id	sid	tid	token	lemma	pos
bracis-33621	1	1	anomalies	anomaly	NOUN
bracis-33621	1	2	diagnostic	diagnostic	VERB
bracis-33621	1	3	in	in	ADP
bracis-33621	1	4	 	 	SPACE
bracis-33621	1	5	endoscopic	endoscopic	ADJ
bracis-33621	1	6	images	image	NOUN
bracis-33621	1	7	using	use	VERB
bracis-33621	1	8	deep	deep	ADJ
bracis-33621	1	9	learning	learn	VERB
bracis-33621	1	10	ensemble	ensemble	ADJ
bracis-33621	1	11	models	model	NOUN
bracis-33621	1	12	|	|	ADV
bracis-33621	1	13	springer	springer	NOUN
bracis-33621	1	14	nature	nature	NOUN
bracis-33621	1	15	link	link	PROPN
bracis-33621	1	16	(	(	PUNCT
bracis-33621	1	17	formerly	formerly	ADV
bracis-33621	1	18	springerlink	springerlink	NOUN
bracis-33621	1	19	)	)	PUNCT
bracis-33621	1	20	skip	skip	VERB
bracis-33621	1	21	to	to	ADP
bracis-33621	1	22	main	main	ADJ
bracis-33621	1	23	content	content	NOUN
bracis-33621	1	24	advertisement	advertisement	NOUN
bracis-33621	1	25	log	log	NOUN
bracis-33621	1	26	in	in	ADP
bracis-33621	1	27	menu	menu	NOUN
bracis-33621	1	28	find	find	VERB
bracis-33621	1	29	a	a	DET
bracis-33621	1	30	journal	journal	NOUN
bracis-33621	1	31	publish	publish	VERB
bracis-33621	1	32	with	with	ADP
bracis-33621	1	33	us	we	PRON
bracis-33621	1	34	track	track	VERB
bracis-33621	1	35	your	your	PRON
bracis-33621	1	36	research	research	NOUN
bracis-33621	1	37	search	search	NOUN
bracis-33621	1	38	cart	cart	NOUN
bracis-33621	1	39	home	home	NOUN
bracis-33621	1	40	intelligent	intelligent	ADJ
bracis-33621	1	41	systems	system	NOUN
bracis-33621	1	42	conference	conference	NOUN
bracis-33621	1	43	paper	paper	NOUN
bracis-33621	1	44	anomalies	anomaly	NOUN
bracis-33621	1	45	diagnostic	diagnostic	ADJ
bracis-33621	1	46	in	in	ADP
bracis-33621	1	47	 	 	SPACE
bracis-33621	1	48	endoscopic	endoscopic	ADJ
bracis-33621	1	49	images	image	NOUN
bracis-33621	1	50	using	use	VERB
bracis-33621	1	51	deep	deep	ADJ
bracis-33621	1	52	learning	learn	VERB
bracis-33621	1	53	ensemble	ensemble	ADJ
bracis-33621	1	54	models	model	NOUN
bracis-33621	1	55	conference	conference	NOUN
bracis-33621	1	56	paper	paper	NOUN
bracis-33621	1	57	first	first	ADV
bracis-33621	1	58	online	online	ADV
bracis-33621	1	59	:	:	PUNCT
bracis-33621	1	60	30	30	NUM
bracis-33621	1	61	january	january	NOUN
bracis-33621	1	62	2025	2025	NUM
bracis-33621	1	63	pp	pp	PRON
bracis-33621	1	64	110–124	110–124	NUM
bracis-33621	1	65	cite	cite	VERB
bracis-33621	1	66	this	this	DET
bracis-33621	1	67	conference	conference	NOUN
bracis-33621	1	68	paper	paper	NOUN
bracis-33621	1	69	access	access	NOUN
bracis-33621	1	70	provided	provide	VERB
bracis-33621	1	71	by	by	ADP
bracis-33621	1	72	university	university	PROPN
bracis-33621	1	73	of	of	ADP
bracis-33621	1	74	notre	notre	PROPN
bracis-33621	1	75	dame	dame	PROPN
bracis-33621	1	76	hesburgh	hesburgh	PROPN
bracis-33621	1	77	library	library	PROPN
bracis-33621	1	78	download	download	PROPN
bracis-33621	1	79	book	book	NOUN
bracis-33621	1	80	pdf	pdf	PROPN
bracis-33621	1	81	download	download	NOUN
bracis-33621	1	82	book	book	NOUN
bracis-33621	1	83	epub	epub	PROPN
bracis-33621	1	84	intelligent	intelligent	ADJ
bracis-33621	1	85	systems	system	NOUN
bracis-33621	1	86	(	(	PUNCT
bracis-33621	1	87	bracis	bracis	NOUN
bracis-33621	1	88	2024	2024	NUM
bracis-33621	1	89	)	)	PUNCT
bracis-33621	1	90	anomalies	anomaly	NOUN
bracis-33621	1	91	diagnostic	diagnostic	ADJ
bracis-33621	1	92	in	in	ADP
bracis-33621	1	93	 	 	SPACE
bracis-33621	1	94	endoscopic	endoscopic	ADJ
bracis-33621	1	95	images	image	NOUN
bracis-33621	1	96	using	use	VERB
bracis-33621	1	97	deep	deep	ADJ
bracis-33621	1	98	learning	learn	VERB
bracis-33621	1	99	ensemble	ensemble	ADJ
bracis-33621	1	100	models	model	NOUN
bracis-33621	1	101	download	download	VERB
bracis-33621	1	102	book	book	NOUN
bracis-33621	1	103	pdf	pdf	PROPN
bracis-33621	1	104	download	download	NOUN
bracis-33621	1	105	book	book	NOUN
bracis-33621	1	106	epub	epub	PROPN
bracis-33621	1	107	pedro	pedro	PROPN
bracis-33621	1	108	da	da	PROPN
bracis-33621	1	109	s.	s.	PROPN
bracis-33621	1	110	viana	viana	PROPN
bracis-33621	1	111	  	  	SPACE
bracis-33621	1	112	orcid	orcid	NOUN
bracis-33621	1	113	:	:	PUNCT
bracis-33621	1	114	orcid.org/0009-0001-3104-56379	orcid.org/0009-0001-3104-56379	PROPN
bracis-33621	1	115	,	,	PUNCT
bracis-33621	1	116	luana	luana	PROPN
bracis-33621	1	117	b.	b.	PROPN
bracis-33621	1	118	da	da	PROPN
bracis-33621	1	119	cruz	cruz	PROPN
bracis-33621	1	120	  	  	SPACE
bracis-33621	1	121	orcid	orcid	NOUN
bracis-33621	1	122	:	:	PUNCT
bracis-33621	1	123	orcid.org/0000-0002-9150-25539	orcid.org/0000-0002-9150-25539	NOUN
bracis-33621	1	124	,	,	PUNCT
bracis-33621	2	1	domingos	domingos	PROPN
bracis-33621	2	2	a.	a.	PROPN
bracis-33621	2	3	dias	dias	PROPN
bracis-33621	2	4	jr	jr	PROPN
bracis-33621	2	5	.	.	PUNCT
bracis-33621	2	6	  	  	SPACE
bracis-33621	2	7	orcid	orcid	NOUN
bracis-33621	2	8	:	:	PUNCT
bracis-33621	2	9	orcid.org/0000-0001-5916-69519	orcid.org/0000-0001-5916-69519	PROPN
bracis-33621	2	10	&	&	CCONJ
bracis-33621	2	11	…	…	PUNCT
bracis-33621	2	12	joão	joão	PROPN
bracis-33621	2	13	otávio	otávio	PROPN
bracis-33621	2	14	bandeira	bandeira	PROPN
bracis-33621	2	15	diniz	diniz	PROPN
bracis-33621	2	16	  	  	SPACE
bracis-33621	2	17	orcid	orcid	PROPN
bracis-33621	2	18	:	:	PUNCT
bracis-33621	2	19	orcid.org/0000-0003-3303-334610	orcid.org/0000-0003-3303-334610	PROPN
bracis-33621	2	20	  	  	SPACE
bracis-33621	2	21	show	show	VERB
bracis-33621	2	22	authors	author	NOUN
bracis-33621	2	23	part	part	NOUN
bracis-33621	2	24	of	of	ADP
bracis-33621	2	25	the	the	DET
bracis-33621	2	26	book	book	NOUN
bracis-33621	2	27	series	series	NOUN
bracis-33621	2	28	:	:	PUNCT
bracis-33621	2	29	lecture	lecture	NOUN
bracis-33621	2	30	notes	note	NOUN
bracis-33621	2	31	in	in	ADP
bracis-33621	2	32	computer	computer	NOUN
bracis-33621	2	33	science	science	NOUN
bracis-33621	2	34	(	(	PUNCT
bracis-33621	2	35	(	(	PUNCT
bracis-33621	2	36	lnai	lnai	ADJ
bracis-33621	2	37	,	,	PUNCT
bracis-33621	2	38	volume	volume	NOUN
bracis-33621	2	39	15414	15414	NUM
bracis-33621	2	40	)	)	PUNCT
bracis-33621	2	41	)	)	PUNCT
bracis-33621	2	42	included	include	VERB
bracis-33621	2	43	in	in	ADP
bracis-33621	2	44	the	the	DET
bracis-33621	2	45	following	follow	VERB
bracis-33621	2	46	conference	conference	NOUN
bracis-33621	2	47	series	series	NOUN
bracis-33621	2	48	:	:	PUNCT
bracis-33621	2	49	brazilian	brazilian	ADJ
bracis-33621	2	50	conference	conference	NOUN
bracis-33621	2	51	on	on	ADP
bracis-33621	2	52	intelligent	intelligent	ADJ
bracis-33621	2	53	systems	system	NOUN
bracis-33621	2	54	384	384	NUM
bracis-33621	2	55	accesses	access	VERB
bracis-33621	2	56	2	2	NUM
bracis-33621	2	57	citations	citation	NOUN
bracis-33621	2	58	abstract	abstract	ADJ
bracis-33621	2	59	automated	automate	VERB
bracis-33621	2	60	anomaly	anomaly	NOUN
bracis-33621	2	61	detection	detection	NOUN
bracis-33621	2	62	in	in	ADP
bracis-33621	2	63	medical	medical	ADJ
bracis-33621	2	64	images	image	NOUN
bracis-33621	2	65	greatly	greatly	ADV
bracis-33621	2	66	benefits	benefit	VERB
bracis-33621	2	67	the	the	DET
bracis-33621	2	68	medical	medical	ADJ
bracis-33621	2	69	community	community	NOUN
bracis-33621	2	70	by	by	ADP
bracis-33621	2	71	assisting	assist	VERB
bracis-33621	2	72	in	in	ADP
bracis-33621	2	73	the	the	DET
bracis-33621	2	74	diagnosis	diagnosis	NOUN
bracis-33621	2	75	and	and	CCONJ
bracis-33621	2	76	identification	identification	NOUN
bracis-33621	2	77	of	of	ADP
bracis-33621	2	78	clinical	clinical	ADJ
bracis-33621	2	79	cases	case	NOUN
bracis-33621	2	80	.	.	PUNCT
bracis-33621	3	1	this	this	DET
bracis-33621	3	2	work	work	NOUN
bracis-33621	3	3	focuses	focus	VERB
bracis-33621	3	4	specifically	specifically	ADV
bracis-33621	3	5	on	on	ADP
bracis-33621	3	6	medical	medical	ADJ
bracis-33621	3	7	images	image	NOUN
bracis-33621	3	8	obtained	obtain	VERB
bracis-33621	3	9	from	from	ADP
bracis-33621	3	10	endoscopies	endoscopy	NOUN
bracis-33621	3	11	.	.	PUNCT
bracis-33621	4	1	we	we	PRON
bracis-33621	4	2	categorized	categorize	VERB
bracis-33621	4	3	the	the	DET
bracis-33621	4	4	images	image	NOUN
bracis-33621	4	5	into	into	ADP
bracis-33621	4	6	two	two	NUM
bracis-33621	4	7	classes	class	NOUN
bracis-33621	4	8	:	:	PUNCT
bracis-33621	4	9	normal	normal	ADJ
bracis-33621	4	10	(	(	PUNCT
bracis-33621	4	11	including	include	VERB
bracis-33621	4	12	normal	normal	ADJ
bracis-33621	4	13	-	-	PUNCT
bracis-33621	4	14	cecum	cecum	NOUN
bracis-33621	4	15	,	,	PUNCT
bracis-33621	4	16	normal	normal	ADJ
bracis-33621	4	17	-	-	PUNCT
bracis-33621	4	18	pylorus	pylorus	NOUN
bracis-33621	4	19	,	,	PUNCT
bracis-33621	4	20	normal	normal	ADJ
bracis-33621	4	21	-	-	PUNCT
bracis-33621	4	22	z	z	NOUN
bracis-33621	4	23	-	-	PUNCT
bracis-33621	4	24	line	line	NOUN
bracis-33621	4	25	)	)	PUNCT
bracis-33621	4	26	and	and	CCONJ
bracis-33621	4	27	abnormal	abnormal	ADJ
bracis-33621	4	28	(	(	PUNCT
bracis-33621	4	29	including	include	VERB
bracis-33621	4	30	dyed	dye	VERB
bracis-33621	4	31	-	-	PUNCT
bracis-33621	4	32	lifted	lift	VERB
bracis-33621	4	33	-	-	PUNCT
bracis-33621	4	34	polyps	polyp	NOUN
bracis-33621	4	35	,	,	PUNCT
bracis-33621	4	36	dyed	dye	VERB
bracis-33621	4	37	-	-	PUNCT
bracis-33621	4	38	resection	resection	NOUN
bracis-33621	4	39	-	-	PUNCT
bracis-33621	4	40	margins	margin	NOUN
bracis-33621	4	41	,	,	PUNCT
bracis-33621	4	42	esophagitis	esophagitis	NOUN
bracis-33621	4	43	,	,	PUNCT
bracis-33621	4	44	polyps	polyp	NOUN
bracis-33621	4	45	,	,	PUNCT
bracis-33621	4	46	ulcerative	ulcerative	ADJ
bracis-33621	4	47	colitis	colitis	NOUN
bracis-33621	4	48	)	)	PUNCT
bracis-33621	4	49	.	.	PUNCT
bracis-33621	5	1	we	we	PRON
bracis-33621	5	2	propose	propose	VERB
bracis-33621	5	3	data	datum	NOUN
bracis-33621	5	4	augmentation	augmentation	NOUN
bracis-33621	5	5	to	to	PART
bracis-33621	5	6	balance	balance	VERB
bracis-33621	5	7	the	the	DET
bracis-33621	5	8	classes	class	NOUN
bracis-33621	5	9	and	and	CCONJ
bracis-33621	5	10	deep	deep	ADJ
bracis-33621	5	11	learning	learning	NOUN
bracis-33621	5	12	model	model	NOUN
bracis-33621	5	13	techniques	technique	NOUN
bracis-33621	5	14	for	for	ADP
bracis-33621	5	15	classification	classification	NOUN
bracis-33621	5	16	.	.	PUNCT
bracis-33621	6	1	we	we	PRON
bracis-33621	6	2	employed	employ	VERB
bracis-33621	6	3	an	an	DET
bracis-33621	6	4	ensemble	ensemble	ADJ
bracis-33621	6	5	voting	voting	NOUN
bracis-33621	6	6	method	method	NOUN
bracis-33621	6	7	with	with	ADP
bracis-33621	6	8	deep	deep	ADJ
bracis-33621	6	9	learning	learning	NOUN
bracis-33621	6	10	models	model	NOUN
bracis-33621	6	11	to	to	PART
bracis-33621	6	12	enhance	enhance	VERB
bracis-33621	6	13	the	the	DET
bracis-33621	6	14	accuracy	accuracy	NOUN
bracis-33621	6	15	of	of	ADP
bracis-33621	6	16	the	the	DET
bracis-33621	6	17	process	process	NOUN
bracis-33621	6	18	.	.	PUNCT
bracis-33621	7	1	our	our	PRON
bracis-33621	7	2	results	result	NOUN
bracis-33621	7	3	are	be	AUX
bracis-33621	7	4	robust	robust	ADJ
bracis-33621	7	5	,	,	PUNCT
bracis-33621	7	6	achieving	achieve	VERB
bracis-33621	7	7	an	an	DET
bracis-33621	7	8	accuracy	accuracy	NOUN
bracis-33621	7	9	of	of	ADP
bracis-33621	7	10	98.62	98.62	NUM
bracis-33621	7	11	%	%	NOUN
bracis-33621	7	12	,	,	PUNCT
bracis-33621	7	13	a	a	DET
bracis-33621	7	14	precision	precision	NOUN
bracis-33621	7	15	of	of	ADP
bracis-33621	7	16	96.47	96.47	NUM
bracis-33621	7	17	%	%	NOUN
bracis-33621	7	18	,	,	PUNCT
bracis-33621	7	19	a	a	DET
bracis-33621	7	20	sensitivity	sensitivity	NOUN
bracis-33621	7	21	of	of	ADP
bracis-33621	7	22	99.64	99.64	NUM
bracis-33621	7	23	%	%	NOUN
bracis-33621	7	24	,	,	PUNCT
bracis-33621	7	25	and	and	CCONJ
bracis-33621	7	26	an	an	DET
bracis-33621	7	27	f1	f1	NOUN
bracis-33621	7	28	-	-	PUNCT
bracis-33621	7	29	score	score	NOUN
bracis-33621	7	30	of	of	ADP
bracis-33621	7	31	98.03	98.03	NUM
bracis-33621	7	32	%	%	NOUN
bracis-33621	7	33	.	.	PUNCT
bracis-33621	8	1	this	this	DET
bracis-33621	8	2	approach	approach	NOUN
bracis-33621	8	3	proves	prove	VERB
bracis-33621	8	4	to	to	PART
bracis-33621	8	5	be	be	AUX
bracis-33621	8	6	an	an	DET
bracis-33621	8	7	effective	effective	ADJ
bracis-33621	8	8	tool	tool	NOUN
bracis-33621	8	9	for	for	ADP
bracis-33621	8	10	identifying	identify	VERB
bracis-33621	8	11	anomalies	anomaly	NOUN
bracis-33621	8	12	in	in	ADP
bracis-33621	8	13	endoscopies	endoscopy	NOUN
bracis-33621	8	14	.	.	PUNCT
bracis-33621	9	1	we	we	PRON
bracis-33621	9	2	believe	believe	VERB
bracis-33621	9	3	our	our	PRON
bracis-33621	9	4	method	method	NOUN
bracis-33621	9	5	can	can	AUX
bracis-33621	9	6	contribute	contribute	VERB
bracis-33621	9	7	to	to	ADP
bracis-33621	9	8	significant	significant	ADJ
bracis-33621	9	9	advancements	advancement	NOUN
bracis-33621	9	10	in	in	ADP
bracis-33621	9	11	ai	ai	ADJ
bracis-33621	9	12	-	-	PUNCT
bracis-33621	9	13	assisted	assist	VERB
bracis-33621	9	14	medical	medical	ADJ
bracis-33621	9	15	diagnostics	diagnostic	NOUN
bracis-33621	9	16	.	.	PUNCT
bracis-33621	10	1	access	access	NOUN
bracis-33621	10	2	provided	provide	VERB
bracis-33621	10	3	by	by	ADP
bracis-33621	10	4	university	university	PROPN
bracis-33621	10	5	of	of	ADP
bracis-33621	10	6	notre	notre	PROPN
bracis-33621	10	7	dame	dame	PROPN
bracis-33621	10	8	hesburgh	hesburgh	PROPN
bracis-33621	10	9	library	library	PROPN
bracis-33621	10	10	.	.	PUNCT
bracis-33621	11	1	download	download	PROPN
bracis-33621	11	2	conference	conference	NOUN
bracis-33621	11	3	paper	paper	NOUN
bracis-33621	11	4	pdf	pdf	NOUN
bracis-33621	11	5	similar	similar	ADJ
bracis-33621	11	6	content	content	NOUN
bracis-33621	11	7	being	be	AUX
bracis-33621	11	8	viewed	view	VERB
bracis-33621	11	9	by	by	ADP
bracis-33621	11	10	others	other	NOUN
bracis-33621	11	11	deep	deep	ADJ
bracis-33621	11	12	learning	learning	NOUN
bracis-33621	11	13	-	-	PUNCT
bracis-33621	11	14	based	base	VERB
bracis-33621	11	15	endoscopic	endoscopic	ADJ
bracis-33621	11	16	anatomy	anatomy	NOUN
bracis-33621	11	17	classification	classification	NOUN
bracis-33621	11	18	:	:	PUNCT
bracis-33621	11	19	an	an	DET
bracis-33621	11	20	accelerated	accelerated	ADJ
bracis-33621	11	21	approach	approach	NOUN
bracis-33621	11	22	for	for	ADP
bracis-33621	11	23	data	data	NOUN
bracis-33621	11	24	preparation	preparation	NOUN
bracis-33621	11	25	and	and	CCONJ
bracis-33621	11	26	model	model	NOUN
bracis-33621	11	27	validation	validation	NOUN
bracis-33621	11	28	article	article	NOUN
bracis-33621	11	29	29	29	NUM
bracis-33621	11	30	september	september	PROPN
bracis-33621	11	31	2021	2021	NUM
bracis-33621	11	32	custom	custom	NOUN
bracis-33621	11	33	descriptors	descriptor	NOUN
bracis-33621	11	34	applications	application	NOUN
bracis-33621	11	35	for	for	ADP
bracis-33621	11	36	endoscopy	endoscopy	NOUN
bracis-33621	11	37	images	image	NOUN
bracis-33621	11	38	classification	classification	NOUN
bracis-33621	11	39	chapter	chapter	NOUN
bracis-33621	11	40	©	©	PROPN
bracis-33621	11	41	2025	2025	NUM
bracis-33621	11	42	deep	deep	ADJ
bracis-33621	11	43	learning	learning	NOUN
bracis-33621	11	44	on	on	ADP
bracis-33621	11	45	special	special	ADJ
bracis-33621	11	46	processed	process	VERB
bracis-33621	11	47	video	video	NOUN
bracis-33621	11	48	colonoscopy	colonoscopy	NOUN
bracis-33621	11	49	datasets	dataset	NOUN
bracis-33621	11	50	chapter	chapter	NOUN
bracis-33621	11	51	©	©	NOUN
bracis-33621	11	52	2022	2022	NUM
bracis-33621	11	53	1	1	NUM
bracis-33621	11	54	introduction	introduction	NOUN
bracis-33621	11	55	the	the	DET
bracis-33621	11	56	digestive	digestive	ADJ
bracis-33621	11	57	system	system	NOUN
bracis-33621	11	58	is	be	AUX
bracis-33621	11	59	responsible	responsible	ADJ
bracis-33621	11	60	for	for	ADP
bracis-33621	11	61	nutrient	nutrient	NOUN
bracis-33621	11	62	absorption	absorption	NOUN
bracis-33621	11	63	,	,	PUNCT
bracis-33621	11	64	involving	involve	VERB
bracis-33621	11	65	physical	physical	ADJ
bracis-33621	11	66	and	and	CCONJ
bracis-33621	11	67	chemical	chemical	NOUN
bracis-33621	11	68	processes	process	NOUN
bracis-33621	11	69	from	from	ADP
bracis-33621	11	70	chewing	chew	VERB
bracis-33621	11	71	 	 	SPACE
bracis-33621	11	72	to	to	PART
bracis-33621	11	73	waste	waste	VERB
bracis-33621	11	74	excretion	excretion	NOUN
bracis-33621	11	75	.	.	PUNCT
bracis-33621	12	1	however	however	ADV
bracis-33621	12	2	,	,	PUNCT
bracis-33621	12	3	abnormalities	abnormality	NOUN
bracis-33621	12	4	can	can	AUX
bracis-33621	12	5	occur	occur	VERB
bracis-33621	12	6	,	,	PUNCT
bracis-33621	12	7	impacting	impact	VERB
bracis-33621	12	8	 	 	SPACE
bracis-33621	12	9	its	its	PRON
bracis-33621	12	10	function	function	NOUN
bracis-33621	12	11	.	.	PUNCT
bracis-33621	13	1	these	these	DET
bracis-33621	13	2	abnormalities	abnormality	NOUN
bracis-33621	13	3	can	can	AUX
bracis-33621	13	4	range	range	VERB
bracis-33621	13	5	from	from	ADP
bracis-33621	13	6	relatively	relatively	ADV
bracis-33621	13	7	benign	benign	ADJ
bracis-33621	13	8	conditions	condition	NOUN
bracis-33621	13	9	to	to	ADP
bracis-33621	13	10	severe	severe	ADJ
bracis-33621	13	11	diseases	disease	NOUN
bracis-33621	13	12	that	that	PRON
bracis-33621	13	13	require	require	VERB
bracis-33621	13	14	medical	medical	ADJ
bracis-33621	13	15	intervention	intervention	NOUN
bracis-33621	13	16	.	.	PUNCT
bracis-33621	14	1	two	two	NUM
bracis-33621	14	2	notable	notable	ADJ
bracis-33621	14	3	examples	example	NOUN
bracis-33621	14	4	are	be	AUX
bracis-33621	14	5	polyps	polyp	NOUN
bracis-33621	14	6	and	and	CCONJ
bracis-33621	14	7	ulcerative	ulcerative	ADJ
bracis-33621	14	8	colitis	colitis	NOUN
bracis-33621	14	9	 	 	SPACE
bracis-33621	15	1	[	[	X
bracis-33621	15	2	3	3	NUM
bracis-33621	15	3	,	,	PUNCT
bracis-33621	15	4	20	20	NUM
bracis-33621	15	5	]	]	PUNCT
bracis-33621	15	6	.	.	PUNCT
bracis-33621	16	1	polyps	polyp	NOUN
bracis-33621	16	2	are	be	AUX
bracis-33621	16	3	small	small	ADJ
bracis-33621	16	4	abnormal	abnormal	ADJ
bracis-33621	16	5	growths	growth	NOUN
bracis-33621	16	6	that	that	PRON
bracis-33621	16	7	resemble	resemble	VERB
bracis-33621	16	8	mushrooms	mushroom	NOUN
bracis-33621	16	9	and	and	CCONJ
bracis-33621	16	10	appear	appear	VERB
bracis-33621	16	11	in	in	ADP
bracis-33621	16	12	various	various	ADJ
bracis-33621	16	13	regions	region	NOUN
bracis-33621	16	14	of	of	ADP
bracis-33621	16	15	the	the	DET
bracis-33621	16	16	body	body	NOUN
bracis-33621	16	17	,	,	PUNCT
bracis-33621	16	18	such	such	ADJ
bracis-33621	16	19	as	as	ADP
bracis-33621	16	20	the	the	DET
bracis-33621	16	21	anus	anus	NOUN
bracis-33621	16	22	and	and	CCONJ
bracis-33621	16	23	intestine	intestine	VERB
bracis-33621	16	24	.	.	PUNCT
bracis-33621	17	1	although	although	SCONJ
bracis-33621	17	2	considered	consider	VERB
bracis-33621	17	3	benign	benign	ADJ
bracis-33621	17	4	tumors	tumor	NOUN
bracis-33621	17	5	,	,	PUNCT
bracis-33621	17	6	identifying	identify	VERB
bracis-33621	17	7	them	they	PRON
bracis-33621	17	8	is	be	AUX
bracis-33621	17	9	crucial	crucial	ADJ
bracis-33621	17	10	,	,	PUNCT
bracis-33621	17	11	as	as	SCONJ
bracis-33621	17	12	their	their	PRON
bracis-33621	17	13	presence	presence	NOUN
bracis-33621	17	14	can	can	AUX
bracis-33621	17	15	indicate	indicate	VERB
bracis-33621	17	16	cancer	cancer	NOUN
bracis-33621	17	17	in	in	ADP
bracis-33621	17	18	the	the	DET
bracis-33621	17	19	area	area	NOUN
bracis-33621	17	20	where	where	SCONJ
bracis-33621	17	21	they	they	PRON
bracis-33621	17	22	are	be	AUX
bracis-33621	17	23	found	find	VERB
bracis-33621	17	24	[	[	X
bracis-33621	17	25	18	18	NUM
bracis-33621	17	26	]	]	PUNCT
bracis-33621	17	27	.	.	PUNCT
bracis-33621	18	1	ulcerative	ulcerative	ADJ
bracis-33621	18	2	colitis	colitis	NOUN
bracis-33621	18	3	is	be	AUX
bracis-33621	18	4	an	an	DET
bracis-33621	18	5	intestinal	intestinal	ADJ
bracis-33621	18	6	inflammation	inflammation	NOUN
bracis-33621	18	7	present	present	ADJ
bracis-33621	18	8	in	in	ADP
bracis-33621	18	9	the	the	DET
bracis-33621	18	10	colon	colon	NOUN
bracis-33621	18	11	,	,	PUNCT
bracis-33621	18	12	which	which	PRON
bracis-33621	18	13	can	can	AUX
bracis-33621	18	14	increase	increase	VERB
bracis-33621	18	15	the	the	DET
bracis-33621	18	16	chances	chance	NOUN
bracis-33621	18	17	of	of	ADP
bracis-33621	18	18	developing	develop	VERB
bracis-33621	18	19	cancer	cancer	NOUN
bracis-33621	18	20	.	.	PUNCT
bracis-33621	19	1	early	early	ADJ
bracis-33621	19	2	identification	identification	NOUN
bracis-33621	19	3	of	of	ADP
bracis-33621	19	4	these	these	DET
bracis-33621	19	5	abnormalities	abnormality	NOUN
bracis-33621	19	6	is	be	AUX
bracis-33621	19	7	beneficial	beneficial	ADJ
bracis-33621	19	8	,	,	PUNCT
bracis-33621	19	9	as	as	SCONJ
bracis-33621	19	10	it	it	PRON
bracis-33621	19	11	can	can	AUX
bracis-33621	19	12	be	be	AUX
bracis-33621	19	13	essential	essential	ADJ
bracis-33621	19	14	for	for	ADP
bracis-33621	19	15	the	the	DET
bracis-33621	19	16	early	early	ADJ
bracis-33621	19	17	diagnosis	diagnosis	NOUN
bracis-33621	19	18	of	of	ADP
bracis-33621	19	19	stomach	stomach	NOUN
bracis-33621	19	20	cancer	cancer	NOUN
bracis-33621	19	21	[	[	X
bracis-33621	19	22	20	20	NUM
bracis-33621	19	23	]	]	PUNCT
bracis-33621	19	24	.	.	PUNCT
bracis-33621	20	1	stomach	stomach	NOUN
bracis-33621	20	2	cancer	cancer	NOUN
bracis-33621	20	3	ranks	rank	VERB
bracis-33621	20	4	as	as	ADP
bracis-33621	20	5	one	one	NUM
bracis-33621	20	6	of	of	ADP
bracis-33621	20	7	the	the	DET
bracis-33621	20	8	most	most	ADV
bracis-33621	20	9	frequent	frequent	ADJ
bracis-33621	20	10	malignant	malignant	ADJ
bracis-33621	20	11	neoplasms	neoplasm	NOUN
bracis-33621	20	12	worldwide	worldwide	ADV
bracis-33621	20	13	,	,	PUNCT
bracis-33621	20	14	holding	hold	VERB
bracis-33621	20	15	the	the	DET
bracis-33621	20	16	third	third	ADJ
bracis-33621	20	17	position	position	NOUN
bracis-33621	20	18	in	in	ADP
bracis-33621	20	19	terms	term	NOUN
bracis-33621	20	20	of	of	ADP
bracis-33621	20	21	incidence	incidence	NOUN
bracis-33621	20	22	.	.	PUNCT
bracis-33621	21	1	this	this	DET
bracis-33621	21	2	aggressive	aggressive	ADJ
bracis-33621	21	3	form	form	NOUN
bracis-33621	21	4	of	of	ADP
bracis-33621	21	5	cancer	cancer	NOUN
bracis-33621	21	6	primarily	primarily	ADV
bracis-33621	21	7	affects	affect	VERB
bracis-33621	21	8	individuals	individual	NOUN
bracis-33621	21	9	over	over	ADP
bracis-33621	21	10	the	the	DET
bracis-33621	21	11	age	age	NOUN
bracis-33621	21	12	of	of	ADP
bracis-33621	21	13	50	50	NUM
bracis-33621	21	14	and	and	CCONJ
bracis-33621	21	15	those	those	PRON
bracis-33621	21	16	with	with	ADP
bracis-33621	21	17	obesity	obesity	NOUN
bracis-33621	21	18	.	.	PUNCT
bracis-33621	22	1	early	early	ADJ
bracis-33621	22	2	detection	detection	NOUN
bracis-33621	22	3	is	be	AUX
bracis-33621	22	4	crucial	crucial	ADJ
bracis-33621	22	5	for	for	ADP
bracis-33621	22	6	effective	effective	ADJ
bracis-33621	22	7	treatment	treatment	NOUN
bracis-33621	22	8	and	and	CCONJ
bracis-33621	22	9	improved	improve	VERB
bracis-33621	22	10	patient	patient	ADJ
bracis-33621	22	11	prognosis	prognosis	NOUN
bracis-33621	22	12	.	.	PUNCT
bracis-33621	23	1	physicians	physician	NOUN
bracis-33621	23	2	use	use	VERB
bracis-33621	23	3	endoscopic	endoscopic	ADJ
bracis-33621	23	4	procedures	procedure	NOUN
bracis-33621	23	5	to	to	PART
bracis-33621	23	6	identify	identify	VERB
bracis-33621	23	7	abnormalities	abnormality	NOUN
bracis-33621	23	8	in	in	ADP
bracis-33621	23	9	the	the	DET
bracis-33621	23	10	digestive	digestive	ADJ
bracis-33621	23	11	tract	tract	NOUN
bracis-33621	23	12	,	,	PUNCT
bracis-33621	23	13	allowing	allow	VERB
bracis-33621	23	14	detailed	detailed	ADJ
bracis-33621	23	15	visualization	visualization	NOUN
bracis-33621	23	16	and	and	CCONJ
bracis-33621	23	17	early	early	ADJ
bracis-33621	23	18	intervention	intervention	NOUN
bracis-33621	23	19	in	in	ADP
bracis-33621	23	20	suspicious	suspicious	ADJ
bracis-33621	23	21	lesions	lesion	NOUN
bracis-33621	23	22	 	 	SPACE
bracis-33621	24	1	[	[	X
bracis-33621	24	2	14	14	NUM
bracis-33621	24	3	]	]	PUNCT
bracis-33621	24	4	.	.	PUNCT
bracis-33621	25	1	to	to	PART
bracis-33621	25	2	identify	identify	VERB
bracis-33621	25	3	these	these	DET
bracis-33621	25	4	abnormalities	abnormality	NOUN
bracis-33621	25	5	,	,	PUNCT
bracis-33621	25	6	endoscopists	endoscopist	NOUN
bracis-33621	25	7	utilize	utilize	VERB
bracis-33621	25	8	two	two	NUM
bracis-33621	25	9	main	main	ADJ
bracis-33621	25	10	procedures	procedure	NOUN
bracis-33621	25	11	:	:	PUNCT
bracis-33621	25	12	upper	upper	ADJ
bracis-33621	25	13	gastrointestinal	gastrointestinal	ADJ
bracis-33621	25	14	endoscopy	endoscopy	NOUN
bracis-33621	25	15	(	(	PUNCT
bracis-33621	25	16	ugie	ugie	NOUN
bracis-33621	25	17	)	)	PUNCT
bracis-33621	25	18	and	and	CCONJ
bracis-33621	25	19	lower	low	ADJ
bracis-33621	25	20	gastrointestinal	gastrointestinal	ADJ
bracis-33621	25	21	endoscopy	endoscopy	NOUN
bracis-33621	25	22	(	(	PUNCT
bracis-33621	25	23	lgie	lgie	NOUN
bracis-33621	25	24	)	)	PUNCT
bracis-33621	25	25	.	.	PUNCT
bracis-33621	26	1	in	in	ADP
bracis-33621	26	2	ugie	ugie	NOUN
bracis-33621	26	3	,	,	PUNCT
bracis-33621	26	4	the	the	DET
bracis-33621	26	5	physician	physician	NOUN
bracis-33621	26	6	introduces	introduce	VERB
bracis-33621	26	7	an	an	DET
bracis-33621	26	8	endoscope	endoscope	NOUN
bracis-33621	26	9	through	through	ADP
bracis-33621	26	10	the	the	DET
bracis-33621	26	11	patient	patient	NOUN
bracis-33621	26	12	’s	’s	PART
bracis-33621	26	13	mouth	mouth	NOUN
bracis-33621	26	14	,	,	PUNCT
bracis-33621	26	15	allowing	allow	VERB
bracis-33621	26	16	direct	direct	ADJ
bracis-33621	26	17	visualization	visualization	NOUN
bracis-33621	26	18	of	of	ADP
bracis-33621	26	19	the	the	DET
bracis-33621	26	20	esophagus	esophagus	NOUN
bracis-33621	26	21	,	,	PUNCT
bracis-33621	26	22	stomach	stomach	NOUN
bracis-33621	26	23	,	,	PUNCT
bracis-33621	26	24	and	and	CCONJ
bracis-33621	26	25	duodenum	duodenum	ADJ
bracis-33621	26	26	mucosa	mucosa	NOUN
bracis-33621	26	27	via	via	ADP
bracis-33621	26	28	images	image	NOUN
bracis-33621	26	29	.	.	PUNCT
bracis-33621	27	1	lgie	lgie	NOUN
bracis-33621	27	2	follows	follow	VERB
bracis-33621	27	3	the	the	DET
bracis-33621	27	4	same	same	ADJ
bracis-33621	27	5	principle	principle	NOUN
bracis-33621	27	6	,	,	PUNCT
bracis-33621	27	7	but	but	CCONJ
bracis-33621	27	8	the	the	DET
bracis-33621	27	9	endoscope	endoscope	NOUN
bracis-33621	27	10	is	be	AUX
bracis-33621	27	11	inserted	insert	VERB
bracis-33621	27	12	through	through	ADP
bracis-33621	27	13	the	the	DET
bracis-33621	27	14	patient	patient	NOUN
bracis-33621	27	15	’s	’s	PART
bracis-33621	27	16	anus	anus	NOUN
bracis-33621	27	17	to	to	PART
bracis-33621	27	18	visualize	visualize	VERB
bracis-33621	27	19	the	the	DET
bracis-33621	27	20	lower	low	ADJ
bracis-33621	27	21	portion	portion	NOUN
bracis-33621	27	22	of	of	ADP
bracis-33621	27	23	the	the	DET
bracis-33621	27	24	intestine	intestine	NOUN
bracis-33621	27	25	,	,	PUNCT
bracis-33621	27	26	such	such	ADJ
bracis-33621	27	27	as	as	ADP
bracis-33621	27	28	the	the	DET
bracis-33621	27	29	colon	colon	NOUN
bracis-33621	27	30	 	 	SPACE
bracis-33621	28	1	[	[	X
bracis-33621	28	2	16	16	NUM
bracis-33621	28	3	]	]	PUNCT
bracis-33621	28	4	.	.	PUNCT
bracis-33621	29	1	one	one	NUM
bracis-33621	29	2	of	of	ADP
bracis-33621	29	3	the	the	DET
bracis-33621	29	4	primary	primary	ADJ
bracis-33621	29	5	challenges	challenge	NOUN
bracis-33621	29	6	encountered	encounter	VERB
bracis-33621	29	7	by	by	ADP
bracis-33621	29	8	endoscopists	endoscopist	NOUN
bracis-33621	29	9	is	be	AUX
bracis-33621	29	10	the	the	DET
bracis-33621	29	11	substantial	substantial	ADJ
bracis-33621	29	12	volume	volume	NOUN
bracis-33621	29	13	of	of	ADP
bracis-33621	29	14	data	datum	NOUN
bracis-33621	29	15	generated	generate	VERB
bracis-33621	29	16	during	during	ADP
bracis-33621	29	17	ugie	ugie	NOUN
bracis-33621	29	18	.	.	PUNCT
bracis-33621	30	1	this	this	DET
bracis-33621	30	2	influx	influx	NOUN
bracis-33621	30	3	of	of	ADP
bracis-33621	30	4	information	information	NOUN
bracis-33621	30	5	can	can	AUX
bracis-33621	30	6	be	be	AUX
bracis-33621	30	7	effectively	effectively	ADV
bracis-33621	30	8	managed	manage	VERB
bracis-33621	30	9	using	use	VERB
bracis-33621	30	10	computational	computational	ADJ
bracis-33621	30	11	systems	system	NOUN
bracis-33621	30	12	like	like	ADP
bracis-33621	30	13	computer	computer	NOUN
bracis-33621	30	14	-	-	PUNCT
bracis-33621	30	15	aided	aid	VERB
bracis-33621	30	16	detection	detection	NOUN
bracis-33621	30	17	(	(	PUNCT
bracis-33621	30	18	cad	cad	NOUN
bracis-33621	30	19	)	)	PUNCT
bracis-33621	30	20	and	and	CCONJ
bracis-33621	30	21	computer	computer	NOUN
bracis-33621	30	22	-	-	PUNCT
bracis-33621	30	23	aided	aid	VERB
bracis-33621	30	24	diagnosis	diagnosis	NOUN
bracis-33621	30	25	(	(	PUNCT
bracis-33621	30	26	cadx	cadx	NOUN
bracis-33621	30	27	)	)	PUNCT
bracis-33621	30	28	.	.	PUNCT
bracis-33621	31	1	these	these	DET
bracis-33621	31	2	systems	system	NOUN
bracis-33621	31	3	facilitate	facilitate	NOUN
bracis-33621	31	4	disease	disease	NOUN
bracis-33621	31	5	analysis	analysis	NOUN
bracis-33621	31	6	,	,	PUNCT
bracis-33621	31	7	thereby	thereby	ADV
bracis-33621	31	8	accelerating	accelerate	VERB
bracis-33621	31	9	and	and	CCONJ
bracis-33621	31	10	enhancing	enhance	VERB
bracis-33621	31	11	the	the	DET
bracis-33621	31	12	diagnostic	diagnostic	ADJ
bracis-33621	31	13	process	process	NOUN
bracis-33621	31	14	[	[	X
bracis-33621	31	15	1	1	NUM
bracis-33621	31	16	]	]	PUNCT
bracis-33621	31	17	.	.	PUNCT
bracis-33621	32	1	the	the	DET
bracis-33621	32	2	literature	literature	NOUN
bracis-33621	32	3	documents	document	VERB
bracis-33621	32	4	various	various	ADJ
bracis-33621	32	5	computational	computational	ADJ
bracis-33621	32	6	methods	method	NOUN
bracis-33621	32	7	developed	develop	VERB
bracis-33621	32	8	for	for	ADP
bracis-33621	32	9	disease	disease	NOUN
bracis-33621	32	10	detection	detection	NOUN
bracis-33621	32	11	and	and	CCONJ
bracis-33621	32	12	diagnosis	diagnosis	NOUN
bracis-33621	32	13	using	use	VERB
bracis-33621	32	14	medical	medical	ADJ
bracis-33621	32	15	images	image	NOUN
bracis-33621	32	16	[	[	X
bracis-33621	32	17	2	2	NUM
bracis-33621	32	18	,	,	PUNCT
bracis-33621	32	19	4,5,6	4,5,6	NUM
bracis-33621	32	20	,	,	PUNCT
bracis-33621	32	21	8	8	NUM
bracis-33621	32	22	,	,	PUNCT
bracis-33621	32	23	15	15	NUM
bracis-33621	32	24	]	]	PUNCT
bracis-33621	32	25	.	.	PUNCT
bracis-33621	33	1	based	base	VERB
bracis-33621	33	2	on	on	ADP
bracis-33621	33	3	the	the	DET
bracis-33621	33	4	problem	problem	NOUN
bracis-33621	33	5	described	describe	VERB
bracis-33621	33	6	previously	previously	ADV
bracis-33621	33	7	,	,	PUNCT
bracis-33621	33	8	the	the	DET
bracis-33621	33	9	proposed	propose	VERB
bracis-33621	33	10	method	method	NOUN
bracis-33621	33	11	aims	aim	VERB
bracis-33621	33	12	to	to	PART
bracis-33621	33	13	identify	identify	VERB
bracis-33621	33	14	specific	specific	ADJ
bracis-33621	33	15	abnormalities	abnormality	NOUN
bracis-33621	33	16	,	,	PUNCT
bracis-33621	33	17	such	such	ADJ
bracis-33621	33	18	as	as	ADP
bracis-33621	33	19	polyps	polyp	NOUN
bracis-33621	33	20	,	,	PUNCT
bracis-33621	33	21	ulcerative	ulcerative	ADJ
bracis-33621	33	22	colitis	colitis	NOUN
bracis-33621	33	23	,	,	PUNCT
bracis-33621	33	24	esophagitis	esophagitis	NOUN
bracis-33621	33	25	,	,	PUNCT
bracis-33621	33	26	dyed	dye	VERB
bracis-33621	33	27	-	-	PUNCT
bracis-33621	33	28	lifted	lift	VERB
bracis-33621	33	29	-	-	PUNCT
bracis-33621	33	30	polyps	polyp	NOUN
bracis-33621	33	31	,	,	PUNCT
bracis-33621	33	32	and	and	CCONJ
bracis-33621	33	33	dyed	dye	VERB
bracis-33621	33	34	-	-	PUNCT
bracis-33621	33	35	resection	resection	NOUN
bracis-33621	33	36	-	-	PUNCT
bracis-33621	33	37	margins	margin	NOUN
bracis-33621	33	38	,	,	PUNCT
bracis-33621	33	39	in	in	ADP
bracis-33621	33	40	ugie	ugie	NOUN
bracis-33621	33	41	and	and	CCONJ
bracis-33621	33	42	lgie	lgie	NOUN
bracis-33621	33	43	exams	exam	NOUN
bracis-33621	33	44	.	.	PUNCT
bracis-33621	34	1	this	this	DET
bracis-33621	34	2	method	method	NOUN
bracis-33621	34	3	is	be	AUX
bracis-33621	34	4	based	base	VERB
bracis-33621	34	5	on	on	ADP
bracis-33621	34	6	convolutional	convolutional	ADJ
bracis-33621	34	7	neural	neural	ADJ
bracis-33621	34	8	networks	network	NOUN
bracis-33621	34	9	(	(	PUNCT
bracis-33621	34	10	cnns	cnns	PROPN
bracis-33621	34	11	)	)	PUNCT
bracis-33621	34	12	,	,	PUNCT
bracis-33621	34	13	deep	deep	ADJ
bracis-33621	34	14	learning	learning	NOUN
bracis-33621	34	15	techniques	technique	NOUN
bracis-33621	34	16	,	,	PUNCT
bracis-33621	34	17	and	and	CCONJ
bracis-33621	34	18	region	region	NOUN
bracis-33621	34	19	of	of	ADP
bracis-33621	34	20	interest	interest	NOUN
bracis-33621	34	21	(	(	PUNCT
bracis-33621	34	22	roi	roi	NOUN
bracis-33621	34	23	)	)	PUNCT
bracis-33621	34	24	approach	approach	NOUN
bracis-33621	34	25	.	.	PUNCT
bracis-33621	35	1	the	the	DET
bracis-33621	35	2	contributions	contribution	NOUN
bracis-33621	35	3	of	of	ADP
bracis-33621	35	4	the	the	DET
bracis-33621	35	5	proposed	propose	VERB
bracis-33621	35	6	method	method	NOUN
bracis-33621	35	7	include	include	VERB
bracis-33621	35	8	:	:	PUNCT
bracis-33621	35	9	ensemble	ensemble	ADJ
bracis-33621	35	10	voting	voting	NOUN
bracis-33621	35	11	of	of	ADP
bracis-33621	35	12	multiple	multiple	ADJ
bracis-33621	35	13	neural	neural	ADJ
bracis-33621	35	14	networks	network	NOUN
bracis-33621	35	15	,	,	PUNCT
bracis-33621	35	16	which	which	PRON
bracis-33621	35	17	results	result	VERB
bracis-33621	35	18	in	in	ADP
bracis-33621	35	19	superior	superior	ADJ
bracis-33621	35	20	performance	performance	NOUN
bracis-33621	35	21	across	across	ADP
bracis-33621	35	22	evaluated	evaluated	ADJ
bracis-33621	35	23	metrics	metric	NOUN
bracis-33621	35	24	;	;	PUNCT
bracis-33621	35	25	implementation	implementation	NOUN
bracis-33621	35	26	of	of	ADP
bracis-33621	35	27	an	an	DET
bracis-33621	35	28	enhanced	enhanced	ADJ
bracis-33621	35	29	roi	roi	NOUN
bracis-33621	35	30	approach	approach	NOUN
bracis-33621	35	31	,	,	PUNCT
bracis-33621	35	32	which	which	PRON
bracis-33621	35	33	improves	improve	VERB
bracis-33621	35	34	accuracy	accuracy	NOUN
bracis-33621	35	35	in	in	ADP
bracis-33621	35	36	the	the	DET
bracis-33621	35	37	abnormalities	abnormality	NOUN
bracis-33621	35	38	classification	classification	NOUN
bracis-33621	35	39	.	.	PUNCT
bracis-33621	36	1	2	2	NUM
bracis-33621	36	2	related	relate	VERB
bracis-33621	36	3	works	work	NOUN
bracis-33621	36	4	in	in	ADP
bracis-33621	36	5	this	this	DET
bracis-33621	36	6	section	section	NOUN
bracis-33621	36	7	,	,	PUNCT
bracis-33621	36	8	we	we	PRON
bracis-33621	36	9	present	present	VERB
bracis-33621	36	10	relevant	relevant	ADJ
bracis-33621	36	11	articles	article	NOUN
bracis-33621	36	12	that	that	PRON
bracis-33621	36	13	discuss	discuss	VERB
bracis-33621	36	14	methods	method	NOUN
bracis-33621	36	15	similar	similar	ADJ
bracis-33621	36	16	to	to	ADP
bracis-33621	36	17	the	the	DET
bracis-33621	36	18	one	one	NOUN
bracis-33621	36	19	presented	present	VERB
bracis-33621	36	20	in	in	ADP
bracis-33621	36	21	this	this	DET
bracis-33621	36	22	study	study	NOUN
bracis-33621	36	23	.	.	PUNCT
bracis-33621	37	1	in	in	ADP
bracis-33621	37	2	the	the	DET
bracis-33621	37	3	work	work	NOUN
bracis-33621	37	4	of	of	ADP
bracis-33621	37	5	[	[	X
bracis-33621	37	6	17	17	NUM
bracis-33621	37	7	]	]	PUNCT
bracis-33621	37	8	,	,	PUNCT
bracis-33621	37	9	they	they	PRON
bracis-33621	37	10	focus	focus	VERB
bracis-33621	37	11	on	on	ADP
bracis-33621	37	12	ensemble	ensemble	ADJ
bracis-33621	37	13	voting	voting	NOUN
bracis-33621	37	14	methods	method	NOUN
bracis-33621	37	15	with	with	ADP
bracis-33621	37	16	rgb	rgb	PROPN
bracis-33621	37	17	channel	channel	NOUN
bracis-33621	37	18	extraction	extraction	NOUN
bracis-33621	37	19	for	for	ADP
bracis-33621	37	20	bleeding	bleed	VERB
bracis-33621	37	21	area	area	NOUN
bracis-33621	37	22	segmentation	segmentation	NOUN
bracis-33621	37	23	.	.	PUNCT
bracis-33621	38	1	this	this	DET
bracis-33621	38	2	approach	approach	NOUN
bracis-33621	38	3	aims	aim	VERB
bracis-33621	38	4	to	to	PART
bracis-33621	38	5	improve	improve	VERB
bracis-33621	38	6	the	the	DET
bracis-33621	38	7	classification	classification	NOUN
bracis-33621	38	8	of	of	ADP
bracis-33621	38	9	the	the	DET
bracis-33621	38	10	bleeding	bleeding	NOUN
bracis-33621	38	11	,	,	PUNCT
bracis-33621	38	12	healthy	healthy	ADJ
bracis-33621	38	13	,	,	PUNCT
bracis-33621	38	14	and	and	CCONJ
bracis-33621	38	15	ulcer	ulcer	NOUN
bracis-33621	38	16	classes	class	NOUN
bracis-33621	38	17	.	.	PUNCT
bracis-33621	39	1	additionally	additionally	ADV
bracis-33621	39	2	,	,	PUNCT
bracis-33621	39	3	the	the	DET
bracis-33621	39	4	article	article	NOUN
bracis-33621	39	5	tests	test	VERB
bracis-33621	39	6	the	the	DET
bracis-33621	39	7	ensemble	ensemble	ADJ
bracis-33621	39	8	voting	voting	NOUN
bracis-33621	39	9	method	method	NOUN
bracis-33621	39	10	with	with	ADP
bracis-33621	39	11	several	several	ADJ
bracis-33621	39	12	ensemble	ensemble	ADJ
bracis-33621	39	13	methods	method	NOUN
bracis-33621	39	14	,	,	PUNCT
bracis-33621	39	15	including	include	VERB
bracis-33621	39	16	f	f	NOUN
bracis-33621	39	17	-	-	PUNCT
bracis-33621	39	18	tree	tree	NOUN
bracis-33621	39	19	,	,	PUNCT
bracis-33621	39	20	l	l	NOUN
bracis-33621	39	21	-	-	NOUN
bracis-33621	39	22	disc	disc	NOUN
bracis-33621	39	23	,	,	PUNCT
bracis-33621	39	24	l	l	NOUN
bracis-33621	39	25	-	-	NOUN
bracis-33621	39	26	svm	svm	ADJ
bracis-33621	39	27	,	,	PUNCT
bracis-33621	39	28	c	c	NOUN
bracis-33621	39	29	-	-	PUNCT
bracis-33621	39	30	svm	svm	ADJ
bracis-33621	39	31	,	,	PUNCT
bracis-33621	39	32	m	m	PROPN
bracis-33621	39	33	-	-	PUNCT
bracis-33621	39	34	g	g	NOUN
bracis-33621	39	35	-	-	PUNCT
bracis-33621	39	36	svm	svm	NOUN
bracis-33621	39	37	,	,	PUNCT
bracis-33621	39	38	and	and	CCONJ
bracis-33621	39	39	f	f	X
bracis-33621	39	40	-	-	PUNCT
bracis-33621	39	41	knn	knn	PROPN
bracis-33621	39	42	.	.	PUNCT
bracis-33621	40	1	the	the	DET
bracis-33621	40	2	objective	objective	NOUN
bracis-33621	40	3	is	be	AUX
bracis-33621	40	4	to	to	PART
bracis-33621	40	5	differentiate	differentiate	VERB
bracis-33621	40	6	among	among	ADP
bracis-33621	40	7	eight	eight	NUM
bracis-33621	40	8	distinct	distinct	ADJ
bracis-33621	40	9	classes	class	NOUN
bracis-33621	40	10	:	:	PUNCT
bracis-33621	40	11	dyed	dye	VERB
bracis-33621	40	12	-	-	PUNCT
bracis-33621	40	13	lifted	lift	VERB
bracis-33621	40	14	-	-	PUNCT
bracis-33621	40	15	polyp	polyp	NOUN
bracis-33621	40	16	(	(	PUNCT
bracis-33621	40	17	dlp	dlp	NOUN
bracis-33621	40	18	)	)	PUNCT
bracis-33621	40	19	,	,	PUNCT
bracis-33621	40	20	dyed	dye	VERB
bracis-33621	40	21	-	-	PUNCT
bracis-33621	40	22	resection	resection	NOUN
bracis-33621	40	23	-	-	PUNCT
bracis-33621	40	24	margins	margin	NOUN
bracis-33621	40	25	(	(	PUNCT
bracis-33621	40	26	drm	drm	PROPN
bracis-33621	40	27	)	)	PUNCT
bracis-33621	40	28	,	,	PUNCT
bracis-33621	40	29	esophagitis	esophagitis	NOUN
bracis-33621	40	30	(	(	PUNCT
bracis-33621	40	31	eso	eso	NOUN
bracis-33621	40	32	)	)	PUNCT
bracis-33621	40	33	,	,	PUNCT
bracis-33621	40	34	normal	normal	ADJ
bracis-33621	40	35	-	-	PUNCT
bracis-33621	40	36	cecum	cecum	NOUN
bracis-33621	40	37	(	(	PUNCT
bracis-33621	40	38	nc	nc	PROPN
bracis-33621	40	39	)	)	PUNCT
bracis-33621	40	40	,	,	PUNCT
bracis-33621	40	41	normal	normal	ADJ
bracis-33621	40	42	-	-	PUNCT
bracis-33621	40	43	pylorus	pylorus	NOUN
bracis-33621	40	44	(	(	PUNCT
bracis-33621	40	45	np	np	INTJ
bracis-33621	40	46	)	)	PUNCT
bracis-33621	40	47	,	,	PUNCT
bracis-33621	40	48	normal	normal	ADJ
bracis-33621	40	49	-	-	PUNCT
bracis-33621	40	50	z	z	NOUN
bracis-33621	40	51	-	-	PUNCT
bracis-33621	40	52	line	line	NOUN
bracis-33621	40	53	(	(	PUNCT
bracis-33621	40	54	nzl	nzl	NOUN
bracis-33621	40	55	)	)	PUNCT
bracis-33621	40	56	,	,	PUNCT
bracis-33621	40	57	polyps	polyp	NOUN
bracis-33621	40	58	(	(	PUNCT
bracis-33621	40	59	p	p	NOUN
bracis-33621	40	60	)	)	PUNCT
bracis-33621	40	61	,	,	PUNCT
bracis-33621	40	62	and	and	CCONJ
bracis-33621	40	63	ulcerative	ulcerative	ADJ
bracis-33621	40	64	-	-	PUNCT
bracis-33621	40	65	colitis	colitis	NOUN
bracis-33621	40	66	(	(	PUNCT
bracis-33621	40	67	uce	uce	PROPN
bracis-33621	40	68	)	)	PUNCT
bracis-33621	40	69	.	.	PUNCT
bracis-33621	41	1	the	the	DET
bracis-33621	41	2	results	result	NOUN
bracis-33621	41	3	obtained	obtain	VERB
bracis-33621	41	4	by	by	ADP
bracis-33621	41	5	this	this	DET
bracis-33621	41	6	multiclass	multiclass	ADJ
bracis-33621	41	7	model	model	NOUN
bracis-33621	41	8	on	on	ADP
bracis-33621	41	9	the	the	DET
bracis-33621	41	10	kvasir	kvasir	PROPN
bracis-33621	41	11	v1	v1	PROPN
bracis-33621	41	12	dataset	dataset	NOUN
bracis-33621	41	13	[	[	X
bracis-33621	41	14	19	19	NUM
bracis-33621	41	15	]	]	PUNCT
bracis-33621	41	16	were	be	AUX
bracis-33621	41	17	remarkable	remarkable	ADJ
bracis-33621	41	18	,	,	PUNCT
bracis-33621	41	19	achieving	achieve	VERB
bracis-33621	41	20	an	an	DET
bracis-33621	41	21	accuracy	accuracy	NOUN
bracis-33621	41	22	of	of	ADP
bracis-33621	41	23	86.6	86.6	NUM
bracis-33621	41	24	%	%	NOUN
bracis-33621	41	25	,	,	PUNCT
bracis-33621	41	26	precision	precision	NOUN
bracis-33621	41	27	of	of	ADP
bracis-33621	41	28	87.8	87.8	NUM
bracis-33621	41	29	%	%	NOUN
bracis-33621	41	30	,	,	PUNCT
bracis-33621	41	31	f1	f1	NOUN
bracis-33621	41	32	-	-	PUNCT
bracis-33621	41	33	score	score	NOUN
bracis-33621	41	34	of	of	ADP
bracis-33621	41	35	86.8	86.8	NUM
bracis-33621	41	36	%	%	NOUN
bracis-33621	41	37	,	,	PUNCT
bracis-33621	41	38	specificity	specificity	NOUN
bracis-33621	41	39	of	of	ADP
bracis-33621	41	40	98.08	98.08	NUM
bracis-33621	41	41	%	%	NOUN
bracis-33621	41	42	,	,	PUNCT
bracis-33621	41	43	and	and	CCONJ
bracis-33621	41	44	sensitivity	sensitivity	NOUN
bracis-33621	41	45	of	of	ADP
bracis-33621	41	46	86.62	86.62	NUM
bracis-33621	41	47	%	%	NOUN
bracis-33621	41	48	.	.	PUNCT
bracis-33621	42	1	in	in	ADP
bracis-33621	42	2	the	the	DET
bracis-33621	42	3	study	study	NOUN
bracis-33621	42	4	proposed	propose	VERB
bracis-33621	42	5	by	by	ADP
bracis-33621	42	6	[	[	X
bracis-33621	42	7	22	22	NUM
bracis-33621	42	8	]	]	PUNCT
bracis-33621	42	9	,	,	PUNCT
bracis-33621	42	10	the	the	DET
bracis-33621	42	11	emphasis	emphasis	NOUN
bracis-33621	42	12	is	be	AUX
bracis-33621	42	13	on	on	ADP
bracis-33621	42	14	pooling	pool	VERB
bracis-33621	42	15	methods	method	NOUN
bracis-33621	42	16	aimed	aim	VERB
bracis-33621	42	17	at	at	ADP
bracis-33621	42	18	improving	improve	VERB
bracis-33621	42	19	accuracy	accuracy	NOUN
bracis-33621	42	20	in	in	ADP
bracis-33621	42	21	the	the	DET
bracis-33621	42	22	binary	binary	ADJ
bracis-33621	42	23	classification	classification	NOUN
bracis-33621	42	24	between	between	ADP
bracis-33621	42	25	the	the	DET
bracis-33621	42	26	polyp	polyp	NOUN
bracis-33621	42	27	and	and	CCONJ
bracis-33621	42	28	non	non	ADJ
bracis-33621	42	29	-	-	ADJ
bracis-33621	42	30	polyp	polyp	ADJ
bracis-33621	42	31	categories	category	NOUN
bracis-33621	42	32	.	.	PUNCT
bracis-33621	43	1	the	the	DET
bracis-33621	43	2	pooling	pooling	NOUN
bracis-33621	43	3	method	method	NOUN
bracis-33621	43	4	that	that	PRON
bracis-33621	43	5	yielded	yield	VERB
bracis-33621	43	6	the	the	DET
bracis-33621	43	7	best	good	ADJ
bracis-33621	43	8	results	result	NOUN
bracis-33621	43	9	was	be	AUX
bracis-33621	43	10	dwt	dwt	NOUN
bracis-33621	43	11	-	-	PUNCT
bracis-33621	43	12	pool	pool	NOUN
bracis-33621	43	13	,	,	PUNCT
bracis-33621	43	14	achieving	achieve	VERB
bracis-33621	43	15	an	an	DET
bracis-33621	43	16	accuracy	accuracy	NOUN
bracis-33621	43	17	,	,	PUNCT
bracis-33621	43	18	recall	recall	NOUN
bracis-33621	43	19	,	,	PUNCT
bracis-33621	43	20	precision	precision	NOUN
bracis-33621	43	21	,	,	PUNCT
bracis-33621	43	22	and	and	CCONJ
bracis-33621	43	23	f1	f1	NOUN
bracis-33621	43	24	-	-	PUNCT
bracis-33621	43	25	score	score	NOUN
bracis-33621	43	26	of	of	ADP
bracis-33621	43	27	93.55	93.55	NUM
bracis-33621	43	28	%	%	NOUN
bracis-33621	43	29	.	.	PUNCT
bracis-33621	44	1	this	this	DET
bracis-33621	44	2	result	result	NOUN
bracis-33621	44	3	was	be	AUX
bracis-33621	44	4	obtained	obtain	VERB
bracis-33621	44	5	using	use	VERB
bracis-33621	44	6	the	the	DET
bracis-33621	44	7	kvasir	kvasir	PROPN
bracis-33621	44	8	v1	v1	NOUN
bracis-33621	44	9	dataset	dataset	NOUN
bracis-33621	44	10	.	.	PUNCT
bracis-33621	45	1	additionally	additionally	ADV
bracis-33621	45	2	,	,	PUNCT
bracis-33621	45	3	data	datum	NOUN
bracis-33621	45	4	augmentation	augmentation	NOUN
bracis-33621	45	5	techniques	technique	NOUN
bracis-33621	45	6	were	be	AUX
bracis-33621	45	7	employed	employ	VERB
bracis-33621	45	8	to	to	PART
bracis-33621	45	9	augment	augment	VERB
bracis-33621	45	10	the	the	DET
bracis-33621	45	11	image	image	NOUN
bracis-33621	45	12	dataset	dataset	VERB
bracis-33621	45	13	.	.	PUNCT
bracis-33621	46	1	the	the	DET
bracis-33621	46	2	method	method	NOUN
bracis-33621	46	3	proposed	propose	VERB
bracis-33621	46	4	by	by	ADP
bracis-33621	46	5	[	[	X
bracis-33621	46	6	12	12	NUM
bracis-33621	46	7	]	]	PUNCT
bracis-33621	46	8	presents	present	VERB
bracis-33621	46	9	a	a	DET
bracis-33621	46	10	method	method	NOUN
bracis-33621	46	11	using	use	VERB
bracis-33621	46	12	a	a	DET
bracis-33621	46	13	dataset	dataset	NOUN
bracis-33621	46	14	with	with	ADP
bracis-33621	46	15	14	14	NUM
bracis-33621	46	16	distinct	distinct	ADJ
bracis-33621	46	17	classes	class	NOUN
bracis-33621	46	18	.	.	PUNCT
bracis-33621	47	1	the	the	DET
bracis-33621	47	2	primary	primary	ADJ
bracis-33621	47	3	strategy	strategy	NOUN
bracis-33621	47	4	was	be	AUX
bracis-33621	47	5	to	to	PART
bracis-33621	47	6	categorize	categorize	VERB
bracis-33621	47	7	these	these	DET
bracis-33621	47	8	classes	class	NOUN
bracis-33621	47	9	into	into	ADP
bracis-33621	47	10	two	two	NUM
bracis-33621	47	11	main	main	ADJ
bracis-33621	47	12	groups	group	NOUN
bracis-33621	47	13	:	:	PUNCT
bracis-33621	47	14	normal	normal	ADJ
bracis-33621	47	15	and	and	CCONJ
bracis-33621	47	16	abnormal	abnormal	ADJ
bracis-33621	47	17	.	.	PUNCT
bracis-33621	48	1	this	this	DET
bracis-33621	48	2	method	method	NOUN
bracis-33621	48	3	proposes	propose	VERB
bracis-33621	48	4	performance	performance	NOUN
bracis-33621	48	5	metric	metric	ADJ
bracis-33621	48	6	improvements	improvement	NOUN
bracis-33621	48	7	by	by	ADP
bracis-33621	48	8	simplifying	simplify	VERB
bracis-33621	48	9	the	the	DET
bracis-33621	48	10	problem	problem	NOUN
bracis-33621	48	11	from	from	ADP
bracis-33621	48	12	multiclass	multiclass	ADJ
bracis-33621	48	13	to	to	ADP
bracis-33621	48	14	binary	binary	ADJ
bracis-33621	48	15	classification	classification	NOUN
bracis-33621	48	16	.	.	PUNCT
bracis-33621	49	1	the	the	DET
bracis-33621	49	2	results	result	NOUN
bracis-33621	49	3	were	be	AUX
bracis-33621	49	4	promising	promise	VERB
bracis-33621	49	5	considering	consider	VERB
bracis-33621	49	6	the	the	DET
bracis-33621	49	7	number	number	NOUN
bracis-33621	49	8	of	of	ADP
bracis-33621	49	9	classes	class	NOUN
bracis-33621	49	10	,	,	PUNCT
bracis-33621	49	11	with	with	ADP
bracis-33621	49	12	an	an	DET
bracis-33621	49	13	accuracy	accuracy	NOUN
bracis-33621	49	14	of	of	ADP
bracis-33621	49	15	76.02	76.02	NUM
bracis-33621	49	16	%	%	NOUN
bracis-33621	49	17	,	,	PUNCT
bracis-33621	49	18	sensitivity	sensitivity	NOUN
bracis-33621	49	19	of	of	ADP
bracis-33621	49	20	78.9	78.9	NUM
bracis-33621	49	21	%	%	NOUN
bracis-33621	49	22	,	,	PUNCT
bracis-33621	49	23	precision	precision	NOUN
bracis-33621	49	24	of	of	ADP
bracis-33621	49	25	56.2	56.2	NUM
bracis-33621	49	26	%	%	NOUN
bracis-33621	49	27	,	,	PUNCT
bracis-33621	49	28	and	and	CCONJ
bracis-33621	49	29	f1	f1	NOUN
bracis-33621	49	30	-	-	PUNCT
bracis-33621	49	31	score	score	NOUN
bracis-33621	49	32	of	of	ADP
bracis-33621	49	33	59.3	59.3	NUM
bracis-33621	49	34	%	%	NOUN
bracis-33621	49	35	.	.	PUNCT
bracis-33621	50	1	it	it	PRON
bracis-33621	50	2	is	be	AUX
bracis-33621	50	3	noteworthy	noteworthy	ADJ
bracis-33621	50	4	that	that	SCONJ
bracis-33621	50	5	these	these	DET
bracis-33621	50	6	results	result	NOUN
bracis-33621	50	7	were	be	AUX
bracis-33621	50	8	achieved	achieve	VERB
bracis-33621	50	9	using	use	VERB
bracis-33621	50	10	the	the	DET
bracis-33621	50	11	kvasir	kvasir	PROPN
bracis-33621	50	12	capsule	capsule	PROPN
bracis-33621	50	13	dataset	dataset	VERB
bracis-33621	51	1	[	[	X
bracis-33621	51	2	24	24	NUM
bracis-33621	51	3	]	]	PUNCT
bracis-33621	51	4	and	and	CCONJ
bracis-33621	51	5	the	the	DET
bracis-33621	51	6	resnet-50	resnet-50	NOUN
bracis-33621	51	7	architecture	architecture	NOUN
bracis-33621	51	8	as	as	ADP
bracis-33621	51	9	the	the	DET
bracis-33621	51	10	foundation	foundation	NOUN
bracis-33621	51	11	for	for	ADP
bracis-33621	51	12	the	the	DET
bracis-33621	51	13	machine	machine	NOUN
bracis-33621	51	14	learning	learning	NOUN
bracis-33621	51	15	model	model	NOUN
bracis-33621	51	16	.	.	PUNCT
bracis-33621	52	1	in	in	ADP
bracis-33621	52	2	the	the	DET
bracis-33621	52	3	referenced	referenced	ADJ
bracis-33621	52	4	work	work	NOUN
bracis-33621	52	5	[	[	X
bracis-33621	52	6	26	26	NUM
bracis-33621	52	7	]	]	PUNCT
bracis-33621	52	8	,	,	PUNCT
bracis-33621	52	9	researchers	researcher	NOUN
bracis-33621	52	10	utilized	utilize	VERB
bracis-33621	52	11	cnn	cnn	PROPN
bracis-33621	52	12	models	model	VERB
bracis-33621	52	13	vgg-16	vgg-16	NOUN
bracis-33621	52	14	,	,	PUNCT
bracis-33621	52	15	googlenet	googlenet	NOUN
bracis-33621	52	16	,	,	PUNCT
bracis-33621	52	17	and	and	CCONJ
bracis-33621	52	18	resnet-18	resnet-18	PROPN
bracis-33621	52	19	to	to	PART
bracis-33621	52	20	classify	classify	VERB
bracis-33621	52	21	various	various	ADJ
bracis-33621	52	22	categories	category	NOUN
bracis-33621	52	23	:	:	PUNCT
bracis-33621	52	24	dlp	dlp	NOUN
bracis-33621	52	25	,	,	PUNCT
bracis-33621	52	26	drm	drm	PROPN
bracis-33621	52	27	,	,	PUNCT
bracis-33621	52	28	eso	eso	NOUN
bracis-33621	52	29	,	,	PUNCT
bracis-33621	52	30	nc	nc	PROPN
bracis-33621	52	31	,	,	PUNCT
bracis-33621	52	32	np	np	INTJ
bracis-33621	52	33	,	,	PUNCT
bracis-33621	52	34	nzl	nzl	PROPN
bracis-33621	52	35	,	,	PUNCT
bracis-33621	52	36	p	p	X
bracis-33621	52	37	,	,	PUNCT
bracis-33621	52	38	and	and	CCONJ
bracis-33621	52	39	uce	uce	PROPN
bracis-33621	52	40	.	.	PUNCT
bracis-33621	53	1	they	they	PRON
bracis-33621	53	2	conducted	conduct	VERB
bracis-33621	53	3	an	an	DET
bracis-33621	53	4	efficacy	efficacy	NOUN
bracis-33621	53	5	comparison	comparison	NOUN
bracis-33621	53	6	among	among	ADP
bracis-33621	53	7	these	these	DET
bracis-33621	53	8	neural	neural	ADJ
bracis-33621	53	9	networks	network	NOUN
bracis-33621	53	10	.	.	PUNCT
bracis-33621	54	1	particularly	particularly	ADV
bracis-33621	54	2	,	,	PUNCT
bracis-33621	54	3	the	the	DET
bracis-33621	54	4	vgg-16	vgg-16	NOUN
bracis-33621	54	5	network	network	NOUN
bracis-33621	54	6	achieved	achieve	VERB
bracis-33621	54	7	superior	superior	ADJ
bracis-33621	54	8	results	result	NOUN
bracis-33621	54	9	,	,	PUNCT
bracis-33621	54	10	with	with	ADP
bracis-33621	54	11	an	an	DET
bracis-33621	54	12	accuracy	accuracy	NOUN
bracis-33621	54	13	of	of	ADP
bracis-33621	54	14	96.33	96.33	NUM
bracis-33621	54	15	%	%	NOUN
bracis-33621	54	16	,	,	PUNCT
bracis-33621	54	17	sensitivity	sensitivity	NOUN
bracis-33621	54	18	of	of	ADP
bracis-33621	54	19	96.37	96.37	NUM
bracis-33621	54	20	%	%	NOUN
bracis-33621	54	21	,	,	PUNCT
bracis-33621	54	22	precision	precision	NOUN
bracis-33621	54	23	of	of	ADP
bracis-33621	54	24	96.5	96.5	NUM
bracis-33621	54	25	%	%	NOUN
bracis-33621	54	26	,	,	PUNCT
bracis-33621	54	27	and	and	CCONJ
bracis-33621	54	28	an	an	DET
bracis-33621	54	29	f1	f1	NOUN
bracis-33621	54	30	-	-	PUNCT
bracis-33621	54	31	score	score	NOUN
bracis-33621	54	32	of	of	ADP
bracis-33621	54	33	96.5	96.5	NUM
bracis-33621	54	34	%	%	NOUN
bracis-33621	54	35	.	.	PUNCT
bracis-33621	55	1	these	these	DET
bracis-33621	55	2	results	result	NOUN
bracis-33621	55	3	were	be	AUX
bracis-33621	55	4	obtained	obtain	VERB
bracis-33621	55	5	using	use	VERB
bracis-33621	55	6	the	the	DET
bracis-33621	55	7	kavasir	kavasir	NOUN
bracis-33621	55	8	v2	v2	NOUN
bracis-33621	55	9	image	image	NOUN
bracis-33621	55	10	dataset	dataset	VERB
bracis-33621	56	1	[	[	X
bracis-33621	56	2	19	19	NUM
bracis-33621	56	3	]	]	PUNCT
bracis-33621	56	4	and	and	CCONJ
bracis-33621	56	5	data	datum	NOUN
bracis-33621	56	6	augmentation	augmentation	NOUN
bracis-33621	56	7	techniques	technique	NOUN
bracis-33621	56	8	,	,	PUNCT
bracis-33621	56	9	demonstrating	demonstrate	VERB
bracis-33621	56	10	the	the	DET
bracis-33621	56	11	effectiveness	effectiveness	NOUN
bracis-33621	56	12	of	of	ADP
bracis-33621	56	13	cnns	cnn	NOUN
bracis-33621	56	14	in	in	ADP
bracis-33621	56	15	medical	medical	ADJ
bracis-33621	56	16	image	image	NOUN
bracis-33621	56	17	classification	classification	NOUN
bracis-33621	56	18	.	.	PUNCT
bracis-33621	57	1	in	in	ADP
bracis-33621	57	2	[	[	X
bracis-33621	57	3	10	10	NUM
bracis-33621	57	4	]	]	PUNCT
bracis-33621	57	5	,	,	PUNCT
bracis-33621	57	6	the	the	DET
bracis-33621	57	7	study	study	NOUN
bracis-33621	57	8	focuses	focus	VERB
bracis-33621	57	9	on	on	ADP
bracis-33621	57	10	the	the	DET
bracis-33621	57	11	kvasir	kvasir	PROPN
bracis-33621	57	12	v2	v2	PROPN
bracis-33621	57	13	dataset	dataset	NOUN
bracis-33621	57	14	,	,	PUNCT
bracis-33621	57	15	which	which	PRON
bracis-33621	57	16	includes	include	VERB
bracis-33621	57	17	8000	8000	NUM
bracis-33621	57	18	images	image	NOUN
bracis-33621	57	19	across	across	ADP
bracis-33621	57	20	categories	category	NOUN
bracis-33621	57	21	dlp	dlp	NOUN
bracis-33621	57	22	,	,	PUNCT
bracis-33621	57	23	drm	drm	PROPN
bracis-33621	57	24	,	,	PUNCT
bracis-33621	57	25	eso	eso	NOUN
bracis-33621	57	26	,	,	PUNCT
bracis-33621	57	27	nc	nc	PROPN
bracis-33621	57	28	,	,	PUNCT
bracis-33621	57	29	np	np	INTJ
bracis-33621	57	30	,	,	PUNCT
bracis-33621	57	31	nzl	nzl	PROPN
bracis-33621	57	32	,	,	PUNCT
bracis-33621	57	33	p	p	X
bracis-33621	57	34	,	,	PUNCT
bracis-33621	57	35	and	and	CCONJ
bracis-33621	57	36	uce	uce	PROPN
bracis-33621	57	37	.	.	PUNCT
bracis-33621	58	1	the	the	DET
bracis-33621	58	2	methodology	methodology	NOUN
bracis-33621	58	3	involved	involve	VERB
bracis-33621	58	4	applying	apply	VERB
bracis-33621	58	5	data	datum	NOUN
bracis-33621	58	6	augmentation	augmentation	NOUN
bracis-33621	58	7	techniques	technique	NOUN
bracis-33621	58	8	alongside	alongside	ADP
bracis-33621	58	9	traditional	traditional	ADJ
bracis-33621	58	10	cnns	cnn	NOUN
bracis-33621	58	11	and	and	CCONJ
bracis-33621	58	12	a	a	DET
bracis-33621	58	13	fine	fine	ADV
bracis-33621	58	14	-	-	PUNCT
bracis-33621	58	15	tuning	tune	VERB
bracis-33621	58	16	process	process	NOUN
bracis-33621	58	17	.	.	PUNCT
bracis-33621	59	1	the	the	DET
bracis-33621	59	2	vgg-16	vgg-16	NOUN
bracis-33621	59	3	network	network	NOUN
bracis-33621	59	4	yielded	yield	VERB
bracis-33621	59	5	the	the	DET
bracis-33621	59	6	most	most	ADV
bracis-33621	59	7	significant	significant	ADJ
bracis-33621	59	8	results	result	NOUN
bracis-33621	59	9	,	,	PUNCT
bracis-33621	59	10	achieving	achieve	VERB
bracis-33621	59	11	an	an	DET
bracis-33621	59	12	accuracy	accuracy	NOUN
bracis-33621	59	13	of	of	ADP
bracis-33621	59	14	98.20	98.20	NUM
bracis-33621	59	15	%	%	NOUN
bracis-33621	59	16	,	,	PUNCT
bracis-33621	59	17	recall	recall	NOUN
bracis-33621	59	18	of	of	ADP
bracis-33621	59	19	92.75	92.75	NUM
bracis-33621	59	20	%	%	NOUN
bracis-33621	59	21	,	,	PUNCT
bracis-33621	59	22	specificity	specificity	NOUN
bracis-33621	59	23	of	of	ADP
bracis-33621	59	24	99	99	NUM
bracis-33621	59	25	%	%	NOUN
bracis-33621	59	26	,	,	PUNCT
bracis-33621	59	27	matthews	matthews	PROPN
bracis-33621	59	28	correlation	correlation	NOUN
bracis-33621	59	29	coefficient	coefficient	NOUN
bracis-33621	59	30	of	of	ADP
bracis-33621	59	31	91.73	91.73	NUM
bracis-33621	59	32	%	%	NOUN
bracis-33621	59	33	,	,	PUNCT
bracis-33621	59	34	precision	precision	NOUN
bracis-33621	59	35	of	of	ADP
bracis-33621	59	36	92.86	92.86	NUM
bracis-33621	59	37	%	%	NOUN
bracis-33621	59	38	,	,	PUNCT
bracis-33621	59	39	and	and	CCONJ
bracis-33621	59	40	an	an	DET
bracis-33621	59	41	f1	f1	NOUN
bracis-33621	59	42	-	-	PUNCT
bracis-33621	59	43	score	score	NOUN
bracis-33621	59	44	of	of	ADP
bracis-33621	59	45	92.76	92.76	NUM
bracis-33621	59	46	%	%	NOUN
bracis-33621	59	47	.	.	PUNCT
bracis-33621	60	1	binary	binary	ADJ
bracis-33621	60	2	classification	classification	NOUN
bracis-33621	60	3	between	between	ADP
bracis-33621	60	4	normal	normal	ADJ
bracis-33621	60	5	and	and	CCONJ
bracis-33621	60	6	abnormal	abnormal	ADJ
bracis-33621	60	7	findings	finding	NOUN
bracis-33621	60	8	in	in	ADP
bracis-33621	60	9	medical	medical	ADJ
bracis-33621	60	10	examinations	examination	NOUN
bracis-33621	60	11	such	such	ADJ
bracis-33621	60	12	as	as	ADP
bracis-33621	60	13	endoscopy	endoscopy	NOUN
bracis-33621	60	14	is	be	AUX
bracis-33621	60	15	crucial	crucial	ADJ
bracis-33621	60	16	for	for	ADP
bracis-33621	60	17	optimizing	optimize	VERB
bracis-33621	60	18	screening	screening	NOUN
bracis-33621	60	19	processes	process	NOUN
bracis-33621	60	20	and	and	CCONJ
bracis-33621	60	21	early	early	ADJ
bracis-33621	60	22	intervention	intervention	NOUN
bracis-33621	60	23	.	.	PUNCT
bracis-33621	61	1	by	by	ADP
bracis-33621	61	2	focusing	focus	VERB
bracis-33621	61	3	on	on	ADP
bracis-33621	61	4	quickly	quickly	ADV
bracis-33621	61	5	identifying	identify	VERB
bracis-33621	61	6	patients	patient	NOUN
bracis-33621	61	7	with	with	ADP
bracis-33621	61	8	abnormal	abnormal	ADJ
bracis-33621	61	9	results	result	NOUN
bracis-33621	61	10	,	,	PUNCT
bracis-33621	61	11	we	we	PRON
bracis-33621	61	12	can	can	AUX
bracis-33621	61	13	allocate	allocate	VERB
bracis-33621	61	14	medical	medical	ADJ
bracis-33621	61	15	resources	resource	NOUN
bracis-33621	61	16	more	more	ADV
bracis-33621	61	17	efficiently	efficiently	ADV
bracis-33621	61	18	,	,	PUNCT
bracis-33621	61	19	ensuring	ensure	VERB
bracis-33621	61	20	these	these	DET
bracis-33621	61	21	individuals	individual	NOUN
bracis-33621	61	22	receive	receive	VERB
bracis-33621	61	23	timely	timely	ADJ
bracis-33621	61	24	assessment	assessment	NOUN
bracis-33621	61	25	and	and	CCONJ
bracis-33621	61	26	treatment	treatment	NOUN
bracis-33621	61	27	.	.	PUNCT
bracis-33621	62	1	it	it	PRON
bracis-33621	62	2	improves	improve	VERB
bracis-33621	62	3	patient	patient	ADJ
bracis-33621	62	4	health	health	NOUN
bracis-33621	62	5	outcomes	outcome	NOUN
bracis-33621	62	6	by	by	ADP
bracis-33621	62	7	enabling	enable	VERB
bracis-33621	62	8	early	early	ADJ
bracis-33621	62	9	interventions	intervention	NOUN
bracis-33621	62	10	that	that	PRON
bracis-33621	62	11	can	can	AUX
bracis-33621	62	12	reduce	reduce	VERB
bracis-33621	62	13	future	future	ADJ
bracis-33621	62	14	complications	complication	NOUN
bracis-33621	62	15	and	and	CCONJ
bracis-33621	62	16	helps	help	VERB
bracis-33621	62	17	alleviate	alleviate	VERB
bracis-33621	62	18	the	the	DET
bracis-33621	62	19	burden	burden	NOUN
bracis-33621	62	20	on	on	ADP
bracis-33621	62	21	healthcare	healthcare	NOUN
bracis-33621	62	22	systems	system	NOUN
bracis-33621	62	23	by	by	ADP
bracis-33621	62	24	prioritizing	prioritize	VERB
bracis-33621	62	25	cases	case	NOUN
bracis-33621	62	26	needing	need	VERB
bracis-33621	62	27	immediate	immediate	ADJ
bracis-33621	62	28	attention	attention	NOUN
bracis-33621	62	29	.	.	PUNCT
bracis-33621	63	1	however	however	ADV
bracis-33621	63	2	,	,	PUNCT
bracis-33621	63	3	there	there	PRON
bracis-33621	63	4	is	be	VERB
bracis-33621	63	5	a	a	DET
bracis-33621	63	6	noticeable	noticeable	ADJ
bracis-33621	63	7	scarcity	scarcity	NOUN
bracis-33621	63	8	of	of	ADP
bracis-33621	63	9	binary	binary	ADJ
bracis-33621	63	10	classification	classification	NOUN
bracis-33621	63	11	approaches	approach	NOUN
bracis-33621	63	12	for	for	ADP
bracis-33621	63	13	this	this	DET
bracis-33621	63	14	problem	problem	NOUN
bracis-33621	63	15	in	in	ADP
bracis-33621	63	16	the	the	DET
bracis-33621	63	17	literature	literature	NOUN
bracis-33621	63	18	.	.	PUNCT
bracis-33621	64	1	addressing	address	VERB
bracis-33621	64	2	this	this	DET
bracis-33621	64	3	need	need	NOUN
bracis-33621	64	4	,	,	PUNCT
bracis-33621	64	5	we	we	PRON
bracis-33621	64	6	propose	propose	VERB
bracis-33621	64	7	a	a	DET
bracis-33621	64	8	binary	binary	ADJ
bracis-33621	64	9	method	method	NOUN
bracis-33621	64	10	that	that	PRON
bracis-33621	64	11	distinguishes	distinguish	VERB
bracis-33621	64	12	between	between	ADP
bracis-33621	64	13	normal	normal	ADJ
bracis-33621	64	14	and	and	CCONJ
bracis-33621	64	15	abnormal	abnormal	ADJ
bracis-33621	64	16	conditions	condition	NOUN
bracis-33621	64	17	.	.	PUNCT
bracis-33621	65	1	our	our	PRON
bracis-33621	65	2	proposed	propose	VERB
bracis-33621	65	3	method	method	NOUN
bracis-33621	65	4	includes	include	VERB
bracis-33621	65	5	edge	edge	NOUN
bracis-33621	65	6	cropping	crop	VERB
bracis-33621	65	7	to	to	PART
bracis-33621	65	8	remove	remove	VERB
bracis-33621	65	9	unnecessary	unnecessary	ADJ
bracis-33621	65	10	information	information	NOUN
bracis-33621	65	11	,	,	PUNCT
bracis-33621	65	12	uses	use	VERB
bracis-33621	65	13	data	datum	NOUN
bracis-33621	65	14	augmentation	augmentation	NOUN
bracis-33621	65	15	techniques	technique	NOUN
bracis-33621	65	16	to	to	PART
bracis-33621	65	17	balance	balance	VERB
bracis-33621	65	18	classes	class	NOUN
bracis-33621	65	19	,	,	PUNCT
bracis-33621	65	20	and	and	CCONJ
bracis-33621	65	21	compensates	compensate	VERB
bracis-33621	65	22	for	for	ADP
bracis-33621	65	23	the	the	DET
bracis-33621	65	24	dataset	dataset	NOUN
bracis-33621	65	25	’s	’s	PART
bracis-33621	65	26	limited	limit	VERB
bracis-33621	65	27	image	image	NOUN
bracis-33621	65	28	count	count	NOUN
bracis-33621	65	29	.	.	PUNCT
bracis-33621	66	1	furthermore	furthermore	ADV
bracis-33621	66	2	,	,	PUNCT
bracis-33621	66	3	we	we	PRON
bracis-33621	66	4	introduce	introduce	VERB
bracis-33621	66	5	an	an	DET
bracis-33621	66	6	ensemble	ensemble	ADJ
bracis-33621	66	7	approach	approach	NOUN
bracis-33621	66	8	based	base	VERB
bracis-33621	66	9	on	on	ADP
bracis-33621	66	10	voting	vote	VERB
bracis-33621	66	11	with	with	ADP
bracis-33621	66	12	multiple	multiple	ADJ
bracis-33621	66	13	cnns	cnn	NOUN
bracis-33621	66	14	to	to	PART
bracis-33621	66	15	improve	improve	VERB
bracis-33621	66	16	classification	classification	NOUN
bracis-33621	66	17	performance	performance	NOUN
bracis-33621	66	18	.	.	PUNCT
bracis-33621	67	1	this	this	DET
bracis-33621	67	2	method	method	NOUN
bracis-33621	67	3	aims	aim	VERB
bracis-33621	67	4	to	to	PART
bracis-33621	67	5	introduce	introduce	VERB
bracis-33621	67	6	a	a	DET
bracis-33621	67	7	novel	novel	ADJ
bracis-33621	67	8	approach	approach	NOUN
bracis-33621	67	9	not	not	PART
bracis-33621	67	10	extensively	extensively	ADV
bracis-33621	67	11	explored	explore	VERB
bracis-33621	67	12	in	in	ADP
bracis-33621	67	13	the	the	DET
bracis-33621	67	14	literature	literature	NOUN
bracis-33621	67	15	,	,	PUNCT
bracis-33621	67	16	offering	offer	VERB
bracis-33621	67	17	an	an	DET
bracis-33621	67	18	automated	automate	VERB
bracis-33621	67	19	system	system	NOUN
bracis-33621	67	20	to	to	PART
bracis-33621	67	21	aid	aid	VERB
bracis-33621	67	22	specialist	specialist	ADJ
bracis-33621	67	23	physicians	physician	NOUN
bracis-33621	67	24	in	in	ADP
bracis-33621	67	25	diagnosing	diagnose	VERB
bracis-33621	67	26	these	these	DET
bracis-33621	67	27	abnormalities	abnormality	NOUN
bracis-33621	67	28	.	.	PUNCT
bracis-33621	68	1	3	3	NUM
bracis-33621	68	2	materials	material	NOUN
bracis-33621	68	3	and	and	CCONJ
bracis-33621	68	4	 	 	SPACE
bracis-33621	68	5	proposed	propose	VERB
bracis-33621	68	6	method	method	NOUN
bracis-33621	68	7	the	the	DET
bracis-33621	68	8	proposed	propose	VERB
bracis-33621	68	9	method	method	NOUN
bracis-33621	68	10	comprises	comprise	VERB
bracis-33621	68	11	four	four	NUM
bracis-33621	68	12	stages	stage	NOUN
bracis-33621	68	13	,	,	PUNCT
bracis-33621	68	14	validated	validate	VERB
bracis-33621	68	15	using	use	VERB
bracis-33621	68	16	the	the	DET
bracis-33621	68	17	database	database	NOUN
bracis-33621	68	18	presented	present	VERB
bracis-33621	68	19	in	in	ADP
bracis-33621	68	20	sect	sect	NOUN
bracis-33621	68	21	.	.	PUNCT
bracis-33621	68	22	 	 	SPACE
bracis-33621	68	23	3.1	3.1	NUM
bracis-33621	68	24	.	.	PUNCT
bracis-33621	69	1	we	we	PRON
bracis-33621	69	2	remove	remove	VERB
bracis-33621	69	3	all	all	DET
bracis-33621	69	4	image	image	NOUN
bracis-33621	69	5	edges	edge	NOUN
bracis-33621	69	6	through	through	ADP
bracis-33621	69	7	an	an	DET
bracis-33621	69	8	roi	roi	NOUN
bracis-33621	69	9	process	process	NOUN
bracis-33621	69	10	in	in	ADP
bracis-33621	69	11	the	the	DET
bracis-33621	69	12	first	first	ADJ
bracis-33621	69	13	step	step	NOUN
bracis-33621	69	14	.	.	PUNCT
bracis-33621	70	1	in	in	ADP
bracis-33621	70	2	the	the	DET
bracis-33621	70	3	second	second	ADJ
bracis-33621	70	4	step	step	NOUN
bracis-33621	70	5	,	,	PUNCT
bracis-33621	70	6	we	we	PRON
bracis-33621	70	7	apply	apply	VERB
bracis-33621	70	8	data	datum	NOUN
bracis-33621	70	9	augmentation	augmentation	NOUN
bracis-33621	70	10	techniques	technique	NOUN
bracis-33621	70	11	to	to	PART
bracis-33621	70	12	diversify	diversify	VERB
bracis-33621	70	13	and	and	CCONJ
bracis-33621	70	14	expand	expand	VERB
bracis-33621	70	15	the	the	DET
bracis-33621	70	16	database	database	NOUN
bracis-33621	70	17	.	.	PUNCT
bracis-33621	71	1	the	the	DET
bracis-33621	71	2	third	third	ADJ
bracis-33621	71	3	stage	stage	NOUN
bracis-33621	71	4	involves	involve	VERB
bracis-33621	71	5	training	train	VERB
bracis-33621	71	6	several	several	ADJ
bracis-33621	71	7	cnns	cnn	NOUN
bracis-33621	71	8	and	and	CCONJ
bracis-33621	71	9	combining	combine	VERB
bracis-33621	71	10	through	through	ADP
bracis-33621	71	11	an	an	DET
bracis-33621	71	12	ensemble	ensemble	ADJ
bracis-33621	71	13	voting	voting	NOUN
bracis-33621	71	14	process	process	NOUN
bracis-33621	71	15	.	.	PUNCT
bracis-33621	72	1	in	in	ADP
bracis-33621	72	2	the	the	DET
bracis-33621	72	3	fourth	fourth	ADJ
bracis-33621	72	4	stage	stage	NOUN
bracis-33621	72	5	,	,	PUNCT
bracis-33621	72	6	we	we	PRON
bracis-33621	72	7	construct	construct	VERB
bracis-33621	72	8	a	a	DET
bracis-33621	72	9	predictive	predictive	ADJ
bracis-33621	72	10	model	model	NOUN
bracis-33621	72	11	using	use	VERB
bracis-33621	72	12	ensemble	ensemble	ADJ
bracis-33621	72	13	voting	voting	NOUN
bracis-33621	72	14	,	,	PUNCT
bracis-33621	72	15	and	and	CCONJ
bracis-33621	72	16	subsequently	subsequently	ADV
bracis-33621	72	17	,	,	PUNCT
bracis-33621	72	18	in	in	ADP
bracis-33621	72	19	the	the	DET
bracis-33621	72	20	fifth	fifth	ADJ
bracis-33621	72	21	stage	stage	NOUN
bracis-33621	72	22	,	,	PUNCT
bracis-33621	72	23	we	we	PRON
bracis-33621	72	24	calculate	calculate	VERB
bracis-33621	72	25	validation	validation	NOUN
bracis-33621	72	26	metrics	metric	NOUN
bracis-33621	72	27	to	to	PART
bracis-33621	72	28	measure	measure	VERB
bracis-33621	72	29	the	the	DET
bracis-33621	72	30	method	method	NOUN
bracis-33621	72	31	’s	’s	PART
bracis-33621	72	32	robustness	robustness	NOUN
bracis-33621	72	33	.	.	PUNCT
bracis-33621	73	1	figure	figure	NOUN
bracis-33621	73	2	 	 	SPACE
bracis-33621	73	3	1	1	NUM
bracis-33621	73	4	provides	provide	VERB
bracis-33621	73	5	a	a	DET
bracis-33621	73	6	described	describe	VERB
bracis-33621	73	7	process	process	NOUN
bracis-33621	73	8	visual	visual	ADJ
bracis-33621	73	9	illustration	illustration	NOUN
bracis-33621	73	10	.	.	PUNCT
bracis-33621	74	1	fig	fig	NOUN
bracis-33621	74	2	.	.	PUNCT
bracis-33621	75	1	1	1	X
bracis-33621	75	2	.	.	NUM
bracis-33621	75	3	proposed	propose	VERB
bracis-33621	75	4	method	method	NOUN
bracis-33621	75	5	illustration	illustration	NOUN
bracis-33621	75	6	.	.	PUNCT
bracis-33621	76	1	full	full	ADJ
bracis-33621	76	2	size	size	NOUN
bracis-33621	76	3	image	image	NOUN
bracis-33621	76	4	3.1	3.1	NUM
bracis-33621	76	5	image	image	NOUN
bracis-33621	76	6	database	database	NOUN
bracis-33621	76	7	in	in	ADP
bracis-33621	76	8	this	this	DET
bracis-33621	76	9	step	step	NOUN
bracis-33621	76	10	,	,	PUNCT
bracis-33621	76	11	we	we	PRON
bracis-33621	76	12	gathered	gather	VERB
bracis-33621	76	13	data	datum	NOUN
bracis-33621	76	14	from	from	ADP
bracis-33621	76	15	the	the	DET
bracis-33621	76	16	public	public	ADJ
bracis-33621	76	17	kvasir	kvasir	PROPN
bracis-33621	76	18	v1	v1	NOUN
bracis-33621	76	19	database	database	NOUN
bracis-33621	76	20	on	on	ADP
bracis-33621	76	21	kaggle	kaggle	PROPN
bracis-33621	76	22	[	[	X
bracis-33621	76	23	19	19	NUM
bracis-33621	76	24	]	]	PUNCT
bracis-33621	76	25	.	.	PUNCT
bracis-33621	77	1	this	this	DET
bracis-33621	77	2	dataset	dataset	NOUN
bracis-33621	77	3	contains	contain	VERB
bracis-33621	77	4	4000	4000	NUM
bracis-33621	77	5	images	image	NOUN
bracis-33621	77	6	spread	spread	VERB
bracis-33621	77	7	across	across	ADP
bracis-33621	77	8	eight	eight	NUM
bracis-33621	77	9	distinct	distinct	ADJ
bracis-33621	77	10	classes	class	NOUN
bracis-33621	77	11	:	:	PUNCT
bracis-33621	77	12	dlp	dlp	NOUN
bracis-33621	77	13	,	,	PUNCT
bracis-33621	77	14	drm	drm	PROPN
bracis-33621	77	15	,	,	PUNCT
bracis-33621	77	16	eso	eso	NOUN
bracis-33621	77	17	,	,	PUNCT
bracis-33621	77	18	nc	nc	PROPN
bracis-33621	77	19	,	,	PUNCT
bracis-33621	77	20	np	np	INTJ
bracis-33621	77	21	,	,	PUNCT
bracis-33621	77	22	nzl	nzl	PROPN
bracis-33621	77	23	,	,	PUNCT
bracis-33621	77	24	p	p	X
bracis-33621	77	25	,	,	PUNCT
bracis-33621	77	26	and	and	CCONJ
bracis-33621	77	27	uce	uce	NOUN
bracis-33621	77	28	,	,	PUNCT
bracis-33621	77	29	with	with	ADP
bracis-33621	77	30	each	each	DET
bracis-33621	77	31	class	class	NOUN
bracis-33621	77	32	comprising	comprise	VERB
bracis-33621	77	33	500	500	NUM
bracis-33621	77	34	images	image	NOUN
bracis-33621	77	35	.	.	PUNCT
bracis-33621	78	1	the	the	DET
bracis-33621	78	2	images	image	NOUN
bracis-33621	78	3	vary	vary	VERB
bracis-33621	78	4	in	in	ADP
bracis-33621	78	5	dimensions	dimension	NOUN
bracis-33621	78	6	from	from	ADP
bracis-33621	78	7	730\(\,\times	730\(\,\times	NUM
bracis-33621	78	8	\,\)576	\,\)576	PROPN
bracis-33621	78	9	to	to	ADP
bracis-33621	78	10	1920\(\,\times	1920\(\,\times	NUM
bracis-33621	78	11	\,\)1072	\,\)1072	NOUN
bracis-33621	78	12	pixels	pixel	NOUN
bracis-33621	78	13	,	,	PUNCT
bracis-33621	78	14	all	all	PRON
bracis-33621	78	15	in	in	ADP
bracis-33621	78	16	jpg	jpg	NOUN
bracis-33621	78	17	format	format	NOUN
bracis-33621	78	18	.	.	PUNCT
bracis-33621	79	1	however	however	ADV
bracis-33621	79	2	,	,	PUNCT
bracis-33621	79	3	our	our	PRON
bracis-33621	79	4	method	method	NOUN
bracis-33621	79	5	distinguishes	distinguish	VERB
bracis-33621	79	6	between	between	ADP
bracis-33621	79	7	normal	normal	ADJ
bracis-33621	79	8	and	and	CCONJ
bracis-33621	79	9	abnormal	abnormal	ADJ
bracis-33621	79	10	classes	class	NOUN
bracis-33621	79	11	.	.	PUNCT
bracis-33621	80	1	the	the	DET
bracis-33621	80	2	normal	normal	ADJ
bracis-33621	80	3	includes	include	VERB
bracis-33621	80	4	nc	nc	PROPN
bracis-33621	80	5	,	,	PUNCT
bracis-33621	80	6	np	np	INTJ
bracis-33621	80	7	,	,	PUNCT
bracis-33621	80	8	and	and	CCONJ
bracis-33621	80	9	nzl	nzl	PROPN
bracis-33621	80	10	,	,	PUNCT
bracis-33621	80	11	totaling	total	VERB
bracis-33621	80	12	1500	1500	NUM
bracis-33621	80	13	images	image	NOUN
bracis-33621	80	14	.	.	PUNCT
bracis-33621	81	1	the	the	DET
bracis-33621	81	2	abnormal	abnormal	ADJ
bracis-33621	81	3	classes	class	NOUN
bracis-33621	81	4	consist	consist	VERB
bracis-33621	81	5	of	of	ADP
bracis-33621	81	6	dlp	dlp	NOUN
bracis-33621	81	7	,	,	PUNCT
bracis-33621	81	8	drm	drm	PROPN
bracis-33621	81	9	,	,	PUNCT
bracis-33621	81	10	eso	eso	NOUN
bracis-33621	81	11	,	,	PUNCT
bracis-33621	81	12	p	p	X
bracis-33621	81	13	,	,	PUNCT
bracis-33621	81	14	and	and	CCONJ
bracis-33621	81	15	uce	uce	NOUN
bracis-33621	81	16	,	,	PUNCT
bracis-33621	81	17	totaling	total	VERB
bracis-33621	81	18	2500	2500	NUM
bracis-33621	81	19	images	image	NOUN
bracis-33621	81	20	.	.	PUNCT
bracis-33621	82	1	figure	figure	NOUN
bracis-33621	82	2	 	 	SPACE
bracis-33621	82	3	2	2	NUM
bracis-33621	82	4	illustrates	illustrate	VERB
bracis-33621	82	5	the	the	DET
bracis-33621	82	6	separation	separation	NOUN
bracis-33621	82	7	of	of	ADP
bracis-33621	82	8	classes	class	NOUN
bracis-33621	82	9	in	in	ADP
bracis-33621	82	10	the	the	DET
bracis-33621	82	11	image	image	NOUN
bracis-33621	82	12	database	database	NOUN
bracis-33621	82	13	.	.	PUNCT
bracis-33621	83	1	fig	fig	NOUN
bracis-33621	83	2	.	.	PUNCT
bracis-33621	84	1	2	2	X
bracis-33621	84	2	.	.	X
bracis-33621	84	3	image	image	NOUN
bracis-33621	84	4	database	database	NOUN
bracis-33621	84	5	separation	separation	NOUN
bracis-33621	84	6	classes	class	NOUN
bracis-33621	84	7	into	into	ADP
bracis-33621	84	8	categories	category	NOUN
bracis-33621	84	9	:	:	PUNCT
bracis-33621	84	10	(	(	PUNCT
bracis-33621	84	11	a	a	X
bracis-33621	84	12	)	)	PUNCT
bracis-33621	84	13	abnormal	abnormal	ADJ
bracis-33621	84	14	and	and	CCONJ
bracis-33621	84	15	(	(	PUNCT
bracis-33621	84	16	b	b	NOUN
bracis-33621	84	17	)	)	PUNCT
bracis-33621	84	18	normal	normal	ADJ
bracis-33621	84	19	.	.	PUNCT
bracis-33621	85	1	full	full	ADJ
bracis-33621	85	2	size	size	NOUN
bracis-33621	85	3	image	image	NOUN
bracis-33621	85	4	3.2	3.2	NUM
bracis-33621	85	5	roi	roi	NOUN
bracis-33621	85	6	extraction	extraction	NOUN
bracis-33621	85	7	some	some	DET
bracis-33621	85	8	images	image	NOUN
bracis-33621	85	9	in	in	ADP
bracis-33621	85	10	the	the	DET
bracis-33621	85	11	kvasir	kvasir	PROPN
bracis-33621	85	12	dataset	dataset	VERB
bracis-33621	85	13	have	have	VERB
bracis-33621	85	14	black	black	ADJ
bracis-33621	85	15	borders	border	NOUN
bracis-33621	85	16	used	use	VERB
bracis-33621	85	17	for	for	ADP
bracis-33621	85	18	annotations	annotation	NOUN
bracis-33621	85	19	by	by	ADP
bracis-33621	85	20	specialists	specialist	NOUN
bracis-33621	85	21	.	.	PUNCT
bracis-33621	86	1	however	however	ADV
bracis-33621	86	2	,	,	PUNCT
bracis-33621	86	3	these	these	DET
bracis-33621	86	4	areas	area	NOUN
bracis-33621	86	5	are	be	AUX
bracis-33621	86	6	not	not	PART
bracis-33621	86	7	essential	essential	ADJ
bracis-33621	86	8	for	for	ADP
bracis-33621	86	9	the	the	DET
bracis-33621	86	10	classifier	classifier	NOUN
bracis-33621	86	11	and	and	CCONJ
bracis-33621	86	12	can	can	AUX
bracis-33621	86	13	even	even	ADV
bracis-33621	86	14	confuse	confuse	VERB
bracis-33621	86	15	it	it	PRON
bracis-33621	86	16	.	.	PUNCT
bracis-33621	87	1	therefore	therefore	ADV
bracis-33621	87	2	,	,	PUNCT
bracis-33621	87	3	we	we	PRON
bracis-33621	87	4	opted	opt	VERB
bracis-33621	87	5	to	to	PART
bracis-33621	87	6	extract	extract	VERB
bracis-33621	87	7	the	the	DET
bracis-33621	87	8	roi	roi	NOUN
bracis-33621	87	9	from	from	ADP
bracis-33621	87	10	the	the	DET
bracis-33621	87	11	image	image	NOUN
bracis-33621	87	12	.	.	PUNCT
bracis-33621	88	1	in	in	ADP
bracis-33621	88	2	practice	practice	NOUN
bracis-33621	88	3	,	,	PUNCT
bracis-33621	88	4	this	this	PRON
bracis-33621	88	5	involves	involve	VERB
bracis-33621	88	6	image	image	NOUN
bracis-33621	88	7	cropping	cropping	NOUN
bracis-33621	88	8	,	,	PUNCT
bracis-33621	88	9	leaving	leave	VERB
bracis-33621	88	10	only	only	ADV
bracis-33621	88	11	a	a	DET
bracis-33621	88	12	square	square	ADJ
bracis-33621	88	13	region	region	NOUN
bracis-33621	88	14	without	without	ADP
bracis-33621	88	15	black	black	ADJ
bracis-33621	88	16	pixels	pixel	NOUN
bracis-33621	88	17	in	in	ADP
bracis-33621	88	18	the	the	DET
bracis-33621	88	19	central	central	ADJ
bracis-33621	88	20	areas	area	NOUN
bracis-33621	88	21	of	of	ADP
bracis-33621	88	22	each	each	DET
bracis-33621	88	23	side	side	NOUN
bracis-33621	88	24	of	of	ADP
bracis-33621	88	25	the	the	DET
bracis-33621	88	26	square	square	ADJ
bracis-33621	88	27	.	.	PUNCT
bracis-33621	89	1	figure	figure	NOUN
bracis-33621	89	2	 	 	SPACE
bracis-33621	89	3	3	3	NUM
bracis-33621	89	4	illustrates	illustrate	VERB
bracis-33621	89	5	the	the	DET
bracis-33621	89	6	roi	roi	NOUN
bracis-33621	89	7	extraction	extraction	NOUN
bracis-33621	89	8	presented	present	VERB
bracis-33621	89	9	.	.	PUNCT
bracis-33621	90	1	fig	fig	NOUN
bracis-33621	90	2	.	.	PUNCT
bracis-33621	91	1	3	3	X
bracis-33621	91	2	.	.	X
bracis-33621	91	3	roi	roi	NOUN
bracis-33621	91	4	extraction	extraction	NOUN
bracis-33621	91	5	:	:	PUNCT
bracis-33621	91	6	(	(	PUNCT
bracis-33621	91	7	a	a	X
bracis-33621	91	8	)	)	PUNCT
bracis-33621	91	9	original	original	ADJ
bracis-33621	91	10	image	image	NOUN
bracis-33621	91	11	;	;	PUNCT
bracis-33621	91	12	(	(	PUNCT
bracis-33621	91	13	b	b	X
bracis-33621	91	14	)	)	PUNCT
bracis-33621	91	15	marking	mark	VERB
bracis-33621	91	16	with	with	ADP
bracis-33621	91	17	a	a	DET
bracis-33621	91	18	red	red	ADJ
bracis-33621	91	19	bounding	bounding	NOUN
bracis-33621	91	20	box	box	NOUN
bracis-33621	91	21	;	;	PUNCT
bracis-33621	91	22	and	and	CCONJ
bracis-33621	91	23	(	(	PUNCT
bracis-33621	91	24	c	c	NOUN
bracis-33621	91	25	)	)	PUNCT
bracis-33621	91	26	resulting	result	VERB
bracis-33621	91	27	image	image	NOUN
bracis-33621	91	28	.	.	PUNCT
bracis-33621	92	1	(	(	PUNCT
bracis-33621	92	2	color	color	NOUN
bracis-33621	92	3	figure	figure	NOUN
bracis-33621	92	4	online	online	ADV
bracis-33621	92	5	)	)	PUNCT
bracis-33621	92	6	full	full	ADJ
bracis-33621	92	7	size	size	NOUN
bracis-33621	92	8	image	image	NOUN
bracis-33621	92	9	3.3	3.3	NUM
bracis-33621	92	10	data	datum	NOUN
bracis-33621	92	11	augmentation	augmentation	NOUN
bracis-33621	92	12	and	and	CCONJ
bracis-33621	92	13	 	 	SPACE
bracis-33621	92	14	class	class	NOUN
bracis-33621	92	15	balancing	balancing	NOUN
bracis-33621	92	16	in	in	ADP
bracis-33621	92	17	this	this	DET
bracis-33621	92	18	section	section	NOUN
bracis-33621	92	19	,	,	PUNCT
bracis-33621	92	20	the	the	DET
bracis-33621	92	21	process	process	NOUN
bracis-33621	92	22	of	of	ADP
bracis-33621	92	23	class	class	NOUN
bracis-33621	92	24	balancing	balancing	NOUN
bracis-33621	92	25	and	and	CCONJ
bracis-33621	92	26	data	datum	NOUN
bracis-33621	92	27	augmentation	augmentation	NOUN
bracis-33621	92	28	used	use	VERB
bracis-33621	92	29	in	in	ADP
bracis-33621	92	30	the	the	DET
bracis-33621	92	31	proposed	propose	VERB
bracis-33621	92	32	method	method	NOUN
bracis-33621	92	33	will	will	AUX
bracis-33621	92	34	be	be	AUX
bracis-33621	92	35	demonstrated	demonstrate	VERB
bracis-33621	92	36	.	.	PUNCT
bracis-33621	93	1	balancing	balance	VERB
bracis-33621	93	2	the	the	DET
bracis-33621	93	3	classes	class	NOUN
bracis-33621	93	4	was	be	AUX
bracis-33621	93	5	necessary	necessary	ADJ
bracis-33621	93	6	due	due	ADP
bracis-33621	93	7	to	to	ADP
bracis-33621	93	8	the	the	DET
bracis-33621	93	9	disparity	disparity	NOUN
bracis-33621	93	10	between	between	ADP
bracis-33621	93	11	them	they	PRON
bracis-33621	93	12	,	,	PUNCT
bracis-33621	93	13	with	with	ADP
bracis-33621	93	14	the	the	DET
bracis-33621	93	15	normal	normal	ADJ
bracis-33621	93	16	class	class	NOUN
bracis-33621	93	17	having	have	VERB
bracis-33621	93	18	1500	1500	NUM
bracis-33621	93	19	images	image	NOUN
bracis-33621	93	20	and	and	CCONJ
bracis-33621	93	21	the	the	DET
bracis-33621	93	22	abnormal	abnormal	ADJ
bracis-33621	93	23	class	class	NOUN
bracis-33621	93	24	having	have	VERB
bracis-33621	93	25	2500	2500	NUM
bracis-33621	93	26	images	image	NOUN
bracis-33621	93	27	.	.	PUNCT
bracis-33621	94	1	balancing	balancing	NOUN
bracis-33621	94	2	is	be	AUX
bracis-33621	94	3	important	important	ADJ
bracis-33621	94	4	because	because	SCONJ
bracis-33621	94	5	when	when	SCONJ
bracis-33621	94	6	a	a	DET
bracis-33621	94	7	class	class	NOUN
bracis-33621	94	8	is	be	AUX
bracis-33621	94	9	a	a	DET
bracis-33621	94	10	majority	majority	NOUN
bracis-33621	94	11	,	,	PUNCT
bracis-33621	94	12	the	the	DET
bracis-33621	94	13	classifier	classifier	NOUN
bracis-33621	94	14	can	can	AUX
bracis-33621	94	15	develop	develop	VERB
bracis-33621	94	16	a	a	DET
bracis-33621	94	17	bias	bias	NOUN
bracis-33621	94	18	towards	towards	ADP
bracis-33621	94	19	it	it	PRON
bracis-33621	94	20	,	,	PUNCT
bracis-33621	94	21	reducing	reduce	VERB
bracis-33621	94	22	precision	precision	NOUN
bracis-33621	94	23	.	.	PUNCT
bracis-33621	95	1	initially	initially	ADV
bracis-33621	95	2	,	,	PUNCT
bracis-33621	95	3	the	the	DET
bracis-33621	95	4	image	image	NOUN
bracis-33621	95	5	base	base	NOUN
bracis-33621	95	6	was	be	AUX
bracis-33621	95	7	randomly	randomly	ADV
bracis-33621	95	8	divided	divide	VERB
bracis-33621	95	9	into	into	ADP
bracis-33621	95	10	training	training	NOUN
bracis-33621	95	11	and	and	CCONJ
bracis-33621	95	12	test	test	NOUN
bracis-33621	95	13	sets	set	NOUN
bracis-33621	95	14	.	.	PUNCT
bracis-33621	96	1	subsequently	subsequently	ADV
bracis-33621	96	2	,	,	PUNCT
bracis-33621	96	3	a	a	DET
bracis-33621	96	4	difference	difference	NOUN
bracis-33621	96	5	of	of	ADP
bracis-33621	96	6	742	742	NUM
bracis-33621	96	7	images	image	NOUN
bracis-33621	96	8	was	be	AUX
bracis-33621	96	9	observed	observe	VERB
bracis-33621	96	10	between	between	ADP
bracis-33621	96	11	the	the	DET
bracis-33621	96	12	two	two	NUM
bracis-33621	96	13	classes	class	NOUN
bracis-33621	96	14	in	in	ADP
bracis-33621	96	15	the	the	DET
bracis-33621	96	16	training	training	NOUN
bracis-33621	96	17	set	set	NOUN
bracis-33621	96	18	.	.	PUNCT
bracis-33621	97	1	to	to	PART
bracis-33621	97	2	correct	correct	VERB
bracis-33621	97	3	this	this	DET
bracis-33621	97	4	imbalance	imbalance	NOUN
bracis-33621	97	5	,	,	PUNCT
bracis-33621	97	6	a	a	DET
bracis-33621	97	7	data	data	NOUN
bracis-33621	97	8	augmentation	augmentation	NOUN
bracis-33621	97	9	process	process	NOUN
bracis-33621	97	10	was	be	AUX
bracis-33621	97	11	performed	perform	VERB
bracis-33621	97	12	to	to	PART
bracis-33621	97	13	generate	generate	VERB
bracis-33621	97	14	742	742	NUM
bracis-33621	97	15	additional	additional	ADJ
bracis-33621	97	16	images	image	NOUN
bracis-33621	97	17	in	in	ADP
bracis-33621	97	18	the	the	DET
bracis-33621	97	19	minority	minority	NOUN
bracis-33621	97	20	class	class	NOUN
bracis-33621	97	21	,	,	PUNCT
bracis-33621	97	22	thus	thus	ADV
bracis-33621	97	23	balancing	balance	VERB
bracis-33621	97	24	the	the	DET
bracis-33621	97	25	classes	class	NOUN
bracis-33621	97	26	in	in	ADP
bracis-33621	97	27	the	the	DET
bracis-33621	97	28	training	training	NOUN
bracis-33621	97	29	set	set	NOUN
bracis-33621	97	30	.	.	PUNCT
bracis-33621	98	1	in	in	ADP
bracis-33621	98	2	addition	addition	NOUN
bracis-33621	98	3	,	,	PUNCT
bracis-33621	98	4	to	to	PART
bracis-33621	98	5	reduce	reduce	VERB
bracis-33621	98	6	overfitting	overfitting	NOUN
bracis-33621	98	7	,	,	PUNCT
bracis-33621	98	8	a	a	DET
bracis-33621	98	9	data	data	NOUN
bracis-33621	98	10	augmentation	augmentation	NOUN
bracis-33621	98	11	process	process	NOUN
bracis-33621	98	12	was	be	AUX
bracis-33621	98	13	performed	perform	VERB
bracis-33621	98	14	,	,	PUNCT
bracis-33621	98	15	which	which	PRON
bracis-33621	98	16	includes	include	VERB
bracis-33621	98	17	a	a	DET
bracis-33621	98	18	rotation	rotation	NOUN
bracis-33621	98	19	of	of	ADP
bracis-33621	98	20	a	a	DET
bracis-33621	98	21	maximum	maximum	NOUN
bracis-33621	98	22	of	of	ADP
bracis-33621	98	23	10	10	NUM
bracis-33621	98	24	%	%	NOUN
bracis-33621	98	25	to	to	ADP
bracis-33621	98	26	the	the	DET
bracis-33621	98	27	right	right	NOUN
bracis-33621	98	28	or	or	CCONJ
bracis-33621	98	29	left	leave	VERB
bracis-33621	98	30	and	and	CCONJ
bracis-33621	98	31	a	a	DET
bracis-33621	98	32	vertical	vertical	ADJ
bracis-33621	98	33	or	or	CCONJ
bracis-33621	98	34	horizontal	horizontal	ADJ
bracis-33621	98	35	mirroring	mirroring	NOUN
bracis-33621	98	36	,	,	PUNCT
bracis-33621	98	37	generating	generate	VERB
bracis-33621	98	38	1000	1000	NUM
bracis-33621	98	39	images	image	NOUN
bracis-33621	98	40	in	in	ADP
bracis-33621	98	41	each	each	DET
bracis-33621	98	42	class	class	NOUN
bracis-33621	98	43	.	.	PUNCT
bracis-33621	99	1	figure	figure	NOUN
bracis-33621	99	2	 	 	SPACE
bracis-33621	99	3	4	4	NUM
bracis-33621	99	4	provides	provide	VERB
bracis-33621	99	5	visual	visual	ADJ
bracis-33621	99	6	examples	example	NOUN
bracis-33621	99	7	of	of	ADP
bracis-33621	99	8	these	these	DET
bracis-33621	99	9	data	datum	NOUN
bracis-33621	99	10	augmentation	augmentation	NOUN
bracis-33621	99	11	techniques	technique	NOUN
bracis-33621	99	12	applied	apply	VERB
bracis-33621	99	13	to	to	ADP
bracis-33621	99	14	the	the	DET
bracis-33621	99	15	test	test	NOUN
bracis-33621	99	16	dataset	dataset	NOUN
bracis-33621	99	17	.	.	PUNCT
bracis-33621	100	1	3.4	3.4	NUM
bracis-33621	100	2	ensemble	ensemble	ADJ
bracis-33621	100	3	voting	voting	NOUN
bracis-33621	100	4	we	we	PRON
bracis-33621	100	5	chose	choose	VERB
bracis-33621	100	6	the	the	DET
bracis-33621	100	7	hard	hard	ADJ
bracis-33621	100	8	voting	voting	NOUN
bracis-33621	100	9	ensemble	ensemble	ADJ
bracis-33621	100	10	 	 	SPACE
bracis-33621	101	1	[	[	X
bracis-33621	101	2	7	7	X
bracis-33621	101	3	]	]	PUNCT
bracis-33621	101	4	for	for	ADP
bracis-33621	101	5	this	this	DET
bracis-33621	101	6	study	study	NOUN
bracis-33621	101	7	,	,	PUNCT
bracis-33621	101	8	which	which	PRON
bracis-33621	101	9	involves	involve	VERB
bracis-33621	101	10	training	train	VERB
bracis-33621	101	11	multiple	multiple	ADJ
bracis-33621	101	12	models	model	NOUN
bracis-33621	101	13	and	and	CCONJ
bracis-33621	101	14	then	then	ADV
bracis-33621	101	15	conducting	conduct	VERB
bracis-33621	101	16	a	a	DET
bracis-33621	101	17	voting	voting	NOUN
bracis-33621	101	18	process	process	NOUN
bracis-33621	101	19	to	to	PART
bracis-33621	101	20	determine	determine	VERB
bracis-33621	101	21	the	the	DET
bracis-33621	101	22	normal	normal	ADJ
bracis-33621	101	23	or	or	CCONJ
bracis-33621	101	24	abnormal	abnormal	ADJ
bracis-33621	101	25	class	class	NOUN
bracis-33621	101	26	based	base	VERB
bracis-33621	101	27	on	on	ADP
bracis-33621	101	28	the	the	DET
bracis-33621	101	29	majority	majority	NOUN
bracis-33621	101	30	of	of	ADP
bracis-33621	101	31	votes	vote	NOUN
bracis-33621	101	32	.	.	PUNCT
bracis-33621	102	1	for	for	ADP
bracis-33621	102	2	example	example	NOUN
bracis-33621	102	3	,	,	PUNCT
bracis-33621	102	4	if	if	SCONJ
bracis-33621	102	5	we	we	PRON
bracis-33621	102	6	train	train	VERB
bracis-33621	102	7	five	five	NUM
bracis-33621	102	8	models	model	NOUN
bracis-33621	102	9	and	and	CCONJ
bracis-33621	102	10	three	three	NUM
bracis-33621	102	11	of	of	ADP
bracis-33621	102	12	them	they	PRON
bracis-33621	102	13	predict	predict	VERB
bracis-33621	102	14	that	that	SCONJ
bracis-33621	102	15	a	a	DET
bracis-33621	102	16	particular	particular	ADJ
bracis-33621	102	17	image	image	NOUN
bracis-33621	102	18	belongs	belong	VERB
bracis-33621	102	19	to	to	ADP
bracis-33621	102	20	the	the	DET
bracis-33621	102	21	normal	normal	ADJ
bracis-33621	102	22	class	class	NOUN
bracis-33621	102	23	,	,	PUNCT
bracis-33621	102	24	then	then	ADV
bracis-33621	102	25	the	the	DET
bracis-33621	102	26	image	image	NOUN
bracis-33621	102	27	will	will	AUX
bracis-33621	102	28	be	be	AUX
bracis-33621	102	29	classified	classify	VERB
bracis-33621	102	30	as	as	ADP
bracis-33621	102	31	normal	normal	ADJ
bracis-33621	102	32	.	.	PUNCT
bracis-33621	103	1	fig	fig	NOUN
bracis-33621	103	2	.	.	PUNCT
bracis-33621	104	1	4	4	X
bracis-33621	104	2	.	.	X
bracis-33621	104	3	samples	sample	NOUN
bracis-33621	104	4	of	of	ADP
bracis-33621	104	5	data	datum	NOUN
bracis-33621	104	6	augmentation	augmentation	NOUN
bracis-33621	104	7	.	.	PUNCT
bracis-33621	105	1	full	full	ADJ
bracis-33621	105	2	size	size	NOUN
bracis-33621	105	3	image	image	NOUN
bracis-33621	105	4	in	in	ADP
bracis-33621	105	5	this	this	DET
bracis-33621	105	6	context	context	NOUN
bracis-33621	105	7	,	,	PUNCT
bracis-33621	105	8	we	we	PRON
bracis-33621	105	9	individually	individually	ADV
bracis-33621	105	10	trained	train	VERB
bracis-33621	105	11	the	the	DET
bracis-33621	105	12	following	follow	VERB
bracis-33621	105	13	cnns	cnn	NOUN
bracis-33621	105	14	,	,	PUNCT
bracis-33621	105	15	each	each	PRON
bracis-33621	105	16	chosen	choose	VERB
bracis-33621	105	17	for	for	ADP
bracis-33621	105	18	their	their	PRON
bracis-33621	105	19	unique	unique	ADJ
bracis-33621	105	20	characteristics	characteristic	NOUN
bracis-33621	105	21	and	and	CCONJ
bracis-33621	105	22	strengths	strength	NOUN
bracis-33621	105	23	:	:	PUNCT
bracis-33621	106	1	vgg-19	vgg-19	NUM
bracis-33621	106	2	[	[	X
bracis-33621	106	3	23	23	NUM
bracis-33621	106	4	]	]	X
bracis-33621	106	5	:	:	PUNCT
bracis-33621	106	6	known	know	VERB
bracis-33621	106	7	for	for	ADP
bracis-33621	106	8	its	its	PRON
bracis-33621	106	9	deep	deep	ADJ
bracis-33621	106	10	architecture	architecture	NOUN
bracis-33621	106	11	with	with	ADP
bracis-33621	106	12	19	19	NUM
bracis-33621	106	13	layers	layer	NOUN
bracis-33621	106	14	,	,	PUNCT
bracis-33621	106	15	vgg-19	vgg-19	NUM
bracis-33621	106	16	achieved	achieve	VERB
bracis-33621	106	17	one	one	NUM
bracis-33621	106	18	of	of	ADP
bracis-33621	106	19	the	the	DET
bracis-33621	106	20	highest	high	ADJ
bracis-33621	106	21	results	result	NOUN
bracis-33621	106	22	in	in	ADP
bracis-33621	106	23	sensitivity	sensitivity	NOUN
bracis-33621	106	24	among	among	ADP
bracis-33621	106	25	the	the	DET
bracis-33621	106	26	tested	test	VERB
bracis-33621	106	27	networks	network	NOUN
bracis-33621	106	28	.	.	PUNCT
bracis-33621	107	1	despite	despite	SCONJ
bracis-33621	107	2	this	this	PRON
bracis-33621	107	3	,	,	PUNCT
bracis-33621	107	4	it	it	PRON
bracis-33621	107	5	showed	show	VERB
bracis-33621	107	6	lower	low	ADJ
bracis-33621	107	7	precision	precision	NOUN
bracis-33621	107	8	for	for	ADP
bracis-33621	107	9	one	one	NUM
bracis-33621	107	10	of	of	ADP
bracis-33621	107	11	the	the	DET
bracis-33621	107	12	classes	class	NOUN
bracis-33621	107	13	,	,	PUNCT
bracis-33621	107	14	indicating	indicate	VERB
bracis-33621	107	15	that	that	SCONJ
bracis-33621	107	16	while	while	SCONJ
bracis-33621	107	17	it	it	PRON
bracis-33621	107	18	is	be	AUX
bracis-33621	107	19	effective	effective	ADJ
bracis-33621	107	20	at	at	ADP
bracis-33621	107	21	general	general	ADJ
bracis-33621	107	22	classification	classification	NOUN
bracis-33621	107	23	tasks	task	NOUN
bracis-33621	107	24	,	,	PUNCT
bracis-33621	107	25	it	it	PRON
bracis-33621	107	26	might	might	AUX
bracis-33621	107	27	struggle	struggle	VERB
bracis-33621	107	28	with	with	ADP
bracis-33621	107	29	fine	fine	ADV
bracis-33621	107	30	-	-	PUNCT
bracis-33621	107	31	grained	grain	VERB
bracis-33621	107	32	distinctions	distinction	NOUN
bracis-33621	107	33	.	.	PUNCT
bracis-33621	108	1	mobilenetv2	mobilenetv2	PROPN
bracis-33621	109	1	[	[	X
bracis-33621	109	2	21	21	NUM
bracis-33621	109	3	]	]	X
bracis-33621	109	4	:	:	PUNCT
bracis-33621	109	5	this	this	DET
bracis-33621	109	6	network	network	NOUN
bracis-33621	109	7	is	be	AUX
bracis-33621	109	8	designed	design	VERB
bracis-33621	109	9	to	to	PART
bracis-33621	109	10	be	be	AUX
bracis-33621	109	11	both	both	CCONJ
bracis-33621	109	12	efficient	efficient	ADJ
bracis-33621	109	13	and	and	CCONJ
bracis-33621	109	14	powerful	powerful	ADJ
bracis-33621	109	15	,	,	PUNCT
bracis-33621	109	16	employing	employ	VERB
bracis-33621	109	17	depthwise	depthwise	NOUN
bracis-33621	109	18	separable	separable	ADJ
bracis-33621	109	19	convolutions	convolution	NOUN
bracis-33621	109	20	to	to	PART
bracis-33621	109	21	reduce	reduce	VERB
bracis-33621	109	22	the	the	DET
bracis-33621	109	23	number	number	NOUN
bracis-33621	109	24	of	of	ADP
bracis-33621	109	25	parameters	parameter	NOUN
bracis-33621	109	26	and	and	CCONJ
bracis-33621	109	27	computational	computational	ADJ
bracis-33621	109	28	costs	cost	NOUN
bracis-33621	109	29	while	while	SCONJ
bracis-33621	109	30	maintaining	maintain	VERB
bracis-33621	109	31	performance	performance	NOUN
bracis-33621	109	32	.	.	PUNCT
bracis-33621	110	1	mobilenetv2	mobilenetv2	PROPN
bracis-33621	110	2	significantly	significantly	ADV
bracis-33621	110	3	improved	improve	VERB
bracis-33621	110	4	roi	roi	NOUN
bracis-33621	110	5	extraction	extraction	NOUN
bracis-33621	110	6	,	,	PUNCT
bracis-33621	110	7	achieving	achieve	VERB
bracis-33621	110	8	results	result	NOUN
bracis-33621	110	9	comparable	comparable	ADJ
bracis-33621	110	10	to	to	ADP
bracis-33621	110	11	heavier	heavy	ADJ
bracis-33621	110	12	networks	network	NOUN
bracis-33621	110	13	.	.	PUNCT
bracis-33621	111	1	resnet-50	resnet-50	NOUN
bracis-33621	112	1	[	[	X
bracis-33621	112	2	11	11	NUM
bracis-33621	112	3	]	]	PUNCT
bracis-33621	112	4	:	:	PUNCT
bracis-33621	112	5	famous	famous	ADJ
bracis-33621	112	6	for	for	ADP
bracis-33621	112	7	its	its	PRON
bracis-33621	112	8	use	use	NOUN
bracis-33621	112	9	of	of	ADP
bracis-33621	112	10	residual	residual	ADJ
bracis-33621	112	11	blocks	block	NOUN
bracis-33621	112	12	to	to	PART
bracis-33621	112	13	combat	combat	VERB
bracis-33621	112	14	the	the	DET
bracis-33621	112	15	vanishing	vanish	VERB
bracis-33621	112	16	gradient	gradient	NOUN
bracis-33621	112	17	problem	problem	NOUN
bracis-33621	112	18	.	.	PUNCT
bracis-33621	113	1	this	this	DET
bracis-33621	113	2	characteristic	characteristic	NOUN
bracis-33621	113	3	makes	make	VERB
bracis-33621	113	4	it	it	PRON
bracis-33621	113	5	particularly	particularly	ADV
bracis-33621	113	6	adept	adept	ADJ
bracis-33621	113	7	at	at	ADP
bracis-33621	113	8	learning	learn	VERB
bracis-33621	113	9	intricate	intricate	ADJ
bracis-33621	113	10	features	feature	NOUN
bracis-33621	113	11	,	,	PUNCT
bracis-33621	113	12	leading	lead	VERB
bracis-33621	113	13	to	to	ADP
bracis-33621	113	14	fewer	few	ADJ
bracis-33621	113	15	false	false	ADJ
bracis-33621	113	16	positives	positive	NOUN
bracis-33621	113	17	in	in	ADP
bracis-33621	113	18	the	the	DET
bracis-33621	113	19	classification	classification	NOUN
bracis-33621	113	20	task	task	NOUN
bracis-33621	113	21	.	.	PUNCT
bracis-33621	114	1	densenet-121	densenet-121	NOUN
bracis-33621	114	2	[	[	X
bracis-33621	114	3	13	13	NUM
bracis-33621	114	4	]	]	PUNCT
bracis-33621	114	5	:	:	PUNCT
bracis-33621	114	6	with	with	ADP
bracis-33621	114	7	its	its	PRON
bracis-33621	114	8	dense	dense	ADJ
bracis-33621	114	9	connections	connection	NOUN
bracis-33621	114	10	that	that	PRON
bracis-33621	114	11	encourage	encourage	VERB
bracis-33621	114	12	feature	feature	NOUN
bracis-33621	114	13	reuse	reuse	NOUN
bracis-33621	114	14	throughout	throughout	ADP
bracis-33621	114	15	the	the	DET
bracis-33621	114	16	network	network	NOUN
bracis-33621	114	17	,	,	PUNCT
bracis-33621	114	18	densenet-121	densenet-121	NOUN
bracis-33621	114	19	notably	notably	ADV
bracis-33621	114	20	enhanced	enhance	VERB
bracis-33621	114	21	its	its	PRON
bracis-33621	114	22	performance	performance	NOUN
bracis-33621	114	23	with	with	ADP
bracis-33621	114	24	roi	roi	NOUN
bracis-33621	114	25	extraction	extraction	NOUN
bracis-33621	114	26	and	and	CCONJ
bracis-33621	114	27	data	datum	NOUN
bracis-33621	114	28	augmentation	augmentation	NOUN
bracis-33621	114	29	.	.	PUNCT
bracis-33621	115	1	it	it	PRON
bracis-33621	115	2	showed	show	VERB
bracis-33621	115	3	the	the	DET
bracis-33621	115	4	most	most	ADV
bracis-33621	115	5	substantial	substantial	ADJ
bracis-33621	115	6	improvement	improvement	NOUN
bracis-33621	115	7	,	,	PUNCT
bracis-33621	115	8	particularly	particularly	ADV
bracis-33621	115	9	in	in	ADP
bracis-33621	115	10	accuracy	accuracy	NOUN
bracis-33621	115	11	and	and	CCONJ
bracis-33621	115	12	sensitivity	sensitivity	NOUN
bracis-33621	115	13	,	,	PUNCT
bracis-33621	115	14	making	make	VERB
bracis-33621	115	15	it	it	PRON
bracis-33621	115	16	excellent	excellent	ADJ
bracis-33621	115	17	at	at	ADP
bracis-33621	115	18	detecting	detect	VERB
bracis-33621	115	19	true	true	ADJ
bracis-33621	115	20	positives	positive	NOUN
bracis-33621	115	21	.	.	PUNCT
bracis-33621	116	1	efficientnetb0	efficientnetb0	NOUN
bracis-33621	117	1	[	[	X
bracis-33621	117	2	25	25	NUM
bracis-33621	117	3	]	]	X
bracis-33621	117	4	:	:	PUNCT
bracis-33621	117	5	this	this	DET
bracis-33621	117	6	model	model	NOUN
bracis-33621	117	7	is	be	AUX
bracis-33621	117	8	designed	design	VERB
bracis-33621	117	9	to	to	PART
bracis-33621	117	10	achieve	achieve	VERB
bracis-33621	117	11	better	well	ADJ
bracis-33621	117	12	performance	performance	NOUN
bracis-33621	117	13	with	with	ADP
bracis-33621	117	14	fewer	few	ADJ
bracis-33621	117	15	parameters	parameter	NOUN
bracis-33621	117	16	by	by	ADP
bracis-33621	117	17	scaling	scale	VERB
bracis-33621	117	18	depth	depth	NOUN
bracis-33621	117	19	,	,	PUNCT
bracis-33621	117	20	width	width	ADJ
bracis-33621	117	21	,	,	PUNCT
bracis-33621	117	22	and	and	CCONJ
bracis-33621	117	23	resolution	resolution	NOUN
bracis-33621	117	24	in	in	ADP
bracis-33621	117	25	a	a	DET
bracis-33621	117	26	balanced	balanced	ADJ
bracis-33621	117	27	manner	manner	NOUN
bracis-33621	117	28	.	.	PUNCT
bracis-33621	118	1	after	after	ADP
bracis-33621	118	2	roi	roi	NOUN
bracis-33621	118	3	extraction	extraction	NOUN
bracis-33621	118	4	and	and	CCONJ
bracis-33621	118	5	data	datum	NOUN
bracis-33621	118	6	augmentation	augmentation	NOUN
bracis-33621	118	7	,	,	PUNCT
bracis-33621	118	8	efficientnetb0	efficientnetb0	PROPN
bracis-33621	118	9	demonstrated	demonstrate	VERB
bracis-33621	118	10	a	a	DET
bracis-33621	118	11	good	good	ADJ
bracis-33621	118	12	trade	trade	NOUN
bracis-33621	118	13	-	-	PUNCT
bracis-33621	118	14	off	off	NOUN
bracis-33621	118	15	between	between	ADP
bracis-33621	118	16	accuracy	accuracy	NOUN
bracis-33621	118	17	,	,	PUNCT
bracis-33621	118	18	precision	precision	NOUN
bracis-33621	118	19	,	,	PUNCT
bracis-33621	118	20	and	and	CCONJ
bracis-33621	118	21	sensitivity	sensitivity	NOUN
bracis-33621	118	22	.	.	PUNCT
bracis-33621	119	1	each	each	PRON
bracis-33621	119	2	of	of	ADP
bracis-33621	119	3	these	these	DET
bracis-33621	119	4	networks	network	NOUN
bracis-33621	119	5	contributes	contribute	VERB
bracis-33621	119	6	uniquely	uniquely	ADV
bracis-33621	119	7	to	to	ADP
bracis-33621	119	8	our	our	PRON
bracis-33621	119	9	study	study	NOUN
bracis-33621	119	10	,	,	PUNCT
bracis-33621	119	11	providing	provide	VERB
bracis-33621	119	12	a	a	DET
bracis-33621	119	13	better	well	ADJ
bracis-33621	119	14	understanding	understanding	NOUN
bracis-33621	119	15	of	of	ADP
bracis-33621	119	16	how	how	SCONJ
bracis-33621	119	17	different	different	ADJ
bracis-33621	119	18	architectures	architecture	NOUN
bracis-33621	119	19	respond	respond	VERB
bracis-33621	119	20	to	to	ADP
bracis-33621	119	21	techniques	technique	NOUN
bracis-33621	119	22	like	like	ADP
bracis-33621	119	23	roi	roi	NOUN
bracis-33621	119	24	extraction	extraction	NOUN
bracis-33621	119	25	and	and	CCONJ
bracis-33621	119	26	data	datum	NOUN
bracis-33621	119	27	augmentation	augmentation	NOUN
bracis-33621	119	28	.	.	PUNCT
bracis-33621	120	1	we	we	PRON
bracis-33621	120	2	trained	train	VERB
bracis-33621	120	3	all	all	DET
bracis-33621	120	4	models	model	NOUN
bracis-33621	120	5	using	use	VERB
bracis-33621	120	6	same	same	ADJ
bracis-33621	120	7	randomly	randomly	ADV
bracis-33621	120	8	selected	select	VERB
bracis-33621	120	9	images	image	NOUN
bracis-33621	120	10	with	with	ADP
bracis-33621	120	11	identical	identical	ADJ
bracis-33621	120	12	seed	seed	NOUN
bracis-33621	120	13	and	and	CCONJ
bracis-33621	120	14	data	datum	NOUN
bracis-33621	120	15	augmentation	augmentation	NOUN
bracis-33621	120	16	parameters	parameter	NOUN
bracis-33621	120	17	.	.	PUNCT
bracis-33621	121	1	figure	figure	NOUN
bracis-33621	121	2	 	 	SPACE
bracis-33621	121	3	5	5	NUM
bracis-33621	121	4	visually	visually	ADV
bracis-33621	121	5	illustrates	illustrate	VERB
bracis-33621	121	6	the	the	DET
bracis-33621	121	7	described	describe	VERB
bracis-33621	121	8	ensemble	ensemble	ADJ
bracis-33621	121	9	voting	voting	NOUN
bracis-33621	121	10	method	method	NOUN
bracis-33621	121	11	.	.	PUNCT
bracis-33621	122	1	fig	fig	NOUN
bracis-33621	122	2	.	.	PUNCT
bracis-33621	123	1	5	5	X
bracis-33621	123	2	.	.	X
bracis-33621	123	3	sample	sample	NOUN
bracis-33621	123	4	of	of	ADP
bracis-33621	123	5	ensemble	ensemble	ADJ
bracis-33621	123	6	voting	voting	NOUN
bracis-33621	123	7	.	.	PUNCT
bracis-33621	124	1	full	full	ADJ
bracis-33621	124	2	size	size	NOUN
bracis-33621	124	3	image	image	NOUN
bracis-33621	124	4	after	after	ADP
bracis-33621	124	5	training	training	NOUN
bracis-33621	124	6	,	,	PUNCT
bracis-33621	124	7	the	the	DET
bracis-33621	124	8	models	model	NOUN
bracis-33621	124	9	make	make	VERB
bracis-33621	124	10	predictions	prediction	NOUN
bracis-33621	124	11	based	base	VERB
bracis-33621	124	12	on	on	ADP
bracis-33621	124	13	voting	vote	VERB
bracis-33621	124	14	in	in	ADP
bracis-33621	124	15	the	the	DET
bracis-33621	124	16	test	test	NOUN
bracis-33621	124	17	set	set	NOUN
bracis-33621	124	18	.	.	PUNCT
bracis-33621	125	1	the	the	DET
bracis-33621	125	2	normal	normal	ADJ
bracis-33621	125	3	or	or	CCONJ
bracis-33621	125	4	abnormal	abnormal	ADJ
bracis-33621	125	5	class	class	NOUN
bracis-33621	125	6	is	be	AUX
bracis-33621	125	7	then	then	ADV
bracis-33621	125	8	determined	determine	VERB
bracis-33621	125	9	by	by	ADP
bracis-33621	125	10	the	the	DET
bracis-33621	125	11	majority	majority	NOUN
bracis-33621	125	12	of	of	ADP
bracis-33621	125	13	the	the	DET
bracis-33621	125	14	models	model	NOUN
bracis-33621	125	15	’	'	PUNCT
bracis-33621	125	16	votes	vote	NOUN
bracis-33621	125	17	.	.	PUNCT
bracis-33621	126	1	this	this	DET
bracis-33621	126	2	procedure	procedure	NOUN
bracis-33621	126	3	ensures	ensure	VERB
bracis-33621	126	4	greater	great	ADJ
bracis-33621	126	5	robustness	robustness	NOUN
bracis-33621	126	6	and	and	CCONJ
bracis-33621	126	7	accuracy	accuracy	NOUN
bracis-33621	126	8	in	in	ADP
bracis-33621	126	9	classification	classification	NOUN
bracis-33621	126	10	,	,	PUNCT
bracis-33621	126	11	leveraging	leverage	VERB
bracis-33621	126	12	the	the	DET
bracis-33621	126	13	diversity	diversity	NOUN
bracis-33621	126	14	and	and	CCONJ
bracis-33621	126	15	complementarity	complementarity	NOUN
bracis-33621	126	16	of	of	ADP
bracis-33621	126	17	the	the	DET
bracis-33621	126	18	models	model	NOUN
bracis-33621	126	19	used	use	VERB
bracis-33621	126	20	.	.	PUNCT
bracis-33621	127	1	3.5	3.5	NUM
bracis-33621	127	2	validation	validation	NOUN
bracis-33621	127	3	metrics	metric	NOUN
bracis-33621	127	4	at	at	ADP
bracis-33621	127	5	the	the	DET
bracis-33621	127	6	end	end	NOUN
bracis-33621	127	7	of	of	ADP
bracis-33621	127	8	the	the	DET
bracis-33621	127	9	process	process	NOUN
bracis-33621	127	10	,	,	PUNCT
bracis-33621	127	11	we	we	PRON
bracis-33621	127	12	present	present	VERB
bracis-33621	127	13	the	the	DET
bracis-33621	127	14	results	result	NOUN
bracis-33621	127	15	using	use	VERB
bracis-33621	127	16	validation	validation	NOUN
bracis-33621	127	17	metrics	metric	NOUN
bracis-33621	127	18	to	to	PART
bracis-33621	127	19	assess	assess	VERB
bracis-33621	127	20	the	the	DET
bracis-33621	127	21	method	method	NOUN
bracis-33621	127	22	’s	’s	PART
bracis-33621	127	23	effectiveness	effectiveness	NOUN
bracis-33621	127	24	.	.	PUNCT
bracis-33621	128	1	in	in	ADP
bracis-33621	128	2	this	this	DET
bracis-33621	128	3	study	study	NOUN
bracis-33621	128	4	,	,	PUNCT
bracis-33621	128	5	we	we	PRON
bracis-33621	128	6	adopted	adopt	VERB
bracis-33621	128	7	metrics	metric	NOUN
bracis-33621	128	8	such	such	ADJ
bracis-33621	128	9	as	as	ADP
bracis-33621	128	10	accuracy	accuracy	NOUN
bracis-33621	128	11	(	(	PUNCT
bracis-33621	128	12	which	which	PRON
bracis-33621	128	13	measures	measure	VERB
bracis-33621	128	14	the	the	DET
bracis-33621	128	15	overall	overall	ADJ
bracis-33621	128	16	correct	correct	ADJ
bracis-33621	128	17	predictions	prediction	NOUN
bracis-33621	128	18	considering	consider	VERB
bracis-33621	128	19	all	all	DET
bracis-33621	128	20	observations	observation	NOUN
bracis-33621	128	21	)	)	PUNCT
bracis-33621	128	22	,	,	PUNCT
bracis-33621	128	23	sensitivity	sensitivity	NOUN
bracis-33621	128	24	(	(	PUNCT
bracis-33621	128	25	which	which	PRON
bracis-33621	128	26	measures	measure	VERB
bracis-33621	128	27	the	the	DET
bracis-33621	128	28	proportion	proportion	NOUN
bracis-33621	128	29	of	of	ADP
bracis-33621	128	30	true	true	ADJ
bracis-33621	128	31	positives	positive	NOUN
bracis-33621	128	32	among	among	ADP
bracis-33621	128	33	all	all	DET
bracis-33621	128	34	actual	actual	ADJ
bracis-33621	128	35	positives	positive	NOUN
bracis-33621	128	36	)	)	PUNCT
bracis-33621	128	37	,	,	PUNCT
bracis-33621	128	38	precision	precision	NOUN
bracis-33621	128	39	(	(	PUNCT
bracis-33621	128	40	which	which	PRON
bracis-33621	128	41	measures	measure	VERB
bracis-33621	128	42	the	the	DET
bracis-33621	128	43	proportion	proportion	NOUN
bracis-33621	128	44	of	of	ADP
bracis-33621	128	45	true	true	ADJ
bracis-33621	128	46	positives	positive	NOUN
bracis-33621	128	47	among	among	ADP
bracis-33621	128	48	all	all	DET
bracis-33621	128	49	positive	positive	ADJ
bracis-33621	128	50	predictions	prediction	NOUN
bracis-33621	128	51	)	)	PUNCT
bracis-33621	128	52	,	,	PUNCT
bracis-33621	128	53	and	and	CCONJ
bracis-33621	128	54	f1	f1	NOUN
bracis-33621	128	55	-	-	PUNCT
bracis-33621	128	56	score	score	NOUN
bracis-33621	128	57	(	(	PUNCT
bracis-33621	128	58	which	which	PRON
bracis-33621	128	59	measures	measure	VERB
bracis-33621	128	60	the	the	DET
bracis-33621	128	61	harmonic	harmonic	ADJ
bracis-33621	128	62	mean	mean	NOUN
bracis-33621	128	63	of	of	ADP
bracis-33621	128	64	precision	precision	NOUN
bracis-33621	128	65	and	and	CCONJ
bracis-33621	128	66	sensitivity	sensitivity	NOUN
bracis-33621	128	67	)	)	PUNCT
bracis-33621	128	68	 	 	SPACE
bracis-33621	129	1	[	[	X
bracis-33621	129	2	9	9	NUM
bracis-33621	129	3	]	]	PUNCT
bracis-33621	129	4	.	.	PUNCT
bracis-33621	129	5	4	4	NUM
bracis-33621	129	6	results	result	NOUN
bracis-33621	129	7	and	and	CCONJ
bracis-33621	129	8	 	 	SPACE
bracis-33621	129	9	discussion	discussion	NOUN
bracis-33621	129	10	in	in	ADP
bracis-33621	129	11	this	this	DET
bracis-33621	129	12	section	section	NOUN
bracis-33621	129	13	,	,	PUNCT
bracis-33621	129	14	we	we	PRON
bracis-33621	129	15	will	will	AUX
bracis-33621	129	16	explore	explore	VERB
bracis-33621	129	17	the	the	DET
bracis-33621	129	18	experiments	experiment	NOUN
bracis-33621	129	19	conducted	conduct	VERB
bracis-33621	129	20	at	at	ADP
bracis-33621	129	21	each	each	DET
bracis-33621	129	22	stage	stage	NOUN
bracis-33621	129	23	of	of	ADP
bracis-33621	129	24	the	the	DET
bracis-33621	129	25	proposed	propose	VERB
bracis-33621	129	26	method	method	NOUN
bracis-33621	129	27	,	,	PUNCT
bracis-33621	129	28	the	the	DET
bracis-33621	129	29	configurations	configuration	NOUN
bracis-33621	129	30	used	use	VERB
bracis-33621	129	31	,	,	PUNCT
bracis-33621	129	32	and	and	CCONJ
bracis-33621	129	33	a	a	DET
bracis-33621	129	34	case	case	NOUN
bracis-33621	129	35	study	study	NOUN
bracis-33621	129	36	demonstrating	demonstrate	VERB
bracis-33621	129	37	the	the	DET
bracis-33621	129	38	evolution	evolution	NOUN
bracis-33621	129	39	of	of	ADP
bracis-33621	129	40	each	each	DET
bracis-33621	129	41	stage	stage	NOUN
bracis-33621	129	42	of	of	ADP
bracis-33621	129	43	the	the	DET
bracis-33621	129	44	method	method	NOUN
bracis-33621	129	45	employed	employ	VERB
bracis-33621	129	46	.	.	PUNCT
bracis-33621	130	1	this	this	DET
bracis-33621	130	2	detailed	detailed	ADJ
bracis-33621	130	3	analysis	analysis	NOUN
bracis-33621	130	4	will	will	AUX
bracis-33621	130	5	provide	provide	VERB
bracis-33621	130	6	a	a	DET
bracis-33621	130	7	deeper	deep	ADJ
bracis-33621	130	8	understanding	understanding	NOUN
bracis-33621	130	9	of	of	ADP
bracis-33621	130	10	the	the	DET
bracis-33621	130	11	process	process	NOUN
bracis-33621	130	12	and	and	CCONJ
bracis-33621	130	13	the	the	DET
bracis-33621	130	14	tools	tool	NOUN
bracis-33621	130	15	involved	involve	VERB
bracis-33621	130	16	.	.	PUNCT
bracis-33621	131	1	4.1	4.1	NUM
bracis-33621	131	2	experimental	experimental	ADJ
bracis-33621	131	3	setup	setup	NOUN
bracis-33621	131	4	the	the	DET
bracis-33621	131	5	models	model	NOUN
bracis-33621	131	6	were	be	AUX
bracis-33621	131	7	trained	train	VERB
bracis-33621	131	8	in	in	ADP
bracis-33621	131	9	a	a	DET
bracis-33621	131	10	virtual	virtual	ADJ
bracis-33621	131	11	environment	environment	NOUN
bracis-33621	131	12	on	on	ADP
bracis-33621	131	13	google	google	PROPN
bracis-33621	131	14	colab	colab	PROPN
bracis-33621	131	15	using	use	VERB
bracis-33621	131	16	a	a	DET
bracis-33621	131	17	jupyter	jupyter	ADJ
bracis-33621	131	18	notebook	notebook	NOUN
bracis-33621	131	19	.	.	PUNCT
bracis-33621	132	1	the	the	DET
bracis-33621	132	2	hardware	hardware	NOUN
bracis-33621	132	3	specifications	specification	NOUN
bracis-33621	132	4	included	include	VERB
bracis-33621	132	5	nvidia	nvidia	PROPN
bracis-33621	132	6	a100	a100	PROPN
bracis-33621	132	7	gpu	gpu	PROPN
bracis-33621	132	8	and	and	CCONJ
bracis-33621	132	9	nvidia	nvidia	PROPN
bracis-33621	132	10	t4	t4	PROPN
bracis-33621	132	11	tensor	tensor	NOUN
bracis-33621	132	12	core	core	PROPN
bracis-33621	132	13	gpu	gpu	PROPN
bracis-33621	132	14	.	.	PROPN
bracis-33621	132	15	development	development	PROPN
bracis-33621	132	16	was	be	AUX
bracis-33621	132	17	carried	carry	VERB
bracis-33621	132	18	out	out	ADP
bracis-33621	132	19	in	in	ADP
bracis-33621	132	20	python	python	NOUN
bracis-33621	132	21	,	,	PUNCT
bracis-33621	132	22	primarily	primarily	ADV
bracis-33621	132	23	utilizing	utilize	VERB
bracis-33621	132	24	the	the	DET
bracis-33621	132	25	libraries	library	NOUN
bracis-33621	132	26	opencv	opencv	PROPN
bracis-33621	132	27	,	,	PUNCT
bracis-33621	132	28	pandas	panda	NOUN
bracis-33621	132	29	,	,	PUNCT
bracis-33621	132	30	scikit	scikit	NOUN
bracis-33621	132	31	-	-	PUNCT
bracis-33621	132	32	learn	learn	VERB
bracis-33621	132	33	,	,	PUNCT
bracis-33621	132	34	and	and	CCONJ
bracis-33621	132	35	keras	keras	PROPN
bracis-33621	132	36	.	.	PUNCT
bracis-33621	133	1	4.2	4.2	NUM
bracis-33621	133	2	method	method	NOUN
bracis-33621	133	3	experimental	experimental	ADJ
bracis-33621	133	4	results	result	NOUN
bracis-33621	133	5	we	we	PRON
bracis-33621	133	6	performed	perform	VERB
bracis-33621	133	7	several	several	ADJ
bracis-33621	133	8	experiments	experiment	NOUN
bracis-33621	133	9	to	to	PART
bracis-33621	133	10	validate	validate	VERB
bracis-33621	133	11	each	each	DET
bracis-33621	133	12	stage	stage	NOUN
bracis-33621	133	13	of	of	ADP
bracis-33621	133	14	the	the	DET
bracis-33621	133	15	proposed	propose	VERB
bracis-33621	133	16	method	method	NOUN
bracis-33621	133	17	.	.	PUNCT
bracis-33621	134	1	it	it	PRON
bracis-33621	134	2	’s	’	VERB
bracis-33621	134	3	important	important	ADJ
bracis-33621	134	4	to	to	PART
bracis-33621	134	5	note	note	VERB
bracis-33621	134	6	that	that	SCONJ
bracis-33621	134	7	we	we	PRON
bracis-33621	134	8	opted	opt	VERB
bracis-33621	134	9	to	to	PART
bracis-33621	134	10	conduct	conduct	VERB
bracis-33621	134	11	each	each	DET
bracis-33621	134	12	experiment	experiment	NOUN
bracis-33621	134	13	using	use	VERB
bracis-33621	134	14	only	only	ADV
bracis-33621	134	15	densenet-121	densenet-121	NOUN
bracis-33621	134	16	,	,	PUNCT
bracis-33621	134	17	taking	take	VERB
bracis-33621	134	18	into	into	ADP
bracis-33621	134	19	account	account	NOUN
bracis-33621	134	20	the	the	DET
bracis-33621	134	21	training	training	NOUN
bracis-33621	134	22	cost	cost	NOUN
bracis-33621	134	23	of	of	ADP
bracis-33621	134	24	all	all	DET
bracis-33621	134	25	architectures	architecture	NOUN
bracis-33621	134	26	.	.	PUNCT
bracis-33621	135	1	the	the	DET
bracis-33621	135	2	implementation	implementation	NOUN
bracis-33621	135	3	adheres	adhere	VERB
bracis-33621	135	4	to	to	ADP
bracis-33621	135	5	keras	keras	PROPN
bracis-33621	135	6	library	library	PROPN
bracis-33621	135	7	conventions	convention	NOUN
bracis-33621	135	8	,	,	PUNCT
bracis-33621	135	9	with	with	ADP
bracis-33621	135	10	specific	specific	ADJ
bracis-33621	135	11	modifications	modification	NOUN
bracis-33621	135	12	in	in	ADP
bracis-33621	135	13	the	the	DET
bracis-33621	135	14	final	final	ADJ
bracis-33621	135	15	layers	layer	NOUN
bracis-33621	135	16	:	:	PUNCT
bracis-33621	135	17	initially	initially	ADV
bracis-33621	135	18	,	,	PUNCT
bracis-33621	135	19	a	a	DET
bracis-33621	135	20	flatten	flatten	ADJ
bracis-33621	135	21	layer	layer	NOUN
bracis-33621	135	22	was	be	AUX
bracis-33621	135	23	added	add	VERB
bracis-33621	135	24	to	to	PART
bracis-33621	135	25	connect	connect	VERB
bracis-33621	135	26	the	the	DET
bracis-33621	135	27	convolutional	convolutional	ADJ
bracis-33621	135	28	layers	layer	NOUN
bracis-33621	135	29	to	to	ADP
bracis-33621	135	30	the	the	DET
bracis-33621	135	31	fully	fully	ADV
bracis-33621	135	32	connected	connected	ADJ
bracis-33621	135	33	layers	layer	NOUN
bracis-33621	135	34	.	.	PUNCT
bracis-33621	136	1	subsequently	subsequently	ADV
bracis-33621	136	2	,	,	PUNCT
bracis-33621	136	3	a	a	DET
bracis-33621	136	4	dense	dense	ADJ
bracis-33621	136	5	layer	layer	NOUN
bracis-33621	136	6	with	with	ADP
bracis-33621	136	7	256	256	NUM
bracis-33621	136	8	neurons	neuron	NOUN
bracis-33621	136	9	and	and	CCONJ
bracis-33621	136	10	rectified	rectified	ADJ
bracis-33621	136	11	linear	linear	NOUN
bracis-33621	136	12	unit	unit	NOUN
bracis-33621	136	13	(	(	PUNCT
bracis-33621	136	14	relu	relu	NOUN
bracis-33621	136	15	)	)	PUNCT
bracis-33621	136	16	activation	activation	NOUN
bracis-33621	136	17	was	be	AUX
bracis-33621	136	18	incorporated	incorporate	VERB
bracis-33621	136	19	,	,	PUNCT
bracis-33621	136	20	followed	follow	VERB
bracis-33621	136	21	by	by	ADP
bracis-33621	136	22	a	a	DET
bracis-33621	136	23	50	50	NUM
bracis-33621	136	24	%	%	NOUN
bracis-33621	136	25	dropout	dropout	NOUN
bracis-33621	136	26	layer	layer	NOUN
bracis-33621	136	27	to	to	PART
bracis-33621	136	28	mitigate	mitigate	VERB
bracis-33621	136	29	overfitting	overfitting	NOUN
bracis-33621	136	30	.	.	PUNCT
bracis-33621	137	1	finally	finally	ADV
bracis-33621	137	2	,	,	PUNCT
bracis-33621	137	3	a	a	DET
bracis-33621	137	4	dense	dense	ADJ
bracis-33621	137	5	layer	layer	NOUN
bracis-33621	137	6	with	with	ADP
bracis-33621	137	7	one	one	NUM
bracis-33621	137	8	neuron	neuron	NOUN
bracis-33621	137	9	and	and	CCONJ
bracis-33621	137	10	sigmoid	sigmoid	NOUN
bracis-33621	137	11	activation	activation	NOUN
bracis-33621	137	12	was	be	AUX
bracis-33621	137	13	introduced	introduce	VERB
bracis-33621	137	14	to	to	PART
bracis-33621	137	15	produce	produce	VERB
bracis-33621	137	16	the	the	DET
bracis-33621	137	17	output	output	NOUN
bracis-33621	137	18	.	.	PUNCT
bracis-33621	138	1	the	the	DET
bracis-33621	138	2	hyperparameters	hyperparameter	NOUN
bracis-33621	138	3	utilized	utilize	VERB
bracis-33621	138	4	included	include	VERB
bracis-33621	138	5	an	an	DET
bracis-33621	138	6	adam	adam	PROPN
bracis-33621	138	7	optimizer	optimizer	NOUN
bracis-33621	138	8	with	with	ADP
bracis-33621	138	9	a	a	DET
bracis-33621	138	10	0.001	0.001	NUM
bracis-33621	138	11	learning	learning	NOUN
bracis-33621	138	12	rate	rate	NOUN
bracis-33621	138	13	and	and	CCONJ
bracis-33621	138	14	early	early	ADJ
bracis-33621	138	15	stopping	stop	VERB
bracis-33621	138	16	after	after	ADP
bracis-33621	138	17	50	50	NUM
bracis-33621	138	18	epochs	epoch	NOUN
bracis-33621	138	19	based	base	VERB
bracis-33621	138	20	on	on	ADP
bracis-33621	138	21	accuracy	accuracy	NOUN
bracis-33621	138	22	.	.	PUNCT
bracis-33621	139	1	all	all	DET
bracis-33621	139	2	other	other	ADJ
bracis-33621	139	3	models	model	NOUN
bracis-33621	139	4	followed	follow	VERB
bracis-33621	139	5	the	the	DET
bracis-33621	139	6	same	same	ADJ
bracis-33621	139	7	standards	standard	NOUN
bracis-33621	139	8	and	and	CCONJ
bracis-33621	139	9	hyperparameters	hyperparameter	NOUN
bracis-33621	139	10	.	.	PUNCT
bracis-33621	140	1	furthermore	furthermore	ADV
bracis-33621	140	2	,	,	PUNCT
bracis-33621	140	3	the	the	DET
bracis-33621	140	4	dataset	dataset	NOUN
bracis-33621	140	5	was	be	AUX
bracis-33621	140	6	splitted	splitte	VERB
bracis-33621	140	7	into	into	ADP
bracis-33621	140	8	three	three	NUM
bracis-33621	140	9	subsets	subset	NOUN
bracis-33621	140	10	:	:	PUNCT
bracis-33621	140	11	training	training	NOUN
bracis-33621	140	12	(	(	PUNCT
bracis-33621	140	13	70	70	NUM
bracis-33621	140	14	%	%	NOUN
bracis-33621	140	15	)	)	PUNCT
bracis-33621	140	16	,	,	PUNCT
bracis-33621	140	17	validation	validation	NOUN
bracis-33621	140	18	(	(	PUNCT
bracis-33621	140	19	10	10	NUM
bracis-33621	140	20	%	%	NOUN
bracis-33621	140	21	)	)	PUNCT
bracis-33621	140	22	,	,	PUNCT
bracis-33621	140	23	and	and	CCONJ
bracis-33621	140	24	testing	testing	NOUN
bracis-33621	140	25	(	(	PUNCT
bracis-33621	140	26	20	20	NUM
bracis-33621	140	27	%	%	NOUN
bracis-33621	140	28	)	)	PUNCT
bracis-33621	140	29	.	.	PUNCT
bracis-33621	141	1	the	the	DET
bracis-33621	141	2	training	training	NOUN
bracis-33621	141	3	and	and	CCONJ
bracis-33621	141	4	validation	validation	NOUN
bracis-33621	141	5	subsets	subset	NOUN
bracis-33621	141	6	were	be	AUX
bracis-33621	141	7	utilized	utilize	VERB
bracis-33621	141	8	for	for	ADP
bracis-33621	141	9	model	model	NOUN
bracis-33621	141	10	training	training	NOUN
bracis-33621	141	11	,	,	PUNCT
bracis-33621	141	12	while	while	SCONJ
bracis-33621	141	13	the	the	DET
bracis-33621	141	14	testing	testing	NOUN
bracis-33621	141	15	subset	subset	NOUN
bracis-33621	141	16	was	be	AUX
bracis-33621	141	17	reserved	reserve	VERB
bracis-33621	141	18	for	for	ADP
bracis-33621	141	19	method	method	NOUN
bracis-33621	141	20	validation	validation	NOUN
bracis-33621	141	21	.	.	PUNCT
bracis-33621	142	1	experiment	experiment	NOUN
bracis-33621	142	2	with	with	ADP
bracis-33621	142	3	and	and	CCONJ
bracis-33621	142	4	without	without	ADP
bracis-33621	142	5	roi	roi	NOUN
bracis-33621	142	6	extraction	extraction	NOUN
bracis-33621	142	7	.	.	PUNCT
bracis-33621	143	1	in	in	ADP
bracis-33621	143	2	this	this	DET
bracis-33621	143	3	step	step	NOUN
bracis-33621	143	4	,	,	PUNCT
bracis-33621	143	5	we	we	PRON
bracis-33621	143	6	conducted	conduct	VERB
bracis-33621	143	7	two	two	NUM
bracis-33621	143	8	experiments	experiment	NOUN
bracis-33621	143	9	to	to	PART
bracis-33621	143	10	validate	validate	VERB
bracis-33621	143	11	the	the	DET
bracis-33621	143	12	roi	roi	NOUN
bracis-33621	143	13	extraction	extraction	NOUN
bracis-33621	143	14	step	step	NOUN
bracis-33621	143	15	.	.	PUNCT
bracis-33621	144	1	the	the	DET
bracis-33621	144	2	first	first	ADJ
bracis-33621	144	3	experiment	experiment	NOUN
bracis-33621	144	4	used	use	VERB
bracis-33621	144	5	only	only	ADV
bracis-33621	144	6	the	the	DET
bracis-33621	144	7	original	original	ADJ
bracis-33621	144	8	images	image	NOUN
bracis-33621	144	9	without	without	ADP
bracis-33621	144	10	any	any	DET
bracis-33621	144	11	modifications	modification	NOUN
bracis-33621	144	12	or	or	CCONJ
bracis-33621	144	13	data	datum	NOUN
bracis-33621	144	14	augmentation	augmentation	NOUN
bracis-33621	144	15	.	.	PUNCT
bracis-33621	145	1	in	in	ADP
bracis-33621	145	2	the	the	DET
bracis-33621	145	3	second	second	ADJ
bracis-33621	145	4	experiment	experiment	NOUN
bracis-33621	145	5	,	,	PUNCT
bracis-33621	145	6	we	we	PRON
bracis-33621	145	7	applied	apply	VERB
bracis-33621	145	8	roi	roi	NOUN
bracis-33621	145	9	extraction	extraction	NOUN
bracis-33621	145	10	to	to	ADP
bracis-33621	145	11	the	the	DET
bracis-33621	145	12	images	image	NOUN
bracis-33621	145	13	to	to	PART
bracis-33621	145	14	validate	validate	VERB
bracis-33621	145	15	this	this	DET
bracis-33621	145	16	technique	technique	NOUN
bracis-33621	145	17	.	.	PUNCT
bracis-33621	146	1	table	table	NOUN
bracis-33621	146	2	 	 	SPACE
bracis-33621	146	3	1	1	NUM
bracis-33621	146	4	summarizes	summarize	VERB
bracis-33621	146	5	the	the	DET
bracis-33621	146	6	results	result	NOUN
bracis-33621	146	7	.	.	PUNCT
bracis-33621	147	1	table	table	NOUN
bracis-33621	147	2	1	1	NUM
bracis-33621	147	3	.	.	PUNCT
bracis-33621	147	4	roi	roi	NOUN
bracis-33621	147	5	extration	extration	NOUN
bracis-33621	147	6	results.full	results.full	NOUN
bracis-33621	147	7	size	size	NOUN
bracis-33621	147	8	table	table	NOUN
bracis-33621	147	9	the	the	DET
bracis-33621	147	10	results	result	NOUN
bracis-33621	147	11	unequivocally	unequivocally	ADV
bracis-33621	147	12	indicate	indicate	VERB
bracis-33621	147	13	significant	significant	ADJ
bracis-33621	147	14	improvements	improvement	NOUN
bracis-33621	147	15	across	across	ADP
bracis-33621	147	16	all	all	DET
bracis-33621	147	17	metrics	metric	NOUN
bracis-33621	147	18	when	when	SCONJ
bracis-33621	147	19	employing	employ	VERB
bracis-33621	147	20	roi	roi	NOUN
bracis-33621	147	21	extraction	extraction	NOUN
bracis-33621	147	22	.	.	PUNCT
bracis-33621	148	1	this	this	DET
bracis-33621	148	2	improvement	improvement	NOUN
bracis-33621	148	3	suggests	suggest	VERB
bracis-33621	148	4	that	that	SCONJ
bracis-33621	148	5	the	the	DET
bracis-33621	148	6	removed	remove	VERB
bracis-33621	148	7	areas	area	NOUN
bracis-33621	148	8	likely	likely	ADV
bracis-33621	148	9	contained	contain	VERB
bracis-33621	148	10	irrelevant	irrelevant	ADJ
bracis-33621	148	11	information	information	NOUN
bracis-33621	148	12	that	that	PRON
bracis-33621	148	13	could	could	AUX
bracis-33621	148	14	potentially	potentially	ADV
bracis-33621	148	15	confuse	confuse	VERB
bracis-33621	148	16	the	the	DET
bracis-33621	148	17	classifier	classifier	NOUN
bracis-33621	148	18	.	.	PUNCT
bracis-33621	149	1	by	by	ADP
bracis-33621	149	2	eliminating	eliminate	VERB
bracis-33621	149	3	these	these	DET
bracis-33621	149	4	unnecessary	unnecessary	ADJ
bracis-33621	149	5	areas	area	NOUN
bracis-33621	149	6	,	,	PUNCT
bracis-33621	149	7	the	the	DET
bracis-33621	149	8	model	model	NOUN
bracis-33621	149	9	achieved	achieve	VERB
bracis-33621	149	10	superior	superior	ADJ
bracis-33621	149	11	generalization	generalization	NOUN
bracis-33621	149	12	capability	capability	NOUN
bracis-33621	149	13	,	,	PUNCT
bracis-33621	149	14	resulting	result	VERB
bracis-33621	149	15	in	in	ADP
bracis-33621	149	16	notably	notably	ADV
bracis-33621	149	17	enhanced	enhance	VERB
bracis-33621	149	18	accuracy	accuracy	NOUN
bracis-33621	149	19	and	and	CCONJ
bracis-33621	149	20	efficiency	efficiency	NOUN
bracis-33621	149	21	in	in	ADP
bracis-33621	149	22	the	the	DET
bracis-33621	149	23	endoscopic	endoscopic	ADJ
bracis-33621	149	24	classification	classification	NOUN
bracis-33621	149	25	images	image	NOUN
bracis-33621	149	26	.	.	PUNCT
bracis-33621	150	1	this	this	DET
bracis-33621	150	2	validation	validation	NOUN
bracis-33621	150	3	underscores	underscore	VERB
bracis-33621	150	4	the	the	DET
bracis-33621	150	5	critical	critical	ADJ
bracis-33621	150	6	role	role	NOUN
bracis-33621	150	7	of	of	ADP
bracis-33621	150	8	roi	roi	NOUN
bracis-33621	150	9	extraction	extraction	NOUN
bracis-33621	150	10	in	in	ADP
bracis-33621	150	11	optimizing	optimize	VERB
bracis-33621	150	12	model	model	NOUN
bracis-33621	150	13	performance	performance	NOUN
bracis-33621	150	14	and	and	CCONJ
bracis-33621	150	15	ensuring	ensure	VERB
bracis-33621	150	16	robustness	robustness	NOUN
bracis-33621	150	17	in	in	ADP
bracis-33621	150	18	medical	medical	ADJ
bracis-33621	150	19	image	image	NOUN
bracis-33621	150	20	analysis	analysis	NOUN
bracis-33621	150	21	applications	application	NOUN
bracis-33621	150	22	.	.	PUNCT
bracis-33621	151	1	data	datum	NOUN
bracis-33621	151	2	augmentation	augmentation	NOUN
bracis-33621	151	3	experiment	experiment	NOUN
bracis-33621	151	4	with	with	ADP
bracis-33621	151	5	class	class	NOUN
bracis-33621	151	6	balancing	balancing	NOUN
bracis-33621	151	7	.	.	PUNCT
bracis-33621	152	1	in	in	ADP
bracis-33621	152	2	sect	sect	NOUN
bracis-33621	152	3	.	.	PUNCT
bracis-33621	152	4	 	 	SPACE
bracis-33621	152	5	3.3	3.3	NUM
bracis-33621	152	6	,	,	PUNCT
bracis-33621	152	7	we	we	PRON
bracis-33621	152	8	discuss	discuss	VERB
bracis-33621	152	9	the	the	DET
bracis-33621	152	10	addition	addition	NOUN
bracis-33621	152	11	of	of	ADP
bracis-33621	152	12	the	the	DET
bracis-33621	152	13	data	datum	NOUN
bracis-33621	152	14	augmentation	augmentation	NOUN
bracis-33621	152	15	technique	technique	NOUN
bracis-33621	152	16	used	use	VERB
bracis-33621	152	17	in	in	ADP
bracis-33621	152	18	this	this	DET
bracis-33621	152	19	study	study	NOUN
bracis-33621	152	20	.	.	PUNCT
bracis-33621	153	1	to	to	PART
bracis-33621	153	2	validate	validate	VERB
bracis-33621	153	3	our	our	PRON
bracis-33621	153	4	approach	approach	NOUN
bracis-33621	153	5	,	,	PUNCT
bracis-33621	153	6	we	we	PRON
bracis-33621	153	7	conducted	conduct	VERB
bracis-33621	153	8	two	two	NUM
bracis-33621	153	9	experiments	experiment	NOUN
bracis-33621	153	10	:	:	PUNCT
bracis-33621	153	11	the	the	DET
bracis-33621	153	12	first	first	ADJ
bracis-33621	153	13	experiment	experiment	NOUN
bracis-33621	153	14	did	do	AUX
bracis-33621	153	15	not	not	PART
bracis-33621	153	16	employ	employ	VERB
bracis-33621	153	17	data	datum	NOUN
bracis-33621	153	18	augmentation	augmentation	NOUN
bracis-33621	153	19	,	,	PUNCT
bracis-33621	153	20	while	while	SCONJ
bracis-33621	153	21	the	the	DET
bracis-33621	153	22	second	second	ADJ
bracis-33621	153	23	experiment	experiment	NOUN
bracis-33621	153	24	utilized	utilize	VERB
bracis-33621	153	25	these	these	DET
bracis-33621	153	26	techniques	technique	NOUN
bracis-33621	153	27	.	.	PUNCT
bracis-33621	154	1	the	the	DET
bracis-33621	154	2	experiments	experiment	NOUN
bracis-33621	154	3	were	be	AUX
bracis-33621	154	4	performed	perform	VERB
bracis-33621	154	5	using	use	VERB
bracis-33621	154	6	the	the	DET
bracis-33621	154	7	densenet-121	densenet-121	NOUN
bracis-33621	154	8	model	model	NOUN
bracis-33621	154	9	.	.	PUNCT
bracis-33621	155	1	the	the	DET
bracis-33621	155	2	results	result	NOUN
bracis-33621	155	3	of	of	ADP
bracis-33621	155	4	these	these	DET
bracis-33621	155	5	experiments	experiment	NOUN
bracis-33621	155	6	are	be	AUX
bracis-33621	155	7	summarized	summarize	VERB
bracis-33621	155	8	in	in	ADP
bracis-33621	155	9	table	table	NOUN
bracis-33621	155	10	 	 	SPACE
bracis-33621	155	11	2	2	NUM
bracis-33621	155	12	.	.	PUNCT
bracis-33621	155	13	table	table	NOUN
bracis-33621	155	14	2	2	NUM
bracis-33621	155	15	.	.	PUNCT
bracis-33621	155	16	data	datum	NOUN
bracis-33621	155	17	augmentation	augmentation	NOUN
bracis-33621	155	18	results.full	results.full	NOUN
bracis-33621	155	19	size	size	NOUN
bracis-33621	155	20	table	table	NOUN
bracis-33621	155	21	as	as	SCONJ
bracis-33621	155	22	evidenced	evidence	VERB
bracis-33621	155	23	by	by	ADP
bracis-33621	155	24	the	the	DET
bracis-33621	155	25	results	result	NOUN
bracis-33621	155	26	in	in	ADP
bracis-33621	155	27	table	table	NOUN
bracis-33621	155	28	 	 	SPACE
bracis-33621	155	29	2	2	NUM
bracis-33621	155	30	,	,	PUNCT
bracis-33621	155	31	the	the	DET
bracis-33621	155	32	implementation	implementation	NOUN
bracis-33621	155	33	of	of	ADP
bracis-33621	155	34	data	datum	NOUN
bracis-33621	155	35	augmentation	augmentation	NOUN
bracis-33621	155	36	resulted	result	VERB
bracis-33621	155	37	in	in	ADP
bracis-33621	155	38	substantial	substantial	ADJ
bracis-33621	155	39	improvements	improvement	NOUN
bracis-33621	155	40	across	across	ADP
bracis-33621	155	41	all	all	DET
bracis-33621	155	42	evaluated	evaluated	ADJ
bracis-33621	155	43	metrics	metric	NOUN
bracis-33621	155	44	.	.	PUNCT
bracis-33621	156	1	these	these	DET
bracis-33621	156	2	enhancements	enhancement	NOUN
bracis-33621	156	3	underscore	underscore	VERB
bracis-33621	156	4	the	the	DET
bracis-33621	156	5	crucial	crucial	ADJ
bracis-33621	156	6	role	role	NOUN
bracis-33621	156	7	of	of	ADP
bracis-33621	156	8	data	datum	NOUN
bracis-33621	156	9	augmentation	augmentation	NOUN
bracis-33621	156	10	in	in	ADP
bracis-33621	156	11	improving	improve	VERB
bracis-33621	156	12	the	the	DET
bracis-33621	156	13	robustness	robustness	NOUN
bracis-33621	156	14	of	of	ADP
bracis-33621	156	15	our	our	PRON
bracis-33621	156	16	proposed	propose	VERB
bracis-33621	156	17	method	method	NOUN
bracis-33621	156	18	.	.	PUNCT
bracis-33621	157	1	by	by	ADP
bracis-33621	157	2	enriching	enrich	VERB
bracis-33621	157	3	the	the	DET
bracis-33621	157	4	dataset	dataset	NOUN
bracis-33621	157	5	’s	’s	PART
bracis-33621	157	6	diversity	diversity	NOUN
bracis-33621	157	7	and	and	CCONJ
bracis-33621	157	8	enhancing	enhance	VERB
bracis-33621	157	9	the	the	DET
bracis-33621	157	10	model	model	NOUN
bracis-33621	157	11	’s	’s	PART
bracis-33621	157	12	capacity	capacity	NOUN
bracis-33621	157	13	to	to	PART
bracis-33621	157	14	generalize	generalize	VERB
bracis-33621	157	15	intricate	intricate	ADJ
bracis-33621	157	16	patterns	pattern	NOUN
bracis-33621	157	17	in	in	ADP
bracis-33621	157	18	endoscopic	endoscopic	ADJ
bracis-33621	157	19	images	image	NOUN
bracis-33621	157	20	,	,	PUNCT
bracis-33621	157	21	this	this	DET
bracis-33621	157	22	technique	technique	NOUN
bracis-33621	157	23	has	have	AUX
bracis-33621	157	24	proven	prove	VERB
bracis-33621	157	25	instrumental	instrumental	ADJ
bracis-33621	157	26	.	.	PUNCT
bracis-33621	158	1	it	it	PRON
bracis-33621	158	2	effectively	effectively	ADV
bracis-33621	158	3	mitigates	mitigate	VERB
bracis-33621	158	4	overfitting	overfitte	VERB
bracis-33621	158	5	while	while	SCONJ
bracis-33621	158	6	facilitating	facilitate	VERB
bracis-33621	158	7	more	more	ADV
bracis-33621	158	8	accurate	accurate	ADJ
bracis-33621	158	9	and	and	CCONJ
bracis-33621	158	10	reliable	reliable	ADJ
bracis-33621	158	11	classification	classification	NOUN
bracis-33621	158	12	outcomes	outcome	NOUN
bracis-33621	158	13	.	.	PUNCT
bracis-33621	159	1	thus	thus	ADV
bracis-33621	159	2	,	,	PUNCT
bracis-33621	159	3	integrating	integrate	VERB
bracis-33621	159	4	data	datum	NOUN
bracis-33621	159	5	augmentation	augmentation	NOUN
bracis-33621	159	6	emerges	emerge	VERB
bracis-33621	159	7	not	not	PART
bracis-33621	159	8	only	only	ADV
bracis-33621	159	9	as	as	ADP
bracis-33621	159	10	a	a	DET
bracis-33621	159	11	methodological	methodological	ADJ
bracis-33621	159	12	imperative	imperative	NOUN
bracis-33621	159	13	but	but	CCONJ
bracis-33621	159	14	also	also	ADV
bracis-33621	159	15	as	as	ADP
bracis-33621	159	16	a	a	DET
bracis-33621	159	17	strategic	strategic	ADJ
bracis-33621	159	18	enhancement	enhancement	NOUN
bracis-33621	159	19	that	that	PRON
bracis-33621	159	20	fortifies	fortify	VERB
bracis-33621	159	21	the	the	DET
bracis-33621	159	22	overall	overall	ADJ
bracis-33621	159	23	efficacy	efficacy	NOUN
bracis-33621	159	24	of	of	ADP
bracis-33621	159	25	our	our	PRON
bracis-33621	159	26	approach	approach	NOUN
bracis-33621	159	27	in	in	ADP
bracis-33621	159	28	clinical	clinical	ADJ
bracis-33621	159	29	applications	application	NOUN
bracis-33621	159	30	.	.	PUNCT
bracis-33621	160	1	individual	individual	ADJ
bracis-33621	160	2	cnns	cnn	NOUN
bracis-33621	160	3	vs	vs	ADP
bracis-33621	160	4	ensemble	ensemble	ADJ
bracis-33621	160	5	voting	voting	NOUN
bracis-33621	160	6	experiment	experiment	NOUN
bracis-33621	160	7	.	.	PUNCT
bracis-33621	161	1	finally	finally	ADV
bracis-33621	161	2	,	,	PUNCT
bracis-33621	161	3	we	we	PRON
bracis-33621	161	4	validated	validate	VERB
bracis-33621	161	5	the	the	DET
bracis-33621	161	6	ensemble	ensemble	ADJ
bracis-33621	161	7	method	method	NOUN
bracis-33621	161	8	using	use	VERB
bracis-33621	161	9	the	the	DET
bracis-33621	161	10	cnns	cnns	ADJ
bracis-33621	161	11	vgg-19	vgg-19	PROPN
bracis-33621	161	12	,	,	PUNCT
bracis-33621	161	13	mobilenetv2	mobilenetv2	PROPN
bracis-33621	161	14	,	,	PUNCT
bracis-33621	161	15	resnet-50	resnet-50	PROPN
bracis-33621	161	16	,	,	PUNCT
bracis-33621	161	17	densenet-121	densenet-121	NOUN
bracis-33621	161	18	and	and	CCONJ
bracis-33621	161	19	efficientnetb0	efficientnetb0	PROPN
bracis-33621	161	20	.	.	PUNCT
bracis-33621	162	1	in	in	ADP
bracis-33621	162	2	general	general	ADJ
bracis-33621	162	3	,	,	PUNCT
bracis-33621	162	4	all	all	DET
bracis-33621	162	5	steps	step	NOUN
bracis-33621	162	6	of	of	ADP
bracis-33621	162	7	the	the	DET
bracis-33621	162	8	method	method	NOUN
bracis-33621	162	9	were	be	AUX
bracis-33621	162	10	maintained	maintain	VERB
bracis-33621	162	11	,	,	PUNCT
bracis-33621	162	12	just	just	ADV
bracis-33621	162	13	replacing	replace	VERB
bracis-33621	162	14	densenet-121	densenet-121	NOUN
bracis-33621	162	15	with	with	ADP
bracis-33621	162	16	the	the	DET
bracis-33621	162	17	mentioned	mention	VERB
bracis-33621	162	18	cnns	cnn	NOUN
bracis-33621	162	19	.	.	PUNCT
bracis-33621	163	1	initially	initially	ADV
bracis-33621	163	2	,	,	PUNCT
bracis-33621	163	3	we	we	PRON
bracis-33621	163	4	present	present	VERB
bracis-33621	163	5	the	the	DET
bracis-33621	163	6	individual	individual	ADJ
bracis-33621	163	7	results	result	NOUN
bracis-33621	163	8	of	of	ADP
bracis-33621	163	9	these	these	DET
bracis-33621	163	10	cnns	cnn	NOUN
bracis-33621	163	11	,	,	PUNCT
bracis-33621	163	12	as	as	ADV
bracis-33621	163	13	well	well	ADV
bracis-33621	163	14	as	as	ADP
bracis-33621	163	15	the	the	DET
bracis-33621	163	16	performance	performance	NOUN
bracis-33621	163	17	of	of	ADP
bracis-33621	163	18	the	the	DET
bracis-33621	163	19	ensemble	ensemble	ADJ
bracis-33621	163	20	voting	voting	NOUN
bracis-33621	163	21	method	method	NOUN
bracis-33621	163	22	that	that	PRON
bracis-33621	163	23	combines	combine	VERB
bracis-33621	163	24	these	these	DET
bracis-33621	163	25	networks	network	NOUN
bracis-33621	163	26	(	(	PUNCT
bracis-33621	163	27	table	table	NOUN
bracis-33621	163	28	 	 	SPACE
bracis-33621	163	29	3	3	NUM
bracis-33621	163	30	)	)	PUNCT
bracis-33621	163	31	.	.	PUNCT
bracis-33621	164	1	subsequently	subsequently	ADV
bracis-33621	164	2	,	,	PUNCT
bracis-33621	164	3	we	we	PRON
bracis-33621	164	4	present	present	VERB
bracis-33621	164	5	all	all	DET
bracis-33621	164	6	experiments	experiment	NOUN
bracis-33621	164	7	conducted	conduct	VERB
bracis-33621	164	8	for	for	ADP
bracis-33621	164	9	the	the	DET
bracis-33621	164	10	final	final	ADJ
bracis-33621	164	11	method	method	NOUN
bracis-33621	164	12	validation	validation	NOUN
bracis-33621	164	13	(	(	PUNCT
bracis-33621	164	14	using	use	VERB
bracis-33621	164	15	densenet-121	densenet-121	NOUN
bracis-33621	164	16	)	)	PUNCT
bracis-33621	164	17	,	,	PUNCT
bracis-33621	164	18	demonstrating	demonstrate	VERB
bracis-33621	164	19	its	its	PRON
bracis-33621	164	20	robustness	robustness	NOUN
bracis-33621	164	21	and	and	CCONJ
bracis-33621	164	22	highlighting	highlight	VERB
bracis-33621	164	23	the	the	DET
bracis-33621	164	24	contribution	contribution	NOUN
bracis-33621	164	25	of	of	ADP
bracis-33621	164	26	each	each	DET
bracis-33621	164	27	stage	stage	NOUN
bracis-33621	164	28	to	to	ADP
bracis-33621	164	29	its	its	PRON
bracis-33621	164	30	effectiveness	effectiveness	NOUN
bracis-33621	164	31	(	(	PUNCT
bracis-33621	164	32	table	table	NOUN
bracis-33621	164	33	 	 	SPACE
bracis-33621	164	34	4	4	NUM
bracis-33621	164	35	)	)	PUNCT
bracis-33621	164	36	.	.	PUNCT
bracis-33621	165	1	table	table	NOUN
bracis-33621	166	1	3	3	NUM
bracis-33621	166	2	.	.	PUNCT
bracis-33621	166	3	results	result	NOUN
bracis-33621	166	4	of	of	ADP
bracis-33621	166	5	the	the	DET
bracis-33621	166	6	individual	individual	ADJ
bracis-33621	166	7	cnns	cnn	NOUN
bracis-33621	166	8	and	and	CCONJ
bracis-33621	166	9	ensemble	ensemble	ADJ
bracis-33621	166	10	voting.full	voting.full	NOUN
bracis-33621	166	11	size	size	NOUN
bracis-33621	166	12	table	table	NOUN
bracis-33621	166	13	analyzing	analyze	VERB
bracis-33621	166	14	the	the	DET
bracis-33621	166	15	table	table	NOUN
bracis-33621	166	16	 	 	SPACE
bracis-33621	166	17	3	3	NUM
bracis-33621	166	18	we	we	PRON
bracis-33621	166	19	can	can	AUX
bracis-33621	166	20	see	see	VERB
bracis-33621	166	21	that	that	DET
bracis-33621	166	22	ensemble	ensemble	ADJ
bracis-33621	166	23	voting	voting	NOUN
bracis-33621	166	24	significantly	significantly	ADV
bracis-33621	166	25	outperforms	outperform	VERB
bracis-33621	166	26	each	each	DET
bracis-33621	166	27	cnn	cnn	PROPN
bracis-33621	166	28	in	in	ADP
bracis-33621	166	29	all	all	DET
bracis-33621	166	30	aspects	aspect	NOUN
bracis-33621	166	31	evaluated	evaluate	VERB
bracis-33621	166	32	.	.	PUNCT
bracis-33621	167	1	the	the	DET
bracis-33621	167	2	increase	increase	NOUN
bracis-33621	167	3	in	in	ADP
bracis-33621	167	4	accuracy	accuracy	NOUN
bracis-33621	167	5	,	,	PUNCT
bracis-33621	167	6	precision	precision	NOUN
bracis-33621	167	7	,	,	PUNCT
bracis-33621	167	8	sensitivity	sensitivity	NOUN
bracis-33621	167	9	,	,	PUNCT
bracis-33621	167	10	and	and	CCONJ
bracis-33621	167	11	f1	f1	NOUN
bracis-33621	167	12	-	-	PUNCT
bracis-33621	167	13	score	score	NOUN
bracis-33621	167	14	indicates	indicate	VERB
bracis-33621	167	15	that	that	SCONJ
bracis-33621	167	16	the	the	DET
bracis-33621	167	17	combination	combination	NOUN
bracis-33621	167	18	of	of	ADP
bracis-33621	167	19	multiple	multiple	ADJ
bracis-33621	167	20	cnns	cnn	NOUN
bracis-33621	167	21	allows	allow	VERB
bracis-33621	167	22	us	we	PRON
bracis-33621	167	23	to	to	PART
bracis-33621	167	24	capture	capture	VERB
bracis-33621	167	25	the	the	DET
bracis-33621	167	26	characteristics	characteristic	NOUN
bracis-33621	167	27	of	of	ADP
bracis-33621	167	28	the	the	DET
bracis-33621	167	29	anomalies	anomaly	NOUN
bracis-33621	167	30	better	well	ADV
bracis-33621	167	31	,	,	PUNCT
bracis-33621	167	32	taking	take	VERB
bracis-33621	167	33	advantage	advantage	NOUN
bracis-33621	167	34	of	of	ADP
bracis-33621	167	35	the	the	DET
bracis-33621	167	36	strengths	strength	NOUN
bracis-33621	167	37	of	of	ADP
bracis-33621	167	38	each	each	DET
bracis-33621	167	39	model	model	NOUN
bracis-33621	167	40	and	and	CCONJ
bracis-33621	167	41	compensating	compensate	VERB
bracis-33621	167	42	for	for	ADP
bracis-33621	167	43	their	their	PRON
bracis-33621	167	44	weaknesses	weakness	NOUN
bracis-33621	167	45	.	.	PUNCT
bracis-33621	168	1	table	table	NOUN
bracis-33621	168	2	4	4	NUM
bracis-33621	168	3	.	.	PUNCT
bracis-33621	168	4	results	result	NOUN
bracis-33621	168	5	of	of	ADP
bracis-33621	168	6	the	the	DET
bracis-33621	168	7	evolution	evolution	NOUN
bracis-33621	168	8	of	of	ADP
bracis-33621	168	9	the	the	DET
bracis-33621	168	10	proposed	propose	VERB
bracis-33621	168	11	method.full	method.full	NOUN
bracis-33621	168	12	size	size	NOUN
bracis-33621	168	13	table	table	NOUN
bracis-33621	168	14	table	table	NOUN
bracis-33621	168	15	 	 	SPACE
bracis-33621	168	16	4	4	NUM
bracis-33621	168	17	presents	present	VERB
bracis-33621	168	18	the	the	DET
bracis-33621	168	19	evolution	evolution	NOUN
bracis-33621	168	20	of	of	ADP
bracis-33621	168	21	the	the	DET
bracis-33621	168	22	proposed	propose	VERB
bracis-33621	168	23	method	method	NOUN
bracis-33621	168	24	showing	show	VERB
bracis-33621	168	25	the	the	DET
bracis-33621	168	26	results	result	NOUN
bracis-33621	168	27	of	of	ADP
bracis-33621	168	28	each	each	PRON
bracis-33621	168	29	of	of	ADP
bracis-33621	168	30	the	the	DET
bracis-33621	168	31	steps	step	NOUN
bracis-33621	168	32	using	use	VERB
bracis-33621	168	33	densenet-121	densenet-121	NOUN
bracis-33621	168	34	.	.	PUNCT
bracis-33621	169	1	the	the	DET
bracis-33621	169	2	first	first	ADJ
bracis-33621	169	3	step	step	NOUN
bracis-33621	169	4	was	be	AUX
bracis-33621	169	5	extracting	extract	VERB
bracis-33621	169	6	the	the	DET
bracis-33621	169	7	roi	roi	NOUN
bracis-33621	169	8	,	,	PUNCT
bracis-33621	169	9	which	which	PRON
bracis-33621	169	10	significantly	significantly	ADV
bracis-33621	169	11	improved	improve	VERB
bracis-33621	169	12	all	all	DET
bracis-33621	169	13	metrics	metric	NOUN
bracis-33621	169	14	.	.	PUNCT
bracis-33621	170	1	following	follow	VERB
bracis-33621	170	2	this	this	DET
bracis-33621	170	3	experiment	experiment	NOUN
bracis-33621	170	4	,	,	PUNCT
bracis-33621	170	5	data	datum	NOUN
bracis-33621	170	6	augmentation	augmentation	NOUN
bracis-33621	170	7	was	be	AUX
bracis-33621	170	8	employed	employ	VERB
bracis-33621	170	9	to	to	PART
bracis-33621	170	10	balance	balance	VERB
bracis-33621	170	11	both	both	DET
bracis-33621	170	12	classes	class	NOUN
bracis-33621	170	13	and	and	CCONJ
bracis-33621	170	14	generate	generate	VERB
bracis-33621	170	15	more	more	ADJ
bracis-33621	170	16	images	image	NOUN
bracis-33621	170	17	,	,	PUNCT
bracis-33621	170	18	greatly	greatly	ADV
bracis-33621	170	19	enhancing	enhance	VERB
bracis-33621	170	20	the	the	DET
bracis-33621	170	21	metrics	metric	NOUN
bracis-33621	170	22	for	for	ADP
bracis-33621	170	23	all	all	DET
bracis-33621	170	24	models	model	NOUN
bracis-33621	170	25	.	.	PUNCT
bracis-33621	171	1	finally	finally	ADV
bracis-33621	171	2	,	,	PUNCT
bracis-33621	171	3	ensemble	ensemble	ADJ
bracis-33621	171	4	voting	voting	NOUN
bracis-33621	171	5	was	be	AUX
bracis-33621	171	6	performed	perform	VERB
bracis-33621	171	7	,	,	PUNCT
bracis-33621	171	8	combining	combine	VERB
bracis-33621	171	9	features	feature	NOUN
bracis-33621	171	10	from	from	ADP
bracis-33621	171	11	various	various	ADJ
bracis-33621	171	12	distinct	distinct	ADJ
bracis-33621	171	13	cnns	cnn	NOUN
bracis-33621	171	14	to	to	PART
bracis-33621	171	15	achieve	achieve	VERB
bracis-33621	171	16	a	a	DET
bracis-33621	171	17	more	more	ADV
bracis-33621	171	18	robust	robust	ADJ
bracis-33621	171	19	model	model	NOUN
bracis-33621	171	20	.	.	PUNCT
bracis-33621	172	1	in	in	ADP
bracis-33621	172	2	this	this	DET
bracis-33621	172	3	method	method	NOUN
bracis-33621	172	4	,	,	PUNCT
bracis-33621	172	5	densenet-121	densenet-121	NOUN
bracis-33621	172	6	provided	provide	VERB
bracis-33621	172	7	the	the	DET
bracis-33621	172	8	highest	high	ADJ
bracis-33621	172	9	accuracy	accuracy	NOUN
bracis-33621	172	10	among	among	ADP
bracis-33621	172	11	all	all	DET
bracis-33621	172	12	models	model	NOUN
bracis-33621	172	13	;	;	PUNCT
bracis-33621	172	14	resnet-50	resnet-50	PROPN
bracis-33621	172	15	achieved	achieve	VERB
bracis-33621	172	16	the	the	DET
bracis-33621	172	17	best	good	ADJ
bracis-33621	172	18	precision	precision	NOUN
bracis-33621	172	19	;	;	PUNCT
bracis-33621	172	20	densenet-121	densenet-121	NOUN
bracis-33621	172	21	and	and	CCONJ
bracis-33621	172	22	mobilenetv2	mobilenetv2	PROPN
bracis-33621	172	23	showed	show	VERB
bracis-33621	172	24	exponential	exponential	ADJ
bracis-33621	172	25	improvements	improvement	NOUN
bracis-33621	172	26	in	in	ADP
bracis-33621	172	27	metrics	metric	NOUN
bracis-33621	172	28	with	with	ADP
bracis-33621	172	29	roi	roi	NOUN
bracis-33621	172	30	extraction	extraction	NOUN
bracis-33621	172	31	and	and	CCONJ
bracis-33621	172	32	data	datum	NOUN
bracis-33621	172	33	augmentation	augmentation	NOUN
bracis-33621	172	34	contributing	contribute	VERB
bracis-33621	172	35	to	to	ADP
bracis-33621	172	36	enhanced	enhance	VERB
bracis-33621	172	37	sensitivity	sensitivity	NOUN
bracis-33621	172	38	;	;	PUNCT
bracis-33621	172	39	and	and	CCONJ
bracis-33621	172	40	efficientnetb0	efficientnetb0	NOUN
bracis-33621	172	41	yielded	yield	VERB
bracis-33621	172	42	balanced	balanced	ADJ
bracis-33621	172	43	results	result	NOUN
bracis-33621	172	44	,	,	PUNCT
bracis-33621	172	45	improving	improve	VERB
bracis-33621	172	46	the	the	DET
bracis-33621	172	47	f1	f1	NOUN
bracis-33621	172	48	-	-	PUNCT
bracis-33621	172	49	score	score	NOUN
bracis-33621	172	50	.	.	PUNCT
bracis-33621	173	1	each	each	DET
bracis-33621	173	2	cnn	cnn	PROPN
bracis-33621	173	3	showcased	showcase	VERB
bracis-33621	173	4	unique	unique	ADJ
bracis-33621	173	5	characteristics	characteristic	NOUN
bracis-33621	173	6	amplified	amplify	VERB
bracis-33621	173	7	with	with	ADP
bracis-33621	173	8	roi	roi	NOUN
bracis-33621	173	9	extraction	extraction	NOUN
bracis-33621	173	10	and	and	CCONJ
bracis-33621	173	11	data	datum	NOUN
bracis-33621	173	12	augmentation	augmentation	NOUN
bracis-33621	173	13	,	,	PUNCT
bracis-33621	173	14	culminating	culminate	VERB
bracis-33621	173	15	in	in	ADP
bracis-33621	173	16	a	a	DET
bracis-33621	173	17	robust	robust	ADJ
bracis-33621	173	18	ensemble	ensemble	ADJ
bracis-33621	173	19	method	method	NOUN
bracis-33621	173	20	that	that	PRON
bracis-33621	173	21	outperforms	outperform	VERB
bracis-33621	173	22	individual	individual	ADJ
bracis-33621	173	23	model	model	NOUN
bracis-33621	173	24	performance	performance	NOUN
bracis-33621	173	25	.	.	PUNCT
bracis-33621	174	1	4.3	4.3	NUM
bracis-33621	174	2	case	case	NOUN
bracis-33621	174	3	study	study	NOUN
bracis-33621	174	4	in	in	ADP
bracis-33621	174	5	this	this	DET
bracis-33621	174	6	section	section	NOUN
bracis-33621	174	7	,	,	PUNCT
bracis-33621	174	8	we	we	PRON
bracis-33621	174	9	present	present	VERB
bracis-33621	174	10	two	two	NUM
bracis-33621	174	11	case	case	NOUN
bracis-33621	174	12	studies	study	NOUN
bracis-33621	174	13	analyzing	analyze	VERB
bracis-33621	174	14	the	the	DET
bracis-33621	174	15	misclassification	misclassification	NOUN
bracis-33621	174	16	of	of	ADP
bracis-33621	174	17	stomach	stomach	NOUN
bracis-33621	174	18	images	image	NOUN
bracis-33621	174	19	.	.	PUNCT
bracis-33621	175	1	the	the	DET
bracis-33621	175	2	first	first	ADJ
bracis-33621	175	3	involves	involve	VERB
bracis-33621	175	4	a	a	DET
bracis-33621	175	5	normal	normal	ADJ
bracis-33621	175	6	image	image	NOUN
bracis-33621	175	7	erroneously	erroneously	ADV
bracis-33621	175	8	classified	classify	VERB
bracis-33621	175	9	as	as	ADP
bracis-33621	175	10	abnormal	abnormal	ADJ
bracis-33621	175	11	(	(	PUNCT
bracis-33621	175	12	fig	fig	NOUN
bracis-33621	175	13	.	.	PUNCT
bracis-33621	175	14	 	 	SPACE
bracis-33621	175	15	6	6	NUM
bracis-33621	175	16	(	(	PUNCT
bracis-33621	175	17	a	a	NOUN
bracis-33621	175	18	)	)	PUNCT
bracis-33621	175	19	)	)	PUNCT
bracis-33621	175	20	,	,	PUNCT
bracis-33621	175	21	while	while	SCONJ
bracis-33621	175	22	the	the	DET
bracis-33621	175	23	second	second	ADJ
bracis-33621	175	24	deals	deal	NOUN
bracis-33621	175	25	with	with	ADP
bracis-33621	175	26	an	an	DET
bracis-33621	175	27	abnormal	abnormal	ADJ
bracis-33621	175	28	image	image	NOUN
bracis-33621	175	29	classified	classify	VERB
bracis-33621	175	30	as	as	ADP
bracis-33621	175	31	normal	normal	ADJ
bracis-33621	175	32	(	(	PUNCT
bracis-33621	175	33	fig	fig	NOUN
bracis-33621	175	34	.	.	PUNCT
bracis-33621	175	35	 	 	SPACE
bracis-33621	175	36	6	6	NUM
bracis-33621	175	37	(	(	PUNCT
bracis-33621	175	38	b	b	NOUN
bracis-33621	175	39	)	)	PUNCT
bracis-33621	175	40	)	)	PUNCT
bracis-33621	175	41	.	.	PUNCT
bracis-33621	176	1	fig	fig	NOUN
bracis-33621	176	2	.	.	PUNCT
bracis-33621	177	1	6	6	NUM
bracis-33621	177	2	.	.	X
bracis-33621	177	3	case	case	NOUN
bracis-33621	177	4	study	study	NOUN
bracis-33621	177	5	.	.	PUNCT
bracis-33621	178	1	(	(	PUNCT
bracis-33621	178	2	a	a	X
bracis-33621	178	3	)	)	PUNCT
bracis-33621	178	4	normal	normal	ADJ
bracis-33621	178	5	image	image	NOUN
bracis-33621	178	6	,	,	PUNCT
bracis-33621	178	7	classified	classify	VERB
bracis-33621	178	8	as	as	ADP
bracis-33621	178	9	abnormal	abnormal	ADJ
bracis-33621	178	10	by	by	ADP
bracis-33621	178	11	the	the	DET
bracis-33621	178	12	method	method	NOUN
bracis-33621	178	13	;	;	PUNCT
bracis-33621	178	14	and	and	CCONJ
bracis-33621	178	15	(	(	PUNCT
bracis-33621	178	16	b	b	NOUN
bracis-33621	178	17	)	)	PUNCT
bracis-33621	178	18	abnormal	abnormal	ADJ
bracis-33621	178	19	image	image	NOUN
bracis-33621	178	20	,	,	PUNCT
bracis-33621	178	21	classified	classify	VERB
bracis-33621	178	22	as	as	ADP
bracis-33621	178	23	normal	normal	ADJ
bracis-33621	178	24	by	by	ADP
bracis-33621	178	25	the	the	DET
bracis-33621	178	26	method	method	NOUN
bracis-33621	178	27	.	.	PUNCT
bracis-33621	179	1	full	full	ADJ
bracis-33621	179	2	size	size	NOUN
bracis-33621	179	3	image	image	NOUN
bracis-33621	179	4	by	by	ADP
bracis-33621	179	5	analyzing	analyze	VERB
bracis-33621	179	6	fig	fig	NOUN
bracis-33621	179	7	.	.	PUNCT
bracis-33621	179	8	 	 	SPACE
bracis-33621	180	1	6	6	NUM
bracis-33621	180	2	(	(	PUNCT
bracis-33621	180	3	a	a	NOUN
bracis-33621	180	4	)	)	PUNCT
bracis-33621	180	5	,	,	PUNCT
bracis-33621	180	6	which	which	PRON
bracis-33621	180	7	shows	show	VERB
bracis-33621	180	8	an	an	DET
bracis-33621	180	9	nc	nc	PROPN
bracis-33621	180	10	image	image	NOUN
bracis-33621	180	11	,	,	PUNCT
bracis-33621	180	12	we	we	PRON
bracis-33621	180	13	observe	observe	VERB
bracis-33621	180	14	that	that	SCONJ
bracis-33621	180	15	despite	despite	SCONJ
bracis-33621	180	16	being	be	AUX
bracis-33621	180	17	a	a	DET
bracis-33621	180	18	normal	normal	ADJ
bracis-33621	180	19	image	image	NOUN
bracis-33621	180	20	,	,	PUNCT
bracis-33621	180	21	it	it	PRON
bracis-33621	180	22	contains	contain	VERB
bracis-33621	180	23	some	some	DET
bracis-33621	180	24	yellowish	yellowish	ADJ
bracis-33621	180	25	residues	residue	NOUN
bracis-33621	180	26	that	that	PRON
bracis-33621	180	27	may	may	AUX
bracis-33621	180	28	have	have	AUX
bracis-33621	180	29	confused	confuse	VERB
bracis-33621	180	30	the	the	DET
bracis-33621	180	31	classifier	classifier	NOUN
bracis-33621	180	32	.	.	PUNCT
bracis-33621	181	1	these	these	DET
bracis-33621	181	2	residues	residue	NOUN
bracis-33621	181	3	are	be	AUX
bracis-33621	181	4	likely	likely	ADJ
bracis-33621	181	5	food	food	NOUN
bracis-33621	181	6	remnants	remnant	NOUN
bracis-33621	181	7	or	or	CCONJ
bracis-33621	181	8	bile	bile	NOUN
bracis-33621	181	9	that	that	PRON
bracis-33621	181	10	visually	visually	ADV
bracis-33621	181	11	resemble	resemble	VERB
bracis-33621	181	12	pathological	pathological	ADJ
bracis-33621	181	13	features	feature	NOUN
bracis-33621	181	14	.	.	PUNCT
bracis-33621	182	1	in	in	ADP
bracis-33621	182	2	contrast	contrast	NOUN
bracis-33621	182	3	,	,	PUNCT
bracis-33621	182	4	fig	fig	NOUN
bracis-33621	182	5	.	.	PUNCT
bracis-33621	182	6	 	 	SPACE
bracis-33621	182	7	6	6	NUM
bracis-33621	182	8	(	(	PUNCT
bracis-33621	182	9	b	b	NOUN
bracis-33621	182	10	)	)	PUNCT
bracis-33621	182	11	depicts	depict	VERB
bracis-33621	182	12	a	a	DET
bracis-33621	182	13	uce	uce	PROPN
bracis-33621	182	14	image	image	NOUN
bracis-33621	182	15	incorrectly	incorrectly	ADV
bracis-33621	182	16	classified	classify	VERB
bracis-33621	182	17	as	as	ADP
bracis-33621	182	18	normal	normal	ADJ
bracis-33621	182	19	.	.	PUNCT
bracis-33621	183	1	the	the	DET
bracis-33621	183	2	classifier	classifier	NOUN
bracis-33621	183	3	might	might	AUX
bracis-33621	183	4	have	have	AUX
bracis-33621	183	5	been	be	AUX
bracis-33621	183	6	misled	mislead	VERB
bracis-33621	183	7	by	by	ADP
bracis-33621	183	8	the	the	DET
bracis-33621	183	9	absence	absence	NOUN
bracis-33621	183	10	of	of	ADP
bracis-33621	183	11	mucus	mucus	NOUN
bracis-33621	183	12	and	and	CCONJ
bracis-33621	183	13	bleeding	bleeding	NOUN
bracis-33621	183	14	,	,	PUNCT
bracis-33621	183	15	which	which	PRON
bracis-33621	183	16	are	be	AUX
bracis-33621	183	17	typically	typically	ADV
bracis-33621	183	18	present	present	ADJ
bracis-33621	183	19	in	in	ADP
bracis-33621	183	20	uce	uce	PROPN
bracis-33621	183	21	images	image	NOUN
bracis-33621	183	22	,	,	PUNCT
bracis-33621	183	23	resulting	result	VERB
bracis-33621	183	24	in	in	ADP
bracis-33621	183	25	the	the	DET
bracis-33621	183	26	incorrect	incorrect	ADJ
bracis-33621	183	27	classification	classification	NOUN
bracis-33621	183	28	as	as	ADP
bracis-33621	183	29	normal	normal	ADJ
bracis-33621	183	30	.	.	PUNCT
bracis-33621	184	1	despite	despite	SCONJ
bracis-33621	184	2	these	these	DET
bracis-33621	184	3	misclassifications	misclassification	NOUN
bracis-33621	184	4	,	,	PUNCT
bracis-33621	184	5	we	we	PRON
bracis-33621	184	6	consider	consider	VERB
bracis-33621	184	7	the	the	DET
bracis-33621	184	8	model	model	NOUN
bracis-33621	184	9	to	to	PART
bracis-33621	184	10	be	be	AUX
bracis-33621	184	11	robust	robust	ADJ
bracis-33621	184	12	.	.	PUNCT
bracis-33621	185	1	when	when	SCONJ
bracis-33621	185	2	combined	combine	VERB
bracis-33621	185	3	with	with	ADP
bracis-33621	185	4	medical	medical	ADJ
bracis-33621	185	5	expertise	expertise	NOUN
bracis-33621	185	6	,	,	PUNCT
bracis-33621	185	7	it	it	PRON
bracis-33621	185	8	can	can	AUX
bracis-33621	185	9	play	play	VERB
bracis-33621	185	10	a	a	DET
bracis-33621	185	11	crucial	crucial	ADJ
bracis-33621	185	12	role	role	NOUN
bracis-33621	185	13	in	in	ADP
bracis-33621	185	14	detecting	detect	VERB
bracis-33621	185	15	stomach	stomach	NOUN
bracis-33621	185	16	abnormalities	abnormality	NOUN
bracis-33621	185	17	.	.	PUNCT
bracis-33621	186	1	4.4	4.4	NUM
bracis-33621	186	2	related	relate	VERB
bracis-33621	186	3	works	work	NOUN
bracis-33621	186	4	comparison	comparison	NOUN
bracis-33621	186	5	this	this	DET
bracis-33621	186	6	section	section	NOUN
bracis-33621	186	7	proposes	propose	VERB
bracis-33621	186	8	a	a	DET
bracis-33621	186	9	comparative	comparative	ADJ
bracis-33621	186	10	analysis	analysis	NOUN
bracis-33621	186	11	with	with	ADP
bracis-33621	186	12	the	the	DET
bracis-33621	186	13	studies	study	NOUN
bracis-33621	186	14	discussed	discuss	VERB
bracis-33621	186	15	in	in	ADP
bracis-33621	186	16	sect	sect	NOUN
bracis-33621	186	17	.	.	PUNCT
bracis-33621	186	18	 	 	SPACE
bracis-33621	187	1	2	2	X
bracis-33621	187	2	.	.	PUNCT
bracis-33621	188	1	it	it	PRON
bracis-33621	188	2	is	be	AUX
bracis-33621	188	3	important	important	ADJ
bracis-33621	188	4	to	to	PART
bracis-33621	188	5	note	note	VERB
bracis-33621	188	6	that	that	SCONJ
bracis-33621	188	7	the	the	DET
bracis-33621	188	8	methodologies	methodology	NOUN
bracis-33621	188	9	employed	employ	VERB
bracis-33621	188	10	in	in	ADP
bracis-33621	188	11	various	various	ADJ
bracis-33621	188	12	studies	study	NOUN
bracis-33621	188	13	are	be	AUX
bracis-33621	188	14	significantly	significantly	ADV
bracis-33621	188	15	different	different	ADJ
bracis-33621	188	16	from	from	ADP
bracis-33621	188	17	each	each	DET
bracis-33621	188	18	other	other	ADJ
bracis-33621	188	19	,	,	PUNCT
bracis-33621	188	20	making	make	VERB
bracis-33621	188	21	this	this	DET
bracis-33621	188	22	comparison	comparison	NOUN
bracis-33621	188	23	not	not	PART
bracis-33621	188	24	absolute	absolute	ADJ
bracis-33621	188	25	but	but	CCONJ
bracis-33621	188	26	rather	rather	ADV
bracis-33621	188	27	an	an	DET
bracis-33621	188	28	attempt	attempt	NOUN
bracis-33621	188	29	to	to	PART
bracis-33621	188	30	establish	establish	VERB
bracis-33621	188	31	a	a	DET
bracis-33621	188	32	comparative	comparative	ADJ
bracis-33621	188	33	parameter	parameter	NOUN
bracis-33621	188	34	.	.	PUNCT
bracis-33621	189	1	table	table	NOUN
bracis-33621	189	2	 	 	SPACE
bracis-33621	189	3	5	5	NUM
bracis-33621	189	4	provides	provide	VERB
bracis-33621	189	5	a	a	DET
bracis-33621	189	6	summary	summary	NOUN
bracis-33621	189	7	of	of	ADP
bracis-33621	189	8	the	the	DET
bracis-33621	189	9	metrics	metric	NOUN
bracis-33621	189	10	used	use	VERB
bracis-33621	189	11	for	for	ADP
bracis-33621	189	12	this	this	DET
bracis-33621	189	13	comparison	comparison	NOUN
bracis-33621	189	14	.	.	PUNCT
bracis-33621	190	1	table	table	NOUN
bracis-33621	190	2	5	5	NUM
bracis-33621	190	3	.	.	PUNCT
bracis-33621	190	4	comparison	comparison	NOUN
bracis-33621	190	5	of	of	ADP
bracis-33621	190	6	the	the	DET
bracis-33621	190	7	proposed	propose	VERB
bracis-33621	190	8	method	method	NOUN
bracis-33621	190	9	with	with	ADP
bracis-33621	190	10	related	related	ADJ
bracis-33621	190	11	works.full	works.full	NOUN
bracis-33621	190	12	size	size	NOUN
bracis-33621	190	13	table	table	NOUN
bracis-33621	190	14	several	several	ADJ
bracis-33621	190	15	studies	study	NOUN
bracis-33621	190	16	in	in	ADP
bracis-33621	190	17	the	the	DET
bracis-33621	190	18	field	field	NOUN
bracis-33621	190	19	employ	employ	VERB
bracis-33621	190	20	cnn	cnn	PROPN
bracis-33621	190	21	to	to	PART
bracis-33621	190	22	detect	detect	VERB
bracis-33621	190	23	abnormalities	abnormality	NOUN
bracis-33621	190	24	in	in	ADP
bracis-33621	190	25	endoscopic	endoscopic	ADJ
bracis-33621	190	26	examinations	examination	NOUN
bracis-33621	190	27	.	.	PUNCT
bracis-33621	191	1	for	for	ADP
bracis-33621	191	2	instance	instance	NOUN
bracis-33621	191	3	,	,	PUNCT
bracis-33621	191	4	researchers	researcher	NOUN
bracis-33621	191	5	such	such	ADJ
bracis-33621	191	6	as	as	ADP
bracis-33621	191	7	[	[	X
bracis-33621	191	8	26	26	NUM
bracis-33621	191	9	]	]	PUNCT
bracis-33621	191	10	and	and	CCONJ
bracis-33621	191	11	[	[	X
bracis-33621	191	12	10	10	NUM
bracis-33621	191	13	]	]	PUNCT
bracis-33621	191	14	extensively	extensively	ADV
bracis-33621	191	15	test	test	VERB
bracis-33621	191	16	various	various	ADJ
bracis-33621	191	17	architectures	architecture	NOUN
bracis-33621	191	18	to	to	PART
bracis-33621	191	19	identify	identify	VERB
bracis-33621	191	20	those	those	PRON
bracis-33621	191	21	that	that	PRON
bracis-33621	191	22	yield	yield	VERB
bracis-33621	191	23	superior	superior	ADJ
bracis-33621	191	24	performance	performance	NOUN
bracis-33621	191	25	metrics	metric	NOUN
bracis-33621	191	26	,	,	PUNCT
bracis-33621	191	27	aiming	aim	VERB
bracis-33621	191	28	to	to	PART
bracis-33621	191	29	integrate	integrate	VERB
bracis-33621	191	30	these	these	DET
bracis-33621	191	31	architectures	architecture	NOUN
bracis-33621	191	32	into	into	ADP
bracis-33621	191	33	their	their	PRON
bracis-33621	191	34	methodologies	methodology	NOUN
bracis-33621	191	35	.	.	PUNCT
bracis-33621	192	1	while	while	SCONJ
bracis-33621	192	2	this	this	DET
bracis-33621	192	3	approach	approach	NOUN
bracis-33621	192	4	is	be	AUX
bracis-33621	192	5	valuable	valuable	ADJ
bracis-33621	192	6	,	,	PUNCT
bracis-33621	192	7	it	it	PRON
bracis-33621	192	8	’s	’	VERB
bracis-33621	192	9	important	important	ADJ
bracis-33621	192	10	to	to	PART
bracis-33621	192	11	note	note	VERB
bracis-33621	192	12	that	that	SCONJ
bracis-33621	192	13	not	not	PART
bracis-33621	192	14	all	all	DET
bracis-33621	192	15	architectures	architecture	NOUN
bracis-33621	192	16	consistently	consistently	ADV
bracis-33621	192	17	outperform	outperform	VERB
bracis-33621	192	18	others	other	NOUN
bracis-33621	192	19	;	;	PUNCT
bracis-33621	192	20	different	different	ADJ
bracis-33621	192	21	architectures	architecture	NOUN
bracis-33621	192	22	often	often	ADV
bracis-33621	192	23	possess	possess	VERB
bracis-33621	192	24	unique	unique	ADJ
bracis-33621	192	25	strengths	strength	NOUN
bracis-33621	192	26	that	that	PRON
bracis-33621	192	27	can	can	AUX
bracis-33621	192	28	complement	complement	VERB
bracis-33621	192	29	each	each	DET
bracis-33621	192	30	other	other	ADJ
bracis-33621	192	31	,	,	PUNCT
bracis-33621	192	32	as	as	SCONJ
bracis-33621	192	33	demonstrated	demonstrate	VERB
bracis-33621	192	34	in	in	ADP
bracis-33621	192	35	ensemble	ensemble	ADJ
bracis-33621	192	36	methods	method	NOUN
bracis-33621	192	37	.	.	PUNCT
bracis-33621	193	1	the	the	DET
bracis-33621	193	2	work	work	NOUN
bracis-33621	193	3	by	by	ADP
bracis-33621	193	4	[	[	X
bracis-33621	193	5	17	17	NUM
bracis-33621	193	6	]	]	PUNCT
bracis-33621	193	7	utilizes	utilize	VERB
bracis-33621	193	8	an	an	DET
bracis-33621	193	9	ensemble	ensemble	ADJ
bracis-33621	193	10	method	method	NOUN
bracis-33621	193	11	to	to	PART
bracis-33621	193	12	combine	combine	VERB
bracis-33621	193	13	multiple	multiple	ADJ
bracis-33621	193	14	classifiers	classifier	NOUN
bracis-33621	193	15	and	and	CCONJ
bracis-33621	193	16	extract	extract	VERB
bracis-33621	193	17	features	feature	NOUN
bracis-33621	193	18	from	from	ADP
bracis-33621	193	19	each	each	PRON
bracis-33621	193	20	.	.	PUNCT
bracis-33621	194	1	however	however	ADV
bracis-33621	194	2	,	,	PUNCT
bracis-33621	194	3	this	this	DET
bracis-33621	194	4	method	method	NOUN
bracis-33621	194	5	is	be	AUX
bracis-33621	194	6	constrained	constrain	VERB
bracis-33621	194	7	by	by	ADP
bracis-33621	194	8	its	its	PRON
bracis-33621	194	9	reliance	reliance	NOUN
bracis-33621	194	10	solely	solely	ADV
bracis-33621	194	11	on	on	ADP
bracis-33621	194	12	the	the	DET
bracis-33621	194	13	dataset	dataset	NOUN
bracis-33621	194	14	and	and	CCONJ
bracis-33621	194	15	does	do	AUX
bracis-33621	194	16	not	not	PART
bracis-33621	194	17	utilize	utilize	VERB
bracis-33621	194	18	any	any	DET
bracis-33621	194	19	data	data	NOUN
bracis-33621	194	20	augmentation	augmentation	NOUN
bracis-33621	194	21	step	step	NOUN
bracis-33621	194	22	.	.	PUNCT
bracis-33621	195	1	in	in	ADP
bracis-33621	195	2	contrast	contrast	NOUN
bracis-33621	195	3	,	,	PUNCT
bracis-33621	195	4	the	the	DET
bracis-33621	195	5	proposed	propose	VERB
bracis-33621	195	6	method	method	NOUN
bracis-33621	195	7	presented	present	VERB
bracis-33621	195	8	in	in	ADP
bracis-33621	195	9	this	this	DET
bracis-33621	195	10	study	study	NOUN
bracis-33621	195	11	demonstrates	demonstrate	VERB
bracis-33621	195	12	significant	significant	ADJ
bracis-33621	195	13	improvements	improvement	NOUN
bracis-33621	195	14	in	in	ADP
bracis-33621	195	15	model	model	NOUN
bracis-33621	195	16	performance	performance	NOUN
bracis-33621	195	17	by	by	ADP
bracis-33621	195	18	leveraging	leverage	VERB
bracis-33621	195	19	data	datum	NOUN
bracis-33621	195	20	augmentation	augmentation	NOUN
bracis-33621	195	21	techniques	technique	NOUN
bracis-33621	195	22	.	.	PUNCT
bracis-33621	196	1	an	an	DET
bracis-33621	196	2	exemplary	exemplary	ADJ
bracis-33621	196	3	study	study	NOUN
bracis-33621	196	4	illustrating	illustrate	VERB
bracis-33621	196	5	the	the	DET
bracis-33621	196	6	benefits	benefit	NOUN
bracis-33621	196	7	of	of	ADP
bracis-33621	196	8	data	datum	NOUN
bracis-33621	196	9	augmentation	augmentation	NOUN
bracis-33621	196	10	is	be	AUX
bracis-33621	196	11	[	[	X
bracis-33621	196	12	12	12	NUM
bracis-33621	196	13	]	]	PUNCT
bracis-33621	196	14	,	,	PUNCT
bracis-33621	196	15	which	which	PRON
bracis-33621	196	16	employs	employ	VERB
bracis-33621	196	17	this	this	DET
bracis-33621	196	18	approach	approach	NOUN
bracis-33621	196	19	to	to	ADP
bracis-33621	196	20	balance	balance	NOUN
bracis-33621	196	21	classes	class	NOUN
bracis-33621	196	22	in	in	ADP
bracis-33621	196	23	a	a	DET
bracis-33621	196	24	binary	binary	ADJ
bracis-33621	196	25	classification	classification	NOUN
bracis-33621	196	26	(	(	PUNCT
bracis-33621	196	27	normal	normal	ADJ
bracis-33621	196	28	and	and	CCONJ
bracis-33621	196	29	abnormal	abnormal	ADJ
bracis-33621	196	30	)	)	PUNCT
bracis-33621	196	31	.	.	PUNCT
bracis-33621	197	1	this	this	DET
bracis-33621	197	2	research	research	NOUN
bracis-33621	197	3	underscores	underscore	VERB
bracis-33621	197	4	that	that	SCONJ
bracis-33621	197	5	addressing	address	VERB
bracis-33621	197	6	problems	problem	NOUN
bracis-33621	197	7	in	in	ADP
bracis-33621	197	8	binary	binary	ADJ
bracis-33621	197	9	classification	classification	NOUN
bracis-33621	197	10	can	can	AUX
bracis-33621	197	11	enhance	enhance	VERB
bracis-33621	197	12	performance	performance	NOUN
bracis-33621	197	13	metrics	metric	NOUN
bracis-33621	197	14	,	,	PUNCT
bracis-33621	197	15	utilizing	utilize	VERB
bracis-33621	197	16	cnns	cnn	NOUN
bracis-33621	197	17	for	for	ADP
bracis-33621	197	18	testing	testing	NOUN
bracis-33621	197	19	and	and	CCONJ
bracis-33621	197	20	highlighting	highlight	VERB
bracis-33621	197	21	the	the	DET
bracis-33621	197	22	strengths	strength	NOUN
bracis-33621	197	23	of	of	ADP
bracis-33621	197	24	each	each	DET
bracis-33621	197	25	network	network	NOUN
bracis-33621	197	26	.	.	PUNCT
bracis-33621	198	1	if	if	SCONJ
bracis-33621	198	2	these	these	DET
bracis-33621	198	3	studies	study	NOUN
bracis-33621	198	4	were	be	AUX
bracis-33621	198	5	to	to	PART
bracis-33621	198	6	adopt	adopt	VERB
bracis-33621	198	7	an	an	DET
bracis-33621	198	8	ensemble	ensemble	ADJ
bracis-33621	198	9	method	method	NOUN
bracis-33621	198	10	similar	similar	ADJ
bracis-33621	198	11	to	to	ADP
bracis-33621	198	12	the	the	DET
bracis-33621	198	13	one	one	NOUN
bracis-33621	198	14	presented	present	VERB
bracis-33621	198	15	,	,	PUNCT
bracis-33621	198	16	they	they	PRON
bracis-33621	198	17	could	could	AUX
bracis-33621	198	18	effectively	effectively	ADV
bracis-33621	198	19	leverage	leverage	VERB
bracis-33621	198	20	the	the	DET
bracis-33621	198	21	positive	positive	ADJ
bracis-33621	198	22	attributes	attribute	NOUN
bracis-33621	198	23	of	of	ADP
bracis-33621	198	24	multiple	multiple	ADJ
bracis-33621	198	25	models	model	NOUN
bracis-33621	198	26	.	.	PUNCT
bracis-33621	199	1	additionally	additionally	ADV
bracis-33621	199	2	,	,	PUNCT
bracis-33621	199	3	the	the	DET
bracis-33621	199	4	study	study	NOUN
bracis-33621	199	5	by	by	ADP
bracis-33621	199	6	[	[	X
bracis-33621	199	7	22	22	NUM
bracis-33621	199	8	]	]	PUNCT
bracis-33621	199	9	focuses	focus	VERB
bracis-33621	199	10	on	on	ADP
bracis-33621	199	11	a	a	DET
bracis-33621	199	12	binary	binary	ADJ
bracis-33621	199	13	approach	approach	NOUN
bracis-33621	199	14	for	for	ADP
bracis-33621	199	15	polyp	polyp	NOUN
bracis-33621	199	16	detection	detection	NOUN
bracis-33621	199	17	,	,	PUNCT
bracis-33621	199	18	achieving	achieve	VERB
bracis-33621	199	19	an	an	DET
bracis-33621	199	20	accuracy	accuracy	NOUN
bracis-33621	199	21	of	of	ADP
bracis-33621	199	22	93.55	93.55	NUM
bracis-33621	199	23	%	%	NOUN
bracis-33621	199	24	.	.	PUNCT
bracis-33621	200	1	in	in	ADP
bracis-33621	200	2	contrast	contrast	NOUN
bracis-33621	200	3	,	,	PUNCT
bracis-33621	200	4	the	the	DET
bracis-33621	200	5	proposed	propose	VERB
bracis-33621	200	6	method	method	NOUN
bracis-33621	200	7	achieves	achieve	VERB
bracis-33621	200	8	an	an	DET
bracis-33621	200	9	accuracy	accuracy	NOUN
bracis-33621	200	10	of	of	ADP
bracis-33621	200	11	98.52	98.52	NUM
bracis-33621	200	12	%	%	NOUN
bracis-33621	200	13	,	,	PUNCT
bracis-33621	200	14	even	even	ADV
bracis-33621	200	15	with	with	ADP
bracis-33621	200	16	the	the	DET
bracis-33621	200	17	inclusion	inclusion	NOUN
bracis-33621	200	18	of	of	ADP
bracis-33621	200	19	four	four	NUM
bracis-33621	200	20	additional	additional	ADJ
bracis-33621	200	21	abnormalities	abnormality	NOUN
bracis-33621	200	22	.	.	PUNCT
bracis-33621	201	1	a	a	DET
bracis-33621	201	2	comparison	comparison	NOUN
bracis-33621	201	3	with	with	ADP
bracis-33621	201	4	existing	exist	VERB
bracis-33621	201	5	literature	literature	NOUN
bracis-33621	201	6	reveals	reveal	VERB
bracis-33621	201	7	that	that	SCONJ
bracis-33621	201	8	while	while	SCONJ
bracis-33621	201	9	cnn	cnn	PROPN
bracis-33621	201	10	-	-	PUNCT
bracis-33621	201	11	based	base	VERB
bracis-33621	201	12	approaches	approach	NOUN
bracis-33621	201	13	have	have	AUX
bracis-33621	201	14	demonstrated	demonstrate	VERB
bracis-33621	201	15	effectiveness	effectiveness	NOUN
bracis-33621	201	16	in	in	ADP
bracis-33621	201	17	detecting	detect	VERB
bracis-33621	201	18	gastrointestinal	gastrointestinal	ADJ
bracis-33621	201	19	abnormalities	abnormality	NOUN
bracis-33621	201	20	,	,	PUNCT
bracis-33621	201	21	there	there	PRON
bracis-33621	201	22	remains	remain	VERB
bracis-33621	201	23	ample	ample	ADJ
bracis-33621	201	24	opportunity	opportunity	NOUN
bracis-33621	201	25	for	for	ADP
bracis-33621	201	26	improvement	improvement	NOUN
bracis-33621	201	27	,	,	PUNCT
bracis-33621	201	28	particularly	particularly	ADV
bracis-33621	201	29	in	in	ADP
bracis-33621	201	30	integrating	integrate	VERB
bracis-33621	201	31	diverse	diverse	ADJ
bracis-33621	201	32	architectures	architecture	NOUN
bracis-33621	201	33	and	and	CCONJ
bracis-33621	201	34	optimizing	optimize	VERB
bracis-33621	201	35	data	datum	NOUN
bracis-33621	201	36	augmentation	augmentation	NOUN
bracis-33621	201	37	strategies	strategy	NOUN
bracis-33621	201	38	.	.	PUNCT
bracis-33621	202	1	this	this	DET
bracis-33621	202	2	study	study	NOUN
bracis-33621	202	3	contributes	contribute	VERB
bracis-33621	202	4	significantly	significantly	ADV
bracis-33621	202	5	by	by	ADP
bracis-33621	202	6	integrating	integrate	VERB
bracis-33621	202	7	ensemble	ensemble	ADJ
bracis-33621	202	8	methods	method	NOUN
bracis-33621	202	9	with	with	ADP
bracis-33621	202	10	class	class	NOUN
bracis-33621	202	11	balancing	balancing	NOUN
bracis-33621	202	12	,	,	PUNCT
bracis-33621	202	13	data	datum	NOUN
bracis-33621	202	14	augmentation	augmentation	NOUN
bracis-33621	202	15	,	,	PUNCT
bracis-33621	202	16	and	and	CCONJ
bracis-33621	202	17	roi	roi	NOUN
bracis-33621	202	18	extraction	extraction	NOUN
bracis-33621	202	19	,	,	PUNCT
bracis-33621	202	20	resulting	result	VERB
bracis-33621	202	21	in	in	ADP
bracis-33621	202	22	a	a	DET
bracis-33621	202	23	more	more	ADV
bracis-33621	202	24	robust	robust	ADJ
bracis-33621	202	25	and	and	CCONJ
bracis-33621	202	26	precise	precise	ADJ
bracis-33621	202	27	model	model	NOUN
bracis-33621	202	28	.	.	PUNCT
bracis-33621	203	1	consequently	consequently	ADV
bracis-33621	203	2	,	,	PUNCT
bracis-33621	203	3	combining	combine	VERB
bracis-33621	203	4	this	this	DET
bracis-33621	203	5	approach	approach	NOUN
bracis-33621	203	6	with	with	ADP
bracis-33621	203	7	medical	medical	ADJ
bracis-33621	203	8	expertise	expertise	NOUN
bracis-33621	203	9	holds	hold	VERB
bracis-33621	203	10	promise	promise	NOUN
bracis-33621	203	11	for	for	ADP
bracis-33621	203	12	enhancing	enhance	VERB
bracis-33621	203	13	the	the	DET
bracis-33621	203	14	early	early	ADJ
bracis-33621	203	15	detection	detection	NOUN
bracis-33621	203	16	of	of	ADP
bracis-33621	203	17	gastrointestinal	gastrointestinal	ADJ
bracis-33621	203	18	abnormalities	abnormality	NOUN
bracis-33621	203	19	.	.	PUNCT
bracis-33621	204	1	5	5	NUM
bracis-33621	204	2	conclusion	conclusion	NOUN
bracis-33621	204	3	the	the	DET
bracis-33621	204	4	proposed	propose	VERB
bracis-33621	204	5	method	method	NOUN
bracis-33621	204	6	combines	combine	VERB
bracis-33621	204	7	roi	roi	NOUN
bracis-33621	204	8	extraction	extraction	NOUN
bracis-33621	204	9	with	with	ADP
bracis-33621	204	10	data	datum	NOUN
bracis-33621	204	11	augmentation	augmentation	NOUN
bracis-33621	204	12	and	and	CCONJ
bracis-33621	204	13	class	class	NOUN
bracis-33621	204	14	balancing	balancing	NOUN
bracis-33621	204	15	.	.	PUNCT
bracis-33621	205	1	furthermore	furthermore	ADV
bracis-33621	205	2	,	,	PUNCT
bracis-33621	205	3	it	it	PRON
bracis-33621	205	4	employs	employ	VERB
bracis-33621	205	5	an	an	DET
bracis-33621	205	6	ensemble	ensemble	ADJ
bracis-33621	205	7	voting	voting	NOUN
bracis-33621	205	8	of	of	ADP
bracis-33621	205	9	cnns	cnn	NOUN
bracis-33621	205	10	applying	apply	VERB
bracis-33621	205	11	a	a	DET
bracis-33621	205	12	binary	binary	ADJ
bracis-33621	205	13	approach	approach	NOUN
bracis-33621	205	14	to	to	ADP
bracis-33621	205	15	the	the	DET
bracis-33621	205	16	problem	problem	NOUN
bracis-33621	205	17	that	that	PRON
bracis-33621	205	18	remains	remain	VERB
bracis-33621	205	19	underexplored	underexplored	ADJ
bracis-33621	205	20	in	in	ADP
bracis-33621	205	21	the	the	DET
bracis-33621	205	22	literature	literature	NOUN
bracis-33621	205	23	.	.	PUNCT
bracis-33621	206	1	ensemble	ensemble	ADJ
bracis-33621	206	2	voting	voting	NOUN
bracis-33621	206	3	integrates	integrate	NOUN
bracis-33621	206	4	decisions	decision	NOUN
bracis-33621	206	5	from	from	ADP
bracis-33621	206	6	multiple	multiple	ADJ
bracis-33621	206	7	cnn	cnn	PROPN
bracis-33621	206	8	models	model	NOUN
bracis-33621	206	9	,	,	PUNCT
bracis-33621	206	10	enhancing	enhance	VERB
bracis-33621	206	11	the	the	DET
bracis-33621	206	12	diagnostic	diagnostic	ADJ
bracis-33621	206	13	capability	capability	NOUN
bracis-33621	206	14	of	of	ADP
bracis-33621	206	15	the	the	DET
bracis-33621	206	16	method	method	NOUN
bracis-33621	206	17	.	.	PUNCT
bracis-33621	207	1	the	the	DET
bracis-33621	207	2	impressive	impressive	ADJ
bracis-33621	207	3	results	result	NOUN
bracis-33621	207	4	,	,	PUNCT
bracis-33621	207	5	with	with	ADP
bracis-33621	207	6	an	an	DET
bracis-33621	207	7	accuracy	accuracy	NOUN
bracis-33621	207	8	of	of	ADP
bracis-33621	207	9	98.62	98.62	NUM
bracis-33621	207	10	%	%	NOUN
bracis-33621	207	11	,	,	PUNCT
bracis-33621	207	12	precision	precision	NOUN
bracis-33621	207	13	of	of	ADP
bracis-33621	207	14	96.47	96.47	NUM
bracis-33621	207	15	%	%	NOUN
bracis-33621	207	16	,	,	PUNCT
bracis-33621	207	17	and	and	CCONJ
bracis-33621	207	18	an	an	DET
bracis-33621	207	19	f1	f1	NOUN
bracis-33621	207	20	-	-	PUNCT
bracis-33621	207	21	score	score	NOUN
bracis-33621	207	22	of	of	ADP
bracis-33621	207	23	98.03	98.03	NUM
bracis-33621	207	24	%	%	NOUN
bracis-33621	207	25	,	,	PUNCT
bracis-33621	207	26	highlight	highlight	VERB
bracis-33621	207	27	the	the	DET
bracis-33621	207	28	method	method	NOUN
bracis-33621	207	29	’s	’s	PART
bracis-33621	207	30	effectiveness	effectiveness	NOUN
bracis-33621	207	31	in	in	ADP
bracis-33621	207	32	detecting	detect	VERB
bracis-33621	207	33	abnormalities	abnormality	NOUN
bracis-33621	207	34	in	in	ADP
bracis-33621	207	35	ugie	ugie	NOUN
bracis-33621	207	36	and	and	CCONJ
bracis-33621	207	37	lgie	lgie	NOUN
bracis-33621	207	38	exams	exam	NOUN
bracis-33621	207	39	.	.	PUNCT
bracis-33621	208	1	for	for	ADP
bracis-33621	208	2	future	future	ADJ
bracis-33621	208	3	work	work	NOUN
bracis-33621	208	4	,	,	PUNCT
bracis-33621	208	5	we	we	PRON
bracis-33621	208	6	suggest	suggest	AUX
bracis-33621	208	7	validating	validate	VERB
bracis-33621	208	8	the	the	DET
bracis-33621	208	9	method	method	NOUN
bracis-33621	208	10	across	across	ADP
bracis-33621	208	11	diverse	diverse	ADJ
bracis-33621	208	12	datasets	dataset	NOUN
bracis-33621	208	13	,	,	PUNCT
bracis-33621	208	14	automating	automate	VERB
bracis-33621	208	15	the	the	DET
bracis-33621	208	16	optimization	optimization	NOUN
bracis-33621	208	17	of	of	ADP
bracis-33621	208	18	network	network	NOUN
bracis-33621	208	19	hyperparameters	hyperparameter	NOUN
bracis-33621	208	20	,	,	PUNCT
bracis-33621	208	21	and	and	CCONJ
bracis-33621	208	22	further	far	ADV
bracis-33621	208	23	exploring	explore	VERB
bracis-33621	208	24	a	a	DET
bracis-33621	208	25	broader	broad	ADJ
bracis-33621	208	26	range	range	NOUN
bracis-33621	208	27	of	of	ADP
bracis-33621	208	28	cnns	cnn	NOUN
bracis-33621	208	29	and	and	CCONJ
bracis-33621	208	30	ensemble	ensemble	ADJ
bracis-33621	208	31	techniques	technique	NOUN
bracis-33621	208	32	.	.	PUNCT
bracis-33621	209	1	these	these	DET
bracis-33621	209	2	steps	step	NOUN
bracis-33621	209	3	aim	aim	VERB
bracis-33621	209	4	to	to	PART
bracis-33621	209	5	enhance	enhance	VERB
bracis-33621	209	6	diagnostic	diagnostic	ADJ
bracis-33621	209	7	accuracy	accuracy	NOUN
bracis-33621	209	8	and	and	CCONJ
bracis-33621	209	9	improve	improve	VERB
bracis-33621	209	10	the	the	DET
bracis-33621	209	11	robustness	robustness	NOUN
bracis-33621	209	12	of	of	ADP
bracis-33621	209	13	results	result	NOUN
bracis-33621	209	14	.	.	PUNCT
bracis-33621	210	1	references	reference	NOUN
bracis-33621	210	2	alagappan	alagappan	VERB
bracis-33621	210	3	,	,	PUNCT
bracis-33621	210	4	m.	m.	NOUN
bracis-33621	210	5	,	,	PUNCT
bracis-33621	210	6	brown	brown	ADJ
bracis-33621	210	7	,	,	PUNCT
bracis-33621	210	8	j.r.g	j.r.g	PROPN
bracis-33621	210	9	.	.	PROPN
bracis-33621	210	10	,	,	PUNCT
bracis-33621	210	11	mori	mori	PROPN
bracis-33621	210	12	,	,	PUNCT
bracis-33621	210	13	y.	y.	PROPN
bracis-33621	210	14	,	,	PUNCT
bracis-33621	210	15	berzin	berzin	PROPN
bracis-33621	210	16	,	,	PUNCT
bracis-33621	210	17	t.m	t.m	PROPN
bracis-33621	210	18	.	.	PROPN
bracis-33621	210	19	:	:	PUNCT
bracis-33621	210	20	artificial	artificial	ADJ
bracis-33621	210	21	intelligence	intelligence	NOUN
bracis-33621	210	22	in	in	ADP
bracis-33621	210	23	gastrointestinal	gastrointestinal	ADJ
bracis-33621	210	24	endoscopy	endoscopy	NOUN
bracis-33621	210	25	:	:	PUNCT
bracis-33621	210	26	the	the	DET
bracis-33621	210	27	future	future	NOUN
bracis-33621	210	28	is	be	AUX
bracis-33621	210	29	almost	almost	ADV
bracis-33621	210	30	here	here	ADV
bracis-33621	210	31	.	.	PUNCT
bracis-33621	211	1	national	national	ADJ
bracis-33621	211	2	library	library	NOUN
bracis-33621	211	3	of	of	ADP
bracis-33621	211	4	medicine	medicine	NOUN
bracis-33621	211	5	(	(	PUNCT
bracis-33621	211	6	2018	2018	NUM
bracis-33621	211	7	)	)	PUNCT
bracis-33621	211	8	google	google	PROPN
bracis-33621	211	9	scholar	scholar	NOUN
bracis-33621	211	10	  	  	SPACE
bracis-33621	211	11	araújo	araújo	NOUN
bracis-33621	211	12	,	,	PUNCT
bracis-33621	211	13	j.d.l	j.d.l	PROPN
bracis-33621	211	14	.	.	PROPN
bracis-33621	211	15	,	,	PUNCT
bracis-33621	211	16	et	et	PROPN
bracis-33621	211	17	al	al	PROPN
bracis-33621	211	18	.	.	PUNCT
bracis-33621	211	19	:	:	PUNCT
bracis-33621	212	1	liver	liver	NOUN
bracis-33621	212	2	segmentation	segmentation	NOUN
bracis-33621	212	3	from	from	ADP
bracis-33621	212	4	computed	computed	ADJ
bracis-33621	212	5	tomography	tomography	NOUN
bracis-33621	212	6	images	image	NOUN
bracis-33621	212	7	using	use	VERB
bracis-33621	212	8	cascade	cascade	NOUN
bracis-33621	212	9	deep	deep	ADJ
bracis-33621	212	10	learning	learning	NOUN
bracis-33621	212	11	.	.	PUNCT
bracis-33621	213	1	comput	comput	NOUN
bracis-33621	213	2	.	.	PUNCT
bracis-33621	214	1	biol	biol	PROPN
bracis-33621	214	2	.	.	PUNCT
bracis-33621	215	1	med	med	PROPN
bracis-33621	215	2	.	.	PROPN
bracis-33621	216	1	140	140	NUM
bracis-33621	216	2	,	,	PUNCT
bracis-33621	216	3	105095	105095	NUM
bracis-33621	216	4	(	(	PUNCT
bracis-33621	216	5	2022	2022	NUM
bracis-33621	216	6	)	)	PUNCT
bracis-33621	216	7	article	article	NOUN
bracis-33621	216	8	  	  	SPACE
bracis-33621	216	9	google	google	PROPN
bracis-33621	216	10	scholar	scholar	NOUN
bracis-33621	216	11	  	  	SPACE
bracis-33621	216	12	chiras	chira	NOUN
bracis-33621	216	13	,	,	PUNCT
bracis-33621	216	14	d.d	d.d	PROPN
bracis-33621	216	15	.	.	PROPN
bracis-33621	216	16	:	:	PUNCT
bracis-33621	217	1	human	human	ADJ
bracis-33621	217	2	body	body	NOUN
bracis-33621	217	3	systems	system	NOUN
bracis-33621	217	4	:	:	PUNCT
bracis-33621	217	5	structure	structure	NOUN
bracis-33621	217	6	,	,	PUNCT
bracis-33621	217	7	function	function	NOUN
bracis-33621	217	8	,	,	PUNCT
bracis-33621	217	9	and	and	CCONJ
bracis-33621	217	10	environment	environment	NOUN
bracis-33621	217	11	.	.	PUNCT
bracis-33621	218	1	jones	jones	PROPN
bracis-33621	218	2	&	&	CCONJ
bracis-33621	218	3	bartlett	bartlett	PROPN
bracis-33621	218	4	publishers	publisher	NOUN
bracis-33621	218	5	(	(	PUNCT
bracis-33621	218	6	2013	2013	NUM
bracis-33621	218	7	)	)	PUNCT
bracis-33621	218	8	google	google	PROPN
bracis-33621	218	9	scholar	scholar	NOUN
bracis-33621	218	10	  	  	SPACE
bracis-33621	218	11	da	da	PROPN
bracis-33621	218	12	cruz	cruz	PROPN
bracis-33621	218	13	,	,	PUNCT
bracis-33621	218	14	l.b	l.b	PROPN
bracis-33621	218	15	.	.	PROPN
bracis-33621	218	16	,	,	PUNCT
bracis-33621	218	17	et	et	PROPN
bracis-33621	218	18	al	al	PROPN
bracis-33621	218	19	.	.	PUNCT
bracis-33621	218	20	:	:	PUNCT
bracis-33621	219	1	kidney	kidney	NOUN
bracis-33621	219	2	segmentation	segmentation	NOUN
bracis-33621	219	3	from	from	ADP
bracis-33621	219	4	computed	computed	ADJ
bracis-33621	219	5	tomography	tomography	NOUN
bracis-33621	219	6	images	image	NOUN
bracis-33621	219	7	using	use	VERB
bracis-33621	219	8	deep	deep	ADJ
bracis-33621	219	9	neural	neural	ADJ
bracis-33621	219	10	network	network	NOUN
bracis-33621	219	11	.	.	PUNCT
bracis-33621	220	1	comput	comput	NOUN
bracis-33621	220	2	.	.	PUNCT
bracis-33621	221	1	biol	biol	PROPN
bracis-33621	221	2	.	.	PUNCT
bracis-33621	222	1	med	me	VERB
bracis-33621	222	2	.	.	PUNCT
bracis-33621	223	1	123	123	NUM
bracis-33621	223	2	,	,	PUNCT
bracis-33621	223	3	103906	103906	NUM
bracis-33621	223	4	(	(	PUNCT
bracis-33621	223	5	2020	2020	NUM
bracis-33621	223	6	)	)	PUNCT
bracis-33621	223	7	article	article	NOUN
bracis-33621	223	8	  	  	SPACE
bracis-33621	223	9	google	google	PROPN
bracis-33621	223	10	scholar	scholar	NOUN
bracis-33621	223	11	  	  	SPACE
bracis-33621	223	12	da	da	PROPN
bracis-33621	223	13	 	 	SPACE
bracis-33621	223	14	cruz	cruz	PROPN
bracis-33621	223	15	,	,	PUNCT
bracis-33621	223	16	l.b	l.b	PROPN
bracis-33621	223	17	.	.	PROPN
bracis-33621	223	18	,	,	PUNCT
bracis-33621	223	19	et	et	PROPN
bracis-33621	223	20	al	al	PROPN
bracis-33621	223	21	.	.	PUNCT
bracis-33621	223	22	:	:	PUNCT
bracis-33621	224	1	kidney	kidney	NOUN
bracis-33621	224	2	tumor	tumor	NOUN
bracis-33621	224	3	segmentation	segmentation	NOUN
bracis-33621	224	4	from	from	ADP
bracis-33621	224	5	computed	computed	ADJ
bracis-33621	224	6	tomography	tomography	NOUN
bracis-33621	224	7	images	image	NOUN
bracis-33621	224	8	using	use	VERB
bracis-33621	224	9	deeplabv3	deeplabv3	ADV
bracis-33621	224	10	+	+	CCONJ
bracis-33621	224	11	2.5d	2.5d	PROPN
bracis-33621	224	12	model	model	NOUN
bracis-33621	224	13	.	.	PUNCT
bracis-33621	225	1	expert	expert	NOUN
bracis-33621	225	2	syst	syst	PROPN
bracis-33621	225	3	.	.	PUNCT
bracis-33621	226	1	appl	appl	PROPN
bracis-33621	226	2	.	.	PROPN
bracis-33621	227	1	192	192	NUM
bracis-33621	227	2	,	,	PUNCT
bracis-33621	227	3	116270	116270	NUM
bracis-33621	227	4	(	(	PUNCT
bracis-33621	227	5	2022	2022	NUM
bracis-33621	227	6	)	)	PUNCT
bracis-33621	227	7	google	google	PROPN
bracis-33621	227	8	scholar	scholar	NOUN
bracis-33621	227	9	  	  	SPACE
bracis-33621	227	10	da	da	PROPN
bracis-33621	227	11	cruz	cruz	PROPN
bracis-33621	227	12	,	,	PUNCT
bracis-33621	227	13	l.b	l.b	PROPN
bracis-33621	227	14	.	.	PROPN
bracis-33621	227	15	,	,	PUNCT
bracis-33621	227	16	et	et	PROPN
bracis-33621	227	17	al	al	PROPN
bracis-33621	227	18	.	.	PUNCT
bracis-33621	227	19	:	:	PUNCT
bracis-33621	228	1	interferometer	interferometer	NOUN
bracis-33621	228	2	eye	eye	NOUN
bracis-33621	228	3	image	image	NOUN
bracis-33621	228	4	classification	classification	NOUN
bracis-33621	228	5	for	for	ADP
bracis-33621	228	6	dry	dry	ADJ
bracis-33621	228	7	eye	eye	NOUN
bracis-33621	228	8	categorization	categorization	NOUN
bracis-33621	228	9	using	use	VERB
bracis-33621	228	10	phylogenetic	phylogenetic	ADJ
bracis-33621	228	11	diversity	diversity	NOUN
bracis-33621	228	12	indexes	index	NOUN
bracis-33621	228	13	for	for	ADP
bracis-33621	228	14	texture	texture	ADJ
bracis-33621	228	15	analysis	analysis	NOUN
bracis-33621	228	16	.	.	PUNCT
bracis-33621	229	1	comput	comput	NOUN
bracis-33621	229	2	.	.	PUNCT
bracis-33621	230	1	methods	method	NOUN
bracis-33621	230	2	programs	program	NOUN
bracis-33621	230	3	biomed	biome	VERB
bracis-33621	230	4	.	.	PUNCT
bracis-33621	231	1	188	188	NUM
bracis-33621	231	2	,	,	PUNCT
bracis-33621	231	3	105269	105269	NUM
bracis-33621	231	4	(	(	PUNCT
bracis-33621	231	5	2020	2020	NUM
bracis-33621	231	6	)	)	PUNCT
bracis-33621	231	7	article	article	NOUN
bracis-33621	231	8	  	  	SPACE
bracis-33621	231	9	math	math	NOUN
bracis-33621	231	10	  	  	SPACE
bracis-33621	231	11	google	google	PROPN
bracis-33621	231	12	scholar	scholar	NOUN
bracis-33621	231	13	  	  	SPACE
bracis-33621	231	14	diniz	diniz	PROPN
bracis-33621	231	15	,	,	PUNCT
bracis-33621	231	16	j.o	j.o	PROPN
bracis-33621	231	17	.	.	PROPN
bracis-33621	231	18	,	,	PUNCT
bracis-33621	231	19	dias	dias	PROPN
bracis-33621	231	20	 	 	SPACE
bracis-33621	231	21	jr	jr	PROPN
bracis-33621	231	22	,	,	PUNCT
bracis-33621	231	23	d.a	d.a	PROPN
bracis-33621	231	24	.	.	PROPN
bracis-33621	231	25	,	,	PUNCT
bracis-33621	231	26	da	da	PROPN
bracis-33621	231	27	 	 	SPACE
bracis-33621	231	28	cruz	cruz	PROPN
bracis-33621	231	29	,	,	PUNCT
bracis-33621	231	30	l.b	l.b	PROPN
bracis-33621	231	31	.	.	PROPN
bracis-33621	231	32	,	,	PUNCT
bracis-33621	231	33	gomes	gomes	PROPN
bracis-33621	231	34	 	 	SPACE
bracis-33621	231	35	jr	jr	PROPN
bracis-33621	231	36	,	,	PUNCT
bracis-33621	231	37	d.l	d.l	PROPN
bracis-33621	231	38	.	.	PROPN
bracis-33621	231	39	,	,	PUNCT
bracis-33621	231	40	cortês	cortês	PROPN
bracis-33621	231	41	,	,	PUNCT
bracis-33621	231	42	o.a	o.a	PROPN
bracis-33621	231	43	.	.	PROPN
bracis-33621	231	44	,	,	PUNCT
bracis-33621	231	45	de	de	NOUN
bracis-33621	231	46	 	 	SPACE
bracis-33621	231	47	carvalho	carvalho	NOUN
bracis-33621	231	48	 	 	SPACE
bracis-33621	231	49	filho	filho	NOUN
bracis-33621	231	50	,	,	PUNCT
bracis-33621	231	51	a.o	a.o	PROPN
bracis-33621	231	52	.	.	PUNCT
bracis-33621	231	53	:	:	PUNCT
bracis-33621	232	1	efficientensemble	efficientensemble	ADJ
bracis-33621	232	2	:	:	PUNCT
bracis-33621	232	3	diagnóstico	diagnóstico	PROPN
bracis-33621	232	4	de	de	PROPN
bracis-33621	232	5	câncer	câncer	PROPN
bracis-33621	232	6	de	de	PROPN
bracis-33621	232	7	mama	mama	PROPN
bracis-33621	232	8	em	em	PRON
bracis-33621	232	9	imagens	imagen	VERB
bracis-33621	232	10	de	de	PROPN
bracis-33621	232	11	ultrassom	ultrassom	PROPN
bracis-33621	232	12	utilizando	utilizando	NOUN
bracis-33621	232	13	processamento	processamento	PROPN
bracis-33621	232	14	de	de	PROPN
bracis-33621	232	15	imagens	imagens	PROPN
bracis-33621	232	16	e	e	PROPN
bracis-33621	232	17	ensemble	ensemble	ADJ
bracis-33621	232	18	de	de	PROPN
bracis-33621	232	19	efficientnets	efficientnet	NOUN
bracis-33621	232	20	.	.	PUNCT
bracis-33621	233	1	in	in	ADP
bracis-33621	233	2	:	:	PUNCT
bracis-33621	233	3	simpósio	simpósio	NOUN
bracis-33621	233	4	brasileiro	brasileiro	PROPN
bracis-33621	233	5	de	de	X
bracis-33621	233	6	computação	computação	X
bracis-33621	233	7	aplicada	aplicada	X
bracis-33621	233	8	à	à	X
bracis-33621	233	9	saúde	saúde	PROPN
bracis-33621	233	10	(	(	PUNCT
bracis-33621	233	11	sbcas	sbcas	ADJ
bracis-33621	233	12	)	)	PUNCT
bracis-33621	233	13	,	,	PUNCT
bracis-33621	233	14	pp	pp	ADJ
bracis-33621	233	15	.	.	PUNCT
bracis-33621	234	1	202–213	202–213	NUM
bracis-33621	234	2	.	.	PUNCT
bracis-33621	235	1	sbc	sbc	NOUN
bracis-33621	235	2	(	(	PUNCT
bracis-33621	235	3	2024	2024	NUM
bracis-33621	235	4	)	)	PUNCT
bracis-33621	235	5	google	google	PROPN
bracis-33621	235	6	scholar	scholar	NOUN
bracis-33621	235	7	  	  	SPACE
bracis-33621	235	8	diniz	diniz	PROPN
bracis-33621	235	9	,	,	PUNCT
bracis-33621	235	10	j.o.b	j.o.b	PROPN
bracis-33621	235	11	.	.	PUNCT
bracis-33621	235	12	,	,	PUNCT
bracis-33621	235	13	et	et	PROPN
bracis-33621	235	14	al	al	PROPN
bracis-33621	235	15	.	.	PUNCT
bracis-33621	235	16	:	:	PUNCT
bracis-33621	236	1	heart	heart	NOUN
bracis-33621	236	2	segmentation	segmentation	NOUN
bracis-33621	236	3	in	in	ADP
bracis-33621	236	4	planning	plan	VERB
bracis-33621	236	5	ct	ct	NUM
bracis-33621	236	6	using	use	VERB
bracis-33621	236	7	2.5d	2.5d	PROPN
bracis-33621	236	8	u	u	PROPN
bracis-33621	236	9	-	-	NOUN
bracis-33621	236	10	net++	net++	PROPN
bracis-33621	236	11	with	with	ADP
bracis-33621	236	12	attention	attention	NOUN
bracis-33621	236	13	gate	gate	NOUN
bracis-33621	236	14	.	.	PUNCT
bracis-33621	237	1	comput	comput	NOUN
bracis-33621	237	2	.	.	PUNCT
bracis-33621	238	1	methods	method	NOUN
bracis-33621	238	2	biomech	biomech	PROPN
bracis-33621	238	3	.	.	PUNCT
bracis-33621	238	4	biomed	biome	VERB
bracis-33621	238	5	.	.	PUNCT
bracis-33621	239	1	eng	eng	PROPN
bracis-33621	239	2	.	.	PUNCT
bracis-33621	240	1	imag	imag	PROPN
bracis-33621	240	2	.	.	PUNCT
bracis-33621	241	1	vis	vis	X
bracis-33621	241	2	.	.	PROPN
bracis-33621	241	3	11(3	11(3	NUM
bracis-33621	241	4	)	)	PUNCT
bracis-33621	241	5	,	,	PUNCT
bracis-33621	241	6	317–325	317–325	NUM
bracis-33621	241	7	(	(	PUNCT
bracis-33621	241	8	2023	2023	NUM
bracis-33621	241	9	)	)	PUNCT
bracis-33621	241	10	google	google	NOUN
bracis-33621	241	11	scholar	scholar	NOUN
bracis-33621	241	12	  	  	SPACE
bracis-33621	241	13	duda	duda	NOUN
bracis-33621	241	14	,	,	PUNCT
bracis-33621	241	15	r.	r.	PROPN
bracis-33621	241	16	:	:	PUNCT
bracis-33621	241	17	pattern	pattern	NOUN
bracis-33621	241	18	classification	classification	NOUN
bracis-33621	241	19	and	and	CCONJ
bracis-33621	241	20	scene	scene	NOUN
bracis-33621	241	21	analysis	analysis	NOUN
bracis-33621	241	22	.	.	PUNCT
bracis-33621	242	1	tronto	tronto	PROPN
bracis-33621	242	2	a	a	DET
bracis-33621	242	3	wiley	wiley	PROPN
bracis-33621	242	4	-	-	PUNCT
bracis-33621	242	5	interscience	interscience	NOUN
bracis-33621	242	6	publication	publication	NOUN
bracis-33621	242	7	,	,	PUNCT
bracis-33621	242	8	new	new	ADJ
bracis-33621	242	9	-	-	PUNCT
bracis-33621	242	10	york	york	PROPN
bracis-33621	242	11	,	,	PUNCT
bracis-33621	242	12	london	london	PROPN
bracis-33621	242	13	,	,	PUNCT
bracis-33621	242	14	sydney	sydney	PROPN
bracis-33621	242	15	(	(	PUNCT
bracis-33621	242	16	1973	1973	NUM
bracis-33621	242	17	)	)	PUNCT
bracis-33621	242	18	math	math	NOUN
bracis-33621	242	19	  	  	SPACE
bracis-33621	242	20	google	google	PROPN
bracis-33621	242	21	scholar	scholar	NOUN
bracis-33621	242	22	  	  	SPACE
bracis-33621	242	23	escobar	escobar	PROPN
bracis-33621	242	24	,	,	PUNCT
bracis-33621	242	25	j.	j.	PROPN
bracis-33621	242	26	,	,	PUNCT
bracis-33621	242	27	sanchez	sanchez	PROPN
bracis-33621	242	28	,	,	PUNCT
bracis-33621	242	29	k.	k.	PROPN
bracis-33621	242	30	,	,	PUNCT
bracis-33621	242	31	hinojosa	hinojosa	PROPN
bracis-33621	242	32	,	,	PUNCT
bracis-33621	242	33	c.	c.	PROPN
bracis-33621	242	34	,	,	PUNCT
bracis-33621	242	35	arguello	arguello	PROPN
bracis-33621	242	36	,	,	PUNCT
bracis-33621	242	37	h.	h.	PROPN
bracis-33621	242	38	,	,	PUNCT
bracis-33621	242	39	castillo	castillo	PROPN
bracis-33621	242	40	,	,	PUNCT
bracis-33621	242	41	s.	s.	PROPN
bracis-33621	242	42	:	:	PUNCT
bracis-33621	242	43	accurate	accurate	ADJ
bracis-33621	242	44	deep	deep	ADJ
bracis-33621	242	45	learning	learning	NOUN
bracis-33621	242	46	-	-	PUNCT
bracis-33621	242	47	based	base	VERB
bracis-33621	242	48	gastrointestinal	gastrointestinal	ADJ
bracis-33621	242	49	disease	disease	NOUN
bracis-33621	242	50	classification	classification	NOUN
bracis-33621	242	51	via	via	ADP
bracis-33621	242	52	transfer	transfer	NOUN
bracis-33621	242	53	learning	learning	NOUN
bracis-33621	242	54	strategy	strategy	NOUN
bracis-33621	242	55	.	.	PUNCT
bracis-33621	243	1	department	department	NOUN
bracis-33621	243	2	of	of	ADP
bracis-33621	243	3	electrical	electrical	ADJ
bracis-33621	243	4	engineering	engineering	NOUN
bracis-33621	243	5	(	(	PUNCT
bracis-33621	243	6	ieee	ieee	NOUN
bracis-33621	243	7	)	)	PUNCT
bracis-33621	243	8	(	(	PUNCT
bracis-33621	243	9	2021	2021	NUM
bracis-33621	243	10	)	)	PUNCT
bracis-33621	243	11	google	google	NOUN
bracis-33621	243	12	scholar	scholar	NOUN
bracis-33621	243	13	  	  	SPACE
bracis-33621	243	14	he	he	PRON
bracis-33621	243	15	,	,	PUNCT
bracis-33621	243	16	k.	k.	PROPN
bracis-33621	243	17	,	,	PUNCT
bracis-33621	243	18	zhang	zhang	PROPN
bracis-33621	243	19	,	,	PUNCT
bracis-33621	243	20	x.	x.	PROPN
bracis-33621	243	21	,	,	PUNCT
bracis-33621	243	22	ren	ren	PROPN
bracis-33621	243	23	,	,	PUNCT
bracis-33621	243	24	s.	s.	PROPN
bracis-33621	243	25	,	,	PUNCT
bracis-33621	243	26	sun	sun	PROPN
bracis-33621	243	27	,	,	PUNCT
bracis-33621	243	28	j.	j.	PROPN
bracis-33621	243	29	:	:	PUNCT
bracis-33621	243	30	deep	deep	ADJ
bracis-33621	243	31	residual	residual	ADJ
bracis-33621	243	32	learning	learning	NOUN
bracis-33621	243	33	for	for	ADP
bracis-33621	243	34	image	image	NOUN
bracis-33621	243	35	recognition	recognition	NOUN
bracis-33621	243	36	.	.	PUNCT
bracis-33621	244	1	arxiv	arxiv	PROPN
bracis-33621	244	2	(	(	PUNCT
bracis-33621	244	3	2015	2015	NUM
bracis-33621	244	4	)	)	PUNCT
bracis-33621	244	5	google	google	NOUN
bracis-33621	244	6	scholar	scholar	NOUN
bracis-33621	244	7	  	  	SPACE
bracis-33621	244	8	hollstensson	hollstensson	NOUN
bracis-33621	244	9	,	,	PUNCT
bracis-33621	244	10	m.	m.	NOUN
bracis-33621	244	11	:	:	PUNCT
bracis-33621	244	12	detecting	detect	VERB
bracis-33621	244	13	gastrointestinal	gastrointestinal	ADJ
bracis-33621	244	14	abnormalities	abnormality	NOUN
bracis-33621	244	15	with	with	ADP
bracis-33621	244	16	binary	binary	ADJ
bracis-33621	244	17	classification	classification	NOUN
bracis-33621	244	18	of	of	ADP
bracis-33621	244	19	the	the	DET
bracis-33621	244	20	kvasir	kvasir	NOUN
bracis-33621	244	21	-	-	PUNCT
bracis-33621	244	22	capsule	capsule	NOUN
bracis-33621	244	23	dataset	dataset	NOUN
bracis-33621	244	24	.	.	PUNCT
bracis-33621	245	1	bachelor	bachelor	NOUN
bracis-33621	245	2	degree	degree	NOUN
bracis-33621	245	3	project	project	NOUN
bracis-33621	245	4	(	(	PUNCT
bracis-33621	245	5	2022	2022	NUM
bracis-33621	245	6	)	)	PUNCT
bracis-33621	245	7	google	google	PROPN
bracis-33621	245	8	scholar	scholar	NOUN
bracis-33621	245	9	  	  	SPACE
bracis-33621	245	10	huang	huang	PROPN
bracis-33621	245	11	,	,	PUNCT
bracis-33621	245	12	g.	g.	PROPN
bracis-33621	245	13	,	,	PUNCT
bracis-33621	245	14	liu	liu	PROPN
bracis-33621	245	15	,	,	PUNCT
bracis-33621	245	16	z.	z.	PROPN
bracis-33621	245	17	,	,	PUNCT
bracis-33621	245	18	van	van	PROPN
bracis-33621	245	19	 	 	SPACE
bracis-33621	245	20	der	der	NOUN
bracis-33621	245	21	maaten	maaten	VERB
bracis-33621	245	22	,	,	PUNCT
bracis-33621	245	23	l.	l.	PROPN
bracis-33621	245	24	,	,	PUNCT
bracis-33621	245	25	weinberger	weinberger	PROPN
bracis-33621	245	26	,	,	PUNCT
bracis-33621	245	27	k.q	k.q	PROPN
bracis-33621	245	28	.	.	PROPN
bracis-33621	245	29	:	:	PUNCT
bracis-33621	245	30	densely	densely	ADV
bracis-33621	245	31	connected	connect	VERB
bracis-33621	245	32	convolutional	convolutional	ADJ
bracis-33621	245	33	networks	network	NOUN
bracis-33621	245	34	.	.	PUNCT
bracis-33621	246	1	arxiv	arxiv	NOUN
bracis-33621	246	2	(	(	PUNCT
bracis-33621	246	3	2016	2016	NUM
bracis-33621	246	4	)	)	PUNCT
bracis-33621	246	5	google	google	PROPN
bracis-33621	246	6	scholar	scholar	NOUN
bracis-33621	246	7	  	  	SPACE
bracis-33621	246	8	ilic	ilic	NOUN
bracis-33621	246	9	,	,	PUNCT
bracis-33621	246	10	m.	m.	NOUN
bracis-33621	246	11	,	,	PUNCT
bracis-33621	246	12	ilic	ilic	NOUN
bracis-33621	246	13	,	,	PUNCT
bracis-33621	246	14	i.	i.	NOUN
bracis-33621	246	15	:	:	PUNCT
bracis-33621	246	16	epidemiology	epidemiology	NOUN
bracis-33621	246	17	of	of	ADP
bracis-33621	246	18	stomach	stomach	NOUN
bracis-33621	246	19	cancer	cancer	NOUN
bracis-33621	246	20	.	.	PUNCT
bracis-33621	247	1	world	world	PROPN
bracis-33621	247	2	j.	j.	PROPN
bracis-33621	247	3	gastroenterol	gastroenterol	PROPN
bracis-33621	247	4	.	.	PUNCT
bracis-33621	248	1	28(12	28(12	NUM
bracis-33621	248	2	)	)	PUNCT
bracis-33621	248	3	,	,	PUNCT
bracis-33621	248	4	1187	1187	NUM
bracis-33621	248	5	(	(	PUNCT
bracis-33621	248	6	2022	2022	NUM
bracis-33621	248	7	)	)	PUNCT
bracis-33621	248	8	article	article	NOUN
bracis-33621	248	9	  	  	SPACE
bracis-33621	248	10	math	math	NOUN
bracis-33621	248	11	  	  	SPACE
bracis-33621	248	12	google	google	PROPN
bracis-33621	248	13	scholar	scholar	NOUN
bracis-33621	248	14	  	  	SPACE
bracis-33621	248	15	júnior	júnior	NOUN
bracis-33621	248	16	,	,	PUNCT
bracis-33621	248	17	d.a.d	d.a.d	NOUN
bracis-33621	248	18	.	.	PROPN
bracis-33621	248	19	,	,	PUNCT
bracis-33621	248	20	et	et	PROPN
bracis-33621	248	21	al	al	PROPN
bracis-33621	248	22	.	.	PUNCT
bracis-33621	248	23	:	:	PUNCT
bracis-33621	249	1	automatic	automatic	ADJ
bracis-33621	249	2	method	method	NOUN
bracis-33621	249	3	for	for	ADP
bracis-33621	249	4	classifying	classify	VERB
bracis-33621	249	5	covid-19	covid-19	PROPN
bracis-33621	249	6	patients	patient	NOUN
bracis-33621	249	7	based	base	VERB
bracis-33621	249	8	on	on	ADP
bracis-33621	249	9	chest	chest	NOUN
bracis-33621	249	10	x	x	NOUN
bracis-33621	249	11	-	-	NOUN
bracis-33621	249	12	ray	ray	NOUN
bracis-33621	249	13	images	image	NOUN
bracis-33621	249	14	,	,	PUNCT
bracis-33621	249	15	using	use	VERB
bracis-33621	249	16	deep	deep	ADJ
bracis-33621	249	17	features	feature	NOUN
bracis-33621	249	18	and	and	CCONJ
bracis-33621	249	19	pso	pso	NOUN
bracis-33621	249	20	-	-	PUNCT
bracis-33621	249	21	optimized	optimize	VERB
bracis-33621	249	22	xgboost	xgboost	NOUN
bracis-33621	249	23	.	.	PUNCT
bracis-33621	250	1	expert	expert	NOUN
bracis-33621	250	2	syst	syst	PROPN
bracis-33621	250	3	.	.	PUNCT
bracis-33621	251	1	appl	appl	PROPN
bracis-33621	251	2	.	.	PROPN
bracis-33621	252	1	183	183	NUM
bracis-33621	252	2	,	,	PUNCT
bracis-33621	252	3	115452	115452	NUM
bracis-33621	252	4	(	(	PUNCT
bracis-33621	252	5	2021	2021	NUM
bracis-33621	252	6	)	)	PUNCT
bracis-33621	252	7	article	article	NOUN
bracis-33621	252	8	  	  	SPACE
bracis-33621	252	9	math	math	NOUN
bracis-33621	252	10	  	  	SPACE
bracis-33621	252	11	google	google	PROPN
bracis-33621	252	12	scholar	scholar	NOUN
bracis-33621	252	13	  	  	SPACE
bracis-33621	252	14	koh	koh	PROPN
bracis-33621	252	15	,	,	PUNCT
bracis-33621	252	16	p.	p.	PROPN
bracis-33621	252	17	,	,	PUNCT
bracis-33621	252	18	cole	cole	PROPN
bracis-33621	252	19	,	,	PUNCT
bracis-33621	252	20	n.	n.	PROPN
bracis-33621	252	21	,	,	PUNCT
bracis-33621	252	22	evans	evans	PROPN
bracis-33621	252	23	,	,	PUNCT
bracis-33621	252	24	h.m	h.m	PROPN
bracis-33621	252	25	.	.	PROPN
bracis-33621	252	26	,	,	PUNCT
bracis-33621	252	27	mcfarlane	mcfarlane	PROPN
bracis-33621	252	28	,	,	PUNCT
bracis-33621	252	29	j.	j.	PROPN
bracis-33621	252	30	,	,	PUNCT
bracis-33621	252	31	roberts	roberts	PROPN
bracis-33621	252	32	,	,	PUNCT
bracis-33621	252	33	a.j	a.j	PROPN
bracis-33621	252	34	.	.	PROPN
bracis-33621	252	35	:	:	PUNCT
bracis-33621	253	1	diagnostic	diagnostic	ADJ
bracis-33621	253	2	utility	utility	NOUN
bracis-33621	253	3	of	of	ADP
bracis-33621	253	4	upper	upper	ADJ
bracis-33621	253	5	and	and	CCONJ
bracis-33621	253	6	lower	low	ADJ
bracis-33621	253	7	gastrointestinal	gastrointestinal	ADJ
bracis-33621	253	8	endoscopy	endoscopy	NOUN
bracis-33621	253	9	for	for	ADP
bracis-33621	253	10	the	the	DET
bracis-33621	253	11	diagnosis	diagnosis	NOUN
bracis-33621	253	12	of	of	ADP
bracis-33621	253	13	acute	acute	ADJ
bracis-33621	253	14	graft	graft	NOUN
bracis-33621	253	15	-	-	PUNCT
bracis-33621	253	16	versus	versus	ADP
bracis-33621	253	17	-	-	PUNCT
bracis-33621	253	18	host	host	NOUN
bracis-33621	253	19	disease	disease	NOUN
bracis-33621	253	20	in	in	ADP
bracis-33621	253	21	children	child	NOUN
bracis-33621	253	22	following	follow	VERB
bracis-33621	253	23	stem	stem	NOUN
bracis-33621	253	24	cell	cell	NOUN
bracis-33621	253	25	transplantation	transplantation	NOUN
bracis-33621	253	26	:	:	PUNCT
bracis-33621	253	27	a	a	DET
bracis-33621	253	28	12	12	NUM
bracis-33621	253	29	-	-	PUNCT
bracis-33621	253	30	year	year	NOUN
bracis-33621	253	31	experience	experience	NOUN
bracis-33621	253	32	.	.	PUNCT
bracis-33621	254	1	pediatr	pediatr	ADJ
bracis-33621	254	2	.	.	PUNCT
bracis-33621	254	3	transplant	transplant	NOUN
bracis-33621	254	4	.	.	PUNCT
bracis-33621	255	1	25(7	25(7	NUM
bracis-33621	255	2	)	)	PUNCT
bracis-33621	255	3	,	,	PUNCT
bracis-33621	255	4	e14046	e14046	ADV
bracis-33621	255	5	(	(	PUNCT
bracis-33621	255	6	2021	2021	NUM
bracis-33621	255	7	)	)	PUNCT
bracis-33621	255	8	article	article	NOUN
bracis-33621	255	9	  	  	SPACE
bracis-33621	255	10	google	google	PROPN
bracis-33621	255	11	scholar	scholar	NOUN
bracis-33621	255	12	  	  	SPACE
bracis-33621	255	13	naz1	naz1	PROPN
bracis-33621	255	14	,	,	PUNCT
bracis-33621	255	15	j.	j.	PROPN
bracis-33621	255	16	,	,	PUNCT
bracis-33621	255	17	khan1	khan1	PROPN
bracis-33621	255	18	,	,	PUNCT
bracis-33621	255	19	m.a	m.a	PROPN
bracis-33621	255	20	.	.	PROPN
bracis-33621	255	21	,	,	PUNCT
bracis-33621	255	22	alhaisoni	alhaisoni	PROPN
bracis-33621	255	23	,	,	PUNCT
bracis-33621	255	24	m.	m.	NOUN
bracis-33621	255	25	,	,	PUNCT
bracis-33621	255	26	song	song	NOUN
bracis-33621	255	27	,	,	PUNCT
bracis-33621	255	28	o.y	o.y	PROPN
bracis-33621	255	29	.	.	PROPN
bracis-33621	255	30	,	,	PUNCT
bracis-33621	255	31	tariq	tariq	PROPN
bracis-33621	255	32	,	,	PUNCT
bracis-33621	255	33	u.	u.	PROPN
bracis-33621	255	34	,	,	PUNCT
bracis-33621	255	35	kadry	kadry	PROPN
bracis-33621	255	36	,	,	PUNCT
bracis-33621	255	37	s.	s.	PROPN
bracis-33621	255	38	:	:	PUNCT
bracis-33621	255	39	segmentation	segmentation	NOUN
bracis-33621	255	40	and	and	CCONJ
bracis-33621	255	41	classification	classification	NOUN
bracis-33621	255	42	of	of	ADP
bracis-33621	255	43	stomach	stomach	NOUN
bracis-33621	255	44	abnormalities	abnormality	NOUN
bracis-33621	255	45	using	use	VERB
bracis-33621	255	46	deep	deep	ADJ
bracis-33621	255	47	learning	learning	NOUN
bracis-33621	255	48	.	.	PUNCT
bracis-33621	256	1	tech	tech	NOUN
bracis-33621	256	2	science	science	NOUN
bracis-33621	256	3	press	press	NOUN
bracis-33621	256	4	(	(	PUNCT
bracis-33621	256	5	2021	2021	NUM
bracis-33621	256	6	)	)	PUNCT
bracis-33621	256	7	google	google	NOUN
bracis-33621	256	8	scholar	scholar	NOUN
bracis-33621	256	9	  	  	SPACE
bracis-33621	256	10	noffsinger	noffsinger	NOUN
bracis-33621	256	11	,	,	PUNCT
bracis-33621	256	12	a.e	a.e	PROPN
bracis-33621	256	13	.	.	PROPN
bracis-33621	256	14	:	:	PUNCT
bracis-33621	256	15	serrated	serrate	VERB
bracis-33621	256	16	polyps	polyp	NOUN
bracis-33621	256	17	and	and	CCONJ
bracis-33621	256	18	colorectal	colorectal	ADJ
bracis-33621	256	19	cancer	cancer	NOUN
bracis-33621	256	20	:	:	PUNCT
bracis-33621	256	21	new	new	ADJ
bracis-33621	256	22	pathway	pathway	NOUN
bracis-33621	256	23	to	to	ADP
bracis-33621	256	24	malignancy	malignancy	NOUN
bracis-33621	256	25	,	,	PUNCT
bracis-33621	256	26	mechanisms	mechanism	NOUN
bracis-33621	256	27	of	of	ADP
bracis-33621	256	28	disease	disease	NOUN
bracis-33621	256	29	.	.	PUNCT
bracis-33621	257	1	ann	ann	PROPN
bracis-33621	257	2	.	.	PUNCT
bracis-33621	257	3	rev	rev	PROPN
bracis-33621	257	4	.	.	PROPN
bracis-33621	257	5	pathol	pathol	PROPN
bracis-33621	257	6	.	.	PUNCT
bracis-33621	258	1	(	(	PUNCT
bracis-33621	258	2	2008	2008	NUM
bracis-33621	258	3	)	)	PUNCT
bracis-33621	258	4	google	google	PROPN
bracis-33621	258	5	scholar	scholar	NOUN
bracis-33621	258	6	  	  	SPACE
bracis-33621	258	7	pogorelov	pogorelov	NOUN
bracis-33621	258	8	,	,	PUNCT
bracis-33621	258	9	k.	k.	PROPN
bracis-33621	258	10	,	,	PUNCT
bracis-33621	258	11	et	et	PROPN
bracis-33621	258	12	al	al	PROPN
bracis-33621	258	13	.	.	PUNCT
bracis-33621	258	14	:	:	PUNCT
bracis-33621	259	1	kvasir	kvasir	NOUN
bracis-33621	259	2	:	:	PUNCT
bracis-33621	259	3	a	a	DET
bracis-33621	259	4	multi	multi	ADJ
bracis-33621	259	5	-	-	ADJ
bracis-33621	259	6	class	class	ADJ
bracis-33621	259	7	image	image	NOUN
bracis-33621	259	8	dataset	dataset	VERB
bracis-33621	259	9	for	for	ADP
bracis-33621	259	10	computer	computer	NOUN
bracis-33621	259	11	aided	aid	VERB
bracis-33621	259	12	gastrointestinal	gastrointestinal	ADJ
bracis-33621	259	13	disease	disease	NOUN
bracis-33621	259	14	detection	detection	NOUN
bracis-33621	259	15	(	(	PUNCT
bracis-33621	259	16	2017	2017	NUM
bracis-33621	259	17	)	)	PUNCT
bracis-33621	259	18	.	.	PUNCT
bracis-33621	260	1	https://doi.org/10.1145/3083187.3083212	https://doi.org/10.1145/3083187.3083212	PROPN
bracis-33621	260	2	rogler	rogler	PROPN
bracis-33621	260	3	,	,	PUNCT
bracis-33621	260	4	g.	g.	NOUN
bracis-33621	260	5	:	:	PUNCT
bracis-33621	260	6	chronic	chronic	ADJ
bracis-33621	260	7	ulcerative	ulcerative	ADJ
bracis-33621	260	8	colitis	colitis	NOUN
bracis-33621	260	9	and	and	CCONJ
bracis-33621	260	10	colorectal	colorectal	ADJ
bracis-33621	260	11	cancer	cancer	NOUN
bracis-33621	260	12	.	.	PUNCT
bracis-33621	261	1	cancer	cancer	NOUN
bracis-33621	261	2	letters	letter	NOUN
bracis-33621	261	3	(	(	PUNCT
bracis-33621	261	4	2014	2014	NUM
bracis-33621	261	5	)	)	PUNCT
bracis-33621	261	6	google	google	PROPN
bracis-33621	261	7	scholar	scholar	NOUN
bracis-33621	261	8	  	  	SPACE
bracis-33621	261	9	sandler	sandler	NOUN
bracis-33621	261	10	,	,	PUNCT
bracis-33621	261	11	m.	m.	NOUN
bracis-33621	261	12	,	,	PUNCT
bracis-33621	261	13	howard	howard	PROPN
bracis-33621	261	14	,	,	PUNCT
bracis-33621	261	15	a.	a.	PROPN
bracis-33621	261	16	,	,	PUNCT
bracis-33621	261	17	zhu	zhu	PROPN
bracis-33621	261	18	,	,	PUNCT
bracis-33621	261	19	m.	m.	NOUN
bracis-33621	261	20	,	,	PUNCT
bracis-33621	261	21	zhmoginov	zhmoginov	PROPN
bracis-33621	261	22	,	,	PUNCT
bracis-33621	261	23	a.	a.	PROPN
bracis-33621	261	24	,	,	PUNCT
bracis-33621	261	25	chen	chen	PROPN
bracis-33621	261	26	,	,	PUNCT
bracis-33621	261	27	l.c	l.c	PROPN
bracis-33621	261	28	.	.	PROPN
bracis-33621	261	29	:	:	PUNCT
bracis-33621	262	1	mobilenetv2	mobilenetv2	NOUN
bracis-33621	262	2	:	:	PUNCT
bracis-33621	262	3	inverted	inverted	ADJ
bracis-33621	262	4	residuals	residual	NOUN
bracis-33621	262	5	and	and	CCONJ
bracis-33621	262	6	linear	linear	ADJ
bracis-33621	262	7	bottlenecks	bottleneck	NOUN
bracis-33621	262	8	.	.	PUNCT
bracis-33621	263	1	arxiv	arxiv	NOUN
bracis-33621	263	2	(	(	PUNCT
bracis-33621	263	3	2018	2018	NUM
bracis-33621	263	4	)	)	PUNCT
bracis-33621	263	5	google	google	PROPN
bracis-33621	263	6	scholar	scholar	NOUN
bracis-33621	263	7	  	  	SPACE
bracis-33621	263	8	sharma	sharma	NOUN
bracis-33621	263	9	,	,	PUNCT
bracis-33621	263	10	p.	p.	PROPN
bracis-33621	263	11	,	,	PUNCT
bracis-33621	263	12	das	das	PROPN
bracis-33621	263	13	,	,	PUNCT
bracis-33621	263	14	d.	d.	PROPN
bracis-33621	263	15	,	,	PUNCT
bracis-33621	263	16	gautam	gautam	PROPN
bracis-33621	263	17	,	,	PUNCT
bracis-33621	263	18	a.	a.	PROPN
bracis-33621	263	19	,	,	PUNCT
bracis-33621	263	20	balabantaray	balabantaray	PROPN
bracis-33621	263	21	,	,	PUNCT
bracis-33621	263	22	b.k	b.k	PROPN
bracis-33621	263	23	.	.	PUNCT
bracis-33621	263	24	:	:	PUNCT
bracis-33621	264	1	lpnet	lpnet	NOUN
bracis-33621	264	2	:	:	PUNCT
bracis-33621	264	3	a	a	DET
bracis-33621	264	4	lightweight	lightweight	ADJ
bracis-33621	264	5	cnn	cnn	PROPN
bracis-33621	264	6	with	with	ADP
bracis-33621	264	7	discrete	discrete	ADJ
bracis-33621	264	8	wavelet	wavelet	NOUN
bracis-33621	264	9	pooling	pool	VERB
bracis-33621	264	10	strategies	strategy	NOUN
bracis-33621	264	11	for	for	ADP
bracis-33621	264	12	colon	colon	NOUN
bracis-33621	264	13	polyps	polyp	NOUN
bracis-33621	264	14	classification	classification	NOUN
bracis-33621	264	15	.	.	PUNCT
bracis-33621	265	1	wiley	wiley	PROPN
bracis-33621	265	2	(	(	PUNCT
bracis-33621	265	3	2022	2022	NUM
bracis-33621	265	4	)	)	PUNCT
bracis-33621	265	5	google	google	PROPN
bracis-33621	265	6	scholar	scholar	NOUN
bracis-33621	265	7	  	  	SPACE
bracis-33621	265	8	simonyan	simonyan	ADJ
bracis-33621	265	9	,	,	PUNCT
bracis-33621	265	10	k.	k.	PROPN
bracis-33621	265	11	,	,	PUNCT
bracis-33621	265	12	zisserman	zisserman	PROPN
bracis-33621	265	13	,	,	PUNCT
bracis-33621	265	14	a.	a.	NOUN
bracis-33621	265	15	:	:	PUNCT
bracis-33621	265	16	very	very	ADV
bracis-33621	265	17	deep	deep	ADJ
bracis-33621	265	18	convolutional	convolutional	ADJ
bracis-33621	265	19	networks	network	NOUN
bracis-33621	265	20	for	for	ADP
bracis-33621	265	21	large	large	ADJ
bracis-33621	265	22	-	-	PUNCT
bracis-33621	265	23	scale	scale	NOUN
bracis-33621	265	24	image	image	NOUN
bracis-33621	265	25	recognition	recognition	NOUN
bracis-33621	265	26	.	.	PUNCT
bracis-33621	266	1	arxiv	arxiv	PROPN
bracis-33621	266	2	(	(	PUNCT
bracis-33621	266	3	2014	2014	NUM
bracis-33621	266	4	)	)	PUNCT
bracis-33621	266	5	google	google	NOUN
bracis-33621	266	6	scholar	scholar	NOUN
bracis-33621	266	7	  	  	SPACE
bracis-33621	266	8	smedsrud	smedsrud	NOUN
bracis-33621	266	9	,	,	PUNCT
bracis-33621	266	10	p.h	p.h	PROPN
bracis-33621	266	11	.	.	PROPN
bracis-33621	266	12	,	,	PUNCT
bracis-33621	266	13	et	et	PROPN
bracis-33621	266	14	al	al	PROPN
bracis-33621	266	15	.	.	PROPN
bracis-33621	266	16	:	:	PUNCT
bracis-33621	267	1	kvasir	kvasir	NOUN
bracis-33621	267	2	-	-	PUNCT
bracis-33621	267	3	capsule	capsule	NOUN
bracis-33621	267	4	,	,	PUNCT
bracis-33621	267	5	a	a	DET
bracis-33621	267	6	video	video	NOUN
bracis-33621	267	7	capsule	capsule	NOUN
bracis-33621	267	8	endoscopy	endoscopy	VERB
bracis-33621	267	9	dataset	dataset	NOUN
bracis-33621	267	10	(	(	PUNCT
bracis-33621	267	11	2021	2021	NUM
bracis-33621	267	12	)	)	PUNCT
bracis-33621	267	13	.	.	PUNCT
bracis-33621	268	1	https://doi.org/10.1038/s41597-021-00920-z	https://doi.org/10.1038/s41597-021-00920-z	PROPN
bracis-33621	268	2	tan	tan	PROPN
bracis-33621	268	3	,	,	PUNCT
bracis-33621	268	4	m.	m.	NOUN
bracis-33621	268	5	,	,	PUNCT
bracis-33621	268	6	le	le	X
bracis-33621	268	7	,	,	PUNCT
bracis-33621	268	8	q.v	q.v	PROPN
bracis-33621	268	9	.	.	PROPN
bracis-33621	268	10	:	:	PUNCT
bracis-33621	268	11	efficientnet	efficientnet	NOUN
bracis-33621	268	12	:	:	PUNCT
bracis-33621	268	13	rethinking	rethink	VERB
bracis-33621	268	14	model	model	NOUN
bracis-33621	268	15	scaling	scale	VERB
bracis-33621	268	16	for	for	ADP
bracis-33621	268	17	convolutional	convolutional	ADJ
bracis-33621	268	18	neural	neural	ADJ
bracis-33621	268	19	networks	network	NOUN
bracis-33621	268	20	.	.	PUNCT
bracis-33621	269	1	arxiv	arxiv	PROPN
bracis-33621	269	2	(	(	PUNCT
bracis-33621	269	3	2019	2019	NUM
bracis-33621	269	4	)	)	PUNCT
bracis-33621	269	5	google	google	PROPN
bracis-33621	269	6	scholar	scholar	NOUN
bracis-33621	269	7	  	  	SPACE
bracis-33621	269	8	yogapriya	yogapriya	NOUN
bracis-33621	269	9	,	,	PUNCT
bracis-33621	269	10	j.	j.	PROPN
bracis-33621	269	11	,	,	PUNCT
bracis-33621	269	12	chandran	chandran	PROPN
bracis-33621	269	13	,	,	PUNCT
bracis-33621	269	14	v.	v.	PROPN
bracis-33621	269	15	,	,	PUNCT
bracis-33621	269	16	sumithra	sumithra	PROPN
bracis-33621	269	17	,	,	PUNCT
bracis-33621	269	18	m.g	m.g	PROPN
bracis-33621	269	19	.	.	PROPN
bracis-33621	269	20	,	,	PUNCT
bracis-33621	269	21	anitha	anitha	PROPN
bracis-33621	269	22	,	,	PUNCT
bracis-33621	269	23	p.	p.	PROPN
bracis-33621	269	24	,	,	PUNCT
bracis-33621	269	25	jenopaul	jenopaul	NOUN
bracis-33621	269	26	,	,	PUNCT
bracis-33621	269	27	p.	p.	PROPN
bracis-33621	269	28	,	,	PUNCT
bracis-33621	269	29	suresh	suresh	PROPN
bracis-33621	269	30	gnana	gnana	PROPN
bracis-33621	269	31	dhas	dhas	PROPN
bracis-33621	269	32	,	,	PUNCT
bracis-33621	269	33	c.	c.	NOUN
bracis-33621	269	34	:	:	PUNCT
bracis-33621	269	35	gastrointestinal	gastrointestinal	ADJ
bracis-33621	269	36	tract	tract	NOUN
bracis-33621	269	37	disease	disease	NOUN
bracis-33621	269	38	classification	classification	NOUN
bracis-33621	269	39	from	from	ADP
bracis-33621	269	40	wireless	wireless	ADJ
bracis-33621	269	41	endoscopy	endoscopy	NOUN
bracis-33621	269	42	images	image	NOUN
bracis-33621	269	43	using	use	VERB
bracis-33621	269	44	pretrained	pretraine	VERB
bracis-33621	269	45	deep	deep	ADJ
bracis-33621	269	46	learning	learning	NOUN
bracis-33621	269	47	model	model	NOUN
bracis-33621	269	48	.	.	PUNCT
bracis-33621	270	1	hindawi	hindawi	ADJ
bracis-33621	270	2	(	(	PUNCT
bracis-33621	270	3	2021	2021	NUM
bracis-33621	270	4	)	)	PUNCT
bracis-33621	270	5	google	google	NOUN
bracis-33621	270	6	scholar	scholar	NOUN
bracis-33621	270	7	  	  	SPACE
bracis-33621	270	8	download	download	NOUN
bracis-33621	270	9	references	reference	NOUN
bracis-33621	270	10	acknowledgments	acknowledgment	NOUN
bracis-33621	270	11	this	this	DET
bracis-33621	270	12	work	work	NOUN
bracis-33621	270	13	was	be	AUX
bracis-33621	270	14	supported	support	VERB
bracis-33621	270	15	by	by	ADP
bracis-33621	270	16	the	the	DET
bracis-33621	270	17	coordenação	coordenação	PROPN
bracis-33621	270	18	de	de	PROPN
bracis-33621	270	19	aperfeiçoamento	aperfeiçoamento	NOUN
bracis-33621	270	20	 	 	SPACE
bracis-33621	270	21	de	de	X
bracis-33621	270	22	pessoal	pessoal	PROPN
bracis-33621	270	23	de	de	PROPN
bracis-33621	270	24	nível	nível	PROPN
bracis-33621	270	25	superior	superior	PROPN
bracis-33621	270	26	brasil	brasil	PROPN
bracis-33621	270	27	(	(	PUNCT
bracis-33621	270	28	capes	cape	NOUN
bracis-33621	270	29	)	)	PUNCT
bracis-33621	270	30	finance	finance	NOUN
bracis-33621	270	31	code	code	NOUN
bracis-33621	270	32	001	001	NOUN
bracis-33621	270	33	,	,	PUNCT
bracis-33621	270	34	fundação	fundação	NOUN
bracis-33621	270	35	de	de	X
bracis-33621	270	36	amparo	amparo	PROPN
bracis-33621	270	37	à	à	X
bracis-33621	270	38	pesquisa	pesquisa	PROPN
bracis-33621	270	39	do	do	VERB
bracis-33621	270	40	maranhão	maranhão	NOUN
bracis-33621	270	41	(	(	PUNCT
bracis-33621	270	42	fapema	fapema	NOUN
bracis-33621	270	43	)	)	PUNCT
bracis-33621	270	44	,	,	PUNCT
bracis-33621	270	45	and	and	CCONJ
bracis-33621	270	46	conselho	conselho	VERB
bracis-33621	270	47	nacional	nacional	PROPN
bracis-33621	270	48	de	de	X
bracis-33621	270	49	desenvolvimento	desenvolvimento	PROPN
bracis-33621	270	50	científico	científico	PROPN
bracis-33621	270	51	e	e	NOUN
bracis-33621	270	52	tecnológico	tecnológico	PROPN
bracis-33621	270	53	(	(	PUNCT
bracis-33621	270	54	cnpq	cnpq	PROPN
bracis-33621	270	55	)	)	PUNCT
bracis-33621	270	56	.	.	PUNCT
bracis-33621	271	1	we	we	PRON
bracis-33621	271	2	also	also	ADV
bracis-33621	271	3	acknowledge	acknowledge	VERB
bracis-33621	271	4	llm	llm	NOUN
bracis-33621	271	5	use	use	NOUN
bracis-33621	271	6	for	for	ADP
bracis-33621	271	7	spell	spell	NOUN
bracis-33621	271	8	-	-	PUNCT
bracis-33621	271	9	checking	checking	NOUN
bracis-33621	271	10	,	,	PUNCT
bracis-33621	271	11	grammar	grammar	NOUN
bracis-33621	271	12	correction	correction	NOUN
bracis-33621	271	13	,	,	PUNCT
bracis-33621	271	14	and	and	CCONJ
bracis-33621	271	15	assistance	assistance	NOUN
bracis-33621	271	16	in	in	ADP
bracis-33621	271	17	translating	translate	VERB
bracis-33621	271	18	specific	specific	ADJ
bracis-33621	271	19	terms	term	NOUN
bracis-33621	271	20	.	.	PUNCT
bracis-33621	272	1	author	author	NOUN
bracis-33621	272	2	information	information	NOUN
bracis-33621	272	3	authors	author	NOUN
bracis-33621	272	4	and	and	CCONJ
bracis-33621	272	5	affiliations	affiliation	NOUN
bracis-33621	272	6	applied	apply	VERB
bracis-33621	272	7	computational	computational	ADJ
bracis-33621	272	8	intelligence	intelligence	NOUN
bracis-33621	272	9	laboratory	laboratory	NOUN
bracis-33621	272	10	(	(	PUNCT
bracis-33621	272	11	lica	lica	PROPN
bracis-33621	272	12	)	)	PUNCT
bracis-33621	272	13	,	,	PUNCT
bracis-33621	272	14	federal	federal	ADJ
bracis-33621	272	15	university	university	NOUN
bracis-33621	272	16	of	of	ADP
bracis-33621	272	17	cariri	cariri	NOUN
bracis-33621	272	18	(	(	PUNCT
bracis-33621	272	19	ufca	ufca	ADJ
bracis-33621	272	20	)	)	PUNCT
bracis-33621	272	21	,	,	PUNCT
bracis-33621	272	22	juazeiro	juazeiro	PROPN
bracis-33621	272	23	do	do	AUX
bracis-33621	272	24	norte	norte	NOUN
bracis-33621	272	25	,	,	PUNCT
bracis-33621	272	26	ce	ce	PROPN
bracis-33621	272	27	,	,	PUNCT
bracis-33621	272	28	brazil	brazil	PROPN
bracis-33621	272	29	pedro	pedro	PROPN
bracis-33621	272	30	da	da	PROPN
bracis-33621	272	31	s.	s.	PROPN
bracis-33621	272	32	viana	viana	PROPN
bracis-33621	272	33	,	,	PUNCT
bracis-33621	272	34	 	 	SPACE
bracis-33621	272	35	luana	luana	PROPN
bracis-33621	272	36	b.	b.	PROPN
bracis-33621	272	37	da	da	PROPN
bracis-33621	272	38	cruz	cruz	PROPN
bracis-33621	272	39	 	 	SPACE
bracis-33621	272	40	&	&	CCONJ
bracis-33621	272	41	 	 	SPACE
bracis-33621	272	42	domingos	domingos	PROPN
bracis-33621	272	43	a.	a.	PROPN
bracis-33621	272	44	dias	dias	PROPN
bracis-33621	272	45	jr	jr	PROPN
bracis-33621	272	46	.	.	PROPN
bracis-33621	272	47	innovation	innovation	NOUN
bracis-33621	272	48	factory	factory	NOUN
bracis-33621	272	49	,	,	PUNCT
bracis-33621	272	50	federal	federal	PROPN
bracis-33621	272	51	institute	institute	PROPN
bracis-33621	272	52	of	of	ADP
bracis-33621	272	53	maranhão	maranhão	PROPN
bracis-33621	272	54	(	(	PUNCT
bracis-33621	272	55	ifma	ifma	NOUN
bracis-33621	272	56	)	)	PUNCT
bracis-33621	272	57	,	,	PUNCT
bracis-33621	272	58	grajaú	grajaú	NOUN
bracis-33621	272	59	,	,	PUNCT
bracis-33621	272	60	ma	ma	PROPN
bracis-33621	272	61	,	,	PUNCT
bracis-33621	272	62	brazil	brazil	PROPN
bracis-33621	272	63	joão	joão	PROPN
bracis-33621	272	64	otávio	otávio	PROPN
bracis-33621	272	65	bandeira	bandeira	PROPN
bracis-33621	272	66	diniz	diniz	PROPN
bracis-33621	272	67	authors	author	NOUN
bracis-33621	272	68	pedro	pedro	PROPN
bracis-33621	272	69	da	da	PROPN
bracis-33621	272	70	s.	s.	PROPN
bracis-33621	272	71	vianaview	vianaview	PROPN
bracis-33621	272	72	author	author	NOUN
bracis-33621	272	73	publications	publication	NOUN
bracis-33621	272	74	search	search	NOUN
bracis-33621	272	75	author	author	NOUN
bracis-33621	272	76	on	on	ADP
bracis-33621	272	77	:	:	PUNCT
bracis-33621	272	78	pubmed	pubmed	PROPN
bracis-33621	272	79	 	 	SPACE
bracis-33621	272	80	google	google	PROPN
bracis-33621	272	81	scholar	scholar	PROPN
bracis-33621	272	82	luana	luana	PROPN
bracis-33621	272	83	b.	b.	PROPN
bracis-33621	272	84	da	da	PROPN
bracis-33621	272	85	cruzview	cruzview	PROPN
bracis-33621	272	86	author	author	NOUN
bracis-33621	272	87	publications	publication	NOUN
bracis-33621	272	88	search	search	NOUN
bracis-33621	272	89	author	author	NOUN
bracis-33621	272	90	on	on	ADP
bracis-33621	272	91	:	:	PUNCT
bracis-33621	272	92	pubmed	pubmed	PROPN
bracis-33621	272	93	 	 	SPACE
bracis-33621	272	94	google	google	PROPN
bracis-33621	272	95	scholar	scholar	PROPN
bracis-33621	272	96	domingos	domingos	PROPN
bracis-33621	272	97	a.	a.	PROPN
bracis-33621	272	98	dias	dias	PROPN
bracis-33621	272	99	jr.view	jr.view	VERB
bracis-33621	272	100	author	author	NOUN
bracis-33621	272	101	publications	publication	NOUN
bracis-33621	272	102	search	search	NOUN
bracis-33621	272	103	author	author	NOUN
bracis-33621	272	104	on	on	ADP
bracis-33621	272	105	:	:	PUNCT
bracis-33621	272	106	pubmed	pubmed	PROPN
bracis-33621	272	107	 	 	SPACE
bracis-33621	272	108	google	google	PROPN
bracis-33621	272	109	scholar	scholar	PROPN
bracis-33621	272	110	joão	joão	PROPN
bracis-33621	272	111	otávio	otávio	PROPN
bracis-33621	272	112	bandeira	bandeira	PROPN
bracis-33621	272	113	dinizview	dinizview	PROPN
bracis-33621	272	114	author	author	NOUN
bracis-33621	272	115	publications	publication	NOUN
bracis-33621	272	116	search	search	NOUN
bracis-33621	272	117	author	author	NOUN
bracis-33621	272	118	on	on	ADP
bracis-33621	272	119	:	:	PUNCT
bracis-33621	272	120	pubmed	pubmed	PROPN
bracis-33621	272	121	 	 	SPACE
bracis-33621	272	122	google	google	PROPN
bracis-33621	272	123	scholar	scholar	NOUN
bracis-33621	272	124	corresponding	correspond	VERB
bracis-33621	272	125	author	author	NOUN
bracis-33621	272	126	correspondence	correspondence	NOUN
bracis-33621	272	127	to	to	ADP
bracis-33621	272	128	pedro	pedro	PROPN
bracis-33621	272	129	da	da	PROPN
bracis-33621	272	130	s.	s.	PROPN
bracis-33621	272	131	viana	viana	PROPN
bracis-33621	272	132	.	.	PUNCT
bracis-33621	273	1	editor	editor	NOUN
bracis-33621	273	2	information	information	NOUN
bracis-33621	273	3	editors	editor	NOUN
bracis-33621	273	4	and	and	CCONJ
bracis-33621	273	5	affiliations	affiliation	NOUN
bracis-33621	273	6	universidade	universidade	VERB
bracis-33621	273	7	federal	federal	PROPN
bracis-33621	273	8	fluminense	fluminense	PROPN
bracis-33621	273	9	,	,	PUNCT
bracis-33621	273	10	niterói	niterói	PROPN
bracis-33621	273	11	,	,	PUNCT
bracis-33621	273	12	brazil	brazil	PROPN
bracis-33621	273	13	aline	aline	PROPN
bracis-33621	273	14	paes	paes	PROPN
bracis-33621	273	15	instituto	instituto	PROPN
bracis-33621	273	16	tecnológico	tecnológico	PROPN
bracis-33621	273	17	de	de	PROPN
bracis-33621	273	18	aeronáutica	aeronáutica	PROPN
bracis-33621	273	19	,	,	PUNCT
bracis-33621	273	20	são	são	PROPN
bracis-33621	273	21	josé	josé	PROPN
bracis-33621	273	22	dos	dos	PROPN
bracis-33621	273	23	campos	campos	PROPN
bracis-33621	273	24	,	,	PUNCT
bracis-33621	273	25	brazil	brazil	PROPN
bracis-33621	273	26	filipe	filipe	PROPN
bracis-33621	273	27	a.	a.	PROPN
bracis-33621	273	28	n.	n.	PROPN
bracis-33621	273	29	verri	verri	PROPN
bracis-33621	273	30	rights	right	NOUN
bracis-33621	273	31	and	and	CCONJ
bracis-33621	273	32	permissions	permission	NOUN
bracis-33621	273	33	reprints	reprint	NOUN
bracis-33621	273	34	and	and	CCONJ
bracis-33621	273	35	permissions	permission	VERB
bracis-33621	273	36	copyright	copyright	NOUN
bracis-33621	273	37	information	information	NOUN
bracis-33621	273	38	©	©	ADP
bracis-33621	273	39	2025	2025	NUM
bracis-33621	273	40	the	the	DET
bracis-33621	273	41	author(s	author(s	NOUN
bracis-33621	273	42	)	)	PUNCT
bracis-33621	273	43	,	,	PUNCT
bracis-33621	273	44	under	under	ADP
bracis-33621	273	45	exclusive	exclusive	ADJ
bracis-33621	273	46	license	license	NOUN
bracis-33621	273	47	to	to	ADP
bracis-33621	273	48	springer	springer	NOUN
bracis-33621	273	49	nature	nature	PROPN
bracis-33621	273	50	switzerland	switzerland	PROPN
bracis-33621	273	51	ag	ag	PROPN
bracis-33621	273	52	about	about	ADP
bracis-33621	273	53	this	this	DET
bracis-33621	273	54	paper	paper	NOUN
bracis-33621	273	55	cite	cite	VERB
bracis-33621	273	56	this	this	DET
bracis-33621	273	57	paper	paper	NOUN
bracis-33621	273	58	da	da	PROPN
bracis-33621	273	59	s.	s.	PROPN
bracis-33621	273	60	viana	viana	PROPN
bracis-33621	273	61	,	,	PUNCT
bracis-33621	273	62	p.	p.	PROPN
bracis-33621	273	63	,	,	PUNCT
bracis-33621	273	64	da	da	PROPN
bracis-33621	273	65	cruz	cruz	PROPN
bracis-33621	273	66	,	,	PUNCT
bracis-33621	273	67	l.b	l.b	PROPN
bracis-33621	273	68	.	.	PROPN
bracis-33621	273	69	,	,	PUNCT
bracis-33621	273	70	dias	dias	PROPN
bracis-33621	273	71	jr	jr	PROPN
bracis-33621	273	72	.	.	PROPN
bracis-33621	273	73	,	,	PUNCT
bracis-33621	273	74	d.a	d.a	PROPN
bracis-33621	273	75	.	.	PROPN
bracis-33621	273	76	,	,	PUNCT
bracis-33621	273	77	diniz	diniz	PROPN
bracis-33621	273	78	,	,	PUNCT
bracis-33621	273	79	j.o.b	j.o.b	PROPN
bracis-33621	273	80	.	.	PUNCT
bracis-33621	274	1	(	(	PUNCT
bracis-33621	274	2	2025	2025	NUM
bracis-33621	274	3	)	)	PUNCT
bracis-33621	274	4	.	.	PUNCT
bracis-33621	275	1	anomalies	anomaly	NOUN
bracis-33621	275	2	diagnostic	diagnostic	ADJ
bracis-33621	275	3	in	in	ADP
bracis-33621	275	4	 	 	SPACE
bracis-33621	275	5	endoscopic	endoscopic	ADJ
bracis-33621	275	6	images	image	NOUN
bracis-33621	275	7	using	use	VERB
bracis-33621	275	8	deep	deep	ADJ
bracis-33621	275	9	learning	learn	VERB
bracis-33621	275	10	ensemble	ensemble	ADJ
bracis-33621	275	11	models	model	NOUN
bracis-33621	275	12	.	.	PUNCT
bracis-33621	276	1	in	in	ADP
bracis-33621	276	2	:	:	PUNCT
bracis-33621	276	3	paes	paes	PROPN
bracis-33621	276	4	,	,	PUNCT
bracis-33621	276	5	a.	a.	PROPN
bracis-33621	276	6	,	,	PUNCT
bracis-33621	276	7	verri	verri	NOUN
bracis-33621	276	8	,	,	PUNCT
bracis-33621	276	9	f.a.n	f.a.n	ADJ
bracis-33621	276	10	.	.	PUNCT
bracis-33621	276	11	(	(	PUNCT
bracis-33621	276	12	eds	ed	NOUN
bracis-33621	276	13	)	)	PUNCT
bracis-33621	276	14	intelligent	intelligent	ADJ
bracis-33621	276	15	systems	system	NOUN
bracis-33621	276	16	.	.	PUNCT
bracis-33621	276	17	bracis	bracis	PROPN
bracis-33621	276	18	2024	2024	NUM
bracis-33621	276	19	.	.	PUNCT
bracis-33621	277	1	lecture	lecture	NOUN
bracis-33621	277	2	notes	note	NOUN
bracis-33621	277	3	in	in	ADP
bracis-33621	277	4	computer	computer	NOUN
bracis-33621	277	5	science	science	NOUN
bracis-33621	277	6	(	(	PUNCT
bracis-33621	277	7	)	)	PUNCT
bracis-33621	277	8	,	,	PUNCT
bracis-33621	277	9	vol	vol	NOUN
bracis-33621	277	10	15414	15414	NUM
bracis-33621	277	11	.	.	PUNCT
bracis-33621	278	1	springer	springer	NOUN
bracis-33621	278	2	,	,	PUNCT
bracis-33621	278	3	cham	cham	PROPN
bracis-33621	278	4	.	.	PUNCT
bracis-33621	279	1	https://doi.org/10.1007/978-3-031-79035-5_8	https://doi.org/10.1007/978-3-031-79035-5_8	NUM
bracis-33621	279	2	download	download	NOUN
bracis-33621	279	3	citation	citation	NOUN
bracis-33621	279	4	.ris	.ris	PUNCT
bracis-33621	279	5	.enw	.enw	PROPN
bracis-33621	279	6	.bib	.bib	PUNCT
bracis-33621	280	1	doi	doi	PROPN
bracis-33621	280	2	:	:	PUNCT
bracis-33621	280	3	https://doi.org/10.1007/978-3-031-79035-5_8	https://doi.org/10.1007/978-3-031-79035-5_8	NUM
bracis-33621	280	4	published	publish	VERB
bracis-33621	280	5	:	:	PUNCT
bracis-33621	280	6	30	30	NUM
bracis-33621	280	7	january	january	PROPN
bracis-33621	280	8	2025	2025	NUM
bracis-33621	280	9	publisher	publisher	NOUN
bracis-33621	280	10	name	name	NOUN
bracis-33621	280	11	:	:	PUNCT
bracis-33621	280	12	springer	springer	NOUN
bracis-33621	280	13	,	,	PUNCT
bracis-33621	280	14	cham	cham	PROPN
bracis-33621	280	15	print	print	PROPN
bracis-33621	280	16	isbn	isbn	PROPN
bracis-33621	280	17	:	:	PUNCT
bracis-33621	280	18	978	978	NUM
bracis-33621	280	19	-	-	SYM
bracis-33621	280	20	3	3	NUM
bracis-33621	280	21	-	-	PUNCT
bracis-33621	280	22	031	031	NUM
bracis-33621	280	23	-	-	PUNCT
bracis-33621	280	24	79034	79034	NUM
bracis-33621	280	25	-	-	SYM
bracis-33621	280	26	8	8	NUM
bracis-33621	280	27	online	online	ADJ
bracis-33621	280	28	isbn	isbn	NOUN
bracis-33621	280	29	:	:	PUNCT
bracis-33621	280	30	978	978	NUM
bracis-33621	280	31	-	-	SYM
bracis-33621	280	32	3	3	NUM
bracis-33621	280	33	-	-	PUNCT
bracis-33621	280	34	031	031	NUM
bracis-33621	280	35	-	-	PUNCT
bracis-33621	280	36	79035	79035	NUM
bracis-33621	280	37	-	-	PUNCT
bracis-33621	280	38	5	5	NUM
bracis-33621	280	39	ebook	ebook	NOUN
bracis-33621	280	40	packages	package	NOUN
bracis-33621	280	41	:	:	PUNCT
bracis-33621	280	42	computer	computer	NOUN
bracis-33621	280	43	sciencecomputer	sciencecomputer	NOUN
bracis-33621	280	44	science	science	NOUN
bracis-33621	280	45	(	(	PUNCT
bracis-33621	280	46	r0	r0	NOUN
bracis-33621	280	47	)	)	PUNCT
bracis-33621	280	48	share	share	VERB
bracis-33621	280	49	this	this	DET
bracis-33621	280	50	paper	paper	NOUN
bracis-33621	280	51	anyone	anyone	PRON
bracis-33621	280	52	you	you	PRON
bracis-33621	280	53	share	share	VERB
bracis-33621	280	54	the	the	DET
bracis-33621	280	55	following	follow	VERB
bracis-33621	280	56	link	link	NOUN
bracis-33621	280	57	with	with	ADP
bracis-33621	280	58	will	will	AUX
bracis-33621	280	59	be	be	AUX
bracis-33621	280	60	able	able	ADJ
bracis-33621	280	61	to	to	PART
bracis-33621	280	62	read	read	VERB
bracis-33621	280	63	this	this	DET
bracis-33621	280	64	content	content	NOUN
bracis-33621	280	65	:	:	PUNCT
bracis-33621	280	66	get	get	VERB
bracis-33621	280	67	shareable	shareable	ADJ
bracis-33621	280	68	linksorry	linksorry	NOUN
bracis-33621	280	69	,	,	PUNCT
bracis-33621	280	70	a	a	DET
bracis-33621	280	71	shareable	shareable	ADJ
bracis-33621	280	72	link	link	NOUN
bracis-33621	280	73	is	be	AUX
bracis-33621	280	74	not	not	PART
bracis-33621	280	75	currently	currently	ADV
bracis-33621	280	76	available	available	ADJ
bracis-33621	280	77	for	for	ADP
bracis-33621	280	78	this	this	DET
bracis-33621	280	79	article	article	NOUN
bracis-33621	280	80	.	.	PUNCT
bracis-33621	281	1	copy	copy	VERB
bracis-33621	281	2	shareable	shareable	ADJ
bracis-33621	281	3	link	link	NOUN
bracis-33621	281	4	to	to	PART
bracis-33621	281	5	clipboard	clipboard	NOUN
bracis-33621	281	6	provided	provide	VERB
bracis-33621	281	7	by	by	ADP
bracis-33621	281	8	the	the	DET
bracis-33621	281	9	springer	springer	NOUN
bracis-33621	281	10	nature	nature	PROPN
bracis-33621	281	11	sharedit	sharedit	PROPN
bracis-33621	281	12	content	content	NOUN
bracis-33621	281	13	-	-	PUNCT
bracis-33621	281	14	sharing	share	VERB
bracis-33621	281	15	initiative	initiative	NOUN
bracis-33621	281	16	keywords	keyword	NOUN
bracis-33621	281	17	deep	deep	ADJ
bracis-33621	281	18	learning	learn	VERB
bracis-33621	281	19	endoscopy	endoscopy	VERB
bracis-33621	281	20	imaging	image	VERB
bracis-33621	281	21	ensemble	ensemble	ADJ
bracis-33621	281	22	publish	publish	NOUN
bracis-33621	281	23	with	with	ADP
bracis-33621	281	24	us	us	PROPN
bracis-33621	281	25	policies	policy	NOUN
bracis-33621	281	26	and	and	CCONJ
bracis-33621	281	27	ethics	ethic	NOUN
bracis-33621	281	28	search	search	NOUN
bracis-33621	281	29	search	search	NOUN
bracis-33621	281	30	by	by	ADP
bracis-33621	281	31	keyword	keyword	NOUN
bracis-33621	281	32	or	or	CCONJ
bracis-33621	281	33	author	author	NOUN
bracis-33621	281	34	search	search	NOUN
bracis-33621	281	35	navigation	navigation	NOUN
bracis-33621	281	36	find	find	VERB
bracis-33621	281	37	a	a	DET
bracis-33621	281	38	journal	journal	NOUN
bracis-33621	281	39	publish	publish	VERB
bracis-33621	281	40	with	with	ADP
bracis-33621	281	41	us	we	PRON
bracis-33621	281	42	track	track	VERB
bracis-33621	281	43	your	your	PRON
bracis-33621	281	44	research	research	NOUN
bracis-33621	281	45	discover	discover	VERB
bracis-33621	281	46	content	content	NOUN
bracis-33621	281	47	journals	journal	NOUN
bracis-33621	281	48	a	a	DET
bracis-33621	281	49	-	-	PUNCT
bracis-33621	281	50	z	z	NOUN
bracis-33621	281	51	books	book	NOUN
bracis-33621	281	52	a	a	DET
bracis-33621	281	53	-	-	PUNCT
bracis-33621	281	54	z	z	NOUN
bracis-33621	281	55	publish	publish	NOUN
bracis-33621	281	56	with	with	ADP
bracis-33621	281	57	us	us	PROPN
bracis-33621	281	58	journal	journal	PROPN
bracis-33621	281	59	finder	finder	PROPN
bracis-33621	281	60	publish	publish	VERB
bracis-33621	281	61	your	your	PRON
bracis-33621	281	62	research	research	NOUN
bracis-33621	281	63	language	language	NOUN
bracis-33621	281	64	editing	edit	VERB
bracis-33621	281	65	open	open	ADJ
bracis-33621	281	66	access	access	NOUN
bracis-33621	281	67	publishing	publishing	NOUN
bracis-33621	281	68	products	product	NOUN
bracis-33621	281	69	and	and	CCONJ
bracis-33621	281	70	services	service	NOUN
bracis-33621	281	71	our	our	PRON
bracis-33621	281	72	products	product	NOUN
bracis-33621	281	73	librarians	librarian	VERB
bracis-33621	281	74	societies	society	NOUN
bracis-33621	281	75	partners	partner	NOUN
bracis-33621	281	76	and	and	CCONJ
bracis-33621	281	77	advertisers	advertiser	NOUN
bracis-33621	281	78	our	our	PRON
bracis-33621	281	79	brands	brand	NOUN
bracis-33621	281	80	springer	springer	NOUN
bracis-33621	281	81	nature	nature	PROPN
bracis-33621	281	82	portfolio	portfolio	PROPN
bracis-33621	281	83	bmc	bmc	PROPN
bracis-33621	281	84	palgrave	palgrave	PROPN
bracis-33621	281	85	macmillan	macmillan	PROPN
bracis-33621	281	86	apress	apress	PROPN
bracis-33621	281	87	discover	discover	VERB
bracis-33621	281	88	your	your	PRON
bracis-33621	281	89	privacy	privacy	NOUN
bracis-33621	281	90	choices	choice	NOUN
bracis-33621	281	91	/	/	SYM
bracis-33621	281	92	manage	manage	NOUN
bracis-33621	281	93	cookies	cookie	NOUN
bracis-33621	281	94	your	your	PRON
bracis-33621	281	95	us	us	PROPN
bracis-33621	282	1	state	state	NOUN
bracis-33621	282	2	privacy	privacy	NOUN
bracis-33621	282	3	rights	right	NOUN
bracis-33621	282	4	accessibility	accessibility	NOUN
bracis-33621	282	5	statement	statement	NOUN
bracis-33621	282	6	terms	term	NOUN
bracis-33621	282	7	and	and	CCONJ
bracis-33621	282	8	conditions	condition	NOUN
bracis-33621	282	9	privacy	privacy	NOUN
bracis-33621	282	10	policy	policy	NOUN
bracis-33621	282	11	help	help	NOUN
bracis-33621	282	12	and	and	CCONJ
bracis-33621	282	13	support	support	VERB
bracis-33621	282	14	legal	legal	ADJ
bracis-33621	282	15	notice	notice	NOUN
bracis-33621	282	16	cancel	cancel	VERB
bracis-33621	282	17	contracts	contract	NOUN
bracis-33621	282	18	here	here	ADV
bracis-33621	282	19	129.74.145.123	129.74.145.123	NUM
bracis-33621	282	20	hesburgh	hesburgh	PROPN
bracis-33621	282	21	library	library	PROPN
bracis-33621	282	22	er	er	INTJ
bracis-33621	282	23	unit	unit	NOUN
bracis-33621	282	24	(	(	PUNCT
bracis-33621	282	25	3005732405	3005732405	NUM
bracis-33621	282	26	)	)	PUNCT
bracis-33621	282	27	northeast	northeast	ADJ
bracis-33621	282	28	research	research	NOUN
bracis-33621	282	29	libraries	library	NOUN
bracis-33621	282	30	(	(	PUNCT
bracis-33621	282	31	nerl	nerl	PROPN
bracis-33621	282	32	)	)	PUNCT
bracis-33621	282	33	(	(	PUNCT
bracis-33621	282	34	8200828607	8200828607	NUM
bracis-33621	282	35	)	)	PUNCT
bracis-33621	282	36	nerl	nerl	VERB
bracis-33621	282	37	ta	ta	X
bracis-33621	282	38	account	account	NOUN
bracis-33621	282	39	(	(	PUNCT
bracis-33621	282	40	3006206169	3006206169	NUM
bracis-33621	282	41	)	)	PUNCT
bracis-33621	282	42	university	university	NOUN
bracis-33621	282	43	of	of	ADP
bracis-33621	282	44	notre	notre	PROPN
bracis-33621	282	45	dame	dame	PROPN
bracis-33621	282	46	hesburgh	hesburgh	PROPN
bracis-33621	282	47	library	library	NOUN
bracis-33621	282	48	(	(	PUNCT
bracis-33621	282	49	3000184373	3000184373	NUM
bracis-33621	282	50	)	)	PUNCT
bracis-33621	283	1	©	©	ADP
bracis-33621	283	2	2025	2025	NUM
bracis-33621	283	3	springer	springer	NOUN
bracis-33621	283	4	nature	nature	NOUN