,	,	,
cord-330239-l8fp8cvz	147	5	we	-PRON-	PRP
cord-330239-l8fp8cvz	147	6	applied	apply	VBD
cord-330239-l8fp8cvz	147	7	our	-PRON-	PRP$
cord-330239-l8fp8cvz	147	8	work	work	NN
cord-330239-l8fp8cvz	147	9	to	to	IN
cord-330239-l8fp8cvz	147	10	the	the	DT
cord-330239-l8fp8cvz	147	11	most	most	RBS
cord-330239-l8fp8cvz	147	12	common	common	JJ
cord-330239-l8fp8cvz	147	13	regularization	regularization	NN
cord-330239-l8fp8cvz	147	14	technique	technique	NN
cord-330239-l8fp8cvz	147	15	L2	L2	NNP
cord-330239-l8fp8cvz	147	16	which	which	WDT
cord-330239-l8fp8cvz	147	17	is	be	VBZ
cord-330239-l8fp8cvz	147	18	also	also	RB
cord-330239-l8fp8cvz	147	19	referred	refer	VBN
cord-330239-l8fp8cvz	147	20	to	to	IN
cord-330239-l8fp8cvz	147	21	as	as	IN
cord-330239-l8fp8cvz	147	22	"	"	``
cord-330239-l8fp8cvz	147	23	weight	weight	NN
cord-330239-l8fp8cvz	147	24	decay	decay	NN
cord-330239-l8fp8cvz	147	25	"	"	''
cord-330239-l8fp8cvz	147	26	.	.	.
cord-330239-l8fp8cvz	148	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	148	2	aimed	aim	VBD
cord-330239-l8fp8cvz	148	3	at	at	IN
cord-330239-l8fp8cvz	148	4	applying	apply	VBG
cord-330239-l8fp8cvz	148	5	this	this	DT
cord-330239-l8fp8cvz	148	6	weight	weight	NN
cord-330239-l8fp8cvz	148	7	regularization	regularization	NN
cord-330239-l8fp8cvz	148	8	technique	technique	NN
cord-330239-l8fp8cvz	148	9	to	to	TO
cord-330239-l8fp8cvz	148	10	reduce	reduce	VB
cord-330239-l8fp8cvz	148	11	overfitting	overfitting	NN
cord-330239-l8fp8cvz	148	12	.	.	.
cord-330239-l8fp8cvz	149	1	L2	L2	NNP
cord-330239-l8fp8cvz	149	2	values	value	NNS
cord-330239-l8fp8cvz	149	3	ranges	range	VBZ
cord-330239-l8fp8cvz	149	4	between	between	IN
cord-330239-l8fp8cvz	149	5	0	0	CD
cord-330239-l8fp8cvz	149	6	and	and	CC
cord-330239-l8fp8cvz	149	7	0.1	0.1	CD
cord-330239-l8fp8cvz	149	8	with	with	IN
cord-330239-l8fp8cvz	149	9	examples	example	NNS
cord-330239-l8fp8cvz	149	10	as	as	IN
cord-330239-l8fp8cvz	149	11	0.1	0.1	CD
cord-330239-l8fp8cvz	149	12	,	,	,
cord-330239-l8fp8cvz	149	13	0.001	0.001	CD
cord-330239-l8fp8cvz	149	14	,	,	,
cord-330239-l8fp8cvz	149	15	0.0001	0.0001	CD
cord-330239-l8fp8cvz	149	16	,	,	,
cord-330239-l8fp8cvz	149	17	and	and	CC
cord-330239-l8fp8cvz	149	18	are	be	VBP
cord-330239-l8fp8cvz	149	19	in	in	IN
cord-330239-l8fp8cvz	149	20	logarithmic	logarithmic	JJ
cord-330239-l8fp8cvz	149	21	scale	scale	NN
cord-330239-l8fp8cvz	149	22	.	.	.
cord-330239-l8fp8cvz	150	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	150	2	therefore	therefore	RB
cord-330239-l8fp8cvz	150	3	hoped	hope	VBD
cord-330239-l8fp8cvz	150	4	to	to	TO
cord-330239-l8fp8cvz	150	5	reduce	reduce	VB
cord-330239-l8fp8cvz	150	6	our	-PRON-	PRP$
cord-330239-l8fp8cvz	150	7	model	model	NN
cord-330239-l8fp8cvz	150	8	's	's	POS
cord-330239-l8fp8cvz	150	9	training	training	NN
cord-330239-l8fp8cvz	150	10	error	error	NN
cord-330239-l8fp8cvz	150	11	[	[	-LRB-
cord-330239-l8fp8cvz	150	12	21	21	CD
cord-330239-l8fp8cvz	150	13	,	,	,
cord-330239-l8fp8cvz	150	14	22	22	CD
cord-330239-l8fp8cvz	150	15	]	]	-RRB-
cord-330239-l8fp8cvz	150	16	by	by	IN
cord-330239-l8fp8cvz	150	17	applying	apply	VBG
cord-330239-l8fp8cvz	150	18	this	this	DT
cord-330239-l8fp8cvz	150	19	technique	technique	NN
cord-330239-l8fp8cvz	150	20	.	.	.
cord-330239-l8fp8cvz	151	1	For	for	IN
cord-330239-l8fp8cvz	151	2	instance	instance	NN
cord-330239-l8fp8cvz	151	3	,	,	,
cord-330239-l8fp8cvz	151	4	the	the	DT
cord-330239-l8fp8cvz	151	5	Inception	Inception	NNP
cord-330239-l8fp8cvz	151	6	V3	V3	NNP
cord-330239-l8fp8cvz	151	7	model	model	NN
cord-330239-l8fp8cvz	151	8	experimented	experiment	VBD
cord-330239-l8fp8cvz	151	9	with	with	IN
cord-330239-l8fp8cvz	151	10	a	a	DT
cord-330239-l8fp8cvz	151	11	value	value	NN
cord-330239-l8fp8cvz	151	12	of	of	IN
cord-330239-l8fp8cvz	151	13	0.00004	0.00004	CD
cord-330239-l8fp8cvz	151	14	and	and	CC
cord-330239-l8fp8cvz	151	15	we	-PRON-	PRP
cord-330239-l8fp8cvz	151	16	discovered	discover	VBD
cord-330239-l8fp8cvz	151	17	that	that	IN
cord-330239-l8fp8cvz	151	18	it	-PRON-	PRP
cord-330239-l8fp8cvz	151	19	was	be	VBD
cord-330239-l8fp8cvz	151	20	suboptimal	suboptimal	JJ
cord-330239-l8fp8cvz	151	21	and	and	CC
cord-330239-l8fp8cvz	151	22	instead	instead	RB
cord-330239-l8fp8cvz	151	23	experimented	experiment	VBN
cord-330239-l8fp8cvz	151	24	with	with	IN
cord-330239-l8fp8cvz	151	25	0.00005	0.00005	CD
cord-330239-l8fp8cvz	151	26	[	[	-LRB-
cord-330239-l8fp8cvz	151	27	23	23	CD
cord-330239-l8fp8cvz	151	28	]	]	-RRB-
cord-330239-l8fp8cvz	151	29	.	.	.
cord-330239-l8fp8cvz	152	1	In	in	IN
cord-330239-l8fp8cvz	152	2	addition	addition	NN
cord-330239-l8fp8cvz	152	3	to	to	IN
cord-330239-l8fp8cvz	152	4	the	the	DT
cord-330239-l8fp8cvz	152	5	use	use	NN
cord-330239-l8fp8cvz	152	6	of	of	IN
cord-330239-l8fp8cvz	152	7	L2	L2	NNP
cord-330239-l8fp8cvz	152	8	,	,	,
cord-330239-l8fp8cvz	152	9	we	-PRON-	PRP
cord-330239-l8fp8cvz	152	10	also	also	RB
cord-330239-l8fp8cvz	152	11	demonstrated	demonstrate	VBD
cord-330239-l8fp8cvz	152	12	the	the	DT
cord-330239-l8fp8cvz	152	13	use	use	NN
cord-330239-l8fp8cvz	152	14	of	of	IN
cord-330239-l8fp8cvz	152	15	early	early	JJ
cord-330239-l8fp8cvz	152	16	stopping	stop	VBG
cord-330239-l8fp8cvz	152	17	to	to	TO
cord-330239-l8fp8cvz	152	18	stop	stop	VB
cord-330239-l8fp8cvz	152	19	our	-PRON-	PRP$
cord-330239-l8fp8cvz	152	20	model	model	NN
cord-330239-l8fp8cvz	152	21	from	from	IN
cord-330239-l8fp8cvz	152	22	continuing	continue	VBG
cord-330239-l8fp8cvz	152	23	training	training	NN
cord-330239-l8fp8cvz	152	24	when	when	WRB
cord-330239-l8fp8cvz	152	25	it	-PRON-	PRP
cord-330239-l8fp8cvz	152	26	had	have	VBD
cord-330239-l8fp8cvz	152	27	attained	attain	VBN
cord-330239-l8fp8cvz	152	28	its	-PRON-	PRP$
cord-330239-l8fp8cvz	152	29	optimal	optimal	JJ
cord-330239-l8fp8cvz	152	30	performance	performance	NN
cord-330239-l8fp8cvz	152	31	.	.	.
cord-330239-l8fp8cvz	153	1	This	this	DT
cord-330239-l8fp8cvz	153	2	regularization	regularization	NN
cord-330239-l8fp8cvz	153	3	concept	concept	NN
cord-330239-l8fp8cvz	153	4	is	be	VBZ
cord-330239-l8fp8cvz	153	5	another	another	DT
cord-330239-l8fp8cvz	153	6	widely	widely	RB
cord-330239-l8fp8cvz	153	7	used	use	VBN
cord-330239-l8fp8cvz	153	8	technique	technique	NN
cord-330239-l8fp8cvz	153	9	in	in	IN
cord-330239-l8fp8cvz	153	10	deep	deep	JJ
cord-330239-l8fp8cvz	153	11	learning	learning	NN
cord-330239-l8fp8cvz	153	12	to	to	TO
cord-330239-l8fp8cvz	153	13	stop	stop	VB
cord-330239-l8fp8cvz	153	14	training	training	NN
cord-330239-l8fp8cvz	153	15	when	when	WRB
cord-330239-l8fp8cvz	153	16	generalization	generalization	NN
cord-330239-l8fp8cvz	153	17	error	error	NN
cord-330239-l8fp8cvz	153	18	increases	increase	NNS
cord-330239-l8fp8cvz	153	19	.	.	.
cord-330239-l8fp8cvz	154	1	In	in	IN
cord-330239-l8fp8cvz	154	2	addition	addition	NN
cord-330239-l8fp8cvz	154	3	to	to	IN
cord-330239-l8fp8cvz	154	4	the	the	DT
cord-330239-l8fp8cvz	154	5	use	use	NN
cord-330239-l8fp8cvz	154	6	of	of	IN
cord-330239-l8fp8cvz	154	7	data	datum	NNS
cord-330239-l8fp8cvz	154	8	augmentation	augmentation	NN
cord-330239-l8fp8cvz	154	9	technique	technique	NN
cord-330239-l8fp8cvz	154	10	,	,	,
cord-330239-l8fp8cvz	154	11	the	the	DT
cord-330239-l8fp8cvz	154	12	proposed	propose	VBN
cord-330239-l8fp8cvz	154	13	CNN	CNN	NNP
cord-330239-l8fp8cvz	154	14	model	model	NN
cord-330239-l8fp8cvz	154	15	was	be	VBD
cord-330239-l8fp8cvz	154	16	also	also	RB
cord-330239-l8fp8cvz	154	17	allowed	allow	VBN
cord-330239-l8fp8cvz	154	18	to	to	TO
cord-330239-l8fp8cvz	154	19	use	use	VB
cord-330239-l8fp8cvz	154	20	dropout	dropout	NN
cord-330239-l8fp8cvz	154	21	layer	layer	NN
cord-330239-l8fp8cvz	154	22	at	at	IN
cord-330239-l8fp8cvz	154	23	the	the	DT
cord-330239-l8fp8cvz	154	24	rate	rate	NN
cord-330239-l8fp8cvz	154	25	of	of	IN
cord-330239-l8fp8cvz	154	26	0.5	0.5	CD
cord-330239-l8fp8cvz	154	27	.	.	.
cord-330239-l8fp8cvz	155	1	In	in	IN
cord-330239-l8fp8cvz	155	2	this	this	DT
cord-330239-l8fp8cvz	155	3	section	section	NN
cord-330239-l8fp8cvz	155	4	,	,	,
cord-330239-l8fp8cvz	155	5	the	the	DT
cord-330239-l8fp8cvz	155	6	COVID-19	covid-19	JJ
cord-330239-l8fp8cvz	155	7	chest	chest	NN
cord-330239-l8fp8cvz	155	8	X	x	NN
cord-330239-l8fp8cvz	155	9	-	-	NN
cord-330239-l8fp8cvz	155	10	ray	ray	NN
cord-330239-l8fp8cvz	155	11	and	and	CC
cord-330239-l8fp8cvz	155	12	NIH	NIH	NNP
cord-330239-l8fp8cvz	155	13	chest	chest	NN
cord-330239-l8fp8cvz	155	14	X	x	NN
cord-330239-l8fp8cvz	155	15	-	-	NN
cord-330239-l8fp8cvz	155	16	ray	ray	NN
cord-330239-l8fp8cvz	155	17	datasets	dataset	NNS
cord-330239-l8fp8cvz	155	18	described	describe	VBN
cord-330239-l8fp8cvz	155	19	in	in	IN
cord-330239-l8fp8cvz	155	20	subsection	subsection	NN
cord-330239-l8fp8cvz	155	21	2.1	2.1	CD
cord-330239-l8fp8cvz	155	22	are	be	VBP
cord-330239-l8fp8cvz	155	23	trained	train	VBN
cord-330239-l8fp8cvz	155	24	based	base	VBN
cord-330239-l8fp8cvz	155	25	on	on	IN
cord-330239-l8fp8cvz	155	26	our	-PRON-	PRP$
cord-330239-l8fp8cvz	155	27	CNN	CNN	NNP
cord-330239-l8fp8cvz	155	28	model	model	NN
cord-330239-l8fp8cvz	155	29	and	and	CC
cord-330239-l8fp8cvz	155	30	the	the	DT
cord-330239-l8fp8cvz	155	31	performances	performance	NNS
cord-330239-l8fp8cvz	155	32	of	of	IN
cord-330239-l8fp8cvz	155	33	multiclass	multiclass	NN
cord-330239-l8fp8cvz	155	34	classification	classification	NN
cord-330239-l8fp8cvz	155	35	are	be	VBP
cord-330239-l8fp8cvz	155	36	evaluated	evaluate	VBN
cord-330239-l8fp8cvz	155	37	.	.	.
cord-330239-l8fp8cvz	156	1	The	the	DT
cord-330239-l8fp8cvz	156	2	environment	environment	NN
cord-330239-l8fp8cvz	156	3	for	for	IN
cord-330239-l8fp8cvz	156	4	the	the	DT
cord-330239-l8fp8cvz	156	5	experimentation	experimentation	NN
cord-330239-l8fp8cvz	156	6	and	and	CC
cord-330239-l8fp8cvz	156	7	the	the	DT
cord-330239-l8fp8cvz	156	8	outcome	outcome	NN
cord-330239-l8fp8cvz	156	9	of	of	IN
cord-330239-l8fp8cvz	156	10	the	the	DT
cord-330239-l8fp8cvz	156	11	preprocessing	preprocessing	NN
cord-330239-l8fp8cvz	156	12	techniques	technique	NNS
cord-330239-l8fp8cvz	156	13	are	be	VBP
cord-330239-l8fp8cvz	156	14	also	also	RB
cord-330239-l8fp8cvz	156	15	described	describe	VBN
cord-330239-l8fp8cvz	156	16	in	in	IN
cord-330239-l8fp8cvz	156	17	this	this	DT
cord-330239-l8fp8cvz	156	18	section	section	NN
cord-330239-l8fp8cvz	156	19	.	.	.
cord-330239-l8fp8cvz	157	1	All	all	DT
cord-330239-l8fp8cvz	157	2	our	-PRON-	PRP$
cord-330239-l8fp8cvz	157	3	experiments	experiment	NNS
cord-330239-l8fp8cvz	157	4	were	be	VBD
cord-330239-l8fp8cvz	157	5	carried	carry	VBN
cord-330239-l8fp8cvz	157	6	out	out	RP
cord-330239-l8fp8cvz	157	7	on	on	IN
cord-330239-l8fp8cvz	157	8	Google	Google	NNP
cord-330239-l8fp8cvz	157	9	's	's	POS
cord-330239-l8fp8cvz	157	10	Colab	Colab	NNP
cord-330239-l8fp8cvz	157	11	environment	environment	NN
cord-330239-l8fp8cvz	157	12	with	with	IN
cord-330239-l8fp8cvz	157	13	the	the	DT
cord-330239-l8fp8cvz	157	14	following	follow	VBG
cord-330239-l8fp8cvz	157	15	configurations	configuration	NNS
cord-330239-l8fp8cvz	157	16	as	as	IN
cord-330239-l8fp8cvz	157	17	the	the	DT
cord-330239-l8fp8cvz	157	18	need	need	NN
cord-330239-l8fp8cvz	157	19	arose	arise	VBD
cord-330239-l8fp8cvz	157	20	:	:	:
cord-330239-l8fp8cvz	158	1	2-core	2-core	CD
cord-330239-l8fp8cvz	158	2	Intel(R	intel(r	NN
cord-330239-l8fp8cvz	158	3	)	)	-RRB-
cord-330239-l8fp8cvz	159	1	Xeon(R	xeon(r	NN
cord-330239-l8fp8cvz	159	2	)	)	-RRB-
cord-330239-l8fp8cvz	160	1	CPU	CPU	NNP
cord-330239-l8fp8cvz	160	2	@	@	NFP
cord-330239-l8fp8cvz	161	1	2.30GHz	2.30ghz	CD
cord-330239-l8fp8cvz	161	2	,	,	,
cord-330239-l8fp8cvz	161	3	13	13	CD
cord-330239-l8fp8cvz	161	4	GB	GB	NNP
cord-330239-l8fp8cvz	161	5	memory	memory	NN
cord-330239-l8fp8cvz	161	6	and	and	CC
cord-330239-l8fp8cvz	161	7	33	33	CD
cord-330239-l8fp8cvz	161	8	GB	GB	NNP
cord-330239-l8fp8cvz	161	9	hard	hard	JJ
cord-330239-l8fp8cvz	161	10	drive	drive	NN
cord-330239-l8fp8cvz	161	11	;	;	:
cord-330239-l8fp8cvz	161	12	and	and	CC
cord-330239-l8fp8cvz	161	13	GPU	GPU	NNP
cord-330239-l8fp8cvz	161	14	Tesla	Tesla	NNP
cord-330239-l8fp8cvz	161	15	P100-PCIE-16	P100-PCIE-16	NNP
cord-330239-l8fp8cvz	161	16	GB	GB	NNP
cord-330239-l8fp8cvz	161	17	.	.	.
cord-330239-l8fp8cvz	162	1	The	the	DT
cord-330239-l8fp8cvz	162	2	pre	pre	JJ
cord-330239-l8fp8cvz	162	3	-	-	JJ
cord-330239-l8fp8cvz	162	4	processing	processing	JJ
cord-330239-l8fp8cvz	162	5	techniques	technique	NNS
cord-330239-l8fp8cvz	162	6	applied	apply	VBN
cord-330239-l8fp8cvz	162	7	to	to	IN
cord-330239-l8fp8cvz	162	8	our	-PRON-	PRP$
cord-330239-l8fp8cvz	162	9	input	input	NN
cord-330239-l8fp8cvz	162	10	images	image	NNS
cord-330239-l8fp8cvz	162	11	/	/	SYM
cord-330239-l8fp8cvz	162	12	samples	sample	NNS
cord-330239-l8fp8cvz	162	13	were	be	VBD
cord-330239-l8fp8cvz	162	14	extensively	extensively	RB
cord-330239-l8fp8cvz	162	15	discussed	discuss	VBN
cord-330239-l8fp8cvz	162	16	in	in	IN
cord-330239-l8fp8cvz	162	17	subsection	subsection	NN
cord-330239-l8fp8cvz	162	18	2.2	2.2	CD
cord-330239-l8fp8cvz	162	19	.	.	.
cord-330239-l8fp8cvz	163	1	Therefore	therefore	RB
cord-330239-l8fp8cvz	163	2	we	-PRON-	PRP
cord-330239-l8fp8cvz	163	3	aim	aim	VBP
cord-330239-l8fp8cvz	163	4	to	to	TO
cord-330239-l8fp8cvz	163	5	present	present	VB
cord-330239-l8fp8cvz	163	6	the	the	DT
cord-330239-l8fp8cvz	163	7	outcome	outcome	NN
cord-330239-l8fp8cvz	163	8	of	of	IN
cord-330239-l8fp8cvz	163	9	the	the	DT
cord-330239-l8fp8cvz	163	10	application	application	NN
cord-330239-l8fp8cvz	163	11	of	of	IN
cord-330239-l8fp8cvz	163	12	those	those	DT
cord-330239-l8fp8cvz	163	13	techniques	technique	NNS
cord-330239-l8fp8cvz	163	14	on	on	IN
cord-330239-l8fp8cvz	163	15	our	-PRON-	PRP$
cord-330239-l8fp8cvz	163	16	datasets	dataset	NNS
cord-330239-l8fp8cvz	163	17	.	.	.
cord-330239-l8fp8cvz	164	1	The	the	DT
cord-330239-l8fp8cvz	164	2	first	first	JJ
cord-330239-l8fp8cvz	164	3	operation	operation	NN
cord-330239-l8fp8cvz	164	4	applied	apply	VBN
cord-330239-l8fp8cvz	164	5	was	be	VBD
cord-330239-l8fp8cvz	164	6	the	the	DT
cord-330239-l8fp8cvz	164	7	resizing	resizing	NN
cord-330239-l8fp8cvz	164	8	of	of	IN
cord-330239-l8fp8cvz	164	9	images	image	NNS
cord-330239-l8fp8cvz	164	10	from	from	IN
cord-330239-l8fp8cvz	164	11	the	the	DT
cord-330239-l8fp8cvz	164	12	high	high	JJ
cord-330239-l8fp8cvz	164	13	resolution	resolution	NN
cord-330239-l8fp8cvz	164	14	of	of	IN
cord-330239-l8fp8cvz	164	15	888x882	888x882	CD
cord-330239-l8fp8cvz	165	1	and	and	CC
cord-330239-l8fp8cvz	165	2	1024x1024	1024x1024	NN
cord-330239-l8fp8cvz	165	3	to	to	IN
cord-330239-l8fp8cvz	165	4	a	a	DT
cord-330239-l8fp8cvz	165	5	collective	collective	JJ
cord-330239-l8fp8cvz	165	6	size	size	NN
cord-330239-l8fp8cvz	165	7	of	of	IN
cord-330239-l8fp8cvz	165	8	220x220	220x220	CD
cord-330239-l8fp8cvz	165	9	.	.	.
cord-330239-l8fp8cvz	166	1	This	this	DT
cord-330239-l8fp8cvz	166	2	was	be	VBD
cord-330239-l8fp8cvz	166	3	necessary	necessary	JJ
cord-330239-l8fp8cvz	166	4	to	to	TO
cord-330239-l8fp8cvz	166	5	allow	allow	VB
cord-330239-l8fp8cvz	166	6	the	the	DT
cord-330239-l8fp8cvz	166	7	datasets	dataset	NNS
cord-330239-l8fp8cvz	166	8	sourced	source	VBN
cord-330239-l8fp8cvz	166	9	from	from	IN
cord-330239-l8fp8cvz	166	10	different	different	JJ
cord-330239-l8fp8cvz	166	11	platforms	platform	NNS
cord-330239-l8fp8cvz	166	12	to	to	TO
cord-330239-l8fp8cvz	166	13	feed	feed	VB
cord-330239-l8fp8cvz	166	14	into	into	IN
cord-330239-l8fp8cvz	166	15	our	-PRON-	PRP$
cord-330239-l8fp8cvz	166	16	model	model	NN
cord-330239-l8fp8cvz	166	17	effectively	effectively	RB
cord-330239-l8fp8cvz	166	18	as	as	IN
cord-330239-l8fp8cvz	166	19	fixed	fix	VBN
cord-330239-l8fp8cvz	166	20	size	size	NN
cord-330239-l8fp8cvz	166	21	.	.	.
cord-330239-l8fp8cvz	167	1	In	in	IN
cord-330239-l8fp8cvz	167	2	Figures	figure	NNS
cord-330239-l8fp8cvz	167	3	10	10	CD
cord-330239-l8fp8cvz	167	4	and	and	CC
cord-330239-l8fp8cvz	167	5	11	11	CD
cord-330239-l8fp8cvz	167	6	,	,	,
cord-330239-l8fp8cvz	167	7	we	-PRON-	PRP
cord-330239-l8fp8cvz	167	8	show	show	VBP
cord-330239-l8fp8cvz	167	9	the	the	DT
cord-330239-l8fp8cvz	167	10	original	original	JJ
cord-330239-l8fp8cvz	167	11	image	image	NN
cord-330239-l8fp8cvz	167	12	samples	sample	NNS
cord-330239-l8fp8cvz	167	13	from	from	IN
cord-330239-l8fp8cvz	167	14	Covid-19	covid-19	NN
cord-330239-l8fp8cvz	167	15	and	and	CC
cord-330239-l8fp8cvz	167	16	the	the	DT
cord-330239-l8fp8cvz	167	17	NIH	NIH	NNP
cord-330239-l8fp8cvz	167	18	chest	chest	NN
cord-330239-l8fp8cvz	167	19	X	x	NN
cord-330239-l8fp8cvz	167	20	-	-	NN
cord-330239-l8fp8cvz	167	21	ray	ray	NN
cord-330239-l8fp8cvz	167	22	datasets	dataset	NNS
cord-330239-l8fp8cvz	167	23	respectively	respectively	RB
cord-330239-l8fp8cvz	167	24	,	,	,
cord-330239-l8fp8cvz	167	25	and	and	CC
cord-330239-l8fp8cvz	167	26	the	the	DT
cord-330239-l8fp8cvz	167	27	outcome	outcome	NN
cord-330239-l8fp8cvz	167	28	of	of	IN
cord-330239-l8fp8cvz	167	29	the	the	DT
cord-330239-l8fp8cvz	167	30	resizing	resizing	NN
cord-330239-l8fp8cvz	167	31	of	of	IN
cord-330239-l8fp8cvz	167	32	the	the	DT
cord-330239-l8fp8cvz	167	33	operation	operation	NN
cord-330239-l8fp8cvz	167	34	is	be	VBZ
cord-330239-l8fp8cvz	167	35	shown	show	VBN
cord-330239-l8fp8cvz	167	36	in	in	IN
cord-330239-l8fp8cvz	167	37	Figure	Figure	NNP
cord-330239-l8fp8cvz	167	38	12	12	CD
cord-330239-l8fp8cvz	167	39	.	.	.
cord-330239-l8fp8cvz	168	1	is	be	VBZ
cord-330239-l8fp8cvz	168	2	the	the	DT
cord-330239-l8fp8cvz	168	3	author	author	NN
cord-330239-l8fp8cvz	168	4	/	/	SYM
cord-330239-l8fp8cvz	168	5	funder	funder	NN
cord-330239-l8fp8cvz	168	6	,	,	,
cord-330239-l8fp8cvz	168	7	who	who	WP
cord-330239-l8fp8cvz	168	8	has	have	VBZ
cord-330239-l8fp8cvz	168	9	granted	grant	VBN
cord-330239-l8fp8cvz	168	10	medRxiv	medRxiv	NNS
cord-330239-l8fp8cvz	168	11	a	a	DT
cord-330239-l8fp8cvz	168	12	license	license	NN
cord-330239-l8fp8cvz	168	13	to	to	TO
cord-330239-l8fp8cvz	168	14	display	display	VB
cord-330239-l8fp8cvz	168	15	the	the	DT
cord-330239-l8fp8cvz	168	16	preprint	preprint	NN
cord-330239-l8fp8cvz	168	17	in	in	IN
cord-330239-l8fp8cvz	168	18	perpetuity	perpetuity	NN
cord-330239-l8fp8cvz	168	19	.	.	.
cord-330239-l8fp8cvz	169	1	The	the	DT
cord-330239-l8fp8cvz	169	2	copyright	copyright	NN
cord-330239-l8fp8cvz	169	3	holder	holder	NN
cord-330239-l8fp8cvz	169	4	for	for	IN
cord-330239-l8fp8cvz	169	5	this	this	DT
cord-330239-l8fp8cvz	169	6	preprint	preprint	NN
cord-330239-l8fp8cvz	169	7	this	this	DT
cord-330239-l8fp8cvz	169	8	version	version	NN
cord-330239-l8fp8cvz	169	9	posted	post	VBD
cord-330239-l8fp8cvz	169	10	November	November	NNP
cord-330239-l8fp8cvz	169	11	3	3	CD
cord-330239-l8fp8cvz	169	12	,	,	,
cord-330239-l8fp8cvz	169	13	2020	2020	CD
cord-330239-l8fp8cvz	169	14	.	.	.
cord-330239-l8fp8cvz	170	1	;	;	:
cord-330239-l8fp8cvz	170	2	https://doi.org/10.1101/2020.10.30.20222786	https://doi.org/10.1101/2020.10.30.20222786	NNP
cord-330239-l8fp8cvz	170	3	doi	doi	NN
cord-330239-l8fp8cvz	170	4	:	:	:
cord-330239-l8fp8cvz	170	5	medRxiv	medRxiv	NNP
cord-330239-l8fp8cvz	170	6	preprint	preprint	NN
cord-330239-l8fp8cvz	170	7	Figure	figure	NN
cord-330239-l8fp8cvz	170	8	11	11	CD
cord-330239-l8fp8cvz	170	9	:	:	:
cord-330239-l8fp8cvz	171	1	A	a	DT
cord-330239-l8fp8cvz	171	2	sample	sample	NN
cord-330239-l8fp8cvz	171	3	of	of	IN
cord-330239-l8fp8cvz	171	4	raw	raw	JJ
cord-330239-l8fp8cvz	171	5	image	image	NN
cord-330239-l8fp8cvz	171	6	labeled	label	VBN
cord-330239-l8fp8cvz	171	7	'	'	``
cord-330239-l8fp8cvz	171	8	No	no	DT
cord-330239-l8fp8cvz	171	9	Finding	finding	NN
cord-330239-l8fp8cvz	171	10	'	'	''
cord-330239-l8fp8cvz	171	11	of	of	IN
cord-330239-l8fp8cvz	171	12	size	size	NN
cord-330239-l8fp8cvz	171	13	1024x1024	1024x1024	NN
cord-330239-l8fp8cvz	171	14	from	from	IN
cord-330239-l8fp8cvz	171	15	the	the	DT
cord-330239-l8fp8cvz	171	16	NIH	NIH	NNP
cord-330239-l8fp8cvz	171	17	Chest	Chest	NNP
cord-330239-l8fp8cvz	171	18	X	x	NN
cord-330239-l8fp8cvz	171	19	-	-	NN
cord-330239-l8fp8cvz	171	20	ray	ray	NN
cord-330239-l8fp8cvz	171	21	dataset	dataset	NN
cord-330239-l8fp8cvz	171	22	Figure	Figure	NNP
cord-330239-l8fp8cvz	171	23	12	12	CD
cord-330239-l8fp8cvz	171	24	:	:	:
cord-330239-l8fp8cvz	172	1	A	a	DT
cord-330239-l8fp8cvz	172	2	resized	resize	VBN
cord-330239-l8fp8cvz	172	3	sample	sample	NN
cord-330239-l8fp8cvz	172	4	from	from	IN
cord-330239-l8fp8cvz	172	5	888x882	888x882	CD
cord-330239-l8fp8cvz	172	6	to	to	IN
cord-330239-l8fp8cvz	172	7	220x200	220x200	CD
cord-330239-l8fp8cvz	173	1	in	in	IN
cord-330239-l8fp8cvz	173	2	the	the	DT
cord-330239-l8fp8cvz	173	3	Covid-19	Covid-19	NNP
cord-330239-l8fp8cvz	173	4	Chest	Chest	NNP
cord-330239-l8fp8cvz	173	5	X	X	NNP
cord-330239-l8fp8cvz	173	6	-	-	NN
cord-330239-l8fp8cvz	173	7	ray	ray	NN
cord-330239-l8fp8cvz	173	8	dataset	dataset	NN
cord-330239-l8fp8cvz	173	9	One	one	CD
cord-330239-l8fp8cvz	173	10	major	major	JJ
cord-330239-l8fp8cvz	173	11	pre	pre	JJ
cord-330239-l8fp8cvz	173	12	-	-	JJ
cord-330239-l8fp8cvz	173	13	processing	processing	JJ
cord-330239-l8fp8cvz	173	14	operation	operation	NN
cord-330239-l8fp8cvz	173	15	carried	carry	VBD
cord-330239-l8fp8cvz	173	16	out	out	RP
cord-330239-l8fp8cvz	173	17	on	on	IN
cord-330239-l8fp8cvz	173	18	our	-PRON-	PRP$
cord-330239-l8fp8cvz	173	19	input	input	NN
cord-330239-l8fp8cvz	173	20	sets	set	NNS
cord-330239-l8fp8cvz	173	21	is	be	VBZ
cord-330239-l8fp8cvz	173	22	the	the	DT
cord-330239-l8fp8cvz	173	23	removal	removal	NN
cord-330239-l8fp8cvz	173	24	of	of	IN
cord-330239-l8fp8cvz	173	25	noise	noise	NN
cord-330239-l8fp8cvz	173	26	as	as	IN
cord-330239-l8fp8cvz	173	27	described	describe	VBN
cord-330239-l8fp8cvz	173	28	in	in	IN
cord-330239-l8fp8cvz	173	29	subsection	subsection	NN
cord-330239-l8fp8cvz	173	30	2.2	2.2	CD
cord-330239-l8fp8cvz	173	31	.	.	.
cord-330239-l8fp8cvz	174	1	The	the	DT
cord-330239-l8fp8cvz	174	2	approach	approach	NN
cord-330239-l8fp8cvz	174	3	taken	take	VBN
cord-330239-l8fp8cvz	174	4	in	in	IN
cord-330239-l8fp8cvz	174	5	this	this	DT
cord-330239-l8fp8cvz	174	6	study	study	NN
cord-330239-l8fp8cvz	174	7	is	be	VBZ
cord-330239-l8fp8cvz	174	8	to	to	TO
cord-330239-l8fp8cvz	174	9	blur	blur	VB
cord-330239-l8fp8cvz	174	10	the	the	DT
cord-330239-l8fp8cvz	174	11	image	image	NN
cord-330239-l8fp8cvz	174	12	samples	sample	NNS
cord-330239-l8fp8cvz	174	13	as	as	IN
cord-330239-l8fp8cvz	174	14	a	a	DT
cord-330239-l8fp8cvz	174	15	measure	measure	NN
cord-330239-l8fp8cvz	174	16	to	to	TO
cord-330239-l8fp8cvz	174	17	clean	clean	VB
cord-330239-l8fp8cvz	174	18	and	and	CC
cord-330239-l8fp8cvz	174	19	denoise	denoise	VB
cord-330239-l8fp8cvz	174	20	it	-PRON-	PRP
cord-330239-l8fp8cvz	174	21	.	.	.
cord-330239-l8fp8cvz	175	1	Hence	hence	RB
cord-330239-l8fp8cvz	175	2	,	,	,
cord-330239-l8fp8cvz	175	3	in	in	IN
cord-330239-l8fp8cvz	175	4	Figure	Figure	NNP
cord-330239-l8fp8cvz	175	5	13	13	CD
cord-330239-l8fp8cvz	175	6	,	,	,
cord-330239-l8fp8cvz	175	7	a	a	DT
cord-330239-l8fp8cvz	175	8	pair	pair	NN
cord-330239-l8fp8cvz	175	9	of	of	IN
cord-330239-l8fp8cvz	175	10	samples	sample	NNS
cord-330239-l8fp8cvz	175	11	resulting	result	VBG
cord-330239-l8fp8cvz	175	12	from	from	IN
cord-330239-l8fp8cvz	175	13	an	an	DT
cord-330239-l8fp8cvz	175	14	un	un	NNP
cord-330239-l8fp8cvz	175	15	-	-	JJ
cord-330239-l8fp8cvz	175	16	denoised	denoise	VBN
cord-330239-l8fp8cvz	175	17	and	and	CC
cord-330239-l8fp8cvz	175	18	then	then	RB
cord-330239-l8fp8cvz	175	19	denoised	denoised	JJ
cord-330239-l8fp8cvz	175	20	image	image	NN
cord-330239-l8fp8cvz	175	21	are	be	VBP
cord-330239-l8fp8cvz	175	22	captured	capture	VBN
cord-330239-l8fp8cvz	175	23	and	and	CC
cord-330239-l8fp8cvz	175	24	shown	show	VBN
cord-330239-l8fp8cvz	175	25	.	.	.
cord-330239-l8fp8cvz	176	1	Furthermore	furthermore	RB
cord-330239-l8fp8cvz	176	2	,	,	,
cord-330239-l8fp8cvz	176	3	to	to	TO
cord-330239-l8fp8cvz	176	4	demonstrate	demonstrate	VB
cord-330239-l8fp8cvz	176	5	the	the	DT
cord-330239-l8fp8cvz	176	6	segmentation	segmentation	NN
cord-330239-l8fp8cvz	176	7	operation	operation	NN
cord-330239-l8fp8cvz	176	8	carried	carry	VBD
cord-330239-l8fp8cvz	176	9	out	out	RP
cord-330239-l8fp8cvz	176	10	on	on	IN
cord-330239-l8fp8cvz	176	11	the	the	DT
cord-330239-l8fp8cvz	176	12	image	image	NN
cord-330239-l8fp8cvz	176	13	samples	sample	NNS
cord-330239-l8fp8cvz	176	14	by	by	IN
cord-330239-l8fp8cvz	176	15	this	this	DT
cord-330239-l8fp8cvz	176	16	study	study	NN
cord-330239-l8fp8cvz	176	17	,	,	,
cord-330239-l8fp8cvz	176	18	we	-PRON-	PRP
cord-330239-l8fp8cvz	176	19	have	have	VBP
cord-330239-l8fp8cvz	176	20	also	also	RB
cord-330239-l8fp8cvz	176	21	presented	present	VBN
cord-330239-l8fp8cvz	176	22	output	output	NN
cord-330239-l8fp8cvz	176	23	from	from	IN
cord-330239-l8fp8cvz	176	24	such	such	JJ
cord-330239-l8fp8cvz	176	25	operation	operation	NN
cord-330239-l8fp8cvz	176	26	.	.	.
cord-330239-l8fp8cvz	177	1	In	in	IN
cord-330239-l8fp8cvz	177	2	Figures	figure	NNS
cord-330239-l8fp8cvz	177	3	14	14	CD
cord-330239-l8fp8cvz	177	4	(	(	-LRB-
cord-330239-l8fp8cvz	177	5	a	a	LS
cord-330239-l8fp8cvz	177	6	-	-	HYPH
cord-330239-l8fp8cvz	177	7	b	b	NN
cord-330239-l8fp8cvz	177	8	)	)	-RRB-
cord-330239-l8fp8cvz	177	9	,	,	,
cord-330239-l8fp8cvz	177	10	a	a	DT
cord-330239-l8fp8cvz	177	11	pair	pair	NN
cord-330239-l8fp8cvz	177	12	of	of	IN
cord-330239-l8fp8cvz	177	13	samples	sample	NNS
cord-330239-l8fp8cvz	177	14	of	of	IN
cord-330239-l8fp8cvz	177	15	images	image	NNS
cord-330239-l8fp8cvz	177	16	whose	whose	WP$
cord-330239-l8fp8cvz	177	17	segments	segment	NNS
cord-330239-l8fp8cvz	177	18	and	and	CC
cord-330239-l8fp8cvz	177	19	background	background	NN
cord-330239-l8fp8cvz	177	20	are	be	VBP
cord-330239-l8fp8cvz	177	21	extracted	extract	VBN
cord-330239-l8fp8cvz	177	22	are	be	VBP
cord-330239-l8fp8cvz	177	23	presented	present	VBN
cord-330239-l8fp8cvz	177	24	.	.	.
cord-330239-l8fp8cvz	178	1	The	the	DT
cord-330239-l8fp8cvz	178	2	pair	pair	NN
cord-330239-l8fp8cvz	178	3	of	of	IN
cord-330239-l8fp8cvz	178	4	images	image	NNS
cord-330239-l8fp8cvz	178	5	in	in	IN
cord-330239-l8fp8cvz	178	6	Figure	figure	NN
cord-330239-l8fp8cvz	178	7	14a	14a	NNS
cord-330239-l8fp8cvz	178	8	shows	show	VBZ
cord-330239-l8fp8cvz	178	9	the	the	DT
cord-330239-l8fp8cvz	178	10	original	original	JJ
cord-330239-l8fp8cvz	178	11	image	image	NN
cord-330239-l8fp8cvz	178	12	and	and	CC
cord-330239-l8fp8cvz	178	13	the	the	DT
cord-330239-l8fp8cvz	178	14	outcome	outcome	NN
cord-330239-l8fp8cvz	178	15	of	of	IN
cord-330239-l8fp8cvz	178	16	the	the	DT
cord-330239-l8fp8cvz	178	17	segmented	segmented	JJ
cord-330239-l8fp8cvz	178	18	image	image	NN
cord-330239-l8fp8cvz	178	19	,	,	,
cord-330239-l8fp8cvz	178	20	while	while	IN
cord-330239-l8fp8cvz	178	21	that	that	DT
cord-330239-l8fp8cvz	178	22	of	of	IN
cord-330239-l8fp8cvz	178	23	Figure	figure	NN
cord-330239-l8fp8cvz	178	24	14b	14b	NNS
cord-330239-l8fp8cvz	178	25	shows	show	VBZ
cord-330239-l8fp8cvz	178	26	the	the	DT
cord-330239-l8fp8cvz	178	27	original	original	JJ
cord-330239-l8fp8cvz	178	28	image	image	NN
cord-330239-l8fp8cvz	178	29	and	and	CC
cord-330239-l8fp8cvz	178	30	its	-PRON-	PRP$
cord-330239-l8fp8cvz	178	31	extracted	extract	VBN
cord-330239-l8fp8cvz	178	32	background	background	NN
cord-330239-l8fp8cvz	178	33	.	.	.
cord-330239-l8fp8cvz	179	1	These	these	DT
cord-330239-l8fp8cvz	179	2	operations	operation	NNS
cord-330239-l8fp8cvz	179	3	allow	allow	VBP
cord-330239-l8fp8cvz	179	4	for	for	IN
cord-330239-l8fp8cvz	179	5	easier	easy	JJR
cord-330239-l8fp8cvz	179	6	understanding	understanding	NN
cord-330239-l8fp8cvz	179	7	of	of	IN
cord-330239-l8fp8cvz	179	8	what	what	WP
cord-330239-l8fp8cvz	179	9	is	be	VBZ
cord-330239-l8fp8cvz	179	10	in	in	IN
cord-330239-l8fp8cvz	179	11	the	the	DT
cord-330239-l8fp8cvz	179	12	image	image	NN
cord-330239-l8fp8cvz	179	13	and	and	CC
cord-330239-l8fp8cvz	179	14	enable	enable	VB
cord-330239-l8fp8cvz	179	15	easier	easy	JJR
cord-330239-l8fp8cvz	179	16	analysis	analysis	NN
cord-330239-l8fp8cvz	179	17	of	of	IN
cord-330239-l8fp8cvz	179	18	each	each	DT
cord-330239-l8fp8cvz	179	19	part	part	NN
cord-330239-l8fp8cvz	179	20	.	.	.
cord-330239-l8fp8cvz	180	1	In	in	IN
cord-330239-l8fp8cvz	180	2	addition	addition	NN
cord-330239-l8fp8cvz	180	3	,	,	,
cord-330239-l8fp8cvz	180	4	the	the	DT
cord-330239-l8fp8cvz	180	5	segmentation	segmentation	NN
cord-330239-l8fp8cvz	180	6	operation	operation	NN
cord-330239-l8fp8cvz	180	7	on	on	IN
cord-330239-l8fp8cvz	180	8	our	-PRON-	PRP$
cord-330239-l8fp8cvz	180	9	medical	medical	JJ
cord-330239-l8fp8cvz	180	10	X	x	NN
cord-330239-l8fp8cvz	180	11	-	-	NN
cord-330239-l8fp8cvz	180	12	ray	ray	NN
cord-330239-l8fp8cvz	180	13	images	image	NNS
cord-330239-l8fp8cvz	180	14	revealed	reveal	VBD
cord-330239-l8fp8cvz	180	15	objects	object	NNS
cord-330239-l8fp8cvz	180	16	which	which	WDT
cord-330239-l8fp8cvz	180	17	were	be	VBD
cord-330239-l8fp8cvz	180	18	unknown	unknown	JJ
cord-330239-l8fp8cvz	180	19	,	,	,
cord-330239-l8fp8cvz	180	20	but	but	CC
cord-330239-l8fp8cvz	180	21	were	be	VBD
cord-330239-l8fp8cvz	180	22	segmented	segment	VBN
cord-330239-l8fp8cvz	180	23	within	within	IN
cord-330239-l8fp8cvz	180	24	the	the	DT
cord-330239-l8fp8cvz	180	25	image	image	NN
cord-330239-l8fp8cvz	180	26	typically	typically	RB
cord-330239-l8fp8cvz	180	27	for	for	IN
cord-330239-l8fp8cvz	180	28	further	further	JJ
cord-330239-l8fp8cvz	180	29	investigation	investigation	NN
cord-330239-l8fp8cvz	180	30	.	.	.
cord-330239-l8fp8cvz	180	31	.	.	.
cord-330239-l8fp8cvz	181	1	CC	CC	NNP
cord-330239-l8fp8cvz	181	2	-	-	HYPH
cord-330239-l8fp8cvz	181	3	BY	BY	NNP
cord-330239-l8fp8cvz	181	4	-	-	HYPH
cord-330239-l8fp8cvz	181	5	NC	NC	NNP
cord-330239-l8fp8cvz	181	6	-	-	HYPH
cord-330239-l8fp8cvz	181	7	ND	ND	NNP
cord-330239-l8fp8cvz	181	8	4.0	4.0	CD
cord-330239-l8fp8cvz	181	9	International	international	JJ
cord-330239-l8fp8cvz	181	10	license	license	NN
cord-330239-l8fp8cvz	182	1	It	-PRON-	PRP
cord-330239-l8fp8cvz	182	2	is	be	VBZ
cord-330239-l8fp8cvz	182	3	made	make	VBN
cord-330239-l8fp8cvz	182	4	available	available	JJ
cord-330239-l8fp8cvz	182	5	under	under	IN
cord-330239-l8fp8cvz	182	6	a	a	DT
cord-330239-l8fp8cvz	183	1	is	be	VBZ
cord-330239-l8fp8cvz	183	2	the	the	DT
cord-330239-l8fp8cvz	183	3	author	author	NN
cord-330239-l8fp8cvz	183	4	/	/	SYM
cord-330239-l8fp8cvz	183	5	funder	funder	NN
cord-330239-l8fp8cvz	183	6	,	,	,
cord-330239-l8fp8cvz	183	7	who	who	WP
cord-330239-l8fp8cvz	183	8	has	have	VBZ
cord-330239-l8fp8cvz	183	9	granted	grant	VBN
cord-330239-l8fp8cvz	183	10	medRxiv	medRxiv	NNS
cord-330239-l8fp8cvz	183	11	a	a	DT
cord-330239-l8fp8cvz	183	12	license	license	NN
cord-330239-l8fp8cvz	183	13	to	to	TO
cord-330239-l8fp8cvz	183	14	display	display	VB
cord-330239-l8fp8cvz	183	15	the	the	DT
cord-330239-l8fp8cvz	183	16	preprint	preprint	NN
cord-330239-l8fp8cvz	183	17	in	in	IN
cord-330239-l8fp8cvz	183	18	perpetuity	perpetuity	NN
cord-330239-l8fp8cvz	183	19	.	.	.
cord-330239-l8fp8cvz	184	1	The	the	DT
cord-330239-l8fp8cvz	184	2	copyright	copyright	NN
cord-330239-l8fp8cvz	184	3	holder	holder	NN
cord-330239-l8fp8cvz	184	4	for	for	IN
cord-330239-l8fp8cvz	184	5	this	this	DT
cord-330239-l8fp8cvz	184	6	preprint	preprint	NN
cord-330239-l8fp8cvz	184	7	this	this	DT
cord-330239-l8fp8cvz	184	8	version	version	NN
cord-330239-l8fp8cvz	184	9	posted	post	VBD
cord-330239-l8fp8cvz	184	10	November	November	NNP
cord-330239-l8fp8cvz	184	11	3	3	CD
cord-330239-l8fp8cvz	184	12	,	,	,
cord-330239-l8fp8cvz	184	13	2020	2020	CD
cord-330239-l8fp8cvz	184	14	.	.	.
cord-330239-l8fp8cvz	185	1	;	;	:
cord-330239-l8fp8cvz	185	2	https://doi.org/10.1101/2020.10.30.20222786	https://doi.org/10.1101/2020.10.30.20222786	NNP
cord-330239-l8fp8cvz	185	3	doi	doi	NN
cord-330239-l8fp8cvz	185	4	:	:	:
cord-330239-l8fp8cvz	186	1	medRxiv	medRxiv	NNP
cord-330239-l8fp8cvz	186	2	preprint	preprint	NNP
cord-330239-l8fp8cvz	187	1	The	the	DT
cord-330239-l8fp8cvz	187	2	use	use	NN
cord-330239-l8fp8cvz	187	3	of	of	IN
cord-330239-l8fp8cvz	187	4	bounding	bound	VBG
cord-330239-l8fp8cvz	187	5	boxes	box	NNS
cord-330239-l8fp8cvz	187	6	is	be	VBZ
cord-330239-l8fp8cvz	187	7	one	one	CD
cord-330239-l8fp8cvz	187	8	of	of	IN
cord-330239-l8fp8cvz	187	9	the	the	DT
cord-330239-l8fp8cvz	187	10	most	most	RBS
cord-330239-l8fp8cvz	187	11	interesting	interesting	JJ
cord-330239-l8fp8cvz	187	12	operations	operation	NNS
cord-330239-l8fp8cvz	187	13	that	that	WDT
cord-330239-l8fp8cvz	187	14	provide	provide	VBP
cord-330239-l8fp8cvz	187	15	support	support	NN
cord-330239-l8fp8cvz	187	16	for	for	IN
cord-330239-l8fp8cvz	187	17	image	image	NN
cord-330239-l8fp8cvz	187	18	annotation	annotation	NN
cord-330239-l8fp8cvz	187	19	in	in	IN
cord-330239-l8fp8cvz	187	20	deep	deep	JJ
cord-330239-l8fp8cvz	187	21	learning	learning	NN
cord-330239-l8fp8cvz	187	22	models	model	NNS
cord-330239-l8fp8cvz	187	23	.	.	.
cord-330239-l8fp8cvz	188	1	This	this	DT
cord-330239-l8fp8cvz	188	2	proves	prove	VBZ
cord-330239-l8fp8cvz	188	3	useful	useful	JJ
cord-330239-l8fp8cvz	188	4	in	in	IN
cord-330239-l8fp8cvz	188	5	object	object	NN
cord-330239-l8fp8cvz	188	6	classification	classification	NN
cord-330239-l8fp8cvz	188	7	in	in	IN
cord-330239-l8fp8cvz	188	8	images	image	NNS
cord-330239-l8fp8cvz	188	9	and	and	CC
cord-330239-l8fp8cvz	188	10	even	even	RB
cord-330239-l8fp8cvz	188	11	for	for	IN
cord-330239-l8fp8cvz	188	12	further	further	JJ
cord-330239-l8fp8cvz	188	13	localization	localization	NN
cord-330239-l8fp8cvz	188	14	tasks	task	NNS
cord-330239-l8fp8cvz	188	15	.	.	.
cord-330239-l8fp8cvz	189	1	Whereas	whereas	IN
cord-330239-l8fp8cvz	189	2	image	image	NN
cord-330239-l8fp8cvz	189	3	is	be	VBZ
cord-330239-l8fp8cvz	189	4	aimed	aim	VBN
cord-330239-l8fp8cvz	189	5	at	at	IN
cord-330239-l8fp8cvz	189	6	assigning	assign	VBG
cord-330239-l8fp8cvz	189	7	a	a	DT
cord-330239-l8fp8cvz	189	8	class	class	NN
cord-330239-l8fp8cvz	189	9	label	label	NN
cord-330239-l8fp8cvz	189	10	to	to	IN
cord-330239-l8fp8cvz	189	11	an	an	DT
cord-330239-l8fp8cvz	189	12	image	image	NN
cord-330239-l8fp8cvz	189	13	,	,	,
cord-330239-l8fp8cvz	189	14	object	object	NN
cord-330239-l8fp8cvz	189	15	localization	localization	NN
cord-330239-l8fp8cvz	189	16	allows	allow	VBZ
cord-330239-l8fp8cvz	189	17	for	for	IN
cord-330239-l8fp8cvz	189	18	creating	create	VBG
cord-330239-l8fp8cvz	189	19	bounding	bound	VBG
cord-330239-l8fp8cvz	189	20	boxes	box	NNS
cord-330239-l8fp8cvz	189	21	around	around	IN
cord-330239-l8fp8cvz	189	22	recognizable	recognizable	JJ
cord-330239-l8fp8cvz	189	23	objects	object	NNS
cord-330239-l8fp8cvz	189	24	in	in	IN
cord-330239-l8fp8cvz	189	25	the	the	DT
cord-330239-l8fp8cvz	189	26	image	image	NN
cord-330239-l8fp8cvz	189	27	.	.	.
cord-330239-l8fp8cvz	190	1	The	the	DT
cord-330239-l8fp8cvz	190	2	target	target	NN
cord-330239-l8fp8cvz	190	3	of	of	IN
cord-330239-l8fp8cvz	190	4	the	the	DT
cord-330239-l8fp8cvz	190	5	model	model	NN
cord-330239-l8fp8cvz	190	6	to	to	TO
cord-330239-l8fp8cvz	190	7	classify	classify	VB
cord-330239-l8fp8cvz	190	8	and	and	CC
cord-330239-l8fp8cvz	190	9	also	also	RB
cord-330239-l8fp8cvz	190	10	obtain	obtain	VB
cord-330239-l8fp8cvz	190	11	positions	position	NNS
cord-330239-l8fp8cvz	190	12	of	of	IN
cord-330239-l8fp8cvz	190	13	objects	object	NNS
cord-330239-l8fp8cvz	190	14	in	in	IN
cord-330239-l8fp8cvz	190	15	image	image	NN
cord-330239-l8fp8cvz	190	16	is	be	VBZ
cord-330239-l8fp8cvz	190	17	referred	refer	VBN
cord-330239-l8fp8cvz	190	18	to	to	IN
cord-330239-l8fp8cvz	190	19	as	as	IN
cord-330239-l8fp8cvz	190	20	object	object	NN
cord-330239-l8fp8cvz	190	21	detection	detection	NN
cord-330239-l8fp8cvz	190	22	or	or	CC
cord-330239-l8fp8cvz	190	23	object	object	NN
cord-330239-l8fp8cvz	190	24	recognition	recognition	NN
cord-330239-l8fp8cvz	190	25	.	.	.
cord-330239-l8fp8cvz	191	1	Drawing	draw	VBG
cord-330239-l8fp8cvz	191	2	bounding	bound	VBG
cord-330239-l8fp8cvz	191	3	boxes	box	NNS
cord-330239-l8fp8cvz	191	4	can	can	MD
cord-330239-l8fp8cvz	191	5	be	be	VB
cord-330239-l8fp8cvz	191	6	achieved	achieve	VBN
cord-330239-l8fp8cvz	191	7	using	use	VBG
cord-330239-l8fp8cvz	191	8	deep	deep	JJ
cord-330239-l8fp8cvz	191	9	learning	learning	NN
cord-330239-l8fp8cvz	191	10	models	model	NNS
cord-330239-l8fp8cvz	191	11	or	or	CC
cord-330239-l8fp8cvz	191	12	other	other	JJ
cord-330239-l8fp8cvz	191	13	algorithms	algorithm	NNS
cord-330239-l8fp8cvz	191	14	.	.	.
cord-330239-l8fp8cvz	192	1	For	for	IN
cord-330239-l8fp8cvz	192	2	instance	instance	NN
cord-330239-l8fp8cvz	192	3	,	,	,
cord-330239-l8fp8cvz	192	4	to	to	TO
cord-330239-l8fp8cvz	192	5	describe	describe	VB
cord-330239-l8fp8cvz	192	6	the	the	DT
cord-330239-l8fp8cvz	192	7	location	location	NN
cord-330239-l8fp8cvz	192	8	of	of	IN
cord-330239-l8fp8cvz	192	9	some	some	DT
cord-330239-l8fp8cvz	192	10	targeted	target	VBN
cord-330239-l8fp8cvz	192	11	diseases	disease	NNS
cord-330239-l8fp8cvz	192	12	in	in	IN
cord-330239-l8fp8cvz	192	13	our	-PRON-	PRP$
cord-330239-l8fp8cvz	192	14	input	input	NN
cord-330239-l8fp8cvz	192	15	images	image	NNS
cord-330239-l8fp8cvz	192	16	,	,	,
cord-330239-l8fp8cvz	192	17	we	-PRON-	PRP
cord-330239-l8fp8cvz	192	18	draw	draw	VBP
cord-330239-l8fp8cvz	192	19	a	a	DT
cord-330239-l8fp8cvz	192	20	bounding	bound	VBG
cord-330239-l8fp8cvz	192	21	box	box	NN
cord-330239-l8fp8cvz	192	22	as	as	IN
cord-330239-l8fp8cvz	192	23	a	a	DT
cord-330239-l8fp8cvz	192	24	rectangular	rectangular	JJ
cord-330239-l8fp8cvz	192	25	box	box	NN
cord-330239-l8fp8cvz	192	26	that	that	WDT
cord-330239-l8fp8cvz	192	27	can	can	MD
cord-330239-l8fp8cvz	192	28	be	be	VB
cord-330239-l8fp8cvz	192	29	determined	determine	VBN
cord-330239-l8fp8cvz	192	30	by	by	IN
cord-330239-l8fp8cvz	192	31	the	the	DT
cord-330239-l8fp8cvz	192	32	x	x	NN
cord-330239-l8fp8cvz	192	33	and	and	CC
cord-330239-l8fp8cvz	192	34	y	y	NNP
cord-330239-l8fp8cvz	192	35	axis	axis	NN
cord-330239-l8fp8cvz	192	36	coordinates	coordinate	VBZ
cord-330239-l8fp8cvz	192	37	in	in	IN
cord-330239-l8fp8cvz	192	38	the	the	DT
cord-330239-l8fp8cvz	192	39	upper	upper	RB
cord-330239-l8fp8cvz	192	40	-	-	HYPH
cord-330239-l8fp8cvz	192	41	left	left	JJ
cord-330239-l8fp8cvz	192	42	corner	corner	NN
cord-330239-l8fp8cvz	192	43	and	and	CC
cord-330239-l8fp8cvz	192	44	the	the	DT
cord-330239-l8fp8cvz	192	45	x	x	NN
cord-330239-l8fp8cvz	192	46	and	and	CC
cord-330239-l8fp8cvz	192	47	y	y	NNP
cord-330239-l8fp8cvz	192	48	axis	axis	NN
cord-330239-l8fp8cvz	192	49	coordinates	coordinate	VBZ
cord-330239-l8fp8cvz	192	50	in	in	IN
cord-330239-l8fp8cvz	192	51	the	the	DT
cord-330239-l8fp8cvz	192	52	lower	low	JJR
cord-330239-l8fp8cvz	192	53	-	-	HYPH
cord-330239-l8fp8cvz	192	54	right	right	JJ
cord-330239-l8fp8cvz	192	55	corner	corner	NN
cord-330239-l8fp8cvz	192	56	of	of	IN
cord-330239-l8fp8cvz	192	57	the	the	DT
cord-330239-l8fp8cvz	192	58	rectangle	rectangle	NN
cord-330239-l8fp8cvz	192	59	.	.	.
cord-330239-l8fp8cvz	193	1	This	this	DT
cord-330239-l8fp8cvz	193	2	operation	operation	NN
cord-330239-l8fp8cvz	193	3	allows	allow	VBZ
cord-330239-l8fp8cvz	193	4	for	for	IN
cord-330239-l8fp8cvz	193	5	easily	easily	RB
cord-330239-l8fp8cvz	193	6	annotating	annotate	VBG
cord-330239-l8fp8cvz	193	7	our	-PRON-	PRP$
cord-330239-l8fp8cvz	193	8	samples	sample	NNS
cord-330239-l8fp8cvz	193	9	for	for	IN
cord-330239-l8fp8cvz	193	10	convenient	convenient	JJ
cord-330239-l8fp8cvz	193	11	recognition	recognition	NN
cord-330239-l8fp8cvz	193	12	by	by	IN
cord-330239-l8fp8cvz	193	13	CNN	CNN	NNP
cord-330239-l8fp8cvz	193	14	model	model	NN
cord-330239-l8fp8cvz	193	15	.	.	.
cord-330239-l8fp8cvz	193	16	.	.	.
cord-330239-l8fp8cvz	194	1	CC	CC	NNP
cord-330239-l8fp8cvz	194	2	-	-	HYPH
cord-330239-l8fp8cvz	194	3	BY	BY	NNP
cord-330239-l8fp8cvz	194	4	-	-	HYPH
cord-330239-l8fp8cvz	194	5	NC	NC	NNP
cord-330239-l8fp8cvz	194	6	-	-	HYPH
cord-330239-l8fp8cvz	194	7	ND	ND	NNP
cord-330239-l8fp8cvz	194	8	4.0	4.0	CD
cord-330239-l8fp8cvz	194	9	International	international	JJ
cord-330239-l8fp8cvz	194	10	license	license	NN
cord-330239-l8fp8cvz	195	1	It	-PRON-	PRP
cord-330239-l8fp8cvz	195	2	is	be	VBZ
cord-330239-l8fp8cvz	195	3	made	make	VBN
cord-330239-l8fp8cvz	195	4	available	available	JJ
cord-330239-l8fp8cvz	195	5	under	under	IN
cord-330239-l8fp8cvz	195	6	a	a	DT
cord-330239-l8fp8cvz	196	1	is	be	VBZ
cord-330239-l8fp8cvz	196	2	the	the	DT
cord-330239-l8fp8cvz	196	3	author	author	NN
cord-330239-l8fp8cvz	196	4	/	/	SYM
cord-330239-l8fp8cvz	196	5	funder	funder	NN
cord-330239-l8fp8cvz	196	6	,	,	,
cord-330239-l8fp8cvz	196	7	who	who	WP
cord-330239-l8fp8cvz	196	8	has	have	VBZ
cord-330239-l8fp8cvz	196	9	granted	grant	VBN
cord-330239-l8fp8cvz	196	10	medRxiv	medRxiv	NNS
cord-330239-l8fp8cvz	196	11	a	a	DT
cord-330239-l8fp8cvz	196	12	license	license	NN
cord-330239-l8fp8cvz	196	13	to	to	TO
cord-330239-l8fp8cvz	196	14	display	display	VB
cord-330239-l8fp8cvz	196	15	the	the	DT
cord-330239-l8fp8cvz	196	16	preprint	preprint	NN
cord-330239-l8fp8cvz	196	17	in	in	IN
cord-330239-l8fp8cvz	196	18	perpetuity	perpetuity	NN
cord-330239-l8fp8cvz	196	19	.	.	.
cord-330239-l8fp8cvz	197	1	The	the	DT
cord-330239-l8fp8cvz	197	2	copyright	copyright	NN
cord-330239-l8fp8cvz	197	3	holder	holder	NN
cord-330239-l8fp8cvz	197	4	for	for	IN
cord-330239-l8fp8cvz	197	5	this	this	DT
cord-330239-l8fp8cvz	197	6	preprint	preprint	NN
cord-330239-l8fp8cvz	197	7	this	this	DT
cord-330239-l8fp8cvz	197	8	version	version	NN
cord-330239-l8fp8cvz	197	9	posted	post	VBD
cord-330239-l8fp8cvz	197	10	November	November	NNP
cord-330239-l8fp8cvz	197	11	3	3	CD
cord-330239-l8fp8cvz	197	12	,	,	,
cord-330239-l8fp8cvz	197	13	2020	2020	CD
cord-330239-l8fp8cvz	197	14	.	.	.
cord-330239-l8fp8cvz	197	15	.	.	.
cord-330239-l8fp8cvz	198	1	CC	CC	NNP
cord-330239-l8fp8cvz	198	2	-	-	HYPH
cord-330239-l8fp8cvz	198	3	BY	BY	NNP
cord-330239-l8fp8cvz	198	4	-	-	HYPH
cord-330239-l8fp8cvz	198	5	NC	NC	NNP
cord-330239-l8fp8cvz	198	6	-	-	HYPH
cord-330239-l8fp8cvz	198	7	ND	ND	NNP
cord-330239-l8fp8cvz	198	8	4.0	4.0	CD
cord-330239-l8fp8cvz	198	9	International	international	JJ
cord-330239-l8fp8cvz	198	10	license	license	NN
cord-330239-l8fp8cvz	199	1	It	-PRON-	PRP
cord-330239-l8fp8cvz	199	2	is	be	VBZ
cord-330239-l8fp8cvz	199	3	made	make	VBN
cord-330239-l8fp8cvz	199	4	available	available	JJ
cord-330239-l8fp8cvz	199	5	under	under	IN
cord-330239-l8fp8cvz	199	6	a	a	DT
cord-330239-l8fp8cvz	200	1	is	be	VBZ
cord-330239-l8fp8cvz	200	2	the	the	DT
cord-330239-l8fp8cvz	200	3	author	author	NN
cord-330239-l8fp8cvz	200	4	/	/	SYM
cord-330239-l8fp8cvz	200	5	funder	funder	NN
cord-330239-l8fp8cvz	200	6	,	,	,
cord-330239-l8fp8cvz	200	7	who	who	WP
cord-330239-l8fp8cvz	200	8	has	have	VBZ
cord-330239-l8fp8cvz	200	9	granted	grant	VBN
cord-330239-l8fp8cvz	200	10	medRxiv	medRxiv	NNS
cord-330239-l8fp8cvz	200	11	a	a	DT
cord-330239-l8fp8cvz	200	12	license	license	NN
cord-330239-l8fp8cvz	200	13	to	to	TO
cord-330239-l8fp8cvz	200	14	display	display	VB
cord-330239-l8fp8cvz	200	15	the	the	DT
cord-330239-l8fp8cvz	200	16	preprint	preprint	NN
cord-330239-l8fp8cvz	200	17	in	in	IN
cord-330239-l8fp8cvz	200	18	perpetuity	perpetuity	NN
cord-330239-l8fp8cvz	200	19	.	.	.
cord-330239-l8fp8cvz	201	1	The	the	DT
cord-330239-l8fp8cvz	201	2	copyright	copyright	NN
cord-330239-l8fp8cvz	201	3	holder	holder	NN
cord-330239-l8fp8cvz	201	4	for	for	IN
cord-330239-l8fp8cvz	201	5	this	this	DT
cord-330239-l8fp8cvz	201	6	preprint	preprint	NN
cord-330239-l8fp8cvz	201	7	this	this	DT
cord-330239-l8fp8cvz	201	8	version	version	NN
cord-330239-l8fp8cvz	201	9	posted	post	VBD
cord-330239-l8fp8cvz	201	10	November	November	NNP
cord-330239-l8fp8cvz	201	11	3	3	CD
cord-330239-l8fp8cvz	201	12	,	,	,
cord-330239-l8fp8cvz	201	13	2020	2020	CD
cord-330239-l8fp8cvz	201	14	.	.	.
cord-330239-l8fp8cvz	202	1	Contours	contour	NNS
cord-330239-l8fp8cvz	202	2	allow	allow	VBP
cord-330239-l8fp8cvz	202	3	for	for	IN
cord-330239-l8fp8cvz	202	4	the	the	DT
cord-330239-l8fp8cvz	202	5	identification	identification	NN
cord-330239-l8fp8cvz	202	6	of	of	IN
cord-330239-l8fp8cvz	202	7	the	the	DT
cord-330239-l8fp8cvz	202	8	shapes	shape	NNS
cord-330239-l8fp8cvz	202	9	of	of	IN
cord-330239-l8fp8cvz	202	10	objects	object	NNS
cord-330239-l8fp8cvz	202	11	within	within	IN
cord-330239-l8fp8cvz	202	12	an	an	DT
cord-330239-l8fp8cvz	202	13	image	image	NN
cord-330239-l8fp8cvz	202	14	,	,	,
cord-330239-l8fp8cvz	202	15	and	and	CC
cord-330239-l8fp8cvz	202	16	are	be	VBP
cord-330239-l8fp8cvz	202	17	recognized	recognize	VBN
cord-330239-l8fp8cvz	202	18	through	through	IN
cord-330239-l8fp8cvz	202	19	lines	line	NNS
cord-330239-l8fp8cvz	202	20	of	of	IN
cord-330239-l8fp8cvz	202	21	curves	curve	NNS
cord-330239-l8fp8cvz	202	22	joining	join	VBG
cord-330239-l8fp8cvz	202	23	all	all	PDT
cord-330239-l8fp8cvz	202	24	the	the	DT
cord-330239-l8fp8cvz	202	25	continuous	continuous	JJ
cord-330239-l8fp8cvz	202	26	points	point	NNS
cord-330239-l8fp8cvz	202	27	with	with	IN
cord-330239-l8fp8cvz	202	28	similar	similar	JJ
cord-330239-l8fp8cvz	202	29	color	color	NN
cord-330239-l8fp8cvz	202	30	or	or	CC
cord-330239-l8fp8cvz	202	31	intensity	intensity	NN
cord-330239-l8fp8cvz	202	32	.	.	.
cord-330239-l8fp8cvz	203	1	This	this	DT
cord-330239-l8fp8cvz	203	2	technique	technique	NN
cord-330239-l8fp8cvz	203	3	provides	provide	VBZ
cord-330239-l8fp8cvz	203	4	support	support	NN
cord-330239-l8fp8cvz	203	5	for	for	IN
cord-330239-l8fp8cvz	203	6	object	object	NN
cord-330239-l8fp8cvz	203	7	detection	detection	NN
cord-330239-l8fp8cvz	203	8	and	and	CC
cord-330239-l8fp8cvz	203	9	recognition	recognition	NN
cord-330239-l8fp8cvz	203	10	.	.	.
cord-330239-l8fp8cvz	204	1	In	in	IN
cord-330239-l8fp8cvz	204	2	this	this	DT
cord-330239-l8fp8cvz	204	3	study	study	NN
cord-330239-l8fp8cvz	204	4	,	,	,
cord-330239-l8fp8cvz	204	5	to	to	TO
cord-330239-l8fp8cvz	204	6	extract	extract	VB
cord-330239-l8fp8cvz	204	7	the	the	DT
cord-330239-l8fp8cvz	204	8	contours	contour	NNS
cord-330239-l8fp8cvz	204	9	as	as	IN
cord-330239-l8fp8cvz	204	10	shown	show	VBN
cord-330239-l8fp8cvz	204	11	in	in	IN
cord-330239-l8fp8cvz	204	12	the	the	DT
cord-330239-l8fp8cvz	204	13	images	image	NNS
cord-330239-l8fp8cvz	204	14	below	below	IN
cord-330239-l8fp8cvz	204	15	those	those	DT
cord-330239-l8fp8cvz	204	16	with	with	IN
cord-330239-l8fp8cvz	204	17	the	the	DT
cord-330239-l8fp8cvz	204	18	bounding	bound	VBG
cord-330239-l8fp8cvz	204	19	boxes	box	NNS
cord-330239-l8fp8cvz	204	20	,	,	,
cord-330239-l8fp8cvz	204	21	we	-PRON-	PRP
cord-330239-l8fp8cvz	204	22	carry	carry	VBP
cord-330239-l8fp8cvz	204	23	out	out	RP
cord-330239-l8fp8cvz	204	24	the	the	DT
cord-330239-l8fp8cvz	204	25	following	follow	VBG
cord-330239-l8fp8cvz	204	26	:	:	:
cord-330239-l8fp8cvz	204	27	we	-PRON-	PRP
cord-330239-l8fp8cvz	204	28	first	first	RB
cord-330239-l8fp8cvz	204	29	threshold	threshold	VBP
cord-330239-l8fp8cvz	204	30	each	each	DT
cord-330239-l8fp8cvz	204	31	image	image	NN
cord-330239-l8fp8cvz	204	32	and	and	CC
cord-330239-l8fp8cvz	204	33	then	then	RB
cord-330239-l8fp8cvz	204	34	find	find	VB
cord-330239-l8fp8cvz	204	35	all	all	PDT
cord-330239-l8fp8cvz	204	36	the	the	DT
cord-330239-l8fp8cvz	204	37	contours	contour	NNS
cord-330239-l8fp8cvz	204	38	in	in	IN
cord-330239-l8fp8cvz	204	39	each	each	DT
cord-330239-l8fp8cvz	204	40	image	image	NN
cord-330239-l8fp8cvz	204	41	;	;	:
cord-330239-l8fp8cvz	204	42	with	with	IN
cord-330239-l8fp8cvz	204	43	each	each	DT
cord-330239-l8fp8cvz	204	44	contour	contour	NN
cord-330239-l8fp8cvz	204	45	,	,	,
cord-330239-l8fp8cvz	204	46	we	-PRON-	PRP
cord-330239-l8fp8cvz	204	47	draw	draw	VBP
cord-330239-l8fp8cvz	204	48	a	a	DT
cord-330239-l8fp8cvz	204	49	bounding	bound	VBG
cord-330239-l8fp8cvz	204	50	rectangle	rectangle	NN
cord-330239-l8fp8cvz	204	51	in	in	IN
cord-330239-l8fp8cvz	204	52	green	green	JJ
cord-330239-l8fp8cvz	204	53	color	color	NN
cord-330239-l8fp8cvz	204	54	;	;	:
cord-330239-l8fp8cvz	204	55	then	then	RB
cord-330239-l8fp8cvz	204	56	get	get	VB
cord-330239-l8fp8cvz	204	57	a	a	DT
cord-330239-l8fp8cvz	204	58	minimum	minimum	JJ
cord-330239-l8fp8cvz	204	59	area	area	NN
cord-330239-l8fp8cvz	204	60	rectangle	rectangle	NN
cord-330239-l8fp8cvz	204	61	and	and	CC
cord-330239-l8fp8cvz	204	62	convert	convert	VB
cord-330239-l8fp8cvz	204	63	all	all	DT
cord-330239-l8fp8cvz	204	64	coordinates	coordinate	NNS
cord-330239-l8fp8cvz	204	65	floating	float	VBG
cord-330239-l8fp8cvz	204	66	point	point	NN
cord-330239-l8fp8cvz	204	67	values	value	NNS
cord-330239-l8fp8cvz	204	68	to	to	IN
cord-330239-l8fp8cvz	204	69	integer	integer	NN
cord-330239-l8fp8cvz	204	70	,	,	,
cord-330239-l8fp8cvz	204	71	and	and	CC
cord-330239-l8fp8cvz	204	72	draw	draw	VB
cord-330239-l8fp8cvz	204	73	a	a	DT
cord-330239-l8fp8cvz	204	74	red	red	JJ
cord-330239-l8fp8cvz	204	75	'	'	``
cord-330239-l8fp8cvz	204	76	nghien	nghien	JJ
cord-330239-l8fp8cvz	204	77	'	'	''
cord-330239-l8fp8cvz	204	78	rectangle	rectangle	NN
cord-330239-l8fp8cvz	204	79	;	;	:
cord-330239-l8fp8cvz	204	80	furthermore	furthermore	RB
cord-330239-l8fp8cvz	204	81	,	,	,
cord-330239-l8fp8cvz	204	82	we	-PRON-	PRP
cord-330239-l8fp8cvz	204	83	get	get	VBP
cord-330239-l8fp8cvz	204	84	the	the	DT
cord-330239-l8fp8cvz	204	85	minimum	minimum	JJ
cord-330239-l8fp8cvz	204	86	enclosing	enclose	VBG
cord-330239-l8fp8cvz	204	87	circle	circle	NN
cord-330239-l8fp8cvz	204	88	and	and	CC
cord-330239-l8fp8cvz	204	89	convert	convert	VB
cord-330239-l8fp8cvz	204	90	all	all	DT
cord-330239-l8fp8cvz	204	91	values	value	NNS
cord-330239-l8fp8cvz	204	92	to	to	TO
cord-330239-l8fp8cvz	204	93	integer	integer	VB
cord-330239-l8fp8cvz	204	94	to	to	TO
cord-330239-l8fp8cvz	204	95	draw	draw	VB
cord-330239-l8fp8cvz	204	96	the	the	DT
cord-330239-l8fp8cvz	204	97	circle	circle	NN
cord-330239-l8fp8cvz	204	98	in	in	IN
cord-330239-l8fp8cvz	204	99	blue	blue	JJ
cord-330239-l8fp8cvz	204	100	;	;	:
cord-330239-l8fp8cvz	204	101	then	then	RB
cord-330239-l8fp8cvz	204	102	finally	finally	RB
cord-330239-l8fp8cvz	204	103	draw	draw	VB
cord-330239-l8fp8cvz	204	104	all	all	DT
cord-330239-l8fp8cvz	204	105	contours	contour	NNS
cord-330239-l8fp8cvz	204	106	on	on	IN
cord-330239-l8fp8cvz	204	107	each	each	DT
cord-330239-l8fp8cvz	204	108	image	image	NN
cord-330239-l8fp8cvz	204	109	.	.	.
cord-330239-l8fp8cvz	205	1	The	the	DT
cord-330239-l8fp8cvz	205	2	proposed	propose	VBN
cord-330239-l8fp8cvz	205	3	CNN	CNN	NNP
cord-330239-l8fp8cvz	205	4	model	model	NN
cord-330239-l8fp8cvz	205	5	receives	receive	VBZ
cord-330239-l8fp8cvz	205	6	grayscale	grayscale	JJ
cord-330239-l8fp8cvz	205	7	images	image	NNS
cord-330239-l8fp8cvz	205	8	as	as	IN
cord-330239-l8fp8cvz	205	9	its	-PRON-	PRP$
cord-330239-l8fp8cvz	205	10	input	input	NN
cord-330239-l8fp8cvz	205	11	and	and	CC
cord-330239-l8fp8cvz	205	12	experiments	experiment	NNS
cord-330239-l8fp8cvz	205	13	are	be	VBP
cord-330239-l8fp8cvz	205	14	performed	perform	VBN
cord-330239-l8fp8cvz	205	15	with	with	IN
cord-330239-l8fp8cvz	205	16	multiclass	multiclass	NN
cord-330239-l8fp8cvz	205	17	classifications	classification	NNS
cord-330239-l8fp8cvz	205	18	.	.	.
cord-330239-l8fp8cvz	206	1	Table	table	NN
cord-330239-l8fp8cvz	206	2	1	1	CD
cord-330239-l8fp8cvz	206	3	shows	show	VBZ
cord-330239-l8fp8cvz	206	4	the	the	DT
cord-330239-l8fp8cvz	206	5	detection	detection	NN
cord-330239-l8fp8cvz	206	6	classes	class	NNS
cord-330239-l8fp8cvz	206	7	for	for	IN
cord-330239-l8fp8cvz	206	8	each	each	DT
cord-330239-l8fp8cvz	206	9	classification	classification	NN
cord-330239-l8fp8cvz	206	10	and	and	CC
cord-330239-l8fp8cvz	206	11	their	-PRON-	PRP$
cord-330239-l8fp8cvz	206	12	distribution	distribution	NN
cord-330239-l8fp8cvz	206	13	in	in	IN
cord-330239-l8fp8cvz	206	14	both	both	DT
cord-330239-l8fp8cvz	206	15	datasets	dataset	NNS
cord-330239-l8fp8cvz	206	16	.	.	.
cord-330239-l8fp8cvz	207	1	Meanwhile	meanwhile	RB
cord-330239-l8fp8cvz	207	2	,	,	,
cord-330239-l8fp8cvz	207	3	for	for	IN
cord-330239-l8fp8cvz	207	4	each	each	DT
cord-330239-l8fp8cvz	207	5	experiment	experiment	NN
cord-330239-l8fp8cvz	207	6	carried	carry	VBN
cord-330239-l8fp8cvz	207	7	out	out	RP
cord-330239-l8fp8cvz	207	8	,	,	,
cord-330239-l8fp8cvz	207	9	we	-PRON-	PRP
cord-330239-l8fp8cvz	207	10	train	train	VBP
cord-330239-l8fp8cvz	207	11	the	the	DT
cord-330239-l8fp8cvz	207	12	model	model	NN
cord-330239-l8fp8cvz	207	13	for	for	IN
cord-330239-l8fp8cvz	207	14	50	50	CD
cord-330239-l8fp8cvz	207	15	epochs	epoch	NNS
cord-330239-l8fp8cvz	207	16	and	and	CC
cord-330239-l8fp8cvz	207	17	1310	1310	CD
cord-330239-l8fp8cvz	207	18	steps	step	NNS
cord-330239-l8fp8cvz	207	19	.	.	.
cord-330239-l8fp8cvz	207	20	.	.	.
cord-330239-l8fp8cvz	208	1	CC	CC	NNP
cord-330239-l8fp8cvz	208	2	-	-	HYPH
cord-330239-l8fp8cvz	208	3	BY	BY	NNP
cord-330239-l8fp8cvz	208	4	-	-	HYPH
cord-330239-l8fp8cvz	208	5	NC	NC	NNP
cord-330239-l8fp8cvz	208	6	-	-	HYPH
cord-330239-l8fp8cvz	208	7	ND	ND	NNP
cord-330239-l8fp8cvz	208	8	4.0	4.0	CD
cord-330239-l8fp8cvz	208	9	International	international	JJ
cord-330239-l8fp8cvz	208	10	license	license	NN
cord-330239-l8fp8cvz	209	1	It	-PRON-	PRP
cord-330239-l8fp8cvz	209	2	is	be	VBZ
cord-330239-l8fp8cvz	209	3	made	make	VBN
cord-330239-l8fp8cvz	209	4	available	available	JJ
cord-330239-l8fp8cvz	209	5	under	under	IN
cord-330239-l8fp8cvz	209	6	a	a	DT
cord-330239-l8fp8cvz	210	1	is	be	VBZ
cord-330239-l8fp8cvz	210	2	the	the	DT
cord-330239-l8fp8cvz	210	3	author	author	NN
cord-330239-l8fp8cvz	210	4	/	/	SYM
cord-330239-l8fp8cvz	210	5	funder	funder	NN
cord-330239-l8fp8cvz	210	6	,	,	,
cord-330239-l8fp8cvz	210	7	who	who	WP
cord-330239-l8fp8cvz	210	8	has	have	VBZ
cord-330239-l8fp8cvz	210	9	granted	grant	VBN
cord-330239-l8fp8cvz	210	10	medRxiv	medRxiv	NNS
cord-330239-l8fp8cvz	210	11	a	a	DT
cord-330239-l8fp8cvz	210	12	license	license	NN
cord-330239-l8fp8cvz	210	13	to	to	TO
cord-330239-l8fp8cvz	210	14	display	display	VB
cord-330239-l8fp8cvz	210	15	the	the	DT
cord-330239-l8fp8cvz	210	16	preprint	preprint	NN
cord-330239-l8fp8cvz	210	17	in	in	IN
cord-330239-l8fp8cvz	210	18	perpetuity	perpetuity	NN
cord-330239-l8fp8cvz	210	19	.	.	.
cord-330239-l8fp8cvz	211	1	The	the	DT
cord-330239-l8fp8cvz	211	2	copyright	copyright	NN
cord-330239-l8fp8cvz	211	3	holder	holder	NN
cord-330239-l8fp8cvz	211	4	for	for	IN
cord-330239-l8fp8cvz	211	5	this	this	DT
cord-330239-l8fp8cvz	211	6	preprint	preprint	NN
cord-330239-l8fp8cvz	211	7	this	this	DT
cord-330239-l8fp8cvz	211	8	version	version	NN
cord-330239-l8fp8cvz	211	9	posted	post	VBD
cord-330239-l8fp8cvz	211	10	November	November	NNP
cord-330239-l8fp8cvz	211	11	3	3	CD
cord-330239-l8fp8cvz	211	12	,	,	,
cord-330239-l8fp8cvz	211	13	2020	2020	CD
cord-330239-l8fp8cvz	211	14	.	.	.
cord-330239-l8fp8cvz	212	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	212	2	experimented	experiment	VBD
cord-330239-l8fp8cvz	212	3	with	with	IN
cord-330239-l8fp8cvz	212	4	the	the	DT
cord-330239-l8fp8cvz	212	5	proposed	propose	VBN
cord-330239-l8fp8cvz	212	6	CNN	CNN	NNP
cord-330239-l8fp8cvz	212	7	model	model	NN
cord-330239-l8fp8cvz	212	8	on	on	IN
cord-330239-l8fp8cvz	212	9	the	the	DT
cord-330239-l8fp8cvz	212	10	datasets	dataset	NNS
cord-330239-l8fp8cvz	212	11	using	use	VBG
cord-330239-l8fp8cvz	212	12	some	some	DT
cord-330239-l8fp8cvz	212	13	variation	variation	NN
cord-330239-l8fp8cvz	212	14	of	of	IN
cord-330239-l8fp8cvz	212	15	hyperparameters	hyperparameter	NNS
cord-330239-l8fp8cvz	212	16	.	.	.
cord-330239-l8fp8cvz	213	1	For	for	IN
cord-330239-l8fp8cvz	213	2	instance	instance	NN
cord-330239-l8fp8cvz	213	3	,	,	,
cord-330239-l8fp8cvz	213	4	we	-PRON-	PRP
cord-330239-l8fp8cvz	213	5	investigated	investigate	VBD
cord-330239-l8fp8cvz	213	6	the	the	DT
cord-330239-l8fp8cvz	213	7	performance	performance	NN
cord-330239-l8fp8cvz	213	8	of	of	IN
cord-330239-l8fp8cvz	213	9	the	the	DT
cord-330239-l8fp8cvz	213	10	model	model	NN
cord-330239-l8fp8cvz	213	11	when	when	WRB
cord-330239-l8fp8cvz	213	12	SGD	SGD	NNP
cord-330239-l8fp8cvz	213	13	and	and	CC
cord-330239-l8fp8cvz	213	14	Adam	Adam	NNP
cord-330239-l8fp8cvz	213	15	optimizers	optimizer	NNS
cord-330239-l8fp8cvz	213	16	were	be	VBD
cord-330239-l8fp8cvz	213	17	applied	apply	VBN
cord-330239-l8fp8cvz	213	18	to	to	IN
cord-330239-l8fp8cvz	213	19	the	the	DT
cord-330239-l8fp8cvz	213	20	model	model	NN
cord-330239-l8fp8cvz	213	21	and	and	CC
cord-330239-l8fp8cvz	213	22	plotted	plot	VBD
cord-330239-l8fp8cvz	213	23	the	the	DT
cord-330239-l8fp8cvz	213	24	output	output	NN
cord-330239-l8fp8cvz	213	25	of	of	IN
cord-330239-l8fp8cvz	213	26	the	the	DT
cord-330239-l8fp8cvz	213	27	model	model	NN
cord-330239-l8fp8cvz	213	28	.	.	.
cord-330239-l8fp8cvz	214	1	Furthermore	furthermore	RB
cord-330239-l8fp8cvz	214	2	,	,	,
cord-330239-l8fp8cvz	214	3	we	-PRON-	PRP
cord-330239-l8fp8cvz	214	4	experimented	experiment	VBD
cord-330239-l8fp8cvz	214	5	on	on	IN
cord-330239-l8fp8cvz	214	6	our	-PRON-	PRP$
cord-330239-l8fp8cvz	214	7	proposed	propose	VBN
cord-330239-l8fp8cvz	214	8	model	model	NN
cord-330239-l8fp8cvz	214	9	the	the	DT
cord-330239-l8fp8cvz	214	10	effect	effect	NN
cord-330239-l8fp8cvz	214	11	of	of	IN
cord-330239-l8fp8cvz	214	12	two	two	CD
cord-330239-l8fp8cvz	214	13	different	different	JJ
cord-330239-l8fp8cvz	214	14	values	value	NNS
cord-330239-l8fp8cvz	214	15	for	for	IN
cord-330239-l8fp8cvz	214	16	the	the	DT
cord-330239-l8fp8cvz	214	17	L2	L2	NNP
cord-330239-l8fp8cvz	214	18	(	(	-LRB-
cord-330239-l8fp8cvz	214	19	weight	weight	NN
cord-330239-l8fp8cvz	214	20	decay	decay	NN
cord-330239-l8fp8cvz	214	21	)	)	-RRB-
cord-330239-l8fp8cvz	214	22	regularization	regularization	NN
cord-330239-l8fp8cvz	214	23	technique	technique	NN
cord-330239-l8fp8cvz	214	24	.	.	.
cord-330239-l8fp8cvz	215	1	Meanwhile	meanwhile	RB
cord-330239-l8fp8cvz	215	2	,	,	,
cord-330239-l8fp8cvz	215	3	the	the	DT
cord-330239-l8fp8cvz	215	4	proposed	propose	VBN
cord-330239-l8fp8cvz	215	5	CNN	CNN	NNP
cord-330239-l8fp8cvz	215	6	model	model	NN
cord-330239-l8fp8cvz	215	7	was	be	VBD
cord-330239-l8fp8cvz	215	8	also	also	RB
cord-330239-l8fp8cvz	215	9	applied	apply	VBN
cord-330239-l8fp8cvz	215	10	to	to	IN
cord-330239-l8fp8cvz	215	11	classical	classical	JJ
cord-330239-l8fp8cvz	215	12	data	datum	NNS
cord-330239-l8fp8cvz	215	13	augmentation	augmentation	NN
cord-330239-l8fp8cvz	215	14	technique	technique	NN
cord-330239-l8fp8cvz	215	15	to	to	TO
cord-330239-l8fp8cvz	215	16	determine	determine	VB
cord-330239-l8fp8cvz	215	17	possible	possible	JJ
cord-330239-l8fp8cvz	215	18	improvement	improvement	NN
cord-330239-l8fp8cvz	215	19	in	in	IN
cord-330239-l8fp8cvz	215	20	its	-PRON-	PRP$
cord-330239-l8fp8cvz	215	21	performance	performance	NN
cord-330239-l8fp8cvz	215	22	.	.	.
cord-330239-l8fp8cvz	216	1	The	the	DT
cord-330239-l8fp8cvz	216	2	first	first	JJ
cord-330239-l8fp8cvz	216	3	set	set	NN
cord-330239-l8fp8cvz	216	4	of	of	IN
cord-330239-l8fp8cvz	216	5	experiments	experiment	NNS
cord-330239-l8fp8cvz	216	6	used	use	VBD
cord-330239-l8fp8cvz	216	7	the	the	DT
cord-330239-l8fp8cvz	216	8	Adam	Adam	NNP
cord-330239-l8fp8cvz	216	9	optimization	optimization	NN
cord-330239-l8fp8cvz	216	10	algorithm	algorithm	NN
cord-330239-l8fp8cvz	216	11	and	and	CC
cord-330239-l8fp8cvz	216	12	weight	weight	NN
cord-330239-l8fp8cvz	216	13	decay	decay	NN
cord-330239-l8fp8cvz	216	14	(	(	-LRB-
cord-330239-l8fp8cvz	216	15	L2	L2	NNP
cord-330239-l8fp8cvz	216	16	)	)	-RRB-
cord-330239-l8fp8cvz	216	17	value	value	NN
cord-330239-l8fp8cvz	216	18	of	of	IN
cord-330239-l8fp8cvz	216	19	0.0002	0.0002	CD
cord-330239-l8fp8cvz	216	20	.	.	.
cord-330239-l8fp8cvz	217	1	Figure	figure	NN
cord-330239-l8fp8cvz	217	2	 	 	_SP
cord-330239-l8fp8cvz	217	3	17	17	CD
cord-330239-l8fp8cvz	217	4	captures	capture	VBZ
cord-330239-l8fp8cvz	217	5	the	the	DT
cord-330239-l8fp8cvz	217	6	performance	performance	NN
cord-330239-l8fp8cvz	217	7	of	of	IN
cord-330239-l8fp8cvz	217	8	the	the	DT
cord-330239-l8fp8cvz	217	9	model	model	NN
cord-330239-l8fp8cvz	217	10	in	in	IN
cord-330239-l8fp8cvz	217	11	terms	term	NNS
cord-330239-l8fp8cvz	217	12	of	of	IN
cord-330239-l8fp8cvz	217	13	loss	loss	NN
cord-330239-l8fp8cvz	217	14	function	function	NN
cord-330239-l8fp8cvz	217	15	while	while	IN
cord-330239-l8fp8cvz	217	16	Figure	Figure	NNP
cord-330239-l8fp8cvz	217	17	18	18	CD
cord-330239-l8fp8cvz	217	18	shows	show	VBZ
cord-330239-l8fp8cvz	217	19	the	the	DT
cord-330239-l8fp8cvz	217	20	trajectory	trajectory	NN
cord-330239-l8fp8cvz	217	21	of	of	IN
cord-330239-l8fp8cvz	217	22	the	the	DT
cord-330239-l8fp8cvz	217	23	accuracy	accuracy	NN
cord-330239-l8fp8cvz	217	24	for	for	IN
cord-330239-l8fp8cvz	217	25	both	both	DT
cord-330239-l8fp8cvz	217	26	training	training	NN
cord-330239-l8fp8cvz	217	27	and	and	CC
cord-330239-l8fp8cvz	217	28	validation	validation	NN
cord-330239-l8fp8cvz	217	29	cases	case	NNS
cord-330239-l8fp8cvz	217	30	.	.	.
cord-330239-l8fp8cvz	218	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	218	2	plotted	plot	VBD
cord-330239-l8fp8cvz	218	3	the	the	DT
cord-330239-l8fp8cvz	218	4	confusion	confusion	NN
cord-330239-l8fp8cvz	218	5	matrix	matrix	NN
cord-330239-l8fp8cvz	218	6	of	of	IN
cord-330239-l8fp8cvz	218	7	the	the	DT
cord-330239-l8fp8cvz	218	8	experimentation	experimentation	NN
cord-330239-l8fp8cvz	218	9	after	after	IN
cord-330239-l8fp8cvz	218	10	carrying	carry	VBG
cord-330239-l8fp8cvz	218	11	out	out	RP
cord-330239-l8fp8cvz	218	12	a	a	DT
cord-330239-l8fp8cvz	218	13	prediction	prediction	NN
cord-330239-l8fp8cvz	218	14	using	use	VBG
cord-330239-l8fp8cvz	218	15	the	the	DT
cord-330239-l8fp8cvz	218	16	test	test	NN
cord-330239-l8fp8cvz	218	17	datasets	dataset	NNS
cord-330239-l8fp8cvz	218	18	and	and	CC
cord-330239-l8fp8cvz	218	19	this	this	DT
cord-330239-l8fp8cvz	218	20	is	be	VBZ
cord-330239-l8fp8cvz	218	21	shown	show	VBN
cord-330239-l8fp8cvz	218	22	in	in	IN
cord-330239-l8fp8cvz	218	23	Figure	figure	NN
cord-330239-l8fp8cvz	218	24	19	19	CD
cord-330239-l8fp8cvz	218	25	.	.	.
cord-330239-l8fp8cvz	219	1	Note	note	VB
cord-330239-l8fp8cvz	219	2	that	that	IN
cord-330239-l8fp8cvz	219	3	the	the	DT
cord-330239-l8fp8cvz	219	4	configuration	configuration	NN
cord-330239-l8fp8cvz	219	5	of	of	IN
cord-330239-l8fp8cvz	219	6	the	the	DT
cord-330239-l8fp8cvz	219	7	Adam	Adam	NNP
cord-330239-l8fp8cvz	219	8	optimizer	optimizer	NN
cord-330239-l8fp8cvz	219	9	is	be	VBZ
cord-330239-l8fp8cvz	219	10	as	as	IN
cord-330239-l8fp8cvz	219	11	follows	follow	VBZ
cord-330239-l8fp8cvz	219	12	:	:	:
cord-330239-l8fp8cvz	219	13	learning	learn	VBG
cord-330239-l8fp8cvz	219	14	rate=0.001	rate=0.001	NNPS
cord-330239-l8fp8cvz	219	15	,	,	,
cord-330239-l8fp8cvz	219	16	beta1=0.9	beta1=0.9	NNP
cord-330239-l8fp8cvz	219	17	,	,	,
cord-330239-l8fp8cvz	219	18	beta2=0.999	beta2=0.999	NNP
cord-330239-l8fp8cvz	219	19	and	and	CC
cord-330239-l8fp8cvz	219	20	epsilon=1e-8	epsilon=1e-8	NNP
cord-330239-l8fp8cvz	219	21	.	.	.
cord-330239-l8fp8cvz	220	1	Similarly	similarly	RB
cord-330239-l8fp8cvz	220	2	,	,	,
cord-330239-l8fp8cvz	220	3	in	in	IN
cord-330239-l8fp8cvz	220	4	the	the	DT
cord-330239-l8fp8cvz	220	5	second	second	JJ
cord-330239-l8fp8cvz	220	6	experiment	experiment	NN
cord-330239-l8fp8cvz	220	7	performed	perform	VBN
cord-330239-l8fp8cvz	220	8	,	,	,
cord-330239-l8fp8cvz	220	9	we	-PRON-	PRP
cord-330239-l8fp8cvz	220	10	experimented	experiment	VBD
cord-330239-l8fp8cvz	220	11	using	use	VBG
cord-330239-l8fp8cvz	220	12	the	the	DT
cord-330239-l8fp8cvz	220	13	SGD	SGD	NNP
cord-330239-l8fp8cvz	220	14	optimizer	optimizer	NN
cord-330239-l8fp8cvz	220	15	with	with	IN
cord-330239-l8fp8cvz	220	16	the	the	DT
cord-330239-l8fp8cvz	220	17	following	follow	VBG
cord-330239-l8fp8cvz	220	18	configuration	configuration	NN
cord-330239-l8fp8cvz	220	19	:	:	:
cord-330239-l8fp8cvz	220	20	learning	learn	VBG
cord-330239-l8fp8cvz	220	21	rate=0.01	rate=0.01	NNP
cord-330239-l8fp8cvz	220	22	,	,	,
cord-330239-l8fp8cvz	220	23	decay=1e-6	decay=1e-6	NNP
cord-330239-l8fp8cvz	220	24	,	,	,
cord-330239-l8fp8cvz	220	25	momentum=0.9	momentum=0.9	NNP
cord-330239-l8fp8cvz	220	26	and	and	CC
cord-330239-l8fp8cvz	220	27	nesterov=	nesterov=	NNP
cord-330239-l8fp8cvz	221	1	True	true	JJ
cord-330239-l8fp8cvz	221	2	.	.	.
cord-330239-l8fp8cvz	222	1	The	the	DT
cord-330239-l8fp8cvz	222	2	value	value	NN
cord-330239-l8fp8cvz	222	3	of	of	IN
cord-330239-l8fp8cvz	222	4	0.0005	0.0005	CD
cord-330239-l8fp8cvz	222	5	was	be	VBD
cord-330239-l8fp8cvz	222	6	used	use	VBN
cord-330239-l8fp8cvz	222	7	for	for	IN
cord-330239-l8fp8cvz	222	8	the	the	DT
cord-330239-l8fp8cvz	222	9	L2	L2	NNP
cord-330239-l8fp8cvz	222	10	regularization	regularization	NN
cord-330239-l8fp8cvz	222	11	technique	technique	NN
cord-330239-l8fp8cvz	222	12	.	.	.
cord-330239-l8fp8cvz	223	1	The	the	DT
cord-330239-l8fp8cvz	223	2	performance	performance	NN
cord-330239-l8fp8cvz	223	3	of	of	IN
cord-330239-l8fp8cvz	223	4	the	the	DT
cord-330239-l8fp8cvz	223	5	model	model	NN
cord-330239-l8fp8cvz	223	6	was	be	VBD
cord-330239-l8fp8cvz	223	7	also	also	RB
cord-330239-l8fp8cvz	223	8	examined	examine	VBN
cord-330239-l8fp8cvz	223	9	and	and	CC
cord-330239-l8fp8cvz	223	10	we	-PRON-	PRP
cord-330239-l8fp8cvz	223	11	found	find	VBD
cord-330239-l8fp8cvz	223	12	that	that	IN
cord-330239-l8fp8cvz	223	13	although	although	IN
cord-330239-l8fp8cvz	223	14	the	the	DT
cord-330239-l8fp8cvz	223	15	accuracy	accuracy	NN
cord-330239-l8fp8cvz	223	16	remained	remain	VBD
cord-330239-l8fp8cvz	223	17	close	close	JJ
cord-330239-l8fp8cvz	223	18	to	to	IN
cord-330239-l8fp8cvz	223	19	that	that	DT
cord-330239-l8fp8cvz	223	20	of	of	IN
cord-330239-l8fp8cvz	223	21	Adam	Adam	NNP
cord-330239-l8fp8cvz	223	22	optimizer	optimizer	NN
cord-330239-l8fp8cvz	223	23	,	,	,
cord-330239-l8fp8cvz	223	24	there	there	EX
cord-330239-l8fp8cvz	223	25	was	be	VBD
cord-330239-l8fp8cvz	223	26	,	,	,
cord-330239-l8fp8cvz	223	27	however	however	RB
cord-330239-l8fp8cvz	223	28	,	,	,
cord-330239-l8fp8cvz	223	29	a	a	DT
cord-330239-l8fp8cvz	223	30	difference	difference	NN
cord-330239-l8fp8cvz	223	31	in	in	IN
cord-330239-l8fp8cvz	223	32	the	the	DT
cord-330239-l8fp8cvz	223	33	loss	loss	NN
cord-330239-l8fp8cvz	223	34	values	value	NNS
cord-330239-l8fp8cvz	223	35	trajectory	trajectory	NN
cord-330239-l8fp8cvz	223	36	.	.	.
cord-330239-l8fp8cvz	224	1	Figures	figure	NNS
cord-330239-l8fp8cvz	224	2	20	20	CD
cord-330239-l8fp8cvz	224	3	and	and	CC
cord-330239-l8fp8cvz	224	4	21	21	CD
cord-330239-l8fp8cvz	224	5	capture	capture	NN
cord-330239-l8fp8cvz	224	6	the	the	DT
cord-330239-l8fp8cvz	224	7	performance	performance	NN
cord-330239-l8fp8cvz	224	8	of	of	IN
cord-330239-l8fp8cvz	224	9	the	the	DT
cord-330239-l8fp8cvz	224	10	model	model	NN
cord-330239-l8fp8cvz	224	11	on	on	IN
cord-330239-l8fp8cvz	224	12	the	the	DT
cord-330239-l8fp8cvz	224	13	training	training	NN
cord-330239-l8fp8cvz	224	14	and	and	CC
cord-330239-l8fp8cvz	224	15	validation	validation	NN
cord-330239-l8fp8cvz	224	16	datasets	dataset	NNS
cord-330239-l8fp8cvz	224	17	in	in	IN
cord-330239-l8fp8cvz	224	18	the	the	DT
cord-330239-l8fp8cvz	224	19	cases	case	NNS
cord-330239-l8fp8cvz	224	20	of	of	IN
cord-330239-l8fp8cvz	224	21	loss	loss	NN
cord-330239-l8fp8cvz	224	22	function	function	NN
cord-330239-l8fp8cvz	224	23	and	and	CC
cord-330239-l8fp8cvz	224	24	accuracy	accuracy	NN
cord-330239-l8fp8cvz	224	25	.	.	.
cord-330239-l8fp8cvz	225	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	225	2	also	also	RB
cord-330239-l8fp8cvz	225	3	exposed	expose	VBD
cord-330239-l8fp8cvz	225	4	the	the	DT
cord-330239-l8fp8cvz	225	5	trained	train	VBN
cord-330239-l8fp8cvz	225	6	model	model	NN
cord-330239-l8fp8cvz	225	7	to	to	IN
cord-330239-l8fp8cvz	225	8	the	the	DT
cord-330239-l8fp8cvz	225	9	test	test	NN
cord-330239-l8fp8cvz	225	10	dataset	dataset	NN
cord-330239-l8fp8cvz	225	11	under	under	IN
cord-330239-l8fp8cvz	225	12	the	the	DT
cord-330239-l8fp8cvz	225	13	same	same	JJ
cord-330239-l8fp8cvz	225	14	configuration	configuration	NN
cord-330239-l8fp8cvz	225	15	and	and	CC
cord-330239-l8fp8cvz	225	16	plotted	plot	VBD
cord-330239-l8fp8cvz	225	17	the	the	DT
cord-330239-l8fp8cvz	225	18	confusion	confusion	NN
cord-330239-l8fp8cvz	225	19	matrix	matrix	NN
cord-330239-l8fp8cvz	225	20	which	which	WDT
cord-330239-l8fp8cvz	225	21	is	be	VBZ
cord-330239-l8fp8cvz	225	22	shown	show	VBN
cord-330239-l8fp8cvz	225	23	in	in	IN
cord-330239-l8fp8cvz	225	24	Figure	Figure	NNP
cord-330239-l8fp8cvz	225	25	22	22	CD
cord-330239-l8fp8cvz	225	26	.	.	.
cord-330239-l8fp8cvz	226	1	The	the	DT
cord-330239-l8fp8cvz	226	2	outcome	outcome	NN
cord-330239-l8fp8cvz	226	3	of	of	IN
cord-330239-l8fp8cvz	226	4	applying	apply	VBG
cord-330239-l8fp8cvz	226	5	the	the	DT
cord-330239-l8fp8cvz	226	6	confusion	confusion	NN
cord-330239-l8fp8cvz	226	7	matrix	matrix	NN
cord-330239-l8fp8cvz	226	8	operation	operation	NN
cord-330239-l8fp8cvz	226	9	on	on	IN
cord-330239-l8fp8cvz	226	10	the	the	DT
cord-330239-l8fp8cvz	226	11	output	output	NN
cord-330239-l8fp8cvz	226	12	of	of	IN
cord-330239-l8fp8cvz	226	13	the	the	DT
cord-330239-l8fp8cvz	226	14	prediction	prediction	NN
cord-330239-l8fp8cvz	226	15	yielded	yield	VBD
cord-330239-l8fp8cvz	226	16	the	the	DT
cord-330239-l8fp8cvz	226	17	values	value	NNS
cord-330239-l8fp8cvz	226	18	below	below	IN
cord-330239-l8fp8cvz	226	19	across	across	IN
cord-330239-l8fp8cvz	226	20	the	the	DT
cord-330239-l8fp8cvz	226	21	classes	class	NNS
cord-330239-l8fp8cvz	226	22	(	(	-LRB-
cord-330239-l8fp8cvz	226	23	18	18	CD
cord-330239-l8fp8cvz	226	24	)	)	-RRB-
cord-330239-l8fp8cvz	226	25	found	find	VBN
cord-330239-l8fp8cvz	226	26	in	in	IN
cord-330239-l8fp8cvz	226	27	the	the	DT
cord-330239-l8fp8cvz	226	28	test	test	NN
cord-330239-l8fp8cvz	226	29	datasets	dataset	NNS
cord-330239-l8fp8cvz	226	30	.	.	.
cord-330239-l8fp8cvz	227	1	In	in	IN
cord-330239-l8fp8cvz	227	2	Figure	figure	NN
cord-330239-l8fp8cvz	227	3	22	22	CD
cord-330239-l8fp8cvz	227	4	we	-PRON-	PRP
cord-330239-l8fp8cvz	227	5	present	present	VBP
cord-330239-l8fp8cvz	227	6	a	a	DT
cord-330239-l8fp8cvz	227	7	graphical	graphical	JJ
cord-330239-l8fp8cvz	227	8	representation	representation	NN
cord-330239-l8fp8cvz	227	9	for	for	IN
cord-330239-l8fp8cvz	227	10	it	-PRON-	PRP
cord-330239-l8fp8cvz	227	11	.	.	.
cord-330239-l8fp8cvz	228	1	In	in	IN
cord-330239-l8fp8cvz	228	2	subsection	subsection	NN
cord-330239-l8fp8cvz	228	3	2.3	2.3	CD
cord-330239-l8fp8cvz	228	4	,	,	,
cord-330239-l8fp8cvz	228	5	we	-PRON-	PRP
cord-330239-l8fp8cvz	228	6	noted	note	VBD
cord-330239-l8fp8cvz	228	7	that	that	IN
cord-330239-l8fp8cvz	228	8	one	one	CD
cord-330239-l8fp8cvz	228	9	of	of	IN
cord-330239-l8fp8cvz	228	10	the	the	DT
cord-330239-l8fp8cvz	228	11	regularization	regularization	NN
cord-330239-l8fp8cvz	228	12	techniques	technique	NNS
cord-330239-l8fp8cvz	228	13	applied	apply	VBN
cord-330239-l8fp8cvz	228	14	to	to	IN
cord-330239-l8fp8cvz	228	15	our	-PRON-	PRP$
cord-330239-l8fp8cvz	228	16	proposed	propose	VBN
cord-330239-l8fp8cvz	228	17	CNN	CNN	NNP
cord-330239-l8fp8cvz	228	18	model	model	NN
cord-330239-l8fp8cvz	228	19	is	be	VBZ
cord-330239-l8fp8cvz	228	20	the	the	DT
cord-330239-l8fp8cvz	228	21	Early	early	JJ
cord-330239-l8fp8cvz	228	22	Stopping	stopping	NN
cord-330239-l8fp8cvz	228	23	technique	technique	NN
cord-330239-l8fp8cvz	228	24	.	.	.
cord-330239-l8fp8cvz	229	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	229	2	found	find	VBD
cord-330239-l8fp8cvz	229	3	this	this	DT
cord-330239-l8fp8cvz	229	4	application	application	NN
cord-330239-l8fp8cvz	229	5	useful	useful	JJ
cord-330239-l8fp8cvz	229	6	as	as	IN
cord-330239-l8fp8cvz	229	7	it	-PRON-	PRP
cord-330239-l8fp8cvz	229	8	helped	help	VBD
cord-330239-l8fp8cvz	229	9	to	to	TO
cord-330239-l8fp8cvz	229	10	stop	stop	VB
cord-330239-l8fp8cvz	229	11	our	-PRON-	PRP$
cord-330239-l8fp8cvz	229	12	model	model	NN
cord-330239-l8fp8cvz	229	13	once	once	IN
cord-330239-l8fp8cvz	229	14	it	-PRON-	PRP
cord-330239-l8fp8cvz	229	15	recognized	recognize	VBD
cord-330239-l8fp8cvz	229	16	that	that	DT
cord-330239-l8fp8cvz	229	17	optimal	optimal	JJ
cord-330239-l8fp8cvz	229	18	performance	performance	NN
cord-330239-l8fp8cvz	229	19	was	be	VBD
cord-330239-l8fp8cvz	229	20	attained	attain	VBN
cord-330239-l8fp8cvz	229	21	.	.	.
cord-330239-l8fp8cvz	230	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	230	2	show	show	VBP
cord-330239-l8fp8cvz	230	3	evidence	evidence	NN
cord-330239-l8fp8cvz	230	4	of	of	IN
cord-330239-l8fp8cvz	230	5	this	this	DT
cord-330239-l8fp8cvz	230	6	in	in	IN
cord-330239-l8fp8cvz	230	7	Figure	Figure	NNP
cord-330239-l8fp8cvz	230	8	23	23	CD
cord-330239-l8fp8cvz	230	9	where	where	WRB
cord-330239-l8fp8cvz	230	10	the	the	DT
cord-330239-l8fp8cvz	230	11	training	training	NN
cord-330239-l8fp8cvz	230	12	was	be	VBD
cord-330239-l8fp8cvz	230	13	terminated	terminate	VBN
cord-330239-l8fp8cvz	230	14	at	at	IN
cord-330239-l8fp8cvz	230	15	24	24	CD
cord-330239-l8fp8cvz	230	16	th	th	XX
cord-330239-l8fp8cvz	230	17	epoch	epoch	NN
cord-330239-l8fp8cvz	230	18	during	during	IN
cord-330239-l8fp8cvz	230	19	the	the	DT
cord-330239-l8fp8cvz	230	20	first	first	JJ
cord-330239-l8fp8cvz	230	21	experiment	experiment	NN
cord-330239-l8fp8cvz	230	22	where	where	WRB
cord-330239-l8fp8cvz	230	23	data	datum	NNS
cord-330239-l8fp8cvz	230	24	augmentation	augmentation	NN
cord-330239-l8fp8cvz	230	25	was	be	VBD
cord-330239-l8fp8cvz	230	26	not	not	RB
cord-330239-l8fp8cvz	230	27	applied	apply	VBN
cord-330239-l8fp8cvz	230	28	.	.	.
cord-330239-l8fp8cvz	231	1	Now	now	RB
cord-330239-l8fp8cvz	231	2	that	that	IN
cord-330239-l8fp8cvz	231	3	the	the	DT
cord-330239-l8fp8cvz	231	4	experimentation	experimentation	NN
cord-330239-l8fp8cvz	231	5	on	on	IN
cord-330239-l8fp8cvz	231	6	the	the	DT
cord-330239-l8fp8cvz	231	7	proposed	propose	VBN
cord-330239-l8fp8cvz	231	8	CNN	CNN	NNP
cord-330239-l8fp8cvz	231	9	model	model	NN
cord-330239-l8fp8cvz	231	10	has	have	VBZ
cord-330239-l8fp8cvz	231	11	been	be	VBN
cord-330239-l8fp8cvz	231	12	presented	present	VBN
cord-330239-l8fp8cvz	231	13	,	,	,
cord-330239-l8fp8cvz	231	14	we	-PRON-	PRP
cord-330239-l8fp8cvz	231	15	shall	shall	MD
cord-330239-l8fp8cvz	231	16	proceed	proceed	VB
cord-330239-l8fp8cvz	231	17	to	to	IN
cord-330239-l8fp8cvz	231	18	the	the	DT
cord-330239-l8fp8cvz	231	19	next	next	JJ
cord-330239-l8fp8cvz	231	20	section	section	NN
cord-330239-l8fp8cvz	231	21	to	to	TO
cord-330239-l8fp8cvz	231	22	discuss	discuss	VB
cord-330239-l8fp8cvz	231	23	the	the	DT
cord-330239-l8fp8cvz	231	24	performance	performance	NN
cord-330239-l8fp8cvz	231	25	of	of	IN
cord-330239-l8fp8cvz	231	26	the	the	DT
cord-330239-l8fp8cvz	231	27	model	model	NN
cord-330239-l8fp8cvz	231	28	compared	compare	VBN
cord-330239-l8fp8cvz	231	29	with	with	IN
cord-330239-l8fp8cvz	231	30	some	some	DT
cord-330239-l8fp8cvz	231	31	state	state	NN
cord-330239-l8fp8cvz	231	32	-	-	HYPH
cord-330239-l8fp8cvz	231	33	of	of	IN
cord-330239-l8fp8cvz	231	34	-	-	HYPH
cord-330239-l8fp8cvz	231	35	the	the	DT
cord-330239-l8fp8cvz	231	36	-	-	HYPH
cord-330239-l8fp8cvz	231	37	art	art	NN
cord-330239-l8fp8cvz	231	38	models	model	NNS
cord-330239-l8fp8cvz	231	39	diagnosing	diagnose	VBG
cord-330239-l8fp8cvz	231	40	Covid-19	covid-19	NN
cord-330239-l8fp8cvz	231	41	disease	disease	NN
cord-330239-l8fp8cvz	231	42	.	.	.
cord-330239-l8fp8cvz	231	43	.	.	.
cord-330239-l8fp8cvz	232	1	CC	CC	NNP
cord-330239-l8fp8cvz	232	2	-	-	HYPH
cord-330239-l8fp8cvz	232	3	BY	BY	NNP
cord-330239-l8fp8cvz	232	4	-	-	HYPH
cord-330239-l8fp8cvz	232	5	NC	NC	NNP
cord-330239-l8fp8cvz	232	6	-	-	HYPH
cord-330239-l8fp8cvz	232	7	ND	ND	NNP
cord-330239-l8fp8cvz	232	8	4.0	4.0	CD
cord-330239-l8fp8cvz	232	9	International	international	JJ
cord-330239-l8fp8cvz	232	10	license	license	NN
cord-330239-l8fp8cvz	233	1	It	-PRON-	PRP
cord-330239-l8fp8cvz	233	2	is	be	VBZ
cord-330239-l8fp8cvz	233	3	made	make	VBN
cord-330239-l8fp8cvz	233	4	available	available	JJ
cord-330239-l8fp8cvz	233	5	under	under	IN
cord-330239-l8fp8cvz	233	6	a	a	DT
cord-330239-l8fp8cvz	234	1	is	be	VBZ
cord-330239-l8fp8cvz	234	2	the	the	DT
cord-330239-l8fp8cvz	234	3	author	author	NN
cord-330239-l8fp8cvz	234	4	/	/	SYM
cord-330239-l8fp8cvz	234	5	funder	funder	NN
cord-330239-l8fp8cvz	234	6	,	,	,
cord-330239-l8fp8cvz	234	7	who	who	WP
cord-330239-l8fp8cvz	234	8	has	have	VBZ
cord-330239-l8fp8cvz	234	9	granted	grant	VBN
cord-330239-l8fp8cvz	234	10	medRxiv	medRxiv	NNS
cord-330239-l8fp8cvz	234	11	a	a	DT
cord-330239-l8fp8cvz	234	12	license	license	NN
cord-330239-l8fp8cvz	234	13	to	to	TO
cord-330239-l8fp8cvz	234	14	display	display	VB
cord-330239-l8fp8cvz	234	15	the	the	DT
cord-330239-l8fp8cvz	234	16	preprint	preprint	NN
cord-330239-l8fp8cvz	234	17	in	in	IN
cord-330239-l8fp8cvz	234	18	perpetuity	perpetuity	NN
cord-330239-l8fp8cvz	234	19	.	.	.
cord-330239-l8fp8cvz	235	1	The	the	DT
cord-330239-l8fp8cvz	235	2	copyright	copyright	NN
cord-330239-l8fp8cvz	235	3	holder	holder	NN
cord-330239-l8fp8cvz	235	4	for	for	IN
cord-330239-l8fp8cvz	235	5	this	this	DT
cord-330239-l8fp8cvz	235	6	preprint	preprint	NN
cord-330239-l8fp8cvz	235	7	this	this	DT
cord-330239-l8fp8cvz	235	8	version	version	NN
cord-330239-l8fp8cvz	235	9	posted	post	VBD
cord-330239-l8fp8cvz	235	10	November	November	NNP
cord-330239-l8fp8cvz	235	11	3	3	CD
cord-330239-l8fp8cvz	235	12	,	,	,
cord-330239-l8fp8cvz	235	13	2020	2020	CD
cord-330239-l8fp8cvz	235	14	.	.	.
cord-330239-l8fp8cvz	236	1	;	;	:
cord-330239-l8fp8cvz	236	2	In	in	IN
cord-330239-l8fp8cvz	236	3	Table	table	NN
cord-330239-l8fp8cvz	236	4	2	2	CD
cord-330239-l8fp8cvz	236	5	,	,	,
cord-330239-l8fp8cvz	236	6	we	-PRON-	PRP
cord-330239-l8fp8cvz	236	7	list	list	VBP
cord-330239-l8fp8cvz	236	8	the	the	DT
cord-330239-l8fp8cvz	236	9	performance	performance	NN
cord-330239-l8fp8cvz	236	10	of	of	IN
cord-330239-l8fp8cvz	236	11	our	-PRON-	PRP$
cord-330239-l8fp8cvz	236	12	model	model	NN
cord-330239-l8fp8cvz	236	13	for	for	IN
cord-330239-l8fp8cvz	236	14	the	the	DT
cord-330239-l8fp8cvz	236	15	experiments	experiment	NNS
cord-330239-l8fp8cvz	236	16	carried	carry	VBN
cord-330239-l8fp8cvz	236	17	out	out	RP
cord-330239-l8fp8cvz	236	18	in	in	IN
cord-330239-l8fp8cvz	236	19	comparison	comparison	NN
cord-330239-l8fp8cvz	236	20	with	with	IN
cord-330239-l8fp8cvz	236	21	similar	similar	JJ
cord-330239-l8fp8cvz	236	22	models	model	NNS
cord-330239-l8fp8cvz	236	23	adapted	adapt	VBN
cord-330239-l8fp8cvz	236	24	to	to	IN
cord-330239-l8fp8cvz	236	25	the	the	DT
cord-330239-l8fp8cvz	236	26	purpose	purpose	NN
cord-330239-l8fp8cvz	236	27	of	of	IN
cord-330239-l8fp8cvz	236	28	classification	classification	NN
cord-330239-l8fp8cvz	236	29	Covid-19	covid-19	NN
cord-330239-l8fp8cvz	236	30	disease	disease	NN
cord-330239-l8fp8cvz	236	31	.	.	.
cord-330239-l8fp8cvz	237	1	The	the	DT
cord-330239-l8fp8cvz	237	2	result	result	NN
cord-330239-l8fp8cvz	237	3	obtained	obtain	VBN
cord-330239-l8fp8cvz	237	4	in	in	IN
cord-330239-l8fp8cvz	237	5	Table	Table	NNP
cord-330239-l8fp8cvz	237	6	2	2	CD
cord-330239-l8fp8cvz	237	7	shows	show	VBZ
cord-330239-l8fp8cvz	237	8	that	that	IN
cord-330239-l8fp8cvz	237	9	our	-PRON-	PRP$
cord-330239-l8fp8cvz	237	10	system	system	NN
cord-330239-l8fp8cvz	237	11	achieves	achieve	VBZ
cord-330239-l8fp8cvz	237	12	1.00	1.00	CD
cord-330239-l8fp8cvz	237	13	,	,	,
cord-330239-l8fp8cvz	237	14	0.85	0.85	CD
cord-330239-l8fp8cvz	237	15	,	,	,
cord-330239-l8fp8cvz	237	16	0.85	0.85	CD
cord-330239-l8fp8cvz	237	17	,	,	,
cord-330239-l8fp8cvz	237	18	0.90	0.90	CD
cord-330239-l8fp8cvz	237	19	,	,	,
cord-330239-l8fp8cvz	237	20	0.50	0.50	CD
cord-330239-l8fp8cvz	237	21	,	,	,
cord-330239-l8fp8cvz	237	22	and	and	CC
cord-330239-l8fp8cvz	237	23	1.00	1.00	CD
cord-330239-l8fp8cvz	237	24	for	for	IN
cord-330239-l8fp8cvz	237	25	specificity	specificity	NN
cord-330239-l8fp8cvz	237	26	,	,	,
cord-330239-l8fp8cvz	237	27	recall	recall	NN
cord-330239-l8fp8cvz	237	28	,	,	,
cord-330239-l8fp8cvz	237	29	and	and	CC
cord-330239-l8fp8cvz	237	30	precision	precision	NN
cord-330239-l8fp8cvz	237	31	,	,	,
cord-330239-l8fp8cvz	237	32	F	f	NN
cord-330239-l8fp8cvz	237	33	-	-	HYPH
cord-330239-l8fp8cvz	237	34	score	score	NN
cord-330239-l8fp8cvz	237	35	,	,	,
cord-330239-l8fp8cvz	237	36	AUC	AUC	NNP
cord-330239-l8fp8cvz	237	37	and	and	CC
cord-330239-l8fp8cvz	237	38	accuracy	accuracy	NN
cord-330239-l8fp8cvz	237	39	respectively	respectively	RB
cord-330239-l8fp8cvz	237	40	in	in	IN
cord-330239-l8fp8cvz	237	41	phase	phase	NN
cord-330239-l8fp8cvz	237	42	one	one	CD
cord-330239-l8fp8cvz	237	43	of	of	IN
cord-330239-l8fp8cvz	237	44	the	the	DT
cord-330239-l8fp8cvz	237	45	first	first	JJ
cord-330239-l8fp8cvz	237	46	experiment	experiment	NN
cord-330239-l8fp8cvz	237	47	.	.	.
cord-330239-l8fp8cvz	238	1	On	on	IN
cord-330239-l8fp8cvz	238	2	the	the	DT
cord-330239-l8fp8cvz	238	3	other	other	JJ
cord-330239-l8fp8cvz	238	4	hand	hand	NN
cord-330239-l8fp8cvz	238	5	,	,	,
cord-330239-l8fp8cvz	238	6	in	in	IN
cord-330239-l8fp8cvz	238	7	the	the	DT
cord-330239-l8fp8cvz	238	8	second	second	JJ
cord-330239-l8fp8cvz	238	9	experimentation	experimentation	NN
cord-330239-l8fp8cvz	238	10	we	-PRON-	PRP
cord-330239-l8fp8cvz	238	11	carried	carry	VBD
cord-330239-l8fp8cvz	238	12	out	out	RP
cord-330239-l8fp8cvz	238	13	,	,	,
cord-330239-l8fp8cvz	238	14	our	-PRON-	PRP$
cord-330239-l8fp8cvz	238	15	model	model	NN
cord-330239-l8fp8cvz	238	16	yielded	yield	VBD
cord-330239-l8fp8cvz	238	17	the	the	DT
cord-330239-l8fp8cvz	238	18	following	following	NN
cord-330239-l8fp8cvz	238	19	achieves	achieve	VBZ
cord-330239-l8fp8cvz	238	20	:	:	:
cord-330239-l8fp8cvz	238	21	1.00	1.00	CD
cord-330239-l8fp8cvz	238	22	,	,	,
cord-330239-l8fp8cvz	238	23	0.85	0.85	CD
cord-330239-l8fp8cvz	238	24	,	,	,
cord-330239-l8fp8cvz	238	25	0.85	0.85	CD
cord-330239-l8fp8cvz	238	26	,	,	,
cord-330239-l8fp8cvz	238	27	0.90	0.90	CD
cord-330239-l8fp8cvz	238	28	,	,	,
cord-330239-l8fp8cvz	238	29	0.50	0.50	CD
cord-330239-l8fp8cvz	238	30	,	,	,
cord-330239-l8fp8cvz	238	31	and	and	CC
cord-330239-l8fp8cvz	238	32	1.00	1.00	CD
cord-330239-l8fp8cvz	238	33	for	for	IN
cord-330239-l8fp8cvz	238	34	specificity	specificity	NN
cord-330239-l8fp8cvz	238	35	,	,	,
cord-330239-l8fp8cvz	238	36	recall	recall	NN
cord-330239-l8fp8cvz	238	37	,	,	,
cord-330239-l8fp8cvz	238	38	and	and	CC
cord-330239-l8fp8cvz	238	39	precision	precision	NN
cord-330239-l8fp8cvz	238	40	,	,	,
cord-330239-l8fp8cvz	238	41	F	f	NN
cord-330239-l8fp8cvz	238	42	-	-	HYPH
cord-330239-l8fp8cvz	238	43	score	score	NN
cord-330239-l8fp8cvz	238	44	,	,	,
cord-330239-l8fp8cvz	238	45	AUC	AUC	NNP
cord-330239-l8fp8cvz	238	46	and	and	CC
cord-330239-l8fp8cvz	238	47	accuracy	accuracy	NN
cord-330239-l8fp8cvz	238	48	respectively	respectively	RB
cord-330239-l8fp8cvz	238	49	in	in	IN
cord-330239-l8fp8cvz	238	50	the	the	DT
cord-330239-l8fp8cvz	238	51	phase	phase	NN
cord-330239-l8fp8cvz	238	52	one	one	CD
cord-330239-l8fp8cvz	238	53	of	of	IN
cord-330239-l8fp8cvz	238	54	the	the	DT
cord-330239-l8fp8cvz	238	55	second	second	JJ
cord-330239-l8fp8cvz	238	56	experiment	experiment	NN
cord-330239-l8fp8cvz	238	57	.	.	.
cord-330239-l8fp8cvz	239	1	The	the	DT
cord-330239-l8fp8cvz	239	2	proposed	propose	VBN
cord-330239-l8fp8cvz	239	3	model	model	NN
cord-330239-l8fp8cvz	239	4	attains	attain	VBZ
cord-330239-l8fp8cvz	239	5	an	an	DT
cord-330239-l8fp8cvz	239	6	85	85	CD
cord-330239-l8fp8cvz	239	7	%	%	NN
cord-330239-l8fp8cvz	239	8	value	value	NN
cord-330239-l8fp8cvz	239	9	for	for	IN
cord-330239-l8fp8cvz	239	10	both	both	CC
cord-330239-l8fp8cvz	239	11	precision	precision	NN
cord-330239-l8fp8cvz	239	12	and	and	CC
cord-330239-l8fp8cvz	239	13	recall	recall	NN
cord-330239-l8fp8cvz	239	14	which	which	WDT
cord-330239-l8fp8cvz	239	15	made	make	VBD
cord-330239-l8fp8cvz	239	16	it	-PRON-	PRP
cord-330239-l8fp8cvz	239	17	useful	useful	JJ
cord-330239-l8fp8cvz	239	18	for	for	IN
cord-330239-l8fp8cvz	239	19	the	the	DT
cord-330239-l8fp8cvz	239	20	proposed	propose	VBN
cord-330239-l8fp8cvz	239	21	task	task	NN
cord-330239-l8fp8cvz	239	22	,	,	,
cord-330239-l8fp8cvz	239	23	hence	hence	RB
cord-330239-l8fp8cvz	239	24	avoiding	avoid	VBG
cord-330239-l8fp8cvz	239	25	unnecessary	unnecessary	JJ
cord-330239-l8fp8cvz	239	26	false	false	JJ
cord-330239-l8fp8cvz	239	27	alarms	alarm	NNS
cord-330239-l8fp8cvz	239	28	.	.	.
cord-330239-l8fp8cvz	240	1	F1	f1	NN
cord-330239-l8fp8cvz	240	2	measure	measure	NN
cord-330239-l8fp8cvz	240	3	is	be	VBZ
cord-330239-l8fp8cvz	240	4	relevant	relevant	JJ
cord-330239-l8fp8cvz	240	5	if	if	IN
cord-330239-l8fp8cvz	240	6	we	-PRON-	PRP
cord-330239-l8fp8cvz	240	7	are	be	VBP
cord-330239-l8fp8cvz	240	8	looking	look	VBG
cord-330239-l8fp8cvz	240	9	to	to	TO
cord-330239-l8fp8cvz	240	10	select	select	VB
cord-330239-l8fp8cvz	240	11	a	a	DT
cord-330239-l8fp8cvz	240	12	model	model	NN
cord-330239-l8fp8cvz	240	13	based	base	VBN
cord-330239-l8fp8cvz	240	14	on	on	IN
cord-330239-l8fp8cvz	240	15	a	a	DT
cord-330239-l8fp8cvz	240	16	balance	balance	NN
cord-330239-l8fp8cvz	240	17	between	between	IN
cord-330239-l8fp8cvz	240	18	precision	precision	NN
cord-330239-l8fp8cvz	240	19	and	and	CC
cord-330239-l8fp8cvz	240	20	recall	recall	NN
cord-330239-l8fp8cvz	240	21	,	,	,
cord-330239-l8fp8cvz	240	22	and	and	CC
cord-330239-l8fp8cvz	240	23	is	be	VBZ
cord-330239-l8fp8cvz	240	24	the	the	DT
cord-330239-l8fp8cvz	240	25	harmonic	harmonic	JJ
cord-330239-l8fp8cvz	240	26	mean	mean	NN
cord-330239-l8fp8cvz	240	27	of	of	IN
cord-330239-l8fp8cvz	240	28	precision	precision	NN
cord-330239-l8fp8cvz	240	29	and	and	CC
cord-330239-l8fp8cvz	240	30	recall	recall	NN
cord-330239-l8fp8cvz	240	31	and	and	CC
cord-330239-l8fp8cvz	240	32	gives	give	VBZ
cord-330239-l8fp8cvz	240	33	a	a	DT
cord-330239-l8fp8cvz	240	34	better	well	JJR
cord-330239-l8fp8cvz	240	35	measure	measure	NN
cord-330239-l8fp8cvz	240	36	of	of	IN
cord-330239-l8fp8cvz	240	37	the	the	DT
cord-330239-l8fp8cvz	240	38	incorrectly	incorrectly	RB
cord-330239-l8fp8cvz	240	39	classified	classify	VBN
cord-330239-l8fp8cvz	240	40	cases	case	NNS
cord-330239-l8fp8cvz	240	41	than	than	IN
cord-330239-l8fp8cvz	240	42	the	the	DT
cord-330239-l8fp8cvz	240	43	accuracy	accuracy	NN
cord-330239-l8fp8cvz	240	44	.	.	.
cord-330239-l8fp8cvz	241	1	As	as	IN
cord-330239-l8fp8cvz	241	2	a	a	DT
cord-330239-l8fp8cvz	241	3	result	result	NN
cord-330239-l8fp8cvz	241	4	,	,	,
cord-330239-l8fp8cvz	241	5	the	the	DT
cord-330239-l8fp8cvz	241	6	value	value	NN
cord-330239-l8fp8cvz	241	7	of	of	IN
cord-330239-l8fp8cvz	241	8	0.9	0.9	CD
cord-330239-l8fp8cvz	241	9	for	for	IN
cord-330239-l8fp8cvz	241	10	our	-PRON-	PRP$
cord-330239-l8fp8cvz	241	11	F1-score	F1-score	NNP
cord-330239-l8fp8cvz	241	12	shows	show	VBZ
cord-330239-l8fp8cvz	241	13	the	the	DT
cord-330239-l8fp8cvz	241	14	performance	performance	NN
cord-330239-l8fp8cvz	241	15	of	of	IN
cord-330239-l8fp8cvz	241	16	our	-PRON-	PRP$
cord-330239-l8fp8cvz	241	17	model	model	NN
cord-330239-l8fp8cvz	241	18	even	even	RB
cord-330239-l8fp8cvz	241	19	when	when	WRB
cord-330239-l8fp8cvz	241	20	there	there	EX
cord-330239-l8fp8cvz	241	21	are	be	VBP
cord-330239-l8fp8cvz	241	22	imbalanced	imbalanced	JJ
cord-330239-l8fp8cvz	241	23	classes	class	NNS
cord-330239-l8fp8cvz	241	24	as	as	IN
cord-330239-l8fp8cvz	241	25	is	be	VBZ
cord-330239-l8fp8cvz	241	26	the	the	DT
cord-330239-l8fp8cvz	241	27	case	case	NN
cord-330239-l8fp8cvz	241	28	in	in	IN
cord-330239-l8fp8cvz	241	29	most	most	JJS
cord-330239-l8fp8cvz	241	30	real	real	JJ
cord-330239-l8fp8cvz	241	31	-	-	HYPH
cord-330239-l8fp8cvz	241	32	life	life	NN
cord-330239-l8fp8cvz	241	33	classification	classification	NN
cord-330239-l8fp8cvz	241	34	problems	problem	NNS
cord-330239-l8fp8cvz	241	35	.	.	.
cord-330239-l8fp8cvz	242	1	Confusion	confusion	NN
cord-330239-l8fp8cvz	242	2	matrix	matrix	NN
cord-330239-l8fp8cvz	242	3	is	be	VBZ
cord-330239-l8fp8cvz	242	4	well	well	RB
cord-330239-l8fp8cvz	242	5	known	know	VBN
cord-330239-l8fp8cvz	242	6	as	as	IN
cord-330239-l8fp8cvz	242	7	an	an	DT
cord-330239-l8fp8cvz	242	8	unambiguous	unambiguous	JJ
cord-330239-l8fp8cvz	242	9	way	way	NN
cord-330239-l8fp8cvz	242	10	to	to	TO
cord-330239-l8fp8cvz	242	11	present	present	VB
cord-330239-l8fp8cvz	242	12	prediction	prediction	NN
cord-330239-l8fp8cvz	242	13	results	result	NNS
cord-330239-l8fp8cvz	242	14	of	of	IN
cord-330239-l8fp8cvz	242	15	a	a	DT
cord-330239-l8fp8cvz	242	16	classifier	classifier	NN
cord-330239-l8fp8cvz	242	17	and	and	CC
cord-330239-l8fp8cvz	242	18	works	work	VBZ
cord-330239-l8fp8cvz	242	19	for	for	IN
cord-330239-l8fp8cvz	242	20	both	both	CC
cord-330239-l8fp8cvz	242	21	binary	binary	JJ
cord-330239-l8fp8cvz	242	22	and	and	CC
cord-330239-l8fp8cvz	242	23	multiclass	multiclass	VBP
cord-330239-l8fp8cvz	242	24	classification	classification	NN
cord-330239-l8fp8cvz	242	25	.	.	.
cord-330239-l8fp8cvz	243	1	When	when	WRB
cord-330239-l8fp8cvz	243	2	binary	binary	JJ
cord-330239-l8fp8cvz	243	3	classification	classification	NN
cord-330239-l8fp8cvz	243	4	is	be	VBZ
cord-330239-l8fp8cvz	243	5	desired	desire	VBN
cord-330239-l8fp8cvz	243	6	,	,	,
cord-330239-l8fp8cvz	243	7	confusion	confusion	NN
cord-330239-l8fp8cvz	243	8	matrix	matrix	NN
cord-330239-l8fp8cvz	243	9	is	be	VBZ
cord-330239-l8fp8cvz	243	10	usually	usually	RB
cord-330239-l8fp8cvz	243	11	presented	present	VBN
cord-330239-l8fp8cvz	243	12	in	in	IN
cord-330239-l8fp8cvz	243	13	a	a	DT
cord-330239-l8fp8cvz	243	14	2x2	2x2	CD
cord-330239-l8fp8cvz	243	15	table	table	NN
cord-330239-l8fp8cvz	243	16	showing	show	VBG
cord-330239-l8fp8cvz	243	17	true	true	JJ
cord-330239-l8fp8cvz	243	18	positive	positive	JJ
cord-330239-l8fp8cvz	243	19	,	,	,
cord-330239-l8fp8cvz	243	20	true	true	JJ
cord-330239-l8fp8cvz	243	21	negative	negative	JJ
cord-330239-l8fp8cvz	243	22	,	,	,
cord-330239-l8fp8cvz	243	23	false	false	JJ
cord-330239-l8fp8cvz	243	24	positive	positive	JJ
cord-330239-l8fp8cvz	243	25	,	,	,
cord-330239-l8fp8cvz	243	26	and	and	CC
cord-330239-l8fp8cvz	243	27	false	false	JJ
cord-330239-l8fp8cvz	243	28	negative	negative	JJ
cord-330239-l8fp8cvz	243	29	.	.	.
cord-330239-l8fp8cvz	244	1	However	however	RB
cord-330239-l8fp8cvz	244	2	,	,	,
cord-330239-l8fp8cvz	244	3	in	in	IN
cord-330239-l8fp8cvz	244	4	this	this	DT
cord-330239-l8fp8cvz	244	5	study	study	NN
cord-330239-l8fp8cvz	244	6	which	which	WDT
cord-330239-l8fp8cvz	244	7	aims	aim	VBZ
cord-330239-l8fp8cvz	244	8	at	at	IN
cord-330239-l8fp8cvz	244	9	multiclass	multiclass	NN
cord-330239-l8fp8cvz	244	10	classifications	classification	NNS
cord-330239-l8fp8cvz	244	11	,	,	,
cord-330239-l8fp8cvz	244	12	the	the	DT
cord-330239-l8fp8cvz	244	13	table	table	NN
cord-330239-l8fp8cvz	244	14	has	have	VBZ
cord-330239-l8fp8cvz	244	15	a	a	DT
cord-330239-l8fp8cvz	244	16	size	size	NN
cord-330239-l8fp8cvz	244	17	equal	equal	JJ
cord-330239-l8fp8cvz	244	18	to	to	IN
cord-330239-l8fp8cvz	244	19	the	the	DT
cord-330239-l8fp8cvz	244	20	number	number	NN
cord-330239-l8fp8cvz	244	21	of	of	IN
cord-330239-l8fp8cvz	244	22	classes	class	NNS
cord-330239-l8fp8cvz	244	23	(	(	-LRB-
cord-330239-l8fp8cvz	244	24	24	24	CD
cord-330239-l8fp8cvz	244	25	)	)	-RRB-
cord-330239-l8fp8cvz	244	26	squared	square	VBD
cord-330239-l8fp8cvz	244	27	.	.	.
cord-330239-l8fp8cvz	245	1	The	the	DT
cord-330239-l8fp8cvz	245	2	confusion	confusion	NN
cord-330239-l8fp8cvz	245	3	matrix	matrix	NN
cord-330239-l8fp8cvz	245	4	computed	compute	VBN
cord-330239-l8fp8cvz	245	5	by	by	IN
cord-330239-l8fp8cvz	245	6	our	-PRON-	PRP$
cord-330239-l8fp8cvz	245	7	proposed	propose	VBN
cord-330239-l8fp8cvz	245	8	model	model	NN
cord-330239-l8fp8cvz	245	9	using	use	VBG
cord-330239-l8fp8cvz	245	10	both	both	CC
cord-330239-l8fp8cvz	245	11	Adam	Adam	NNP
cord-330239-l8fp8cvz	245	12	SGD	SGD	NNP
cord-330239-l8fp8cvz	245	13	(	(	-LRB-
cord-330239-l8fp8cvz	245	14	optimizers	optimizer	NNS
cord-330239-l8fp8cvz	245	15	)	)	-RRB-
cord-330239-l8fp8cvz	245	16	in	in	IN
cord-330239-l8fp8cvz	245	17	making	make	VBG
cord-330239-l8fp8cvz	245	18	predictions	prediction	NNS
cord-330239-l8fp8cvz	245	19	of	of	IN
cord-330239-l8fp8cvz	245	20	different	different	JJ
cord-330239-l8fp8cvz	245	21	classes	class	NNS
cord-330239-l8fp8cvz	245	22	in	in	IN
cord-330239-l8fp8cvz	245	23	the	the	DT
cord-330239-l8fp8cvz	245	24	combined	combined	JJ
cord-330239-l8fp8cvz	245	25	dataset	dataset	NN
cord-330239-l8fp8cvz	245	26	is	be	VBZ
cord-330239-l8fp8cvz	245	27	shown	show	VBN
cord-330239-l8fp8cvz	245	28	in	in	IN
cord-330239-l8fp8cvz	245	29	Figures	figure	NNS
cord-330239-l8fp8cvz	245	30	19	19	CD
cord-330239-l8fp8cvz	245	31	and	and	CC
cord-330239-l8fp8cvz	245	32	22	22	CD
cord-330239-l8fp8cvz	245	33	.	.	.
cord-330239-l8fp8cvz	246	1	Generally	generally	RB
cord-330239-l8fp8cvz	246	2	,	,	,
cord-330239-l8fp8cvz	246	3	it	-PRON-	PRP
cord-330239-l8fp8cvz	246	4	is	be	VBZ
cord-330239-l8fp8cvz	246	5	known	know	VBN
cord-330239-l8fp8cvz	246	6	that	that	IN
cord-330239-l8fp8cvz	246	7	the	the	DT
cord-330239-l8fp8cvz	246	8	higher	high	JJR
cord-330239-l8fp8cvz	246	9	the	the	DT
cord-330239-l8fp8cvz	246	10	number	number	NN
cord-330239-l8fp8cvz	246	11	on	on	IN
cord-330239-l8fp8cvz	246	12	the	the	DT
cord-330239-l8fp8cvz	246	13	diagonal	diagonal	NN
cord-330239-l8fp8cvz	246	14	of	of	IN
cord-330239-l8fp8cvz	246	15	the	the	DT
cord-330239-l8fp8cvz	246	16	confusion	confusion	NN
cord-330239-l8fp8cvz	246	17	matrix	matrix	NN
cord-330239-l8fp8cvz	246	18	,	,	,
cord-330239-l8fp8cvz	246	19	the	the	DT
cord-330239-l8fp8cvz	246	20	better	well	JJR
cord-330239-l8fp8cvz	246	21	the	the	DT
cord-330239-l8fp8cvz	246	22	accuracy	accuracy	NN
cord-330239-l8fp8cvz	246	23	of	of	IN
cord-330239-l8fp8cvz	246	24	the	the	DT
cord-330239-l8fp8cvz	246	25	model	model	NN
cord-330239-l8fp8cvz	246	26	.	.	.
cord-330239-l8fp8cvz	247	1	Evidently	evidently	RB
cord-330239-l8fp8cvz	247	2	,	,	,
cord-330239-l8fp8cvz	247	3	our	-PRON-	PRP$
cord-330239-l8fp8cvz	247	4	proposed	propose	VBN
cord-330239-l8fp8cvz	247	5	model	model	NN
cord-330239-l8fp8cvz	247	6	achieved	achieve	VBD
cord-330239-l8fp8cvz	247	7	a	a	DT
cord-330239-l8fp8cvz	247	8	good	good	JJ
cord-330239-l8fp8cvz	247	9	performance	performance	NN
cord-330239-l8fp8cvz	247	10	with	with	IN
cord-330239-l8fp8cvz	247	11	respect	respect	NN
cord-330239-l8fp8cvz	247	12	to	to	IN
cord-330239-l8fp8cvz	247	13	this	this	DT
cord-330239-l8fp8cvz	247	14	.	.	.
cord-330239-l8fp8cvz	248	1	One	one	CD
cord-330239-l8fp8cvz	248	2	of	of	IN
cord-330239-l8fp8cvz	248	3	the	the	DT
cord-330239-l8fp8cvz	248	4	most	most	RBS
cord-330239-l8fp8cvz	248	5	useful	useful	JJ
cord-330239-l8fp8cvz	248	6	metrics	metric	NNS
cord-330239-l8fp8cvz	248	7	is	be	VBZ
cord-330239-l8fp8cvz	248	8	the	the	DT
cord-330239-l8fp8cvz	248	9	classification_report	classification_report	NN
cord-330239-l8fp8cvz	248	10	which	which	WDT
cord-330239-l8fp8cvz	248	11	combines	combine	VBZ
cord-330239-l8fp8cvz	248	12	several	several	JJ
cord-330239-l8fp8cvz	248	13	measures	measure	NNS
cord-330239-l8fp8cvz	248	14	and	and	CC
cord-330239-l8fp8cvz	248	15	prints	print	VBZ
cord-330239-l8fp8cvz	248	16	a	a	DT
cord-330239-l8fp8cvz	248	17	table	table	NN
cord-330239-l8fp8cvz	248	18	with	with	IN
cord-330239-l8fp8cvz	248	19	the	the	DT
cord-330239-l8fp8cvz	248	20	results	result	NNS
cord-330239-l8fp8cvz	248	21	.	.	.
cord-330239-l8fp8cvz	249	1	Further	further	RB
cord-330239-l8fp8cvz	249	2	to	to	IN
cord-330239-l8fp8cvz	249	3	the	the	DT
cord-330239-l8fp8cvz	249	4	presentation	presentation	NN
cord-330239-l8fp8cvz	249	5	and	and	CC
cord-330239-l8fp8cvz	249	6	comparison	comparison	NN
cord-330239-l8fp8cvz	249	7	of	of	IN
cord-330239-l8fp8cvz	249	8	the	the	DT
cord-330239-l8fp8cvz	249	9	performance	performance	NN
cord-330239-l8fp8cvz	249	10	of	of	IN
cord-330239-l8fp8cvz	249	11	our	-PRON-	PRP$
cord-330239-l8fp8cvz	249	12	model	model	NN
cord-330239-l8fp8cvz	249	13	using	use	VBG
cord-330239-l8fp8cvz	249	14	metrics	metric	NNS
cord-330239-l8fp8cvz	249	15	like	like	IN
cord-330239-l8fp8cvz	249	16	specificity	specificity	NN
cord-330239-l8fp8cvz	249	17	,	,	,
cord-330239-l8fp8cvz	249	18	sensitivity	sensitivity	NN
cord-330239-l8fp8cvz	249	19	,	,	,
cord-330239-l8fp8cvz	249	20	recall	recall	NN
cord-330239-l8fp8cvz	249	21	,	,	,
cord-330239-l8fp8cvz	249	22	precision	precision	NN
cord-330239-l8fp8cvz	249	23	,	,	,
cord-330239-l8fp8cvz	249	24	F	f	NN
cord-330239-l8fp8cvz	249	25	-	-	HYPH
cord-330239-l8fp8cvz	249	26	score	score	NN
cord-330239-l8fp8cvz	249	27	,	,	,
cord-330239-l8fp8cvz	249	28	AUC	AUC	NNP
cord-330239-l8fp8cvz	249	29	and	and	CC
cord-330239-l8fp8cvz	249	30	others	other	NNS
cord-330239-l8fp8cvz	249	31	,	,	,
cord-330239-l8fp8cvz	249	32	we	-PRON-	PRP
cord-330239-l8fp8cvz	249	33	use	use	VBP
cord-330239-l8fp8cvz	249	34	Table	Table	NNP
cord-330239-l8fp8cvz	249	35	3	3	CD
cord-330239-l8fp8cvz	249	36	to	to	TO
cord-330239-l8fp8cvz	249	37	show	show	VB
cord-330239-l8fp8cvz	249	38	the	the	DT
cord-330239-l8fp8cvz	249	39	performance	performance	NN
cord-330239-l8fp8cvz	249	40	of	of	IN
cord-330239-l8fp8cvz	249	41	our	-PRON-	PRP$
cord-330239-l8fp8cvz	249	42	model	model	NN
cord-330239-l8fp8cvz	249	43	with	with	IN
cord-330239-l8fp8cvz	249	44	others	other	NNS
cord-330239-l8fp8cvz	249	45	in	in	IN
cord-330239-l8fp8cvz	249	46	terms	term	NNS
cord-330239-l8fp8cvz	249	47	of	of	IN
cord-330239-l8fp8cvz	249	48	accuracy	accuracy	NN
cord-330239-l8fp8cvz	249	49	.	.	.
cord-330239-l8fp8cvz	249	50	.	.	.
cord-330239-l8fp8cvz	250	1	CC	CC	NNP
cord-330239-l8fp8cvz	250	2	-	-	HYPH
cord-330239-l8fp8cvz	250	3	BY	BY	NNP
cord-330239-l8fp8cvz	250	4	-	-	HYPH
cord-330239-l8fp8cvz	250	5	NC	NC	NNP
cord-330239-l8fp8cvz	250	6	-	-	HYPH
cord-330239-l8fp8cvz	250	7	ND	ND	NNP
cord-330239-l8fp8cvz	250	8	4.0	4.0	CD
cord-330239-l8fp8cvz	250	9	International	international	JJ
cord-330239-l8fp8cvz	250	10	license	license	NN
cord-330239-l8fp8cvz	251	1	It	-PRON-	PRP
cord-330239-l8fp8cvz	251	2	is	be	VBZ
cord-330239-l8fp8cvz	251	3	made	make	VBN
cord-330239-l8fp8cvz	251	4	available	available	JJ
cord-330239-l8fp8cvz	251	5	under	under	IN
cord-330239-l8fp8cvz	251	6	a	a	DT
cord-330239-l8fp8cvz	252	1	is	be	VBZ
cord-330239-l8fp8cvz	252	2	the	the	DT
cord-330239-l8fp8cvz	252	3	author	author	NN
cord-330239-l8fp8cvz	252	4	/	/	SYM
cord-330239-l8fp8cvz	252	5	funder	funder	NN
cord-330239-l8fp8cvz	252	6	,	,	,
cord-330239-l8fp8cvz	252	7	who	who	WP
cord-330239-l8fp8cvz	252	8	has	have	VBZ
cord-330239-l8fp8cvz	252	9	granted	grant	VBN
cord-330239-l8fp8cvz	252	10	medRxiv	medRxiv	NNS
cord-330239-l8fp8cvz	252	11	a	a	DT
cord-330239-l8fp8cvz	252	12	license	license	NN
cord-330239-l8fp8cvz	252	13	to	to	TO
cord-330239-l8fp8cvz	252	14	display	display	VB
cord-330239-l8fp8cvz	252	15	the	the	DT
cord-330239-l8fp8cvz	252	16	preprint	preprint	NN
cord-330239-l8fp8cvz	252	17	in	in	IN
cord-330239-l8fp8cvz	252	18	perpetuity	perpetuity	NN
cord-330239-l8fp8cvz	252	19	.	.	.
cord-330239-l8fp8cvz	253	1	(	(	-LRB-
cord-330239-l8fp8cvz	253	2	which	which	WDT
cord-330239-l8fp8cvz	253	3	was	be	VBD
cord-330239-l8fp8cvz	253	4	not	not	RB
cord-330239-l8fp8cvz	253	5	certified	certify	VBN
cord-330239-l8fp8cvz	253	6	by	by	IN
cord-330239-l8fp8cvz	253	7	peer	peer	NN
cord-330239-l8fp8cvz	253	8	review	review	NN
cord-330239-l8fp8cvz	253	9	)	)	-RRB-
cord-330239-l8fp8cvz	254	1	The	the	DT
cord-330239-l8fp8cvz	254	2	copyright	copyright	NN
cord-330239-l8fp8cvz	254	3	holder	holder	NN
cord-330239-l8fp8cvz	254	4	for	for	IN
cord-330239-l8fp8cvz	254	5	this	this	DT
cord-330239-l8fp8cvz	254	6	preprint	preprint	NN
cord-330239-l8fp8cvz	254	7	this	this	DT
cord-330239-l8fp8cvz	254	8	version	version	NN
cord-330239-l8fp8cvz	254	9	posted	post	VBD
cord-330239-l8fp8cvz	254	10	November	November	NNP
cord-330239-l8fp8cvz	254	11	3	3	CD
cord-330239-l8fp8cvz	254	12	,	,	,
cord-330239-l8fp8cvz	254	13	2020	2020	CD
cord-330239-l8fp8cvz	254	14	.	.	.
cord-330239-l8fp8cvz	255	1	;	;	:
cord-330239-l8fp8cvz	255	2	https://doi.org/10.1101/2020	https://doi.org/10.1101/2020	NN
cord-330239-l8fp8cvz	255	3	.	.	.
cord-330239-l8fp8cvz	256	1	10	10	CD
cord-330239-l8fp8cvz	257	1	Panwar	Panwar	NNP
cord-330239-l8fp8cvz	257	2	et	et	FW
cord-330239-l8fp8cvz	257	3	al	al	NNP
cord-330239-l8fp8cvz	257	4	[	[	-LRB-
cord-330239-l8fp8cvz	257	5	11	11	CD
cord-330239-l8fp8cvz	257	6	]	]	-RRB-
cord-330239-l8fp8cvz	258	1	nCOVnet	nCOVnet	NNP
cord-330239-l8fp8cvz	258	2	Chest	Chest	NNP
cord-330239-l8fp8cvz	258	3	X	X	NNP
cord-330239-l8fp8cvz	258	4	-	-	NNP
cord-330239-l8fp8cvz	258	5	Ray	Ray	NNP
cord-330239-l8fp8cvz	258	6	Images	image	NNS
cord-330239-l8fp8cvz	258	7	97.00	97.00	CD
cord-330239-l8fp8cvz	258	8	%	%	NN
cord-330239-l8fp8cvz	259	1	Considering	consider	VBG
cord-330239-l8fp8cvz	259	2	the	the	DT
cord-330239-l8fp8cvz	259	3	performance	performance	NN
cord-330239-l8fp8cvz	259	4	of	of	IN
cord-330239-l8fp8cvz	259	5	our	-PRON-	PRP$
cord-330239-l8fp8cvz	259	6	model	model	NN
cord-330239-l8fp8cvz	259	7	from	from	IN
cord-330239-l8fp8cvz	259	8	Table	Table	NNP
cord-330239-l8fp8cvz	259	9	3	3	CD
cord-330239-l8fp8cvz	259	10	compared	compare	VBN
cord-330239-l8fp8cvz	259	11	with	with	IN
cord-330239-l8fp8cvz	259	12	other	other	JJ
cord-330239-l8fp8cvz	259	13	similar	similar	JJ
cord-330239-l8fp8cvz	259	14	studies	study	NNS
cord-330239-l8fp8cvz	259	15	,	,	,
cord-330239-l8fp8cvz	259	16	we	-PRON-	PRP
cord-330239-l8fp8cvz	259	17	conclude	conclude	VBP
cord-330239-l8fp8cvz	259	18	that	that	IN
cord-330239-l8fp8cvz	259	19	this	this	DT
cord-330239-l8fp8cvz	259	20	study	study	NN
cord-330239-l8fp8cvz	259	21	outperforms	outperform	VBZ
cord-330239-l8fp8cvz	259	22	state	state	NN
cord-330239-l8fp8cvz	259	23	-	-	HYPH
cord-330239-l8fp8cvz	259	24	of	of	IN
cord-330239-l8fp8cvz	259	25	-	-	HYPH
cord-330239-l8fp8cvz	259	26	the	the	DT
cord-330239-l8fp8cvz	259	27	-	-	HYPH
cord-330239-l8fp8cvz	259	28	art	art	NN
cord-330239-l8fp8cvz	259	29	deep	deep	JJ
cord-330239-l8fp8cvz	259	30	learning	learning	NN
cord-330239-l8fp8cvz	259	31	models	model	NNS
cord-330239-l8fp8cvz	259	32	aimed	aim	VBN
cord-330239-l8fp8cvz	259	33	at	at	IN
cord-330239-l8fp8cvz	259	34	detecting	detect	VBG
cord-330239-l8fp8cvz	259	35	and	and	CC
cord-330239-l8fp8cvz	259	36	classifying	classify	VBG
cord-330239-l8fp8cvz	259	37	the	the	DT
cord-330239-l8fp8cvz	259	38	novel	novel	JJ
cord-330239-l8fp8cvz	259	39	Coronavirus	Coronavirus	NNP
cord-330239-l8fp8cvz	259	40	.	.	.
cord-330239-l8fp8cvz	260	1	This	this	DT
cord-330239-l8fp8cvz	260	2	is	be	VBZ
cord-330239-l8fp8cvz	260	3	readily	readily	RB
cord-330239-l8fp8cvz	260	4	seen	see	VBN
cord-330239-l8fp8cvz	260	5	from	from	IN
cord-330239-l8fp8cvz	260	6	the	the	DT
cord-330239-l8fp8cvz	260	7	performances	performance	NNS
cord-330239-l8fp8cvz	260	8	of	of	IN
cord-330239-l8fp8cvz	260	9	each	each	DT
cord-330239-l8fp8cvz	260	10	study	study	NN
cord-330239-l8fp8cvz	260	11	.	.	.
cord-330239-l8fp8cvz	261	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	261	2	note	note	VBP
cord-330239-l8fp8cvz	261	3	that	that	IN
cord-330239-l8fp8cvz	261	4	only	only	RB
cord-330239-l8fp8cvz	261	5	Ko	Ko	NNP
cord-330239-l8fp8cvz	261	6	et	et	NNP
cord-330239-l8fp8cvz	261	7	al	al	NNP
cord-330239-l8fp8cvz	261	8	[	[	-LRB-
cord-330239-l8fp8cvz	261	9	10	10	CD
cord-330239-l8fp8cvz	261	10	]	]	-RRB-
cord-330239-l8fp8cvz	261	11	and	and	CC
cord-330239-l8fp8cvz	261	12	Panwar	Panwar	NNP
cord-330239-l8fp8cvz	261	13	et	et	FW
cord-330239-l8fp8cvz	261	14	al	al	NNP
cord-330239-l8fp8cvz	261	15	[	[	-LRB-
cord-330239-l8fp8cvz	261	16	11	11	CD
cord-330239-l8fp8cvz	261	17	]	]	-RRB-
cord-330239-l8fp8cvz	261	18	who	who	WP
cord-330239-l8fp8cvz	261	19	used	use	VBD
cord-330239-l8fp8cvz	261	20	fast	fast	JJ
cord-330239-l8fp8cvz	261	21	-	-	HYPH
cord-330239-l8fp8cvz	261	22	track	track	NN
cord-330239-l8fp8cvz	261	23	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	261	24	classification	classification	NN
cord-330239-l8fp8cvz	261	25	network	network	NN
cord-330239-l8fp8cvz	261	26	(	(	-LRB-
cord-330239-l8fp8cvz	261	27	FCONet	FCONet	NNP
cord-330239-l8fp8cvz	261	28	)	)	-RRB-
cord-330239-l8fp8cvz	261	29	and	and	CC
cord-330239-l8fp8cvz	261	30	nCOVnet	ncovnet	NN
cord-330239-l8fp8cvz	261	31	respectively	respectively	RB
cord-330239-l8fp8cvz	261	32	have	have	VB
cord-330239-l8fp8cvz	261	33	their	-PRON-	PRP$
cord-330239-l8fp8cvz	261	34	models	model	NNS
cord-330239-l8fp8cvz	261	35	'	'	POS
cord-330239-l8fp8cvz	261	36	performances	performance	NNS
cord-330239-l8fp8cvz	261	37	competing	compete	VBG
cord-330239-l8fp8cvz	261	38	with	with	IN
cord-330239-l8fp8cvz	261	39	our	-PRON-	PRP$
cord-330239-l8fp8cvz	261	40	model	model	NN
cord-330239-l8fp8cvz	261	41	.	.	.
cord-330239-l8fp8cvz	262	1	This	this	DT
cord-330239-l8fp8cvz	262	2	study	study	NN
cord-330239-l8fp8cvz	262	3	has	have	VBZ
cord-330239-l8fp8cvz	262	4	,	,	,
cord-330239-l8fp8cvz	262	5	therefore	therefore	RB
cord-330239-l8fp8cvz	262	6	,	,	,
cord-330239-l8fp8cvz	262	7	successfully	successfully	RB
cord-330239-l8fp8cvz	262	8	advanced	advanced	JJ
cord-330239-l8fp8cvz	262	9	research	research	NN
cord-330239-l8fp8cvz	262	10	in	in	IN
cord-330239-l8fp8cvz	262	11	the	the	DT
cord-330239-l8fp8cvz	262	12	areas	area	NNS
cord-330239-l8fp8cvz	262	13	of	of	IN
cord-330239-l8fp8cvz	262	14	detection	detection	NN
cord-330239-l8fp8cvz	262	15	and	and	CC
cord-330239-l8fp8cvz	262	16	classification	classification	NN
cord-330239-l8fp8cvz	262	17	of	of	IN
cord-330239-l8fp8cvz	262	18	COVId-19	COVId-19	NNP
cord-330239-l8fp8cvz	262	19	using	use	VBG
cord-330239-l8fp8cvz	262	20	deep	deep	JJ
cord-330239-l8fp8cvz	262	21	learning	learning	NN
cord-330239-l8fp8cvz	262	22	models	model	NNS
cord-330239-l8fp8cvz	262	23	.	.	.
cord-330239-l8fp8cvz	263	1	In	in	IN
cord-330239-l8fp8cvz	263	2	this	this	DT
cord-330239-l8fp8cvz	263	3	paper	paper	NN
cord-330239-l8fp8cvz	263	4	a	a	DT
cord-330239-l8fp8cvz	263	5	deep	deep	JJ
cord-330239-l8fp8cvz	263	6	learning	learning	NN
cord-330239-l8fp8cvz	263	7	model	model	NN
cord-330239-l8fp8cvz	263	8	based	base	VBN
cord-330239-l8fp8cvz	263	9	on	on	IN
cord-330239-l8fp8cvz	263	10	CNN	CNN	NNP
cord-330239-l8fp8cvz	263	11	was	be	VBD
cord-330239-l8fp8cvz	263	12	designed	design	VBN
cord-330239-l8fp8cvz	263	13	and	and	CC
cord-330239-l8fp8cvz	263	14	implemented	implement	VBN
cord-330239-l8fp8cvz	263	15	for	for	IN
cord-330239-l8fp8cvz	263	16	the	the	DT
cord-330239-l8fp8cvz	263	17	purpose	purpose	NN
cord-330239-l8fp8cvz	263	18	of	of	IN
cord-330239-l8fp8cvz	263	19	detecting	detect	VBG
cord-330239-l8fp8cvz	263	20	and	and	CC
cord-330239-l8fp8cvz	263	21	classifying	classify	VBG
cord-330239-l8fp8cvz	263	22	the	the	DT
cord-330239-l8fp8cvz	263	23	presence	presence	NN
cord-330239-l8fp8cvz	263	24	of	of	IN
cord-330239-l8fp8cvz	263	25	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	263	26	in	in	IN
cord-330239-l8fp8cvz	263	27	chest	chest	NN
cord-330239-l8fp8cvz	263	28	X	X	NNS
cord-330239-l8fp8cvz	263	29	-	-	NNS
cord-330239-l8fp8cvz	263	30	rays	ray	NNS
cord-330239-l8fp8cvz	263	31	and	and	CC
cord-330239-l8fp8cvz	263	32	CT	CT	NNP
cord-330239-l8fp8cvz	263	33	images	image	NNS
cord-330239-l8fp8cvz	263	34	.	.	.
cord-330239-l8fp8cvz	264	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	264	2	applied	apply	VBD
cord-330239-l8fp8cvz	264	3	the	the	DT
cord-330239-l8fp8cvz	264	4	proposed	propose	VBN
cord-330239-l8fp8cvz	264	5	CNN	CNN	NNP
cord-330239-l8fp8cvz	264	6	model	model	NN
cord-330239-l8fp8cvz	264	7	to	to	IN
cord-330239-l8fp8cvz	264	8	two	two	CD
cord-330239-l8fp8cvz	264	9	publicly	publicly	RB
cord-330239-l8fp8cvz	264	10	available	available	JJ
cord-330239-l8fp8cvz	264	11	datasets	dataset	NNS
cord-330239-l8fp8cvz	264	12	,	,	,
cord-330239-l8fp8cvz	264	13	namely	namely	RB
cord-330239-l8fp8cvz	264	14	COVID-19	covid-19	VB
cord-330239-l8fp8cvz	264	15	chest	chest	NN
cord-330239-l8fp8cvz	264	16	X	x	NN
cord-330239-l8fp8cvz	264	17	-	-	NN
cord-330239-l8fp8cvz	264	18	ray	ray	NN
cord-330239-l8fp8cvz	264	19	and	and	CC
cord-330239-l8fp8cvz	264	20	the	the	DT
cord-330239-l8fp8cvz	264	21	NIH	NIH	NNP
cord-330239-l8fp8cvz	264	22	chest	chest	NN
cord-330239-l8fp8cvz	264	23	X	x	NN
cord-330239-l8fp8cvz	264	24	-	-	NN
cord-330239-l8fp8cvz	264	25	ray	ray	NN
cord-330239-l8fp8cvz	264	26	databases	database	NNS
cord-330239-l8fp8cvz	264	27	.	.	.
cord-330239-l8fp8cvz	265	1	In	in	IN
cord-330239-l8fp8cvz	265	2	addition	addition	NN
cord-330239-l8fp8cvz	265	3	,	,	,
cord-330239-l8fp8cvz	265	4	we	-PRON-	PRP
cord-330239-l8fp8cvz	265	5	enhanced	enhance	VBD
cord-330239-l8fp8cvz	265	6	the	the	DT
cord-330239-l8fp8cvz	265	7	performance	performance	NN
cord-330239-l8fp8cvz	265	8	of	of	IN
cord-330239-l8fp8cvz	265	9	our	-PRON-	PRP$
cord-330239-l8fp8cvz	265	10	model	model	NN
cord-330239-l8fp8cvz	265	11	by	by	IN
cord-330239-l8fp8cvz	265	12	applying	apply	VBG
cord-330239-l8fp8cvz	265	13	it	-PRON-	PRP
cord-330239-l8fp8cvz	265	14	to	to	IN
cord-330239-l8fp8cvz	265	15	some	some	DT
cord-330239-l8fp8cvz	265	16	regularization	regularization	NN
cord-330239-l8fp8cvz	265	17	techniques	technique	NNS
cord-330239-l8fp8cvz	265	18	.	.	.
cord-330239-l8fp8cvz	266	1	Furthermore	furthermore	RB
cord-330239-l8fp8cvz	266	2	,	,	,
cord-330239-l8fp8cvz	266	3	we	-PRON-	PRP
cord-330239-l8fp8cvz	266	4	investigated	investigate	VBD
cord-330239-l8fp8cvz	266	5	the	the	DT
cord-330239-l8fp8cvz	266	6	performance	performance	NN
cord-330239-l8fp8cvz	266	7	of	of	IN
cord-330239-l8fp8cvz	266	8	the	the	DT
cord-330239-l8fp8cvz	266	9	proposed	propose	VBN
cord-330239-l8fp8cvz	266	10	model	model	NN
cord-330239-l8fp8cvz	266	11	by	by	IN
cord-330239-l8fp8cvz	266	12	juxtaposing	juxtapose	VBG
cord-330239-l8fp8cvz	266	13	the	the	DT
cord-330239-l8fp8cvz	266	14	use	use	NN
cord-330239-l8fp8cvz	266	15	of	of	IN
cord-330239-l8fp8cvz	266	16	optimizer	optimizer	NN
cord-330239-l8fp8cvz	266	17	between	between	IN
cord-330239-l8fp8cvz	266	18	the	the	DT
cord-330239-l8fp8cvz	266	19	popular	popular	JJ
cord-330239-l8fp8cvz	266	20	Adam	Adam	NNP
cord-330239-l8fp8cvz	266	21	and	and	CC
cord-330239-l8fp8cvz	266	22	SGD	SGD	NNP
cord-330239-l8fp8cvz	266	23	.	.	.
cord-330239-l8fp8cvz	267	1	The	the	DT
cord-330239-l8fp8cvz	267	2	result	result	NN
cord-330239-l8fp8cvz	267	3	obtained	obtain	VBD
cord-330239-l8fp8cvz	267	4	revealed	reveal	VBD
cord-330239-l8fp8cvz	267	5	that	that	IN
cord-330239-l8fp8cvz	267	6	our	-PRON-	PRP$
cord-330239-l8fp8cvz	267	7	model	model	NN
cord-330239-l8fp8cvz	267	8	achieved	achieve	VBD
cord-330239-l8fp8cvz	267	9	100	100	CD
cord-330239-l8fp8cvz	267	10	%	%	NN
cord-330239-l8fp8cvz	267	11	accuracy	accuracy	NN
cord-330239-l8fp8cvz	267	12	in	in	IN
cord-330239-l8fp8cvz	267	13	classifying	classify	VBG
cord-330239-l8fp8cvz	267	14	the	the	DT
cord-330239-l8fp8cvz	267	15	novel	novel	JJ
cord-330239-l8fp8cvz	267	16	coronavirus	coronavirus	NN
cord-330239-l8fp8cvz	267	17	.	.	.
cord-330239-l8fp8cvz	268	1	With	with	IN
cord-330239-l8fp8cvz	268	2	the	the	DT
cord-330239-l8fp8cvz	268	3	exponential	exponential	JJ
cord-330239-l8fp8cvz	268	4	increase	increase	NN
cord-330239-l8fp8cvz	268	5	in	in	IN
cord-330239-l8fp8cvz	268	6	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	268	7	reported	report	VBN
cord-330239-l8fp8cvz	268	8	cases	case	NNS
cord-330239-l8fp8cvz	268	9	and	and	CC
cord-330239-l8fp8cvz	268	10	treatments	treatment	NNS
cord-330239-l8fp8cvz	268	11	around	around	IN
cord-330239-l8fp8cvz	268	12	the	the	DT
cord-330239-l8fp8cvz	268	13	globe	globe	NN
cord-330239-l8fp8cvz	268	14	,	,	,
cord-330239-l8fp8cvz	268	15	the	the	DT
cord-330239-l8fp8cvz	268	16	volume	volume	NN
cord-330239-l8fp8cvz	268	17	of	of	IN
cord-330239-l8fp8cvz	268	18	COVID-19	covid-19	JJ
cord-330239-l8fp8cvz	268	19	datasets	dataset	NNS
cord-330239-l8fp8cvz	268	20	is	be	VBZ
cord-330239-l8fp8cvz	268	21	being	be	VBG
cord-330239-l8fp8cvz	268	22	created	create	VBN
cord-330239-l8fp8cvz	268	23	and	and	CC
cord-330239-l8fp8cvz	268	24	archived	archive	VBN
cord-330239-l8fp8cvz	268	25	daily	daily	RB
cord-330239-l8fp8cvz	268	26	.	.	.
cord-330239-l8fp8cvz	269	1	Therefore	therefore	RB
cord-330239-l8fp8cvz	269	2	,	,	,
cord-330239-l8fp8cvz	269	3	future	future	JJ
cord-330239-l8fp8cvz	269	4	studies	study	NNS
cord-330239-l8fp8cvz	269	5	could	could	MD
cord-330239-l8fp8cvz	269	6	focus	focus	VB
cord-330239-l8fp8cvz	269	7	on	on	IN
cord-330239-l8fp8cvz	269	8	advancing	advance	VBG
cord-330239-l8fp8cvz	269	9	the	the	DT
cord-330239-l8fp8cvz	269	10	architecture	architecture	NN
cord-330239-l8fp8cvz	269	11	of	of	IN
cord-330239-l8fp8cvz	269	12	the	the	DT
cord-330239-l8fp8cvz	269	13	proposed	propose	VBN
cord-330239-l8fp8cvz	269	14	deep	deep	JJ
cord-330239-l8fp8cvz	269	15	learning	learning	NN
cord-330239-l8fp8cvz	269	16	model	model	NN
cord-330239-l8fp8cvz	269	17	presented	present	VBN
cord-330239-l8fp8cvz	269	18	in	in	IN
cord-330239-l8fp8cvz	269	19	this	this	DT
cord-330239-l8fp8cvz	269	20	paper	paper	NN
cord-330239-l8fp8cvz	269	21	and	and	CC
cord-330239-l8fp8cvz	269	22	most	most	RBS
cord-330239-l8fp8cvz	269	23	importantly	importantly	RB
cord-330239-l8fp8cvz	269	24	investing	invest	VBG
cord-330239-l8fp8cvz	269	25	the	the	DT
cord-330239-l8fp8cvz	269	26	robustness	robustness	NN
cord-330239-l8fp8cvz	269	27	of	of	IN
cord-330239-l8fp8cvz	269	28	this	this	DT
cord-330239-l8fp8cvz	269	29	model	model	NN
cord-330239-l8fp8cvz	269	30	on	on	IN
cord-330239-l8fp8cvz	269	31	some	some	DT
cord-330239-l8fp8cvz	269	32	large	large	JJ
cord-330239-l8fp8cvz	269	33	scale	scale	NN
cord-330239-l8fp8cvz	269	34	datasets	dataset	NNS
cord-330239-l8fp8cvz	269	35	.	.	.
cord-330239-l8fp8cvz	270	1	Furthermore	furthermore	RB
cord-330239-l8fp8cvz	270	2	,	,	,
cord-330239-l8fp8cvz	270	3	it	-PRON-	PRP
cord-330239-l8fp8cvz	270	4	will	will	MD
cord-330239-l8fp8cvz	270	5	also	also	RB
cord-330239-l8fp8cvz	270	6	be	be	VB
cord-330239-l8fp8cvz	270	7	interesting	interesting	JJ
cord-330239-l8fp8cvz	270	8	to	to	TO
cord-330239-l8fp8cvz	270	9	see	see	VB
cord-330239-l8fp8cvz	270	10	the	the	DT
cord-330239-l8fp8cvz	270	11	deployment	deployment	NN
cord-330239-l8fp8cvz	270	12	of	of	IN
cord-330239-l8fp8cvz	270	13	our	-PRON-	PRP$
cord-330239-l8fp8cvz	270	14	trained	train	VBN
cord-330239-l8fp8cvz	270	15	CNN	CNN	NNP
cord-330239-l8fp8cvz	270	16	based	base	VBN
cord-330239-l8fp8cvz	270	17	deep	deep	JJ
cord-330239-l8fp8cvz	270	18	learning	learning	NN
cord-330239-l8fp8cvz	270	19	model	model	NN
cord-330239-l8fp8cvz	270	20	to	to	IN
cord-330239-l8fp8cvz	270	21	both	both	DT
cord-330239-l8fp8cvz	270	22	web	web	NN
cord-330239-l8fp8cvz	270	23	and	and	CC
cord-330239-l8fp8cvz	270	24	Android	Android	NNP
cord-330239-l8fp8cvz	270	25	applications	application	NNS
cord-330239-l8fp8cvz	270	26	for	for	IN
cord-330239-l8fp8cvz	270	27	clinical	clinical	JJ
cord-330239-l8fp8cvz	270	28	utilization	utilization	NN
cord-330239-l8fp8cvz	270	29	.	.	.
cord-330239-l8fp8cvz	271	1	Sensitivity	sensitivity	NN
cord-330239-l8fp8cvz	271	2	of	of	IN
cord-330239-l8fp8cvz	271	3	Chest	Chest	NNP
cord-330239-l8fp8cvz	271	4	CT	CT	NNP
cord-330239-l8fp8cvz	271	5	for	for	IN
cord-330239-l8fp8cvz	271	6	COVID-19	covid-19	NN
cord-330239-l8fp8cvz	271	7	:	:	:
cord-330239-l8fp8cvz	271	8	Comparison	comparison	NN
cord-330239-l8fp8cvz	271	9	to	to	IN
cord-330239-l8fp8cvz	271	10	RT	RT	NNP
cord-330239-l8fp8cvz	271	11	-	-	HYPH
cord-330239-l8fp8cvz	271	12	PCR	PCR	NNP
cord-330239-l8fp8cvz	271	13	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	271	14	Image	Image	NNP
cord-330239-l8fp8cvz	271	15	Data	Data	NNP
cord-330239-l8fp8cvz	271	16	Collection	Collection	NNP
cord-330239-l8fp8cvz	272	1	:	:	:
cord-330239-l8fp8cvz	272	2	Prospective	prospective	JJ
cord-330239-l8fp8cvz	272	3	Predictions	prediction	NNS
cord-330239-l8fp8cvz	272	4	Are	be	VBP
cord-330239-l8fp8cvz	272	5	the	the	DT
cord-330239-l8fp8cvz	272	6	Future	future	JJ
cord-330239-l8fp8cvz	272	7	ChestX	chestx	NN
cord-330239-l8fp8cvz	272	8	-	-	HYPH
cord-330239-l8fp8cvz	272	9	ray8	ray8	NN
cord-330239-l8fp8cvz	272	10	:	:	:
cord-330239-l8fp8cvz	272	11	Hospital	hospital	NN
cord-330239-l8fp8cvz	272	12	-	-	HYPH
cord-330239-l8fp8cvz	272	13	scale	scale	NN
cord-330239-l8fp8cvz	272	14	Chest	chest	NN
cord-330239-l8fp8cvz	272	15	X	x	NN
cord-330239-l8fp8cvz	272	16	-	-	NN
cord-330239-l8fp8cvz	272	17	ray	ray	NN
cord-330239-l8fp8cvz	272	18	Database	database	NN
cord-330239-l8fp8cvz	272	19	and	and	CC
cord-330239-l8fp8cvz	272	20	Benchmarks	Benchmarks	NNPS
cord-330239-l8fp8cvz	272	21	on	on	IN
cord-330239-l8fp8cvz	272	22	Weakly	weakly	RB
cord-330239-l8fp8cvz	272	23	-	-	HYPH
cord-330239-l8fp8cvz	272	24	Supervised	Supervised	NNP
cord-330239-l8fp8cvz	272	25	Classification	Classification	NNP
cord-330239-l8fp8cvz	272	26	and	and	CC
cord-330239-l8fp8cvz	272	27	Localization	Localization	NNP
cord-330239-l8fp8cvz	272	28	of	of	IN
cord-330239-l8fp8cvz	272	29	Common	Common	NNP
cord-330239-l8fp8cvz	272	30	Thorax	Thorax	NNP
cord-330239-l8fp8cvz	272	31	Diseases	Diseases	NNPS
cord-330239-l8fp8cvz	272	32	Automated	automate	VBN
cord-330239-l8fp8cvz	272	33	detection	detection	NN
cord-330239-l8fp8cvz	272	34	of	of	IN
cord-330239-l8fp8cvz	272	35	COVID19	covid19	NN
cord-330239-l8fp8cvz	272	36	cases	case	NNS
cord-330239-l8fp8cvz	272	37	using	use	VBG
cord-330239-l8fp8cvz	272	38	deep	deep	JJ
cord-330239-l8fp8cvz	272	39	neural	neural	JJ
cord-330239-l8fp8cvz	272	40	networks	network	NNS
cord-330239-l8fp8cvz	272	41	with	with	IN
cord-330239-l8fp8cvz	272	42	X	x	NN
cord-330239-l8fp8cvz	272	43	-	-	NN
cord-330239-l8fp8cvz	272	44	ray	ray	NN
cord-330239-l8fp8cvz	272	45	images	image	VBZ
cord-330239-l8fp8cvz	272	46	COVID	COVID	NNP
cord-330239-l8fp8cvz	272	47	-	-	HYPH
cord-330239-l8fp8cvz	272	48	Net	net	NN
cord-330239-l8fp8cvz	272	49	:	:	:
cord-330239-l8fp8cvz	273	1	A	a	DT
cord-330239-l8fp8cvz	273	2	tailored	tailor	VBN
cord-330239-l8fp8cvz	273	3	deep	deep	JJ
cord-330239-l8fp8cvz	273	4	convolutional	convolutional	NN
cord-330239-l8fp8cvz	273	5	neural	neural	JJ
cord-330239-l8fp8cvz	273	6	network	network	NN
cord-330239-l8fp8cvz	273	7	design	design	NN
cord-330239-l8fp8cvz	273	8	for	for	IN
cord-330239-l8fp8cvz	273	9	detection	detection	NN
cord-330239-l8fp8cvz	273	10	of	of	IN
cord-330239-l8fp8cvz	273	11	COVID-19	covid-19	JJ
cord-330239-l8fp8cvz	273	12	cases	case	NNS
cord-330239-l8fp8cvz	273	13	from	from	IN
cord-330239-l8fp8cvz	273	14	chest	chest	NN
cord-330239-l8fp8cvz	273	15	radiography	radiography	NN
cord-330239-l8fp8cvz	273	16	images	image	NNS
cord-330239-l8fp8cvz	274	1	Covid-19	Covid-19	NNP
cord-330239-l8fp8cvz	274	2	:	:	:
cord-330239-l8fp8cvz	274	3	automatic	automatic	JJ
cord-330239-l8fp8cvz	274	4	detection	detection	NN
cord-330239-l8fp8cvz	274	5	from	from	IN
cord-330239-l8fp8cvz	274	6	x	x	NN
cord-330239-l8fp8cvz	274	7	-	-	NN
cord-330239-l8fp8cvz	274	8	ray	ray	NN
cord-330239-l8fp8cvz	274	9	images	image	NNS
cord-330239-l8fp8cvz	274	10	utilizing	utilize	VBG
cord-330239-l8fp8cvz	274	11	transfer	transfer	NN
cord-330239-l8fp8cvz	274	12	learning	learn	VBG
cord-330239-l8fp8cvz	274	13	with	with	IN
cord-330239-l8fp8cvz	274	14	convolutional	convolutional	JJ
cord-330239-l8fp8cvz	274	15	neural	neural	JJ
cord-330239-l8fp8cvz	274	16	networks	network	NNS
cord-330239-l8fp8cvz	274	17	Coronet	Coronet	NNP
cord-330239-l8fp8cvz	274	18	:	:	:
cord-330239-l8fp8cvz	274	19	A	a	DT
cord-330239-l8fp8cvz	274	20	deep	deep	JJ
cord-330239-l8fp8cvz	274	21	neural	neural	JJ
cord-330239-l8fp8cvz	274	22	network	network	NN
cord-330239-l8fp8cvz	274	23	for	for	IN
cord-330239-l8fp8cvz	274	24	detection	detection	NN
cord-330239-l8fp8cvz	274	25	and	and	CC
cord-330239-l8fp8cvz	274	26	diagnosis	diagnosis	NN
cord-330239-l8fp8cvz	274	27	of	of	IN
cord-330239-l8fp8cvz	274	28	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	274	29	from	from	IN
cord-330239-l8fp8cvz	274	30	chest	chest	NN
cord-330239-l8fp8cvz	274	31	x	x	NN
cord-330239-l8fp8cvz	274	32	-	-	NN
cord-330239-l8fp8cvz	274	33	ray	ray	NN
cord-330239-l8fp8cvz	274	34	images	image	NNS
cord-330239-l8fp8cvz	274	35	Unveiling	unveil	VBG
cord-330239-l8fp8cvz	274	36	COVID-19	covid-19	CD
cord-330239-l8fp8cvz	274	37	from	from	IN
cord-330239-l8fp8cvz	274	38	Chest	Chest	NNP
cord-330239-l8fp8cvz	274	39	X	x	NN
cord-330239-l8fp8cvz	274	40	-	-	NN
cord-330239-l8fp8cvz	274	41	ray	ray	NN
cord-330239-l8fp8cvz	274	42	with	with	IN
cord-330239-l8fp8cvz	274	43	deep	deep	JJ
cord-330239-l8fp8cvz	274	44	learning	learning	NN
cord-330239-l8fp8cvz	274	45	:	:	:
cord-330239-l8fp8cvz	274	46	a	a	DT
cord-330239-l8fp8cvz	274	47	hurdles	hurdle	NNS
cord-330239-l8fp8cvz	274	48	race	race	NN
cord-330239-l8fp8cvz	274	49	with	with	IN
cord-330239-l8fp8cvz	274	50	small	small	JJ
cord-330239-l8fp8cvz	274	51	data	datum	NNS
cord-330239-l8fp8cvz	274	52	Deep	Deep	NNP
cord-330239-l8fp8cvz	274	53	Learning	Learning	NNP
cord-330239-l8fp8cvz	274	54	-	-	HYPH
cord-330239-l8fp8cvz	274	55	Based	Based	NNP
cord-330239-l8fp8cvz	274	56	Decision	decision	NN
cord-330239-l8fp8cvz	274	57	-	-	HYPH
cord-330239-l8fp8cvz	274	58	Tree	Tree	NNP
cord-330239-l8fp8cvz	274	59	Classifier	Classifier	NNP
cord-330239-l8fp8cvz	274	60	for	for	IN
cord-330239-l8fp8cvz	274	61	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	274	62	Diagnosis	Diagnosis	NNP
cord-330239-l8fp8cvz	274	63	From	from	IN
cord-330239-l8fp8cvz	274	64	Chest	Chest	NNP
cord-330239-l8fp8cvz	274	65	X	x	NN
cord-330239-l8fp8cvz	274	66	-	-	NN
cord-330239-l8fp8cvz	274	67	ray	ray	NN
cord-330239-l8fp8cvz	274	68	Imaging	Imaging	NNP
cord-330239-l8fp8cvz	274	69	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	274	70	Pneumonia	Pneumonia	NNP
cord-330239-l8fp8cvz	274	71	Diagnosis	Diagnosis	NNP
cord-330239-l8fp8cvz	274	72	Using	use	VBG
cord-330239-l8fp8cvz	274	73	a	a	DT
cord-330239-l8fp8cvz	274	74	Simple	simple	JJ
cord-330239-l8fp8cvz	274	75	2D	2d	NN
cord-330239-l8fp8cvz	274	76	Deep	Deep	NNP
cord-330239-l8fp8cvz	274	77	Learning	Learning	NNP
cord-330239-l8fp8cvz	274	78	Framework	Framework	NNP
cord-330239-l8fp8cvz	274	79	With	with	IN
cord-330239-l8fp8cvz	274	80	a	a	DT
cord-330239-l8fp8cvz	274	81	Single	Single	NNP
cord-330239-l8fp8cvz	274	82	Chest	Chest	NNP
cord-330239-l8fp8cvz	274	83	CT	CT	NNP
cord-330239-l8fp8cvz	274	84	Image	image	NN
cord-330239-l8fp8cvz	274	85	:	:	:
cord-330239-l8fp8cvz	274	86	Model	Model	NNP
cord-330239-l8fp8cvz	274	87	Development	Development	NNP
cord-330239-l8fp8cvz	274	88	and	and	CC
cord-330239-l8fp8cvz	274	89	Validation	Validation	NNP
cord-330239-l8fp8cvz	274	90	Application	Application	NNP
cord-330239-l8fp8cvz	274	91	of	of	IN
cord-330239-l8fp8cvz	274	92	deep	deep	JJ
cord-330239-l8fp8cvz	274	93	learning	learning	NN
cord-330239-l8fp8cvz	274	94	for	for	IN
cord-330239-l8fp8cvz	274	95	fast	fast	JJ
cord-330239-l8fp8cvz	274	96	detection	detection	NN
cord-330239-l8fp8cvz	274	97	of	of	IN
cord-330239-l8fp8cvz	274	98	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	274	99	in	in	IN
cord-330239-l8fp8cvz	274	100	X	X	NNS
cord-330239-l8fp8cvz	274	101	-	-	NNS
cord-330239-l8fp8cvz	274	102	Rays	ray	NNS
cord-330239-l8fp8cvz	274	103	using	use	VBG
cord-330239-l8fp8cvz	274	104	nCOVnet	ncovnet	NN
cord-330239-l8fp8cvz	274	105	.	.	.
cord-330239-l8fp8cvz	275	1	Chaos	chaos	NN
cord-330239-l8fp8cvz	275	2	,	,	,
cord-330239-l8fp8cvz	275	3	Solitons	Solitons	NNPS
cord-330239-l8fp8cvz	275	4	,	,	,
cord-330239-l8fp8cvz	275	5	and	and	CC
cord-330239-l8fp8cvz	275	6	Fractals	Fractals	NNPS
cord-330239-l8fp8cvz	275	7	A	a	DT
cord-330239-l8fp8cvz	275	8	survey	survey	NN
cord-330239-l8fp8cvz	275	9	on	on	IN
cord-330239-l8fp8cvz	275	10	Image	Image	NNP
cord-330239-l8fp8cvz	275	11	Data	Data	NNP
cord-330239-l8fp8cvz	275	12	Augmentation	Augmentation	NNP
cord-330239-l8fp8cvz	275	13	for	for	IN
cord-330239-l8fp8cvz	275	14	Deep	Deep	NNP
cord-330239-l8fp8cvz	275	15	Learning	Learning	NNP
cord-330239-l8fp8cvz	275	16	Preprocessing	Preprocessing	NNP
cord-330239-l8fp8cvz	275	17	for	for	IN
cord-330239-l8fp8cvz	275	18	image	image	NN
cord-330239-l8fp8cvz	275	19	classification	classification	NN
cord-330239-l8fp8cvz	275	20	by	by	IN
cord-330239-l8fp8cvz	275	21	convolutional	convolutional	JJ
cord-330239-l8fp8cvz	275	22	neural	neural	JJ
cord-330239-l8fp8cvz	275	23	networks	network	NNS
cord-330239-l8fp8cvz	275	24	Image	image	NN
cord-330239-l8fp8cvz	275	25	enhancement	enhancement	NN
cord-330239-l8fp8cvz	275	26	effect	effect	NN
cord-330239-l8fp8cvz	275	27	on	on	IN
cord-330239-l8fp8cvz	275	28	the	the	DT
cord-330239-l8fp8cvz	275	29	performance	performance	NN
cord-330239-l8fp8cvz	275	30	of	of	IN
cord-330239-l8fp8cvz	275	31	convolutional	convolutional	JJ
cord-330239-l8fp8cvz	275	32	neural	neural	JJ
cord-330239-l8fp8cvz	275	33	networks	network	NNS
cord-330239-l8fp8cvz	275	34	Image	image	NN
cord-330239-l8fp8cvz	275	35	Processing	Processing	NNP
cord-330239-l8fp8cvz	275	36	,	,	,
cord-330239-l8fp8cvz	275	37	Computer	Computer	NNP
cord-330239-l8fp8cvz	275	38	Vision	Vision	NNP
cord-330239-l8fp8cvz	275	39	,	,	,
cord-330239-l8fp8cvz	275	40	and	and	CC
cord-330239-l8fp8cvz	275	41	DeepLearning	DeepLearning	NNP
cord-330239-l8fp8cvz	275	42	:	:	:
cord-330239-l8fp8cvz	275	43	new	new	JJ
cord-330239-l8fp8cvz	275	44	approaches	approach	NNS
cord-330239-l8fp8cvz	275	45	to	to	IN
cord-330239-l8fp8cvz	275	46	the	the	DT
cord-330239-l8fp8cvz	275	47	analysis	analysis	NN
cord-330239-l8fp8cvz	275	48	andphysics	andphysic	NNS
cord-330239-l8fp8cvz	275	49	interpretation	interpretation	NN
cord-330239-l8fp8cvz	275	50	of	of	IN
cord-330239-l8fp8cvz	275	51	LHC	LHC	NNP
cord-330239-l8fp8cvz	275	52	events	event	NNS
cord-330239-l8fp8cvz	275	53	Investigation	Investigation	NNP
cord-330239-l8fp8cvz	275	54	on	on	IN
cord-330239-l8fp8cvz	275	55	the	the	DT
cord-330239-l8fp8cvz	275	56	effect	effect	NN
cord-330239-l8fp8cvz	275	57	of	of	IN
cord-330239-l8fp8cvz	275	58	a	a	DT
cord-330239-l8fp8cvz	275	59	Gaussian	Gaussian	NNP
cord-330239-l8fp8cvz	275	60	Blur	Blur	NNP
cord-330239-l8fp8cvz	275	61	in	in	IN
cord-330239-l8fp8cvz	275	62	image	image	NN
cord-330239-l8fp8cvz	275	63	filtering	filtering	NN
cord-330239-l8fp8cvz	275	64	and	and	CC
cord-330239-l8fp8cvz	275	65	segmentation	segmentation	NN
cord-330239-l8fp8cvz	275	66	OVERVIEW	overview	NN
cord-330239-l8fp8cvz	275	67	OF	of	IN
cord-330239-l8fp8cvz	275	68	DIFFERENT	different	JJ
cord-330239-l8fp8cvz	275	69	THRESHOLDING	thresholding	NN
cord-330239-l8fp8cvz	275	70	METHODS	methods	NN
cord-330239-l8fp8cvz	275	71	IN	in	IN
cord-330239-l8fp8cvz	275	72	IMAGE	image	NN
cord-330239-l8fp8cvz	275	73	PROCESSING	processing	NN
cord-330239-l8fp8cvz	275	74	.	.	.
cord-330239-l8fp8cvz	276	1	TEQIP	TEQIP	NNP
cord-330239-l8fp8cvz	276	2	Sponsored	Sponsored	NNP
cord-330239-l8fp8cvz	276	3	3rd	3rd	NNP
cord-330239-l8fp8cvz	276	4	National	National	NNP
cord-330239-l8fp8cvz	276	5	Conference	Conference	NNP
cord-330239-l8fp8cvz	276	6	on	on	IN
cord-330239-l8fp8cvz	276	7	ETACC	ETACC	NNP
cord-330239-l8fp8cvz	276	8	Various	various	JJ
cord-330239-l8fp8cvz	276	9	Image	image	NN
cord-330239-l8fp8cvz	276	10	Segmentation	segmentation	NN
cord-330239-l8fp8cvz	276	11	Techniques	technique	NNS
cord-330239-l8fp8cvz	276	12	:	:	:
cord-330239-l8fp8cvz	276	13	A	a	DT
cord-330239-l8fp8cvz	276	14	Review	Review	NNP
cord-330239-l8fp8cvz	276	15	Regularization	Regularization	NNP
cord-330239-l8fp8cvz	276	16	for	for	IN
cord-330239-l8fp8cvz	276	17	Deep	deep	JJ
cord-330239-l8fp8cvz	276	18	Learning	learning	NN
cord-330239-l8fp8cvz	276	19	:	:	:
cord-330239-l8fp8cvz	277	1	A	a	DT
cord-330239-l8fp8cvz	277	2	Taxonomy	taxonomy	NN
cord-330239-l8fp8cvz	278	1	A	a	DT
cord-330239-l8fp8cvz	278	2	Comparison	comparison	NN
cord-330239-l8fp8cvz	278	3	of	of	IN
cord-330239-l8fp8cvz	278	4	Regularization	Regularization	NNP
cord-330239-l8fp8cvz	278	5	Techniques	Techniques	NNPS
cord-330239-l8fp8cvz	278	6	in	in	IN
cord-330239-l8fp8cvz	278	7	Deep	deep	JJ
cord-330239-l8fp8cvz	278	8	Neural	Neural	NNP
cord-330239-l8fp8cvz	278	9	Networks	Networks	NNPS
cord-330239-l8fp8cvz	278	10	ImageNet	ImageNet	NNP
cord-330239-l8fp8cvz	278	11	Classification	Classification	NNP
cord-330239-l8fp8cvz	278	12	with	with	IN
cord-330239-l8fp8cvz	278	13	Deep	Deep	NNP
cord-330239-l8fp8cvz	278	14	Convolutional	Convolutional	NNP
cord-330239-l8fp8cvz	278	15	Neural	Neural	NNP
cord-330239-l8fp8cvz	278	16	Networks	Networks	NNPS
cord-330239-l8fp8cvz	279	1	Very	very	RB
cord-330239-l8fp8cvz	279	2	Deep	Deep	NNP
cord-330239-l8fp8cvz	279	3	Convolutional	Convolutional	NNP
cord-330239-l8fp8cvz	279	4	Networks	Networks	NNPS
cord-330239-l8fp8cvz	279	5	for	for	IN
cord-330239-l8fp8cvz	279	6	Large	large	JJ
cord-330239-l8fp8cvz	279	7	-	-	HYPH
cord-330239-l8fp8cvz	279	8	Scale	scale	NN
cord-330239-l8fp8cvz	279	9	Image	image	NN
cord-330239-l8fp8cvz	279	10	Recognition	recognition	NN
cord-330239-l8fp8cvz	279	11	Xception	xception	NN
cord-330239-l8fp8cvz	279	12	:	:	:
cord-330239-l8fp8cvz	280	1	Deep	deep	JJ
cord-330239-l8fp8cvz	280	2	Learning	learn	VBG
cord-330239-l8fp8cvz	280	3	with	with	IN
cord-330239-l8fp8cvz	280	4	Depthwise	Depthwise	NNP
cord-330239-l8fp8cvz	280	5	Separable	Separable	NNP
cord-330239-l8fp8cvz	280	6	Convolutions	Convolutions	NNPS
cord-330239-l8fp8cvz	280	7	COVID	COVID	NNP
cord-330239-l8fp8cvz	280	8	faster	fast	RBR
cord-330239-l8fp8cvz	280	9	R	R	NNP
cord-330239-l8fp8cvz	280	10	-	-	HYPH
cord-330239-l8fp8cvz	280	11	CNN	CNN	NNP
cord-330239-l8fp8cvz	280	12	:	:	:
cord-330239-l8fp8cvz	281	1	A	a	DT
cord-330239-l8fp8cvz	281	2	novel	novel	JJ
cord-330239-l8fp8cvz	281	3	framework	framework	NN
cord-330239-l8fp8cvz	281	4	to	to	TO
cord-330239-l8fp8cvz	281	5	Diagnose	diagnose	VB
cord-330239-l8fp8cvz	281	6	Novel	Novel	NNP
cord-330239-l8fp8cvz	281	7	Coronavirus	Coronavirus	NNP
cord-330239-l8fp8cvz	281	8	Disease	Disease	NNP
cord-330239-l8fp8cvz	281	9	(	(	-LRB-
cord-330239-l8fp8cvz	281	10	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	281	11	)	)	-RRB-
cord-330239-l8fp8cvz	281	12	in	in	IN
cord-330239-l8fp8cvz	281	13	X	X	NNP
cord-330239-l8fp8cvz	281	14	-	-	NNP
cord-330239-l8fp8cvz	281	15	Ray	Ray	NNP
cord-330239-l8fp8cvz	281	16	images	image	VBZ
cord-330239-l8fp8cvz	281	17	A	a	DT
cord-330239-l8fp8cvz	281	18	case	case	NN
cord-330239-l8fp8cvz	281	19	-	-	HYPH
cord-330239-l8fp8cvz	281	20	based	base	VBN
cord-330239-l8fp8cvz	281	21	reasoning	reasoning	NN
cord-330239-l8fp8cvz	281	22	framework	framework	NN
cord-330239-l8fp8cvz	281	23	for	for	IN
cord-330239-l8fp8cvz	281	24	early	early	JJ
cord-330239-l8fp8cvz	281	25	detection	detection	NN
cord-330239-l8fp8cvz	281	26	and	and	CC
cord-330239-l8fp8cvz	281	27	diagnosis	diagnosis	NN
cord-330239-l8fp8cvz	281	28	of	of	IN
cord-330239-l8fp8cvz	281	29	novel	novel	JJ
cord-330239-l8fp8cvz	281	30	coronavirus	coronavirus	NN
cord-330239-l8fp8cvz	281	31	Classification	Classification	NNP
cord-330239-l8fp8cvz	281	32	of	of	IN
cord-330239-l8fp8cvz	281	33	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	281	34	in	in	IN
cord-330239-l8fp8cvz	281	35	chest	chest	NN
cord-330239-l8fp8cvz	281	36	X	x	NN
cord-330239-l8fp8cvz	281	37	-	-	NN
cord-330239-l8fp8cvz	281	38	ray	ray	NN
cord-330239-l8fp8cvz	281	39	images	image	NNS
cord-330239-l8fp8cvz	281	40	using	use	VBG
cord-330239-l8fp8cvz	281	41	DeTraC	DeTraC	NNP
cord-330239-l8fp8cvz	281	42	deep	deep	JJ
cord-330239-l8fp8cvz	281	43	convolutional	convolutional	NN
cord-330239-l8fp8cvz	281	44	neural	neural	JJ
cord-330239-l8fp8cvz	281	45	network	network	NN
cord-330239-l8fp8cvz	281	46	Prediction	Prediction	NNP
cord-330239-l8fp8cvz	281	47	models	model	NNS
cord-330239-l8fp8cvz	281	48	for	for	IN
cord-330239-l8fp8cvz	281	49	diagnosis	diagnosis	NN
cord-330239-l8fp8cvz	281	50	and	and	CC
cord-330239-l8fp8cvz	281	51	prognosis	prognosis	NN
cord-330239-l8fp8cvz	281	52	of	of	IN
cord-330239-l8fp8cvz	281	53	covid-19	covid-19	CD
cord-330239-l8fp8cvz	281	54	infection	infection	NN
cord-330239-l8fp8cvz	281	55	:	:	:
cord-330239-l8fp8cvz	281	56	systematic	systematic	JJ
cord-330239-l8fp8cvz	281	57	review	review	NN
cord-330239-l8fp8cvz	281	58	and	and	CC
cord-330239-l8fp8cvz	281	59	critical	critical	JJ
cord-330239-l8fp8cvz	281	60	appraisal	appraisal	NN
cord-330239-l8fp8cvz	282	1	An	an	DT
cord-330239-l8fp8cvz	282	2	interactive	interactive	JJ
cord-330239-l8fp8cvz	282	3	web	web	NN
cord-330239-l8fp8cvz	282	4	-	-	HYPH
cord-330239-l8fp8cvz	282	5	based	base	VBN
cord-330239-l8fp8cvz	282	6	dashboard	dashboard	NN
cord-330239-l8fp8cvz	282	7	to	to	TO
cord-330239-l8fp8cvz	282	8	track	track	VB
cord-330239-l8fp8cvz	282	9	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	282	10	in	in	IN
cord-330239-l8fp8cvz	282	11	real	real	JJ
cord-330239-l8fp8cvz	282	12	time	time	NN
cord-330239-l8fp8cvz	282	13	.	.	.
cord-330239-l8fp8cvz	283	1	The	the	DT
cord-330239-l8fp8cvz	283	2	Lancet	Lancet	NNP
cord-330239-l8fp8cvz	283	3	infectious	infectious	JJ
cord-330239-l8fp8cvz	283	4	diseases	disease	NNS
cord-330239-l8fp8cvz	284	1	A	a	DT
cord-330239-l8fp8cvz	284	2	Machine	Machine	NNP
cord-330239-l8fp8cvz	284	3	Learning	Learning	NNP
cord-330239-l8fp8cvz	284	4	Solution	Solution	NNP
cord-330239-l8fp8cvz	284	5	Framework	Framework	NNP
cord-330239-l8fp8cvz	284	6	for	for	IN
cord-330239-l8fp8cvz	284	7	Combatting	Combatting	NNP
cord-330239-l8fp8cvz	284	8	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	284	9	in	in	IN
cord-330239-l8fp8cvz	284	10	Smart	Smart	NNP
cord-330239-l8fp8cvz	284	11	Cities	Cities	NNPS
cord-330239-l8fp8cvz	284	12	from	from	IN
cord-330239-l8fp8cvz	284	13	Multiple	Multiple	NNP
cord-330239-l8fp8cvz	284	14	Dimensions	Dimensions	NNPS
cord-330239-l8fp8cvz	284	15	Applications	Applications	NNPS
cord-330239-l8fp8cvz	284	16	of	of	IN
cord-330239-l8fp8cvz	284	17	machine	machine	NN
cord-330239-l8fp8cvz	284	18	learning	learning	NN
cord-330239-l8fp8cvz	284	19	and	and	CC
cord-330239-l8fp8cvz	284	20	artificial	artificial	JJ
cord-330239-l8fp8cvz	284	21	intelligence	intelligence	NN
cord-330239-l8fp8cvz	284	22	for	for	IN
cord-330239-l8fp8cvz	284	23	Covid-19	Covid-19	NNP
cord-330239-l8fp8cvz	284	24	(	(	-LRB-
cord-330239-l8fp8cvz	284	25	SARS	SARS	NNP
cord-330239-l8fp8cvz	284	26	-	-	HYPH
cord-330239-l8fp8cvz	284	27	CoV-2	CoV-2	NNP
cord-330239-l8fp8cvz	284	28	)	)	-RRB-
cord-330239-l8fp8cvz	284	29	pandemic	pandemic	NN
cord-330239-l8fp8cvz	284	30	:	:	:
cord-330239-l8fp8cvz	285	1	A	a	DT
cord-330239-l8fp8cvz	285	2	review	review	NN
cord-330239-l8fp8cvz	285	3	Deep	Deep	NNP
cord-330239-l8fp8cvz	285	4	Convolutional	Convolutional	NNP
cord-330239-l8fp8cvz	285	5	Neural	Neural	NNP
cord-330239-l8fp8cvz	285	6	Networks	Networks	NNPS
cord-330239-l8fp8cvz	285	7	based	base	VBD
cord-330239-l8fp8cvz	285	8	Classification	classification	NN
cord-330239-l8fp8cvz	285	9	model	model	NN
cord-330239-l8fp8cvz	285	10	for	for	IN
cord-330239-l8fp8cvz	285	11	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	285	12	Infected	Infected	NNP
cord-330239-l8fp8cvz	285	13	Patients	Patients	NNPS
cord-330239-l8fp8cvz	285	14	using	use	VBG
cord-330239-l8fp8cvz	285	15	Chest	chest	NN
cord-330239-l8fp8cvz	285	16	X	x	NN
cord-330239-l8fp8cvz	285	17	-	-	NN
cord-330239-l8fp8cvz	285	18	ray	ray	NN
cord-330239-l8fp8cvz	285	19	Images	Images	NNPS
cord-330239-l8fp8cvz	285	20	Classification	Classification	NNP
cord-330239-l8fp8cvz	285	21	of	of	IN
cord-330239-l8fp8cvz	285	22	the	the	DT
cord-330239-l8fp8cvz	285	23	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	285	24	infected	infected	JJ
cord-330239-l8fp8cvz	285	25	patients	patient	NNS
cord-330239-l8fp8cvz	285	26	using	use	VBG
cord-330239-l8fp8cvz	285	27	DenseNet201	DenseNet201	NNS
cord-330239-l8fp8cvz	285	28	based	base	VBN
cord-330239-l8fp8cvz	285	29	deep	deep	JJ
cord-330239-l8fp8cvz	285	30	transfer	transfer	NN
cord-330239-l8fp8cvz	285	31	learning	learn	VBG
cord-330239-l8fp8cvz	285	32	Classification	Classification	NNP
cord-330239-l8fp8cvz	285	33	of	of	IN
cord-330239-l8fp8cvz	285	34	COVID-19	covid-19	JJ
cord-330239-l8fp8cvz	285	35	patients	patient	NNS
cord-330239-l8fp8cvz	285	36	from	from	IN
cord-330239-l8fp8cvz	285	37	chest	chest	NN
cord-330239-l8fp8cvz	285	38	CT	CT	NNP
cord-330239-l8fp8cvz	285	39	images	image	NNS
cord-330239-l8fp8cvz	285	40	using	use	VBG
cord-330239-l8fp8cvz	285	41	multi	multi	JJ
cord-330239-l8fp8cvz	285	42	-	-	JJ
cord-330239-l8fp8cvz	285	43	objective	objective	JJ
cord-330239-l8fp8cvz	285	44	differential	differential	JJ
cord-330239-l8fp8cvz	285	45	evolution	evolution	NN
cord-330239-l8fp8cvz	285	46	-	-	HYPH
cord-330239-l8fp8cvz	285	47	based	base	VBN
cord-330239-l8fp8cvz	285	48	convolutional	convolutional	NN
cord-330239-l8fp8cvz	285	49	neural	neural	JJ
cord-330239-l8fp8cvz	285	50	networks	network	NNS
cord-330239-l8fp8cvz	285	51	Coronavirus	Coronavirus	NNP
cord-330239-l8fp8cvz	285	52	(	(	-LRB-
cord-330239-l8fp8cvz	285	53	covid-19	covid-19	NNP
cord-330239-l8fp8cvz	285	54	)	)	-RRB-
cord-330239-l8fp8cvz	285	55	classification	classification	NN
cord-330239-l8fp8cvz	285	56	using	use	VBG
cord-330239-l8fp8cvz	285	57	ct	ct	NNS
cord-330239-l8fp8cvz	285	58	images	image	NNS
cord-330239-l8fp8cvz	285	59	by	by	IN
cord-330239-l8fp8cvz	285	60	machine	machine	NN
cord-330239-l8fp8cvz	285	61	learning	learning	NN
cord-330239-l8fp8cvz	285	62	methods	method	NNS
cord-330239-l8fp8cvz	285	63	Automatic	Automatic	NNP
cord-330239-l8fp8cvz	285	64	Detection	Detection	NNP
cord-330239-l8fp8cvz	285	65	of	of	IN
cord-330239-l8fp8cvz	285	66	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	285	67	Using	use	VBG
cord-330239-l8fp8cvz	285	68	X	x	NN
cord-330239-l8fp8cvz	285	69	-	-	NN
cord-330239-l8fp8cvz	285	70	ray	ray	NN
cord-330239-l8fp8cvz	285	71	Images	image	NNS
cord-330239-l8fp8cvz	285	72	with	with	IN
cord-330239-l8fp8cvz	285	73	Deep	Deep	NNP
cord-330239-l8fp8cvz	285	74	Convolutional	Convolutional	NNP
cord-330239-l8fp8cvz	285	75	Neural	Neural	NNP
cord-330239-l8fp8cvz	285	76	Networks	Networks	NNPS
cord-330239-l8fp8cvz	285	77	and	and	CC
cord-330239-l8fp8cvz	285	78	Machine	Machine	NNP
cord-330239-l8fp8cvz	285	79	Learning	Learning	NNP
cord-330239-l8fp8cvz	285	80	Classification	Classification	NNP
cord-330239-l8fp8cvz	285	81	of	of	IN
cord-330239-l8fp8cvz	285	82	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	285	83	from	from	IN
cord-330239-l8fp8cvz	285	84	Chest	Chest	NNP
cord-330239-l8fp8cvz	285	85	X	x	NN
cord-330239-l8fp8cvz	285	86	-	-	NN
cord-330239-l8fp8cvz	285	87	ray	ray	NN
cord-330239-l8fp8cvz	285	88	images	image	NNS
cord-330239-l8fp8cvz	285	89	using	use	VBG
cord-330239-l8fp8cvz	285	90	Deep	Deep	NNP
cord-330239-l8fp8cvz	285	91	Convolutional	Convolutional	NNP
cord-330239-l8fp8cvz	285	92	Neural	Neural	NNP
cord-330239-l8fp8cvz	285	93	Networks	Networks	NNPS
cord-330239-l8fp8cvz	286	1	Weakly	weakly	RB
cord-330239-l8fp8cvz	286	2	Supervised	supervise	VBN
cord-330239-l8fp8cvz	286	3	Deep	Deep	NNP
cord-330239-l8fp8cvz	286	4	Learning	learn	VBG
cord-330239-l8fp8cvz	286	5	for	for	IN
cord-330239-l8fp8cvz	286	6	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	286	7	Infection	Infection	NNP
cord-330239-l8fp8cvz	286	8	Detection	Detection	NNP
cord-330239-l8fp8cvz	286	9	and	and	CC
cord-330239-l8fp8cvz	286	10	Classification	Classification	NNP
cord-330239-l8fp8cvz	286	11	from	from	IN
cord-330239-l8fp8cvz	286	12	CT	CT	NNP
cord-330239-l8fp8cvz	286	13	Images	image	NNS
cord-330239-l8fp8cvz	287	1	Fast	Fast	NNP
cord-330239-l8fp8cvz	287	2	Deep	Deep	NNP
cord-330239-l8fp8cvz	287	3	Learning	Learning	NNP
cord-330239-l8fp8cvz	287	4	Computer	Computer	NNP
cord-330239-l8fp8cvz	287	5	-	-	HYPH
cord-330239-l8fp8cvz	287	6	Aided	Aided	NNP
cord-330239-l8fp8cvz	287	7	Diagnosis	Diagnosis	NNP
cord-330239-l8fp8cvz	287	8	against	against	IN
cord-330239-l8fp8cvz	287	9	the	the	DT
cord-330239-l8fp8cvz	287	10	Novel	Novel	NNP
cord-330239-l8fp8cvz	287	11	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	287	12	pandemic	pandemic	NN
cord-330239-l8fp8cvz	287	13	from	from	IN
cord-330239-l8fp8cvz	287	14	Digital	Digital	NNP
cord-330239-l8fp8cvz	287	15	Chest	Chest	NNP
cord-330239-l8fp8cvz	287	16	X	x	NN
cord-330239-l8fp8cvz	287	17	-	-	NN
cord-330239-l8fp8cvz	287	18	ray	ray	NN
cord-330239-l8fp8cvz	287	19	Images	image	NNS
cord-330239-l8fp8cvz	288	1	The	the	DT
cord-330239-l8fp8cvz	288	2	experimental	experimental	JJ
cord-330239-l8fp8cvz	288	3	results	result	NNS
cord-330239-l8fp8cvz	288	4	of	of	IN
cord-330239-l8fp8cvz	288	5	multiclass	multiclass	NN
cord-330239-l8fp8cvz	288	6	classification	classification	NN
cord-330239-l8fp8cvz	288	7	for	for	IN
cord-330239-l8fp8cvz	288	8	four	four	CD
cord-330239-l8fp8cvz	288	9	(	(	-LRB-
cord-330239-l8fp8cvz	288	10	4	4	CD
cord-330239-l8fp8cvz	288	11	)	)	-RRB-
cord-330239-l8fp8cvz	288	12	experimental	experimental	JJ
cord-330239-l8fp8cvz	288	13	scenarios	scenario	NNS
cord-330239-l8fp8cvz	288	14	show	show	VBP
cord-330239-l8fp8cvz	288	15	that	that	IN
cord-330239-l8fp8cvz	288	16	most	most	JJS
cord-330239-l8fp8cvz	288	17	scenarios	scenario	NNS
cord-330239-l8fp8cvz	288	18	have	have	VBP
cord-330239-l8fp8cvz	288	19	more	more	JJR
cord-330239-l8fp8cvz	288	20	than	than	IN
cord-330239-l8fp8cvz	288	21	99	99	CD
cord-330239-l8fp8cvz	288	22	%	%	NN
cord-330239-l8fp8cvz	288	23	accuracy	accuracy	NN
cord-330239-l8fp8cvz	288	24	.	.	.
cord-330239-l8fp8cvz	289	1	To	to	TO
cord-330239-l8fp8cvz	289	2	evaluate	evaluate	VB
cord-330239-l8fp8cvz	289	3	the	the	DT
cord-330239-l8fp8cvz	289	4	performance	performance	NN
cord-330239-l8fp8cvz	289	5	of	of	IN
cord-330239-l8fp8cvz	289	6	the	the	DT
cord-330239-l8fp8cvz	289	7	proposed	propose	VBN
cord-330239-l8fp8cvz	289	8	model	model	NN
cord-330239-l8fp8cvz	289	9	,	,	,
cord-330239-l8fp8cvz	289	10	we	-PRON-	PRP
cord-330239-l8fp8cvz	289	11	calculate	calculate	VBP
cord-330239-l8fp8cvz	289	12	accuracy	accuracy	NN
cord-330239-l8fp8cvz	289	13	,	,	,
cord-330239-l8fp8cvz	289	14	sensitivity	sensitivity	NN
cord-330239-l8fp8cvz	289	15	,	,	,
cord-330239-l8fp8cvz	289	16	specificity	specificity	NN
cord-330239-l8fp8cvz	289	17	,	,	,
cord-330239-l8fp8cvz	289	18	precision	precision	NN
cord-330239-l8fp8cvz	289	19	,	,	,
cord-330239-l8fp8cvz	289	20	recall	recall	NN
cord-330239-l8fp8cvz	289	21	,	,	,
cord-330239-l8fp8cvz	289	22	F1-score	F1-score	NNP
cord-330239-l8fp8cvz	289	23	,	,	,
cord-330239-l8fp8cvz	289	24	Cohen	Cohen	NNP
cord-330239-l8fp8cvz	289	25	's	's	POS
cord-330239-l8fp8cvz	289	26	Kappa	Kappa	NNP
cord-330239-l8fp8cvz	289	27	,	,	,
cord-330239-l8fp8cvz	289	28	ROC	ROC	NNP
cord-330239-l8fp8cvz	289	29	AUC	AUC	NNP
cord-330239-l8fp8cvz	289	30	,	,	,
cord-330239-l8fp8cvz	289	31	and	and	CC
cord-330239-l8fp8cvz	289	32	confusion	confusion	NN
cord-330239-l8fp8cvz	289	33	matrix	matrix	NN
cord-330239-l8fp8cvz	289	34	.	.	.
cord-330239-l8fp8cvz	290	1	In	in	IN
cord-330239-l8fp8cvz	290	2	the	the	DT
cord-330239-l8fp8cvz	290	3	following	following	JJ
cord-330239-l8fp8cvz	290	4	paragraphs	paragraph	NNS
cord-330239-l8fp8cvz	290	5	,	,	,
cord-330239-l8fp8cvz	290	6	we	-PRON-	PRP
cord-330239-l8fp8cvz	290	7	briefly	briefly	RB
cord-330239-l8fp8cvz	290	8	outline	outline	VBP
cord-330239-l8fp8cvz	290	9	the	the	DT
cord-330239-l8fp8cvz	290	10	metrics	metric	NNS
cord-330239-l8fp8cvz	290	11	and	and	CC
cord-330239-l8fp8cvz	290	12	their	-PRON-	PRP$
cord-330239-l8fp8cvz	290	13	relevance	relevance	NN
cord-330239-l8fp8cvz	290	14	to	to	IN
cord-330239-l8fp8cvz	290	15	our	-PRON-	PRP$
cord-330239-l8fp8cvz	290	16	classification	classification	NN
cord-330239-l8fp8cvz	290	17	of	of	IN
cord-330239-l8fp8cvz	290	18	novel	novel	JJ
cord-330239-l8fp8cvz	290	19	COVID-19	COVID-19	NNP
cord-330239-l8fp8cvz	290	20	disease	disease	NN
cord-330239-l8fp8cvz	290	21	.	.	.
cord-330239-l8fp8cvz	291	1	The	the	DT
cord-330239-l8fp8cvz	291	2	computational	computational	JJ
cord-330239-l8fp8cvz	291	3	metric	metric	JJ
cord-330239-l8fp8cvz	291	4	precision	precision	NN
cord-330239-l8fp8cvz	291	5	checks	check	NNS
cord-330239-l8fp8cvz	291	6	what	what	WDT
cord-330239-l8fp8cvz	291	7	proportion	proportion	NN
cord-330239-l8fp8cvz	291	8	or	or	CC
cord-330239-l8fp8cvz	291	9	quantity	quantity	NN
cord-330239-l8fp8cvz	291	10	of	of	IN
cord-330239-l8fp8cvz	291	11	positive	positive	JJ
cord-330239-l8fp8cvz	291	12	identifications	identification	NNS
cord-330239-l8fp8cvz	291	13	achieved	achieve	VBN
cord-330239-l8fp8cvz	291	14	by	by	IN
cord-330239-l8fp8cvz	291	15	a	a	DT
cord-330239-l8fp8cvz	291	16	model	model	NN
cord-330239-l8fp8cvz	291	17	were	be	VBD
cord-330239-l8fp8cvz	291	18	actually	actually	RB
cord-330239-l8fp8cvz	291	19	correct	correct	JJ
cord-330239-l8fp8cvz	291	20	and	and	CC
cord-330239-l8fp8cvz	291	21	is	be	VBZ
cord-330239-l8fp8cvz	291	22	given	give	VBN
cord-330239-l8fp8cvz	291	23	by	by	IN
cord-330239-l8fp8cvz	292	1	equation	equation	NN
cord-330239-l8fp8cvz	292	2	3.On	3.on	CD
cord-330239-l8fp8cvz	293	1	the	the	DT
cord-330239-l8fp8cvz	293	2	other	other	JJ
cord-330239-l8fp8cvz	293	3	hand	hand	NN
cord-330239-l8fp8cvz	293	4	,	,	,
cord-330239-l8fp8cvz	293	5	recall	recall	VB
cord-330239-l8fp8cvz	293	6	checks	check	VBZ
cord-330239-l8fp8cvz	293	7	the	the	DT
cord-330239-l8fp8cvz	293	8	number	number	NN
cord-330239-l8fp8cvz	293	9	of	of	IN
cord-330239-l8fp8cvz	293	10	actual	actual	JJ
cord-330239-l8fp8cvz	293	11	positive	positive	JJ
cord-330239-l8fp8cvz	293	12	cases	case	NNS
cord-330239-l8fp8cvz	293	13	in	in	IN
cord-330239-l8fp8cvz	293	14	our	-PRON-	PRP$
cord-330239-l8fp8cvz	293	15	datasets	dataset	NNS
cord-330239-l8fp8cvz	293	16	which	which	WDT
cord-330239-l8fp8cvz	293	17	the	the	DT
cord-330239-l8fp8cvz	293	18	proposed	propose	VBN
cord-330239-l8fp8cvz	293	19	CNN	CNN	NNP
cord-330239-l8fp8cvz	293	20	model	model	NN
cord-330239-l8fp8cvz	293	21	was	be	VBD
cord-330239-l8fp8cvz	293	22	able	able	JJ
cord-330239-l8fp8cvz	293	23	to	to	TO
cord-330239-l8fp8cvz	293	24	correctly	correctly	RB
cord-330239-l8fp8cvz	293	25	identify	identify	VB
cord-330239-l8fp8cvz	293	26	.	.	.
cord-330239-l8fp8cvz	294	1	This	this	DT
cord-330239-l8fp8cvz	294	2	is	be	VBZ
cord-330239-l8fp8cvz	294	3	given	give	VBN
cord-330239-l8fp8cvz	294	4	by	by	IN
cord-330239-l8fp8cvz	294	5	equation	equation	NN
cord-330239-l8fp8cvz	294	6	4.Evaluating	4.evaluate	VBG
cord-330239-l8fp8cvz	294	7	the	the	DT
cord-330239-l8fp8cvz	294	8	effectiveness	effectiveness	NN
cord-330239-l8fp8cvz	294	9	of	of	IN
cord-330239-l8fp8cvz	294	10	our	-PRON-	PRP$
cord-330239-l8fp8cvz	294	11	CNN	CNN	NNP
cord-330239-l8fp8cvz	294	12	model	model	NN
cord-330239-l8fp8cvz	294	13	requires	require	VBZ
cord-330239-l8fp8cvz	294	14	that	that	IN
cord-330239-l8fp8cvz	294	15	we	-PRON-	PRP
cord-330239-l8fp8cvz	294	16	examine	examine	VBP
cord-330239-l8fp8cvz	294	17	its	-PRON-	PRP$
cord-330239-l8fp8cvz	294	18	performance	performance	NN
cord-330239-l8fp8cvz	294	19	in	in	IN
cord-330239-l8fp8cvz	294	20	terms	term	NNS
cord-330239-l8fp8cvz	294	21	of	of	IN
cord-330239-l8fp8cvz	294	22	precision	precision	NN
cord-330239-l8fp8cvz	294	23	and	and	CC
cord-330239-l8fp8cvz	294	24	recall	recall	NN
cord-330239-l8fp8cvz	294	25	,	,	,
cord-330239-l8fp8cvz	294	26	hence	hence	RB
cord-330239-l8fp8cvz	294	27	the	the	DT
cord-330239-l8fp8cvz	294	28	need	need	NN
cord-330239-l8fp8cvz	294	29	for	for	IN
cord-330239-l8fp8cvz	294	30	the	the	DT
cord-330239-l8fp8cvz	294	31	computation	computation	NN
cord-330239-l8fp8cvz	294	32	of	of	IN
cord-330239-l8fp8cvz	294	33	these	these	DT
cord-330239-l8fp8cvz	294	34	metrics	metric	NNS
cord-330239-l8fp8cvz	294	35	.	.	.
cord-330239-l8fp8cvz	295	1	Furthermore	furthermore	RB
cord-330239-l8fp8cvz	295	2	,	,	,
cord-330239-l8fp8cvz	295	3	we	-PRON-	PRP
cord-330239-l8fp8cvz	295	4	examined	examine	VBD
cord-330239-l8fp8cvz	295	5	another	another	DT
cord-330239-l8fp8cvz	295	6	metric	metric	JJ
cord-330239-l8fp8cvz	295	7	known	know	VBN
cord-330239-l8fp8cvz	295	8	as	as	IN
cord-330239-l8fp8cvz	295	9	F1	F1	NNP
cord-330239-l8fp8cvz	295	10	Score	Score	NNP
cord-330239-l8fp8cvz	295	11	.	.	.
cord-330239-l8fp8cvz	296	1	This	this	DT
cord-330239-l8fp8cvz	296	2	metric	metric	NN
cord-330239-l8fp8cvz	296	3	expresses	express	VBZ
cord-330239-l8fp8cvz	296	4	the	the	DT
cord-330239-l8fp8cvz	296	5	balance	balance	NN
cord-330239-l8fp8cvz	296	6	between	between	IN
cord-330239-l8fp8cvz	296	7	the	the	DT
cord-330239-l8fp8cvz	296	8	precision	precision	NN
cord-330239-l8fp8cvz	296	9	and	and	CC
cord-330239-l8fp8cvz	296	10	the	the	DT
cord-330239-l8fp8cvz	296	11	recall	recall	NN
cord-330239-l8fp8cvz	296	12	described	describe	VBN
cord-330239-l8fp8cvz	296	13	above	above	RB
cord-330239-l8fp8cvz	296	14	and	and	CC
cord-330239-l8fp8cvz	296	15	helps	help	VBZ
cord-330239-l8fp8cvz	296	16	us	-PRON-	PRP
cord-330239-l8fp8cvz	296	17	decide	decide	VB
cord-330239-l8fp8cvz	296	18	whether	whether	IN
cord-330239-l8fp8cvz	296	19	the	the	DT
cord-330239-l8fp8cvz	296	20	performance	performance	NN
cord-330239-l8fp8cvz	296	21	of	of	IN
cord-330239-l8fp8cvz	296	22	our	-PRON-	PRP$
cord-330239-l8fp8cvz	296	23	model	model	NN
cord-330239-l8fp8cvz	296	24	is	be	VBZ
cord-330239-l8fp8cvz	296	25	based	base	VBN
cord-330239-l8fp8cvz	296	26	on	on	IN
cord-330239-l8fp8cvz	296	27	precision	precision	NN
cord-330239-l8fp8cvz	296	28	and	and	CC
cord-330239-l8fp8cvz	296	29	recall	recall	NN
cord-330239-l8fp8cvz	296	30	.	.	.
cord-330239-l8fp8cvz	297	1	We	-PRON-	PRP
cord-330239-l8fp8cvz	297	2	give	give	VBP
cord-330239-l8fp8cvz	297	3	the	the	DT
cord-330239-l8fp8cvz	297	4	equation	equation	NN
cord-330239-l8fp8cvz	297	5	for	for	IN
cord-330239-l8fp8cvz	297	6	F1	f1	NN
cord-330239-l8fp8cvz	297	7	score	score	NN
cord-330239-l8fp8cvz	297	8	in	in	IN
cord-330239-l8fp8cvz	297	9	equation	equation	NN
cord-330239-l8fp8cvz	297	10	5.In	5.in	CD
cord-330239-l8fp8cvz	297	11	this	this	DT
cord-330239-l8fp8cvz	297	12	study	study	NN
cord-330239-l8fp8cvz	297	13	,	,	,
cord-330239-l8fp8cvz	297	14	we	-PRON-	PRP
cord-330239-l8fp8cvz	297	15	chose	choose	VBD
cord-330239-l8fp8cvz	297	16	an	an	DT
cord-330239-l8fp8cvz	297	17	under	under	NN
cord-330239-l8fp8cvz	297	18	-	-	HYPH
cord-330239-l8fp8cvz	297	19	utilized	utilize	VBN
cord-330239-l8fp8cvz	297	20	,	,	,
cord-330239-l8fp8cvz	297	21	though	though	IN
cord-330239-l8fp8cvz	297	22	effective	effective	JJ
cord-330239-l8fp8cvz	297	23	at	at	IN
cord-330239-l8fp8cvz	297	24	multiclass	multiclass	NN
cord-330239-l8fp8cvz	297	25	classification	classification	NN
cord-330239-l8fp8cvz	297	26	,	,	,
cord-330239-l8fp8cvz	297	27	metric	metric	JJ
cord-330239-l8fp8cvz	297	28	known	know	VBN
cord-330239-l8fp8cvz	297	29	as	as	IN
cord-330239-l8fp8cvz	297	30	Cohen	Cohen	NNP
cord-330239-l8fp8cvz	297	31	's	's	POS
cord-330239-l8fp8cvz	297	32	Kappa	Kappa	NNP
cord-330239-l8fp8cvz	297	33	.	.	.
cord-330239-l8fp8cvz	298	1	This	this	DT
cord-330239-l8fp8cvz	298	2	metric	metric	NN
cord-330239-l8fp8cvz	298	3	is	be	VBZ
cord-330239-l8fp8cvz	298	4	robust	robust	JJ
cord-330239-l8fp8cvz	298	5	in	in	IN
cord-330239-l8fp8cvz	298	6	handling	handle	VBG
cord-330239-l8fp8cvz	298	7	imbalanced	imbalanced	JJ
cord-330239-l8fp8cvz	298	8	class	class	NN
cord-330239-l8fp8cvz	298	9	problems	problem	NNS
cord-330239-l8fp8cvz	298	10	as	as	IN
cord-330239-l8fp8cvz	298	11	may	may	MD
cord-330239-l8fp8cvz	298	12	be	be	VB
cord-330239-l8fp8cvz	298	13	seen	see	VBN
cord-330239-l8fp8cvz	298	14	in	in	IN
cord-330239-l8fp8cvz	298	15	our	-PRON-	PRP$
cord-330239-l8fp8cvz	298	16	datasets	dataset	NNS
cord-330239-l8fp8cvz	298	17	.	.	.
cord-330239-l8fp8cvz	299	1	In	in	IN
cord-330239-l8fp8cvz	299	2	a	a	DT
cord-330239-l8fp8cvz	299	3	multiclass	multiclass	NN
cord-330239-l8fp8cvz	299	4	classification	classification	NN
cord-330239-l8fp8cvz	299	5	problem	problem	NN
cord-330239-l8fp8cvz	299	6	,	,	,
cord-330239-l8fp8cvz	299	7	this	this	DT
cord-330239-l8fp8cvz	299	8	metric	metric	NN
cord-330239-l8fp8cvz	299	9	provides	provide	VBZ
cord-330239-l8fp8cvz	299	10	a	a	DT
cord-330239-l8fp8cvz	299	11	wider	wide	JJR
cord-330239-l8fp8cvz	299	12	view	view	NN
cord-330239-l8fp8cvz	299	13	of	of	IN
cord-330239-l8fp8cvz	299	14	the	the	DT
cord-330239-l8fp8cvz	299	15	performance	performance	NN
cord-330239-l8fp8cvz	299	16	of	of	IN
cord-330239-l8fp8cvz	299	17	a	a	DT
cord-330239-l8fp8cvz	299	18	classification	classification	NN
cord-330239-l8fp8cvz	299	19	model	model	NN
cord-330239-l8fp8cvz	299	20	compared	compare	VBN
cord-330239-l8fp8cvz	299	21	to	to	IN
cord-330239-l8fp8cvz	299	22	accuracy	accuracy	NN
cord-330239-l8fp8cvz	299	23	(	(	-LRB-
cord-330239-l8fp8cvz	299	24	in	in	IN
cord-330239-l8fp8cvz	299	25	equation	equation	NN
cord-330239-l8fp8cvz	299	26	6	6	CD
cord-330239-l8fp8cvz	299	27	)	)	-RRB-
cord-330239-l8fp8cvz	299	28	or	or	CC
cord-330239-l8fp8cvz	299	29	precision	precision	NN
cord-330239-l8fp8cvz	299	30	/	/	SYM
cord-330239-l8fp8cvz	299	31	recall	recall	NN
cord-330239-l8fp8cvz	299	32	.	.	.
cord-330239-l8fp8cvz	300	1	The	the	DT
cord-330239-l8fp8cvz	300	2	metric	metric	NN
cord-330239-l8fp8cvz	300	3	is	be	VBZ
cord-330239-l8fp8cvz	300	4	represented	represent	VBN
cord-330239-l8fp8cvz	300	5	in	in	IN
cord-330239-l8fp8cvz	300	6	equation	equation	NN
cord-330239-l8fp8cvz	300	7	7.The	7.the	CD
cord-330239-l8fp8cvz	300	8	receiver	receiver	NN
cord-330239-l8fp8cvz	300	9	operating	operating	NN
cord-330239-l8fp8cvz	300	10	characteristic	characteristic	NN
cord-330239-l8fp8cvz	300	11	(	(	-LRB-
cord-330239-l8fp8cvz	300	12	ROC	ROC	NNP
cord-330239-l8fp8cvz	300	13	)	)	-RRB-
cord-330239-l8fp8cvz	300	14	curve	curve	NN
cord-330239-l8fp8cvz	300	15	expresses	express	VBZ
cord-330239-l8fp8cvz	300	16	the	the	DT
cord-330239-l8fp8cvz	300	17	performance	performance	NN
cord-330239-l8fp8cvz	300	18	of	of	IN
cord-330239-l8fp8cvz	300	19	our	-PRON-	PRP$
cord-330239-l8fp8cvz	300	20	classification	classification	NN
cord-330239-l8fp8cvz	300	21	(	(	-LRB-
cord-330239-l8fp8cvz	300	22	CNN	CNN	NNP
cord-330239-l8fp8cvz	300	23	)	)	-RRB-
cord-330239-l8fp8cvz	300	24	model	model	NN
cord-330239-l8fp8cvz	300	25	using	use	VBG
cord-330239-l8fp8cvz	300	26	a	a	DT
cord-330239-l8fp8cvz	300	27	graphical	graphical	JJ
cord-330239-l8fp8cvz	300	28	approach	approach	NN
cord-330239-l8fp8cvz	300	29	and	and	CC
cord-330239-l8fp8cvz	300	30	does	do	VBZ
cord-330239-l8fp8cvz	300	31	this	this	DT
cord-330239-l8fp8cvz	300	32	at	at	IN
cord-330239-l8fp8cvz	300	33	all	all	DT
cord-330239-l8fp8cvz	300	34	classification	classification	NN
cord-330239-l8fp8cvz	300	35	thresholds	threshold	NNS
cord-330239-l8fp8cvz	300	36	.	.	.
cord-330239-l8fp8cvz	301	1	It	-PRON-	PRP
cord-330239-l8fp8cvz	301	2	is	be	VBZ
cord-330239-l8fp8cvz	301	3	able	able	JJ
cord-330239-l8fp8cvz	301	4	to	to	TO
cord-330239-l8fp8cvz	301	5	achieve	achieve	VB
cord-330239-l8fp8cvz	301	6	this	this	DT
cord-330239-l8fp8cvz	301	7	by	by	IN
cord-330239-l8fp8cvz	301	8	graphing	graph	VBG
cord-330239-l8fp8cvz	301	9	the	the	DT
cord-330239-l8fp8cvz	301	10	True	True	NNP
cord-330239-l8fp8cvz	301	11	Positive	positive	JJ
cord-330239-l8fp8cvz	301	12	Rate	rate	NN
cord-330239-l8fp8cvz	301	13	(	(	-LRB-
cord-330239-l8fp8cvz	301	14	TPR	TPR	NNP
cord-330239-l8fp8cvz	301	15	)	)	-RRB-
cord-330239-l8fp8cvz	301	16	and	and	CC
cord-330239-l8fp8cvz	301	17	False	false	JJ
cord-330239-l8fp8cvz	301	18	Positive	positive	JJ
cord-330239-l8fp8cvz	301	19	Rate	rate	NN
cord-330239-l8fp8cvz	301	20	(	(	-LRB-
cord-330239-l8fp8cvz	301	21	FPR	FPR	NNP
cord-330239-l8fp8cvz	301	22	)	)	-RRB-
cord-330239-l8fp8cvz	301	23	.	.	.
cord-330239-l8fp8cvz	302	1	The	the	DT
cord-330239-l8fp8cvz	302	2	metric	metric	NN
cord-330239-l8fp8cvz	302	3	gives	give	VBZ
cord-330239-l8fp8cvz	302	4	a	a	DT
cord-330239-l8fp8cvz	302	5	summary	summary	NN
cord-330239-l8fp8cvz	302	6	of	of	IN
cord-330239-l8fp8cvz	302	7	the	the	DT
cord-330239-l8fp8cvz	302	8	performance	performance	NN
cord-330239-l8fp8cvz	302	9	of	of	IN
cord-330239-l8fp8cvz	302	10	a	a	DT
cord-330239-l8fp8cvz	302	11	classifier	classifier	NN
cord-330239-l8fp8cvz	302	12	over	over	IN
cord-330239-l8fp8cvz	302	13	all	all	DT
cord-330239-l8fp8cvz	302	14	possible	possible	JJ
cord-330239-l8fp8cvz	302	15	thresholds	threshold	NNS
cord-330239-l8fp8cvz	302	16	.	.	.
cord-330239-l8fp8cvz	303	1	Similar	similar	JJ
cord-330239-l8fp8cvz	303	2	to	to	IN
cord-330239-l8fp8cvz	303	3	the	the	DT
cord-330239-l8fp8cvz	303	4	ROC	ROC	NNP
cord-330239-l8fp8cvz	303	5	is	be	VBZ
cord-330239-l8fp8cvz	303	6	the	the	DT
cord-330239-l8fp8cvz	303	7	area	area	NN
cord-330239-l8fp8cvz	303	8	under	under	IN
cord-330239-l8fp8cvz	303	9	the	the	DT
cord-330239-l8fp8cvz	303	10	ROC	ROC	NNP
cord-330239-l8fp8cvz	303	11	curve	curve	NN
cord-330239-l8fp8cvz	303	12	(	(	-LRB-
cord-330239-l8fp8cvz	303	13	AUC	AUC	NNP
cord-330239-l8fp8cvz	303	14	)	)	-RRB-
cord-330239-l8fp8cvz	303	15	which	which	WDT
cord-330239-l8fp8cvz	303	16	examines	examine	VBZ
cord-330239-l8fp8cvz	303	17	the	the	DT
cord-330239-l8fp8cvz	303	18	entire	entire	JJ
cord-330239-l8fp8cvz	303	19	two	two	CD
cord-330239-l8fp8cvz	303	20	-	-	HYPH
cord-330239-l8fp8cvz	303	21	dimensional	dimensional	JJ
cord-330239-l8fp8cvz	303	22	area	area	NN
cord-330239-l8fp8cvz	303	23	underneath	underneath	IN
cord-330239-l8fp8cvz	303	24	the	the	DT
cord-330239-l8fp8cvz	303	25	entire	entire	JJ
cord-330239-l8fp8cvz	303	26	ROC	ROC	NNP
cord-330239-l8fp8cvz	303	27	curve	curve	NN
cord-330239-l8fp8cvz	303	28	which	which	WDT
cord-330239-l8fp8cvz	303	29	covers	cover	VBZ
cord-330239-l8fp8cvz	303	30	from	from	IN
cord-330239-l8fp8cvz	303	31	(	(	-LRB-
cord-330239-l8fp8cvz	303	32	0,0	0,0	NFP
cord-330239-l8fp8cvz	303	33	)	)	-RRB-
cord-330239-l8fp8cvz	303	34	to	to	IN
cord-330239-l8fp8cvz	303	35	(	(	-LRB-
cord-330239-l8fp8cvz	303	36	1	1	CD
cord-330239-l8fp8cvz	303	37	,	,	,
cord-330239-l8fp8cvz	303	38	1	1	CD
cord-330239-l8fp8cvz	303	39	)	)	-RRB-
cord-330239-l8fp8cvz	303	40	.	.	.
cord-330239-l8fp8cvz	304	1	This	this	DT
cord-330239-l8fp8cvz	304	2	metric	metric	NN
cord-330239-l8fp8cvz	304	3	is	be	VBZ
cord-330239-l8fp8cvz	304	4	effective	effective	JJ
cord-330239-l8fp8cvz	304	5	at	at	IN
cord-330239-l8fp8cvz	304	6	checking	check	VBG
cord-330239-l8fp8cvz	304	7	the	the	DT
cord-330239-l8fp8cvz	304	8	proper	proper	JJ
cord-330239-l8fp8cvz	304	9	/	/	SYM
cord-330239-l8fp8cvz	304	10	wellness	wellness	NN
cord-330239-l8fp8cvz	304	11	and	and	CC
cord-330239-l8fp8cvz	304	12	quality	quality	NN
cord-330239-l8fp8cvz	304	13	of	of	IN
cord-330239-l8fp8cvz	304	14	our	-PRON-	PRP$
cord-330239-l8fp8cvz	304	15	model	model	NN
cord-330239-l8fp8cvz	304	16	's	's	POS
cord-330239-l8fp8cvz	304	17	prediction	prediction	NN
cord-330239-l8fp8cvz	304	18	performance	performance	NN
cord-330239-l8fp8cvz	304	19	.	.	.
cord-330239-l8fp8cvz	305	1	Finally	finally	RB
cord-330239-l8fp8cvz	305	2	for	for	IN
cord-330239-l8fp8cvz	305	3	the	the	DT
cord-330239-l8fp8cvz	305	4	description	description	NN
cord-330239-l8fp8cvz	305	5	of	of	IN
cord-330239-l8fp8cvz	305	6	our	-PRON-	PRP$
cord-330239-l8fp8cvz	305	7	metrics	metric	NNS
cord-330239-l8fp8cvz	305	8	,	,	,
cord-330239-l8fp8cvz	305	9	we	-PRON-	PRP
cord-330239-l8fp8cvz	305	10	have	have	VBP
cord-330239-l8fp8cvz	305	11	the	the	DT
cord-330239-l8fp8cvz	305	12	confusion	confusion	NN
cord-330239-l8fp8cvz	305	13	matrix	matrix	NN
cord-330239-l8fp8cvz	305	14	.	.	.
cord-330239-l8fp8cvz	306	1	Whereas	whereas	IN
cord-330239-l8fp8cvz	306	2	accuracy	accuracy	NN
cord-330239-l8fp8cvz	306	3	of	of	IN
cord-330239-l8fp8cvz	306	4	a	a	DT
cord-330239-l8fp8cvz	306	5	model	model	NN
cord-330239-l8fp8cvz	306	6	may	may	MD
cord-330239-l8fp8cvz	306	7	seem	seem	VB
cord-330239-l8fp8cvz	306	8	appealing	appeal	VBG
cord-330239-l8fp8cvz	306	9	in	in	IN
cord-330239-l8fp8cvz	306	10	some	some	DT
cord-330239-l8fp8cvz	306	11	sense	sense	NN
cord-330239-l8fp8cvz	306	12	,	,	,
cord-330239-l8fp8cvz	306	13	it	-PRON-	PRP
cord-330239-l8fp8cvz	306	14	is	be	VBZ
cord-330239-l8fp8cvz	306	15	,	,	,
cord-330239-l8fp8cvz	306	16	however	however	RB
cord-330239-l8fp8cvz	306	17	,	,	,
cord-330239-l8fp8cvz	306	18	limited	limit	VBN
cord-330239-l8fp8cvz	306	19	by	by	IN
cord-330239-l8fp8cvz	306	20	its	-PRON-	PRP$
cord-330239-l8fp8cvz	306	21	inability	inability	NN
cord-330239-l8fp8cvz	306	22	to	to	TO
cord-330239-l8fp8cvz	306	23	give	give	VB
cord-330239-l8fp8cvz	306	24	detail	detail	NN
cord-330239-l8fp8cvz	306	25	of	of	IN
cord-330239-l8fp8cvz	306	26	the	the	DT
cord-330239-l8fp8cvz	306	27	performance	performance	NN
cord-330239-l8fp8cvz	306	28	of	of	IN
cord-330239-l8fp8cvz	306	29	the	the	DT
cord-330239-l8fp8cvz	306	30	classification	classification	NN
cord-330239-l8fp8cvz	306	31	model	model	NN
cord-330239-l8fp8cvz	306	32	.	.	.
cord-330239-l8fp8cvz	307	1	On	on	IN
cord-330239-l8fp8cvz	307	2	the	the	DT
cord-330239-l8fp8cvz	307	3	other	other	JJ
cord-330239-l8fp8cvz	307	4	hand	hand	NN
cord-330239-l8fp8cvz	307	5	,	,	,
cord-330239-l8fp8cvz	307	6	confusion	confusion	NN
cord-330239-l8fp8cvz	307	7	matrix	matrix	NN
cord-330239-l8fp8cvz	307	8	presents	present	VBZ
cord-330239-l8fp8cvz	307	9	this	this	DT
cord-330239-l8fp8cvz	307	10	detail	detail	NN
cord-330239-l8fp8cvz	307	11	by	by	IN
cord-330239-l8fp8cvz	307	12	presenting	present	VBG
cord-330239-l8fp8cvz	307	13	the	the	DT
cord-330239-l8fp8cvz	307	14	prediction	prediction	NN
cord-330239-l8fp8cvz	307	15	result	result	NN
cord-330239-l8fp8cvz	307	16	in	in	IN
cord-330239-l8fp8cvz	307	17	an	an	DT
cord-330239-l8fp8cvz	307	18	unambiguous	unambiguous	JJ
cord-330239-l8fp8cvz	307	19	manner	manner	NN
cord-330239-l8fp8cvz	307	20	.	.	.