id	sid	tid	token	lemma	pos
fuelectenerg-13294	1	1	13294	13294	NUM
fuelectenerg-13294	1	2	facta	facta	NOUN
fuelectenerg-13294	1	3	universitatis	universitatis	PROPN
fuelectenerg-13294	1	4	series	series	NOUN
fuelectenerg-13294	1	5	:	:	PUNCT
fuelectenerg-13294	1	6	electronics	electronic	NOUN
fuelectenerg-13294	1	7	and	and	CCONJ
fuelectenerg-13294	1	8	energetics	energetic	NOUN
fuelectenerg-13294	1	9	vol	vol	NOUN
fuelectenerg-13294	1	10	.	.	PUNCT
fuelectenerg-13294	2	1	38	38	NUM
fuelectenerg-13294	2	2	,	,	PUNCT
fuelectenerg-13294	2	3	no	no	DET
fuelectenerg-13294	2	4	4	4	NUM
fuelectenerg-13294	2	5	,	,	PUNCT
fuelectenerg-13294	2	6	december	december	PROPN
fuelectenerg-13294	2	7	2025	2025	NUM
fuelectenerg-13294	2	8	,	,	PUNCT
fuelectenerg-13294	2	9	pp	pp	ADV
fuelectenerg-13294	2	10	.	.	PUNCT
fuelectenerg-13294	3	1	639	639	NUM
fuelectenerg-13294	3	2	661	661	NUM
fuelectenerg-13294	3	3	https://doi.org/10.2298/fuee2504639c	https://doi.org/10.2298/fuee2504639c	NOUN
fuelectenerg-13294	3	4	©	©	PROPN
fuelectenerg-13294	3	5	2025	2025	NUM
fuelectenerg-13294	3	6	by	by	ADP
fuelectenerg-13294	3	7	university	university	PROPN
fuelectenerg-13294	3	8	of	of	ADP
fuelectenerg-13294	3	9	niš	niš	PROPN
fuelectenerg-13294	3	10	,	,	PUNCT
fuelectenerg-13294	3	11	serbia	serbia	PROPN
fuelectenerg-13294	3	12	|	|	ADV
fuelectenerg-13294	3	13	creative	creative	ADJ
fuelectenerg-13294	3	14	commons	common	NOUN
fuelectenerg-13294	3	15	license	license	NOUN
fuelectenerg-13294	3	16	:	:	PUNCT
fuelectenerg-13294	3	17	cc	cc	VERB
fuelectenerg-13294	3	18	by	by	ADP
fuelectenerg-13294	3	19	-	-	PUNCT
fuelectenerg-13294	3	20	nc	nc	VERB
fuelectenerg-13294	3	21	-	-	PUNCT
fuelectenerg-13294	3	22	nd	nd	ADV
fuelectenerg-13294	3	23	original	original	ADJ
fuelectenerg-13294	3	24	scientific	scientific	ADJ
fuelectenerg-13294	3	25	paper	paper	NOUN
fuelectenerg-13294	3	26	harnessing	harness	VERB
fuelectenerg-13294	3	27	deep	deep	ADJ
fuelectenerg-13294	3	28	learning	learning	NOUN
fuelectenerg-13294	3	29	for	for	ADP
fuelectenerg-13294	3	30	lung	lung	NOUN
fuelectenerg-13294	3	31	cancer	cancer	NOUN
fuelectenerg-13294	3	32	detection	detection	NOUN
fuelectenerg-13294	3	33	using	use	VERB
fuelectenerg-13294	3	34	ct	ct	PROPN
fuelectenerg-13294	3	35	scan	scan	ADJ
fuelectenerg-13294	3	36	images	image	NOUN
fuelectenerg-13294	3	37	anuradha	anuradha	PROPN
fuelectenerg-13294	3	38	rani	rani	PROPN
fuelectenerg-13294	3	39	choudhury	choudhury	PROPN
fuelectenerg-13294	3	40	,	,	PUNCT
fuelectenerg-13294	3	41	satya	satya	PROPN
fuelectenerg-13294	3	42	ranjan	ranjan	NOUN
fuelectenerg-13294	3	43	panda	panda	NOUN
fuelectenerg-13294	3	44	,	,	PUNCT
fuelectenerg-13294	3	45	jyotirmayee	jyotirmayee	PROPN
fuelectenerg-13294	3	46	rautaray	rautaray	NOUN
fuelectenerg-13294	3	47	,	,	PUNCT
fuelectenerg-13294	3	48	pranati	pranati	PROPN
fuelectenerg-13294	3	49	mishra	mishra	PROPN
fuelectenerg-13294	3	50	,	,	PUNCT
fuelectenerg-13294	3	51	meenakshi	meenakshi	PROPN
fuelectenerg-13294	3	52	kandpal	kandpal	PROPN
fuelectenerg-13294	3	53	school	school	NOUN
fuelectenerg-13294	3	54	of	of	ADP
fuelectenerg-13294	3	55	computer	computer	NOUN
fuelectenerg-13294	3	56	sciences	sciences	PROPN
fuelectenerg-13294	3	57	,	,	PUNCT
fuelectenerg-13294	3	58	odisha	odisha	PROPN
fuelectenerg-13294	3	59	university	university	PROPN
fuelectenerg-13294	3	60	of	of	ADP
fuelectenerg-13294	3	61	technology	technology	NOUN
fuelectenerg-13294	3	62	and	and	CCONJ
fuelectenerg-13294	3	63	research	research	NOUN
fuelectenerg-13294	3	64	,	,	PUNCT
fuelectenerg-13294	3	65	bhubaneswar	bhubaneswar	NOUN
fuelectenerg-13294	3	66	and	and	CCONJ
fuelectenerg-13294	3	67	751029	751029	NUM
fuelectenerg-13294	3	68	,	,	PUNCT
fuelectenerg-13294	3	69	india	india	PROPN
fuelectenerg-13294	3	70	orcid	orcid	PROPN
fuelectenerg-13294	3	71	ids	ids	PROPN
fuelectenerg-13294	3	72	:	:	PUNCT
fuelectenerg-13294	3	73	anuradha	anuradha	PROPN
fuelectenerg-13294	3	74	rani	rani	PROPN
fuelectenerg-13294	3	75	choudhury	choudhury	PROPN
fuelectenerg-13294	3	76	https://orcid.org/0009-0007-2014-9792	https://orcid.org/0009-0007-2014-9792	PROPN
fuelectenerg-13294	3	77	satya	satya	PROPN
fuelectenerg-13294	3	78	ranjan	ranjan	PROPN
fuelectenerg-13294	3	79	panda	panda	NOUN
fuelectenerg-13294	3	80	https://orcid.org/0009-0006-2683-5155	https://orcid.org/0009-0006-2683-5155	PROPN
fuelectenerg-13294	3	81	jyotirmayee	jyotirmayee	PROPN
fuelectenerg-13294	3	82	rautaray	rautaray	PROPN
fuelectenerg-13294	3	83	https://orcid.org/0000-0003-2747-3919	https://orcid.org/0000-0003-2747-3919	PROPN
fuelectenerg-13294	3	84	pranati	pranati	PROPN
fuelectenerg-13294	3	85	mishra	mishra	PROPN
fuelectenerg-13294	3	86	https://orcid.org/0000-0001-7698-1149	https://orcid.org/0000-0001-7698-1149	PROPN
fuelectenerg-13294	3	87	meenakshi	meenakshi	PROPN
fuelectenerg-13294	3	88	kandpal	kandpal	PROPN
fuelectenerg-13294	3	89	https://orcid.org/0000-0002-8974-0229	https://orcid.org/0000-0002-8974-0229	PROPN
fuelectenerg-13294	3	90	abstract	abstract	PROPN
fuelectenerg-13294	3	91	.	.	PUNCT
fuelectenerg-13294	4	1	lung	lung	NOUN
fuelectenerg-13294	4	2	cancer	cancer	NOUN
fuelectenerg-13294	4	3	persists	persist	VERB
fuelectenerg-13294	4	4	to	to	PART
fuelectenerg-13294	4	5	be	be	AUX
fuelectenerg-13294	4	6	considered	consider	VERB
fuelectenerg-13294	4	7	as	as	ADP
fuelectenerg-13294	4	8	the	the	DET
fuelectenerg-13294	4	9	primary	primary	ADJ
fuelectenerg-13294	4	10	cause	cause	NOUN
fuelectenerg-13294	4	11	of	of	ADP
fuelectenerg-13294	4	12	rising	rise	VERB
fuelectenerg-13294	4	13	mortality	mortality	NOUN
fuelectenerg-13294	4	14	rates	rate	NOUN
fuelectenerg-13294	4	15	worldwide	worldwide	ADV
fuelectenerg-13294	4	16	with	with	ADP
fuelectenerg-13294	4	17	clinical	clinical	ADJ
fuelectenerg-13294	4	18	projection	projection	NOUN
fuelectenerg-13294	4	19	depending	depend	VERB
fuelectenerg-13294	4	20	upon	upon	SCONJ
fuelectenerg-13294	4	21	early	early	ADJ
fuelectenerg-13294	4	22	-	-	PUNCT
fuelectenerg-13294	4	23	stage	stage	NOUN
fuelectenerg-13294	4	24	detection	detection	NOUN
fuelectenerg-13294	4	25	.	.	PUNCT
fuelectenerg-13294	5	1	detection	detection	NOUN
fuelectenerg-13294	5	2	at	at	ADP
fuelectenerg-13294	5	3	the	the	DET
fuelectenerg-13294	5	4	preliminary	preliminary	ADJ
fuelectenerg-13294	5	5	stage	stage	NOUN
fuelectenerg-13294	5	6	is	be	AUX
fuelectenerg-13294	5	7	crucial	crucial	ADJ
fuelectenerg-13294	5	8	for	for	ADP
fuelectenerg-13294	5	9	treatment	treatment	NOUN
fuelectenerg-13294	5	10	of	of	ADP
fuelectenerg-13294	5	11	the	the	DET
fuelectenerg-13294	5	12	disease	disease	NOUN
fuelectenerg-13294	5	13	also	also	ADV
fuelectenerg-13294	5	14	to	to	PART
fuelectenerg-13294	5	15	further	further	VERB
fuelectenerg-13294	5	16	the	the	DET
fuelectenerg-13294	5	17	prognosis	prognosis	NOUN
fuelectenerg-13294	5	18	process	process	NOUN
fuelectenerg-13294	5	19	.	.	PUNCT
fuelectenerg-13294	6	1	in	in	ADP
fuelectenerg-13294	6	2	this	this	DET
fuelectenerg-13294	6	3	study	study	NOUN
fuelectenerg-13294	6	4	iqothnccd	iqothnccd	NOUN
fuelectenerg-13294	6	5	dataset	dataset	NOUN
fuelectenerg-13294	6	6	is	be	AUX
fuelectenerg-13294	6	7	used	use	VERB
fuelectenerg-13294	6	8	.	.	PUNCT
fuelectenerg-13294	7	1	an	an	DET
fuelectenerg-13294	7	2	innovative	innovative	ADJ
fuelectenerg-13294	7	3	model	model	NOUN
fuelectenerg-13294	7	4	is	be	AUX
fuelectenerg-13294	7	5	constructed	construct	VERB
fuelectenerg-13294	7	6	for	for	ADP
fuelectenerg-13294	7	7	distinguishing	distinguish	VERB
fuelectenerg-13294	7	8	images	image	NOUN
fuelectenerg-13294	7	9	into	into	ADP
fuelectenerg-13294	7	10	three	three	NUM
fuelectenerg-13294	7	11	categories	category	NOUN
fuelectenerg-13294	7	12	.	.	PUNCT
fuelectenerg-13294	8	1	the	the	DET
fuelectenerg-13294	8	2	dataset	dataset	NOUN
fuelectenerg-13294	8	3	comprises	comprise	NOUN
fuelectenerg-13294	8	4	of	of	ADP
fuelectenerg-13294	8	5	three	three	NUM
fuelectenerg-13294	8	6	types	type	NOUN
fuelectenerg-13294	8	7	of	of	ADP
fuelectenerg-13294	8	8	images	image	NOUN
fuelectenerg-13294	8	9	such	such	ADJ
fuelectenerg-13294	8	10	as	as	ADP
fuelectenerg-13294	8	11	malignant	malignant	ADJ
fuelectenerg-13294	8	12	images	image	NOUN
fuelectenerg-13294	8	13	,	,	PUNCT
fuelectenerg-13294	8	14	benign	benign	ADJ
fuelectenerg-13294	8	15	images	image	NOUN
fuelectenerg-13294	8	16	and	and	CCONJ
fuelectenerg-13294	8	17	normal	normal	ADJ
fuelectenerg-13294	8	18	images	image	NOUN
fuelectenerg-13294	8	19	.	.	PUNCT
fuelectenerg-13294	9	1	preprocessing	preprocessing	NOUN
fuelectenerg-13294	9	2	of	of	ADP
fuelectenerg-13294	9	3	the	the	DET
fuelectenerg-13294	9	4	images	image	NOUN
fuelectenerg-13294	9	5	is	be	AUX
fuelectenerg-13294	9	6	done	do	VERB
fuelectenerg-13294	9	7	with	with	ADP
fuelectenerg-13294	9	8	intensive	intensive	ADJ
fuelectenerg-13294	9	9	steps	step	NOUN
fuelectenerg-13294	9	10	in	in	ADP
fuelectenerg-13294	9	11	order	order	NOUN
fuelectenerg-13294	9	12	to	to	PART
fuelectenerg-13294	9	13	remove	remove	VERB
fuelectenerg-13294	9	14	unwanted	unwanted	ADJ
fuelectenerg-13294	9	15	data	datum	NOUN
fuelectenerg-13294	9	16	.	.	PUNCT
fuelectenerg-13294	10	1	deep	deep	ADJ
fuelectenerg-13294	10	2	learning	learning	NOUN
fuelectenerg-13294	10	3	along	along	ADP
fuelectenerg-13294	10	4	with	with	ADP
fuelectenerg-13294	10	5	transfer	transfer	NOUN
fuelectenerg-13294	10	6	learning	learning	NOUN
fuelectenerg-13294	10	7	have	have	AUX
fuelectenerg-13294	10	8	been	be	AUX
fuelectenerg-13294	10	9	applied	apply	VERB
fuelectenerg-13294	10	10	to	to	ADP
fuelectenerg-13294	10	11	the	the	DET
fuelectenerg-13294	10	12	image	image	NOUN
fuelectenerg-13294	10	13	dataset	dataset	VERB
fuelectenerg-13294	10	14	for	for	ADP
fuelectenerg-13294	10	15	classifying	classify	VERB
fuelectenerg-13294	10	16	the	the	DET
fuelectenerg-13294	10	17	images	image	NOUN
fuelectenerg-13294	10	18	into	into	ADP
fuelectenerg-13294	10	19	various	various	ADJ
fuelectenerg-13294	10	20	categories	category	NOUN
fuelectenerg-13294	10	21	.	.	PUNCT
fuelectenerg-13294	11	1	in	in	ADP
fuelectenerg-13294	11	2	biomedical	biomedical	ADJ
fuelectenerg-13294	11	3	image	image	NOUN
fuelectenerg-13294	11	4	classification	classification	NOUN
fuelectenerg-13294	11	5	deep	deep	ADJ
fuelectenerg-13294	11	6	learning	learning	NOUN
fuelectenerg-13294	11	7	serves	serve	VERB
fuelectenerg-13294	11	8	as	as	ADP
fuelectenerg-13294	11	9	the	the	DET
fuelectenerg-13294	11	10	most	most	ADV
fuelectenerg-13294	11	11	effective	effective	ADJ
fuelectenerg-13294	11	12	technique	technique	NOUN
fuelectenerg-13294	11	13	for	for	ADP
fuelectenerg-13294	11	14	classification	classification	NOUN
fuelectenerg-13294	11	15	and	and	CCONJ
fuelectenerg-13294	11	16	detecting	detect	VERB
fuelectenerg-13294	11	17	the	the	DET
fuelectenerg-13294	11	18	abnormal	abnormal	ADJ
fuelectenerg-13294	11	19	pulmonary	pulmonary	ADJ
fuelectenerg-13294	11	20	nodules	nodule	NOUN
fuelectenerg-13294	11	21	.	.	PUNCT
fuelectenerg-13294	12	1	techniques	technique	NOUN
fuelectenerg-13294	12	2	such	such	ADJ
fuelectenerg-13294	12	3	as	as	ADP
fuelectenerg-13294	12	4	inceptionv3	inceptionv3	NOUN
fuelectenerg-13294	12	5	,	,	PUNCT
fuelectenerg-13294	12	6	resnet50	resnet50	NOUN
fuelectenerg-13294	12	7	,	,	PUNCT
fuelectenerg-13294	12	8	vgg16	vgg16	PROPN
fuelectenerg-13294	12	9	,	,	PUNCT
fuelectenerg-13294	12	10	vgg19	vgg19	PROPN
fuelectenerg-13294	12	11	,	,	PUNCT
fuelectenerg-13294	12	12	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	12	13	are	be	AUX
fuelectenerg-13294	12	14	evaluated	evaluate	VERB
fuelectenerg-13294	12	15	through	through	ADP
fuelectenerg-13294	12	16	experiment	experiment	NOUN
fuelectenerg-13294	12	17	for	for	ADP
fuelectenerg-13294	12	18	ensuring	ensure	VERB
fuelectenerg-13294	12	19	the	the	DET
fuelectenerg-13294	12	20	credibility	credibility	NOUN
fuelectenerg-13294	12	21	of	of	ADP
fuelectenerg-13294	12	22	the	the	DET
fuelectenerg-13294	12	23	designed	design	VERB
fuelectenerg-13294	12	24	model	model	NOUN
fuelectenerg-13294	12	25	.	.	PUNCT
fuelectenerg-13294	13	1	key	key	ADJ
fuelectenerg-13294	13	2	performance	performance	NOUN
fuelectenerg-13294	13	3	indicators	indicator	NOUN
fuelectenerg-13294	13	4	were	be	AUX
fuelectenerg-13294	13	5	used	use	VERB
fuelectenerg-13294	13	6	which	which	PRON
fuelectenerg-13294	13	7	includes	include	VERB
fuelectenerg-13294	13	8	accuracy	accuracy	NOUN
fuelectenerg-13294	13	9	,	,	PUNCT
fuelectenerg-13294	13	10	sensitivity	sensitivity	NOUN
fuelectenerg-13294	13	11	,	,	PUNCT
fuelectenerg-13294	13	12	precision	precision	NOUN
fuelectenerg-13294	13	13	and	and	CCONJ
fuelectenerg-13294	13	14	f1	f1	NOUN
fuelectenerg-13294	13	15	score	score	NOUN
fuelectenerg-13294	13	16	.	.	PUNCT
fuelectenerg-13294	14	1	the	the	DET
fuelectenerg-13294	14	2	results	result	NOUN
fuelectenerg-13294	14	3	obtained	obtain	VERB
fuelectenerg-13294	14	4	through	through	ADP
fuelectenerg-13294	14	5	the	the	DET
fuelectenerg-13294	14	6	proposed	propose	VERB
fuelectenerg-13294	14	7	model	model	NOUN
fuelectenerg-13294	14	8	which	which	PRON
fuelectenerg-13294	14	9	is	be	AUX
fuelectenerg-13294	14	10	the	the	DET
fuelectenerg-13294	14	11	custom	custom	NOUN
fuelectenerg-13294	14	12	cnn	cnn	PROPN
fuelectenerg-13294	14	13	model	model	NOUN
fuelectenerg-13294	14	14	yielded	yield	VERB
fuelectenerg-13294	14	15	an	an	DET
fuelectenerg-13294	14	16	accuracy	accuracy	NOUN
fuelectenerg-13294	14	17	of	of	ADP
fuelectenerg-13294	14	18	98.79	98.79	NUM
fuelectenerg-13294	14	19	%	%	NOUN
fuelectenerg-13294	14	20	,	,	PUNCT
fuelectenerg-13294	14	21	sensitivity	sensitivity	NOUN
fuelectenerg-13294	14	22	of	of	ADP
fuelectenerg-13294	14	23	98.97	98.97	NUM
fuelectenerg-13294	14	24	%	%	NOUN
fuelectenerg-13294	14	25	,	,	PUNCT
fuelectenerg-13294	14	26	precision	precision	NOUN
fuelectenerg-13294	14	27	of	of	ADP
fuelectenerg-13294	14	28	96.6	96.6	NUM
fuelectenerg-13294	14	29	%	%	NOUN
fuelectenerg-13294	14	30	and	and	CCONJ
fuelectenerg-13294	14	31	f1	f1	NOUN
fuelectenerg-13294	14	32	score	score	NOUN
fuelectenerg-13294	14	33	of	of	ADP
fuelectenerg-13294	14	34	97.7	97.7	NUM
fuelectenerg-13294	14	35	%	%	NOUN
fuelectenerg-13294	14	36	.	.	PUNCT
fuelectenerg-13294	15	1	key	key	ADJ
fuelectenerg-13294	15	2	words	word	NOUN
fuelectenerg-13294	15	3	:	:	PUNCT
fuelectenerg-13294	15	4	deep	deep	ADJ
fuelectenerg-13294	15	5	learning	learning	NOUN
fuelectenerg-13294	15	6	,	,	PUNCT
fuelectenerg-13294	15	7	transfer	transfer	NOUN
fuelectenerg-13294	15	8	learning	learning	NOUN
fuelectenerg-13294	15	9	,	,	PUNCT
fuelectenerg-13294	15	10	custom	custom	PROPN
fuelectenerg-13294	15	11	cnn	cnn	PROPN
fuelectenerg-13294	15	12	,	,	PUNCT
fuelectenerg-13294	15	13	inceptionv3	inceptionv3	PROPN
fuelectenerg-13294	15	14	,	,	PUNCT
fuelectenerg-13294	15	15	resnet50	resnet50	NOUN
fuelectenerg-13294	15	16	,	,	PUNCT
fuelectenerg-13294	15	17	vgg16	vgg16	PROPN
fuelectenerg-13294	15	18	,	,	PUNCT
fuelectenerg-13294	15	19	vgg19	vgg19	PROPN
fuelectenerg-13294	15	20	,	,	PUNCT
fuelectenerg-13294	15	21	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	15	22	received	receive	VERB
fuelectenerg-13294	15	23	december	december	PROPN
fuelectenerg-13294	15	24	02	02	NUM
fuelectenerg-13294	15	25	,	,	PUNCT
fuelectenerg-13294	15	26	2024	2024	NUM
fuelectenerg-13294	15	27	;	;	PUNCT
fuelectenerg-13294	15	28	revised	revise	VERB
fuelectenerg-13294	15	29	february	february	PROPN
fuelectenerg-13294	15	30	28	28	NUM
fuelectenerg-13294	15	31	,	,	PUNCT
fuelectenerg-13294	15	32	2025	2025	NUM
fuelectenerg-13294	15	33	and	and	CCONJ
fuelectenerg-13294	15	34	march	march	PROPN
fuelectenerg-13294	15	35	13	13	NUM
fuelectenerg-13294	15	36	,	,	PUNCT
fuelectenerg-13294	15	37	2025	2025	NUM
fuelectenerg-13294	15	38	;	;	PUNCT
fuelectenerg-13294	15	39	accepted	accept	VERB
fuelectenerg-13294	15	40	march	march	PROPN
fuelectenerg-13294	15	41	19	19	NUM
fuelectenerg-13294	15	42	,	,	PUNCT
fuelectenerg-13294	15	43	2025	2025	NUM
fuelectenerg-13294	15	44	corresponding	correspond	VERB
fuelectenerg-13294	15	45	author	author	NOUN
fuelectenerg-13294	15	46	:	:	PUNCT
fuelectenerg-13294	15	47	jyotirmayee	jyotirmayee	PROPN
fuelectenerg-13294	15	48	rautaray	rautaray	PROPN
fuelectenerg-13294	15	49	school	school	NOUN
fuelectenerg-13294	15	50	of	of	ADP
fuelectenerg-13294	15	51	computer	computer	NOUN
fuelectenerg-13294	15	52	sciences	sciences	PROPN
fuelectenerg-13294	15	53	,	,	PUNCT
fuelectenerg-13294	15	54	outr	outr	NOUN
fuelectenerg-13294	15	55	,	,	PUNCT
fuelectenerg-13294	15	56	bhubaneswar	bhubaneswar	NOUN
fuelectenerg-13294	15	57	,	,	PUNCT
fuelectenerg-13294	15	58	india	india	PROPN
fuelectenerg-13294	15	59	e	e	PROPN
fuelectenerg-13294	15	60	-	-	NOUN
fuelectenerg-13294	15	61	mail	mail	NOUN
fuelectenerg-13294	15	62	:	:	PUNCT
fuelectenerg-13294	15	63	jyotirmayee1990@gmail.com	jyotirmayee1990@gmail.com	X
fuelectenerg-13294	16	1	https://orcid.org/0009-0007-2014-9792	https://orcid.org/0009-0007-2014-9792	PROPN
fuelectenerg-13294	16	2	https://orcid.org/0009-0006-2683-5155	https://orcid.org/0009-0006-2683-5155	PROPN
fuelectenerg-13294	16	3	https://orcid.org/0000-0003-2747-3919	https://orcid.org/0000-0003-2747-3919	PROPN
fuelectenerg-13294	16	4	https://orcid.org/0000-0001-7698-1149	https://orcid.org/0000-0001-7698-1149	AUX
fuelectenerg-13294	16	5	https://orcid.org/0000-0002-8974-0229	https://orcid.org/0000-0002-8974-0229	VERB
fuelectenerg-13294	16	6	640	640	NUM
fuelectenerg-13294	16	7	a.	a.	NOUN
fuelectenerg-13294	16	8	r.	r.	PROPN
fuelectenerg-13294	16	9	choudhurya	choudhurya	PROPN
fuelectenerg-13294	16	10	,	,	PUNCT
fuelectenerg-13294	16	11	s.	s.	PROPN
fuelectenerg-13294	16	12	r.	r.	PROPN
fuelectenerg-13294	16	13	pandab	pandab	PROPN
fuelectenerg-13294	16	14	,	,	PUNCT
fuelectenerg-13294	16	15	j.	j.	PROPN
fuelectenerg-13294	16	16	rautarayc	rautarayc	PROPN
fuelectenerg-13294	16	17	,	,	PUNCT
fuelectenerg-13294	16	18	p.	p.	NOUN
fuelectenerg-13294	16	19	mishrad	mishrad	PROPN
fuelectenerg-13294	16	20	,	,	PUNCT
fuelectenerg-13294	16	21	m.	m.	NOUN
fuelectenerg-13294	16	22	kandpale	kandpale	NOUN
fuelectenerg-13294	16	23	1	1	X
fuelectenerg-13294	16	24	.	.	PUNCT
fuelectenerg-13294	17	1	introduction	introduction	NOUN
fuelectenerg-13294	17	2	lung	lung	NOUN
fuelectenerg-13294	17	3	cancer	cancer	NOUN
fuelectenerg-13294	17	4	is	be	AUX
fuelectenerg-13294	17	5	one	one	NUM
fuelectenerg-13294	17	6	of	of	ADP
fuelectenerg-13294	17	7	the	the	DET
fuelectenerg-13294	17	8	most	most	ADV
fuelectenerg-13294	17	9	aggressive	aggressive	ADJ
fuelectenerg-13294	17	10	cancers	cancer	NOUN
fuelectenerg-13294	17	11	that	that	PRON
fuelectenerg-13294	17	12	appears	appear	VERB
fuelectenerg-13294	17	13	due	due	ADJ
fuelectenerg-13294	17	14	to	to	ADP
fuelectenerg-13294	17	15	the	the	DET
fuelectenerg-13294	17	16	uncontrolled	uncontrolled	ADJ
fuelectenerg-13294	17	17	increase	increase	NOUN
fuelectenerg-13294	17	18	in	in	ADP
fuelectenerg-13294	17	19	the	the	DET
fuelectenerg-13294	17	20	number	number	NOUN
fuelectenerg-13294	17	21	of	of	ADP
fuelectenerg-13294	17	22	cells	cell	NOUN
fuelectenerg-13294	17	23	.	.	PUNCT
fuelectenerg-13294	18	1	it	it	PRON
fuelectenerg-13294	18	2	is	be	AUX
fuelectenerg-13294	18	3	globally	globally	ADV
fuelectenerg-13294	18	4	accepted	accept	VERB
fuelectenerg-13294	18	5	that	that	SCONJ
fuelectenerg-13294	18	6	lung	lung	NOUN
fuelectenerg-13294	18	7	cancer	cancer	NOUN
fuelectenerg-13294	18	8	is	be	AUX
fuelectenerg-13294	18	9	one	one	NUM
fuelectenerg-13294	18	10	of	of	ADP
fuelectenerg-13294	18	11	the	the	DET
fuelectenerg-13294	18	12	most	most	ADV
fuelectenerg-13294	18	13	leading	leading	ADJ
fuelectenerg-13294	18	14	types	type	NOUN
fuelectenerg-13294	18	15	of	of	ADP
fuelectenerg-13294	18	16	cancer	cancer	NOUN
fuelectenerg-13294	18	17	and	and	CCONJ
fuelectenerg-13294	18	18	caused	cause	VERB
fuelectenerg-13294	18	19	more	more	ADJ
fuelectenerg-13294	18	20	deaths	death	NOUN
fuelectenerg-13294	18	21	among	among	ADP
fuelectenerg-13294	18	22	the	the	DET
fuelectenerg-13294	18	23	cancer	cancer	NOUN
fuelectenerg-13294	18	24	patients	patient	NOUN
fuelectenerg-13294	18	25	.	.	PUNCT
fuelectenerg-13294	19	1	the	the	DET
fuelectenerg-13294	19	2	lung	lung	NOUN
fuelectenerg-13294	19	3	tissues	tissue	NOUN
fuelectenerg-13294	19	4	are	be	AUX
fuelectenerg-13294	19	5	covered	cover	VERB
fuelectenerg-13294	19	6	by	by	ADP
fuelectenerg-13294	19	7	a	a	DET
fuelectenerg-13294	19	8	membranous	membranous	ADJ
fuelectenerg-13294	19	9	coat	coat	NOUN
fuelectenerg-13294	19	10	called	call	VERB
fuelectenerg-13294	19	11	pleural	pleural	ADJ
fuelectenerg-13294	19	12	sac	sac	NOUN
fuelectenerg-13294	19	13	,	,	PUNCT
fuelectenerg-13294	19	14	which	which	PRON
fuelectenerg-13294	19	15	holds	hold	VERB
fuelectenerg-13294	19	16	fluid	fluid	NOUN
fuelectenerg-13294	19	17	called	call	VERB
fuelectenerg-13294	19	18	pleural	pleural	ADJ
fuelectenerg-13294	19	19	fluid	fluid	NOUN
fuelectenerg-13294	19	20	;	;	PUNCT
fuelectenerg-13294	19	21	this	this	DET
fuelectenerg-13294	19	22	pleural	pleural	ADJ
fuelectenerg-13294	19	23	fluid	fluid	NOUN
fuelectenerg-13294	19	24	ensures	ensure	VERB
fuelectenerg-13294	19	25	the	the	DET
fuelectenerg-13294	19	26	interplay	interplay	NOUN
fuelectenerg-13294	19	27	between	between	ADP
fuelectenerg-13294	19	28	the	the	DET
fuelectenerg-13294	19	29	outer	outer	ADJ
fuelectenerg-13294	19	30	and	and	CCONJ
fuelectenerg-13294	19	31	inner	inner	ADJ
fuelectenerg-13294	19	32	coats	coat	NOUN
fuelectenerg-13294	19	33	of	of	ADP
fuelectenerg-13294	19	34	the	the	DET
fuelectenerg-13294	19	35	lung	lung	NOUN
fuelectenerg-13294	19	36	.	.	PUNCT
fuelectenerg-13294	20	1	this	this	DET
fuelectenerg-13294	20	2	interplay	interplay	NOUN
fuelectenerg-13294	20	3	leads	lead	VERB
fuelectenerg-13294	20	4	to	to	ADP
fuelectenerg-13294	20	5	the	the	DET
fuelectenerg-13294	20	6	development	development	NOUN
fuelectenerg-13294	20	7	of	of	ADP
fuelectenerg-13294	20	8	neoplasms	neoplasm	NOUN
fuelectenerg-13294	20	9	.	.	PUNCT
fuelectenerg-13294	21	1	two	two	NUM
fuelectenerg-13294	21	2	most	most	ADV
fuelectenerg-13294	21	3	common	common	ADJ
fuelectenerg-13294	21	4	types	type	NOUN
fuelectenerg-13294	21	5	of	of	ADP
fuelectenerg-13294	21	6	cancerous	cancerous	ADJ
fuelectenerg-13294	21	7	growths	growth	NOUN
fuelectenerg-13294	21	8	associated	associate	VERB
fuelectenerg-13294	21	9	with	with	ADP
fuelectenerg-13294	21	10	this	this	DET
fuelectenerg-13294	21	11	disease	disease	NOUN
fuelectenerg-13294	21	12	are	be	AUX
fuelectenerg-13294	21	13	small	small	ADJ
fuelectenerg-13294	21	14	cell	cell	NOUN
fuelectenerg-13294	21	15	lung	lung	NOUN
fuelectenerg-13294	21	16	carcinoma	carcinoma	NOUN
fuelectenerg-13294	21	17	and	and	CCONJ
fuelectenerg-13294	21	18	non	non	ADJ
fuelectenerg-13294	21	19	-	-	ADJ
fuelectenerg-13294	21	20	small	small	ADJ
fuelectenerg-13294	21	21	cell	cell	NOUN
fuelectenerg-13294	21	22	lung	lung	NOUN
fuelectenerg-13294	21	23	carcinoma	carcinoma	NOUN
fuelectenerg-13294	22	1	[	[	X
fuelectenerg-13294	22	2	1	1	NUM
fuelectenerg-13294	22	3	]	]	PUNCT
fuelectenerg-13294	22	4	.	.	PUNCT
fuelectenerg-13294	23	1	lung	lung	NOUN
fuelectenerg-13294	23	2	cancer	cancer	NOUN
fuelectenerg-13294	23	3	constitutes	constitute	VERB
fuelectenerg-13294	23	4	one	one	NUM
fuelectenerg-13294	23	5	of	of	ADP
fuelectenerg-13294	23	6	the	the	DET
fuelectenerg-13294	23	7	most	most	ADV
fuelectenerg-13294	23	8	perilous	perilous	ADJ
fuelectenerg-13294	23	9	diseases	disease	NOUN
fuelectenerg-13294	23	10	,	,	PUNCT
fuelectenerg-13294	23	11	accounting	account	VERB
fuelectenerg-13294	23	12	for	for	ADP
fuelectenerg-13294	23	13	a	a	DET
fuelectenerg-13294	23	14	mortality	mortality	NOUN
fuelectenerg-13294	23	15	rate	rate	NOUN
fuelectenerg-13294	23	16	of	of	ADP
fuelectenerg-13294	23	17	19.4	19.4	NUM
fuelectenerg-13294	23	18	%	%	NOUN
fuelectenerg-13294	23	19	[	[	X
fuelectenerg-13294	23	20	2	2	NUM
fuelectenerg-13294	23	21	]	]	PUNCT
fuelectenerg-13294	23	22	.	.	PUNCT
fuelectenerg-13294	24	1	in	in	ADP
fuelectenerg-13294	24	2	the	the	DET
fuelectenerg-13294	24	3	year	year	NOUN
fuelectenerg-13294	24	4	2024	2024	NUM
fuelectenerg-13294	24	5	,	,	PUNCT
fuelectenerg-13294	24	6	the	the	DET
fuelectenerg-13294	24	7	incidence	incidence	NOUN
fuelectenerg-13294	24	8	of	of	ADP
fuelectenerg-13294	24	9	new	new	ADJ
fuelectenerg-13294	24	10	cases	case	NOUN
fuelectenerg-13294	24	11	is	be	AUX
fuelectenerg-13294	24	12	projected	project	VERB
fuelectenerg-13294	24	13	to	to	PART
fuelectenerg-13294	24	14	reach	reach	VERB
fuelectenerg-13294	24	15	11.7	11.7	NUM
fuelectenerg-13294	24	16	%	%	NOUN
fuelectenerg-13294	25	1	[	[	X
fuelectenerg-13294	25	2	3	3	NUM
fuelectenerg-13294	25	3	]	]	PUNCT
fuelectenerg-13294	25	4	.	.	PUNCT
fuelectenerg-13294	26	1	a	a	DET
fuelectenerg-13294	26	2	variety	variety	NOUN
fuelectenerg-13294	26	3	of	of	ADP
fuelectenerg-13294	26	4	imaging	imaging	NOUN
fuelectenerg-13294	26	5	modalities	modality	NOUN
fuelectenerg-13294	26	6	have	have	AUX
fuelectenerg-13294	26	7	been	be	AUX
fuelectenerg-13294	26	8	employed	employ	VERB
fuelectenerg-13294	26	9	to	to	PART
fuelectenerg-13294	26	10	identify	identify	VERB
fuelectenerg-13294	26	11	pulmonary	pulmonary	ADJ
fuelectenerg-13294	26	12	malignancies	malignancy	NOUN
fuelectenerg-13294	26	13	at	at	ADP
fuelectenerg-13294	26	14	the	the	DET
fuelectenerg-13294	26	15	primary	primary	ADJ
fuelectenerg-13294	26	16	stage	stage	NOUN
fuelectenerg-13294	26	17	,	,	PUNCT
fuelectenerg-13294	26	18	which	which	PRON
fuelectenerg-13294	26	19	encompass	encompass	VERB
fuelectenerg-13294	26	20	computed	compute	VERB
fuelectenerg-13294	26	21	tomography	tomography	NOUN
fuelectenerg-13294	26	22	,	,	PUNCT
fuelectenerg-13294	26	23	sputum	sputum	PROPN
fuelectenerg-13294	26	24	cytology	cytology	PROPN
fuelectenerg-13294	26	25	,	,	PUNCT
fuelectenerg-13294	26	26	chest	chest	NOUN
fuelectenerg-13294	26	27	x	x	NOUN
fuelectenerg-13294	26	28	-	-	NOUN
fuelectenerg-13294	26	29	ray	ray	NOUN
fuelectenerg-13294	26	30	,	,	PUNCT
fuelectenerg-13294	26	31	and	and	CCONJ
fuelectenerg-13294	26	32	magnetic	magnetic	ADJ
fuelectenerg-13294	26	33	resonance	resonance	NOUN
fuelectenerg-13294	26	34	imaging	imaging	NOUN
fuelectenerg-13294	26	35	[	[	X
fuelectenerg-13294	26	36	4	4	NUM
fuelectenerg-13294	26	37	]	]	PUNCT
fuelectenerg-13294	26	38	.	.	PUNCT
fuelectenerg-13294	27	1	during	during	ADP
fuelectenerg-13294	27	2	the	the	DET
fuelectenerg-13294	27	3	diagnostic	diagnostic	ADJ
fuelectenerg-13294	27	4	process	process	NOUN
fuelectenerg-13294	27	5	,	,	PUNCT
fuelectenerg-13294	27	6	neoplasms	neoplasm	NOUN
fuelectenerg-13294	27	7	are	be	AUX
fuelectenerg-13294	27	8	systematically	systematically	ADV
fuelectenerg-13294	27	9	classified	classify	VERB
fuelectenerg-13294	27	10	for	for	ADP
fuelectenerg-13294	27	11	accurate	accurate	ADJ
fuelectenerg-13294	27	12	diagnosis	diagnosis	NOUN
fuelectenerg-13294	27	13	.	.	PUNCT
fuelectenerg-13294	28	1	the	the	DET
fuelectenerg-13294	28	2	predominant	predominant	ADJ
fuelectenerg-13294	28	3	etiology	etiology	NOUN
fuelectenerg-13294	28	4	of	of	ADP
fuelectenerg-13294	28	5	lung	lung	NOUN
fuelectenerg-13294	28	6	cancer	cancer	NOUN
fuelectenerg-13294	28	7	is	be	AUX
fuelectenerg-13294	28	8	attributed	attribute	VERB
fuelectenerg-13294	28	9	to	to	ADP
fuelectenerg-13294	28	10	cigarette	cigarette	NOUN
fuelectenerg-13294	28	11	smoking	smoking	NOUN
fuelectenerg-13294	28	12	;	;	PUNCT
fuelectenerg-13294	28	13	however	however	ADV
fuelectenerg-13294	28	14	,	,	PUNCT
fuelectenerg-13294	28	15	additional	additional	ADJ
fuelectenerg-13294	28	16	recognized	recognize	VERB
fuelectenerg-13294	28	17	risk	risk	NOUN
fuelectenerg-13294	28	18	factors	factor	NOUN
fuelectenerg-13294	28	19	include	include	VERB
fuelectenerg-13294	28	20	environmental	environmental	ADJ
fuelectenerg-13294	28	21	air	air	NOUN
fuelectenerg-13294	28	22	pollution	pollution	NOUN
fuelectenerg-13294	28	23	and	and	CCONJ
fuelectenerg-13294	28	24	excessive	excessive	ADJ
fuelectenerg-13294	28	25	alcohol	alcohol	NOUN
fuelectenerg-13294	28	26	consumption	consumption	NOUN
fuelectenerg-13294	28	27	.	.	PUNCT
fuelectenerg-13294	29	1	lung	lung	NOUN
fuelectenerg-13294	29	2	carcinoma	carcinoma	NOUN
fuelectenerg-13294	29	3	that	that	PRON
fuelectenerg-13294	29	4	has	have	AUX
fuelectenerg-13294	29	5	spread	spread	VERB
fuelectenerg-13294	29	6	to	to	ADP
fuelectenerg-13294	29	7	the	the	DET
fuelectenerg-13294	29	8	cerebral	cerebral	ADJ
fuelectenerg-13294	29	9	area	area	NOUN
fuelectenerg-13294	29	10	can	can	AUX
fuelectenerg-13294	29	11	manifest	manifest	VERB
fuelectenerg-13294	29	12	with	with	ADP
fuelectenerg-13294	29	13	decreased	decrease	VERB
fuelectenerg-13294	29	14	vision	vision	NOUN
fuelectenerg-13294	29	15	and	and	CCONJ
fuelectenerg-13294	29	16	unilateral	unilateral	ADJ
fuelectenerg-13294	29	17	muscular	muscular	ADJ
fuelectenerg-13294	29	18	paralysis	paralysis	NOUN
fuelectenerg-13294	29	19	.	.	PUNCT
fuelectenerg-13294	30	1	moreover	moreover	ADV
fuelectenerg-13294	30	2	,	,	PUNCT
fuelectenerg-13294	30	3	hemoptysis	hemoptysis	NOUN
fuelectenerg-13294	30	4	,	,	PUNCT
fuelectenerg-13294	30	5	thoracic	thoracic	NOUN
fuelectenerg-13294	30	6	pain	pain	NOUN
fuelectenerg-13294	30	7	,	,	PUNCT
fuelectenerg-13294	30	8	and	and	CCONJ
fuelectenerg-13294	30	9	dyspnea	dyspnea	NOUN
fuelectenerg-13294	30	10	are	be	AUX
fuelectenerg-13294	30	11	also	also	ADV
fuelectenerg-13294	30	12	found	find	VERB
fuelectenerg-13294	30	13	in	in	ADP
fuelectenerg-13294	30	14	primary	primary	ADJ
fuelectenerg-13294	30	15	lung	lung	NOUN
fuelectenerg-13294	30	16	neoplasms	neoplasm	NOUN
fuelectenerg-13294	30	17	[	[	X
fuelectenerg-13294	30	18	5	5	NUM
fuelectenerg-13294	30	19	]	]	PUNCT
fuelectenerg-13294	30	20	.	.	PUNCT
fuelectenerg-13294	31	1	unfortunately	unfortunately	ADV
fuelectenerg-13294	31	2	,	,	PUNCT
fuelectenerg-13294	31	3	most	most	ADJ
fuelectenerg-13294	31	4	diagnoses	diagnosis	NOUN
fuelectenerg-13294	31	5	at	at	ADP
fuelectenerg-13294	31	6	presentation	presentation	NOUN
fuelectenerg-13294	31	7	are	be	AUX
fuelectenerg-13294	31	8	at	at	ADP
fuelectenerg-13294	31	9	a	a	DET
fuelectenerg-13294	31	10	late	late	ADJ
fuelectenerg-13294	31	11	stage	stage	NOUN
fuelectenerg-13294	31	12	of	of	ADP
fuelectenerg-13294	31	13	the	the	DET
fuelectenerg-13294	31	14	disease	disease	NOUN
fuelectenerg-13294	31	15	since	since	SCONJ
fuelectenerg-13294	31	16	no	no	DET
fuelectenerg-13294	31	17	clinical	clinical	ADJ
fuelectenerg-13294	31	18	manifestations	manifestation	NOUN
fuelectenerg-13294	31	19	occur	occur	VERB
fuelectenerg-13294	31	20	in	in	ADP
fuelectenerg-13294	31	21	the	the	DET
fuelectenerg-13294	31	22	earlier	early	ADJ
fuelectenerg-13294	31	23	stages	stage	NOUN
fuelectenerg-13294	31	24	.	.	PUNCT
fuelectenerg-13294	32	1	the	the	DET
fuelectenerg-13294	32	2	prognosis	prognosis	NOUN
fuelectenerg-13294	32	3	for	for	ADP
fuelectenerg-13294	32	4	survival	survival	NOUN
fuelectenerg-13294	32	5	is	be	AUX
fuelectenerg-13294	32	6	much	much	ADV
fuelectenerg-13294	32	7	improved	improve	VERB
fuelectenerg-13294	32	8	when	when	SCONJ
fuelectenerg-13294	32	9	neoplasia	neoplasia	NOUN
fuelectenerg-13294	32	10	is	be	AUX
fuelectenerg-13294	32	11	diagnosed	diagnose	VERB
fuelectenerg-13294	32	12	at	at	ADP
fuelectenerg-13294	32	13	an	an	DET
fuelectenerg-13294	32	14	earlier	early	ADJ
fuelectenerg-13294	32	15	stage	stage	NOUN
fuelectenerg-13294	32	16	.	.	PUNCT
fuelectenerg-13294	33	1	advanced	advanced	ADJ
fuelectenerg-13294	33	2	photographic	photographic	ADJ
fuelectenerg-13294	33	3	alteration	alteration	NOUN
fuelectenerg-13294	33	4	techniques	technique	NOUN
fuelectenerg-13294	33	5	can	can	AUX
fuelectenerg-13294	33	6	greatly	greatly	ADV
fuelectenerg-13294	33	7	enhance	enhance	VERB
fuelectenerg-13294	33	8	the	the	DET
fuelectenerg-13294	33	9	methodology	methodology	NOUN
fuelectenerg-13294	33	10	of	of	ADP
fuelectenerg-13294	33	11	physical	physical	ADJ
fuelectenerg-13294	33	12	examination	examination	NOUN
fuelectenerg-13294	33	13	and	and	CCONJ
fuelectenerg-13294	33	14	diagnostic	diagnostic	ADJ
fuelectenerg-13294	33	15	assessment	assessment	NOUN
fuelectenerg-13294	33	16	.	.	PUNCT
fuelectenerg-13294	34	1	recently	recently	ADV
fuelectenerg-13294	34	2	,	,	PUNCT
fuelectenerg-13294	34	3	a	a	DET
fuelectenerg-13294	34	4	number	number	NOUN
fuelectenerg-13294	34	5	of	of	ADP
fuelectenerg-13294	34	6	scholars	scholar	NOUN
fuelectenerg-13294	34	7	have	have	AUX
fuelectenerg-13294	34	8	been	be	AUX
fuelectenerg-13294	34	9	engaged	engage	VERB
fuelectenerg-13294	34	10	in	in	ADP
fuelectenerg-13294	34	11	the	the	DET
fuelectenerg-13294	34	12	exploration	exploration	NOUN
fuelectenerg-13294	34	13	of	of	ADP
fuelectenerg-13294	34	14	computational	computational	ADJ
fuelectenerg-13294	34	15	learning	learning	NOUN
fuelectenerg-13294	34	16	methodologies	methodology	NOUN
fuelectenerg-13294	34	17	aimed	aim	VERB
fuelectenerg-13294	34	18	at	at	ADP
fuelectenerg-13294	34	19	the	the	DET
fuelectenerg-13294	34	20	early	early	ADJ
fuelectenerg-13294	34	21	identification	identification	NOUN
fuelectenerg-13294	34	22	of	of	ADP
fuelectenerg-13294	34	23	the	the	DET
fuelectenerg-13294	34	24	life	life	NOUN
fuelectenerg-13294	34	25	-	-	PUNCT
fuelectenerg-13294	34	26	threatening	threaten	VERB
fuelectenerg-13294	34	27	ailment	ailment	NOUN
fuelectenerg-13294	34	28	known	know	VERB
fuelectenerg-13294	34	29	as	as	ADP
fuelectenerg-13294	34	30	cancer	cancer	NOUN
fuelectenerg-13294	34	31	.	.	PUNCT
fuelectenerg-13294	35	1	the	the	DET
fuelectenerg-13294	35	2	neural	neural	ADJ
fuelectenerg-13294	35	3	network	network	NOUN
fuelectenerg-13294	35	4	serves	serve	VERB
fuelectenerg-13294	35	5	an	an	DET
fuelectenerg-13294	35	6	essential	essential	ADJ
fuelectenerg-13294	35	7	function	function	NOUN
fuelectenerg-13294	35	8	in	in	ADP
fuelectenerg-13294	35	9	differentiating	differentiate	VERB
fuelectenerg-13294	35	10	neoplastic	neoplastic	ADJ
fuelectenerg-13294	35	11	cells	cell	NOUN
fuelectenerg-13294	35	12	from	from	ADP
fuelectenerg-13294	35	13	non	non	ADJ
fuelectenerg-13294	35	14	-	-	ADJ
fuelectenerg-13294	35	15	cancerous	cancerous	ADJ
fuelectenerg-13294	35	16	tissues	tissue	NOUN
fuelectenerg-13294	35	17	,	,	PUNCT
fuelectenerg-13294	35	18	thereby	thereby	ADV
fuelectenerg-13294	35	19	offering	offer	VERB
fuelectenerg-13294	35	20	a	a	DET
fuelectenerg-13294	35	21	significant	significant	ADJ
fuelectenerg-13294	35	22	instrument	instrument	NOUN
fuelectenerg-13294	35	23	for	for	ADP
fuelectenerg-13294	35	24	the	the	DET
fuelectenerg-13294	35	25	formulation	formulation	NOUN
fuelectenerg-13294	35	26	of	of	ADP
fuelectenerg-13294	35	27	supportive	supportive	ADJ
fuelectenerg-13294	35	28	biomarkers	biomarker	NOUN
fuelectenerg-13294	35	29	in	in	ADP
fuelectenerg-13294	35	30	oncology	oncology	NOUN
fuelectenerg-13294	35	31	.	.	PUNCT
fuelectenerg-13294	36	1	lung	lung	NOUN
fuelectenerg-13294	36	2	tumors	tumor	NOUN
fuelectenerg-13294	36	3	are	be	AUX
fuelectenerg-13294	36	4	categorized	categorize	VERB
fuelectenerg-13294	36	5	as	as	ADP
fuelectenerg-13294	36	6	either	either	CCONJ
fuelectenerg-13294	36	7	benign	benign	ADJ
fuelectenerg-13294	36	8	or	or	CCONJ
fuelectenerg-13294	36	9	malignant	malignant	ADJ
fuelectenerg-13294	36	10	through	through	ADP
fuelectenerg-13294	36	11	the	the	DET
fuelectenerg-13294	36	12	application	application	NOUN
fuelectenerg-13294	36	13	of	of	ADP
fuelectenerg-13294	36	14	convolutional	convolutional	ADJ
fuelectenerg-13294	36	15	neural	neural	ADJ
fuelectenerg-13294	36	16	networks	network	NOUN
fuelectenerg-13294	36	17	(	(	PUNCT
fuelectenerg-13294	36	18	cnn	cnn	PROPN
fuelectenerg-13294	36	19	)	)	PUNCT
fuelectenerg-13294	36	20	and	and	CCONJ
fuelectenerg-13294	36	21	transfer	transfer	NOUN
fuelectenerg-13294	36	22	learning	learning	NOUN
fuelectenerg-13294	36	23	paradigms	paradigm	NOUN
fuelectenerg-13294	36	24	.	.	PUNCT
fuelectenerg-13294	37	1	given	give	VERB
fuelectenerg-13294	37	2	that	that	DET
fuelectenerg-13294	37	3	deep	deep	ADJ
fuelectenerg-13294	37	4	learning	learning	NOUN
fuelectenerg-13294	37	5	and	and	CCONJ
fuelectenerg-13294	37	6	machine	machine	NOUN
fuelectenerg-13294	37	7	learning	learning	NOUN
fuelectenerg-13294	37	8	algorithms	algorithm	NOUN
fuelectenerg-13294	37	9	are	be	AUX
fuelectenerg-13294	37	10	predominantly	predominantly	ADV
fuelectenerg-13294	37	11	designed	design	VERB
fuelectenerg-13294	37	12	to	to	PART
fuelectenerg-13294	37	13	function	function	VERB
fuelectenerg-13294	37	14	within	within	ADP
fuelectenerg-13294	37	15	specific	specific	ADJ
fuelectenerg-13294	37	16	feature	feature	NOUN
fuelectenerg-13294	37	17	space	space	NOUN
fuelectenerg-13294	37	18	distributions	distribution	NOUN
fuelectenerg-13294	37	19	,	,	PUNCT
fuelectenerg-13294	37	20	it	it	PRON
fuelectenerg-13294	37	21	is	be	AUX
fuelectenerg-13294	37	22	imperative	imperative	ADJ
fuelectenerg-13294	37	23	that	that	SCONJ
fuelectenerg-13294	37	24	models	model	NOUN
fuelectenerg-13294	37	25	are	be	AUX
fuelectenerg-13294	37	26	reconstructed	reconstruct	VERB
fuelectenerg-13294	37	27	whenever	whenever	SCONJ
fuelectenerg-13294	37	28	there	there	PRON
fuelectenerg-13294	37	29	is	be	VERB
fuelectenerg-13294	37	30	a	a	DET
fuelectenerg-13294	37	31	modification	modification	NOUN
fuelectenerg-13294	37	32	in	in	ADP
fuelectenerg-13294	37	33	these	these	DET
fuelectenerg-13294	37	34	feature	feature	NOUN
fuelectenerg-13294	37	35	spaces	space	NOUN
fuelectenerg-13294	37	36	.	.	PUNCT
fuelectenerg-13294	38	1	consequently	consequently	ADV
fuelectenerg-13294	38	2	,	,	PUNCT
fuelectenerg-13294	38	3	deep	deep	ADJ
fuelectenerg-13294	38	4	learning	learning	NOUN
fuelectenerg-13294	38	5	models	model	NOUN
fuelectenerg-13294	38	6	necessitate	necessitate	ADJ
fuelectenerg-13294	38	7	a	a	DET
fuelectenerg-13294	38	8	substantial	substantial	ADJ
fuelectenerg-13294	38	9	volume	volume	NOUN
fuelectenerg-13294	38	10	of	of	ADP
fuelectenerg-13294	38	11	labeled	label	VERB
fuelectenerg-13294	38	12	data	datum	NOUN
fuelectenerg-13294	38	13	during	during	ADP
fuelectenerg-13294	38	14	the	the	DET
fuelectenerg-13294	38	15	training	training	NOUN
fuelectenerg-13294	38	16	phase	phase	NOUN
fuelectenerg-13294	38	17	.	.	PUNCT
fuelectenerg-13294	39	1	this	this	DET
fuelectenerg-13294	39	2	requirement	requirement	NOUN
fuelectenerg-13294	39	3	significantly	significantly	ADV
fuelectenerg-13294	39	4	complicates	complicate	VERB
fuelectenerg-13294	39	5	the	the	DET
fuelectenerg-13294	39	6	development	development	NOUN
fuelectenerg-13294	39	7	of	of	ADP
fuelectenerg-13294	39	8	a	a	DET
fuelectenerg-13294	39	9	machine	machine	NOUN
fuelectenerg-13294	39	10	learning	learn	VERB
fuelectenerg-13294	39	11	model	model	NOUN
fuelectenerg-13294	39	12	for	for	ADP
fuelectenerg-13294	39	13	a	a	DET
fuelectenerg-13294	39	14	target	target	NOUN
fuelectenerg-13294	39	15	domain	domain	NOUN
fuelectenerg-13294	39	16	where	where	SCONJ
fuelectenerg-13294	39	17	a	a	DET
fuelectenerg-13294	39	18	paucity	paucity	NOUN
fuelectenerg-13294	39	19	of	of	ADP
fuelectenerg-13294	39	20	labeled	label	VERB
fuelectenerg-13294	39	21	data	datum	NOUN
fuelectenerg-13294	39	22	exists	exist	VERB
fuelectenerg-13294	39	23	for	for	ADP
fuelectenerg-13294	39	24	supervised	supervised	ADJ
fuelectenerg-13294	39	25	learning	learning	NOUN
fuelectenerg-13294	39	26	.	.	PUNCT
fuelectenerg-13294	40	1	nevertheless	nevertheless	ADV
fuelectenerg-13294	40	2	,	,	PUNCT
fuelectenerg-13294	40	3	in	in	ADP
fuelectenerg-13294	40	4	particular	particular	ADJ
fuelectenerg-13294	40	5	scenarios	scenario	NOUN
fuelectenerg-13294	40	6	,	,	PUNCT
fuelectenerg-13294	40	7	transfer	transfer	NOUN
fuelectenerg-13294	40	8	learning	learning	NOUN
fuelectenerg-13294	40	9	has	have	AUX
fuelectenerg-13294	40	10	been	be	AUX
fuelectenerg-13294	40	11	shown	show	VERB
fuelectenerg-13294	40	12	to	to	PART
fuelectenerg-13294	40	13	enhance	enhance	VERB
fuelectenerg-13294	40	14	both	both	DET
fuelectenerg-13294	40	15	learning	learn	VERB
fuelectenerg-13294	40	16	accuracy	accuracy	NOUN
fuelectenerg-13294	40	17	and	and	CCONJ
fuelectenerg-13294	40	18	performance	performance	NOUN
fuelectenerg-13294	40	19	.	.	PUNCT
fuelectenerg-13294	41	1	we	we	PRON
fuelectenerg-13294	41	2	have	have	AUX
fuelectenerg-13294	41	3	made	make	VERB
fuelectenerg-13294	41	4	use	use	NOUN
fuelectenerg-13294	41	5	of	of	ADP
fuelectenerg-13294	41	6	the	the	DET
fuelectenerg-13294	41	7	iqothnccd	iqothnccd	NOUN
fuelectenerg-13294	41	8	lung	lung	NOUN
fuelectenerg-13294	41	9	cancer	cancer	NOUN
fuelectenerg-13294	41	10	dataset	dataset	NOUN
fuelectenerg-13294	41	11	and	and	CCONJ
fuelectenerg-13294	41	12	have	have	AUX
fuelectenerg-13294	41	13	proposed	propose	VERB
fuelectenerg-13294	41	14	a	a	DET
fuelectenerg-13294	41	15	classification	classification	NOUN
fuelectenerg-13294	41	16	methodology	methodology	NOUN
fuelectenerg-13294	41	17	based	base	VERB
fuelectenerg-13294	41	18	on	on	ADP
fuelectenerg-13294	41	19	convolutional	convolutional	ADJ
fuelectenerg-13294	41	20	neural	neural	ADJ
fuelectenerg-13294	41	21	networks	network	NOUN
fuelectenerg-13294	41	22	.	.	PUNCT
fuelectenerg-13294	42	1	a	a	DET
fuelectenerg-13294	42	2	cnn	cnn	PROPN
fuelectenerg-13294	42	3	model	model	NOUN
fuelectenerg-13294	42	4	has	have	AUX
fuelectenerg-13294	42	5	been	be	AUX
fuelectenerg-13294	42	6	devised	devise	VERB
fuelectenerg-13294	42	7	for	for	ADP
fuelectenerg-13294	42	8	this	this	DET
fuelectenerg-13294	42	9	purpose	purpose	NOUN
fuelectenerg-13294	42	10	.	.	PUNCT
fuelectenerg-13294	43	1	hyperparameter	hyperparameter	NOUN
fuelectenerg-13294	43	2	optimization	optimization	NOUN
fuelectenerg-13294	43	3	has	have	AUX
fuelectenerg-13294	43	4	also	also	ADV
fuelectenerg-13294	43	5	been	be	AUX
fuelectenerg-13294	43	6	conducted	conduct	VERB
fuelectenerg-13294	43	7	during	during	ADP
fuelectenerg-13294	43	8	the	the	DET
fuelectenerg-13294	43	9	training	training	NOUN
fuelectenerg-13294	43	10	of	of	ADP
fuelectenerg-13294	43	11	the	the	DET
fuelectenerg-13294	43	12	model	model	NOUN
fuelectenerg-13294	43	13	utilizing	utilize	VERB
fuelectenerg-13294	43	14	our	our	PRON
fuelectenerg-13294	43	15	dataset	dataset	NOUN
fuelectenerg-13294	43	16	,	,	PUNCT
fuelectenerg-13294	43	17	employing	employ	VERB
fuelectenerg-13294	43	18	various	various	ADJ
fuelectenerg-13294	43	19	architectures	architecture	NOUN
fuelectenerg-13294	43	20	.	.	PUNCT
fuelectenerg-13294	44	1	effective	effective	ADJ
fuelectenerg-13294	44	2	lung	lung	NOUN
fuelectenerg-13294	44	3	cancer	cancer	NOUN
fuelectenerg-13294	44	4	screenings	screening	NOUN
fuelectenerg-13294	44	5	have	have	VERB
fuelectenerg-13294	44	6	the	the	DET
fuelectenerg-13294	44	7	potential	potential	NOUN
fuelectenerg-13294	44	8	to	to	PART
fuelectenerg-13294	44	9	be	be	AUX
fuelectenerg-13294	44	10	life	life	NOUN
fuelectenerg-13294	44	11	-	-	PUNCT
fuelectenerg-13294	44	12	saving	save	VERB
fuelectenerg-13294	44	13	interventions	intervention	NOUN
fuelectenerg-13294	44	14	.	.	PUNCT
fuelectenerg-13294	45	1	the	the	DET
fuelectenerg-13294	45	2	manual	manual	ADJ
fuelectenerg-13294	45	3	evaluation	evaluation	NOUN
fuelectenerg-13294	45	4	of	of	ADP
fuelectenerg-13294	45	5	screenings	screening	NOUN
fuelectenerg-13294	45	6	is	be	AUX
fuelectenerg-13294	45	7	often	often	ADV
fuelectenerg-13294	45	8	labor	labor	NOUN
fuelectenerg-13294	45	9	-	-	PUNCT
fuelectenerg-13294	45	10	intensive	intensive	ADJ
fuelectenerg-13294	45	11	,	,	PUNCT
fuelectenerg-13294	45	12	financially	financially	ADV
fuelectenerg-13294	45	13	burdensome	burdensome	ADJ
fuelectenerg-13294	45	14	,	,	PUNCT
fuelectenerg-13294	45	15	and	and	CCONJ
fuelectenerg-13294	45	16	not	not	PART
fuelectenerg-13294	45	17	consistently	consistently	ADV
fuelectenerg-13294	45	18	precise	precise	ADJ
fuelectenerg-13294	45	19	.	.	PUNCT
fuelectenerg-13294	46	1	deep	deep	ADJ
fuelectenerg-13294	46	2	learning	learning	NOUN
fuelectenerg-13294	46	3	,	,	PUNCT
fuelectenerg-13294	46	4	especially	especially	ADV
fuelectenerg-13294	46	5	,	,	PUNCT
fuelectenerg-13294	46	6	has	have	VERB
fuelectenerg-13294	46	7	the	the	DET
fuelectenerg-13294	46	8	capability	capability	NOUN
fuelectenerg-13294	46	9	to	to	PART
fuelectenerg-13294	46	10	enhance	enhance	VERB
fuelectenerg-13294	46	11	the	the	DET
fuelectenerg-13294	46	12	quality	quality	NOUN
fuelectenerg-13294	46	13	of	of	ADP
fuelectenerg-13294	46	14	screenings	screening	NOUN
fuelectenerg-13294	46	15	while	while	SCONJ
fuelectenerg-13294	46	16	simultaneously	simultaneously	ADV
fuelectenerg-13294	46	17	reducing	reduce	VERB
fuelectenerg-13294	46	18	associated	associated	ADJ
fuelectenerg-13294	46	19	costs	cost	NOUN
fuelectenerg-13294	46	20	.	.	PUNCT
fuelectenerg-13294	47	1	cancer	cancer	NOUN
fuelectenerg-13294	47	2	remains	remain	VERB
fuelectenerg-13294	47	3	one	one	NUM
fuelectenerg-13294	47	4	of	of	ADP
fuelectenerg-13294	47	5	the	the	DET
fuelectenerg-13294	47	6	most	most	ADV
fuelectenerg-13294	47	7	lethal	lethal	ADJ
fuelectenerg-13294	47	8	diseases	disease	NOUN
fuelectenerg-13294	47	9	,	,	PUNCT
fuelectenerg-13294	47	10	exhibiting	exhibit	VERB
fuelectenerg-13294	47	11	a	a	DET
fuelectenerg-13294	47	12	high	high	ADJ
fuelectenerg-13294	47	13	mortality	mortality	NOUN
fuelectenerg-13294	47	14	rate	rate	NOUN
fuelectenerg-13294	47	15	.	.	PUNCT
fuelectenerg-13294	48	1	lung	lung	NOUN
fuelectenerg-13294	48	2	cancer	cancer	NOUN
fuelectenerg-13294	48	3	is	be	AUX
fuelectenerg-13294	48	4	harnessing	harness	VERB
fuelectenerg-13294	48	5	deep	deep	ADJ
fuelectenerg-13294	48	6	learning	learning	NOUN
fuelectenerg-13294	48	7	for	for	ADP
fuelectenerg-13294	48	8	lung	lung	NOUN
fuelectenerg-13294	48	9	cancer	cancer	NOUN
fuelectenerg-13294	48	10	detection	detection	NOUN
fuelectenerg-13294	48	11	using	use	VERB
fuelectenerg-13294	48	12	ct	ct	PROPN
fuelectenerg-13294	48	13	scan	scan	ADJ
fuelectenerg-13294	48	14	images	image	NOUN
fuelectenerg-13294	48	15	641	641	NUM
fuelectenerg-13294	48	16	responsible	responsible	ADJ
fuelectenerg-13294	48	17	for	for	ADP
fuelectenerg-13294	48	18	a	a	DET
fuelectenerg-13294	48	19	significant	significant	ADJ
fuelectenerg-13294	48	20	proportion	proportion	NOUN
fuelectenerg-13294	48	21	of	of	ADP
fuelectenerg-13294	48	22	cancer	cancer	NOUN
fuelectenerg-13294	48	23	-	-	PUNCT
fuelectenerg-13294	48	24	related	relate	VERB
fuelectenerg-13294	48	25	deaths	death	NOUN
fuelectenerg-13294	48	26	(	(	PUNCT
fuelectenerg-13294	48	27	18	18	NUM
fuelectenerg-13294	48	28	%	%	NOUN
fuelectenerg-13294	48	29	of	of	ADP
fuelectenerg-13294	48	30	all	all	DET
fuelectenerg-13294	48	31	cancer	cancer	NOUN
fuelectenerg-13294	48	32	fatalities	fatality	NOUN
fuelectenerg-13294	48	33	)	)	PUNCT
fuelectenerg-13294	48	34	,	,	PUNCT
fuelectenerg-13294	48	35	contributing	contribute	VERB
fuelectenerg-13294	48	36	to	to	ADP
fuelectenerg-13294	48	37	approximately	approximately	ADV
fuelectenerg-13294	48	38	8.2	8.2	NUM
fuelectenerg-13294	48	39	million	million	NUM
fuelectenerg-13294	48	40	deaths	death	NOUN
fuelectenerg-13294	48	41	globally	globally	ADV
fuelectenerg-13294	48	42	.	.	PUNCT
fuelectenerg-13294	49	1	in	in	ADP
fuelectenerg-13294	49	2	the	the	DET
fuelectenerg-13294	49	3	year	year	NOUN
fuelectenerg-13294	49	4	2024	2024	NUM
fuelectenerg-13294	49	5	,	,	PUNCT
fuelectenerg-13294	49	6	prostate	prostate	NOUN
fuelectenerg-13294	49	7	,	,	PUNCT
fuelectenerg-13294	49	8	lung	lung	NOUN
fuelectenerg-13294	49	9	,	,	PUNCT
fuelectenerg-13294	49	10	and	and	CCONJ
fuelectenerg-13294	49	11	colorectal	colorectal	ADJ
fuelectenerg-13294	49	12	cancers	cancer	NOUN
fuelectenerg-13294	49	13	are	be	AUX
fuelectenerg-13294	49	14	anticipated	anticipate	VERB
fuelectenerg-13294	49	15	to	to	PART
fuelectenerg-13294	49	16	constitute	constitute	VERB
fuelectenerg-13294	49	17	roughly	roughly	ADV
fuelectenerg-13294	49	18	48	48	NUM
fuelectenerg-13294	49	19	%	%	NOUN
fuelectenerg-13294	49	20	of	of	ADP
fuelectenerg-13294	49	21	all	all	DET
fuelectenerg-13294	49	22	cancer	cancer	NOUN
fuelectenerg-13294	49	23	diagnoses	diagnosis	NOUN
fuelectenerg-13294	49	24	among	among	ADP
fuelectenerg-13294	49	25	the	the	DET
fuelectenerg-13294	49	26	male	male	ADJ
fuelectenerg-13294	49	27	population	population	NOUN
fuelectenerg-13294	49	28	.	.	PUNCT
fuelectenerg-13294	50	1	for	for	ADP
fuelectenerg-13294	50	2	females	female	NOUN
fuelectenerg-13294	50	3	,	,	PUNCT
fuelectenerg-13294	50	4	breast	breast	NOUN
fuelectenerg-13294	50	5	,	,	PUNCT
fuelectenerg-13294	50	6	lung	lung	NOUN
fuelectenerg-13294	50	7	,	,	PUNCT
fuelectenerg-13294	50	8	and	and	CCONJ
fuelectenerg-13294	50	9	colorectal	colorectal	ADJ
fuelectenerg-13294	50	10	cancers	cancer	NOUN
fuelectenerg-13294	50	11	are	be	AUX
fuelectenerg-13294	50	12	projected	project	VERB
fuelectenerg-13294	50	13	to	to	PART
fuelectenerg-13294	50	14	represent	represent	VERB
fuelectenerg-13294	50	15	about	about	ADP
fuelectenerg-13294	50	16	51	51	NUM
fuelectenerg-13294	50	17	%	%	NOUN
fuelectenerg-13294	50	18	of	of	ADP
fuelectenerg-13294	50	19	newly	newly	ADV
fuelectenerg-13294	50	20	diagnosed	diagnose	VERB
fuelectenerg-13294	50	21	cancer	cancer	NOUN
fuelectenerg-13294	50	22	cases	case	NOUN
fuelectenerg-13294	50	23	in	in	ADP
fuelectenerg-13294	50	24	2024	2024	NUM
fuelectenerg-13294	51	1	[	[	X
fuelectenerg-13294	51	2	6	6	NUM
fuelectenerg-13294	51	3	]	]	PUNCT
fuelectenerg-13294	51	4	.	.	PUNCT
fuelectenerg-13294	52	1	according	accord	VERB
fuelectenerg-13294	52	2	to	to	ADP
fuelectenerg-13294	52	3	who	who	PRON
fuelectenerg-13294	52	4	the	the	DET
fuelectenerg-13294	52	5	cancer	cancer	NOUN
fuelectenerg-13294	52	6	rates	rate	NOUN
fuelectenerg-13294	52	7	may	may	AUX
fuelectenerg-13294	52	8	jump	jump	VERB
fuelectenerg-13294	52	9	to	to	ADP
fuelectenerg-13294	52	10	45	45	NUM
fuelectenerg-13294	52	11	percent	percent	NOUN
fuelectenerg-13294	52	12	by	by	ADP
fuelectenerg-13294	52	13	2030	2030	NUM
fuelectenerg-13294	52	14	[	[	X
fuelectenerg-13294	52	15	7	7	NUM
fuelectenerg-13294	52	16	]	]	PUNCT
fuelectenerg-13294	52	17	.	.	PUNCT
fuelectenerg-13294	53	1	early	early	ADJ
fuelectenerg-13294	53	2	detection	detection	NOUN
fuelectenerg-13294	53	3	is	be	AUX
fuelectenerg-13294	53	4	pivotal	pivotal	ADJ
fuelectenerg-13294	53	5	in	in	ADP
fuelectenerg-13294	53	6	cessation	cessation	NOUN
fuelectenerg-13294	53	7	of	of	ADP
fuelectenerg-13294	53	8	the	the	DET
fuelectenerg-13294	53	9	amplification	amplification	NOUN
fuelectenerg-13294	53	10	of	of	ADP
fuelectenerg-13294	53	11	cancerous	cancerous	ADJ
fuelectenerg-13294	53	12	cells	cell	NOUN
fuelectenerg-13294	53	13	.	.	PUNCT
fuelectenerg-13294	54	1	a	a	DET
fuelectenerg-13294	54	2	)	)	PUNCT
fuelectenerg-13294	54	3	b	b	NOUN
fuelectenerg-13294	54	4	)	)	PUNCT
fuelectenerg-13294	54	5	fig	fig	NOUN
fuelectenerg-13294	54	6	.	.	PUNCT
fuelectenerg-13294	55	1	1	1	NUM
fuelectenerg-13294	55	2	a	a	X
fuelectenerg-13294	55	3	)	)	PUNCT
fuelectenerg-13294	55	4	left	leave	VERB
fuelectenerg-13294	55	5	lobe	lobe	VERB
fuelectenerg-13294	55	6	with	with	ADP
fuelectenerg-13294	55	7	nodule	nodule	NOUN
fuelectenerg-13294	55	8	[	[	X
fuelectenerg-13294	55	9	8	8	NUM
fuelectenerg-13294	55	10	]	]	SYM
fuelectenerg-13294	55	11	;	;	PUNCT
fuelectenerg-13294	55	12	b	b	X
fuelectenerg-13294	55	13	)	)	PUNCT
fuelectenerg-13294	55	14	right	right	NOUN
fuelectenerg-13294	55	15	lobe	lobe	VERB
fuelectenerg-13294	55	16	with	with	ADP
fuelectenerg-13294	55	17	nodule	nodule	NOUN
fuelectenerg-13294	55	18	[	[	X
fuelectenerg-13294	55	19	8	8	NUM
fuelectenerg-13294	55	20	]	]	X
fuelectenerg-13294	55	21	fig	fig	NOUN
fuelectenerg-13294	55	22	.	.	PUNCT
fuelectenerg-13294	56	1	2	2	NUM
fuelectenerg-13294	56	2	representation	representation	NOUN
fuelectenerg-13294	56	3	of	of	ADP
fuelectenerg-13294	56	4	research	research	NOUN
fuelectenerg-13294	56	5	done	do	VERB
fuelectenerg-13294	56	6	from	from	ADP
fuelectenerg-13294	56	7	the	the	DET
fuelectenerg-13294	56	8	year	year	NOUN
fuelectenerg-13294	56	9	2013	2013	NUM
fuelectenerg-13294	56	10	to	to	ADP
fuelectenerg-13294	56	11	2022	2022	NUM
fuelectenerg-13294	56	12	[	[	X
fuelectenerg-13294	56	13	9	9	NUM
fuelectenerg-13294	56	14	]	]	SYM
fuelectenerg-13294	56	15	fig	fig	NOUN
fuelectenerg-13294	56	16	.	.	PUNCT
fuelectenerg-13294	57	1	1a	1a	NOUN
fuelectenerg-13294	57	2	,	,	PUNCT
fuelectenerg-13294	57	3	fig	fig	NOUN
fuelectenerg-13294	57	4	.	.	PUNCT
fuelectenerg-13294	58	1	1b	1b	PROPN
fuelectenerg-13294	58	2	depicts	depict	VERB
fuelectenerg-13294	58	3	the	the	DET
fuelectenerg-13294	58	4	both	both	DET
fuelectenerg-13294	58	5	halves	half	NOUN
fuelectenerg-13294	58	6	of	of	ADP
fuelectenerg-13294	58	7	the	the	DET
fuelectenerg-13294	58	8	lungs	lung	NOUN
fuelectenerg-13294	58	9	where	where	SCONJ
fuelectenerg-13294	58	10	each	each	PRON
fuelectenerg-13294	58	11	consists	consist	VERB
fuelectenerg-13294	58	12	of	of	ADP
fuelectenerg-13294	58	13	unwanted	unwanted	ADJ
fuelectenerg-13294	58	14	nodule	nodule	NOUN
fuelectenerg-13294	58	15	which	which	PRON
fuelectenerg-13294	58	16	ensures	ensure	VERB
fuelectenerg-13294	58	17	that	that	SCONJ
fuelectenerg-13294	58	18	there	there	PRON
fuelectenerg-13294	58	19	’s	’	VERB
fuelectenerg-13294	58	20	presence	presence	NOUN
fuelectenerg-13294	58	21	of	of	ADP
fuelectenerg-13294	58	22	tumor	tumor	NOUN
fuelectenerg-13294	58	23	.	.	PUNCT
fuelectenerg-13294	59	1	whereas	whereas	SCONJ
fuelectenerg-13294	59	2	fig	fig	NOUN
fuelectenerg-13294	59	3	.	.	PUNCT
fuelectenerg-13294	59	4	2	2	NUM
fuelectenerg-13294	59	5	represents	represent	VERB
fuelectenerg-13294	59	6	the	the	DET
fuelectenerg-13294	59	7	number	number	NOUN
fuelectenerg-13294	59	8	of	of	ADP
fuelectenerg-13294	59	9	research	research	NOUN
fuelectenerg-13294	59	10	work	work	NOUN
fuelectenerg-13294	59	11	done	do	VERB
fuelectenerg-13294	59	12	from	from	ADP
fuelectenerg-13294	59	13	the	the	DET
fuelectenerg-13294	59	14	year	year	NOUN
fuelectenerg-13294	59	15	2013	2013	NUM
fuelectenerg-13294	59	16	to	to	ADP
fuelectenerg-13294	59	17	2022	2022	NUM
fuelectenerg-13294	59	18	.	.	PUNCT
fuelectenerg-13294	60	1	the	the	DET
fuelectenerg-13294	60	2	article	article	NOUN
fuelectenerg-13294	60	3	consists	consist	VERB
fuelectenerg-13294	60	4	of	of	ADP
fuelectenerg-13294	60	5	introduction	introduction	NOUN
fuelectenerg-13294	60	6	in	in	ADP
fuelectenerg-13294	60	7	section	section	NOUN
fuelectenerg-13294	60	8	1	1	NUM
fuelectenerg-13294	60	9	,	,	PUNCT
fuelectenerg-13294	60	10	motivation	motivation	NOUN
fuelectenerg-13294	60	11	of	of	ADP
fuelectenerg-13294	60	12	the	the	DET
fuelectenerg-13294	60	13	work	work	NOUN
fuelectenerg-13294	60	14	in	in	ADP
fuelectenerg-13294	60	15	section2	section2	NOUN
fuelectenerg-13294	60	16	followed	follow	VERB
fuelectenerg-13294	60	17	by	by	ADP
fuelectenerg-13294	60	18	objective	objective	NOUN
fuelectenerg-13294	60	19	in	in	ADP
fuelectenerg-13294	60	20	section3	section3	PROPN
fuelectenerg-13294	60	21	then	then	ADV
fuelectenerg-13294	60	22	a	a	DET
fuelectenerg-13294	60	23	survey	survey	NOUN
fuelectenerg-13294	60	24	of	of	ADP
fuelectenerg-13294	60	25	related	related	ADJ
fuelectenerg-13294	60	26	works	work	NOUN
fuelectenerg-13294	60	27	in	in	ADP
fuelectenerg-13294	60	28	section	section	NOUN
fuelectenerg-13294	60	29	4	4	NUM
fuelectenerg-13294	60	30	,	,	PUNCT
fuelectenerg-13294	60	31	the	the	DET
fuelectenerg-13294	60	32	elaboration	elaboration	NOUN
fuelectenerg-13294	60	33	of	of	ADP
fuelectenerg-13294	60	34	the	the	DET
fuelectenerg-13294	60	35	proposed	propose	VERB
fuelectenerg-13294	60	36	methodology	methodology	NOUN
fuelectenerg-13294	60	37	and	and	CCONJ
fuelectenerg-13294	60	38	architecture	architecture	NOUN
fuelectenerg-13294	60	39	of	of	ADP
fuelectenerg-13294	60	40	the	the	DET
fuelectenerg-13294	60	41	model	model	NOUN
fuelectenerg-13294	60	42	in	in	ADP
fuelectenerg-13294	60	43	section	section	NOUN
fuelectenerg-13294	60	44	5	5	NUM
fuelectenerg-13294	60	45	,	,	PUNCT
fuelectenerg-13294	60	46	details	detail	NOUN
fuelectenerg-13294	60	47	on	on	ADP
fuelectenerg-13294	60	48	the	the	DET
fuelectenerg-13294	60	49	dataset	dataset	NOUN
fuelectenerg-13294	60	50	used	use	VERB
fuelectenerg-13294	60	51	along	along	ADP
fuelectenerg-13294	60	52	with	with	ADP
fuelectenerg-13294	60	53	the	the	DET
fuelectenerg-13294	60	54	pre	pre	ADJ
fuelectenerg-13294	60	55	-	-	ADJ
fuelectenerg-13294	60	56	processing	processing	ADJ
fuelectenerg-13294	60	57	steps	step	NOUN
fuelectenerg-13294	60	58	and	and	CCONJ
fuelectenerg-13294	60	59	feature	feature	NOUN
fuelectenerg-13294	60	60	extraction	extraction	NOUN
fuelectenerg-13294	60	61	in	in	ADP
fuelectenerg-13294	60	62	section	section	NOUN
fuelectenerg-13294	60	63	6	6	NUM
fuelectenerg-13294	60	64	,	,	PUNCT
fuelectenerg-13294	60	65	and	and	CCONJ
fuelectenerg-13294	60	66	finally	finally	ADV
fuelectenerg-13294	60	67	,	,	PUNCT
fuelectenerg-13294	60	68	section	section	NOUN
fuelectenerg-13294	60	69	7	7	NUM
fuelectenerg-13294	60	70	where	where	SCONJ
fuelectenerg-13294	60	71	the	the	DET
fuelectenerg-13294	60	72	results	result	NOUN
fuelectenerg-13294	60	73	and	and	CCONJ
fuelectenerg-13294	60	74	evaluation	evaluation	NOUN
fuelectenerg-13294	60	75	metrics	metric	NOUN
fuelectenerg-13294	60	76	are	be	AUX
fuelectenerg-13294	60	77	elaborated	elaborate	VERB
fuelectenerg-13294	60	78	.	.	PUNCT
fuelectenerg-13294	61	1	lastly	lastly	ADV
fuelectenerg-13294	61	2	,	,	PUNCT
fuelectenerg-13294	61	3	section	section	NOUN
fuelectenerg-13294	61	4	8	8	NUM
fuelectenerg-13294	61	5	is	be	AUX
fuelectenerg-13294	61	6	the	the	DET
fuelectenerg-13294	61	7	conclusion	conclusion	NOUN
fuelectenerg-13294	61	8	section	section	NOUN
fuelectenerg-13294	61	9	which	which	PRON
fuelectenerg-13294	61	10	lists	list	VERB
fuelectenerg-13294	61	11	the	the	DET
fuelectenerg-13294	61	12	findings	finding	NOUN
fuelectenerg-13294	61	13	and	and	CCONJ
fuelectenerg-13294	61	14	future	future	ADJ
fuelectenerg-13294	61	15	work	work	NOUN
fuelectenerg-13294	61	16	.	.	PUNCT
fuelectenerg-13294	62	1	642	642	NUM
fuelectenerg-13294	62	2	a.	a.	PROPN
fuelectenerg-13294	62	3	r.	r.	PROPN
fuelectenerg-13294	62	4	choudhurya	choudhurya	PROPN
fuelectenerg-13294	62	5	,	,	PUNCT
fuelectenerg-13294	62	6	s.	s.	PROPN
fuelectenerg-13294	62	7	r.	r.	PROPN
fuelectenerg-13294	62	8	pandab	pandab	PROPN
fuelectenerg-13294	62	9	,	,	PUNCT
fuelectenerg-13294	62	10	j.	j.	PROPN
fuelectenerg-13294	62	11	rautarayc	rautarayc	PROPN
fuelectenerg-13294	62	12	,	,	PUNCT
fuelectenerg-13294	62	13	p.	p.	NOUN
fuelectenerg-13294	62	14	mishrad	mishrad	PROPN
fuelectenerg-13294	62	15	,	,	PUNCT
fuelectenerg-13294	62	16	m.	m.	NOUN
fuelectenerg-13294	62	17	kandpale	kandpale	NOUN
fuelectenerg-13294	62	18	2	2	X
fuelectenerg-13294	62	19	.	.	PUNCT
fuelectenerg-13294	62	20	motivation	motivation	NOUN
fuelectenerg-13294	62	21	precise	precise	ADJ
fuelectenerg-13294	62	22	and	and	CCONJ
fuelectenerg-13294	62	23	timely	timely	ADJ
fuelectenerg-13294	62	24	identification	identification	NOUN
fuelectenerg-13294	62	25	of	of	ADP
fuelectenerg-13294	62	26	lung	lung	NOUN
fuelectenerg-13294	62	27	cancer	cancer	NOUN
fuelectenerg-13294	62	28	is	be	AUX
fuelectenerg-13294	62	29	important	important	ADJ
fuelectenerg-13294	62	30	to	to	PART
fuelectenerg-13294	62	31	enhance	enhance	VERB
fuelectenerg-13294	62	32	patient	patient	ADJ
fuelectenerg-13294	62	33	prognosis	prognosis	NOUN
fuelectenerg-13294	62	34	since	since	SCONJ
fuelectenerg-13294	62	35	early	early	ADJ
fuelectenerg-13294	62	36	diagnosis	diagnosis	NOUN
fuelectenerg-13294	62	37	highly	highly	ADV
fuelectenerg-13294	62	38	improves	improve	VERB
fuelectenerg-13294	62	39	the	the	DET
fuelectenerg-13294	62	40	possibility	possibility	NOUN
fuelectenerg-13294	62	41	of	of	ADP
fuelectenerg-13294	62	42	effective	effective	ADJ
fuelectenerg-13294	62	43	treatment	treatment	NOUN
fuelectenerg-13294	62	44	.	.	PUNCT
fuelectenerg-13294	63	1	standard	standard	ADJ
fuelectenerg-13294	63	2	diagnosis	diagnosis	NOUN
fuelectenerg-13294	63	3	techniques	technique	NOUN
fuelectenerg-13294	63	4	involving	involve	VERB
fuelectenerg-13294	63	5	manual	manual	ADJ
fuelectenerg-13294	63	6	image	image	NOUN
fuelectenerg-13294	63	7	interpretation	interpretation	NOUN
fuelectenerg-13294	63	8	of	of	ADP
fuelectenerg-13294	63	9	medical	medical	ADJ
fuelectenerg-13294	63	10	images	image	NOUN
fuelectenerg-13294	63	11	and	and	CCONJ
fuelectenerg-13294	63	12	traditional	traditional	ADJ
fuelectenerg-13294	63	13	machine	machine	NOUN
fuelectenerg-13294	63	14	learning	learn	VERB
fuelectenerg-13294	63	15	algorithms	algorithm	NOUN
fuelectenerg-13294	63	16	have	have	VERB
fuelectenerg-13294	63	17	several	several	ADJ
fuelectenerg-13294	63	18	limitations	limitation	NOUN
fuelectenerg-13294	63	19	such	such	ADJ
fuelectenerg-13294	63	20	as	as	ADP
fuelectenerg-13294	63	21	subjectivity	subjectivity	NOUN
fuelectenerg-13294	63	22	,	,	PUNCT
fuelectenerg-13294	63	23	inter	inter	ADJ
fuelectenerg-13294	63	24	-	-	ADJ
fuelectenerg-13294	63	25	observer	observer	ADJ
fuelectenerg-13294	63	26	variability	variability	NOUN
fuelectenerg-13294	63	27	,	,	PUNCT
fuelectenerg-13294	63	28	and	and	CCONJ
fuelectenerg-13294	63	29	poor	poor	ADJ
fuelectenerg-13294	63	30	ability	ability	NOUN
fuelectenerg-13294	63	31	to	to	PART
fuelectenerg-13294	63	32	extract	extract	VERB
fuelectenerg-13294	63	33	complicated	complicated	ADJ
fuelectenerg-13294	63	34	patterns	pattern	NOUN
fuelectenerg-13294	63	35	from	from	ADP
fuelectenerg-13294	63	36	imaging	image	VERB
fuelectenerg-13294	63	37	data	datum	NOUN
fuelectenerg-13294	63	38	.	.	PUNCT
fuelectenerg-13294	64	1	these	these	DET
fuelectenerg-13294	64	2	constraints	constraint	NOUN
fuelectenerg-13294	64	3	can	can	AUX
fuelectenerg-13294	64	4	lead	lead	VERB
fuelectenerg-13294	64	5	to	to	ADP
fuelectenerg-13294	64	6	delayed	delay	VERB
fuelectenerg-13294	64	7	or	or	CCONJ
fuelectenerg-13294	64	8	improper	improper	ADJ
fuelectenerg-13294	64	9	diagnoses	diagnosis	NOUN
fuelectenerg-13294	64	10	,	,	PUNCT
fuelectenerg-13294	64	11	resulting	result	VERB
fuelectenerg-13294	64	12	in	in	ADP
fuelectenerg-13294	64	13	inappropriate	inappropriate	ADJ
fuelectenerg-13294	64	14	or	or	CCONJ
fuelectenerg-13294	64	15	delayed	delay	VERB
fuelectenerg-13294	64	16	treatment	treatment	NOUN
fuelectenerg-13294	64	17	.	.	PUNCT
fuelectenerg-13294	65	1	deep	deep	ADJ
fuelectenerg-13294	65	2	learning	learning	NOUN
fuelectenerg-13294	65	3	has	have	AUX
fuelectenerg-13294	65	4	transformed	transform	VERB
fuelectenerg-13294	65	5	image	image	NOUN
fuelectenerg-13294	65	6	classification	classification	NOUN
fuelectenerg-13294	65	7	tasks	task	NOUN
fuelectenerg-13294	65	8	in	in	ADP
fuelectenerg-13294	65	9	recent	recent	ADJ
fuelectenerg-13294	65	10	years	year	NOUN
fuelectenerg-13294	65	11	by	by	ADP
fuelectenerg-13294	65	12	making	make	VERB
fuelectenerg-13294	65	13	it	it	PRON
fuelectenerg-13294	65	14	possible	possible	ADJ
fuelectenerg-13294	65	15	to	to	PART
fuelectenerg-13294	65	16	automatically	automatically	ADV
fuelectenerg-13294	65	17	extract	extract	VERB
fuelectenerg-13294	65	18	hierarchical	hierarchical	ADJ
fuelectenerg-13294	65	19	features	feature	NOUN
fuelectenerg-13294	65	20	directly	directly	ADV
fuelectenerg-13294	65	21	from	from	ADP
fuelectenerg-13294	65	22	unprocessed	unprocessed	ADJ
fuelectenerg-13294	65	23	image	image	NOUN
fuelectenerg-13294	65	24	data	datum	NOUN
fuelectenerg-13294	65	25	.	.	PUNCT
fuelectenerg-13294	66	1	this	this	PRON
fuelectenerg-13294	66	2	has	have	AUX
fuelectenerg-13294	66	3	particularly	particularly	ADV
fuelectenerg-13294	66	4	found	find	VERB
fuelectenerg-13294	66	5	applications	application	NOUN
fuelectenerg-13294	66	6	in	in	ADP
fuelectenerg-13294	66	7	lung	lung	NOUN
fuelectenerg-13294	66	8	cancer	cancer	NOUN
fuelectenerg-13294	66	9	classification	classification	NOUN
fuelectenerg-13294	66	10	,	,	PUNCT
fuelectenerg-13294	66	11	where	where	SCONJ
fuelectenerg-13294	66	12	models	model	NOUN
fuelectenerg-13294	66	13	have	have	AUX
fuelectenerg-13294	66	14	shown	show	VERB
fuelectenerg-13294	66	15	outstanding	outstanding	ADJ
fuelectenerg-13294	66	16	discriminative	discriminative	NOUN
fuelectenerg-13294	66	17	power	power	NOUN
fuelectenerg-13294	66	18	in	in	ADP
fuelectenerg-13294	66	19	distinguishing	distinguish	VERB
fuelectenerg-13294	66	20	between	between	ADP
fuelectenerg-13294	66	21	benign	benign	ADJ
fuelectenerg-13294	66	22	,	,	PUNCT
fuelectenerg-13294	66	23	malignant	malignant	ADJ
fuelectenerg-13294	66	24	,	,	PUNCT
fuelectenerg-13294	66	25	and	and	CCONJ
fuelectenerg-13294	66	26	normal	normal	ADJ
fuelectenerg-13294	66	27	lung	lung	NOUN
fuelectenerg-13294	66	28	tissues	tissue	NOUN
fuelectenerg-13294	66	29	.	.	PUNCT
fuelectenerg-13294	67	1	further	far	ADV
fuelectenerg-13294	67	2	,	,	PUNCT
fuelectenerg-13294	67	3	cnns	cnns	PROPN
fuelectenerg-13294	67	4	can	can	AUX
fuelectenerg-13294	67	5	precisely	precisely	ADV
fuelectenerg-13294	67	6	detect	detect	VERB
fuelectenerg-13294	67	7	fine	fine	ADJ
fuelectenerg-13294	67	8	changes	change	NOUN
fuelectenerg-13294	67	9	and	and	CCONJ
fuelectenerg-13294	67	10	intricate	intricate	ADJ
fuelectenerg-13294	67	11	patterns	pattern	NOUN
fuelectenerg-13294	67	12	that	that	PRON
fuelectenerg-13294	67	13	are	be	AUX
fuelectenerg-13294	67	14	critical	critical	ADJ
fuelectenerg-13294	67	15	in	in	ADP
fuelectenerg-13294	67	16	detecting	detect	VERB
fuelectenerg-13294	67	17	early	early	ADJ
fuelectenerg-13294	67	18	-	-	PUNCT
fuelectenerg-13294	67	19	stage	stage	NOUN
fuelectenerg-13294	67	20	lung	lung	NOUN
fuelectenerg-13294	67	21	cancer	cancer	NOUN
fuelectenerg-13294	67	22	and	and	CCONJ
fuelectenerg-13294	67	23	therefore	therefore	ADV
fuelectenerg-13294	67	24	enable	enable	VERB
fuelectenerg-13294	67	25	quick	quick	ADJ
fuelectenerg-13294	67	26	and	and	CCONJ
fuelectenerg-13294	67	27	accurate	accurate	ADJ
fuelectenerg-13294	67	28	diagnosis	diagnosis	NOUN
fuelectenerg-13294	67	29	.	.	PUNCT
fuelectenerg-13294	68	1	further	far	ADV
fuelectenerg-13294	68	2	,	,	PUNCT
fuelectenerg-13294	68	3	the	the	DET
fuelectenerg-13294	68	4	versatility	versatility	NOUN
fuelectenerg-13294	68	5	of	of	ADP
fuelectenerg-13294	68	6	cnn	cnn	PROPN
fuelectenerg-13294	68	7	architectures	architecture	NOUN
fuelectenerg-13294	68	8	supports	support	VERB
fuelectenerg-13294	68	9	adaptation	adaptation	NOUN
fuelectenerg-13294	68	10	to	to	PART
fuelectenerg-13294	68	11	further	far	ADV
fuelectenerg-13294	68	12	optimize	optimize	VERB
fuelectenerg-13294	68	13	efficiency	efficiency	NOUN
fuelectenerg-13294	68	14	.	.	PUNCT
fuelectenerg-13294	69	1	in	in	ADP
fuelectenerg-13294	69	2	addition	addition	NOUN
fuelectenerg-13294	69	3	,	,	PUNCT
fuelectenerg-13294	69	4	transfer	transfer	NOUN
fuelectenerg-13294	69	5	learning	learning	NOUN
fuelectenerg-13294	69	6	has	have	AUX
fuelectenerg-13294	69	7	proven	prove	VERB
fuelectenerg-13294	69	8	to	to	PART
fuelectenerg-13294	69	9	be	be	AUX
fuelectenerg-13294	69	10	a	a	DET
fuelectenerg-13294	69	11	powerful	powerful	ADJ
fuelectenerg-13294	69	12	method	method	NOUN
fuelectenerg-13294	69	13	to	to	PART
fuelectenerg-13294	69	14	improve	improve	VERB
fuelectenerg-13294	69	15	model	model	NOUN
fuelectenerg-13294	69	16	performance	performance	NOUN
fuelectenerg-13294	69	17	,	,	PUNCT
fuelectenerg-13294	69	18	particularly	particularly	ADV
fuelectenerg-13294	69	19	when	when	SCONJ
fuelectenerg-13294	69	20	there	there	PRON
fuelectenerg-13294	69	21	is	be	VERB
fuelectenerg-13294	69	22	limited	limit	VERB
fuelectenerg-13294	69	23	labeled	label	VERB
fuelectenerg-13294	69	24	medical	medical	ADJ
fuelectenerg-13294	69	25	data	datum	NOUN
fuelectenerg-13294	69	26	.	.	PUNCT
fuelectenerg-13294	70	1	by	by	ADP
fuelectenerg-13294	70	2	using	use	VERB
fuelectenerg-13294	70	3	pre	pre	ADJ
fuelectenerg-13294	70	4	-	-	ADJ
fuelectenerg-13294	70	5	trained	train	VERB
fuelectenerg-13294	70	6	models	model	NOUN
fuelectenerg-13294	70	7	on	on	ADP
fuelectenerg-13294	70	8	large	large	ADJ
fuelectenerg-13294	70	9	benchmark	benchmark	ADJ
fuelectenerg-13294	70	10	datasets	dataset	NOUN
fuelectenerg-13294	70	11	and	and	CCONJ
fuelectenerg-13294	70	12	fine	fine	ADV
fuelectenerg-13294	70	13	-	-	PUNCT
fuelectenerg-13294	70	14	tuning	tune	VERB
fuelectenerg-13294	70	15	them	they	PRON
fuelectenerg-13294	70	16	on	on	ADP
fuelectenerg-13294	70	17	lung	lung	NOUN
fuelectenerg-13294	70	18	cancer	cancer	NOUN
fuelectenerg-13294	70	19	data	datum	NOUN
fuelectenerg-13294	70	20	,	,	PUNCT
fuelectenerg-13294	70	21	transfer	transfer	NOUN
fuelectenerg-13294	70	22	learning	learn	VERB
fuelectenerg-13294	70	23	not	not	PART
fuelectenerg-13294	70	24	only	only	ADV
fuelectenerg-13294	70	25	saves	save	VERB
fuelectenerg-13294	70	26	training	training	NOUN
fuelectenerg-13294	70	27	time	time	NOUN
fuelectenerg-13294	70	28	but	but	CCONJ
fuelectenerg-13294	70	29	also	also	ADV
fuelectenerg-13294	70	30	enhances	enhance	VERB
fuelectenerg-13294	70	31	accuracy	accuracy	NOUN
fuelectenerg-13294	70	32	.	.	PUNCT
fuelectenerg-13294	71	1	this	this	DET
fuelectenerg-13294	71	2	method	method	NOUN
fuelectenerg-13294	71	3	can	can	AUX
fuelectenerg-13294	71	4	help	help	VERB
fuelectenerg-13294	71	5	overcome	overcome	VERB
fuelectenerg-13294	71	6	the	the	DET
fuelectenerg-13294	71	7	issue	issue	NOUN
fuelectenerg-13294	71	8	of	of	ADP
fuelectenerg-13294	71	9	limited	limited	ADJ
fuelectenerg-13294	71	10	annotated	annotate	VERB
fuelectenerg-13294	71	11	medical	medical	ADJ
fuelectenerg-13294	71	12	data	datum	NOUN
fuelectenerg-13294	71	13	while	while	SCONJ
fuelectenerg-13294	71	14	preserving	preserve	VERB
fuelectenerg-13294	71	15	high	high	ADJ
fuelectenerg-13294	71	16	performance	performance	NOUN
fuelectenerg-13294	71	17	.	.	PUNCT
fuelectenerg-13294	72	1	as	as	ADP
fuelectenerg-13294	72	2	computing	compute	VERB
fuelectenerg-13294	72	3	power	power	NOUN
fuelectenerg-13294	72	4	further	further	ADJ
fuelectenerg-13294	72	5	increases	increase	NOUN
fuelectenerg-13294	72	6	,	,	PUNCT
fuelectenerg-13294	72	7	advancements	advancement	NOUN
fuelectenerg-13294	72	8	in	in	ADP
fuelectenerg-13294	72	9	deep	deep	ADJ
fuelectenerg-13294	72	10	learning	learning	NOUN
fuelectenerg-13294	72	11	algorithms	algorithm	NOUN
fuelectenerg-13294	72	12	are	be	AUX
fuelectenerg-13294	72	13	predicted	predict	VERB
fuelectenerg-13294	72	14	to	to	PART
fuelectenerg-13294	72	15	further	far	ADV
fuelectenerg-13294	72	16	refine	refine	VERB
fuelectenerg-13294	72	17	both	both	DET
fuelectenerg-13294	72	18	accuracy	accuracy	NOUN
fuelectenerg-13294	72	19	and	and	CCONJ
fuelectenerg-13294	72	20	efficiency	efficiency	NOUN
fuelectenerg-13294	72	21	,	,	PUNCT
fuelectenerg-13294	72	22	situating	situate	VERB
fuelectenerg-13294	72	23	deep	deep	ADJ
fuelectenerg-13294	72	24	learning	learning	NOUN
fuelectenerg-13294	72	25	-	-	PUNCT
fuelectenerg-13294	72	26	based	base	VERB
fuelectenerg-13294	72	27	approaches	approach	NOUN
fuelectenerg-13294	72	28	as	as	ADP
fuelectenerg-13294	72	29	crucial	crucial	ADJ
fuelectenerg-13294	72	30	tools	tool	NOUN
fuelectenerg-13294	72	31	for	for	ADP
fuelectenerg-13294	72	32	the	the	DET
fuelectenerg-13294	72	33	classification	classification	NOUN
fuelectenerg-13294	72	34	and	and	CCONJ
fuelectenerg-13294	72	35	prognosis	prognosis	NOUN
fuelectenerg-13294	72	36	of	of	ADP
fuelectenerg-13294	72	37	lung	lung	NOUN
fuelectenerg-13294	72	38	cancer	cancer	NOUN
fuelectenerg-13294	72	39	.	.	PUNCT
fuelectenerg-13294	73	1	3	3	X
fuelectenerg-13294	73	2	.	.	X
fuelectenerg-13294	73	3	objective	objective	NOUN
fuelectenerg-13294	73	4	in	in	ADP
fuelectenerg-13294	73	5	this	this	DET
fuelectenerg-13294	73	6	work	work	NOUN
fuelectenerg-13294	73	7	,	,	PUNCT
fuelectenerg-13294	73	8	the	the	DET
fuelectenerg-13294	73	9	purpose	purpose	NOUN
fuelectenerg-13294	73	10	is	be	AUX
fuelectenerg-13294	73	11	focused	focus	VERB
fuelectenerg-13294	73	12	on	on	ADP
fuelectenerg-13294	73	13	the	the	DET
fuelectenerg-13294	73	14	development	development	NOUN
fuelectenerg-13294	73	15	and	and	CCONJ
fuelectenerg-13294	73	16	construction	construction	NOUN
fuelectenerg-13294	73	17	of	of	ADP
fuelectenerg-13294	73	18	an	an	DET
fuelectenerg-13294	73	19	innovative	innovative	ADJ
fuelectenerg-13294	73	20	model	model	NOUN
fuelectenerg-13294	73	21	for	for	ADP
fuelectenerg-13294	73	22	classification	classification	NOUN
fuelectenerg-13294	73	23	of	of	ADP
fuelectenerg-13294	73	24	lung	lung	NOUN
fuelectenerg-13294	73	25	carcinoma	carcinoma	NOUN
fuelectenerg-13294	73	26	images	image	NOUN
fuelectenerg-13294	73	27	into	into	ADP
fuelectenerg-13294	73	28	benign	benign	ADJ
fuelectenerg-13294	73	29	,	,	PUNCT
fuelectenerg-13294	73	30	malignant	malignant	ADJ
fuelectenerg-13294	73	31	,	,	PUNCT
fuelectenerg-13294	73	32	and	and	CCONJ
fuelectenerg-13294	73	33	normal	normal	ADJ
fuelectenerg-13294	73	34	images	image	NOUN
fuelectenerg-13294	73	35	.	.	PUNCT
fuelectenerg-13294	74	1	the	the	DET
fuelectenerg-13294	74	2	prime	prime	ADJ
fuelectenerg-13294	74	3	focus	focus	NOUN
fuelectenerg-13294	74	4	,	,	PUNCT
fuelectenerg-13294	74	5	based	base	VERB
fuelectenerg-13294	74	6	on	on	ADP
fuelectenerg-13294	74	7	the	the	DET
fuelectenerg-13294	74	8	obtained	obtain	VERB
fuelectenerg-13294	74	9	capabilities	capability	NOUN
fuelectenerg-13294	74	10	of	of	ADP
fuelectenerg-13294	74	11	cnn	cnn	NOUN
fuelectenerg-13294	74	12	and	and	CCONJ
fuelectenerg-13294	74	13	transfer	transfer	NOUN
fuelectenerg-13294	74	14	learning	learning	NOUN
fuelectenerg-13294	74	15	,	,	PUNCT
fuelectenerg-13294	74	16	has	have	AUX
fuelectenerg-13294	74	17	been	be	AUX
fuelectenerg-13294	74	18	put	put	VERB
fuelectenerg-13294	74	19	upon	upon	SCONJ
fuelectenerg-13294	74	20	classification	classification	NOUN
fuelectenerg-13294	74	21	using	use	VERB
fuelectenerg-13294	74	22	the	the	DET
fuelectenerg-13294	74	23	medical	medical	ADJ
fuelectenerg-13294	74	24	images	image	NOUN
fuelectenerg-13294	74	25	for	for	ADP
fuelectenerg-13294	74	26	lung	lung	NOUN
fuelectenerg-13294	74	27	cancer	cancer	NOUN
fuelectenerg-13294	74	28	upon	upon	SCONJ
fuelectenerg-13294	74	29	the	the	DET
fuelectenerg-13294	74	30	iqoth	iqoth	ADJ
fuelectenerg-13294	74	31	nccd	nccd	PROPN
fuelectenerg-13294	74	32	dataset	dataset	VERB
fuelectenerg-13294	74	33	.	.	PUNCT
fuelectenerg-13294	75	1	classification	classification	NOUN
fuelectenerg-13294	75	2	results	result	NOUN
fuelectenerg-13294	75	3	are	be	AUX
fuelectenerg-13294	75	4	compared	compare	VERB
fuelectenerg-13294	75	5	with	with	ADP
fuelectenerg-13294	75	6	others	other	NOUN
fuelectenerg-13294	75	7	obtained	obtain	VERB
fuelectenerg-13294	75	8	from	from	ADP
fuelectenerg-13294	75	9	the	the	DET
fuelectenerg-13294	75	10	findings	finding	NOUN
fuelectenerg-13294	75	11	using	use	VERB
fuelectenerg-13294	75	12	models	model	NOUN
fuelectenerg-13294	75	13	of	of	ADP
fuelectenerg-13294	75	14	inception	inception	PROPN
fuelectenerg-13294	75	15	v3	v3	PROPN
fuelectenerg-13294	75	16	,	,	PUNCT
fuelectenerg-13294	75	17	resnet50	resnet50	NOUN
fuelectenerg-13294	75	18	,	,	PUNCT
fuelectenerg-13294	75	19	and	and	CCONJ
fuelectenerg-13294	75	20	vgg16	vgg16	PROPN
fuelectenerg-13294	75	21	,	,	PUNCT
fuelectenerg-13294	75	22	vgg19	vgg19	PROPN
fuelectenerg-13294	75	23	and	and	CCONJ
fuelectenerg-13294	75	24	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	75	25	in	in	ADP
fuelectenerg-13294	75	26	order	order	NOUN
fuelectenerg-13294	75	27	to	to	PART
fuelectenerg-13294	75	28	validate	validate	VERB
fuelectenerg-13294	75	29	the	the	DET
fuelectenerg-13294	75	30	reliability	reliability	NOUN
fuelectenerg-13294	75	31	of	of	ADP
fuelectenerg-13294	75	32	the	the	DET
fuelectenerg-13294	75	33	designed	design	VERB
fuelectenerg-13294	75	34	model	model	NOUN
fuelectenerg-13294	75	35	.	.	PUNCT
fuelectenerg-13294	76	1	4	4	X
fuelectenerg-13294	76	2	.	.	NUM
fuelectenerg-13294	76	3	related	relate	VERB
fuelectenerg-13294	76	4	works	work	NOUN
fuelectenerg-13294	76	5	anand	anand	PROPN
fuelectenerg-13294	76	6	et	et	PROPN
fuelectenerg-13294	76	7	al	al	PROPN
fuelectenerg-13294	76	8	.	.	PUNCT
fuelectenerg-13294	77	1	[	[	X
fuelectenerg-13294	77	2	2	2	NUM
fuelectenerg-13294	77	3	]	]	PUNCT
fuelectenerg-13294	77	4	applied	apply	VERB
fuelectenerg-13294	77	5	transfer	transfer	NOUN
fuelectenerg-13294	77	6	learning	learn	VERB
fuelectenerg-13294	77	7	to	to	PART
fuelectenerg-13294	77	8	improve	improve	VERB
fuelectenerg-13294	77	9	the	the	DET
fuelectenerg-13294	77	10	strength	strength	NOUN
fuelectenerg-13294	77	11	of	of	ADP
fuelectenerg-13294	77	12	the	the	DET
fuelectenerg-13294	77	13	models	model	NOUN
fuelectenerg-13294	77	14	.	.	PUNCT
fuelectenerg-13294	78	1	the	the	DET
fuelectenerg-13294	78	2	vgg-16	vgg-16	NOUN
fuelectenerg-13294	78	3	and	and	CCONJ
fuelectenerg-13294	78	4	inception	inception	PROPN
fuelectenerg-13294	78	5	v3	v3	PROPN
fuelectenerg-13294	78	6	architecture	architecture	NOUN
fuelectenerg-13294	78	7	has	have	AUX
fuelectenerg-13294	78	8	been	be	AUX
fuelectenerg-13294	78	9	chosen	choose	VERB
fuelectenerg-13294	78	10	because	because	SCONJ
fuelectenerg-13294	78	11	of	of	ADP
fuelectenerg-13294	78	12	the	the	DET
fuelectenerg-13294	78	13	effectiveness	effectiveness	NOUN
fuelectenerg-13294	78	14	in	in	ADP
fuelectenerg-13294	78	15	feature	feature	NOUN
fuelectenerg-13294	78	16	representation	representation	NOUN
fuelectenerg-13294	78	17	and	and	CCONJ
fuelectenerg-13294	78	18	handling	handle	VERB
fuelectenerg-13294	78	19	the	the	DET
fuelectenerg-13294	78	20	complexity	complexity	NOUN
fuelectenerg-13294	78	21	involved	involve	VERB
fuelectenerg-13294	78	22	in	in	ADP
fuelectenerg-13294	78	23	classifying	classify	VERB
fuelectenerg-13294	78	24	image	image	NOUN
fuelectenerg-13294	78	25	tasks	task	NOUN
fuelectenerg-13294	78	26	.	.	PUNCT
fuelectenerg-13294	79	1	models	model	NOUN
fuelectenerg-13294	79	2	were	be	AUX
fuelectenerg-13294	79	3	trained	train	VERB
fuelectenerg-13294	79	4	to	to	PART
fuelectenerg-13294	79	5	classify	classify	VERB
fuelectenerg-13294	79	6	and	and	CCONJ
fuelectenerg-13294	79	7	predict	predict	VERB
fuelectenerg-13294	79	8	patient	patient	ADJ
fuelectenerg-13294	79	9	lungs	lung	NOUN
fuelectenerg-13294	79	10	having	have	VERB
fuelectenerg-13294	79	11	a	a	DET
fuelectenerg-13294	79	12	tumor	tumor	NOUN
fuelectenerg-13294	79	13	from	from	ADP
fuelectenerg-13294	79	14	preprocessed	preprocesse	VERB
fuelectenerg-13294	79	15	ct	ct	NUM
fuelectenerg-13294	79	16	images	image	NOUN
fuelectenerg-13294	79	17	.	.	PUNCT
fuelectenerg-13294	80	1	the	the	DET
fuelectenerg-13294	80	2	vgg16	vgg16	PROPN
fuelectenerg-13294	80	3	model	model	NOUN
fuelectenerg-13294	80	4	's	's	PART
fuelectenerg-13294	80	5	accuracy	accuracy	NOUN
fuelectenerg-13294	80	6	came	come	VERB
fuelectenerg-13294	80	7	out	out	ADP
fuelectenerg-13294	80	8	to	to	PART
fuelectenerg-13294	80	9	be	be	AUX
fuelectenerg-13294	80	10	96	96	NUM
fuelectenerg-13294	80	11	%	%	NOUN
fuelectenerg-13294	80	12	.	.	PUNCT
fuelectenerg-13294	81	1	although	although	SCONJ
fuelectenerg-13294	81	2	the	the	DET
fuelectenerg-13294	81	3	model	model	NOUN
fuelectenerg-13294	81	4	generated	generate	VERB
fuelectenerg-13294	81	5	good	good	ADJ
fuelectenerg-13294	81	6	results	result	NOUN
fuelectenerg-13294	81	7	concerning	concern	VERB
fuelectenerg-13294	81	8	lung	lung	NOUN
fuelectenerg-13294	81	9	cancer	cancer	NOUN
fuelectenerg-13294	81	10	detection	detection	NOUN
fuelectenerg-13294	81	11	with	with	ADP
fuelectenerg-13294	81	12	deep	deep	ADJ
fuelectenerg-13294	81	13	learning	learning	NOUN
fuelectenerg-13294	81	14	,	,	PUNCT
fuelectenerg-13294	81	15	it	it	PRON
fuelectenerg-13294	81	16	also	also	ADV
fuelectenerg-13294	81	17	portrayed	portray	VERB
fuelectenerg-13294	81	18	the	the	DET
fuelectenerg-13294	81	19	challenges	challenge	NOUN
fuelectenerg-13294	81	20	of	of	ADP
fuelectenerg-13294	81	21	large	large	ADJ
fuelectenerg-13294	81	22	labelled	label	VERB
fuelectenerg-13294	81	23	datasets	dataset	NOUN
fuelectenerg-13294	81	24	,	,	PUNCT
fuelectenerg-13294	81	25	biased	biased	ADJ
fuelectenerg-13294	81	26	datasets	dataset	NOUN
fuelectenerg-13294	81	27	,	,	PUNCT
fuelectenerg-13294	81	28	and	and	CCONJ
fuelectenerg-13294	81	29	fine	fine	ADV
fuelectenerg-13294	81	30	-	-	PUNCT
fuelectenerg-13294	81	31	tuning	tune	VERB
fuelectenerg-13294	81	32	pretrained	pretraine	VERB
fuelectenerg-13294	81	33	networks	network	NOUN
fuelectenerg-13294	81	34	into	into	ADP
fuelectenerg-13294	81	35	a	a	DET
fuelectenerg-13294	81	36	medical	medical	ADJ
fuelectenerg-13294	81	37	image	image	NOUN
fuelectenerg-13294	81	38	application	application	NOUN
fuelectenerg-13294	81	39	.	.	PUNCT
fuelectenerg-13294	82	1	harnessing	harness	VERB
fuelectenerg-13294	82	2	deep	deep	ADJ
fuelectenerg-13294	82	3	learning	learning	NOUN
fuelectenerg-13294	82	4	for	for	ADP
fuelectenerg-13294	82	5	lung	lung	NOUN
fuelectenerg-13294	82	6	cancer	cancer	NOUN
fuelectenerg-13294	82	7	detection	detection	NOUN
fuelectenerg-13294	82	8	using	use	VERB
fuelectenerg-13294	82	9	ct	ct	PROPN
fuelectenerg-13294	82	10	scan	scan	ADJ
fuelectenerg-13294	82	11	images	image	NOUN
fuelectenerg-13294	82	12	643	643	NUM
fuelectenerg-13294	82	13	cari	cari	PROPN
fuelectenerg-13294	82	14	et	et	PROPN
fuelectenerg-13294	82	15	al	al	PROPN
fuelectenerg-13294	82	16	.	.	PUNCT
fuelectenerg-13294	83	1	[	[	X
fuelectenerg-13294	83	2	10	10	NUM
fuelectenerg-13294	83	3	]	]	PUNCT
fuelectenerg-13294	83	4	constructed	construct	VERB
fuelectenerg-13294	83	5	a	a	DET
fuelectenerg-13294	83	6	convolutional	convolutional	ADJ
fuelectenerg-13294	83	7	neural	neural	ADJ
fuelectenerg-13294	83	8	network	network	NOUN
fuelectenerg-13294	83	9	model	model	NOUN
fuelectenerg-13294	83	10	for	for	ADP
fuelectenerg-13294	83	11	classifying	classify	VERB
fuelectenerg-13294	83	12	ct	ct	NOUN
fuelectenerg-13294	83	13	scan	scan	ADJ
fuelectenerg-13294	83	14	images	image	NOUN
fuelectenerg-13294	83	15	into	into	ADP
fuelectenerg-13294	83	16	cancerous	cancerous	ADJ
fuelectenerg-13294	83	17	and	and	CCONJ
fuelectenerg-13294	83	18	non	non	ADJ
fuelectenerg-13294	83	19	-	-	ADJ
fuelectenerg-13294	83	20	cancerous	cancerous	ADJ
fuelectenerg-13294	83	21	images	image	NOUN
fuelectenerg-13294	83	22	.	.	PUNCT
fuelectenerg-13294	84	1	the	the	DET
fuelectenerg-13294	84	2	model	model	NOUN
fuelectenerg-13294	84	3	consisted	consist	VERB
fuelectenerg-13294	84	4	of	of	ADP
fuelectenerg-13294	84	5	three	three	NUM
fuelectenerg-13294	84	6	layers	layer	NOUN
fuelectenerg-13294	84	7	with	with	ADP
fuelectenerg-13294	84	8	filter	filter	NOUN
fuelectenerg-13294	84	9	size	size	NOUN
fuelectenerg-13294	84	10	128,256	128,256	NUM
fuelectenerg-13294	84	11	and	and	CCONJ
fuelectenerg-13294	84	12	512	512	NUM
fuelectenerg-13294	84	13	on	on	ADP
fuelectenerg-13294	84	14	first	first	ADJ
fuelectenerg-13294	84	15	layer	layer	NOUN
fuelectenerg-13294	84	16	,	,	PUNCT
fuelectenerg-13294	84	17	second	second	ADJ
fuelectenerg-13294	84	18	layer	layer	NOUN
fuelectenerg-13294	84	19	and	and	CCONJ
fuelectenerg-13294	84	20	third	third	ADJ
fuelectenerg-13294	84	21	layer	layer	NOUN
fuelectenerg-13294	84	22	respectively	respectively	ADV
fuelectenerg-13294	84	23	.	.	PUNCT
fuelectenerg-13294	85	1	various	various	ADJ
fuelectenerg-13294	85	2	combination	combination	NOUN
fuelectenerg-13294	85	3	amongst	amongst	ADP
fuelectenerg-13294	85	4	filters	filter	NOUN
fuelectenerg-13294	85	5	,	,	PUNCT
fuelectenerg-13294	85	6	batch	batch	NOUN
fuelectenerg-13294	85	7	size	size	NOUN
fuelectenerg-13294	85	8	,	,	PUNCT
fuelectenerg-13294	85	9	dropout	dropout	NOUN
fuelectenerg-13294	85	10	and	and	CCONJ
fuelectenerg-13294	85	11	epoch	epoch	NOUN
fuelectenerg-13294	85	12	values	value	NOUN
fuelectenerg-13294	85	13	were	be	AUX
fuelectenerg-13294	85	14	made	make	VERB
fuelectenerg-13294	85	15	to	to	PART
fuelectenerg-13294	85	16	determine	determine	VERB
fuelectenerg-13294	85	17	the	the	DET
fuelectenerg-13294	85	18	accuracy	accuracy	NOUN
fuelectenerg-13294	85	19	value	value	NOUN
fuelectenerg-13294	85	20	and	and	CCONJ
fuelectenerg-13294	85	21	hence	hence	ADV
fuelectenerg-13294	85	22	prevent	prevent	VERB
fuelectenerg-13294	85	23	the	the	DET
fuelectenerg-13294	85	24	same	same	ADJ
fuelectenerg-13294	85	25	from	from	ADP
fuelectenerg-13294	85	26	overfitting	overfitte	VERB
fuelectenerg-13294	85	27	.	.	PUNCT
fuelectenerg-13294	86	1	preprocessing	preprocessing	NOUN
fuelectenerg-13294	86	2	was	be	AUX
fuelectenerg-13294	86	3	carried	carry	VERB
fuelectenerg-13294	86	4	out	out	ADP
fuelectenerg-13294	86	5	at	at	ADP
fuelectenerg-13294	86	6	the	the	DET
fuelectenerg-13294	86	7	beginning	begin	VERB
fuelectenerg-13294	86	8	step	step	NOUN
fuelectenerg-13294	86	9	in	in	ADP
fuelectenerg-13294	86	10	the	the	DET
fuelectenerg-13294	86	11	form	form	NOUN
fuelectenerg-13294	86	12	of	of	ADP
fuelectenerg-13294	86	13	resizing	resizing	NOUN
fuelectenerg-13294	86	14	,	,	PUNCT
fuelectenerg-13294	86	15	scaling	scaling	NOUN
fuelectenerg-13294	86	16	and	and	CCONJ
fuelectenerg-13294	86	17	normalization	normalization	NOUN
fuelectenerg-13294	86	18	.	.	PUNCT
fuelectenerg-13294	87	1	sigmoid	sigmoid	NOUN
fuelectenerg-13294	87	2	and	and	CCONJ
fuelectenerg-13294	87	3	relu	relu	NOUN
fuelectenerg-13294	87	4	activation	activation	NOUN
fuelectenerg-13294	87	5	functions	function	NOUN
fuelectenerg-13294	87	6	were	be	AUX
fuelectenerg-13294	87	7	used	use	VERB
fuelectenerg-13294	87	8	.	.	PUNCT
fuelectenerg-13294	88	1	the	the	DET
fuelectenerg-13294	88	2	accuracy	accuracy	NOUN
fuelectenerg-13294	88	3	of	of	ADP
fuelectenerg-13294	88	4	the	the	DET
fuelectenerg-13294	88	5	proposed	propose	VERB
fuelectenerg-13294	88	6	model	model	NOUN
fuelectenerg-13294	88	7	yielded	yield	VERB
fuelectenerg-13294	88	8	95	95	NUM
fuelectenerg-13294	88	9	%	%	NOUN
fuelectenerg-13294	88	10	along	along	ADP
fuelectenerg-13294	88	11	with	with	ADP
fuelectenerg-13294	88	12	recall	recall	NOUN
fuelectenerg-13294	88	13	and	and	CCONJ
fuelectenerg-13294	88	14	precision	precision	NOUN
fuelectenerg-13294	88	15	values	value	NOUN
fuelectenerg-13294	88	16	with	with	ADP
fuelectenerg-13294	88	17	90	90	NUM
fuelectenerg-13294	88	18	%	%	NOUN
fuelectenerg-13294	88	19	and	and	CCONJ
fuelectenerg-13294	88	20	100	100	NUM
fuelectenerg-13294	88	21	%	%	NOUN
fuelectenerg-13294	88	22	.	.	PUNCT
fuelectenerg-13294	89	1	harshavardhan	harshavardhan	PROPN
fuelectenerg-13294	89	2	et	et	PROPN
fuelectenerg-13294	89	3	al	al	PROPN
fuelectenerg-13294	89	4	.	.	PUNCT
fuelectenerg-13294	90	1	[	[	X
fuelectenerg-13294	90	2	11	11	NUM
fuelectenerg-13294	90	3	]	]	PUNCT
fuelectenerg-13294	90	4	designed	design	VERB
fuelectenerg-13294	90	5	a	a	DET
fuelectenerg-13294	90	6	model	model	NOUN
fuelectenerg-13294	90	7	for	for	ADP
fuelectenerg-13294	90	8	distinguishing	distinguish	VERB
fuelectenerg-13294	90	9	between	between	ADP
fuelectenerg-13294	90	10	lung	lung	NOUN
fuelectenerg-13294	90	11	cancer	cancer	NOUN
fuelectenerg-13294	90	12	images	image	NOUN
fuelectenerg-13294	90	13	and	and	CCONJ
fuelectenerg-13294	90	14	healthy	healthy	ADJ
fuelectenerg-13294	90	15	images	image	NOUN
fuelectenerg-13294	90	16	.	.	PUNCT
fuelectenerg-13294	91	1	the	the	DET
fuelectenerg-13294	91	2	dataset	dataset	NOUN
fuelectenerg-13294	91	3	consisted	consist	VERB
fuelectenerg-13294	91	4	of	of	ADP
fuelectenerg-13294	91	5	about	about	ADP
fuelectenerg-13294	91	6	2400	2400	NUM
fuelectenerg-13294	91	7	images	image	NOUN
fuelectenerg-13294	91	8	.	.	PUNCT
fuelectenerg-13294	92	1	normalization	normalization	NOUN
fuelectenerg-13294	92	2	of	of	ADP
fuelectenerg-13294	92	3	images	image	NOUN
fuelectenerg-13294	92	4	and	and	CCONJ
fuelectenerg-13294	92	5	image	image	NOUN
fuelectenerg-13294	92	6	resizing	resizing	NOUN
fuelectenerg-13294	92	7	were	be	AUX
fuelectenerg-13294	92	8	considered	consider	VERB
fuelectenerg-13294	92	9	to	to	PART
fuelectenerg-13294	92	10	be	be	AUX
fuelectenerg-13294	92	11	the	the	DET
fuelectenerg-13294	92	12	pre	pre	ADJ
fuelectenerg-13294	92	13	-	-	ADJ
fuelectenerg-13294	92	14	processing	processing	ADJ
fuelectenerg-13294	92	15	pipeline	pipeline	NOUN
fuelectenerg-13294	92	16	for	for	ADP
fuelectenerg-13294	92	17	clear	clear	ADJ
fuelectenerg-13294	92	18	images	image	NOUN
fuelectenerg-13294	92	19	.	.	PUNCT
fuelectenerg-13294	93	1	additionally	additionally	ADV
fuelectenerg-13294	93	2	for	for	ADP
fuelectenerg-13294	93	3	noise	noise	NOUN
fuelectenerg-13294	93	4	reduction	reduction	NOUN
fuelectenerg-13294	93	5	gaussian	gaussian	NOUN
fuelectenerg-13294	93	6	blurring	blurring	NOUN
fuelectenerg-13294	93	7	,	,	PUNCT
fuelectenerg-13294	93	8	median	median	ADJ
fuelectenerg-13294	93	9	filtering	filtering	NOUN
fuelectenerg-13294	93	10	and	and	CCONJ
fuelectenerg-13294	93	11	denoising	denoising	NOUN
fuelectenerg-13294	93	12	autoencoders	autoencoder	NOUN
fuelectenerg-13294	93	13	were	be	AUX
fuelectenerg-13294	93	14	used	use	VERB
fuelectenerg-13294	93	15	.	.	PUNCT
fuelectenerg-13294	94	1	image	image	NOUN
fuelectenerg-13294	94	2	augmentation	augmentation	NOUN
fuelectenerg-13294	94	3	was	be	AUX
fuelectenerg-13294	94	4	employed	employ	VERB
fuelectenerg-13294	94	5	in	in	ADP
fuelectenerg-13294	94	6	order	order	NOUN
fuelectenerg-13294	94	7	to	to	PART
fuelectenerg-13294	94	8	reduce	reduce	VERB
fuelectenerg-13294	94	9	overfitting	overfitte	VERB
fuelectenerg-13294	94	10	and	and	CCONJ
fuelectenerg-13294	94	11	improve	improve	VERB
fuelectenerg-13294	94	12	generalization	generalization	NOUN
fuelectenerg-13294	94	13	.	.	PUNCT
fuelectenerg-13294	95	1	contrast	contrast	NOUN
fuelectenerg-13294	95	2	enhancement	enhancement	NOUN
fuelectenerg-13294	95	3	techniques	technique	NOUN
fuelectenerg-13294	95	4	such	such	ADJ
fuelectenerg-13294	95	5	as	as	ADP
fuelectenerg-13294	95	6	histogram	histogram	NOUN
fuelectenerg-13294	95	7	equalization	equalization	NOUN
fuelectenerg-13294	95	8	,	,	PUNCT
fuelectenerg-13294	95	9	adaptive	adaptive	ADJ
fuelectenerg-13294	95	10	histogram	histogram	NOUN
fuelectenerg-13294	95	11	equalization	equalization	NOUN
fuelectenerg-13294	95	12	and	and	CCONJ
fuelectenerg-13294	95	13	contrast	contrast	NOUN
fuelectenerg-13294	95	14	stretching	stretching	NOUN
fuelectenerg-13294	95	15	were	be	AUX
fuelectenerg-13294	95	16	applied	apply	VERB
fuelectenerg-13294	95	17	for	for	ADP
fuelectenerg-13294	95	18	uniform	uniform	ADJ
fuelectenerg-13294	95	19	pixel	pixel	ADJ
fuelectenerg-13294	95	20	distribution	distribution	NOUN
fuelectenerg-13294	95	21	.	.	PUNCT
fuelectenerg-13294	96	1	feature	feature	NOUN
fuelectenerg-13294	96	2	extraction	extraction	NOUN
fuelectenerg-13294	96	3	techniques	technique	NOUN
fuelectenerg-13294	96	4	such	such	ADJ
fuelectenerg-13294	96	5	as	as	ADP
fuelectenerg-13294	96	6	histogram	histogram	NOUN
fuelectenerg-13294	96	7	of	of	ADP
fuelectenerg-13294	96	8	oriented	orient	VERB
fuelectenerg-13294	96	9	gradients	gradient	NOUN
fuelectenerg-13294	96	10	and	and	CCONJ
fuelectenerg-13294	96	11	local	local	ADJ
fuelectenerg-13294	96	12	binary	binary	ADJ
fuelectenerg-13294	96	13	patterns	pattern	NOUN
fuelectenerg-13294	96	14	.	.	PUNCT
fuelectenerg-13294	97	1	the	the	DET
fuelectenerg-13294	97	2	authors	author	NOUN
fuelectenerg-13294	97	3	applied	apply	VERB
fuelectenerg-13294	97	4	resnet-18	resnet-18	PROPN
fuelectenerg-13294	97	5	,	,	PUNCT
fuelectenerg-13294	97	6	vgg16	vgg16	PROPN
fuelectenerg-13294	97	7	,	,	PUNCT
fuelectenerg-13294	97	8	vgg19	vgg19	PROPN
fuelectenerg-13294	97	9	and	and	CCONJ
fuelectenerg-13294	97	10	cnn	cnn	PROPN
fuelectenerg-13294	97	11	along	along	ADP
fuelectenerg-13294	97	12	with	with	ADP
fuelectenerg-13294	97	13	gradient	gradient	ADJ
fuelectenerg-13294	97	14	descent	descent	NOUN
fuelectenerg-13294	97	15	optimization	optimization	NOUN
fuelectenerg-13294	97	16	method	method	NOUN
fuelectenerg-13294	97	17	for	for	ADP
fuelectenerg-13294	97	18	avoiding	avoid	VERB
fuelectenerg-13294	97	19	classification	classification	NOUN
fuelectenerg-13294	97	20	error	error	NOUN
fuelectenerg-13294	97	21	.	.	PUNCT
fuelectenerg-13294	98	1	various	various	ADJ
fuelectenerg-13294	98	2	performance	performance	NOUN
fuelectenerg-13294	98	3	metrics	metric	NOUN
fuelectenerg-13294	98	4	such	such	ADJ
fuelectenerg-13294	98	5	as	as	ADP
fuelectenerg-13294	98	6	accuracy	accuracy	NOUN
fuelectenerg-13294	98	7	,	,	PUNCT
fuelectenerg-13294	98	8	precision	precision	NOUN
fuelectenerg-13294	98	9	,	,	PUNCT
fuelectenerg-13294	98	10	recall	recall	NOUN
fuelectenerg-13294	98	11	and	and	CCONJ
fuelectenerg-13294	98	12	f1	f1	NOUN
fuelectenerg-13294	98	13	-	-	PUNCT
fuelectenerg-13294	98	14	score	score	NOUN
fuelectenerg-13294	98	15	were	be	AUX
fuelectenerg-13294	98	16	used	use	VERB
fuelectenerg-13294	98	17	to	to	PART
fuelectenerg-13294	98	18	determine	determine	VERB
fuelectenerg-13294	98	19	their	their	PRON
fuelectenerg-13294	98	20	performance	performance	NOUN
fuelectenerg-13294	98	21	.	.	PUNCT
fuelectenerg-13294	99	1	the	the	DET
fuelectenerg-13294	99	2	results	result	NOUN
fuelectenerg-13294	99	3	obtained	obtain	VERB
fuelectenerg-13294	99	4	from	from	ADP
fuelectenerg-13294	99	5	this	this	DET
fuelectenerg-13294	99	6	experiment	experiment	NOUN
fuelectenerg-13294	99	7	include	include	VERB
fuelectenerg-13294	99	8	accuracy	accuracy	NOUN
fuelectenerg-13294	99	9	of	of	ADP
fuelectenerg-13294	99	10	96.86	96.86	NUM
fuelectenerg-13294	99	11	%	%	NOUN
fuelectenerg-13294	99	12	for	for	ADP
fuelectenerg-13294	99	13	vgg19	vgg19	NOUN
fuelectenerg-13294	99	14	model	model	NOUN
fuelectenerg-13294	99	15	where	where	SCONJ
fuelectenerg-13294	99	16	as	as	ADP
fuelectenerg-13294	99	17	95.45	95.45	NUM
fuelectenerg-13294	99	18	%	%	NOUN
fuelectenerg-13294	99	19	for	for	ADP
fuelectenerg-13294	99	20	vgg16	vgg16	PROPN
fuelectenerg-13294	99	21	.	.	PUNCT
fuelectenerg-13294	99	22	resnet18	resnet18	NOUN
fuelectenerg-13294	99	23	model	model	NOUN
fuelectenerg-13294	99	24	yielded	yield	VERB
fuelectenerg-13294	99	25	93.45	93.45	NUM
fuelectenerg-13294	99	26	%	%	NOUN
fuelectenerg-13294	99	27	while	while	SCONJ
fuelectenerg-13294	99	28	cnn	cnn	PROPN
fuelectenerg-13294	99	29	gave	give	VERB
fuelectenerg-13294	99	30	an	an	DET
fuelectenerg-13294	99	31	accuracy	accuracy	NOUN
fuelectenerg-13294	99	32	of	of	ADP
fuelectenerg-13294	99	33	91.23	91.23	NUM
fuelectenerg-13294	99	34	%	%	NOUN
fuelectenerg-13294	99	35	.	.	PUNCT
fuelectenerg-13294	100	1	br	br	X
fuelectenerg-13294	100	2	et	et	PROPN
fuelectenerg-13294	100	3	al	al	PROPN
fuelectenerg-13294	100	4	.	.	PUNCT
fuelectenerg-13294	101	1	[	[	X
fuelectenerg-13294	101	2	12	12	NUM
fuelectenerg-13294	101	3	]	]	PUNCT
fuelectenerg-13294	101	4	represented	represent	VERB
fuelectenerg-13294	101	5	a	a	DET
fuelectenerg-13294	101	6	stacked	stack	VERB
fuelectenerg-13294	101	7	neural	neural	ADJ
fuelectenerg-13294	101	8	network	network	NOUN
fuelectenerg-13294	101	9	model	model	NOUN
fuelectenerg-13294	101	10	for	for	ADP
fuelectenerg-13294	101	11	detection	detection	NOUN
fuelectenerg-13294	101	12	followed	follow	VERB
fuelectenerg-13294	101	13	by	by	ADP
fuelectenerg-13294	101	14	classification	classification	NOUN
fuelectenerg-13294	101	15	of	of	ADP
fuelectenerg-13294	101	16	lung	lung	NOUN
fuelectenerg-13294	101	17	cancer	cancer	NOUN
fuelectenerg-13294	101	18	using	use	VERB
fuelectenerg-13294	101	19	ct	ct	PROPN
fuelectenerg-13294	101	20	scan	scan	PROPN
fuelectenerg-13294	101	21	data	data	PROPN
fuelectenerg-13294	101	22	.	.	PUNCT
fuelectenerg-13294	102	1	the	the	DET
fuelectenerg-13294	102	2	purpose	purpose	NOUN
fuelectenerg-13294	102	3	was	be	AUX
fuelectenerg-13294	102	4	to	to	PART
fuelectenerg-13294	102	5	investigate	investigate	VERB
fuelectenerg-13294	102	6	the	the	DET
fuelectenerg-13294	102	7	accuracy	accuracy	NOUN
fuelectenerg-13294	102	8	levels	level	NOUN
fuelectenerg-13294	102	9	of	of	ADP
fuelectenerg-13294	102	10	various	various	ADJ
fuelectenerg-13294	102	11	neural	neural	ADJ
fuelectenerg-13294	102	12	networks	network	NOUN
fuelectenerg-13294	102	13	and	and	CCONJ
fuelectenerg-13294	102	14	establish	establish	VERB
fuelectenerg-13294	102	15	the	the	DET
fuelectenerg-13294	102	16	preliminary	preliminary	ADJ
fuelectenerg-13294	102	17	stage	stage	NOUN
fuelectenerg-13294	102	18	of	of	ADP
fuelectenerg-13294	102	19	the	the	DET
fuelectenerg-13294	102	20	disease	disease	NOUN
fuelectenerg-13294	102	21	.	.	PUNCT
fuelectenerg-13294	103	1	this	this	DET
fuelectenerg-13294	103	2	model	model	NOUN
fuelectenerg-13294	103	3	is	be	AUX
fuelectenerg-13294	103	4	particularly	particularly	ADV
fuelectenerg-13294	103	5	meant	mean	VERB
fuelectenerg-13294	103	6	for	for	ADP
fuelectenerg-13294	103	7	segmentation	segmentation	NOUN
fuelectenerg-13294	103	8	process	process	NOUN
fuelectenerg-13294	103	9	.	.	PUNCT
fuelectenerg-13294	104	1	here	here	ADV
fuelectenerg-13294	104	2	two	two	NUM
fuelectenerg-13294	104	3	different	different	ADJ
fuelectenerg-13294	104	4	classifiers	classifier	NOUN
fuelectenerg-13294	104	5	are	be	AUX
fuelectenerg-13294	104	6	combined	combine	VERB
fuelectenerg-13294	104	7	for	for	ADP
fuelectenerg-13294	104	8	creation	creation	NOUN
fuelectenerg-13294	104	9	of	of	ADP
fuelectenerg-13294	104	10	a	a	DET
fuelectenerg-13294	104	11	classification	classification	NOUN
fuelectenerg-13294	104	12	model	model	NOUN
fuelectenerg-13294	104	13	.	.	PUNCT
fuelectenerg-13294	105	1	deep	deep	ADJ
fuelectenerg-13294	105	2	learning	learning	NOUN
fuelectenerg-13294	105	3	was	be	AUX
fuelectenerg-13294	105	4	used	use	VERB
fuelectenerg-13294	105	5	for	for	ADP
fuelectenerg-13294	105	6	carrying	carry	VERB
fuelectenerg-13294	105	7	out	out	ADP
fuelectenerg-13294	105	8	the	the	DET
fuelectenerg-13294	105	9	classification	classification	NOUN
fuelectenerg-13294	105	10	task	task	NOUN
fuelectenerg-13294	105	11	.	.	PUNCT
fuelectenerg-13294	106	1	with	with	ADP
fuelectenerg-13294	106	2	the	the	DET
fuelectenerg-13294	106	3	help	help	NOUN
fuelectenerg-13294	106	4	of	of	ADP
fuelectenerg-13294	106	5	image	image	NOUN
fuelectenerg-13294	106	6	processing	processing	NOUN
fuelectenerg-13294	106	7	techniques	technique	NOUN
fuelectenerg-13294	106	8	feature	feature	NOUN
fuelectenerg-13294	106	9	extraction	extraction	NOUN
fuelectenerg-13294	106	10	was	be	AUX
fuelectenerg-13294	106	11	carried	carry	VERB
fuelectenerg-13294	106	12	out	out	ADP
fuelectenerg-13294	106	13	.	.	PUNCT
fuelectenerg-13294	107	1	the	the	DET
fuelectenerg-13294	107	2	required	require	VERB
fuelectenerg-13294	107	3	feature	feature	NOUN
fuelectenerg-13294	107	4	was	be	AUX
fuelectenerg-13294	107	5	changed	change	VERB
fuelectenerg-13294	107	6	using	use	VERB
fuelectenerg-13294	107	7	joint	joint	ADJ
fuelectenerg-13294	107	8	one	one	NUM
fuelectenerg-13294	107	9	hot	hot	ADJ
fuelectenerg-13294	107	10	encoding	encoding	NOUN
fuelectenerg-13294	107	11	on	on	ADP
fuelectenerg-13294	107	12	categorical	categorical	ADJ
fuelectenerg-13294	107	13	features	feature	NOUN
fuelectenerg-13294	107	14	along	along	ADP
fuelectenerg-13294	107	15	with	with	ADP
fuelectenerg-13294	107	16	min	min	PROPN
fuelectenerg-13294	107	17	max	max	PROPN
fuelectenerg-13294	107	18	normalization	normalization	NOUN
fuelectenerg-13294	107	19	on	on	ADP
fuelectenerg-13294	107	20	numerical	numerical	ADJ
fuelectenerg-13294	107	21	features	feature	NOUN
fuelectenerg-13294	107	22	.	.	PUNCT
fuelectenerg-13294	108	1	the	the	DET
fuelectenerg-13294	108	2	recommended	recommend	VERB
fuelectenerg-13294	108	3	methods	method	NOUN
fuelectenerg-13294	108	4	performance	performance	NOUN
fuelectenerg-13294	108	5	was	be	AUX
fuelectenerg-13294	108	6	evaluated	evaluate	VERB
fuelectenerg-13294	108	7	with	with	ADP
fuelectenerg-13294	108	8	parameters	parameter	NOUN
fuelectenerg-13294	108	9	such	such	ADJ
fuelectenerg-13294	108	10	as	as	ADP
fuelectenerg-13294	108	11	f1	f1	NOUN
fuelectenerg-13294	108	12	-	-	PUNCT
fuelectenerg-13294	108	13	measure	measure	NOUN
fuelectenerg-13294	108	14	,	,	PUNCT
fuelectenerg-13294	108	15	accuracy	accuracy	NOUN
fuelectenerg-13294	108	16	,	,	PUNCT
fuelectenerg-13294	108	17	precision	precision	NOUN
fuelectenerg-13294	108	18	,	,	PUNCT
fuelectenerg-13294	108	19	and	and	CCONJ
fuelectenerg-13294	108	20	recall	recall	NOUN
fuelectenerg-13294	108	21	.	.	PUNCT
fuelectenerg-13294	109	1	the	the	DET
fuelectenerg-13294	109	2	model	model	NOUN
fuelectenerg-13294	109	3	yielded	yield	VERB
fuelectenerg-13294	109	4	an	an	DET
fuelectenerg-13294	109	5	accuracy	accuracy	NOUN
fuelectenerg-13294	109	6	of	of	ADP
fuelectenerg-13294	109	7	96	96	NUM
fuelectenerg-13294	109	8	%	%	NOUN
fuelectenerg-13294	109	9	.	.	PUNCT
fuelectenerg-13294	110	1	bc	bc	PROPN
fuelectenerg-13294	110	2	et	et	PROPN
fuelectenerg-13294	110	3	al	al	PROPN
fuelectenerg-13294	110	4	.	.	PUNCT
fuelectenerg-13294	111	1	[	[	X
fuelectenerg-13294	111	2	13	13	NUM
fuelectenerg-13294	111	3	]	]	PUNCT
fuelectenerg-13294	111	4	designed	design	VERB
fuelectenerg-13294	111	5	a	a	DET
fuelectenerg-13294	111	6	lung	lung	NOUN
fuelectenerg-13294	111	7	cancer	cancer	NOUN
fuelectenerg-13294	111	8	prediction	prediction	NOUN
fuelectenerg-13294	111	9	system	system	NOUN
fuelectenerg-13294	111	10	with	with	ADP
fuelectenerg-13294	111	11	the	the	DET
fuelectenerg-13294	111	12	help	help	NOUN
fuelectenerg-13294	111	13	of	of	ADP
fuelectenerg-13294	111	14	lidc	lidc	ADJ
fuelectenerg-13294	111	15	-	-	PUNCT
fuelectenerg-13294	111	16	idri	idri	ADJ
fuelectenerg-13294	111	17	dataset	dataset	NOUN
fuelectenerg-13294	111	18	.	.	PUNCT
fuelectenerg-13294	112	1	preprocessing	preprocesse	VERB
fuelectenerg-13294	112	2	techniques	technique	NOUN
fuelectenerg-13294	112	3	such	such	ADJ
fuelectenerg-13294	112	4	as	as	ADP
fuelectenerg-13294	112	5	contrast	contrast	NOUN
fuelectenerg-13294	112	6	limited	limit	VERB
fuelectenerg-13294	112	7	adaptive	adaptive	ADJ
fuelectenerg-13294	112	8	histogram	histogram	NOUN
fuelectenerg-13294	112	9	equalization	equalization	NOUN
fuelectenerg-13294	112	10	,	,	PUNCT
fuelectenerg-13294	112	11	wiener	wiener	NOUN
fuelectenerg-13294	112	12	filtering	filtering	NOUN
fuelectenerg-13294	112	13	along	along	ADP
fuelectenerg-13294	112	14	with	with	ADP
fuelectenerg-13294	112	15	gaussian	gaussian	ADJ
fuelectenerg-13294	112	16	filtering	filtering	NOUN
fuelectenerg-13294	112	17	and	and	CCONJ
fuelectenerg-13294	112	18	gabor	gabor	PROPN
fuelectenerg-13294	112	19	filtering	filtering	NOUN
fuelectenerg-13294	112	20	were	be	AUX
fuelectenerg-13294	112	21	used	use	VERB
fuelectenerg-13294	112	22	in	in	ADP
fuelectenerg-13294	112	23	the	the	DET
fuelectenerg-13294	112	24	study	study	NOUN
fuelectenerg-13294	112	25	.	.	PUNCT
fuelectenerg-13294	113	1	those	those	DET
fuelectenerg-13294	113	2	methods	method	NOUN
fuelectenerg-13294	113	3	were	be	AUX
fuelectenerg-13294	113	4	applied	apply	VERB
fuelectenerg-13294	113	5	for	for	ADP
fuelectenerg-13294	113	6	normalization	normalization	NOUN
fuelectenerg-13294	113	7	of	of	ADP
fuelectenerg-13294	113	8	images	image	NOUN
fuelectenerg-13294	113	9	for	for	ADP
fuelectenerg-13294	113	10	accurate	accurate	ADJ
fuelectenerg-13294	113	11	size	size	NOUN
fuelectenerg-13294	113	12	and	and	CCONJ
fuelectenerg-13294	113	13	variation	variation	NOUN
fuelectenerg-13294	113	14	also	also	ADV
fuelectenerg-13294	113	15	for	for	ADP
fuelectenerg-13294	113	16	minimizing	minimize	VERB
fuelectenerg-13294	113	17	the	the	DET
fuelectenerg-13294	113	18	unwanted	unwanted	ADJ
fuelectenerg-13294	113	19	noise	noise	NOUN
fuelectenerg-13294	113	20	which	which	PRON
fuelectenerg-13294	113	21	distorts	distort	VERB
fuelectenerg-13294	113	22	the	the	DET
fuelectenerg-13294	113	23	image	image	NOUN
fuelectenerg-13294	113	24	quality	quality	NOUN
fuelectenerg-13294	113	25	.	.	PUNCT
fuelectenerg-13294	114	1	various	various	ADJ
fuelectenerg-13294	114	2	image	image	NOUN
fuelectenerg-13294	114	3	enhancement	enhancement	NOUN
fuelectenerg-13294	114	4	methods	method	NOUN
fuelectenerg-13294	114	5	like	like	ADP
fuelectenerg-13294	114	6	image	image	NOUN
fuelectenerg-13294	114	7	scaling	scaling	NOUN
fuelectenerg-13294	114	8	,	,	PUNCT
fuelectenerg-13294	114	9	color	color	NOUN
fuelectenerg-13294	114	10	space	space	NOUN
fuelectenerg-13294	114	11	modification	modification	NOUN
fuelectenerg-13294	114	12	and	and	CCONJ
fuelectenerg-13294	114	13	contrast	contrast	NOUN
fuelectenerg-13294	114	14	enhancement	enhancement	NOUN
fuelectenerg-13294	114	15	were	be	AUX
fuelectenerg-13294	114	16	implemented	implement	VERB
fuelectenerg-13294	114	17	.	.	PUNCT
fuelectenerg-13294	115	1	the	the	DET
fuelectenerg-13294	115	2	study	study	NOUN
fuelectenerg-13294	115	3	comprises	comprise	NOUN
fuelectenerg-13294	115	4	of	of	ADP
fuelectenerg-13294	115	5	three	three	NUM
fuelectenerg-13294	115	6	types	type	NOUN
fuelectenerg-13294	115	7	of	of	ADP
fuelectenerg-13294	115	8	classifiers	classifier	NOUN
fuelectenerg-13294	115	9	such	such	ADJ
fuelectenerg-13294	115	10	as	as	ADP
fuelectenerg-13294	115	11	k	k	NOUN
fuelectenerg-13294	115	12	-	-	PUNCT
fuelectenerg-13294	115	13	nearest	near	ADJ
fuelectenerg-13294	115	14	neighbors	neighbor	NOUN
fuelectenerg-13294	115	15	,	,	PUNCT
fuelectenerg-13294	115	16	random	random	ADJ
fuelectenerg-13294	115	17	forest	forest	NOUN
fuelectenerg-13294	115	18	and	and	CCONJ
fuelectenerg-13294	115	19	support	support	VERB
fuelectenerg-13294	115	20	vector	vector	NOUN
fuelectenerg-13294	115	21	machine	machine	NOUN
fuelectenerg-13294	115	22	.	.	PUNCT
fuelectenerg-13294	116	1	the	the	DET
fuelectenerg-13294	116	2	results	result	NOUN
fuelectenerg-13294	116	3	came	come	VERB
fuelectenerg-13294	116	4	out	out	ADP
fuelectenerg-13294	116	5	to	to	PART
fuelectenerg-13294	116	6	be	be	AUX
fuelectenerg-13294	116	7	95.06	95.06	NUM
fuelectenerg-13294	116	8	%	%	NOUN
fuelectenerg-13294	116	9	for	for	ADP
fuelectenerg-13294	116	10	support	support	NOUN
fuelectenerg-13294	116	11	vector	vector	NOUN
fuelectenerg-13294	116	12	machine	machine	NOUN
fuelectenerg-13294	116	13	whereas	whereas	SCONJ
fuelectenerg-13294	116	14	knn	knn	PROPN
fuelectenerg-13294	116	15	gave	give	VERB
fuelectenerg-13294	116	16	an	an	DET
fuelectenerg-13294	116	17	accuracy	accuracy	NOUN
fuelectenerg-13294	116	18	of	of	ADP
fuelectenerg-13294	116	19	86.89	86.89	NUM
fuelectenerg-13294	116	20	%	%	NOUN
fuelectenerg-13294	116	21	.	.	PUNCT
fuelectenerg-13294	117	1	anjum	anjum	PROPN
fuelectenerg-13294	117	2	et	et	PROPN
fuelectenerg-13294	117	3	al	al	PROPN
fuelectenerg-13294	117	4	.	.	PUNCT
fuelectenerg-13294	118	1	[	[	X
fuelectenerg-13294	118	2	14	14	NUM
fuelectenerg-13294	118	3	]	]	PUNCT
fuelectenerg-13294	118	4	suggested	suggest	VERB
fuelectenerg-13294	118	5	a	a	DET
fuelectenerg-13294	118	6	model	model	NOUN
fuelectenerg-13294	118	7	comprised	comprise	VERB
fuelectenerg-13294	118	8	of	of	ADP
fuelectenerg-13294	118	9	efficientnet	efficientnet	NOUN
fuelectenerg-13294	118	10	and	and	CCONJ
fuelectenerg-13294	118	11	its	its	PRON
fuelectenerg-13294	118	12	other	other	ADJ
fuelectenerg-13294	118	13	types	type	NOUN
fuelectenerg-13294	118	14	from	from	ADP
fuelectenerg-13294	118	15	b0	b0	NOUN
fuelectenerg-13294	118	16	to	to	ADP
fuelectenerg-13294	118	17	b7	b7	PROPN
fuelectenerg-13294	118	18	.	.	PROPN
fuelectenerg-13294	119	1	25,000	25,000	NUM
fuelectenerg-13294	119	2	set	set	NOUN
fuelectenerg-13294	119	3	of	of	ADP
fuelectenerg-13294	119	4	images	image	NOUN
fuelectenerg-13294	119	5	were	be	AUX
fuelectenerg-13294	119	6	used	use	VERB
fuelectenerg-13294	119	7	for	for	ADP
fuelectenerg-13294	119	8	carrying	carry	VERB
fuelectenerg-13294	119	9	out	out	ADP
fuelectenerg-13294	119	10	the	the	DET
fuelectenerg-13294	119	11	experiment	experiment	NOUN
fuelectenerg-13294	119	12	.	.	PUNCT
fuelectenerg-13294	120	1	the	the	DET
fuelectenerg-13294	120	2	dataset	dataset	NOUN
fuelectenerg-13294	120	3	was	be	AUX
fuelectenerg-13294	120	4	divided	divide	VERB
fuelectenerg-13294	120	5	into	into	ADP
fuelectenerg-13294	120	6	80	80	NUM
fuelectenerg-13294	120	7	%	%	NOUN
fuelectenerg-13294	120	8	of	of	ADP
fuelectenerg-13294	120	9	training	training	NOUN
fuelectenerg-13294	120	10	set	set	NOUN
fuelectenerg-13294	120	11	,	,	PUNCT
fuelectenerg-13294	120	12	10	10	NUM
fuelectenerg-13294	120	13	%	%	NOUN
fuelectenerg-13294	120	14	of	of	ADP
fuelectenerg-13294	120	15	testing	testing	NOUN
fuelectenerg-13294	120	16	test	test	NOUN
fuelectenerg-13294	120	17	and	and	CCONJ
fuelectenerg-13294	120	18	10	10	NUM
fuelectenerg-13294	120	19	%	%	NOUN
fuelectenerg-13294	120	20	for	for	ADP
fuelectenerg-13294	120	21	validation	validation	NOUN
fuelectenerg-13294	120	22	set	set	NOUN
fuelectenerg-13294	120	23	.	.	PUNCT
fuelectenerg-13294	121	1	preprocessing	preprocessing	NOUN
fuelectenerg-13294	121	2	of	of	ADP
fuelectenerg-13294	121	3	images	image	NOUN
fuelectenerg-13294	121	4	were	be	AUX
fuelectenerg-13294	121	5	done	do	VERB
fuelectenerg-13294	121	6	for	for	ADP
fuelectenerg-13294	121	7	ensuring	ensure	VERB
fuelectenerg-13294	121	8	the	the	DET
fuelectenerg-13294	121	9	image	image	NOUN
fuelectenerg-13294	121	10	pixel	pixel	NOUN
fuelectenerg-13294	121	11	size	size	NOUN
fuelectenerg-13294	121	12	to	to	PART
fuelectenerg-13294	121	13	be	be	AUX
fuelectenerg-13294	121	14	similar	similar	ADJ
fuelectenerg-13294	121	15	and	and	CCONJ
fuelectenerg-13294	121	16	even	even	ADV
fuelectenerg-13294	121	17	.	.	PUNCT
fuelectenerg-13294	122	1	further	further	PROPN
fuelectenerg-13294	122	2	horizontal	horizontal	ADJ
fuelectenerg-13294	122	3	flipping	flipping	NOUN
fuelectenerg-13294	122	4	and	and	CCONJ
fuelectenerg-13294	122	5	augmentation	augmentation	NOUN
fuelectenerg-13294	122	6	were	be	AUX
fuelectenerg-13294	122	7	performed	perform	VERB
fuelectenerg-13294	122	8	for	for	ADP
fuelectenerg-13294	122	9	expansion	expansion	NOUN
fuelectenerg-13294	122	10	of	of	ADP
fuelectenerg-13294	122	11	dataset	dataset	NOUN
fuelectenerg-13294	122	12	.	.	PUNCT
fuelectenerg-13294	123	1	for	for	ADP
fuelectenerg-13294	123	2	training	train	VERB
fuelectenerg-13294	123	3	the	the	DET
fuelectenerg-13294	123	4	dataset	dataset	NOUN
fuelectenerg-13294	123	5	for	for	ADP
fuelectenerg-13294	123	6	enhanced	enhanced	ADJ
fuelectenerg-13294	123	7	learning	learn	VERB
fuelectenerg-13294	123	8	epoch	epoch	ADJ
fuelectenerg-13294	123	9	size	size	NOUN
fuelectenerg-13294	123	10	was	be	AUX
fuelectenerg-13294	123	11	set	set	VERB
fuelectenerg-13294	123	12	to	to	ADP
fuelectenerg-13294	123	13	100	100	NUM
fuelectenerg-13294	123	14	.	.	PUNCT
fuelectenerg-13294	124	1	644	644	NUM
fuelectenerg-13294	124	2	a.	a.	NOUN
fuelectenerg-13294	124	3	r.	r.	PROPN
fuelectenerg-13294	124	4	choudhurya	choudhurya	PROPN
fuelectenerg-13294	124	5	,	,	PUNCT
fuelectenerg-13294	124	6	s.	s.	PROPN
fuelectenerg-13294	124	7	r.	r.	PROPN
fuelectenerg-13294	124	8	pandab	pandab	PROPN
fuelectenerg-13294	124	9	,	,	PUNCT
fuelectenerg-13294	124	10	j.	j.	PROPN
fuelectenerg-13294	124	11	rautarayc	rautarayc	PROPN
fuelectenerg-13294	124	12	,	,	PUNCT
fuelectenerg-13294	124	13	p.	p.	NOUN
fuelectenerg-13294	124	14	mishrad	mishrad	PROPN
fuelectenerg-13294	124	15	,	,	PUNCT
fuelectenerg-13294	124	16	m.	m.	NOUN
fuelectenerg-13294	124	17	kandpale	kandpale	PROPN
fuelectenerg-13294	124	18	hyperparameter	hyperparameter	NOUN
fuelectenerg-13294	124	19	tuning	tuning	NOUN
fuelectenerg-13294	124	20	was	be	AUX
fuelectenerg-13294	124	21	made	make	VERB
fuelectenerg-13294	124	22	in	in	ADP
fuelectenerg-13294	124	23	order	order	NOUN
fuelectenerg-13294	124	24	to	to	PART
fuelectenerg-13294	124	25	get	get	VERB
fuelectenerg-13294	124	26	the	the	DET
fuelectenerg-13294	124	27	efficient	efficient	ADJ
fuelectenerg-13294	124	28	values	value	NOUN
fuelectenerg-13294	124	29	.	.	PUNCT
fuelectenerg-13294	125	1	efficientnetb2	efficientnetb2	ADJ
fuelectenerg-13294	125	2	model	model	NOUN
fuelectenerg-13294	125	3	yielded	yield	VERB
fuelectenerg-13294	125	4	an	an	DET
fuelectenerg-13294	125	5	accuracy	accuracy	NOUN
fuelectenerg-13294	125	6	of	of	ADP
fuelectenerg-13294	125	7	97	97	NUM
fuelectenerg-13294	125	8	%	%	NOUN
fuelectenerg-13294	125	9	with	with	ADP
fuelectenerg-13294	125	10	pixel	pixel	NOUN
fuelectenerg-13294	125	11	of	of	ADP
fuelectenerg-13294	125	12	images	image	NOUN
fuelectenerg-13294	125	13	with	with	ADP
fuelectenerg-13294	125	14	260	260	NUM
fuelectenerg-13294	125	15	*	*	SYM
fuelectenerg-13294	125	16	260	260	NUM
fuelectenerg-13294	125	17	.	.	PUNCT
fuelectenerg-13294	126	1	the	the	DET
fuelectenerg-13294	126	2	training	training	NOUN
fuelectenerg-13294	126	3	loss	loss	NOUN
fuelectenerg-13294	126	4	was	be	AUX
fuelectenerg-13294	126	5	0.07	0.07	NUM
fuelectenerg-13294	126	6	whereas	whereas	SCONJ
fuelectenerg-13294	126	7	validation	validation	NOUN
fuelectenerg-13294	126	8	loss	loss	NOUN
fuelectenerg-13294	126	9	was	be	AUX
fuelectenerg-13294	126	10	0.97	0.97	NUM
fuelectenerg-13294	126	11	,	,	PUNCT
fuelectenerg-13294	126	12	also	also	ADV
fuelectenerg-13294	126	13	training	training	NOUN
fuelectenerg-13294	126	14	and	and	CCONJ
fuelectenerg-13294	126	15	validation	validation	NOUN
fuelectenerg-13294	126	16	accuracy	accuracy	NOUN
fuelectenerg-13294	126	17	came	come	VERB
fuelectenerg-13294	126	18	out	out	ADP
fuelectenerg-13294	126	19	to	to	PART
fuelectenerg-13294	126	20	be	be	AUX
fuelectenerg-13294	126	21	0.97	0.97	NUM
fuelectenerg-13294	126	22	and	and	CCONJ
fuelectenerg-13294	126	23	0.07	0.07	NUM
fuelectenerg-13294	126	24	respectively	respectively	ADV
fuelectenerg-13294	126	25	.	.	PUNCT
fuelectenerg-13294	127	1	zebua	zebua	PROPN
fuelectenerg-13294	127	2	et	et	PROPN
fuelectenerg-13294	127	3	al	al	PROPN
fuelectenerg-13294	127	4	.	.	PUNCT
fuelectenerg-13294	128	1	[	[	X
fuelectenerg-13294	128	2	15	15	NUM
fuelectenerg-13294	128	3	]	]	PUNCT
fuelectenerg-13294	128	4	recommended	recommend	VERB
fuelectenerg-13294	128	5	a	a	DET
fuelectenerg-13294	128	6	resnet	resnet	ADJ
fuelectenerg-13294	128	7	architecture	architecture	NOUN
fuelectenerg-13294	128	8	model	model	NOUN
fuelectenerg-13294	128	9	for	for	ADP
fuelectenerg-13294	128	10	classifying	classify	VERB
fuelectenerg-13294	128	11	x	x	NOUN
fuelectenerg-13294	128	12	-	-	NOUN
fuelectenerg-13294	128	13	ray	ray	NOUN
fuelectenerg-13294	128	14	images	image	NOUN
fuelectenerg-13294	128	15	into	into	ADP
fuelectenerg-13294	128	16	various	various	ADJ
fuelectenerg-13294	128	17	types	type	NOUN
fuelectenerg-13294	128	18	of	of	ADP
fuelectenerg-13294	128	19	lung	lung	NOUN
fuelectenerg-13294	128	20	carcinoma	carcinoma	NOUN
fuelectenerg-13294	128	21	.	.	PUNCT
fuelectenerg-13294	129	1	dataset	dataset	PROPN
fuelectenerg-13294	129	2	was	be	AUX
fuelectenerg-13294	129	3	collected	collect	VERB
fuelectenerg-13294	129	4	from	from	ADP
fuelectenerg-13294	129	5	kaggle	kaggle	ADJ
fuelectenerg-13294	129	6	repository	repository	NOUN
fuelectenerg-13294	129	7	comprising	comprising	NOUN
fuelectenerg-13294	129	8	of	of	ADP
fuelectenerg-13294	129	9	1000	1000	NUM
fuelectenerg-13294	129	10	images	image	NOUN
fuelectenerg-13294	129	11	.	.	PUNCT
fuelectenerg-13294	130	1	preprocessing	preprocessing	NOUN
fuelectenerg-13294	130	2	of	of	ADP
fuelectenerg-13294	130	3	the	the	DET
fuelectenerg-13294	130	4	image	image	NOUN
fuelectenerg-13294	130	5	dataset	dataset	NOUN
fuelectenerg-13294	130	6	was	be	AUX
fuelectenerg-13294	130	7	done	do	VERB
fuelectenerg-13294	130	8	in	in	ADP
fuelectenerg-13294	130	9	order	order	NOUN
fuelectenerg-13294	130	10	to	to	PART
fuelectenerg-13294	130	11	remove	remove	VERB
fuelectenerg-13294	130	12	unwanted	unwanted	ADJ
fuelectenerg-13294	130	13	data	datum	NOUN
fuelectenerg-13294	130	14	.	.	PUNCT
fuelectenerg-13294	131	1	images	image	NOUN
fuelectenerg-13294	131	2	were	be	AUX
fuelectenerg-13294	131	3	resized	resize	VERB
fuelectenerg-13294	131	4	to	to	ADP
fuelectenerg-13294	131	5	256	256	NUM
fuelectenerg-13294	131	6	*	*	SYM
fuelectenerg-13294	131	7	256	256	NUM
fuelectenerg-13294	131	8	pixels	pixel	NOUN
fuelectenerg-13294	131	9	for	for	ADP
fuelectenerg-13294	131	10	maintaining	maintain	VERB
fuelectenerg-13294	131	11	similarity	similarity	NOUN
fuelectenerg-13294	131	12	.	.	PUNCT
fuelectenerg-13294	132	1	image	image	NOUN
fuelectenerg-13294	132	2	augmentation	augmentation	NOUN
fuelectenerg-13294	132	3	was	be	AUX
fuelectenerg-13294	132	4	performed	perform	VERB
fuelectenerg-13294	132	5	so	so	SCONJ
fuelectenerg-13294	132	6	as	as	SCONJ
fuelectenerg-13294	132	7	to	to	PART
fuelectenerg-13294	132	8	create	create	VERB
fuelectenerg-13294	132	9	new	new	ADJ
fuelectenerg-13294	132	10	dataset	dataset	NOUN
fuelectenerg-13294	132	11	for	for	ADP
fuelectenerg-13294	132	12	enhancing	enhance	VERB
fuelectenerg-13294	132	13	the	the	DET
fuelectenerg-13294	132	14	variety	variety	NOUN
fuelectenerg-13294	132	15	.	.	PUNCT
fuelectenerg-13294	133	1	horizontal	horizontal	ADJ
fuelectenerg-13294	133	2	and	and	CCONJ
fuelectenerg-13294	133	3	vertical	vertical	ADJ
fuelectenerg-13294	133	4	flipping	flipping	NOUN
fuelectenerg-13294	133	5	of	of	ADP
fuelectenerg-13294	133	6	images	image	NOUN
fuelectenerg-13294	133	7	was	be	AUX
fuelectenerg-13294	133	8	performed	perform	VERB
fuelectenerg-13294	133	9	.	.	PUNCT
fuelectenerg-13294	134	1	additionally	additionally	ADV
fuelectenerg-13294	134	2	geometric	geometric	ADJ
fuelectenerg-13294	134	3	transformation	transformation	NOUN
fuelectenerg-13294	134	4	suitable	suitable	ADJ
fuelectenerg-13294	134	5	for	for	ADP
fuelectenerg-13294	134	6	bending	bending	NOUN
fuelectenerg-13294	134	7	of	of	ADP
fuelectenerg-13294	134	8	images	image	NOUN
fuelectenerg-13294	134	9	was	be	AUX
fuelectenerg-13294	134	10	inculcated	inculcate	VERB
fuelectenerg-13294	134	11	.	.	PUNCT
fuelectenerg-13294	135	1	the	the	DET
fuelectenerg-13294	135	2	authors	author	NOUN
fuelectenerg-13294	135	3	trained	train	VERB
fuelectenerg-13294	135	4	various	various	ADJ
fuelectenerg-13294	135	5	resnet	resnet	NOUN
fuelectenerg-13294	135	6	models	model	NOUN
fuelectenerg-13294	135	7	such	such	ADJ
fuelectenerg-13294	135	8	as	as	ADP
fuelectenerg-13294	135	9	resnet50	resnet50	NOUN
fuelectenerg-13294	135	10	,	,	PUNCT
fuelectenerg-13294	135	11	resnet101	resnet101	PROPN
fuelectenerg-13294	135	12	and	and	CCONJ
fuelectenerg-13294	135	13	resnet152.83	resnet152.83	VERB
fuelectenerg-13294	135	14	%	%	NOUN
fuelectenerg-13294	135	15	of	of	ADP
fuelectenerg-13294	135	16	accuracy	accuracy	NOUN
fuelectenerg-13294	135	17	was	be	AUX
fuelectenerg-13294	135	18	produced	produce	VERB
fuelectenerg-13294	135	19	by	by	ADP
fuelectenerg-13294	135	20	resnet50	resnet50	NOUN
fuelectenerg-13294	135	21	model	model	NOUN
fuelectenerg-13294	135	22	with	with	ADP
fuelectenerg-13294	135	23	46	46	NUM
fuelectenerg-13294	135	24	epochs	epoch	NOUN
fuelectenerg-13294	135	25	for	for	ADP
fuelectenerg-13294	135	26	training	train	VERB
fuelectenerg-13294	135	27	the	the	DET
fuelectenerg-13294	135	28	model	model	NOUN
fuelectenerg-13294	135	29	whereas	whereas	SCONJ
fuelectenerg-13294	135	30	resnet101	resnet101	PROPN
fuelectenerg-13294	135	31	achieved	achieve	VERB
fuelectenerg-13294	135	32	an	an	DET
fuelectenerg-13294	135	33	accuracy	accuracy	NOUN
fuelectenerg-13294	135	34	of	of	ADP
fuelectenerg-13294	135	35	82	82	NUM
fuelectenerg-13294	135	36	%	%	NOUN
fuelectenerg-13294	135	37	.	.	PUNCT
fuelectenerg-13294	136	1	the	the	DET
fuelectenerg-13294	136	2	accuracy	accuracy	NOUN
fuelectenerg-13294	136	3	of	of	ADP
fuelectenerg-13294	136	4	the	the	DET
fuelectenerg-13294	136	5	resnet152	resnet152	PROPN
fuelectenerg-13294	136	6	model	model	NOUN
fuelectenerg-13294	136	7	gave	give	VERB
fuelectenerg-13294	136	8	an	an	DET
fuelectenerg-13294	136	9	accuracy	accuracy	NOUN
fuelectenerg-13294	136	10	of	of	ADP
fuelectenerg-13294	136	11	89	89	NUM
fuelectenerg-13294	136	12	%	%	NOUN
fuelectenerg-13294	136	13	superior	superior	ADJ
fuelectenerg-13294	136	14	to	to	ADP
fuelectenerg-13294	136	15	other	other	ADJ
fuelectenerg-13294	136	16	models	model	NOUN
fuelectenerg-13294	136	17	.	.	PUNCT
fuelectenerg-13294	137	1	al	al	PROPN
fuelectenerg-13294	137	2	-	-	PUNCT
fuelectenerg-13294	137	3	shouka	shouka	PROPN
fuelectenerg-13294	137	4	et	et	PROPN
fuelectenerg-13294	137	5	al	al	PROPN
fuelectenerg-13294	137	6	.	.	PUNCT
fuelectenerg-13294	138	1	[	[	X
fuelectenerg-13294	138	2	16	16	NUM
fuelectenerg-13294	138	3	]	]	PUNCT
fuelectenerg-13294	138	4	the	the	DET
fuelectenerg-13294	138	5	authors	author	NOUN
fuelectenerg-13294	138	6	have	have	AUX
fuelectenerg-13294	138	7	applied	apply	VERB
fuelectenerg-13294	138	8	various	various	ADJ
fuelectenerg-13294	138	9	methods	method	NOUN
fuelectenerg-13294	138	10	of	of	ADP
fuelectenerg-13294	138	11	transfer	transfer	NOUN
fuelectenerg-13294	138	12	learning	learning	NOUN
fuelectenerg-13294	138	13	that	that	PRON
fuelectenerg-13294	138	14	are	be	AUX
fuelectenerg-13294	138	15	xception	xception	NOUN
fuelectenerg-13294	138	16	,	,	PUNCT
fuelectenerg-13294	138	17	vgg16	vgg16	PROPN
fuelectenerg-13294	138	18	,	,	PUNCT
fuelectenerg-13294	138	19	resnet	resnet	NOUN
fuelectenerg-13294	138	20	,	,	PUNCT
fuelectenerg-13294	138	21	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	138	22	.	.	PUNCT
fuelectenerg-13294	139	1	data	datum	NOUN
fuelectenerg-13294	139	2	augmentation	augmentation	NOUN
fuelectenerg-13294	139	3	techniques	technique	NOUN
fuelectenerg-13294	139	4	were	be	AUX
fuelectenerg-13294	139	5	used	use	VERB
fuelectenerg-13294	139	6	.	.	PUNCT
fuelectenerg-13294	140	1	the	the	DET
fuelectenerg-13294	140	2	misclassification	misclassification	NOUN
fuelectenerg-13294	140	3	rate	rate	NOUN
fuelectenerg-13294	140	4	of	of	ADP
fuelectenerg-13294	140	5	resnet	resnet	NOUN
fuelectenerg-13294	140	6	was	be	AUX
fuelectenerg-13294	140	7	lesser	less	ADJ
fuelectenerg-13294	140	8	than	than	ADP
fuelectenerg-13294	140	9	the	the	DET
fuelectenerg-13294	140	10	other	other	ADJ
fuelectenerg-13294	140	11	methods	method	NOUN
fuelectenerg-13294	140	12	,	,	PUNCT
fuelectenerg-13294	140	13	and	and	CCONJ
fuelectenerg-13294	140	14	hence	hence	ADV
fuelectenerg-13294	140	15	,	,	PUNCT
fuelectenerg-13294	140	16	it	it	PRON
fuelectenerg-13294	140	17	is	be	AUX
fuelectenerg-13294	140	18	efficient	efficient	ADJ
fuelectenerg-13294	140	19	enough	enough	ADV
fuelectenerg-13294	140	20	for	for	ADP
fuelectenerg-13294	140	21	the	the	DET
fuelectenerg-13294	140	22	accurate	accurate	ADJ
fuelectenerg-13294	140	23	classification	classification	NOUN
fuelectenerg-13294	140	24	of	of	ADP
fuelectenerg-13294	140	25	lung	lung	NOUN
fuelectenerg-13294	140	26	cancers	cancer	NOUN
fuelectenerg-13294	140	27	.	.	PUNCT
fuelectenerg-13294	141	1	the	the	DET
fuelectenerg-13294	141	2	accuracy	accuracy	NOUN
fuelectenerg-13294	141	3	came	come	VERB
fuelectenerg-13294	141	4	to	to	PART
fuelectenerg-13294	141	5	be	be	AUX
fuelectenerg-13294	141	6	94	94	NUM
fuelectenerg-13294	141	7	%	%	NOUN
fuelectenerg-13294	141	8	.	.	PUNCT
fuelectenerg-13294	142	1	this	this	PRON
fuelectenerg-13294	142	2	might	might	AUX
fuelectenerg-13294	142	3	be	be	AUX
fuelectenerg-13294	142	4	due	due	ADJ
fuelectenerg-13294	142	5	to	to	ADP
fuelectenerg-13294	142	6	the	the	DET
fuelectenerg-13294	142	7	reason	reason	NOUN
fuelectenerg-13294	142	8	that	that	SCONJ
fuelectenerg-13294	142	9	the	the	DET
fuelectenerg-13294	142	10	style	style	NOUN
fuelectenerg-13294	142	11	of	of	ADP
fuelectenerg-13294	142	12	the	the	DET
fuelectenerg-13294	142	13	feature	feature	NOUN
fuelectenerg-13294	142	14	extractor	extractor	NOUN
fuelectenerg-13294	142	15	of	of	ADP
fuelectenerg-13294	142	16	resnet	resnet	NOUN
fuelectenerg-13294	142	17	worked	work	VERB
fuelectenerg-13294	142	18	well	well	ADV
fuelectenerg-13294	142	19	since	since	SCONJ
fuelectenerg-13294	142	20	it	it	PRON
fuelectenerg-13294	142	21	managed	manage	VERB
fuelectenerg-13294	142	22	to	to	PART
fuelectenerg-13294	142	23	extract	extract	VERB
fuelectenerg-13294	142	24	efficient	efficient	ADJ
fuelectenerg-13294	142	25	features	feature	NOUN
fuelectenerg-13294	142	26	of	of	ADP
fuelectenerg-13294	142	27	lung	lung	NOUN
fuelectenerg-13294	142	28	cancer	cancer	NOUN
fuelectenerg-13294	142	29	since	since	SCONJ
fuelectenerg-13294	142	30	it	it	PRON
fuelectenerg-13294	142	31	has	have	VERB
fuelectenerg-13294	142	32	the	the	DET
fuelectenerg-13294	142	33	capability	capability	NOUN
fuelectenerg-13294	142	34	to	to	PART
fuelectenerg-13294	142	35	distinguish	distinguish	VERB
fuelectenerg-13294	142	36	between	between	ADP
fuelectenerg-13294	142	37	malignant	malignant	ADJ
fuelectenerg-13294	142	38	and	and	CCONJ
fuelectenerg-13294	142	39	benign	benign	ADJ
fuelectenerg-13294	142	40	tumors	tumor	NOUN
fuelectenerg-13294	142	41	.	.	PUNCT
fuelectenerg-13294	143	1	bhola	bhola	PROPN
fuelectenerg-13294	143	2	et	et	PROPN
fuelectenerg-13294	143	3	al	al	PROPN
fuelectenerg-13294	143	4	.	.	PUNCT
fuelectenerg-13294	144	1	[	[	X
fuelectenerg-13294	144	2	17	17	NUM
fuelectenerg-13294	144	3	]	]	PUNCT
fuelectenerg-13294	144	4	the	the	DET
fuelectenerg-13294	144	5	data	data	NOUN
fuelectenerg-13294	144	6	sets	set	NOUN
fuelectenerg-13294	144	7	used	use	VERB
fuelectenerg-13294	144	8	were	be	AUX
fuelectenerg-13294	144	9	the	the	DET
fuelectenerg-13294	144	10	images	image	NOUN
fuelectenerg-13294	144	11	of	of	ADP
fuelectenerg-13294	144	12	the	the	DET
fuelectenerg-13294	144	13	ct	ct	PROPN
fuelectenerg-13294	144	14	scan	scan	NOUN
fuelectenerg-13294	144	15	categorized	categorize	VERB
fuelectenerg-13294	144	16	under	under	ADP
fuelectenerg-13294	144	17	the	the	DET
fuelectenerg-13294	144	18	various	various	ADJ
fuelectenerg-13294	144	19	types	type	NOUN
fuelectenerg-13294	144	20	of	of	ADP
fuelectenerg-13294	144	21	lung	lung	NOUN
fuelectenerg-13294	144	22	cancers	cancer	NOUN
fuelectenerg-13294	144	23	.	.	PUNCT
fuelectenerg-13294	145	1	this	this	DET
fuelectenerg-13294	145	2	work	work	NOUN
fuelectenerg-13294	145	3	applied	apply	VERB
fuelectenerg-13294	145	4	the	the	DET
fuelectenerg-13294	145	5	architecture	architecture	NOUN
fuelectenerg-13294	145	6	of	of	ADP
fuelectenerg-13294	145	7	efficientnet	efficientnet	NOUN
fuelectenerg-13294	145	8	b2	b2	NOUN
fuelectenerg-13294	145	9	that	that	PRON
fuelectenerg-13294	145	10	used	use	VERB
fuelectenerg-13294	145	11	transfer	transfer	NOUN
fuelectenerg-13294	145	12	learning	learning	NOUN
fuelectenerg-13294	145	13	and	and	CCONJ
fuelectenerg-13294	145	14	data	datum	NOUN
fuelectenerg-13294	145	15	augmentation	augmentation	NOUN
fuelectenerg-13294	145	16	in	in	ADP
fuelectenerg-13294	145	17	the	the	DET
fuelectenerg-13294	145	18	preprocessing	preprocessing	NOUN
fuelectenerg-13294	145	19	phase	phase	NOUN
fuelectenerg-13294	145	20	for	for	ADP
fuelectenerg-13294	145	21	training	train	VERB
fuelectenerg-13294	145	22	the	the	DET
fuelectenerg-13294	145	23	model	model	NOUN
fuelectenerg-13294	145	24	to	to	PART
fuelectenerg-13294	145	25	realize	realize	VERB
fuelectenerg-13294	145	26	the	the	DET
fuelectenerg-13294	145	27	effectiveness	effectiveness	NOUN
fuelectenerg-13294	145	28	of	of	ADP
fuelectenerg-13294	145	29	the	the	DET
fuelectenerg-13294	145	30	lung	lung	NOUN
fuelectenerg-13294	145	31	cancer	cancer	NOUN
fuelectenerg-13294	145	32	detection	detection	NOUN
fuelectenerg-13294	145	33	system	system	NOUN
fuelectenerg-13294	145	34	.	.	PUNCT
fuelectenerg-13294	146	1	results	result	NOUN
fuelectenerg-13294	146	2	and	and	CCONJ
fuelectenerg-13294	146	3	discussion	discussion	NOUN
fuelectenerg-13294	146	4	contain	contain	VERB
fuelectenerg-13294	146	5	the	the	DET
fuelectenerg-13294	146	6	result	result	NOUN
fuelectenerg-13294	146	7	of	of	ADP
fuelectenerg-13294	146	8	the	the	DET
fuelectenerg-13294	146	9	study	study	NOUN
fuelectenerg-13294	146	10	implemented	implement	VERB
fuelectenerg-13294	146	11	,	,	PUNCT
fuelectenerg-13294	146	12	that	that	PRON
fuelectenerg-13294	146	13	is	be	AUX
fuelectenerg-13294	146	14	the	the	DET
fuelectenerg-13294	146	15	result	result	NOUN
fuelectenerg-13294	146	16	covering	cover	VERB
fuelectenerg-13294	146	17	grouping	grouping	NOUN
fuelectenerg-13294	146	18	of	of	ADP
fuelectenerg-13294	146	19	the	the	DET
fuelectenerg-13294	146	20	ct	ct	PROPN
fuelectenerg-13294	146	21	scans	scan	NOUN
fuelectenerg-13294	146	22	into	into	ADP
fuelectenerg-13294	146	23	adenocarcinoma	adenocarcinoma	NOUN
fuelectenerg-13294	146	24	,	,	PUNCT
fuelectenerg-13294	146	25	squamous	squamous	ADJ
fuelectenerg-13294	146	26	cell	cell	NOUN
fuelectenerg-13294	146	27	carcinoma	carcinoma	NOUN
fuelectenerg-13294	146	28	,	,	PUNCT
fuelectenerg-13294	146	29	large	large	ADJ
fuelectenerg-13294	146	30	cell	cell	NOUN
fuelectenerg-13294	146	31	carcinoma	carcinoma	NOUN
fuelectenerg-13294	146	32	,	,	PUNCT
fuelectenerg-13294	146	33	and	and	CCONJ
fuelectenerg-13294	146	34	normal	normal	ADJ
fuelectenerg-13294	146	35	lung	lung	NOUN
fuelectenerg-13294	146	36	tissue	tissue	NOUN
fuelectenerg-13294	146	37	.	.	PUNCT
fuelectenerg-13294	147	1	in	in	ADP
fuelectenerg-13294	147	2	short	short	ADJ
fuelectenerg-13294	147	3	,	,	PUNCT
fuelectenerg-13294	147	4	it	it	PRON
fuelectenerg-13294	147	5	is	be	AUX
fuelectenerg-13294	147	6	a	a	DET
fuelectenerg-13294	147	7	result	result	NOUN
fuelectenerg-13294	147	8	which	which	PRON
fuelectenerg-13294	147	9	proves	prove	VERB
fuelectenerg-13294	147	10	that	that	SCONJ
fuelectenerg-13294	147	11	pre	pre	ADJ
fuelectenerg-13294	147	12	-	-	ADJ
fuelectenerg-13294	147	13	training	train	VERB
fuelectenerg-13294	147	14	greatly	greatly	ADV
fuelectenerg-13294	147	15	enhanced	enhance	VERB
fuelectenerg-13294	147	16	accuracy	accuracy	NOUN
fuelectenerg-13294	147	17	,	,	PUNCT
fuelectenerg-13294	147	18	processing	processing	NOUN
fuelectenerg-13294	147	19	speed	speed	NOUN
fuelectenerg-13294	147	20	,	,	PUNCT
fuelectenerg-13294	147	21	and	and	CCONJ
fuelectenerg-13294	147	22	allowed	allow	VERB
fuelectenerg-13294	147	23	for	for	ADP
fuelectenerg-13294	147	24	diagnosis	diagnosis	NOUN
fuelectenerg-13294	147	25	of	of	ADP
fuelectenerg-13294	147	26	lung	lung	NOUN
fuelectenerg-13294	147	27	cancer	cancer	NOUN
fuelectenerg-13294	147	28	on	on	ADP
fuelectenerg-13294	147	29	the	the	DET
fuelectenerg-13294	147	30	presymptomatic	presymptomatic	ADJ
fuelectenerg-13294	147	31	level	level	NOUN
fuelectenerg-13294	147	32	.	.	PUNCT
fuelectenerg-13294	148	1	ahnaf	ahnaf	PROPN
fuelectenerg-13294	148	2	et	et	PROPN
fuelectenerg-13294	148	3	al	al	PROPN
fuelectenerg-13294	148	4	.	.	PUNCT
fuelectenerg-13294	149	1	[	[	X
fuelectenerg-13294	149	2	18	18	NUM
fuelectenerg-13294	149	3	]	]	PUNCT
fuelectenerg-13294	149	4	showcased	showcase	VERB
fuelectenerg-13294	149	5	the	the	DET
fuelectenerg-13294	149	6	fact	fact	NOUN
fuelectenerg-13294	149	7	that	that	SCONJ
fuelectenerg-13294	149	8	in	in	ADP
fuelectenerg-13294	149	9	comparison	comparison	NOUN
fuelectenerg-13294	149	10	with	with	ADP
fuelectenerg-13294	149	11	glcm	glcm	PROPN
fuelectenerg-13294	149	12	,	,	PUNCT
fuelectenerg-13294	149	13	the	the	DET
fuelectenerg-13294	149	14	method	method	NOUN
fuelectenerg-13294	149	15	of	of	ADP
fuelectenerg-13294	149	16	extracting	extract	VERB
fuelectenerg-13294	149	17	lbp	lbp	NOUN
fuelectenerg-13294	149	18	features	feature	NOUN
fuelectenerg-13294	149	19	appears	appear	VERB
fuelectenerg-13294	149	20	to	to	PART
fuelectenerg-13294	149	21	be	be	AUX
fuelectenerg-13294	149	22	reporting	report	VERB
fuelectenerg-13294	149	23	a	a	DET
fuelectenerg-13294	149	24	much	much	ADV
fuelectenerg-13294	149	25	higher	high	ADJ
fuelectenerg-13294	149	26	accuracy	accuracy	NOUN
fuelectenerg-13294	149	27	regarding	regard	VERB
fuelectenerg-13294	149	28	lung	lung	NOUN
fuelectenerg-13294	149	29	cancer	cancer	NOUN
fuelectenerg-13294	149	30	detection	detection	NOUN
fuelectenerg-13294	149	31	.	.	PUNCT
fuelectenerg-13294	150	1	among	among	ADP
fuelectenerg-13294	150	2	them	they	PRON
fuelectenerg-13294	150	3	,	,	PUNCT
fuelectenerg-13294	150	4	the	the	DET
fuelectenerg-13294	150	5	combination	combination	NOUN
fuelectenerg-13294	150	6	of	of	ADP
fuelectenerg-13294	150	7	the	the	DET
fuelectenerg-13294	150	8	lbp	lbp	PROPN
fuelectenerg-13294	150	9	feature	feature	NOUN
fuelectenerg-13294	150	10	extraction	extraction	NOUN
fuelectenerg-13294	150	11	method	method	NOUN
fuelectenerg-13294	150	12	with	with	ADP
fuelectenerg-13294	150	13	svm	svm	ADJ
fuelectenerg-13294	150	14	classification	classification	NOUN
fuelectenerg-13294	150	15	resulted	result	VERB
fuelectenerg-13294	150	16	in	in	ADP
fuelectenerg-13294	150	17	an	an	DET
fuelectenerg-13294	150	18	accuracy	accuracy	NOUN
fuelectenerg-13294	150	19	of	of	ADP
fuelectenerg-13294	150	20	93	93	NUM
fuelectenerg-13294	150	21	%	%	NOUN
fuelectenerg-13294	150	22	,	,	PUNCT
fuelectenerg-13294	150	23	which	which	PRON
fuelectenerg-13294	150	24	defined	define	VERB
fuelectenerg-13294	150	25	the	the	DET
fuelectenerg-13294	150	26	essence	essence	NOUN
fuelectenerg-13294	150	27	of	of	ADP
fuelectenerg-13294	150	28	this	this	DET
fuelectenerg-13294	150	29	approach	approach	NOUN
fuelectenerg-13294	150	30	in	in	ADP
fuelectenerg-13294	150	31	the	the	DET
fuelectenerg-13294	150	32	prognosis	prognosis	NOUN
fuelectenerg-13294	150	33	of	of	ADP
fuelectenerg-13294	150	34	lung	lung	NOUN
fuelectenerg-13294	150	35	cancer	cancer	NOUN
fuelectenerg-13294	150	36	.	.	PUNCT
fuelectenerg-13294	151	1	however	however	ADV
fuelectenerg-13294	151	2	,	,	PUNCT
fuelectenerg-13294	151	3	the	the	DET
fuelectenerg-13294	151	4	method	method	NOUN
fuelectenerg-13294	151	5	employing	employ	VERB
fuelectenerg-13294	151	6	the	the	DET
fuelectenerg-13294	151	7	glcm	glcm	PROPN
fuelectenerg-13294	151	8	feature	feature	NOUN
fuelectenerg-13294	151	9	extraction	extraction	NOUN
fuelectenerg-13294	151	10	in	in	ADP
fuelectenerg-13294	151	11	conjunction	conjunction	NOUN
fuelectenerg-13294	151	12	with	with	ADP
fuelectenerg-13294	151	13	gaussian	gaussian	ADJ
fuelectenerg-13294	151	14	naive	naive	ADJ
fuelectenerg-13294	151	15	bayes	bayes	NOUN
fuelectenerg-13294	151	16	classification	classification	NOUN
fuelectenerg-13294	151	17	yielded	yield	VERB
fuelectenerg-13294	151	18	a	a	DET
fuelectenerg-13294	151	19	very	very	ADV
fuelectenerg-13294	151	20	low	low	ADJ
fuelectenerg-13294	151	21	accuracy	accuracy	NOUN
fuelectenerg-13294	151	22	of	of	ADP
fuelectenerg-13294	151	23	merely	merely	ADV
fuelectenerg-13294	151	24	50	50	NUM
fuelectenerg-13294	151	25	%	%	NOUN
fuelectenerg-13294	151	26	.	.	PUNCT
fuelectenerg-13294	152	1	hence	hence	ADV
fuelectenerg-13294	152	2	,	,	PUNCT
fuelectenerg-13294	152	3	proving	prove	VERB
fuelectenerg-13294	152	4	that	that	SCONJ
fuelectenerg-13294	152	5	proper	proper	ADJ
fuelectenerg-13294	152	6	selection	selection	NOUN
fuelectenerg-13294	152	7	of	of	ADP
fuelectenerg-13294	152	8	the	the	DET
fuelectenerg-13294	152	9	feature	feature	NOUN
fuelectenerg-13294	152	10	extraction	extraction	NOUN
fuelectenerg-13294	152	11	and	and	CCONJ
fuelectenerg-13294	152	12	classification	classification	NOUN
fuelectenerg-13294	152	13	methods	method	NOUN
fuelectenerg-13294	152	14	is	be	AUX
fuelectenerg-13294	152	15	highly	highly	ADV
fuelectenerg-13294	152	16	essential	essential	ADJ
fuelectenerg-13294	152	17	for	for	ADP
fuelectenerg-13294	152	18	obtaining	obtain	VERB
fuelectenerg-13294	152	19	accurate	accurate	ADJ
fuelectenerg-13294	152	20	detection	detection	NOUN
fuelectenerg-13294	152	21	of	of	ADP
fuelectenerg-13294	152	22	lung	lung	NOUN
fuelectenerg-13294	152	23	cancer	cancer	NOUN
fuelectenerg-13294	152	24	.	.	PUNCT
fuelectenerg-13294	153	1	rani	rani	PROPN
fuelectenerg-13294	153	2	et	et	PROPN
fuelectenerg-13294	153	3	al	al	PROPN
fuelectenerg-13294	153	4	.	.	PUNCT
fuelectenerg-13294	154	1	[	[	X
fuelectenerg-13294	154	2	19	19	NUM
fuelectenerg-13294	154	3	]	]	PUNCT
fuelectenerg-13294	154	4	presented	present	VERB
fuelectenerg-13294	154	5	the	the	DET
fuelectenerg-13294	154	6	fact	fact	NOUN
fuelectenerg-13294	154	7	that	that	SCONJ
fuelectenerg-13294	154	8	transfer	transfer	NOUN
fuelectenerg-13294	154	9	learning	learning	NOUN
fuelectenerg-13294	154	10	is	be	AUX
fuelectenerg-13294	154	11	one	one	NUM
fuelectenerg-13294	154	12	of	of	ADP
fuelectenerg-13294	154	13	the	the	DET
fuelectenerg-13294	154	14	most	most	ADV
fuelectenerg-13294	154	15	important	important	ADJ
fuelectenerg-13294	154	16	techniques	technique	NOUN
fuelectenerg-13294	154	17	,	,	PUNCT
fuelectenerg-13294	154	18	which	which	PRON
fuelectenerg-13294	154	19	led	lead	VERB
fuelectenerg-13294	154	20	models	model	NOUN
fuelectenerg-13294	154	21	of	of	ADP
fuelectenerg-13294	154	22	medical	medical	ADJ
fuelectenerg-13294	154	23	image	image	NOUN
fuelectenerg-13294	154	24	analysis	analysis	NOUN
fuelectenerg-13294	154	25	learn	learn	VERB
fuelectenerg-13294	154	26	from	from	ADP
fuelectenerg-13294	154	27	existing	exist	VERB
fuelectenerg-13294	154	28	knowledge	knowledge	NOUN
fuelectenerg-13294	154	29	from	from	ADP
fuelectenerg-13294	154	30	massive	massive	ADJ
fuelectenerg-13294	154	31	datasets	dataset	NOUN
fuelectenerg-13294	154	32	like	like	ADP
fuelectenerg-13294	154	33	imagenet	imagenet	NOUN
fuelectenerg-13294	154	34	.	.	PUNCT
fuelectenerg-13294	155	1	it	it	PRON
fuelectenerg-13294	155	2	is	be	AUX
fuelectenerg-13294	155	3	classified	classify	VERB
fuelectenerg-13294	155	4	into	into	ADP
fuelectenerg-13294	155	5	two	two	NUM
fuelectenerg-13294	155	6	stages	stage	NOUN
fuelectenerg-13294	155	7	,	,	PUNCT
fuelectenerg-13294	155	8	it	it	PRON
fuelectenerg-13294	155	9	is	be	AUX
fuelectenerg-13294	155	10	initially	initially	ADV
fuelectenerg-13294	155	11	applied	apply	VERB
fuelectenerg-13294	155	12	to	to	ADP
fuelectenerg-13294	155	13	a	a	DET
fuelectenerg-13294	155	14	big	big	ADJ
fuelectenerg-13294	155	15	labeled	label	VERB
fuelectenerg-13294	155	16	dataset	dataset	NOUN
fuelectenerg-13294	155	17	and	and	CCONJ
fuelectenerg-13294	155	18	then	then	ADV
fuelectenerg-13294	155	19	fine	fine	ADV
fuelectenerg-13294	155	20	-	-	PUNCT
fuelectenerg-13294	155	21	tuned	tune	VERB
fuelectenerg-13294	155	22	in	in	ADP
fuelectenerg-13294	155	23	some	some	DET
fuelectenerg-13294	155	24	particular	particular	ADJ
fuelectenerg-13294	155	25	dataset	dataset	NOUN
fuelectenerg-13294	155	26	.	.	PUNCT
fuelectenerg-13294	156	1	this	this	DET
fuelectenerg-13294	156	2	approach	approach	NOUN
fuelectenerg-13294	156	3	led	lead	VERB
fuelectenerg-13294	156	4	transfer	transfer	NOUN
fuelectenerg-13294	156	5	learning	learning	NOUN
fuelectenerg-13294	156	6	extract	extract	VERB
fuelectenerg-13294	156	7	the	the	DET
fuelectenerg-13294	156	8	traditional	traditional	ADJ
fuelectenerg-13294	156	9	features	feature	NOUN
fuelectenerg-13294	156	10	and	and	CCONJ
fuelectenerg-13294	156	11	improve	improve	VERB
fuelectenerg-13294	156	12	performance	performance	NOUN
fuelectenerg-13294	156	13	.	.	PUNCT
fuelectenerg-13294	157	1	such	such	ADJ
fuelectenerg-13294	157	2	efficiency	efficiency	NOUN
fuelectenerg-13294	157	3	resulted	result	VERB
fuelectenerg-13294	157	4	in	in	ADP
fuelectenerg-13294	157	5	better	well	ADJ
fuelectenerg-13294	157	6	performance	performance	NOUN
fuelectenerg-13294	157	7	by	by	ADP
fuelectenerg-13294	157	8	transfer	transfer	NOUN
fuelectenerg-13294	157	9	learning	learn	VERB
fuelectenerg-13294	157	10	to	to	PART
fuelectenerg-13294	157	11	address	address	VERB
fuelectenerg-13294	157	12	core	core	NOUN
fuelectenerg-13294	157	13	problems	problem	NOUN
fuelectenerg-13294	157	14	associated	associate	VERB
fuelectenerg-13294	157	15	with	with	ADP
fuelectenerg-13294	157	16	data	datum	NOUN
fuelectenerg-13294	157	17	and	and	CCONJ
fuelectenerg-13294	157	18	time	time	NOUN
fuelectenerg-13294	157	19	limitations	limitation	NOUN
fuelectenerg-13294	157	20	in	in	ADP
fuelectenerg-13294	157	21	addition	addition	NOUN
fuelectenerg-13294	157	22	to	to	ADP
fuelectenerg-13294	157	23	the	the	DET
fuelectenerg-13294	157	24	performance	performance	NOUN
fuelectenerg-13294	157	25	of	of	ADP
fuelectenerg-13294	157	26	the	the	DET
fuelectenerg-13294	157	27	model	model	NOUN
fuelectenerg-13294	157	28	as	as	ADP
fuelectenerg-13294	157	29	harnessing	harness	VERB
fuelectenerg-13294	157	30	deep	deep	ADJ
fuelectenerg-13294	157	31	learning	learning	NOUN
fuelectenerg-13294	157	32	for	for	ADP
fuelectenerg-13294	157	33	lung	lung	NOUN
fuelectenerg-13294	157	34	cancer	cancer	NOUN
fuelectenerg-13294	157	35	detection	detection	NOUN
fuelectenerg-13294	157	36	using	use	VERB
fuelectenerg-13294	157	37	ct	ct	PROPN
fuelectenerg-13294	157	38	scan	scan	NOUN
fuelectenerg-13294	157	39	images	image	NOUN
fuelectenerg-13294	157	40	645	645	NUM
fuelectenerg-13294	157	41	highlighted	highlight	VERB
fuelectenerg-13294	157	42	by	by	ADP
fuelectenerg-13294	157	43	improved	improved	ADJ
fuelectenerg-13294	157	44	models	model	NOUN
fuelectenerg-13294	157	45	'	'	PART
fuelectenerg-13294	157	46	performance	performance	NOUN
fuelectenerg-13294	157	47	during	during	ADP
fuelectenerg-13294	157	48	the	the	DET
fuelectenerg-13294	157	49	task	task	NOUN
fuelectenerg-13294	157	50	of	of	ADP
fuelectenerg-13294	157	51	lung	lung	NOUN
fuelectenerg-13294	157	52	cancer	cancer	NOUN
fuelectenerg-13294	157	53	detection	detection	NOUN
fuelectenerg-13294	157	54	.	.	PUNCT
fuelectenerg-13294	158	1	some	some	DET
fuelectenerg-13294	158	2	feature	feature	NOUN
fuelectenerg-13294	158	3	extractors	extractor	NOUN
fuelectenerg-13294	158	4	employed	employ	VERB
fuelectenerg-13294	158	5	in	in	ADP
fuelectenerg-13294	158	6	lung	lung	NOUN
fuelectenerg-13294	158	7	cancer	cancer	NOUN
fuelectenerg-13294	158	8	diagnosis	diagnosis	NOUN
fuelectenerg-13294	158	9	included	include	VERB
fuelectenerg-13294	158	10	vgg-16	vgg-16	NOUN
fuelectenerg-13294	158	11	,	,	PUNCT
fuelectenerg-13294	158	12	vgg-19	vgg-19	PROPN
fuelectenerg-13294	158	13	,	,	PUNCT
fuelectenerg-13294	158	14	inceptionv3	inceptionv3	NOUN
fuelectenerg-13294	158	15	,	,	PUNCT
fuelectenerg-13294	158	16	and	and	CCONJ
fuelectenerg-13294	158	17	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	158	18	.	.	PUNCT
fuelectenerg-13294	159	1	with	with	ADP
fuelectenerg-13294	159	2	the	the	DET
fuelectenerg-13294	159	3	use	use	NOUN
fuelectenerg-13294	159	4	of	of	ADP
fuelectenerg-13294	159	5	knn	knn	PROPN
fuelectenerg-13294	159	6	and	and	CCONJ
fuelectenerg-13294	159	7	svm	svm	PROPN
fuelectenerg-13294	159	8	supervised	supervised	ADJ
fuelectenerg-13294	159	9	learning	learning	NOUN
fuelectenerg-13294	159	10	algorithms	algorithm	NOUN
fuelectenerg-13294	159	11	,	,	PUNCT
fuelectenerg-13294	159	12	further	further	ADJ
fuelectenerg-13294	159	13	classifications	classification	NOUN
fuelectenerg-13294	159	14	will	will	AUX
fuelectenerg-13294	159	15	be	be	AUX
fuelectenerg-13294	159	16	made	make	VERB
fuelectenerg-13294	159	17	for	for	ADP
fuelectenerg-13294	159	18	specific	specific	ADJ
fuelectenerg-13294	159	19	classes	class	NOUN
fuelectenerg-13294	159	20	.	.	PUNCT
fuelectenerg-13294	160	1	performance	performance	NOUN
fuelectenerg-13294	160	2	metric	metric	ADJ
fuelectenerg-13294	160	3	such	such	ADJ
fuelectenerg-13294	160	4	as	as	ADP
fuelectenerg-13294	160	5	accuracy	accuracy	NOUN
fuelectenerg-13294	160	6	was	be	AUX
fuelectenerg-13294	160	7	used	use	VERB
fuelectenerg-13294	160	8	to	to	PART
fuelectenerg-13294	160	9	determine	determine	VERB
fuelectenerg-13294	160	10	the	the	DET
fuelectenerg-13294	160	11	performance	performance	NOUN
fuelectenerg-13294	160	12	of	of	ADP
fuelectenerg-13294	160	13	model	model	NOUN
fuelectenerg-13294	160	14	.	.	PUNCT
fuelectenerg-13294	161	1	the	the	DET
fuelectenerg-13294	161	2	accuracy	accuracy	NOUN
fuelectenerg-13294	161	3	of	of	ADP
fuelectenerg-13294	161	4	the	the	DET
fuelectenerg-13294	161	5	model	model	NOUN
fuelectenerg-13294	161	6	observed	observe	VERB
fuelectenerg-13294	161	7	between	between	ADP
fuelectenerg-13294	161	8	56	56	NUM
fuelectenerg-13294	161	9	%	%	NOUN
fuelectenerg-13294	161	10	and	and	CCONJ
fuelectenerg-13294	161	11	99.94	99.94	NUM
fuelectenerg-13294	161	12	%	%	NOUN
fuelectenerg-13294	161	13	,	,	PUNCT
fuelectenerg-13294	161	14	and	and	CCONJ
fuelectenerg-13294	161	15	hence	hence	ADV
fuelectenerg-13294	161	16	it	it	PRON
fuelectenerg-13294	161	17	showcased	showcase	VERB
fuelectenerg-13294	161	18	that	that	SCONJ
fuelectenerg-13294	161	19	the	the	DET
fuelectenerg-13294	161	20	transfer	transfer	NOUN
fuelectenerg-13294	161	21	learning	learning	NOUN
fuelectenerg-13294	161	22	was	be	AUX
fuelectenerg-13294	161	23	applied	apply	VERB
fuelectenerg-13294	161	24	effectively	effectively	ADV
fuelectenerg-13294	161	25	in	in	ADP
fuelectenerg-13294	161	26	enhancing	enhance	VERB
fuelectenerg-13294	161	27	the	the	DET
fuelectenerg-13294	161	28	overall	overall	ADJ
fuelectenerg-13294	161	29	output	output	NOUN
fuelectenerg-13294	161	30	of	of	ADP
fuelectenerg-13294	161	31	deep	deep	ADJ
fuelectenerg-13294	161	32	learning	learning	NOUN
fuelectenerg-13294	161	33	models	model	NOUN
fuelectenerg-13294	161	34	.	.	PUNCT
fuelectenerg-13294	162	1	ashhar	ashhar	PROPN
fuelectenerg-13294	162	2	et	et	PROPN
fuelectenerg-13294	162	3	al	al	PROPN
fuelectenerg-13294	162	4	.	.	PUNCT
fuelectenerg-13294	163	1	[	[	X
fuelectenerg-13294	163	2	20	20	NUM
fuelectenerg-13294	163	3	]	]	PUNCT
fuelectenerg-13294	163	4	compared	compare	VERB
fuelectenerg-13294	163	5	different	different	ADJ
fuelectenerg-13294	163	6	types	type	NOUN
fuelectenerg-13294	163	7	of	of	ADP
fuelectenerg-13294	163	8	convolutional	convolutional	ADJ
fuelectenerg-13294	163	9	models	model	NOUN
fuelectenerg-13294	163	10	which	which	PRON
fuelectenerg-13294	163	11	included	include	VERB
fuelectenerg-13294	163	12	state	state	NOUN
fuelectenerg-13294	163	13	of	of	ADP
fuelectenerg-13294	163	14	the	the	DET
fuelectenerg-13294	163	15	art	art	NOUN
fuelectenerg-13294	163	16	structures	structure	NOUN
fuelectenerg-13294	163	17	such	such	ADJ
fuelectenerg-13294	163	18	as	as	ADP
fuelectenerg-13294	163	19	google	google	PROPN
fuelectenerg-13294	163	20	net	net	NOUN
fuelectenerg-13294	163	21	,	,	PUNCT
fuelectenerg-13294	163	22	squeezenet	squeezenet	NOUN
fuelectenerg-13294	163	23	,	,	PUNCT
fuelectenerg-13294	163	24	shuffle	shuffle	NOUN
fuelectenerg-13294	163	25	net	net	NOUN
fuelectenerg-13294	163	26	,	,	PUNCT
fuelectenerg-13294	163	27	dense	dense	ADJ
fuelectenerg-13294	163	28	net	net	NOUN
fuelectenerg-13294	163	29	,	,	PUNCT
fuelectenerg-13294	163	30	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	163	31	upon	upon	SCONJ
fuelectenerg-13294	163	32	the	the	DET
fuelectenerg-13294	163	33	lidc	lidc	NOUN
fuelectenerg-13294	163	34	-	-	PUNCT
fuelectenerg-13294	163	35	idr	idr	NOUN
fuelectenerg-13294	163	36	dataset	dataset	NOUN
fuelectenerg-13294	163	37	.	.	PUNCT
fuelectenerg-13294	164	1	preprocessing	preprocesse	VERB
fuelectenerg-13294	164	2	of	of	ADP
fuelectenerg-13294	164	3	the	the	DET
fuelectenerg-13294	164	4	images	image	NOUN
fuelectenerg-13294	164	5	were	be	AUX
fuelectenerg-13294	164	6	done	do	VERB
fuelectenerg-13294	164	7	in	in	ADP
fuelectenerg-13294	164	8	order	order	NOUN
fuelectenerg-13294	164	9	to	to	PART
fuelectenerg-13294	164	10	enhance	enhance	VERB
fuelectenerg-13294	164	11	the	the	DET
fuelectenerg-13294	164	12	uniformity	uniformity	NOUN
fuelectenerg-13294	164	13	.	.	PUNCT
fuelectenerg-13294	165	1	the	the	DET
fuelectenerg-13294	165	2	images	image	NOUN
fuelectenerg-13294	165	3	were	be	AUX
fuelectenerg-13294	165	4	resized	resize	VERB
fuelectenerg-13294	165	5	to	to	ADP
fuelectenerg-13294	165	6	a	a	DET
fuelectenerg-13294	165	7	dimension	dimension	NOUN
fuelectenerg-13294	165	8	of	of	ADP
fuelectenerg-13294	165	9	244	244	NUM
fuelectenerg-13294	165	10	*	*	SYM
fuelectenerg-13294	165	11	244	244	NUM
fuelectenerg-13294	165	12	along	along	ADP
fuelectenerg-13294	165	13	with	with	ADP
fuelectenerg-13294	165	14	70	70	NUM
fuelectenerg-13294	165	15	%	%	NOUN
fuelectenerg-13294	165	16	of	of	ADP
fuelectenerg-13294	165	17	the	the	DET
fuelectenerg-13294	165	18	dataset	dataset	NOUN
fuelectenerg-13294	165	19	was	be	AUX
fuelectenerg-13294	165	20	meant	mean	VERB
fuelectenerg-13294	165	21	for	for	ADP
fuelectenerg-13294	165	22	training	training	NOUN
fuelectenerg-13294	165	23	purpose	purpose	NOUN
fuelectenerg-13294	165	24	.	.	PUNCT
fuelectenerg-13294	166	1	the	the	DET
fuelectenerg-13294	166	2	primary	primary	ADJ
fuelectenerg-13294	166	3	learning	learning	NOUN
fuelectenerg-13294	166	4	rate	rate	NOUN
fuelectenerg-13294	166	5	was	be	AUX
fuelectenerg-13294	166	6	decided	decide	VERB
fuelectenerg-13294	166	7	to	to	PART
fuelectenerg-13294	166	8	be	be	AUX
fuelectenerg-13294	166	9	0.01	0.01	NUM
fuelectenerg-13294	166	10	also	also	ADV
fuelectenerg-13294	166	11	other	other	ADJ
fuelectenerg-13294	166	12	parameters	parameter	NOUN
fuelectenerg-13294	166	13	such	such	ADJ
fuelectenerg-13294	166	14	as	as	ADP
fuelectenerg-13294	166	15	validation	validation	NOUN
fuelectenerg-13294	166	16	frequency	frequency	NOUN
fuelectenerg-13294	166	17	,	,	PUNCT
fuelectenerg-13294	166	18	epochs	epoch	NOUN
fuelectenerg-13294	166	19	drop	drop	VERB
fuelectenerg-13294	166	20	rate	rate	NOUN
fuelectenerg-13294	166	21	and	and	CCONJ
fuelectenerg-13294	166	22	momentum	momentum	NOUN
fuelectenerg-13294	166	23	was	be	AUX
fuelectenerg-13294	166	24	set	set	VERB
fuelectenerg-13294	166	25	to	to	ADP
fuelectenerg-13294	166	26	50	50	NUM
fuelectenerg-13294	166	27	,	,	PUNCT
fuelectenerg-13294	166	28	20	20	NUM
fuelectenerg-13294	166	29	,	,	PUNCT
fuelectenerg-13294	166	30	0.2	0.2	NUM
fuelectenerg-13294	166	31	,	,	PUNCT
fuelectenerg-13294	166	32	0.9	0.9	NUM
fuelectenerg-13294	166	33	respectively	respectively	ADV
fuelectenerg-13294	166	34	.	.	PUNCT
fuelectenerg-13294	167	1	for	for	ADP
fuelectenerg-13294	167	2	the	the	DET
fuelectenerg-13294	167	3	determination	determination	NOUN
fuelectenerg-13294	167	4	of	of	ADP
fuelectenerg-13294	167	5	the	the	DET
fuelectenerg-13294	167	6	models	model	NOUN
fuelectenerg-13294	167	7	performance	performance	NOUN
fuelectenerg-13294	167	8	using	use	VERB
fuelectenerg-13294	167	9	accuracy	accuracy	NOUN
fuelectenerg-13294	167	10	,	,	PUNCT
fuelectenerg-13294	167	11	specificity	specificity	NOUN
fuelectenerg-13294	167	12	,	,	PUNCT
fuelectenerg-13294	167	13	sensitivity	sensitivity	NOUN
fuelectenerg-13294	167	14	and	and	CCONJ
fuelectenerg-13294	167	15	area	area	NOUN
fuelectenerg-13294	167	16	under	under	ADP
fuelectenerg-13294	167	17	the	the	DET
fuelectenerg-13294	167	18	curve	curve	NOUN
fuelectenerg-13294	167	19	was	be	AUX
fuelectenerg-13294	167	20	being	be	AUX
fuelectenerg-13294	167	21	used	use	VERB
fuelectenerg-13294	167	22	.	.	PUNCT
fuelectenerg-13294	168	1	amongst	amongst	ADP
fuelectenerg-13294	168	2	the	the	DET
fuelectenerg-13294	168	3	models	model	NOUN
fuelectenerg-13294	168	4	the	the	DET
fuelectenerg-13294	168	5	results	result	NOUN
fuelectenerg-13294	168	6	obtained	obtain	VERB
fuelectenerg-13294	168	7	from	from	ADP
fuelectenerg-13294	168	8	google	google	PROPN
fuelectenerg-13294	168	9	net	net	NOUN
fuelectenerg-13294	168	10	(	(	PUNCT
fuelectenerg-13294	168	11	94.53	94.53	NUM
fuelectenerg-13294	168	12	%	%	NOUN
fuelectenerg-13294	168	13	)	)	PUNCT
fuelectenerg-13294	168	14	was	be	AUX
fuelectenerg-13294	168	15	superior	superior	ADJ
fuelectenerg-13294	168	16	as	as	SCONJ
fuelectenerg-13294	168	17	compared	compare	VERB
fuelectenerg-13294	168	18	with	with	ADP
fuelectenerg-13294	168	19	other	other	ADJ
fuelectenerg-13294	168	20	architectures	architecture	NOUN
fuelectenerg-13294	168	21	followed	follow	VERB
fuelectenerg-13294	168	22	by	by	ADP
fuelectenerg-13294	168	23	squeeze	squeeze	NOUN
fuelectenerg-13294	168	24	net	net	NOUN
fuelectenerg-13294	168	25	yielding	yield	VERB
fuelectenerg-13294	168	26	94.13	94.13	NUM
fuelectenerg-13294	168	27	%	%	NOUN
fuelectenerg-13294	168	28	.	.	PUNCT
fuelectenerg-13294	169	1	abd	abd	PROPN
fuelectenerg-13294	169	2	al	al	PROPN
fuelectenerg-13294	169	3	-	-	PUNCT
fuelectenerg-13294	169	4	ameer	ameer	PROPN
fuelectenerg-13294	169	5	et	et	PROPN
fuelectenerg-13294	169	6	al	al	PROPN
fuelectenerg-13294	169	7	.	.	PUNCT
fuelectenerg-13294	170	1	[	[	X
fuelectenerg-13294	170	2	21	21	NUM
fuelectenerg-13294	170	3	]	]	PUNCT
fuelectenerg-13294	170	4	recommended	recommend	VERB
fuelectenerg-13294	170	5	a	a	DET
fuelectenerg-13294	170	6	model	model	NOUN
fuelectenerg-13294	170	7	for	for	ADP
fuelectenerg-13294	170	8	prediction	prediction	NOUN
fuelectenerg-13294	170	9	of	of	ADP
fuelectenerg-13294	170	10	lung	lung	NOUN
fuelectenerg-13294	170	11	carcinoma	carcinoma	NOUN
fuelectenerg-13294	170	12	tissue	tissue	NOUN
fuelectenerg-13294	170	13	images	image	NOUN
fuelectenerg-13294	170	14	with	with	ADP
fuelectenerg-13294	170	15	the	the	DET
fuelectenerg-13294	170	16	help	help	NOUN
fuelectenerg-13294	170	17	of	of	ADP
fuelectenerg-13294	170	18	state	state	NOUN
fuelectenerg-13294	170	19	of	of	ADP
fuelectenerg-13294	170	20	the	the	DET
fuelectenerg-13294	170	21	art	art	NOUN
fuelectenerg-13294	170	22	architecture	architecture	NOUN
fuelectenerg-13294	170	23	such	such	ADJ
fuelectenerg-13294	170	24	as	as	ADP
fuelectenerg-13294	170	25	inception	inception	PROPN
fuelectenerg-13294	170	26	v3	v3	PROPN
fuelectenerg-13294	170	27	along	along	ADP
fuelectenerg-13294	170	28	with	with	ADP
fuelectenerg-13294	170	29	random	random	ADJ
fuelectenerg-13294	170	30	forest	forest	NOUN
fuelectenerg-13294	170	31	and	and	CCONJ
fuelectenerg-13294	170	32	convolutional	convolutional	ADJ
fuelectenerg-13294	170	33	neural	neural	ADJ
fuelectenerg-13294	170	34	network	network	NOUN
fuelectenerg-13294	170	35	.	.	PUNCT
fuelectenerg-13294	171	1	the	the	DET
fuelectenerg-13294	171	2	neural	neural	ADJ
fuelectenerg-13294	171	3	network	network	NOUN
fuelectenerg-13294	171	4	aimed	aim	VERB
fuelectenerg-13294	171	5	at	at	ADP
fuelectenerg-13294	171	6	extracting	extract	VERB
fuelectenerg-13294	171	7	features	feature	NOUN
fuelectenerg-13294	171	8	beneficial	beneficial	ADJ
fuelectenerg-13294	171	9	for	for	ADP
fuelectenerg-13294	171	10	prediction	prediction	NOUN
fuelectenerg-13294	171	11	and	and	CCONJ
fuelectenerg-13294	171	12	prognosis	prognosis	NOUN
fuelectenerg-13294	171	13	of	of	ADP
fuelectenerg-13294	171	14	the	the	DET
fuelectenerg-13294	171	15	disease	disease	NOUN
fuelectenerg-13294	171	16	.	.	PUNCT
fuelectenerg-13294	172	1	for	for	ADP
fuelectenerg-13294	172	2	ensuring	ensure	VERB
fuelectenerg-13294	172	3	the	the	DET
fuelectenerg-13294	172	4	image	image	NOUN
fuelectenerg-13294	172	5	quality	quality	NOUN
fuelectenerg-13294	172	6	to	to	PART
fuelectenerg-13294	172	7	be	be	AUX
fuelectenerg-13294	172	8	standardized	standardized	ADJ
fuelectenerg-13294	172	9	preprocessing	preprocessing	NOUN
fuelectenerg-13294	172	10	techniques	technique	NOUN
fuelectenerg-13294	172	11	such	such	ADJ
fuelectenerg-13294	172	12	as	as	ADP
fuelectenerg-13294	172	13	normalization	normalization	NOUN
fuelectenerg-13294	172	14	was	be	AUX
fuelectenerg-13294	172	15	applied	apply	VERB
fuelectenerg-13294	172	16	to	to	ADP
fuelectenerg-13294	172	17	the	the	DET
fuelectenerg-13294	172	18	images	image	NOUN
fuelectenerg-13294	172	19	.	.	PUNCT
fuelectenerg-13294	173	1	vgg16	vgg16	NOUN
fuelectenerg-13294	173	2	along	along	ADP
fuelectenerg-13294	173	3	with	with	ADP
fuelectenerg-13294	173	4	inceptionv3	inceptionv3	NOUN
fuelectenerg-13294	173	5	models	model	NOUN
fuelectenerg-13294	173	6	were	be	AUX
fuelectenerg-13294	173	7	used	use	VERB
fuelectenerg-13294	173	8	a	a	DET
fuelectenerg-13294	173	9	feature	feature	NOUN
fuelectenerg-13294	173	10	extractor	extractor	NOUN
fuelectenerg-13294	173	11	and	and	CCONJ
fuelectenerg-13294	173	12	hence	hence	ADV
fuelectenerg-13294	173	13	acted	act	VERB
fuelectenerg-13294	173	14	an	an	DET
fuelectenerg-13294	173	15	input	input	NOUN
fuelectenerg-13294	173	16	to	to	ADP
fuelectenerg-13294	173	17	the	the	DET
fuelectenerg-13294	173	18	neural	neural	ADJ
fuelectenerg-13294	173	19	network	network	NOUN
fuelectenerg-13294	173	20	.	.	PUNCT
fuelectenerg-13294	174	1	adam	adam	PROPN
fuelectenerg-13294	174	2	optimizer	optimizer	NOUN
fuelectenerg-13294	174	3	was	be	AUX
fuelectenerg-13294	174	4	used	use	VERB
fuelectenerg-13294	174	5	to	to	PART
fuelectenerg-13294	174	6	decide	decide	VERB
fuelectenerg-13294	174	7	the	the	DET
fuelectenerg-13294	174	8	best	good	ADJ
fuelectenerg-13294	174	9	learning	learning	NOUN
fuelectenerg-13294	174	10	rate	rate	NOUN
fuelectenerg-13294	174	11	.	.	PUNCT
fuelectenerg-13294	175	1	the	the	DET
fuelectenerg-13294	175	2	model	model	NOUN
fuelectenerg-13294	175	3	yielded	yield	VERB
fuelectenerg-13294	175	4	an	an	DET
fuelectenerg-13294	175	5	accuracy	accuracy	NOUN
fuelectenerg-13294	175	6	of	of	ADP
fuelectenerg-13294	175	7	97.07	97.07	NUM
fuelectenerg-13294	175	8	%	%	NOUN
fuelectenerg-13294	175	9	along	along	ADP
fuelectenerg-13294	175	10	with	with	ADP
fuelectenerg-13294	175	11	precision	precision	NOUN
fuelectenerg-13294	175	12	being	be	AUX
fuelectenerg-13294	175	13	96.88	96.88	NUM
fuelectenerg-13294	175	14	%	%	NOUN
fuelectenerg-13294	175	15	,	,	PUNCT
fuelectenerg-13294	175	16	recall	recall	VERB
fuelectenerg-13294	175	17	score	score	NOUN
fuelectenerg-13294	175	18	being	be	AUX
fuelectenerg-13294	175	19	97.31	97.31	NUM
fuelectenerg-13294	175	20	%	%	NOUN
fuelectenerg-13294	175	21	,	,	PUNCT
fuelectenerg-13294	175	22	fscore	fscore	ADV
fuelectenerg-13294	175	23	being	be	AUX
fuelectenerg-13294	175	24	97.09	97.09	NUM
fuelectenerg-13294	175	25	%	%	NOUN
fuelectenerg-13294	175	26	additionally	additionally	ADV
fuelectenerg-13294	175	27	specificity	specificity	NOUN
fuelectenerg-13294	175	28	being	be	AUX
fuelectenerg-13294	175	29	96.88	96.88	NUM
fuelectenerg-13294	175	30	%	%	NOUN
fuelectenerg-13294	175	31	.	.	PUNCT
fuelectenerg-13294	176	1	priyadarshini	priyadarshini	VERB
fuelectenerg-13294	176	2	et	et	PROPN
fuelectenerg-13294	176	3	al	al	PROPN
fuelectenerg-13294	176	4	.	.	PUNCT
fuelectenerg-13294	177	1	[	[	X
fuelectenerg-13294	177	2	31	31	NUM
fuelectenerg-13294	177	3	]	]	PUNCT
fuelectenerg-13294	177	4	used	use	VERB
fuelectenerg-13294	177	5	seven	seven	NUM
fuelectenerg-13294	177	6	supervised	supervised	ADJ
fuelectenerg-13294	177	7	machine	machine	NOUN
fuelectenerg-13294	177	8	learning	learn	VERB
fuelectenerg-13294	177	9	classifiers	classifier	NOUN
fuelectenerg-13294	177	10	were	be	AUX
fuelectenerg-13294	177	11	used	use	VERB
fuelectenerg-13294	177	12	with	with	ADP
fuelectenerg-13294	177	13	thorough	thorough	ADJ
fuelectenerg-13294	177	14	examination	examination	NOUN
fuelectenerg-13294	177	15	.	.	PUNCT
fuelectenerg-13294	178	1	prior	prior	ADV
fuelectenerg-13294	178	2	to	to	ADP
fuelectenerg-13294	178	3	categorisation	categorisation	NOUN
fuelectenerg-13294	178	4	,	,	PUNCT
fuelectenerg-13294	178	5	image	image	NOUN
fuelectenerg-13294	178	6	processing	processing	NOUN
fuelectenerg-13294	178	7	techniques	technique	NOUN
fuelectenerg-13294	178	8	are	be	AUX
fuelectenerg-13294	178	9	used	use	VERB
fuelectenerg-13294	178	10	to	to	PART
fuelectenerg-13294	178	11	differentiate	differentiate	VERB
fuelectenerg-13294	178	12	between	between	ADP
fuelectenerg-13294	178	13	benign	benign	ADJ
fuelectenerg-13294	178	14	and	and	CCONJ
fuelectenerg-13294	178	15	malignant	malignant	ADJ
fuelectenerg-13294	178	16	cases	case	NOUN
fuelectenerg-13294	178	17	.	.	PUNCT
fuelectenerg-13294	179	1	when	when	SCONJ
fuelectenerg-13294	179	2	compared	compare	VERB
fuelectenerg-13294	179	3	to	to	ADP
fuelectenerg-13294	179	4	other	other	ADJ
fuelectenerg-13294	179	5	classifiers	classifier	NOUN
fuelectenerg-13294	179	6	,	,	PUNCT
fuelectenerg-13294	179	7	the	the	DET
fuelectenerg-13294	179	8	mlp	mlp	NOUN
fuelectenerg-13294	179	9	classifier	classifier	NOUN
fuelectenerg-13294	179	10	performed	perform	VERB
fuelectenerg-13294	179	11	better	well	ADV
fuelectenerg-13294	179	12	and	and	CCONJ
fuelectenerg-13294	179	13	achieved	achieve	VERB
fuelectenerg-13294	179	14	noticeably	noticeably	ADV
fuelectenerg-13294	179	15	higher	high	ADJ
fuelectenerg-13294	179	16	accuracy	accuracy	NOUN
fuelectenerg-13294	179	17	,	,	PUNCT
fuelectenerg-13294	179	18	indicating	indicate	VERB
fuelectenerg-13294	179	19	its	its	PRON
fuelectenerg-13294	179	20	potential	potential	NOUN
fuelectenerg-13294	179	21	for	for	ADP
fuelectenerg-13294	179	22	use	use	NOUN
fuelectenerg-13294	179	23	in	in	ADP
fuelectenerg-13294	179	24	clinical	clinical	ADJ
fuelectenerg-13294	179	25	settings	setting	NOUN
fuelectenerg-13294	179	26	.	.	PUNCT
fuelectenerg-13294	180	1	velumurugan	velumurugan	NOUN
fuelectenerg-13294	180	2	et	et	PROPN
fuelectenerg-13294	180	3	al	al	PROPN
fuelectenerg-13294	180	4	.	.	PUNCT
fuelectenerg-13294	181	1	[	[	X
fuelectenerg-13294	181	2	32	32	NUM
fuelectenerg-13294	181	3	]	]	PUNCT
fuelectenerg-13294	181	4	proposed	propose	VERB
fuelectenerg-13294	181	5	a	a	DET
fuelectenerg-13294	181	6	model	model	NOUN
fuelectenerg-13294	181	7	for	for	ADP
fuelectenerg-13294	181	8	segmentation	segmentation	NOUN
fuelectenerg-13294	181	9	of	of	ADP
fuelectenerg-13294	181	10	lung	lung	NOUN
fuelectenerg-13294	181	11	lobe	lobe	VERB
fuelectenerg-13294	181	12	and	and	CCONJ
fuelectenerg-13294	181	13	lung	lung	NOUN
fuelectenerg-13294	181	14	cancer	cancer	NOUN
fuelectenerg-13294	181	15	detection	detection	NOUN
fuelectenerg-13294	181	16	are	be	AUX
fuelectenerg-13294	181	17	major	major	ADJ
fuelectenerg-13294	181	18	medical	medical	ADJ
fuelectenerg-13294	181	19	imaging	imaging	NOUN
fuelectenerg-13294	181	20	tasks	task	NOUN
fuelectenerg-13294	181	21	for	for	ADP
fuelectenerg-13294	181	22	precise	precise	ADJ
fuelectenerg-13294	181	23	diagnosis	diagnosis	NOUN
fuelectenerg-13294	181	24	and	and	CCONJ
fuelectenerg-13294	181	25	early	early	ADJ
fuelectenerg-13294	181	26	treatment	treatment	NOUN
fuelectenerg-13294	181	27	.	.	PUNCT
fuelectenerg-13294	182	1	the	the	DET
fuelectenerg-13294	182	2	conventional	conventional	ADJ
fuelectenerg-13294	182	3	approaches	approach	NOUN
fuelectenerg-13294	182	4	suffer	suffer	VERB
fuelectenerg-13294	182	5	from	from	ADP
fuelectenerg-13294	182	6	slow	slow	ADJ
fuelectenerg-13294	182	7	convergence	convergence	NOUN
fuelectenerg-13294	182	8	and	and	CCONJ
fuelectenerg-13294	182	9	inadequate	inadequate	ADJ
fuelectenerg-13294	182	10	exploration	exploration	NOUN
fuelectenerg-13294	182	11	.	.	PUNCT
fuelectenerg-13294	183	1	to	to	PART
fuelectenerg-13294	183	2	overcome	overcome	VERB
fuelectenerg-13294	183	3	these	these	DET
fuelectenerg-13294	183	4	issues	issue	NOUN
fuelectenerg-13294	183	5	,	,	PUNCT
fuelectenerg-13294	183	6	an	an	DET
fuelectenerg-13294	183	7	innovative	innovative	ADJ
fuelectenerg-13294	183	8	rspo_shcnn	rspo_shcnn	PROPN
fuelectenerg-13294	183	9	(	(	PUNCT
fuelectenerg-13294	183	10	rat	rat	NOUN
fuelectenerg-13294	183	11	swarm	swarm	NOUN
fuelectenerg-13294	183	12	political	political	ADJ
fuelectenerg-13294	183	13	optimizer	optimizer	NOUN
fuelectenerg-13294	183	14	-	-	PUNCT
fuelectenerg-13294	183	15	based	base	VERB
fuelectenerg-13294	183	16	shepard	shepard	NOUN
fuelectenerg-13294	183	17	convolutional	convolutional	ADJ
fuelectenerg-13294	183	18	neural	neural	ADJ
fuelectenerg-13294	183	19	network	network	NOUN
fuelectenerg-13294	183	20	)	)	PUNCT
fuelectenerg-13294	183	21	was	be	AUX
fuelectenerg-13294	183	22	introduced	introduce	VERB
fuelectenerg-13294	183	23	.	.	PUNCT
fuelectenerg-13294	184	1	rspo	rspo	PROPN
fuelectenerg-13294	184	2	was	be	AUX
fuelectenerg-13294	184	3	designed	design	VERB
fuelectenerg-13294	184	4	by	by	ADP
fuelectenerg-13294	184	5	integrating	integrate	VERB
fuelectenerg-13294	184	6	rat	rat	NOUN
fuelectenerg-13294	184	7	swarm	swarm	NOUN
fuelectenerg-13294	184	8	optimizer	optimizer	NOUN
fuelectenerg-13294	184	9	(	(	PUNCT
fuelectenerg-13294	184	10	rso	rso	PROPN
fuelectenerg-13294	184	11	)	)	PUNCT
fuelectenerg-13294	184	12	and	and	CCONJ
fuelectenerg-13294	184	13	political	political	ADJ
fuelectenerg-13294	184	14	optimizer	optimizer	NOUN
fuelectenerg-13294	184	15	(	(	PUNCT
fuelectenerg-13294	184	16	po	po	NOUN
fuelectenerg-13294	184	17	)	)	PUNCT
fuelectenerg-13294	184	18	to	to	PART
fuelectenerg-13294	184	19	improve	improve	VERB
fuelectenerg-13294	184	20	performance	performance	NOUN
fuelectenerg-13294	184	21	.	.	PUNCT
fuelectenerg-13294	185	1	ct	ct	NUM
fuelectenerg-13294	185	2	scans	scan	NOUN
fuelectenerg-13294	185	3	were	be	AUX
fuelectenerg-13294	185	4	preprocessed	preprocesse	VERB
fuelectenerg-13294	185	5	through	through	ADP
fuelectenerg-13294	185	6	the	the	DET
fuelectenerg-13294	185	7	application	application	NOUN
fuelectenerg-13294	185	8	of	of	ADP
fuelectenerg-13294	185	9	a	a	DET
fuelectenerg-13294	185	10	laplacian	laplacian	ADJ
fuelectenerg-13294	185	11	filter	filter	NOUN
fuelectenerg-13294	185	12	,	,	PUNCT
fuelectenerg-13294	185	13	segmented	segment	VERB
fuelectenerg-13294	185	14	using	use	VERB
fuelectenerg-13294	185	15	pspnet	pspnet	NOUN
fuelectenerg-13294	185	16	optimized	optimize	VERB
fuelectenerg-13294	185	17	by	by	ADP
fuelectenerg-13294	185	18	rspo	rspo	NOUN
fuelectenerg-13294	185	19	,	,	PUNCT
fuelectenerg-13294	185	20	and	and	CCONJ
fuelectenerg-13294	185	21	nodule	nodule	NOUN
fuelectenerg-13294	185	22	detection	detection	NOUN
fuelectenerg-13294	185	23	was	be	AUX
fuelectenerg-13294	185	24	achieved	achieve	VERB
fuelectenerg-13294	185	25	by	by	ADP
fuelectenerg-13294	185	26	utilizing	utilize	VERB
fuelectenerg-13294	185	27	a	a	DET
fuelectenerg-13294	185	28	grid	grid	NOUN
fuelectenerg-13294	185	29	-	-	PUNCT
fuelectenerg-13294	185	30	based	base	VERB
fuelectenerg-13294	185	31	method	method	NOUN
fuelectenerg-13294	185	32	.	.	PUNCT
fuelectenerg-13294	186	1	features	feature	NOUN
fuelectenerg-13294	186	2	are	be	AUX
fuelectenerg-13294	186	3	extracted	extract	VERB
fuelectenerg-13294	186	4	and	and	CCONJ
fuelectenerg-13294	186	5	classified	classify	VERB
fuelectenerg-13294	186	6	by	by	ADP
fuelectenerg-13294	186	7	utilizing	utilize	VERB
fuelectenerg-13294	186	8	rspo_shcnn	rspo_shcnn	PROPN
fuelectenerg-13294	186	9	with	with	ADP
fuelectenerg-13294	186	10	better	well	ADJ
fuelectenerg-13294	186	11	accuracy	accuracy	NOUN
fuelectenerg-13294	186	12	(	(	PUNCT
fuelectenerg-13294	186	13	94.8	94.8	NUM
fuelectenerg-13294	186	14	%	%	NOUN
fuelectenerg-13294	186	15	)	)	PUNCT
fuelectenerg-13294	186	16	,	,	PUNCT
fuelectenerg-13294	186	17	precision	precision	NOUN
fuelectenerg-13294	186	18	(	(	PUNCT
fuelectenerg-13294	186	19	92.6	92.6	NUM
fuelectenerg-13294	186	20	%	%	NOUN
fuelectenerg-13294	186	21	)	)	PUNCT
fuelectenerg-13294	186	22	,	,	PUNCT
fuelectenerg-13294	186	23	and	and	CCONJ
fuelectenerg-13294	186	24	f	f	X
fuelectenerg-13294	186	25	-	-	PUNCT
fuelectenerg-13294	186	26	measure	measure	NOUN
fuelectenerg-13294	186	27	(	(	PUNCT
fuelectenerg-13294	186	28	93.7	93.7	NUM
fuelectenerg-13294	186	29	%	%	NOUN
fuelectenerg-13294	186	30	)	)	PUNCT
fuelectenerg-13294	186	31	compared	compare	VERB
fuelectenerg-13294	186	32	to	to	ADP
fuelectenerg-13294	186	33	conventional	conventional	ADJ
fuelectenerg-13294	186	34	approaches	approach	NOUN
fuelectenerg-13294	186	35	.	.	PUNCT
fuelectenerg-13294	187	1	646	646	NUM
fuelectenerg-13294	187	2	a.	a.	NOUN
fuelectenerg-13294	187	3	r.	r.	PROPN
fuelectenerg-13294	187	4	choudhurya	choudhurya	PROPN
fuelectenerg-13294	187	5	,	,	PUNCT
fuelectenerg-13294	187	6	s.	s.	PROPN
fuelectenerg-13294	187	7	r.	r.	PROPN
fuelectenerg-13294	187	8	pandab	pandab	PROPN
fuelectenerg-13294	187	9	,	,	PUNCT
fuelectenerg-13294	187	10	j.	j.	PROPN
fuelectenerg-13294	187	11	rautarayc	rautarayc	PROPN
fuelectenerg-13294	187	12	,	,	PUNCT
fuelectenerg-13294	187	13	p.	p.	NOUN
fuelectenerg-13294	187	14	mishrad	mishrad	PROPN
fuelectenerg-13294	187	15	,	,	PUNCT
fuelectenerg-13294	187	16	m.	m.	NOUN
fuelectenerg-13294	187	17	kandpale	kandpale	PROPN
fuelectenerg-13294	187	18	sudha	sudha	PROPN
fuelectenerg-13294	187	19	et	et	PROPN
fuelectenerg-13294	187	20	al	al	PROPN
fuelectenerg-13294	187	21	.	.	PUNCT
fuelectenerg-13294	188	1	[	[	X
fuelectenerg-13294	188	2	33	33	NUM
fuelectenerg-13294	188	3	]	]	PUNCT
fuelectenerg-13294	188	4	investigated	investigate	VERB
fuelectenerg-13294	188	5	about	about	ADP
fuelectenerg-13294	188	6	lung	lung	NOUN
fuelectenerg-13294	188	7	cancer	cancer	NOUN
fuelectenerg-13294	188	8	malignant	malignant	ADJ
fuelectenerg-13294	188	9	tumors	tumor	NOUN
fuelectenerg-13294	188	10	which	which	PRON
fuelectenerg-13294	188	11	are	be	AUX
fuelectenerg-13294	188	12	irregular	irregular	ADJ
fuelectenerg-13294	188	13	cell	cell	NOUN
fuelectenerg-13294	188	14	growths	growth	NOUN
fuelectenerg-13294	188	15	with	with	ADP
fuelectenerg-13294	188	16	the	the	DET
fuelectenerg-13294	188	17	capability	capability	NOUN
fuelectenerg-13294	188	18	to	to	PART
fuelectenerg-13294	188	19	invade	invade	VERB
fuelectenerg-13294	188	20	nearby	nearby	ADJ
fuelectenerg-13294	188	21	tissues	tissue	NOUN
fuelectenerg-13294	188	22	and	and	CCONJ
fuelectenerg-13294	188	23	metastasize	metastasize	VERB
fuelectenerg-13294	188	24	.	.	PUNCT
fuelectenerg-13294	189	1	early	early	ADJ
fuelectenerg-13294	189	2	diagnosis	diagnosis	NOUN
fuelectenerg-13294	189	3	is	be	AUX
fuelectenerg-13294	189	4	crucial	crucial	ADJ
fuelectenerg-13294	189	5	to	to	PART
fuelectenerg-13294	189	6	enhance	enhance	VERB
fuelectenerg-13294	189	7	patient	patient	ADJ
fuelectenerg-13294	189	8	survival	survival	NOUN
fuelectenerg-13294	189	9	,	,	PUNCT
fuelectenerg-13294	189	10	but	but	CCONJ
fuelectenerg-13294	189	11	manual	manual	ADJ
fuelectenerg-13294	189	12	processing	processing	NOUN
fuelectenerg-13294	189	13	was	be	AUX
fuelectenerg-13294	189	14	time	time	NOUN
fuelectenerg-13294	189	15	-	-	PUNCT
fuelectenerg-13294	189	16	consuming	consume	VERB
fuelectenerg-13294	189	17	and	and	CCONJ
fuelectenerg-13294	189	18	error	error	NOUN
fuelectenerg-13294	189	19	-	-	PUNCT
fuelectenerg-13294	189	20	prone	prone	ADJ
fuelectenerg-13294	189	21	,	,	PUNCT
fuelectenerg-13294	189	22	affecting	affect	VERB
fuelectenerg-13294	189	23	accurate	accurate	ADJ
fuelectenerg-13294	189	24	cancer	cancer	NOUN
fuelectenerg-13294	189	25	prognosis	prognosis	NOUN
fuelectenerg-13294	189	26	.	.	PUNCT
fuelectenerg-13294	190	1	current	current	ADJ
fuelectenerg-13294	190	2	techniques	technique	NOUN
fuelectenerg-13294	190	3	are	be	AUX
fuelectenerg-13294	190	4	unable	unable	ADJ
fuelectenerg-13294	190	5	to	to	PART
fuelectenerg-13294	190	6	detect	detect	VERB
fuelectenerg-13294	190	7	the	the	DET
fuelectenerg-13294	190	8	size	size	NOUN
fuelectenerg-13294	190	9	,	,	PUNCT
fuelectenerg-13294	190	10	shape	shape	NOUN
fuelectenerg-13294	190	11	,	,	PUNCT
fuelectenerg-13294	190	12	and	and	CCONJ
fuelectenerg-13294	190	13	dissemination	dissemination	NOUN
fuelectenerg-13294	190	14	of	of	ADP
fuelectenerg-13294	190	15	cancer	cancer	NOUN
fuelectenerg-13294	190	16	cells	cell	NOUN
fuelectenerg-13294	190	17	.	.	PUNCT
fuelectenerg-13294	191	1	to	to	PART
fuelectenerg-13294	191	2	overcome	overcome	VERB
fuelectenerg-13294	191	3	these	these	DET
fuelectenerg-13294	191	4	limitations	limitation	NOUN
fuelectenerg-13294	191	5	,	,	PUNCT
fuelectenerg-13294	191	6	this	this	DET
fuelectenerg-13294	191	7	paper	paper	NOUN
fuelectenerg-13294	191	8	suggests	suggest	VERB
fuelectenerg-13294	191	9	a	a	DET
fuelectenerg-13294	191	10	deep	deep	ADJ
fuelectenerg-13294	191	11	learning	learning	NOUN
fuelectenerg-13294	191	12	-	-	PUNCT
fuelectenerg-13294	191	13	based	base	VERB
fuelectenerg-13294	191	14	swarm	swarm	NOUN
fuelectenerg-13294	191	15	intelligence	intelligence	NOUN
fuelectenerg-13294	191	16	approach	approach	NOUN
fuelectenerg-13294	191	17	with	with	ADP
fuelectenerg-13294	191	18	cfso	cfso	PROPN
fuelectenerg-13294	191	19	(	(	PUNCT
fuelectenerg-13294	191	20	convolutional	convolutional	ADJ
fuelectenerg-13294	191	21	neural	neural	ADJ
fuelectenerg-13294	191	22	network	network	NOUN
fuelectenerg-13294	191	23	fish	fish	NOUN
fuelectenerg-13294	191	24	swarm	swarm	NOUN
fuelectenerg-13294	191	25	optimization	optimization	NOUN
fuelectenerg-13294	191	26	)	)	PUNCT
fuelectenerg-13294	191	27	.	.	PUNCT
fuelectenerg-13294	192	1	the	the	DET
fuelectenerg-13294	192	2	approach	approach	NOUN
fuelectenerg-13294	192	3	involves	involve	VERB
fuelectenerg-13294	192	4	three	three	NUM
fuelectenerg-13294	192	5	steps	step	NOUN
fuelectenerg-13294	192	6	:	:	PUNCT
fuelectenerg-13294	192	7	pre	pre	ADJ
fuelectenerg-13294	192	8	-	-	ADJ
fuelectenerg-13294	192	9	processing	processing	NOUN
fuelectenerg-13294	192	10	with	with	ADP
fuelectenerg-13294	192	11	a	a	DET
fuelectenerg-13294	192	12	wiener	wiener	NOUN
fuelectenerg-13294	192	13	filter	filter	NOUN
fuelectenerg-13294	192	14	,	,	PUNCT
fuelectenerg-13294	192	15	segmentation	segmentation	NOUN
fuelectenerg-13294	192	16	with	with	ADP
fuelectenerg-13294	192	17	u	u	NOUN
fuelectenerg-13294	192	18	-	-	NOUN
fuelectenerg-13294	192	19	net	net	ADJ
fuelectenerg-13294	192	20	,	,	PUNCT
fuelectenerg-13294	192	21	and	and	CCONJ
fuelectenerg-13294	192	22	classification	classification	NOUN
fuelectenerg-13294	192	23	with	with	ADP
fuelectenerg-13294	192	24	cfso	cfso	NOUN
fuelectenerg-13294	192	25	to	to	PART
fuelectenerg-13294	192	26	save	save	VERB
fuelectenerg-13294	192	27	computational	computational	ADJ
fuelectenerg-13294	192	28	cost	cost	NOUN
fuelectenerg-13294	192	29	and	and	CCONJ
fuelectenerg-13294	192	30	enhance	enhance	VERB
fuelectenerg-13294	192	31	accuracy	accuracy	NOUN
fuelectenerg-13294	192	32	.	.	PUNCT
fuelectenerg-13294	193	1	performance	performance	NOUN
fuelectenerg-13294	193	2	testing	testing	NOUN
fuelectenerg-13294	193	3	reveals	reveal	VERB
fuelectenerg-13294	193	4	the	the	DET
fuelectenerg-13294	193	5	model	model	NOUN
fuelectenerg-13294	193	6	achieves	achieve	VERB
fuelectenerg-13294	193	7	97.80	97.80	NUM
fuelectenerg-13294	193	8	%	%	NOUN
fuelectenerg-13294	193	9	accuracy	accuracy	NOUN
fuelectenerg-13294	193	10	,	,	PUNCT
fuelectenerg-13294	193	11	98.49	98.49	NUM
fuelectenerg-13294	193	12	%	%	NOUN
fuelectenerg-13294	193	13	recall	recall	NOUN
fuelectenerg-13294	193	14	,	,	PUNCT
fuelectenerg-13294	193	15	96.8	96.8	NUM
fuelectenerg-13294	193	16	%	%	NOUN
fuelectenerg-13294	193	17	precision	precision	NOUN
fuelectenerg-13294	193	18	,	,	PUNCT
fuelectenerg-13294	193	19	97.32	97.32	NUM
fuelectenerg-13294	193	20	%	%	NOUN
fuelectenerg-13294	193	21	f1	f1	NOUN
fuelectenerg-13294	193	22	-	-	PUNCT
fuelectenerg-13294	193	23	score	score	NOUN
fuelectenerg-13294	193	24	,	,	PUNCT
fuelectenerg-13294	193	25	and	and	CCONJ
fuelectenerg-13294	193	26	an	an	DET
fuelectenerg-13294	193	27	iou	iou	NOUN
fuelectenerg-13294	193	28	value	value	NOUN
fuelectenerg-13294	193	29	of	of	ADP
fuelectenerg-13294	193	30	0.7822	0.7822	NOUN
fuelectenerg-13294	193	31	,	,	PUNCT
fuelectenerg-13294	193	32	with	with	ADP
fuelectenerg-13294	193	33	increased	increase	VERB
fuelectenerg-13294	193	34	efficiency	efficiency	NOUN
fuelectenerg-13294	193	35	and	and	CCONJ
fuelectenerg-13294	193	36	reliability	reliability	NOUN
fuelectenerg-13294	193	37	.	.	PUNCT
fuelectenerg-13294	194	1	the	the	DET
fuelectenerg-13294	194	2	following	follow	VERB
fuelectenerg-13294	194	3	table	table	NOUN
fuelectenerg-13294	194	4	1	1	NUM
fuelectenerg-13294	194	5	showcases	showcase	VERB
fuelectenerg-13294	194	6	the	the	DET
fuelectenerg-13294	194	7	unitary	unitary	ADJ
fuelectenerg-13294	194	8	version	version	NOUN
fuelectenerg-13294	194	9	of	of	ADP
fuelectenerg-13294	194	10	the	the	DET
fuelectenerg-13294	194	11	following	follow	VERB
fuelectenerg-13294	194	12	research	research	NOUN
fuelectenerg-13294	194	13	paper	paper	NOUN
fuelectenerg-13294	194	14	objective	objective	NOUN
fuelectenerg-13294	194	15	and	and	CCONJ
fuelectenerg-13294	194	16	findings	finding	VERB
fuelectenerg-13294	194	17	concisely	concisely	ADV
fuelectenerg-13294	194	18	.	.	PUNCT
fuelectenerg-13294	195	1	5	5	X
fuelectenerg-13294	195	2	.	.	NUM
fuelectenerg-13294	195	3	proposed	propose	VERB
fuelectenerg-13294	195	4	framework	framework	NOUN
fuelectenerg-13294	195	5	this	this	DET
fuelectenerg-13294	195	6	section	section	NOUN
fuelectenerg-13294	195	7	describes	describe	VERB
fuelectenerg-13294	195	8	the	the	DET
fuelectenerg-13294	195	9	methodology	methodology	NOUN
fuelectenerg-13294	195	10	for	for	ADP
fuelectenerg-13294	195	11	carrying	carry	VERB
fuelectenerg-13294	195	12	out	out	ADP
fuelectenerg-13294	195	13	the	the	DET
fuelectenerg-13294	195	14	classification	classification	NOUN
fuelectenerg-13294	195	15	process	process	NOUN
fuelectenerg-13294	195	16	.	.	PUNCT
fuelectenerg-13294	196	1	for	for	ADP
fuelectenerg-13294	196	2	a	a	DET
fuelectenerg-13294	196	3	custom	custom	NOUN
fuelectenerg-13294	196	4	convolutional	convolutional	ADJ
fuelectenerg-13294	196	5	neural	neural	ADJ
fuelectenerg-13294	196	6	network	network	NOUN
fuelectenerg-13294	196	7	,	,	PUNCT
fuelectenerg-13294	196	8	amalgamation	amalgamation	NOUN
fuelectenerg-13294	196	9	of	of	ADP
fuelectenerg-13294	196	10	various	various	ADJ
fuelectenerg-13294	196	11	layers	layer	NOUN
fuelectenerg-13294	196	12	are	be	AUX
fuelectenerg-13294	196	13	required	require	VERB
fuelectenerg-13294	196	14	to	to	PART
fuelectenerg-13294	196	15	carry	carry	VERB
fuelectenerg-13294	196	16	out	out	ADP
fuelectenerg-13294	196	17	the	the	DET
fuelectenerg-13294	196	18	process	process	NOUN
fuelectenerg-13294	196	19	of	of	ADP
fuelectenerg-13294	196	20	classification	classification	NOUN
fuelectenerg-13294	196	21	.	.	PUNCT
fuelectenerg-13294	197	1	the	the	DET
fuelectenerg-13294	197	2	architecture	architecture	NOUN
fuelectenerg-13294	197	3	includes	include	VERB
fuelectenerg-13294	197	4	a	a	DET
fuelectenerg-13294	197	5	first	first	ADJ
fuelectenerg-13294	197	6	layer	layer	NOUN
fuelectenerg-13294	197	7	of	of	ADP
fuelectenerg-13294	197	8	convolutional	convolutional	ADJ
fuelectenerg-13294	197	9	nature	nature	NOUN
fuelectenerg-13294	197	10	with	with	ADP
fuelectenerg-13294	197	11	size	size	NOUN
fuelectenerg-13294	197	12	128	128	NUM
fuelectenerg-13294	197	13	filters	filter	NOUN
fuelectenerg-13294	197	14	of	of	ADP
fuelectenerg-13294	197	15	8	8	NUM
fuelectenerg-13294	197	16	×	×	NOUN
fuelectenerg-13294	197	17	8	8	NUM
fuelectenerg-13294	197	18	.	.	PUNCT
fuelectenerg-13294	198	1	the	the	DET
fuelectenerg-13294	198	2	layer	layer	NOUN
fuelectenerg-13294	198	3	will	will	AUX
fuelectenerg-13294	198	4	extract	extract	VERB
fuelectenerg-13294	198	5	features	feature	NOUN
fuelectenerg-13294	198	6	from	from	ADP
fuelectenerg-13294	198	7	an	an	DET
fuelectenerg-13294	198	8	input	input	NOUN
fuelectenerg-13294	198	9	of	of	ADP
fuelectenerg-13294	198	10	size	size	NOUN
fuelectenerg-13294	198	11	224	224	NUM
fuelectenerg-13294	198	12	×	×	NOUN
fuelectenerg-13294	198	13	224	224	NUM
fuelectenerg-13294	198	14	×	×	NOUN
fuelectenerg-13294	198	15	3	3	NUM
fuelectenerg-13294	198	16	and	and	CCONJ
fuelectenerg-13294	198	17	will	will	AUX
fuelectenerg-13294	198	18	pass	pass	VERB
fuelectenerg-13294	198	19	this	this	DET
fuelectenerg-13294	198	20	sequence	sequence	NOUN
fuelectenerg-13294	198	21	to	to	ADP
fuelectenerg-13294	198	22	the	the	DET
fuelectenerg-13294	198	23	following	follow	VERB
fuelectenerg-13294	198	24	batch	batch	NOUN
fuelectenerg-13294	198	25	normalization	normalization	NOUN
fuelectenerg-13294	198	26	layer	layer	NOUN
fuelectenerg-13294	198	27	;	;	PUNCT
fuelectenerg-13294	198	28	it	it	PRON
fuelectenerg-13294	198	29	will	will	AUX
fuelectenerg-13294	198	30	normalize	normalize	VERB
fuelectenerg-13294	198	31	the	the	DET
fuelectenerg-13294	198	32	activations	activation	NOUN
fuelectenerg-13294	198	33	generated	generate	VERB
fuelectenerg-13294	198	34	after	after	ADP
fuelectenerg-13294	198	35	applying	apply	VERB
fuelectenerg-13294	198	36	the	the	DET
fuelectenerg-13294	198	37	relu	relu	NOUN
fuelectenerg-13294	198	38	activation	activation	NOUN
fuelectenerg-13294	198	39	function	function	NOUN
fuelectenerg-13294	198	40	.	.	PUNCT
fuelectenerg-13294	199	1	the	the	DET
fuelectenerg-13294	199	2	second	second	ADJ
fuelectenerg-13294	199	3	convolutional	convolutional	ADJ
fuelectenerg-13294	199	4	layer	layer	NOUN
fuelectenerg-13294	199	5	also	also	ADV
fuelectenerg-13294	199	6	employs	employ	VERB
fuelectenerg-13294	199	7	256	256	NUM
fuelectenerg-13294	199	8	filters	filter	NOUN
fuelectenerg-13294	199	9	of	of	ADP
fuelectenerg-13294	199	10	size	size	NOUN
fuelectenerg-13294	199	11	5×5	5×5	NUM
fuelectenerg-13294	199	12	to	to	PART
fuelectenerg-13294	199	13	deduce	deduce	VERB
fuelectenerg-13294	199	14	the	the	DET
fuelectenerg-13294	199	15	middle	middle	ADJ
fuelectenerg-13294	199	16	features	feature	NOUN
fuelectenerg-13294	199	17	from	from	ADP
fuelectenerg-13294	199	18	feature	feature	NOUN
fuelectenerg-13294	199	19	maps	map	NOUN
fuelectenerg-13294	199	20	also	also	ADV
fuelectenerg-13294	199	21	,	,	PUNCT
fuelectenerg-13294	199	22	it	it	PRON
fuelectenerg-13294	199	23	's	be	AUX
fuelectenerg-13294	199	24	passed	pass	VERB
fuelectenerg-13294	199	25	through	through	ADP
fuelectenerg-13294	199	26	batch	batch	NOUN
fuelectenerg-13294	199	27	normalization	normalization	NOUN
fuelectenerg-13294	199	28	so	so	SCONJ
fuelectenerg-13294	199	29	that	that	SCONJ
fuelectenerg-13294	199	30	while	while	SCONJ
fuelectenerg-13294	199	31	training	training	NOUN
fuelectenerg-13294	199	32	,	,	PUNCT
fuelectenerg-13294	199	33	there	there	PRON
fuelectenerg-13294	199	34	will	will	AUX
fuelectenerg-13294	199	35	be	be	AUX
fuelectenerg-13294	199	36	no	no	DET
fuelectenerg-13294	199	37	divergence	divergence	NOUN
fuelectenerg-13294	199	38	.	.	PUNCT
fuelectenerg-13294	200	1	after	after	SCONJ
fuelectenerg-13294	200	2	all	all	DET
fuelectenerg-13294	200	3	these	these	DET
fuelectenerg-13294	200	4	max	max	NOUN
fuelectenerg-13294	200	5	-	-	PUNCT
fuelectenerg-13294	200	6	pooling	pooling	NOUN
fuelectenerg-13294	200	7	is	be	AUX
fuelectenerg-13294	200	8	applied	apply	VERB
fuelectenerg-13294	200	9	with	with	ADP
fuelectenerg-13294	200	10	a	a	DET
fuelectenerg-13294	200	11	pool	pool	NOUN
fuelectenerg-13294	200	12	size	size	NOUN
fuelectenerg-13294	200	13	of	of	ADP
fuelectenerg-13294	200	14	3×3	3×3	NUM
fuelectenerg-13294	200	15	so	so	SCONJ
fuelectenerg-13294	200	16	that	that	SCONJ
fuelectenerg-13294	200	17	spatial	spatial	ADJ
fuelectenerg-13294	200	18	dimensions	dimension	NOUN
fuelectenerg-13294	200	19	of	of	ADP
fuelectenerg-13294	200	20	the	the	DET
fuelectenerg-13294	200	21	feature	feature	NOUN
fuelectenerg-13294	200	22	maps	map	NOUN
fuelectenerg-13294	200	23	could	could	AUX
fuelectenerg-13294	200	24	be	be	AUX
fuelectenerg-13294	200	25	reduced	reduce	VERB
fuelectenerg-13294	200	26	as	as	ADV
fuelectenerg-13294	200	27	much	much	ADV
fuelectenerg-13294	200	28	as	as	ADP
fuelectenerg-13294	200	29	possible	possible	ADJ
fuelectenerg-13294	200	30	while	while	SCONJ
fuelectenerg-13294	200	31	keeping	keep	VERB
fuelectenerg-13294	200	32	the	the	DET
fuelectenerg-13294	200	33	most	most	ADV
fuelectenerg-13294	200	34	critical	critical	ADJ
fuelectenerg-13294	200	35	information	information	NOUN
fuelectenerg-13294	200	36	content	content	NOUN
fuelectenerg-13294	200	37	.	.	PUNCT
fuelectenerg-13294	201	1	the	the	DET
fuelectenerg-13294	201	2	third	third	ADJ
fuelectenerg-13294	201	3	convolutional	convolutional	ADJ
fuelectenerg-13294	201	4	layer	layer	NOUN
fuelectenerg-13294	201	5	is	be	AUX
fuelectenerg-13294	201	6	a	a	DET
fuelectenerg-13294	201	7	256	256	NUM
fuelectenerg-13294	201	8	-	-	PUNCT
fuelectenerg-13294	201	9	filters	filter	NOUN
fuelectenerg-13294	201	10	application	application	NOUN
fuelectenerg-13294	201	11	with	with	ADP
fuelectenerg-13294	201	12	stride	stride	NOUN
fuelectenerg-13294	201	13	1×1	1×1	NOUN
fuelectenerg-13294	201	14	,	,	PUNCT
fuelectenerg-13294	201	15	using	use	VERB
fuelectenerg-13294	201	16	a	a	DET
fuelectenerg-13294	201	17	kernel	kernel	NOUN
fuelectenerg-13294	201	18	size	size	NOUN
fuelectenerg-13294	201	19	of	of	ADP
fuelectenerg-13294	201	20	3×3	3×3	NUM
fuelectenerg-13294	201	21	.	.	PUNCT
fuelectenerg-13294	202	1	in	in	ADP
fuelectenerg-13294	202	2	this	this	DET
fuelectenerg-13294	202	3	layer	layer	NOUN
fuelectenerg-13294	202	4	,	,	PUNCT
fuelectenerg-13294	202	5	it	it	PRON
fuelectenerg-13294	202	6	will	will	AUX
fuelectenerg-13294	202	7	try	try	VERB
fuelectenerg-13294	202	8	to	to	PART
fuelectenerg-13294	202	9	extract	extract	VERB
fuelectenerg-13294	202	10	relatively	relatively	ADV
fuelectenerg-13294	202	11	more	more	ADV
fuelectenerg-13294	202	12	complex	complex	ADJ
fuelectenerg-13294	202	13	features	feature	NOUN
fuelectenerg-13294	202	14	from	from	ADP
fuelectenerg-13294	202	15	the	the	DET
fuelectenerg-13294	202	16	input	input	NOUN
fuelectenerg-13294	202	17	.	.	PUNCT
fuelectenerg-13294	203	1	it	it	PRON
fuelectenerg-13294	203	2	,	,	PUNCT
fuelectenerg-13294	203	3	too	too	ADV
fuelectenerg-13294	203	4	goes	go	VERB
fuelectenerg-13294	203	5	under	under	ADP
fuelectenerg-13294	203	6	batch	batch	NOUN
fuelectenerg-13294	203	7	normalization	normalization	NOUN
fuelectenerg-13294	203	8	again	again	ADV
fuelectenerg-13294	203	9	.	.	PUNCT
fuelectenerg-13294	204	1	besides	besides	SCONJ
fuelectenerg-13294	204	2	,	,	PUNCT
fuelectenerg-13294	204	3	there	there	PRON
fuelectenerg-13294	204	4	are	be	VERB
fuelectenerg-13294	204	5	two	two	NUM
fuelectenerg-13294	204	6	more	more	ADJ
fuelectenerg-13294	204	7	convolution	convolution	NOUN
fuelectenerg-13294	204	8	layers	layer	NOUN
fuelectenerg-13294	204	9	,	,	PUNCT
fuelectenerg-13294	204	10	each	each	PRON
fuelectenerg-13294	204	11	using	use	VERB
fuelectenerg-13294	204	12	256	256	NUM
fuelectenerg-13294	204	13	filters	filter	NOUN
fuelectenerg-13294	204	14	,	,	PUNCT
fuelectenerg-13294	204	15	with	with	ADP
fuelectenerg-13294	204	16	kernel	kernel	PROPN
fuelectenerg-13294	204	17	size	size	NOUN
fuelectenerg-13294	204	18	being	be	AUX
fuelectenerg-13294	204	19	1×1	1×1	NUM
fuelectenerg-13294	204	20	,	,	PUNCT
fuelectenerg-13294	204	21	and	and	CCONJ
fuelectenerg-13294	204	22	stride	stride	ADJ
fuelectenerg-13294	204	23	1×1	1×1	NOUN
fuelectenerg-13294	204	24	.	.	PUNCT
fuelectenerg-13294	205	1	they	they	PRON
fuelectenerg-13294	205	2	had	have	AUX
fuelectenerg-13294	205	3	been	be	AUX
fuelectenerg-13294	205	4	analyzed	analyze	VERB
fuelectenerg-13294	205	5	for	for	ADP
fuelectenerg-13294	205	6	finer	fine	ADJ
fuelectenerg-13294	205	7	refinement	refinement	NOUN
fuelectenerg-13294	205	8	of	of	ADP
fuelectenerg-13294	205	9	feature	feature	NOUN
fuelectenerg-13294	205	10	representations	representation	NOUN
fuelectenerg-13294	205	11	and	and	CCONJ
fuelectenerg-13294	205	12	,	,	PUNCT
fuelectenerg-13294	205	13	after	after	ADP
fuelectenerg-13294	205	14	each	each	PRON
fuelectenerg-13294	205	15	of	of	ADP
fuelectenerg-13294	205	16	them	they	PRON
fuelectenerg-13294	205	17	,	,	PUNCT
fuelectenerg-13294	205	18	batch	batch	VERB
fuelectenerg-13294	205	19	normalization	normalization	NOUN
fuelectenerg-13294	205	20	is	be	AUX
fuelectenerg-13294	205	21	used	use	VERB
fuelectenerg-13294	205	22	so	so	SCONJ
fuelectenerg-13294	205	23	that	that	SCONJ
fuelectenerg-13294	205	24	the	the	DET
fuelectenerg-13294	205	25	training	training	NOUN
fuelectenerg-13294	205	26	dynamics	dynamic	NOUN
fuelectenerg-13294	205	27	do	do	AUX
fuelectenerg-13294	205	28	not	not	PART
fuelectenerg-13294	205	29	get	get	AUX
fuelectenerg-13294	205	30	seriously	seriously	ADV
fuelectenerg-13294	205	31	affected	affect	VERB
fuelectenerg-13294	205	32	by	by	ADP
fuelectenerg-13294	205	33	them	they	PRON
fuelectenerg-13294	205	34	.	.	PUNCT
fuelectenerg-13294	206	1	the	the	DET
fuelectenerg-13294	206	2	sixth	sixth	ADJ
fuelectenerg-13294	206	3	convolutional	convolutional	ADJ
fuelectenerg-13294	206	4	layer	layer	NOUN
fuelectenerg-13294	206	5	tries	try	VERB
fuelectenerg-13294	206	6	to	to	PART
fuelectenerg-13294	206	7	get	get	VERB
fuelectenerg-13294	206	8	higher	high	ADJ
fuelectenerg-13294	206	9	-	-	PUNCT
fuelectenerg-13294	206	10	level	level	NOUN
fuelectenerg-13294	206	11	features	feature	NOUN
fuelectenerg-13294	206	12	and	and	CCONJ
fuelectenerg-13294	206	13	follows	follow	VERB
fuelectenerg-13294	206	14	with	with	ADP
fuelectenerg-13294	206	15	batch	batch	NOUN
fuelectenerg-13294	206	16	normalization	normalization	NOUN
fuelectenerg-13294	206	17	by	by	ADP
fuelectenerg-13294	206	18	having	have	VERB
fuelectenerg-13294	206	19	512	512	NUM
fuelectenerg-13294	206	20	filters	filter	NOUN
fuelectenerg-13294	206	21	with	with	ADP
fuelectenerg-13294	206	22	a	a	DET
fuelectenerg-13294	206	23	3×3	3×3	NUM
fuelectenerg-13294	206	24	kernel	kernel	NOUN
fuelectenerg-13294	206	25	size	size	NOUN
fuelectenerg-13294	206	26	and	and	CCONJ
fuelectenerg-13294	206	27	1×1	1×1	ADJ
fuelectenerg-13294	206	28	stride	stride	NOUN
fuelectenerg-13294	206	29	to	to	ADP
fuelectenerg-13294	206	30	down	down	ADP
fuelectenerg-13294	206	31	sample	sample	NOUN
fuelectenerg-13294	206	32	.	.	PUNCT
fuelectenerg-13294	207	1	in	in	ADP
fuelectenerg-13294	207	2	order	order	NOUN
fuelectenerg-13294	207	3	to	to	PART
fuelectenerg-13294	207	4	further	further	VERB
fuelectenerg-13294	207	5	down	down	ADP
fuelectenerg-13294	207	6	sample	sample	NOUN
fuelectenerg-13294	207	7	,	,	PUNCT
fuelectenerg-13294	207	8	maxpooling	maxpoole	VERB
fuelectenerg-13294	207	9	layer	layer	NOUN
fuelectenerg-13294	207	10	is	be	AUX
fuelectenerg-13294	207	11	added	add	VERB
fuelectenerg-13294	207	12	with	with	ADP
fuelectenerg-13294	207	13	a	a	DET
fuelectenerg-13294	207	14	pool	pool	NOUN
fuelectenerg-13294	207	15	size	size	NOUN
fuelectenerg-13294	207	16	of	of	ADP
fuelectenerg-13294	207	17	2×2	2×2	NOUN
fuelectenerg-13294	207	18	.	.	PUNCT
fuelectenerg-13294	208	1	its	its	PRON
fuelectenerg-13294	208	2	seventh	seventh	ADJ
fuelectenerg-13294	208	3	,	,	PUNCT
fuelectenerg-13294	208	4	eighth	eighth	ADJ
fuelectenerg-13294	208	5	,	,	PUNCT
fuelectenerg-13294	208	6	and	and	CCONJ
fuelectenerg-13294	208	7	nineth	nineth	ADJ
fuelectenerg-13294	208	8	convolutional	convolutional	ADJ
fuelectenerg-13294	208	9	layers	layer	NOUN
fuelectenerg-13294	208	10	have	have	VERB
fuelectenerg-13294	208	11	512	512	NUM
fuelectenerg-13294	208	12	filters	filter	NOUN
fuelectenerg-13294	208	13	with	with	ADP
fuelectenerg-13294	208	14	a	a	DET
fuelectenerg-13294	208	15	3×3	3×3	NUM
fuelectenerg-13294	208	16	kernel	kernel	NOUN
fuelectenerg-13294	208	17	size	size	NOUN
fuelectenerg-13294	208	18	and	and	CCONJ
fuelectenerg-13294	208	19	1×1	1×1	NUM
fuelectenerg-13294	208	20	stride	stride	NOUN
fuelectenerg-13294	208	21	to	to	PART
fuelectenerg-13294	208	22	refine	refine	VERB
fuelectenerg-13294	208	23	feature	feature	NOUN
fuelectenerg-13294	208	24	representations	representation	NOUN
fuelectenerg-13294	208	25	and	and	CCONJ
fuelectenerg-13294	208	26	also	also	ADV
fuelectenerg-13294	208	27	follows	follow	VERB
fuelectenerg-13294	208	28	with	with	ADP
fuelectenerg-13294	208	29	batch	batch	NOUN
fuelectenerg-13294	208	30	normalization	normalization	NOUN
fuelectenerg-13294	208	31	.	.	PUNCT
fuelectenerg-13294	209	1	it	it	PRON
fuelectenerg-13294	209	2	concludes	conclude	VERB
fuelectenerg-13294	209	3	by	by	ADP
fuelectenerg-13294	209	4	the	the	DET
fuelectenerg-13294	209	5	addition	addition	NOUN
fuelectenerg-13294	209	6	of	of	ADP
fuelectenerg-13294	209	7	a	a	DET
fuelectenerg-13294	209	8	max	max	NOUN
fuelectenerg-13294	209	9	-	-	PUNCT
fuelectenerg-13294	209	10	pooling	pool	VERB
fuelectenerg-13294	209	11	layer	layer	NOUN
fuelectenerg-13294	209	12	,	,	PUNCT
fuelectenerg-13294	209	13	which	which	PRON
fuelectenerg-13294	209	14	utilizes	utilize	VERB
fuelectenerg-13294	209	15	a	a	DET
fuelectenerg-13294	209	16	pool	pool	NOUN
fuelectenerg-13294	209	17	size	size	NOUN
fuelectenerg-13294	209	18	of	of	ADP
fuelectenerg-13294	209	19	2×2	2×2	NOUN
fuelectenerg-13294	209	20	effectively	effectively	ADV
fuelectenerg-13294	209	21	down	down	ADP
fuelectenerg-13294	209	22	sampling	sample	VERB
fuelectenerg-13294	209	23	the	the	DET
fuelectenerg-13294	209	24	feature	feature	NOUN
fuelectenerg-13294	209	25	maps	map	NOUN
fuelectenerg-13294	209	26	.	.	PUNCT
fuelectenerg-13294	210	1	it	it	PRON
fuelectenerg-13294	210	2	presents	present	VERB
fuelectenerg-13294	210	3	flattened	flatten	VERB
fuelectenerg-13294	210	4	output	output	NOUN
fuelectenerg-13294	210	5	from	from	ADP
fuelectenerg-13294	210	6	previous	previous	ADJ
fuelectenerg-13294	210	7	layers	layer	NOUN
fuelectenerg-13294	210	8	at	at	ADP
fuelectenerg-13294	210	9	this	this	DET
fuelectenerg-13294	210	10	point	point	NOUN
fuelectenerg-13294	210	11	in	in	ADP
fuelectenerg-13294	210	12	time	time	NOUN
fuelectenerg-13294	210	13	.	.	PUNCT
fuelectenerg-13294	211	1	it	it	PRON
fuelectenerg-13294	211	2	converts	convert	VERB
fuelectenerg-13294	211	3	it	it	PRON
fuelectenerg-13294	211	4	into	into	ADP
fuelectenerg-13294	211	5	a	a	DET
fuelectenerg-13294	211	6	one	one	NUM
fuelectenerg-13294	211	7	-	-	PUNCT
fuelectenerg-13294	211	8	dimensional	dimensional	ADJ
fuelectenerg-13294	211	9	array	array	NOUN
fuelectenerg-13294	211	10	and	and	CCONJ
fuelectenerg-13294	211	11	then	then	ADV
fuelectenerg-13294	211	12	passes	pass	VERB
fuelectenerg-13294	211	13	through	through	ADP
fuelectenerg-13294	211	14	two	two	NUM
fuelectenerg-13294	211	15	fully	fully	ADV
fuelectenerg-13294	211	16	connected	connected	ADJ
fuelectenerg-13294	211	17	layers	layer	NOUN
fuelectenerg-13294	211	18	with	with	ADP
fuelectenerg-13294	211	19	1024	1024	NUM
fuelectenerg-13294	211	20	units	unit	NOUN
fuelectenerg-13294	211	21	each	each	PRON
fuelectenerg-13294	211	22	so	so	SCONJ
fuelectenerg-13294	211	23	that	that	SCONJ
fuelectenerg-13294	211	24	the	the	DET
fuelectenerg-13294	211	25	overfitting	overfitting	NOUN
fuelectenerg-13294	211	26	would	would	AUX
fuelectenerg-13294	211	27	be	be	AUX
fuelectenerg-13294	211	28	avoided	avoid	VERB
fuelectenerg-13294	211	29	during	during	ADP
fuelectenerg-13294	211	30	the	the	DET
fuelectenerg-13294	211	31	training	training	NOUN
fuelectenerg-13294	211	32	.	.	PUNCT
fuelectenerg-13294	212	1	dropout	dropout	NOUN
fuelectenerg-13294	212	2	with	with	ADP
fuelectenerg-13294	212	3	the	the	DET
fuelectenerg-13294	212	4	rate	rate	NOUN
fuelectenerg-13294	212	5	of	of	ADP
fuelectenerg-13294	212	6	0.5	0.5	NUM
fuelectenerg-13294	212	7	is	be	AUX
fuelectenerg-13294	212	8	applied	apply	VERB
fuelectenerg-13294	212	9	wherein	wherein	SCONJ
fuelectenerg-13294	212	10	it	it	PRON
fuelectenerg-13294	212	11	temporarily	temporarily	ADV
fuelectenerg-13294	212	12	drops	drop	VERB
fuelectenerg-13294	212	13	some	some	PRON
fuelectenerg-13294	212	14	of	of	ADP
fuelectenerg-13294	212	15	the	the	DET
fuelectenerg-13294	212	16	units	unit	NOUN
fuelectenerg-13294	212	17	of	of	ADP
fuelectenerg-13294	212	18	the	the	DET
fuelectenerg-13294	212	19	network	network	NOUN
fuelectenerg-13294	212	20	.	.	PUNCT
fuelectenerg-13294	213	1	here	here	ADV
fuelectenerg-13294	213	2	,	,	PUNCT
fuelectenerg-13294	213	3	this	this	DET
fuelectenerg-13294	213	4	architecture	architecture	NOUN
fuelectenerg-13294	213	5	is	be	AUX
fuelectenerg-13294	213	6	using	use	VERB
fuelectenerg-13294	213	7	the	the	DET
fuelectenerg-13294	213	8	last	last	ADJ
fuelectenerg-13294	213	9	layer	layer	NOUN
fuelectenerg-13294	213	10	as	as	ADP
fuelectenerg-13294	213	11	a	a	DET
fuelectenerg-13294	213	12	fully	fully	ADV
fuelectenerg-13294	213	13	connected	connect	VERB
fuelectenerg-13294	213	14	one	one	NUM
fuelectenerg-13294	213	15	with	with	ADP
fuelectenerg-13294	213	16	3	3	NUM
fuelectenerg-13294	213	17	units	unit	NOUN
fuelectenerg-13294	213	18	,	,	PUNCT
fuelectenerg-13294	213	19	employing	employ	VERB
fuelectenerg-13294	213	20	softmax	softmax	NOUN
fuelectenerg-13294	213	21	activation	activation	NOUN
fuelectenerg-13294	213	22	for	for	ADP
fuelectenerg-13294	213	23	classification	classification	NOUN
fuelectenerg-13294	213	24	of	of	ADP
fuelectenerg-13294	213	25	data	datum	NOUN
fuelectenerg-13294	213	26	in	in	ADP
fuelectenerg-13294	213	27	appropriate	appropriate	ADJ
fuelectenerg-13294	213	28	classification	classification	NOUN
fuelectenerg-13294	213	29	whose	whose	DET
fuelectenerg-13294	213	30	equation	equation	NOUN
fuelectenerg-13294	213	31	in	in	ADP
fuelectenerg-13294	213	32	represented	represent	VERB
fuelectenerg-13294	213	33	below	below	ADP
fuelectenerg-13294	213	34	in	in	ADP
fuelectenerg-13294	213	35	equation	equation	NOUN
fuelectenerg-13294	213	36	.	.	PUNCT
fuelectenerg-13294	214	1	harnessing	harness	VERB
fuelectenerg-13294	214	2	deep	deep	ADJ
fuelectenerg-13294	214	3	learning	learning	NOUN
fuelectenerg-13294	214	4	for	for	ADP
fuelectenerg-13294	214	5	lung	lung	NOUN
fuelectenerg-13294	214	6	cancer	cancer	NOUN
fuelectenerg-13294	214	7	detection	detection	NOUN
fuelectenerg-13294	214	8	using	use	VERB
fuelectenerg-13294	214	9	ct	ct	PROPN
fuelectenerg-13294	214	10	scan	scan	NOUN
fuelectenerg-13294	214	11	images	image	VERB
fuelectenerg-13294	214	12	647	647	NUM
fuelectenerg-13294	214	13	3	3	NUM
fuelectenerg-13294	214	14	1	1	NUM
fuelectenerg-13294	214	15	(	(	PUNCT
fuelectenerg-13294	214	16	)	)	PUNCT
fuelectenerg-13294	214	17	ij	ij	INTJ
fuelectenerg-13294	215	1	ij	ij	INTJ
fuelectenerg-13294	215	2	j	j	PROPN
fuelectenerg-13294	216	1	e	e	NOUN
fuelectenerg-13294	216	2	i	i	NOUN
fuelectenerg-13294	216	3	e	e	X
fuelectenerg-13294	216	4			PROPN
fuelectenerg-13294	216	5	=	=	SYM
fuelectenerg-13294	216	6	=	=	SYM
fuelectenerg-13294	216	7			X
fuelectenerg-13294	216	8			X
fuelectenerg-13294	216	9	(	(	PUNCT
fuelectenerg-13294	216	10	1	1	X
fuelectenerg-13294	216	11	)	)	PUNCT
fuelectenerg-13294	217	1	where	where	SCONJ
fuelectenerg-13294	217	2	𝜎	𝜎	X
fuelectenerg-13294	217	3	(	(	PUNCT
fuelectenerg-13294	217	4	):	):	PUNCT
fuelectenerg-13294	217	5	softmax	softmax	NOUN
fuelectenerg-13294	217	6	function	function	NOUN
fuelectenerg-13294	217	7	,	,	PUNCT
fuelectenerg-13294	217	8	𝐼⃗	𝐼⃗	VERB
fuelectenerg-13294	217	9	:	:	PUNCT
fuelectenerg-13294	217	10	the	the	DET
fuelectenerg-13294	217	11	image	image	NOUN
fuelectenerg-13294	217	12	and	and	CCONJ
fuelectenerg-13294	217	13	𝑒𝐼⃗𝑗	𝑒𝐼⃗𝑗	PROPN
fuelectenerg-13294	217	14	:	:	PUNCT
fuelectenerg-13294	217	15	standard	standard	ADJ
fuelectenerg-13294	217	16	exponential	exponential	ADJ
fuelectenerg-13294	217	17	factor	factor	NOUN
fuelectenerg-13294	217	18	of	of	ADP
fuelectenerg-13294	217	19	input	input	NOUN
fuelectenerg-13294	217	20	vector	vector	NOUN
fuelectenerg-13294	217	21	[	[	X
fuelectenerg-13294	217	22	22	22	NUM
fuelectenerg-13294	217	23	]	]	PUNCT
fuelectenerg-13294	217	24	.	.	PUNCT
fuelectenerg-13294	218	1	table	table	NOUN
fuelectenerg-13294	218	2	1	1	NUM
fuelectenerg-13294	218	3	survey	survey	NOUN
fuelectenerg-13294	218	4	of	of	ADP
fuelectenerg-13294	218	5	related	related	ADJ
fuelectenerg-13294	218	6	work	work	NOUN
fuelectenerg-13294	218	7	done	do	VERB
fuelectenerg-13294	218	8	author	author	NOUN
fuelectenerg-13294	218	9	objective	objective	PROPN
fuelectenerg-13294	218	10	anand	anand	PROPN
fuelectenerg-13294	218	11	et	et	PROPN
fuelectenerg-13294	218	12	al	al	PROPN
fuelectenerg-13294	218	13	.	.	PUNCT
fuelectenerg-13294	219	1	[	[	X
fuelectenerg-13294	219	2	2	2	NUM
fuelectenerg-13294	219	3	]	]	PUNCT
fuelectenerg-13294	219	4	applied	apply	VERB
fuelectenerg-13294	219	5	transfer	transfer	NOUN
fuelectenerg-13294	219	6	learning	learn	VERB
fuelectenerg-13294	219	7	approach	approach	NOUN
fuelectenerg-13294	219	8	for	for	ADP
fuelectenerg-13294	219	9	classifying	classify	VERB
fuelectenerg-13294	219	10	images	image	NOUN
fuelectenerg-13294	219	11	into	into	ADP
fuelectenerg-13294	219	12	normal	normal	ADJ
fuelectenerg-13294	219	13	or	or	CCONJ
fuelectenerg-13294	219	14	abnormal	abnormal	ADJ
fuelectenerg-13294	219	15	using	use	VERB
fuelectenerg-13294	219	16	inceptionv3	inceptionv3	NOUN
fuelectenerg-13294	219	17	,	,	PUNCT
fuelectenerg-13294	219	18	vgg16	vgg16	NOUN
fuelectenerg-13294	219	19	cari	cari	PROPN
fuelectenerg-13294	219	20	et	et	PROPN
fuelectenerg-13294	219	21	al	al	PROPN
fuelectenerg-13294	219	22	.	.	PUNCT
fuelectenerg-13294	220	1	[	[	X
fuelectenerg-13294	220	2	10	10	NUM
fuelectenerg-13294	220	3	]	]	PUNCT
fuelectenerg-13294	220	4	suggested	suggest	VERB
fuelectenerg-13294	220	5	a	a	DET
fuelectenerg-13294	220	6	convolutional	convolutional	ADJ
fuelectenerg-13294	220	7	neural	neural	ADJ
fuelectenerg-13294	220	8	network	network	NOUN
fuelectenerg-13294	220	9	model	model	NOUN
fuelectenerg-13294	220	10	consisting	consist	VERB
fuelectenerg-13294	220	11	of	of	ADP
fuelectenerg-13294	220	12	three	three	NUM
fuelectenerg-13294	220	13	layers	layer	NOUN
fuelectenerg-13294	220	14	for	for	ADP
fuelectenerg-13294	220	15	ease	ease	NOUN
fuelectenerg-13294	220	16	of	of	ADP
fuelectenerg-13294	220	17	detection	detection	NOUN
fuelectenerg-13294	220	18	of	of	ADP
fuelectenerg-13294	220	19	lung	lung	NOUN
fuelectenerg-13294	220	20	cancer	cancer	NOUN
fuelectenerg-13294	220	21	harshavardhan	harshavardhan	NOUN
fuelectenerg-13294	220	22	et	et	PROPN
fuelectenerg-13294	220	23	al	al	PROPN
fuelectenerg-13294	220	24	.	.	PUNCT
fuelectenerg-13294	221	1	[	[	X
fuelectenerg-13294	221	2	11	11	NUM
fuelectenerg-13294	221	3	]	]	PUNCT
fuelectenerg-13294	221	4	proposed	propose	VERB
fuelectenerg-13294	221	5	a	a	DET
fuelectenerg-13294	221	6	model	model	NOUN
fuelectenerg-13294	221	7	for	for	ADP
fuelectenerg-13294	221	8	distinguishing	distinguish	VERB
fuelectenerg-13294	221	9	between	between	ADP
fuelectenerg-13294	221	10	healthy	healthy	ADJ
fuelectenerg-13294	221	11	lung	lung	NOUN
fuelectenerg-13294	221	12	images	image	NOUN
fuelectenerg-13294	221	13	and	and	CCONJ
fuelectenerg-13294	221	14	diseased	diseased	ADJ
fuelectenerg-13294	221	15	lung	lung	NOUN
fuelectenerg-13294	221	16	images	image	NOUN
fuelectenerg-13294	221	17	.	.	PUNCT
fuelectenerg-13294	222	1	br	br	NOUN
fuelectenerg-13294	222	2	et	et	PROPN
fuelectenerg-13294	222	3	al	al	PROPN
fuelectenerg-13294	222	4	.	.	PUNCT
fuelectenerg-13294	223	1	[	[	X
fuelectenerg-13294	223	2	12	12	NUM
fuelectenerg-13294	223	3	]	]	PUNCT
fuelectenerg-13294	223	4	developed	develop	VERB
fuelectenerg-13294	223	5	a	a	DET
fuelectenerg-13294	223	6	new	new	ADJ
fuelectenerg-13294	223	7	methodology	methodology	NOUN
fuelectenerg-13294	223	8	by	by	ADP
fuelectenerg-13294	223	9	fusing	fuse	VERB
fuelectenerg-13294	223	10	cnn	cnn	PROPN
fuelectenerg-13294	223	11	and	and	CCONJ
fuelectenerg-13294	223	12	ann	ann	PROPN
fuelectenerg-13294	223	13	classifiers	classifier	NOUN
fuelectenerg-13294	223	14	in	in	ADP
fuelectenerg-13294	223	15	the	the	DET
fuelectenerg-13294	223	16	form	form	NOUN
fuelectenerg-13294	223	17	of	of	ADP
fuelectenerg-13294	223	18	a	a	DET
fuelectenerg-13294	223	19	stacked	stack	VERB
fuelectenerg-13294	223	20	neural	neural	ADJ
fuelectenerg-13294	223	21	network	network	NOUN
fuelectenerg-13294	223	22	.	.	PUNCT
fuelectenerg-13294	224	1	bc	bc	PROPN
fuelectenerg-13294	224	2	et	et	PROPN
fuelectenerg-13294	224	3	al	al	PROPN
fuelectenerg-13294	224	4	.	.	PUNCT
fuelectenerg-13294	225	1	[	[	X
fuelectenerg-13294	225	2	13	13	NUM
fuelectenerg-13294	225	3	]	]	PUNCT
fuelectenerg-13294	225	4	designed	design	VERB
fuelectenerg-13294	225	5	a	a	DET
fuelectenerg-13294	225	6	model	model	NOUN
fuelectenerg-13294	225	7	for	for	ADP
fuelectenerg-13294	225	8	classifying	classify	VERB
fuelectenerg-13294	225	9	images	image	NOUN
fuelectenerg-13294	225	10	into	into	ADP
fuelectenerg-13294	225	11	various	various	ADJ
fuelectenerg-13294	225	12	carcinoma	carcinoma	NOUN
fuelectenerg-13294	225	13	categories	category	NOUN
fuelectenerg-13294	225	14	anjum	anjum	PROPN
fuelectenerg-13294	225	15	et	et	PROPN
fuelectenerg-13294	225	16	al	al	PROPN
fuelectenerg-13294	225	17	.	.	PUNCT
fuelectenerg-13294	226	1	[	[	X
fuelectenerg-13294	226	2	14	14	NUM
fuelectenerg-13294	226	3	]	]	PUNCT
fuelectenerg-13294	226	4	constructed	construct	VERB
fuelectenerg-13294	226	5	an	an	DET
fuelectenerg-13294	226	6	efficientnet	efficientnet	NOUN
fuelectenerg-13294	226	7	model	model	NOUN
fuelectenerg-13294	226	8	with	with	ADP
fuelectenerg-13294	226	9	varying	vary	VERB
fuelectenerg-13294	226	10	from	from	ADP
fuelectenerg-13294	226	11	b0	b0	NOUN
fuelectenerg-13294	226	12	to	to	ADP
fuelectenerg-13294	226	13	b7	b7	PROPN
fuelectenerg-13294	226	14	efficient	efficient	ADJ
fuelectenerg-13294	226	15	net	net	ADJ
fuelectenerg-13294	226	16	b2	b2	NOUN
fuelectenerg-13294	226	17	yielding	yield	VERB
fuelectenerg-13294	226	18	highest	high	ADJ
fuelectenerg-13294	226	19	accuracy	accuracy	NOUN
fuelectenerg-13294	226	20	zebua	zebua	PROPN
fuelectenerg-13294	226	21	et	et	PROPN
fuelectenerg-13294	226	22	al	al	PROPN
fuelectenerg-13294	226	23	.	.	PUNCT
fuelectenerg-13294	227	1	[	[	X
fuelectenerg-13294	227	2	15	15	NUM
fuelectenerg-13294	227	3	]	]	PUNCT
fuelectenerg-13294	227	4	demonstrated	demonstrate	VERB
fuelectenerg-13294	227	5	a	a	DET
fuelectenerg-13294	227	6	methodology	methodology	NOUN
fuelectenerg-13294	227	7	for	for	ADP
fuelectenerg-13294	227	8	classifying	classify	VERB
fuelectenerg-13294	227	9	images	image	NOUN
fuelectenerg-13294	227	10	into	into	ADP
fuelectenerg-13294	227	11	different	different	ADJ
fuelectenerg-13294	227	12	cancer	cancer	NOUN
fuelectenerg-13294	227	13	categories	category	NOUN
fuelectenerg-13294	227	14	using	use	VERB
fuelectenerg-13294	227	15	resnet50	resnet50	NOUN
fuelectenerg-13294	227	16	,	,	PUNCT
fuelectenerg-13294	227	17	resnet101	resnet101	PROPN
fuelectenerg-13294	227	18	,	,	PUNCT
fuelectenerg-13294	227	19	resnet152	resnet152	PROPN
fuelectenerg-13294	227	20	al	al	PROPN
fuelectenerg-13294	227	21	-	-	PUNCT
fuelectenerg-13294	227	22	shouka	shouka	PROPN
fuelectenerg-13294	227	23	et	et	PROPN
fuelectenerg-13294	227	24	al	al	PROPN
fuelectenerg-13294	227	25	.	.	PUNCT
fuelectenerg-13294	228	1	[	[	X
fuelectenerg-13294	228	2	16	16	NUM
fuelectenerg-13294	228	3	]	]	PUNCT
fuelectenerg-13294	228	4	designed	design	VERB
fuelectenerg-13294	228	5	a	a	DET
fuelectenerg-13294	228	6	model	model	NOUN
fuelectenerg-13294	228	7	using	use	VERB
fuelectenerg-13294	228	8	transfer	transfer	NOUN
fuelectenerg-13294	228	9	learning	learning	NOUN
fuelectenerg-13294	228	10	and	and	CCONJ
fuelectenerg-13294	228	11	analyzed	analyze	VERB
fuelectenerg-13294	228	12	the	the	DET
fuelectenerg-13294	228	13	results	result	NOUN
fuelectenerg-13294	228	14	with	with	ADP
fuelectenerg-13294	228	15	xception	xception	NOUN
fuelectenerg-13294	228	16	,	,	PUNCT
fuelectenerg-13294	228	17	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	228	18	,	,	PUNCT
fuelectenerg-13294	228	19	vgg16	vgg16	NOUN
fuelectenerg-13294	228	20	and	and	CCONJ
fuelectenerg-13294	228	21	resnet	resnet	VERB
fuelectenerg-13294	228	22	bhola	bhola	PROPN
fuelectenerg-13294	228	23	et	et	PROPN
fuelectenerg-13294	228	24	al	al	PROPN
fuelectenerg-13294	228	25	.	.	PUNCT
fuelectenerg-13294	229	1	[	[	X
fuelectenerg-13294	229	2	17	17	NUM
fuelectenerg-13294	229	3	]	]	PUNCT
fuelectenerg-13294	229	4	articulated	articulate	VERB
fuelectenerg-13294	229	5	a	a	DET
fuelectenerg-13294	229	6	model	model	NOUN
fuelectenerg-13294	229	7	comprising	comprising	NOUN
fuelectenerg-13294	229	8	of	of	ADP
fuelectenerg-13294	229	9	efficientnetb2	efficientnetb2	X
fuelectenerg-13294	229	10	which	which	PRON
fuelectenerg-13294	229	11	in	in	ADP
fuelectenerg-13294	229	12	return	return	NOUN
fuelectenerg-13294	229	13	paved	pave	VERB
fuelectenerg-13294	229	14	a	a	DET
fuelectenerg-13294	229	15	way	way	NOUN
fuelectenerg-13294	229	16	for	for	ADP
fuelectenerg-13294	229	17	categorizing	categorize	VERB
fuelectenerg-13294	229	18	the	the	DET
fuelectenerg-13294	229	19	images	image	NOUN
fuelectenerg-13294	229	20	into	into	ADP
fuelectenerg-13294	229	21	various	various	ADJ
fuelectenerg-13294	229	22	types	type	NOUN
fuelectenerg-13294	229	23	of	of	ADP
fuelectenerg-13294	229	24	lung	lung	NOUN
fuelectenerg-13294	229	25	cancer	cancer	NOUN
fuelectenerg-13294	229	26	.	.	PUNCT
fuelectenerg-13294	230	1	ahnaf	ahnaf	PROPN
fuelectenerg-13294	230	2	et	et	PROPN
fuelectenerg-13294	230	3	al	al	PROPN
fuelectenerg-13294	230	4	.	.	PUNCT
fuelectenerg-13294	231	1	[	[	X
fuelectenerg-13294	231	2	18	18	NUM
fuelectenerg-13294	231	3	]	]	PUNCT
fuelectenerg-13294	231	4	formulated	formulate	VERB
fuelectenerg-13294	231	5	a	a	DET
fuelectenerg-13294	231	6	method	method	NOUN
fuelectenerg-13294	231	7	by	by	ADP
fuelectenerg-13294	231	8	using	use	VERB
fuelectenerg-13294	231	9	feature	feature	NOUN
fuelectenerg-13294	231	10	extraction	extraction	NOUN
fuelectenerg-13294	231	11	techniques	technique	NOUN
fuelectenerg-13294	231	12	such	such	ADJ
fuelectenerg-13294	231	13	as	as	ADP
fuelectenerg-13294	231	14	local	local	ADJ
fuelectenerg-13294	231	15	binary	binary	ADJ
fuelectenerg-13294	231	16	pattern	pattern	NOUN
fuelectenerg-13294	231	17	and	and	CCONJ
fuelectenerg-13294	231	18	gray	gray	ADJ
fuelectenerg-13294	231	19	level	level	NOUN
fuelectenerg-13294	231	20	covariance	covariance	NOUN
fuelectenerg-13294	231	21	matrix	matrix	NOUN
fuelectenerg-13294	231	22	feature	feature	NOUN
fuelectenerg-13294	231	23	with	with	ADP
fuelectenerg-13294	231	24	support	support	NOUN
fuelectenerg-13294	231	25	vector	vector	NOUN
fuelectenerg-13294	231	26	machine	machine	NOUN
fuelectenerg-13294	231	27	and	and	CCONJ
fuelectenerg-13294	231	28	gaussian	gaussian	ADJ
fuelectenerg-13294	231	29	naive	naive	ADJ
fuelectenerg-13294	231	30	bayes	bayes	NOUN
fuelectenerg-13294	231	31	rani	rani	PROPN
fuelectenerg-13294	231	32	et	et	PROPN
fuelectenerg-13294	231	33	al	al	PROPN
fuelectenerg-13294	231	34	.	.	PUNCT
fuelectenerg-13294	232	1	[	[	X
fuelectenerg-13294	232	2	19	19	NUM
fuelectenerg-13294	232	3	]	]	PUNCT
fuelectenerg-13294	232	4	proposed	propose	VERB
fuelectenerg-13294	232	5	a	a	DET
fuelectenerg-13294	232	6	model	model	NOUN
fuelectenerg-13294	232	7	while	while	SCONJ
fuelectenerg-13294	232	8	implementing	implement	VERB
fuelectenerg-13294	232	9	transfer	transfer	NOUN
fuelectenerg-13294	232	10	learning	learning	NOUN
fuelectenerg-13294	232	11	which	which	PRON
fuelectenerg-13294	232	12	would	would	AUX
fuelectenerg-13294	232	13	segregate	segregate	VERB
fuelectenerg-13294	232	14	the	the	DET
fuelectenerg-13294	232	15	images	image	NOUN
fuelectenerg-13294	232	16	into	into	ADP
fuelectenerg-13294	232	17	cancer	cancer	NOUN
fuelectenerg-13294	232	18	affected	affect	VERB
fuelectenerg-13294	232	19	cases	case	NOUN
fuelectenerg-13294	232	20	and	and	CCONJ
fuelectenerg-13294	232	21	unaffected	unaffected	ADJ
fuelectenerg-13294	232	22	cases	case	NOUN
fuelectenerg-13294	232	23	.	.	PUNCT
fuelectenerg-13294	233	1	ashhar	ashhar	PROPN
fuelectenerg-13294	233	2	et	et	PROPN
fuelectenerg-13294	233	3	al	al	PROPN
fuelectenerg-13294	233	4	.	.	PUNCT
fuelectenerg-13294	234	1	[	[	X
fuelectenerg-13294	234	2	20	20	NUM
fuelectenerg-13294	234	3	]	]	PUNCT
fuelectenerg-13294	234	4	investigated	investigate	VERB
fuelectenerg-13294	234	5	various	various	ADJ
fuelectenerg-13294	234	6	convolutional	convolutional	ADJ
fuelectenerg-13294	234	7	neural	neural	ADJ
fuelectenerg-13294	234	8	network	network	NOUN
fuelectenerg-13294	234	9	model	model	NOUN
fuelectenerg-13294	234	10	which	which	PRON
fuelectenerg-13294	234	11	segregated	segregate	VERB
fuelectenerg-13294	234	12	different	different	ADJ
fuelectenerg-13294	234	13	types	type	NOUN
fuelectenerg-13294	234	14	of	of	ADP
fuelectenerg-13294	234	15	images	image	NOUN
fuelectenerg-13294	234	16	into	into	ADP
fuelectenerg-13294	234	17	carcinomic	carcinomic	ADJ
fuelectenerg-13294	234	18	and	and	CCONJ
fuelectenerg-13294	234	19	noncarcinomic	noncarcinomic	ADJ
fuelectenerg-13294	234	20	cases	case	NOUN
fuelectenerg-13294	234	21	.	.	PUNCT
fuelectenerg-13294	235	1	abd	abd	PROPN
fuelectenerg-13294	235	2	al	al	PROPN
fuelectenerg-13294	235	3	-	-	PUNCT
fuelectenerg-13294	235	4	ameer	ameer	PROPN
fuelectenerg-13294	235	5	et	et	PROPN
fuelectenerg-13294	235	6	al	al	PROPN
fuelectenerg-13294	235	7	.	.	PUNCT
fuelectenerg-13294	236	1	[	[	X
fuelectenerg-13294	236	2	21	21	NUM
fuelectenerg-13294	236	3	]	]	PUNCT
fuelectenerg-13294	236	4	recommend	recommend	VERB
fuelectenerg-13294	236	5	a	a	DET
fuelectenerg-13294	236	6	deep	deep	ADJ
fuelectenerg-13294	236	7	learning	learning	NOUN
fuelectenerg-13294	236	8	model	model	NOUN
fuelectenerg-13294	236	9	for	for	ADP
fuelectenerg-13294	236	10	detection	detection	NOUN
fuelectenerg-13294	236	11	of	of	ADP
fuelectenerg-13294	236	12	lung	lung	NOUN
fuelectenerg-13294	236	13	cancer	cancer	NOUN
fuelectenerg-13294	236	14	tissue	tissue	NOUN
fuelectenerg-13294	236	15	images	image	NOUN
fuelectenerg-13294	236	16	along	along	ADP
fuelectenerg-13294	236	17	with	with	ADP
fuelectenerg-13294	236	18	combining	combine	VERB
fuelectenerg-13294	236	19	vgg16	vgg16	NOUN
fuelectenerg-13294	236	20	and	and	CCONJ
fuelectenerg-13294	236	21	inceptionv3	inceptionv3	NOUN
fuelectenerg-13294	236	22	as	as	ADP
fuelectenerg-13294	236	23	feature	feature	NOUN
fuelectenerg-13294	236	24	extractors	extractor	NOUN
fuelectenerg-13294	236	25	priyadarshini	priyadarshini	VERB
fuelectenerg-13294	236	26	et	et	PROPN
fuelectenerg-13294	236	27	al	al	PROPN
fuelectenerg-13294	236	28	.	.	PUNCT
fuelectenerg-13294	237	1	[	[	X
fuelectenerg-13294	237	2	31	31	NUM
fuelectenerg-13294	237	3	]	]	PUNCT
fuelectenerg-13294	237	4	recommended	recommend	VERB
fuelectenerg-13294	237	5	a	a	DET
fuelectenerg-13294	237	6	model	model	NOUN
fuelectenerg-13294	237	7	for	for	ADP
fuelectenerg-13294	237	8	lung	lung	NOUN
fuelectenerg-13294	237	9	cancer	cancer	NOUN
fuelectenerg-13294	237	10	classification	classification	NOUN
fuelectenerg-13294	237	11	out	out	ADP
fuelectenerg-13294	237	12	of	of	ADP
fuelectenerg-13294	237	13	which	which	PRON
fuelectenerg-13294	237	14	multilayer	multilayer	ADJ
fuelectenerg-13294	237	15	perceptron	perceptron	PROPN
fuelectenerg-13294	237	16	yielded	yield	VERB
fuelectenerg-13294	237	17	highest	high	ADJ
fuelectenerg-13294	237	18	accuracy	accuracy	NOUN
fuelectenerg-13294	237	19	.	.	PUNCT
fuelectenerg-13294	238	1	velumurugan	velumurugan	NOUN
fuelectenerg-13294	238	2	et	et	PROPN
fuelectenerg-13294	238	3	al	al	PROPN
fuelectenerg-13294	238	4	.	.	PUNCT
fuelectenerg-13294	239	1	[	[	X
fuelectenerg-13294	239	2	32	32	NUM
fuelectenerg-13294	239	3	]	]	PUNCT
fuelectenerg-13294	239	4	presented	present	VERB
fuelectenerg-13294	239	5	a	a	DET
fuelectenerg-13294	239	6	model	model	NOUN
fuelectenerg-13294	239	7	which	which	PRON
fuelectenerg-13294	239	8	performs	perform	VERB
fuelectenerg-13294	239	9	segmentation	segmentation	NOUN
fuelectenerg-13294	239	10	of	of	ADP
fuelectenerg-13294	239	11	images	image	NOUN
fuelectenerg-13294	239	12	with	with	ADP
fuelectenerg-13294	239	13	optimized	optimize	VERB
fuelectenerg-13294	239	14	classification	classification	NOUN
fuelectenerg-13294	239	15	of	of	ADP
fuelectenerg-13294	239	16	images	image	NOUN
fuelectenerg-13294	239	17	into	into	ADP
fuelectenerg-13294	239	18	cancerous	cancerous	ADJ
fuelectenerg-13294	239	19	and	and	CCONJ
fuelectenerg-13294	239	20	non	non	ADJ
fuelectenerg-13294	239	21	cancerous	cancerous	ADJ
fuelectenerg-13294	239	22	.	.	PUNCT
fuelectenerg-13294	240	1	sudha	sudha	PROPN
fuelectenerg-13294	240	2	et	et	PROPN
fuelectenerg-13294	240	3	al	al	PROPN
fuelectenerg-13294	240	4	.	.	PUNCT
fuelectenerg-13294	241	1	[	[	X
fuelectenerg-13294	241	2	33	33	NUM
fuelectenerg-13294	241	3	]	]	PUNCT
fuelectenerg-13294	241	4	established	establish	VERB
fuelectenerg-13294	241	5	a	a	DET
fuelectenerg-13294	241	6	model	model	NOUN
fuelectenerg-13294	241	7	that	that	PRON
fuelectenerg-13294	241	8	performed	perform	VERB
fuelectenerg-13294	241	9	segmentation	segmentation	NOUN
fuelectenerg-13294	241	10	of	of	ADP
fuelectenerg-13294	241	11	images	image	NOUN
fuelectenerg-13294	241	12	along	along	ADP
fuelectenerg-13294	241	13	with	with	ADP
fuelectenerg-13294	241	14	optimization	optimization	NOUN
fuelectenerg-13294	241	15	using	use	VERB
fuelectenerg-13294	241	16	deep	deep	ADJ
fuelectenerg-13294	241	17	learning	learning	NOUN
fuelectenerg-13294	241	18	architecture	architecture	NOUN
fuelectenerg-13294	241	19	.	.	PUNCT
fuelectenerg-13294	242	1	the	the	DET
fuelectenerg-13294	242	2	peculiarity	peculiarity	NOUN
fuelectenerg-13294	242	3	and	and	CCONJ
fuelectenerg-13294	242	4	quality	quality	NOUN
fuelectenerg-13294	242	5	of	of	ADP
fuelectenerg-13294	242	6	the	the	DET
fuelectenerg-13294	242	7	concrete	concrete	ADJ
fuelectenerg-13294	242	8	model	model	NOUN
fuelectenerg-13294	242	9	are	be	AUX
fuelectenerg-13294	242	10	attributed	attribute	VERB
fuelectenerg-13294	242	11	to	to	ADP
fuelectenerg-13294	242	12	innovative	innovative	ADJ
fuelectenerg-13294	242	13	application	application	NOUN
fuelectenerg-13294	242	14	for	for	ADP
fuelectenerg-13294	242	15	presenting	present	VERB
fuelectenerg-13294	242	16	the	the	DET
fuelectenerg-13294	242	17	additional	additional	ADJ
fuelectenerg-13294	242	18	convolutional	convolutional	ADJ
fuelectenerg-13294	242	19	layer	layer	NOUN
fuelectenerg-13294	242	20	with	with	ADP
fuelectenerg-13294	242	21	a	a	DET
fuelectenerg-13294	242	22	kernel	kernel	NOUN
fuelectenerg-13294	242	23	size	size	NOUN
fuelectenerg-13294	242	24	of	of	ADP
fuelectenerg-13294	242	25	(	(	PUNCT
fuelectenerg-13294	242	26	8×8	8×8	NUM
fuelectenerg-13294	242	27	)	)	PUNCT
fuelectenerg-13294	242	28	.	.	PUNCT
fuelectenerg-13294	243	1	such	such	DET
fuelectenerg-13294	243	2	a	a	DET
fuelectenerg-13294	243	3	size	size	NOUN
fuelectenerg-13294	243	4	is	be	AUX
fuelectenerg-13294	243	5	quite	quite	ADV
fuelectenerg-13294	243	6	large	large	ADJ
fuelectenerg-13294	243	7	in	in	ADP
fuelectenerg-13294	243	8	comparison	comparison	NOUN
fuelectenerg-13294	243	9	with	with	ADP
fuelectenerg-13294	243	10	all	all	DET
fuelectenerg-13294	243	11	conventional	conventional	ADJ
fuelectenerg-13294	243	12	models	model	NOUN
fuelectenerg-13294	243	13	.	.	PUNCT
fuelectenerg-13294	244	1	besides	besides	SCONJ
fuelectenerg-13294	244	2	,	,	PUNCT
fuelectenerg-13294	244	3	the	the	DET
fuelectenerg-13294	244	4	model	model	NOUN
fuelectenerg-13294	244	5	uses	use	VERB
fuelectenerg-13294	244	6	several	several	ADJ
fuelectenerg-13294	244	7	layers	layer	NOUN
fuelectenerg-13294	244	8	,	,	PUNCT
fuelectenerg-13294	244	9	where	where	SCONJ
fuelectenerg-13294	244	10	the	the	DET
fuelectenerg-13294	244	11	kernel	kernel	PROPN
fuelectenerg-13294	244	12	size	size	NOUN
fuelectenerg-13294	244	13	equals	equal	VERB
fuelectenerg-13294	244	14	(	(	PUNCT
fuelectenerg-13294	244	15	1×1	1×1	NUM
fuelectenerg-13294	244	16	)	)	PUNCT
fuelectenerg-13294	244	17	.	.	PUNCT
fuelectenerg-13294	245	1	such	such	ADJ
fuelectenerg-13294	245	2	dimension	dimension	NOUN
fuelectenerg-13294	245	3	is	be	AUX
fuelectenerg-13294	245	4	not	not	PART
fuelectenerg-13294	245	5	typical	typical	ADJ
fuelectenerg-13294	245	6	for	for	ADP
fuelectenerg-13294	245	7	frameworks	framework	NOUN
fuelectenerg-13294	245	8	of	of	ADP
fuelectenerg-13294	245	9	existing	exist	VERB
fuelectenerg-13294	245	10	architectures	architecture	NOUN
fuelectenerg-13294	245	11	of	of	ADP
fuelectenerg-13294	245	12	convolutional	convolutional	ADJ
fuelectenerg-13294	245	13	neural	neural	ADJ
fuelectenerg-13294	245	14	network	network	NOUN
fuelectenerg-13294	245	15	.	.	PUNCT
fuelectenerg-13294	246	1	fig.3	fig.3	PROPN
fuelectenerg-13294	246	2	represents	represent	VERB
fuelectenerg-13294	246	3	the	the	DET
fuelectenerg-13294	246	4	architecture	architecture	NOUN
fuelectenerg-13294	246	5	of	of	ADP
fuelectenerg-13294	246	6	the	the	DET
fuelectenerg-13294	246	7	proposed	propose	VERB
fuelectenerg-13294	246	8	model	model	NOUN
fuelectenerg-13294	246	9	.	.	PUNCT
fuelectenerg-13294	247	1	648	648	NUM
fuelectenerg-13294	247	2	a.	a.	PROPN
fuelectenerg-13294	247	3	r.	r.	PROPN
fuelectenerg-13294	247	4	choudhurya	choudhurya	PROPN
fuelectenerg-13294	247	5	,	,	PUNCT
fuelectenerg-13294	247	6	s.	s.	PROPN
fuelectenerg-13294	247	7	r.	r.	PROPN
fuelectenerg-13294	247	8	pandab	pandab	PROPN
fuelectenerg-13294	247	9	,	,	PUNCT
fuelectenerg-13294	247	10	j.	j.	PROPN
fuelectenerg-13294	247	11	rautarayc	rautarayc	PROPN
fuelectenerg-13294	247	12	,	,	PUNCT
fuelectenerg-13294	247	13	p.	p.	NOUN
fuelectenerg-13294	247	14	mishrad	mishrad	PROPN
fuelectenerg-13294	247	15	,	,	PUNCT
fuelectenerg-13294	247	16	m.	m.	NOUN
fuelectenerg-13294	247	17	kandpale	kandpale	PROPN
fuelectenerg-13294	247	18	fig	fig	PROPN
fuelectenerg-13294	247	19	.	.	PUNCT
fuelectenerg-13294	248	1	3	3	NUM
fuelectenerg-13294	248	2	architecture	architecture	NOUN
fuelectenerg-13294	248	3	of	of	ADP
fuelectenerg-13294	248	4	custom	custom	NOUN
fuelectenerg-13294	248	5	convolutional	convolutional	ADJ
fuelectenerg-13294	248	6	neural	neural	ADJ
fuelectenerg-13294	248	7	network	network	NOUN
fuelectenerg-13294	248	8	figure	figure	NOUN
fuelectenerg-13294	248	9	4	4	NUM
fuelectenerg-13294	248	10	illustrates	illustrate	VERB
fuelectenerg-13294	248	11	the	the	DET
fuelectenerg-13294	248	12	comprehensive	comprehensive	ADJ
fuelectenerg-13294	248	13	methodology	methodology	NOUN
fuelectenerg-13294	248	14	employed	employ	VERB
fuelectenerg-13294	248	15	in	in	ADP
fuelectenerg-13294	248	16	the	the	DET
fuelectenerg-13294	248	17	classification	classification	NOUN
fuelectenerg-13294	248	18	process	process	NOUN
fuelectenerg-13294	248	19	.	.	PUNCT
fuelectenerg-13294	249	1	with	with	ADP
fuelectenerg-13294	249	2	the	the	DET
fuelectenerg-13294	249	3	first	first	ADJ
fuelectenerg-13294	249	4	step	step	NOUN
fuelectenerg-13294	249	5	beginning	begin	VERB
fuelectenerg-13294	249	6	with	with	ADP
fuelectenerg-13294	249	7	dataset	dataset	NOUN
fuelectenerg-13294	249	8	loading	loading	NOUN
fuelectenerg-13294	249	9	followed	follow	VERB
fuelectenerg-13294	249	10	by	by	ADP
fuelectenerg-13294	249	11	applying	apply	VERB
fuelectenerg-13294	249	12	preprocessing	preprocessing	NOUN
fuelectenerg-13294	249	13	techniques	technique	NOUN
fuelectenerg-13294	249	14	to	to	PART
fuelectenerg-13294	249	15	refine	refine	VERB
fuelectenerg-13294	249	16	the	the	DET
fuelectenerg-13294	249	17	images	image	NOUN
fuelectenerg-13294	249	18	.	.	PUNCT
fuelectenerg-13294	250	1	thereafter	thereafter	ADV
fuelectenerg-13294	250	2	the	the	DET
fuelectenerg-13294	250	3	dataset	dataset	NOUN
fuelectenerg-13294	250	4	is	be	AUX
fuelectenerg-13294	250	5	segregated	segregate	VERB
fuelectenerg-13294	250	6	in	in	ADP
fuelectenerg-13294	250	7	a	a	DET
fuelectenerg-13294	250	8	ratio	ratio	NOUN
fuelectenerg-13294	250	9	of	of	ADP
fuelectenerg-13294	250	10	7:2:1	7:2:1	NUM
fuelectenerg-13294	250	11	and	and	CCONJ
fuelectenerg-13294	250	12	further	further	ADJ
fuelectenerg-13294	250	13	model	model	NOUN
fuelectenerg-13294	250	14	is	be	AUX
fuelectenerg-13294	250	15	being	be	AUX
fuelectenerg-13294	250	16	trained	train	VERB
fuelectenerg-13294	250	17	and	and	CCONJ
fuelectenerg-13294	250	18	tested	test	VERB
fuelectenerg-13294	250	19	to	to	PART
fuelectenerg-13294	250	20	provide	provide	VERB
fuelectenerg-13294	250	21	classification	classification	NOUN
fuelectenerg-13294	250	22	result	result	NOUN
fuelectenerg-13294	250	23	.	.	PUNCT
fuelectenerg-13294	251	1	fig	fig	NOUN
fuelectenerg-13294	251	2	.	.	PUNCT
fuelectenerg-13294	252	1	4	4	NUM
fuelectenerg-13294	252	2	proposed	propose	VERB
fuelectenerg-13294	252	3	methodology	methodology	NOUN
fuelectenerg-13294	252	4	for	for	ADP
fuelectenerg-13294	252	5	carrying	carry	VERB
fuelectenerg-13294	252	6	out	out	ADP
fuelectenerg-13294	252	7	lung	lung	NOUN
fuelectenerg-13294	252	8	cancer	cancer	NOUN
fuelectenerg-13294	252	9	classification	classification	NOUN
fuelectenerg-13294	252	10	likewise	likewise	ADV
fuelectenerg-13294	252	11	,	,	PUNCT
fuelectenerg-13294	252	12	fig	fig	NOUN
fuelectenerg-13294	252	13	.	.	PUNCT
fuelectenerg-13294	253	1	5	5	NUM
fuelectenerg-13294	253	2	depicts	depict	VERB
fuelectenerg-13294	253	3	the	the	DET
fuelectenerg-13294	253	4	architecture	architecture	NOUN
fuelectenerg-13294	253	5	of	of	ADP
fuelectenerg-13294	253	6	vgg16	vgg16	NOUN
fuelectenerg-13294	253	7	model	model	NOUN
fuelectenerg-13294	253	8	comprising	comprising	NOUN
fuelectenerg-13294	253	9	of	of	ADP
fuelectenerg-13294	253	10	convolutional	convolutional	ADJ
fuelectenerg-13294	253	11	layers	layer	NOUN
fuelectenerg-13294	253	12	stacked	stack	VERB
fuelectenerg-13294	253	13	with	with	ADP
fuelectenerg-13294	253	14	pooling	pool	VERB
fuelectenerg-13294	253	15	layer	layer	NOUN
fuelectenerg-13294	253	16	further	far	ADV
fuelectenerg-13294	253	17	flatten	flatten	VERB
fuelectenerg-13294	253	18	layer	layer	NOUN
fuelectenerg-13294	253	19	solves	solve	VERB
fuelectenerg-13294	253	20	the	the	DET
fuelectenerg-13294	253	21	dimensionality	dimensionality	NOUN
fuelectenerg-13294	253	22	issue	issue	NOUN
fuelectenerg-13294	253	23	followed	follow	VERB
fuelectenerg-13294	253	24	by	by	ADP
fuelectenerg-13294	253	25	fully	fully	ADV
fuelectenerg-13294	253	26	connected	connect	VERB
fuelectenerg-13294	253	27	layer	layer	NOUN
fuelectenerg-13294	253	28	with	with	ADP
fuelectenerg-13294	253	29	softmax	softmax	ADJ
fuelectenerg-13294	253	30	activation	activation	NOUN
fuelectenerg-13294	253	31	function	function	VERB
fuelectenerg-13294	253	32	where	where	SCONJ
fuelectenerg-13294	253	33	the	the	DET
fuelectenerg-13294	253	34	classification	classification	NOUN
fuelectenerg-13294	253	35	task	task	NOUN
fuelectenerg-13294	253	36	is	be	AUX
fuelectenerg-13294	253	37	carried	carry	VERB
fuelectenerg-13294	253	38	out	out	ADP
fuelectenerg-13294	253	39	.	.	PUNCT
fuelectenerg-13294	254	1	fig	fig	NOUN
fuelectenerg-13294	254	2	.	.	PUNCT
fuelectenerg-13294	255	1	5	5	NUM
fuelectenerg-13294	255	2	framework	framework	NOUN
fuelectenerg-13294	255	3	of	of	ADP
fuelectenerg-13294	255	4	vgg16	vgg16	NOUN
fuelectenerg-13294	255	5	model	model	NOUN
fuelectenerg-13294	255	6	harnessing	harness	VERB
fuelectenerg-13294	255	7	deep	deep	ADJ
fuelectenerg-13294	255	8	learning	learning	NOUN
fuelectenerg-13294	255	9	for	for	ADP
fuelectenerg-13294	255	10	lung	lung	NOUN
fuelectenerg-13294	255	11	cancer	cancer	NOUN
fuelectenerg-13294	255	12	detection	detection	NOUN
fuelectenerg-13294	255	13	using	use	VERB
fuelectenerg-13294	255	14	ct	ct	PROPN
fuelectenerg-13294	255	15	scan	scan	ADJ
fuelectenerg-13294	255	16	images	image	NOUN
fuelectenerg-13294	255	17	649	649	NUM
fuelectenerg-13294	255	18	fig.6	fig.6	NOUN
fuelectenerg-13294	255	19	illustrates	illustrate	VERB
fuelectenerg-13294	255	20	the	the	DET
fuelectenerg-13294	255	21	vgg19	vgg19	PROPN
fuelectenerg-13294	255	22	model	model	NOUN
fuelectenerg-13294	255	23	,	,	PUNCT
fuelectenerg-13294	255	24	which	which	PRON
fuelectenerg-13294	255	25	has	have	VERB
fuelectenerg-13294	255	26	additional	additional	ADJ
fuelectenerg-13294	255	27	three	three	NUM
fuelectenerg-13294	255	28	convolutional	convolutional	ADJ
fuelectenerg-13294	255	29	layers	layer	NOUN
fuelectenerg-13294	255	30	that	that	PRON
fuelectenerg-13294	255	31	helps	help	VERB
fuelectenerg-13294	255	32	to	to	PART
fuelectenerg-13294	255	33	fine	fine	VERB
fuelectenerg-13294	255	34	grain	grain	NOUN
fuelectenerg-13294	255	35	the	the	DET
fuelectenerg-13294	255	36	convolution	convolution	NOUN
fuelectenerg-13294	255	37	process	process	NOUN
fuelectenerg-13294	255	38	.	.	PUNCT
fuelectenerg-13294	256	1	it	it	PRON
fuelectenerg-13294	256	2	also	also	ADV
fuelectenerg-13294	256	3	comprises	comprise	VERB
fuelectenerg-13294	256	4	of	of	ADP
fuelectenerg-13294	256	5	pooling	pool	VERB
fuelectenerg-13294	256	6	layer	layer	NOUN
fuelectenerg-13294	256	7	,	,	PUNCT
fuelectenerg-13294	256	8	flatten	flatten	VERB
fuelectenerg-13294	256	9	layer	layer	NOUN
fuelectenerg-13294	256	10	and	and	CCONJ
fuelectenerg-13294	256	11	fully	fully	ADV
fuelectenerg-13294	256	12	connected	connected	ADJ
fuelectenerg-13294	256	13	layer	layer	NOUN
fuelectenerg-13294	256	14	with	with	ADP
fuelectenerg-13294	256	15	relu	relu	NOUN
fuelectenerg-13294	256	16	activation	activation	NOUN
fuelectenerg-13294	256	17	.	.	PUNCT
fuelectenerg-13294	257	1	the	the	DET
fuelectenerg-13294	257	2	ultimate	ultimate	ADJ
fuelectenerg-13294	257	3	layer	layer	NOUN
fuelectenerg-13294	257	4	aids	aid	NOUN
fuelectenerg-13294	257	5	in	in	ADP
fuelectenerg-13294	257	6	the	the	DET
fuelectenerg-13294	257	7	process	process	NOUN
fuelectenerg-13294	257	8	of	of	ADP
fuelectenerg-13294	257	9	classification	classification	NOUN
fuelectenerg-13294	257	10	in	in	ADP
fuelectenerg-13294	257	11	the	the	DET
fuelectenerg-13294	257	12	presence	presence	NOUN
fuelectenerg-13294	257	13	of	of	ADP
fuelectenerg-13294	257	14	softmax	softmax	NOUN
fuelectenerg-13294	257	15	function	function	NOUN
fuelectenerg-13294	257	16	.	.	PUNCT
fuelectenerg-13294	258	1	fig	fig	NOUN
fuelectenerg-13294	258	2	.	.	PUNCT
fuelectenerg-13294	259	1	6	6	NUM
fuelectenerg-13294	259	2	framework	framework	NOUN
fuelectenerg-13294	259	3	of	of	ADP
fuelectenerg-13294	259	4	vgg19	vgg19	PROPN
fuelectenerg-13294	259	5	model	model	VERB
fuelectenerg-13294	259	6	the	the	DET
fuelectenerg-13294	259	7	representation	representation	NOUN
fuelectenerg-13294	259	8	of	of	ADP
fuelectenerg-13294	259	9	the	the	DET
fuelectenerg-13294	259	10	resnet50	resnet50	NOUN
fuelectenerg-13294	259	11	model	model	NOUN
fuelectenerg-13294	259	12	is	be	AUX
fuelectenerg-13294	259	13	shown	show	VERB
fuelectenerg-13294	259	14	in	in	ADP
fuelectenerg-13294	259	15	figure	figure	NOUN
fuelectenerg-13294	259	16	7	7	NUM
fuelectenerg-13294	259	17	.	.	PUNCT
fuelectenerg-13294	260	1	it	it	PRON
fuelectenerg-13294	260	2	is	be	AUX
fuelectenerg-13294	260	3	composed	compose	VERB
fuelectenerg-13294	260	4	of	of	ADP
fuelectenerg-13294	260	5	convolutional	convolutional	ADJ
fuelectenerg-13294	260	6	blocks	block	NOUN
fuelectenerg-13294	260	7	,	,	PUNCT
fuelectenerg-13294	260	8	which	which	PRON
fuelectenerg-13294	260	9	are	be	AUX
fuelectenerg-13294	260	10	then	then	ADV
fuelectenerg-13294	260	11	followed	follow	VERB
fuelectenerg-13294	260	12	by	by	ADP
fuelectenerg-13294	260	13	batch	batch	NOUN
fuelectenerg-13294	260	14	normalization	normalization	NOUN
fuelectenerg-13294	260	15	layers	layer	NOUN
fuelectenerg-13294	260	16	with	with	ADP
fuelectenerg-13294	260	17	the	the	DET
fuelectenerg-13294	260	18	relu	relu	NOUN
fuelectenerg-13294	260	19	activation	activation	NOUN
fuelectenerg-13294	260	20	function	function	NOUN
fuelectenerg-13294	260	21	,	,	PUNCT
fuelectenerg-13294	260	22	identity	identity	NOUN
fuelectenerg-13294	260	23	blocks	block	NOUN
fuelectenerg-13294	260	24	that	that	PRON
fuelectenerg-13294	260	25	make	make	VERB
fuelectenerg-13294	260	26	the	the	DET
fuelectenerg-13294	260	27	training	training	NOUN
fuelectenerg-13294	260	28	process	process	NOUN
fuelectenerg-13294	260	29	easier	easy	ADJ
fuelectenerg-13294	260	30	,	,	PUNCT
fuelectenerg-13294	260	31	as	as	ADV
fuelectenerg-13294	260	32	well	well	ADV
fuelectenerg-13294	260	33	as	as	ADP
fuelectenerg-13294	260	34	a	a	DET
fuelectenerg-13294	260	35	flatten	flatten	ADJ
fuelectenerg-13294	260	36	layer	layer	NOUN
fuelectenerg-13294	260	37	and	and	CCONJ
fuelectenerg-13294	260	38	a	a	DET
fuelectenerg-13294	260	39	fully	fully	ADV
fuelectenerg-13294	260	40	connected	connected	ADJ
fuelectenerg-13294	260	41	layer	layer	NOUN
fuelectenerg-13294	260	42	.	.	PUNCT
fuelectenerg-13294	261	1	fig	fig	NOUN
fuelectenerg-13294	261	2	.	.	PUNCT
fuelectenerg-13294	262	1	7	7	NUM
fuelectenerg-13294	262	2	framework	framework	NOUN
fuelectenerg-13294	262	3	of	of	ADP
fuelectenerg-13294	262	4	resnet50	resnet50	NOUN
fuelectenerg-13294	262	5	model	model	PROPN
fuelectenerg-13294	262	6	fig	fig	PROPN
fuelectenerg-13294	262	7	.	.	PUNCT
fuelectenerg-13294	263	1	8	8	NUM
fuelectenerg-13294	263	2	portrays	portray	VERB
fuelectenerg-13294	263	3	the	the	DET
fuelectenerg-13294	263	4	inceptionv3	inceptionv3	NOUN
fuelectenerg-13294	263	5	model	model	NOUN
fuelectenerg-13294	263	6	that	that	PRON
fuelectenerg-13294	263	7	consists	consist	VERB
fuelectenerg-13294	263	8	of	of	ADP
fuelectenerg-13294	263	9	inception	inception	NOUN
fuelectenerg-13294	263	10	module	module	NOUN
fuelectenerg-13294	263	11	and	and	CCONJ
fuelectenerg-13294	263	12	an	an	DET
fuelectenerg-13294	263	13	additional	additional	ADJ
fuelectenerg-13294	263	14	concatenation	concatenation	NOUN
fuelectenerg-13294	263	15	layer	layer	NOUN
fuelectenerg-13294	263	16	.	.	PUNCT
fuelectenerg-13294	264	1	inception	inception	PROPN
fuelectenerg-13294	264	2	v3	v3	PROPN
fuelectenerg-13294	264	3	effectively	effectively	ADV
fuelectenerg-13294	264	4	increases	increase	VERB
fuelectenerg-13294	264	5	feature	feature	NOUN
fuelectenerg-13294	264	6	diversity	diversity	NOUN
fuelectenerg-13294	264	7	while	while	SCONJ
fuelectenerg-13294	264	8	maintaining	maintain	VERB
fuelectenerg-13294	264	9	a	a	DET
fuelectenerg-13294	264	10	reasonable	reasonable	ADJ
fuelectenerg-13294	264	11	computing	computing	NOUN
fuelectenerg-13294	264	12	cost	cost	NOUN
fuelectenerg-13294	264	13	by	by	ADP
fuelectenerg-13294	264	14	utilising	utilise	VERB
fuelectenerg-13294	264	15	concatenation	concatenation	NOUN
fuelectenerg-13294	264	16	.	.	PUNCT
fuelectenerg-13294	265	1	without	without	ADP
fuelectenerg-13294	265	2	appreciably	appreciably	ADV
fuelectenerg-13294	265	3	expanding	expand	VERB
fuelectenerg-13294	265	4	the	the	DET
fuelectenerg-13294	265	5	number	number	NOUN
fuelectenerg-13294	265	6	of	of	ADP
fuelectenerg-13294	265	7	parameters	parameter	NOUN
fuelectenerg-13294	265	8	,	,	PUNCT
fuelectenerg-13294	265	9	the	the	DET
fuelectenerg-13294	265	10	model	model	NOUN
fuelectenerg-13294	265	11	can	can	AUX
fuelectenerg-13294	265	12	learn	learn	VERB
fuelectenerg-13294	265	13	robust	robust	ADJ
fuelectenerg-13294	265	14	representations	representation	NOUN
fuelectenerg-13294	265	15	due	due	ADP
fuelectenerg-13294	265	16	to	to	ADP
fuelectenerg-13294	265	17	the	the	DET
fuelectenerg-13294	265	18	usage	usage	NOUN
fuelectenerg-13294	265	19	of	of	ADP
fuelectenerg-13294	265	20	different	different	ADJ
fuelectenerg-13294	265	21	filter	filter	NOUN
fuelectenerg-13294	265	22	sizes	size	NOUN
fuelectenerg-13294	265	23	.	.	PUNCT
fuelectenerg-13294	266	1	concat	concat	NOUN
fuelectenerg-13294	266	2	layer	layer	NOUN
fuelectenerg-13294	266	3	amalgamates	amalgamate	VERB
fuelectenerg-13294	266	4	pooling	pool	VERB
fuelectenerg-13294	266	5	layer	layer	NOUN
fuelectenerg-13294	266	6	with	with	ADP
fuelectenerg-13294	266	7	dropout	dropout	NOUN
fuelectenerg-13294	266	8	layer	layer	NOUN
fuelectenerg-13294	266	9	and	and	CCONJ
fuelectenerg-13294	266	10	furthers	further	VERB
fuelectenerg-13294	266	11	the	the	DET
fuelectenerg-13294	266	12	process	process	NOUN
fuelectenerg-13294	266	13	of	of	ADP
fuelectenerg-13294	266	14	classification	classification	NOUN
fuelectenerg-13294	266	15	.	.	PUNCT
fuelectenerg-13294	267	1	650	650	NUM
fuelectenerg-13294	267	2	a.	a.	NOUN
fuelectenerg-13294	267	3	r.	r.	PROPN
fuelectenerg-13294	267	4	choudhurya	choudhurya	PROPN
fuelectenerg-13294	267	5	,	,	PUNCT
fuelectenerg-13294	267	6	s.	s.	PROPN
fuelectenerg-13294	267	7	r.	r.	PROPN
fuelectenerg-13294	267	8	pandab	pandab	PROPN
fuelectenerg-13294	267	9	,	,	PUNCT
fuelectenerg-13294	267	10	j.	j.	PROPN
fuelectenerg-13294	267	11	rautarayc	rautarayc	PROPN
fuelectenerg-13294	267	12	,	,	PUNCT
fuelectenerg-13294	267	13	p.	p.	NOUN
fuelectenerg-13294	267	14	mishrad	mishrad	PROPN
fuelectenerg-13294	267	15	,	,	PUNCT
fuelectenerg-13294	267	16	m.	m.	NOUN
fuelectenerg-13294	267	17	kandpale	kandpale	PROPN
fuelectenerg-13294	267	18	fig	fig	PROPN
fuelectenerg-13294	267	19	.	.	PUNCT
fuelectenerg-13294	267	20	8	8	NUM
fuelectenerg-13294	267	21	framework	framework	NOUN
fuelectenerg-13294	267	22	of	of	ADP
fuelectenerg-13294	267	23	inception	inception	PROPN
fuelectenerg-13294	267	24	v3	v3	PROPN
fuelectenerg-13294	267	25	model	model	NOUN
fuelectenerg-13294	267	26	fig.9	fig.9	PROPN
fuelectenerg-13294	267	27	iconifies	iconifie	NOUN
fuelectenerg-13294	267	28	the	the	DET
fuelectenerg-13294	267	29	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	267	30	model	model	NOUN
fuelectenerg-13294	267	31	comprising	comprising	NOUN
fuelectenerg-13294	267	32	of	of	ADP
fuelectenerg-13294	267	33	convolutional	convolutional	ADJ
fuelectenerg-13294	267	34	layers	layer	NOUN
fuelectenerg-13294	267	35	,	,	PUNCT
fuelectenerg-13294	267	36	pooling	pool	VERB
fuelectenerg-13294	267	37	layers	layer	NOUN
fuelectenerg-13294	267	38	and	and	CCONJ
fuelectenerg-13294	267	39	fully	fully	ADV
fuelectenerg-13294	267	40	connected	connected	ADJ
fuelectenerg-13294	267	41	layers	layer	NOUN
fuelectenerg-13294	267	42	with	with	ADP
fuelectenerg-13294	267	43	softmax	softmax	NOUN
fuelectenerg-13294	267	44	activation	activation	NOUN
fuelectenerg-13294	267	45	function	function	NOUN
fuelectenerg-13294	267	46	for	for	ADP
fuelectenerg-13294	267	47	multi	multi	ADJ
fuelectenerg-13294	267	48	class	class	NOUN
fuelectenerg-13294	267	49	classification	classification	NOUN
fuelectenerg-13294	267	50	.	.	PUNCT
fuelectenerg-13294	268	1	the	the	DET
fuelectenerg-13294	268	2	softmax	softmax	NOUN
fuelectenerg-13294	268	3	layer	layer	NOUN
fuelectenerg-13294	268	4	is	be	AUX
fuelectenerg-13294	268	5	the	the	DET
fuelectenerg-13294	268	6	last	last	ADJ
fuelectenerg-13294	268	7	activation	activation	NOUN
fuelectenerg-13294	268	8	function	function	NOUN
fuelectenerg-13294	268	9	utilised	utilise	VERB
fuelectenerg-13294	268	10	in	in	ADP
fuelectenerg-13294	268	11	the	the	DET
fuelectenerg-13294	268	12	network	network	NOUN
fuelectenerg-13294	268	13	's	's	PART
fuelectenerg-13294	268	14	classification	classification	NOUN
fuelectenerg-13294	268	15	head	head	NOUN
fuelectenerg-13294	268	16	in	in	ADP
fuelectenerg-13294	268	17	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	268	18	.	.	PUNCT
fuelectenerg-13294	269	1	its	its	PRON
fuelectenerg-13294	269	2	main	main	ADJ
fuelectenerg-13294	269	3	function	function	NOUN
fuelectenerg-13294	269	4	is	be	AUX
fuelectenerg-13294	269	5	to	to	PART
fuelectenerg-13294	269	6	translate	translate	VERB
fuelectenerg-13294	269	7	the	the	DET
fuelectenerg-13294	269	8	raw	raw	ADJ
fuelectenerg-13294	269	9	output	output	NOUN
fuelectenerg-13294	269	10	logits	logit	NOUN
fuelectenerg-13294	269	11	of	of	ADP
fuelectenerg-13294	269	12	the	the	DET
fuelectenerg-13294	269	13	model	model	NOUN
fuelectenerg-13294	269	14	into	into	ADP
fuelectenerg-13294	269	15	probability	probability	NOUN
fuelectenerg-13294	269	16	distributions	distribution	NOUN
fuelectenerg-13294	269	17	so	so	SCONJ
fuelectenerg-13294	269	18	that	that	SCONJ
fuelectenerg-13294	269	19	predictions	prediction	NOUN
fuelectenerg-13294	269	20	may	may	AUX
fuelectenerg-13294	269	21	be	be	AUX
fuelectenerg-13294	269	22	more	more	ADV
fuelectenerg-13294	269	23	easily	easily	ADV
fuelectenerg-13294	269	24	interpreted	interpret	VERB
fuelectenerg-13294	269	25	.	.	PUNCT
fuelectenerg-13294	270	1	fig	fig	NOUN
fuelectenerg-13294	270	2	.	.	PUNCT
fuelectenerg-13294	271	1	9	9	NUM
fuelectenerg-13294	271	2	framework	framework	NOUN
fuelectenerg-13294	271	3	of	of	ADP
fuelectenerg-13294	271	4	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	271	5	model	model	NOUN
fuelectenerg-13294	271	6	6	6	NUM
fuelectenerg-13294	271	7	.	.	PUNCT
fuelectenerg-13294	272	1	implementation	implementation	NOUN
fuelectenerg-13294	272	2	6.1	6.1	NUM
fuelectenerg-13294	272	3	.	.	PUNCT
fuelectenerg-13294	273	1	software	software	NOUN
fuelectenerg-13294	273	2	requirement	requirement	NOUN
fuelectenerg-13294	273	3	this	this	DET
fuelectenerg-13294	273	4	section	section	NOUN
fuelectenerg-13294	273	5	explains	explain	VERB
fuelectenerg-13294	273	6	the	the	DET
fuelectenerg-13294	273	7	procedure	procedure	NOUN
fuelectenerg-13294	273	8	for	for	ADP
fuelectenerg-13294	273	9	undertaking	undertake	VERB
fuelectenerg-13294	273	10	the	the	DET
fuelectenerg-13294	273	11	overall	overall	ADJ
fuelectenerg-13294	273	12	methodology	methodology	NOUN
fuelectenerg-13294	273	13	toward	toward	ADP
fuelectenerg-13294	273	14	the	the	DET
fuelectenerg-13294	273	15	lung	lung	NOUN
fuelectenerg-13294	273	16	cancer	cancer	NOUN
fuelectenerg-13294	273	17	classification	classification	NOUN
fuelectenerg-13294	273	18	task	task	NOUN
fuelectenerg-13294	273	19	as	as	SCONJ
fuelectenerg-13294	273	20	explained	explain	VERB
fuelectenerg-13294	273	21	in	in	ADP
fuelectenerg-13294	273	22	the	the	DET
fuelectenerg-13294	273	23	illustration	illustration	NOUN
fuelectenerg-13294	273	24	below	below	ADV
fuelectenerg-13294	273	25	.	.	PUNCT
fuelectenerg-13294	274	1	the	the	DET
fuelectenerg-13294	274	2	experiment	experiment	NOUN
fuelectenerg-13294	274	3	is	be	AUX
fuelectenerg-13294	274	4	undertaken	undertake	VERB
fuelectenerg-13294	274	5	through	through	ADP
fuelectenerg-13294	274	6	python	python	NOUN
fuelectenerg-13294	274	7	3	3	NUM
fuelectenerg-13294	274	8	programming	programming	NOUN
fuelectenerg-13294	274	9	language	language	NOUN
fuelectenerg-13294	274	10	on	on	ADP
fuelectenerg-13294	274	11	google	google	PROPN
fuelectenerg-13294	274	12	collaboratory	collaboratory	NOUN
fuelectenerg-13294	274	13	,	,	PUNCT
fuelectenerg-13294	274	14	which	which	PRON
fuelectenerg-13294	274	15	further	far	ADV
fuelectenerg-13294	274	16	contains	contain	VERB
fuelectenerg-13294	274	17	various	various	ADJ
fuelectenerg-13294	274	18	relevant	relevant	ADJ
fuelectenerg-13294	274	19	libraries	library	NOUN
fuelectenerg-13294	274	20	and	and	CCONJ
fuelectenerg-13294	274	21	modules	module	NOUN
fuelectenerg-13294	274	22	about	about	ADP
fuelectenerg-13294	274	23	analysis	analysis	NOUN
fuelectenerg-13294	274	24	.	.	PUNCT
fuelectenerg-13294	275	1	it	it	PRON
fuelectenerg-13294	275	2	contains	contain	VERB
fuelectenerg-13294	275	3	multiple	multiple	ADJ
fuelectenerg-13294	275	4	frameworks	framework	NOUN
fuelectenerg-13294	275	5	that	that	PRON
fuelectenerg-13294	275	6	support	support	NOUN
fuelectenerg-13294	275	7	domains	domain	NOUN
fuelectenerg-13294	275	8	like	like	ADP
fuelectenerg-13294	275	9	deep	deep	ADJ
fuelectenerg-13294	275	10	learning	learning	NOUN
fuelectenerg-13294	275	11	and	and	CCONJ
fuelectenerg-13294	275	12	transfer	transfer	VERB
fuelectenerg-13294	275	13	learning	learning	NOUN
fuelectenerg-13294	275	14	.	.	PUNCT
fuelectenerg-13294	276	1	the	the	DET
fuelectenerg-13294	276	2	created	create	VERB
fuelectenerg-13294	276	3	model	model	NOUN
fuelectenerg-13294	276	4	in	in	ADP
fuelectenerg-13294	276	5	fig	fig	NOUN
fuelectenerg-13294	276	6	.	.	PUNCT
fuelectenerg-13294	277	1	4	4	NUM
fuelectenerg-13294	277	2	along	along	ADP
fuelectenerg-13294	277	3	with	with	ADP
fuelectenerg-13294	277	4	other	other	ADJ
fuelectenerg-13294	277	5	models	model	NOUN
fuelectenerg-13294	277	6	for	for	ADP
fuelectenerg-13294	277	7	classifying	classify	VERB
fuelectenerg-13294	277	8	lung	lung	NOUN
fuelectenerg-13294	277	9	cancer	cancer	NOUN
fuelectenerg-13294	277	10	was	be	AUX
fuelectenerg-13294	277	11	implemented	implement	VERB
fuelectenerg-13294	277	12	on	on	ADP
fuelectenerg-13294	277	13	a	a	DET
fuelectenerg-13294	277	14	64	64	NUM
fuelectenerg-13294	277	15	-	-	PUNCT
fuelectenerg-13294	277	16	bit	bit	NOUN
fuelectenerg-13294	277	17	windows	window	NOUN
fuelectenerg-13294	277	18	11	11	NUM
fuelectenerg-13294	277	19	system	system	NOUN
fuelectenerg-13294	277	20	with	with	ADP
fuelectenerg-13294	277	21	16	16	NUM
fuelectenerg-13294	277	22	gb	gb	NOUN
fuelectenerg-13294	277	23	of	of	ADP
fuelectenerg-13294	277	24	ram	ram	NOUN
fuelectenerg-13294	277	25	the	the	DET
fuelectenerg-13294	277	26	execution	execution	NOUN
fuelectenerg-13294	277	27	was	be	AUX
fuelectenerg-13294	277	28	carried	carry	VERB
fuelectenerg-13294	277	29	out	out	ADP
fuelectenerg-13294	277	30	on	on	ADP
fuelectenerg-13294	277	31	google	google	PROPN
fuelectenerg-13294	277	32	colaboratory	colaboratory	PROPN
fuelectenerg-13294	277	33	,	,	PUNCT
fuelectenerg-13294	277	34	which	which	PRON
fuelectenerg-13294	277	35	offers	offer	VERB
fuelectenerg-13294	277	36	access	access	NOUN
fuelectenerg-13294	277	37	to	to	ADP
fuelectenerg-13294	277	38	potent	potent	VERB
fuelectenerg-13294	277	39	cloud	cloud	NOUN
fuelectenerg-13294	277	40	-	-	PUNCT
fuelectenerg-13294	277	41	based	base	VERB
fuelectenerg-13294	277	42	gpus	gpu	NOUN
fuelectenerg-13294	277	43	,	,	PUNCT
fuelectenerg-13294	277	44	guaranteeing	guarantee	VERB
fuelectenerg-13294	277	45	effective	effective	ADJ
fuelectenerg-13294	277	46	processing	processing	NOUN
fuelectenerg-13294	277	47	and	and	CCONJ
fuelectenerg-13294	277	48	model	model	NOUN
fuelectenerg-13294	277	49	optimisation	optimisation	NOUN
fuelectenerg-13294	277	50	,	,	PUNCT
fuelectenerg-13294	277	51	due	due	ADP
fuelectenerg-13294	277	52	to	to	ADP
fuelectenerg-13294	277	53	the	the	DET
fuelectenerg-13294	277	54	computational	computational	ADJ
fuelectenerg-13294	277	55	needs	need	NOUN
fuelectenerg-13294	277	56	of	of	ADP
fuelectenerg-13294	277	57	deep	deep	ADJ
fuelectenerg-13294	277	58	learning	learning	NOUN
fuelectenerg-13294	277	59	model	model	NOUN
fuelectenerg-13294	277	60	training	training	NOUN
fuelectenerg-13294	277	61	.	.	PUNCT
fuelectenerg-13294	278	1	harnessing	harness	VERB
fuelectenerg-13294	278	2	deep	deep	ADJ
fuelectenerg-13294	278	3	learning	learning	NOUN
fuelectenerg-13294	278	4	for	for	ADP
fuelectenerg-13294	278	5	lung	lung	NOUN
fuelectenerg-13294	278	6	cancer	cancer	NOUN
fuelectenerg-13294	278	7	detection	detection	NOUN
fuelectenerg-13294	278	8	using	use	VERB
fuelectenerg-13294	278	9	ct	ct	PROPN
fuelectenerg-13294	278	10	scan	scan	NOUN
fuelectenerg-13294	278	11	images	image	VERB
fuelectenerg-13294	278	12	651	651	NUM
fuelectenerg-13294	278	13	6.2	6.2	NUM
fuelectenerg-13294	278	14	.	.	PUNCT
fuelectenerg-13294	279	1	dataset	dataset	PROPN
fuelectenerg-13294	279	2	used	use	VERB
fuelectenerg-13294	279	3	this	this	DET
fuelectenerg-13294	279	4	section	section	NOUN
fuelectenerg-13294	279	5	gives	give	VERB
fuelectenerg-13294	279	6	the	the	DET
fuelectenerg-13294	279	7	information	information	NOUN
fuelectenerg-13294	279	8	of	of	ADP
fuelectenerg-13294	279	9	the	the	DET
fuelectenerg-13294	279	10	dataset	dataset	NOUN
fuelectenerg-13294	279	11	that	that	PRON
fuelectenerg-13294	279	12	has	have	AUX
fuelectenerg-13294	279	13	been	be	AUX
fuelectenerg-13294	279	14	used	use	VERB
fuelectenerg-13294	279	15	for	for	ADP
fuelectenerg-13294	279	16	classifying	classify	VERB
fuelectenerg-13294	279	17	the	the	DET
fuelectenerg-13294	279	18	lung	lung	NOUN
fuelectenerg-13294	279	19	cancer	cancer	NOUN
fuelectenerg-13294	279	20	using	use	VERB
fuelectenerg-13294	279	21	ct	ct	NUM
fuelectenerg-13294	279	22	scans	scan	NOUN
fuelectenerg-13294	279	23	.	.	PUNCT
fuelectenerg-13294	280	1	the	the	DET
fuelectenerg-13294	280	2	study	study	NOUN
fuelectenerg-13294	280	3	is	be	AUX
fuelectenerg-13294	280	4	carried	carry	VERB
fuelectenerg-13294	280	5	out	out	ADP
fuelectenerg-13294	280	6	with	with	ADP
fuelectenerg-13294	280	7	the	the	DET
fuelectenerg-13294	280	8	help	help	NOUN
fuelectenerg-13294	280	9	of	of	ADP
fuelectenerg-13294	280	10	available	available	ADJ
fuelectenerg-13294	280	11	ct	ct	PROPN
fuelectenerg-13294	280	12	scans	scan	NOUN
fuelectenerg-13294	280	13	that	that	PRON
fuelectenerg-13294	280	14	are	be	AUX
fuelectenerg-13294	280	15	obtained	obtain	VERB
fuelectenerg-13294	280	16	from	from	ADP
fuelectenerg-13294	280	17	kaggle	kaggle	ADJ
fuelectenerg-13294	280	18	repository	repository	NOUN
fuelectenerg-13294	280	19	[	[	X
fuelectenerg-13294	280	20	23	23	NUM
fuelectenerg-13294	280	21	]	]	PUNCT
fuelectenerg-13294	280	22	.	.	PUNCT
fuelectenerg-13294	281	1	total	total	ADJ
fuelectenerg-13294	281	2	dataset	dataset	NOUN
fuelectenerg-13294	281	3	constitutes	constitute	VERB
fuelectenerg-13294	281	4	1097	1097	NUM
fuelectenerg-13294	281	5	ct	ct	NUM
fuelectenerg-13294	281	6	images	image	NOUN
fuelectenerg-13294	281	7	.	.	PUNCT
fuelectenerg-13294	282	1	the	the	DET
fuelectenerg-13294	282	2	first	first	ADJ
fuelectenerg-13294	282	3	class	class	NOUN
fuelectenerg-13294	282	4	contains	contain	VERB
fuelectenerg-13294	282	5	benign	benign	ADJ
fuelectenerg-13294	282	6	lung	lung	NOUN
fuelectenerg-13294	282	7	cancer	cancer	NOUN
fuelectenerg-13294	282	8	images	image	NOUN
fuelectenerg-13294	282	9	holding	hold	VERB
fuelectenerg-13294	282	10	11	11	NUM
fuelectenerg-13294	282	11	%	%	NOUN
fuelectenerg-13294	282	12	that	that	PRON
fuelectenerg-13294	282	13	is	be	AUX
fuelectenerg-13294	282	14	120	120	NUM
fuelectenerg-13294	282	15	ct	ct	NUM
fuelectenerg-13294	282	16	scan	scan	ADJ
fuelectenerg-13294	282	17	images	image	NOUN
fuelectenerg-13294	282	18	.	.	PUNCT
fuelectenerg-13294	283	1	the	the	DET
fuelectenerg-13294	283	2	second	second	ADJ
fuelectenerg-13294	283	3	class	class	NOUN
fuelectenerg-13294	283	4	holds	hold	VERB
fuelectenerg-13294	283	5	561	561	NUM
fuelectenerg-13294	283	6	malignant	malignant	ADJ
fuelectenerg-13294	283	7	lung	lung	NOUN
fuelectenerg-13294	283	8	cancer	cancer	NOUN
fuelectenerg-13294	283	9	images	image	NOUN
fuelectenerg-13294	283	10	holding	hold	VERB
fuelectenerg-13294	283	11	49	49	NUM
fuelectenerg-13294	283	12	%	%	NOUN
fuelectenerg-13294	283	13	.	.	PUNCT
fuelectenerg-13294	284	1	the	the	DET
fuelectenerg-13294	284	2	test	test	NOUN
fuelectenerg-13294	284	3	set	set	NOUN
fuelectenerg-13294	284	4	has	have	VERB
fuelectenerg-13294	284	5	416	416	NUM
fuelectenerg-13294	284	6	standard	standard	ADJ
fuelectenerg-13294	284	7	lung	lung	NOUN
fuelectenerg-13294	284	8	images	image	NOUN
fuelectenerg-13294	284	9	with	with	ADP
fuelectenerg-13294	284	10	dimensions	dimension	NOUN
fuelectenerg-13294	284	11	of	of	ADP
fuelectenerg-13294	284	12	512x512	512x512	PROPN
fuelectenerg-13294	284	13	pixels	pixel	NOUN
fuelectenerg-13294	284	14	,	,	PUNCT
fuelectenerg-13294	284	15	and	and	CCONJ
fuelectenerg-13294	284	16	it	it	PRON
fuelectenerg-13294	284	17	makes	make	VERB
fuelectenerg-13294	284	18	up	up	ADP
fuelectenerg-13294	284	19	40	40	NUM
fuelectenerg-13294	284	20	%	%	NOUN
fuelectenerg-13294	284	21	of	of	ADP
fuelectenerg-13294	284	22	the	the	DET
fuelectenerg-13294	284	23	total	total	ADJ
fuelectenerg-13294	284	24	dataset	dataset	NOUN
fuelectenerg-13294	284	25	.	.	PUNCT
fuelectenerg-13294	285	1	in	in	ADP
fuelectenerg-13294	285	2	this	this	DET
fuelectenerg-13294	285	3	research	research	NOUN
fuelectenerg-13294	285	4	,	,	PUNCT
fuelectenerg-13294	285	5	70	70	NUM
fuelectenerg-13294	285	6	%	%	NOUN
fuelectenerg-13294	285	7	is	be	AUX
fuelectenerg-13294	285	8	devoted	devote	VERB
fuelectenerg-13294	285	9	to	to	ADP
fuelectenerg-13294	285	10	training	training	NOUN
fuelectenerg-13294	285	11	and	and	CCONJ
fuelectenerg-13294	285	12	20	20	NUM
fuelectenerg-13294	285	13	%	%	NOUN
fuelectenerg-13294	285	14	to	to	ADP
fuelectenerg-13294	285	15	testing	testing	NOUN
fuelectenerg-13294	285	16	while	while	SCONJ
fuelectenerg-13294	285	17	10	10	NUM
fuelectenerg-13294	285	18	%	%	NOUN
fuelectenerg-13294	285	19	to	to	ADP
fuelectenerg-13294	285	20	validation	validation	NOUN
fuelectenerg-13294	285	21	.	.	PUNCT
fuelectenerg-13294	286	1	6.3	6.3	NUM
fuelectenerg-13294	286	2	.	.	PUNCT
fuelectenerg-13294	287	1	preprocessing	preprocesse	VERB
fuelectenerg-13294	287	2	technique	technique	NOUN
fuelectenerg-13294	287	3	the	the	DET
fuelectenerg-13294	287	4	proposed	propose	VERB
fuelectenerg-13294	287	5	method	method	NOUN
fuelectenerg-13294	287	6	indeed	indeed	ADV
fuelectenerg-13294	287	7	gives	give	VERB
fuelectenerg-13294	287	8	implicit	implicit	ADJ
fuelectenerg-13294	287	9	pre	pre	ADJ
fuelectenerg-13294	287	10	-	-	ADJ
fuelectenerg-13294	287	11	processing	processing	NOUN
fuelectenerg-13294	287	12	to	to	ADP
fuelectenerg-13294	287	13	the	the	DET
fuelectenerg-13294	287	14	images	image	NOUN
fuelectenerg-13294	287	15	coming	come	VERB
fuelectenerg-13294	287	16	from	from	ADP
fuelectenerg-13294	287	17	the	the	DET
fuelectenerg-13294	287	18	computed	compute	VERB
fuelectenerg-13294	287	19	tomography	tomography	NOUN
fuelectenerg-13294	287	20	scans	scan	NOUN
fuelectenerg-13294	287	21	in	in	ADP
fuelectenerg-13294	287	22	classifying	classify	VERB
fuelectenerg-13294	287	23	lung	lung	NOUN
fuelectenerg-13294	287	24	cancer	cancer	NOUN
fuelectenerg-13294	287	25	.	.	PUNCT
fuelectenerg-13294	288	1	among	among	ADP
fuelectenerg-13294	288	2	these	these	PRON
fuelectenerg-13294	288	3	include	include	VERB
fuelectenerg-13294	288	4	resizing	resize	VERB
fuelectenerg-13294	288	5	and	and	CCONJ
fuelectenerg-13294	288	6	the	the	DET
fuelectenerg-13294	288	7	transformation	transformation	NOUN
fuelectenerg-13294	288	8	of	of	ADP
fuelectenerg-13294	288	9	the	the	DET
fuelectenerg-13294	288	10	shear	shear	NOUN
fuelectenerg-13294	288	11	angle	angle	NOUN
fuelectenerg-13294	288	12	during	during	ADP
fuelectenerg-13294	288	13	the	the	DET
fuelectenerg-13294	288	14	rescaling	rescaling	NOUN
fuelectenerg-13294	288	15	process	process	NOUN
fuelectenerg-13294	288	16	[	[	X
fuelectenerg-13294	288	17	24	24	NUM
fuelectenerg-13294	288	18	]	]	PUNCT
fuelectenerg-13294	288	19	.	.	PUNCT
fuelectenerg-13294	289	1	more	more	ADV
fuelectenerg-13294	289	2	importantly	importantly	ADV
fuelectenerg-13294	289	3	,	,	PUNCT
fuelectenerg-13294	289	4	most	most	ADJ
fuelectenerg-13294	289	5	of	of	ADP
fuelectenerg-13294	289	6	the	the	DET
fuelectenerg-13294	289	7	critical	critical	ADJ
fuelectenerg-13294	289	8	techniques	technique	NOUN
fuelectenerg-13294	289	9	used	use	VERB
fuelectenerg-13294	289	10	at	at	ADP
fuelectenerg-13294	289	11	the	the	DET
fuelectenerg-13294	289	12	pre	pre	ADJ
fuelectenerg-13294	289	13	-	-	ADJ
fuelectenerg-13294	289	14	processing	processing	ADJ
fuelectenerg-13294	289	15	stage	stage	NOUN
fuelectenerg-13294	289	16	included	include	VERB
fuelectenerg-13294	289	17	resizing	resizing	NOUN
fuelectenerg-13294	289	18	,	,	PUNCT
fuelectenerg-13294	289	19	normalization	normalization	NOUN
fuelectenerg-13294	289	20	,	,	PUNCT
fuelectenerg-13294	289	21	and	and	CCONJ
fuelectenerg-13294	289	22	the	the	DET
fuelectenerg-13294	289	23	use	use	NOUN
fuelectenerg-13294	289	24	of	of	ADP
fuelectenerg-13294	289	25	image	image	NOUN
fuelectenerg-13294	289	26	augmentation	augmentation	NOUN
fuelectenerg-13294	289	27	[	[	X
fuelectenerg-13294	289	28	25,26	25,26	X
fuelectenerg-13294	289	29	]	]	X
fuelectenerg-13294	289	30	.	.	PUNCT
fuelectenerg-13294	290	1	in	in	ADP
fuelectenerg-13294	290	2	this	this	DET
fuelectenerg-13294	290	3	case	case	NOUN
fuelectenerg-13294	290	4	,	,	PUNCT
fuelectenerg-13294	290	5	the	the	DET
fuelectenerg-13294	290	6	keras	keras	PROPN
fuelectenerg-13294	290	7	imagedatagenerator	imagedatagenerator	PROPN
fuelectenerg-13294	290	8	function	function	NOUN
fuelectenerg-13294	290	9	was	be	AUX
fuelectenerg-13294	290	10	used	use	VERB
fuelectenerg-13294	290	11	.	.	PUNCT
fuelectenerg-13294	291	1	actually	actually	ADV
fuelectenerg-13294	291	2	,	,	PUNCT
fuelectenerg-13294	291	3	the	the	DET
fuelectenerg-13294	291	4	resizing	resizing	NOUN
fuelectenerg-13294	291	5	of	of	ADP
fuelectenerg-13294	291	6	an	an	DET
fuelectenerg-13294	291	7	image	image	NOUN
fuelectenerg-13294	291	8	is	be	AUX
fuelectenerg-13294	291	9	taking	take	VERB
fuelectenerg-13294	291	10	the	the	DET
fuelectenerg-13294	291	11	dimensions	dimension	NOUN
fuelectenerg-13294	291	12	of	of	ADP
fuelectenerg-13294	291	13	an	an	DET
fuelectenerg-13294	291	14	image	image	NOUN
fuelectenerg-13294	291	15	to	to	ADP
fuelectenerg-13294	291	16	an	an	DET
fuelectenerg-13294	291	17	appropriate	appropriate	ADJ
fuelectenerg-13294	291	18	size	size	NOUN
fuelectenerg-13294	291	19	of	of	ADP
fuelectenerg-13294	291	20	dimension	dimension	NOUN
fuelectenerg-13294	291	21	from	from	ADP
fuelectenerg-13294	291	22	the	the	DET
fuelectenerg-13294	291	23	dimensions	dimension	NOUN
fuelectenerg-13294	291	24	provided	provide	VERB
fuelectenerg-13294	291	25	by	by	ADP
fuelectenerg-13294	291	26	the	the	DET
fuelectenerg-13294	291	27	neural	neural	ADJ
fuelectenerg-13294	291	28	networks	network	NOUN
fuelectenerg-13294	291	29	.	.	PUNCT
fuelectenerg-13294	292	1	this	this	PRON
fuelectenerg-13294	292	2	essentially	essentially	ADV
fuelectenerg-13294	292	3	makes	make	VERB
fuelectenerg-13294	292	4	uniformity	uniformity	NOUN
fuelectenerg-13294	292	5	throughout	throughout	ADP
fuelectenerg-13294	292	6	an	an	DET
fuelectenerg-13294	292	7	entire	entire	ADJ
fuelectenerg-13294	292	8	dataset	dataset	NOUN
fuelectenerg-13294	292	9	.	.	PUNCT
fuelectenerg-13294	293	1	normalization	normalization	NOUN
fuelectenerg-13294	293	2	is	be	AUX
fuelectenerg-13294	293	3	done	do	VERB
fuelectenerg-13294	293	4	in	in	ADP
fuelectenerg-13294	293	5	order	order	NOUN
fuelectenerg-13294	293	6	to	to	PART
fuelectenerg-13294	293	7	normalize	normalize	VERB
fuelectenerg-13294	293	8	pixel	pixel	ADJ
fuelectenerg-13294	293	9	values	value	NOUN
fuelectenerg-13294	293	10	such	such	ADJ
fuelectenerg-13294	293	11	that	that	SCONJ
fuelectenerg-13294	293	12	they	they	PRON
fuelectenerg-13294	293	13	lie	lie	VERB
fuelectenerg-13294	293	14	in	in	ADP
fuelectenerg-13294	293	15	normalized	normalized	ADJ
fuelectenerg-13294	293	16	range	range	NOUN
fuelectenerg-13294	293	17	between	between	ADP
fuelectenerg-13294	293	18	0	0	NUM
fuelectenerg-13294	293	19	and	and	CCONJ
fuelectenerg-13294	293	20	1	1	NUM
fuelectenerg-13294	293	21	or	or	CCONJ
fuelectenerg-13294	293	22	between	between	ADP
fuelectenerg-13294	293	23	-1	-1	PUNCT
fuelectenerg-13294	293	24	and	and	CCONJ
fuelectenerg-13294	293	25	1	1	NUM
fuelectenerg-13294	293	26	,	,	PUNCT
fuelectenerg-13294	293	27	improving	improve	VERB
fuelectenerg-13294	293	28	convergent	convergent	ADJ
fuelectenerg-13294	293	29	speeds	speed	NOUN
fuelectenerg-13294	293	30	of	of	ADP
fuelectenerg-13294	293	31	deep	deep	ADJ
fuelectenerg-13294	293	32	learning	learning	NOUN
fuelectenerg-13294	293	33	models	model	NOUN
fuelectenerg-13294	293	34	while	while	SCONJ
fuelectenerg-13294	293	35	again	again	ADV
fuelectenerg-13294	293	36	enhancing	enhance	VERB
fuelectenerg-13294	293	37	general	general	ADJ
fuelectenerg-13294	293	38	performance	performance	NOUN
fuelectenerg-13294	293	39	[	[	X
fuelectenerg-13294	293	40	27	27	NUM
fuelectenerg-13294	293	41	]	]	PUNCT
fuelectenerg-13294	293	42	.	.	PUNCT
fuelectenerg-13294	294	1	6.4	6.4	NUM
fuelectenerg-13294	294	2	.	.	PUNCT
fuelectenerg-13294	295	1	feature	feature	NOUN
fuelectenerg-13294	295	2	extraction	extraction	NOUN
fuelectenerg-13294	295	3	the	the	DET
fuelectenerg-13294	295	4	deep	deep	ADJ
fuelectenerg-13294	295	5	learning	learning	NOUN
fuelectenerg-13294	295	6	models	model	NOUN
fuelectenerg-13294	295	7	acts	act	VERB
fuelectenerg-13294	295	8	as	as	ADP
fuelectenerg-13294	295	9	a	a	DET
fuelectenerg-13294	295	10	feature	feature	NOUN
fuelectenerg-13294	295	11	extractor	extractor	NOUN
fuelectenerg-13294	295	12	at	at	ADP
fuelectenerg-13294	295	13	each	each	DET
fuelectenerg-13294	295	14	stage	stage	NOUN
fuelectenerg-13294	295	15	with	with	ADP
fuelectenerg-13294	295	16	different	different	ADJ
fuelectenerg-13294	295	17	grades	grade	NOUN
fuelectenerg-13294	295	18	of	of	ADP
fuelectenerg-13294	295	19	features	feature	NOUN
fuelectenerg-13294	295	20	extracted	extract	VERB
fuelectenerg-13294	295	21	varying	vary	VERB
fuelectenerg-13294	295	22	from	from	ADP
fuelectenerg-13294	295	23	low	low	ADJ
fuelectenerg-13294	295	24	level	level	NOUN
fuelectenerg-13294	295	25	features	feature	NOUN
fuelectenerg-13294	295	26	to	to	ADP
fuelectenerg-13294	295	27	high	high	ADJ
fuelectenerg-13294	295	28	level	level	NOUN
fuelectenerg-13294	295	29	features	feature	NOUN
fuelectenerg-13294	295	30	.	.	PUNCT
fuelectenerg-13294	296	1	deep	deep	ADJ
fuelectenerg-13294	296	2	convolutional	convolutional	ADJ
fuelectenerg-13294	296	3	layers	layer	NOUN
fuelectenerg-13294	296	4	are	be	AUX
fuelectenerg-13294	296	5	used	use	VERB
fuelectenerg-13294	296	6	to	to	PART
fuelectenerg-13294	296	7	capture	capture	VERB
fuelectenerg-13294	296	8	spatial	spatial	ADJ
fuelectenerg-13294	296	9	hierarchies	hierarchy	NOUN
fuelectenerg-13294	296	10	in	in	ADP
fuelectenerg-13294	296	11	images	image	NOUN
fuelectenerg-13294	296	12	,	,	PUNCT
fuelectenerg-13294	296	13	making	make	VERB
fuelectenerg-13294	296	14	them	they	PRON
fuelectenerg-13294	296	15	effective	effective	ADJ
fuelectenerg-13294	296	16	for	for	ADP
fuelectenerg-13294	296	17	tasks	task	NOUN
fuelectenerg-13294	296	18	requiring	require	VERB
fuelectenerg-13294	296	19	fine	fine	ADV
fuelectenerg-13294	296	20	-	-	PUNCT
fuelectenerg-13294	296	21	grained	grain	VERB
fuelectenerg-13294	296	22	feature	feature	NOUN
fuelectenerg-13294	296	23	extraction	extraction	NOUN
fuelectenerg-13294	296	24	.	.	PUNCT
fuelectenerg-13294	297	1	while	while	SCONJ
fuelectenerg-13294	297	2	later	later	ADV
fuelectenerg-13294	297	3	layers	layer	NOUN
fuelectenerg-13294	297	4	extract	extract	VERB
fuelectenerg-13294	297	5	more	more	ADJ
fuelectenerg-13294	297	6	abstract	abstract	ADJ
fuelectenerg-13294	297	7	,	,	PUNCT
fuelectenerg-13294	297	8	high	high	ADJ
fuelectenerg-13294	297	9	-	-	PUNCT
fuelectenerg-13294	297	10	level	level	NOUN
fuelectenerg-13294	297	11	properties	property	NOUN
fuelectenerg-13294	297	12	like	like	ADP
fuelectenerg-13294	297	13	shapes	shape	NOUN
fuelectenerg-13294	297	14	,	,	PUNCT
fuelectenerg-13294	297	15	patterns	pattern	NOUN
fuelectenerg-13294	297	16	,	,	PUNCT
fuelectenerg-13294	297	17	and	and	CCONJ
fuelectenerg-13294	297	18	objects	object	NOUN
fuelectenerg-13294	297	19	,	,	PUNCT
fuelectenerg-13294	297	20	the	the	DET
fuelectenerg-13294	297	21	early	early	ADJ
fuelectenerg-13294	297	22	layers	layer	NOUN
fuelectenerg-13294	297	23	capture	capture	VERB
fuelectenerg-13294	297	24	more	more	ADV
fuelectenerg-13294	297	25	fundamental	fundamental	ADJ
fuelectenerg-13294	297	26	features	feature	NOUN
fuelectenerg-13294	297	27	like	like	ADP
fuelectenerg-13294	297	28	edges	edge	NOUN
fuelectenerg-13294	297	29	and	and	CCONJ
fuelectenerg-13294	297	30	textures	texture	NOUN
fuelectenerg-13294	297	31	.	.	PUNCT
fuelectenerg-13294	298	1	7	7	X
fuelectenerg-13294	298	2	.	.	NOUN
fuelectenerg-13294	298	3	results	result	NOUN
fuelectenerg-13294	298	4	and	and	CCONJ
fuelectenerg-13294	298	5	discussion	discussion	NOUN
fuelectenerg-13294	298	6	to	to	PART
fuelectenerg-13294	298	7	ensure	ensure	VERB
fuelectenerg-13294	298	8	the	the	DET
fuelectenerg-13294	298	9	validity	validity	NOUN
fuelectenerg-13294	298	10	of	of	ADP
fuelectenerg-13294	298	11	the	the	DET
fuelectenerg-13294	298	12	model	model	NOUN
fuelectenerg-13294	298	13	’s	’s	PART
fuelectenerg-13294	298	14	various	various	ADJ
fuelectenerg-13294	298	15	performance	performance	NOUN
fuelectenerg-13294	298	16	metrics	metric	NOUN
fuelectenerg-13294	298	17	such	such	ADJ
fuelectenerg-13294	298	18	as	as	ADP
fuelectenerg-13294	298	19	accuracy	accuracy	NOUN
fuelectenerg-13294	298	20	,	,	PUNCT
fuelectenerg-13294	298	21	specificity	specificity	NOUN
fuelectenerg-13294	298	22	,	,	PUNCT
fuelectenerg-13294	298	23	sensitivity	sensitivity	NOUN
fuelectenerg-13294	298	24	and	and	CCONJ
fuelectenerg-13294	298	25	f1	f1	NOUN
fuelectenerg-13294	298	26	score	score	NOUN
fuelectenerg-13294	298	27	were	be	AUX
fuelectenerg-13294	298	28	used	use	VERB
fuelectenerg-13294	298	29	for	for	ADP
fuelectenerg-13294	298	30	the	the	DET
fuelectenerg-13294	298	31	same	same	ADJ
fuelectenerg-13294	298	32	.	.	PUNCT
fuelectenerg-13294	299	1	accuracy	accuracy	NOUN
fuelectenerg-13294	299	2	can	can	AUX
fuelectenerg-13294	299	3	be	be	AUX
fuelectenerg-13294	299	4	defined	define	VERB
fuelectenerg-13294	299	5	as	as	ADP
fuelectenerg-13294	299	6	the	the	DET
fuelectenerg-13294	299	7	correctly	correctly	ADV
fuelectenerg-13294	299	8	predicted	predict	VERB
fuelectenerg-13294	299	9	instances	instance	NOUN
fuelectenerg-13294	299	10	out	out	ADP
fuelectenerg-13294	299	11	of	of	ADP
fuelectenerg-13294	299	12	all	all	DET
fuelectenerg-13294	299	13	classes	class	NOUN
fuelectenerg-13294	299	14	and	and	CCONJ
fuelectenerg-13294	299	15	can	can	AUX
fuelectenerg-13294	299	16	be	be	AUX
fuelectenerg-13294	299	17	mathematically	mathematically	ADV
fuelectenerg-13294	299	18	represented	represent	VERB
fuelectenerg-13294	299	19	as	as	ADP
fuelectenerg-13294	299	20	in	in	ADP
fuelectenerg-13294	299	21	equation	equation	NOUN
fuelectenerg-13294	299	22	2	2	NUM
fuelectenerg-13294	300	1	[	[	X
fuelectenerg-13294	300	2	28	28	NUM
fuelectenerg-13294	300	3	]	]	PUNCT
fuelectenerg-13294	300	4	where	where	SCONJ
fuelectenerg-13294	300	5	tp	tp	NOUN
fuelectenerg-13294	300	6	denotes	denote	NOUN
fuelectenerg-13294	300	7	accurately	accurately	ADV
fuelectenerg-13294	300	8	predicted	predict	VERB
fuelectenerg-13294	300	9	positive	positive	ADJ
fuelectenerg-13294	300	10	cases	case	NOUN
fuelectenerg-13294	300	11	,	,	PUNCT
fuelectenerg-13294	300	12	tn	tn	PROPN
fuelectenerg-13294	300	13	denotes	denote	NOUN
fuelectenerg-13294	300	14	accurately	accurately	ADV
fuelectenerg-13294	300	15	predicted	predict	VERB
fuelectenerg-13294	300	16	negative	negative	ADJ
fuelectenerg-13294	300	17	cases	case	NOUN
fuelectenerg-13294	300	18	,	,	PUNCT
fuelectenerg-13294	300	19	fn	fn	NOUN
fuelectenerg-13294	300	20	denotes	denote	NOUN
fuelectenerg-13294	300	21	inaccurate	inaccurate	ADJ
fuelectenerg-13294	300	22	prediction	prediction	NOUN
fuelectenerg-13294	300	23	of	of	ADP
fuelectenerg-13294	300	24	negative	negative	ADJ
fuelectenerg-13294	300	25	cases	case	NOUN
fuelectenerg-13294	300	26	whereas	whereas	SCONJ
fuelectenerg-13294	300	27	fp	fp	X
fuelectenerg-13294	300	28	denotes	denote	NOUN
fuelectenerg-13294	300	29	inaccurate	inaccurate	ADJ
fuelectenerg-13294	300	30	prediction	prediction	NOUN
fuelectenerg-13294	300	31	of	of	ADP
fuelectenerg-13294	300	32	positive	positive	ADJ
fuelectenerg-13294	300	33	cases	case	NOUN
fuelectenerg-13294	300	34	.	.	PUNCT
fuelectenerg-13294	301	1	tp	tp	ADP
fuelectenerg-13294	301	2	tn	tn	PROPN
fuelectenerg-13294	301	3	accuracy	accuracy	NOUN
fuelectenerg-13294	301	4	tp	tp	ADP
fuelectenerg-13294	301	5	tn	tn	PROPN
fuelectenerg-13294	301	6	fp	fp	PROPN
fuelectenerg-13294	301	7	fn	fn	NOUN
fuelectenerg-13294	302	1	+	+	NOUN
fuelectenerg-13294	302	2	=	=	PUNCT
fuelectenerg-13294	303	1	+	+	PUNCT
fuelectenerg-13294	303	2	+	+	PUNCT
fuelectenerg-13294	303	3	+	+	CCONJ
fuelectenerg-13294	303	4	(	(	PUNCT
fuelectenerg-13294	303	5	2	2	NUM
fuelectenerg-13294	303	6	)	)	PUNCT
fuelectenerg-13294	303	7	precision	precision	NOUN
fuelectenerg-13294	303	8	,	,	PUNCT
fuelectenerg-13294	303	9	also	also	ADV
fuelectenerg-13294	303	10	known	know	VERB
fuelectenerg-13294	303	11	as	as	ADP
fuelectenerg-13294	303	12	positive	positive	ADJ
fuelectenerg-13294	303	13	predictive	predictive	ADJ
fuelectenerg-13294	303	14	value	value	NOUN
fuelectenerg-13294	303	15	of	of	ADP
fuelectenerg-13294	303	16	all	all	DET
fuelectenerg-13294	303	17	the	the	DET
fuelectenerg-13294	303	18	samples	sample	NOUN
fuelectenerg-13294	303	19	that	that	PRON
fuelectenerg-13294	303	20	are	be	AUX
fuelectenerg-13294	303	21	actually	actually	ADV
fuelectenerg-13294	303	22	predicted	predict	VERB
fuelectenerg-13294	303	23	as	as	ADP
fuelectenerg-13294	303	24	positive	positive	ADJ
fuelectenerg-13294	303	25	from	from	ADP
fuelectenerg-13294	303	26	all	all	DET
fuelectenerg-13294	303	27	those	those	PRON
fuelectenerg-13294	303	28	which	which	PRON
fuelectenerg-13294	303	29	would	would	AUX
fuelectenerg-13294	303	30	be	be	AUX
fuelectenerg-13294	303	31	predicted	predict	VERB
fuelectenerg-13294	303	32	to	to	PART
fuelectenerg-13294	303	33	be	be	AUX
fuelectenerg-13294	303	34	positive	positive	ADJ
fuelectenerg-13294	303	35	[	[	X
fuelectenerg-13294	303	36	29	29	NUM
fuelectenerg-13294	303	37	]	]	PUNCT
fuelectenerg-13294	303	38	.	.	PUNCT
fuelectenerg-13294	304	1	652	652	NUM
fuelectenerg-13294	304	2	a.	a.	PROPN
fuelectenerg-13294	304	3	r.	r.	PROPN
fuelectenerg-13294	304	4	choudhurya	choudhurya	PROPN
fuelectenerg-13294	304	5	,	,	PUNCT
fuelectenerg-13294	304	6	s.	s.	PROPN
fuelectenerg-13294	304	7	r.	r.	PROPN
fuelectenerg-13294	304	8	pandab	pandab	PROPN
fuelectenerg-13294	304	9	,	,	PUNCT
fuelectenerg-13294	304	10	j.	j.	PROPN
fuelectenerg-13294	304	11	rautarayc	rautarayc	PROPN
fuelectenerg-13294	304	12	,	,	PUNCT
fuelectenerg-13294	304	13	p.	p.	NOUN
fuelectenerg-13294	304	14	mishrad	mishrad	PROPN
fuelectenerg-13294	304	15	,	,	PUNCT
fuelectenerg-13294	304	16	m.	m.	NOUN
fuelectenerg-13294	304	17	kandpale	kandpale	PROPN
fuelectenerg-13294	304	18	mathematically	mathematically	ADV
fuelectenerg-13294	304	19	it	it	PRON
fuelectenerg-13294	304	20	can	can	AUX
fuelectenerg-13294	304	21	be	be	AUX
fuelectenerg-13294	304	22	represented	represent	VERB
fuelectenerg-13294	304	23	as	as	ADP
fuelectenerg-13294	304	24	in	in	ADP
fuelectenerg-13294	304	25	equation	equation	NOUN
fuelectenerg-13294	304	26	3	3	NUM
fuelectenerg-13294	304	27	where	where	SCONJ
fuelectenerg-13294	304	28	tp	tp	NOUN
fuelectenerg-13294	304	29	denotes	denote	NOUN
fuelectenerg-13294	304	30	accurately	accurately	ADV
fuelectenerg-13294	304	31	predicted	predict	VERB
fuelectenerg-13294	304	32	positive	positive	ADJ
fuelectenerg-13294	304	33	cases	case	NOUN
fuelectenerg-13294	304	34	and	and	CCONJ
fuelectenerg-13294	304	35	fp	fp	PRON
fuelectenerg-13294	304	36	denotes	denote	NOUN
fuelectenerg-13294	304	37	inaccurate	inaccurate	ADJ
fuelectenerg-13294	304	38	prediction	prediction	NOUN
fuelectenerg-13294	304	39	of	of	ADP
fuelectenerg-13294	304	40	positive	positive	ADJ
fuelectenerg-13294	304	41	cases	case	NOUN
fuelectenerg-13294	304	42	.	.	PUNCT
fuelectenerg-13294	305	1	tp	tp	AUX
fuelectenerg-13294	305	2	precision	precision	VERB
fuelectenerg-13294	305	3	tp	tp	ADP
fuelectenerg-13294	305	4	fp	fp	PROPN
fuelectenerg-13294	305	5	=	=	PUNCT
fuelectenerg-13294	306	1	+	+	CCONJ
fuelectenerg-13294	306	2	(	(	PUNCT
fuelectenerg-13294	306	3	3	3	X
fuelectenerg-13294	306	4	)	)	PUNCT
fuelectenerg-13294	306	5	sensitivity	sensitivity	NOUN
fuelectenerg-13294	306	6	is	be	AUX
fuelectenerg-13294	306	7	the	the	DET
fuelectenerg-13294	306	8	count	count	NOUN
fuelectenerg-13294	306	9	of	of	ADP
fuelectenerg-13294	306	10	those	those	DET
fuelectenerg-13294	306	11	samples	sample	NOUN
fuelectenerg-13294	306	12	that	that	PRON
fuelectenerg-13294	306	13	are	be	AUX
fuelectenerg-13294	306	14	classified	classify	VERB
fuelectenerg-13294	306	15	as	as	ADP
fuelectenerg-13294	306	16	positive	positive	ADJ
fuelectenerg-13294	306	17	and	and	CCONJ
fuelectenerg-13294	306	18	those	those	PRON
fuelectenerg-13294	306	19	which	which	PRON
fuelectenerg-13294	306	20	are	be	AUX
fuelectenerg-13294	306	21	actually	actually	ADV
fuelectenerg-13294	306	22	predicted	predict	VERB
fuelectenerg-13294	306	23	to	to	PART
fuelectenerg-13294	306	24	be	be	AUX
fuelectenerg-13294	306	25	positive	positive	ADJ
fuelectenerg-13294	306	26	.	.	PUNCT
fuelectenerg-13294	307	1	it	it	PRON
fuelectenerg-13294	307	2	is	be	AUX
fuelectenerg-13294	307	3	also	also	ADV
fuelectenerg-13294	307	4	denoted	denote	VERB
fuelectenerg-13294	307	5	as	as	ADP
fuelectenerg-13294	307	6	recall	recall	NOUN
fuelectenerg-13294	307	7	and	and	CCONJ
fuelectenerg-13294	307	8	is	be	AUX
fuelectenerg-13294	307	9	represented	represent	VERB
fuelectenerg-13294	307	10	in	in	ADP
fuelectenerg-13294	307	11	equation	equation	NOUN
fuelectenerg-13294	307	12	4	4	NUM
fuelectenerg-13294	308	1	[	[	SYM
fuelectenerg-13294	308	2	30	30	NUM
fuelectenerg-13294	308	3	]	]	PUNCT
fuelectenerg-13294	308	4	where	where	SCONJ
fuelectenerg-13294	308	5	tp	tp	NOUN
fuelectenerg-13294	308	6	denotes	denote	NOUN
fuelectenerg-13294	308	7	accurately	accurately	ADV
fuelectenerg-13294	308	8	predicted	predict	VERB
fuelectenerg-13294	308	9	positive	positive	ADJ
fuelectenerg-13294	308	10	cases	case	NOUN
fuelectenerg-13294	308	11	and	and	CCONJ
fuelectenerg-13294	308	12	fn	fn	NOUN
fuelectenerg-13294	308	13	denotes	denote	NOUN
fuelectenerg-13294	308	14	inaccurate	inaccurate	ADJ
fuelectenerg-13294	308	15	prediction	prediction	NOUN
fuelectenerg-13294	308	16	of	of	ADP
fuelectenerg-13294	308	17	negative	negative	ADJ
fuelectenerg-13294	308	18	cases	case	NOUN
fuelectenerg-13294	308	19	.	.	PUNCT
fuelectenerg-13294	309	1	tp	tp	ADP
fuelectenerg-13294	309	2	sensitivity	sensitivity	NOUN
fuelectenerg-13294	309	3	tp	tp	X
fuelectenerg-13294	309	4	fn	fn	NOUN
fuelectenerg-13294	310	1	=	=	PUNCT
fuelectenerg-13294	311	1	+	+	CCONJ
fuelectenerg-13294	311	2	(	(	PUNCT
fuelectenerg-13294	311	3	4	4	X
fuelectenerg-13294	311	4	)	)	PUNCT
fuelectenerg-13294	311	5	f1	f1	NOUN
fuelectenerg-13294	311	6	score	score	NOUN
fuelectenerg-13294	311	7	is	be	AUX
fuelectenerg-13294	311	8	the	the	DET
fuelectenerg-13294	311	9	combination	combination	NOUN
fuelectenerg-13294	311	10	of	of	ADP
fuelectenerg-13294	311	11	both	both	DET
fuelectenerg-13294	311	12	precision	precision	NOUN
fuelectenerg-13294	311	13	and	and	CCONJ
fuelectenerg-13294	311	14	recall	recall	NOUN
fuelectenerg-13294	311	15	which	which	PRON
fuelectenerg-13294	311	16	is	be	AUX
fuelectenerg-13294	311	17	represented	represent	VERB
fuelectenerg-13294	311	18	in	in	ADP
fuelectenerg-13294	311	19	equation	equation	NOUN
fuelectenerg-13294	311	20	5	5	NUM
fuelectenerg-13294	311	21	.	.	SYM
fuelectenerg-13294	311	22	2	2	NUM
fuelectenerg-13294	311	23	1	1	NUM
fuelectenerg-13294	311	24	precision	precision	NOUN
fuelectenerg-13294	311	25	recall	recall	NOUN
fuelectenerg-13294	311	26	f	f	PROPN
fuelectenerg-13294	311	27	score	score	NOUN
fuelectenerg-13294	311	28	precision	precision	NOUN
fuelectenerg-13294	311	29	recall	recall	VERB
fuelectenerg-13294	311	30			VERB
fuelectenerg-13294	311	31			PROPN
fuelectenerg-13294	311	32	=	=	SYM
fuelectenerg-13294	312	1	+	+	CCONJ
fuelectenerg-13294	312	2	(	(	PUNCT
fuelectenerg-13294	312	3	5	5	NUM
fuelectenerg-13294	312	4	)	)	PUNCT
fuelectenerg-13294	312	5	table	table	NOUN
fuelectenerg-13294	312	6	2	2	NUM
fuelectenerg-13294	312	7	demonstrates	demonstrate	VERB
fuelectenerg-13294	312	8	the	the	DET
fuelectenerg-13294	312	9	various	various	ADJ
fuelectenerg-13294	312	10	deep	deep	ADJ
fuelectenerg-13294	312	11	learning	learning	NOUN
fuelectenerg-13294	312	12	models	model	NOUN
fuelectenerg-13294	312	13	trained	train	VERB
fuelectenerg-13294	312	14	for	for	ADP
fuelectenerg-13294	312	15	carrying	carry	VERB
fuelectenerg-13294	312	16	out	out	ADP
fuelectenerg-13294	312	17	the	the	DET
fuelectenerg-13294	312	18	classification	classification	NOUN
fuelectenerg-13294	312	19	task	task	NOUN
fuelectenerg-13294	312	20	with	with	ADP
fuelectenerg-13294	312	21	different	different	ADJ
fuelectenerg-13294	312	22	epoch	epoch	NOUN
fuelectenerg-13294	312	23	sizes	size	NOUN
fuelectenerg-13294	312	24	.	.	PUNCT
fuelectenerg-13294	313	1	table	table	NOUN
fuelectenerg-13294	313	2	2	2	NUM
fuelectenerg-13294	313	3	epoch	epoch	NOUN
fuelectenerg-13294	313	4	size	size	NOUN
fuelectenerg-13294	313	5	of	of	ADP
fuelectenerg-13294	313	6	various	various	ADJ
fuelectenerg-13294	313	7	models	model	NOUN
fuelectenerg-13294	313	8	model	model	VERB
fuelectenerg-13294	313	9	max	max	PROPN
fuelectenerg-13294	313	10	epoch	epoch	PROPN
fuelectenerg-13294	313	11	custom	custom	PROPN
fuelectenerg-13294	313	12	cnn	cnn	PROPN
fuelectenerg-13294	314	1	10	10	NUM
fuelectenerg-13294	314	2	vgg16	vgg16	PROPN
fuelectenerg-13294	314	3	10	10	NUM
fuelectenerg-13294	314	4	vgg19	vgg19	NOUN
fuelectenerg-13294	314	5	10	10	NUM
fuelectenerg-13294	314	6	inception	inception	NOUN
fuelectenerg-13294	314	7	v3	v3	PROPN
fuelectenerg-13294	314	8	10	10	NUM
fuelectenerg-13294	314	9	resnet	resnet	VERB
fuelectenerg-13294	314	10	50	50	NUM
fuelectenerg-13294	314	11	25	25	NUM
fuelectenerg-13294	314	12	mobilenetv2	mobilenetv2	NOUN
fuelectenerg-13294	314	13	10	10	NUM
fuelectenerg-13294	314	14	table	table	NOUN
fuelectenerg-13294	314	15	3	3	NUM
fuelectenerg-13294	314	16	demonstrates	demonstrate	VERB
fuelectenerg-13294	314	17	the	the	DET
fuelectenerg-13294	314	18	comparative	comparative	ADJ
fuelectenerg-13294	314	19	analysis	analysis	NOUN
fuelectenerg-13294	314	20	of	of	ADP
fuelectenerg-13294	314	21	all	all	DET
fuelectenerg-13294	314	22	the	the	DET
fuelectenerg-13294	314	23	models	model	NOUN
fuelectenerg-13294	314	24	which	which	PRON
fuelectenerg-13294	314	25	were	be	AUX
fuelectenerg-13294	314	26	trained	train	VERB
fuelectenerg-13294	314	27	individually	individually	ADV
fuelectenerg-13294	314	28	and	and	CCONJ
fuelectenerg-13294	314	29	their	their	PRON
fuelectenerg-13294	314	30	scores	score	NOUN
fuelectenerg-13294	314	31	are	be	AUX
fuelectenerg-13294	314	32	generated	generate	VERB
fuelectenerg-13294	314	33	and	and	CCONJ
fuelectenerg-13294	314	34	fig10	fig10	PROPN
fuelectenerg-13294	314	35	showcases	showcase	VERB
fuelectenerg-13294	314	36	its	its	PRON
fuelectenerg-13294	314	37	graphical	graphical	ADJ
fuelectenerg-13294	314	38	representation	representation	NOUN
fuelectenerg-13294	314	39	.	.	PUNCT
fuelectenerg-13294	315	1	the	the	DET
fuelectenerg-13294	315	2	accuracy	accuracy	NOUN
fuelectenerg-13294	315	3	for	for	ADP
fuelectenerg-13294	315	4	custom	custom	NOUN
fuelectenerg-13294	315	5	cnn	cnn	PROPN
fuelectenerg-13294	315	6	model	model	NOUN
fuelectenerg-13294	315	7	came	come	VERB
fuelectenerg-13294	315	8	out	out	ADP
fuelectenerg-13294	315	9	to	to	PART
fuelectenerg-13294	315	10	be	be	AUX
fuelectenerg-13294	315	11	98.79	98.79	NUM
fuelectenerg-13294	315	12	%	%	NOUN
fuelectenerg-13294	315	13	precision	precision	NOUN
fuelectenerg-13294	315	14	is	be	AUX
fuelectenerg-13294	315	15	96.6	96.6	NUM
fuelectenerg-13294	315	16	%	%	NOUN
fuelectenerg-13294	315	17	sensitivity	sensitivity	NOUN
fuelectenerg-13294	315	18	is	be	AUX
fuelectenerg-13294	315	19	99.1	99.1	NUM
fuelectenerg-13294	315	20	%	%	NOUN
fuelectenerg-13294	315	21	whereas	whereas	SCONJ
fuelectenerg-13294	315	22	f1	f1	ADJ
fuelectenerg-13294	315	23	score	score	NOUN
fuelectenerg-13294	315	24	came	come	VERB
fuelectenerg-13294	315	25	out	out	ADP
fuelectenerg-13294	315	26	to	to	PART
fuelectenerg-13294	315	27	be	be	AUX
fuelectenerg-13294	315	28	97.82	97.82	NUM
fuelectenerg-13294	315	29	%	%	NOUN
fuelectenerg-13294	315	30	.	.	PUNCT
fuelectenerg-13294	316	1	likewise	likewise	ADV
fuelectenerg-13294	316	2	,	,	PUNCT
fuelectenerg-13294	316	3	the	the	DET
fuelectenerg-13294	316	4	accuracy	accuracy	NOUN
fuelectenerg-13294	316	5	for	for	ADP
fuelectenerg-13294	316	6	vgg16	vgg16	PROPN
fuelectenerg-13294	316	7	is	be	AUX
fuelectenerg-13294	316	8	88.48	88.48	NUM
fuelectenerg-13294	316	9	%	%	NOUN
fuelectenerg-13294	316	10	followed	follow	VERB
fuelectenerg-13294	316	11	by	by	ADP
fuelectenerg-13294	316	12	precision	precision	NOUN
fuelectenerg-13294	316	13	of	of	ADP
fuelectenerg-13294	316	14	88.24	88.24	NUM
fuelectenerg-13294	316	15	%	%	NOUN
fuelectenerg-13294	316	16	then	then	ADV
fuelectenerg-13294	316	17	sensitivity	sensitivity	NOUN
fuelectenerg-13294	316	18	of	of	ADP
fuelectenerg-13294	316	19	92	92	NUM
fuelectenerg-13294	316	20	%	%	NOUN
fuelectenerg-13294	316	21	and	and	CCONJ
fuelectenerg-13294	316	22	its	its	PRON
fuelectenerg-13294	316	23	f1	f1	NOUN
fuelectenerg-13294	316	24	score	score	NOUN
fuelectenerg-13294	316	25	is	be	AUX
fuelectenerg-13294	316	26	86.96%.vgg	86.96%.vgg	NUM
fuelectenerg-13294	316	27	16	16	NUM
fuelectenerg-13294	316	28	performed	perform	VERB
fuelectenerg-13294	316	29	meagerly	meagerly	ADV
fuelectenerg-13294	316	30	than	than	ADP
fuelectenerg-13294	316	31	the	the	DET
fuelectenerg-13294	316	32	custom	custom	NOUN
fuelectenerg-13294	316	33	cnn	cnn	PROPN
fuelectenerg-13294	316	34	model	model	PROPN
fuelectenerg-13294	316	35	.	.	PUNCT
fuelectenerg-13294	317	1	due	due	ADP
fuelectenerg-13294	317	2	to	to	ADP
fuelectenerg-13294	317	3	the	the	DET
fuelectenerg-13294	317	4	presence	presence	NOUN
fuelectenerg-13294	317	5	of	of	ADP
fuelectenerg-13294	317	6	inception	inception	ADJ
fuelectenerg-13294	317	7	modules	module	NOUN
fuelectenerg-13294	317	8	in	in	ADP
fuelectenerg-13294	317	9	inception	inception	ADJ
fuelectenerg-13294	317	10	v3	v3	PROPN
fuelectenerg-13294	317	11	,	,	PUNCT
fuelectenerg-13294	317	12	it	it	PRON
fuelectenerg-13294	317	13	achieved	achieve	VERB
fuelectenerg-13294	317	14	an	an	DET
fuelectenerg-13294	317	15	accuracy	accuracy	NOUN
fuelectenerg-13294	317	16	of	of	ADP
fuelectenerg-13294	317	17	95.45	95.45	NUM
fuelectenerg-13294	317	18	%	%	NOUN
fuelectenerg-13294	317	19	with	with	ADP
fuelectenerg-13294	317	20	a	a	DET
fuelectenerg-13294	317	21	precision	precision	NOUN
fuelectenerg-13294	317	22	of	of	ADP
fuelectenerg-13294	317	23	97.37	97.37	NUM
fuelectenerg-13294	317	24	%	%	NOUN
fuelectenerg-13294	317	25	also	also	ADV
fuelectenerg-13294	317	26	sensitivity	sensitivity	NOUN
fuelectenerg-13294	317	27	of	of	ADP
fuelectenerg-13294	317	28	96.52	96.52	NUM
fuelectenerg-13294	317	29	%	%	NOUN
fuelectenerg-13294	317	30	along	along	ADP
fuelectenerg-13294	317	31	with	with	ADP
fuelectenerg-13294	317	32	f1	f1	ADJ
fuelectenerg-13294	317	33	score	score	NOUN
fuelectenerg-13294	317	34	of	of	ADP
fuelectenerg-13294	317	35	96.94	96.94	NUM
fuelectenerg-13294	317	36	%	%	NOUN
fuelectenerg-13294	317	37	.	.	PUNCT
fuelectenerg-13294	318	1	resnet50	resnet50	PROPN
fuelectenerg-13294	318	2	yielded	yield	VERB
fuelectenerg-13294	318	3	an	an	DET
fuelectenerg-13294	318	4	accuracy	accuracy	NOUN
fuelectenerg-13294	318	5	of	of	ADP
fuelectenerg-13294	318	6	94.85	94.85	NUM
fuelectenerg-13294	318	7	%	%	NOUN
fuelectenerg-13294	318	8	with	with	ADP
fuelectenerg-13294	318	9	94.83	94.83	NUM
fuelectenerg-13294	318	10	%	%	NOUN
fuelectenerg-13294	318	11	of	of	ADP
fuelectenerg-13294	318	12	precision	precision	NOUN
fuelectenerg-13294	318	13	also	also	ADV
fuelectenerg-13294	318	14	its	its	PRON
fuelectenerg-13294	318	15	sensitivity	sensitivity	NOUN
fuelectenerg-13294	318	16	and	and	CCONJ
fuelectenerg-13294	318	17	f1	f1	NOUN
fuelectenerg-13294	318	18	score	score	NOUN
fuelectenerg-13294	318	19	came	come	VERB
fuelectenerg-13294	318	20	out	out	ADP
fuelectenerg-13294	318	21	to	to	PART
fuelectenerg-13294	318	22	be	be	AUX
fuelectenerg-13294	318	23	94.80	94.80	NUM
fuelectenerg-13294	318	24	%	%	NOUN
fuelectenerg-13294	318	25	and	and	CCONJ
fuelectenerg-13294	318	26	94.83	94.83	NUM
fuelectenerg-13294	318	27	%	%	NOUN
fuelectenerg-13294	318	28	.	.	PUNCT
fuelectenerg-13294	319	1	vgg19	vgg19	PROPN
fuelectenerg-13294	319	2	model	model	NOUN
fuelectenerg-13294	319	3	after	after	ADP
fuelectenerg-13294	319	4	training	training	NOUN
fuelectenerg-13294	319	5	accuracy	accuracy	NOUN
fuelectenerg-13294	319	6	came	come	VERB
fuelectenerg-13294	319	7	out	out	ADP
fuelectenerg-13294	319	8	to	to	PART
fuelectenerg-13294	319	9	be	be	AUX
fuelectenerg-13294	319	10	93.64	93.64	NUM
fuelectenerg-13294	319	11	%	%	NOUN
fuelectenerg-13294	319	12	also	also	ADV
fuelectenerg-13294	319	13	93.63	93.63	NUM
fuelectenerg-13294	319	14	%	%	NOUN
fuelectenerg-13294	319	15	being	be	AUX
fuelectenerg-13294	319	16	its	its	PRON
fuelectenerg-13294	319	17	precision	precision	NOUN
fuelectenerg-13294	319	18	score	score	NOUN
fuelectenerg-13294	319	19	accompanied	accompany	VERB
fuelectenerg-13294	319	20	by	by	ADP
fuelectenerg-13294	319	21	sensitivity	sensitivity	NOUN
fuelectenerg-13294	319	22	score	score	NOUN
fuelectenerg-13294	319	23	of	of	ADP
fuelectenerg-13294	319	24	93.45	93.45	NUM
fuelectenerg-13294	319	25	%	%	NOUN
fuelectenerg-13294	319	26	and	and	CCONJ
fuelectenerg-13294	319	27	f1	f1	NOUN
fuelectenerg-13294	319	28	score	score	NOUN
fuelectenerg-13294	319	29	of	of	ADP
fuelectenerg-13294	319	30	93.53	93.53	NUM
fuelectenerg-13294	319	31	%	%	NOUN
fuelectenerg-13294	319	32	.	.	PUNCT
fuelectenerg-13294	320	1	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	320	2	produced	produce	VERB
fuelectenerg-13294	320	3	an	an	DET
fuelectenerg-13294	320	4	accuracy	accuracy	NOUN
fuelectenerg-13294	320	5	of	of	ADP
fuelectenerg-13294	320	6	93.64%,with	93.64%,with	PROPN
fuelectenerg-13294	320	7	precision	precision	NOUN
fuelectenerg-13294	320	8	of	of	ADP
fuelectenerg-13294	320	9	92.36	92.36	NUM
fuelectenerg-13294	320	10	%	%	NOUN
fuelectenerg-13294	320	11	along	along	ADP
fuelectenerg-13294	320	12	with	with	ADP
fuelectenerg-13294	320	13	sensitivity	sensitivity	NOUN
fuelectenerg-13294	320	14	and	and	CCONJ
fuelectenerg-13294	320	15	f1	f1	NOUN
fuelectenerg-13294	320	16	score	score	NOUN
fuelectenerg-13294	320	17	of	of	ADP
fuelectenerg-13294	320	18	92.13	92.13	NUM
fuelectenerg-13294	320	19	%	%	NOUN
fuelectenerg-13294	320	20	and	and	CCONJ
fuelectenerg-13294	320	21	92.21%.inception	92.21%.inception	NUM
fuelectenerg-13294	320	22	v3	v3	PROPN
fuelectenerg-13294	320	23	model	model	NOUN
fuelectenerg-13294	320	24	performed	perform	VERB
fuelectenerg-13294	320	25	better	well	ADV
fuelectenerg-13294	320	26	than	than	ADP
fuelectenerg-13294	320	27	resnet50	resnet50	NOUN
fuelectenerg-13294	320	28	,	,	PUNCT
fuelectenerg-13294	320	29	vgg16,vgg19	vgg16,vgg19	NOUN
fuelectenerg-13294	320	30	and	and	CCONJ
fuelectenerg-13294	320	31	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	320	32	.	.	PUNCT
fuelectenerg-13294	321	1	it	it	PRON
fuelectenerg-13294	321	2	is	be	AUX
fuelectenerg-13294	321	3	clear	clear	ADJ
fuelectenerg-13294	321	4	that	that	SCONJ
fuelectenerg-13294	321	5	out	out	ADP
fuelectenerg-13294	321	6	of	of	ADP
fuelectenerg-13294	321	7	all	all	DET
fuelectenerg-13294	321	8	the	the	DET
fuelectenerg-13294	321	9	models	model	NOUN
fuelectenerg-13294	321	10	custom	custom	PROPN
fuelectenerg-13294	321	11	cnn	cnn	PROPN
fuelectenerg-13294	321	12	model	model	NOUN
fuelectenerg-13294	321	13	outperformed	outperform	VERB
fuelectenerg-13294	321	14	other	other	ADJ
fuelectenerg-13294	321	15	models	model	NOUN
fuelectenerg-13294	321	16	.	.	PUNCT
fuelectenerg-13294	322	1	harnessing	harness	VERB
fuelectenerg-13294	322	2	deep	deep	ADJ
fuelectenerg-13294	322	3	learning	learning	NOUN
fuelectenerg-13294	322	4	for	for	ADP
fuelectenerg-13294	322	5	lung	lung	NOUN
fuelectenerg-13294	322	6	cancer	cancer	NOUN
fuelectenerg-13294	322	7	detection	detection	NOUN
fuelectenerg-13294	322	8	using	use	VERB
fuelectenerg-13294	322	9	ct	ct	PROPN
fuelectenerg-13294	322	10	scan	scan	NOUN
fuelectenerg-13294	322	11	images	image	VERB
fuelectenerg-13294	322	12	653	653	NUM
fuelectenerg-13294	322	13	table	table	NOUN
fuelectenerg-13294	322	14	3	3	NUM
fuelectenerg-13294	322	15	competitive	competitive	ADJ
fuelectenerg-13294	322	16	analysis	analysis	NOUN
fuelectenerg-13294	322	17	of	of	ADP
fuelectenerg-13294	322	18	performance	performance	NOUN
fuelectenerg-13294	322	19	metrices	metrice	NOUN
fuelectenerg-13294	322	20	for	for	ADP
fuelectenerg-13294	322	21	respective	respective	ADJ
fuelectenerg-13294	322	22	models	model	NOUN
fuelectenerg-13294	322	23	model	model	NOUN
fuelectenerg-13294	322	24	accuracy	accuracy	NOUN
fuelectenerg-13294	322	25	precision	precision	NOUN
fuelectenerg-13294	322	26	sensitivity	sensitivity	NOUN
fuelectenerg-13294	322	27	f1score	f1score	NOUN
fuelectenerg-13294	322	28	custom	custom	PROPN
fuelectenerg-13294	322	29	cnn	cnn	PROPN
fuelectenerg-13294	322	30	98.79	98.79	NUM
fuelectenerg-13294	322	31	%	%	NOUN
fuelectenerg-13294	322	32	96.6	96.6	NUM
fuelectenerg-13294	322	33	%	%	NOUN
fuelectenerg-13294	322	34	99.1	99.1	NUM
fuelectenerg-13294	322	35	%	%	NOUN
fuelectenerg-13294	322	36	97.82	97.82	NUM
fuelectenerg-13294	322	37	%	%	NOUN
fuelectenerg-13294	322	38	vgg16	vgg16	NOUN
fuelectenerg-13294	322	39	88.48	88.48	NUM
fuelectenerg-13294	322	40	%	%	NOUN
fuelectenerg-13294	322	41	88.24	88.24	NUM
fuelectenerg-13294	322	42	%	%	NOUN
fuelectenerg-13294	322	43	92.00	92.00	NUM
fuelectenerg-13294	322	44	%	%	NOUN
fuelectenerg-13294	322	45	86.96	86.96	NUM
fuelectenerg-13294	322	46	%	%	NOUN
fuelectenerg-13294	322	47	inceptionv3	inceptionv3	NOUN
fuelectenerg-13294	322	48	95.45	95.45	NUM
fuelectenerg-13294	322	49	%	%	NOUN
fuelectenerg-13294	322	50	97.37	97.37	NUM
fuelectenerg-13294	322	51	%	%	NOUN
fuelectenerg-13294	322	52	96.52	96.52	NUM
fuelectenerg-13294	322	53	%	%	NOUN
fuelectenerg-13294	322	54	96.94	96.94	NUM
fuelectenerg-13294	322	55	%	%	NOUN
fuelectenerg-13294	322	56	resnet50	resnet50	NOUN
fuelectenerg-13294	322	57	94.85	94.85	NUM
fuelectenerg-13294	322	58	%	%	NOUN
fuelectenerg-13294	322	59	94.83	94.83	NUM
fuelectenerg-13294	322	60	%	%	NOUN
fuelectenerg-13294	322	61	94.80	94.80	NUM
fuelectenerg-13294	322	62	%	%	NOUN
fuelectenerg-13294	322	63	94.83	94.83	NUM
fuelectenerg-13294	322	64	%	%	NOUN
fuelectenerg-13294	322	65	vgg19	vgg19	NOUN
fuelectenerg-13294	322	66	93.64	93.64	NUM
fuelectenerg-13294	322	67	%	%	NOUN
fuelectenerg-13294	322	68	93.63	93.63	NUM
fuelectenerg-13294	322	69	%	%	NOUN
fuelectenerg-13294	322	70	93.45	93.45	NUM
fuelectenerg-13294	322	71	%	%	NOUN
fuelectenerg-13294	322	72	93.53	93.53	NUM
fuelectenerg-13294	322	73	%	%	NOUN
fuelectenerg-13294	322	74	mobilenetv	mobilenetv	NOUN
fuelectenerg-13294	322	75	92.42	92.42	NUM
fuelectenerg-13294	322	76	%	%	NOUN
fuelectenerg-13294	322	77	92.36	92.36	NUM
fuelectenerg-13294	322	78	%	%	NOUN
fuelectenerg-13294	322	79	92.13	92.13	NUM
fuelectenerg-13294	322	80	%	%	NOUN
fuelectenerg-13294	322	81	92.21	92.21	NUM
fuelectenerg-13294	322	82	%	%	NOUN
fuelectenerg-13294	322	83	fig	fig	NOUN
fuelectenerg-13294	322	84	.	.	PUNCT
fuelectenerg-13294	323	1	10	10	NUM
fuelectenerg-13294	323	2	graphical	graphical	ADJ
fuelectenerg-13294	323	3	representation	representation	NOUN
fuelectenerg-13294	323	4	of	of	ADP
fuelectenerg-13294	323	5	performance	performance	NOUN
fuelectenerg-13294	323	6	metrics	metric	NOUN
fuelectenerg-13294	323	7	of	of	ADP
fuelectenerg-13294	323	8	models	model	NOUN
fuelectenerg-13294	323	9	table	table	VERB
fuelectenerg-13294	323	10	4	4	NUM
fuelectenerg-13294	323	11	displays	display	VERB
fuelectenerg-13294	323	12	the	the	DET
fuelectenerg-13294	323	13	performance	performance	NOUN
fuelectenerg-13294	323	14	evaluation	evaluation	NOUN
fuelectenerg-13294	323	15	of	of	ADP
fuelectenerg-13294	323	16	each	each	DET
fuelectenerg-13294	323	17	model	model	NOUN
fuelectenerg-13294	323	18	with	with	ADP
fuelectenerg-13294	323	19	different	different	ADJ
fuelectenerg-13294	323	20	cases	case	NOUN
fuelectenerg-13294	323	21	as	as	ADP
fuelectenerg-13294	323	22	benign	benign	ADJ
fuelectenerg-13294	323	23	,	,	PUNCT
fuelectenerg-13294	323	24	malignant	malignant	ADJ
fuelectenerg-13294	323	25	and	and	CCONJ
fuelectenerg-13294	323	26	normal	normal	ADJ
fuelectenerg-13294	323	27	case	case	NOUN
fuelectenerg-13294	323	28	.	.	PUNCT
fuelectenerg-13294	324	1	for	for	ADP
fuelectenerg-13294	324	2	the	the	DET
fuelectenerg-13294	324	3	custom	custom	NOUN
fuelectenerg-13294	324	4	cnn	cnn	PROPN
fuelectenerg-13294	324	5	model	model	PROPN
fuelectenerg-13294	324	6	precision	precision	NOUN
fuelectenerg-13294	324	7	for	for	ADP
fuelectenerg-13294	324	8	malignant	malignant	ADJ
fuelectenerg-13294	324	9	and	and	CCONJ
fuelectenerg-13294	324	10	benign	benign	ADJ
fuelectenerg-13294	324	11	case	case	NOUN
fuelectenerg-13294	324	12	is	be	AUX
fuelectenerg-13294	324	13	similar	similar	ADJ
fuelectenerg-13294	324	14	where	where	SCONJ
fuelectenerg-13294	324	15	sensitivity	sensitivity	NOUN
fuelectenerg-13294	324	16	of	of	ADP
fuelectenerg-13294	324	17	them	they	PRON
fuelectenerg-13294	324	18	are	be	AUX
fuelectenerg-13294	324	19	98.31	98.31	NUM
fuelectenerg-13294	324	20	%	%	NOUN
fuelectenerg-13294	324	21	and	and	CCONJ
fuelectenerg-13294	324	22	99.15	99.15	NUM
fuelectenerg-13294	324	23	%	%	NOUN
fuelectenerg-13294	324	24	respectively	respectively	ADV
fuelectenerg-13294	324	25	.	.	PUNCT
fuelectenerg-13294	325	1	f1	f1	PROPN
fuelectenerg-13294	325	2	scores	score	NOUN
fuelectenerg-13294	325	3	for	for	ADP
fuelectenerg-13294	325	4	benign	benign	ADJ
fuelectenerg-13294	325	5	,	,	PUNCT
fuelectenerg-13294	325	6	malignant	malignant	ADJ
fuelectenerg-13294	325	7	and	and	CCONJ
fuelectenerg-13294	325	8	normal	normal	ADJ
fuelectenerg-13294	325	9	cases	case	NOUN
fuelectenerg-13294	325	10	are	be	AUX
fuelectenerg-13294	325	11	94.74%,99.15	94.74%,99.15	NOUN
fuelectenerg-13294	325	12	%	%	NOUN
fuelectenerg-13294	325	13	and	and	CCONJ
fuelectenerg-13294	325	14	99.57%.benign	99.57%.benign	NUM
fuelectenerg-13294	325	15	case	case	NOUN
fuelectenerg-13294	325	16	for	for	ADP
fuelectenerg-13294	325	17	inception	inception	ADJ
fuelectenerg-13294	325	18	v3	v3	PROPN
fuelectenerg-13294	325	19	model	model	NOUN
fuelectenerg-13294	325	20	achieved	achieve	VERB
fuelectenerg-13294	325	21	an	an	DET
fuelectenerg-13294	325	22	accuracy	accuracy	NOUN
fuelectenerg-13294	325	23	of	of	ADP
fuelectenerg-13294	325	24	95.45	95.45	NUM
fuelectenerg-13294	325	25	%	%	NOUN
fuelectenerg-13294	325	26	with	with	ADP
fuelectenerg-13294	325	27	a	a	DET
fuelectenerg-13294	325	28	precision	precision	NOUN
fuelectenerg-13294	325	29	of	of	ADP
fuelectenerg-13294	325	30	97.37	97.37	NUM
fuelectenerg-13294	325	31	%	%	NOUN
fuelectenerg-13294	325	32	along	along	ADP
fuelectenerg-13294	325	33	with	with	ADP
fuelectenerg-13294	325	34	sensitivity	sensitivity	NOUN
fuelectenerg-13294	325	35	of	of	ADP
fuelectenerg-13294	325	36	96.52	96.52	NUM
fuelectenerg-13294	325	37	%	%	NOUN
fuelectenerg-13294	325	38	and	and	CCONJ
fuelectenerg-13294	325	39	f1	f1	NOUN
fuelectenerg-13294	325	40	score	score	NOUN
fuelectenerg-13294	325	41	of	of	ADP
fuelectenerg-13294	325	42	96.94	96.94	NUM
fuelectenerg-13294	325	43	%	%	NOUN
fuelectenerg-13294	325	44	.	.	PUNCT
fuelectenerg-13294	326	1	for	for	ADP
fuelectenerg-13294	326	2	the	the	DET
fuelectenerg-13294	326	3	normal	normal	ADJ
fuelectenerg-13294	326	4	case	case	NOUN
fuelectenerg-13294	326	5	precision	precision	NOUN
fuelectenerg-13294	326	6	score	score	NOUN
fuelectenerg-13294	326	7	is	be	AUX
fuelectenerg-13294	326	8	96.15	96.15	NUM
fuelectenerg-13294	326	9	%	%	NOUN
fuelectenerg-13294	326	10	along	along	ADP
fuelectenerg-13294	326	11	with	with	ADP
fuelectenerg-13294	326	12	sensitivity	sensitivity	NOUN
fuelectenerg-13294	326	13	score	score	NOUN
fuelectenerg-13294	326	14	of	of	ADP
fuelectenerg-13294	326	15	95.24	95.24	NUM
fuelectenerg-13294	326	16	%	%	NOUN
fuelectenerg-13294	326	17	its	its	PRON
fuelectenerg-13294	326	18	f1	f1	NOUN
fuelectenerg-13294	326	19	score	score	NOUN
fuelectenerg-13294	326	20	is	be	AUX
fuelectenerg-13294	326	21	95.69	95.69	NUM
fuelectenerg-13294	326	22	%	%	NOUN
fuelectenerg-13294	326	23	.	.	PUNCT
fuelectenerg-13294	327	1	additionally	additionally	ADV
fuelectenerg-13294	327	2	in	in	ADP
fuelectenerg-13294	327	3	resnet50	resnet50	NOUN
fuelectenerg-13294	327	4	model	model	NOUN
fuelectenerg-13294	327	5	the	the	DET
fuelectenerg-13294	327	6	precision	precision	NOUN
fuelectenerg-13294	327	7	,	,	PUNCT
fuelectenerg-13294	327	8	sensitivity	sensitivity	NOUN
fuelectenerg-13294	327	9	and	and	CCONJ
fuelectenerg-13294	327	10	f1	f1	NOUN
fuelectenerg-13294	327	11	score	score	NOUN
fuelectenerg-13294	327	12	for	for	ADP
fuelectenerg-13294	327	13	benign	benign	ADJ
fuelectenerg-13294	327	14	case	case	NOUN
fuelectenerg-13294	327	15	is	be	AUX
fuelectenerg-13294	327	16	91.15	91.15	NUM
fuelectenerg-13294	327	17	%	%	NOUN
fuelectenerg-13294	327	18	,	,	PUNCT
fuelectenerg-13294	327	19	97.17	97.17	NUM
fuelectenerg-13294	327	20	%	%	NOUN
fuelectenerg-13294	327	21	,	,	PUNCT
fuelectenerg-13294	327	22	94.06	94.06	NUM
fuelectenerg-13294	327	23	%	%	NOUN
fuelectenerg-13294	327	24	for	for	ADP
fuelectenerg-13294	327	25	malignant	malignant	ADJ
fuelectenerg-13294	327	26	case	case	NOUN
fuelectenerg-13294	327	27	is	be	AUX
fuelectenerg-13294	327	28	97.09	97.09	NUM
fuelectenerg-13294	327	29	%	%	NOUN
fuelectenerg-13294	327	30	,	,	PUNCT
fuelectenerg-13294	327	31	92.59	92.59	NUM
fuelectenerg-13294	327	32	%	%	NOUN
fuelectenerg-13294	327	33	,	,	PUNCT
fuelectenerg-13294	327	34	94.79%for	94.79%for	DET
fuelectenerg-13294	327	35	normal	normal	ADJ
fuelectenerg-13294	327	36	case	case	NOUN
fuelectenerg-13294	327	37	is	be	AUX
fuelectenerg-13294	327	38	96.49	96.49	NUM
fuelectenerg-13294	327	39	%	%	NOUN
fuelectenerg-13294	327	40	,	,	PUNCT
fuelectenerg-13294	327	41	94.83	94.83	NUM
fuelectenerg-13294	327	42	%	%	NOUN
fuelectenerg-13294	327	43	,	,	PUNCT
fuelectenerg-13294	327	44	95.65	95.65	NUM
fuelectenerg-13294	327	45	%	%	NOUN
fuelectenerg-13294	327	46	respectively.vgg16	respectively.vgg16	PROPN
fuelectenerg-13294	327	47	model	model	NOUN
fuelectenerg-13294	327	48	yielded	yield	VERB
fuelectenerg-13294	327	49	a	a	DET
fuelectenerg-13294	327	50	precision	precision	NOUN
fuelectenerg-13294	327	51	,	,	PUNCT
fuelectenerg-13294	327	52	sensitivity	sensitivity	NOUN
fuelectenerg-13294	327	53	and	and	CCONJ
fuelectenerg-13294	327	54	f1	f1	NOUN
fuelectenerg-13294	327	55	score	score	NOUN
fuelectenerg-13294	327	56	values	value	NOUN
fuelectenerg-13294	327	57	of	of	ADP
fuelectenerg-13294	327	58	88.24	88.24	NUM
fuelectenerg-13294	327	59	%	%	NOUN
fuelectenerg-13294	327	60	,	,	PUNCT
fuelectenerg-13294	327	61	85.71	85.71	NUM
fuelectenerg-13294	327	62	%	%	NOUN
fuelectenerg-13294	327	63	,	,	PUNCT
fuelectenerg-13294	327	64	86.96	86.96	NUM
fuelectenerg-13294	327	65	%	%	NOUN
fuelectenerg-13294	327	66	for	for	ADP
fuelectenerg-13294	327	67	benign	benign	ADJ
fuelectenerg-13294	327	68	case	case	NOUN
fuelectenerg-13294	327	69	93.27	93.27	NUM
fuelectenerg-13294	327	70	%	%	NOUN
fuelectenerg-13294	327	71	,	,	PUNCT
fuelectenerg-13294	327	72	93.27	93.27	NUM
fuelectenerg-13294	327	73	%	%	NOUN
fuelectenerg-13294	327	74	,	,	PUNCT
fuelectenerg-13294	327	75	93.27	93.27	NUM
fuelectenerg-13294	327	76	%	%	NOUN
fuelectenerg-13294	327	77	for	for	ADP
fuelectenerg-13294	327	78	malignant	malignant	ADJ
fuelectenerg-13294	327	79	case	case	NOUN
fuelectenerg-13294	327	80	and	and	CCONJ
fuelectenerg-13294	327	81	96.49	96.49	NUM
fuelectenerg-13294	327	82	%	%	NOUN
fuelectenerg-13294	327	83	,	,	PUNCT
fuelectenerg-13294	327	84	94.83	94.83	NUM
fuelectenerg-13294	327	85	%	%	NOUN
fuelectenerg-13294	327	86	,	,	PUNCT
fuelectenerg-13294	327	87	95.65	95.65	NUM
fuelectenerg-13294	327	88	%	%	NOUN
fuelectenerg-13294	327	89	for	for	ADP
fuelectenerg-13294	327	90	normal	normal	ADJ
fuelectenerg-13294	327	91	case	case	NOUN
fuelectenerg-13294	327	92	.	.	PUNCT
fuelectenerg-13294	328	1	vgg19	vgg19	PROPN
fuelectenerg-13294	328	2	achieved	achieve	VERB
fuelectenerg-13294	328	3	a	a	DET
fuelectenerg-13294	328	4	precision	precision	NOUN
fuelectenerg-13294	328	5	,	,	PUNCT
fuelectenerg-13294	328	6	sensitivity	sensitivity	NOUN
fuelectenerg-13294	328	7	and	and	CCONJ
fuelectenerg-13294	328	8	f1	f1	NOUN
fuelectenerg-13294	328	9	score	score	NOUN
fuelectenerg-13294	328	10	values	value	NOUN
fuelectenerg-13294	328	11	of	of	ADP
fuelectenerg-13294	328	12	93.75	93.75	NUM
fuelectenerg-13294	328	13	%	%	NOUN
fuelectenerg-13294	328	14	,	,	PUNCT
fuelectenerg-13294	328	15	96.00	96.00	NUM
fuelectenerg-13294	328	16	%	%	NOUN
fuelectenerg-13294	328	17	,	,	PUNCT
fuelectenerg-13294	328	18	94.86	94.86	NUM
fuelectenerg-13294	328	19	%	%	NOUN
fuelectenerg-13294	328	20	for	for	ADP
fuelectenerg-13294	328	21	normal	normal	ADJ
fuelectenerg-13294	328	22	case	case	NOUN
fuelectenerg-13294	328	23	93.27	93.27	NUM
fuelectenerg-13294	328	24	%	%	NOUN
fuelectenerg-13294	328	25	,	,	PUNCT
fuelectenerg-13294	328	26	93.27	93.27	NUM
fuelectenerg-13294	328	27	%	%	NOUN
fuelectenerg-13294	328	28	,	,	PUNCT
fuelectenerg-13294	328	29	93.27	93.27	NUM
fuelectenerg-13294	328	30	%	%	NOUN
fuelectenerg-13294	328	31	for	for	ADP
fuelectenerg-13294	328	32	malignant	malignant	ADJ
fuelectenerg-13294	328	33	case	case	NOUN
fuelectenerg-13294	328	34	93.88	93.88	NUM
fuelectenerg-13294	328	35	%	%	NOUN
fuelectenerg-13294	328	36	,	,	PUNCT
fuelectenerg-13294	328	37	91.09	91.09	NUM
fuelectenerg-13294	328	38	%	%	NOUN
fuelectenerg-13294	328	39	,	,	PUNCT
fuelectenerg-13294	328	40	92.46	92.46	NUM
fuelectenerg-13294	328	41	%	%	NOUN
fuelectenerg-13294	328	42	for	for	ADP
fuelectenerg-13294	328	43	benign	benign	ADJ
fuelectenerg-13294	328	44	case	case	NOUN
fuelectenerg-13294	328	45	.	.	PUNCT
fuelectenerg-13294	329	1	the	the	DET
fuelectenerg-13294	329	2	precision	precision	NOUN
fuelectenerg-13294	329	3	,	,	PUNCT
fuelectenerg-13294	329	4	sensitivity	sensitivity	NOUN
fuelectenerg-13294	329	5	and	and	CCONJ
fuelectenerg-13294	329	6	f1	f1	NOUN
fuelectenerg-13294	329	7	score	score	NOUN
fuelectenerg-13294	329	8	for	for	ADP
fuelectenerg-13294	329	9	benign	benign	ADJ
fuelectenerg-13294	329	10	case	case	NOUN
fuelectenerg-13294	329	11	of	of	ADP
fuelectenerg-13294	329	12	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	329	13	yielded	yield	VERB
fuelectenerg-13294	329	14	90.91	90.91	NUM
fuelectenerg-13294	329	15	%	%	NOUN
fuelectenerg-13294	329	16	,	,	PUNCT
fuelectenerg-13294	329	17	89.89	89.89	NUM
fuelectenerg-13294	329	18	%	%	NOUN
fuelectenerg-13294	329	19	,	,	PUNCT
fuelectenerg-13294	329	20	90.40	90.40	NUM
fuelectenerg-13294	329	21	%	%	NOUN
fuelectenerg-13294	329	22	for	for	ADP
fuelectenerg-13294	329	23	malignant	malignant	ADJ
fuelectenerg-13294	329	24	case	case	NOUN
fuelectenerg-13294	329	25	91.60	91.60	NUM
fuelectenerg-13294	329	26	%	%	NOUN
fuelectenerg-13294	329	27	,	,	PUNCT
fuelectenerg-13294	329	28	96.77	96.77	NUM
fuelectenerg-13294	329	29	%	%	NOUN
fuelectenerg-13294	329	30	,	,	PUNCT
fuelectenerg-13294	329	31	94.12	94.12	NUM
fuelectenerg-13294	329	32	%	%	NOUN
fuelectenerg-13294	329	33	and	and	CCONJ
fuelectenerg-13294	329	34	for	for	ADP
fuelectenerg-13294	329	35	normal	normal	ADJ
fuelectenerg-13294	329	36	case	case	NOUN
fuelectenerg-13294	329	37	94.59	94.59	NUM
fuelectenerg-13294	329	38	%	%	NOUN
fuelectenerg-13294	329	39	,	,	PUNCT
fuelectenerg-13294	329	40	89.74	89.74	NUM
fuelectenerg-13294	329	41	%	%	NOUN
fuelectenerg-13294	329	42	,	,	PUNCT
fuelectenerg-13294	329	43	92.11	92.11	NUM
fuelectenerg-13294	329	44	%	%	NOUN
fuelectenerg-13294	329	45	respectively	respectively	ADV
fuelectenerg-13294	329	46	.	.	PUNCT
fuelectenerg-13294	330	1	for	for	SCONJ
fuelectenerg-13294	330	2	multi	multi	ADJ
fuelectenerg-13294	330	3	class	class	NOUN
fuelectenerg-13294	330	4	classification	classification	NOUN
fuelectenerg-13294	330	5	task	task	NOUN
fuelectenerg-13294	330	6	to	to	PART
fuelectenerg-13294	330	7	be	be	AUX
fuelectenerg-13294	330	8	carried	carry	VERB
fuelectenerg-13294	330	9	out	out	ADP
fuelectenerg-13294	330	10	after	after	ADP
fuelectenerg-13294	330	11	training	train	VERB
fuelectenerg-13294	330	12	the	the	DET
fuelectenerg-13294	330	13	neural	neural	ADJ
fuelectenerg-13294	330	14	networks	network	NOUN
fuelectenerg-13294	330	15	accuracy	accuracy	NOUN
fuelectenerg-13294	330	16	and	and	CCONJ
fuelectenerg-13294	330	17	loss	loss	NOUN
fuelectenerg-13294	330	18	curves	curve	NOUN
fuelectenerg-13294	330	19	are	be	AUX
fuelectenerg-13294	330	20	generated	generate	VERB
fuelectenerg-13294	330	21	.	.	PUNCT
fuelectenerg-13294	331	1	the	the	DET
fuelectenerg-13294	331	2	below	below	ADJ
fuelectenerg-13294	331	3	figures	figure	NOUN
fuelectenerg-13294	331	4	demonstrate	demonstrate	VERB
fuelectenerg-13294	331	5	the	the	DET
fuelectenerg-13294	331	6	training	training	NOUN
fuelectenerg-13294	331	7	and	and	CCONJ
fuelectenerg-13294	331	8	validation	validation	NOUN
fuelectenerg-13294	331	9	accuracy	accuracy	NOUN
fuelectenerg-13294	331	10	and	and	CCONJ
fuelectenerg-13294	331	11	loss	loss	NOUN
fuelectenerg-13294	331	12	for	for	ADP
fuelectenerg-13294	331	13	various	various	ADJ
fuelectenerg-13294	331	14	deep	deep	ADJ
fuelectenerg-13294	331	15	learning	learning	NOUN
fuelectenerg-13294	331	16	models	model	NOUN
fuelectenerg-13294	331	17	.	.	PUNCT
fuelectenerg-13294	332	1	fig	fig	NOUN
fuelectenerg-13294	332	2	.	.	PUNCT
fuelectenerg-13294	333	1	11a	11a	NOUN
fuelectenerg-13294	333	2	,	,	PUNCT
fuelectenerg-13294	333	3	fig11	fig11	PROPN
fuelectenerg-13294	333	4	.	.	PUNCT
fuelectenerg-13294	334	1	b	b	PROPN
fuelectenerg-13294	334	2	represents	represent	VERB
fuelectenerg-13294	334	3	the	the	DET
fuelectenerg-13294	334	4	training	training	NOUN
fuelectenerg-13294	334	5	and	and	CCONJ
fuelectenerg-13294	334	6	validation	validation	NOUN
fuelectenerg-13294	334	7	loss	loss	NOUN
fuelectenerg-13294	334	8	and	and	CCONJ
fuelectenerg-13294	334	9	accuracy	accuracy	NOUN
fuelectenerg-13294	334	10	curves	curve	NOUN
fuelectenerg-13294	334	11	which	which	PRON
fuelectenerg-13294	334	12	is	be	AUX
fuelectenerg-13294	334	13	0.12	0.12	NUM
fuelectenerg-13294	334	14	and	and	CCONJ
fuelectenerg-13294	334	15	0.98	0.98	NUM
fuelectenerg-13294	334	16	.	.	PUNCT
fuelectenerg-13294	335	1	the	the	DET
fuelectenerg-13294	335	2	optimal	optimal	ADJ
fuelectenerg-13294	335	3	point	point	NOUN
fuelectenerg-13294	335	4	for	for	ADP
fuelectenerg-13294	335	5	custom	custom	NOUN
fuelectenerg-13294	335	6	cnn	cnn	PROPN
fuelectenerg-13294	335	7	model	model	NOUN
fuelectenerg-13294	335	8	is	be	AUX
fuelectenerg-13294	335	9	achieved	achieve	VERB
fuelectenerg-13294	335	10	at	at	ADP
fuelectenerg-13294	335	11	epoch	epoch	NOUN
fuelectenerg-13294	335	12	8	8	NUM
fuelectenerg-13294	335	13	with	with	ADP
fuelectenerg-13294	335	14	best	good	ADJ
fuelectenerg-13294	335	15	convergence	convergence	NOUN
fuelectenerg-13294	335	16	rate	rate	NOUN
fuelectenerg-13294	335	17	.	.	PUNCT
fuelectenerg-13294	336	1	654	654	NUM
fuelectenerg-13294	336	2	a.	a.	NOUN
fuelectenerg-13294	336	3	r.	r.	PROPN
fuelectenerg-13294	336	4	choudhurya	choudhurya	PROPN
fuelectenerg-13294	336	5	,	,	PUNCT
fuelectenerg-13294	336	6	s.	s.	PROPN
fuelectenerg-13294	336	7	r.	r.	PROPN
fuelectenerg-13294	336	8	pandab	pandab	PROPN
fuelectenerg-13294	336	9	,	,	PUNCT
fuelectenerg-13294	336	10	j.	j.	PROPN
fuelectenerg-13294	336	11	rautarayc	rautarayc	PROPN
fuelectenerg-13294	336	12	,	,	PUNCT
fuelectenerg-13294	336	13	p.	p.	NOUN
fuelectenerg-13294	336	14	mishrad	mishrad	PROPN
fuelectenerg-13294	336	15	,	,	PUNCT
fuelectenerg-13294	336	16	m.	m.	NOUN
fuelectenerg-13294	336	17	kandpale	kandpale	PROPN
fuelectenerg-13294	336	18	table	table	NOUN
fuelectenerg-13294	336	19	4	4	NUM
fuelectenerg-13294	336	20	accuracy	accuracy	NOUN
fuelectenerg-13294	336	21	,	,	PUNCT
fuelectenerg-13294	336	22	precision	precision	NOUN
fuelectenerg-13294	336	23	,	,	PUNCT
fuelectenerg-13294	336	24	f1	f1	NOUN
fuelectenerg-13294	336	25	score	score	NOUN
fuelectenerg-13294	336	26	&	&	CCONJ
fuelectenerg-13294	336	27	sensitivity	sensitivity	NOUN
fuelectenerg-13294	336	28	values	value	NOUN
fuelectenerg-13294	336	29	for	for	ADP
fuelectenerg-13294	336	30	custom	custom	NOUN
fuelectenerg-13294	336	31	cnn	cnn	PROPN
fuelectenerg-13294	336	32	,	,	PUNCT
fuelectenerg-13294	336	33	inceptionv3	inceptionv3	PROPN
fuelectenerg-13294	336	34	,	,	PUNCT
fuelectenerg-13294	336	35	resnet50	resnet50	NOUN
fuelectenerg-13294	336	36	,	,	PUNCT
fuelectenerg-13294	336	37	vgg16	vgg16	PROPN
fuelectenerg-13294	336	38	,	,	PUNCT
fuelectenerg-13294	336	39	vgg19	vgg19	PROPN
fuelectenerg-13294	336	40	&	&	CCONJ
fuelectenerg-13294	336	41	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	336	42	for	for	ADP
fuelectenerg-13294	336	43	benign	benign	ADJ
fuelectenerg-13294	336	44	,	,	PUNCT
fuelectenerg-13294	336	45	malignant	malignant	ADJ
fuelectenerg-13294	336	46	&	&	CCONJ
fuelectenerg-13294	336	47	normal	normal	ADJ
fuelectenerg-13294	336	48	cases	case	NOUN
fuelectenerg-13294	336	49	custom	custom	ADJ
fuelectenerg-13294	336	50	cnn	cnn	PROPN
fuelectenerg-13294	336	51	accuracy	accuracy	NOUN
fuelectenerg-13294	336	52	precision	precision	NOUN
fuelectenerg-13294	336	53	sensitivity	sensitivity	NOUN
fuelectenerg-13294	336	54	f1score	f1score	NOUN
fuelectenerg-13294	336	55	benign	benign	ADJ
fuelectenerg-13294	336	56	98.79	98.79	NUM
fuelectenerg-13294	336	57	%	%	NOUN
fuelectenerg-13294	336	58	90	90	NUM
fuelectenerg-13294	336	59	%	%	NOUN
fuelectenerg-13294	336	60	100	100	NUM
fuelectenerg-13294	336	61	%	%	NOUN
fuelectenerg-13294	336	62	94.74	94.74	NUM
fuelectenerg-13294	336	63	%	%	NOUN
fuelectenerg-13294	336	64	malignant	malignant	NOUN
fuelectenerg-13294	336	65	98.79	98.79	NUM
fuelectenerg-13294	336	66	%	%	NOUN
fuelectenerg-13294	336	67	100	100	NUM
fuelectenerg-13294	336	68	%	%	NOUN
fuelectenerg-13294	336	69	98.31	98.31	NUM
fuelectenerg-13294	336	70	%	%	NOUN
fuelectenerg-13294	336	71	99.15	99.15	NUM
fuelectenerg-13294	336	72	%	%	NOUN
fuelectenerg-13294	336	73	normal	normal	ADJ
fuelectenerg-13294	336	74	98.79	98.79	NUM
fuelectenerg-13294	336	75	%	%	NOUN
fuelectenerg-13294	336	76	100	100	NUM
fuelectenerg-13294	336	77	%	%	NOUN
fuelectenerg-13294	336	78	99.15	99.15	NUM
fuelectenerg-13294	336	79	%	%	NOUN
fuelectenerg-13294	336	80	99.57	99.57	NUM
fuelectenerg-13294	336	81	%	%	NOUN
fuelectenerg-13294	336	82	inceptionv3	inceptionv3	NOUN
fuelectenerg-13294	336	83	benign	benign	ADJ
fuelectenerg-13294	336	84	95.45	95.45	NUM
fuelectenerg-13294	336	85	%	%	NOUN
fuelectenerg-13294	336	86	97.37	97.37	NUM
fuelectenerg-13294	336	87	%	%	NOUN
fuelectenerg-13294	336	88	96.52	96.52	NUM
fuelectenerg-13294	336	89	%	%	NOUN
fuelectenerg-13294	336	90	96.94	96.94	NUM
fuelectenerg-13294	336	91	%	%	NOUN
fuelectenerg-13294	336	92	malignant	malignant	NOUN
fuelectenerg-13294	336	93	95.45	95.45	NUM
fuelectenerg-13294	336	94	%	%	NOUN
fuelectenerg-13294	336	95	92.86	92.86	NUM
fuelectenerg-13294	336	96	%	%	NOUN
fuelectenerg-13294	336	97	94.55	94.55	NUM
fuelectenerg-13294	336	98	%	%	NOUN
fuelectenerg-13294	336	99	93.69	93.69	NUM
fuelectenerg-13294	336	100	%	%	NOUN
fuelectenerg-13294	336	101	normal	normal	ADJ
fuelectenerg-13294	336	102	95.45	95.45	NUM
fuelectenerg-13294	336	103	%	%	NOUN
fuelectenerg-13294	336	104	96.15	96.15	NUM
fuelectenerg-13294	336	105	%	%	NOUN
fuelectenerg-13294	336	106	95.24	95.24	NUM
fuelectenerg-13294	336	107	%	%	NOUN
fuelectenerg-13294	336	108	95.69	95.69	NUM
fuelectenerg-13294	336	109	%	%	NOUN
fuelectenerg-13294	336	110	vgg16	vgg16	NOUN
fuelectenerg-13294	336	111	benign	benign	NOUN
fuelectenerg-13294	336	112	88.48	88.48	NUM
fuelectenerg-13294	336	113	%	%	NOUN
fuelectenerg-13294	336	114	88.24	88.24	NUM
fuelectenerg-13294	336	115	%	%	NOUN
fuelectenerg-13294	336	116	85.71	85.71	NUM
fuelectenerg-13294	336	117	%	%	NOUN
fuelectenerg-13294	336	118	86.96	86.96	NUM
fuelectenerg-13294	336	119	%	%	NOUN
fuelectenerg-13294	336	120	malignant	malignant	NOUN
fuelectenerg-13294	336	121	88.48	88.48	NUM
fuelectenerg-13294	336	122	%	%	NOUN
fuelectenerg-13294	336	123	82.88	82.88	NUM
fuelectenerg-13294	336	124	%	%	NOUN
fuelectenerg-13294	336	125	92.0	92.0	NUM
fuelectenerg-13294	336	126	%	%	NOUN
fuelectenerg-13294	336	127	87.20	87.20	NUM
fuelectenerg-13294	336	128	%	%	NOUN
fuelectenerg-13294	336	129	normal	normal	ADJ
fuelectenerg-13294	336	130	88.48	88.48	NUM
fuelectenerg-13294	336	131	%	%	NOUN
fuelectenerg-13294	336	132	94.02	94.02	NUM
fuelectenerg-13294	336	133	%	%	NOUN
fuelectenerg-13294	336	134	88.0	88.0	NUM
fuelectenerg-13294	336	135	%	%	NOUN
fuelectenerg-13294	336	136	90.91	90.91	NUM
fuelectenerg-13294	336	137	%	%	NOUN
fuelectenerg-13294	336	138	resnet50	resnet50	NOUN
fuelectenerg-13294	336	139	benign	benign	ADJ
fuelectenerg-13294	336	140	94.85	94.85	NUM
fuelectenerg-13294	336	141	%	%	NOUN
fuelectenerg-13294	336	142	91.15	91.15	NUM
fuelectenerg-13294	336	143	%	%	NOUN
fuelectenerg-13294	336	144	97.17	97.17	NUM
fuelectenerg-13294	336	145	%	%	NOUN
fuelectenerg-13294	336	146	94.06	94.06	NUM
fuelectenerg-13294	336	147	%	%	NOUN
fuelectenerg-13294	336	148	malignant	malignant	NOUN
fuelectenerg-13294	336	149	94.85	94.85	NUM
fuelectenerg-13294	336	150	%	%	NOUN
fuelectenerg-13294	336	151	97.09	97.09	NUM
fuelectenerg-13294	336	152	%	%	NOUN
fuelectenerg-13294	336	153	92.59	92.59	NUM
fuelectenerg-13294	336	154	%	%	NOUN
fuelectenerg-13294	336	155	94.79	94.79	NUM
fuelectenerg-13294	336	156	%	%	NOUN
fuelectenerg-13294	336	157	normal	normal	ADJ
fuelectenerg-13294	336	158	94.85	94.85	NUM
fuelectenerg-13294	336	159	%	%	NOUN
fuelectenerg-13294	336	160	96.49	96.49	NUM
fuelectenerg-13294	336	161	%	%	NOUN
fuelectenerg-13294	336	162	94.83	94.83	NUM
fuelectenerg-13294	336	163	%	%	NOUN
fuelectenerg-13294	336	164	95.65	95.65	NUM
fuelectenerg-13294	336	165	%	%	NOUN
fuelectenerg-13294	336	166	vgg19	vgg19	NOUN
fuelectenerg-13294	336	167	benign	benign	ADJ
fuelectenerg-13294	336	168	93.64	93.64	NUM
fuelectenerg-13294	336	169	%	%	NOUN
fuelectenerg-13294	336	170	93.88	93.88	NUM
fuelectenerg-13294	336	171	%	%	NOUN
fuelectenerg-13294	336	172	91.09	91.09	NUM
fuelectenerg-13294	336	173	%	%	NOUN
fuelectenerg-13294	336	174	92.46	92.46	NUM
fuelectenerg-13294	336	175	%	%	NOUN
fuelectenerg-13294	336	176	malignant	malignant	NOUN
fuelectenerg-13294	336	177	93.64	93.64	NUM
fuelectenerg-13294	336	178	%	%	NOUN
fuelectenerg-13294	336	179	93.27	93.27	NUM
fuelectenerg-13294	336	180	%	%	NOUN
fuelectenerg-13294	336	181	93.27	93.27	NUM
fuelectenerg-13294	336	182	%	%	NOUN
fuelectenerg-13294	336	183	93.27	93.27	NUM
fuelectenerg-13294	336	184	%	%	NOUN
fuelectenerg-13294	336	185	normal	normal	ADJ
fuelectenerg-13294	336	186	93.64	93.64	NUM
fuelectenerg-13294	336	187	%	%	NOUN
fuelectenerg-13294	336	188	93.75	93.75	NUM
fuelectenerg-13294	336	189	%	%	NOUN
fuelectenerg-13294	336	190	96.00	96.00	NUM
fuelectenerg-13294	336	191	%	%	NOUN
fuelectenerg-13294	336	192	94.86	94.86	NUM
fuelectenerg-13294	336	193	%	%	NOUN
fuelectenerg-13294	336	194	mobilenetv2	mobilenetv2	NOUN
fuelectenerg-13294	336	195	benign	benign	ADJ
fuelectenerg-13294	336	196	92.42	92.42	NUM
fuelectenerg-13294	336	197	%	%	NOUN
fuelectenerg-13294	336	198	90.91	90.91	NUM
fuelectenerg-13294	336	199	%	%	NOUN
fuelectenerg-13294	336	200	89.89	89.89	NUM
fuelectenerg-13294	336	201	%	%	NOUN
fuelectenerg-13294	336	202	90.40	90.40	NUM
fuelectenerg-13294	336	203	%	%	NOUN
fuelectenerg-13294	336	204	malignant	malignant	NOUN
fuelectenerg-13294	336	205	92.42	92.42	NUM
fuelectenerg-13294	336	206	%	%	NOUN
fuelectenerg-13294	336	207	91.60	91.60	NUM
fuelectenerg-13294	336	208	%	%	NOUN
fuelectenerg-13294	336	209	96.77	96.77	NUM
fuelectenerg-13294	336	210	%	%	NOUN
fuelectenerg-13294	336	211	94.12	94.12	NUM
fuelectenerg-13294	336	212	%	%	NOUN
fuelectenerg-13294	336	213	normal	normal	ADJ
fuelectenerg-13294	336	214	92.42	92.42	NUM
fuelectenerg-13294	336	215	%	%	NOUN
fuelectenerg-13294	336	216	94.59	94.59	NUM
fuelectenerg-13294	336	217	%	%	NOUN
fuelectenerg-13294	336	218	89.74	89.74	NUM
fuelectenerg-13294	336	219	%	%	NOUN
fuelectenerg-13294	336	220	92.11	92.11	NUM
fuelectenerg-13294	336	221	%	%	NOUN
fuelectenerg-13294	336	222	a	a	PRON
fuelectenerg-13294	336	223	)	)	PUNCT
fuelectenerg-13294	336	224	b	b	NOUN
fuelectenerg-13294	336	225	)	)	PUNCT
fuelectenerg-13294	336	226	fig	fig	NOUN
fuelectenerg-13294	336	227	.	.	PUNCT
fuelectenerg-13294	337	1	11	11	NUM
fuelectenerg-13294	337	2	a	a	NOUN
fuelectenerg-13294	337	3	)	)	PUNCT
fuelectenerg-13294	337	4	training	training	NOUN
fuelectenerg-13294	337	5	&	&	CCONJ
fuelectenerg-13294	337	6	validation	validation	NOUN
fuelectenerg-13294	337	7	loss	loss	NOUN
fuelectenerg-13294	337	8	for	for	ADP
fuelectenerg-13294	337	9	custom	custom	NOUN
fuelectenerg-13294	337	10	cnn	cnn	PROPN
fuelectenerg-13294	337	11	;	;	PUNCT
fuelectenerg-13294	337	12	b	b	X
fuelectenerg-13294	337	13	)	)	PUNCT
fuelectenerg-13294	337	14	training	training	NOUN
fuelectenerg-13294	337	15	&	&	CCONJ
fuelectenerg-13294	337	16	validation	validation	NOUN
fuelectenerg-13294	337	17	accuracy	accuracy	NOUN
fuelectenerg-13294	337	18	for	for	ADP
fuelectenerg-13294	337	19	custom	custom	NOUN
fuelectenerg-13294	337	20	cnn	cnn	PROPN
fuelectenerg-13294	337	21	fig	fig	PROPN
fuelectenerg-13294	337	22	.	.	PUNCT
fuelectenerg-13294	338	1	12a	12a	NOUN
fuelectenerg-13294	338	2	illustrates	illustrate	VERB
fuelectenerg-13294	338	3	the	the	DET
fuelectenerg-13294	338	4	loss	loss	NOUN
fuelectenerg-13294	338	5	curve	curve	NOUN
fuelectenerg-13294	338	6	of	of	ADP
fuelectenerg-13294	338	7	0.13	0.13	NUM
fuelectenerg-13294	338	8	and	and	CCONJ
fuelectenerg-13294	338	9	fig	fig	NOUN
fuelectenerg-13294	338	10	.	.	PUNCT
fuelectenerg-13294	339	1	12b	12b	NOUN
fuelectenerg-13294	339	2	represents	represent	VERB
fuelectenerg-13294	339	3	the	the	DET
fuelectenerg-13294	339	4	accuracy	accuracy	NOUN
fuelectenerg-13294	339	5	curve	curve	NOUN
fuelectenerg-13294	339	6	of	of	ADP
fuelectenerg-13294	339	7	0.95	0.95	NUM
fuelectenerg-13294	339	8	for	for	ADP
fuelectenerg-13294	339	9	the	the	DET
fuelectenerg-13294	339	10	inceptionv3	inceptionv3	NOUN
fuelectenerg-13294	339	11	model	model	NOUN
fuelectenerg-13294	339	12	.	.	PUNCT
fuelectenerg-13294	340	1	harnessing	harness	VERB
fuelectenerg-13294	340	2	deep	deep	ADJ
fuelectenerg-13294	340	3	learning	learning	NOUN
fuelectenerg-13294	340	4	for	for	ADP
fuelectenerg-13294	340	5	lung	lung	NOUN
fuelectenerg-13294	340	6	cancer	cancer	NOUN
fuelectenerg-13294	340	7	detection	detection	NOUN
fuelectenerg-13294	340	8	using	use	VERB
fuelectenerg-13294	340	9	ct	ct	PROPN
fuelectenerg-13294	340	10	scan	scan	NOUN
fuelectenerg-13294	340	11	images	image	VERB
fuelectenerg-13294	340	12	655	655	NUM
fuelectenerg-13294	340	13	a	a	DET
fuelectenerg-13294	340	14	)	)	PUNCT
fuelectenerg-13294	340	15	b	b	NOUN
fuelectenerg-13294	340	16	)	)	PUNCT
fuelectenerg-13294	340	17	fig	fig	NOUN
fuelectenerg-13294	340	18	.	.	PUNCT
fuelectenerg-13294	341	1	12	12	NUM
fuelectenerg-13294	341	2	a	a	X
fuelectenerg-13294	341	3	)	)	PUNCT
fuelectenerg-13294	341	4	training	training	NOUN
fuelectenerg-13294	341	5	&	&	CCONJ
fuelectenerg-13294	341	6	validation	validation	NOUN
fuelectenerg-13294	341	7	loss	loss	NOUN
fuelectenerg-13294	341	8	for	for	ADP
fuelectenerg-13294	341	9	inceptionv3	inceptionv3	NOUN
fuelectenerg-13294	341	10	;	;	PUNCT
fuelectenerg-13294	341	11	b	b	X
fuelectenerg-13294	341	12	)	)	PUNCT
fuelectenerg-13294	341	13	training	training	NOUN
fuelectenerg-13294	341	14	&	&	CCONJ
fuelectenerg-13294	341	15	validation	validation	NOUN
fuelectenerg-13294	341	16	accuracy	accuracy	NOUN
fuelectenerg-13294	341	17	for	for	ADP
fuelectenerg-13294	341	18	inceptionv3	inceptionv3	NOUN
fuelectenerg-13294	341	19	figure	figure	NOUN
fuelectenerg-13294	341	20	13a	13a	PROPN
fuelectenerg-13294	341	21	represents	represent	VERB
fuelectenerg-13294	341	22	accuracy	accuracy	NOUN
fuelectenerg-13294	341	23	curve	curve	NOUN
fuelectenerg-13294	341	24	of	of	ADP
fuelectenerg-13294	341	25	0.94	0.94	NUM
fuelectenerg-13294	341	26	and	and	CCONJ
fuelectenerg-13294	341	27	figure	figure	NOUN
fuelectenerg-13294	341	28	13b	13b	NOUN
fuelectenerg-13294	341	29	represents	represent	VERB
fuelectenerg-13294	341	30	the	the	DET
fuelectenerg-13294	341	31	loss	loss	NOUN
fuelectenerg-13294	341	32	curve	curve	NOUN
fuelectenerg-13294	341	33	of	of	ADP
fuelectenerg-13294	341	34	1.5	1.5	NUM
fuelectenerg-13294	341	35	for	for	ADP
fuelectenerg-13294	341	36	resnet50	resnet50	NOUN
fuelectenerg-13294	341	37	model	model	NOUN
fuelectenerg-13294	341	38	.	.	PUNCT
fuelectenerg-13294	342	1	a	a	DET
fuelectenerg-13294	342	2	)	)	PUNCT
fuelectenerg-13294	342	3	b	b	NOUN
fuelectenerg-13294	342	4	)	)	PUNCT
fuelectenerg-13294	342	5	fig	fig	NOUN
fuelectenerg-13294	342	6	.	.	PUNCT
fuelectenerg-13294	343	1	13	13	NUM
fuelectenerg-13294	343	2	a	a	NOUN
fuelectenerg-13294	343	3	)	)	PUNCT
fuelectenerg-13294	343	4	training	training	NOUN
fuelectenerg-13294	343	5	&	&	CCONJ
fuelectenerg-13294	343	6	validation	validation	NOUN
fuelectenerg-13294	343	7	accuracy	accuracy	NOUN
fuelectenerg-13294	343	8	for	for	ADP
fuelectenerg-13294	343	9	resnet50	resnet50	NOUN
fuelectenerg-13294	343	10	;	;	PUNCT
fuelectenerg-13294	343	11	b	b	X
fuelectenerg-13294	343	12	)	)	PUNCT
fuelectenerg-13294	343	13	training	training	NOUN
fuelectenerg-13294	343	14	&	&	CCONJ
fuelectenerg-13294	343	15	validation	validation	NOUN
fuelectenerg-13294	343	16	loss	loss	NOUN
fuelectenerg-13294	343	17	for	for	ADP
fuelectenerg-13294	343	18	resnet50	resnet50	NOUN
fuelectenerg-13294	343	19	figure	figure	NOUN
fuelectenerg-13294	343	20	14a	14a	NOUN
fuelectenerg-13294	343	21	illustrates	illustrate	VERB
fuelectenerg-13294	343	22	the	the	DET
fuelectenerg-13294	343	23	loss	loss	NOUN
fuelectenerg-13294	343	24	curve	curve	NOUN
fuelectenerg-13294	343	25	of	of	ADP
fuelectenerg-13294	343	26	1.2	1.2	NUM
fuelectenerg-13294	343	27	and	and	CCONJ
fuelectenerg-13294	343	28	figure	figure	NOUN
fuelectenerg-13294	343	29	14b	14b	NUM
fuelectenerg-13294	343	30	represents	represent	VERB
fuelectenerg-13294	343	31	the	the	DET
fuelectenerg-13294	343	32	accuracy	accuracy	NOUN
fuelectenerg-13294	343	33	curve	curve	NOUN
fuelectenerg-13294	343	34	of	of	ADP
fuelectenerg-13294	343	35	0.88	0.88	NUM
fuelectenerg-13294	343	36	for	for	ADP
fuelectenerg-13294	343	37	vgg16	vgg16	NOUN
fuelectenerg-13294	343	38	model	model	NOUN
fuelectenerg-13294	343	39	.	.	PUNCT
fuelectenerg-13294	344	1	a	a	DET
fuelectenerg-13294	344	2	)	)	PUNCT
fuelectenerg-13294	344	3	b	b	NOUN
fuelectenerg-13294	344	4	)	)	PUNCT
fuelectenerg-13294	344	5	fig	fig	NOUN
fuelectenerg-13294	344	6	.	.	PUNCT
fuelectenerg-13294	345	1	14	14	NUM
fuelectenerg-13294	345	2	a	a	X
fuelectenerg-13294	345	3	)	)	PUNCT
fuelectenerg-13294	345	4	training	training	NOUN
fuelectenerg-13294	345	5	&	&	CCONJ
fuelectenerg-13294	345	6	validation	validation	NOUN
fuelectenerg-13294	345	7	loss	loss	NOUN
fuelectenerg-13294	345	8	for	for	ADP
fuelectenerg-13294	345	9	vgg16	vgg16	NOUN
fuelectenerg-13294	345	10	;	;	PUNCT
fuelectenerg-13294	345	11	b	b	X
fuelectenerg-13294	345	12	)	)	PUNCT
fuelectenerg-13294	345	13	training	training	NOUN
fuelectenerg-13294	345	14	&	&	CCONJ
fuelectenerg-13294	345	15	validation	validation	NOUN
fuelectenerg-13294	345	16	accuracy	accuracy	NOUN
fuelectenerg-13294	345	17	for	for	ADP
fuelectenerg-13294	345	18	vgg16	vgg16	NOUN
fuelectenerg-13294	345	19	656	656	NUM
fuelectenerg-13294	345	20	a.	a.	NOUN
fuelectenerg-13294	345	21	r.	r.	PROPN
fuelectenerg-13294	345	22	choudhurya	choudhurya	PROPN
fuelectenerg-13294	345	23	,	,	PUNCT
fuelectenerg-13294	345	24	s.	s.	PROPN
fuelectenerg-13294	345	25	r.	r.	PROPN
fuelectenerg-13294	345	26	pandab	pandab	PROPN
fuelectenerg-13294	345	27	,	,	PUNCT
fuelectenerg-13294	345	28	j.	j.	PROPN
fuelectenerg-13294	345	29	rautarayc	rautarayc	PROPN
fuelectenerg-13294	345	30	,	,	PUNCT
fuelectenerg-13294	345	31	p.	p.	NOUN
fuelectenerg-13294	345	32	mishrad	mishrad	PROPN
fuelectenerg-13294	345	33	,	,	PUNCT
fuelectenerg-13294	345	34	m.	m.	NOUN
fuelectenerg-13294	345	35	kandpale	kandpale	NOUN
fuelectenerg-13294	345	36	whereas	whereas	SCONJ
fuelectenerg-13294	345	37	figure	figure	NOUN
fuelectenerg-13294	345	38	15a	15a	NOUN
fuelectenerg-13294	345	39	represents	represent	VERB
fuelectenerg-13294	345	40	the	the	DET
fuelectenerg-13294	345	41	loss	loss	NOUN
fuelectenerg-13294	345	42	curve	curve	NOUN
fuelectenerg-13294	345	43	of	of	ADP
fuelectenerg-13294	345	44	0.15	0.15	NUM
fuelectenerg-13294	345	45	and	and	CCONJ
fuelectenerg-13294	345	46	figure15b	figure15b	NOUN
fuelectenerg-13294	345	47	represents	represent	VERB
fuelectenerg-13294	345	48	accuracy	accuracy	NOUN
fuelectenerg-13294	345	49	curve	curve	NOUN
fuelectenerg-13294	345	50	of	of	ADP
fuelectenerg-13294	345	51	0.93	0.93	NUM
fuelectenerg-13294	345	52	for	for	ADP
fuelectenerg-13294	345	53	vgg19	vgg19	PROPN
fuelectenerg-13294	345	54	model	model	NOUN
fuelectenerg-13294	345	55	.	.	PUNCT
fuelectenerg-13294	346	1	a	a	DET
fuelectenerg-13294	346	2	)	)	PUNCT
fuelectenerg-13294	346	3	b	b	NOUN
fuelectenerg-13294	346	4	)	)	PUNCT
fuelectenerg-13294	346	5	fig	fig	NOUN
fuelectenerg-13294	346	6	.	.	PUNCT
fuelectenerg-13294	347	1	15	15	NUM
fuelectenerg-13294	347	2	a	a	PRON
fuelectenerg-13294	347	3	)	)	PUNCT
fuelectenerg-13294	347	4	training	training	NOUN
fuelectenerg-13294	347	5	&	&	CCONJ
fuelectenerg-13294	347	6	validation	validation	NOUN
fuelectenerg-13294	347	7	accuracy	accuracy	NOUN
fuelectenerg-13294	347	8	for	for	ADP
fuelectenerg-13294	347	9	vgg19	vgg19	PROPN
fuelectenerg-13294	347	10	;	;	PUNCT
fuelectenerg-13294	347	11	b	b	X
fuelectenerg-13294	347	12	)	)	PUNCT
fuelectenerg-13294	347	13	training	training	NOUN
fuelectenerg-13294	347	14	&	&	CCONJ
fuelectenerg-13294	347	15	validation	validation	NOUN
fuelectenerg-13294	347	16	loss	loss	NOUN
fuelectenerg-13294	347	17	for	for	ADP
fuelectenerg-13294	347	18	vgg19	vgg19	NOUN
fuelectenerg-13294	347	19	figure	figure	NOUN
fuelectenerg-13294	347	20	16a	16a	NOUN
fuelectenerg-13294	347	21	represents	represent	VERB
fuelectenerg-13294	347	22	the	the	DET
fuelectenerg-13294	347	23	loss	loss	NOUN
fuelectenerg-13294	347	24	curve	curve	NOUN
fuelectenerg-13294	347	25	of	of	ADP
fuelectenerg-13294	347	26	0.19	0.19	NUM
fuelectenerg-13294	347	27	and	and	CCONJ
fuelectenerg-13294	347	28	figure16b	figure16b	NOUN
fuelectenerg-13294	347	29	represents	represent	VERB
fuelectenerg-13294	347	30	accuracy	accuracy	NOUN
fuelectenerg-13294	347	31	curve	curve	NOUN
fuelectenerg-13294	347	32	of	of	ADP
fuelectenerg-13294	347	33	0.91	0.91	NUM
fuelectenerg-13294	347	34	for	for	ADP
fuelectenerg-13294	347	35	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	347	36	model	model	NOUN
fuelectenerg-13294	347	37	.	.	PUNCT
fuelectenerg-13294	348	1	a	a	DET
fuelectenerg-13294	348	2	)	)	PUNCT
fuelectenerg-13294	348	3	b	b	NOUN
fuelectenerg-13294	348	4	)	)	PUNCT
fuelectenerg-13294	348	5	fig	fig	NOUN
fuelectenerg-13294	348	6	.	.	PUNCT
fuelectenerg-13294	349	1	16	16	NUM
fuelectenerg-13294	349	2	a	a	PRON
fuelectenerg-13294	349	3	)	)	PUNCT
fuelectenerg-13294	349	4	training	training	NOUN
fuelectenerg-13294	349	5	&	&	CCONJ
fuelectenerg-13294	349	6	validation	validation	NOUN
fuelectenerg-13294	349	7	loss	loss	NOUN
fuelectenerg-13294	349	8	for	for	ADP
fuelectenerg-13294	349	9	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	349	10	;	;	PUNCT
fuelectenerg-13294	349	11	b	b	X
fuelectenerg-13294	349	12	)	)	PUNCT
fuelectenerg-13294	349	13	training	training	NOUN
fuelectenerg-13294	349	14	&	&	CCONJ
fuelectenerg-13294	349	15	validation	validation	NOUN
fuelectenerg-13294	349	16	accuracy	accuracy	NOUN
fuelectenerg-13294	349	17	for	for	ADP
fuelectenerg-13294	349	18	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	349	19	the	the	DET
fuelectenerg-13294	349	20	detailed	detailed	ADJ
fuelectenerg-13294	349	21	confusion	confusion	NOUN
fuelectenerg-13294	349	22	matrix	matrix	NOUN
fuelectenerg-13294	349	23	computation	computation	NOUN
fuelectenerg-13294	349	24	for	for	ADP
fuelectenerg-13294	349	25	custom	custom	NOUN
fuelectenerg-13294	349	26	cnn	cnn	PROPN
fuelectenerg-13294	349	27	model	model	PROPN
fuelectenerg-13294	349	28	,	,	PUNCT
fuelectenerg-13294	349	29	inception	inception	PROPN
fuelectenerg-13294	349	30	v3	v3	PROPN
fuelectenerg-13294	349	31	model	model	NOUN
fuelectenerg-13294	349	32	,	,	PUNCT
fuelectenerg-13294	349	33	vgg16	vgg16	NOUN
fuelectenerg-13294	349	34	model	model	NOUN
fuelectenerg-13294	349	35	,	,	PUNCT
fuelectenerg-13294	349	36	resnet50	resnet50	NOUN
fuelectenerg-13294	349	37	model	model	NOUN
fuelectenerg-13294	349	38	,	,	PUNCT
fuelectenerg-13294	349	39	vgg19	vgg19	NOUN
fuelectenerg-13294	349	40	model	model	NOUN
fuelectenerg-13294	349	41	and	and	CCONJ
fuelectenerg-13294	349	42	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	349	43	model	model	NOUN
fuelectenerg-13294	349	44	is	be	AUX
fuelectenerg-13294	349	45	depicted	depict	VERB
fuelectenerg-13294	349	46	in	in	ADP
fuelectenerg-13294	349	47	fig	fig	NOUN
fuelectenerg-13294	349	48	.	.	PUNCT
fuelectenerg-13294	350	1	17	17	NUM
fuelectenerg-13294	350	2	,	,	PUNCT
fuelectenerg-13294	350	3	fig	fig	NOUN
fuelectenerg-13294	350	4	.	.	PUNCT
fuelectenerg-13294	351	1	18	18	NUM
fuelectenerg-13294	351	2	fig	fig	NOUN
fuelectenerg-13294	351	3	.	.	PUNCT
fuelectenerg-13294	352	1	19	19	NUM
fuelectenerg-13294	352	2	,	,	PUNCT
fuelectenerg-13294	352	3	fig	fig	NOUN
fuelectenerg-13294	352	4	.	.	PUNCT
fuelectenerg-13294	353	1	20	20	NUM
fuelectenerg-13294	353	2	,	,	PUNCT
fuelectenerg-13294	353	3	fig	fig	NOUN
fuelectenerg-13294	353	4	.	.	PUNCT
fuelectenerg-13294	353	5	21	21	NUM
fuelectenerg-13294	353	6	and	and	CCONJ
fuelectenerg-13294	353	7	fig	fig	NOUN
fuelectenerg-13294	353	8	.	.	PUNCT
fuelectenerg-13294	354	1	22	22	NUM
fuelectenerg-13294	354	2	respectively	respectively	ADV
fuelectenerg-13294	354	3	.	.	PUNCT
fuelectenerg-13294	355	1	it	it	PRON
fuelectenerg-13294	355	2	is	be	AUX
fuelectenerg-13294	355	3	used	use	VERB
fuelectenerg-13294	355	4	for	for	ADP
fuelectenerg-13294	355	5	the	the	DET
fuelectenerg-13294	355	6	recognition	recognition	NOUN
fuelectenerg-13294	355	7	of	of	ADP
fuelectenerg-13294	355	8	correctly	correctly	ADV
fuelectenerg-13294	355	9	labeled	label	VERB
fuelectenerg-13294	355	10	data	datum	NOUN
fuelectenerg-13294	355	11	to	to	ADP
fuelectenerg-13294	355	12	their	their	PRON
fuelectenerg-13294	355	13	respective	respective	ADJ
fuelectenerg-13294	355	14	classes	class	NOUN
fuelectenerg-13294	355	15	and	and	CCONJ
fuelectenerg-13294	355	16	the	the	DET
fuelectenerg-13294	355	17	wrongly	wrongly	ADV
fuelectenerg-13294	355	18	labeled	label	VERB
fuelectenerg-13294	355	19	data	datum	NOUN
fuelectenerg-13294	355	20	to	to	ADP
fuelectenerg-13294	355	21	their	their	PRON
fuelectenerg-13294	355	22	respective	respective	ADJ
fuelectenerg-13294	355	23	classes	class	NOUN
fuelectenerg-13294	355	24	.	.	PUNCT
fuelectenerg-13294	356	1	the	the	DET
fuelectenerg-13294	356	2	green	green	ADJ
fuelectenerg-13294	356	3	color	color	NOUN
fuelectenerg-13294	356	4	in	in	ADP
fuelectenerg-13294	356	5	the	the	DET
fuelectenerg-13294	356	6	matrix	matrix	NOUN
fuelectenerg-13294	356	7	denotes	denote	VERB
fuelectenerg-13294	356	8	the	the	DET
fuelectenerg-13294	356	9	valid	valid	ADJ
fuelectenerg-13294	356	10	instances	instance	NOUN
fuelectenerg-13294	356	11	that	that	PRON
fuelectenerg-13294	356	12	were	be	AUX
fuelectenerg-13294	356	13	predicted	predict	VERB
fuelectenerg-13294	356	14	accurately	accurately	ADV
fuelectenerg-13294	356	15	and	and	CCONJ
fuelectenerg-13294	356	16	the	the	DET
fuelectenerg-13294	356	17	red	red	ADJ
fuelectenerg-13294	356	18	color	color	NOUN
fuelectenerg-13294	356	19	denotes	denote	VERB
fuelectenerg-13294	356	20	the	the	DET
fuelectenerg-13294	356	21	invalid	invalid	ADJ
fuelectenerg-13294	356	22	cases	case	NOUN
fuelectenerg-13294	356	23	.	.	PUNCT
fuelectenerg-13294	357	1	most	most	ADJ
fuelectenerg-13294	357	2	of	of	ADP
fuelectenerg-13294	357	3	the	the	DET
fuelectenerg-13294	357	4	correct	correct	ADJ
fuelectenerg-13294	357	5	cases	case	NOUN
fuelectenerg-13294	357	6	resides	reside	VERB
fuelectenerg-13294	357	7	diagonally	diagonally	ADV
fuelectenerg-13294	357	8	.	.	PUNCT
fuelectenerg-13294	358	1	high	high	ADJ
fuelectenerg-13294	358	2	value	value	NOUN
fuelectenerg-13294	358	3	on	on	ADP
fuelectenerg-13294	358	4	the	the	DET
fuelectenerg-13294	358	5	diagonal	diagonal	ADJ
fuelectenerg-13294	358	6	indicates	indicate	VERB
fuelectenerg-13294	358	7	a	a	DET
fuelectenerg-13294	358	8	high	high	ADJ
fuelectenerg-13294	358	9	number	number	NOUN
fuelectenerg-13294	358	10	of	of	ADP
fuelectenerg-13294	358	11	valid	valid	ADJ
fuelectenerg-13294	358	12	instances	instance	NOUN
fuelectenerg-13294	358	13	for	for	ADP
fuelectenerg-13294	358	14	the	the	DET
fuelectenerg-13294	358	15	concerned	concerned	ADJ
fuelectenerg-13294	358	16	class	class	NOUN
fuelectenerg-13294	358	17	.	.	PUNCT
fuelectenerg-13294	359	1	harnessing	harness	VERB
fuelectenerg-13294	359	2	deep	deep	ADJ
fuelectenerg-13294	359	3	learning	learning	NOUN
fuelectenerg-13294	359	4	for	for	ADP
fuelectenerg-13294	359	5	lung	lung	NOUN
fuelectenerg-13294	359	6	cancer	cancer	NOUN
fuelectenerg-13294	359	7	detection	detection	NOUN
fuelectenerg-13294	359	8	using	use	VERB
fuelectenerg-13294	359	9	ct	ct	PROPN
fuelectenerg-13294	359	10	scan	scan	NOUN
fuelectenerg-13294	359	11	images	image	NOUN
fuelectenerg-13294	359	12	657	657	NUM
fuelectenerg-13294	359	13	figure17	figure17	NOUN
fuelectenerg-13294	359	14	and	and	CCONJ
fuelectenerg-13294	359	15	figure	figure	NOUN
fuelectenerg-13294	359	16	18	18	NUM
fuelectenerg-13294	359	17	represents	represent	VERB
fuelectenerg-13294	359	18	the	the	DET
fuelectenerg-13294	359	19	distribution	distribution	NOUN
fuelectenerg-13294	359	20	of	of	ADP
fuelectenerg-13294	359	21	various	various	ADJ
fuelectenerg-13294	359	22	instances	instance	NOUN
fuelectenerg-13294	359	23	into	into	ADP
fuelectenerg-13294	359	24	true	true	ADJ
fuelectenerg-13294	359	25	positives	positive	NOUN
fuelectenerg-13294	359	26	,	,	PUNCT
fuelectenerg-13294	359	27	true	true	ADJ
fuelectenerg-13294	359	28	negatives	negative	NOUN
fuelectenerg-13294	359	29	,	,	PUNCT
fuelectenerg-13294	359	30	false	false	ADJ
fuelectenerg-13294	359	31	positives	positive	NOUN
fuelectenerg-13294	359	32	and	and	CCONJ
fuelectenerg-13294	359	33	false	false	ADJ
fuelectenerg-13294	359	34	negatives	negative	NOUN
fuelectenerg-13294	359	35	fetched	fetch	VERB
fuelectenerg-13294	359	36	after	after	ADP
fuelectenerg-13294	359	37	executing	execute	VERB
fuelectenerg-13294	359	38	the	the	DET
fuelectenerg-13294	359	39	custom	custom	NOUN
fuelectenerg-13294	359	40	cnn	cnn	PROPN
fuelectenerg-13294	359	41	model	model	NOUN
fuelectenerg-13294	359	42	and	and	CCONJ
fuelectenerg-13294	359	43	inceptionv3	inceptionv3	NOUN
fuelectenerg-13294	359	44	model	model	NOUN
fuelectenerg-13294	359	45	.	.	PUNCT
fuelectenerg-13294	360	1	fig	fig	NOUN
fuelectenerg-13294	360	2	.	.	PUNCT
fuelectenerg-13294	361	1	17	17	NUM
fuelectenerg-13294	361	2	confusion	confusion	NOUN
fuelectenerg-13294	361	3	matrix	matrix	NOUN
fuelectenerg-13294	361	4	of	of	ADP
fuelectenerg-13294	361	5	custom	custom	NOUN
fuelectenerg-13294	361	6	cnn	cnn	PROPN
fuelectenerg-13294	361	7	fig	fig	PROPN
fuelectenerg-13294	361	8	.	.	PUNCT
fuelectenerg-13294	362	1	18	18	NUM
fuelectenerg-13294	362	2	confusion	confusion	NOUN
fuelectenerg-13294	362	3	matrix	matrix	NOUN
fuelectenerg-13294	362	4	of	of	ADP
fuelectenerg-13294	362	5	inceptionv3	inceptionv3	NOUN
fuelectenerg-13294	362	6	following	follow	VERB
fuelectenerg-13294	362	7	the	the	DET
fuelectenerg-13294	362	8	execution	execution	NOUN
fuelectenerg-13294	362	9	of	of	ADP
fuelectenerg-13294	362	10	the	the	DET
fuelectenerg-13294	362	11	vgg16	vgg16	NOUN
fuelectenerg-13294	362	12	model	model	NOUN
fuelectenerg-13294	362	13	and	and	CCONJ
fuelectenerg-13294	362	14	resnet50	resnet50	NOUN
fuelectenerg-13294	362	15	model	model	NOUN
fuelectenerg-13294	362	16	,	,	PUNCT
fuelectenerg-13294	362	17	the	the	DET
fuelectenerg-13294	362	18	representation	representation	NOUN
fuelectenerg-13294	362	19	of	of	ADP
fuelectenerg-13294	362	20	different	different	ADJ
fuelectenerg-13294	362	21	instances	instance	NOUN
fuelectenerg-13294	362	22	into	into	ADP
fuelectenerg-13294	362	23	true	true	ADJ
fuelectenerg-13294	362	24	positives	positive	NOUN
fuelectenerg-13294	362	25	,	,	PUNCT
fuelectenerg-13294	362	26	true	true	ADJ
fuelectenerg-13294	362	27	negatives	negative	NOUN
fuelectenerg-13294	362	28	,	,	PUNCT
fuelectenerg-13294	362	29	false	false	ADJ
fuelectenerg-13294	362	30	positives	positive	NOUN
fuelectenerg-13294	362	31	,	,	PUNCT
fuelectenerg-13294	362	32	and	and	CCONJ
fuelectenerg-13294	362	33	false	false	ADJ
fuelectenerg-13294	362	34	negatives	negative	NOUN
fuelectenerg-13294	362	35	is	be	AUX
fuelectenerg-13294	362	36	shown	show	VERB
fuelectenerg-13294	362	37	in	in	ADP
fuelectenerg-13294	362	38	figures	figure	NOUN
fuelectenerg-13294	362	39	19	19	NUM
fuelectenerg-13294	362	40	and	and	CCONJ
fuelectenerg-13294	362	41	20	20	NUM
fuelectenerg-13294	362	42	.	.	PUNCT
fuelectenerg-13294	362	43	fig	fig	NOUN
fuelectenerg-13294	362	44	.	.	PUNCT
fuelectenerg-13294	363	1	19	19	NUM
fuelectenerg-13294	363	2	confusion	confusion	NOUN
fuelectenerg-13294	363	3	matrix	matrix	NOUN
fuelectenerg-13294	363	4	of	of	ADP
fuelectenerg-13294	363	5	vgg16	vgg16	PROPN
fuelectenerg-13294	363	6	fig	fig	NOUN
fuelectenerg-13294	363	7	.	.	PUNCT
fuelectenerg-13294	364	1	20	20	NUM
fuelectenerg-13294	364	2	confusion	confusion	NOUN
fuelectenerg-13294	364	3	matrix	matrix	NOUN
fuelectenerg-13294	364	4	of	of	ADP
fuelectenerg-13294	364	5	resnet50	resnet50	NOUN
fuelectenerg-13294	364	6	figures	figure	NOUN
fuelectenerg-13294	364	7	21	21	NUM
fuelectenerg-13294	364	8	and	and	CCONJ
fuelectenerg-13294	364	9	22	22	NUM
fuelectenerg-13294	364	10	show	show	VERB
fuelectenerg-13294	364	11	how	how	SCONJ
fuelectenerg-13294	364	12	different	different	ADJ
fuelectenerg-13294	364	13	occurrences	occurrence	NOUN
fuelectenerg-13294	364	14	were	be	AUX
fuelectenerg-13294	364	15	distributed	distribute	VERB
fuelectenerg-13294	364	16	into	into	ADP
fuelectenerg-13294	364	17	true	true	ADJ
fuelectenerg-13294	364	18	positives	positive	NOUN
fuelectenerg-13294	364	19	,	,	PUNCT
fuelectenerg-13294	364	20	true	true	ADJ
fuelectenerg-13294	364	21	negatives	negative	NOUN
fuelectenerg-13294	364	22	,	,	PUNCT
fuelectenerg-13294	364	23	false	false	ADJ
fuelectenerg-13294	364	24	positives	positive	NOUN
fuelectenerg-13294	364	25	,	,	PUNCT
fuelectenerg-13294	364	26	and	and	CCONJ
fuelectenerg-13294	364	27	false	false	ADJ
fuelectenerg-13294	364	28	negatives	negative	NOUN
fuelectenerg-13294	364	29	following	follow	VERB
fuelectenerg-13294	364	30	the	the	DET
fuelectenerg-13294	364	31	execution	execution	NOUN
fuelectenerg-13294	364	32	of	of	ADP
fuelectenerg-13294	364	33	the	the	DET
fuelectenerg-13294	364	34	vgg19	vgg19	PROPN
fuelectenerg-13294	364	35	and	and	CCONJ
fuelectenerg-13294	364	36	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	364	37	models	model	NOUN
fuelectenerg-13294	364	38	.	.	PUNCT
fuelectenerg-13294	365	1	658	658	NUM
fuelectenerg-13294	365	2	a.	a.	NOUN
fuelectenerg-13294	365	3	r.	r.	PROPN
fuelectenerg-13294	365	4	choudhurya	choudhurya	PROPN
fuelectenerg-13294	365	5	,	,	PUNCT
fuelectenerg-13294	365	6	s.	s.	PROPN
fuelectenerg-13294	365	7	r.	r.	PROPN
fuelectenerg-13294	365	8	pandab	pandab	PROPN
fuelectenerg-13294	365	9	,	,	PUNCT
fuelectenerg-13294	365	10	j.	j.	PROPN
fuelectenerg-13294	365	11	rautarayc	rautarayc	PROPN
fuelectenerg-13294	365	12	,	,	PUNCT
fuelectenerg-13294	365	13	p.	p.	NOUN
fuelectenerg-13294	365	14	mishrad	mishrad	PROPN
fuelectenerg-13294	365	15	,	,	PUNCT
fuelectenerg-13294	365	16	m.	m.	NOUN
fuelectenerg-13294	365	17	kandpale	kandpale	PROPN
fuelectenerg-13294	365	18	fig	fig	PROPN
fuelectenerg-13294	365	19	.	.	PUNCT
fuelectenerg-13294	366	1	21	21	NUM
fuelectenerg-13294	366	2	confusion	confusion	NOUN
fuelectenerg-13294	366	3	matrix	matrix	NOUN
fuelectenerg-13294	366	4	of	of	ADP
fuelectenerg-13294	366	5	vgg19	vgg19	PROPN
fuelectenerg-13294	366	6	fig	fig	NOUN
fuelectenerg-13294	366	7	.	.	PUNCT
fuelectenerg-13294	367	1	22	22	NUM
fuelectenerg-13294	367	2	confusion	confusion	NOUN
fuelectenerg-13294	367	3	matrix	matrix	NOUN
fuelectenerg-13294	367	4	of	of	ADP
fuelectenerg-13294	367	5	mobilenetv2	mobilenetv2	PROPN
fuelectenerg-13294	367	6	table	table	NOUN
fuelectenerg-13294	367	7	5	5	NUM
fuelectenerg-13294	367	8	demonstrates	demonstrate	VERB
fuelectenerg-13294	367	9	the	the	DET
fuelectenerg-13294	367	10	comparative	comparative	ADJ
fuelectenerg-13294	367	11	analysis	analysis	NOUN
fuelectenerg-13294	367	12	of	of	ADP
fuelectenerg-13294	367	13	various	various	ADJ
fuelectenerg-13294	367	14	deep	deep	ADJ
fuelectenerg-13294	367	15	learning	learning	NOUN
fuelectenerg-13294	367	16	models	model	NOUN
fuelectenerg-13294	367	17	and	and	CCONJ
fuelectenerg-13294	367	18	other	other	ADJ
fuelectenerg-13294	367	19	leading	leading	ADJ
fuelectenerg-13294	367	20	edge	edge	NOUN
fuelectenerg-13294	367	21	architectures	architecture	NOUN
fuelectenerg-13294	367	22	with	with	ADP
fuelectenerg-13294	367	23	the	the	DET
fuelectenerg-13294	367	24	use	use	NOUN
fuelectenerg-13294	367	25	of	of	ADP
fuelectenerg-13294	367	26	diverse	diverse	ADJ
fuelectenerg-13294	367	27	sets	set	NOUN
fuelectenerg-13294	367	28	of	of	ADP
fuelectenerg-13294	367	29	lung	lung	NOUN
fuelectenerg-13294	367	30	cancer	cancer	NOUN
fuelectenerg-13294	367	31	dataset	dataset	NOUN
fuelectenerg-13294	367	32	.	.	PUNCT
fuelectenerg-13294	368	1	the	the	DET
fuelectenerg-13294	368	2	proposed	propose	VERB
fuelectenerg-13294	368	3	model	model	NOUN
fuelectenerg-13294	368	4	has	have	VERB
fuelectenerg-13294	368	5	highest	high	ADJ
fuelectenerg-13294	368	6	accuracy	accuracy	NOUN
fuelectenerg-13294	368	7	amongst	amongst	ADP
fuelectenerg-13294	368	8	all	all	DET
fuelectenerg-13294	368	9	the	the	DET
fuelectenerg-13294	368	10	other	other	ADJ
fuelectenerg-13294	368	11	models	model	NOUN
fuelectenerg-13294	368	12	.	.	PUNCT
fuelectenerg-13294	369	1	the	the	DET
fuelectenerg-13294	369	2	studies	study	NOUN
fuelectenerg-13294	369	3	adopted	adopt	VERB
fuelectenerg-13294	369	4	employ	employ	VERB
fuelectenerg-13294	369	5	various	various	ADJ
fuelectenerg-13294	369	6	datasets	dataset	NOUN
fuelectenerg-13294	369	7	like	like	ADP
fuelectenerg-13294	369	8	ct	ct	NUM
fuelectenerg-13294	369	9	images	image	NOUN
fuelectenerg-13294	369	10	,	,	PUNCT
fuelectenerg-13294	369	11	ldct	ldct	NOUN
fuelectenerg-13294	369	12	,	,	PUNCT
fuelectenerg-13294	369	13	lidc	lidc	ADJ
fuelectenerg-13294	369	14	-	-	PUNCT
fuelectenerg-13294	369	15	idri	idri	ADJ
fuelectenerg-13294	369	16	,	,	PUNCT
fuelectenerg-13294	369	17	lc25000	lc25000	PROPN
fuelectenerg-13294	369	18	,	,	PUNCT
fuelectenerg-13294	369	19	iqoth	iqoth	NOUN
fuelectenerg-13294	369	20	/	/	SYM
fuelectenerg-13294	369	21	nccd	nccd	NOUN
fuelectenerg-13294	369	22	,	,	PUNCT
fuelectenerg-13294	369	23	and	and	CCONJ
fuelectenerg-13294	369	24	lung	lung	NOUN
fuelectenerg-13294	369	25	cancer	cancer	NOUN
fuelectenerg-13294	369	26	tissue	tissue	NOUN
fuelectenerg-13294	369	27	images	image	NOUN
fuelectenerg-13294	369	28	.	.	PUNCT
fuelectenerg-13294	370	1	the	the	DET
fuelectenerg-13294	370	2	models	model	NOUN
fuelectenerg-13294	370	3	adopt	adopt	VERB
fuelectenerg-13294	370	4	various	various	ADJ
fuelectenerg-13294	370	5	machine	machine	NOUN
fuelectenerg-13294	370	6	learning	learning	NOUN
fuelectenerg-13294	370	7	and	and	CCONJ
fuelectenerg-13294	370	8	deep	deep	ADJ
fuelectenerg-13294	370	9	learning	learning	NOUN
fuelectenerg-13294	370	10	methods	method	NOUN
fuelectenerg-13294	370	11	like	like	ADP
fuelectenerg-13294	370	12	cnns	cnn	NOUN
fuelectenerg-13294	370	13	and	and	CCONJ
fuelectenerg-13294	370	14	ensemble	ensemble	ADJ
fuelectenerg-13294	370	15	learning	learning	NOUN
fuelectenerg-13294	370	16	techniques	technique	NOUN
fuelectenerg-13294	370	17	.	.	PUNCT
fuelectenerg-13294	371	1	performance	performance	NOUN
fuelectenerg-13294	371	2	metrics	metric	NOUN
fuelectenerg-13294	371	3	include	include	VERB
fuelectenerg-13294	371	4	accuracy	accuracy	NOUN
fuelectenerg-13294	371	5	,	,	PUNCT
fuelectenerg-13294	371	6	sensitivity	sensitivity	NOUN
fuelectenerg-13294	371	7	,	,	PUNCT
fuelectenerg-13294	371	8	specificity	specificity	NOUN
fuelectenerg-13294	371	9	,	,	PUNCT
fuelectenerg-13294	371	10	and	and	CCONJ
fuelectenerg-13294	371	11	f	f	X
fuelectenerg-13294	371	12	-	-	PUNCT
fuelectenerg-13294	371	13	score	score	NOUN
fuelectenerg-13294	371	14	.	.	PUNCT
fuelectenerg-13294	372	1	the	the	DET
fuelectenerg-13294	372	2	performance	performance	NOUN
fuelectenerg-13294	372	3	of	of	ADP
fuelectenerg-13294	372	4	different	different	ADJ
fuelectenerg-13294	372	5	studies	study	NOUN
fuelectenerg-13294	372	6	can	can	AUX
fuelectenerg-13294	372	7	be	be	AUX
fuelectenerg-13294	372	8	tabulated	tabulate	VERB
fuelectenerg-13294	372	9	as	as	SCONJ
fuelectenerg-13294	372	10	follows	follow	VERB
fuelectenerg-13294	372	11	:	:	PUNCT
fuelectenerg-13294	372	12	anand	anand	PROPN
fuelectenerg-13294	372	13	et	et	PROPN
fuelectenerg-13294	372	14	al	al	PROPN
fuelectenerg-13294	372	15	.	.	PROPN
fuelectenerg-13294	373	1	(	(	PUNCT
fuelectenerg-13294	373	2	2022	2022	NUM
fuelectenerg-13294	373	3	)	)	PUNCT
fuelectenerg-13294	373	4	obtained	obtain	VERB
fuelectenerg-13294	373	5	96	96	NUM
fuelectenerg-13294	373	6	%	%	NOUN
fuelectenerg-13294	373	7	accuracy	accuracy	NOUN
fuelectenerg-13294	373	8	in	in	ADP
fuelectenerg-13294	373	9	using	use	VERB
fuelectenerg-13294	373	10	ct	ct	NUM
fuelectenerg-13294	373	11	images	image	NOUN
fuelectenerg-13294	373	12	,	,	PUNCT
fuelectenerg-13294	373	13	whereas	whereas	SCONJ
fuelectenerg-13294	373	14	cari	cari	PROPN
fuelectenerg-13294	373	15	et	et	PROPN
fuelectenerg-13294	373	16	al	al	PROPN
fuelectenerg-13294	373	17	.	.	PROPN
fuelectenerg-13294	374	1	(	(	PUNCT
fuelectenerg-13294	374	2	2024	2024	NUM
fuelectenerg-13294	374	3	)	)	PUNCT
fuelectenerg-13294	374	4	reported	report	VERB
fuelectenerg-13294	374	5	95	95	NUM
fuelectenerg-13294	374	6	%	%	NOUN
fuelectenerg-13294	374	7	accuracy	accuracy	NOUN
fuelectenerg-13294	374	8	with	with	ADP
fuelectenerg-13294	374	9	the	the	DET
fuelectenerg-13294	374	10	use	use	NOUN
fuelectenerg-13294	374	11	of	of	ADP
fuelectenerg-13294	374	12	ct	ct	NUM
fuelectenerg-13294	374	13	scans	scan	NOUN
fuelectenerg-13294	374	14	,	,	PUNCT
fuelectenerg-13294	374	15	yielding	yield	VERB
fuelectenerg-13294	374	16	100	100	NUM
fuelectenerg-13294	374	17	%	%	NOUN
fuelectenerg-13294	374	18	sensitivity	sensitivity	NOUN
fuelectenerg-13294	374	19	and	and	CCONJ
fuelectenerg-13294	374	20	90	90	NUM
fuelectenerg-13294	374	21	%	%	NOUN
fuelectenerg-13294	374	22	specificity	specificity	NOUN
fuelectenerg-13294	374	23	.	.	PUNCT
fuelectenerg-13294	375	1	harshavardhan	harshavardhan	PROPN
fuelectenerg-13294	375	2	et	et	PROPN
fuelectenerg-13294	375	3	al	al	PROPN
fuelectenerg-13294	375	4	.	.	PROPN
fuelectenerg-13294	376	1	(	(	PUNCT
fuelectenerg-13294	376	2	2024	2024	NUM
fuelectenerg-13294	376	3	)	)	PUNCT
fuelectenerg-13294	376	4	and	and	CCONJ
fuelectenerg-13294	376	5	br	br	X
fuelectenerg-13294	376	6	et	et	PROPN
fuelectenerg-13294	376	7	al	al	PROPN
fuelectenerg-13294	376	8	.	.	PROPN
fuelectenerg-13294	377	1	(	(	PUNCT
fuelectenerg-13294	377	2	2024	2024	NUM
fuelectenerg-13294	377	3	)	)	PUNCT
fuelectenerg-13294	377	4	both	both	PRON
fuelectenerg-13294	377	5	recorded	record	VERB
fuelectenerg-13294	377	6	accuracies	accuracy	NOUN
fuelectenerg-13294	377	7	of	of	ADP
fuelectenerg-13294	377	8	96.86	96.86	NUM
fuelectenerg-13294	377	9	%	%	NOUN
fuelectenerg-13294	377	10	through	through	ADP
fuelectenerg-13294	377	11	lung	lung	NOUN
fuelectenerg-13294	377	12	ct	ct	PROPN
fuelectenerg-13294	377	13	scans	scan	NOUN
fuelectenerg-13294	377	14	,	,	PUNCT
fuelectenerg-13294	377	15	with	with	ADP
fuelectenerg-13294	377	16	similarly	similarly	ADV
fuelectenerg-13294	377	17	matched	match	VERB
fuelectenerg-13294	377	18	sensitivity	sensitivity	NOUN
fuelectenerg-13294	377	19	and	and	CCONJ
fuelectenerg-13294	377	20	specificity	specificity	NOUN
fuelectenerg-13294	377	21	values	value	NOUN
fuelectenerg-13294	377	22	.	.	PUNCT
fuelectenerg-13294	378	1	bc	bc	PROPN
fuelectenerg-13294	378	2	et	et	PROPN
fuelectenerg-13294	378	3	al	al	PROPN
fuelectenerg-13294	378	4	.	.	PROPN
fuelectenerg-13294	378	5	(	(	PUNCT
fuelectenerg-13294	378	6	2024	2024	NUM
fuelectenerg-13294	378	7	)	)	PUNCT
fuelectenerg-13294	378	8	used	use	VERB
fuelectenerg-13294	378	9	the	the	DET
fuelectenerg-13294	378	10	lidc	lidc	ADJ
fuelectenerg-13294	378	11	-	-	PUNCT
fuelectenerg-13294	378	12	idri	idri	NOUN
fuelectenerg-13294	378	13	dataset	dataset	NOUN
fuelectenerg-13294	378	14	with	with	ADP
fuelectenerg-13294	378	15	95.06	95.06	NUM
fuelectenerg-13294	378	16	%	%	NOUN
fuelectenerg-13294	378	17	accuracy	accuracy	NOUN
fuelectenerg-13294	378	18	,	,	PUNCT
fuelectenerg-13294	378	19	whereas	whereas	SCONJ
fuelectenerg-13294	378	20	anjum	anjum	PROPN
fuelectenerg-13294	378	21	et	et	PROPN
fuelectenerg-13294	378	22	al	al	PROPN
fuelectenerg-13294	378	23	.	.	PROPN
fuelectenerg-13294	379	1	(	(	PUNCT
fuelectenerg-13294	379	2	2023	2023	NUM
fuelectenerg-13294	379	3	)	)	PUNCT
fuelectenerg-13294	379	4	achieved	achieve	VERB
fuelectenerg-13294	379	5	97.24	97.24	NUM
fuelectenerg-13294	379	6	%	%	NOUN
fuelectenerg-13294	379	7	accuracy	accuracy	NOUN
fuelectenerg-13294	379	8	using	use	VERB
fuelectenerg-13294	379	9	the	the	DET
fuelectenerg-13294	379	10	lc25000	lc25000	PROPN
fuelectenerg-13294	379	11	dataset	dataset	NOUN
fuelectenerg-13294	379	12	.	.	PUNCT
fuelectenerg-13294	380	1	zebua	zebua	PROPN
fuelectenerg-13294	380	2	et	et	PROPN
fuelectenerg-13294	380	3	al	al	PROPN
fuelectenerg-13294	380	4	.	.	PROPN
fuelectenerg-13294	381	1	(	(	PUNCT
fuelectenerg-13294	381	2	2024	2024	NUM
fuelectenerg-13294	381	3	)	)	PUNCT
fuelectenerg-13294	381	4	proved	prove	VERB
fuelectenerg-13294	381	5	89	89	NUM
fuelectenerg-13294	381	6	%	%	NOUN
fuelectenerg-13294	381	7	accuracy	accuracy	NOUN
fuelectenerg-13294	381	8	using	use	VERB
fuelectenerg-13294	381	9	ldct	ldct	NOUN
fuelectenerg-13294	381	10	,	,	PUNCT
fuelectenerg-13294	381	11	whereas	whereas	SCONJ
fuelectenerg-13294	381	12	al	al	PROPN
fuelectenerg-13294	381	13	-	-	PUNCT
fuelectenerg-13294	381	14	shouka	shouka	PROPN
fuelectenerg-13294	381	15	et	et	PROPN
fuelectenerg-13294	381	16	al	al	PROPN
fuelectenerg-13294	381	17	.	.	PROPN
fuelectenerg-13294	382	1	(	(	PUNCT
fuelectenerg-13294	382	2	2023	2023	NUM
fuelectenerg-13294	382	3	)	)	PUNCT
fuelectenerg-13294	382	4	used	use	VERB
fuelectenerg-13294	382	5	ct	ct	PROPN
fuelectenerg-13294	382	6	scans	scan	NOUN
fuelectenerg-13294	382	7	to	to	PART
fuelectenerg-13294	382	8	achieve	achieve	VERB
fuelectenerg-13294	382	9	94	94	NUM
fuelectenerg-13294	382	10	%	%	NOUN
fuelectenerg-13294	382	11	accuracy	accuracy	NOUN
fuelectenerg-13294	382	12	.	.	PUNCT
fuelectenerg-13294	383	1	bhola	bhola	PROPN
fuelectenerg-13294	383	2	et	et	PROPN
fuelectenerg-13294	383	3	al	al	PROPN
fuelectenerg-13294	383	4	.	.	PROPN
fuelectenerg-13294	383	5	(	(	PUNCT
fuelectenerg-13294	383	6	2023	2023	NUM
fuelectenerg-13294	383	7	)	)	PUNCT
fuelectenerg-13294	383	8	achieved	achieve	VERB
fuelectenerg-13294	383	9	90.16	90.16	NUM
fuelectenerg-13294	383	10	%	%	NOUN
fuelectenerg-13294	383	11	accuracy	accuracy	NOUN
fuelectenerg-13294	383	12	using	use	VERB
fuelectenerg-13294	383	13	ct	ct	NUM
fuelectenerg-13294	383	14	scans	scan	NOUN
fuelectenerg-13294	383	15	,	,	PUNCT
fuelectenerg-13294	383	16	whereas	whereas	SCONJ
fuelectenerg-13294	383	17	ahnaf	ahnaf	PROPN
fuelectenerg-13294	383	18	et	et	PROPN
fuelectenerg-13294	383	19	al	al	PROPN
fuelectenerg-13294	383	20	.	.	PROPN
fuelectenerg-13294	384	1	(	(	PUNCT
fuelectenerg-13294	384	2	2023	2023	NUM
fuelectenerg-13294	384	3	)	)	PUNCT
fuelectenerg-13294	384	4	used	use	VERB
fuelectenerg-13294	384	5	the	the	DET
fuelectenerg-13294	384	6	iqoth	iqoth	ADJ
fuelectenerg-13294	384	7	/	/	SYM
fuelectenerg-13294	384	8	nccd	nccd	NOUN
fuelectenerg-13294	384	9	dataset	dataset	VERB
fuelectenerg-13294	384	10	to	to	PART
fuelectenerg-13294	384	11	achieve	achieve	VERB
fuelectenerg-13294	384	12	93	93	NUM
fuelectenerg-13294	384	13	%	%	NOUN
fuelectenerg-13294	384	14	accuracy	accuracy	NOUN
fuelectenerg-13294	384	15	.	.	PUNCT
fuelectenerg-13294	385	1	ashhar	ashhar	PROPN
fuelectenerg-13294	385	2	et	et	PROPN
fuelectenerg-13294	385	3	al	al	PROPN
fuelectenerg-13294	385	4	.	.	PROPN
fuelectenerg-13294	385	5	(	(	PUNCT
fuelectenerg-13294	385	6	2020	2020	NUM
fuelectenerg-13294	385	7	)	)	PUNCT
fuelectenerg-13294	385	8	and	and	CCONJ
fuelectenerg-13294	385	9	abd	abd	PROPN
fuelectenerg-13294	385	10	al	al	PROPN
fuelectenerg-13294	385	11	-	-	PUNCT
fuelectenerg-13294	385	12	ameer	ameer	PROPN
fuelectenerg-13294	385	13	et	et	PROPN
fuelectenerg-13294	385	14	al	al	PROPN
fuelectenerg-13294	385	15	.	.	PROPN
fuelectenerg-13294	385	16	(	(	PUNCT
fuelectenerg-13294	385	17	2022	2022	NUM
fuelectenerg-13294	385	18	)	)	PUNCT
fuelectenerg-13294	385	19	achieved	achieve	VERB
fuelectenerg-13294	385	20	94.53	94.53	NUM
fuelectenerg-13294	385	21	%	%	NOUN
fuelectenerg-13294	385	22	and	and	CCONJ
fuelectenerg-13294	385	23	97.09	97.09	NUM
fuelectenerg-13294	385	24	%	%	NOUN
fuelectenerg-13294	385	25	accuracy	accuracy	NOUN
fuelectenerg-13294	385	26	,	,	PUNCT
fuelectenerg-13294	385	27	respectively	respectively	ADV
fuelectenerg-13294	385	28	,	,	PUNCT
fuelectenerg-13294	385	29	with	with	ADP
fuelectenerg-13294	385	30	the	the	DET
fuelectenerg-13294	385	31	lidc	lidc	ADJ
fuelectenerg-13294	385	32	-	-	PUNCT
fuelectenerg-13294	385	33	idri	idri	ADJ
fuelectenerg-13294	385	34	and	and	CCONJ
fuelectenerg-13294	385	35	lung	lung	NOUN
fuelectenerg-13294	385	36	cancer	cancer	NOUN
fuelectenerg-13294	385	37	tissue	tissue	NOUN
fuelectenerg-13294	385	38	datasets	dataset	NOUN
fuelectenerg-13294	385	39	.	.	PUNCT
fuelectenerg-13294	386	1	priyadarshini	priyadarshini	VERB
fuelectenerg-13294	386	2	et	et	PROPN
fuelectenerg-13294	386	3	al	al	PROPN
fuelectenerg-13294	386	4	.	.	PROPN
fuelectenerg-13294	386	5	(	(	PUNCT
fuelectenerg-13294	386	6	2025	2025	NUM
fuelectenerg-13294	386	7	)	)	PUNCT
fuelectenerg-13294	386	8	achieved	achieve	VERB
fuelectenerg-13294	386	9	97.29	97.29	NUM
fuelectenerg-13294	386	10	%	%	NOUN
fuelectenerg-13294	386	11	accuracy	accuracy	NOUN
fuelectenerg-13294	386	12	with	with	ADP
fuelectenerg-13294	386	13	ct	ct	PROPN
fuelectenerg-13294	386	14	scan	scan	ADJ
fuelectenerg-13294	386	15	images	image	NOUN
fuelectenerg-13294	386	16	,	,	PUNCT
fuelectenerg-13294	386	17	whereas	whereas	SCONJ
fuelectenerg-13294	386	18	velumurugan	velumurugan	NOUN
fuelectenerg-13294	386	19	et	et	PROPN
fuelectenerg-13294	386	20	al	al	PROPN
fuelectenerg-13294	386	21	.	.	PROPN
fuelectenerg-13294	387	1	(	(	PUNCT
fuelectenerg-13294	387	2	2025	2025	NUM
fuelectenerg-13294	387	3	)	)	PUNCT
fuelectenerg-13294	387	4	achieved	achieve	VERB
fuelectenerg-13294	387	5	94.8	94.8	NUM
fuelectenerg-13294	387	6	%	%	NOUN
fuelectenerg-13294	387	7	accuracy	accuracy	NOUN
fuelectenerg-13294	387	8	with	with	ADP
fuelectenerg-13294	387	9	ct	ct	PROPN
fuelectenerg-13294	387	10	images	image	NOUN
fuelectenerg-13294	387	11	,	,	PUNCT
fuelectenerg-13294	387	12	with	with	ADP
fuelectenerg-13294	387	13	92.6	92.6	NUM
fuelectenerg-13294	387	14	%	%	NOUN
fuelectenerg-13294	387	15	sensitivity	sensitivity	NOUN
fuelectenerg-13294	387	16	and	and	CCONJ
fuelectenerg-13294	387	17	93.7	93.7	NUM
fuelectenerg-13294	387	18	%	%	NOUN
fuelectenerg-13294	387	19	fscore	fscore	NOUN
fuelectenerg-13294	387	20	.	.	PUNCT
fuelectenerg-13294	388	1	in	in	ADP
fuelectenerg-13294	388	2	addition	addition	NOUN
fuelectenerg-13294	388	3	,	,	PUNCT
fuelectenerg-13294	388	4	sudha	sudha	PROPN
fuelectenerg-13294	388	5	et	et	PROPN
fuelectenerg-13294	388	6	al	al	PROPN
fuelectenerg-13294	388	7	.	.	PROPN
fuelectenerg-13294	389	1	(	(	PUNCT
fuelectenerg-13294	389	2	2025	2025	NUM
fuelectenerg-13294	389	3	)	)	PUNCT
fuelectenerg-13294	389	4	employed	employ	VERB
fuelectenerg-13294	389	5	the	the	DET
fuelectenerg-13294	389	6	lidc	lidc	ADJ
fuelectenerg-13294	389	7	-	-	PUNCT
fuelectenerg-13294	389	8	idri	idri	NOUN
fuelectenerg-13294	389	9	dataset	dataset	NOUN
fuelectenerg-13294	389	10	and	and	CCONJ
fuelectenerg-13294	389	11	achieved	achieve	VERB
fuelectenerg-13294	389	12	a	a	DET
fuelectenerg-13294	389	13	high	high	ADJ
fuelectenerg-13294	389	14	accuracy	accuracy	NOUN
fuelectenerg-13294	389	15	of	of	ADP
fuelectenerg-13294	389	16	97.80	97.80	NUM
fuelectenerg-13294	389	17	%	%	NOUN
fuelectenerg-13294	389	18	,	,	PUNCT
fuelectenerg-13294	389	19	with	with	ADP
fuelectenerg-13294	389	20	sensitivity	sensitivity	NOUN
fuelectenerg-13294	389	21	of	of	ADP
fuelectenerg-13294	389	22	96.8	96.8	NUM
fuelectenerg-13294	389	23	%	%	NOUN
fuelectenerg-13294	389	24	and	and	CCONJ
fuelectenerg-13294	389	25	specificity	specificity	NOUN
fuelectenerg-13294	389	26	of	of	ADP
fuelectenerg-13294	389	27	98.49%.the	98.49%.the	DET
fuelectenerg-13294	389	28	model	model	NOUN
fuelectenerg-13294	389	29	proposed	propose	VERB
fuelectenerg-13294	389	30	is	be	AUX
fuelectenerg-13294	389	31	far	far	ADV
fuelectenerg-13294	389	32	superior	superior	ADJ
fuelectenerg-13294	389	33	to	to	ADP
fuelectenerg-13294	389	34	current	current	ADJ
fuelectenerg-13294	389	35	approaches	approach	NOUN
fuelectenerg-13294	389	36	,	,	PUNCT
fuelectenerg-13294	389	37	with	with	ADP
fuelectenerg-13294	389	38	excellent	excellent	ADJ
fuelectenerg-13294	389	39	performance	performance	NOUN
fuelectenerg-13294	389	40	of	of	ADP
fuelectenerg-13294	389	41	98.79	98.79	NUM
fuelectenerg-13294	389	42	%	%	NOUN
fuelectenerg-13294	389	43	accuracy	accuracy	NOUN
fuelectenerg-13294	389	44	using	use	VERB
fuelectenerg-13294	389	45	the	the	DET
fuelectenerg-13294	389	46	iqoth	iqoth	NOUN
fuelectenerg-13294	389	47	dataset	dataset	VERB
fuelectenerg-13294	389	48	.	.	PUNCT
fuelectenerg-13294	390	1	it	it	PRON
fuelectenerg-13294	390	2	has	have	VERB
fuelectenerg-13294	390	3	a	a	DET
fuelectenerg-13294	390	4	sensitivity	sensitivity	NOUN
fuelectenerg-13294	390	5	of	of	ADP
fuelectenerg-13294	390	6	96.6	96.6	NUM
fuelectenerg-13294	390	7	%	%	NOUN
fuelectenerg-13294	390	8	,	,	PUNCT
fuelectenerg-13294	390	9	specificity	specificity	NOUN
fuelectenerg-13294	390	10	of	of	ADP
fuelectenerg-13294	390	11	99.1	99.1	NUM
fuelectenerg-13294	390	12	%	%	NOUN
fuelectenerg-13294	390	13	,	,	PUNCT
fuelectenerg-13294	390	14	and	and	CCONJ
fuelectenerg-13294	390	15	f	f	X
fuelectenerg-13294	390	16	-	-	PUNCT
fuelectenerg-13294	390	17	score	score	NOUN
fuelectenerg-13294	390	18	of	of	ADP
fuelectenerg-13294	390	19	97.82	97.82	NUM
fuelectenerg-13294	390	20	%	%	NOUN
fuelectenerg-13294	390	21	.	.	PUNCT
fuelectenerg-13294	391	1	this	this	DET
fuelectenerg-13294	391	2	high	high	ADJ
fuelectenerg-13294	391	3	performance	performance	NOUN
fuelectenerg-13294	391	4	is	be	AUX
fuelectenerg-13294	391	5	due	due	ADJ
fuelectenerg-13294	391	6	to	to	ADP
fuelectenerg-13294	391	7	the	the	DET
fuelectenerg-13294	391	8	incorporation	incorporation	NOUN
fuelectenerg-13294	391	9	of	of	ADP
fuelectenerg-13294	391	10	sophisticated	sophisticated	ADJ
fuelectenerg-13294	391	11	optimization	optimization	NOUN
fuelectenerg-13294	391	12	methods	method	NOUN
fuelectenerg-13294	391	13	and	and	CCONJ
fuelectenerg-13294	391	14	careful	careful	ADJ
fuelectenerg-13294	391	15	image	image	NOUN
fuelectenerg-13294	391	16	processing	processing	NOUN
fuelectenerg-13294	391	17	,	,	PUNCT
fuelectenerg-13294	391	18	and	and	CCONJ
fuelectenerg-13294	391	19	it	it	PRON
fuelectenerg-13294	391	20	is	be	AUX
fuelectenerg-13294	391	21	a	a	DET
fuelectenerg-13294	391	22	powerful	powerful	ADJ
fuelectenerg-13294	391	23	tool	tool	NOUN
fuelectenerg-13294	391	24	for	for	ADP
fuelectenerg-13294	391	25	precise	precise	ADJ
fuelectenerg-13294	391	26	lung	lung	NOUN
fuelectenerg-13294	391	27	cancer	cancer	NOUN
fuelectenerg-13294	391	28	classification	classification	NOUN
fuelectenerg-13294	391	29	.	.	PUNCT
fuelectenerg-13294	392	1	harnessing	harness	VERB
fuelectenerg-13294	392	2	deep	deep	ADJ
fuelectenerg-13294	392	3	learning	learning	NOUN
fuelectenerg-13294	392	4	for	for	ADP
fuelectenerg-13294	392	5	lung	lung	NOUN
fuelectenerg-13294	392	6	cancer	cancer	NOUN
fuelectenerg-13294	392	7	detection	detection	NOUN
fuelectenerg-13294	392	8	using	use	VERB
fuelectenerg-13294	392	9	ct	ct	PROPN
fuelectenerg-13294	392	10	scan	scan	NOUN
fuelectenerg-13294	392	11	images	image	VERB
fuelectenerg-13294	392	12	659	659	NUM
fuelectenerg-13294	392	13	table	table	NOUN
fuelectenerg-13294	392	14	5	5	NUM
fuelectenerg-13294	392	15	performance	performance	NOUN
fuelectenerg-13294	392	16	evaluation	evaluation	NOUN
fuelectenerg-13294	392	17	metrics	metric	NOUN
fuelectenerg-13294	392	18	of	of	ADP
fuelectenerg-13294	392	19	existing	exist	VERB
fuelectenerg-13294	392	20	models	model	NOUN
fuelectenerg-13294	392	21	author(s	author(s	NOUN
fuelectenerg-13294	392	22	)	)	PUNCT
fuelectenerg-13294	392	23	methods	method	NOUN
fuelectenerg-13294	392	24	used	use	VERB
fuelectenerg-13294	392	25	accuracy	accuracy	NOUN
fuelectenerg-13294	392	26	precision	precision	NOUN
fuelectenerg-13294	392	27	sensitivity	sensitivity	NOUN
fuelectenerg-13294	392	28	f1	f1	PROPN
fuelectenerg-13294	392	29	score	score	NOUN
fuelectenerg-13294	392	30	anand	anand	PROPN
fuelectenerg-13294	392	31	et	et	PROPN
fuelectenerg-13294	392	32	al	al	PROPN
fuelectenerg-13294	392	33	.	.	PUNCT
fuelectenerg-13294	393	1	[	[	X
fuelectenerg-13294	393	2	2	2	NUM
fuelectenerg-13294	393	3	]	]	PUNCT
fuelectenerg-13294	393	4	(	(	PUNCT
fuelectenerg-13294	393	5	2022	2022	NUM
fuelectenerg-13294	393	6	)	)	PUNCT
fuelectenerg-13294	393	7	ct	ct	NOUN
fuelectenerg-13294	393	8	images	image	NOUN
fuelectenerg-13294	393	9	96	96	NUM
fuelectenerg-13294	393	10	%	%	NOUN
fuelectenerg-13294	393	11	cari	cari	PROPN
fuelectenerg-13294	393	12	et	et	PROPN
fuelectenerg-13294	393	13	al	al	PROPN
fuelectenerg-13294	393	14	.	.	PUNCT
fuelectenerg-13294	394	1	[	[	X
fuelectenerg-13294	394	2	10	10	NUM
fuelectenerg-13294	394	3	]	]	X
fuelectenerg-13294	394	4	(	(	PUNCT
fuelectenerg-13294	394	5	2024	2024	NUM
fuelectenerg-13294	394	6	)	)	PUNCT
fuelectenerg-13294	394	7	ct	ct	PROPN
fuelectenerg-13294	394	8	scans	scan	NOUN
fuelectenerg-13294	394	9	95	95	NUM
fuelectenerg-13294	394	10	%	%	NOUN
fuelectenerg-13294	394	11	100	100	NUM
fuelectenerg-13294	394	12	%	%	NOUN
fuelectenerg-13294	394	13	90	90	NUM
fuelectenerg-13294	394	14	%	%	NOUN
fuelectenerg-13294	394	15	harshavardhan	harshavardhan	PROPN
fuelectenerg-13294	394	16	et	et	PROPN
fuelectenerg-13294	394	17	al	al	PROPN
fuelectenerg-13294	394	18	.	.	PUNCT
fuelectenerg-13294	395	1	[	[	X
fuelectenerg-13294	395	2	11	11	NUM
fuelectenerg-13294	395	3	]	]	SYM
fuelectenerg-13294	395	4	(	(	PUNCT
fuelectenerg-13294	395	5	2024	2024	NUM
fuelectenerg-13294	395	6	)	)	PUNCT
fuelectenerg-13294	395	7	br	br	NOUN
fuelectenerg-13294	395	8	et	et	PROPN
fuelectenerg-13294	395	9	al	al	PROPN
fuelectenerg-13294	395	10	.	.	PUNCT
fuelectenerg-13294	396	1	[	[	X
fuelectenerg-13294	396	2	12	12	NUM
fuelectenerg-13294	396	3	]	]	PUNCT
fuelectenerg-13294	396	4	(	(	PUNCT
fuelectenerg-13294	396	5	2024	2024	NUM
fuelectenerg-13294	396	6	)	)	PUNCT
fuelectenerg-13294	396	7	images	image	NOUN
fuelectenerg-13294	396	8	of	of	ADP
fuelectenerg-13294	396	9	lung	lung	NOUN
fuelectenerg-13294	396	10	ct	ct	PROPN
fuelectenerg-13294	396	11	scans	scan	NOUN
fuelectenerg-13294	396	12	ct	ct	NUM
fuelectenerg-13294	396	13	scan	scan	NOUN
fuelectenerg-13294	396	14	96.86	96.86	NUM
fuelectenerg-13294	396	15	%	%	NOUN
fuelectenerg-13294	396	16	96	96	NUM
fuelectenerg-13294	396	17	%	%	NOUN
fuelectenerg-13294	396	18	96.86	96.86	NUM
fuelectenerg-13294	396	19	%	%	NOUN
fuelectenerg-13294	396	20	97.37	97.37	NUM
fuelectenerg-13294	396	21	%	%	NOUN
fuelectenerg-13294	396	22	96.50	96.50	NUM
fuelectenerg-13294	396	23	%	%	NOUN
fuelectenerg-13294	396	24	97.37	97.37	NUM
fuelectenerg-13294	396	25	%	%	NOUN
fuelectenerg-13294	396	26	96.68	96.68	NUM
fuelectenerg-13294	396	27	%	%	NOUN
fuelectenerg-13294	396	28	bc	bc	PROPN
fuelectenerg-13294	396	29	et	et	PROPN
fuelectenerg-13294	396	30	al	al	PROPN
fuelectenerg-13294	396	31	.	.	PUNCT
fuelectenerg-13294	397	1	[	[	X
fuelectenerg-13294	397	2	13	13	NUM
fuelectenerg-13294	397	3	]	]	PUNCT
fuelectenerg-13294	397	4	(	(	PUNCT
fuelectenerg-13294	397	5	2024	2024	NUM
fuelectenerg-13294	397	6	)	)	PUNCT
fuelectenerg-13294	397	7	lidc	lidc	ADJ
fuelectenerg-13294	397	8	-	-	PUNCT
fuelectenerg-13294	397	9	idri	idri	NOUN
fuelectenerg-13294	397	10	95.06	95.06	NUM
fuelectenerg-13294	397	11	%	%	NOUN
fuelectenerg-13294	397	12	94.05	94.05	NUM
fuelectenerg-13294	397	13	%	%	NOUN
fuelectenerg-13294	397	14	99.01	99.01	NUM
fuelectenerg-13294	397	15	%	%	NOUN
fuelectenerg-13294	397	16	93.02	93.02	NUM
fuelectenerg-13294	397	17	%	%	NOUN
fuelectenerg-13294	397	18	anjum	anjum	PROPN
fuelectenerg-13294	397	19	et	et	PROPN
fuelectenerg-13294	397	20	al	al	PROPN
fuelectenerg-13294	397	21	.	.	PUNCT
fuelectenerg-13294	398	1	[	[	X
fuelectenerg-13294	398	2	14	14	NUM
fuelectenerg-13294	398	3	]	]	X
fuelectenerg-13294	398	4	(	(	PUNCT
fuelectenerg-13294	398	5	2023	2023	NUM
fuelectenerg-13294	398	6	)	)	PUNCT
fuelectenerg-13294	398	7	lc25000	lc25000	PROPN
fuelectenerg-13294	398	8	97.24	97.24	NUM
fuelectenerg-13294	398	9	%	%	NOUN
fuelectenerg-13294	398	10	zebua	zebua	PROPN
fuelectenerg-13294	398	11	et	et	PROPN
fuelectenerg-13294	398	12	al	al	PROPN
fuelectenerg-13294	398	13	.	.	PUNCT
fuelectenerg-13294	399	1	[	[	X
fuelectenerg-13294	399	2	15	15	NUM
fuelectenerg-13294	399	3	]	]	X
fuelectenerg-13294	399	4	(	(	PUNCT
fuelectenerg-13294	399	5	2024	2024	NUM
fuelectenerg-13294	399	6	)	)	PUNCT
fuelectenerg-13294	399	7	ldct	ldct	NOUN
fuelectenerg-13294	399	8	89	89	NUM
fuelectenerg-13294	399	9	%	%	NOUN
fuelectenerg-13294	399	10	90.0	90.0	NUM
fuelectenerg-13294	399	11	%	%	NOUN
fuelectenerg-13294	399	12	90.0	90.0	NUM
fuelectenerg-13294	399	13	%	%	NOUN
fuelectenerg-13294	399	14	89.5	89.5	NUM
fuelectenerg-13294	399	15	%	%	NOUN
fuelectenerg-13294	399	16	al	al	PROPN
fuelectenerg-13294	399	17	-	-	PUNCT
fuelectenerg-13294	399	18	shouka	shouka	PROPN
fuelectenerg-13294	399	19	et	et	PROPN
fuelectenerg-13294	399	20	al	al	PROPN
fuelectenerg-13294	399	21	.	.	PUNCT
fuelectenerg-13294	400	1	[	[	X
fuelectenerg-13294	400	2	16	16	NUM
fuelectenerg-13294	400	3	]	]	X
fuelectenerg-13294	400	4	(	(	PUNCT
fuelectenerg-13294	400	5	2023	2023	NUM
fuelectenerg-13294	400	6	)	)	PUNCT
fuelectenerg-13294	401	1	ct	ct	PROPN
fuelectenerg-13294	401	2	scans	scan	NOUN
fuelectenerg-13294	401	3	94	94	NUM
fuelectenerg-13294	401	4	%	%	NOUN
fuelectenerg-13294	401	5	bhola	bhola	PROPN
fuelectenerg-13294	401	6	et	et	PROPN
fuelectenerg-13294	401	7	al	al	PROPN
fuelectenerg-13294	401	8	.	.	PUNCT
fuelectenerg-13294	402	1	[	[	X
fuelectenerg-13294	402	2	17	17	NUM
fuelectenerg-13294	402	3	]	]	X
fuelectenerg-13294	402	4	(	(	PUNCT
fuelectenerg-13294	402	5	2023	2023	NUM
fuelectenerg-13294	402	6	)	)	PUNCT
fuelectenerg-13294	402	7	ct	ct	PROPN
fuelectenerg-13294	402	8	scans	scan	NOUN
fuelectenerg-13294	402	9	90.16	90.16	NUM
fuelectenerg-13294	402	10	%	%	NOUN
fuelectenerg-13294	402	11	90.16	90.16	NUM
fuelectenerg-13294	402	12	%	%	NOUN
fuelectenerg-13294	402	13	92.37	92.37	NUM
fuelectenerg-13294	402	14	%	%	NOUN
fuelectenerg-13294	402	15	90.72	90.72	NUM
fuelectenerg-13294	402	16	%	%	NOUN
fuelectenerg-13294	402	17	ahnaf	ahnaf	NOUN
fuelectenerg-13294	402	18	et	et	PROPN
fuelectenerg-13294	402	19	al	al	PROPN
fuelectenerg-13294	402	20	.	.	PUNCT
fuelectenerg-13294	403	1	[	[	X
fuelectenerg-13294	403	2	18	18	NUM
fuelectenerg-13294	403	3	]	]	PUNCT
fuelectenerg-13294	403	4	(	(	PUNCT
fuelectenerg-13294	403	5	2023	2023	NUM
fuelectenerg-13294	403	6	)	)	PUNCT
fuelectenerg-13294	403	7	iqoth	iqoth	NOUN
fuelectenerg-13294	403	8	/	/	SYM
fuelectenerg-13294	403	9	nccd	nccd	PROPN
fuelectenerg-13294	403	10	93	93	NUM
fuelectenerg-13294	403	11	%	%	NOUN
fuelectenerg-13294	403	12	94	94	NUM
fuelectenerg-13294	403	13	%	%	NOUN
fuelectenerg-13294	403	14	93	93	NUM
fuelectenerg-13294	403	15	%	%	NOUN
fuelectenerg-13294	403	16	92.5	92.5	NUM
fuelectenerg-13294	403	17	%	%	NOUN
fuelectenerg-13294	403	18	ashhar	ashhar	PROPN
fuelectenerg-13294	403	19	et	et	PROPN
fuelectenerg-13294	403	20	al	al	PROPN
fuelectenerg-13294	403	21	.	.	PUNCT
fuelectenerg-13294	404	1	[	[	X
fuelectenerg-13294	404	2	20	20	NUM
fuelectenerg-13294	404	3	]	]	PUNCT
fuelectenerg-13294	404	4	(	(	PUNCT
fuelectenerg-13294	404	5	2020	2020	NUM
fuelectenerg-13294	404	6	)	)	PUNCT
fuelectenerg-13294	404	7	lidc	lidc	ADJ
fuelectenerg-13294	404	8	-	-	PUNCT
fuelectenerg-13294	404	9	idri	idri	NOUN
fuelectenerg-13294	404	10	94.53	94.53	NUM
fuelectenerg-13294	404	11	%	%	NOUN
fuelectenerg-13294	404	12	99.06	99.06	NUM
fuelectenerg-13294	404	13	%	%	NOUN
fuelectenerg-13294	404	14	65.67	65.67	NUM
fuelectenerg-13294	404	15	%	%	NOUN
fuelectenerg-13294	404	16	86.84	86.84	NUM
fuelectenerg-13294	404	17	%	%	NOUN
fuelectenerg-13294	404	18	abd	abd	PROPN
fuelectenerg-13294	404	19	al	al	PROPN
fuelectenerg-13294	404	20	-	-	PUNCT
fuelectenerg-13294	404	21	ameer	ameer	PROPN
fuelectenerg-13294	404	22	et	et	PROPN
fuelectenerg-13294	404	23	al	al	PROPN
fuelectenerg-13294	404	24	.	.	PUNCT
fuelectenerg-13294	405	1	[	[	X
fuelectenerg-13294	405	2	21	21	NUM
fuelectenerg-13294	405	3	]	]	X
fuelectenerg-13294	405	4	(	(	PUNCT
fuelectenerg-13294	405	5	2022	2022	NUM
fuelectenerg-13294	405	6	)	)	PUNCT
fuelectenerg-13294	405	7	lung	lung	NOUN
fuelectenerg-13294	405	8	cancer	cancer	NOUN
fuelectenerg-13294	405	9	tissue	tissue	NOUN
fuelectenerg-13294	405	10	images	image	NOUN
fuelectenerg-13294	405	11	97.09	97.09	NUM
fuelectenerg-13294	405	12	%	%	NOUN
fuelectenerg-13294	405	13	96.89	96.89	NUM
fuelectenerg-13294	405	14	%	%	NOUN
fuelectenerg-13294	405	15	97.31	97.31	NUM
fuelectenerg-13294	405	16	%	%	NOUN
fuelectenerg-13294	405	17	97.09	97.09	NUM
fuelectenerg-13294	405	18	%	%	NOUN
fuelectenerg-13294	405	19	priyadarshini	priyadarshini	NOUN
fuelectenerg-13294	405	20	et	et	PROPN
fuelectenerg-13294	405	21	al	al	PROPN
fuelectenerg-13294	405	22	.	.	PUNCT
fuelectenerg-13294	406	1	[	[	X
fuelectenerg-13294	406	2	31	31	NUM
fuelectenerg-13294	406	3	]	]	PUNCT
fuelectenerg-13294	406	4	(	(	PUNCT
fuelectenerg-13294	406	5	2025	2025	NUM
fuelectenerg-13294	406	6	)	)	PUNCT
fuelectenerg-13294	406	7	ct	ct	PROPN
fuelectenerg-13294	406	8	scan	scan	NOUN
fuelectenerg-13294	406	9	images	image	VERB
fuelectenerg-13294	406	10	97.29	97.29	NUM
fuelectenerg-13294	406	11	%	%	NOUN
fuelectenerg-13294	406	12	97.23	97.23	NUM
fuelectenerg-13294	406	13	%	%	NOUN
fuelectenerg-13294	406	14	96.5	96.5	NUM
fuelectenerg-13294	406	15	%	%	NOUN
fuelectenerg-13294	406	16	96.5	96.5	NUM
fuelectenerg-13294	406	17	%	%	NOUN
fuelectenerg-13294	406	18	velumurugan	velumurugan	NOUN
fuelectenerg-13294	406	19	et	et	NOUN
fuelectenerg-13294	406	20	al	al	PROPN
fuelectenerg-13294	406	21	.	.	PUNCT
fuelectenerg-13294	407	1	[	[	X
fuelectenerg-13294	407	2	32	32	NUM
fuelectenerg-13294	407	3	]	]	PUNCT
fuelectenerg-13294	407	4	(	(	PUNCT
fuelectenerg-13294	407	5	2025	2025	NUM
fuelectenerg-13294	407	6	)	)	PUNCT
fuelectenerg-13294	407	7	ct	ct	NOUN
fuelectenerg-13294	407	8	images	image	NOUN
fuelectenerg-13294	407	9	94.8	94.8	NUM
fuelectenerg-13294	407	10	%	%	NOUN
fuelectenerg-13294	407	11	92.6	92.6	NUM
fuelectenerg-13294	407	12	%	%	NOUN
fuelectenerg-13294	407	13	93.7	93.7	NUM
fuelectenerg-13294	407	14	%	%	NOUN
fuelectenerg-13294	407	15	sudha	sudha	NOUN
fuelectenerg-13294	407	16	et	et	PROPN
fuelectenerg-13294	407	17	al	al	PROPN
fuelectenerg-13294	407	18	.	.	PUNCT
fuelectenerg-13294	408	1	[	[	X
fuelectenerg-13294	408	2	33	33	NUM
fuelectenerg-13294	408	3	]	]	PUNCT
fuelectenerg-13294	408	4	(	(	PUNCT
fuelectenerg-13294	408	5	2025	2025	NUM
fuelectenerg-13294	408	6	)	)	PUNCT
fuelectenerg-13294	408	7	lidc	lidc	ADJ
fuelectenerg-13294	408	8	-	-	PUNCT
fuelectenerg-13294	408	9	idri	idri	NOUN
fuelectenerg-13294	408	10	97.80	97.80	NUM
fuelectenerg-13294	408	11	%	%	NOUN
fuelectenerg-13294	408	12	96.8	96.8	NUM
fuelectenerg-13294	408	13	%	%	NOUN
fuelectenerg-13294	408	14	98.49	98.49	NUM
fuelectenerg-13294	408	15	%	%	NOUN
fuelectenerg-13294	408	16	97.32	97.32	NUM
fuelectenerg-13294	408	17	%	%	NOUN
fuelectenerg-13294	408	18	proposed	propose	VERB
fuelectenerg-13294	408	19	model	model	NOUN
fuelectenerg-13294	408	20	iqoth	iqoth	NOUN
fuelectenerg-13294	408	21	98.79	98.79	NUM
fuelectenerg-13294	408	22	%	%	NOUN
fuelectenerg-13294	408	23	96.6	96.6	NUM
fuelectenerg-13294	408	24	%	%	NOUN
fuelectenerg-13294	408	25	99.1	99.1	NUM
fuelectenerg-13294	408	26	%	%	NOUN
fuelectenerg-13294	408	27	97.82	97.82	NUM
fuelectenerg-13294	408	28	%	%	NOUN
fuelectenerg-13294	408	29	8	8	NUM
fuelectenerg-13294	408	30	.	.	PUNCT
fuelectenerg-13294	408	31	conclusion	conclusion	VERB
fuelectenerg-13294	408	32	the	the	DET
fuelectenerg-13294	408	33	demarcation	demarcation	NOUN
fuelectenerg-13294	408	34	of	of	ADP
fuelectenerg-13294	408	35	the	the	DET
fuelectenerg-13294	408	36	lung	lung	NOUN
fuelectenerg-13294	408	37	nodules	nodule	NOUN
fuelectenerg-13294	408	38	that	that	PRON
fuelectenerg-13294	408	39	have	have	AUX
fuelectenerg-13294	408	40	been	be	AUX
fuelectenerg-13294	408	41	affected	affect	VERB
fuelectenerg-13294	408	42	strictly	strictly	ADV
fuelectenerg-13294	408	43	is	be	AUX
fuelectenerg-13294	408	44	necessary	necessary	ADJ
fuelectenerg-13294	408	45	since	since	SCONJ
fuelectenerg-13294	408	46	this	this	DET
fuelectenerg-13294	408	47	step	step	NOUN
fuelectenerg-13294	408	48	goes	go	VERB
fuelectenerg-13294	408	49	a	a	DET
fuelectenerg-13294	408	50	long	long	ADJ
fuelectenerg-13294	408	51	way	way	NOUN
fuelectenerg-13294	408	52	in	in	ADP
fuelectenerg-13294	408	53	making	make	VERB
fuelectenerg-13294	408	54	sure	sure	ADJ
fuelectenerg-13294	408	55	that	that	SCONJ
fuelectenerg-13294	408	56	the	the	DET
fuelectenerg-13294	408	57	whole	whole	ADJ
fuelectenerg-13294	408	58	process	process	NOUN
fuelectenerg-13294	408	59	of	of	ADP
fuelectenerg-13294	408	60	diagnosis	diagnosis	NOUN
fuelectenerg-13294	408	61	turns	turn	VERB
fuelectenerg-13294	408	62	out	out	ADP
fuelectenerg-13294	408	63	to	to	PART
fuelectenerg-13294	408	64	be	be	AUX
fuelectenerg-13294	408	65	correct	correct	ADJ
fuelectenerg-13294	408	66	.	.	PUNCT
fuelectenerg-13294	409	1	in	in	ADP
fuelectenerg-13294	409	2	the	the	DET
fuelectenerg-13294	409	3	study	study	NOUN
fuelectenerg-13294	409	4	,	,	PUNCT
fuelectenerg-13294	409	5	the	the	DET
fuelectenerg-13294	409	6	paper	paper	NOUN
fuelectenerg-13294	409	7	exhaustively	exhaustively	ADV
fuelectenerg-13294	409	8	analyzed	analyze	VERB
fuelectenerg-13294	409	9	the	the	DET
fuelectenerg-13294	409	10	iqoth	iqoth	ADJ
fuelectenerg-13294	409	11	lung	lung	NOUN
fuelectenerg-13294	409	12	cancer	cancer	NOUN
fuelectenerg-13294	409	13	dataset	dataset	VERB
fuelectenerg-13294	409	14	with	with	ADP
fuelectenerg-13294	409	15	the	the	DET
fuelectenerg-13294	409	16	intention	intention	NOUN
fuelectenerg-13294	409	17	of	of	ADP
fuelectenerg-13294	409	18	forecasting	forecast	VERB
fuelectenerg-13294	409	19	the	the	DET
fuelectenerg-13294	409	20	chances	chance	NOUN
fuelectenerg-13294	409	21	of	of	ADP
fuelectenerg-13294	409	22	multiplication	multiplication	NOUN
fuelectenerg-13294	409	23	of	of	ADP
fuelectenerg-13294	409	24	the	the	DET
fuelectenerg-13294	409	25	cancer	cancer	NOUN
fuelectenerg-13294	409	26	by	by	ADP
fuelectenerg-13294	409	27	using	use	VERB
fuelectenerg-13294	409	28	designed	design	VERB
fuelectenerg-13294	409	29	deep	deep	ADJ
fuelectenerg-13294	409	30	learning	learning	NOUN
fuelectenerg-13294	409	31	model	model	NOUN
fuelectenerg-13294	409	32	that	that	PRON
fuelectenerg-13294	409	33	present	present	ADJ
fuelectenerg-13294	409	34	stunning	stunning	ADJ
fuelectenerg-13294	409	35	results	result	NOUN
fuelectenerg-13294	409	36	.	.	PUNCT
fuelectenerg-13294	410	1	the	the	DET
fuelectenerg-13294	410	2	principal	principal	ADJ
fuelectenerg-13294	410	3	aim	aim	NOUN
fuelectenerg-13294	410	4	of	of	ADP
fuelectenerg-13294	410	5	this	this	DET
fuelectenerg-13294	410	6	research	research	NOUN
fuelectenerg-13294	410	7	is	be	AUX
fuelectenerg-13294	410	8	to	to	PART
fuelectenerg-13294	410	9	construct	construct	VERB
fuelectenerg-13294	410	10	a	a	DET
fuelectenerg-13294	410	11	model	model	NOUN
fuelectenerg-13294	410	12	that	that	PRON
fuelectenerg-13294	410	13	is	be	AUX
fuelectenerg-13294	410	14	highly	highly	ADV
fuelectenerg-13294	410	15	efficacious	efficacious	ADJ
fuelectenerg-13294	410	16	at	at	ADP
fuelectenerg-13294	410	17	providing	provide	VERB
fuelectenerg-13294	410	18	predictions	prediction	NOUN
fuelectenerg-13294	410	19	remarkably	remarkably	ADV
fuelectenerg-13294	410	20	well	well	ADV
fuelectenerg-13294	410	21	,	,	PUNCT
fuelectenerg-13294	410	22	going	go	VERB
fuelectenerg-13294	410	23	a	a	DET
fuelectenerg-13294	410	24	long	long	ADJ
fuelectenerg-13294	410	25	way	way	NOUN
fuelectenerg-13294	410	26	to	to	PART
fuelectenerg-13294	410	27	further	far	ADV
fuelectenerg-13294	410	28	help	help	VERB
fuelectenerg-13294	410	29	medical	medical	ADJ
fuelectenerg-13294	410	30	practitioners	practitioner	NOUN
fuelectenerg-13294	410	31	make	make	VERB
fuelectenerg-13294	410	32	the	the	DET
fuelectenerg-13294	410	33	right	right	ADJ
fuelectenerg-13294	410	34	decisions	decision	NOUN
fuelectenerg-13294	410	35	regarding	regard	VERB
fuelectenerg-13294	410	36	care	care	NOUN
fuelectenerg-13294	410	37	for	for	ADP
fuelectenerg-13294	410	38	patients	patient	NOUN
fuelectenerg-13294	410	39	.	.	PUNCT
fuelectenerg-13294	411	1	this	this	DET
fuelectenerg-13294	411	2	custom	custom	NOUN
fuelectenerg-13294	411	3	cnn	cnn	PROPN
fuelectenerg-13294	411	4	model	model	NOUN
fuelectenerg-13294	411	5	is	be	AUX
fuelectenerg-13294	411	6	remarkable	remarkable	ADJ
fuelectenerg-13294	411	7	in	in	ADP
fuelectenerg-13294	411	8	a	a	DET
fuelectenerg-13294	411	9	way	way	NOUN
fuelectenerg-13294	411	10	that	that	PRON
fuelectenerg-13294	411	11	it	it	PRON
fuelectenerg-13294	411	12	achieves	achieve	VERB
fuelectenerg-13294	411	13	an	an	DET
fuelectenerg-13294	411	14	accuracy	accuracy	NOUN
fuelectenerg-13294	411	15	as	as	ADV
fuelectenerg-13294	411	16	high	high	ADJ
fuelectenerg-13294	411	17	as	as	ADP
fuelectenerg-13294	411	18	98.79	98.79	NUM
fuelectenerg-13294	411	19	%	%	NOUN
fuelectenerg-13294	411	20	,	,	PUNCT
fuelectenerg-13294	411	21	which	which	PRON
fuelectenerg-13294	411	22	is	be	AUX
fuelectenerg-13294	411	23	significantly	significantly	ADV
fuelectenerg-13294	411	24	higher	high	ADJ
fuelectenerg-13294	411	25	than	than	ADP
fuelectenerg-13294	411	26	most	most	ADJ
fuelectenerg-13294	411	27	of	of	ADP
fuelectenerg-13294	411	28	the	the	DET
fuelectenerg-13294	411	29	other	other	ADJ
fuelectenerg-13294	411	30	well	well	ADV
fuelectenerg-13294	411	31	-	-	PUNCT
fuelectenerg-13294	411	32	established	establish	VERB
fuelectenerg-13294	411	33	architectures	architecture	NOUN
fuelectenerg-13294	411	34	.	.	PUNCT
fuelectenerg-13294	412	1	its	its	PRON
fuelectenerg-13294	412	2	comparative	comparative	ADJ
fuelectenerg-13294	412	3	accuracy	accuracy	NOUN
fuelectenerg-13294	412	4	to	to	ADP
fuelectenerg-13294	412	5	inception	inception	PROPN
fuelectenerg-13294	412	6	v3	v3	PROPN
fuelectenerg-13294	412	7	was	be	AUX
fuelectenerg-13294	412	8	measured	measure	VERB
fuelectenerg-13294	412	9	to	to	PART
fuelectenerg-13294	412	10	be	be	AUX
fuelectenerg-13294	412	11	95.45	95.45	NUM
fuelectenerg-13294	412	12	%	%	NOUN
fuelectenerg-13294	412	13	,	,	PUNCT
fuelectenerg-13294	412	14	resnet50	resnet50	NOUN
fuelectenerg-13294	412	15	at	at	ADP
fuelectenerg-13294	412	16	94.85	94.85	NUM
fuelectenerg-13294	412	17	%	%	NOUN
fuelectenerg-13294	412	18	,	,	PUNCT
fuelectenerg-13294	412	19	vgg16	vgg16	VERB
fuelectenerg-13294	412	20	with	with	ADP
fuelectenerg-13294	412	21	an	an	DET
fuelectenerg-13294	412	22	accuracy	accuracy	NOUN
fuelectenerg-13294	412	23	of	of	ADP
fuelectenerg-13294	412	24	88.24	88.24	NUM
fuelectenerg-13294	412	25	%	%	NOUN
fuelectenerg-13294	412	26	,	,	PUNCT
fuelectenerg-13294	412	27	vgg19	vgg19	VERB
fuelectenerg-13294	412	28	with	with	ADP
fuelectenerg-13294	412	29	an	an	DET
fuelectenerg-13294	412	30	accuracy	accuracy	NOUN
fuelectenerg-13294	412	31	of	of	ADP
fuelectenerg-13294	412	32	93.64	93.64	NUM
fuelectenerg-13294	412	33	%	%	NOUN
fuelectenerg-13294	412	34	and	and	CCONJ
fuelectenerg-13294	412	35	mobilenetv2	mobilenetv2	NOUN
fuelectenerg-13294	412	36	with	with	ADP
fuelectenerg-13294	412	37	an	an	DET
fuelectenerg-13294	412	38	accuracy	accuracy	NOUN
fuelectenerg-13294	412	39	of	of	ADP
fuelectenerg-13294	412	40	92.42	92.42	NUM
fuelectenerg-13294	412	41	%	%	NOUN
fuelectenerg-13294	412	42	.	.	PUNCT
fuelectenerg-13294	413	1	these	these	DET
fuelectenerg-13294	413	2	results	result	NOUN
fuelectenerg-13294	413	3	go	go	VERB
fuelectenerg-13294	413	4	a	a	DET
fuelectenerg-13294	413	5	long	long	ADJ
fuelectenerg-13294	413	6	way	way	NOUN
fuelectenerg-13294	413	7	toward	toward	ADP
fuelectenerg-13294	413	8	underlining	underline	VERB
fuelectenerg-13294	413	9	the	the	DET
fuelectenerg-13294	413	10	effectiveness	effectiveness	NOUN
fuelectenerg-13294	413	11	that	that	SCONJ
fuelectenerg-13294	413	12	the	the	DET
fuelectenerg-13294	413	13	custom	custom	NOUN
fuelectenerg-13294	413	14	cnn	cnn	PROPN
fuelectenerg-13294	413	15	model	model	NOUN
fuelectenerg-13294	413	16	portrays	portray	VERB
fuelectenerg-13294	413	17	at	at	ADP
fuelectenerg-13294	413	18	classifying	classify	VERB
fuelectenerg-13294	413	19	cases	case	NOUN
fuelectenerg-13294	413	20	of	of	ADP
fuelectenerg-13294	413	21	those	those	PRON
fuelectenerg-13294	413	22	afflicted	afflict	VERB
fuelectenerg-13294	413	23	with	with	ADP
fuelectenerg-13294	413	24	the	the	DET
fuelectenerg-13294	413	25	disease	disease	NOUN
fuelectenerg-13294	413	26	of	of	ADP
fuelectenerg-13294	413	27	cancer	cancer	NOUN
fuelectenerg-13294	413	28	and	and	CCONJ
fuelectenerg-13294	413	29	those	those	PRON
fuelectenerg-13294	413	30	who	who	PRON
fuelectenerg-13294	413	31	are	be	AUX
fuelectenerg-13294	413	32	not	not	PART
fuelectenerg-13294	413	33	affected	affect	VERB
fuelectenerg-13294	413	34	by	by	ADP
fuelectenerg-13294	413	35	the	the	DET
fuelectenerg-13294	413	36	disease	disease	NOUN
fuelectenerg-13294	413	37	.	.	PUNCT
fuelectenerg-13294	414	1	this	this	DET
fuelectenerg-13294	414	2	feature	feature	NOUN
fuelectenerg-13294	414	3	of	of	ADP
fuelectenerg-13294	414	4	sharply	sharply	ADV
fuelectenerg-13294	414	5	classifying	classify	VERB
fuelectenerg-13294	414	6	cases	case	NOUN
fuelectenerg-13294	414	7	of	of	ADP
fuelectenerg-13294	414	8	lung	lung	NOUN
fuelectenerg-13294	414	9	cancer	cancer	NOUN
fuelectenerg-13294	414	10	assumes	assume	VERB
fuelectenerg-13294	414	11	tremendous	tremendous	ADJ
fuelectenerg-13294	414	12	importance	importance	NOUN
fuelectenerg-13294	414	13	because	because	SCONJ
fuelectenerg-13294	414	14	such	such	ADJ
fuelectenerg-13294	414	15	patients	patient	NOUN
fuelectenerg-13294	414	16	at	at	ADP
fuelectenerg-13294	414	17	risk	risk	NOUN
fuelectenerg-13294	414	18	can	can	AUX
fuelectenerg-13294	414	19	be	be	AUX
fuelectenerg-13294	414	20	identified	identify	VERB
fuelectenerg-13294	414	21	and	and	CCONJ
fuelectenerg-13294	414	22	subjected	subject	VERB
fuelectenerg-13294	414	23	to	to	ADP
fuelectenerg-13294	414	24	timely	timely	ADJ
fuelectenerg-13294	414	25	medical	medical	ADJ
fuelectenerg-13294	414	26	interventions	intervention	NOUN
fuelectenerg-13294	414	27	that	that	PRON
fuelectenerg-13294	414	28	would	would	AUX
fuelectenerg-13294	414	29	likely	likely	ADV
fuelectenerg-13294	414	30	save	save	VERB
fuelectenerg-13294	414	31	their	their	PRON
fuelectenerg-13294	414	32	lives	life	NOUN
fuelectenerg-13294	414	33	.	.	PUNCT
fuelectenerg-13294	415	1	as	as	SCONJ
fuelectenerg-13294	415	2	such	such	ADJ
fuelectenerg-13294	415	3	,	,	PUNCT
fuelectenerg-13294	415	4	further	further	ADJ
fuelectenerg-13294	415	5	segmentation	segmentation	NOUN
fuelectenerg-13294	415	6	would	would	AUX
fuelectenerg-13294	415	7	therefore	therefore	ADV
fuelectenerg-13294	415	8	be	be	AUX
fuelectenerg-13294	415	9	possible	possible	ADJ
fuelectenerg-13294	415	10	in	in	ADP
fuelectenerg-13294	415	11	a	a	DET
fuelectenerg-13294	415	12	further	further	ADJ
fuelectenerg-13294	415	13	minute	minute	NOUN
fuelectenerg-13294	415	14	detail	detail	NOUN
fuelectenerg-13294	415	15	onto	onto	ADP
fuelectenerg-13294	415	16	the	the	DET
fuelectenerg-13294	415	17	work	work	NOUN
fuelectenerg-13294	415	18	while	while	SCONJ
fuelectenerg-13294	415	19	also	also	ADV
fuelectenerg-13294	415	20	allowing	allow	VERB
fuelectenerg-13294	415	21	interplay	interplay	NOUN
fuelectenerg-13294	415	22	with	with	ADP
fuelectenerg-13294	415	23	various	various	ADJ
fuelectenerg-13294	415	24	other	other	ADJ
fuelectenerg-13294	415	25	models	model	NOUN
fuelectenerg-13294	415	26	as	as	ADV
fuelectenerg-13294	415	27	well	well	ADV
fuelectenerg-13294	415	28	.	.	PUNCT
fuelectenerg-13294	416	1	besides	besides	SCONJ
fuelectenerg-13294	416	2	this	this	PRON
fuelectenerg-13294	416	3	,	,	PUNCT
fuelectenerg-13294	416	4	a	a	DET
fuelectenerg-13294	416	5	multimodal	multimodal	ADJ
fuelectenerg-13294	416	6	approach	approach	NOUN
fuelectenerg-13294	416	7	could	could	AUX
fuelectenerg-13294	416	8	be	be	AUX
fuelectenerg-13294	416	9	included	include	VERB
fuelectenerg-13294	416	10	,	,	PUNCT
fuelectenerg-13294	416	11	and	and	CCONJ
fuelectenerg-13294	416	12	in	in	ADP
fuelectenerg-13294	416	13	combination	combination	NOUN
fuelectenerg-13294	416	14	with	with	ADP
fuelectenerg-13294	416	15	an	an	DET
fuelectenerg-13294	416	16	ensemble	ensemble	ADJ
fuelectenerg-13294	416	17	technique	technique	NOUN
fuelectenerg-13294	416	18	,	,	PUNCT
fuelectenerg-13294	416	19	it	it	PRON
fuelectenerg-13294	416	20	can	can	AUX
fuelectenerg-13294	416	21	also	also	ADV
fuelectenerg-13294	416	22	enhance	enhance	VERB
fuelectenerg-13294	416	23	the	the	DET
fuelectenerg-13294	416	24	overall	overall	ADJ
fuelectenerg-13294	416	25	effectiveness	effectiveness	NOUN
fuelectenerg-13294	416	26	of	of	ADP
fuelectenerg-13294	416	27	the	the	DET
fuelectenerg-13294	416	28	integration	integration	NOUN
fuelectenerg-13294	416	29	.	.	PUNCT
fuelectenerg-13294	417	1	furthermore	furthermore	ADV
fuelectenerg-13294	417	2	,	,	PUNCT
fuelectenerg-13294	417	3	as	as	SCONJ
fuelectenerg-13294	417	4	multi	multi	ADJ
fuelectenerg-13294	417	5	scale	scale	NOUN
fuelectenerg-13294	417	6	feature	feature	NOUN
fuelectenerg-13294	417	7	learning	learning	NOUN
fuelectenerg-13294	417	8	allows	allow	VERB
fuelectenerg-13294	417	9	deep	deep	ADJ
fuelectenerg-13294	417	10	learning	learning	NOUN
fuelectenerg-13294	417	11	models	model	NOUN
fuelectenerg-13294	417	12	to	to	PART
fuelectenerg-13294	417	13	collect	collect	VERB
fuelectenerg-13294	417	14	information	information	NOUN
fuelectenerg-13294	417	15	across	across	ADP
fuelectenerg-13294	417	16	several	several	ADJ
fuelectenerg-13294	417	17	scales	scale	NOUN
fuelectenerg-13294	417	18	from	from	ADP
fuelectenerg-13294	417	19	tiny	tiny	ADJ
fuelectenerg-13294	417	20	nodules	nodule	NOUN
fuelectenerg-13294	417	21	to	to	ADP
fuelectenerg-13294	417	22	huge	huge	ADJ
fuelectenerg-13294	417	23	lesions	lesion	NOUN
fuelectenerg-13294	417	24	multi	multi	ADJ
fuelectenerg-13294	417	25	-	-	NOUN
fuelectenerg-13294	417	26	scale	scale	NOUN
fuelectenerg-13294	417	27	could	could	AUX
fuelectenerg-13294	417	28	be	be	AUX
fuelectenerg-13294	417	29	a	a	DET
fuelectenerg-13294	417	30	promising	promising	ADJ
fuelectenerg-13294	417	31	path	path	NOUN
fuelectenerg-13294	417	32	.	.	PUNCT
fuelectenerg-13294	418	1	this	this	DET
fuelectenerg-13294	418	2	capacity	capacity	NOUN
fuelectenerg-13294	418	3	is	be	AUX
fuelectenerg-13294	418	4	660	660	NUM
fuelectenerg-13294	418	5	a.	a.	NOUN
fuelectenerg-13294	418	6	r.	r.	PROPN
fuelectenerg-13294	418	7	choudhurya	choudhurya	PROPN
fuelectenerg-13294	418	8	,	,	PUNCT
fuelectenerg-13294	418	9	s.	s.	PROPN
fuelectenerg-13294	418	10	r.	r.	PROPN
fuelectenerg-13294	418	11	pandab	pandab	PROPN
fuelectenerg-13294	418	12	,	,	PUNCT
fuelectenerg-13294	418	13	j.	j.	PROPN
fuelectenerg-13294	418	14	rautarayc	rautarayc	PROPN
fuelectenerg-13294	418	15	,	,	PUNCT
fuelectenerg-13294	418	16	p.	p.	NOUN
fuelectenerg-13294	418	17	mishrad	mishrad	PROPN
fuelectenerg-13294	418	18	,	,	PUNCT
fuelectenerg-13294	418	19	m.	m.	NOUN
fuelectenerg-13294	418	20	kandpale	kandpale	PROPN
fuelectenerg-13294	418	21	essential	essential	ADJ
fuelectenerg-13294	418	22	for	for	ADP
fuelectenerg-13294	418	23	detecting	detect	VERB
fuelectenerg-13294	418	24	cancer	cancer	NOUN
fuelectenerg-13294	418	25	in	in	ADP
fuelectenerg-13294	418	26	its	its	PRON
fuelectenerg-13294	418	27	early	early	ADJ
fuelectenerg-13294	418	28	stages	stage	NOUN
fuelectenerg-13294	418	29	and	and	CCONJ
fuelectenerg-13294	418	30	for	for	ADP
fuelectenerg-13294	418	31	more	more	ADV
fuelectenerg-13294	418	32	accurately	accurately	ADV
fuelectenerg-13294	418	33	differentiating	differentiate	VERB
fuelectenerg-13294	418	34	between	between	ADP
fuelectenerg-13294	418	35	benign	benign	ADJ
fuelectenerg-13294	418	36	and	and	CCONJ
fuelectenerg-13294	418	37	malignant	malignant	ADJ
fuelectenerg-13294	418	38	instances	instance	NOUN
fuelectenerg-13294	418	39	.	.	PUNCT
fuelectenerg-13294	419	1	acknowledgement	acknowledgement	NOUN
fuelectenerg-13294	419	2	:	:	PUNCT
fuelectenerg-13294	419	3	the	the	DET
fuelectenerg-13294	419	4	paper	paper	NOUN
fuelectenerg-13294	419	5	is	be	AUX
fuelectenerg-13294	419	6	a	a	DET
fuelectenerg-13294	419	7	part	part	NOUN
fuelectenerg-13294	419	8	of	of	ADP
fuelectenerg-13294	419	9	the	the	DET
fuelectenerg-13294	419	10	research	research	NOUN
fuelectenerg-13294	419	11	done	do	VERB
fuelectenerg-13294	419	12	within	within	ADP
fuelectenerg-13294	419	13	the	the	DET
fuelectenerg-13294	419	14	project	project	NOUN
fuelectenerg-13294	419	15	1234567890	1234567890	NUM
fuelectenerg-13294	419	16	.	.	PUNCT
fuelectenerg-13294	420	1	references	reference	NOUN
fuelectenerg-13294	420	2	[	[	X
fuelectenerg-13294	420	3	1	1	NUM
fuelectenerg-13294	420	4	]	]	X
fuelectenerg-13294	420	5	national	national	ADJ
fuelectenerg-13294	420	6	library	library	NOUN
fuelectenerg-13294	420	7	of	of	ADP
fuelectenerg-13294	420	8	medicine	medicine	NOUN
fuelectenerg-13294	420	9	,	,	PUNCT
fuelectenerg-13294	420	10	"	"	PUNCT
fuelectenerg-13294	420	11	lung	lung	NOUN
fuelectenerg-13294	420	12	cancer	cancer	NOUN
fuelectenerg-13294	420	13	"	"	PUNCT
fuelectenerg-13294	420	14	,	,	PUNCT
fuelectenerg-13294	420	15	medlineplus	medlineplus	X
fuelectenerg-13294	420	16	.	.	PUNCT
fuelectenerg-13294	421	1	[	[	X
fuelectenerg-13294	421	2	online	online	X
fuelectenerg-13294	421	3	]	]	X
fuelectenerg-13294	421	4	available	available	ADJ
fuelectenerg-13294	421	5	:	:	PUNCT
fuelectenerg-13294	421	6	https://medlineplus.gov/	https://medlineplus.gov/	PROPN
fuelectenerg-13294	421	7	lungcancer.html#:~:text=lung%20cancer%20is%20cancer%20that,non%2dsmall%20cell%20lung%20cancer	lungcancer.html#:~:text=lung%20cancer%20is%20cancer%20that,non%2dsmall%20cell%20lung%20cancer	VERB
fuelectenerg-13294	421	8	[	[	X
fuelectenerg-13294	421	9	2	2	NUM
fuelectenerg-13294	421	10	]	]	X
fuelectenerg-13294	421	11	r.	r.	PROPN
fuelectenerg-13294	421	12	anand	anand	PROPN
fuelectenerg-13294	421	13	,	,	PUNCT
fuelectenerg-13294	421	14	n.	n.	PROPN
fuelectenerg-13294	421	15	a.	a.	PROPN
fuelectenerg-13294	421	16	rao	rao	PROPN
fuelectenerg-13294	421	17	and	and	CCONJ
fuelectenerg-13294	421	18	d.	d.	PROPN
fuelectenerg-13294	421	19	s.	s.	PROPN
fuelectenerg-13294	421	20	sumukh	sumukh	PROPN
fuelectenerg-13294	421	21	,	,	PUNCT
fuelectenerg-13294	421	22	"	"	PUNCT
fuelectenerg-13294	421	23	lung	lung	NOUN
fuelectenerg-13294	421	24	cancer	cancer	NOUN
fuelectenerg-13294	421	25	detection	detection	NOUN
fuelectenerg-13294	421	26	and	and	CCONJ
fuelectenerg-13294	421	27	prediction	prediction	NOUN
fuelectenerg-13294	421	28	using	use	VERB
fuelectenerg-13294	421	29	deep	deep	ADJ
fuelectenerg-13294	421	30	learning	learning	NOUN
fuelectenerg-13294	421	31	"	"	PUNCT
fuelectenerg-13294	421	32	,	,	PUNCT
fuelectenerg-13294	421	33	int	int	PROPN
fuelectenerg-13294	421	34	.	.	PUNCT
fuelectenerg-13294	422	1	j.	j.	PROPN
fuelectenerg-13294	422	2	eng	eng	PROPN
fuelectenerg-13294	422	3	.	.	PROPN
fuelectenerg-13294	422	4	appl	appl	PROPN
fuelectenerg-13294	422	5	.	.	PUNCT
fuelectenerg-13294	423	1	sci	sci	PROPN
fuelectenerg-13294	423	2	.	.	PROPN
fuelectenerg-13294	423	3	technol	technol	PROPN
fuelectenerg-13294	423	4	.	.	PROPN
fuelectenerg-13294	423	5	,	,	PUNCT
fuelectenerg-13294	423	6	2022	2022	NUM
fuelectenerg-13294	423	7	.	.	PUNCT
fuelectenerg-13294	424	1	[	[	X
fuelectenerg-13294	424	2	3	3	X
fuelectenerg-13294	424	3	]	]	X
fuelectenerg-13294	424	4	national	national	PROPN
fuelectenerg-13294	424	5	cancer	cancer	PROPN
fuelectenerg-13294	424	6	institute	institute	PROPN
fuelectenerg-13294	424	7	,	,	PUNCT
fuelectenerg-13294	424	8	"	"	PUNCT
fuelectenerg-13294	424	9	cancer	cancer	NOUN
fuelectenerg-13294	424	10	stat	stat	NOUN
fuelectenerg-13294	424	11	facts	fact	VERB
fuelectenerg-13294	424	12	:	:	PUNCT
fuelectenerg-13294	424	13	lung	lung	NOUN
fuelectenerg-13294	424	14	and	and	CCONJ
fuelectenerg-13294	424	15	bronchus	bronchus	NOUN
fuelectenerg-13294	424	16	cancer	cancer	NOUN
fuelectenerg-13294	424	17	"	"	PUNCT
fuelectenerg-13294	424	18	,	,	PUNCT
fuelectenerg-13294	424	19	surveillance	surveillance	NOUN
fuelectenerg-13294	424	20	,	,	PUNCT
fuelectenerg-13294	424	21	epidemiology	epidemiology	NOUN
fuelectenerg-13294	424	22	,	,	PUNCT
fuelectenerg-13294	424	23	and	and	CCONJ
fuelectenerg-13294	424	24	end	end	VERB
fuelectenerg-13294	424	25	results	result	NOUN
fuelectenerg-13294	424	26	program	program	NOUN
fuelectenerg-13294	424	27	(	(	PUNCT
fuelectenerg-13294	424	28	seer	seer	NOUN
fuelectenerg-13294	424	29	)	)	PUNCT
fuelectenerg-13294	424	30	,	,	PUNCT
fuelectenerg-13294	424	31	2024	2024	NUM
fuelectenerg-13294	424	32	.	.	PUNCT
fuelectenerg-13294	425	1	[	[	X
fuelectenerg-13294	425	2	online	online	X
fuelectenerg-13294	425	3	]	]	X
fuelectenerg-13294	425	4	available	available	ADJ
fuelectenerg-13294	425	5	:	:	PUNCT
fuelectenerg-13294	425	6	https://seer.cancer.gov/statfacts/html/lungb.html	https://seer.cancer.gov/statfacts/html/lungb.html	PROPN
fuelectenerg-13294	426	1	[	[	X
fuelectenerg-13294	426	2	4	4	NUM
fuelectenerg-13294	426	3	]	]	PUNCT
fuelectenerg-13294	426	4	mayo	mayo	NOUN
fuelectenerg-13294	426	5	clinic	clinic	NOUN
fuelectenerg-13294	426	6	,	,	PUNCT
fuelectenerg-13294	426	7	"	"	PUNCT
fuelectenerg-13294	426	8	lung	lung	NOUN
fuelectenerg-13294	426	9	cancer	cancer	NOUN
fuelectenerg-13294	426	10	diagnosis	diagnosis	NOUN
fuelectenerg-13294	426	11	and	and	CCONJ
fuelectenerg-13294	426	12	treatment	treatment	NOUN
fuelectenerg-13294	426	13	"	"	PUNCT
fuelectenerg-13294	426	14	,	,	PUNCT
fuelectenerg-13294	426	15	mayo	mayo	NOUN
fuelectenerg-13294	426	16	clinic	clinic	NOUN
fuelectenerg-13294	426	17	,	,	PUNCT
fuelectenerg-13294	426	18	2024	2024	NUM
fuelectenerg-13294	426	19	.	.	PUNCT
fuelectenerg-13294	427	1	[	[	X
fuelectenerg-13294	427	2	online	online	X
fuelectenerg-13294	427	3	]	]	X
fuelectenerg-13294	427	4	.	.	PUNCT
fuelectenerg-13294	428	1	available	available	ADJ
fuelectenerg-13294	428	2	:	:	PUNCT
fuelectenerg-13294	429	1	https://www.mayoclinic.org/diseases-conditions/lung-cancer/diagnosis-treatment/drc-20374627	https://www.mayoclinic.org/diseases-conditions/lung-cancer/diagnosis-treatment/drc-20374627	PROPN
fuelectenerg-13294	429	2	[	[	X
fuelectenerg-13294	429	3	5	5	NUM
fuelectenerg-13294	429	4	]	]	X
fuelectenerg-13294	429	5	ncbi	ncbi	NOUN
fuelectenerg-13294	429	6	,	,	PUNCT
fuelectenerg-13294	429	7	"	"	PUNCT
fuelectenerg-13294	429	8	primary	primary	ADJ
fuelectenerg-13294	429	9	lung	lung	NOUN
fuelectenerg-13294	429	10	cancer	cancer	NOUN
fuelectenerg-13294	429	11	"	"	PUNCT
fuelectenerg-13294	429	12	,	,	PUNCT
fuelectenerg-13294	429	13	pubmed	pubmed	PROPN
fuelectenerg-13294	429	14	central	central	PROPN
fuelectenerg-13294	429	15	,	,	PUNCT
fuelectenerg-13294	429	16	2024	2024	NUM
fuelectenerg-13294	429	17	.	.	PUNCT
fuelectenerg-13294	430	1	[	[	X
fuelectenerg-13294	430	2	online	online	X
fuelectenerg-13294	430	3	]	]	X
fuelectenerg-13294	430	4	available	available	ADJ
fuelectenerg-13294	430	5	:	:	PUNCT
fuelectenerg-13294	430	6	https://www.ncbi.nlm.nih.gov/	https://www.ncbi.nlm.nih.gov/	PROPN
fuelectenerg-13294	430	7	pmc	pmc	PROPN
fuelectenerg-13294	430	8	/	/	SYM
fuelectenerg-13294	430	9	articles	article	NOUN
fuelectenerg-13294	430	10	/	/	SYM
fuelectenerg-13294	430	11	pmc10571539/#:~:text	pmc10571539/#:~:text	PROPN
fuelectenerg-13294	430	12	=	=	ADJ
fuelectenerg-13294	430	13	primary%20lung%20can	primary%20lung%20can	ADJ
fuelectenerg-13294	430	14	cer	cer	NOUN
fuelectenerg-13294	430	15	,	,	PUNCT
fuelectenerg-13294	430	16	loss%20or%20recurrent%20respiratory%20infections	loss%20or%20recurrent%20respiratory%20infection	NOUN
fuelectenerg-13294	430	17	[	[	X
fuelectenerg-13294	430	18	6	6	NUM
fuelectenerg-13294	430	19	]	]	X
fuelectenerg-13294	430	20	national	national	PROPN
fuelectenerg-13294	430	21	cancer	cancer	PROPN
fuelectenerg-13294	430	22	institute	institute	PROPN
fuelectenerg-13294	430	23	,	,	PUNCT
fuelectenerg-13294	430	24	"	"	PUNCT
fuelectenerg-13294	430	25	cancer	cancer	NOUN
fuelectenerg-13294	430	26	statistics	statistic	NOUN
fuelectenerg-13294	430	27	"	"	PUNCT
fuelectenerg-13294	430	28	,	,	PUNCT
fuelectenerg-13294	430	29	cancer	cancer	NOUN
fuelectenerg-13294	430	30	.	.	PUNCT
fuelectenerg-13294	431	1	gov	gov	PROPN
fuelectenerg-13294	431	2	.	.	PROPN
fuelectenerg-13294	431	3	,	,	PUNCT
fuelectenerg-13294	431	4	2024	2024	NUM
fuelectenerg-13294	431	5	.	.	PUNCT
fuelectenerg-13294	432	1	[	[	X
fuelectenerg-13294	432	2	online	online	X
fuelectenerg-13294	432	3	]	]	X
fuelectenerg-13294	432	4	.	.	PUNCT
fuelectenerg-13294	433	1	available	available	ADJ
fuelectenerg-13294	433	2	:	:	PUNCT
fuelectenerg-13294	433	3	https://www.cancer	https://www.cancer	PROPN
fuelectenerg-13294	433	4	.	.	PUNCT
fuelectenerg-13294	434	1	gov	gov	PROPN
fuelectenerg-13294	434	2	/	/	SYM
fuelectenerg-13294	434	3	about	about	ADP
fuelectenerg-13294	434	4	-	-	PUNCT
fuelectenerg-13294	434	5	cancer	cancer	NOUN
fuelectenerg-13294	434	6	/	/	SYM
fuelectenerg-13294	434	7	understanding	understanding	NOUN
fuelectenerg-13294	434	8	/	/	SYM
fuelectenerg-13294	434	9	statistics	statistic	NOUN
fuelectenerg-13294	435	1	[	[	X
fuelectenerg-13294	435	2	7	7	X
fuelectenerg-13294	435	3	]	]	X
fuelectenerg-13294	435	4	m.	m.	NOUN
fuelectenerg-13294	435	5	m.	m.	NOUN
fuelectenerg-13294	435	6	wille	wille	NOUN
fuelectenerg-13294	435	7	,	,	PUNCT
fuelectenerg-13294	435	8	a.	a.	PROPN
fuelectenerg-13294	435	9	dirksen	dirksen	PROPN
fuelectenerg-13294	435	10	,	,	PUNCT
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fuelectenerg-13294	435	13	,	,	PUNCT
fuelectenerg-13294	435	14	z.	z.	PROPN
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fuelectenerg-13294	435	16	,	,	PUNCT
fuelectenerg-13294	435	17	k.	k.	PROPN
fuelectenerg-13294	435	18	s.	s.	PROPN
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fuelectenerg-13294	435	28	"	"	PUNCT
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fuelectenerg-13294	435	30	of	of	ADP
fuelectenerg-13294	435	31	the	the	DET
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fuelectenerg-13294	435	35	cancer	cancer	NOUN
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fuelectenerg-13294	435	37	trial	trial	NOUN
fuelectenerg-13294	435	38	with	with	ADP
fuelectenerg-13294	435	39	focus	focus	NOUN
fuelectenerg-13294	435	40	on	on	ADP
fuelectenerg-13294	435	41	high	high	ADJ
fuelectenerg-13294	435	42	-	-	PUNCT
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fuelectenerg-13294	435	45	"	"	PUNCT
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fuelectenerg-13294	437	1	crit	crit	PROPN
fuelectenerg-13294	437	2	.	.	PUNCT
fuelectenerg-13294	438	1	care	care	PROPN
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fuelectenerg-13294	438	4	,	,	PUNCT
fuelectenerg-13294	438	5	vol	vol	NOUN
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fuelectenerg-13294	439	1	193	193	NUM
fuelectenerg-13294	439	2	,	,	PUNCT
fuelectenerg-13294	439	3	no	no	INTJ
fuelectenerg-13294	439	4	.	.	NOUN
fuelectenerg-13294	439	5	5	5	NUM
fuelectenerg-13294	439	6	,	,	PUNCT
fuelectenerg-13294	439	7	pp	pp	ADJ
fuelectenerg-13294	439	8	.	.	PUNCT
fuelectenerg-13294	440	1	542	542	NUM
fuelectenerg-13294	440	2	-	-	SYM
fuelectenerg-13294	440	3	551	551	NUM
fuelectenerg-13294	440	4	,	,	PUNCT
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fuelectenerg-13294	440	6	.	.	PUNCT
fuelectenerg-13294	441	1	[	[	X
fuelectenerg-13294	441	2	8	8	NUM
fuelectenerg-13294	441	3	]	]	X
fuelectenerg-13294	441	4	european	european	ADJ
fuelectenerg-13294	441	5	respiratory	respiratory	ADJ
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fuelectenerg-13294	441	7	,	,	PUNCT
fuelectenerg-13294	441	8	"	"	PUNCT
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fuelectenerg-13294	441	12	:	:	PUNCT
fuelectenerg-13294	441	13	a	a	DET
fuelectenerg-13294	441	14	european	european	PROPN
fuelectenerg-13294	441	15	perspective	perspective	PROPN
fuelectenerg-13294	441	16	"	"	PUNCT
fuelectenerg-13294	441	17	,	,	PUNCT
fuelectenerg-13294	441	18	eur	eur	PROPN
fuelectenerg-13294	441	19	.	.	PUNCT
fuelectenerg-13294	441	20	respir	respir	PROPN
fuelectenerg-13294	441	21	.	.	PUNCT
fuelectenerg-13294	442	1	j.	j.	PROPN
fuelectenerg-13294	442	2	,	,	PUNCT
fuelectenerg-13294	442	3	vol	vol	NOUN
fuelectenerg-13294	442	4	.	.	PROPN
fuelectenerg-13294	442	5	19	19	NUM
fuelectenerg-13294	442	6	,	,	PUNCT
fuelectenerg-13294	442	7	suppl	suppl	ADJ
fuelectenerg-13294	442	8	.	.	PROPN
fuelectenerg-13294	442	9	35	35	NUM
fuelectenerg-13294	442	10	,	,	PUNCT
fuelectenerg-13294	442	11	p.	p.	NOUN
fuelectenerg-13294	442	12	40s	40	NOUN
fuelectenerg-13294	442	13	,	,	PUNCT
fuelectenerg-13294	442	14	2002	2002	NUM
fuelectenerg-13294	442	15	.	.	PUNCT
fuelectenerg-13294	443	1	[	[	X
fuelectenerg-13294	443	2	9	9	NUM
fuelectenerg-13294	443	3	]	]	X
fuelectenerg-13294	443	4	bmc	bmc	ADJ
fuelectenerg-13294	443	5	medical	medical	ADJ
fuelectenerg-13294	443	6	imaging	imaging	NOUN
fuelectenerg-13294	443	7	,	,	PUNCT
fuelectenerg-13294	443	8	"	"	PUNCT
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fuelectenerg-13294	443	15	imaging	imaging	NOUN
fuelectenerg-13294	443	16	,	,	PUNCT
fuelectenerg-13294	443	17	"	"	PUNCT
fuelectenerg-13294	443	18	bmc	bmc	PROPN
fuelectenerg-13294	443	19	medical	medical	ADJ
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fuelectenerg-13294	443	21	,	,	PUNCT
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fuelectenerg-13294	443	27	.	.	NOUN
fuelectenerg-13294	443	28	1	1	NUM
fuelectenerg-13294	443	29	,	,	PUNCT
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fuelectenerg-13294	443	31	124	124	NUM
fuelectenerg-13294	443	32	,	,	PUNCT
fuelectenerg-13294	443	33	2024	2024	NUM
fuelectenerg-13294	443	34	.	.	PUNCT
fuelectenerg-13294	444	1	[	[	X
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fuelectenerg-13294	444	3	]	]	X
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fuelectenerg-13294	444	5	:	:	PUNCT
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fuelectenerg-13294	444	8	-	-	PUNCT
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fuelectenerg-13294	444	10	-	-	PUNCT
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fuelectenerg-13294	444	12	-	-	SYM
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fuelectenerg-13294	445	1	[	[	SYM
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fuelectenerg-13294	445	3	]	]	X
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fuelectenerg-13294	445	10	a.	a.	NOUN
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fuelectenerg-13294	445	19	a	a	DET
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fuelectenerg-13294	445	24	(	(	PUNCT
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fuelectenerg-13294	447	2	.	.	PUNCT
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fuelectenerg-13294	447	9	.	.	NOUN
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fuelectenerg-13294	448	2	-	-	SYM
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fuelectenerg-13294	448	4	,	,	PUNCT
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fuelectenerg-13294	448	6	.	.	PUNCT
fuelectenerg-13294	449	1	[	[	X
fuelectenerg-13294	449	2	11	11	NUM
fuelectenerg-13294	449	3	]	]	PUNCT
fuelectenerg-13294	449	4	a.	a.	NOUN
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fuelectenerg-13294	449	10	,	,	PUNCT
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fuelectenerg-13294	451	2	,	,	PUNCT
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fuelectenerg-13294	452	2	-	-	SYM
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fuelectenerg-13294	453	40	:	:	PUNCT
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fuelectenerg-13294	454	9	,	,	PUNCT
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fuelectenerg-13294	454	11	image	image	NOUN
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fuelectenerg-13294	454	13	-	-	PUNCT
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fuelectenerg-13294	458	2	-	-	SYM
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fuelectenerg-13294	458	5	2024	2024	NUM
fuelectenerg-13294	458	6	.	.	PUNCT
fuelectenerg-13294	459	1	[	[	X
fuelectenerg-13294	459	2	14	14	NUM
fuelectenerg-13294	459	3	]	]	X
fuelectenerg-13294	459	4	s.	s.	PROPN
fuelectenerg-13294	459	5	anjum	anjum	PROPN
fuelectenerg-13294	459	6	,	,	PUNCT
fuelectenerg-13294	459	7	i.	i.	PROPN
fuelectenerg-13294	459	8	ahmed	ahmed	PROPN
fuelectenerg-13294	459	9	,	,	PUNCT
fuelectenerg-13294	459	10	m.	m.	NOUN
fuelectenerg-13294	459	11	asif	asif	PROPN
fuelectenerg-13294	459	12	,	,	PUNCT
fuelectenerg-13294	459	13	h.	h.	PROPN
fuelectenerg-13294	459	14	aljuaid	aljuaid	PROPN
fuelectenerg-13294	459	15	,	,	PUNCT
fuelectenerg-13294	459	16	f.	f.	PROPN
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fuelectenerg-13294	459	18	,	,	PUNCT
fuelectenerg-13294	459	19	y.	y.	PROPN
fuelectenerg-13294	459	20	y.	y.	PROPN
fuelectenerg-13294	459	21	ghadi	ghadi	PROPN
fuelectenerg-13294	459	22	and	and	CCONJ
fuelectenerg-13294	459	23	r.	r.	PROPN
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fuelectenerg-13294	459	25	,	,	PUNCT
fuelectenerg-13294	459	26	"	"	PUNCT
fuelectenerg-13294	459	27	lung	lung	NOUN
fuelectenerg-13294	459	28	cancer	cancer	NOUN
fuelectenerg-13294	459	29	classification	classification	NOUN
fuelectenerg-13294	459	30	in	in	ADP
fuelectenerg-13294	459	31	histopathology	histopathology	NOUN
fuelectenerg-13294	459	32	images	image	NOUN
fuelectenerg-13294	459	33	using	use	VERB
fuelectenerg-13294	459	34	multiresolution	multiresolution	NOUN
fuelectenerg-13294	459	35	efficient	efficient	ADJ
fuelectenerg-13294	459	36	nets	net	NOUN
fuelectenerg-13294	459	37	"	"	PUNCT
fuelectenerg-13294	459	38	,	,	PUNCT
fuelectenerg-13294	459	39	comput	comput	NOUN
fuelectenerg-13294	459	40	.	.	PUNCT
fuelectenerg-13294	460	1	intell	intell	PROPN
fuelectenerg-13294	460	2	.	.	PUNCT
fuelectenerg-13294	461	1	neurosci	neurosci	PROPN
fuelectenerg-13294	461	2	.	.	PUNCT
fuelectenerg-13294	461	3	,	,	PUNCT
fuelectenerg-13294	461	4	vol	vol	NOUN
fuelectenerg-13294	461	5	.	.	PUNCT
fuelectenerg-13294	461	6	2023	2023	NUM
fuelectenerg-13294	461	7	,	,	PUNCT
fuelectenerg-13294	461	8	p.	p.	NOUN
fuelectenerg-13294	461	9	7282944	7282944	NUM
fuelectenerg-13294	461	10	,	,	PUNCT
fuelectenerg-13294	461	11	2023	2023	NUM
fuelectenerg-13294	461	12	.	.	PUNCT
fuelectenerg-13294	462	1	[	[	X
fuelectenerg-13294	462	2	15	15	NUM
fuelectenerg-13294	462	3	]	]	X
fuelectenerg-13294	462	4	a.	a.	PROPN
fuelectenerg-13294	462	5	d.	d.	PROPN
fuelectenerg-13294	462	6	c.	c.	PROPN
fuelectenerg-13294	462	7	zebua	zebua	PROPN
fuelectenerg-13294	462	8	,	,	PUNCT
fuelectenerg-13294	462	9	d.	d.	PROPN
fuelectenerg-13294	462	10	y.	y.	PROPN
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fuelectenerg-13294	462	12	,	,	PUNCT
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fuelectenerg-13294	462	14	thedora	thedora	PROPN
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fuelectenerg-13294	462	16	m.	m.	NOUN
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fuelectenerg-13294	462	18	,	,	PUNCT
fuelectenerg-13294	462	19	"	"	PUNCT
fuelectenerg-13294	462	20	classification	classification	NOUN
fuelectenerg-13294	462	21	of	of	ADP
fuelectenerg-13294	462	22	lung	lung	NOUN
fuelectenerg-13294	462	23	cancer	cancer	NOUN
fuelectenerg-13294	462	24	with	with	ADP
fuelectenerg-13294	462	25	convolutional	convolutional	ADJ
fuelectenerg-13294	462	26	neural	neural	ADJ
fuelectenerg-13294	462	27	network	network	NOUN
fuelectenerg-13294	462	28	method	method	NOUN
fuelectenerg-13294	462	29	using	use	VERB
fuelectenerg-13294	462	30	resnet	resnet	ADJ
fuelectenerg-13294	462	31	architecture	architecture	NOUN
fuelectenerg-13294	462	32	"	"	PUNCT
fuelectenerg-13294	462	33	,	,	PUNCT
fuelectenerg-13294	462	34	teknika	teknika	NOUN
fuelectenerg-13294	462	35	,	,	PUNCT
fuelectenerg-13294	462	36	vol	vol	NOUN
fuelectenerg-13294	462	37	.	.	PROPN
fuelectenerg-13294	462	38	13	13	NUM
fuelectenerg-13294	462	39	,	,	PUNCT
fuelectenerg-13294	462	40	no	no	INTJ
fuelectenerg-13294	462	41	.	.	NOUN
fuelectenerg-13294	462	42	2	2	NUM
fuelectenerg-13294	462	43	,	,	PUNCT
fuelectenerg-13294	462	44	pp	pp	ADJ
fuelectenerg-13294	462	45	.	.	PUNCT
fuelectenerg-13294	462	46	318	318	NUM
fuelectenerg-13294	462	47	-	-	SYM
fuelectenerg-13294	462	48	323	323	NUM
fuelectenerg-13294	462	49	,	,	PUNCT
fuelectenerg-13294	462	50	2024	2024	NUM
fuelectenerg-13294	462	51	.	.	PUNCT
fuelectenerg-13294	463	1	[	[	X
fuelectenerg-13294	463	2	16	16	NUM
fuelectenerg-13294	463	3	]	]	PUNCT
fuelectenerg-13294	463	4	t.	t.	PROPN
fuelectenerg-13294	463	5	t.	t.	PROPN
fuelectenerg-13294	463	6	al	al	PROPN
fuelectenerg-13294	463	7	-	-	PROPN
fuelectenerg-13294	463	8	shouka	shouka	PROPN
fuelectenerg-13294	463	9	and	and	CCONJ
fuelectenerg-13294	463	10	k.	k.	PROPN
fuelectenerg-13294	463	11	m.	m.	PROPN
fuelectenerg-13294	463	12	a.	a.	PROPN
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fuelectenerg-13294	463	14	,	,	PUNCT
fuelectenerg-13294	463	15	"	"	PUNCT
fuelectenerg-13294	463	16	a	a	DET
fuelectenerg-13294	463	17	transfer	transfer	NOUN
fuelectenerg-13294	463	18	learning	learn	VERB
fuelectenerg-13294	463	19	for	for	ADP
fuelectenerg-13294	463	20	intelligent	intelligent	ADJ
fuelectenerg-13294	463	21	prediction	prediction	NOUN
fuelectenerg-13294	463	22	of	of	ADP
fuelectenerg-13294	463	23	lung	lung	NOUN
fuelectenerg-13294	463	24	cancer	cancer	NOUN
fuelectenerg-13294	463	25	detection	detection	NOUN
fuelectenerg-13294	463	26	"	"	PUNCT
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fuelectenerg-13294	463	29	proceedings	proceeding	NOUN
fuelectenerg-13294	463	30	of	of	ADP
fuelectenerg-13294	463	31	al	al	PROPN
fuelectenerg-13294	463	32	-	-	PUNCT
fuelectenerg-13294	463	33	sadiq	sadiq	PROPN
fuelectenerg-13294	463	34	international	international	PROPN
fuelectenerg-13294	463	35	conference	conference	NOUN
fuelectenerg-13294	463	36	on	on	ADP
fuelectenerg-13294	463	37	communication	communication	NOUN
fuelectenerg-13294	463	38	and	and	CCONJ
fuelectenerg-13294	463	39	information	information	NOUN
fuelectenerg-13294	463	40	technology	technology	NOUN
fuelectenerg-13294	463	41	(	(	PUNCT
fuelectenerg-13294	463	42	aiccit	aiccit	PROPN
fuelectenerg-13294	463	43	)	)	PUNCT
fuelectenerg-13294	463	44	,	,	PUNCT
fuelectenerg-13294	463	45	july	july	PROPN
fuelectenerg-13294	463	46	2023	2023	NUM
fuelectenerg-13294	463	47	,	,	PUNCT
fuelectenerg-13294	463	48	pp	pp	ADJ
fuelectenerg-13294	463	49	.	.	PUNCT
fuelectenerg-13294	464	1	54	54	NUM
fuelectenerg-13294	464	2	-	-	SYM
fuelectenerg-13294	464	3	59	59	NUM
fuelectenerg-13294	464	4	.	.	PUNCT
fuelectenerg-13294	465	1	[	[	X
fuelectenerg-13294	465	2	17	17	NUM
fuelectenerg-13294	465	3	]	]	PUNCT
fuelectenerg-13294	465	4	a.	a.	NOUN
fuelectenerg-13294	465	5	bhola	bhola	PROPN
fuelectenerg-13294	465	6	,	,	PUNCT
fuelectenerg-13294	465	7	d.	d.	PROPN
fuelectenerg-13294	465	8	v.	v.	PROPN
fuelectenerg-13294	465	9	kiran	kiran	PROPN
fuelectenerg-13294	465	10	,	,	PUNCT
fuelectenerg-13294	465	11	d.	d.	PROPN
fuelectenerg-13294	465	12	g.	g.	PROPN
fuelectenerg-13294	465	13	a.	a.	PROPN
fuelectenerg-13294	465	14	ram	ram	PROPN
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fuelectenerg-13294	465	18	and	and	CCONJ
fuelectenerg-13294	465	19	a.	a.	NOUN
fuelectenerg-13294	465	20	tiwari	tiwari	PROPN
fuelectenerg-13294	465	21	,	,	PUNCT
fuelectenerg-13294	465	22	"	"	PUNCT
fuelectenerg-13294	465	23	lung	lung	NOUN
fuelectenerg-13294	465	24	cancer	cancer	NOUN
fuelectenerg-13294	465	25	detection	detection	NOUN
fuelectenerg-13294	465	26	using	use	VERB
fuelectenerg-13294	465	27	transfer	transfer	NOUN
fuelectenerg-13294	465	28	learning	learning	NOUN
fuelectenerg-13294	465	29	and	and	CCONJ
fuelectenerg-13294	465	30	efficientnet	efficientnet	NOUN
fuelectenerg-13294	465	31	b2	b2	NOUN
fuelectenerg-13294	465	32	architecture	architecture	NOUN
fuelectenerg-13294	465	33	"	"	PUNCT
fuelectenerg-13294	465	34	,	,	PUNCT
fuelectenerg-13294	465	35	in	in	ADP
fuelectenerg-13294	465	36	proceedings	proceeding	NOUN
fuelectenerg-13294	465	37	of	of	ADP
fuelectenerg-13294	465	38	international	international	ADJ
fuelectenerg-13294	465	39	conference	conference	NOUN
fuelectenerg-13294	465	40	disruptive	disruptive	ADJ
fuelectenerg-13294	465	41	technologies	technology	NOUN
fuelectenerg-13294	465	42	(	(	PUNCT
fuelectenerg-13294	465	43	icdt	icdt	NOUN
fuelectenerg-13294	465	44	)	)	PUNCT
fuelectenerg-13294	465	45	,	,	PUNCT
fuelectenerg-13294	465	46	may	may	AUX
fuelectenerg-13294	465	47	2023	2023	NUM
fuelectenerg-13294	465	48	,	,	PUNCT
fuelectenerg-13294	465	49	pp	pp	ADJ
fuelectenerg-13294	465	50	.	.	PUNCT
fuelectenerg-13294	466	1	395	395	NUM
fuelectenerg-13294	466	2	-	-	SYM
fuelectenerg-13294	466	3	400	400	NUM
fuelectenerg-13294	466	4	.	.	PUNCT
fuelectenerg-13294	467	1	[	[	X
fuelectenerg-13294	467	2	18	18	NUM
fuelectenerg-13294	467	3	]	]	PUNCT
fuelectenerg-13294	467	4	k.	k.	PROPN
fuelectenerg-13294	467	5	c.	c.	PROPN
fuelectenerg-13294	467	6	ahnaf	ahnaf	PROPN
fuelectenerg-13294	467	7	and	and	CCONJ
fuelectenerg-13294	467	8	e.	e.	PROPN
fuelectenerg-13294	467	9	s.	s.	PROPN
fuelectenerg-13294	467	10	wahvuni	wahvuni	PROPN
fuelectenerg-13294	467	11	,	,	PUNCT
fuelectenerg-13294	467	12	"	"	PUNCT
fuelectenerg-13294	467	13	comparative	comparative	ADJ
fuelectenerg-13294	467	14	analysis	analysis	NOUN
fuelectenerg-13294	467	15	of	of	ADP
fuelectenerg-13294	467	16	image	image	NOUN
fuelectenerg-13294	467	17	processing	processing	NOUN
fuelectenerg-13294	467	18	methods	method	NOUN
fuelectenerg-13294	467	19	using	use	VERB
fuelectenerg-13294	467	20	glcm	glcm	PROPN
fuelectenerg-13294	467	21	and	and	CCONJ
fuelectenerg-13294	467	22	lbp	lbp	PROPN
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fuelectenerg-13294	467	24	extraction	extraction	NOUN
fuelectenerg-13294	467	25	for	for	ADP
fuelectenerg-13294	467	26	lung	lung	NOUN
fuelectenerg-13294	467	27	cancer	cancer	NOUN
fuelectenerg-13294	467	28	detection	detection	NOUN
fuelectenerg-13294	467	29	"	"	PUNCT
fuelectenerg-13294	467	30	,	,	PUNCT
fuelectenerg-13294	467	31	in	in	ADP
fuelectenerg-13294	467	32	proceedings	proceeding	NOUN
fuelectenerg-13294	467	33	of	of	ADP
fuelectenerg-13294	467	34	the	the	DET
fuelectenerg-13294	467	35	6th	6th	ADJ
fuelectenerg-13294	467	36	international	international	ADJ
fuelectenerg-13294	467	37	seminar	seminar	NOUN
fuelectenerg-13294	467	38	research	research	NOUN
fuelectenerg-13294	467	39	of	of	ADP
fuelectenerg-13294	467	40	information	information	NOUN
fuelectenerg-13294	467	41	technology	technology	NOUN
fuelectenerg-13294	467	42	and	and	CCONJ
fuelectenerg-13294	467	43	intelligent	intelligent	ADJ
fuelectenerg-13294	467	44	systems	system	NOUN
fuelectenerg-13294	467	45	(	(	PUNCT
fuelectenerg-13294	467	46	isriti	isriti	ADJ
fuelectenerg-13294	467	47	)	)	PUNCT
fuelectenerg-13294	467	48	,	,	PUNCT
fuelectenerg-13294	467	49	dec	dec	PROPN
fuelectenerg-13294	467	50	.	.	PROPN
fuelectenerg-13294	467	51	2023	2023	NUM
fuelectenerg-13294	467	52	,	,	PUNCT
fuelectenerg-13294	467	53	pp	pp	ADJ
fuelectenerg-13294	467	54	.	.	PUNCT
fuelectenerg-13294	468	1	513	513	NUM
fuelectenerg-13294	468	2	-	-	SYM
fuelectenerg-13294	468	3	518	518	NUM
fuelectenerg-13294	468	4	.	.	PUNCT
fuelectenerg-13294	469	1	[	[	X
fuelectenerg-13294	469	2	19	19	NUM
fuelectenerg-13294	469	3	]	]	X
fuelectenerg-13294	469	4	r.	r.	PROPN
fuelectenerg-13294	469	5	rani	rani	PROPN
fuelectenerg-13294	469	6	,	,	PUNCT
fuelectenerg-13294	469	7	j.	j.	PROPN
fuelectenerg-13294	469	8	sahoo	sahoo	PROPN
fuelectenerg-13294	469	9	and	and	CCONJ
fuelectenerg-13294	469	10	s.	s.	PROPN
fuelectenerg-13294	469	11	bellamkonda	bellamkonda	PROPN
fuelectenerg-13294	469	12	,	,	PUNCT
fuelectenerg-13294	469	13	"	"	PUNCT
fuelectenerg-13294	469	14	application	application	NOUN
fuelectenerg-13294	469	15	of	of	ADP
fuelectenerg-13294	469	16	deep	deep	ADJ
fuelectenerg-13294	469	17	transfer	transfer	NOUN
fuelectenerg-13294	469	18	learning	learning	NOUN
fuelectenerg-13294	469	19	in	in	ADP
fuelectenerg-13294	469	20	detection	detection	NOUN
fuelectenerg-13294	469	21	of	of	ADP
fuelectenerg-13294	469	22	lung	lung	NOUN
fuelectenerg-13294	469	23	cancer	cancer	NOUN
fuelectenerg-13294	469	24	:	:	PUNCT
fuelectenerg-13294	469	25	a	a	DET
fuelectenerg-13294	469	26	systematic	systematic	ADJ
fuelectenerg-13294	469	27	survey	survey	NOUN
fuelectenerg-13294	469	28	"	"	PUNCT
fuelectenerg-13294	469	29	,	,	PUNCT
fuelectenerg-13294	469	30	in	in	ADP
fuelectenerg-13294	469	31	proceedings	proceeding	NOUN
fuelectenerg-13294	469	32	of	of	ADP
fuelectenerg-13294	469	33	opju	opju	PROPN
fuelectenerg-13294	469	34	international	international	PROPN
fuelectenerg-13294	469	35	technology	technology	PROPN
fuelectenerg-13294	469	36	conference	conference	NOUN
fuelectenerg-13294	469	37	on	on	ADP
fuelectenerg-13294	469	38	emerging	emerge	VERB
fuelectenerg-13294	469	39	technologies	technology	NOUN
fuelectenerg-13294	469	40	for	for	ADP
fuelectenerg-13294	469	41	sustainable	sustainable	ADJ
fuelectenerg-13294	469	42	development	development	NOUN
fuelectenerg-13294	469	43	(	(	PUNCT
fuelectenerg-13294	469	44	otcon	otcon	NOUN
fuelectenerg-13294	469	45	)	)	PUNCT
fuelectenerg-13294	469	46	,	,	PUNCT
fuelectenerg-13294	469	47	feb	feb	PROPN
fuelectenerg-13294	469	48	.	.	PROPN
fuelectenerg-13294	469	49	2023	2023	NUM
fuelectenerg-13294	469	50	,	,	PUNCT
fuelectenerg-13294	469	51	pp	pp	ADJ
fuelectenerg-13294	469	52	.	.	PUNCT
fuelectenerg-13294	470	1	1	1	NUM
fuelectenerg-13294	470	2	-	-	SYM
fuelectenerg-13294	470	3	6	6	NUM
fuelectenerg-13294	470	4	.	.	PUNCT
fuelectenerg-13294	471	1	https://www.ncbi.nlm.nih.gov/%0bpmc/articles/pmc10571539/#:~:text=primary%20lung%20can	https://www.ncbi.nlm.nih.gov/%0bpmc/articles/pmc10571539/#:~:text=primary%20lung%20can	AUX
fuelectenerg-13294	471	2	https://www.ncbi.nlm.nih.gov/%0bpmc/articles/pmc10571539/#:~:text=primary%20lung%20can	https://www.ncbi.nlm.nih.gov/%0bpmc/articles/pmc10571539/#:~:text=primary%20lung%20can	VERB
fuelectenerg-13294	471	3	https://www.ncbi.nlm.nih.gov/pmc/articles/pmc10571539/#%3a~%3atext%3dprimary%20lung%20cancer%2closs%20or%20recurrent%20respiratory%20infections	https://www.ncbi.nlm.nih.gov/pmc/articles/pmc10571539/#%3a~%3atext%3dprimary%20lung%20cancer%2closs%20or%20recurrent%20respiratory%20infection	VERB
fuelectenerg-13294	471	4	https://bmcmedimaging.biomedcentral.com/articles/10.1186/s12880-024-01241-4	https://bmcmedimaging.biomedcentral.com/articles/10.1186/s12880-024-01241-4	NOUN
fuelectenerg-13294	471	5	https://bmcmedimaging.biomedcentral.com/articles/10.1186/s12880-024-01241-4	https://bmcmedimaging.biomedcentral.com/articles/10.1186/s12880-024-01241-4	NOUN
fuelectenerg-13294	471	6	harnessing	harness	VERB
fuelectenerg-13294	471	7	deep	deep	ADJ
fuelectenerg-13294	471	8	learning	learning	NOUN
fuelectenerg-13294	471	9	for	for	ADP
fuelectenerg-13294	471	10	lung	lung	NOUN
fuelectenerg-13294	471	11	cancer	cancer	NOUN
fuelectenerg-13294	471	12	detection	detection	NOUN
fuelectenerg-13294	471	13	using	use	VERB
fuelectenerg-13294	471	14	ct	ct	PROPN
fuelectenerg-13294	471	15	scan	scan	NOUN
fuelectenerg-13294	471	16	images	image	NOUN
fuelectenerg-13294	471	17	661	661	NUM
fuelectenerg-13294	471	18	[	[	SYM
fuelectenerg-13294	471	19	20	20	NUM
fuelectenerg-13294	471	20	]	]	PUNCT
fuelectenerg-13294	471	21	s.	s.	PROPN
fuelectenerg-13294	471	22	m.	m.	PROPN
fuelectenerg-13294	471	23	ashhar	ashhar	PROPN
fuelectenerg-13294	471	24	,	,	PUNCT
fuelectenerg-13294	471	25	s.	s.	PROPN
fuelectenerg-13294	471	26	s.	s.	PROPN
fuelectenerg-13294	471	27	mokri	mokri	PROPN
fuelectenerg-13294	471	28	,	,	PUNCT
fuelectenerg-13294	471	29	a.	a.	PROPN
fuelectenerg-13294	471	30	a.	a.	PROPN
fuelectenerg-13294	471	31	abd	abd	PROPN
fuelectenerg-13294	471	32	rahni	rahni	PROPN
fuelectenerg-13294	471	33	,	,	PUNCT
fuelectenerg-13294	471	34	a.	a.	PROPN
fuelectenerg-13294	471	35	b.	b.	PROPN
fuelectenerg-13294	471	36	huddin	huddin	PROPN
fuelectenerg-13294	471	37	,	,	PUNCT
fuelectenerg-13294	471	38	n.	n.	PROPN
fuelectenerg-13294	471	39	zulkarnain	zulkarnain	PROPN
fuelectenerg-13294	471	40	,	,	PUNCT
fuelectenerg-13294	471	41	n.	n.	PROPN
fuelectenerg-13294	471	42	a.	a.	PROPN
fuelectenerg-13294	471	43	azmi	azmi	PROPN
fuelectenerg-13294	471	44	and	and	CCONJ
fuelectenerg-13294	471	45	t.	t.	PROPN
fuelectenerg-13294	471	46	mahaletchumy	mahaletchumy	PROPN
fuelectenerg-13294	471	47	,	,	PUNCT
fuelectenerg-13294	471	48	"	"	PUNCT
fuelectenerg-13294	471	49	comparison	comparison	NOUN
fuelectenerg-13294	471	50	of	of	ADP
fuelectenerg-13294	471	51	deep	deep	ADJ
fuelectenerg-13294	471	52	learning	learn	VERB
fuelectenerg-13294	471	53	convolutional	convolutional	ADJ
fuelectenerg-13294	471	54	neural	neural	ADJ
fuelectenerg-13294	471	55	network	network	NOUN
fuelectenerg-13294	471	56	(	(	PUNCT
fuelectenerg-13294	471	57	cnn	cnn	PROPN
fuelectenerg-13294	471	58	)	)	PUNCT
fuelectenerg-13294	471	59	architectures	architecture	VERB
fuelectenerg-13294	471	60	for	for	ADP
fuelectenerg-13294	471	61	ct	ct	PROPN
fuelectenerg-13294	471	62	lung	lung	NOUN
fuelectenerg-13294	471	63	cancer	cancer	NOUN
fuelectenerg-13294	471	64	classification	classification	NOUN
fuelectenerg-13294	471	65	"	"	PUNCT
fuelectenerg-13294	471	66	,	,	PUNCT
fuelectenerg-13294	471	67	int	int	PROPN
fuelectenerg-13294	471	68	.	.	PUNCT
fuelectenerg-13294	472	1	j.	j.	PROPN
fuelectenerg-13294	472	2	adv	adv	PROPN
fuelectenerg-13294	472	3	.	.	PUNCT
fuelectenerg-13294	472	4	technol	technol	PROPN
fuelectenerg-13294	472	5	.	.	PUNCT
fuelectenerg-13294	473	1	eng	eng	PROPN
fuelectenerg-13294	473	2	.	.	PUNCT
fuelectenerg-13294	473	3	explor	explor	PROPN
fuelectenerg-13294	473	4	.	.	PROPN
fuelectenerg-13294	473	5	,	,	PUNCT
fuelectenerg-13294	473	6	vol	vol	NOUN
fuelectenerg-13294	473	7	.	.	PROPN
fuelectenerg-13294	473	8	8	8	NUM
fuelectenerg-13294	473	9	,	,	PUNCT
fuelectenerg-13294	473	10	no	no	INTJ
fuelectenerg-13294	473	11	.	.	NOUN
fuelectenerg-13294	473	12	74	74	NUM
fuelectenerg-13294	473	13	,	,	PUNCT
fuelectenerg-13294	473	14	p.	p.	NOUN
fuelectenerg-13294	473	15	126	126	NUM
fuelectenerg-13294	473	16	,	,	PUNCT
fuelectenerg-13294	473	17	2021	2021	NUM
fuelectenerg-13294	473	18	.	.	PUNCT
fuelectenerg-13294	474	1	[	[	X
fuelectenerg-13294	474	2	21	21	NUM
fuelectenerg-13294	474	3	]	]	PUNCT
fuelectenerg-13294	474	4	a.	a.	NOUN
fuelectenerg-13294	474	5	a.	a.	PROPN
fuelectenerg-13294	474	6	abd	abd	PROPN
fuelectenerg-13294	474	7	al	al	PROPN
fuelectenerg-13294	474	8	-	-	PUNCT
fuelectenerg-13294	474	9	ameer	ameer	PROPN
fuelectenerg-13294	474	10	,	,	PUNCT
fuelectenerg-13294	474	11	g.	g.	PROPN
fuelectenerg-13294	474	12	a.	a.	PROPN
fuelectenerg-13294	474	13	hussien	hussien	PROPN
fuelectenerg-13294	474	14	,	,	PUNCT
fuelectenerg-13294	474	15	and	and	CCONJ
fuelectenerg-13294	474	16	h.	h.	PROPN
fuelectenerg-13294	474	17	a.	a.	PROPN
fuelectenerg-13294	474	18	al	al	PROPN
fuelectenerg-13294	474	19	ameri	ameri	PROPN
fuelectenerg-13294	474	20	,	,	PUNCT
fuelectenerg-13294	474	21	"	"	PUNCT
fuelectenerg-13294	474	22	lung	lung	NOUN
fuelectenerg-13294	474	23	cancer	cancer	NOUN
fuelectenerg-13294	474	24	detection	detection	NOUN
fuelectenerg-13294	474	25	using	use	VERB
fuelectenerg-13294	474	26	image	image	NOUN
fuelectenerg-13294	474	27	processing	processing	NOUN
fuelectenerg-13294	474	28	and	and	CCONJ
fuelectenerg-13294	474	29	deep	deep	ADJ
fuelectenerg-13294	474	30	learning	learning	NOUN
fuelectenerg-13294	474	31	"	"	PUNCT
fuelectenerg-13294	474	32	,	,	PUNCT
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fuelectenerg-13294	474	34	j.	j.	PROPN
fuelectenerg-13294	474	35	electr	electr	PROPN
fuelectenerg-13294	474	36	.	.	PUNCT
fuelectenerg-13294	475	1	eng	eng	PROPN
fuelectenerg-13294	475	2	.	.	PUNCT
fuelectenerg-13294	476	1	comput	comput	PROPN
fuelectenerg-13294	476	2	.	.	PUNCT
fuelectenerg-13294	477	1	sci	sci	PROPN
fuelectenerg-13294	477	2	.	.	PROPN
fuelectenerg-13294	477	3	,	,	PUNCT
fuelectenerg-13294	477	4	vol	vol	NOUN
fuelectenerg-13294	477	5	.	.	PROPN
fuelectenerg-13294	477	6	28	28	NUM
fuelectenerg-13294	477	7	,	,	PUNCT
fuelectenerg-13294	477	8	no	no	INTJ
fuelectenerg-13294	477	9	.	.	NOUN
fuelectenerg-13294	477	10	2	2	NUM
fuelectenerg-13294	477	11	,	,	PUNCT
fuelectenerg-13294	477	12	pp	pp	ADJ
fuelectenerg-13294	477	13	.	.	PUNCT
fuelectenerg-13294	478	1	987	987	NUM
fuelectenerg-13294	478	2	-	-	SYM
fuelectenerg-13294	478	3	993	993	NUM
fuelectenerg-13294	478	4	,	,	PUNCT
fuelectenerg-13294	478	5	2022	2022	NUM
fuelectenerg-13294	478	6	.	.	PUNCT
fuelectenerg-13294	479	1	[	[	X
fuelectenerg-13294	479	2	22	22	NUM
fuelectenerg-13294	479	3	]	]	PUNCT
fuelectenerg-13294	479	4	a.	a.	NOUN
fuelectenerg-13294	479	5	abid	abid	PROPN
fuelectenerg-13294	479	6	,	,	PUNCT
fuelectenerg-13294	479	7	p.	p.	PROPN
fuelectenerg-13294	479	8	sinha	sinha	PROPN
fuelectenerg-13294	479	9	,	,	PUNCT
fuelectenerg-13294	479	10	a.	a.	NOUN
fuelectenerg-13294	479	11	harpale	harpale	PROPN
fuelectenerg-13294	479	12	,	,	PUNCT
fuelectenerg-13294	479	13	j.	j.	PROPN
fuelectenerg-13294	479	14	gichoya	gichoya	PROPN
fuelectenerg-13294	479	15	and	and	CCONJ
fuelectenerg-13294	479	16	s.	s.	PROPN
fuelectenerg-13294	479	17	purkayastha	purkayastha	PROPN
fuelectenerg-13294	479	18	,	,	PUNCT
fuelectenerg-13294	479	19	"	"	PUNCT
fuelectenerg-13294	479	20	optimizing	optimize	VERB
fuelectenerg-13294	479	21	medical	medical	ADJ
fuelectenerg-13294	479	22	image	image	NOUN
fuelectenerg-13294	479	23	classification	classification	NOUN
fuelectenerg-13294	479	24	models	model	NOUN
fuelectenerg-13294	479	25	for	for	ADP
fuelectenerg-13294	479	26	edge	edge	NOUN
fuelectenerg-13294	479	27	devices	device	NOUN
fuelectenerg-13294	479	28	"	"	PUNCT
fuelectenerg-13294	479	29	,	,	PUNCT
fuelectenerg-13294	479	30	in	in	ADP
fuelectenerg-13294	479	31	proceedings	proceeding	NOUN
fuelectenerg-13294	479	32	of	of	ADP
fuelectenerg-13294	479	33	the	the	DET
fuelectenerg-13294	479	34	18th	18th	ADJ
fuelectenerg-13294	479	35	international	international	ADJ
fuelectenerg-13294	479	36	conference	conference	NOUN
fuelectenerg-13294	479	37	on	on	ADP
fuelectenerg-13294	479	38	distributed	distribute	VERB
fuelectenerg-13294	479	39	computing	computing	NOUN
fuelectenerg-13294	479	40	and	and	CCONJ
fuelectenerg-13294	479	41	artificial	artificial	ADJ
fuelectenerg-13294	479	42	intelligence	intelligence	NOUN
fuelectenerg-13294	479	43	,	,	PUNCT
fuelectenerg-13294	479	44	vol	vol	NOUN
fuelectenerg-13294	479	45	.	.	PROPN
fuelectenerg-13294	479	46	1	1	NUM
fuelectenerg-13294	479	47	,	,	PUNCT
fuelectenerg-13294	479	48	2022	2022	NUM
fuelectenerg-13294	479	49	,	,	PUNCT
fuelectenerg-13294	479	50	pp	pp	ADJ
fuelectenerg-13294	479	51	.	.	PUNCT
fuelectenerg-13294	480	1	77	77	NUM
fuelectenerg-13294	480	2	-	-	SYM
fuelectenerg-13294	480	3	87	87	NUM
fuelectenerg-13294	480	4	.	.	PUNCT
fuelectenerg-13294	481	1	[	[	X
fuelectenerg-13294	481	2	23	23	NUM
fuelectenerg-13294	481	3	]	]	X
fuelectenerg-13294	481	4	h.	h.	PROPN
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fuelectenerg-13294	481	6	,	,	PUNCT
fuelectenerg-13294	481	7	"	"	PUNCT
fuelectenerg-13294	481	8	the	the	DET
fuelectenerg-13294	481	9	iq	iq	NOUN
fuelectenerg-13294	481	10	-	-	PUNCT
fuelectenerg-13294	481	11	oth	oth	PROPN
fuelectenerg-13294	481	12	/	/	SYM
fuelectenerg-13294	481	13	nccd	nccd	PROPN
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fuelectenerg-13294	481	15	cancer	cancer	NOUN
fuelectenerg-13294	481	16	dataset	dataset	NOUN
fuelectenerg-13294	481	17	"	"	PUNCT
fuelectenerg-13294	481	18	,	,	PUNCT
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fuelectenerg-13294	481	20	.	.	PUNCT
fuelectenerg-13294	482	1	[	[	X
fuelectenerg-13294	482	2	online	online	X
fuelectenerg-13294	482	3	]	]	X
fuelectenerg-13294	482	4	available	available	ADJ
fuelectenerg-13294	482	5	:	:	PUNCT
fuelectenerg-13294	482	6	https://www.kaggle	https://www.kaggle	NOUN
fuelectenerg-13294	482	7	.	.	PUNCT
fuelectenerg-13294	482	8	com	com	NOUN
fuelectenerg-13294	482	9	/	/	SYM
fuelectenerg-13294	482	10	datasets	dataset	NOUN
fuelectenerg-13294	482	11	/	/	SYM
fuelectenerg-13294	482	12	hamdallak	hamdallak	NOUN
fuelectenerg-13294	482	13	/	/	SYM
fuelectenerg-13294	482	14	the	the	DET
fuelectenerg-13294	482	15	-	-	PUNCT
fuelectenerg-13294	482	16	iqothnccd	iqothnccd	NOUN
fuelectenerg-13294	482	17	-	-	PUNCT
fuelectenerg-13294	482	18	lung	lung	NOUN
fuelectenerg-13294	482	19	[	[	X
fuelectenerg-13294	482	20	accessed	access	VERB
fuelectenerg-13294	482	21	:	:	PUNCT
fuelectenerg-13294	482	22	dec	dec	PROPN
fuelectenerg-13294	482	23	.	.	PROPN
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fuelectenerg-13294	482	26	2024	2024	NUM
fuelectenerg-13294	482	27	]	]	PUNCT
fuelectenerg-13294	482	28	.	.	PUNCT
fuelectenerg-13294	483	1	[	[	X
fuelectenerg-13294	483	2	24	24	NUM
fuelectenerg-13294	483	3	]	]	X
fuelectenerg-13294	483	4	j.	j.	PROPN
fuelectenerg-13294	483	5	rama	rama	PROPN
fuelectenerg-13294	483	6	,	,	PUNCT
fuelectenerg-13294	483	7	c.	c.	PROPN
fuelectenerg-13294	483	8	nalini	nalini	PROPN
fuelectenerg-13294	483	9	and	and	CCONJ
fuelectenerg-13294	483	10	a.	a.	NOUN
fuelectenerg-13294	483	11	kumaravel	kumaravel	PROPN
fuelectenerg-13294	483	12	,	,	PUNCT
fuelectenerg-13294	483	13	"	"	PUNCT
fuelectenerg-13294	483	14	image	image	NOUN
fuelectenerg-13294	483	15	pre	pre	ADJ
fuelectenerg-13294	483	16	-	-	NOUN
fuelectenerg-13294	483	17	processing	processing	NOUN
fuelectenerg-13294	483	18	:	:	PUNCT
fuelectenerg-13294	483	19	enhance	enhance	VERB
fuelectenerg-13294	483	20	the	the	DET
fuelectenerg-13294	483	21	performance	performance	NOUN
fuelectenerg-13294	483	22	of	of	ADP
fuelectenerg-13294	483	23	medical	medical	ADJ
fuelectenerg-13294	483	24	image	image	NOUN
fuelectenerg-13294	483	25	classification	classification	NOUN
fuelectenerg-13294	483	26	using	use	VERB
fuelectenerg-13294	483	27	various	various	ADJ
fuelectenerg-13294	483	28	data	datum	NOUN
fuelectenerg-13294	483	29	augmentation	augmentation	NOUN
fuelectenerg-13294	483	30	techniques	technique	NOUN
fuelectenerg-13294	483	31	"	"	PUNCT
fuelectenerg-13294	483	32	,	,	PUNCT
fuelectenerg-13294	483	33	accents	accent	NOUN
fuelectenerg-13294	483	34	trans	tran	NOUN
fuelectenerg-13294	483	35	.	.	PUNCT
fuelectenerg-13294	483	36	image	image	NOUN
fuelectenerg-13294	483	37	process	process	NOUN
fuelectenerg-13294	483	38	.	.	PUNCT
fuelectenerg-13294	484	1	comput	comput	NOUN
fuelectenerg-13294	484	2	.	.	PUNCT
fuelectenerg-13294	485	1	vision	vision	NOUN
fuelectenerg-13294	485	2	,	,	PUNCT
fuelectenerg-13294	485	3	vol	vol	NOUN
fuelectenerg-13294	485	4	.	.	PROPN
fuelectenerg-13294	485	5	5	5	NUM
fuelectenerg-13294	485	6	,	,	PUNCT
fuelectenerg-13294	485	7	no	no	INTJ
fuelectenerg-13294	485	8	.	.	NOUN
fuelectenerg-13294	485	9	14	14	NUM
fuelectenerg-13294	485	10	,	,	PUNCT
fuelectenerg-13294	485	11	p.	p.	NOUN
fuelectenerg-13294	485	12	7	7	NUM
fuelectenerg-13294	485	13	,	,	PUNCT
fuelectenerg-13294	485	14	2019	2019	NUM
fuelectenerg-13294	485	15	.	.	PUNCT
fuelectenerg-13294	486	1	[	[	X
fuelectenerg-13294	486	2	25	25	NUM
fuelectenerg-13294	486	3	]	]	PUNCT
fuelectenerg-13294	486	4	s.	s.	PROPN
fuelectenerg-13294	486	5	o.	o.	PROPN
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fuelectenerg-13294	486	7	,	,	PUNCT
fuelectenerg-13294	486	8	"	"	PUNCT
fuelectenerg-13294	486	9	improving	improve	VERB
fuelectenerg-13294	486	10	lung	lung	NOUN
fuelectenerg-13294	486	11	cancer	cancer	NOUN
fuelectenerg-13294	486	12	diagnoses	diagnosis	NOUN
fuelectenerg-13294	486	13	:	:	PUNCT
fuelectenerg-13294	486	14	a	a	DET
fuelectenerg-13294	486	15	machine	machine	NOUN
fuelectenerg-13294	486	16	learning	learn	VERB
fuelectenerg-13294	486	17	approach	approach	NOUN
fuelectenerg-13294	486	18	for	for	ADP
fuelectenerg-13294	486	19	detection	detection	NOUN
fuelectenerg-13294	486	20	and	and	CCONJ
fuelectenerg-13294	486	21	prediction	prediction	NOUN
fuelectenerg-13294	486	22	in	in	ADP
fuelectenerg-13294	486	23	ct	ct	ADJ
fuelectenerg-13294	486	24	-	-	PUNCT
fuelectenerg-13294	486	25	scan	scan	ADJ
fuelectenerg-13294	486	26	image	image	NOUN
fuelectenerg-13294	486	27	analysis	analysis	NOUN
fuelectenerg-13294	486	28	"	"	PUNCT
fuelectenerg-13294	486	29	,	,	PUNCT
fuelectenerg-13294	486	30	serv	serv	X
fuelectenerg-13294	486	31	.	.	PUNCT
fuelectenerg-13294	486	32	oriented	orient	VERB
fuelectenerg-13294	486	33	comput	comput	NOUN
fuelectenerg-13294	486	34	.	.	PUNCT
fuelectenerg-13294	487	1	appl	appl	PROPN
fuelectenerg-13294	487	2	.	.	PROPN
fuelectenerg-13294	487	3	,	,	PUNCT
fuelectenerg-13294	488	1	pp	pp	PROPN
fuelectenerg-13294	488	2	.	.	PUNCT
fuelectenerg-13294	489	1	1	1	NUM
fuelectenerg-13294	489	2	-	-	SYM
fuelectenerg-13294	489	3	16	16	NUM
fuelectenerg-13294	489	4	,	,	PUNCT
fuelectenerg-13294	489	5	2024	2024	NUM
fuelectenerg-13294	489	6	.	.	PUNCT
fuelectenerg-13294	490	1	[	[	X
fuelectenerg-13294	490	2	26	26	NUM
fuelectenerg-13294	490	3	]	]	X
fuelectenerg-13294	490	4	n.	n.	PROPN
fuelectenerg-13294	490	5	c.	c.	PROPN
fuelectenerg-13294	490	6	patil	patil	PROPN
fuelectenerg-13294	490	7	and	and	CCONJ
fuelectenerg-13294	490	8	n.	n.	PROPN
fuelectenerg-13294	490	9	j.	j.	PROPN
fuelectenerg-13294	490	10	patil	patil	PROPN
fuelectenerg-13294	490	11	,	,	PUNCT
fuelectenerg-13294	490	12	"	"	PUNCT
fuelectenerg-13294	490	13	lung	lung	NOUN
fuelectenerg-13294	490	14	cancer	cancer	NOUN
fuelectenerg-13294	490	15	detection	detection	NOUN
fuelectenerg-13294	490	16	using	use	VERB
fuelectenerg-13294	490	17	cnn	cnn	PROPN
fuelectenerg-13294	490	18	vgg19	vgg19	PROPN
fuelectenerg-13294	490	19	+	+	PROPN
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fuelectenerg-13294	490	21	"	"	PUNCT
fuelectenerg-13294	490	22	,	,	PUNCT
fuelectenerg-13294	490	23	j.	j.	PROPN
fuelectenerg-13294	490	24	electr	electr	PROPN
fuelectenerg-13294	490	25	.	.	PUNCT
fuelectenerg-13294	491	1	syst	syst	PROPN
fuelectenerg-13294	491	2	.	.	PUNCT
fuelectenerg-13294	491	3	,	,	PUNCT
fuelectenerg-13294	491	4	vol	vol	NOUN
fuelectenerg-13294	491	5	.	.	PROPN
fuelectenerg-13294	491	6	20	20	NUM
fuelectenerg-13294	491	7	,	,	PUNCT
fuelectenerg-13294	491	8	no	no	INTJ
fuelectenerg-13294	491	9	.	.	NOUN
fuelectenerg-13294	491	10	3	3	NUM
fuelectenerg-13294	491	11	,	,	PUNCT
fuelectenerg-13294	491	12	pp	pp	ADJ
fuelectenerg-13294	491	13	.	.	PUNCT
fuelectenerg-13294	492	1	541	541	NUM
fuelectenerg-13294	492	2	-	-	SYM
fuelectenerg-13294	492	3	550	550	NUM
fuelectenerg-13294	492	4	,	,	PUNCT
fuelectenerg-13294	492	5	2024	2024	NUM
fuelectenerg-13294	492	6	.	.	PUNCT
fuelectenerg-13294	493	1	[	[	X
fuelectenerg-13294	493	2	27	27	NUM
fuelectenerg-13294	493	3	]	]	PUNCT
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fuelectenerg-13294	493	7	s.	s.	PROPN
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fuelectenerg-13294	495	2	.	.	PUNCT
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fuelectenerg-13294	496	10	,	,	PUNCT
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fuelectenerg-13294	496	12	.	.	PUNCT
fuelectenerg-13294	497	1	[	[	X
fuelectenerg-13294	497	2	28	28	NUM
fuelectenerg-13294	497	3	]	]	X
fuelectenerg-13294	497	4	h.	h.	PROPN
fuelectenerg-13294	497	5	s.	s.	PROPN
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fuelectenerg-13294	497	8	g.	g.	PROPN
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fuelectenerg-13294	497	10	,	,	PUNCT
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fuelectenerg-13294	497	20	"	"	PUNCT
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fuelectenerg-13294	499	2	.	.	PROPN
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fuelectenerg-13294	499	7	,	,	PUNCT
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fuelectenerg-13294	499	9	.	.	NOUN
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fuelectenerg-13294	499	11	,	,	PUNCT
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fuelectenerg-13294	500	2	-	-	SYM
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fuelectenerg-13294	500	4	,	,	PUNCT
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fuelectenerg-13294	501	3	]	]	X
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fuelectenerg-13294	501	13	of	of	ADP
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fuelectenerg-13294	501	17	,	,	PUNCT
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fuelectenerg-13294	502	22	and	and	CCONJ
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fuelectenerg-13294	502	25	"	"	PUNCT
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fuelectenerg-13294	502	28	,	,	PUNCT
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fuelectenerg-13294	502	30	.	.	PUNCT
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fuelectenerg-13294	503	3	]	]	PUNCT
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fuelectenerg-13294	503	30	"	"	PUNCT
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fuelectenerg-13294	505	2	.	.	PUNCT
fuelectenerg-13294	506	1	,	,	PUNCT
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fuelectenerg-13294	507	2	-	-	SYM
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fuelectenerg-13294	507	6	.	.	PUNCT
fuelectenerg-13294	508	1	[	[	X
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fuelectenerg-13294	508	32	detection	detection	NOUN
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fuelectenerg-13294	511	1	[	[	X
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fuelectenerg-13294	511	18	images	image	NOUN
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fuelectenerg-13294	511	21	using	use	VERB
fuelectenerg-13294	511	22	u	u	NOUN
fuelectenerg-13294	511	23	-	-	NOUN
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fuelectenerg-13294	511	34	"	"	PUNCT
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fuelectenerg-13294	514	2	-	-	SYM
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