id	sid	tid	token	lemma	pos
bracis-33570	1	1	detection	detection	NOUN
bracis-33570	1	2	of	of	ADP
bracis-33570	1	3	 	 	SPACE
bracis-33570	1	4	pathological	pathological	ADJ
bracis-33570	1	5	regions	region	NOUN
bracis-33570	1	6	of	of	ADP
bracis-33570	1	7	 	 	SPACE
bracis-33570	1	8	the	the	DET
bracis-33570	1	9	 	 	SPACE
bracis-33570	1	10	gastrointestinal	gastrointestinal	ADJ
bracis-33570	1	11	tract	tract	NOUN
bracis-33570	1	12	in	in	ADP
bracis-33570	1	13	 	 	SPACE
bracis-33570	1	14	capsule	capsule	NOUN
bracis-33570	1	15	images	image	NOUN
bracis-33570	1	16	using	use	VERB
bracis-33570	1	17	efficientnetv2	efficientnetv2	PROPN
bracis-33570	2	1	and	and	CCONJ
bracis-33570	2	2	 	 	SPACE
bracis-33570	2	3	yolov8	yolov8	NOUN
bracis-33570	2	4	|	|	ADV
bracis-33570	2	5	springer	springer	NOUN
bracis-33570	2	6	nature	nature	PROPN
bracis-33570	2	7	link	link	PROPN
bracis-33570	2	8	(	(	PUNCT
bracis-33570	2	9	formerly	formerly	ADV
bracis-33570	2	10	springerlink	springerlink	NOUN
bracis-33570	2	11	)	)	PUNCT
bracis-33570	2	12	skip	skip	VERB
bracis-33570	2	13	to	to	ADP
bracis-33570	2	14	main	main	ADJ
bracis-33570	2	15	content	content	NOUN
bracis-33570	2	16	advertisement	advertisement	NOUN
bracis-33570	2	17	log	log	NOUN
bracis-33570	2	18	in	in	ADP
bracis-33570	2	19	menu	menu	NOUN
bracis-33570	2	20	find	find	VERB
bracis-33570	2	21	a	a	DET
bracis-33570	2	22	journal	journal	NOUN
bracis-33570	2	23	publish	publish	VERB
bracis-33570	2	24	with	with	ADP
bracis-33570	2	25	us	we	PRON
bracis-33570	2	26	track	track	VERB
bracis-33570	2	27	your	your	PRON
bracis-33570	2	28	research	research	NOUN
bracis-33570	2	29	search	search	NOUN
bracis-33570	2	30	cart	cart	NOUN
bracis-33570	2	31	home	home	NOUN
bracis-33570	2	32	intelligent	intelligent	ADJ
bracis-33570	2	33	systems	system	NOUN
bracis-33570	2	34	conference	conference	NOUN
bracis-33570	2	35	paper	paper	NOUN
bracis-33570	2	36	detection	detection	NOUN
bracis-33570	2	37	of	of	ADP
bracis-33570	2	38	 	 	SPACE
bracis-33570	2	39	pathological	pathological	ADJ
bracis-33570	2	40	regions	region	NOUN
bracis-33570	2	41	of	of	ADP
bracis-33570	2	42	 	 	SPACE
bracis-33570	2	43	the	the	DET
bracis-33570	2	44	 	 	SPACE
bracis-33570	2	45	gastrointestinal	gastrointestinal	ADJ
bracis-33570	2	46	tract	tract	NOUN
bracis-33570	2	47	in	in	ADP
bracis-33570	2	48	 	 	SPACE
bracis-33570	2	49	capsule	capsule	NOUN
bracis-33570	2	50	images	image	NOUN
bracis-33570	2	51	using	use	VERB
bracis-33570	2	52	efficientnetv2	efficientnetv2	PROPN
bracis-33570	2	53	and	and	CCONJ
bracis-33570	2	54	 	 	SPACE
bracis-33570	2	55	yolov8	yolov8	NOUN
bracis-33570	2	56	conference	conference	PROPN
bracis-33570	2	57	paper	paper	PROPN
bracis-33570	2	58	first	first	ADV
bracis-33570	2	59	online	online	ADV
bracis-33570	2	60	:	:	PUNCT
bracis-33570	2	61	30	30	NUM
bracis-33570	2	62	january	january	NOUN
bracis-33570	2	63	2025	2025	NUM
bracis-33570	2	64	pp	pp	SYM
bracis-33570	2	65	324–339	324–339	NUM
bracis-33570	2	66	cite	cite	VERB
bracis-33570	2	67	this	this	DET
bracis-33570	2	68	conference	conference	NOUN
bracis-33570	2	69	paper	paper	NOUN
bracis-33570	2	70	access	access	NOUN
bracis-33570	2	71	provided	provide	VERB
bracis-33570	2	72	by	by	ADP
bracis-33570	2	73	university	university	PROPN
bracis-33570	2	74	of	of	ADP
bracis-33570	2	75	notre	notre	PROPN
bracis-33570	2	76	dame	dame	PROPN
bracis-33570	2	77	hesburgh	hesburgh	PROPN
bracis-33570	2	78	library	library	PROPN
bracis-33570	2	79	download	download	PROPN
bracis-33570	2	80	book	book	NOUN
bracis-33570	2	81	pdf	pdf	PROPN
bracis-33570	2	82	download	download	NOUN
bracis-33570	2	83	book	book	NOUN
bracis-33570	2	84	epub	epub	PROPN
bracis-33570	2	85	intelligent	intelligent	ADJ
bracis-33570	2	86	systems	system	NOUN
bracis-33570	2	87	(	(	PUNCT
bracis-33570	2	88	bracis	bracis	NOUN
bracis-33570	2	89	2024	2024	NUM
bracis-33570	2	90	)	)	PUNCT
bracis-33570	2	91	detection	detection	NOUN
bracis-33570	2	92	of	of	ADP
bracis-33570	2	93	 	 	SPACE
bracis-33570	2	94	pathological	pathological	ADJ
bracis-33570	2	95	regions	region	NOUN
bracis-33570	2	96	of	of	ADP
bracis-33570	2	97	 	 	SPACE
bracis-33570	2	98	the	the	DET
bracis-33570	2	99	 	 	SPACE
bracis-33570	2	100	gastrointestinal	gastrointestinal	ADJ
bracis-33570	2	101	tract	tract	NOUN
bracis-33570	2	102	in	in	ADP
bracis-33570	2	103	 	 	SPACE
bracis-33570	2	104	capsule	capsule	NOUN
bracis-33570	2	105	images	image	NOUN
bracis-33570	2	106	using	use	VERB
bracis-33570	2	107	efficientnetv2	efficientnetv2	PROPN
bracis-33570	2	108	and	and	CCONJ
bracis-33570	2	109	 	 	SPACE
bracis-33570	2	110	yolov8	yolov8	PROPN
bracis-33570	2	111	download	download	PROPN
bracis-33570	2	112	book	book	PROPN
bracis-33570	2	113	pdf	pdf	PROPN
bracis-33570	2	114	download	download	NOUN
bracis-33570	2	115	book	book	PROPN
bracis-33570	2	116	epub	epub	PROPN
bracis-33570	2	117	anderson	anderson	PROPN
bracis-33570	2	118	lopes	lopes	PROPN
bracis-33570	2	119	silva	silva	PROPN
bracis-33570	2	120	  	  	SPACE
bracis-33570	2	121	orcid	orcid	NOUN
bracis-33570	2	122	:	:	PUNCT
bracis-33570	2	123	orcid.org/0009-0003-7721-07009	orcid.org/0009-0003-7721-07009	NOUN
bracis-33570	2	124	,	,	PUNCT
bracis-33570	2	125	hellen	hellen	VERB
bracis-33570	2	126	guterres	guterre	NOUN
bracis-33570	2	127	frança	frança	PROPN
bracis-33570	2	128	  	  	SPACE
bracis-33570	2	129	orcid	orcid	NOUN
bracis-33570	2	130	:	:	PUNCT
bracis-33570	2	131	orcid.org/0009-0002-7128-66789	orcid.org/0009-0002-7128-66789	ADV
bracis-33570	2	132	,	,	PUNCT
bracis-33570	2	133	carlos	carlos	PROPN
bracis-33570	2	134	mendes	mendes	PROPN
bracis-33570	2	135	dos	do	VERB
bracis-33570	2	136	santos	santos	PROPN
bracis-33570	2	137	neto	neto	PROPN
bracis-33570	2	138	  	  	SPACE
bracis-33570	2	139	orcid	orcid	PROPN
bracis-33570	2	140	:	:	PUNCT
bracis-33570	2	141	orcid.org/0009-0002-1500-28459	orcid.org/0009-0002-1500-28459	PROPN
bracis-33570	2	142	,	,	PUNCT
bracis-33570	2	143	alexandre	alexandre	PROPN
bracis-33570	2	144	césar	césar	PROPN
bracis-33570	2	145	pinto	pinto	NOUN
bracis-33570	2	146	pessoa	pessoa	NOUN
bracis-33570	2	147	  	  	SPACE
bracis-33570	2	148	orcid	orcid	NOUN
bracis-33570	2	149	:	:	PUNCT
bracis-33570	2	150	orcid.org/0000-0003-4995-89099	orcid.org/0000-0003-4995-89099	VERB
bracis-33570	2	151	,	,	PUNCT
bracis-33570	2	152	darlan	darlan	PROPN
bracis-33570	2	153	bruno	bruno	PROPN
bracis-33570	2	154	pontes	pontes	PROPN
bracis-33570	2	155	quintanilha	quintanilha	VERB
bracis-33570	2	156	  	  	SPACE
bracis-33570	2	157	orcid	orcid	NOUN
bracis-33570	2	158	:	:	PUNCT
bracis-33570	2	159	orcid.org/0000-0001-8134-48739	orcid.org/0000-0001-8134-48739	PROPN
bracis-33570	2	160	,	,	PUNCT
bracis-33570	2	161	aristófanes	aristófane	VERB
bracis-33570	2	162	corrêa	corrêa	PROPN
bracis-33570	2	163	silva	silva	PROPN
bracis-33570	2	164	  	  	SPACE
bracis-33570	2	165	orcid	orcid	NOUN
bracis-33570	2	166	:	:	PUNCT
bracis-33570	2	167	orcid.org/0000-0003-0423-25149	orcid.org/0000-0003-0423-25149	NOUN
bracis-33570	2	168	&	&	CCONJ
bracis-33570	2	169	…	…	PUNCT
bracis-33570	2	170	anselmo	anselmo	VERB
bracis-33570	2	171	cardoso	cardoso	PROPN
bracis-33570	2	172	de	de	PROPN
bracis-33570	2	173	paiva	paiva	PROPN
bracis-33570	2	174	  	  	SPACE
bracis-33570	2	175	orcid	orcid	NOUN
bracis-33570	2	176	:	:	PUNCT
bracis-33570	2	177	orcid.org/0000-0003-4921-06269	orcid.org/0000-0003-4921-06269	NOUN
bracis-33570	2	178	  	  	SPACE
bracis-33570	2	179	show	show	VERB
bracis-33570	2	180	authors	author	NOUN
bracis-33570	2	181	part	part	NOUN
bracis-33570	2	182	of	of	ADP
bracis-33570	2	183	the	the	DET
bracis-33570	2	184	book	book	NOUN
bracis-33570	2	185	series	series	NOUN
bracis-33570	2	186	:	:	PUNCT
bracis-33570	2	187	lecture	lecture	NOUN
bracis-33570	2	188	notes	note	NOUN
bracis-33570	2	189	in	in	ADP
bracis-33570	2	190	computer	computer	NOUN
bracis-33570	2	191	science	science	NOUN
bracis-33570	2	192	(	(	PUNCT
bracis-33570	2	193	(	(	PUNCT
bracis-33570	2	194	lnai	lnai	ADJ
bracis-33570	2	195	,	,	PUNCT
bracis-33570	2	196	volume	volume	NOUN
bracis-33570	2	197	15412	15412	NUM
bracis-33570	2	198	)	)	PUNCT
bracis-33570	2	199	)	)	PUNCT
bracis-33570	2	200	included	include	VERB
bracis-33570	2	201	in	in	ADP
bracis-33570	2	202	the	the	DET
bracis-33570	2	203	following	follow	VERB
bracis-33570	2	204	conference	conference	NOUN
bracis-33570	2	205	series	series	NOUN
bracis-33570	2	206	:	:	PUNCT
bracis-33570	2	207	brazilian	brazilian	ADJ
bracis-33570	2	208	conference	conference	NOUN
bracis-33570	2	209	on	on	ADP
bracis-33570	2	210	intelligent	intelligent	ADJ
bracis-33570	2	211	systems	system	NOUN
bracis-33570	2	212	492	492	NUM
bracis-33570	2	213	accesses	access	VERB
bracis-33570	2	214	abstract	abstract	ADJ
bracis-33570	2	215	diseases	disease	NOUN
bracis-33570	2	216	of	of	ADP
bracis-33570	2	217	the	the	DET
bracis-33570	2	218	gastrointestinal	gastrointestinal	ADJ
bracis-33570	2	219	(	(	PUNCT
bracis-33570	2	220	gi	gi	NOUN
bracis-33570	2	221	)	)	PUNCT
bracis-33570	2	222	tract	tract	NOUN
bracis-33570	2	223	are	be	AUX
bracis-33570	2	224	among	among	ADP
bracis-33570	2	225	the	the	DET
bracis-33570	2	226	most	most	ADV
bracis-33570	2	227	common	common	ADJ
bracis-33570	2	228	pathologies	pathology	NOUN
bracis-33570	2	229	in	in	ADP
bracis-33570	2	230	the	the	DET
bracis-33570	2	231	world	world	NOUN
bracis-33570	2	232	population	population	NOUN
bracis-33570	2	233	and	and	CCONJ
bracis-33570	2	234	are	be	AUX
bracis-33570	2	235	responsible	responsible	ADJ
bracis-33570	2	236	for	for	ADP
bracis-33570	2	237	thousands	thousand	NOUN
bracis-33570	2	238	of	of	ADP
bracis-33570	2	239	deaths	death	NOUN
bracis-33570	2	240	every	every	DET
bracis-33570	2	241	year	year	NOUN
bracis-33570	2	242	.	.	PUNCT
bracis-33570	3	1	this	this	DET
bracis-33570	3	2	work	work	NOUN
bracis-33570	3	3	proposes	propose	VERB
bracis-33570	3	4	an	an	DET
bracis-33570	3	5	automatic	automatic	ADJ
bracis-33570	3	6	method	method	NOUN
bracis-33570	3	7	for	for	ADP
bracis-33570	3	8	detecting	detect	VERB
bracis-33570	3	9	regions	region	NOUN
bracis-33570	3	10	with	with	ADP
bracis-33570	3	11	gi	gi	NOUN
bracis-33570	3	12	tract	tract	NOUN
bracis-33570	3	13	abnormalities	abnormality	NOUN
bracis-33570	3	14	,	,	PUNCT
bracis-33570	3	15	intending	intend	VERB
bracis-33570	3	16	to	to	PART
bracis-33570	3	17	reduce	reduce	VERB
bracis-33570	3	18	the	the	DET
bracis-33570	3	19	number	number	NOUN
bracis-33570	3	20	of	of	ADP
bracis-33570	3	21	lesions	lesion	NOUN
bracis-33570	3	22	missed	miss	VERB
bracis-33570	3	23	in	in	ADP
bracis-33570	3	24	wireless	wireless	ADJ
bracis-33570	3	25	capsule	capsule	NOUN
bracis-33570	3	26	endoscopy	endoscopy	NOUN
bracis-33570	3	27	(	(	PUNCT
bracis-33570	3	28	wce	wce	X
bracis-33570	3	29	)	)	PUNCT
bracis-33570	3	30	video	video	NOUN
bracis-33570	3	31	exams	exam	NOUN
bracis-33570	3	32	by	by	ADP
bracis-33570	3	33	expert	expert	NOUN
bracis-33570	3	34	endoscopists	endoscopist	NOUN
bracis-33570	3	35	.	.	PUNCT
bracis-33570	4	1	by	by	ADP
bracis-33570	4	2	taking	take	VERB
bracis-33570	4	3	advantage	advantage	NOUN
bracis-33570	4	4	of	of	ADP
bracis-33570	4	5	convolutional	convolutional	ADJ
bracis-33570	4	6	neural	neural	ADJ
bracis-33570	4	7	networks	network	NOUN
bracis-33570	4	8	(	(	PUNCT
bracis-33570	4	9	cnns	cnns	PROPN
bracis-33570	4	10	)	)	PUNCT
bracis-33570	4	11	and	and	CCONJ
bracis-33570	4	12	yolo	yolo	ADJ
bracis-33570	4	13	detection	detection	NOUN
bracis-33570	4	14	models	model	NOUN
bracis-33570	4	15	,	,	PUNCT
bracis-33570	4	16	the	the	DET
bracis-33570	4	17	proposed	propose	VERB
bracis-33570	4	18	method	method	NOUN
bracis-33570	4	19	not	not	PART
bracis-33570	4	20	only	only	ADV
bracis-33570	4	21	increases	increase	VERB
bracis-33570	4	22	the	the	DET
bracis-33570	4	23	reliability	reliability	NOUN
bracis-33570	4	24	of	of	ADP
bracis-33570	4	25	pathological	pathological	ADJ
bracis-33570	4	26	detection	detection	NOUN
bracis-33570	4	27	in	in	ADP
bracis-33570	4	28	wce	wce	NOUN
bracis-33570	4	29	images	image	NOUN
bracis-33570	4	30	,	,	PUNCT
bracis-33570	4	31	but	but	CCONJ
bracis-33570	4	32	also	also	ADV
bracis-33570	4	33	sets	set	VERB
bracis-33570	4	34	a	a	DET
bracis-33570	4	35	new	new	ADJ
bracis-33570	4	36	benchmark	benchmark	NOUN
bracis-33570	4	37	in	in	ADP
bracis-33570	4	38	this	this	DET
bracis-33570	4	39	field	field	NOUN
bracis-33570	4	40	.	.	PUNCT
bracis-33570	5	1	our	our	PRON
bracis-33570	5	2	results	result	NOUN
bracis-33570	5	3	for	for	ADP
bracis-33570	5	4	binary	binary	ADJ
bracis-33570	5	5	classification	classification	NOUN
bracis-33570	5	6	between	between	ADP
bracis-33570	5	7	healthy	healthy	ADJ
bracis-33570	5	8	and	and	CCONJ
bracis-33570	5	9	pathological	pathological	ADJ
bracis-33570	5	10	images	image	NOUN
bracis-33570	5	11	are	be	AUX
bracis-33570	5	12	promising	promise	VERB
bracis-33570	5	13	,	,	PUNCT
bracis-33570	5	14	with	with	ADP
bracis-33570	5	15	an	an	DET
bracis-33570	5	16	accuracy	accuracy	NOUN
bracis-33570	5	17	of	of	ADP
bracis-33570	5	18	87.8	87.8	NUM
bracis-33570	5	19	%	%	NOUN
bracis-33570	5	20	,	,	PUNCT
bracis-33570	5	21	precision	precision	NOUN
bracis-33570	5	22	of	of	ADP
bracis-33570	5	23	91.6	91.6	NUM
bracis-33570	5	24	%	%	NOUN
bracis-33570	5	25	,	,	PUNCT
bracis-33570	5	26	recall	recall	NOUN
bracis-33570	5	27	of	of	ADP
bracis-33570	5	28	89.1	89.1	NUM
bracis-33570	5	29	%	%	NOUN
bracis-33570	5	30	and	and	CCONJ
bracis-33570	5	31	f1	f1	NOUN
bracis-33570	5	32	-	-	PUNCT
bracis-33570	5	33	score	score	NOUN
bracis-33570	5	34	of	of	ADP
bracis-33570	5	35	90.3	90.3	NUM
bracis-33570	5	36	%	%	NOUN
bracis-33570	5	37	.	.	PUNCT
bracis-33570	6	1	in	in	ADP
bracis-33570	6	2	addition	addition	NOUN
bracis-33570	6	3	,	,	PUNCT
bracis-33570	6	4	the	the	DET
bracis-33570	6	5	detection	detection	NOUN
bracis-33570	6	6	model	model	NOUN
bracis-33570	6	7	showed	show	VERB
bracis-33570	6	8	an	an	DET
bracis-33570	6	9	intersection	intersection	NOUN
bracis-33570	6	10	over	over	ADP
bracis-33570	6	11	union	union	NOUN
bracis-33570	6	12	(	(	PUNCT
bracis-33570	6	13	iou	iou	NOUN
bracis-33570	6	14	)	)	PUNCT
bracis-33570	6	15	of	of	ADP
bracis-33570	6	16	31.33	31.33	NUM
bracis-33570	6	17	%	%	NOUN
bracis-33570	6	18	among	among	ADP
bracis-33570	6	19	all	all	DET
bracis-33570	6	20	the	the	DET
bracis-33570	6	21	images	image	NOUN
bracis-33570	6	22	classified	classify	VERB
bracis-33570	6	23	as	as	ADP
bracis-33570	6	24	pathological	pathological	ADJ
bracis-33570	6	25	.	.	PUNCT
bracis-33570	7	1	the	the	DET
bracis-33570	7	2	impact	impact	NOUN
bracis-33570	7	3	of	of	ADP
bracis-33570	7	4	this	this	DET
bracis-33570	7	5	research	research	NOUN
bracis-33570	7	6	is	be	AUX
bracis-33570	7	7	significant	significant	ADJ
bracis-33570	7	8	,	,	PUNCT
bracis-33570	7	9	as	as	SCONJ
bracis-33570	7	10	it	it	PRON
bracis-33570	7	11	provides	provide	VERB
bracis-33570	7	12	a	a	DET
bracis-33570	7	13	method	method	NOUN
bracis-33570	7	14	capable	capable	ADJ
bracis-33570	7	15	of	of	ADP
bracis-33570	7	16	detecting	detect	VERB
bracis-33570	7	17	gi	gi	NOUN
bracis-33570	7	18	tract	tract	NOUN
bracis-33570	7	19	diseases	disease	NOUN
bracis-33570	7	20	in	in	ADP
bracis-33570	7	21	wce	wce	NOUN
bracis-33570	7	22	images	image	NOUN
bracis-33570	7	23	and	and	CCONJ
bracis-33570	7	24	contributing	contribute	VERB
bracis-33570	7	25	to	to	ADP
bracis-33570	7	26	better	well	ADJ
bracis-33570	7	27	clinical	clinical	ADJ
bracis-33570	7	28	decision	decision	NOUN
bracis-33570	7	29	-	-	PUNCT
bracis-33570	7	30	making	making	NOUN
bracis-33570	7	31	and	and	CCONJ
bracis-33570	7	32	patient	patient	ADJ
bracis-33570	7	33	care	care	NOUN
bracis-33570	7	34	.	.	PUNCT
bracis-33570	8	1	access	access	NOUN
bracis-33570	8	2	provided	provide	VERB
bracis-33570	8	3	by	by	ADP
bracis-33570	8	4	university	university	PROPN
bracis-33570	8	5	of	of	ADP
bracis-33570	8	6	notre	notre	PROPN
bracis-33570	8	7	dame	dame	PROPN
bracis-33570	8	8	hesburgh	hesburgh	PROPN
bracis-33570	8	9	library	library	PROPN
bracis-33570	8	10	.	.	PUNCT
bracis-33570	9	1	download	download	PROPN
bracis-33570	9	2	conference	conference	NOUN
bracis-33570	9	3	paper	paper	NOUN
bracis-33570	9	4	pdf	pdf	NOUN
bracis-33570	9	5	similar	similar	ADJ
bracis-33570	9	6	content	content	NOUN
bracis-33570	9	7	being	be	AUX
bracis-33570	9	8	viewed	view	VERB
bracis-33570	9	9	by	by	ADP
bracis-33570	9	10	others	other	NOUN
bracis-33570	9	11	human	human	ADJ
bracis-33570	9	12	visual	visual	ADJ
bracis-33570	9	13	system	system	NOUN
bracis-33570	9	14	consistent	consistent	ADJ
bracis-33570	9	15	model	model	NOUN
bracis-33570	9	16	for	for	ADP
bracis-33570	9	17	wireless	wireless	ADJ
bracis-33570	9	18	capsule	capsule	NOUN
bracis-33570	9	19	endoscopy	endoscopy	VERB
bracis-33570	9	20	image	image	NOUN
bracis-33570	9	21	enhancement	enhancement	NOUN
bracis-33570	9	22	and	and	CCONJ
bracis-33570	9	23	applications	application	NOUN
bracis-33570	9	24	article	article	NOUN
bracis-33570	9	25	01	01	NUM
bracis-33570	9	26	july	july	PROPN
bracis-33570	9	27	2020	2020	NUM
bracis-33570	9	28	combined	combine	VERB
bracis-33570	9	29	deep	deep	ADJ
bracis-33570	9	30	convolutional	convolutional	ADJ
bracis-33570	9	31	neural	neural	ADJ
bracis-33570	9	32	networks	network	NOUN
bracis-33570	9	33	for	for	ADP
bracis-33570	9	34	abnormality	abnormality	NOUN
bracis-33570	9	35	classification	classification	NOUN
bracis-33570	9	36	in	in	ADP
bracis-33570	9	37	wireless	wireless	ADJ
bracis-33570	9	38	capsule	capsule	NOUN
bracis-33570	9	39	endoscopy	endoscopy	VERB
bracis-33570	9	40	images	image	NOUN
bracis-33570	9	41	article	article	NOUN
bracis-33570	9	42	26	26	NUM
bracis-33570	9	43	march	march	NOUN
bracis-33570	9	44	2025	2025	NUM
bracis-33570	9	45	classification	classification	NOUN
bracis-33570	9	46	of	of	ADP
bracis-33570	9	47	gastrointestinal	gastrointestinal	ADJ
bracis-33570	9	48	diseases	disease	NOUN
bracis-33570	9	49	of	of	ADP
bracis-33570	9	50	stomach	stomach	NOUN
bracis-33570	9	51	from	from	ADP
bracis-33570	9	52	wce	wce	PROPN
bracis-33570	9	53	using	use	VERB
bracis-33570	9	54	improved	improved	ADJ
bracis-33570	9	55	saliency	saliency	NOUN
bracis-33570	9	56	-	-	PUNCT
bracis-33570	9	57	based	base	VERB
bracis-33570	9	58	method	method	NOUN
bracis-33570	9	59	and	and	CCONJ
bracis-33570	9	60	discriminant	discriminant	NOUN
bracis-33570	9	61	features	feature	VERB
bracis-33570	9	62	selection	selection	NOUN
bracis-33570	9	63	article	article	NOUN
bracis-33570	9	64	26	26	NUM
bracis-33570	9	65	june	june	PROPN
bracis-33570	9	66	2019	2019	NUM
bracis-33570	9	67	1	1	NUM
bracis-33570	9	68	introduction	introduction	NOUN
bracis-33570	9	69	the	the	DET
bracis-33570	9	70	gastrointestinal	gastrointestinal	ADJ
bracis-33570	9	71	(	(	PUNCT
bracis-33570	9	72	gi	gi	NOUN
bracis-33570	9	73	)	)	PUNCT
bracis-33570	9	74	tract	tract	NOUN
bracis-33570	9	75	is	be	AUX
bracis-33570	9	76	a	a	DET
bracis-33570	9	77	tubular	tubular	ADJ
bracis-33570	9	78	system	system	NOUN
bracis-33570	9	79	whose	whose	DET
bracis-33570	9	80	main	main	ADJ
bracis-33570	9	81	task	task	NOUN
bracis-33570	9	82	is	be	AUX
bracis-33570	9	83	digestion	digestion	NOUN
bracis-33570	9	84	.	.	PUNCT
bracis-33570	10	1	its	its	PRON
bracis-33570	10	2	structure	structure	NOUN
bracis-33570	10	3	is	be	AUX
bracis-33570	10	4	made	make	VERB
bracis-33570	10	5	up	up	ADP
bracis-33570	10	6	of	of	ADP
bracis-33570	10	7	the	the	DET
bracis-33570	10	8	mouth	mouth	NOUN
bracis-33570	10	9	,	,	PUNCT
bracis-33570	10	10	pharynx	pharynx	NOUN
bracis-33570	10	11	,	,	PUNCT
bracis-33570	10	12	esophagus	esophagus	NOUN
bracis-33570	10	13	,	,	PUNCT
bracis-33570	10	14	stomach	stomach	NOUN
bracis-33570	10	15	,	,	PUNCT
bracis-33570	10	16	small	small	ADJ
bracis-33570	10	17	intestine	intestine	NOUN
bracis-33570	10	18	,	,	PUNCT
bracis-33570	10	19	large	large	ADJ
bracis-33570	10	20	intestine	intestine	NOUN
bracis-33570	10	21	,	,	PUNCT
bracis-33570	10	22	rectum	rectum	NOUN
bracis-33570	10	23	and	and	CCONJ
bracis-33570	10	24	anal	anal	ADJ
bracis-33570	10	25	canal	canal	NOUN
bracis-33570	10	26	.	.	PUNCT
bracis-33570	11	1	inflammatory	inflammatory	ADJ
bracis-33570	11	2	diseases	disease	NOUN
bracis-33570	11	3	associated	associate	VERB
bracis-33570	11	4	with	with	ADP
bracis-33570	11	5	the	the	DET
bracis-33570	11	6	gi	gi	PROPN
bracis-33570	11	7	tract	tract	NOUN
bracis-33570	11	8	have	have	VERB
bracis-33570	11	9	a	a	DET
bracis-33570	11	10	high	high	ADJ
bracis-33570	11	11	incidence	incidence	NOUN
bracis-33570	11	12	rate	rate	NOUN
bracis-33570	11	13	in	in	ADP
bracis-33570	11	14	the	the	DET
bracis-33570	11	15	world	world	NOUN
bracis-33570	11	16	population	population	NOUN
bracis-33570	11	17	,	,	PUNCT
bracis-33570	11	18	especially	especially	ADV
bracis-33570	11	19	in	in	ADP
bracis-33570	11	20	developing	develop	VERB
bracis-33570	11	21	countries	country	NOUN
bracis-33570	11	22	,	,	PUNCT
bracis-33570	11	23	where	where	SCONJ
bracis-33570	11	24	colon	colon	NOUN
bracis-33570	11	25	,	,	PUNCT
bracis-33570	11	26	liver	liver	NOUN
bracis-33570	11	27	,	,	PUNCT
bracis-33570	11	28	and	and	CCONJ
bracis-33570	11	29	stomach	stomach	NOUN
bracis-33570	11	30	cancer	cancer	NOUN
bracis-33570	11	31	are	be	AUX
bracis-33570	11	32	among	among	ADP
bracis-33570	11	33	the	the	DET
bracis-33570	11	34	most	most	ADV
bracis-33570	11	35	recurrent	recurrent	ADJ
bracis-33570	11	36	diseases	disease	NOUN
bracis-33570	11	37	[	[	X
bracis-33570	11	38	15	15	NUM
bracis-33570	11	39	]	]	PUNCT
bracis-33570	11	40	.	.	PUNCT
bracis-33570	12	1	according	accord	VERB
bracis-33570	12	2	to	to	ADP
bracis-33570	12	3	the	the	DET
bracis-33570	12	4	world	world	PROPN
bracis-33570	12	5	health	health	NOUN
bracis-33570	12	6	organization	organization	NOUN
bracis-33570	12	7	(	(	PUNCT
bracis-33570	12	8	who	who	PRON
bracis-33570	12	9	)	)	PUNCT
bracis-33570	12	10	,	,	PUNCT
bracis-33570	12	11	in	in	ADP
bracis-33570	12	12	2022	2022	NUM
bracis-33570	12	13	,	,	PUNCT
bracis-33570	12	14	there	there	PRON
bracis-33570	12	15	were	be	VERB
bracis-33570	12	16	approximately	approximately	ADV
bracis-33570	12	17	5.1	5.1	NUM
bracis-33570	12	18	million	million	NUM
bracis-33570	12	19	cases	case	NOUN
bracis-33570	12	20	of	of	ADP
bracis-33570	12	21	gi	gi	NOUN
bracis-33570	12	22	tract	tract	NOUN
bracis-33570	12	23	cancers	cancer	NOUN
bracis-33570	12	24	worldwide	worldwide	ADV
bracis-33570	12	25	,	,	PUNCT
bracis-33570	12	26	and	and	CCONJ
bracis-33570	12	27	,	,	PUNCT
bracis-33570	12	28	in	in	ADP
bracis-33570	12	29	the	the	DET
bracis-33570	12	30	americas	americas	PROPN
bracis-33570	12	31	region	region	NOUN
bracis-33570	12	32	alone	alone	ADV
bracis-33570	12	33	,	,	PUNCT
bracis-33570	12	34	431,116	431,116	NUM
bracis-33570	12	35	deaths	death	NOUN
bracis-33570	12	36	were	be	AUX
bracis-33570	12	37	recorded	record	VERB
bracis-33570	12	38	[	[	X
bracis-33570	12	39	27	27	NUM
bracis-33570	12	40	]	]	PUNCT
bracis-33570	12	41	.	.	PUNCT
bracis-33570	13	1	based	base	VERB
bracis-33570	13	2	on	on	ADP
bracis-33570	13	3	the	the	DET
bracis-33570	13	4	need	need	NOUN
bracis-33570	13	5	to	to	PART
bracis-33570	13	6	combat	combat	VERB
bracis-33570	13	7	the	the	DET
bracis-33570	13	8	harmful	harmful	ADJ
bracis-33570	13	9	effects	effect	NOUN
bracis-33570	13	10	of	of	ADP
bracis-33570	13	11	gi	gi	NOUN
bracis-33570	13	12	tract	tract	NOUN
bracis-33570	13	13	pathologies	pathology	NOUN
bracis-33570	13	14	,	,	PUNCT
bracis-33570	13	15	endoscopy	endoscopy	VERB
bracis-33570	13	16	is	be	AUX
bracis-33570	13	17	one	one	NUM
bracis-33570	13	18	of	of	ADP
bracis-33570	13	19	the	the	DET
bracis-33570	13	20	most	most	ADV
bracis-33570	13	21	widely	widely	ADV
bracis-33570	13	22	used	use	VERB
bracis-33570	13	23	techniques	technique	NOUN
bracis-33570	13	24	for	for	ADP
bracis-33570	13	25	analyzing	analyze	VERB
bracis-33570	13	26	gi	gi	NOUN
bracis-33570	13	27	tract	tract	NOUN
bracis-33570	13	28	pathologies	pathology	NOUN
bracis-33570	13	29	,	,	PUNCT
bracis-33570	13	30	but	but	CCONJ
bracis-33570	13	31	it	it	PRON
bracis-33570	13	32	is	be	AUX
bracis-33570	13	33	characterized	characterize	VERB
bracis-33570	13	34	by	by	ADP
bracis-33570	13	35	being	be	AUX
bracis-33570	13	36	a	a	DET
bracis-33570	13	37	painful	painful	ADJ
bracis-33570	13	38	and	and	CCONJ
bracis-33570	13	39	invasive	invasive	ADJ
bracis-33570	13	40	process	process	NOUN
bracis-33570	13	41	[	[	X
bracis-33570	13	42	12	12	NUM
bracis-33570	13	43	]	]	PUNCT
bracis-33570	13	44	.	.	PUNCT
bracis-33570	14	1	in	in	ADP
bracis-33570	14	2	contrast	contrast	NOUN
bracis-33570	14	3	,	,	PUNCT
bracis-33570	14	4	videos	video	NOUN
bracis-33570	14	5	can	can	AUX
bracis-33570	14	6	be	be	AUX
bracis-33570	14	7	taken	take	VERB
bracis-33570	14	8	using	use	VERB
bracis-33570	14	9	wireless	wireless	ADJ
bracis-33570	14	10	capsule	capsule	NOUN
bracis-33570	14	11	endoscopy	endoscopy	NOUN
bracis-33570	14	12	(	(	PUNCT
bracis-33570	14	13	wce	wce	PROPN
bracis-33570	14	14	)	)	PUNCT
bracis-33570	14	15	,	,	PUNCT
bracis-33570	14	16	a	a	DET
bracis-33570	14	17	less	less	ADV
bracis-33570	14	18	aggressive	aggressive	ADJ
bracis-33570	14	19	and	and	CCONJ
bracis-33570	14	20	uncomfortable	uncomfortable	ADJ
bracis-33570	14	21	method	method	NOUN
bracis-33570	14	22	.	.	PUNCT
bracis-33570	15	1	during	during	ADP
bracis-33570	15	2	this	this	DET
bracis-33570	15	3	procedure	procedure	NOUN
bracis-33570	15	4	,	,	PUNCT
bracis-33570	15	5	the	the	DET
bracis-33570	15	6	patient	patient	NOUN
bracis-33570	15	7	swallows	swallow	VERB
bracis-33570	15	8	a	a	DET
bracis-33570	15	9	capsule	capsule	NOUN
bracis-33570	15	10	with	with	ADP
bracis-33570	15	11	a	a	DET
bracis-33570	15	12	light	light	ADJ
bracis-33570	15	13	source	source	NOUN
bracis-33570	15	14	,	,	PUNCT
bracis-33570	15	15	a	a	DET
bracis-33570	15	16	micro	micro	NOUN
bracis-33570	15	17	-	-	NOUN
bracis-33570	15	18	camera	camera	NOUN
bracis-33570	15	19	,	,	PUNCT
bracis-33570	15	20	and	and	CCONJ
bracis-33570	15	21	a	a	DET
bracis-33570	15	22	signal	signal	ADJ
bracis-33570	15	23	emitter	emitter	NOUN
bracis-33570	15	24	that	that	PRON
bracis-33570	15	25	travels	travel	VERB
bracis-33570	15	26	painlessly	painlessly	ADV
bracis-33570	15	27	throughout	throughout	ADP
bracis-33570	15	28	the	the	DET
bracis-33570	15	29	gi	gi	NOUN
bracis-33570	15	30	tract	tract	NOUN
bracis-33570	15	31	until	until	SCONJ
bracis-33570	15	32	it	it	PRON
bracis-33570	15	33	is	be	AUX
bracis-33570	15	34	naturally	naturally	ADV
bracis-33570	15	35	expelled	expel	VERB
bracis-33570	15	36	by	by	ADP
bracis-33570	15	37	the	the	DET
bracis-33570	15	38	patient	patient	NOUN
bracis-33570	15	39	’s	’s	PART
bracis-33570	15	40	body	body	NOUN
bracis-33570	15	41	.	.	PUNCT
bracis-33570	16	1	however	however	ADV
bracis-33570	16	2	,	,	PUNCT
bracis-33570	16	3	as	as	SCONJ
bracis-33570	16	4	they	they	PRON
bracis-33570	16	5	scan	scan	VERB
bracis-33570	16	6	the	the	DET
bracis-33570	16	7	entire	entire	ADJ
bracis-33570	16	8	gi	gi	NOUN
bracis-33570	16	9	tract	tract	NOUN
bracis-33570	16	10	,	,	PUNCT
bracis-33570	16	11	the	the	DET
bracis-33570	16	12	videos	video	NOUN
bracis-33570	16	13	acquired	acquire	VERB
bracis-33570	16	14	by	by	ADP
bracis-33570	16	15	the	the	DET
bracis-33570	16	16	capsule	capsule	NOUN
bracis-33570	16	17	are	be	AUX
bracis-33570	16	18	around	around	ADV
bracis-33570	16	19	8	8	NUM
bracis-33570	16	20	 	 	SPACE
bracis-33570	16	21	h	h	NOUN
bracis-33570	16	22	long	long	ADV
bracis-33570	16	23	.	.	PUNCT
bracis-33570	17	1	therefore	therefore	ADV
bracis-33570	17	2	,	,	PUNCT
bracis-33570	17	3	analyzing	analyze	VERB
bracis-33570	17	4	this	this	DET
bracis-33570	17	5	video	video	NOUN
bracis-33570	17	6	is	be	AUX
bracis-33570	17	7	an	an	DET
bracis-33570	17	8	arduous	arduous	ADJ
bracis-33570	17	9	and	and	CCONJ
bracis-33570	17	10	tedious	tedious	ADJ
bracis-33570	17	11	task	task	NOUN
bracis-33570	17	12	,	,	PUNCT
bracis-33570	17	13	making	make	VERB
bracis-33570	17	14	it	it	PRON
bracis-33570	17	15	possible	possible	ADJ
bracis-33570	17	16	to	to	PART
bracis-33570	17	17	miss	miss	VERB
bracis-33570	17	18	abnormalities	abnormality	NOUN
bracis-33570	17	19	during	during	ADP
bracis-33570	17	20	the	the	DET
bracis-33570	17	21	examination	examination	NOUN
bracis-33570	17	22	due	due	ADP
bracis-33570	17	23	to	to	ADP
bracis-33570	17	24	its	its	PRON
bracis-33570	17	25	dependency	dependency	NOUN
bracis-33570	17	26	on	on	ADP
bracis-33570	17	27	the	the	DET
bracis-33570	17	28	analyst	analyst	NOUN
bracis-33570	17	29	’s	’s	PART
bracis-33570	17	30	constant	constant	ADJ
bracis-33570	17	31	concentration	concentration	NOUN
bracis-33570	17	32	on	on	ADP
bracis-33570	17	33	the	the	DET
bracis-33570	17	34	images	image	NOUN
bracis-33570	17	35	[	[	X
bracis-33570	17	36	4	4	NUM
bracis-33570	17	37	]	]	PUNCT
bracis-33570	17	38	.	.	PUNCT
bracis-33570	18	1	for	for	ADP
bracis-33570	18	2	this	this	DET
bracis-33570	18	3	reason	reason	NOUN
bracis-33570	18	4	,	,	PUNCT
bracis-33570	18	5	it	it	PRON
bracis-33570	18	6	is	be	AUX
bracis-33570	18	7	important	important	ADJ
bracis-33570	18	8	to	to	PART
bracis-33570	18	9	use	use	VERB
bracis-33570	18	10	automation	automation	NOUN
bracis-33570	18	11	to	to	PART
bracis-33570	18	12	help	help	VERB
bracis-33570	18	13	the	the	DET
bracis-33570	18	14	specialist	specialist	NOUN
bracis-33570	18	15	analyze	analyze	VERB
bracis-33570	18	16	the	the	DET
bracis-33570	18	17	video	video	NOUN
bracis-33570	18	18	.	.	PUNCT
bracis-33570	19	1	from	from	ADP
bracis-33570	19	2	this	this	DET
bracis-33570	19	3	perspective	perspective	NOUN
bracis-33570	19	4	,	,	PUNCT
bracis-33570	19	5	machine	machine	NOUN
bracis-33570	19	6	learning	learn	VERB
bracis-33570	19	7	techniques	technique	NOUN
bracis-33570	19	8	,	,	PUNCT
bracis-33570	19	9	which	which	PRON
bracis-33570	19	10	consist	consist	VERB
bracis-33570	19	11	of	of	ADP
bracis-33570	19	12	using	use	VERB
bracis-33570	19	13	a	a	DET
bracis-33570	19	14	dataset	dataset	NOUN
bracis-33570	19	15	to	to	PART
bracis-33570	19	16	develop	develop	VERB
bracis-33570	19	17	a	a	DET
bracis-33570	19	18	computer	computer	NOUN
bracis-33570	19	19	-	-	PUNCT
bracis-33570	19	20	aided	aid	VERB
bracis-33570	19	21	diagnosis	diagnosis	NOUN
bracis-33570	19	22	(	(	PUNCT
bracis-33570	19	23	cad	cad	NOUN
bracis-33570	19	24	)	)	PUNCT
bracis-33570	19	25	system	system	NOUN
bracis-33570	19	26	,	,	PUNCT
bracis-33570	19	27	have	have	AUX
bracis-33570	19	28	been	be	AUX
bracis-33570	19	29	used	use	VERB
bracis-33570	19	30	in	in	ADP
bracis-33570	19	31	the	the	DET
bracis-33570	19	32	analysis	analysis	NOUN
bracis-33570	19	33	of	of	ADP
bracis-33570	19	34	medical	medical	ADJ
bracis-33570	19	35	images	image	NOUN
bracis-33570	19	36	since	since	SCONJ
bracis-33570	19	37	the	the	DET
bracis-33570	19	38	1990s	1990s	NUM
bracis-33570	19	39	[	[	X
bracis-33570	19	40	13	13	NUM
bracis-33570	19	41	]	]	PUNCT
bracis-33570	19	42	.	.	PUNCT
bracis-33570	20	1	these	these	DET
bracis-33570	20	2	techniques	technique	NOUN
bracis-33570	20	3	are	be	AUX
bracis-33570	20	4	widely	widely	ADV
bracis-33570	20	5	used	use	VERB
bracis-33570	20	6	in	in	ADP
bracis-33570	20	7	medical	medical	ADJ
bracis-33570	20	8	tasks	task	NOUN
bracis-33570	20	9	due	due	ADP
bracis-33570	20	10	to	to	ADP
bracis-33570	20	11	their	their	PRON
bracis-33570	20	12	ability	ability	NOUN
bracis-33570	20	13	to	to	PART
bracis-33570	20	14	automatically	automatically	ADV
bracis-33570	20	15	learn	learn	VERB
bracis-33570	20	16	discriminative	discriminative	NOUN
bracis-33570	20	17	features	feature	NOUN
bracis-33570	20	18	from	from	ADP
bracis-33570	20	19	raw	raw	ADJ
bracis-33570	20	20	data	datum	NOUN
bracis-33570	20	21	and	and	CCONJ
bracis-33570	20	22	to	to	PART
bracis-33570	20	23	reduce	reduce	VERB
bracis-33570	20	24	the	the	DET
bracis-33570	20	25	need	need	NOUN
bracis-33570	20	26	for	for	ADP
bracis-33570	20	27	pre	pre	ADJ
bracis-33570	20	28	-	-	ADJ
bracis-33570	20	29	processing	processing	ADJ
bracis-33570	20	30	and	and	CCONJ
bracis-33570	20	31	feature	feature	NOUN
bracis-33570	20	32	extraction	extraction	NOUN
bracis-33570	20	33	[	[	X
bracis-33570	20	34	14	14	NUM
bracis-33570	20	35	]	]	PUNCT
bracis-33570	20	36	.	.	PUNCT
bracis-33570	21	1	an	an	DET
bracis-33570	21	2	example	example	NOUN
bracis-33570	21	3	of	of	ADP
bracis-33570	21	4	this	this	DET
bracis-33570	21	5	type	type	NOUN
bracis-33570	21	6	of	of	ADP
bracis-33570	21	7	method	method	NOUN
bracis-33570	21	8	is	be	AUX
bracis-33570	21	9	convolutional	convolutional	ADJ
bracis-33570	21	10	neural	neural	ADJ
bracis-33570	21	11	networks	network	NOUN
bracis-33570	21	12	(	(	PUNCT
bracis-33570	21	13	cnns	cnns	PROPN
bracis-33570	21	14	)	)	PUNCT
bracis-33570	21	15	,	,	PUNCT
bracis-33570	21	16	a	a	DET
bracis-33570	21	17	computational	computational	ADJ
bracis-33570	21	18	resource	resource	NOUN
bracis-33570	21	19	inspired	inspire	VERB
bracis-33570	21	20	by	by	ADP
bracis-33570	21	21	the	the	DET
bracis-33570	21	22	workings	working	NOUN
bracis-33570	21	23	of	of	ADP
bracis-33570	21	24	the	the	DET
bracis-33570	21	25	human	human	ADJ
bracis-33570	21	26	brain	brain	NOUN
bracis-33570	21	27	commonly	commonly	ADV
bracis-33570	21	28	used	use	VERB
bracis-33570	21	29	in	in	ADP
bracis-33570	21	30	the	the	DET
bracis-33570	21	31	processing	processing	NOUN
bracis-33570	21	32	and	and	CCONJ
bracis-33570	21	33	analysis	analysis	NOUN
bracis-33570	21	34	of	of	ADP
bracis-33570	21	35	digital	digital	ADJ
bracis-33570	21	36	images	image	NOUN
bracis-33570	21	37	[	[	X
bracis-33570	21	38	26	26	NUM
bracis-33570	21	39	]	]	PUNCT
bracis-33570	21	40	.	.	PUNCT
bracis-33570	22	1	another	another	DET
bracis-33570	22	2	well	well	ADV
bracis-33570	22	3	-	-	PUNCT
bracis-33570	22	4	known	know	VERB
bracis-33570	22	5	method	method	NOUN
bracis-33570	22	6	is	be	AUX
bracis-33570	22	7	yolo	yolo	ADJ
bracis-33570	22	8	(	(	PUNCT
bracis-33570	22	9	you	you	PRON
bracis-33570	22	10	only	only	ADV
bracis-33570	22	11	look	look	VERB
bracis-33570	22	12	once	once	ADV
bracis-33570	22	13	)	)	PUNCT
bracis-33570	22	14	,	,	PUNCT
bracis-33570	22	15	which	which	PRON
bracis-33570	22	16	stands	stand	VERB
bracis-33570	22	17	out	out	ADP
bracis-33570	22	18	as	as	ADP
bracis-33570	22	19	a	a	DET
bracis-33570	22	20	real	real	ADJ
bracis-33570	22	21	-	-	PUNCT
bracis-33570	22	22	time	time	NOUN
bracis-33570	22	23	object	object	NOUN
bracis-33570	22	24	detection	detection	NOUN
bracis-33570	22	25	algorithm	algorithm	NOUN
bracis-33570	22	26	and	and	CCONJ
bracis-33570	22	27	a	a	DET
bracis-33570	22	28	single	single	ADJ
bracis-33570	22	29	-	-	PUNCT
bracis-33570	22	30	stage	stage	NOUN
bracis-33570	22	31	detector	detector	NOUN
bracis-33570	22	32	that	that	PRON
bracis-33570	22	33	can	can	AUX
bracis-33570	22	34	predict	predict	VERB
bracis-33570	22	35	all	all	DET
bracis-33570	22	36	objects	object	NOUN
bracis-33570	22	37	in	in	ADP
bracis-33570	22	38	a	a	DET
bracis-33570	22	39	single	single	ADJ
bracis-33570	22	40	pass	pass	NOUN
bracis-33570	22	41	through	through	ADP
bracis-33570	22	42	the	the	DET
bracis-33570	22	43	image	image	NOUN
bracis-33570	22	44	.	.	PUNCT
bracis-33570	23	1	in	in	ADP
bracis-33570	23	2	this	this	DET
bracis-33570	23	3	way	way	NOUN
bracis-33570	23	4	,	,	PUNCT
bracis-33570	23	5	the	the	DET
bracis-33570	23	6	adoption	adoption	NOUN
bracis-33570	23	7	of	of	ADP
bracis-33570	23	8	yolo	yolo	NOUN
bracis-33570	23	9	can	can	AUX
bracis-33570	23	10	help	help	VERB
bracis-33570	23	11	in	in	ADP
bracis-33570	23	12	the	the	DET
bracis-33570	23	13	early	early	ADJ
bracis-33570	23	14	detection	detection	NOUN
bracis-33570	23	15	and	and	CCONJ
bracis-33570	23	16	diagnosis	diagnosis	NOUN
bracis-33570	23	17	of	of	ADP
bracis-33570	23	18	gi	gi	NOUN
bracis-33570	23	19	tract	tract	NOUN
bracis-33570	23	20	diseases	disease	NOUN
bracis-33570	23	21	[	[	X
bracis-33570	23	22	19	19	NUM
bracis-33570	23	23	]	]	PUNCT
bracis-33570	23	24	.	.	PUNCT
bracis-33570	24	1	furthermore	furthermore	ADV
bracis-33570	24	2	,	,	PUNCT
bracis-33570	24	3	the	the	DET
bracis-33570	24	4	importance	importance	NOUN
bracis-33570	24	5	of	of	ADP
bracis-33570	24	6	identifying	identify	VERB
bracis-33570	24	7	the	the	DET
bracis-33570	24	8	region	region	NOUN
bracis-33570	24	9	of	of	ADP
bracis-33570	24	10	the	the	DET
bracis-33570	24	11	pathology	pathology	NOUN
bracis-33570	24	12	lies	lie	VERB
bracis-33570	24	13	in	in	ADP
bracis-33570	24	14	enabling	enable	VERB
bracis-33570	24	15	a	a	DET
bracis-33570	24	16	more	more	ADV
bracis-33570	24	17	precise	precise	ADJ
bracis-33570	24	18	diagnosis	diagnosis	NOUN
bracis-33570	24	19	,	,	PUNCT
bracis-33570	24	20	potentially	potentially	ADV
bracis-33570	24	21	avoiding	avoid	VERB
bracis-33570	24	22	additional	additional	ADJ
bracis-33570	24	23	invasive	invasive	ADJ
bracis-33570	24	24	diagnostic	diagnostic	ADJ
bracis-33570	24	25	procedures	procedure	NOUN
bracis-33570	24	26	[	[	X
bracis-33570	24	27	12	12	NUM
bracis-33570	24	28	]	]	PUNCT
bracis-33570	24	29	.	.	PUNCT
bracis-33570	25	1	it	it	PRON
bracis-33570	25	2	allows	allow	VERB
bracis-33570	25	3	for	for	ADP
bracis-33570	25	4	the	the	DET
bracis-33570	25	5	comparison	comparison	NOUN
bracis-33570	25	6	of	of	ADP
bracis-33570	25	7	images	image	NOUN
bracis-33570	25	8	from	from	ADP
bracis-33570	25	9	subsequent	subsequent	ADJ
bracis-33570	25	10	exams	exam	NOUN
bracis-33570	25	11	to	to	PART
bracis-33570	25	12	evaluate	evaluate	VERB
bracis-33570	25	13	disease	disease	NOUN
bracis-33570	25	14	progression	progression	NOUN
bracis-33570	25	15	or	or	CCONJ
bracis-33570	25	16	treatment	treatment	NOUN
bracis-33570	25	17	response	response	NOUN
bracis-33570	25	18	and	and	CCONJ
bracis-33570	25	19	informing	inform	VERB
bracis-33570	25	20	patients	patient	NOUN
bracis-33570	25	21	about	about	ADP
bracis-33570	25	22	the	the	DET
bracis-33570	25	23	exact	exact	ADJ
bracis-33570	25	24	location	location	NOUN
bracis-33570	25	25	of	of	ADP
bracis-33570	25	26	their	their	PRON
bracis-33570	25	27	condition	condition	NOUN
bracis-33570	25	28	can	can	AUX
bracis-33570	25	29	improve	improve	VERB
bracis-33570	25	30	their	their	PRON
bracis-33570	25	31	understanding	understanding	NOUN
bracis-33570	25	32	of	of	ADP
bracis-33570	25	33	the	the	DET
bracis-33570	25	34	disease	disease	NOUN
bracis-33570	25	35	and	and	CCONJ
bracis-33570	25	36	increase	increase	VERB
bracis-33570	25	37	treatment	treatment	NOUN
bracis-33570	25	38	adherence	adherence	NOUN
bracis-33570	25	39	.	.	PUNCT
bracis-33570	26	1	thus	thus	ADV
bracis-33570	26	2	,	,	PUNCT
bracis-33570	26	3	it	it	PRON
bracis-33570	26	4	becomes	become	VERB
bracis-33570	26	5	crucial	crucial	ADJ
bracis-33570	26	6	to	to	PART
bracis-33570	26	7	enhance	enhance	VERB
bracis-33570	26	8	the	the	DET
bracis-33570	26	9	capability	capability	NOUN
bracis-33570	26	10	of	of	ADP
bracis-33570	26	11	tools	tool	NOUN
bracis-33570	26	12	to	to	PART
bracis-33570	26	13	automatically	automatically	ADV
bracis-33570	26	14	detect	detect	VERB
bracis-33570	26	15	and	and	CCONJ
bracis-33570	26	16	characterize	characterize	VERB
bracis-33570	26	17	pathologies	pathology	NOUN
bracis-33570	26	18	,	,	PUNCT
bracis-33570	26	19	increasing	increase	VERB
bracis-33570	26	20	the	the	DET
bracis-33570	26	21	efficiency	efficiency	NOUN
bracis-33570	26	22	of	of	ADP
bracis-33570	26	23	cads	cad	NOUN
bracis-33570	26	24	.	.	PUNCT
bracis-33570	27	1	therefore	therefore	ADV
bracis-33570	27	2	,	,	PUNCT
bracis-33570	27	3	this	this	DET
bracis-33570	27	4	work	work	NOUN
bracis-33570	27	5	aims	aim	VERB
bracis-33570	27	6	to	to	PART
bracis-33570	27	7	introduce	introduce	VERB
bracis-33570	27	8	detection	detection	NOUN
bracis-33570	27	9	methodologies	methodology	NOUN
bracis-33570	27	10	for	for	ADP
bracis-33570	27	11	wce	wce	NOUN
bracis-33570	27	12	images	image	NOUN
bracis-33570	27	13	of	of	ADP
bracis-33570	27	14	the	the	DET
bracis-33570	27	15	gi	gi	NOUN
bracis-33570	27	16	tract	tract	NOUN
bracis-33570	27	17	,	,	PUNCT
bracis-33570	27	18	providing	provide	VERB
bracis-33570	27	19	a	a	DET
bracis-33570	27	20	solid	solid	ADJ
bracis-33570	27	21	foundation	foundation	NOUN
bracis-33570	27	22	for	for	ADP
bracis-33570	27	23	subsequent	subsequent	ADJ
bracis-33570	27	24	research	research	NOUN
bracis-33570	27	25	efforts	effort	NOUN
bracis-33570	27	26	to	to	PART
bracis-33570	27	27	build	build	VERB
bracis-33570	27	28	upon	upon	SCONJ
bracis-33570	27	29	the	the	DET
bracis-33570	27	30	automated	automate	VERB
bracis-33570	27	31	detection	detection	NOUN
bracis-33570	27	32	of	of	ADP
bracis-33570	27	33	diseases	disease	NOUN
bracis-33570	27	34	in	in	ADP
bracis-33570	27	35	wce	wce	PROPN
bracis-33570	27	36	images	image	NOUN
bracis-33570	27	37	.	.	PUNCT
bracis-33570	28	1	thus	thus	ADV
bracis-33570	28	2	,	,	PUNCT
bracis-33570	28	3	this	this	DET
bracis-33570	28	4	study	study	NOUN
bracis-33570	28	5	developed	develop	VERB
bracis-33570	28	6	the	the	DET
bracis-33570	28	7	application	application	NOUN
bracis-33570	28	8	of	of	ADP
bracis-33570	28	9	a	a	DET
bracis-33570	28	10	method	method	NOUN
bracis-33570	28	11	to	to	PART
bracis-33570	28	12	classify	classify	VERB
bracis-33570	28	13	and	and	CCONJ
bracis-33570	28	14	detect	detect	VERB
bracis-33570	28	15	the	the	DET
bracis-33570	28	16	pathologies	pathology	NOUN
bracis-33570	28	17	using	use	VERB
bracis-33570	28	18	the	the	DET
bracis-33570	28	19	best	good	ADJ
bracis-33570	28	20	cnn	cnn	NOUN
bracis-33570	28	21	architecture	architecture	NOUN
bracis-33570	28	22	experimented	experiment	VERB
bracis-33570	28	23	and	and	CCONJ
bracis-33570	28	24	yolo	yolo	PROPN
bracis-33570	28	25	.	.	PUNCT
bracis-33570	29	1	next	next	ADJ
bracis-33570	29	2	,	,	PUNCT
bracis-33570	29	3	sect	sect	NOUN
bracis-33570	29	4	.	.	PUNCT
bracis-33570	29	5	 	 	SPACE
bracis-33570	30	1	2	2	NUM
bracis-33570	30	2	highlights	highlight	NOUN
bracis-33570	30	3	the	the	DET
bracis-33570	30	4	related	related	ADJ
bracis-33570	30	5	work	work	NOUN
bracis-33570	30	6	,	,	PUNCT
bracis-33570	30	7	sect	sect	NOUN
bracis-33570	30	8	.	.	PUNCT
bracis-33570	30	9	 	 	SPACE
bracis-33570	30	10	3	3	NUM
bracis-33570	30	11	describes	describe	VERB
bracis-33570	30	12	the	the	DET
bracis-33570	30	13	proposed	propose	VERB
bracis-33570	30	14	method	method	NOUN
bracis-33570	30	15	,	,	PUNCT
bracis-33570	30	16	and	and	CCONJ
bracis-33570	30	17	sect	sect	NOUN
bracis-33570	30	18	.	.	PUNCT
bracis-33570	30	19	 	 	SPACE
bracis-33570	31	1	4	4	NUM
bracis-33570	31	2	presents	present	VERB
bracis-33570	31	3	the	the	DET
bracis-33570	31	4	results	result	NOUN
bracis-33570	31	5	,	,	PUNCT
bracis-33570	31	6	experiments	experiment	NOUN
bracis-33570	31	7	,	,	PUNCT
bracis-33570	31	8	comparisons	comparison	NOUN
bracis-33570	31	9	,	,	PUNCT
bracis-33570	31	10	and	and	CCONJ
bracis-33570	31	11	discussions	discussion	NOUN
bracis-33570	31	12	of	of	ADP
bracis-33570	31	13	the	the	DET
bracis-33570	31	14	proposed	propose	VERB
bracis-33570	31	15	method	method	NOUN
bracis-33570	31	16	.	.	PUNCT
bracis-33570	32	1	2	2	NUM
bracis-33570	32	2	related	relate	VERB
bracis-33570	32	3	works	work	NOUN
bracis-33570	32	4	in	in	ADP
bracis-33570	32	5	recent	recent	ADJ
bracis-33570	32	6	years	year	NOUN
bracis-33570	32	7	,	,	PUNCT
bracis-33570	32	8	neural	neural	ADJ
bracis-33570	32	9	networks	network	NOUN
bracis-33570	32	10	based	base	VERB
bracis-33570	32	11	on	on	ADP
bracis-33570	32	12	deep	deep	ADJ
bracis-33570	32	13	learning	learning	NOUN
bracis-33570	32	14	methods	method	NOUN
bracis-33570	32	15	have	have	AUX
bracis-33570	32	16	proven	prove	VERB
bracis-33570	32	17	to	to	PART
bracis-33570	32	18	be	be	AUX
bracis-33570	32	19	a	a	DET
bracis-33570	32	20	powerful	powerful	ADJ
bracis-33570	32	21	tool	tool	NOUN
bracis-33570	32	22	for	for	ADP
bracis-33570	32	23	image	image	NOUN
bracis-33570	32	24	analysis	analysis	NOUN
bracis-33570	32	25	,	,	PUNCT
bracis-33570	32	26	including	include	VERB
bracis-33570	32	27	medical	medical	ADJ
bracis-33570	32	28	imaging	imaging	NOUN
bracis-33570	32	29	tasks	task	NOUN
bracis-33570	32	30	[	[	X
bracis-33570	32	31	3	3	NUM
bracis-33570	32	32	]	]	PUNCT
bracis-33570	32	33	.	.	PUNCT
bracis-33570	33	1	this	this	PRON
bracis-33570	33	2	has	have	AUX
bracis-33570	33	3	led	lead	VERB
bracis-33570	33	4	to	to	ADP
bracis-33570	33	5	several	several	ADJ
bracis-33570	33	6	advances	advance	NOUN
bracis-33570	33	7	in	in	ADP
bracis-33570	33	8	the	the	DET
bracis-33570	33	9	field	field	NOUN
bracis-33570	33	10	,	,	PUNCT
bracis-33570	33	11	including	include	VERB
bracis-33570	33	12	computer	computer	NOUN
bracis-33570	33	13	-	-	PUNCT
bracis-33570	33	14	aided	aid	VERB
bracis-33570	33	15	classification	classification	NOUN
bracis-33570	33	16	and	and	CCONJ
bracis-33570	33	17	localization	localization	NOUN
bracis-33570	33	18	of	of	ADP
bracis-33570	33	19	pathologies	pathology	NOUN
bracis-33570	33	20	from	from	ADP
bracis-33570	33	21	the	the	DET
bracis-33570	33	22	gi	gi	PROPN
bracis-33570	33	23	tract	tract	NOUN
bracis-33570	33	24	.	.	PUNCT
bracis-33570	34	1	this	this	DET
bracis-33570	34	2	section	section	NOUN
bracis-33570	34	3	presents	present	VERB
bracis-33570	34	4	some	some	PRON
bracis-33570	34	5	of	of	ADP
bracis-33570	34	6	the	the	DET
bracis-33570	34	7	work	work	NOUN
bracis-33570	34	8	that	that	PRON
bracis-33570	34	9	has	have	AUX
bracis-33570	34	10	been	be	AUX
bracis-33570	34	11	done	do	VERB
bracis-33570	34	12	on	on	ADP
bracis-33570	34	13	this	this	DET
bracis-33570	34	14	subject	subject	NOUN
bracis-33570	34	15	.	.	PUNCT
bracis-33570	35	1	xu	xu	PROPN
bracis-33570	35	2	et	et	PROPN
bracis-33570	36	1	al	al	PROPN
bracis-33570	36	2	.	.	PROPN
bracis-33570	37	1	(	(	PUNCT
bracis-33570	37	2	2019	2019	NUM
bracis-33570	37	3	)	)	PUNCT
bracis-33570	37	4	introduced	introduce	VERB
bracis-33570	37	5	a	a	DET
bracis-33570	37	6	multi	multi	ADJ
bracis-33570	37	7	-	-	ADJ
bracis-33570	37	8	task	task	ADJ
bracis-33570	37	9	anatomy	anatomy	NOUN
bracis-33570	37	10	detection	detection	NOUN
bracis-33570	37	11	convolutional	convolutional	ADJ
bracis-33570	37	12	neural	neural	ADJ
bracis-33570	37	13	network	network	NOUN
bracis-33570	37	14	(	(	PUNCT
bracis-33570	37	15	mt	mt	NOUN
bracis-33570	37	16	-	-	PUNCT
bracis-33570	37	17	ad	ad	NOUN
bracis-33570	37	18	-	-	PUNCT
bracis-33570	37	19	cnn	cnn	NOUN
bracis-33570	37	20	)	)	PUNCT
bracis-33570	37	21	designed	design	VERB
bracis-33570	37	22	to	to	PART
bracis-33570	37	23	evaluate	evaluate	VERB
bracis-33570	37	24	esophagogastroduodenoscopy	esophagogastroduodenoscopy	NOUN
bracis-33570	37	25	inspection	inspection	NOUN
bracis-33570	37	26	quality	quality	NOUN
bracis-33570	37	27	.	.	PUNCT
bracis-33570	38	1	the	the	DET
bracis-33570	38	2	model	model	NOUN
bracis-33570	38	3	classifies	classify	VERB
bracis-33570	38	4	images	image	NOUN
bracis-33570	38	5	and	and	CCONJ
bracis-33570	38	6	distinguishes	distinguish	VERB
bracis-33570	38	7	between	between	ADP
bracis-33570	38	8	informative	informative	ADJ
bracis-33570	38	9	and	and	CCONJ
bracis-33570	38	10	non	non	ADJ
bracis-33570	38	11	-	-	ADJ
bracis-33570	38	12	informative	informative	ADJ
bracis-33570	38	13	frames	frame	NOUN
bracis-33570	38	14	,	,	PUNCT
bracis-33570	38	15	thus	thus	ADV
bracis-33570	38	16	displaying	display	VERB
bracis-33570	38	17	detection	detection	NOUN
bracis-33570	38	18	boxes	box	NOUN
bracis-33570	38	19	only	only	ADV
bracis-33570	38	20	on	on	ADP
bracis-33570	38	21	informative	informative	ADJ
bracis-33570	38	22	frames	frame	NOUN
bracis-33570	38	23	and	and	CCONJ
bracis-33570	38	24	reducing	reduce	VERB
bracis-33570	38	25	false	false	ADJ
bracis-33570	38	26	positives	positive	NOUN
bracis-33570	38	27	.	.	PUNCT
bracis-33570	39	1	the	the	DET
bracis-33570	39	2	mt	mt	PROPN
bracis-33570	39	3	-	-	PUNCT
bracis-33570	39	4	ad	ad	NOUN
bracis-33570	39	5	-	-	PUNCT
bracis-33570	39	6	cnn	cnn	PROPN
bracis-33570	39	7	achieves	achieve	VERB
bracis-33570	39	8	a	a	DET
bracis-33570	39	9	mean	mean	ADJ
bracis-33570	39	10	average	average	ADJ
bracis-33570	39	11	precision	precision	NOUN
bracis-33570	39	12	(	(	PUNCT
bracis-33570	39	13	map	map	NOUN
bracis-33570	39	14	)	)	PUNCT
bracis-33570	39	15	of	of	ADP
bracis-33570	39	16	93.74	93.74	NUM
bracis-33570	39	17	%	%	NOUN
bracis-33570	39	18	for	for	ADP
bracis-33570	39	19	the	the	DET
bracis-33570	39	20	detection	detection	NOUN
bracis-33570	39	21	task	task	NOUN
bracis-33570	39	22	and	and	CCONJ
bracis-33570	39	23	an	an	DET
bracis-33570	39	24	accuracy	accuracy	NOUN
bracis-33570	39	25	of	of	ADP
bracis-33570	39	26	98.77	98.77	NUM
bracis-33570	39	27	%	%	NOUN
bracis-33570	39	28	for	for	ADP
bracis-33570	39	29	the	the	DET
bracis-33570	39	30	classification	classification	NOUN
bracis-33570	39	31	task	task	NOUN
bracis-33570	39	32	.	.	PUNCT
bracis-33570	40	1	the	the	DET
bracis-33570	40	2	work	work	NOUN
bracis-33570	40	3	by	by	ADP
bracis-33570	40	4	oukdach	oukdach	NOUN
bracis-33570	40	5	et	et	PROPN
bracis-33570	40	6	al	al	PROPN
bracis-33570	40	7	.	.	PROPN
bracis-33570	40	8	(	(	PUNCT
bracis-33570	40	9	2024	2024	NUM
bracis-33570	40	10	)	)	PUNCT
bracis-33570	40	11	presented	present	VERB
bracis-33570	40	12	a	a	DET
bracis-33570	40	13	new	new	ADJ
bracis-33570	40	14	framework	framework	NOUN
bracis-33570	40	15	that	that	PRON
bracis-33570	40	16	synergizes	synergize	VERB
bracis-33570	40	17	the	the	DET
bracis-33570	40	18	strengths	strength	NOUN
bracis-33570	40	19	of	of	ADP
bracis-33570	40	20	cnns	cnn	NOUN
bracis-33570	40	21	and	and	CCONJ
bracis-33570	40	22	vision	vision	NOUN
bracis-33570	40	23	transformers	transformer	NOUN
bracis-33570	40	24	(	(	PUNCT
bracis-33570	40	25	vits	vit	NOUN
bracis-33570	40	26	)	)	PUNCT
bracis-33570	40	27	.	.	PUNCT
bracis-33570	41	1	this	this	DET
bracis-33570	41	2	approach	approach	NOUN
bracis-33570	41	3	incorporates	incorporate	VERB
bracis-33570	41	4	an	an	DET
bracis-33570	41	5	attention	attention	NOUN
bracis-33570	41	6	mechanism	mechanism	NOUN
bracis-33570	41	7	within	within	ADP
bracis-33570	41	8	a	a	DET
bracis-33570	41	9	cnn	cnn	NOUN
bracis-33570	41	10	to	to	PART
bracis-33570	41	11	extract	extract	VERB
bracis-33570	41	12	local	local	ADJ
bracis-33570	41	13	features	feature	NOUN
bracis-33570	41	14	.	.	PUNCT
bracis-33570	42	1	experiments	experiment	NOUN
bracis-33570	42	2	performed	perform	VERB
bracis-33570	42	3	on	on	ADP
bracis-33570	42	4	the	the	DET
bracis-33570	42	5	kvasir	kvasir	PROPN
bracis-33570	42	6	capsule	capsule	PROPN
bracis-33570	42	7	,	,	PUNCT
bracis-33570	42	8	a	a	DET
bracis-33570	42	9	large	large	ADJ
bracis-33570	42	10	-	-	PUNCT
bracis-33570	42	11	scale	scale	NOUN
bracis-33570	42	12	dataset	dataset	NOUN
bracis-33570	42	13	of	of	ADP
bracis-33570	42	14	wce	wce	PROPN
bracis-33570	42	15	images	image	NOUN
bracis-33570	42	16	[	[	X
bracis-33570	42	17	21	21	NUM
bracis-33570	42	18	]	]	PUNCT
bracis-33570	42	19	,	,	PUNCT
bracis-33570	42	20	showed	show	VERB
bracis-33570	42	21	a	a	DET
bracis-33570	42	22	promising	promising	ADJ
bracis-33570	42	23	result	result	NOUN
bracis-33570	42	24	of	of	ADP
bracis-33570	42	25	97	97	NUM
bracis-33570	42	26	%	%	NOUN
bracis-33570	42	27	in	in	ADP
bracis-33570	42	28	accuracy	accuracy	NOUN
bracis-33570	42	29	,	,	PUNCT
bracis-33570	42	30	precision	precision	NOUN
bracis-33570	42	31	,	,	PUNCT
bracis-33570	42	32	recall	recall	NOUN
bracis-33570	42	33	,	,	PUNCT
bracis-33570	42	34	and	and	CCONJ
bracis-33570	42	35	f1	f1	NOUN
bracis-33570	42	36	-	-	PUNCT
bracis-33570	42	37	score	score	NOUN
bracis-33570	42	38	.	.	PUNCT
bracis-33570	43	1	muruganantham	muruganantham	PROPN
bracis-33570	43	2	and	and	CCONJ
bracis-33570	43	3	balakrishnan	balakrishnan	PROPN
bracis-33570	43	4	(	(	PUNCT
bracis-33570	43	5	2022	2022	NUM
bracis-33570	43	6	)	)	PUNCT
bracis-33570	43	7	proposed	propose	VERB
bracis-33570	43	8	a	a	DET
bracis-33570	43	9	method	method	NOUN
bracis-33570	43	10	for	for	ADP
bracis-33570	43	11	classifying	classify	VERB
bracis-33570	43	12	images	image	NOUN
bracis-33570	43	13	with	with	ADP
bracis-33570	43	14	ulcers	ulcer	NOUN
bracis-33570	43	15	,	,	PUNCT
bracis-33570	43	16	bleeding	bleeding	NOUN
bracis-33570	43	17	,	,	PUNCT
bracis-33570	43	18	polyps	polyp	NOUN
bracis-33570	43	19	,	,	PUNCT
bracis-33570	43	20	or	or	CCONJ
bracis-33570	43	21	no	no	DET
bracis-33570	43	22	abnormality	abnormality	NOUN
bracis-33570	43	23	using	use	VERB
bracis-33570	43	24	resnet-50	resnet-50	PROPN
bracis-33570	43	25	associated	associate	VERB
bracis-33570	43	26	with	with	ADP
bracis-33570	43	27	a	a	DET
bracis-33570	43	28	self	self	NOUN
bracis-33570	43	29	-	-	PUNCT
bracis-33570	43	30	attention	attention	NOUN
bracis-33570	43	31	mechanism	mechanism	NOUN
bracis-33570	43	32	aggregate	aggregate	VERB
bracis-33570	43	33	spatial	spatial	ADJ
bracis-33570	43	34	characteristics	characteristic	NOUN
bracis-33570	43	35	globally	globally	ADV
bracis-33570	43	36	.	.	PUNCT
bracis-33570	44	1	the	the	DET
bracis-33570	44	2	method	method	NOUN
bracis-33570	44	3	was	be	AUX
bracis-33570	44	4	also	also	ADV
bracis-33570	44	5	tested	test	VERB
bracis-33570	44	6	on	on	ADP
bracis-33570	44	7	the	the	DET
bracis-33570	44	8	kvasir	kvasir	NOUN
bracis-33570	44	9	-	-	PUNCT
bracis-33570	44	10	capsule	capsule	NOUN
bracis-33570	44	11	dataset	dataset	NOUN
bracis-33570	44	12	and	and	CCONJ
bracis-33570	44	13	achieved	achieve	VERB
bracis-33570	44	14	a	a	DET
bracis-33570	44	15	classification	classification	NOUN
bracis-33570	44	16	accuracy	accuracy	NOUN
bracis-33570	44	17	of	of	ADP
bracis-33570	44	18	94.7	94.7	NUM
bracis-33570	44	19	%	%	NOUN
bracis-33570	44	20	.	.	PUNCT
bracis-33570	45	1	in	in	ADP
bracis-33570	45	2	addition	addition	NOUN
bracis-33570	45	3	,	,	PUNCT
bracis-33570	45	4	srivastava	srivastava	PROPN
bracis-33570	45	5	et	et	PROPN
bracis-33570	45	6	al	al	PROPN
bracis-33570	45	7	.	.	PROPN
bracis-33570	45	8	(	(	PUNCT
bracis-33570	45	9	2022	2022	NUM
bracis-33570	45	10	)	)	PUNCT
bracis-33570	45	11	proposed	propose	VERB
bracis-33570	45	12	a	a	DET
bracis-33570	45	13	focal	focal	ADJ
bracis-33570	45	14	modulation	modulation	NOUN
bracis-33570	45	15	network	network	NOUN
bracis-33570	45	16	called	call	VERB
bracis-33570	45	17	focalconvnet	focalconvnet	PROPN
bracis-33570	45	18	.	.	PUNCT
bracis-33570	46	1	focalconvnet	focalconvnet	PROPN
bracis-33570	46	2	makes	make	VERB
bracis-33570	46	3	use	use	NOUN
bracis-33570	46	4	of	of	ADP
bracis-33570	46	5	focal	focal	ADJ
bracis-33570	46	6	modulation	modulation	NOUN
bracis-33570	46	7	and	and	CCONJ
bracis-33570	46	8	an	an	DET
bracis-33570	46	9	added	add	VERB
bracis-33570	46	10	convolutional	convolutional	ADJ
bracis-33570	46	11	block	block	NOUN
bracis-33570	46	12	to	to	PART
bracis-33570	46	13	extract	extract	VERB
bracis-33570	46	14	features	feature	NOUN
bracis-33570	46	15	in	in	ADP
bracis-33570	46	16	order	order	NOUN
bracis-33570	46	17	to	to	PART
bracis-33570	46	18	improve	improve	VERB
bracis-33570	46	19	detection	detection	NOUN
bracis-33570	46	20	.	.	PUNCT
bracis-33570	47	1	the	the	DET
bracis-33570	47	2	study	study	NOUN
bracis-33570	47	3	used	use	VERB
bracis-33570	47	4	13	13	NUM
bracis-33570	47	5	classes	class	NOUN
bracis-33570	47	6	from	from	ADP
bracis-33570	47	7	anatomy	anatomy	NOUN
bracis-33570	47	8	and	and	CCONJ
bracis-33570	47	9	luminal	luminal	ADJ
bracis-33570	47	10	findings	finding	NOUN
bracis-33570	47	11	from	from	ADP
bracis-33570	47	12	the	the	DET
bracis-33570	47	13	kvasir	kvasir	PROPN
bracis-33570	47	14	-	-	PUNCT
bracis-33570	47	15	capsule	capsule	NOUN
bracis-33570	47	16	dataset	dataset	NOUN
bracis-33570	47	17	,	,	PUNCT
bracis-33570	47	18	obtaining	obtain	VERB
bracis-33570	47	19	f1	f1	NOUN
bracis-33570	47	20	-	-	PUNCT
bracis-33570	47	21	score	score	NOUN
bracis-33570	47	22	,	,	PUNCT
bracis-33570	47	23	recall	recall	NOUN
bracis-33570	47	24	,	,	PUNCT
bracis-33570	47	25	and	and	CCONJ
bracis-33570	47	26	mcc	mcc	PROPN
bracis-33570	47	27	(	(	PUNCT
bracis-33570	47	28	matthews	matthews	PROPN
bracis-33570	47	29	correlation	correlation	NOUN
bracis-33570	47	30	coefficient	coefficient	NOUN
bracis-33570	47	31	)	)	PUNCT
bracis-33570	47	32	of	of	ADP
bracis-33570	47	33	67.34	67.34	NUM
bracis-33570	47	34	%	%	NOUN
bracis-33570	47	35	,	,	PUNCT
bracis-33570	47	36	63.73	63.73	NUM
bracis-33570	47	37	%	%	NOUN
bracis-33570	47	38	,	,	PUNCT
bracis-33570	47	39	and	and	CCONJ
bracis-33570	47	40	29.74	29.74	NUM
bracis-33570	47	41	,	,	PUNCT
bracis-33570	47	42	respectively	respectively	ADV
bracis-33570	47	43	.	.	PUNCT
bracis-33570	48	1	as	as	SCONJ
bracis-33570	48	2	videos	video	NOUN
bracis-33570	48	3	are	be	AUX
bracis-33570	48	4	sequences	sequence	NOUN
bracis-33570	48	5	of	of	ADP
bracis-33570	48	6	captured	capture	VERB
bracis-33570	48	7	images	image	NOUN
bracis-33570	48	8	and	and	CCONJ
bracis-33570	48	9	the	the	DET
bracis-33570	48	10	mentioned	mention	VERB
bracis-33570	48	11	methods	method	NOUN
bracis-33570	48	12	are	be	AUX
bracis-33570	48	13	applied	apply	VERB
bracis-33570	48	14	per	per	ADP
bracis-33570	48	15	image	image	NOUN
bracis-33570	48	16	(	(	PUNCT
bracis-33570	48	17	individual	individual	ADJ
bracis-33570	48	18	video	video	NOUN
bracis-33570	48	19	frame	frame	NOUN
bracis-33570	48	20	)	)	PUNCT
bracis-33570	48	21	,	,	PUNCT
bracis-33570	48	22	some	some	DET
bracis-33570	48	23	work	work	NOUN
bracis-33570	48	24	[	[	X
bracis-33570	48	25	5	5	NUM
bracis-33570	48	26	,	,	PUNCT
bracis-33570	48	27	7	7	NUM
bracis-33570	48	28	,	,	PUNCT
bracis-33570	48	29	17	17	NUM
bracis-33570	48	30	,	,	PUNCT
bracis-33570	48	31	18	18	NUM
bracis-33570	48	32	,	,	PUNCT
bracis-33570	48	33	22	22	NUM
bracis-33570	48	34	]	]	PUNCT
bracis-33570	48	35	do	do	AUX
bracis-33570	48	36	not	not	PART
bracis-33570	48	37	clearly	clearly	ADV
bracis-33570	48	38	specify	specify	VERB
bracis-33570	48	39	how	how	SCONJ
bracis-33570	48	40	sampling	sampling	NOUN
bracis-33570	48	41	is	be	AUX
bracis-33570	48	42	done	do	VERB
bracis-33570	48	43	to	to	PART
bracis-33570	48	44	split	split	VERB
bracis-33570	48	45	the	the	DET
bracis-33570	48	46	training	training	NOUN
bracis-33570	48	47	and	and	CCONJ
bracis-33570	48	48	test	test	NOUN
bracis-33570	48	49	sets	set	NOUN
bracis-33570	48	50	.	.	PUNCT
bracis-33570	49	1	ideally	ideally	ADV
bracis-33570	49	2	,	,	PUNCT
bracis-33570	49	3	all	all	DET
bracis-33570	49	4	video	video	NOUN
bracis-33570	49	5	frames	frame	NOUN
bracis-33570	49	6	for	for	ADP
bracis-33570	49	7	a	a	DET
bracis-33570	49	8	patient	patient	NOUN
bracis-33570	49	9	should	should	AUX
bracis-33570	49	10	be	be	AUX
bracis-33570	49	11	in	in	ADP
bracis-33570	49	12	the	the	DET
bracis-33570	49	13	same	same	ADJ
bracis-33570	49	14	set	set	NOUN
bracis-33570	49	15	.	.	PUNCT
bracis-33570	50	1	applying	apply	VERB
bracis-33570	50	2	a	a	DET
bracis-33570	50	3	random	random	ADJ
bracis-33570	50	4	sampling	sampling	NOUN
bracis-33570	50	5	of	of	ADP
bracis-33570	50	6	video	video	NOUN
bracis-33570	50	7	frames	frame	NOUN
bracis-33570	50	8	can	can	AUX
bracis-33570	50	9	result	result	VERB
bracis-33570	50	10	in	in	ADP
bracis-33570	50	11	“	"	PUNCT
bracis-33570	50	12	data	data	NOUN
bracis-33570	50	13	leakage	leakage	NOUN
bracis-33570	50	14	”	"	PUNCT
bracis-33570	51	1	[	[	X
bracis-33570	51	2	9	9	NUM
bracis-33570	51	3	]	]	PUNCT
bracis-33570	51	4	,	,	PUNCT
bracis-33570	51	5	as	as	SCONJ
bracis-33570	51	6	similar	similar	ADJ
bracis-33570	51	7	frames	frame	NOUN
bracis-33570	51	8	(	(	PUNCT
bracis-33570	51	9	neighbors	neighbor	NOUN
bracis-33570	51	10	)	)	PUNCT
bracis-33570	51	11	from	from	ADP
bracis-33570	51	12	the	the	DET
bracis-33570	51	13	same	same	ADJ
bracis-33570	51	14	patient	patient	NOUN
bracis-33570	51	15	can	can	AUX
bracis-33570	51	16	end	end	VERB
bracis-33570	51	17	up	up	ADP
bracis-33570	51	18	in	in	ADP
bracis-33570	51	19	both	both	CCONJ
bracis-33570	51	20	the	the	DET
bracis-33570	51	21	training	training	NOUN
bracis-33570	51	22	and	and	CCONJ
bracis-33570	51	23	test	test	NOUN
bracis-33570	51	24	sets	set	NOUN
bracis-33570	51	25	,	,	PUNCT
bracis-33570	51	26	compromising	compromise	VERB
bracis-33570	51	27	the	the	DET
bracis-33570	51	28	results	result	NOUN
bracis-33570	51	29	’	'	PUNCT
bracis-33570	51	30	reliability	reliability	NOUN
bracis-33570	51	31	.	.	PUNCT
bracis-33570	52	1	in	in	ADP
bracis-33570	52	2	addition	addition	NOUN
bracis-33570	52	3	,	,	PUNCT
bracis-33570	52	4	although	although	SCONJ
bracis-33570	52	5	there	there	PRON
bracis-33570	52	6	are	be	VERB
bracis-33570	52	7	many	many	ADJ
bracis-33570	52	8	published	publish	VERB
bracis-33570	52	9	studies	study	NOUN
bracis-33570	52	10	to	to	PART
bracis-33570	52	11	assist	assist	VERB
bracis-33570	52	12	in	in	ADP
bracis-33570	52	13	the	the	DET
bracis-33570	52	14	diagnosis	diagnosis	NOUN
bracis-33570	52	15	of	of	ADP
bracis-33570	52	16	gi	gi	ADJ
bracis-33570	52	17	pathologies	pathology	NOUN
bracis-33570	52	18	in	in	ADP
bracis-33570	52	19	wce	wce	PROPN
bracis-33570	52	20	images	image	NOUN
bracis-33570	52	21	,	,	PUNCT
bracis-33570	52	22	there	there	PRON
bracis-33570	52	23	is	be	VERB
bracis-33570	52	24	a	a	DET
bracis-33570	52	25	notable	notable	ADJ
bracis-33570	52	26	lack	lack	NOUN
bracis-33570	52	27	of	of	ADP
bracis-33570	52	28	studies	study	NOUN
bracis-33570	52	29	focused	focus	VERB
bracis-33570	52	30	on	on	ADP
bracis-33570	52	31	the	the	DET
bracis-33570	52	32	detection	detection	NOUN
bracis-33570	52	33	of	of	ADP
bracis-33570	52	34	the	the	DET
bracis-33570	52	35	region	region	NOUN
bracis-33570	52	36	in	in	ADP
bracis-33570	52	37	which	which	PRON
bracis-33570	52	38	these	these	DET
bracis-33570	52	39	anomalies	anomaly	NOUN
bracis-33570	52	40	are	be	AUX
bracis-33570	52	41	found	find	VERB
bracis-33570	52	42	.	.	PUNCT
bracis-33570	53	1	to	to	ADP
bracis-33570	53	2	this	this	DET
bracis-33570	53	3	end	end	NOUN
bracis-33570	53	4	,	,	PUNCT
bracis-33570	53	5	a	a	DET
bracis-33570	53	6	pipeline	pipeline	NOUN
bracis-33570	53	7	was	be	AUX
bracis-33570	53	8	developed	develop	VERB
bracis-33570	53	9	to	to	PART
bracis-33570	53	10	classify	classify	VERB
bracis-33570	53	11	abnormal	abnormal	ADJ
bracis-33570	53	12	images	image	NOUN
bracis-33570	53	13	using	use	VERB
bracis-33570	53	14	the	the	DET
bracis-33570	53	15	best	well	ADV
bracis-33570	53	16	-	-	PUNCT
bracis-33570	53	17	performing	perform	VERB
bracis-33570	53	18	cnn	cnn	NOUN
bracis-33570	53	19	architecture	architecture	NOUN
bracis-33570	53	20	in	in	ADP
bracis-33570	53	21	the	the	DET
bracis-33570	53	22	conducted	conduct	VERB
bracis-33570	53	23	experiments	experiment	NOUN
bracis-33570	53	24	,	,	PUNCT
bracis-33570	53	25	followed	follow	VERB
bracis-33570	53	26	by	by	ADP
bracis-33570	53	27	the	the	DET
bracis-33570	53	28	detection	detection	NOUN
bracis-33570	53	29	of	of	ADP
bracis-33570	53	30	the	the	DET
bracis-33570	53	31	region	region	NOUN
bracis-33570	53	32	with	with	ADP
bracis-33570	53	33	the	the	DET
bracis-33570	53	34	presence	presence	NOUN
bracis-33570	53	35	of	of	ADP
bracis-33570	53	36	the	the	DET
bracis-33570	53	37	disease	disease	NOUN
bracis-33570	53	38	using	use	VERB
bracis-33570	53	39	yolov8	yolov8	NOUN
bracis-33570	54	1	[	[	X
bracis-33570	54	2	8	8	NUM
bracis-33570	54	3	]	]	PUNCT
bracis-33570	54	4	,	,	PUNCT
bracis-33570	54	5	a	a	DET
bracis-33570	54	6	recent	recent	ADJ
bracis-33570	54	7	model	model	NOUN
bracis-33570	54	8	for	for	ADP
bracis-33570	54	9	detecting	detect	VERB
bracis-33570	54	10	objects	object	NOUN
bracis-33570	54	11	from	from	ADP
bracis-33570	54	12	images	image	NOUN
bracis-33570	54	13	in	in	ADP
bracis-33570	54	14	real	real	ADJ
bracis-33570	54	15	-	-	PUNCT
bracis-33570	54	16	time	time	NOUN
bracis-33570	54	17	.	.	PUNCT
bracis-33570	55	1	this	this	DET
bracis-33570	55	2	work	work	NOUN
bracis-33570	55	3	’s	’s	PART
bracis-33570	55	4	contribution	contribution	NOUN
bracis-33570	55	5	lies	lie	VERB
bracis-33570	55	6	in	in	ADP
bracis-33570	55	7	the	the	DET
bracis-33570	55	8	proposal	proposal	NOUN
bracis-33570	55	9	of	of	ADP
bracis-33570	55	10	an	an	DET
bracis-33570	55	11	automated	automate	VERB
bracis-33570	55	12	method	method	NOUN
bracis-33570	55	13	that	that	PRON
bracis-33570	55	14	not	not	PART
bracis-33570	55	15	only	only	ADV
bracis-33570	55	16	identifies	identify	VERB
bracis-33570	55	17	the	the	DET
bracis-33570	55	18	presence	presence	NOUN
bracis-33570	55	19	of	of	ADP
bracis-33570	55	20	different	different	ADJ
bracis-33570	55	21	types	type	NOUN
bracis-33570	55	22	of	of	ADP
bracis-33570	55	23	anomalies	anomaly	NOUN
bracis-33570	55	24	in	in	ADP
bracis-33570	55	25	wce	wce	NOUN
bracis-33570	55	26	images	image	NOUN
bracis-33570	55	27	but	but	CCONJ
bracis-33570	55	28	also	also	ADV
bracis-33570	55	29	indicates	indicate	VERB
bracis-33570	55	30	the	the	DET
bracis-33570	55	31	region	region	NOUN
bracis-33570	55	32	affected	affect	VERB
bracis-33570	55	33	by	by	ADP
bracis-33570	55	34	the	the	DET
bracis-33570	55	35	pathology	pathology	NOUN
bracis-33570	55	36	,	,	PUNCT
bracis-33570	55	37	reducing	reduce	VERB
bracis-33570	55	38	the	the	DET
bracis-33570	55	39	time	time	NOUN
bracis-33570	55	40	and	and	CCONJ
bracis-33570	55	41	work	work	NOUN
bracis-33570	55	42	involved	involve	VERB
bracis-33570	55	43	in	in	ADP
bracis-33570	55	44	analyzing	analyze	VERB
bracis-33570	55	45	videos	video	NOUN
bracis-33570	55	46	of	of	ADP
bracis-33570	55	47	wce	wce	PROPN
bracis-33570	55	48	exams	exam	NOUN
bracis-33570	55	49	.	.	PUNCT
bracis-33570	56	1	3	3	NUM
bracis-33570	56	2	materials	material	NOUN
bracis-33570	56	3	and	and	CCONJ
bracis-33570	56	4	 	 	SPACE
bracis-33570	56	5	method	method	NOUN
bracis-33570	56	6	this	this	DET
bracis-33570	56	7	section	section	NOUN
bracis-33570	56	8	describes	describe	VERB
bracis-33570	56	9	the	the	DET
bracis-33570	56	10	proposed	propose	VERB
bracis-33570	56	11	method	method	NOUN
bracis-33570	56	12	.	.	PUNCT
bracis-33570	57	1	firstly	firstly	ADV
bracis-33570	57	2	,	,	PUNCT
bracis-33570	57	3	the	the	DET
bracis-33570	57	4	image	image	NOUN
bracis-33570	57	5	dataset	dataset	NOUN
bracis-33570	57	6	used	use	VERB
bracis-33570	57	7	to	to	PART
bracis-33570	57	8	train	train	VERB
bracis-33570	57	9	and	and	CCONJ
bracis-33570	57	10	evaluate	evaluate	VERB
bracis-33570	57	11	the	the	DET
bracis-33570	57	12	proposed	propose	VERB
bracis-33570	57	13	method	method	NOUN
bracis-33570	57	14	is	be	AUX
bracis-33570	57	15	determined	determine	VERB
bracis-33570	57	16	,	,	PUNCT
bracis-33570	57	17	and	and	CCONJ
bracis-33570	57	18	then	then	ADV
bracis-33570	57	19	the	the	DET
bracis-33570	57	20	best	well	ADV
bracis-33570	57	21	performing	perform	VERB
bracis-33570	57	22	cnn	cnn	NOUN
bracis-33570	57	23	architecture	architecture	NOUN
bracis-33570	57	24	is	be	AUX
bracis-33570	57	25	selected	select	VERB
bracis-33570	57	26	to	to	PART
bracis-33570	57	27	classify	classify	VERB
bracis-33570	57	28	the	the	DET
bracis-33570	57	29	images	image	NOUN
bracis-33570	57	30	in	in	ADP
bracis-33570	57	31	the	the	DET
bracis-33570	57	32	dataset	dataset	NOUN
bracis-33570	57	33	.	.	PUNCT
bracis-33570	58	1	then	then	ADV
bracis-33570	58	2	,	,	PUNCT
bracis-33570	58	3	the	the	DET
bracis-33570	58	4	model	model	NOUN
bracis-33570	58	5	that	that	PRON
bracis-33570	58	6	has	have	AUX
bracis-33570	58	7	shown	show	VERB
bracis-33570	58	8	the	the	DET
bracis-33570	58	9	best	good	ADJ
bracis-33570	58	10	performance	performance	NOUN
bracis-33570	58	11	during	during	ADP
bracis-33570	58	12	the	the	DET
bracis-33570	58	13	experiments	experiment	NOUN
bracis-33570	58	14	sends	send	VERB
bracis-33570	58	15	the	the	DET
bracis-33570	58	16	images	image	NOUN
bracis-33570	58	17	classified	classify	VERB
bracis-33570	58	18	as	as	ADP
bracis-33570	58	19	abnormal	abnormal	ADJ
bracis-33570	58	20	for	for	ADP
bracis-33570	58	21	detection	detection	NOUN
bracis-33570	58	22	.	.	PUNCT
bracis-33570	59	1	finally	finally	ADV
bracis-33570	59	2	,	,	PUNCT
bracis-33570	59	3	the	the	DET
bracis-33570	59	4	detection	detection	NOUN
bracis-33570	59	5	models	model	NOUN
bracis-33570	59	6	trained	train	VERB
bracis-33570	59	7	for	for	ADP
bracis-33570	59	8	a	a	DET
bracis-33570	59	9	specific	specific	ADJ
bracis-33570	59	10	class	class	NOUN
bracis-33570	59	11	by	by	ADP
bracis-33570	59	12	yolov8	yolov8	PROPN
bracis-33570	59	13	,	,	PUNCT
bracis-33570	59	14	make	make	VERB
bracis-33570	59	15	predictions	prediction	NOUN
bracis-33570	59	16	based	base	VERB
bracis-33570	59	17	on	on	ADP
bracis-33570	59	18	the	the	DET
bracis-33570	59	19	images	image	NOUN
bracis-33570	59	20	received	receive	VERB
bracis-33570	59	21	.	.	PUNCT
bracis-33570	60	1	the	the	DET
bracis-33570	60	2	predicted	predict	VERB
bracis-33570	60	3	region	region	NOUN
bracis-33570	60	4	is	be	AUX
bracis-33570	60	5	the	the	DET
bracis-33570	60	6	one	one	NUM
bracis-33570	60	7	with	with	ADP
bracis-33570	60	8	the	the	DET
bracis-33570	60	9	highest	high	ADJ
bracis-33570	60	10	confidence	confidence	NOUN
bracis-33570	60	11	between	between	ADP
bracis-33570	60	12	the	the	DET
bracis-33570	60	13	model	model	NOUN
bracis-33570	60	14	’s	’s	PART
bracis-33570	60	15	predictions	prediction	NOUN
bracis-33570	60	16	.	.	PUNCT
bracis-33570	61	1	a	a	DET
bracis-33570	61	2	representation	representation	NOUN
bracis-33570	61	3	of	of	ADP
bracis-33570	61	4	the	the	DET
bracis-33570	61	5	process	process	NOUN
bracis-33570	61	6	can	can	AUX
bracis-33570	61	7	be	be	AUX
bracis-33570	61	8	seen	see	VERB
bracis-33570	61	9	in	in	ADP
bracis-33570	61	10	fig	fig	NOUN
bracis-33570	61	11	.	.	PUNCT
bracis-33570	61	12	 	 	SPACE
bracis-33570	62	1	1	1	NUM
bracis-33570	62	2	.	.	PUNCT
bracis-33570	62	3	fig	fig	NOUN
bracis-33570	62	4	.	.	PUNCT
bracis-33570	63	1	1	1	X
bracis-33570	63	2	.	.	NUM
bracis-33570	63	3	proposed	propose	VERB
bracis-33570	63	4	method	method	NOUN
bracis-33570	63	5	full	full	ADJ
bracis-33570	63	6	size	size	NOUN
bracis-33570	63	7	image	image	NOUN
bracis-33570	63	8	3.1	3.1	NUM
bracis-33570	63	9	dataset	dataset	NOUN
bracis-33570	63	10	table	table	NOUN
bracis-33570	63	11	1	1	NUM
bracis-33570	63	12	.	.	PUNCT
bracis-33570	64	1	kvasir	kvasir	NOUN
bracis-33570	64	2	-	-	PUNCT
bracis-33570	64	3	capsule	capsule	NOUN
bracis-33570	64	4	images	image	NOUN
bracis-33570	64	5	by	by	ADP
bracis-33570	64	6	classfull	classfull	NOUN
bracis-33570	64	7	size	size	NOUN
bracis-33570	64	8	table	table	NOUN
bracis-33570	64	9	in	in	ADP
bracis-33570	64	10	this	this	DET
bracis-33570	64	11	work	work	NOUN
bracis-33570	65	1	,	,	PUNCT
bracis-33570	65	2	the	the	DET
bracis-33570	65	3	experiments	experiment	NOUN
bracis-33570	65	4	were	be	AUX
bracis-33570	65	5	carried	carry	VERB
bracis-33570	65	6	out	out	ADP
bracis-33570	65	7	using	use	VERB
bracis-33570	65	8	the	the	DET
bracis-33570	65	9	kvasir	kvasir	NOUN
bracis-33570	65	10	-	-	PUNCT
bracis-33570	65	11	capsule	capsule	NOUN
bracis-33570	65	12	dataset	dataset	NOUN
bracis-33570	65	13	,	,	PUNCT
bracis-33570	65	14	which	which	PRON
bracis-33570	65	15	was	be	AUX
bracis-33570	65	16	built	build	VERB
bracis-33570	65	17	by	by	ADP
bracis-33570	65	18	collecting	collect	VERB
bracis-33570	65	19	wce	wce	NOUN
bracis-33570	65	20	scans	scan	NOUN
bracis-33570	65	21	from	from	ADP
bracis-33570	65	22	a	a	DET
bracis-33570	65	23	norwegian	norwegian	ADJ
bracis-33570	65	24	hospital	hospital	NOUN
bracis-33570	66	1	[	[	X
bracis-33570	66	2	21	21	NUM
bracis-33570	66	3	]	]	PUNCT
bracis-33570	66	4	.	.	PUNCT
bracis-33570	67	1	currently	currently	ADV
bracis-33570	67	2	,	,	PUNCT
bracis-33570	67	3	kvasir	kvasir	NOUN
bracis-33570	67	4	-	-	PUNCT
bracis-33570	67	5	capsule	capsule	NOUN
bracis-33570	67	6	is	be	AUX
bracis-33570	67	7	the	the	DET
bracis-33570	67	8	largest	large	ADJ
bracis-33570	67	9	and	and	CCONJ
bracis-33570	67	10	most	most	ADV
bracis-33570	67	11	diverse	diverse	ADJ
bracis-33570	67	12	wce	wce	NOUN
bracis-33570	67	13	dataset	dataset	VERB
bracis-33570	67	14	with	with	ADP
bracis-33570	67	15	expert	expert	NOUN
bracis-33570	67	16	-	-	PUNCT
bracis-33570	67	17	labeled	label	VERB
bracis-33570	67	18	data	datum	NOUN
bracis-33570	67	19	and	and	CCONJ
bracis-33570	67	20	publicly	publicly	ADV
bracis-33570	67	21	available	available	ADJ
bracis-33570	67	22	.	.	PUNCT
bracis-33570	68	1	it	it	PRON
bracis-33570	68	2	comprises	comprise	VERB
bracis-33570	68	3	a	a	DET
bracis-33570	68	4	total	total	NOUN
bracis-33570	68	5	of	of	ADP
bracis-33570	68	6	117	117	NUM
bracis-33570	68	7	videos	video	NOUN
bracis-33570	68	8	collected	collect	VERB
bracis-33570	68	9	from	from	ADP
bracis-33570	68	10	wce	wce	PROPN
bracis-33570	68	11	exams	exam	NOUN
bracis-33570	68	12	,	,	PUNCT
bracis-33570	68	13	totaling	total	VERB
bracis-33570	68	14	around	around	ADV
bracis-33570	68	15	4.7	4.7	NUM
bracis-33570	68	16	million	million	NUM
bracis-33570	68	17	frames	frame	NOUN
bracis-33570	68	18	extracted	extract	VERB
bracis-33570	68	19	from	from	ADP
bracis-33570	68	20	these	these	DET
bracis-33570	68	21	videos	video	NOUN
bracis-33570	68	22	.	.	PUNCT
bracis-33570	69	1	in	in	ADP
bracis-33570	69	2	addition	addition	NOUN
bracis-33570	69	3	,	,	PUNCT
bracis-33570	69	4	the	the	DET
bracis-33570	69	5	dataset	dataset	NOUN
bracis-33570	69	6	features	feature	VERB
bracis-33570	69	7	47.238	47.238	NUM
bracis-33570	69	8	frames	frame	NOUN
bracis-33570	69	9	labeled	label	VERB
bracis-33570	69	10	by	by	ADP
bracis-33570	69	11	specialists	specialist	NOUN
bracis-33570	69	12	,	,	PUNCT
bracis-33570	69	13	336\(\times	336\(\times	NUM
bracis-33570	69	14	\)336	\)336	NOUN
bracis-33570	69	15	in	in	ADP
bracis-33570	69	16	size	size	NOUN
bracis-33570	69	17	and	and	CCONJ
bracis-33570	69	18	divided	divide	VERB
bracis-33570	69	19	into	into	ADP
bracis-33570	69	20	two	two	NUM
bracis-33570	69	21	categories	category	NOUN
bracis-33570	69	22	:	:	PUNCT
bracis-33570	69	23	anatomical	anatomical	ADJ
bracis-33570	69	24	findings	finding	NOUN
bracis-33570	69	25	,	,	PUNCT
bracis-33570	69	26	consisting	consist	VERB
bracis-33570	69	27	of	of	ADP
bracis-33570	69	28	pylorus	pylorus	NOUN
bracis-33570	69	29	,	,	PUNCT
bracis-33570	69	30	ileocecal	ileocecal	ADJ
bracis-33570	69	31	valve	valve	NOUN
bracis-33570	69	32	and	and	CCONJ
bracis-33570	69	33	ampulla	ampulla	NOUN
bracis-33570	69	34	of	of	ADP
bracis-33570	69	35	vater	vater	NOUN
bracis-33570	69	36	,	,	PUNCT
bracis-33570	69	37	and	and	CCONJ
bracis-33570	69	38	luminal	luminal	ADJ
bracis-33570	69	39	findings	finding	NOUN
bracis-33570	69	40	,	,	PUNCT
bracis-33570	69	41	composed	compose	VERB
bracis-33570	69	42	of	of	ADP
bracis-33570	69	43	angiectasia	angiectasia	NOUN
bracis-33570	69	44	,	,	PUNCT
bracis-33570	69	45	blood	blood	NOUN
bracis-33570	69	46	fresh	fresh	ADJ
bracis-33570	69	47	,	,	PUNCT
bracis-33570	69	48	blood	blood	NOUN
bracis-33570	69	49	hematin	hematin	NOUN
bracis-33570	69	50	,	,	PUNCT
bracis-33570	69	51	erosion	erosion	NOUN
bracis-33570	69	52	,	,	PUNCT
bracis-33570	69	53	erythema	erythema	ADV
bracis-33570	69	54	,	,	PUNCT
bracis-33570	69	55	foreign	foreign	ADJ
bracis-33570	69	56	body	body	NOUN
bracis-33570	69	57	,	,	PUNCT
bracis-33570	69	58	polyp	polyp	NOUN
bracis-33570	69	59	,	,	PUNCT
bracis-33570	69	60	lymphangiectasia	lymphangiectasia	PROPN
bracis-33570	69	61	,	,	PUNCT
bracis-33570	69	62	reduced	reduce	VERB
bracis-33570	69	63	mucosal	mucosal	ADJ
bracis-33570	69	64	view	view	NOUN
bracis-33570	69	65	and	and	CCONJ
bracis-33570	69	66	ulcer	ulcer	NOUN
bracis-33570	69	67	,	,	PUNCT
bracis-33570	69	68	in	in	ADP
bracis-33570	69	69	addition	addition	NOUN
bracis-33570	69	70	to	to	ADP
bracis-33570	69	71	the	the	DET
bracis-33570	69	72	normal	normal	ADJ
bracis-33570	69	73	clear	clear	ADJ
bracis-33570	69	74	mucosa	mucosa	NOUN
bracis-33570	69	75	class	class	NOUN
bracis-33570	69	76	,	,	PUNCT
bracis-33570	69	77	which	which	PRON
bracis-33570	69	78	represents	represent	VERB
bracis-33570	69	79	normal	normal	ADJ
bracis-33570	69	80	images	image	NOUN
bracis-33570	69	81	.	.	PUNCT
bracis-33570	70	1	figure	figure	NOUN
bracis-33570	70	2	 	 	SPACE
bracis-33570	70	3	2	2	NUM
bracis-33570	70	4	shows	show	VERB
bracis-33570	70	5	the	the	DET
bracis-33570	70	6	sample	sample	NOUN
bracis-33570	70	7	image	image	NOUN
bracis-33570	70	8	for	for	ADP
bracis-33570	70	9	each	each	DET
bracis-33570	70	10	class	class	NOUN
bracis-33570	70	11	.	.	PUNCT
bracis-33570	71	1	the	the	DET
bracis-33570	71	2	division	division	NOUN
bracis-33570	71	3	of	of	ADP
bracis-33570	71	4	the	the	DET
bracis-33570	71	5	dataset	dataset	NOUN
bracis-33570	71	6	,	,	PUNCT
bracis-33570	71	7	the	the	DET
bracis-33570	71	8	number	number	NOUN
bracis-33570	71	9	of	of	ADP
bracis-33570	71	10	patients	patient	NOUN
bracis-33570	71	11	,	,	PUNCT
bracis-33570	71	12	and	and	CCONJ
bracis-33570	71	13	the	the	DET
bracis-33570	71	14	availability	availability	NOUN
bracis-33570	71	15	of	of	ADP
bracis-33570	71	16	the	the	DET
bracis-33570	71	17	bounding	bounding	NOUN
bracis-33570	71	18	boxes	box	NOUN
bracis-33570	71	19	per	per	ADP
bracis-33570	71	20	class	class	NOUN
bracis-33570	71	21	can	can	AUX
bracis-33570	71	22	be	be	AUX
bracis-33570	71	23	seen	see	VERB
bracis-33570	71	24	in	in	ADP
bracis-33570	71	25	table	table	NOUN
bracis-33570	71	26	 	 	SPACE
bracis-33570	71	27	1	1	NUM
bracis-33570	71	28	.	.	PUNCT
bracis-33570	71	29	fig	fig	NOUN
bracis-33570	71	30	.	.	PUNCT
bracis-33570	72	1	2	2	X
bracis-33570	72	2	.	.	X
bracis-33570	72	3	sample	sample	NOUN
bracis-33570	72	4	of	of	ADP
bracis-33570	72	5	labeled	label	VERB
bracis-33570	72	6	images	image	NOUN
bracis-33570	72	7	in	in	ADP
bracis-33570	72	8	kvasir	kvasir	NOUN
bracis-33570	72	9	-	-	PUNCT
bracis-33570	72	10	capsule	capsule	NOUN
bracis-33570	72	11	full	full	ADJ
bracis-33570	72	12	size	size	NOUN
bracis-33570	72	13	image	image	NOUN
bracis-33570	72	14	3.2	3.2	NUM
bracis-33570	72	15	classification	classification	NOUN
bracis-33570	72	16	stage	stage	NOUN
bracis-33570	72	17	in	in	ADP
bracis-33570	72	18	this	this	DET
bracis-33570	72	19	stage	stage	NOUN
bracis-33570	72	20	,	,	PUNCT
bracis-33570	72	21	we	we	PRON
bracis-33570	72	22	previously	previously	ADV
bracis-33570	72	23	implemented	implement	VERB
bracis-33570	72	24	and	and	CCONJ
bracis-33570	72	25	evaluated	evaluate	VERB
bracis-33570	72	26	cnn	cnn	PROPN
bracis-33570	72	27	architectures	architecture	NOUN
bracis-33570	72	28	to	to	PART
bracis-33570	72	29	choose	choose	VERB
bracis-33570	72	30	the	the	DET
bracis-33570	72	31	model	model	NOUN
bracis-33570	72	32	to	to	PART
bracis-33570	72	33	be	be	AUX
bracis-33570	72	34	used	use	VERB
bracis-33570	72	35	in	in	ADP
bracis-33570	72	36	the	the	DET
bracis-33570	72	37	method	method	NOUN
bracis-33570	72	38	,	,	PUNCT
bracis-33570	72	39	defined	define	VERB
bracis-33570	72	40	the	the	DET
bracis-33570	72	41	metrics	metric	NOUN
bracis-33570	72	42	to	to	PART
bracis-33570	72	43	be	be	AUX
bracis-33570	72	44	used	use	VERB
bracis-33570	72	45	to	to	PART
bracis-33570	72	46	evaluate	evaluate	VERB
bracis-33570	72	47	the	the	DET
bracis-33570	72	48	binary	binary	ADJ
bracis-33570	72	49	classification	classification	NOUN
bracis-33570	72	50	models	model	NOUN
bracis-33570	72	51	,	,	PUNCT
bracis-33570	72	52	and	and	CCONJ
bracis-33570	72	53	trained	train	VERB
bracis-33570	72	54	and	and	CCONJ
bracis-33570	72	55	tested	test	VERB
bracis-33570	72	56	the	the	DET
bracis-33570	72	57	dataset	dataset	NOUN
bracis-33570	72	58	with	with	ADP
bracis-33570	72	59	the	the	DET
bracis-33570	72	60	architecture	architecture	NOUN
bracis-33570	72	61	that	that	PRON
bracis-33570	72	62	obtained	obtain	VERB
bracis-33570	72	63	the	the	DET
bracis-33570	72	64	best	good	ADJ
bracis-33570	72	65	performance	performance	NOUN
bracis-33570	72	66	.	.	PUNCT
bracis-33570	73	1	selection	selection	NOUN
bracis-33570	73	2	of	of	ADP
bracis-33570	73	3	cnn	cnn	PROPN
bracis-33570	73	4	model	model	NOUN
bracis-33570	73	5	.	.	PUNCT
bracis-33570	74	1	after	after	ADP
bracis-33570	74	2	defining	define	VERB
bracis-33570	74	3	the	the	DET
bracis-33570	74	4	dataset	dataset	NOUN
bracis-33570	74	5	,	,	PUNCT
bracis-33570	74	6	the	the	DET
bracis-33570	74	7	best	well	ADV
bracis-33570	74	8	-	-	PUNCT
bracis-33570	74	9	performing	perform	VERB
bracis-33570	74	10	cnn	cnn	NOUN
bracis-33570	74	11	is	be	AUX
bracis-33570	74	12	selected	select	VERB
bracis-33570	74	13	to	to	PART
bracis-33570	74	14	classify	classify	VERB
bracis-33570	74	15	the	the	DET
bracis-33570	74	16	images	image	NOUN
bracis-33570	74	17	.	.	PUNCT
bracis-33570	75	1	for	for	ADP
bracis-33570	75	2	this	this	DET
bracis-33570	75	3	task	task	NOUN
bracis-33570	75	4	,	,	PUNCT
bracis-33570	75	5	cnns	cnn	NOUN
bracis-33570	75	6	widely	widely	ADV
bracis-33570	75	7	used	use	VERB
bracis-33570	75	8	in	in	ADP
bracis-33570	75	9	the	the	DET
bracis-33570	75	10	literature	literature	NOUN
bracis-33570	75	11	in	in	ADP
bracis-33570	75	12	the	the	DET
bracis-33570	75	13	field	field	NOUN
bracis-33570	75	14	of	of	ADP
bracis-33570	75	15	image	image	NOUN
bracis-33570	75	16	classification	classification	NOUN
bracis-33570	75	17	were	be	AUX
bracis-33570	75	18	chosen	choose	VERB
bracis-33570	75	19	.	.	PUNCT
bracis-33570	76	1	the	the	DET
bracis-33570	76	2	architectures	architecture	NOUN
bracis-33570	76	3	evaluated	evaluate	VERB
bracis-33570	76	4	in	in	ADP
bracis-33570	76	5	this	this	DET
bracis-33570	76	6	stage	stage	NOUN
bracis-33570	76	7	were	be	AUX
bracis-33570	76	8	vgg	vgg	ADJ
bracis-33570	76	9	[	[	X
bracis-33570	76	10	20	20	NUM
bracis-33570	76	11	]	]	PUNCT
bracis-33570	76	12	,	,	PUNCT
bracis-33570	76	13	resnet	resnet	VERB
bracis-33570	76	14	[	[	X
bracis-33570	76	15	6	6	NUM
bracis-33570	76	16	]	]	PUNCT
bracis-33570	76	17	,	,	PUNCT
bracis-33570	76	18	inception	inception	ADP
bracis-33570	76	19	[	[	X
bracis-33570	76	20	23	23	NUM
bracis-33570	76	21	]	]	PUNCT
bracis-33570	76	22	,	,	PUNCT
bracis-33570	76	23	xception	xception	NOUN
bracis-33570	77	1	[	[	X
bracis-33570	77	2	1	1	NUM
bracis-33570	77	3	]	]	PUNCT
bracis-33570	77	4	,	,	PUNCT
bracis-33570	77	5	efficientnet	efficientnet	PROPN
bracis-33570	78	1	[	[	X
bracis-33570	78	2	24	24	NUM
bracis-33570	78	3	]	]	PUNCT
bracis-33570	78	4	and	and	CCONJ
bracis-33570	78	5	efficientnetv2	efficientnetv2	X
bracis-33570	79	1	[	[	X
bracis-33570	79	2	25	25	NUM
bracis-33570	79	3	]	]	PUNCT
bracis-33570	79	4	.	.	PUNCT
bracis-33570	80	1	the	the	DET
bracis-33570	80	2	architectures	architecture	NOUN
bracis-33570	80	3	mentioned	mention	VERB
bracis-33570	80	4	were	be	AUX
bracis-33570	80	5	used	use	VERB
bracis-33570	80	6	according	accord	VERB
bracis-33570	80	7	to	to	ADP
bracis-33570	80	8	their	their	PRON
bracis-33570	80	9	respective	respective	ADJ
bracis-33570	80	10	original	original	ADJ
bracis-33570	80	11	authors	author	NOUN
bracis-33570	80	12	and	and	CCONJ
bracis-33570	80	13	the	the	DET
bracis-33570	80	14	implementation	implementation	NOUN
bracis-33570	80	15	provided	provide	VERB
bracis-33570	80	16	by	by	ADP
bracis-33570	80	17	the	the	DET
bracis-33570	80	18	keras	keras	PROPN
bracis-33570	80	19	library	library	NOUN
bracis-33570	81	1	[	[	X
bracis-33570	81	2	2	2	NUM
bracis-33570	81	3	]	]	PUNCT
bracis-33570	81	4	.	.	PUNCT
bracis-33570	82	1	binary	binary	ADJ
bracis-33570	82	2	classification	classification	NOUN
bracis-33570	82	3	training	training	NOUN
bracis-33570	82	4	and	and	CCONJ
bracis-33570	82	5	evaluation	evaluation	NOUN
bracis-33570	82	6	.	.	PUNCT
bracis-33570	83	1	after	after	ADP
bracis-33570	83	2	choosing	choose	VERB
bracis-33570	83	3	the	the	DET
bracis-33570	83	4	best	good	ADJ
bracis-33570	83	5	architecture	architecture	NOUN
bracis-33570	83	6	to	to	PART
bracis-33570	83	7	perform	perform	VERB
bracis-33570	83	8	the	the	DET
bracis-33570	83	9	binary	binary	ADJ
bracis-33570	83	10	classification	classification	NOUN
bracis-33570	83	11	,	,	PUNCT
bracis-33570	83	12	the	the	DET
bracis-33570	83	13	model	model	NOUN
bracis-33570	83	14	is	be	AUX
bracis-33570	83	15	evaluated	evaluate	VERB
bracis-33570	83	16	during	during	ADP
bracis-33570	83	17	and	and	CCONJ
bracis-33570	83	18	after	after	ADP
bracis-33570	83	19	the	the	DET
bracis-33570	83	20	training	training	NOUN
bracis-33570	83	21	process	process	NOUN
bracis-33570	83	22	using	use	VERB
bracis-33570	83	23	the	the	DET
bracis-33570	83	24	following	follow	VERB
bracis-33570	83	25	metrics	metric	NOUN
bracis-33570	83	26	:	:	PUNCT
bracis-33570	83	27	$	$	SYM
bracis-33570	83	28	$	$	SYM
bracis-33570	83	29	\begin{aligned	\begin{aligne	VERB
bracis-33570	83	30	}	}	PUNCT
bracis-33570	83	31	\text	\text	ADP
bracis-33570	83	32	{	{	PUNCT
bracis-33570	83	33	accuracy	accuracy	NOUN
bracis-33570	83	34	}	}	PUNCT
bracis-33570	83	35	(	(	PUNCT
bracis-33570	83	36	acc):(tp	acc):(tp	PROPN
bracis-33570	83	37	+	+	NUM
bracis-33570	83	38	tn	tn	NOUN
bracis-33570	83	39	)	)	PUNCT
bracis-33570	83	40	/	/	PUNCT
bracis-33570	83	41	(	(	PUNCT
bracis-33570	83	42	tp	tp	ADP
bracis-33570	83	43	+	+	CCONJ
bracis-33570	83	44	tn	tn	NOUN
bracis-33570	83	45	+	+	X
bracis-33570	83	46	fp	fp	PROPN
bracis-33570	83	47	+	+	X
bracis-33570	83	48	fn)\end{aligned}$$	fn)\end{aligned}$$	X
bracis-33570	83	49	(	(	PUNCT
bracis-33570	83	50	1	1	NUM
bracis-33570	83	51	)	)	PUNCT
bracis-33570	83	52	$	$	SYM
bracis-33570	83	53	$	$	SYM
bracis-33570	83	54	\begin{aligned	\begin{aligne	VERB
bracis-33570	83	55	}	}	PUNCT
bracis-33570	83	56	\text	\text	ADP
bracis-33570	83	57	{	{	PUNCT
bracis-33570	83	58	precision	precision	NOUN
bracis-33570	83	59	}	}	PUNCT
bracis-33570	83	60	(	(	PUNCT
bracis-33570	83	61	pre	pre	X
bracis-33570	83	62	):	):	PUNCT
bracis-33570	83	63	tp	tp	X
bracis-33570	83	64	/	/	SYM
bracis-33570	83	65	(	(	PUNCT
bracis-33570	83	66	tp	tp	ADP
bracis-33570	83	67	+	+	CCONJ
bracis-33570	83	68	fp)\end{aligned}$$	fp)\end{aligned}$$	X
bracis-33570	83	69	(	(	PUNCT
bracis-33570	83	70	2	2	NUM
bracis-33570	83	71	)	)	PUNCT
bracis-33570	83	72	$	$	SYM
bracis-33570	83	73	$	$	SYM
bracis-33570	83	74	\begin{aligned	\begin{aligne	VERB
bracis-33570	83	75	}	}	PUNCT
bracis-33570	83	76	\text	\text	ADV
bracis-33570	83	77	{	{	PUNCT
bracis-33570	83	78	recall	recall	NOUN
bracis-33570	83	79	}	}	PUNCT
bracis-33570	83	80	(	(	PUNCT
bracis-33570	83	81	rec	rec	X
bracis-33570	83	82	):	):	PUNCT
bracis-33570	83	83	tp	tp	NOUN
bracis-33570	83	84	/	/	SYM
bracis-33570	83	85	(	(	PUNCT
bracis-33570	83	86	tp	tp	ADP
bracis-33570	83	87	+	+	X
bracis-33570	83	88	fn)\end{aligned}$$	fn)\end{aligned}$$	X
bracis-33570	83	89	(	(	PUNCT
bracis-33570	83	90	3	3	NUM
bracis-33570	83	91	)	)	PUNCT
bracis-33570	83	92	$	$	SYM
bracis-33570	83	93	$	$	SYM
bracis-33570	83	94	\begin{aligned	\begin{aligne	VERB
bracis-33570	83	95	}	}	PUNCT
bracis-33570	83	96	\text	\text	ADP
bracis-33570	83	97	{	{	PUNCT
bracis-33570	83	98	f1	f1	NOUN
bracis-33570	83	99	-	-	PUNCT
bracis-33570	83	100	score	score	NOUN
bracis-33570	83	101	}	}	PUNCT
bracis-33570	83	102	(	(	PUNCT
bracis-33570	83	103	f1	f1	NOUN
bracis-33570	83	104	):	):	PUNCT
bracis-33570	83	105	2	2	NUM
bracis-33570	83	106	*	*	PUNCT
bracis-33570	83	107	(	(	PUNCT
bracis-33570	83	108	pre	pre	X
bracis-33570	83	109	*	*	PUNCT
bracis-33570	83	110	rec	rec	X
bracis-33570	83	111	)	)	PUNCT
bracis-33570	83	112	/	/	PUNCT
bracis-33570	83	113	(	(	PUNCT
bracis-33570	83	114	pre	pre	X
bracis-33570	84	1	+	+	X
bracis-33570	84	2	rec)\end{aligned}$$	rec)\end{aligned}$$	X
bracis-33570	84	3	(	(	PUNCT
bracis-33570	84	4	4	4	NUM
bracis-33570	84	5	)	)	PUNCT
bracis-33570	84	6	where	where	SCONJ
bracis-33570	84	7	tp	tp	NOUN
bracis-33570	84	8	and	and	CCONJ
bracis-33570	84	9	tn	tn	PROPN
bracis-33570	84	10	represent	represent	VERB
bracis-33570	84	11	correctly	correctly	ADV
bracis-33570	84	12	classified	classify	VERB
bracis-33570	84	13	images	image	NOUN
bracis-33570	84	14	with	with	ADP
bracis-33570	84	15	pathology	pathology	NOUN
bracis-33570	84	16	and	and	CCONJ
bracis-33570	84	17	healthy	healthy	ADJ
bracis-33570	84	18	images	image	NOUN
bracis-33570	84	19	.	.	PUNCT
bracis-33570	85	1	in	in	ADP
bracis-33570	85	2	addition	addition	NOUN
bracis-33570	85	3	,	,	PUNCT
bracis-33570	85	4	fp	fp	X
bracis-33570	85	5	represents	represent	VERB
bracis-33570	85	6	the	the	DET
bracis-33570	85	7	healthy	healthy	ADJ
bracis-33570	85	8	images	image	NOUN
bracis-33570	85	9	wrongly	wrongly	ADV
bracis-33570	85	10	classified	classify	VERB
bracis-33570	85	11	as	as	ADP
bracis-33570	85	12	having	have	VERB
bracis-33570	85	13	abnormalities	abnormality	NOUN
bracis-33570	85	14	,	,	PUNCT
bracis-33570	85	15	and	and	CCONJ
bracis-33570	85	16	fn	fn	NOUN
bracis-33570	85	17	means	mean	VERB
bracis-33570	85	18	the	the	DET
bracis-33570	85	19	classifications	classification	NOUN
bracis-33570	85	20	of	of	ADP
bracis-33570	85	21	pathological	pathological	ADJ
bracis-33570	85	22	images	image	NOUN
bracis-33570	85	23	as	as	ADP
bracis-33570	85	24	healthy	healthy	ADJ
bracis-33570	85	25	images	image	NOUN
bracis-33570	85	26	.	.	PUNCT
bracis-33570	86	1	in	in	ADP
bracis-33570	86	2	the	the	DET
bracis-33570	86	3	context	context	NOUN
bracis-33570	86	4	of	of	ADP
bracis-33570	86	5	the	the	DET
bracis-33570	86	6	proposed	propose	VERB
bracis-33570	86	7	method	method	NOUN
bracis-33570	86	8	’s	’s	PART
bracis-33570	86	9	objective	objective	NOUN
bracis-33570	86	10	,	,	PUNCT
bracis-33570	86	11	accuracy	accuracy	NOUN
bracis-33570	86	12	is	be	AUX
bracis-33570	86	13	useful	useful	ADJ
bracis-33570	86	14	for	for	ADP
bracis-33570	86	15	giving	give	VERB
bracis-33570	86	16	an	an	DET
bracis-33570	86	17	overview	overview	NOUN
bracis-33570	86	18	of	of	ADP
bracis-33570	86	19	the	the	DET
bracis-33570	86	20	model	model	NOUN
bracis-33570	86	21	’s	’s	PART
bracis-33570	86	22	performance	performance	NOUN
bracis-33570	86	23	,	,	PUNCT
bracis-33570	86	24	but	but	CCONJ
bracis-33570	86	25	it	it	PRON
bracis-33570	86	26	is	be	AUX
bracis-33570	86	27	misleading	mislead	VERB
bracis-33570	86	28	in	in	ADP
bracis-33570	86	29	unbalanced	unbalanced	ADJ
bracis-33570	86	30	datasets	dataset	NOUN
bracis-33570	86	31	,	,	PUNCT
bracis-33570	86	32	as	as	ADP
bracis-33570	86	33	in	in	ADP
bracis-33570	86	34	the	the	DET
bracis-33570	86	35	case	case	NOUN
bracis-33570	86	36	of	of	ADP
bracis-33570	86	37	kvasir	kvasir	NOUN
bracis-33570	86	38	-	-	PUNCT
bracis-33570	86	39	capsule	capsule	NOUN
bracis-33570	86	40	,	,	PUNCT
bracis-33570	86	41	where	where	SCONJ
bracis-33570	86	42	one	one	NUM
bracis-33570	86	43	class	class	NOUN
bracis-33570	86	44	is	be	AUX
bracis-33570	86	45	more	more	ADV
bracis-33570	86	46	frequent	frequent	ADJ
bracis-33570	86	47	than	than	ADP
bracis-33570	86	48	the	the	DET
bracis-33570	86	49	other	other	ADJ
bracis-33570	86	50	.	.	PUNCT
bracis-33570	87	1	thus	thus	ADV
bracis-33570	87	2	,	,	PUNCT
bracis-33570	87	3	precision	precision	NOUN
bracis-33570	87	4	is	be	AUX
bracis-33570	87	5	also	also	ADV
bracis-33570	87	6	used	use	VERB
bracis-33570	87	7	to	to	PART
bracis-33570	87	8	ensure	ensure	VERB
bracis-33570	87	9	that	that	SCONJ
bracis-33570	87	10	images	image	NOUN
bracis-33570	87	11	classified	classify	VERB
bracis-33570	87	12	as	as	ADP
bracis-33570	87	13	containing	contain	VERB
bracis-33570	87	14	pathologies	pathology	NOUN
bracis-33570	87	15	actually	actually	ADV
bracis-33570	87	16	do	do	AUX
bracis-33570	87	17	have	have	VERB
bracis-33570	87	18	pathologies	pathology	NOUN
bracis-33570	87	19	,	,	PUNCT
bracis-33570	87	20	thus	thus	ADV
bracis-33570	87	21	reducing	reduce	VERB
bracis-33570	87	22	false	false	ADJ
bracis-33570	87	23	positives	positive	NOUN
bracis-33570	87	24	that	that	PRON
bracis-33570	87	25	can	can	AUX
bracis-33570	87	26	overload	overload	VERB
bracis-33570	87	27	the	the	DET
bracis-33570	87	28	region	region	NOUN
bracis-33570	87	29	detection	detection	NOUN
bracis-33570	87	30	stage	stage	NOUN
bracis-33570	87	31	.	.	PUNCT
bracis-33570	88	1	in	in	ADP
bracis-33570	88	2	addition	addition	NOUN
bracis-33570	88	3	,	,	PUNCT
bracis-33570	88	4	recall	recall	NOUN
bracis-33570	88	5	is	be	AUX
bracis-33570	88	6	crucial	crucial	ADJ
bracis-33570	88	7	to	to	PART
bracis-33570	88	8	ensure	ensure	VERB
bracis-33570	88	9	that	that	SCONJ
bracis-33570	88	10	as	as	SCONJ
bracis-33570	88	11	many	many	ADJ
bracis-33570	88	12	images	image	NOUN
bracis-33570	88	13	with	with	ADP
bracis-33570	88	14	pathologies	pathology	NOUN
bracis-33570	88	15	as	as	ADP
bracis-33570	88	16	possible	possible	ADJ
bracis-33570	88	17	are	be	AUX
bracis-33570	88	18	identified	identify	VERB
bracis-33570	88	19	,	,	PUNCT
bracis-33570	88	20	minimizing	minimize	VERB
bracis-33570	88	21	false	false	ADJ
bracis-33570	88	22	negatives	negative	NOUN
bracis-33570	88	23	that	that	PRON
bracis-33570	88	24	could	could	AUX
bracis-33570	88	25	result	result	VERB
bracis-33570	88	26	in	in	ADP
bracis-33570	88	27	undetected	undetected	ADJ
bracis-33570	88	28	pathologies	pathology	NOUN
bracis-33570	88	29	.	.	PUNCT
bracis-33570	89	1	the	the	DET
bracis-33570	89	2	f1	f1	NOUN
bracis-33570	89	3	-	-	PUNCT
bracis-33570	89	4	score	score	NOUN
bracis-33570	89	5	will	will	AUX
bracis-33570	89	6	be	be	AUX
bracis-33570	89	7	the	the	DET
bracis-33570	89	8	most	most	ADV
bracis-33570	89	9	important	important	ADJ
bracis-33570	89	10	metric	metric	ADJ
bracis-33570	89	11	to	to	PART
bracis-33570	89	12	evaluate	evaluate	VERB
bracis-33570	89	13	due	due	ADP
bracis-33570	89	14	to	to	ADP
bracis-33570	89	15	its	its	PRON
bracis-33570	89	16	balance	balance	NOUN
bracis-33570	89	17	between	between	ADP
bracis-33570	89	18	precision	precision	NOUN
bracis-33570	89	19	and	and	CCONJ
bracis-33570	89	20	recall	recall	NOUN
bracis-33570	89	21	,	,	PUNCT
bracis-33570	89	22	providing	provide	VERB
bracis-33570	89	23	a	a	DET
bracis-33570	89	24	single	single	ADJ
bracis-33570	89	25	performance	performance	NOUN
bracis-33570	89	26	measure	measure	NOUN
bracis-33570	89	27	that	that	PRON
bracis-33570	89	28	considers	consider	VERB
bracis-33570	89	29	both	both	DET
bracis-33570	89	30	false	false	ADJ
bracis-33570	89	31	positives	positive	NOUN
bracis-33570	89	32	and	and	CCONJ
bracis-33570	89	33	false	false	ADJ
bracis-33570	89	34	negatives	negative	NOUN
bracis-33570	89	35	.	.	PUNCT
bracis-33570	90	1	furthermore	furthermore	ADV
bracis-33570	90	2	,	,	PUNCT
bracis-33570	90	3	although	although	SCONJ
bracis-33570	90	4	specificity	specificity	NOUN
bracis-33570	90	5	is	be	AUX
bracis-33570	90	6	a	a	DET
bracis-33570	90	7	useful	useful	ADJ
bracis-33570	90	8	metric	metric	NOUN
bracis-33570	90	9	in	in	ADP
bracis-33570	90	10	many	many	ADJ
bracis-33570	90	11	contexts	context	NOUN
bracis-33570	90	12	,	,	PUNCT
bracis-33570	90	13	in	in	ADP
bracis-33570	90	14	this	this	DET
bracis-33570	90	15	work	work	NOUN
bracis-33570	90	16	,	,	PUNCT
bracis-33570	90	17	the	the	DET
bracis-33570	90	18	main	main	ADJ
bracis-33570	90	19	focus	focus	NOUN
bracis-33570	90	20	is	be	AUX
bracis-33570	90	21	ensuring	ensure	VERB
bracis-33570	90	22	that	that	SCONJ
bracis-33570	90	23	all	all	DET
bracis-33570	90	24	images	image	NOUN
bracis-33570	90	25	with	with	ADP
bracis-33570	90	26	pathologies	pathology	NOUN
bracis-33570	90	27	are	be	AUX
bracis-33570	90	28	identified	identify	VERB
bracis-33570	90	29	(	(	PUNCT
bracis-33570	90	30	maximizing	maximize	VERB
bracis-33570	90	31	recall	recall	NOUN
bracis-33570	90	32	)	)	PUNCT
bracis-33570	90	33	and	and	CCONJ
bracis-33570	90	34	that	that	SCONJ
bracis-33570	90	35	the	the	DET
bracis-33570	90	36	identified	identify	VERB
bracis-33570	90	37	images	image	NOUN
bracis-33570	90	38	contain	contain	VERB
bracis-33570	90	39	pathologies	pathology	NOUN
bracis-33570	90	40	(	(	PUNCT
bracis-33570	90	41	maximizing	maximize	VERB
bracis-33570	90	42	precision	precision	NOUN
bracis-33570	90	43	)	)	PUNCT
bracis-33570	90	44	.	.	PUNCT
bracis-33570	91	1	thus	thus	ADV
bracis-33570	91	2	,	,	PUNCT
bracis-33570	91	3	using	use	VERB
bracis-33570	91	4	the	the	DET
bracis-33570	91	5	metrics	metric	NOUN
bracis-33570	91	6	presented	present	VERB
bracis-33570	91	7	,	,	PUNCT
bracis-33570	91	8	the	the	DET
bracis-33570	91	9	model	model	NOUN
bracis-33570	91	10	selects	select	VERB
bracis-33570	91	11	the	the	DET
bracis-33570	91	12	images	image	NOUN
bracis-33570	91	13	with	with	ADP
bracis-33570	91	14	pathologies	pathology	NOUN
bracis-33570	91	15	and	and	CCONJ
bracis-33570	91	16	sends	send	VERB
bracis-33570	91	17	them	they	PRON
bracis-33570	91	18	to	to	ADP
bracis-33570	91	19	the	the	DET
bracis-33570	91	20	detection	detection	NOUN
bracis-33570	91	21	phase	phase	NOUN
bracis-33570	91	22	to	to	PART
bracis-33570	91	23	determine	determine	VERB
bracis-33570	91	24	the	the	DET
bracis-33570	91	25	region	region	NOUN
bracis-33570	91	26	where	where	SCONJ
bracis-33570	91	27	the	the	DET
bracis-33570	91	28	classified	classified	ADJ
bracis-33570	91	29	pathology	pathology	NOUN
bracis-33570	91	30	appears	appear	VERB
bracis-33570	91	31	.	.	PUNCT
bracis-33570	92	1	3.3	3.3	NUM
bracis-33570	92	2	detection	detection	NOUN
bracis-33570	92	3	stage	stage	NOUN
bracis-33570	92	4	during	during	ADP
bracis-33570	92	5	this	this	DET
bracis-33570	92	6	stage	stage	NOUN
bracis-33570	92	7	,	,	PUNCT
bracis-33570	92	8	the	the	DET
bracis-33570	92	9	detection	detection	NOUN
bracis-33570	92	10	models	model	NOUN
bracis-33570	92	11	based	base	VERB
bracis-33570	92	12	on	on	ADP
bracis-33570	92	13	yolov8	yolov8	NOUN
bracis-33570	92	14	were	be	AUX
bracis-33570	92	15	trained	train	VERB
bracis-33570	92	16	and	and	CCONJ
bracis-33570	92	17	the	the	DET
bracis-33570	92	18	pathological	pathological	ADJ
bracis-33570	92	19	area	area	NOUN
bracis-33570	92	20	was	be	AUX
bracis-33570	92	21	predicted	predict	VERB
bracis-33570	92	22	based	base	VERB
bracis-33570	92	23	on	on	ADP
bracis-33570	92	24	the	the	DET
bracis-33570	92	25	model	model	NOUN
bracis-33570	92	26	with	with	ADP
bracis-33570	92	27	the	the	DET
bracis-33570	92	28	highest	high	ADJ
bracis-33570	92	29	prediction	prediction	NOUN
bracis-33570	92	30	confidence	confidence	NOUN
bracis-33570	92	31	.	.	PUNCT
bracis-33570	93	1	yolov8	yolov8	NOUN
bracis-33570	93	2	architecture	architecture	NOUN
bracis-33570	93	3	.	.	PUNCT
bracis-33570	94	1	yolov8	yolov8	PROPN
bracis-33570	94	2	was	be	AUX
bracis-33570	94	3	unveiled	unveil	VERB
bracis-33570	94	4	in	in	ADP
bracis-33570	94	5	january	january	PROPN
bracis-33570	94	6	2023	2023	NUM
bracis-33570	94	7	by	by	ADP
bracis-33570	94	8	ultralytics	ultralytic	NOUN
bracis-33570	94	9	,	,	PUNCT
bracis-33570	94	10	providing	provide	VERB
bracis-33570	94	11	five	five	NUM
bracis-33570	94	12	versions	version	NOUN
bracis-33570	94	13	:	:	PUNCT
bracis-33570	94	14	yolov8n	yolov8n	NOUN
bracis-33570	94	15	(	(	PUNCT
bracis-33570	94	16	nano	nano	NOUN
bracis-33570	94	17	)	)	PUNCT
bracis-33570	94	18	,	,	PUNCT
bracis-33570	94	19	yolov8s	yolov8	NOUN
bracis-33570	94	20	(	(	PUNCT
bracis-33570	94	21	small	small	ADJ
bracis-33570	94	22	)	)	PUNCT
bracis-33570	94	23	,	,	PUNCT
bracis-33570	95	1	yolov8	yolov8	PROPN
bracis-33570	95	2	m	m	PROPN
bracis-33570	95	3	(	(	PUNCT
bracis-33570	95	4	medium	medium	NOUN
bracis-33570	95	5	)	)	PUNCT
bracis-33570	95	6	,	,	PUNCT
bracis-33570	95	7	yolov8l	yolov8l	X
bracis-33570	95	8	(	(	PUNCT
bracis-33570	95	9	large	large	ADJ
bracis-33570	95	10	)	)	PUNCT
bracis-33570	95	11	,	,	PUNCT
bracis-33570	95	12	and	and	CCONJ
bracis-33570	95	13	yolov8x	yolov8x	PROPN
bracis-33570	95	14	(	(	PUNCT
bracis-33570	95	15	extra	extra	ADJ
bracis-33570	95	16	-	-	ADJ
bracis-33570	95	17	large	large	ADJ
bracis-33570	95	18	)	)	PUNCT
bracis-33570	96	1	[	[	X
bracis-33570	96	2	8	8	NUM
bracis-33570	96	3	]	]	PUNCT
bracis-33570	96	4	.	.	PUNCT
bracis-33570	97	1	yolov8	yolov8	NOUN
bracis-33570	97	2	provides	provide	VERB
bracis-33570	97	3	support	support	NOUN
bracis-33570	97	4	for	for	ADP
bracis-33570	97	5	classification	classification	NOUN
bracis-33570	97	6	,	,	PUNCT
bracis-33570	97	7	segmentation	segmentation	NOUN
bracis-33570	97	8	,	,	PUNCT
bracis-33570	97	9	and	and	CCONJ
bracis-33570	97	10	object	object	VERB
bracis-33570	97	11	detection	detection	NOUN
bracis-33570	97	12	tasks	task	NOUN
bracis-33570	97	13	.	.	PUNCT
bracis-33570	98	1	in	in	ADP
bracis-33570	98	2	this	this	DET
bracis-33570	98	3	work	work	NOUN
bracis-33570	98	4	,	,	PUNCT
bracis-33570	98	5	yolov8s	yolov8	NOUN
bracis-33570	98	6	was	be	AUX
bracis-33570	98	7	used	use	VERB
bracis-33570	98	8	as	as	ADP
bracis-33570	98	9	a	a	DET
bracis-33570	98	10	model	model	NOUN
bracis-33570	98	11	to	to	PART
bracis-33570	98	12	detect	detect	VERB
bracis-33570	98	13	the	the	DET
bracis-33570	98	14	regions	region	NOUN
bracis-33570	98	15	where	where	SCONJ
bracis-33570	98	16	anomalies	anomaly	NOUN
bracis-33570	98	17	appear	appear	VERB
bracis-33570	98	18	in	in	ADP
bracis-33570	98	19	the	the	DET
bracis-33570	98	20	dataset	dataset	NOUN
bracis-33570	98	21	images	image	NOUN
bracis-33570	98	22	.	.	PUNCT
bracis-33570	99	1	the	the	DET
bracis-33570	99	2	yolov8	yolov8	NOUN
bracis-33570	99	3	architecture	architecture	NOUN
bracis-33570	99	4	can	can	AUX
bracis-33570	99	5	be	be	AUX
bracis-33570	99	6	seen	see	VERB
bracis-33570	99	7	in	in	ADP
bracis-33570	99	8	fig	fig	NOUN
bracis-33570	99	9	.	.	PUNCT
bracis-33570	99	10	 	 	SPACE
bracis-33570	100	1	3	3	NUM
bracis-33570	100	2	.	.	X
bracis-33570	100	3	fig	fig	NOUN
bracis-33570	100	4	.	.	PUNCT
bracis-33570	101	1	3	3	X
bracis-33570	101	2	.	.	X
bracis-33570	101	3	yolov8	yolov8	NOUN
bracis-33570	101	4	architecture	architecture	NOUN
bracis-33570	101	5	[	[	X
bracis-33570	101	6	8	8	NUM
bracis-33570	101	7	]	]	SYM
bracis-33570	101	8	full	full	ADJ
bracis-33570	101	9	size	size	NOUN
bracis-33570	101	10	image	image	NOUN
bracis-33570	101	11	among	among	ADP
bracis-33570	101	12	the	the	DET
bracis-33570	101	13	differences	difference	NOUN
bracis-33570	101	14	in	in	ADP
bracis-33570	101	15	yolov8	yolov8	NOUN
bracis-33570	101	16	compared	compare	VERB
bracis-33570	101	17	to	to	ADP
bracis-33570	101	18	previous	previous	ADJ
bracis-33570	101	19	versions	version	NOUN
bracis-33570	101	20	is	be	AUX
bracis-33570	101	21	the	the	DET
bracis-33570	101	22	c2f	c2f	PROPN
bracis-33570	101	23	(	(	PUNCT
bracis-33570	101	24	partial	partial	ADJ
bracis-33570	101	25	inter	inter	ADJ
bracis-33570	101	26	-	-	ADJ
bracis-33570	101	27	stage	stage	ADJ
bracis-33570	101	28	bottleneck	bottleneck	NOUN
bracis-33570	101	29	with	with	ADP
bracis-33570	101	30	two	two	NUM
bracis-33570	101	31	convolutions	convolution	NOUN
bracis-33570	101	32	)	)	PUNCT
bracis-33570	101	33	module	module	NOUN
bracis-33570	101	34	,	,	PUNCT
bracis-33570	101	35	which	which	PRON
bracis-33570	101	36	combines	combine	VERB
bracis-33570	101	37	high	high	ADJ
bracis-33570	101	38	-	-	PUNCT
bracis-33570	101	39	level	level	NOUN
bracis-33570	101	40	features	feature	NOUN
bracis-33570	101	41	to	to	PART
bracis-33570	101	42	improve	improve	VERB
bracis-33570	101	43	detection	detection	NOUN
bracis-33570	101	44	accuracy	accuracy	NOUN
bracis-33570	101	45	based	base	VERB
bracis-33570	101	46	on	on	ADP
bracis-33570	101	47	contextual	contextual	ADJ
bracis-33570	101	48	information	information	NOUN
bracis-33570	101	49	.	.	PUNCT
bracis-33570	102	1	in	in	ADP
bracis-33570	102	2	addition	addition	NOUN
bracis-33570	102	3	,	,	PUNCT
bracis-33570	102	4	yolov8	yolov8	PROPN
bracis-33570	102	5	has	have	VERB
bracis-33570	102	6	an	an	DET
bracis-33570	102	7	approach	approach	NOUN
bracis-33570	102	8	that	that	PRON
bracis-33570	102	9	allows	allow	VERB
bracis-33570	102	10	each	each	DET
bracis-33570	102	11	branch	branch	NOUN
bracis-33570	102	12	to	to	PART
bracis-33570	102	13	be	be	AUX
bracis-33570	102	14	focused	focus	VERB
bracis-33570	102	15	on	on	ADP
bracis-33570	102	16	its	its	PRON
bracis-33570	102	17	task	task	NOUN
bracis-33570	102	18	in	in	ADP
bracis-33570	102	19	order	order	NOUN
bracis-33570	102	20	to	to	PART
bracis-33570	102	21	improve	improve	VERB
bracis-33570	102	22	the	the	DET
bracis-33570	102	23	overall	overall	ADJ
bracis-33570	102	24	accuracy	accuracy	NOUN
bracis-33570	102	25	of	of	ADP
bracis-33570	102	26	the	the	DET
bracis-33570	102	27	model	model	NOUN
bracis-33570	102	28	.	.	PUNCT
bracis-33570	103	1	in	in	ADP
bracis-33570	103	2	the	the	DET
bracis-33570	103	3	output	output	NOUN
bracis-33570	103	4	layer	layer	NOUN
bracis-33570	103	5	of	of	ADP
bracis-33570	103	6	yolov8	yolov8	PROPN
bracis-33570	103	7	,	,	PUNCT
bracis-33570	103	8	the	the	DET
bracis-33570	103	9	sigmoid	sigmoid	NOUN
bracis-33570	103	10	function	function	NOUN
bracis-33570	103	11	is	be	AUX
bracis-33570	103	12	used	use	VERB
bracis-33570	103	13	as	as	SCONJ
bracis-33570	103	14	the	the	DET
bracis-33570	103	15	activation	activation	NOUN
bracis-33570	103	16	function	function	VERB
bracis-33570	103	17	to	to	PART
bracis-33570	103	18	represent	represent	VERB
bracis-33570	103	19	the	the	DET
bracis-33570	103	20	probability	probability	NOUN
bracis-33570	103	21	of	of	ADP
bracis-33570	103	22	a	a	DET
bracis-33570	103	23	bounding	bounding	NOUN
bracis-33570	103	24	box	box	NOUN
bracis-33570	103	25	containing	contain	VERB
bracis-33570	103	26	an	an	DET
bracis-33570	103	27	object	object	NOUN
bracis-33570	103	28	.	.	PUNCT
bracis-33570	104	1	in	in	ADP
bracis-33570	104	2	addition	addition	NOUN
bracis-33570	104	3	,	,	PUNCT
bracis-33570	104	4	the	the	DET
bracis-33570	104	5	softmax	softmax	NOUN
bracis-33570	104	6	function	function	NOUN
bracis-33570	104	7	is	be	AUX
bracis-33570	104	8	used	use	VERB
bracis-33570	104	9	for	for	ADP
bracis-33570	104	10	class	class	NOUN
bracis-33570	104	11	probabilities	probability	NOUN
bracis-33570	104	12	.	.	PUNCT
bracis-33570	105	1	yolov8	yolov8	PROPN
bracis-33570	105	2	uses	use	VERB
bracis-33570	105	3	the	the	DET
bracis-33570	105	4	ciou	ciou	NOUN
bracis-33570	105	5	(	(	PUNCT
bracis-33570	105	6	complete	complete	ADJ
bracis-33570	105	7	intersection	intersection	NOUN
bracis-33570	105	8	over	over	ADP
bracis-33570	105	9	union	union	NOUN
bracis-33570	105	10	)	)	PUNCT
bracis-33570	105	11	and	and	CCONJ
bracis-33570	105	12	dfl	dfl	PROPN
bracis-33570	105	13	(	(	PUNCT
bracis-33570	105	14	distribution	distribution	NOUN
bracis-33570	105	15	focal	focal	ADJ
bracis-33570	105	16	loss	loss	NOUN
bracis-33570	105	17	)	)	PUNCT
bracis-33570	105	18	loss	loss	NOUN
bracis-33570	105	19	functions	function	NOUN
bracis-33570	105	20	for	for	ADP
bracis-33570	105	21	bounding	bound	VERB
bracis-33570	105	22	box	box	NOUN
bracis-33570	105	23	loss	loss	NOUN
bracis-33570	105	24	and	and	CCONJ
bracis-33570	105	25	binary	binary	NOUN
bracis-33570	105	26	cross	cross	NOUN
bracis-33570	105	27	-	-	NOUN
bracis-33570	105	28	entropy	entropy	NOUN
bracis-33570	105	29	for	for	ADP
bracis-33570	105	30	classification	classification	NOUN
bracis-33570	105	31	loss	loss	NOUN
bracis-33570	105	32	.	.	PUNCT
bracis-33570	106	1	these	these	DET
bracis-33570	106	2	losses	loss	NOUN
bracis-33570	106	3	improved	improve	VERB
bracis-33570	106	4	object	object	NOUN
bracis-33570	106	5	detection	detection	NOUN
bracis-33570	106	6	performance	performance	NOUN
bracis-33570	106	7	,	,	PUNCT
bracis-33570	106	8	especially	especially	ADV
bracis-33570	106	9	when	when	SCONJ
bracis-33570	106	10	dealing	deal	VERB
bracis-33570	106	11	with	with	ADP
bracis-33570	106	12	smaller	small	ADJ
bracis-33570	106	13	objects	object	NOUN
bracis-33570	106	14	[	[	X
bracis-33570	106	15	11	11	NUM
bracis-33570	106	16	]	]	PUNCT
bracis-33570	106	17	.	.	PUNCT
bracis-33570	107	1	yolov8	yolov8	PROPN
bracis-33570	107	2	’s	’s	PART
bracis-33570	107	3	architecture	architecture	NOUN
bracis-33570	107	4	uses	use	VERB
bracis-33570	107	5	a	a	DET
bracis-33570	107	6	modified	modify	VERB
bracis-33570	107	7	backbone	backbone	NOUN
bracis-33570	107	8	cspdarknet53	cspdarknet53	NOUN
bracis-33570	107	9	combined	combine	VERB
bracis-33570	107	10	with	with	ADP
bracis-33570	107	11	an	an	DET
bracis-33570	107	12	sppf	sppf	ADJ
bracis-33570	107	13	layer	layer	NOUN
bracis-33570	107	14	(	(	PUNCT
bracis-33570	107	15	spatial	spatial	ADJ
bracis-33570	107	16	pyramid	pyramid	NOUN
bracis-33570	107	17	pooling	pool	VERB
bracis-33570	107	18	fast	fast	ADV
bracis-33570	107	19	)	)	PUNCT
bracis-33570	107	20	,	,	PUNCT
bracis-33570	107	21	which	which	PRON
bracis-33570	107	22	speeds	speed	VERB
bracis-33570	107	23	up	up	ADP
bracis-33570	107	24	the	the	DET
bracis-33570	107	25	calculation	calculation	NOUN
bracis-33570	107	26	by	by	ADP
bracis-33570	107	27	grouping	group	VERB
bracis-33570	107	28	features	feature	NOUN
bracis-33570	107	29	into	into	ADP
bracis-33570	107	30	a	a	DET
bracis-33570	107	31	fixed	fix	VERB
bracis-33570	107	32	-	-	PUNCT
bracis-33570	107	33	size	size	NOUN
bracis-33570	107	34	map	map	NOUN
bracis-33570	107	35	.	.	PUNCT
bracis-33570	108	1	furthermore	furthermore	ADV
bracis-33570	108	2	,	,	PUNCT
bracis-33570	108	3	each	each	DET
bracis-33570	108	4	convolution	convolution	NOUN
bracis-33570	108	5	has	have	AUX
bracis-33570	108	6	batch	batch	NOUN
bracis-33570	108	7	normalization	normalization	NOUN
bracis-33570	108	8	and	and	CCONJ
bracis-33570	108	9	silu	silu	ADJ
bracis-33570	108	10	activation	activation	NOUN
bracis-33570	108	11	(	(	PUNCT
bracis-33570	108	12	sigmoid	sigmoid	NOUN
bracis-33570	108	13	linear	linear	PROPN
bracis-33570	108	14	unit	unit	NOUN
bracis-33570	108	15	)	)	PUNCT
bracis-33570	108	16	,	,	PUNCT
bracis-33570	108	17	and	and	CCONJ
bracis-33570	108	18	the	the	DET
bracis-33570	108	19	head	head	NOUN
bracis-33570	108	20	of	of	ADP
bracis-33570	108	21	the	the	DET
bracis-33570	108	22	architecture	architecture	NOUN
bracis-33570	108	23	is	be	AUX
bracis-33570	108	24	decoupled	decouple	VERB
bracis-33570	108	25	,	,	PUNCT
bracis-33570	108	26	so	so	CCONJ
bracis-33570	108	27	the	the	DET
bracis-33570	108	28	objectivity	objectivity	NOUN
bracis-33570	108	29	,	,	PUNCT
bracis-33570	108	30	classification	classification	NOUN
bracis-33570	108	31	,	,	PUNCT
bracis-33570	108	32	and	and	CCONJ
bracis-33570	108	33	regression	regression	NOUN
bracis-33570	108	34	tasks	task	NOUN
bracis-33570	108	35	are	be	AUX
bracis-33570	108	36	processed	process	VERB
bracis-33570	108	37	independently	independently	ADV
bracis-33570	109	1	[	[	X
bracis-33570	109	2	16	16	NUM
bracis-33570	109	3	]	]	PUNCT
bracis-33570	109	4	.	.	PUNCT
bracis-33570	110	1	detection	detection	NOUN
bracis-33570	110	2	model	model	NOUN
bracis-33570	110	3	training	training	NOUN
bracis-33570	110	4	.	.	PUNCT
bracis-33570	111	1	after	after	ADP
bracis-33570	111	2	classifying	classify	VERB
bracis-33570	111	3	the	the	DET
bracis-33570	111	4	images	image	NOUN
bracis-33570	111	5	with	with	ADP
bracis-33570	111	6	pathologies	pathology	NOUN
bracis-33570	111	7	,	,	PUNCT
bracis-33570	111	8	the	the	DET
bracis-33570	111	9	next	next	ADJ
bracis-33570	111	10	step	step	NOUN
bracis-33570	111	11	is	be	AUX
bracis-33570	111	12	to	to	PART
bracis-33570	111	13	train	train	VERB
bracis-33570	111	14	the	the	DET
bracis-33570	111	15	detection	detection	NOUN
bracis-33570	111	16	models	model	NOUN
bracis-33570	111	17	with	with	ADP
bracis-33570	111	18	yolov8	yolov8	NOUN
bracis-33570	111	19	.	.	PUNCT
bracis-33570	112	1	the	the	DET
bracis-33570	112	2	aim	aim	NOUN
bracis-33570	112	3	was	be	AUX
bracis-33570	112	4	to	to	PART
bracis-33570	112	5	train	train	VERB
bracis-33570	112	6	a	a	DET
bracis-33570	112	7	dedicated	dedicated	ADJ
bracis-33570	112	8	model	model	NOUN
bracis-33570	112	9	to	to	PART
bracis-33570	112	10	detect	detect	VERB
bracis-33570	112	11	each	each	DET
bracis-33570	112	12	class	class	NOUN
bracis-33570	112	13	so	so	SCONJ
bracis-33570	112	14	that	that	SCONJ
bracis-33570	112	15	each	each	DET
bracis-33570	112	16	model	model	NOUN
bracis-33570	112	17	could	could	AUX
bracis-33570	112	18	predict	predict	VERB
bracis-33570	112	19	based	base	VERB
bracis-33570	112	20	on	on	ADP
bracis-33570	112	21	the	the	DET
bracis-33570	112	22	abnormal	abnormal	ADJ
bracis-33570	112	23	images	image	NOUN
bracis-33570	112	24	received	receive	VERB
bracis-33570	112	25	from	from	ADP
bracis-33570	112	26	the	the	DET
bracis-33570	112	27	previous	previous	ADJ
bracis-33570	112	28	stage	stage	NOUN
bracis-33570	112	29	.	.	PUNCT
bracis-33570	113	1	yolov8s	yolov8	NOUN
bracis-33570	113	2	was	be	AUX
bracis-33570	113	3	therefore	therefore	ADV
bracis-33570	113	4	used	use	VERB
bracis-33570	113	5	to	to	PART
bracis-33570	113	6	train	train	VERB
bracis-33570	113	7	the	the	DET
bracis-33570	113	8	detection	detection	NOUN
bracis-33570	113	9	models	model	NOUN
bracis-33570	113	10	.	.	PUNCT
bracis-33570	114	1	along	along	ADP
bracis-33570	114	2	with	with	ADP
bracis-33570	114	3	accuracy	accuracy	NOUN
bracis-33570	114	4	and	and	CCONJ
bracis-33570	114	5	sensitivity	sensitivity	NOUN
bracis-33570	114	6	,	,	PUNCT
bracis-33570	114	7	the	the	DET
bracis-33570	114	8	following	follow	VERB
bracis-33570	114	9	metrics	metric	NOUN
bracis-33570	114	10	were	be	AUX
bracis-33570	114	11	also	also	ADV
bracis-33570	114	12	used	use	VERB
bracis-33570	114	13	to	to	PART
bracis-33570	114	14	measure	measure	VERB
bracis-33570	114	15	the	the	DET
bracis-33570	114	16	assertiveness	assertiveness	NOUN
bracis-33570	114	17	of	of	ADP
bracis-33570	114	18	the	the	DET
bracis-33570	114	19	predicted	predict	VERB
bracis-33570	114	20	regions	region	NOUN
bracis-33570	114	21	in	in	ADP
bracis-33570	114	22	relation	relation	NOUN
bracis-33570	114	23	to	to	ADP
bracis-33570	114	24	the	the	DET
bracis-33570	114	25	true	true	ADJ
bracis-33570	114	26	region	region	NOUN
bracis-33570	114	27	with	with	ADP
bracis-33570	114	28	the	the	DET
bracis-33570	114	29	pathology	pathology	NOUN
bracis-33570	114	30	:	:	PUNCT
bracis-33570	114	31	average	average	ADJ
bracis-33570	114	32	precision	precision	NOUN
bracis-33570	114	33	(	(	PUNCT
bracis-33570	114	34	ap	ap	PROPN
bracis-33570	114	35	):	):	PUNCT
bracis-33570	114	36	\(\int	\(\int	NOUN
bracis-33570	114	37	_	_	PRON
bracis-33570	114	38	{	{	PUNCT
bracis-33570	114	39	0}^{1	0}^{1	NUM
bracis-33570	114	40	}	}	PUNCT
bracis-33570	114	41	p(r	p(r	PROPN
bracis-33570	114	42	)	)	PUNCT
bracis-33570	114	43	\	\	PROPN
bracis-33570	114	44	,	,	PUNCT
bracis-33570	114	45	dr	dr	PROPN
bracis-33570	114	46	\	\	PROPN
bracis-33570	114	47	)	)	PUNCT
bracis-33570	115	1	mean	mean	VERB
bracis-33570	115	2	average	average	ADJ
bracis-33570	115	3	precision	precision	NOUN
bracis-33570	115	4	(	(	PUNCT
bracis-33570	115	5	map	map	NOUN
bracis-33570	115	6	):	):	PUNCT
bracis-33570	115	7	\((\frac{1}{n	\((\frac{1}{n	PROPN
bracis-33570	115	8	}	}	PUNCT
bracis-33570	115	9	\sum	\sum	NOUN
bracis-33570	115	10	_	_	PUNCT
bracis-33570	115	11	{	{	PUNCT
bracis-33570	115	12	i=1}^{n	i=1}^{n	ADV
bracis-33570	115	13	}	}	PUNCT
bracis-33570	115	14	\text	\text	NOUN
bracis-33570	115	15	{	{	PUNCT
bracis-33570	115	16	ap}_i	ap}_i	ADJ
bracis-33570	115	17	)	)	PUNCT
bracis-33570	115	18	\	\	ADJ
bracis-33570	115	19	)	)	PUNCT
bracis-33570	115	20	intersection	intersection	NOUN
bracis-33570	115	21	over	over	ADP
bracis-33570	115	22	union	union	NOUN
bracis-33570	115	23	(	(	PUNCT
bracis-33570	115	24	iou	iou	PROPN
bracis-33570	115	25	):	):	PUNCT
bracis-33570	115	26	\(\frac{\text	\(\frac{\text	PROPN
bracis-33570	115	27	{	{	PUNCT
bracis-33570	115	28	intersection	intersection	NOUN
bracis-33570	115	29	area}}{\text	area}}{\text	PROPN
bracis-33570	115	30	{	{	PUNCT
bracis-33570	115	31	union	union	NOUN
bracis-33570	115	32	area	area	NOUN
bracis-33570	115	33	}	}	PUNCT
bracis-33570	115	34	}	}	PUNCT
bracis-33570	115	35	\	\	NOUN
bracis-33570	115	36	)	)	PUNCT
bracis-33570	115	37	map	map	NOUN
bracis-33570	115	38	is	be	AUX
bracis-33570	115	39	a	a	DET
bracis-33570	115	40	widely	widely	ADV
bracis-33570	115	41	used	use	VERB
bracis-33570	115	42	metric	metric	NOUN
bracis-33570	115	43	in	in	ADP
bracis-33570	115	44	object	object	NOUN
bracis-33570	115	45	detection	detection	NOUN
bracis-33570	115	46	tasks	task	NOUN
bracis-33570	115	47	,	,	PUNCT
bracis-33570	115	48	as	as	SCONJ
bracis-33570	115	49	it	it	PRON
bracis-33570	115	50	helps	help	VERB
bracis-33570	115	51	calculate	calculate	VERB
bracis-33570	115	52	average	average	ADJ
bracis-33570	115	53	accuracy	accuracy	NOUN
bracis-33570	115	54	at	at	ADP
bracis-33570	115	55	various	various	ADJ
bracis-33570	115	56	iou	iou	NOUN
bracis-33570	115	57	thresholds	threshold	NOUN
bracis-33570	115	58	.	.	PUNCT
bracis-33570	116	1	thus	thus	ADV
bracis-33570	116	2	,	,	PUNCT
bracis-33570	116	3	it	it	PRON
bracis-33570	116	4	provides	provide	VERB
bracis-33570	116	5	a	a	DET
bracis-33570	116	6	comprehensive	comprehensive	ADJ
bracis-33570	116	7	assessment	assessment	NOUN
bracis-33570	116	8	of	of	ADP
bracis-33570	116	9	the	the	DET
bracis-33570	116	10	algorithm	algorithm	NOUN
bracis-33570	116	11	’s	’s	PART
bracis-33570	116	12	accuracy	accuracy	NOUN
bracis-33570	116	13	in	in	ADP
bracis-33570	116	14	object	object	NOUN
bracis-33570	116	15	detection	detection	NOUN
bracis-33570	116	16	.	.	PUNCT
bracis-33570	117	1	the	the	DET
bracis-33570	117	2	map	map	NOUN
bracis-33570	117	3	calculation	calculation	NOUN
bracis-33570	117	4	considers	consider	VERB
bracis-33570	117	5	the	the	DET
bracis-33570	117	6	ap	ap	PROPN
bracis-33570	117	7	,	,	PUNCT
bracis-33570	117	8	the	the	DET
bracis-33570	117	9	average	average	NOUN
bracis-33570	117	10	of	of	ADP
bracis-33570	117	11	the	the	DET
bracis-33570	117	12	accuracies	accuracy	NOUN
bracis-33570	117	13	calculated	calculate	VERB
bracis-33570	117	14	at	at	ADP
bracis-33570	117	15	various	various	ADJ
bracis-33570	117	16	recovery	recovery	NOUN
bracis-33570	117	17	points	point	NOUN
bracis-33570	117	18	.	.	PUNCT
bracis-33570	118	1	the	the	DET
bracis-33570	118	2	recovery	recovery	NOUN
bracis-33570	118	3	point	point	NOUN
bracis-33570	118	4	is	be	AUX
bracis-33570	118	5	where	where	SCONJ
bracis-33570	118	6	the	the	DET
bracis-33570	118	7	rate	rate	NOUN
bracis-33570	118	8	of	of	ADP
bracis-33570	118	9	true	true	ADJ
bracis-33570	118	10	positives	positive	NOUN
bracis-33570	118	11	is	be	AUX
bracis-33570	118	12	calculated	calculate	VERB
bracis-33570	118	13	in	in	ADP
bracis-33570	118	14	relation	relation	NOUN
bracis-33570	118	15	to	to	ADP
bracis-33570	118	16	the	the	DET
bracis-33570	118	17	total	total	ADJ
bracis-33570	118	18	number	number	NOUN
bracis-33570	118	19	of	of	ADP
bracis-33570	118	20	positive	positive	ADJ
bracis-33570	118	21	examples	example	NOUN
bracis-33570	118	22	.	.	PUNCT
bracis-33570	119	1	additionally	additionally	ADV
bracis-33570	119	2	,	,	PUNCT
bracis-33570	119	3	the	the	DET
bracis-33570	119	4	iou	iou	PROPN
bracis-33570	119	5	metric	metric	NOUN
bracis-33570	119	6	was	be	AUX
bracis-33570	119	7	used	use	VERB
bracis-33570	119	8	to	to	PART
bracis-33570	119	9	measure	measure	VERB
bracis-33570	119	10	how	how	SCONJ
bracis-33570	119	11	close	close	ADJ
bracis-33570	119	12	the	the	DET
bracis-33570	119	13	predicted	predict	VERB
bracis-33570	119	14	bounding	bounding	NOUN
bracis-33570	119	15	boxes	box	NOUN
bracis-33570	119	16	are	be	AUX
bracis-33570	119	17	to	to	ADP
bracis-33570	119	18	the	the	DET
bracis-33570	119	19	real	real	ADJ
bracis-33570	119	20	box	box	NOUN
bracis-33570	119	21	described	describe	VERB
bracis-33570	119	22	in	in	ADP
bracis-33570	119	23	the	the	DET
bracis-33570	119	24	dataset	dataset	NOUN
bracis-33570	119	25	.	.	PUNCT
bracis-33570	120	1	this	this	DET
bracis-33570	120	2	metric	metric	NOUN
bracis-33570	120	3	is	be	AUX
bracis-33570	120	4	calculated	calculate	VERB
bracis-33570	120	5	as	as	ADP
bracis-33570	120	6	the	the	DET
bracis-33570	120	7	area	area	NOUN
bracis-33570	120	8	of	of	ADP
bracis-33570	120	9	intersection	intersection	NOUN
bracis-33570	120	10	over	over	ADP
bracis-33570	120	11	the	the	DET
bracis-33570	120	12	area	area	NOUN
bracis-33570	120	13	of	of	ADP
bracis-33570	120	14	the	the	DET
bracis-33570	120	15	union	union	NOUN
bracis-33570	120	16	of	of	ADP
bracis-33570	120	17	the	the	DET
bracis-33570	120	18	prediction	prediction	NOUN
bracis-33570	120	19	with	with	ADP
bracis-33570	120	20	the	the	DET
bracis-33570	120	21	true	true	ADJ
bracis-33570	120	22	area	area	NOUN
bracis-33570	120	23	.	.	PUNCT
bracis-33570	121	1	it	it	PRON
bracis-33570	121	2	is	be	AUX
bracis-33570	121	3	commonly	commonly	ADV
bracis-33570	121	4	used	use	VERB
bracis-33570	121	5	to	to	PART
bracis-33570	121	6	assess	assess	VERB
bracis-33570	121	7	the	the	DET
bracis-33570	121	8	accuracy	accuracy	NOUN
bracis-33570	121	9	of	of	ADP
bracis-33570	121	10	object	object	NOUN
bracis-33570	121	11	detection	detection	NOUN
bracis-33570	121	12	.	.	PUNCT
bracis-33570	122	1	thus	thus	ADV
bracis-33570	122	2	,	,	PUNCT
bracis-33570	122	3	after	after	ADP
bracis-33570	122	4	training	train	VERB
bracis-33570	122	5	the	the	DET
bracis-33570	122	6	dedicated	dedicated	ADJ
bracis-33570	122	7	models	model	NOUN
bracis-33570	122	8	for	for	ADP
bracis-33570	122	9	each	each	DET
bracis-33570	122	10	class	class	NOUN
bracis-33570	122	11	,	,	PUNCT
bracis-33570	122	12	all	all	DET
bracis-33570	122	13	these	these	DET
bracis-33570	122	14	metrics	metric	NOUN
bracis-33570	122	15	were	be	AUX
bracis-33570	122	16	calculated	calculate	VERB
bracis-33570	122	17	and	and	CCONJ
bracis-33570	122	18	applied	apply	VERB
bracis-33570	122	19	to	to	ADP
bracis-33570	122	20	a	a	DET
bracis-33570	122	21	test	test	NOUN
bracis-33570	122	22	set	set	VERB
bracis-33570	122	23	to	to	PART
bracis-33570	122	24	evaluate	evaluate	VERB
bracis-33570	122	25	the	the	DET
bracis-33570	122	26	performance	performance	NOUN
bracis-33570	122	27	of	of	ADP
bracis-33570	122	28	each	each	DET
bracis-33570	122	29	model	model	NOUN
bracis-33570	122	30	.	.	PUNCT
bracis-33570	123	1	pathology	pathology	NOUN
bracis-33570	123	2	region	region	NOUN
bracis-33570	123	3	detection	detection	NOUN
bracis-33570	123	4	.	.	PUNCT
bracis-33570	124	1	after	after	ADP
bracis-33570	124	2	training	train	VERB
bracis-33570	124	3	the	the	DET
bracis-33570	124	4	dedicated	dedicated	ADJ
bracis-33570	124	5	model	model	NOUN
bracis-33570	124	6	for	for	ADP
bracis-33570	124	7	each	each	DET
bracis-33570	124	8	class	class	NOUN
bracis-33570	124	9	,	,	PUNCT
bracis-33570	124	10	the	the	DET
bracis-33570	124	11	images	image	NOUN
bracis-33570	124	12	classified	classify	VERB
bracis-33570	124	13	as	as	ADP
bracis-33570	124	14	abnormal	abnormal	ADJ
bracis-33570	124	15	are	be	AUX
bracis-33570	124	16	passed	pass	VERB
bracis-33570	124	17	through	through	ADP
bracis-33570	124	18	all	all	DET
bracis-33570	124	19	the	the	DET
bracis-33570	124	20	detection	detection	NOUN
bracis-33570	124	21	models	model	NOUN
bracis-33570	124	22	to	to	PART
bracis-33570	124	23	assess	assess	VERB
bracis-33570	124	24	the	the	DET
bracis-33570	124	25	confidence	confidence	NOUN
bracis-33570	124	26	in	in	ADP
bracis-33570	124	27	the	the	DET
bracis-33570	124	28	region	region	NOUN
bracis-33570	124	29	predicted	predict	VERB
bracis-33570	124	30	in	in	ADP
bracis-33570	124	31	each	each	DET
bracis-33570	124	32	image	image	NOUN
bracis-33570	124	33	.	.	PUNCT
bracis-33570	125	1	from	from	ADP
bracis-33570	125	2	the	the	DET
bracis-33570	125	3	results	result	NOUN
bracis-33570	125	4	stored	store	VERB
bracis-33570	125	5	in	in	ADP
bracis-33570	125	6	text	text	NOUN
bracis-33570	125	7	files	file	NOUN
bracis-33570	125	8	in	in	ADP
bracis-33570	125	9	the	the	DET
bracis-33570	125	10	yolo	yolo	ADJ
bracis-33570	125	11	format	format	NOUN
bracis-33570	125	12	,	,	PUNCT
bracis-33570	125	13	we	we	PRON
bracis-33570	125	14	will	will	AUX
bracis-33570	125	15	have	have	VERB
bracis-33570	125	16	access	access	NOUN
bracis-33570	125	17	to	to	ADP
bracis-33570	125	18	the	the	DET
bracis-33570	125	19	following	follow	VERB
bracis-33570	125	20	prediction	prediction	NOUN
bracis-33570	125	21	information	information	NOUN
bracis-33570	125	22	:	:	PUNCT
bracis-33570	125	23	detected	detect	VERB
bracis-33570	125	24	class	class	NOUN
bracis-33570	125	25	,	,	PUNCT
bracis-33570	125	26	x	x	PROPN
bracis-33570	125	27	and	and	CCONJ
bracis-33570	125	28	y	y	PROPN
bracis-33570	125	29	coordinates	coordinate	NOUN
bracis-33570	125	30	of	of	ADP
bracis-33570	125	31	the	the	DET
bracis-33570	125	32	center	center	NOUN
bracis-33570	125	33	of	of	ADP
bracis-33570	125	34	the	the	DET
bracis-33570	125	35	bounding	bounding	NOUN
bracis-33570	125	36	box	box	NOUN
bracis-33570	125	37	,	,	PUNCT
bracis-33570	125	38	width	width	NOUN
bracis-33570	125	39	,	,	PUNCT
bracis-33570	125	40	and	and	CCONJ
bracis-33570	125	41	height	height	NOUN
bracis-33570	125	42	of	of	ADP
bracis-33570	125	43	the	the	DET
bracis-33570	125	44	predicted	predict	VERB
bracis-33570	125	45	bounding	bounding	NOUN
bracis-33570	125	46	box	box	NOUN
bracis-33570	125	47	,	,	PUNCT
bracis-33570	125	48	and	and	CCONJ
bracis-33570	125	49	the	the	DET
bracis-33570	125	50	prediction	prediction	NOUN
bracis-33570	125	51	confidence	confidence	NOUN
bracis-33570	125	52	.	.	PUNCT
bracis-33570	126	1	so	so	ADV
bracis-33570	126	2	this	this	DET
bracis-33570	126	3	step	step	NOUN
bracis-33570	126	4	consists	consist	VERB
bracis-33570	126	5	of	of	ADP
bracis-33570	126	6	identifying	identify	VERB
bracis-33570	126	7	the	the	DET
bracis-33570	126	8	prediction	prediction	NOUN
bracis-33570	126	9	with	with	ADP
bracis-33570	126	10	the	the	DET
bracis-33570	126	11	highest	high	ADJ
bracis-33570	126	12	confidence	confidence	NOUN
bracis-33570	126	13	and	and	CCONJ
bracis-33570	126	14	then	then	ADV
bracis-33570	126	15	collecting	collect	VERB
bracis-33570	126	16	the	the	DET
bracis-33570	126	17	coordinates	coordinate	NOUN
bracis-33570	126	18	of	of	ADP
bracis-33570	126	19	the	the	DET
bracis-33570	126	20	predicted	predict	VERB
bracis-33570	126	21	bounding	bounding	NOUN
bracis-33570	126	22	box	box	NOUN
bracis-33570	126	23	.	.	PUNCT
bracis-33570	127	1	then	then	ADV
bracis-33570	127	2	,	,	PUNCT
bracis-33570	127	3	the	the	DET
bracis-33570	127	4	given	give	VERB
bracis-33570	127	5	coordinates	coordinate	NOUN
bracis-33570	127	6	are	be	AUX
bracis-33570	127	7	translated	translate	VERB
bracis-33570	127	8	into	into	ADP
bracis-33570	127	9	cartesian	cartesian	ADJ
bracis-33570	127	10	format	format	NOUN
bracis-33570	127	11	on	on	ADP
bracis-33570	127	12	top	top	NOUN
bracis-33570	127	13	of	of	ADP
bracis-33570	127	14	the	the	DET
bracis-33570	127	15	original	original	ADJ
bracis-33570	127	16	image	image	NOUN
bracis-33570	127	17	size	size	NOUN
bracis-33570	127	18	and	and	CCONJ
bracis-33570	127	19	the	the	DET
bracis-33570	127	20	region	region	NOUN
bracis-33570	127	21	of	of	ADP
bracis-33570	127	22	intersection	intersection	NOUN
bracis-33570	127	23	between	between	ADP
bracis-33570	127	24	the	the	DET
bracis-33570	127	25	prediction	prediction	NOUN
bracis-33570	127	26	and	and	CCONJ
bracis-33570	127	27	the	the	DET
bracis-33570	127	28	true	true	ADJ
bracis-33570	127	29	location	location	NOUN
bracis-33570	127	30	of	of	ADP
bracis-33570	127	31	the	the	DET
bracis-33570	127	32	pathology	pathology	NOUN
bracis-33570	127	33	is	be	AUX
bracis-33570	127	34	stipulated	stipulate	VERB
bracis-33570	127	35	.	.	PUNCT
bracis-33570	128	1	once	once	ADV
bracis-33570	128	2	all	all	DET
bracis-33570	128	3	the	the	DET
bracis-33570	128	4	images	image	NOUN
bracis-33570	128	5	have	have	AUX
bracis-33570	128	6	been	be	AUX
bracis-33570	128	7	passed	pass	VERB
bracis-33570	128	8	through	through	ADP
bracis-33570	128	9	and	and	CCONJ
bracis-33570	128	10	the	the	DET
bracis-33570	128	11	region	region	NOUN
bracis-33570	128	12	of	of	ADP
bracis-33570	128	13	interest	interest	NOUN
bracis-33570	128	14	has	have	AUX
bracis-33570	128	15	been	be	AUX
bracis-33570	128	16	identified	identify	VERB
bracis-33570	128	17	,	,	PUNCT
bracis-33570	128	18	the	the	DET
bracis-33570	128	19	iou	iou	NOUN
bracis-33570	128	20	corresponding	correspond	VERB
bracis-33570	128	21	to	to	ADP
bracis-33570	128	22	all	all	DET
bracis-33570	128	23	the	the	DET
bracis-33570	128	24	intersection	intersection	NOUN
bracis-33570	128	25	regions	region	NOUN
bracis-33570	128	26	is	be	AUX
bracis-33570	128	27	calculated	calculate	VERB
bracis-33570	128	28	in	in	ADP
bracis-33570	128	29	order	order	NOUN
bracis-33570	128	30	to	to	PART
bracis-33570	128	31	obtain	obtain	VERB
bracis-33570	128	32	an	an	DET
bracis-33570	128	33	overall	overall	ADJ
bracis-33570	128	34	evaluation	evaluation	NOUN
bracis-33570	128	35	of	of	ADP
bracis-33570	128	36	the	the	DET
bracis-33570	128	37	proposed	propose	VERB
bracis-33570	128	38	method	method	NOUN
bracis-33570	128	39	.	.	PUNCT
bracis-33570	129	1	4	4	NUM
bracis-33570	129	2	results	result	NOUN
bracis-33570	129	3	and	and	CCONJ
bracis-33570	129	4	 	 	SPACE
bracis-33570	129	5	discussion	discussion	NOUN
bracis-33570	129	6	this	this	DET
bracis-33570	129	7	section	section	NOUN
bracis-33570	129	8	presents	present	VERB
bracis-33570	129	9	the	the	DET
bracis-33570	129	10	results	result	NOUN
bracis-33570	129	11	achieved	achieve	VERB
bracis-33570	129	12	using	use	VERB
bracis-33570	129	13	the	the	DET
bracis-33570	129	14	proposed	propose	VERB
bracis-33570	129	15	method	method	NOUN
bracis-33570	129	16	for	for	ADP
bracis-33570	129	17	detecting	detect	VERB
bracis-33570	129	18	regions	region	NOUN
bracis-33570	129	19	containing	contain	VERB
bracis-33570	129	20	gi	gi	NOUN
bracis-33570	129	21	tract	tract	NOUN
bracis-33570	129	22	pathologies	pathology	NOUN
bracis-33570	129	23	.	.	PUNCT
bracis-33570	130	1	the	the	DET
bracis-33570	130	2	experiment	experiment	NOUN
bracis-33570	130	3	carried	carry	VERB
bracis-33570	130	4	out	out	ADP
bracis-33570	130	5	,	,	PUNCT
bracis-33570	130	6	and	and	CCONJ
bracis-33570	130	7	the	the	DET
bracis-33570	130	8	impact	impact	NOUN
bracis-33570	130	9	of	of	ADP
bracis-33570	130	10	the	the	DET
bracis-33570	130	11	results	result	NOUN
bracis-33570	130	12	on	on	ADP
bracis-33570	130	13	the	the	DET
bracis-33570	130	14	advancement	advancement	NOUN
bracis-33570	130	15	of	of	ADP
bracis-33570	130	16	detection	detection	NOUN
bracis-33570	130	17	models	model	NOUN
bracis-33570	130	18	in	in	ADP
bracis-33570	130	19	gi	gi	NOUN
bracis-33570	130	20	tract	tract	NOUN
bracis-33570	130	21	images	image	NOUN
bracis-33570	130	22	are	be	AUX
bracis-33570	130	23	also	also	ADV
bracis-33570	130	24	described	describe	VERB
bracis-33570	130	25	.	.	PUNCT
bracis-33570	131	1	4.1	4.1	NUM
bracis-33570	131	2	dataset	dataset	NOUN
bracis-33570	131	3	preparation	preparation	NOUN
bracis-33570	131	4	initially	initially	ADV
bracis-33570	131	5	,	,	PUNCT
bracis-33570	131	6	the	the	DET
bracis-33570	131	7	dataset	dataset	NOUN
bracis-33570	131	8	was	be	AUX
bracis-33570	131	9	divided	divide	VERB
bracis-33570	131	10	by	by	ADP
bracis-33570	131	11	patient	patient	NOUN
bracis-33570	131	12	,	,	PUNCT
bracis-33570	131	13	given	give	VERB
bracis-33570	131	14	that	that	SCONJ
bracis-33570	131	15	the	the	DET
bracis-33570	131	16	images	image	NOUN
bracis-33570	131	17	were	be	AUX
bracis-33570	131	18	taken	take	VERB
bracis-33570	131	19	from	from	ADP
bracis-33570	131	20	wce	wce	PROPN
bracis-33570	131	21	videos	video	NOUN
bracis-33570	131	22	and	and	CCONJ
bracis-33570	131	23	depict	depict	NOUN
bracis-33570	131	24	frames	frame	NOUN
bracis-33570	131	25	of	of	ADP
bracis-33570	131	26	the	the	DET
bracis-33570	131	27	same	same	ADJ
bracis-33570	131	28	patient	patient	NOUN
bracis-33570	131	29	.	.	PUNCT
bracis-33570	132	1	this	this	DET
bracis-33570	132	2	division	division	NOUN
bracis-33570	132	3	was	be	AUX
bracis-33570	132	4	then	then	ADV
bracis-33570	132	5	designated	designate	VERB
bracis-33570	132	6	to	to	PART
bracis-33570	132	7	prevent	prevent	VERB
bracis-33570	132	8	data	datum	NOUN
bracis-33570	132	9	leakage	leakage	NOUN
bracis-33570	132	10	,	,	PUNCT
bracis-33570	132	11	the	the	DET
bracis-33570	132	12	influence	influence	NOUN
bracis-33570	132	13	of	of	ADP
bracis-33570	132	14	extremely	extremely	ADV
bracis-33570	132	15	similar	similar	ADJ
bracis-33570	132	16	images	image	NOUN
bracis-33570	132	17	of	of	ADP
bracis-33570	132	18	the	the	DET
bracis-33570	132	19	same	same	ADJ
bracis-33570	132	20	patient	patient	NOUN
bracis-33570	132	21	being	be	AUX
bracis-33570	132	22	present	present	ADJ
bracis-33570	132	23	in	in	ADP
bracis-33570	132	24	the	the	DET
bracis-33570	132	25	same	same	ADJ
bracis-33570	132	26	set	set	NOUN
bracis-33570	132	27	(	(	PUNCT
bracis-33570	132	28	training	training	NOUN
bracis-33570	132	29	,	,	PUNCT
bracis-33570	132	30	validation	validation	NOUN
bracis-33570	132	31	,	,	PUNCT
bracis-33570	132	32	or	or	CCONJ
bracis-33570	132	33	test	test	NOUN
bracis-33570	132	34	)	)	PUNCT
bracis-33570	132	35	.	.	PUNCT
bracis-33570	133	1	as	as	ADP
bracis-33570	133	2	a	a	DET
bracis-33570	133	3	result	result	NOUN
bracis-33570	133	4	,	,	PUNCT
bracis-33570	133	5	only	only	ADV
bracis-33570	133	6	classes	class	NOUN
bracis-33570	133	7	with	with	ADP
bracis-33570	133	8	at	at	ADV
bracis-33570	133	9	least	least	ADV
bracis-33570	133	10	three	three	NUM
bracis-33570	133	11	patients	patient	NOUN
bracis-33570	133	12	were	be	AUX
bracis-33570	133	13	used	use	VERB
bracis-33570	133	14	,	,	PUNCT
bracis-33570	133	15	since	since	SCONJ
bracis-33570	133	16	each	each	DET
bracis-33570	133	17	set	set	NOUN
bracis-33570	133	18	must	must	AUX
bracis-33570	133	19	contain	contain	VERB
bracis-33570	133	20	at	at	ADV
bracis-33570	133	21	least	least	ADV
bracis-33570	133	22	one	one	NUM
bracis-33570	133	23	different	different	ADJ
bracis-33570	133	24	patient	patient	NOUN
bracis-33570	133	25	with	with	ADP
bracis-33570	133	26	each	each	DET
bracis-33570	133	27	pathology	pathology	NOUN
bracis-33570	133	28	.	.	PUNCT
bracis-33570	134	1	in	in	ADP
bracis-33570	134	2	addition	addition	NOUN
bracis-33570	134	3	,	,	PUNCT
bracis-33570	134	4	only	only	ADV
bracis-33570	134	5	classes	class	NOUN
bracis-33570	134	6	of	of	ADP
bracis-33570	134	7	luminal	luminal	ADJ
bracis-33570	134	8	findings	finding	NOUN
bracis-33570	134	9	in	in	ADP
bracis-33570	134	10	which	which	PRON
bracis-33570	134	11	the	the	DET
bracis-33570	134	12	bounding	bounding	NOUN
bracis-33570	134	13	boxes	box	NOUN
bracis-33570	134	14	were	be	AUX
bracis-33570	134	15	also	also	ADV
bracis-33570	134	16	available	available	ADJ
bracis-33570	134	17	in	in	ADP
bracis-33570	134	18	the	the	DET
bracis-33570	134	19	dataset	dataset	NOUN
bracis-33570	134	20	were	be	AUX
bracis-33570	134	21	considered	consider	VERB
bracis-33570	134	22	.	.	PUNCT
bracis-33570	135	1	therefore	therefore	ADV
bracis-33570	135	2	,	,	PUNCT
bracis-33570	135	3	based	base	VERB
bracis-33570	135	4	on	on	ADP
bracis-33570	135	5	table	table	NOUN
bracis-33570	135	6	 	 	SPACE
bracis-33570	135	7	1	1	NUM
bracis-33570	135	8	,	,	PUNCT
bracis-33570	135	9	the	the	DET
bracis-33570	135	10	classes	class	NOUN
bracis-33570	135	11	used	use	VERB
bracis-33570	135	12	were	be	AUX
bracis-33570	135	13	angiectasia	angiectasia	NOUN
bracis-33570	135	14	,	,	PUNCT
bracis-33570	135	15	erosion	erosion	NOUN
bracis-33570	135	16	,	,	PUNCT
bracis-33570	135	17	foreign	foreign	ADJ
bracis-33570	135	18	body	body	NOUN
bracis-33570	135	19	,	,	PUNCT
bracis-33570	135	20	lymphangiectasia	lymphangiectasia	NOUN
bracis-33570	135	21	,	,	PUNCT
bracis-33570	135	22	and	and	CCONJ
bracis-33570	135	23	ulcer	ulcer	NOUN
bracis-33570	135	24	.	.	PUNCT
bracis-33570	136	1	as	as	ADP
bracis-33570	136	2	a	a	DET
bracis-33570	136	3	result	result	NOUN
bracis-33570	136	4	,	,	PUNCT
bracis-33570	136	5	there	there	PRON
bracis-33570	136	6	was	be	VERB
bracis-33570	136	7	an	an	DET
bracis-33570	136	8	imbalance	imbalance	NOUN
bracis-33570	136	9	between	between	ADP
bracis-33570	136	10	the	the	DET
bracis-33570	136	11	number	number	NOUN
bracis-33570	136	12	of	of	ADP
bracis-33570	136	13	pathological	pathological	ADJ
bracis-33570	136	14	images	image	NOUN
bracis-33570	136	15	belonging	belong	VERB
bracis-33570	136	16	to	to	ADP
bracis-33570	136	17	each	each	DET
bracis-33570	136	18	patient	patient	NOUN
bracis-33570	136	19	.	.	PUNCT
bracis-33570	137	1	so	so	ADV
bracis-33570	137	2	,	,	PUNCT
bracis-33570	137	3	in	in	ADP
bracis-33570	137	4	order	order	NOUN
bracis-33570	137	5	to	to	PART
bracis-33570	137	6	increase	increase	VERB
bracis-33570	137	7	the	the	DET
bracis-33570	137	8	difference	difference	NOUN
bracis-33570	137	9	in	in	ADP
bracis-33570	137	10	the	the	DET
bracis-33570	137	11	number	number	NOUN
bracis-33570	137	12	of	of	ADP
bracis-33570	137	13	samples	sample	NOUN
bracis-33570	137	14	in	in	ADP
bracis-33570	137	15	each	each	DET
bracis-33570	137	16	set	set	NOUN
bracis-33570	137	17	,	,	PUNCT
bracis-33570	137	18	the	the	DET
bracis-33570	137	19	patient	patient	NOUN
bracis-33570	137	20	with	with	ADP
bracis-33570	137	21	the	the	DET
bracis-33570	137	22	most	most	ADJ
bracis-33570	137	23	images	image	NOUN
bracis-33570	137	24	was	be	AUX
bracis-33570	137	25	sent	send	VERB
bracis-33570	137	26	to	to	ADP
bracis-33570	137	27	the	the	DET
bracis-33570	137	28	training	training	NOUN
bracis-33570	137	29	set	set	NOUN
bracis-33570	137	30	,	,	PUNCT
bracis-33570	137	31	the	the	DET
bracis-33570	137	32	second	second	ADJ
bracis-33570	137	33	to	to	ADP
bracis-33570	137	34	the	the	DET
bracis-33570	137	35	validation	validation	NOUN
bracis-33570	137	36	set	set	NOUN
bracis-33570	137	37	,	,	PUNCT
bracis-33570	137	38	the	the	DET
bracis-33570	137	39	third	third	ADJ
bracis-33570	137	40	to	to	ADP
bracis-33570	137	41	the	the	DET
bracis-33570	137	42	test	test	NOUN
bracis-33570	137	43	set	set	NOUN
bracis-33570	137	44	,	,	PUNCT
bracis-33570	137	45	and	and	CCONJ
bracis-33570	137	46	so	so	ADV
bracis-33570	137	47	on	on	ADV
bracis-33570	137	48	,	,	PUNCT
bracis-33570	137	49	in	in	ADP
bracis-33570	137	50	that	that	DET
bracis-33570	137	51	order	order	NOUN
bracis-33570	137	52	,	,	PUNCT
bracis-33570	137	53	until	until	SCONJ
bracis-33570	137	54	all	all	DET
bracis-33570	137	55	the	the	DET
bracis-33570	137	56	patients	patient	NOUN
bracis-33570	137	57	in	in	ADP
bracis-33570	137	58	the	the	DET
bracis-33570	137	59	class	class	NOUN
bracis-33570	137	60	were	be	AUX
bracis-33570	137	61	distributed	distribute	VERB
bracis-33570	137	62	.	.	PUNCT
bracis-33570	138	1	the	the	DET
bracis-33570	138	2	number	number	NOUN
bracis-33570	138	3	of	of	ADP
bracis-33570	138	4	images	image	NOUN
bracis-33570	138	5	with	with	ADP
bracis-33570	138	6	pathology	pathology	NOUN
bracis-33570	138	7	belonging	belong	VERB
bracis-33570	138	8	to	to	ADP
bracis-33570	138	9	each	each	PRON
bracis-33570	138	10	of	of	ADP
bracis-33570	138	11	the	the	DET
bracis-33570	138	12	sets	set	NOUN
bracis-33570	138	13	can	can	AUX
bracis-33570	138	14	be	be	AUX
bracis-33570	138	15	seen	see	VERB
bracis-33570	138	16	in	in	ADP
bracis-33570	138	17	table	table	NOUN
bracis-33570	138	18	 	 	SPACE
bracis-33570	138	19	2	2	NUM
bracis-33570	138	20	.	.	PUNCT
bracis-33570	138	21	table	table	NOUN
bracis-33570	138	22	2	2	NUM
bracis-33570	138	23	.	.	PUNCT
bracis-33570	138	24	distribution	distribution	NOUN
bracis-33570	138	25	of	of	ADP
bracis-33570	138	26	images	image	NOUN
bracis-33570	138	27	by	by	ADP
bracis-33570	138	28	class	class	NOUN
bracis-33570	138	29	for	for	ADP
bracis-33570	138	30	each	each	DET
bracis-33570	138	31	setfull	setfull	ADJ
bracis-33570	138	32	size	size	NOUN
bracis-33570	138	33	table	table	NOUN
bracis-33570	138	34	in	in	ADP
bracis-33570	138	35	the	the	DET
bracis-33570	138	36	healthy	healthy	ADJ
bracis-33570	138	37	images	image	NOUN
bracis-33570	138	38	used	use	VERB
bracis-33570	138	39	for	for	ADP
bracis-33570	138	40	classification	classification	NOUN
bracis-33570	138	41	,	,	PUNCT
bracis-33570	138	42	it	it	PRON
bracis-33570	138	43	was	be	AUX
bracis-33570	138	44	observed	observe	VERB
bracis-33570	138	45	that	that	SCONJ
bracis-33570	138	46	many	many	ADJ
bracis-33570	138	47	images	image	NOUN
bracis-33570	138	48	were	be	AUX
bracis-33570	138	49	from	from	ADP
bracis-33570	138	50	the	the	DET
bracis-33570	138	51	same	same	ADJ
bracis-33570	138	52	patient	patient	NOUN
bracis-33570	138	53	.	.	PUNCT
bracis-33570	139	1	therefore	therefore	ADV
bracis-33570	139	2	,	,	PUNCT
bracis-33570	139	3	efforts	effort	NOUN
bracis-33570	139	4	were	be	AUX
bracis-33570	139	5	made	make	VERB
bracis-33570	139	6	to	to	PART
bracis-33570	139	7	diversify	diversify	VERB
bracis-33570	139	8	the	the	DET
bracis-33570	139	9	number	number	NOUN
bracis-33570	139	10	of	of	ADP
bracis-33570	139	11	normal	normal	ADJ
bracis-33570	139	12	images	image	NOUN
bracis-33570	139	13	obtained	obtain	VERB
bracis-33570	139	14	from	from	ADP
bracis-33570	139	15	each	each	DET
bracis-33570	139	16	patient	patient	NOUN
bracis-33570	139	17	,	,	PUNCT
bracis-33570	139	18	ensuring	ensure	VERB
bracis-33570	139	19	a	a	DET
bracis-33570	139	20	balance	balance	NOUN
bracis-33570	139	21	with	with	ADP
bracis-33570	139	22	the	the	DET
bracis-33570	139	23	set	set	NOUN
bracis-33570	139	24	of	of	ADP
bracis-33570	139	25	abnormal	abnormal	ADJ
bracis-33570	139	26	images	image	NOUN
bracis-33570	139	27	.	.	PUNCT
bracis-33570	140	1	thus	thus	ADV
bracis-33570	140	2	,	,	PUNCT
bracis-33570	140	3	200	200	NUM
bracis-33570	140	4	images	image	NOUN
bracis-33570	140	5	from	from	ADP
bracis-33570	140	6	13	13	NUM
bracis-33570	140	7	patients	patient	NOUN
bracis-33570	140	8	were	be	AUX
bracis-33570	140	9	used	use	VERB
bracis-33570	140	10	for	for	ADP
bracis-33570	140	11	the	the	DET
bracis-33570	140	12	training	training	NOUN
bracis-33570	140	13	set	set	NOUN
bracis-33570	140	14	,	,	PUNCT
bracis-33570	140	15	80	80	NUM
bracis-33570	140	16	images	image	NOUN
bracis-33570	140	17	from	from	ADP
bracis-33570	140	18	10	10	NUM
bracis-33570	140	19	patients	patient	NOUN
bracis-33570	140	20	for	for	ADP
bracis-33570	140	21	validation	validation	NOUN
bracis-33570	140	22	,	,	PUNCT
bracis-33570	140	23	and	and	CCONJ
bracis-33570	140	24	30	30	NUM
bracis-33570	140	25	images	image	NOUN
bracis-33570	140	26	from	from	ADP
bracis-33570	140	27	14	14	NUM
bracis-33570	140	28	patients	patient	NOUN
bracis-33570	140	29	for	for	ADP
bracis-33570	140	30	testing	testing	NOUN
bracis-33570	140	31	,	,	PUNCT
bracis-33570	140	32	totaling	total	VERB
bracis-33570	140	33	2600	2600	NUM
bracis-33570	140	34	images	image	NOUN
bracis-33570	140	35	for	for	ADP
bracis-33570	140	36	training	training	NOUN
bracis-33570	140	37	,	,	PUNCT
bracis-33570	140	38	800	800	NUM
bracis-33570	140	39	images	image	NOUN
bracis-33570	140	40	for	for	ADP
bracis-33570	140	41	validation	validation	NOUN
bracis-33570	140	42	,	,	PUNCT
bracis-33570	140	43	and	and	CCONJ
bracis-33570	140	44	420	420	NUM
bracis-33570	140	45	images	image	NOUN
bracis-33570	140	46	for	for	ADP
bracis-33570	140	47	testing	testing	NOUN
bracis-33570	140	48	.	.	PUNCT
bracis-33570	141	1	4.2	4.2	NUM
bracis-33570	141	2	abnormal	abnormal	ADJ
bracis-33570	141	3	image	image	NOUN
bracis-33570	141	4	classification	classification	NOUN
bracis-33570	141	5	this	this	DET
bracis-33570	141	6	section	section	NOUN
bracis-33570	141	7	describes	describe	VERB
bracis-33570	141	8	the	the	DET
bracis-33570	141	9	results	result	NOUN
bracis-33570	141	10	achieved	achieve	VERB
bracis-33570	141	11	in	in	ADP
bracis-33570	141	12	the	the	DET
bracis-33570	141	13	stage	stage	NOUN
bracis-33570	141	14	of	of	ADP
bracis-33570	141	15	selecting	select	VERB
bracis-33570	141	16	the	the	DET
bracis-33570	141	17	best	well	ADV
bracis-33570	141	18	-	-	PUNCT
bracis-33570	141	19	performing	perform	VERB
bracis-33570	141	20	cnn	cnn	NOUN
bracis-33570	141	21	architecture	architecture	NOUN
bracis-33570	141	22	.	.	PUNCT
bracis-33570	142	1	all	all	DET
bracis-33570	142	2	cnn	cnn	PROPN
bracis-33570	142	3	architectures	architecture	NOUN
bracis-33570	142	4	were	be	AUX
bracis-33570	142	5	trained	train	VERB
bracis-33570	142	6	with	with	ADP
bracis-33570	142	7	100	100	NUM
bracis-33570	142	8	epochs	epoch	NOUN
bracis-33570	142	9	and	and	CCONJ
bracis-33570	142	10	the	the	DET
bracis-33570	142	11	following	following	ADJ
bracis-33570	142	12	hyperparameters	hyperparameter	NOUN
bracis-33570	142	13	:	:	PUNCT
bracis-33570	142	14	adam	adam	PROPN
bracis-33570	142	15	[	[	X
bracis-33570	142	16	10	10	NUM
bracis-33570	142	17	]	]	PUNCT
bracis-33570	142	18	optimizer	optimizer	NOUN
bracis-33570	142	19	with	with	ADP
bracis-33570	142	20	a	a	DET
bracis-33570	142	21	learning	learn	VERB
bracis-33570	142	22	rate	rate	NOUN
bracis-33570	142	23	of	of	ADP
bracis-33570	142	24	0.001	0.001	NUM
bracis-33570	142	25	,	,	PUNCT
bracis-33570	142	26	batch	batch	NOUN
bracis-33570	142	27	size	size	NOUN
bracis-33570	142	28	of	of	ADP
bracis-33570	142	29	32	32	NUM
bracis-33570	142	30	and	and	CCONJ
bracis-33570	142	31	early	early	ADV
bracis-33570	142	32	stopping	stop	VERB
bracis-33570	142	33	with	with	ADP
bracis-33570	142	34	patience	patience	NOUN
bracis-33570	142	35	of	of	ADP
bracis-33570	142	36	25	25	NUM
bracis-33570	142	37	epochs	epoch	NOUN
bracis-33570	142	38	.	.	PUNCT
bracis-33570	143	1	moreover	moreover	ADV
bracis-33570	143	2	,	,	PUNCT
bracis-33570	143	3	the	the	DET
bracis-33570	143	4	images	image	NOUN
bracis-33570	143	5	were	be	AUX
bracis-33570	143	6	normalized	normalize	VERB
bracis-33570	143	7	and	and	CCONJ
bracis-33570	143	8	resized	resize	VERB
bracis-33570	143	9	to	to	ADP
bracis-33570	143	10	224	224	NUM
bracis-33570	143	11	 	 	SPACE
bracis-33570	143	12	\(\times	\(\time	NOUN
bracis-33570	143	13	\	\	NOUN
bracis-33570	143	14	)	)	PUNCT
bracis-33570	143	15	 	 	SPACE
bracis-33570	143	16	224	224	NUM
bracis-33570	143	17	.	.	PUNCT
bracis-33570	144	1	in	in	ADP
bracis-33570	144	2	order	order	NOUN
bracis-33570	144	3	to	to	PART
bracis-33570	144	4	evaluate	evaluate	VERB
bracis-33570	144	5	the	the	DET
bracis-33570	144	6	models	model	NOUN
bracis-33570	144	7	to	to	PART
bracis-33570	144	8	determine	determine	VERB
bracis-33570	144	9	the	the	DET
bracis-33570	144	10	best	good	ADJ
bracis-33570	144	11	performing	perform	VERB
bracis-33570	144	12	one	one	NUM
bracis-33570	144	13	,	,	PUNCT
bracis-33570	144	14	experiments	experiment	NOUN
bracis-33570	144	15	were	be	AUX
bracis-33570	144	16	carried	carry	VERB
bracis-33570	144	17	out	out	ADP
bracis-33570	144	18	on	on	ADP
bracis-33570	144	19	the	the	DET
bracis-33570	144	20	following	following	ADJ
bracis-33570	144	21	architectures	architecture	NOUN
bracis-33570	144	22	:	:	PUNCT
bracis-33570	144	23	vgg16	vgg16	NOUN
bracis-33570	144	24	,	,	PUNCT
bracis-33570	144	25	resnet50	resnet50	NOUN
bracis-33570	144	26	,	,	PUNCT
bracis-33570	144	27	inceptionv3	inceptionv3	NOUN
bracis-33570	144	28	,	,	PUNCT
bracis-33570	144	29	xception	xception	NOUN
bracis-33570	144	30	,	,	PUNCT
bracis-33570	144	31	efficientnetb0	efficientnetb0	PROPN
bracis-33570	144	32	,	,	PUNCT
bracis-33570	144	33	efficientnetb1	efficientnetb1	PROPN
bracis-33570	144	34	,	,	PUNCT
bracis-33570	144	35	efficientnetb2	efficientnetb2	X
bracis-33570	144	36	,	,	PUNCT
bracis-33570	144	37	efficientnetv2b0	efficientnetv2b0	NUM
bracis-33570	144	38	,	,	PUNCT
bracis-33570	144	39	efficientnetv2b1	efficientnetv2b1	PRON
bracis-33570	144	40	and	and	CCONJ
bracis-33570	144	41	efficientnetv2b2	efficientnetv2b2	NUM
bracis-33570	144	42	.	.	X
bracis-33570	145	1	all	all	DET
bracis-33570	145	2	the	the	DET
bracis-33570	145	3	architectures	architecture	NOUN
bracis-33570	145	4	were	be	AUX
bracis-33570	145	5	trained	train	VERB
bracis-33570	145	6	with	with	ADP
bracis-33570	145	7	pre	pre	VERB
bracis-33570	145	8	-	-	ADJ
bracis-33570	145	9	trained	train	VERB
bracis-33570	145	10	weights	weight	NOUN
bracis-33570	145	11	from	from	ADP
bracis-33570	145	12	imagenet	imagenet	NOUN
bracis-33570	145	13	.	.	PUNCT
bracis-33570	146	1	table	table	NOUN
bracis-33570	146	2	 	 	SPACE
bracis-33570	146	3	3	3	NUM
bracis-33570	146	4	shows	show	VERB
bracis-33570	146	5	the	the	DET
bracis-33570	146	6	results	result	NOUN
bracis-33570	146	7	achieved	achieve	VERB
bracis-33570	146	8	with	with	ADP
bracis-33570	146	9	each	each	DET
bracis-33570	146	10	architecture	architecture	NOUN
bracis-33570	146	11	and	and	CCONJ
bracis-33570	146	12	the	the	DET
bracis-33570	146	13	number	number	NOUN
bracis-33570	146	14	of	of	ADP
bracis-33570	146	15	parameters	parameter	NOUN
bracis-33570	146	16	in	in	ADP
bracis-33570	146	17	each	each	DET
bracis-33570	146	18	model	model	NOUN
bracis-33570	146	19	.	.	PUNCT
bracis-33570	147	1	table	table	NOUN
bracis-33570	147	2	3	3	NUM
bracis-33570	147	3	.	.	PUNCT
bracis-33570	147	4	comparison	comparison	NOUN
bracis-33570	147	5	of	of	ADP
bracis-33570	147	6	cnn	cnn	PROPN
bracis-33570	147	7	architecturesfull	architecturesfull	NOUN
bracis-33570	147	8	size	size	NOUN
bracis-33570	147	9	table	table	NOUN
bracis-33570	147	10	although	although	SCONJ
bracis-33570	147	11	vgg16	vgg16	NOUN
bracis-33570	147	12	has	have	VERB
bracis-33570	147	13	perfect	perfect	ADJ
bracis-33570	147	14	precision	precision	NOUN
bracis-33570	147	15	,	,	PUNCT
bracis-33570	147	16	its	its	PRON
bracis-33570	147	17	accuracy	accuracy	NOUN
bracis-33570	147	18	,	,	PUNCT
bracis-33570	147	19	recall	recall	NOUN
bracis-33570	147	20	and	and	CCONJ
bracis-33570	147	21	f1	f1	NOUN
bracis-33570	147	22	-	-	PUNCT
bracis-33570	147	23	score	score	NOUN
bracis-33570	147	24	are	be	AUX
bracis-33570	147	25	low	low	ADJ
bracis-33570	147	26	,	,	PUNCT
bracis-33570	147	27	which	which	PRON
bracis-33570	147	28	indicates	indicate	VERB
bracis-33570	147	29	that	that	SCONJ
bracis-33570	147	30	the	the	DET
bracis-33570	147	31	model	model	NOUN
bracis-33570	147	32	makes	make	VERB
bracis-33570	147	33	few	few	ADJ
bracis-33570	147	34	positive	positive	ADJ
bracis-33570	147	35	predictions	prediction	NOUN
bracis-33570	147	36	and	and	CCONJ
bracis-33570	147	37	is	be	AUX
bracis-33570	147	38	not	not	PART
bracis-33570	147	39	ideal	ideal	ADJ
bracis-33570	147	40	for	for	ADP
bracis-33570	147	41	applications	application	NOUN
bracis-33570	147	42	that	that	PRON
bracis-33570	147	43	require	require	VERB
bracis-33570	147	44	balanced	balanced	ADJ
bracis-33570	147	45	detection	detection	NOUN
bracis-33570	147	46	.	.	PUNCT
bracis-33570	148	1	something	something	PRON
bracis-33570	148	2	similar	similar	ADJ
bracis-33570	148	3	occurs	occur	VERB
bracis-33570	148	4	in	in	ADP
bracis-33570	148	5	efficientnetb0	efficientnetb0	PROPN
bracis-33570	148	6	,	,	PUNCT
bracis-33570	148	7	as	as	SCONJ
bracis-33570	148	8	the	the	DET
bracis-33570	148	9	model	model	NOUN
bracis-33570	148	10	has	have	VERB
bracis-33570	148	11	high	high	ADJ
bracis-33570	148	12	accuracy	accuracy	NOUN
bracis-33570	148	13	but	but	CCONJ
bracis-33570	148	14	fails	fail	VERB
bracis-33570	148	15	to	to	PART
bracis-33570	148	16	detect	detect	VERB
bracis-33570	148	17	part	part	NOUN
bracis-33570	148	18	of	of	ADP
bracis-33570	148	19	the	the	DET
bracis-33570	148	20	true	true	ADJ
bracis-33570	148	21	positives	positive	NOUN
bracis-33570	148	22	.	.	PUNCT
bracis-33570	149	1	xception	xception	NOUN
bracis-33570	149	2	and	and	CCONJ
bracis-33570	149	3	efficientnetv2b2	efficientnetv2b2	NUM
bracis-33570	149	4	presented	present	VERB
bracis-33570	149	5	modest	modest	ADJ
bracis-33570	149	6	results	result	NOUN
bracis-33570	149	7	in	in	ADP
bracis-33570	149	8	all	all	DET
bracis-33570	149	9	metrics	metric	NOUN
bracis-33570	149	10	,	,	PUNCT
bracis-33570	149	11	demonstrating	demonstrate	VERB
bracis-33570	149	12	that	that	SCONJ
bracis-33570	149	13	neither	neither	DET
bracis-33570	149	14	model	model	NOUN
bracis-33570	149	15	was	be	AUX
bracis-33570	149	16	well	well	ADV
bracis-33570	149	17	-	-	PUNCT
bracis-33570	149	18	suited	suit	VERB
bracis-33570	149	19	to	to	ADP
bracis-33570	149	20	the	the	DET
bracis-33570	149	21	proposed	propose	VERB
bracis-33570	149	22	task	task	NOUN
bracis-33570	149	23	.	.	PUNCT
bracis-33570	150	1	therefore	therefore	ADV
bracis-33570	150	2	,	,	PUNCT
bracis-33570	150	3	resnet50	resnet50	NOUN
bracis-33570	150	4	,	,	PUNCT
bracis-33570	150	5	inceptionv3	inceptionv3	NOUN
bracis-33570	150	6	and	and	CCONJ
bracis-33570	150	7	efficientnetv2b1	efficientnetv2b1	PART
bracis-33570	150	8	have	have	VERB
bracis-33570	150	9	good	good	ADJ
bracis-33570	150	10	accuracy	accuracy	NOUN
bracis-33570	150	11	,	,	PUNCT
bracis-33570	150	12	but	but	CCONJ
bracis-33570	150	13	their	their	PRON
bracis-33570	150	14	precisions	precision	NOUN
bracis-33570	150	15	are	be	AUX
bracis-33570	150	16	relatively	relatively	ADV
bracis-33570	150	17	low	low	ADJ
bracis-33570	150	18	,	,	PUNCT
bracis-33570	150	19	resulting	result	VERB
bracis-33570	150	20	in	in	ADP
bracis-33570	150	21	moderate	moderate	ADJ
bracis-33570	150	22	f1	f1	ADJ
bracis-33570	150	23	-	-	PUNCT
bracis-33570	150	24	score	score	NOUN
bracis-33570	150	25	values	value	NOUN
bracis-33570	150	26	,	,	PUNCT
bracis-33570	150	27	78.7	78.7	NUM
bracis-33570	150	28	%	%	NOUN
bracis-33570	150	29	and	and	CCONJ
bracis-33570	150	30	70.9	70.9	NUM
bracis-33570	150	31	%	%	NOUN
bracis-33570	150	32	,	,	PUNCT
bracis-33570	150	33	respectively	respectively	ADV
bracis-33570	150	34	.	.	PUNCT
bracis-33570	151	1	efficientnetb1	efficientnetb1	NOUN
bracis-33570	151	2	and	and	CCONJ
bracis-33570	151	3	efficientnetb2	efficientnetb2	NOUN
bracis-33570	151	4	presented	present	VERB
bracis-33570	151	5	relatively	relatively	ADV
bracis-33570	151	6	good	good	ADJ
bracis-33570	151	7	and	and	CCONJ
bracis-33570	151	8	balanced	balanced	ADJ
bracis-33570	151	9	precision	precision	NOUN
bracis-33570	151	10	and	and	CCONJ
bracis-33570	151	11	recall	recall	NOUN
bracis-33570	151	12	values	value	NOUN
bracis-33570	151	13	,	,	PUNCT
bracis-33570	151	14	although	although	SCONJ
bracis-33570	151	15	efficientnetb2	efficientnetb2	NOUN
bracis-33570	151	16	presented	present	VERB
bracis-33570	151	17	low	low	ADJ
bracis-33570	151	18	accuracy	accuracy	NOUN
bracis-33570	151	19	compared	compare	VERB
bracis-33570	151	20	to	to	ADP
bracis-33570	151	21	the	the	DET
bracis-33570	151	22	other	other	ADJ
bracis-33570	151	23	models	model	NOUN
bracis-33570	151	24	.	.	PUNCT
bracis-33570	152	1	as	as	ADP
bracis-33570	152	2	a	a	DET
bracis-33570	152	3	result	result	NOUN
bracis-33570	152	4	we	we	PRON
bracis-33570	152	5	have	have	VERB
bracis-33570	152	6	82.7	82.7	NUM
bracis-33570	152	7	%	%	NOUN
bracis-33570	152	8	and	and	CCONJ
bracis-33570	152	9	84.5	84.5	NUM
bracis-33570	152	10	%	%	NOUN
bracis-33570	152	11	f1	f1	NOUN
bracis-33570	152	12	-	-	PUNCT
bracis-33570	152	13	score	score	NOUN
bracis-33570	152	14	,	,	PUNCT
bracis-33570	152	15	respectively	respectively	ADV
bracis-33570	152	16	.	.	PUNCT
bracis-33570	153	1	for	for	ADP
bracis-33570	153	2	these	these	DET
bracis-33570	153	3	two	two	NUM
bracis-33570	153	4	architectures	architecture	NOUN
bracis-33570	153	5	,	,	PUNCT
bracis-33570	153	6	the	the	DET
bracis-33570	153	7	model	model	NOUN
bracis-33570	153	8	does	do	AUX
bracis-33570	153	9	not	not	PART
bracis-33570	153	10	usually	usually	ADV
bracis-33570	153	11	miss	miss	VERB
bracis-33570	153	12	a	a	DET
bracis-33570	153	13	positive	positive	ADJ
bracis-33570	153	14	instance	instance	NOUN
bracis-33570	153	15	and	and	CCONJ
bracis-33570	153	16	also	also	ADV
bracis-33570	153	17	does	do	AUX
bracis-33570	153	18	not	not	PART
bracis-33570	153	19	make	make	VERB
bracis-33570	153	20	many	many	ADJ
bracis-33570	153	21	wrong	wrong	ADJ
bracis-33570	153	22	predictions	prediction	NOUN
bracis-33570	153	23	.	.	PUNCT
bracis-33570	154	1	table	table	NOUN
bracis-33570	154	2	4	4	NUM
bracis-33570	154	3	.	.	PUNCT
bracis-33570	155	1	efficientnetv2b0	efficientnetv2b0	NOUN
bracis-33570	155	2	confusion	confusion	NOUN
bracis-33570	155	3	matrixfull	matrixfull	NOUN
bracis-33570	155	4	size	size	NOUN
bracis-33570	155	5	table	table	NOUN
bracis-33570	155	6	however	however	ADV
bracis-33570	155	7	,	,	PUNCT
bracis-33570	155	8	efficientnetv2b0	efficientnetv2b0	NUM
bracis-33570	155	9	is	be	AUX
bracis-33570	155	10	the	the	DET
bracis-33570	155	11	model	model	NOUN
bracis-33570	155	12	that	that	PRON
bracis-33570	155	13	presents	present	VERB
bracis-33570	155	14	the	the	DET
bracis-33570	155	15	best	good	ADJ
bracis-33570	155	16	combination	combination	NOUN
bracis-33570	155	17	of	of	ADP
bracis-33570	155	18	accuracy	accuracy	NOUN
bracis-33570	155	19	(	(	PUNCT
bracis-33570	155	20	87.8	87.8	NUM
bracis-33570	155	21	%	%	NOUN
bracis-33570	155	22	)	)	PUNCT
bracis-33570	155	23	,	,	PUNCT
bracis-33570	155	24	precision	precision	NOUN
bracis-33570	155	25	(	(	PUNCT
bracis-33570	155	26	91.6	91.6	NUM
bracis-33570	155	27	%	%	NOUN
bracis-33570	155	28	)	)	PUNCT
bracis-33570	155	29	,	,	PUNCT
bracis-33570	155	30	recall	recall	INTJ
bracis-33570	155	31	(	(	PUNCT
bracis-33570	155	32	89.1	89.1	NUM
bracis-33570	155	33	%	%	NOUN
bracis-33570	155	34	)	)	PUNCT
bracis-33570	155	35	and	and	CCONJ
bracis-33570	155	36	f1	f1	NOUN
bracis-33570	155	37	-	-	PUNCT
bracis-33570	155	38	score	score	NOUN
bracis-33570	155	39	(	(	PUNCT
bracis-33570	155	40	90.3	90.3	NUM
bracis-33570	155	41	%	%	NOUN
bracis-33570	155	42	)	)	PUNCT
bracis-33570	155	43	.	.	PUNCT
bracis-33570	156	1	this	this	PRON
bracis-33570	156	2	indicates	indicate	VERB
bracis-33570	156	3	that	that	SCONJ
bracis-33570	156	4	it	it	PRON
bracis-33570	156	5	makes	make	VERB
bracis-33570	156	6	many	many	ADJ
bracis-33570	156	7	correct	correct	ADJ
bracis-33570	156	8	predictions	prediction	NOUN
bracis-33570	156	9	and	and	CCONJ
bracis-33570	156	10	detects	detect	NOUN
bracis-33570	156	11	most	most	ADV
bracis-33570	156	12	true	true	ADJ
bracis-33570	156	13	positives	positive	NOUN
bracis-33570	156	14	.	.	PUNCT
bracis-33570	157	1	in	in	ADP
bracis-33570	157	2	other	other	ADJ
bracis-33570	157	3	words	word	NOUN
bracis-33570	157	4	,	,	PUNCT
bracis-33570	157	5	it	it	PRON
bracis-33570	157	6	performs	perform	VERB
bracis-33570	157	7	the	the	DET
bracis-33570	157	8	best	good	ADJ
bracis-33570	157	9	correct	correct	ADJ
bracis-33570	157	10	classification	classification	NOUN
bracis-33570	157	11	of	of	ADP
bracis-33570	157	12	pathologies	pathology	NOUN
bracis-33570	157	13	among	among	ADP
bracis-33570	157	14	all	all	DET
bracis-33570	157	15	detections	detection	NOUN
bracis-33570	157	16	made	make	VERB
bracis-33570	157	17	by	by	ADP
bracis-33570	157	18	the	the	DET
bracis-33570	157	19	system	system	NOUN
bracis-33570	157	20	,	,	PUNCT
bracis-33570	157	21	thus	thus	ADV
bracis-33570	157	22	being	be	AUX
bracis-33570	157	23	the	the	DET
bracis-33570	157	24	most	most	ADV
bracis-33570	157	25	suitable	suitable	ADJ
bracis-33570	157	26	model	model	NOUN
bracis-33570	157	27	to	to	PART
bracis-33570	157	28	undertake	undertake	VERB
bracis-33570	157	29	the	the	DET
bracis-33570	157	30	proposed	propose	VERB
bracis-33570	157	31	task	task	NOUN
bracis-33570	157	32	of	of	ADP
bracis-33570	157	33	classifying	classify	VERB
bracis-33570	157	34	pathological	pathological	ADJ
bracis-33570	157	35	images	image	NOUN
bracis-33570	157	36	.	.	PUNCT
bracis-33570	158	1	table	table	NOUN
bracis-33570	158	2	 	 	SPACE
bracis-33570	158	3	4	4	NUM
bracis-33570	158	4	shows	show	VERB
bracis-33570	158	5	the	the	DET
bracis-33570	158	6	confusion	confusion	NOUN
bracis-33570	158	7	matrix	matrix	NOUN
bracis-33570	158	8	for	for	ADP
bracis-33570	158	9	the	the	DET
bracis-33570	158	10	classification	classification	NOUN
bracis-33570	158	11	with	with	ADP
bracis-33570	158	12	efficientnetv2b0	efficientnetv2b0	NOUN
bracis-33570	158	13	.	.	NOUN
bracis-33570	158	14	4.3	4.3	NUM
bracis-33570	158	15	detection	detection	NOUN
bracis-33570	158	16	of	of	ADP
bracis-33570	158	17	 	 	SPACE
bracis-33570	158	18	regions	region	NOUN
bracis-33570	158	19	with	with	ADP
bracis-33570	158	20	 	 	SPACE
bracis-33570	158	21	anomalies	anomaly	NOUN
bracis-33570	158	22	to	to	PART
bracis-33570	158	23	train	train	VERB
bracis-33570	158	24	the	the	DET
bracis-33570	158	25	detection	detection	NOUN
bracis-33570	158	26	models	model	NOUN
bracis-33570	158	27	,	,	PUNCT
bracis-33570	158	28	data	datum	NOUN
bracis-33570	158	29	augmentation	augmentation	NOUN
bracis-33570	158	30	was	be	AUX
bracis-33570	158	31	performed	perform	VERB
bracis-33570	158	32	on	on	ADP
bracis-33570	158	33	the	the	DET
bracis-33570	158	34	images	image	NOUN
bracis-33570	158	35	of	of	ADP
bracis-33570	158	36	each	each	DET
bracis-33570	158	37	class	class	NOUN
bracis-33570	158	38	.	.	PUNCT
bracis-33570	159	1	the	the	DET
bracis-33570	159	2	operations	operation	NOUN
bracis-33570	159	3	applied	apply	VERB
bracis-33570	159	4	were	be	AUX
bracis-33570	159	5	:	:	PUNCT
bracis-33570	159	6	vertical	vertical	ADJ
bracis-33570	159	7	and	and	CCONJ
bracis-33570	159	8	horizontal	horizontal	ADJ
bracis-33570	159	9	flip	flip	NOUN
bracis-33570	159	10	and	and	CCONJ
bracis-33570	159	11	blur	blur	NOUN
bracis-33570	159	12	variations	variation	NOUN
bracis-33570	159	13	with	with	ADP
bracis-33570	159	14	filter	filter	NOUN
bracis-33570	159	15	size	size	NOUN
bracis-33570	159	16	varying	vary	VERB
bracis-33570	159	17	from	from	ADP
bracis-33570	159	18	1\(\,\times	1\(\,\times	NUM
bracis-33570	159	19	\,\)1	\,\)1	ADP
bracis-33570	159	20	to	to	ADP
bracis-33570	159	21	7\(\,\times	7\(\,\times	NUM
bracis-33570	159	22	\,\)7	\,\)7	ADV
bracis-33570	159	23	pixels	pixel	VERB
bracis-33570	159	24	.	.	PUNCT
bracis-33570	160	1	the	the	DET
bracis-33570	160	2	results	result	NOUN
bracis-33570	160	3	of	of	ADP
bracis-33570	160	4	training	train	VERB
bracis-33570	160	5	the	the	DET
bracis-33570	160	6	dedicated	dedicated	ADJ
bracis-33570	160	7	detection	detection	NOUN
bracis-33570	160	8	models	model	NOUN
bracis-33570	160	9	for	for	ADP
bracis-33570	160	10	each	each	DET
bracis-33570	160	11	class	class	NOUN
bracis-33570	160	12	are	be	AUX
bracis-33570	160	13	shown	show	VERB
bracis-33570	160	14	in	in	ADP
bracis-33570	160	15	table	table	NOUN
bracis-33570	160	16	 	 	SPACE
bracis-33570	160	17	5	5	NUM
bracis-33570	160	18	.	.	PUNCT
bracis-33570	160	19	table	table	NOUN
bracis-33570	160	20	5	5	NUM
bracis-33570	160	21	.	.	PUNCT
bracis-33570	161	1	metrics	metric	NOUN
bracis-33570	161	2	of	of	ADP
bracis-33570	161	3	the	the	DET
bracis-33570	161	4	models	model	NOUN
bracis-33570	161	5	trained	train	VERB
bracis-33570	161	6	with	with	ADP
bracis-33570	161	7	yolov8full	yolov8full	NOUN
bracis-33570	161	8	size	size	NOUN
bracis-33570	161	9	table	table	NOUN
bracis-33570	161	10	the	the	DET
bracis-33570	161	11	map50	map50	PROPN
bracis-33570	161	12	returns	return	VERB
bracis-33570	161	13	the	the	DET
bracis-33570	161	14	average	average	ADJ
bracis-33570	161	15	precision	precision	NOUN
bracis-33570	161	16	of	of	ADP
bracis-33570	161	17	the	the	DET
bracis-33570	161	18	detections	detection	NOUN
bracis-33570	161	19	with	with	ADP
bracis-33570	161	20	an	an	DET
bracis-33570	161	21	iou	iou	NOUN
bracis-33570	161	22	threshold	threshold	NOUN
bracis-33570	161	23	of	of	ADP
bracis-33570	161	24	0.5	0.5	NUM
bracis-33570	161	25	,	,	PUNCT
bracis-33570	161	26	while	while	SCONJ
bracis-33570	161	27	the	the	DET
bracis-33570	161	28	map50	map50	PROPN
bracis-33570	161	29	-	-	PUNCT
bracis-33570	161	30	95	95	NUM
bracis-33570	161	31	returns	return	NOUN
bracis-33570	161	32	the	the	DET
bracis-33570	161	33	results	result	NOUN
bracis-33570	161	34	of	of	ADP
bracis-33570	161	35	the	the	DET
bracis-33570	161	36	map	map	NOUN
bracis-33570	161	37	with	with	ADP
bracis-33570	161	38	iou	iou	PROPN
bracis-33570	161	39	thresholds	threshold	NOUN
bracis-33570	161	40	of	of	ADP
bracis-33570	161	41	0.5	0.5	NUM
bracis-33570	161	42	to	to	PART
bracis-33570	161	43	0.95	0.95	NUM
bracis-33570	161	44	.	.	PUNCT
bracis-33570	162	1	finally	finally	ADV
bracis-33570	162	2	,	,	PUNCT
bracis-33570	162	3	the	the	DET
bracis-33570	162	4	iou	iou	NOUN
bracis-33570	162	5	indicates	indicate	VERB
bracis-33570	162	6	the	the	DET
bracis-33570	162	7	extent	extent	NOUN
bracis-33570	162	8	to	to	PART
bracis-33570	162	9	which	which	PRON
bracis-33570	162	10	the	the	DET
bracis-33570	162	11	prediction	prediction	NOUN
bracis-33570	162	12	box	box	NOUN
bracis-33570	162	13	actually	actually	ADV
bracis-33570	162	14	intersected	intersect	VERB
bracis-33570	162	15	the	the	DET
bracis-33570	162	16	region	region	NOUN
bracis-33570	162	17	with	with	ADP
bracis-33570	162	18	the	the	DET
bracis-33570	162	19	anomaly	anomaly	NOUN
bracis-33570	162	20	.	.	PUNCT
bracis-33570	163	1	of	of	ADP
bracis-33570	163	2	particular	particular	ADJ
bracis-33570	163	3	note	note	NOUN
bracis-33570	163	4	were	be	AUX
bracis-33570	163	5	the	the	DET
bracis-33570	163	6	angiectasia	angiectasia	NOUN
bracis-33570	163	7	,	,	PUNCT
bracis-33570	163	8	foreign	foreign	ADJ
bracis-33570	163	9	body	body	NOUN
bracis-33570	163	10	and	and	CCONJ
bracis-33570	163	11	ulcer	ulcer	NOUN
bracis-33570	163	12	classes	class	NOUN
bracis-33570	163	13	,	,	PUNCT
bracis-33570	163	14	which	which	PRON
bracis-33570	163	15	achieved	achieve	VERB
bracis-33570	163	16	67.3	67.3	NUM
bracis-33570	163	17	%	%	NOUN
bracis-33570	163	18	,	,	PUNCT
bracis-33570	163	19	87.2	87.2	NUM
bracis-33570	163	20	%	%	NOUN
bracis-33570	163	21	and	and	CCONJ
bracis-33570	163	22	73.1	73.1	NUM
bracis-33570	163	23	%	%	NOUN
bracis-33570	163	24	iou	iou	NOUN
bracis-33570	163	25	,	,	PUNCT
bracis-33570	163	26	respectively	respectively	ADV
bracis-33570	163	27	,	,	PUNCT
bracis-33570	163	28	demonstrating	demonstrate	VERB
bracis-33570	163	29	the	the	DET
bracis-33570	163	30	models	model	NOUN
bracis-33570	163	31	’	'	PUNCT
bracis-33570	163	32	ability	ability	NOUN
bracis-33570	163	33	to	to	PART
bracis-33570	163	34	detect	detect	VERB
bracis-33570	163	35	the	the	DET
bracis-33570	163	36	majority	majority	NOUN
bracis-33570	163	37	of	of	ADP
bracis-33570	163	38	pathological	pathological	ADJ
bracis-33570	163	39	regions	region	NOUN
bracis-33570	163	40	in	in	ADP
bracis-33570	163	41	their	their	PRON
bracis-33570	163	42	respective	respective	ADJ
bracis-33570	163	43	class	class	NOUN
bracis-33570	163	44	.	.	PUNCT
bracis-33570	164	1	at	at	ADP
bracis-33570	164	2	the	the	DET
bracis-33570	164	3	end	end	NOUN
bracis-33570	164	4	of	of	ADP
bracis-33570	164	5	training	train	VERB
bracis-33570	164	6	the	the	DET
bracis-33570	164	7	detection	detection	NOUN
bracis-33570	164	8	models	model	NOUN
bracis-33570	164	9	,	,	PUNCT
bracis-33570	164	10	the	the	DET
bracis-33570	164	11	next	next	ADJ
bracis-33570	164	12	step	step	NOUN
bracis-33570	164	13	is	be	AUX
bracis-33570	164	14	to	to	PART
bracis-33570	164	15	determine	determine	VERB
bracis-33570	164	16	the	the	DET
bracis-33570	164	17	coordinates	coordinate	NOUN
bracis-33570	164	18	of	of	ADP
bracis-33570	164	19	the	the	DET
bracis-33570	164	20	predicted	predict	VERB
bracis-33570	164	21	box	box	NOUN
bracis-33570	164	22	with	with	ADP
bracis-33570	164	23	the	the	DET
bracis-33570	164	24	highest	high	ADJ
bracis-33570	164	25	confidence	confidence	NOUN
bracis-33570	164	26	prediction	prediction	NOUN
bracis-33570	164	27	in	in	ADP
bracis-33570	164	28	the	the	DET
bracis-33570	164	29	images	image	NOUN
bracis-33570	164	30	classified	classify	VERB
bracis-33570	164	31	as	as	ADP
bracis-33570	164	32	abnormal	abnormal	ADJ
bracis-33570	164	33	.	.	PUNCT
bracis-33570	165	1	thus	thus	ADV
bracis-33570	165	2	,	,	PUNCT
bracis-33570	165	3	in	in	ADP
bracis-33570	165	4	order	order	NOUN
bracis-33570	165	5	to	to	PART
bracis-33570	165	6	evaluate	evaluate	VERB
bracis-33570	165	7	the	the	DET
bracis-33570	165	8	model	model	NOUN
bracis-33570	165	9	’s	’s	PART
bracis-33570	165	10	prediction	prediction	NOUN
bracis-33570	165	11	in	in	ADP
bracis-33570	165	12	relation	relation	NOUN
bracis-33570	165	13	to	to	ADP
bracis-33570	165	14	the	the	DET
bracis-33570	165	15	true	true	ADJ
bracis-33570	165	16	region	region	NOUN
bracis-33570	165	17	with	with	ADP
bracis-33570	165	18	the	the	DET
bracis-33570	165	19	pathology	pathology	NOUN
bracis-33570	165	20	,	,	PUNCT
bracis-33570	165	21	the	the	DET
bracis-33570	165	22	iou	iou	NOUN
bracis-33570	165	23	was	be	AUX
bracis-33570	165	24	used	use	VERB
bracis-33570	165	25	.	.	PUNCT
bracis-33570	166	1	the	the	DET
bracis-33570	166	2	results	result	NOUN
bracis-33570	166	3	obtained	obtain	VERB
bracis-33570	166	4	from	from	ADP
bracis-33570	166	5	the	the	DET
bracis-33570	166	6	predictions	prediction	NOUN
bracis-33570	166	7	per	per	ADP
bracis-33570	166	8	model	model	NOUN
bracis-33570	166	9	and	and	CCONJ
bracis-33570	166	10	the	the	DET
bracis-33570	166	11	overall	overall	ADJ
bracis-33570	166	12	evaluation	evaluation	NOUN
bracis-33570	166	13	of	of	ADP
bracis-33570	166	14	all	all	DET
bracis-33570	166	15	the	the	DET
bracis-33570	166	16	models	model	NOUN
bracis-33570	166	17	can	can	AUX
bracis-33570	166	18	be	be	AUX
bracis-33570	166	19	seen	see	VERB
bracis-33570	166	20	in	in	ADP
bracis-33570	166	21	table	table	NOUN
bracis-33570	166	22	 	 	SPACE
bracis-33570	166	23	6	6	NUM
bracis-33570	166	24	.	.	PUNCT
bracis-33570	166	25	table	table	NOUN
bracis-33570	166	26	6	6	NUM
bracis-33570	166	27	.	.	PUNCT
bracis-33570	167	1	evaluation	evaluation	NOUN
bracis-33570	167	2	of	of	ADP
bracis-33570	167	3	detection	detection	NOUN
bracis-33570	167	4	regionsfull	regionsfull	NOUN
bracis-33570	167	5	size	size	NOUN
bracis-33570	167	6	table	table	NOUN
bracis-33570	167	7	to	to	PART
bracis-33570	167	8	evaluate	evaluate	VERB
bracis-33570	167	9	overall	overall	ADJ
bracis-33570	167	10	performance	performance	NOUN
bracis-33570	167	11	,	,	PUNCT
bracis-33570	167	12	it	it	PRON
bracis-33570	167	13	should	should	AUX
bracis-33570	167	14	be	be	AUX
bracis-33570	167	15	noted	note	VERB
bracis-33570	167	16	that	that	SCONJ
bracis-33570	167	17	for	for	ADP
bracis-33570	167	18	normal	normal	ADJ
bracis-33570	167	19	images	image	NOUN
bracis-33570	167	20	,	,	PUNCT
bracis-33570	167	21	which	which	PRON
bracis-33570	167	22	have	have	AUX
bracis-33570	167	23	passed	pass	VERB
bracis-33570	167	24	through	through	ADP
bracis-33570	167	25	the	the	DET
bracis-33570	167	26	classification	classification	NOUN
bracis-33570	167	27	filter	filter	NOUN
bracis-33570	167	28	for	for	ADP
bracis-33570	167	29	detection	detection	NOUN
bracis-33570	167	30	,	,	PUNCT
bracis-33570	167	31	a	a	DET
bracis-33570	167	32	100	100	NUM
bracis-33570	167	33	%	%	NOUN
bracis-33570	167	34	true	true	ADJ
bracis-33570	167	35	positive	positive	ADJ
bracis-33570	167	36	value	value	NOUN
bracis-33570	167	37	will	will	AUX
bracis-33570	167	38	be	be	AUX
bracis-33570	167	39	considered	consider	VERB
bracis-33570	167	40	if	if	SCONJ
bracis-33570	167	41	there	there	PRON
bracis-33570	167	42	are	be	VERB
bracis-33570	167	43	no	no	DET
bracis-33570	167	44	predictions	prediction	NOUN
bracis-33570	167	45	for	for	ADP
bracis-33570	167	46	these	these	DET
bracis-33570	167	47	images	image	NOUN
bracis-33570	167	48	since	since	SCONJ
bracis-33570	167	49	there	there	PRON
bracis-33570	167	50	are	be	VERB
bracis-33570	167	51	no	no	DET
bracis-33570	167	52	abnormalities	abnormality	NOUN
bracis-33570	167	53	to	to	PART
bracis-33570	167	54	be	be	AUX
bracis-33570	167	55	found	find	VERB
bracis-33570	167	56	.	.	PUNCT
bracis-33570	168	1	otherwise	otherwise	ADV
bracis-33570	168	2	,	,	PUNCT
bracis-33570	168	3	if	if	SCONJ
bracis-33570	168	4	there	there	PRON
bracis-33570	168	5	is	be	VERB
bracis-33570	168	6	any	any	DET
bracis-33570	168	7	kind	kind	NOUN
bracis-33570	168	8	of	of	ADP
bracis-33570	168	9	prediction	prediction	NOUN
bracis-33570	168	10	in	in	ADP
bracis-33570	168	11	an	an	DET
bracis-33570	168	12	image	image	NOUN
bracis-33570	168	13	without	without	ADP
bracis-33570	168	14	pathology	pathology	NOUN
bracis-33570	168	15	,	,	PUNCT
bracis-33570	168	16	a	a	DET
bracis-33570	168	17	0	0	NUM
bracis-33570	168	18	%	%	NOUN
bracis-33570	168	19	true	true	ADJ
bracis-33570	168	20	positive	positive	ADJ
bracis-33570	168	21	value	value	NOUN
bracis-33570	168	22	will	will	AUX
bracis-33570	168	23	be	be	AUX
bracis-33570	168	24	considered	consider	VERB
bracis-33570	168	25	,	,	PUNCT
bracis-33570	168	26	as	as	SCONJ
bracis-33570	168	27	there	there	PRON
bracis-33570	168	28	are	be	VERB
bracis-33570	168	29	no	no	DET
bracis-33570	168	30	pathologies	pathology	NOUN
bracis-33570	168	31	to	to	PART
bracis-33570	168	32	be	be	AUX
bracis-33570	168	33	found	find	VERB
bracis-33570	168	34	in	in	ADP
bracis-33570	168	35	such	such	ADJ
bracis-33570	168	36	images	image	NOUN
bracis-33570	168	37	.	.	PUNCT
bracis-33570	169	1	in	in	ADP
bracis-33570	169	2	addition	addition	NOUN
bracis-33570	169	3	,	,	PUNCT
bracis-33570	169	4	abnormal	abnormal	ADJ
bracis-33570	169	5	images	image	NOUN
bracis-33570	169	6	that	that	PRON
bracis-33570	169	7	have	have	AUX
bracis-33570	169	8	been	be	AUX
bracis-33570	169	9	classified	classify	VERB
bracis-33570	169	10	as	as	ADP
bracis-33570	169	11	normal	normal	ADJ
bracis-33570	169	12	automatically	automatically	ADV
bracis-33570	169	13	count	count	NOUN
bracis-33570	169	14	as	as	ADP
bracis-33570	169	15	a	a	DET
bracis-33570	169	16	0	0	NUM
bracis-33570	169	17	%	%	NOUN
bracis-33570	169	18	hit	hit	NOUN
bracis-33570	169	19	in	in	ADP
bracis-33570	169	20	the	the	DET
bracis-33570	169	21	method	method	NOUN
bracis-33570	169	22	’s	’s	PART
bracis-33570	169	23	overall	overall	ADJ
bracis-33570	169	24	performance	performance	NOUN
bracis-33570	169	25	since	since	SCONJ
bracis-33570	169	26	the	the	DET
bracis-33570	169	27	detection	detection	NOUN
bracis-33570	169	28	models	model	NOUN
bracis-33570	169	29	wo	will	AUX
bracis-33570	169	30	n’t	not	PART
bracis-33570	169	31	have	have	VERB
bracis-33570	169	32	the	the	DET
bracis-33570	169	33	chance	chance	NOUN
bracis-33570	169	34	to	to	PART
bracis-33570	169	35	predict	predict	VERB
bracis-33570	169	36	the	the	DET
bracis-33570	169	37	pathologies	pathology	NOUN
bracis-33570	169	38	present	present	ADJ
bracis-33570	169	39	in	in	ADP
bracis-33570	169	40	these	these	DET
bracis-33570	169	41	images	image	NOUN
bracis-33570	169	42	.	.	PUNCT
bracis-33570	170	1	some	some	DET
bracis-33570	170	2	examples	example	NOUN
bracis-33570	170	3	of	of	ADP
bracis-33570	170	4	the	the	DET
bracis-33570	170	5	acquired	acquire	VERB
bracis-33570	170	6	results	result	NOUN
bracis-33570	170	7	can	can	AUX
bracis-33570	170	8	be	be	AUX
bracis-33570	170	9	seen	see	VERB
bracis-33570	170	10	in	in	ADP
bracis-33570	170	11	fig	fig	NOUN
bracis-33570	170	12	.	.	PUNCT
bracis-33570	170	13	 	 	SPACE
bracis-33570	171	1	4	4	X
bracis-33570	171	2	.	.	PUNCT
bracis-33570	172	1	the	the	DET
bracis-33570	172	2	red	red	ADJ
bracis-33570	172	3	boxes	box	NOUN
bracis-33570	172	4	represent	represent	VERB
bracis-33570	172	5	the	the	DET
bracis-33570	172	6	model	model	NOUN
bracis-33570	172	7	’s	’s	PART
bracis-33570	172	8	prediction	prediction	NOUN
bracis-33570	172	9	,	,	PUNCT
bracis-33570	172	10	while	while	SCONJ
bracis-33570	172	11	the	the	DET
bracis-33570	172	12	green	green	ADJ
bracis-33570	172	13	boxes	box	NOUN
bracis-33570	172	14	show	show	VERB
bracis-33570	172	15	the	the	DET
bracis-33570	172	16	true	true	ADJ
bracis-33570	172	17	anomaly	anomaly	NOUN
bracis-33570	172	18	region	region	NOUN
bracis-33570	172	19	.	.	PUNCT
bracis-33570	173	1	in	in	ADP
bracis-33570	173	2	addition	addition	NOUN
bracis-33570	173	3	,	,	PUNCT
bracis-33570	173	4	the	the	DET
bracis-33570	173	5	iou	iou	NOUN
bracis-33570	173	6	value	value	NOUN
bracis-33570	173	7	of	of	ADP
bracis-33570	173	8	each	each	DET
bracis-33570	173	9	prediction	prediction	NOUN
bracis-33570	173	10	is	be	AUX
bracis-33570	173	11	highlighted	highlight	VERB
bracis-33570	173	12	in	in	ADP
bracis-33570	173	13	the	the	DET
bracis-33570	173	14	top	top	ADJ
bracis-33570	173	15	left	left	ADJ
bracis-33570	173	16	corner	corner	NOUN
bracis-33570	173	17	of	of	ADP
bracis-33570	173	18	the	the	DET
bracis-33570	173	19	images	image	NOUN
bracis-33570	173	20	.	.	PUNCT
bracis-33570	174	1	although	although	SCONJ
bracis-33570	174	2	the	the	DET
bracis-33570	174	3	overall	overall	ADJ
bracis-33570	174	4	result	result	NOUN
bracis-33570	174	5	was	be	AUX
bracis-33570	174	6	not	not	PART
bracis-33570	174	7	satisfactory	satisfactory	ADJ
bracis-33570	174	8	,	,	PUNCT
bracis-33570	174	9	it	it	PRON
bracis-33570	174	10	should	should	AUX
bracis-33570	174	11	be	be	AUX
bracis-33570	174	12	noted	note	VERB
bracis-33570	174	13	that	that	SCONJ
bracis-33570	174	14	this	this	DET
bracis-33570	174	15	work	work	NOUN
bracis-33570	174	16	represents	represent	VERB
bracis-33570	174	17	an	an	DET
bracis-33570	174	18	initial	initial	ADJ
bracis-33570	174	19	step	step	NOUN
bracis-33570	174	20	in	in	ADP
bracis-33570	174	21	the	the	DET
bracis-33570	174	22	detection	detection	NOUN
bracis-33570	174	23	of	of	ADP
bracis-33570	174	24	pathological	pathological	ADJ
bracis-33570	174	25	regions	region	NOUN
bracis-33570	174	26	in	in	ADP
bracis-33570	174	27	wce	wce	NOUN
bracis-33570	174	28	images	image	NOUN
bracis-33570	174	29	,	,	PUNCT
bracis-33570	174	30	especially	especially	ADV
bracis-33570	174	31	with	with	ADP
bracis-33570	174	32	regard	regard	NOUN
bracis-33570	174	33	to	to	ADP
bracis-33570	174	34	the	the	DET
bracis-33570	174	35	criteria	criterion	NOUN
bracis-33570	174	36	for	for	ADP
bracis-33570	174	37	dividing	divide	VERB
bracis-33570	174	38	up	up	ADP
bracis-33570	174	39	the	the	DET
bracis-33570	174	40	dataset	dataset	NOUN
bracis-33570	174	41	.	.	PUNCT
bracis-33570	175	1	fig	fig	NOUN
bracis-33570	175	2	.	.	PUNCT
bracis-33570	176	1	4	4	X
bracis-33570	176	2	.	.	X
bracis-33570	176	3	sample	sample	NOUN
bracis-33570	176	4	results	result	NOUN
bracis-33570	176	5	of	of	ADP
bracis-33570	176	6	pathology	pathology	NOUN
bracis-33570	176	7	region	region	NOUN
bracis-33570	176	8	prediction	prediction	NOUN
bracis-33570	176	9	full	full	ADJ
bracis-33570	176	10	size	size	NOUN
bracis-33570	176	11	image	image	NOUN
bracis-33570	176	12	4.4	4.4	NUM
bracis-33570	176	13	discussion	discussion	NOUN
bracis-33570	176	14	the	the	DET
bracis-33570	176	15	results	result	NOUN
bracis-33570	176	16	shown	show	VERB
bracis-33570	176	17	in	in	ADP
bracis-33570	176	18	tables	table	NOUN
bracis-33570	176	19	5	5	NUM
bracis-33570	176	20	and	and	CCONJ
bracis-33570	176	21	7	7	NUM
bracis-33570	176	22	demonstrate	demonstrate	VERB
bracis-33570	176	23	the	the	DET
bracis-33570	176	24	superiority	superiority	NOUN
bracis-33570	176	25	of	of	ADP
bracis-33570	176	26	the	the	DET
bracis-33570	176	27	dedicated	dedicated	ADJ
bracis-33570	176	28	models	model	NOUN
bracis-33570	176	29	for	for	ADP
bracis-33570	176	30	each	each	DET
bracis-33570	176	31	class	class	NOUN
bracis-33570	176	32	compared	compare	VERB
bracis-33570	176	33	to	to	ADP
bracis-33570	176	34	the	the	DET
bracis-33570	176	35	single	single	ADJ
bracis-33570	176	36	model	model	NOUN
bracis-33570	176	37	for	for	ADP
bracis-33570	176	38	all	all	DET
bracis-33570	176	39	classes	class	NOUN
bracis-33570	176	40	in	in	ADP
bracis-33570	176	41	detecting	detect	VERB
bracis-33570	176	42	pathologies	pathology	NOUN
bracis-33570	176	43	.	.	PUNCT
bracis-33570	177	1	for	for	ADP
bracis-33570	177	2	the	the	DET
bracis-33570	177	3	angiectasia	angiectasia	PROPN
bracis-33570	177	4	classification	classification	NOUN
bracis-33570	177	5	,	,	PUNCT
bracis-33570	177	6	the	the	DET
bracis-33570	177	7	dedicated	dedicated	ADJ
bracis-33570	177	8	model	model	NOUN
bracis-33570	177	9	obtained	obtain	VERB
bracis-33570	177	10	a	a	DET
bracis-33570	177	11	precision	precision	NOUN
bracis-33570	177	12	of	of	ADP
bracis-33570	177	13	94.6	94.6	NUM
bracis-33570	177	14	%	%	NOUN
bracis-33570	177	15	and	and	CCONJ
bracis-33570	177	16	a	a	DET
bracis-33570	177	17	map50	map50	NOUN
bracis-33570	177	18	of	of	ADP
bracis-33570	177	19	79.3	79.3	NUM
bracis-33570	177	20	%	%	NOUN
bracis-33570	177	21	,	,	PUNCT
bracis-33570	177	22	in	in	ADP
bracis-33570	177	23	contrast	contrast	NOUN
bracis-33570	177	24	to	to	ADP
bracis-33570	177	25	the	the	DET
bracis-33570	177	26	single	single	ADJ
bracis-33570	177	27	model	model	NOUN
bracis-33570	177	28	,	,	PUNCT
bracis-33570	177	29	which	which	PRON
bracis-33570	177	30	showed	show	VERB
bracis-33570	177	31	a	a	DET
bracis-33570	177	32	precision	precision	NOUN
bracis-33570	177	33	of	of	ADP
bracis-33570	177	34	only	only	ADV
bracis-33570	177	35	21.1	21.1	NUM
bracis-33570	177	36	%	%	NOUN
bracis-33570	177	37	and	and	CCONJ
bracis-33570	177	38	a	a	DET
bracis-33570	177	39	map50	map50	NOUN
bracis-33570	177	40	of	of	ADP
bracis-33570	177	41	29.9	29.9	NUM
bracis-33570	177	42	%	%	NOUN
bracis-33570	177	43	.	.	PUNCT
bracis-33570	178	1	although	although	SCONJ
bracis-33570	178	2	the	the	DET
bracis-33570	178	3	recall	recall	NOUN
bracis-33570	178	4	of	of	ADP
bracis-33570	178	5	the	the	DET
bracis-33570	178	6	single	single	ADJ
bracis-33570	178	7	model	model	NOUN
bracis-33570	178	8	is	be	AUX
bracis-33570	178	9	slightly	slightly	ADV
bracis-33570	178	10	higher	high	ADJ
bracis-33570	178	11	,	,	PUNCT
bracis-33570	178	12	the	the	DET
bracis-33570	178	13	combination	combination	NOUN
bracis-33570	178	14	of	of	ADP
bracis-33570	178	15	high	high	ADJ
bracis-33570	178	16	precision	precision	NOUN
bracis-33570	178	17	and	and	CCONJ
bracis-33570	178	18	map50	map50	NOUN
bracis-33570	178	19	of	of	ADP
bracis-33570	178	20	the	the	DET
bracis-33570	178	21	dedicated	dedicated	ADJ
bracis-33570	178	22	model	model	NOUN
bracis-33570	178	23	indicates	indicate	VERB
bracis-33570	178	24	a	a	DET
bracis-33570	178	25	more	more	ADV
bracis-33570	178	26	accurate	accurate	ADJ
bracis-33570	178	27	and	and	CCONJ
bracis-33570	178	28	reliable	reliable	ADJ
bracis-33570	178	29	identification	identification	NOUN
bracis-33570	178	30	of	of	ADP
bracis-33570	178	31	angiectasia	angiectasia	PROPN
bracis-33570	178	32	images	image	NOUN
bracis-33570	178	33	.	.	PUNCT
bracis-33570	179	1	in	in	ADP
bracis-33570	179	2	erosion	erosion	NOUN
bracis-33570	179	3	detection	detection	NOUN
bracis-33570	179	4	,	,	PUNCT
bracis-33570	179	5	the	the	DET
bracis-33570	179	6	dedicated	dedicated	ADJ
bracis-33570	179	7	model	model	NOUN
bracis-33570	179	8	was	be	AUX
bracis-33570	179	9	also	also	ADV
bracis-33570	179	10	superior	superior	ADJ
bracis-33570	179	11	,	,	PUNCT
bracis-33570	179	12	with	with	ADP
bracis-33570	179	13	a	a	DET
bracis-33570	179	14	precision	precision	NOUN
bracis-33570	179	15	of	of	ADP
bracis-33570	179	16	46.6	46.6	NUM
bracis-33570	179	17	%	%	NOUN
bracis-33570	179	18	and	and	CCONJ
bracis-33570	179	19	a	a	DET
bracis-33570	179	20	map50	map50	NOUN
bracis-33570	179	21	of	of	ADP
bracis-33570	179	22	16.9	16.9	NUM
bracis-33570	179	23	%	%	NOUN
bracis-33570	179	24	,	,	PUNCT
bracis-33570	179	25	while	while	SCONJ
bracis-33570	179	26	the	the	DET
bracis-33570	179	27	single	single	ADJ
bracis-33570	179	28	model	model	NOUN
bracis-33570	179	29	showed	show	VERB
bracis-33570	179	30	substantially	substantially	ADV
bracis-33570	179	31	lower	low	ADJ
bracis-33570	179	32	values	value	NOUN
bracis-33570	179	33	.	.	PUNCT
bracis-33570	180	1	table	table	NOUN
bracis-33570	180	2	7	7	NUM
bracis-33570	180	3	.	.	PUNCT
bracis-33570	181	1	metrics	metric	NOUN
bracis-33570	181	2	of	of	ADP
bracis-33570	181	3	the	the	DET
bracis-33570	181	4	model	model	NOUN
bracis-33570	181	5	trained	train	VERB
bracis-33570	181	6	for	for	ADP
bracis-33570	181	7	all	all	DET
bracis-33570	181	8	classes	class	NOUN
bracis-33570	181	9	with	with	ADP
bracis-33570	181	10	yolov8full	yolov8full	PROPN
bracis-33570	181	11	size	size	NOUN
bracis-33570	181	12	table	table	NOUN
bracis-33570	181	13	for	for	ADP
bracis-33570	181	14	the	the	DET
bracis-33570	181	15	foreign	foreign	ADJ
bracis-33570	181	16	body	body	NOUN
bracis-33570	181	17	class	class	NOUN
bracis-33570	181	18	,	,	PUNCT
bracis-33570	181	19	although	although	SCONJ
bracis-33570	181	20	both	both	DET
bracis-33570	181	21	models	model	NOUN
bracis-33570	181	22	showed	show	VERB
bracis-33570	181	23	high	high	ADJ
bracis-33570	181	24	performances	performance	NOUN
bracis-33570	181	25	,	,	PUNCT
bracis-33570	181	26	the	the	DET
bracis-33570	181	27	dedicated	dedicated	ADJ
bracis-33570	181	28	model	model	NOUN
bracis-33570	181	29	was	be	AUX
bracis-33570	181	30	still	still	ADV
bracis-33570	181	31	superior	superior	ADJ
bracis-33570	181	32	in	in	ADP
bracis-33570	181	33	its	its	PRON
bracis-33570	181	34	performance	performance	NOUN
bracis-33570	181	35	.	.	PUNCT
bracis-33570	182	1	in	in	ADP
bracis-33570	182	2	the	the	DET
bracis-33570	182	3	lymphangiectasia	lymphangiectasia	PROPN
bracis-33570	182	4	and	and	CCONJ
bracis-33570	182	5	ulcer	ulcer	NOUN
bracis-33570	182	6	classes	class	NOUN
bracis-33570	182	7	,	,	PUNCT
bracis-33570	182	8	the	the	DET
bracis-33570	182	9	dedicated	dedicated	ADJ
bracis-33570	182	10	models	model	NOUN
bracis-33570	182	11	significantly	significantly	ADV
bracis-33570	182	12	outperformed	outperform	VERB
bracis-33570	182	13	the	the	DET
bracis-33570	182	14	single	single	ADJ
bracis-33570	182	15	model	model	NOUN
bracis-33570	182	16	in	in	ADP
bracis-33570	182	17	all	all	DET
bracis-33570	182	18	evaluated	evaluated	ADJ
bracis-33570	182	19	metrics	metric	NOUN
bracis-33570	182	20	.	.	PUNCT
bracis-33570	183	1	as	as	ADP
bracis-33570	183	2	for	for	ADP
bracis-33570	183	3	the	the	DET
bracis-33570	183	4	iou	iou	NOUN
bracis-33570	183	5	,	,	PUNCT
bracis-33570	183	6	the	the	DET
bracis-33570	183	7	dedicated	dedicated	ADJ
bracis-33570	183	8	models	model	NOUN
bracis-33570	183	9	were	be	AUX
bracis-33570	183	10	superior	superior	ADJ
bracis-33570	183	11	in	in	ADP
bracis-33570	183	12	detecting	detect	VERB
bracis-33570	183	13	regions	region	NOUN
bracis-33570	183	14	containing	contain	VERB
bracis-33570	183	15	anomalies	anomaly	NOUN
bracis-33570	183	16	in	in	ADP
bracis-33570	183	17	all	all	DET
bracis-33570	183	18	classes	class	NOUN
bracis-33570	183	19	.	.	PUNCT
bracis-33570	184	1	especially	especially	ADV
bracis-33570	184	2	in	in	ADP
bracis-33570	184	3	the	the	DET
bracis-33570	184	4	erosion	erosion	NOUN
bracis-33570	184	5	and	and	CCONJ
bracis-33570	184	6	ulcer	ulcer	NOUN
bracis-33570	184	7	classes	class	NOUN
bracis-33570	184	8	,	,	PUNCT
bracis-33570	184	9	where	where	SCONJ
bracis-33570	184	10	the	the	DET
bracis-33570	184	11	model	model	NOUN
bracis-33570	184	12	trained	train	VERB
bracis-33570	184	13	for	for	ADP
bracis-33570	184	14	all	all	DET
bracis-33570	184	15	classes	class	NOUN
bracis-33570	184	16	obtained	obtain	VERB
bracis-33570	184	17	insignificant	insignificant	ADJ
bracis-33570	184	18	results	result	NOUN
bracis-33570	184	19	,	,	PUNCT
bracis-33570	184	20	while	while	SCONJ
bracis-33570	184	21	the	the	DET
bracis-33570	184	22	dedicated	dedicated	ADJ
bracis-33570	184	23	models	model	NOUN
bracis-33570	184	24	could	could	AUX
bracis-33570	184	25	detect	detect	VERB
bracis-33570	184	26	more	more	ADJ
bracis-33570	184	27	than	than	ADP
bracis-33570	184	28	half	half	NOUN
bracis-33570	184	29	of	of	ADP
bracis-33570	184	30	the	the	DET
bracis-33570	184	31	pathological	pathological	ADJ
bracis-33570	184	32	regions	region	NOUN
bracis-33570	184	33	.	.	PUNCT
bracis-33570	185	1	these	these	DET
bracis-33570	185	2	results	result	NOUN
bracis-33570	185	3	highlight	highlight	VERB
bracis-33570	185	4	that	that	SCONJ
bracis-33570	185	5	the	the	DET
bracis-33570	185	6	approach	approach	NOUN
bracis-33570	185	7	of	of	ADP
bracis-33570	185	8	training	train	VERB
bracis-33570	185	9	dedicated	dedicated	ADJ
bracis-33570	185	10	models	model	NOUN
bracis-33570	185	11	for	for	ADP
bracis-33570	185	12	each	each	DET
bracis-33570	185	13	class	class	NOUN
bracis-33570	185	14	not	not	PART
bracis-33570	185	15	only	only	ADV
bracis-33570	185	16	improves	improve	VERB
bracis-33570	185	17	efficiency	efficiency	NOUN
bracis-33570	185	18	in	in	ADP
bracis-33570	185	19	detecting	detect	VERB
bracis-33570	185	20	specific	specific	ADJ
bracis-33570	185	21	pathologies	pathology	NOUN
bracis-33570	185	22	,	,	PUNCT
bracis-33570	185	23	but	but	CCONJ
bracis-33570	185	24	also	also	ADV
bracis-33570	185	25	reduces	reduce	VERB
bracis-33570	185	26	the	the	DET
bracis-33570	185	27	false	false	ADJ
bracis-33570	185	28	positive	positive	ADJ
bracis-33570	185	29	rate	rate	NOUN
bracis-33570	185	30	and	and	CCONJ
bracis-33570	185	31	increases	increase	VERB
bracis-33570	185	32	confidence	confidence	NOUN
bracis-33570	185	33	in	in	ADP
bracis-33570	185	34	the	the	DET
bracis-33570	185	35	detections	detection	NOUN
bracis-33570	185	36	made	make	VERB
bracis-33570	185	37	.	.	PUNCT
bracis-33570	186	1	therefore	therefore	ADV
bracis-33570	186	2	,	,	PUNCT
bracis-33570	186	3	using	use	VERB
bracis-33570	186	4	dedicated	dedicated	ADJ
bracis-33570	186	5	models	model	NOUN
bracis-33570	186	6	for	for	ADP
bracis-33570	186	7	pathology	pathology	NOUN
bracis-33570	186	8	detection	detection	NOUN
bracis-33570	186	9	in	in	ADP
bracis-33570	186	10	wce	wce	PROPN
bracis-33570	186	11	is	be	AUX
bracis-33570	186	12	a	a	DET
bracis-33570	186	13	more	more	ADV
bracis-33570	186	14	effective	effective	ADJ
bracis-33570	186	15	solution	solution	NOUN
bracis-33570	186	16	,	,	PUNCT
bracis-33570	186	17	providing	provide	VERB
bracis-33570	186	18	more	more	ADV
bracis-33570	186	19	reliable	reliable	ADJ
bracis-33570	186	20	results	result	NOUN
bracis-33570	186	21	than	than	ADP
bracis-33570	186	22	a	a	DET
bracis-33570	186	23	single	single	ADJ
bracis-33570	186	24	model	model	NOUN
bracis-33570	186	25	trained	train	VERB
bracis-33570	186	26	for	for	ADP
bracis-33570	186	27	all	all	DET
bracis-33570	186	28	classes	class	NOUN
bracis-33570	186	29	.	.	PUNCT
bracis-33570	187	1	in	in	ADP
bracis-33570	187	2	addition	addition	NOUN
bracis-33570	187	3	,	,	PUNCT
bracis-33570	187	4	in	in	ADP
bracis-33570	187	5	table	table	NOUN
bracis-33570	187	6	 	 	SPACE
bracis-33570	187	7	8	8	NUM
bracis-33570	187	8	a	a	DET
bracis-33570	187	9	comparison	comparison	NOUN
bracis-33570	187	10	was	be	AUX
bracis-33570	187	11	made	make	VERB
bracis-33570	187	12	with	with	ADP
bracis-33570	187	13	the	the	DET
bracis-33570	187	14	binary	binary	ADJ
bracis-33570	187	15	classification	classification	NOUN
bracis-33570	187	16	methods	method	NOUN
bracis-33570	187	17	of	of	ADP
bracis-33570	187	18	works	work	NOUN
bracis-33570	187	19	related	relate	VERB
bracis-33570	187	20	to	to	ADP
bracis-33570	187	21	the	the	DET
bracis-33570	187	22	study	study	NOUN
bracis-33570	187	23	carried	carry	VERB
bracis-33570	187	24	out	out	ADP
bracis-33570	187	25	in	in	ADP
bracis-33570	187	26	this	this	DET
bracis-33570	187	27	paper	paper	NOUN
bracis-33570	187	28	,	,	PUNCT
bracis-33570	187	29	all	all	PRON
bracis-33570	187	30	using	use	VERB
bracis-33570	187	31	kvasir	kvasir	NOUN
bracis-33570	187	32	-	-	PUNCT
bracis-33570	187	33	capsule	capsule	NOUN
bracis-33570	187	34	.	.	PUNCT
bracis-33570	188	1	each	each	DET
bracis-33570	188	2	study	study	NOUN
bracis-33570	188	3	contributed	contribute	VERB
bracis-33570	188	4	different	different	ADJ
bracis-33570	188	5	methodologies	methodology	NOUN
bracis-33570	188	6	and	and	CCONJ
bracis-33570	188	7	made	make	VERB
bracis-33570	188	8	significant	significant	ADJ
bracis-33570	188	9	advances	advance	NOUN
bracis-33570	188	10	in	in	ADP
bracis-33570	188	11	the	the	DET
bracis-33570	188	12	field	field	NOUN
bracis-33570	188	13	.	.	PUNCT
bracis-33570	189	1	however	however	ADV
bracis-33570	189	2	,	,	PUNCT
bracis-33570	189	3	based	base	VERB
bracis-33570	189	4	on	on	ADP
bracis-33570	189	5	the	the	DET
bracis-33570	189	6	division	division	NOUN
bracis-33570	189	7	criteria	criterion	NOUN
bracis-33570	189	8	adopted	adopt	VERB
bracis-33570	189	9	by	by	ADP
bracis-33570	189	10	the	the	DET
bracis-33570	189	11	works	work	NOUN
bracis-33570	189	12	that	that	PRON
bracis-33570	189	13	relate	relate	VERB
bracis-33570	189	14	to	to	ADP
bracis-33570	189	15	the	the	DET
bracis-33570	189	16	classification	classification	NOUN
bracis-33570	189	17	stage	stage	NOUN
bracis-33570	189	18	carried	carry	VERB
bracis-33570	189	19	out	out	ADP
bracis-33570	189	20	in	in	ADP
bracis-33570	189	21	this	this	DET
bracis-33570	189	22	study	study	NOUN
bracis-33570	189	23	,	,	PUNCT
bracis-33570	189	24	the	the	DET
bracis-33570	189	25	proposed	propose	VERB
bracis-33570	189	26	method	method	NOUN
bracis-33570	189	27	still	still	ADV
bracis-33570	189	28	showed	show	VERB
bracis-33570	189	29	good	good	ADJ
bracis-33570	189	30	performance	performance	NOUN
bracis-33570	189	31	compared	compare	VERB
bracis-33570	189	32	to	to	ADP
bracis-33570	189	33	state	state	NOUN
bracis-33570	189	34	-	-	PUNCT
bracis-33570	189	35	of	of	ADP
bracis-33570	189	36	-	-	PUNCT
bracis-33570	189	37	the	the	DET
bracis-33570	189	38	-	-	PUNCT
bracis-33570	189	39	art	art	NOUN
bracis-33570	189	40	models	model	NOUN
bracis-33570	189	41	.	.	PUNCT
bracis-33570	190	1	in	in	ADP
bracis-33570	190	2	comparison	comparison	NOUN
bracis-33570	190	3	,	,	PUNCT
bracis-33570	190	4	muruganantham	muruganantham	PROPN
bracis-33570	190	5	et	et	PROPN
bracis-33570	190	6	al	al	PROPN
bracis-33570	190	7	.	.	PUNCT
bracis-33570	191	1	[	[	X
bracis-33570	191	2	17	17	NUM
bracis-33570	191	3	]	]	PUNCT
bracis-33570	191	4	achieved	achieve	VERB
bracis-33570	191	5	94.70	94.70	NUM
bracis-33570	191	6	%	%	NOUN
bracis-33570	191	7	accuracy	accuracy	NOUN
bracis-33570	191	8	,	,	PUNCT
bracis-33570	191	9	fonseca	fonseca	PROPN
bracis-33570	191	10	et	et	PROPN
bracis-33570	191	11	al	al	PROPN
bracis-33570	191	12	.	.	PUNCT
bracis-33570	192	1	[	[	X
bracis-33570	192	2	5	5	NUM
bracis-33570	192	3	]	]	PUNCT
bracis-33570	192	4	obtained	obtain	VERB
bracis-33570	192	5	97.00	97.00	NUM
bracis-33570	192	6	%	%	NOUN
bracis-33570	192	7	precision	precision	NOUN
bracis-33570	192	8	,	,	PUNCT
bracis-33570	192	9	oukdach	oukdach	NOUN
bracis-33570	192	10	et	et	PROPN
bracis-33570	192	11	al	al	PROPN
bracis-33570	192	12	.	.	PUNCT
bracis-33570	193	1	[	[	X
bracis-33570	193	2	18	18	NUM
bracis-33570	193	3	]	]	PUNCT
bracis-33570	193	4	achieved	achieve	VERB
bracis-33570	193	5	f1	f1	NOUN
bracis-33570	193	6	-	-	PUNCT
bracis-33570	193	7	score	score	NOUN
bracis-33570	193	8	of	of	ADP
bracis-33570	193	9	97.00	97.00	NUM
bracis-33570	193	10	%	%	NOUN
bracis-33570	193	11	and	and	CCONJ
bracis-33570	193	12	jain	jain	PROPN
bracis-33570	193	13	et	et	PROPN
bracis-33570	193	14	al	al	PROPN
bracis-33570	193	15	.	.	PUNCT
bracis-33570	194	1	[	[	X
bracis-33570	194	2	7	7	NUM
bracis-33570	194	3	]	]	PUNCT
bracis-33570	194	4	achieved	achieve	VERB
bracis-33570	194	5	98.00	98.00	NUM
bracis-33570	194	6	%	%	NOUN
bracis-33570	194	7	across	across	ADP
bracis-33570	194	8	all	all	DET
bracis-33570	194	9	metrics	metric	NOUN
bracis-33570	194	10	with	with	ADP
bracis-33570	194	11	a	a	DET
bracis-33570	194	12	hybrid	hybrid	ADJ
bracis-33570	194	13	network	network	NOUN
bracis-33570	194	14	approach	approach	NOUN
bracis-33570	194	15	and	and	CCONJ
bracis-33570	194	16	residual	residual	ADJ
bracis-33570	194	17	attention	attention	NOUN
bracis-33570	194	18	,	,	PUNCT
bracis-33570	194	19	all	all	PRON
bracis-33570	194	20	using	use	VERB
bracis-33570	194	21	the	the	DET
bracis-33570	194	22	same	same	ADJ
bracis-33570	194	23	random	random	ADJ
bracis-33570	194	24	division	division	NOUN
bracis-33570	194	25	of	of	ADP
bracis-33570	194	26	data	data	PROPN
bracis-33570	194	27	.	.	PUNCT
bracis-33570	195	1	table	table	NOUN
bracis-33570	195	2	8	8	NUM
bracis-33570	195	3	.	.	PUNCT
bracis-33570	196	1	comparison	comparison	NOUN
bracis-33570	196	2	of	of	ADP
bracis-33570	196	3	binary	binary	ADJ
bracis-33570	196	4	classification	classification	NOUN
bracis-33570	196	5	works	work	NOUN
bracis-33570	196	6	using	use	VERB
bracis-33570	196	7	kvasir	kvasir	NOUN
bracis-33570	196	8	-	-	PUNCT
bracis-33570	196	9	capsulefull	capsulefull	NOUN
bracis-33570	196	10	size	size	NOUN
bracis-33570	196	11	table	table	NOUN
bracis-33570	196	12	it	it	PRON
bracis-33570	196	13	is	be	AUX
bracis-33570	196	14	emphasized	emphasize	VERB
bracis-33570	196	15	that	that	SCONJ
bracis-33570	196	16	the	the	DET
bracis-33570	196	17	patient	patient	ADJ
bracis-33570	196	18	splitting	splitting	NOUN
bracis-33570	196	19	criterion	criterion	NOUN
bracis-33570	196	20	adopted	adopt	VERB
bracis-33570	196	21	in	in	ADP
bracis-33570	196	22	the	the	DET
bracis-33570	196	23	proposed	propose	VERB
bracis-33570	196	24	method	method	NOUN
bracis-33570	196	25	is	be	AUX
bracis-33570	196	26	crucial	crucial	ADJ
bracis-33570	196	27	to	to	PART
bracis-33570	196	28	avoid	avoid	VERB
bracis-33570	196	29	data	datum	NOUN
bracis-33570	196	30	leakage	leakage	NOUN
bracis-33570	196	31	between	between	ADP
bracis-33570	196	32	training	training	NOUN
bracis-33570	196	33	and	and	CCONJ
bracis-33570	196	34	testing	testing	NOUN
bracis-33570	196	35	,	,	PUNCT
bracis-33570	196	36	ensuring	ensure	VERB
bracis-33570	196	37	more	more	ADV
bracis-33570	196	38	reliable	reliable	ADJ
bracis-33570	196	39	results	result	NOUN
bracis-33570	196	40	when	when	SCONJ
bracis-33570	196	41	evaluating	evaluate	VERB
bracis-33570	196	42	the	the	DET
bracis-33570	196	43	model	model	NOUN
bracis-33570	196	44	’s	’s	PART
bracis-33570	196	45	performance	performance	NOUN
bracis-33570	196	46	.	.	PUNCT
bracis-33570	197	1	this	this	DET
bracis-33570	197	2	method	method	NOUN
bracis-33570	197	3	ensures	ensure	VERB
bracis-33570	197	4	the	the	DET
bracis-33570	197	5	integrity	integrity	NOUN
bracis-33570	197	6	of	of	ADP
bracis-33570	197	7	the	the	DET
bracis-33570	197	8	results	result	NOUN
bracis-33570	197	9	by	by	ADP
bracis-33570	197	10	mitigating	mitigate	VERB
bracis-33570	197	11	potential	potential	ADJ
bracis-33570	197	12	biases	bias	NOUN
bracis-33570	197	13	introduced	introduce	VERB
bracis-33570	197	14	by	by	ADP
bracis-33570	197	15	less	less	ADV
bracis-33570	197	16	rigorous	rigorous	ADJ
bracis-33570	197	17	data	data	NOUN
bracis-33570	197	18	-	-	PUNCT
bracis-33570	197	19	splitting	splitting	NOUN
bracis-33570	197	20	practices	practice	NOUN
bracis-33570	197	21	.	.	PUNCT
bracis-33570	198	1	it	it	PRON
bracis-33570	198	2	is	be	AUX
bracis-33570	198	3	worth	worth	ADJ
bracis-33570	198	4	noting	note	VERB
bracis-33570	198	5	that	that	SCONJ
bracis-33570	198	6	during	during	ADP
bracis-33570	198	7	the	the	DET
bracis-33570	198	8	search	search	NOUN
bracis-33570	198	9	for	for	ADP
bracis-33570	198	10	research	research	NOUN
bracis-33570	198	11	related	relate	VERB
bracis-33570	198	12	to	to	ADP
bracis-33570	198	13	this	this	DET
bracis-33570	198	14	work	work	NOUN
bracis-33570	198	15	,	,	PUNCT
bracis-33570	198	16	no	no	DET
bracis-33570	198	17	other	other	ADJ
bracis-33570	198	18	work	work	NOUN
bracis-33570	198	19	was	be	AUX
bracis-33570	198	20	identified	identify	VERB
bracis-33570	198	21	that	that	SCONJ
bracis-33570	198	22	utilized	utilize	VERB
bracis-33570	198	23	the	the	DET
bracis-33570	198	24	kvasir	kvasir	NOUN
bracis-33570	198	25	-	-	PUNCT
bracis-33570	198	26	capsule	capsule	NOUN
bracis-33570	198	27	dataset	dataset	NOUN
bracis-33570	198	28	and	and	CCONJ
bracis-33570	198	29	proposed	propose	VERB
bracis-33570	198	30	or	or	CCONJ
bracis-33570	198	31	evaluated	evaluate	VERB
bracis-33570	198	32	a	a	DET
bracis-33570	198	33	method	method	NOUN
bracis-33570	198	34	to	to	PART
bracis-33570	198	35	classify	classify	VERB
bracis-33570	198	36	abnormalities	abnormality	NOUN
bracis-33570	198	37	and	and	CCONJ
bracis-33570	198	38	detect	detect	VERB
bracis-33570	198	39	the	the	DET
bracis-33570	198	40	region	region	NOUN
bracis-33570	198	41	in	in	ADP
bracis-33570	198	42	which	which	PRON
bracis-33570	198	43	the	the	DET
bracis-33570	198	44	pathology	pathology	NOUN
bracis-33570	198	45	is	be	AUX
bracis-33570	198	46	found	find	VERB
bracis-33570	198	47	.	.	PUNCT
bracis-33570	199	1	as	as	ADP
bracis-33570	199	2	such	such	ADJ
bracis-33570	199	3	,	,	PUNCT
bracis-33570	199	4	this	this	DET
bracis-33570	199	5	work	work	NOUN
bracis-33570	199	6	aims	aim	VERB
bracis-33570	199	7	to	to	PART
bracis-33570	199	8	propose	propose	VERB
bracis-33570	199	9	advances	advance	NOUN
bracis-33570	199	10	in	in	ADP
bracis-33570	199	11	the	the	DET
bracis-33570	199	12	area	area	NOUN
bracis-33570	199	13	of	of	ADP
bracis-33570	199	14	pathology	pathology	NOUN
bracis-33570	199	15	detection	detection	NOUN
bracis-33570	199	16	in	in	ADP
bracis-33570	199	17	wce	wce	NOUN
bracis-33570	199	18	images	image	NOUN
bracis-33570	199	19	of	of	ADP
bracis-33570	199	20	the	the	DET
bracis-33570	199	21	gi	gi	NOUN
bracis-33570	199	22	tract	tract	NOUN
bracis-33570	199	23	,	,	PUNCT
bracis-33570	199	24	presenting	present	VERB
bracis-33570	199	25	some	some	DET
bracis-33570	199	26	baseline	baseline	ADJ
bracis-33570	199	27	results	result	NOUN
bracis-33570	199	28	for	for	ADP
bracis-33570	199	29	future	future	ADJ
bracis-33570	199	30	work	work	NOUN
bracis-33570	199	31	in	in	ADP
bracis-33570	199	32	the	the	DET
bracis-33570	199	33	area	area	NOUN
bracis-33570	199	34	.	.	PUNCT
bracis-33570	200	1	5	5	NUM
bracis-33570	200	2	conclusion	conclusion	NOUN
bracis-33570	200	3	in	in	ADP
bracis-33570	200	4	conclusion	conclusion	NOUN
bracis-33570	200	5	,	,	PUNCT
bracis-33570	200	6	early	early	ADJ
bracis-33570	200	7	diagnosis	diagnosis	NOUN
bracis-33570	200	8	is	be	AUX
bracis-33570	200	9	essential	essential	ADJ
bracis-33570	200	10	so	so	SCONJ
bracis-33570	200	11	that	that	SCONJ
bracis-33570	200	12	the	the	DET
bracis-33570	200	13	necessary	necessary	ADJ
bracis-33570	200	14	treatment	treatment	NOUN
bracis-33570	200	15	can	can	AUX
bracis-33570	200	16	be	be	AUX
bracis-33570	200	17	carried	carry	VERB
bracis-33570	200	18	out	out	ADP
bracis-33570	200	19	,	,	PUNCT
bracis-33570	200	20	but	but	CCONJ
bracis-33570	200	21	the	the	DET
bracis-33570	200	22	detection	detection	NOUN
bracis-33570	200	23	of	of	ADP
bracis-33570	200	24	gi	gi	NOUN
bracis-33570	200	25	tract	tract	NOUN
bracis-33570	200	26	pathologies	pathology	NOUN
bracis-33570	200	27	in	in	ADP
bracis-33570	200	28	wce	wce	PROPN
bracis-33570	200	29	images	image	NOUN
bracis-33570	200	30	remains	remain	VERB
bracis-33570	200	31	a	a	DET
bracis-33570	200	32	challenging	challenging	ADJ
bracis-33570	200	33	task	task	NOUN
bracis-33570	200	34	due	due	ADP
bracis-33570	200	35	to	to	ADP
bracis-33570	200	36	the	the	DET
bracis-33570	200	37	complex	complex	ADJ
bracis-33570	200	38	nature	nature	NOUN
bracis-33570	200	39	of	of	ADP
bracis-33570	200	40	the	the	DET
bracis-33570	200	41	gastrointestinal	gastrointestinal	ADJ
bracis-33570	200	42	system	system	NOUN
bracis-33570	200	43	and	and	CCONJ
bracis-33570	200	44	the	the	DET
bracis-33570	200	45	low	low	ADJ
bracis-33570	200	46	quality	quality	NOUN
bracis-33570	200	47	of	of	ADP
bracis-33570	200	48	the	the	DET
bracis-33570	200	49	images	image	NOUN
bracis-33570	200	50	generated	generate	VERB
bracis-33570	200	51	by	by	ADP
bracis-33570	200	52	this	this	DET
bracis-33570	200	53	exam	exam	NOUN
bracis-33570	200	54	.	.	PUNCT
bracis-33570	201	1	the	the	DET
bracis-33570	201	2	proposed	propose	VERB
bracis-33570	201	3	method	method	NOUN
bracis-33570	201	4	proved	prove	VERB
bracis-33570	201	5	to	to	PART
bracis-33570	201	6	be	be	AUX
bracis-33570	201	7	a	a	DET
bracis-33570	201	8	promising	promising	ADJ
bracis-33570	201	9	tool	tool	NOUN
bracis-33570	201	10	for	for	ADP
bracis-33570	201	11	detecting	detect	VERB
bracis-33570	201	12	gi	gi	NOUN
bracis-33570	201	13	tract	tract	NOUN
bracis-33570	201	14	pathologies	pathology	NOUN
bracis-33570	201	15	present	present	ADJ
bracis-33570	201	16	in	in	ADP
bracis-33570	201	17	wce	wce	PROPN
bracis-33570	201	18	images	image	NOUN
bracis-33570	201	19	.	.	PUNCT
bracis-33570	202	1	the	the	DET
bracis-33570	202	2	f1	f1	NOUN
bracis-33570	202	3	-	-	PUNCT
bracis-33570	202	4	score	score	NOUN
bracis-33570	202	5	of	of	ADP
bracis-33570	202	6	90	90	NUM
bracis-33570	202	7	%	%	NOUN
bracis-33570	202	8	obtained	obtain	VERB
bracis-33570	202	9	in	in	ADP
bracis-33570	202	10	the	the	DET
bracis-33570	202	11	classification	classification	NOUN
bracis-33570	202	12	stage	stage	NOUN
bracis-33570	202	13	indicates	indicate	VERB
bracis-33570	202	14	that	that	SCONJ
bracis-33570	202	15	the	the	DET
bracis-33570	202	16	efficientnetv2b0	efficientnetv2b0	NOUN
bracis-33570	202	17	model	model	NOUN
bracis-33570	202	18	is	be	AUX
bracis-33570	202	19	able	able	ADJ
bracis-33570	202	20	to	to	PART
bracis-33570	202	21	help	help	VERB
bracis-33570	202	22	in	in	ADP
bracis-33570	202	23	the	the	DET
bracis-33570	202	24	early	early	ADJ
bracis-33570	202	25	identification	identification	NOUN
bracis-33570	202	26	of	of	ADP
bracis-33570	202	27	pathological	pathological	ADJ
bracis-33570	202	28	images	image	NOUN
bracis-33570	202	29	,	,	PUNCT
bracis-33570	202	30	allowing	allow	VERB
bracis-33570	202	31	the	the	DET
bracis-33570	202	32	detection	detection	NOUN
bracis-33570	202	33	models	model	NOUN
bracis-33570	202	34	dedicated	dedicate	VERB
bracis-33570	202	35	to	to	ADP
bracis-33570	202	36	each	each	DET
bracis-33570	202	37	class	class	NOUN
bracis-33570	202	38	to	to	PART
bracis-33570	202	39	work	work	VERB
bracis-33570	202	40	on	on	ADP
bracis-33570	202	41	the	the	DET
bracis-33570	202	42	images	image	NOUN
bracis-33570	202	43	that	that	PRON
bracis-33570	202	44	present	present	VERB
bracis-33570	202	45	the	the	DET
bracis-33570	202	46	diseases	disease	NOUN
bracis-33570	202	47	.	.	PUNCT
bracis-33570	203	1	thus	thus	ADV
bracis-33570	203	2	,	,	PUNCT
bracis-33570	203	3	the	the	DET
bracis-33570	203	4	detection	detection	NOUN
bracis-33570	203	5	showed	show	VERB
bracis-33570	203	6	the	the	DET
bracis-33570	203	7	ability	ability	NOUN
bracis-33570	203	8	to	to	PART
bracis-33570	203	9	find	find	VERB
bracis-33570	203	10	some	some	PRON
bracis-33570	203	11	of	of	ADP
bracis-33570	203	12	the	the	DET
bracis-33570	203	13	pathological	pathological	ADJ
bracis-33570	203	14	regions	region	NOUN
bracis-33570	203	15	based	base	VERB
bracis-33570	203	16	on	on	ADP
bracis-33570	203	17	the	the	DET
bracis-33570	203	18	strategy	strategy	NOUN
bracis-33570	203	19	of	of	ADP
bracis-33570	203	20	treating	treat	VERB
bracis-33570	203	21	the	the	DET
bracis-33570	203	22	prediction	prediction	NOUN
bracis-33570	203	23	region	region	NOUN
bracis-33570	203	24	as	as	ADP
bracis-33570	203	25	the	the	DET
bracis-33570	203	26	one	one	NOUN
bracis-33570	203	27	with	with	ADP
bracis-33570	203	28	the	the	DET
bracis-33570	203	29	highest	high	ADJ
bracis-33570	203	30	confidence	confidence	NOUN
bracis-33570	203	31	among	among	ADP
bracis-33570	203	32	the	the	DET
bracis-33570	203	33	trained	train	VERB
bracis-33570	203	34	detection	detection	NOUN
bracis-33570	203	35	models	model	NOUN
bracis-33570	203	36	.	.	PUNCT
bracis-33570	204	1	as	as	ADP
bracis-33570	204	2	future	future	ADJ
bracis-33570	204	3	work	work	NOUN
bracis-33570	204	4	,	,	PUNCT
bracis-33570	204	5	in	in	ADP
bracis-33570	204	6	order	order	NOUN
bracis-33570	204	7	to	to	PART
bracis-33570	204	8	build	build	VERB
bracis-33570	204	9	on	on	ADP
bracis-33570	204	10	the	the	DET
bracis-33570	204	11	results	result	NOUN
bracis-33570	204	12	obtained	obtain	VERB
bracis-33570	204	13	in	in	ADP
bracis-33570	204	14	this	this	DET
bracis-33570	204	15	study	study	NOUN
bracis-33570	204	16	,	,	PUNCT
bracis-33570	204	17	an	an	DET
bracis-33570	204	18	expansion	expansion	NOUN
bracis-33570	204	19	of	of	ADP
bracis-33570	204	20	the	the	DET
bracis-33570	204	21	proposed	propose	VERB
bracis-33570	204	22	method	method	NOUN
bracis-33570	204	23	is	be	AUX
bracis-33570	204	24	intended	intend	VERB
bracis-33570	204	25	,	,	PUNCT
bracis-33570	204	26	with	with	ADP
bracis-33570	204	27	pre	pre	ADJ
bracis-33570	204	28	-	-	ADJ
bracis-33570	204	29	processing	processing	ADJ
bracis-33570	204	30	methods	method	NOUN
bracis-33570	204	31	to	to	PART
bracis-33570	204	32	improve	improve	VERB
bracis-33570	204	33	the	the	DET
bracis-33570	204	34	models	model	NOUN
bracis-33570	204	35	’	'	PUNCT
bracis-33570	204	36	ability	ability	NOUN
bracis-33570	204	37	to	to	PART
bracis-33570	204	38	identify	identify	VERB
bracis-33570	204	39	pathologies	pathology	NOUN
bracis-33570	204	40	.	.	PUNCT
bracis-33570	205	1	in	in	ADP
bracis-33570	205	2	addition	addition	NOUN
bracis-33570	205	3	,	,	PUNCT
bracis-33570	205	4	it	it	PRON
bracis-33570	205	5	is	be	AUX
bracis-33570	205	6	proposed	propose	VERB
bracis-33570	205	7	to	to	PART
bracis-33570	205	8	investigate	investigate	VERB
bracis-33570	205	9	multi	multi	ADJ
bracis-33570	205	10	-	-	ADJ
bracis-33570	205	11	class	class	ADJ
bracis-33570	205	12	classification	classification	NOUN
bracis-33570	205	13	methods	method	NOUN
bracis-33570	205	14	to	to	PART
bracis-33570	205	15	serve	serve	VERB
bracis-33570	205	16	as	as	ADP
bracis-33570	205	17	a	a	DET
bracis-33570	205	18	step	step	NOUN
bracis-33570	205	19	between	between	ADP
bracis-33570	205	20	the	the	DET
bracis-33570	205	21	first	first	ADJ
bracis-33570	205	22	classification	classification	NOUN
bracis-33570	205	23	and	and	CCONJ
bracis-33570	205	24	detection	detection	NOUN
bracis-33570	205	25	,	,	PUNCT
bracis-33570	205	26	to	to	PART
bracis-33570	205	27	use	use	VERB
bracis-33570	205	28	the	the	DET
bracis-33570	205	29	best	good	ADJ
bracis-33570	205	30	detection	detection	NOUN
bracis-33570	205	31	model	model	NOUN
bracis-33570	205	32	for	for	ADP
bracis-33570	205	33	the	the	DET
bracis-33570	205	34	frame	frame	NOUN
bracis-33570	205	35	analyzed	analyze	VERB
bracis-33570	205	36	.	.	PUNCT
bracis-33570	206	1	it	it	PRON
bracis-33570	206	2	is	be	AUX
bracis-33570	206	3	also	also	ADV
bracis-33570	206	4	planned	plan	VERB
bracis-33570	206	5	to	to	PART
bracis-33570	206	6	test	test	VERB
bracis-33570	206	7	the	the	DET
bracis-33570	206	8	method	method	NOUN
bracis-33570	206	9	on	on	ADP
bracis-33570	206	10	other	other	ADJ
bracis-33570	206	11	datasets	dataset	NOUN
bracis-33570	206	12	in	in	ADP
bracis-33570	206	13	order	order	NOUN
bracis-33570	206	14	to	to	PART
bracis-33570	206	15	validate	validate	VERB
bracis-33570	206	16	the	the	DET
bracis-33570	206	17	robustness	robustness	NOUN
bracis-33570	206	18	of	of	ADP
bracis-33570	206	19	the	the	DET
bracis-33570	206	20	proposed	propose	VERB
bracis-33570	206	21	method	method	NOUN
bracis-33570	206	22	further	far	ADV
bracis-33570	206	23	.	.	PUNCT
bracis-33570	207	1	therefore	therefore	ADV
bracis-33570	207	2	,	,	PUNCT
bracis-33570	207	3	it	it	PRON
bracis-33570	207	4	is	be	AUX
bracis-33570	207	5	understood	understand	VERB
bracis-33570	207	6	that	that	SCONJ
bracis-33570	207	7	this	this	DET
bracis-33570	207	8	work	work	NOUN
bracis-33570	207	9	can	can	AUX
bracis-33570	207	10	help	help	VERB
bracis-33570	207	11	health	health	NOUN
bracis-33570	207	12	specialists	specialist	NOUN
bracis-33570	207	13	in	in	ADP
bracis-33570	207	14	the	the	DET
bracis-33570	207	15	task	task	NOUN
bracis-33570	207	16	of	of	ADP
bracis-33570	207	17	identifying	identify	VERB
bracis-33570	207	18	pathologies	pathology	NOUN
bracis-33570	207	19	in	in	ADP
bracis-33570	207	20	wce	wce	PROPN
bracis-33570	207	21	images	image	NOUN
bracis-33570	207	22	,	,	PUNCT
bracis-33570	207	23	potentially	potentially	ADV
bracis-33570	207	24	reducing	reduce	VERB
bracis-33570	207	25	the	the	DET
bracis-33570	207	26	workload	workload	NOUN
bracis-33570	207	27	on	on	ADP
bracis-33570	207	28	doctors	doctor	NOUN
bracis-33570	207	29	and	and	CCONJ
bracis-33570	207	30	improving	improve	VERB
bracis-33570	207	31	patient	patient	ADJ
bracis-33570	207	32	outcomes	outcome	NOUN
bracis-33570	207	33	through	through	ADP
bracis-33570	207	34	early	early	ADJ
bracis-33570	207	35	and	and	CCONJ
bracis-33570	207	36	accurate	accurate	ADJ
bracis-33570	207	37	diagnosis	diagnosis	NOUN
bracis-33570	207	38	.	.	PUNCT
bracis-33570	208	1	references	reference	NOUN
bracis-33570	208	2	chollet	chollet	VERB
bracis-33570	208	3	,	,	PUNCT
bracis-33570	208	4	f.	f.	PROPN
bracis-33570	208	5	:	:	PUNCT
bracis-33570	209	1	xception	xception	NOUN
bracis-33570	209	2	:	:	PUNCT
bracis-33570	209	3	deep	deep	ADJ
bracis-33570	209	4	learning	learn	VERB
bracis-33570	209	5	with	with	ADP
bracis-33570	209	6	depthwise	depthwise	NOUN
bracis-33570	209	7	separable	separable	ADJ
bracis-33570	209	8	convolutions	convolution	NOUN
bracis-33570	209	9	.	.	PUNCT
bracis-33570	210	1	in	in	ADP
bracis-33570	210	2	:	:	PUNCT
bracis-33570	210	3	proceedings	proceeding	NOUN
bracis-33570	210	4	of	of	ADP
bracis-33570	210	5	the	the	DET
bracis-33570	210	6	ieee	ieee	NOUN
bracis-33570	210	7	conference	conference	NOUN
bracis-33570	210	8	on	on	ADP
bracis-33570	210	9	computer	computer	NOUN
bracis-33570	210	10	vision	vision	NOUN
bracis-33570	210	11	and	and	CCONJ
bracis-33570	210	12	pattern	pattern	NOUN
bracis-33570	210	13	recognition	recognition	NOUN
bracis-33570	210	14	,	,	PUNCT
bracis-33570	210	15	pp	pp	PROPN
bracis-33570	210	16	.	.	PUNCT
bracis-33570	211	1	1251–1258	1251–1258	NUM
bracis-33570	211	2	(	(	PUNCT
bracis-33570	211	3	2017	2017	NUM
bracis-33570	211	4	)	)	PUNCT
bracis-33570	211	5	google	google	NOUN
bracis-33570	211	6	scholar	scholar	NOUN
bracis-33570	211	7	  	  	SPACE
bracis-33570	211	8	chollet	chollet	NOUN
bracis-33570	211	9	,	,	PUNCT
bracis-33570	211	10	f.	f.	PROPN
bracis-33570	211	11	:	:	PUNCT
bracis-33570	212	1	keras	keras	PROPN
bracis-33570	212	2	(	(	PUNCT
bracis-33570	212	3	2015	2015	NUM
bracis-33570	212	4	)	)	PUNCT
bracis-33570	212	5	.	.	PUNCT
bracis-33570	213	1	https://keras.io	https://keras.io	PROPN
bracis-33570	213	2	costa	costa	PROPN
bracis-33570	213	3	,	,	PUNCT
bracis-33570	213	4	c.l	c.l	PROPN
bracis-33570	213	5	.	.	PROPN
bracis-33570	213	6	,	,	PUNCT
bracis-33570	213	7	lima	lima	PROPN
bracis-33570	213	8	,	,	PUNCT
bracis-33570	213	9	d.a	d.a	PROPN
bracis-33570	213	10	.	.	PROPN
bracis-33570	213	11	,	,	PUNCT
bracis-33570	213	12	zorzo	zorzo	PROPN
bracis-33570	213	13	 	 	SPACE
bracis-33570	213	14	barcelos	barcelo	NOUN
bracis-33570	213	15	,	,	PUNCT
bracis-33570	213	16	c.a	c.a	PROPN
bracis-33570	213	17	.	.	PROPN
bracis-33570	213	18	,	,	PUNCT
bracis-33570	213	19	travençolo	travençolo	PROPN
bracis-33570	213	20	,	,	PUNCT
bracis-33570	213	21	b.a	b.a	PROPN
bracis-33570	213	22	.	.	PROPN
bracis-33570	213	23	:	:	PUNCT
bracis-33570	214	1	ensemble	ensemble	ADJ
bracis-33570	214	2	architectures	architecture	NOUN
bracis-33570	214	3	and	and	CCONJ
bracis-33570	214	4	efficient	efficient	ADJ
bracis-33570	214	5	fusion	fusion	NOUN
bracis-33570	214	6	techniques	technique	NOUN
bracis-33570	214	7	for	for	ADP
bracis-33570	214	8	convolutional	convolutional	ADJ
bracis-33570	214	9	neural	neural	ADJ
bracis-33570	214	10	networks	network	NOUN
bracis-33570	214	11	:	:	PUNCT
bracis-33570	214	12	an	an	DET
bracis-33570	214	13	analysis	analysis	NOUN
bracis-33570	214	14	on	on	ADP
bracis-33570	214	15	resource	resource	NOUN
bracis-33570	214	16	optimization	optimization	NOUN
bracis-33570	214	17	strategies	strategy	NOUN
bracis-33570	214	18	.	.	PUNCT
bracis-33570	215	1	in	in	ADP
bracis-33570	215	2	:	:	PUNCT
bracis-33570	215	3	brazilian	brazilian	ADJ
bracis-33570	215	4	conference	conference	NOUN
bracis-33570	215	5	on	on	ADP
bracis-33570	215	6	intelligent	intelligent	ADJ
bracis-33570	215	7	systems	system	NOUN
bracis-33570	215	8	,	,	PUNCT
bracis-33570	215	9	pp	pp	ADJ
bracis-33570	215	10	.	.	PUNCT
bracis-33570	216	1	107–121	107–121	NUM
bracis-33570	216	2	.	.	PUNCT
bracis-33570	216	3	springer	springer	NOUN
bracis-33570	216	4	(	(	PUNCT
bracis-33570	216	5	2023	2023	NUM
bracis-33570	216	6	)	)	PUNCT
bracis-33570	216	7	google	google	PROPN
bracis-33570	216	8	scholar	scholar	NOUN
bracis-33570	216	9	  	  	SPACE
bracis-33570	216	10	delagah	delagah	PROPN
bracis-33570	216	11	,	,	PUNCT
bracis-33570	216	12	b.	b.	PROPN
bracis-33570	216	13	,	,	PUNCT
bracis-33570	216	14	hassanpour	hassanpour	NOUN
bracis-33570	216	15	,	,	PUNCT
bracis-33570	216	16	h.	h.	PROPN
bracis-33570	216	17	,	,	PUNCT
bracis-33570	216	18	et	et	PROPN
bracis-33570	216	19	al	al	PROPN
bracis-33570	216	20	.	.	PROPN
bracis-33570	216	21	:	:	PUNCT
bracis-33570	217	1	feature	feature	NOUN
bracis-33570	217	2	extraction	extraction	NOUN
bracis-33570	217	3	for	for	ADP
bracis-33570	217	4	polyp	polyp	NOUN
bracis-33570	217	5	detection	detection	NOUN
bracis-33570	217	6	in	in	ADP
bracis-33570	217	7	wireless	wireless	ADJ
bracis-33570	217	8	capsule	capsule	NOUN
bracis-33570	217	9	endoscopy	endoscopy	VERB
bracis-33570	217	10	video	video	NOUN
bracis-33570	217	11	frames	frame	NOUN
bracis-33570	217	12	.	.	PUNCT
bracis-33570	218	1	j.	j.	PROPN
bracis-33570	218	2	healthc	healthc	PROPN
bracis-33570	218	3	.	.	PUNCT
bracis-33570	219	1	eng	eng	PROPN
bracis-33570	219	2	2023	2023	NUM
bracis-33570	219	3	,	,	PUNCT
bracis-33570	219	4	6076514	6076514	NUM
bracis-33570	219	5	(	(	PUNCT
bracis-33570	219	6	2023	2023	NUM
bracis-33570	219	7	)	)	PUNCT
bracis-33570	219	8	article	article	NOUN
bracis-33570	219	9	  	  	SPACE
bracis-33570	219	10	google	google	PROPN
bracis-33570	219	11	scholar	scholar	NOUN
bracis-33570	219	12	  	  	SPACE
bracis-33570	219	13	fonseca	fonseca	PROPN
bracis-33570	219	14	,	,	PUNCT
bracis-33570	219	15	f.	f.	PROPN
bracis-33570	219	16	,	,	PUNCT
bracis-33570	219	17	nunes	nunes	PROPN
bracis-33570	219	18	,	,	PUNCT
bracis-33570	219	19	b.	b.	PROPN
bracis-33570	219	20	,	,	PUNCT
bracis-33570	219	21	salgado	salgado	PROPN
bracis-33570	219	22	,	,	PUNCT
bracis-33570	219	23	m.	m.	NOUN
bracis-33570	219	24	,	,	PUNCT
bracis-33570	219	25	cunha	cunha	NOUN
bracis-33570	219	26	,	,	PUNCT
bracis-33570	219	27	a.	a.	NOUN
bracis-33570	219	28	:	:	PUNCT
bracis-33570	219	29	abnormality	abnormality	NOUN
bracis-33570	219	30	classification	classification	NOUN
bracis-33570	219	31	in	in	ADP
bracis-33570	219	32	small	small	ADJ
bracis-33570	219	33	datasets	dataset	NOUN
bracis-33570	219	34	of	of	ADP
bracis-33570	219	35	capsule	capsule	NOUN
bracis-33570	219	36	endoscopy	endoscopy	VERB
bracis-33570	219	37	images	image	NOUN
bracis-33570	219	38	.	.	PUNCT
bracis-33570	220	1	procedia	procedia	NOUN
bracis-33570	220	2	comput	comput	NOUN
bracis-33570	220	3	.	.	PUNCT
bracis-33570	221	1	sci	sci	PROPN
bracis-33570	221	2	.	.	PROPN
bracis-33570	221	3	196	196	NUM
bracis-33570	221	4	,	,	PUNCT
bracis-33570	221	5	469–476	469–476	NUM
bracis-33570	221	6	(	(	PUNCT
bracis-33570	221	7	2022	2022	NUM
bracis-33570	221	8	)	)	PUNCT
bracis-33570	221	9	article	article	NOUN
bracis-33570	221	10	  	  	SPACE
bracis-33570	221	11	google	google	PROPN
bracis-33570	221	12	scholar	scholar	NOUN
bracis-33570	221	13	  	  	SPACE
bracis-33570	221	14	he	he	PRON
bracis-33570	221	15	,	,	PUNCT
bracis-33570	221	16	k.	k.	PROPN
bracis-33570	221	17	,	,	PUNCT
bracis-33570	221	18	zhang	zhang	PROPN
bracis-33570	221	19	,	,	PUNCT
bracis-33570	221	20	x.	x.	PROPN
bracis-33570	221	21	,	,	PUNCT
bracis-33570	221	22	ren	ren	PROPN
bracis-33570	221	23	,	,	PUNCT
bracis-33570	221	24	s.	s.	PROPN
bracis-33570	221	25	,	,	PUNCT
bracis-33570	221	26	sun	sun	PROPN
bracis-33570	221	27	,	,	PUNCT
bracis-33570	221	28	j.	j.	PROPN
bracis-33570	221	29	:	:	PUNCT
bracis-33570	221	30	deep	deep	ADJ
bracis-33570	221	31	residual	residual	ADJ
bracis-33570	221	32	learning	learning	NOUN
bracis-33570	221	33	for	for	ADP
bracis-33570	221	34	image	image	NOUN
bracis-33570	221	35	recognition	recognition	NOUN
bracis-33570	221	36	.	.	PUNCT
bracis-33570	222	1	in	in	ADP
bracis-33570	222	2	:	:	PUNCT
bracis-33570	222	3	proceedings	proceeding	NOUN
bracis-33570	222	4	of	of	ADP
bracis-33570	222	5	the	the	DET
bracis-33570	222	6	ieee	ieee	NOUN
bracis-33570	222	7	conference	conference	NOUN
bracis-33570	222	8	on	on	ADP
bracis-33570	222	9	computer	computer	NOUN
bracis-33570	222	10	vision	vision	NOUN
bracis-33570	222	11	and	and	CCONJ
bracis-33570	222	12	pattern	pattern	NOUN
bracis-33570	222	13	recognition	recognition	NOUN
bracis-33570	222	14	,	,	PUNCT
bracis-33570	222	15	pp	pp	ADP
bracis-33570	222	16	.	.	PUNCT
bracis-33570	223	1	770–778	770–778	NUM
bracis-33570	223	2	(	(	PUNCT
bracis-33570	223	3	2016	2016	NUM
bracis-33570	223	4	)	)	PUNCT
bracis-33570	223	5	google	google	PROPN
bracis-33570	223	6	scholar	scholar	NOUN
bracis-33570	223	7	  	  	SPACE
bracis-33570	223	8	jain	jain	PROPN
bracis-33570	223	9	,	,	PUNCT
bracis-33570	223	10	s.	s.	PROPN
bracis-33570	223	11	,	,	PUNCT
bracis-33570	223	12	seal	seal	NOUN
bracis-33570	223	13	,	,	PUNCT
bracis-33570	223	14	a.	a.	NOUN
bracis-33570	223	15	,	,	PUNCT
bracis-33570	223	16	ojha	ojha	PROPN
bracis-33570	223	17	,	,	PUNCT
bracis-33570	223	18	a.	a.	NOUN
bracis-33570	223	19	:	:	PUNCT
bracis-33570	223	20	a	a	DET
bracis-33570	223	21	hybrid	hybrid	ADJ
bracis-33570	223	22	convolutional	convolutional	ADJ
bracis-33570	223	23	neural	neural	ADJ
bracis-33570	223	24	network	network	NOUN
bracis-33570	223	25	with	with	ADP
bracis-33570	223	26	meta	meta	ADJ
bracis-33570	223	27	feature	feature	NOUN
bracis-33570	223	28	learning	learn	VERB
bracis-33570	223	29	for	for	ADP
bracis-33570	223	30	abnormality	abnormality	NOUN
bracis-33570	223	31	detection	detection	NOUN
bracis-33570	223	32	in	in	ADP
bracis-33570	223	33	wireless	wireless	ADJ
bracis-33570	223	34	capsule	capsule	NOUN
bracis-33570	223	35	endoscopy	endoscopy	VERB
bracis-33570	223	36	images	image	NOUN
bracis-33570	223	37	.	.	PUNCT
bracis-33570	224	1	arxiv	arxiv	PROPN
bracis-33570	224	2	preprint	preprint	VERB
bracis-33570	224	3	arxiv:2207.09769	arxiv:2207.09769	NOUN
bracis-33570	224	4	(	(	PUNCT
bracis-33570	224	5	2022	2022	NUM
bracis-33570	224	6	)	)	PUNCT
bracis-33570	224	7	jocher	jocher	PROPN
bracis-33570	224	8	,	,	PUNCT
bracis-33570	224	9	g.	g.	PROPN
bracis-33570	224	10	,	,	PUNCT
bracis-33570	224	11	chaurasia	chaurasia	PROPN
bracis-33570	224	12	,	,	PUNCT
bracis-33570	224	13	a.	a.	PROPN
bracis-33570	224	14	,	,	PUNCT
bracis-33570	224	15	qiu	qiu	PROPN
bracis-33570	224	16	,	,	PUNCT
bracis-33570	224	17	j.	j.	PROPN
bracis-33570	224	18	:	:	PUNCT
bracis-33570	224	19	yolo	yolo	ADJ
bracis-33570	224	20	by	by	ADP
bracis-33570	224	21	ultralytics	ultralytic	NOUN
bracis-33570	224	22	(	(	PUNCT
bracis-33570	224	23	2023	2023	NUM
bracis-33570	224	24	)	)	PUNCT
bracis-33570	224	25	.	.	PUNCT
bracis-33570	225	1	https://github.com/ultralytics/ultralytics	https://github.com/ultralytics/ultralytic	NOUN
bracis-33570	225	2	.	.	PUNCT
bracis-33570	226	1	accessed	access	VERB
bracis-33570	226	2	28	28	NUM
bracis-33570	226	3	feb	feb	PROPN
bracis-33570	226	4	2023	2023	NUM
bracis-33570	226	5	kaufman	kaufman	PROPN
bracis-33570	226	6	,	,	PUNCT
bracis-33570	226	7	s.	s.	PROPN
bracis-33570	226	8	,	,	PUNCT
bracis-33570	226	9	rosset	rosset	PROPN
bracis-33570	226	10	,	,	PUNCT
bracis-33570	226	11	s.	s.	PROPN
bracis-33570	226	12	,	,	PUNCT
bracis-33570	226	13	perlich	perlich	PROPN
bracis-33570	226	14	,	,	PUNCT
bracis-33570	226	15	c.	c.	NOUN
bracis-33570	226	16	,	,	PUNCT
bracis-33570	226	17	stitelman	stitelman	NOUN
bracis-33570	226	18	,	,	PUNCT
bracis-33570	226	19	o.	o.	NOUN
bracis-33570	226	20	:	:	PUNCT
bracis-33570	226	21	leakage	leakage	NOUN
bracis-33570	226	22	in	in	ADP
bracis-33570	226	23	data	datum	NOUN
bracis-33570	226	24	mining	mining	NOUN
bracis-33570	226	25	:	:	PUNCT
bracis-33570	226	26	formulation	formulation	NOUN
bracis-33570	226	27	,	,	PUNCT
bracis-33570	226	28	detection	detection	NOUN
bracis-33570	226	29	,	,	PUNCT
bracis-33570	226	30	and	and	CCONJ
bracis-33570	226	31	avoidance	avoidance	NOUN
bracis-33570	226	32	.	.	PUNCT
bracis-33570	227	1	acm	acm	PROPN
bracis-33570	227	2	trans	trans	PROPN
bracis-33570	227	3	.	.	PROPN
bracis-33570	228	1	knowl	knowl	PROPN
bracis-33570	228	2	.	.	PUNCT
bracis-33570	229	1	discov	discov	NOUN
bracis-33570	229	2	.	.	PUNCT
bracis-33570	230	1	data	data	PROPN
bracis-33570	230	2	6(4	6(4	NUM
bracis-33570	230	3	)	)	PUNCT
bracis-33570	230	4	(	(	PUNCT
bracis-33570	230	5	2012	2012	NUM
bracis-33570	230	6	)	)	PUNCT
bracis-33570	230	7	.	.	PUNCT
bracis-33570	231	1	https://doi.org/10.1145/2382577.2382579	https://doi.org/10.1145/2382577.2382579	PROPN
bracis-33570	231	2	kingma	kingma	PROPN
bracis-33570	231	3	,	,	PUNCT
bracis-33570	231	4	d.p	d.p	PROPN
bracis-33570	231	5	.	.	PROPN
bracis-33570	231	6	,	,	PUNCT
bracis-33570	231	7	ba	ba	PROPN
bracis-33570	231	8	,	,	PUNCT
bracis-33570	231	9	j.	j.	PROPN
bracis-33570	231	10	:	:	PUNCT
bracis-33570	231	11	adam	adam	PROPN
bracis-33570	231	12	:	:	PUNCT
bracis-33570	231	13	a	a	DET
bracis-33570	231	14	method	method	NOUN
bracis-33570	231	15	for	for	ADP
bracis-33570	231	16	stochastic	stochastic	ADJ
bracis-33570	231	17	optimization	optimization	NOUN
bracis-33570	231	18	.	.	PUNCT
bracis-33570	232	1	arxiv	arxiv	PROPN
bracis-33570	232	2	preprint	preprint	VERB
bracis-33570	232	3	arxiv:1412.6980	arxiv:1412.6980	X
bracis-33570	232	4	(	(	PUNCT
bracis-33570	232	5	2014	2014	NUM
bracis-33570	232	6	)	)	PUNCT
bracis-33570	232	7	li	li	PROPN
bracis-33570	232	8	,	,	PUNCT
bracis-33570	232	9	x.	x.	PROPN
bracis-33570	232	10	,	,	PUNCT
bracis-33570	232	11	et	et	PROPN
bracis-33570	232	12	al	al	PROPN
bracis-33570	232	13	.	.	PROPN
bracis-33570	232	14	:	:	PUNCT
bracis-33570	233	1	generalized	generalize	VERB
bracis-33570	233	2	focal	focal	ADJ
bracis-33570	233	3	loss	loss	NOUN
bracis-33570	233	4	:	:	PUNCT
bracis-33570	233	5	learning	learn	VERB
bracis-33570	233	6	qualified	qualified	ADJ
bracis-33570	233	7	and	and	CCONJ
bracis-33570	233	8	distributed	distribute	VERB
bracis-33570	233	9	bounding	bounding	NOUN
bracis-33570	233	10	boxes	box	NOUN
bracis-33570	233	11	for	for	ADP
bracis-33570	233	12	dense	dense	ADJ
bracis-33570	233	13	object	object	NOUN
bracis-33570	233	14	detection	detection	NOUN
bracis-33570	233	15	.	.	PUNCT
bracis-33570	234	1	adv	adv	PROPN
bracis-33570	234	2	.	.	PUNCT
bracis-33570	234	3	neural	neural	PROPN
bracis-33570	234	4	.	.	PUNCT
bracis-33570	235	1	inf	inf	PROPN
bracis-33570	235	2	.	.	PROPN
bracis-33570	235	3	process	process	NOUN
bracis-33570	235	4	.	.	PUNCT
bracis-33570	236	1	syst	syst	PROPN
bracis-33570	236	2	.	.	PUNCT
bracis-33570	237	1	33	33	NUM
bracis-33570	237	2	,	,	PUNCT
bracis-33570	237	3	21002–21012	21002–21012	NUM
bracis-33570	237	4	(	(	PUNCT
bracis-33570	237	5	2020	2020	NUM
bracis-33570	237	6	)	)	PUNCT
bracis-33570	237	7	google	google	PROPN
bracis-33570	237	8	scholar	scholar	NOUN
bracis-33570	237	9	  	  	SPACE
bracis-33570	237	10	lima	lima	PROPN
bracis-33570	237	11	,	,	PUNCT
bracis-33570	237	12	d.l.s	d.l.s	PROPN
bracis-33570	237	13	.	.	PROPN
bracis-33570	237	14	,	,	PUNCT
bracis-33570	237	15	pessoa	pessoa	NOUN
bracis-33570	237	16	,	,	PUNCT
bracis-33570	237	17	a.c.p	a.c.p	PROPN
bracis-33570	237	18	.	.	PROPN
bracis-33570	237	19	,	,	PUNCT
bracis-33570	237	20	de	de	PROPN
bracis-33570	237	21	 	 	SPACE
bracis-33570	237	22	paiva	paiva	NOUN
bracis-33570	237	23	,	,	PUNCT
bracis-33570	237	24	a.c	a.c	PROPN
bracis-33570	237	25	.	.	PROPN
bracis-33570	237	26	,	,	PUNCT
bracis-33570	237	27	da	da	PROPN
bracis-33570	237	28	 	 	SPACE
bracis-33570	237	29	silva	silva	PROPN
bracis-33570	237	30	 	 	SPACE
bracis-33570	237	31	cunha	cunha	NOUN
bracis-33570	237	32	,	,	PUNCT
bracis-33570	237	33	a.m.t	a.m.t	PROPN
bracis-33570	237	34	.	.	PROPN
bracis-33570	237	35	,	,	PUNCT
bracis-33570	237	36	júnior	júnior	PROPN
bracis-33570	237	37	,	,	PUNCT
bracis-33570	237	38	g.b	g.b	PROPN
bracis-33570	237	39	.	.	PROPN
bracis-33570	237	40	,	,	PUNCT
bracis-33570	237	41	de	de	PROPN
bracis-33570	237	42	 	 	SPACE
bracis-33570	237	43	almeida	almeida	PROPN
bracis-33570	237	44	,	,	PUNCT
bracis-33570	237	45	j.d.s	j.d.s	PROPN
bracis-33570	237	46	.	.	PUNCT
bracis-33570	237	47	:	:	PUNCT
bracis-33570	238	1	classification	classification	NOUN
bracis-33570	238	2	of	of	ADP
bracis-33570	238	3	video	video	NOUN
bracis-33570	238	4	capsule	capsule	NOUN
bracis-33570	238	5	endoscopy	endoscopy	VERB
bracis-33570	238	6	images	image	NOUN
bracis-33570	238	7	using	use	VERB
bracis-33570	238	8	visual	visual	ADJ
bracis-33570	238	9	transformers	transformer	NOUN
bracis-33570	238	10	.	.	PUNCT
bracis-33570	239	1	in	in	ADP
bracis-33570	239	2	:	:	PUNCT
bracis-33570	239	3	2022	2022	NUM
bracis-33570	239	4	ieee	ieee	PROPN
bracis-33570	239	5	-	-	PUNCT
bracis-33570	239	6	embs	embs	PROPN
bracis-33570	239	7	international	international	ADJ
bracis-33570	239	8	conference	conference	NOUN
bracis-33570	239	9	on	on	ADP
bracis-33570	239	10	biomedical	biomedical	ADJ
bracis-33570	239	11	and	and	CCONJ
bracis-33570	239	12	health	health	NOUN
bracis-33570	239	13	informatics	informatic	NOUN
bracis-33570	239	14	(	(	PUNCT
bracis-33570	239	15	bhi	bhi	PROPN
bracis-33570	239	16	)	)	PUNCT
bracis-33570	239	17	,	,	PUNCT
bracis-33570	239	18	pp	pp	PROPN
bracis-33570	239	19	.	.	PUNCT
bracis-33570	239	20	 	 	SPACE
bracis-33570	240	1	1–4	1–4	PROPN
bracis-33570	240	2	.	.	PROPN
bracis-33570	240	3	ieee	ieee	PROPN
bracis-33570	240	4	(	(	PUNCT
bracis-33570	240	5	2022	2022	NUM
bracis-33570	240	6	)	)	PUNCT
bracis-33570	240	7	google	google	PROPN
bracis-33570	240	8	scholar	scholar	NOUN
bracis-33570	240	9	  	  	SPACE
bracis-33570	240	10	litjens	litjen	NOUN
bracis-33570	240	11	,	,	PUNCT
bracis-33570	240	12	g.	g.	PROPN
bracis-33570	240	13	,	,	PUNCT
bracis-33570	240	14	et	et	PROPN
bracis-33570	240	15	al	al	PROPN
bracis-33570	240	16	.	.	PUNCT
bracis-33570	240	17	:	:	PUNCT
bracis-33570	241	1	a	a	DET
bracis-33570	241	2	survey	survey	NOUN
bracis-33570	241	3	on	on	ADP
bracis-33570	241	4	deep	deep	ADJ
bracis-33570	241	5	learning	learning	NOUN
bracis-33570	241	6	in	in	ADP
bracis-33570	241	7	medical	medical	ADJ
bracis-33570	241	8	image	image	NOUN
bracis-33570	241	9	analysis	analysis	NOUN
bracis-33570	241	10	.	.	PUNCT
bracis-33570	242	1	med	me	VERB
bracis-33570	242	2	.	.	PUNCT
bracis-33570	242	3	image	image	PROPN
bracis-33570	242	4	anal	anal	PROPN
bracis-33570	242	5	.	.	PUNCT
bracis-33570	243	1	42	42	NUM
bracis-33570	243	2	,	,	PUNCT
bracis-33570	243	3	60–88	60–88	NUM
bracis-33570	243	4	(	(	PUNCT
bracis-33570	243	5	2017	2017	NUM
bracis-33570	243	6	)	)	PUNCT
bracis-33570	243	7	article	article	NOUN
bracis-33570	243	8	  	  	SPACE
bracis-33570	243	9	math	math	NOUN
bracis-33570	243	10	  	  	SPACE
bracis-33570	243	11	google	google	PROPN
bracis-33570	243	12	scholar	scholar	NOUN
bracis-33570	243	13	  	  	SPACE
bracis-33570	243	14	mendes	mende	NOUN
bracis-33570	243	15	,	,	PUNCT
bracis-33570	243	16	a.c	a.c	PROPN
bracis-33570	243	17	.	.	PROPN
bracis-33570	243	18	,	,	PUNCT
bracis-33570	243	19	pessoa	pessoa	NOUN
bracis-33570	243	20	,	,	PUNCT
bracis-33570	244	1	a.c.p	a.c.p	PROPN
bracis-33570	244	2	.	.	PROPN
bracis-33570	244	3	,	,	PUNCT
bracis-33570	244	4	de	de	PROPN
bracis-33570	244	5	 	 	SPACE
bracis-33570	244	6	paiva	paiva	NOUN
bracis-33570	244	7	,	,	PUNCT
bracis-33570	244	8	a.c	a.c	PROPN
bracis-33570	244	9	.	.	PROPN
bracis-33570	244	10	:	:	PUNCT
bracis-33570	244	11	multi	multi	ADJ
bracis-33570	244	12	-	-	ADJ
bracis-33570	244	13	label	label	ADJ
bracis-33570	244	14	classification	classification	NOUN
bracis-33570	244	15	of	of	ADP
bracis-33570	244	16	pathologies	pathology	NOUN
bracis-33570	244	17	in	in	ADP
bracis-33570	244	18	chest	chest	NOUN
bracis-33570	244	19	radiograph	radiograph	NOUN
bracis-33570	244	20	images	image	NOUN
bracis-33570	244	21	using	use	VERB
bracis-33570	244	22	densenet	densenet	NOUN
bracis-33570	244	23	.	.	PUNCT
bracis-33570	245	1	in	in	ADP
bracis-33570	245	2	:	:	PUNCT
bracis-33570	245	3	brazilian	brazilian	ADJ
bracis-33570	245	4	conference	conference	NOUN
bracis-33570	245	5	on	on	ADP
bracis-33570	245	6	intelligent	intelligent	ADJ
bracis-33570	245	7	systems	system	NOUN
bracis-33570	245	8	,	,	PUNCT
bracis-33570	245	9	pp	pp	ADJ
bracis-33570	245	10	.	.	PUNCT
bracis-33570	246	1	167–180	167–180	NUM
bracis-33570	246	2	.	.	PUNCT
bracis-33570	246	3	springer	springer	NOUN
bracis-33570	246	4	(	(	PUNCT
bracis-33570	246	5	2023	2023	NUM
bracis-33570	246	6	)	)	PUNCT
bracis-33570	246	7	google	google	NOUN
bracis-33570	246	8	scholar	scholar	NOUN
bracis-33570	246	9	  	  	SPACE
bracis-33570	246	10	milivojevic	milivojevic	ADJ
bracis-33570	246	11	,	,	PUNCT
bracis-33570	246	12	v.	v.	ADV
bracis-33570	246	13	,	,	PUNCT
bracis-33570	246	14	milosavljevic	milosavljevic	ADJ
bracis-33570	246	15	,	,	PUNCT
bracis-33570	246	16	t.	t.	NOUN
bracis-33570	246	17	:	:	PUNCT
bracis-33570	246	18	burden	burden	NOUN
bracis-33570	246	19	of	of	ADP
bracis-33570	246	20	gastroduodenal	gastroduodenal	ADJ
bracis-33570	246	21	diseases	disease	NOUN
bracis-33570	246	22	from	from	ADP
bracis-33570	246	23	the	the	DET
bracis-33570	246	24	global	global	ADJ
bracis-33570	246	25	perspective	perspective	NOUN
bracis-33570	246	26	.	.	PUNCT
bracis-33570	247	1	curr	curr	PROPN
bracis-33570	247	2	.	.	PUNCT
bracis-33570	247	3	treatment	treatment	NOUN
bracis-33570	247	4	opt	opt	PROPN
bracis-33570	247	5	.	.	PUNCT
bracis-33570	248	1	gastroenterol	gastroenterol	NOUN
bracis-33570	248	2	.	.	PUNCT
bracis-33570	249	1	18	18	NUM
bracis-33570	249	2	,	,	PUNCT
bracis-33570	249	3	148–157	148–157	NUM
bracis-33570	249	4	(	(	PUNCT
bracis-33570	249	5	2020	2020	NUM
bracis-33570	249	6	)	)	PUNCT
bracis-33570	249	7	article	article	NOUN
bracis-33570	249	8	  	  	SPACE
bracis-33570	249	9	math	math	NOUN
bracis-33570	249	10	  	  	SPACE
bracis-33570	249	11	google	google	PROPN
bracis-33570	249	12	scholar	scholar	NOUN
bracis-33570	249	13	  	  	SPACE
bracis-33570	249	14	mmyolo	mmyolo	NOUN
bracis-33570	249	15	:	:	PUNCT
bracis-33570	249	16	yolov8	yolov8	NOUN
bracis-33570	249	17	by	by	ADP
bracis-33570	249	18	mmyolo	mmyolo	NOUN
bracis-33570	249	19	(	(	PUNCT
bracis-33570	249	20	2023	2023	NUM
bracis-33570	249	21	)	)	PUNCT
bracis-33570	249	22	.	.	PUNCT
bracis-33570	250	1	https://github.com/open-mmlab/mmyolo/tree/main/configs/yolov8	https://github.com/open-mmlab/mmyolo/tree/main/configs/yolov8	NOUN
bracis-33570	250	2	.	.	PUNCT
bracis-33570	250	3	accessed	access	VERB
bracis-33570	250	4	15	15	NUM
bracis-33570	250	5	mar	mar	PROPN
bracis-33570	250	6	2024	2024	NUM
bracis-33570	250	7	muruganantham	muruganantham	NOUN
bracis-33570	250	8	,	,	PUNCT
bracis-33570	250	9	p.	p.	PROPN
bracis-33570	250	10	,	,	PUNCT
bracis-33570	250	11	balakrishnan	balakrishnan	PROPN
bracis-33570	250	12	,	,	PUNCT
bracis-33570	250	13	s.m	s.m	PROPN
bracis-33570	250	14	.	.	PUNCT
bracis-33570	250	15	:	:	PUNCT
bracis-33570	251	1	attention	attention	NOUN
bracis-33570	251	2	aware	aware	ADJ
bracis-33570	251	3	deep	deep	ADJ
bracis-33570	251	4	learning	learning	NOUN
bracis-33570	251	5	model	model	NOUN
bracis-33570	251	6	for	for	ADP
bracis-33570	251	7	wireless	wireless	ADJ
bracis-33570	251	8	capsule	capsule	NOUN
bracis-33570	251	9	endoscopy	endoscopy	VERB
bracis-33570	251	10	lesion	lesion	NOUN
bracis-33570	251	11	classification	classification	NOUN
bracis-33570	251	12	and	and	CCONJ
bracis-33570	251	13	localization	localization	NOUN
bracis-33570	251	14	.	.	PUNCT
bracis-33570	252	1	j.	j.	PROPN
bracis-33570	252	2	med	med	PROPN
bracis-33570	252	3	.	.	PUNCT
bracis-33570	253	1	biol	biol	PROPN
bracis-33570	253	2	.	.	PUNCT
bracis-33570	254	1	eng	eng	PROPN
bracis-33570	254	2	.	.	PUNCT
bracis-33570	255	1	42(2	42(2	NUM
bracis-33570	255	2	)	)	PUNCT
bracis-33570	255	3	,	,	PUNCT
bracis-33570	256	1	157–168	157–168	NUM
bracis-33570	256	2	(	(	PUNCT
bracis-33570	256	3	2022	2022	NUM
bracis-33570	256	4	)	)	PUNCT
bracis-33570	256	5	article	article	NOUN
bracis-33570	256	6	  	  	SPACE
bracis-33570	256	7	google	google	PROPN
bracis-33570	256	8	scholar	scholar	NOUN
bracis-33570	256	9	  	  	SPACE
bracis-33570	256	10	oukdach	oukdach	NOUN
bracis-33570	256	11	,	,	PUNCT
bracis-33570	256	12	y.	y.	PROPN
bracis-33570	256	13	,	,	PUNCT
bracis-33570	256	14	kerkaou	kerkaou	PROPN
bracis-33570	256	15	,	,	PUNCT
bracis-33570	256	16	z.	z.	PROPN
bracis-33570	256	17	,	,	PUNCT
bracis-33570	256	18	el	el	PROPN
bracis-33570	256	19	 	 	SPACE
bracis-33570	256	20	ansari	ansari	ADJ
bracis-33570	256	21	,	,	PUNCT
bracis-33570	256	22	m.	m.	NOUN
bracis-33570	256	23	,	,	PUNCT
bracis-33570	256	24	koutti	koutti	PROPN
bracis-33570	256	25	,	,	PUNCT
bracis-33570	256	26	l.	l.	PROPN
bracis-33570	256	27	,	,	PUNCT
bracis-33570	256	28	fouad	fouad	PROPN
bracis-33570	256	29	el	el	PROPN
bracis-33570	256	30	 	 	SPACE
bracis-33570	256	31	ouafdi	ouafdi	ADJ
bracis-33570	256	32	,	,	PUNCT
bracis-33570	256	33	a.	a.	NOUN
bracis-33570	256	34	,	,	PUNCT
bracis-33570	256	35	de	de	NOUN
bracis-33570	256	36	 	 	SPACE
bracis-33570	256	37	lange	lange	NOUN
bracis-33570	256	38	,	,	PUNCT
bracis-33570	256	39	t.	t.	PROPN
bracis-33570	256	40	:	:	PUNCT
bracis-33570	256	41	vitca	vitca	NOUN
bracis-33570	256	42	-	-	PUNCT
bracis-33570	256	43	ndet	ndet	NOUN
bracis-33570	256	44	:	:	PUNCT
bracis-33570	256	45	a	a	DET
bracis-33570	256	46	framework	framework	NOUN
bracis-33570	256	47	for	for	ADP
bracis-33570	256	48	disease	disease	NOUN
bracis-33570	256	49	detection	detection	NOUN
bracis-33570	256	50	in	in	ADP
bracis-33570	256	51	video	video	NOUN
bracis-33570	256	52	capsule	capsule	NOUN
bracis-33570	256	53	endoscopy	endoscopy	VERB
bracis-33570	256	54	images	image	NOUN
bracis-33570	256	55	using	use	VERB
bracis-33570	256	56	a	a	DET
bracis-33570	256	57	vision	vision	NOUN
bracis-33570	256	58	transformer	transformer	NOUN
bracis-33570	256	59	and	and	CCONJ
bracis-33570	256	60	convolutional	convolutional	ADJ
bracis-33570	256	61	neural	neural	ADJ
bracis-33570	256	62	network	network	NOUN
bracis-33570	256	63	with	with	ADP
bracis-33570	256	64	a	a	DET
bracis-33570	256	65	specific	specific	ADJ
bracis-33570	256	66	attention	attention	NOUN
bracis-33570	256	67	mechanism	mechanism	NOUN
bracis-33570	256	68	.	.	PUNCT
bracis-33570	257	1	multimedia	multimedia	NOUN
bracis-33570	257	2	tools	tool	NOUN
bracis-33570	257	3	appl	appl	NOUN
bracis-33570	257	4	.	.	PUNCT
bracis-33570	258	1	1–20	1–20	PROPN
bracis-33570	258	2	(	(	PUNCT
bracis-33570	258	3	2024	2024	NUM
bracis-33570	258	4	)	)	PUNCT
bracis-33570	258	5	google	google	PROPN
bracis-33570	258	6	scholar	scholar	NOUN
bracis-33570	258	7	  	  	SPACE
bracis-33570	258	8	qureshi	qureshi	PROPN
bracis-33570	258	9	,	,	PUNCT
bracis-33570	258	10	r.	r.	PROPN
bracis-33570	258	11	,	,	PUNCT
bracis-33570	258	12	et	et	PROPN
bracis-33570	258	13	 	 	SPACE
bracis-33570	258	14	al	al	PROPN
bracis-33570	258	15	.	.	PROPN
bracis-33570	258	16	:	:	PUNCT
bracis-33570	259	1	a	a	DET
bracis-33570	259	2	comprehensive	comprehensive	ADJ
bracis-33570	259	3	systematic	systematic	ADJ
bracis-33570	259	4	review	review	NOUN
bracis-33570	259	5	of	of	ADP
bracis-33570	259	6	yolo	yolo	NOUN
bracis-33570	259	7	for	for	ADP
bracis-33570	259	8	medical	medical	ADJ
bracis-33570	259	9	object	object	NOUN
bracis-33570	259	10	detection	detection	NOUN
bracis-33570	259	11	(	(	PUNCT
bracis-33570	259	12	2018	2018	NUM
bracis-33570	259	13	to	to	ADP
bracis-33570	259	14	2023	2023	NUM
bracis-33570	259	15	)	)	PUNCT
bracis-33570	259	16	.	.	PUNCT
bracis-33570	260	1	authorea	authorea	PROPN
bracis-33570	260	2	preprints	preprint	NOUN
bracis-33570	260	3	(	(	PUNCT
bracis-33570	260	4	2023	2023	NUM
bracis-33570	260	5	)	)	PUNCT
bracis-33570	260	6	google	google	NOUN
bracis-33570	260	7	scholar	scholar	NOUN
bracis-33570	260	8	  	  	SPACE
bracis-33570	260	9	simonyan	simonyan	ADJ
bracis-33570	260	10	,	,	PUNCT
bracis-33570	260	11	k.	k.	PROPN
bracis-33570	260	12	,	,	PUNCT
bracis-33570	260	13	zisserman	zisserman	PROPN
bracis-33570	260	14	,	,	PUNCT
bracis-33570	260	15	a.	a.	NOUN
bracis-33570	260	16	:	:	PUNCT
bracis-33570	260	17	very	very	ADV
bracis-33570	260	18	deep	deep	ADJ
bracis-33570	260	19	convolutional	convolutional	ADJ
bracis-33570	260	20	networks	network	NOUN
bracis-33570	260	21	for	for	ADP
bracis-33570	260	22	large	large	ADJ
bracis-33570	260	23	-	-	PUNCT
bracis-33570	260	24	scale	scale	NOUN
bracis-33570	260	25	image	image	NOUN
bracis-33570	260	26	recognition	recognition	NOUN
bracis-33570	260	27	.	.	PUNCT
bracis-33570	261	1	arxiv	arxiv	PROPN
bracis-33570	261	2	preprint	preprint	PROPN
bracis-33570	261	3	arxiv:1409.1556	arxiv:1409.1556	NOUN
bracis-33570	261	4	(	(	PUNCT
bracis-33570	261	5	2014	2014	NUM
bracis-33570	261	6	)	)	PUNCT
bracis-33570	261	7	smedsrud	smedsrud	NOUN
bracis-33570	261	8	,	,	PUNCT
bracis-33570	261	9	p.h	p.h	PROPN
bracis-33570	261	10	.	.	PROPN
bracis-33570	261	11	,	,	PUNCT
bracis-33570	261	12	et	et	PROPN
bracis-33570	261	13	al	al	PROPN
bracis-33570	261	14	.	.	PROPN
bracis-33570	261	15	:	:	PUNCT
bracis-33570	262	1	kvasir	kvasir	NOUN
bracis-33570	262	2	-	-	PUNCT
bracis-33570	262	3	capsule	capsule	NOUN
bracis-33570	262	4	,	,	PUNCT
bracis-33570	262	5	a	a	DET
bracis-33570	262	6	video	video	NOUN
bracis-33570	262	7	capsule	capsule	NOUN
bracis-33570	262	8	endoscopy	endoscopy	VERB
bracis-33570	262	9	dataset	dataset	VERB
bracis-33570	262	10	.	.	PUNCT
bracis-33570	263	1	sci	sci	PROPN
bracis-33570	263	2	.	.	PROPN
bracis-33570	263	3	data	data	PROPN
bracis-33570	263	4	8(1	8(1	NOUN
bracis-33570	263	5	)	)	PUNCT
bracis-33570	263	6	,	,	PUNCT
bracis-33570	263	7	142	142	NUM
bracis-33570	263	8	(	(	PUNCT
bracis-33570	263	9	2021	2021	NUM
bracis-33570	263	10	)	)	PUNCT
bracis-33570	263	11	article	article	NOUN
bracis-33570	263	12	  	  	SPACE
bracis-33570	263	13	google	google	PROPN
bracis-33570	263	14	scholar	scholar	NOUN
bracis-33570	263	15	  	  	SPACE
bracis-33570	263	16	srivastava	srivastava	PROPN
bracis-33570	263	17	,	,	PUNCT
bracis-33570	263	18	a.	a.	NOUN
bracis-33570	263	19	,	,	PUNCT
bracis-33570	263	20	tomar	tomar	PROPN
bracis-33570	263	21	,	,	PUNCT
bracis-33570	263	22	n.k	n.k	PROPN
bracis-33570	263	23	.	.	PROPN
bracis-33570	263	24	,	,	PUNCT
bracis-33570	263	25	bagci	bagci	PROPN
bracis-33570	263	26	,	,	PUNCT
bracis-33570	263	27	u.	u.	PROPN
bracis-33570	263	28	,	,	PUNCT
bracis-33570	263	29	jha	jha	PROPN
bracis-33570	263	30	,	,	PUNCT
bracis-33570	263	31	d.	d.	PROPN
bracis-33570	263	32	:	:	PUNCT
bracis-33570	263	33	video	video	NOUN
bracis-33570	263	34	capsule	capsule	NOUN
bracis-33570	263	35	endoscopy	endoscopy	VERB
bracis-33570	263	36	classification	classification	NOUN
bracis-33570	263	37	using	use	VERB
bracis-33570	263	38	focal	focal	ADJ
bracis-33570	263	39	modulation	modulation	NOUN
bracis-33570	263	40	guided	guide	VERB
bracis-33570	263	41	convolutional	convolutional	ADJ
bracis-33570	263	42	neural	neural	ADJ
bracis-33570	263	43	network	network	NOUN
bracis-33570	263	44	.	.	PUNCT
bracis-33570	264	1	in	in	ADP
bracis-33570	264	2	:	:	PUNCT
bracis-33570	264	3	2022	2022	NUM
bracis-33570	264	4	ieee	ieee	NOUN
bracis-33570	264	5	35th	35th	ADJ
bracis-33570	264	6	international	international	ADJ
bracis-33570	264	7	symposium	symposium	NOUN
bracis-33570	264	8	on	on	ADP
bracis-33570	264	9	computer	computer	NOUN
bracis-33570	264	10	-	-	PUNCT
bracis-33570	264	11	based	base	VERB
bracis-33570	264	12	medical	medical	ADJ
bracis-33570	264	13	systems	system	NOUN
bracis-33570	264	14	(	(	PUNCT
bracis-33570	264	15	cbms	cbms	PROPN
bracis-33570	264	16	)	)	PUNCT
bracis-33570	264	17	,	,	PUNCT
bracis-33570	264	18	pp	pp	ADP
bracis-33570	264	19	.	.	PUNCT
bracis-33570	265	1	323–328	323–328	NUM
bracis-33570	265	2	.	.	PUNCT
bracis-33570	266	1	ieee	ieee	NOUN
bracis-33570	266	2	(	(	PUNCT
bracis-33570	266	3	2022	2022	NUM
bracis-33570	266	4	)	)	PUNCT
bracis-33570	266	5	google	google	PROPN
bracis-33570	266	6	scholar	scholar	NOUN
bracis-33570	266	7	  	  	SPACE
bracis-33570	266	8	szegedy	szegedy	PROPN
bracis-33570	266	9	,	,	PUNCT
bracis-33570	266	10	c.	c.	NOUN
bracis-33570	266	11	,	,	PUNCT
bracis-33570	266	12	vanhoucke	vanhoucke	PROPN
bracis-33570	266	13	,	,	PUNCT
bracis-33570	266	14	v.	v.	PROPN
bracis-33570	266	15	,	,	PUNCT
bracis-33570	266	16	ioffe	ioffe	PROPN
bracis-33570	266	17	,	,	PUNCT
bracis-33570	266	18	s.	s.	PROPN
bracis-33570	266	19	,	,	PUNCT
bracis-33570	266	20	shlens	shlens	PROPN
bracis-33570	266	21	,	,	PUNCT
bracis-33570	266	22	j.	j.	PROPN
bracis-33570	266	23	,	,	PUNCT
bracis-33570	266	24	wojna	wojna	NOUN
bracis-33570	266	25	,	,	PUNCT
bracis-33570	266	26	z.	z.	PROPN
bracis-33570	266	27	:	:	PUNCT
bracis-33570	266	28	rethinking	rethink	VERB
bracis-33570	266	29	the	the	DET
bracis-33570	266	30	inception	inception	ADJ
bracis-33570	266	31	architecture	architecture	NOUN
bracis-33570	266	32	for	for	ADP
bracis-33570	266	33	computer	computer	NOUN
bracis-33570	266	34	vision	vision	NOUN
bracis-33570	266	35	.	.	PUNCT
bracis-33570	267	1	in	in	ADP
bracis-33570	267	2	:	:	PUNCT
bracis-33570	267	3	proceedings	proceeding	NOUN
bracis-33570	267	4	of	of	ADP
bracis-33570	267	5	the	the	DET
bracis-33570	267	6	ieee	ieee	NOUN
bracis-33570	267	7	conference	conference	NOUN
bracis-33570	267	8	on	on	ADP
bracis-33570	267	9	computer	computer	NOUN
bracis-33570	267	10	vision	vision	NOUN
bracis-33570	267	11	and	and	CCONJ
bracis-33570	267	12	pattern	pattern	NOUN
bracis-33570	267	13	recognition	recognition	NOUN
bracis-33570	267	14	,	,	PUNCT
bracis-33570	267	15	pp	pp	ADP
bracis-33570	267	16	.	.	PUNCT
bracis-33570	268	1	2818–2826	2818–2826	NUM
bracis-33570	268	2	(	(	PUNCT
bracis-33570	268	3	2016	2016	NUM
bracis-33570	268	4	)	)	PUNCT
bracis-33570	268	5	google	google	PROPN
bracis-33570	268	6	scholar	scholar	NOUN
bracis-33570	268	7	  	  	SPACE
bracis-33570	268	8	tan	tan	PROPN
bracis-33570	268	9	,	,	PUNCT
bracis-33570	268	10	m.	m.	NOUN
bracis-33570	268	11	,	,	PUNCT
bracis-33570	268	12	le	le	X
bracis-33570	268	13	,	,	PUNCT
bracis-33570	268	14	q.	q.	PROPN
bracis-33570	268	15	:	:	PUNCT
bracis-33570	268	16	efficientnet	efficientnet	PROPN
bracis-33570	268	17	:	:	PUNCT
bracis-33570	268	18	rethinking	rethink	VERB
bracis-33570	268	19	model	model	NOUN
bracis-33570	268	20	scaling	scale	VERB
bracis-33570	268	21	for	for	ADP
bracis-33570	268	22	convolutional	convolutional	ADJ
bracis-33570	268	23	neural	neural	ADJ
bracis-33570	268	24	networks	network	NOUN
bracis-33570	268	25	.	.	PUNCT
bracis-33570	269	1	in	in	ADP
bracis-33570	269	2	:	:	PUNCT
bracis-33570	269	3	international	international	ADJ
bracis-33570	269	4	conference	conference	NOUN
bracis-33570	269	5	on	on	ADP
bracis-33570	269	6	machine	machine	NOUN
bracis-33570	269	7	learning	learning	NOUN
bracis-33570	269	8	,	,	PUNCT
bracis-33570	269	9	pp	pp	ADP
bracis-33570	269	10	.	.	PUNCT
bracis-33570	269	11	6105–6114	6105–6114	NOUN
bracis-33570	269	12	.	.	PUNCT
bracis-33570	270	1	pmlr	pmlr	NOUN
bracis-33570	270	2	(	(	PUNCT
bracis-33570	270	3	2019	2019	NUM
bracis-33570	270	4	)	)	PUNCT
bracis-33570	270	5	google	google	PROPN
bracis-33570	270	6	scholar	scholar	NOUN
bracis-33570	270	7	  	  	SPACE
bracis-33570	270	8	tan	tan	PROPN
bracis-33570	270	9	,	,	PUNCT
bracis-33570	270	10	m.	m.	NOUN
bracis-33570	270	11	,	,	PUNCT
bracis-33570	270	12	le	le	X
bracis-33570	270	13	,	,	PUNCT
bracis-33570	270	14	q.	q.	PROPN
bracis-33570	270	15	:	:	PUNCT
bracis-33570	270	16	efficientnetv2	efficientnetv2	PROPN
bracis-33570	270	17	:	:	PUNCT
bracis-33570	270	18	smaller	small	ADJ
bracis-33570	270	19	models	model	NOUN
bracis-33570	270	20	and	and	CCONJ
bracis-33570	270	21	faster	fast	ADJ
bracis-33570	270	22	training	training	NOUN
bracis-33570	270	23	.	.	PUNCT
bracis-33570	271	1	in	in	ADP
bracis-33570	271	2	:	:	PUNCT
bracis-33570	271	3	international	international	ADJ
bracis-33570	271	4	conference	conference	NOUN
bracis-33570	271	5	on	on	ADP
bracis-33570	271	6	machine	machine	NOUN
bracis-33570	271	7	learning	learning	NOUN
bracis-33570	271	8	,	,	PUNCT
bracis-33570	271	9	pp	pp	ADJ
bracis-33570	271	10	.	.	PUNCT
bracis-33570	271	11	10096–10106	10096–10106	NUM
bracis-33570	271	12	.	.	PUNCT
bracis-33570	272	1	pmlr	pmlr	NOUN
bracis-33570	272	2	(	(	PUNCT
bracis-33570	272	3	2021	2021	NUM
bracis-33570	272	4	)	)	PUNCT
bracis-33570	272	5	google	google	PROPN
bracis-33570	272	6	scholar	scholar	NOUN
bracis-33570	272	7	  	  	SPACE
bracis-33570	272	8	valentim	valentim	NOUN
bracis-33570	272	9	,	,	PUNCT
bracis-33570	272	10	n.a	n.a	PROPN
bracis-33570	272	11	.	.	PROPN
bracis-33570	272	12	,	,	PUNCT
bracis-33570	272	13	dorça	dorça	PROPN
bracis-33570	272	14	,	,	PUNCT
bracis-33570	272	15	f.a	f.a	PROPN
bracis-33570	272	16	.	.	PROPN
bracis-33570	272	17	,	,	PUNCT
bracis-33570	272	18	asnis	asnis	PROPN
bracis-33570	272	19	,	,	PUNCT
bracis-33570	272	20	v.p	v.p	PROPN
bracis-33570	272	21	.	.	PROPN
bracis-33570	272	22	,	,	PUNCT
bracis-33570	272	23	elias	elias	PROPN
bracis-33570	272	24	,	,	PUNCT
bracis-33570	272	25	n.c	n.c	PROPN
bracis-33570	272	26	.	.	PROPN
bracis-33570	272	27	:	:	PUNCT
bracis-33570	273	1	the	the	DET
bracis-33570	273	2	artificial	artificial	ADJ
bracis-33570	273	3	intelligence	intelligence	NOUN
bracis-33570	273	4	as	as	ADP
bracis-33570	273	5	a	a	DET
bracis-33570	273	6	technological	technological	ADJ
bracis-33570	273	7	resource	resource	NOUN
bracis-33570	273	8	in	in	ADP
bracis-33570	273	9	the	the	DET
bracis-33570	273	10	application	application	NOUN
bracis-33570	273	11	of	of	ADP
bracis-33570	273	12	tasks	task	NOUN
bracis-33570	273	13	for	for	ADP
bracis-33570	273	14	the	the	DET
bracis-33570	273	15	development	development	NOUN
bracis-33570	273	16	of	of	ADP
bracis-33570	273	17	joint	joint	ADJ
bracis-33570	273	18	attention	attention	NOUN
bracis-33570	273	19	in	in	ADP
bracis-33570	273	20	children	child	NOUN
bracis-33570	273	21	with	with	ADP
bracis-33570	273	22	autism	autism	NOUN
bracis-33570	273	23	.	.	PUNCT
bracis-33570	274	1	in	in	ADP
bracis-33570	274	2	:	:	PUNCT
bracis-33570	274	3	brazilian	brazilian	ADJ
bracis-33570	274	4	conference	conference	NOUN
bracis-33570	274	5	on	on	ADP
bracis-33570	274	6	intelligent	intelligent	ADJ
bracis-33570	274	7	systems	system	NOUN
bracis-33570	274	8	,	,	PUNCT
bracis-33570	274	9	pp	pp	ADV
bracis-33570	274	10	.	.	PUNCT
bracis-33570	275	1	306–320	306–320	NUM
bracis-33570	275	2	.	.	PUNCT
bracis-33570	276	1	springer	springer	NOUN
bracis-33570	276	2	(	(	PUNCT
bracis-33570	276	3	2023	2023	NUM
bracis-33570	276	4	)	)	PUNCT
bracis-33570	276	5	google	google	NOUN
bracis-33570	276	6	scholar	scholar	NOUN
bracis-33570	276	7	  	  	SPACE
bracis-33570	276	8	world	world	NOUN
bracis-33570	276	9	health	health	NOUN
bracis-33570	276	10	organization	organization	NOUN
bracis-33570	276	11	:	:	PUNCT
bracis-33570	276	12	the	the	DET
bracis-33570	276	13	global	global	ADJ
bracis-33570	276	14	cancer	cancer	NOUN
bracis-33570	276	15	observatory	observatory	NOUN
bracis-33570	276	16	(	(	PUNCT
bracis-33570	276	17	2024	2024	NUM
bracis-33570	276	18	)	)	PUNCT
bracis-33570	276	19	.	.	PUNCT
bracis-33570	277	1	https://gco.iarc.fr/en	https://gco.iarc.fr/en	NOUN
bracis-33570	277	2	.	.	PROPN
bracis-33570	277	3	accessed	access	VERB
bracis-33570	277	4	15	15	NUM
bracis-33570	277	5	mar	mar	PROPN
bracis-33570	277	6	2024	2024	NUM
bracis-33570	277	7	xu	xu	PROPN
bracis-33570	277	8	,	,	PUNCT
bracis-33570	277	9	z.	z.	PROPN
bracis-33570	277	10	,	,	PUNCT
bracis-33570	277	11	et	et	PROPN
bracis-33570	277	12	al	al	PROPN
bracis-33570	277	13	.	.	PUNCT
bracis-33570	277	14	:	:	PUNCT
bracis-33570	278	1	upper	upper	ADJ
bracis-33570	278	2	gastrointestinal	gastrointestinal	ADJ
bracis-33570	278	3	anatomy	anatomy	NOUN
bracis-33570	278	4	detection	detection	NOUN
bracis-33570	278	5	with	with	ADP
bracis-33570	278	6	multi	multi	ADJ
bracis-33570	278	7	-	-	ADJ
bracis-33570	278	8	task	task	ADJ
bracis-33570	278	9	convolutional	convolutional	ADJ
bracis-33570	278	10	neural	neural	ADJ
bracis-33570	278	11	networks	network	NOUN
bracis-33570	278	12	.	.	PUNCT
bracis-33570	279	1	healthcare	healthcare	PROPN
bracis-33570	279	2	technol	technol	PROPN
bracis-33570	279	3	.	.	PUNCT
bracis-33570	280	1	lett	lett	PROPN
bracis-33570	280	2	.	.	PUNCT
bracis-33570	281	1	6(6	6(6	NUM
bracis-33570	281	2	)	)	PUNCT
bracis-33570	281	3	,	,	PUNCT
bracis-33570	281	4	176–180	176–180	NUM
bracis-33570	281	5	(	(	PUNCT
bracis-33570	281	6	2019	2019	NUM
bracis-33570	281	7	)	)	PUNCT
bracis-33570	281	8	article	article	NOUN
bracis-33570	281	9	  	  	SPACE
bracis-33570	281	10	math	math	NOUN
bracis-33570	281	11	  	  	SPACE
bracis-33570	281	12	google	google	PROPN
bracis-33570	281	13	scholar	scholar	NOUN
bracis-33570	281	14	  	  	SPACE
bracis-33570	281	15	download	download	NOUN
bracis-33570	281	16	references	reference	NOUN
bracis-33570	281	17	acknowledgments	acknowledgment	NOUN
bracis-33570	281	18	the	the	DET
bracis-33570	281	19	authors	author	NOUN
bracis-33570	281	20	acknowledge	acknowledge	VERB
bracis-33570	281	21	the	the	DET
bracis-33570	281	22	coordenação	coordenação	NOUN
bracis-33570	281	23	de	de	PROPN
bracis-33570	281	24	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-33570	281	25	de	de	X
bracis-33570	281	26	pessoal	pessoal	PROPN
bracis-33570	281	27	de	de	PROPN
bracis-33570	281	28	nível	nível	PROPN
bracis-33570	281	29	superior	superior	ADJ
bracis-33570	281	30	(	(	PUNCT
bracis-33570	281	31	capes	cape	NOUN
bracis-33570	281	32	)	)	PUNCT
bracis-33570	281	33	,	,	PUNCT
bracis-33570	281	34	brazil	brazil	PROPN
bracis-33570	281	35	finance	finance	PROPN
bracis-33570	281	36	code	code	PROPN
bracis-33570	281	37	001	001	NOUN
bracis-33570	281	38	,	,	PUNCT
bracis-33570	281	39	conselho	conselho	NOUN
bracis-33570	281	40	nacional	nacional	PROPN
bracis-33570	281	41	de	de	X
bracis-33570	281	42	desenvolvimento	desenvolvimento	PROPN
bracis-33570	281	43	científico	científico	PROPN
bracis-33570	281	44	e	e	NOUN
bracis-33570	281	45	tecnológico	tecnológico	PROPN
bracis-33570	281	46	(	(	PUNCT
bracis-33570	281	47	cnpq	cnpq	NOUN
bracis-33570	281	48	)	)	PUNCT
bracis-33570	281	49	,	,	PUNCT
bracis-33570	281	50	brazil	brazil	PROPN
bracis-33570	281	51	,	,	PUNCT
bracis-33570	281	52	and	and	CCONJ
bracis-33570	281	53	fundação	fundação	PROPN
bracis-33570	281	54	de	de	X
bracis-33570	281	55	amparo	amparo	PROPN
bracis-33570	281	56	à	à	PROPN
bracis-33570	281	57	pesquisa	pesquisa	PROPN
bracis-33570	281	58	desenvolvimento	desenvolvimento	PROPN
bracis-33570	281	59	científico	científico	PROPN
bracis-33570	281	60	 	 	SPACE
bracis-33570	281	61	e	e	NOUN
bracis-33570	281	62	tecnológico	tecnológico	NOUN
bracis-33570	281	63	do	do	VERB
bracis-33570	281	64	maranhão	maranhão	NOUN
bracis-33570	281	65	(	(	PUNCT
bracis-33570	281	66	fapema	fapema	NOUN
bracis-33570	281	67	)	)	PUNCT
bracis-33570	281	68	(	(	PUNCT
bracis-33570	281	69	brazil	brazil	PROPN
bracis-33570	281	70	)	)	PUNCT
bracis-33570	281	71	,	,	PUNCT
bracis-33570	281	72	empresa	empresa	PROPN
bracis-33570	281	73	brasileira	brasileira	PROPN
bracis-33570	281	74	de	de	PROPN
bracis-33570	281	75	serviços	serviços	PROPN
bracis-33570	281	76	hospitalares	hospitalares	PROPN
bracis-33570	281	77	(	(	PUNCT
bracis-33570	281	78	ebserh	ebserh	NOUN
bracis-33570	281	79	)	)	PUNCT
bracis-33570	281	80	brazil	brazil	PROPN
bracis-33570	281	81	(	(	PUNCT
bracis-33570	281	82	grant	grant	NOUN
bracis-33570	281	83	number	number	NOUN
bracis-33570	281	84	409593/2021	409593/2021	NUM
bracis-33570	281	85	-	-	SYM
bracis-33570	281	86	4	4	NUM
bracis-33570	281	87	)	)	PUNCT
bracis-33570	281	88	for	for	ADP
bracis-33570	281	89	the	the	DET
bracis-33570	281	90	financial	financial	ADJ
bracis-33570	281	91	support	support	NOUN
bracis-33570	281	92	.	.	PUNCT
bracis-33570	282	1	author	author	NOUN
bracis-33570	282	2	information	information	NOUN
bracis-33570	282	3	authors	author	NOUN
bracis-33570	282	4	and	and	CCONJ
bracis-33570	282	5	affiliations	affiliation	NOUN
bracis-33570	282	6	núcleo	núcleo	X
bracis-33570	282	7	de	de	X
bracis-33570	282	8	computação	computação	PROPN
bracis-33570	282	9	aplicada	aplicada	PROPN
bracis-33570	282	10	,	,	PUNCT
bracis-33570	282	11	universidade	universidade	PROPN
bracis-33570	282	12	federal	federal	PROPN
bracis-33570	282	13	do	do	AUX
bracis-33570	282	14	maranhão	maranhão	PROPN
bracis-33570	282	15	(	(	PUNCT
bracis-33570	282	16	ufma	ufma	NOUN
bracis-33570	282	17	)	)	PUNCT
bracis-33570	282	18	,	,	PUNCT
bracis-33570	282	19	caixa	caixa	NOUN
bracis-33570	282	20	postal	postal	PROPN
bracis-33570	282	21	,	,	PUNCT
bracis-33570	282	22	são	são	PROPN
bracis-33570	282	23	luís	luís	PROPN
bracis-33570	282	24	,	,	PUNCT
bracis-33570	282	25	ma	ma	PROPN
bracis-33570	282	26	,	,	PUNCT
bracis-33570	282	27	65.085	65.085	NUM
bracis-33570	282	28	-	-	SYM
bracis-33570	282	29	580	580	NUM
bracis-33570	282	30	,	,	PUNCT
bracis-33570	282	31	brazil	brazil	PROPN
bracis-33570	282	32	anderson	anderson	PROPN
bracis-33570	282	33	lopes	lopes	PROPN
bracis-33570	282	34	silva	silva	PROPN
bracis-33570	282	35	,	,	PUNCT
bracis-33570	282	36	 	 	SPACE
bracis-33570	282	37	hellen	hellen	VERB
bracis-33570	282	38	guterres	guterre	NOUN
bracis-33570	282	39	frança	frança	PROPN
bracis-33570	282	40	,	,	PUNCT
bracis-33570	282	41	 	 	SPACE
bracis-33570	282	42	carlos	carlos	PROPN
bracis-33570	282	43	mendes	mendes	PROPN
bracis-33570	282	44	dos	do	VERB
bracis-33570	282	45	santos	santos	PROPN
bracis-33570	282	46	neto	neto	PROPN
bracis-33570	282	47	,	,	PUNCT
bracis-33570	282	48	 	 	SPACE
bracis-33570	282	49	alexandre	alexandre	PROPN
bracis-33570	282	50	césar	césar	PROPN
bracis-33570	282	51	pinto	pinto	NOUN
bracis-33570	282	52	pessoa	pessoa	PROPN
bracis-33570	282	53	,	,	PUNCT
bracis-33570	282	54	 	 	SPACE
bracis-33570	282	55	darlan	darlan	PROPN
bracis-33570	282	56	bruno	bruno	PROPN
bracis-33570	282	57	pontes	pontes	PROPN
bracis-33570	282	58	quintanilha	quintanilha	NOUN
bracis-33570	282	59	,	,	PUNCT
bracis-33570	282	60	 	 	SPACE
bracis-33570	282	61	aristófanes	aristófane	VERB
bracis-33570	282	62	corrêa	corrêa	PROPN
bracis-33570	282	63	silva	silva	PROPN
bracis-33570	282	64	 	 	SPACE
bracis-33570	282	65	&	&	CCONJ
bracis-33570	282	66	 	 	SPACE
bracis-33570	282	67	anselmo	anselmo	VERB
bracis-33570	282	68	cardoso	cardoso	PROPN
bracis-33570	282	69	de	de	PROPN
bracis-33570	282	70	paiva	paiva	PROPN
bracis-33570	282	71	authors	author	NOUN
bracis-33570	282	72	anderson	anderson	PROPN
bracis-33570	282	73	lopes	lopes	PROPN
bracis-33570	282	74	silvaview	silvaview	PROPN
bracis-33570	282	75	author	author	NOUN
bracis-33570	282	76	publications	publication	NOUN
bracis-33570	282	77	search	search	NOUN
bracis-33570	282	78	author	author	NOUN
bracis-33570	282	79	on	on	ADP
bracis-33570	282	80	:	:	PUNCT
bracis-33570	282	81	pubmed	pubmed	PROPN
bracis-33570	282	82	 	 	SPACE
bracis-33570	282	83	google	google	PROPN
bracis-33570	282	84	scholar	scholar	NOUN
bracis-33570	282	85	hellen	hellen	VERB
bracis-33570	282	86	guterres	guterre	NOUN
bracis-33570	282	87	françaview	françaview	VERB
bracis-33570	282	88	author	author	NOUN
bracis-33570	282	89	publications	publication	NOUN
bracis-33570	282	90	search	search	NOUN
bracis-33570	282	91	author	author	NOUN
bracis-33570	282	92	on	on	ADP
bracis-33570	282	93	:	:	PUNCT
bracis-33570	282	94	pubmed	pubmed	PROPN
bracis-33570	282	95	 	 	SPACE
bracis-33570	282	96	google	google	PROPN
bracis-33570	282	97	scholar	scholar	PROPN
bracis-33570	282	98	carlos	carlos	PROPN
bracis-33570	282	99	mendes	mendes	PROPN
bracis-33570	282	100	dos	do	VERB
bracis-33570	282	101	santos	santos	PROPN
bracis-33570	282	102	netoview	netoview	PROPN
bracis-33570	282	103	author	author	NOUN
bracis-33570	282	104	publications	publication	NOUN
bracis-33570	282	105	search	search	NOUN
bracis-33570	282	106	author	author	NOUN
bracis-33570	282	107	on	on	ADP
bracis-33570	282	108	:	:	PUNCT
bracis-33570	282	109	pubmed	pubmed	PROPN
bracis-33570	282	110	 	 	SPACE
bracis-33570	282	111	google	google	PROPN
bracis-33570	282	112	scholar	scholar	PROPN
bracis-33570	282	113	alexandre	alexandre	PROPN
bracis-33570	282	114	césar	césar	PROPN
bracis-33570	282	115	pinto	pinto	PROPN
bracis-33570	282	116	pessoaview	pessoaview	PROPN
bracis-33570	282	117	author	author	NOUN
bracis-33570	282	118	publications	publication	NOUN
bracis-33570	282	119	search	search	NOUN
bracis-33570	282	120	author	author	NOUN
bracis-33570	282	121	on	on	ADP
bracis-33570	282	122	:	:	PUNCT
bracis-33570	282	123	pubmed	pubmed	PROPN
bracis-33570	282	124	 	 	SPACE
bracis-33570	282	125	google	google	PROPN
bracis-33570	282	126	scholar	scholar	NOUN
bracis-33570	282	127	darlan	darlan	PROPN
bracis-33570	282	128	bruno	bruno	PROPN
bracis-33570	282	129	pontes	pontes	PROPN
bracis-33570	282	130	quintanilhaview	quintanilhaview	PROPN
bracis-33570	282	131	author	author	NOUN
bracis-33570	282	132	publications	publication	VERB
bracis-33570	282	133	search	search	NOUN
bracis-33570	282	134	author	author	NOUN
bracis-33570	282	135	on	on	ADP
bracis-33570	282	136	:	:	PUNCT
bracis-33570	282	137	pubmed	pubmed	PROPN
bracis-33570	282	138	 	 	SPACE
bracis-33570	282	139	google	google	PROPN
bracis-33570	282	140	scholar	scholar	PROPN
bracis-33570	282	141	aristófanes	aristófanes	PROPN
bracis-33570	282	142	corrêa	corrêa	PROPN
bracis-33570	282	143	silvaview	silvaview	PROPN
bracis-33570	282	144	author	author	NOUN
bracis-33570	282	145	publications	publication	NOUN
bracis-33570	282	146	search	search	NOUN
bracis-33570	282	147	author	author	NOUN
bracis-33570	282	148	on	on	ADP
bracis-33570	282	149	:	:	PUNCT
bracis-33570	282	150	pubmed	pubmed	PROPN
bracis-33570	282	151	 	 	SPACE
bracis-33570	282	152	google	google	PROPN
bracis-33570	282	153	scholar	scholar	NOUN
bracis-33570	282	154	anselmo	anselmo	VERB
bracis-33570	282	155	cardoso	cardoso	PROPN
bracis-33570	282	156	de	de	ADP
bracis-33570	282	157	paivaview	paivaview	NOUN
bracis-33570	282	158	author	author	NOUN
bracis-33570	282	159	publications	publication	NOUN
bracis-33570	282	160	search	search	NOUN
bracis-33570	282	161	author	author	NOUN
bracis-33570	282	162	on	on	ADP
bracis-33570	282	163	:	:	PUNCT
bracis-33570	282	164	pubmed	pubmed	PROPN
bracis-33570	282	165	 	 	SPACE
bracis-33570	282	166	google	google	PROPN
bracis-33570	282	167	scholar	scholar	NOUN
bracis-33570	282	168	corresponding	correspond	VERB
bracis-33570	282	169	author	author	NOUN
bracis-33570	282	170	correspondence	correspondence	NOUN
bracis-33570	282	171	to	to	ADP
bracis-33570	282	172	anderson	anderson	PROPN
bracis-33570	282	173	lopes	lopes	PROPN
bracis-33570	282	174	silva	silva	PROPN
bracis-33570	282	175	.	.	PUNCT
bracis-33570	283	1	editor	editor	NOUN
bracis-33570	283	2	information	information	NOUN
bracis-33570	283	3	editors	editor	NOUN
bracis-33570	283	4	and	and	CCONJ
bracis-33570	283	5	affiliations	affiliation	NOUN
bracis-33570	283	6	universidade	universidade	VERB
bracis-33570	283	7	federal	federal	PROPN
bracis-33570	283	8	fluminense	fluminense	PROPN
bracis-33570	283	9	,	,	PUNCT
bracis-33570	283	10	niterói	niterói	PROPN
bracis-33570	283	11	,	,	PUNCT
bracis-33570	283	12	brazil	brazil	PROPN
bracis-33570	283	13	aline	aline	PROPN
bracis-33570	283	14	paes	paes	PROPN
bracis-33570	283	15	instituto	instituto	PROPN
bracis-33570	283	16	tecnológico	tecnológico	PROPN
bracis-33570	283	17	de	de	PROPN
bracis-33570	283	18	aeronáutica	aeronáutica	PROPN
bracis-33570	283	19	,	,	PUNCT
bracis-33570	283	20	são	são	PROPN
bracis-33570	283	21	josé	josé	PROPN
bracis-33570	283	22	dos	dos	PROPN
bracis-33570	283	23	campos	campos	PROPN
bracis-33570	283	24	,	,	PUNCT
bracis-33570	283	25	brazil	brazil	PROPN
bracis-33570	283	26	filipe	filipe	PROPN
bracis-33570	283	27	a.	a.	PROPN
bracis-33570	283	28	n.	n.	PROPN
bracis-33570	283	29	verri	verri	PROPN
bracis-33570	283	30	rights	right	NOUN
bracis-33570	283	31	and	and	CCONJ
bracis-33570	283	32	permissions	permission	NOUN
bracis-33570	283	33	reprints	reprint	NOUN
bracis-33570	283	34	and	and	CCONJ
bracis-33570	283	35	permissions	permission	VERB
bracis-33570	283	36	copyright	copyright	NOUN
bracis-33570	283	37	information	information	NOUN
bracis-33570	283	38	©	©	ADP
bracis-33570	283	39	2025	2025	NUM
bracis-33570	283	40	the	the	DET
bracis-33570	283	41	author(s	author(s	NOUN
bracis-33570	283	42	)	)	PUNCT
bracis-33570	283	43	,	,	PUNCT
bracis-33570	283	44	under	under	ADP
bracis-33570	283	45	exclusive	exclusive	ADJ
bracis-33570	283	46	license	license	NOUN
bracis-33570	283	47	to	to	ADP
bracis-33570	283	48	springer	springer	NOUN
bracis-33570	283	49	nature	nature	PROPN
bracis-33570	283	50	switzerland	switzerland	PROPN
bracis-33570	283	51	ag	ag	PROPN
bracis-33570	283	52	about	about	ADP
bracis-33570	283	53	this	this	DET
bracis-33570	283	54	paper	paper	NOUN
bracis-33570	283	55	cite	cite	VERB
bracis-33570	283	56	this	this	DET
bracis-33570	283	57	paper	paper	NOUN
bracis-33570	283	58	silva	silva	NOUN
bracis-33570	283	59	,	,	PUNCT
bracis-33570	283	60	a.l	a.l	PROPN
bracis-33570	283	61	.	.	PROPN
bracis-33570	283	62	et	et	PROPN
bracis-33570	283	63	al	al	PROPN
bracis-33570	283	64	.	.	PROPN
bracis-33570	284	1	(	(	PUNCT
bracis-33570	284	2	2025	2025	NUM
bracis-33570	284	3	)	)	PUNCT
bracis-33570	284	4	.	.	PUNCT
bracis-33570	285	1	detection	detection	NOUN
bracis-33570	285	2	of	of	ADP
bracis-33570	285	3	 	 	SPACE
bracis-33570	285	4	pathological	pathological	ADJ
bracis-33570	285	5	regions	region	NOUN
bracis-33570	285	6	of	of	ADP
bracis-33570	285	7	 	 	SPACE
bracis-33570	285	8	the	the	DET
bracis-33570	285	9	 	 	SPACE
bracis-33570	285	10	gastrointestinal	gastrointestinal	ADJ
bracis-33570	285	11	tract	tract	NOUN
bracis-33570	285	12	in	in	ADP
bracis-33570	285	13	 	 	SPACE
bracis-33570	285	14	capsule	capsule	NOUN
bracis-33570	285	15	images	image	NOUN
bracis-33570	285	16	using	use	VERB
bracis-33570	285	17	efficientnetv2	efficientnetv2	PROPN
bracis-33570	286	1	and	and	CCONJ
bracis-33570	286	2	 	 	SPACE
bracis-33570	286	3	yolov8	yolov8	NOUN
bracis-33570	286	4	.	.	PUNCT
bracis-33570	287	1	in	in	ADP
bracis-33570	287	2	:	:	PUNCT
bracis-33570	287	3	paes	paes	PROPN
bracis-33570	287	4	,	,	PUNCT
bracis-33570	287	5	a.	a.	PROPN
bracis-33570	287	6	,	,	PUNCT
bracis-33570	287	7	verri	verri	NOUN
bracis-33570	287	8	,	,	PUNCT
bracis-33570	287	9	f.a.n	f.a.n	ADJ
bracis-33570	287	10	.	.	PUNCT
bracis-33570	287	11	(	(	PUNCT
bracis-33570	287	12	eds	ed	NOUN
bracis-33570	287	13	)	)	PUNCT
bracis-33570	287	14	intelligent	intelligent	ADJ
bracis-33570	287	15	systems	system	NOUN
bracis-33570	287	16	.	.	PUNCT
bracis-33570	287	17	bracis	bracis	PROPN
bracis-33570	287	18	2024	2024	NUM
bracis-33570	287	19	.	.	PUNCT
bracis-33570	288	1	lecture	lecture	NOUN
bracis-33570	288	2	notes	note	NOUN
bracis-33570	288	3	in	in	ADP
bracis-33570	288	4	computer	computer	NOUN
bracis-33570	288	5	science	science	NOUN
bracis-33570	288	6	(	(	PUNCT
bracis-33570	288	7	)	)	PUNCT
bracis-33570	288	8	,	,	PUNCT
bracis-33570	288	9	vol	vol	NOUN
bracis-33570	288	10	15412	15412	NUM
bracis-33570	288	11	.	.	PUNCT
bracis-33570	289	1	springer	springer	NOUN
bracis-33570	289	2	,	,	PUNCT
bracis-33570	289	3	cham	cham	PROPN
bracis-33570	289	4	.	.	PUNCT
bracis-33570	290	1	https://doi.org/10.1007/978-3-031-79029-4_23	https://doi.org/10.1007/978-3-031-79029-4_23	PROPN
bracis-33570	290	2	download	download	NOUN
bracis-33570	290	3	citation	citation	NOUN
bracis-33570	290	4	.ris	.ris	PUNCT
bracis-33570	291	1	.enw	.enw	PROPN
bracis-33570	291	2	.bib	.bib	PUNCT
bracis-33570	292	1	doi	doi	PROPN
bracis-33570	292	2	:	:	PUNCT
bracis-33570	292	3	https://doi.org/10.1007/978-3-031-79029-4_23	https://doi.org/10.1007/978-3-031-79029-4_23	PROPN
bracis-33570	292	4	published	publish	VERB
bracis-33570	292	5	:	:	PUNCT
bracis-33570	292	6	30	30	NUM
bracis-33570	292	7	january	january	PROPN
bracis-33570	292	8	2025	2025	NUM
bracis-33570	292	9	publisher	publisher	NOUN
bracis-33570	292	10	name	name	NOUN
bracis-33570	292	11	:	:	PUNCT
bracis-33570	292	12	springer	springer	NOUN
bracis-33570	292	13	,	,	PUNCT
bracis-33570	292	14	cham	cham	PROPN
bracis-33570	292	15	print	print	PROPN
bracis-33570	292	16	isbn	isbn	PROPN
bracis-33570	292	17	:	:	PUNCT
bracis-33570	292	18	978	978	NUM
bracis-33570	292	19	-	-	SYM
bracis-33570	292	20	3	3	NUM
bracis-33570	292	21	-	-	PUNCT
bracis-33570	292	22	031	031	NUM
bracis-33570	292	23	-	-	PUNCT
bracis-33570	292	24	79028	79028	NUM
bracis-33570	292	25	-	-	SYM
bracis-33570	292	26	7	7	NUM
bracis-33570	292	27	online	online	ADJ
bracis-33570	292	28	isbn	isbn	NOUN
bracis-33570	292	29	:	:	PUNCT
bracis-33570	292	30	978	978	NUM
bracis-33570	292	31	-	-	SYM
bracis-33570	292	32	3	3	NUM
bracis-33570	292	33	-	-	PUNCT
bracis-33570	292	34	031	031	NUM
bracis-33570	292	35	-	-	PUNCT
bracis-33570	292	36	79029	79029	NUM
bracis-33570	292	37	-	-	SYM
bracis-33570	292	38	4	4	NUM
bracis-33570	292	39	ebook	ebook	NOUN
bracis-33570	292	40	packages	package	NOUN
bracis-33570	292	41	:	:	PUNCT
bracis-33570	292	42	computer	computer	NOUN
bracis-33570	292	43	sciencecomputer	sciencecomputer	NOUN
bracis-33570	292	44	science	science	NOUN
bracis-33570	292	45	(	(	PUNCT
bracis-33570	292	46	r0	r0	NOUN
bracis-33570	292	47	)	)	PUNCT
bracis-33570	292	48	share	share	VERB
bracis-33570	292	49	this	this	DET
bracis-33570	292	50	paper	paper	NOUN
bracis-33570	292	51	anyone	anyone	PRON
bracis-33570	292	52	you	you	PRON
bracis-33570	292	53	share	share	VERB
bracis-33570	292	54	the	the	DET
bracis-33570	292	55	following	follow	VERB
bracis-33570	292	56	link	link	NOUN
bracis-33570	292	57	with	with	ADP
bracis-33570	292	58	will	will	AUX
bracis-33570	292	59	be	be	AUX
bracis-33570	292	60	able	able	ADJ
bracis-33570	292	61	to	to	PART
bracis-33570	292	62	read	read	VERB
bracis-33570	292	63	this	this	DET
bracis-33570	292	64	content	content	NOUN
bracis-33570	292	65	:	:	PUNCT
bracis-33570	292	66	get	get	VERB
bracis-33570	292	67	shareable	shareable	ADJ
bracis-33570	292	68	linksorry	linksorry	NOUN
bracis-33570	292	69	,	,	PUNCT
bracis-33570	292	70	a	a	DET
bracis-33570	292	71	shareable	shareable	ADJ
bracis-33570	292	72	link	link	NOUN
bracis-33570	292	73	is	be	AUX
bracis-33570	292	74	not	not	PART
bracis-33570	292	75	currently	currently	ADV
bracis-33570	292	76	available	available	ADJ
bracis-33570	292	77	for	for	ADP
bracis-33570	292	78	this	this	DET
bracis-33570	292	79	article	article	NOUN
bracis-33570	292	80	.	.	PUNCT
bracis-33570	293	1	copy	copy	VERB
bracis-33570	293	2	shareable	shareable	ADJ
bracis-33570	293	3	link	link	NOUN
bracis-33570	293	4	to	to	PART
bracis-33570	293	5	clipboard	clipboard	NOUN
bracis-33570	293	6	provided	provide	VERB
bracis-33570	293	7	by	by	ADP
bracis-33570	293	8	the	the	DET
bracis-33570	293	9	springer	springer	NOUN
bracis-33570	293	10	nature	nature	PROPN
bracis-33570	293	11	sharedit	sharedit	PROPN
bracis-33570	293	12	content	content	NOUN
bracis-33570	293	13	-	-	PUNCT
bracis-33570	293	14	sharing	share	VERB
bracis-33570	293	15	initiative	initiative	NOUN
bracis-33570	293	16	keywords	keyword	NOUN
bracis-33570	293	17	wireless	wireless	ADJ
bracis-33570	293	18	capsule	capsule	NOUN
bracis-33570	293	19	endoscopy	endoscopy	VERB
bracis-33570	293	20	efficientnet	efficientnet	ADJ
bracis-33570	293	21	yolo	yolo	ADJ
bracis-33570	293	22	detection	detection	NOUN
bracis-33570	293	23	of	of	ADP
bracis-33570	293	24	gastrointestinal	gastrointestinal	ADJ
bracis-33570	293	25	diseases	disease	NOUN
bracis-33570	293	26	publish	publish	VERB
bracis-33570	293	27	with	with	ADP
bracis-33570	293	28	us	us	PROPN
bracis-33570	293	29	policies	policy	NOUN
bracis-33570	293	30	and	and	CCONJ
bracis-33570	293	31	ethics	ethic	NOUN
bracis-33570	293	32	profiles	profile	NOUN
bracis-33570	293	33	alexandre	alexandre	PROPN
bracis-33570	293	34	césar	césar	PROPN
bracis-33570	293	35	pinto	pinto	NOUN
bracis-33570	293	36	pessoa	pessoa	PROPN
bracis-33570	293	37	view	view	NOUN
bracis-33570	293	38	author	author	NOUN
bracis-33570	293	39	profile	profile	NOUN
bracis-33570	293	40	search	search	NOUN
bracis-33570	293	41	search	search	NOUN
bracis-33570	293	42	by	by	ADP
bracis-33570	293	43	keyword	keyword	NOUN
bracis-33570	293	44	or	or	CCONJ
bracis-33570	293	45	author	author	NOUN
bracis-33570	293	46	search	search	NOUN
bracis-33570	293	47	navigation	navigation	NOUN
bracis-33570	293	48	find	find	VERB
bracis-33570	293	49	a	a	DET
bracis-33570	293	50	journal	journal	NOUN
bracis-33570	293	51	publish	publish	VERB
bracis-33570	293	52	with	with	ADP
bracis-33570	293	53	us	we	PRON
bracis-33570	293	54	track	track	VERB
bracis-33570	293	55	your	your	PRON
bracis-33570	293	56	research	research	NOUN
bracis-33570	293	57	discover	discover	VERB
bracis-33570	293	58	content	content	NOUN
bracis-33570	293	59	journals	journal	NOUN
bracis-33570	293	60	a	a	DET
bracis-33570	293	61	-	-	PUNCT
bracis-33570	293	62	z	z	NOUN
bracis-33570	293	63	books	book	NOUN
bracis-33570	293	64	a	a	DET
bracis-33570	293	65	-	-	PUNCT
bracis-33570	293	66	z	z	NOUN
bracis-33570	293	67	publish	publish	NOUN
bracis-33570	293	68	with	with	ADP
bracis-33570	293	69	us	us	PROPN
bracis-33570	293	70	journal	journal	PROPN
bracis-33570	293	71	finder	finder	PROPN
bracis-33570	293	72	publish	publish	VERB
bracis-33570	293	73	your	your	PRON
bracis-33570	293	74	research	research	NOUN
bracis-33570	293	75	language	language	NOUN
bracis-33570	293	76	editing	edit	VERB
bracis-33570	293	77	open	open	ADJ
bracis-33570	293	78	access	access	NOUN
bracis-33570	293	79	publishing	publishing	NOUN
bracis-33570	293	80	products	product	NOUN
bracis-33570	293	81	and	and	CCONJ
bracis-33570	293	82	services	service	NOUN
bracis-33570	293	83	our	our	PRON
bracis-33570	293	84	products	product	NOUN
bracis-33570	293	85	librarians	librarian	VERB
bracis-33570	293	86	societies	society	NOUN
bracis-33570	293	87	partners	partner	NOUN
bracis-33570	293	88	and	and	CCONJ
bracis-33570	293	89	advertisers	advertiser	NOUN
bracis-33570	293	90	our	our	PRON
bracis-33570	293	91	brands	brand	NOUN
bracis-33570	293	92	springer	springer	NOUN
bracis-33570	293	93	nature	nature	PROPN
bracis-33570	293	94	portfolio	portfolio	PROPN
bracis-33570	293	95	bmc	bmc	PROPN
bracis-33570	293	96	palgrave	palgrave	PROPN
bracis-33570	293	97	macmillan	macmillan	PROPN
bracis-33570	293	98	apress	apress	PROPN
bracis-33570	293	99	discover	discover	VERB
bracis-33570	293	100	your	your	PRON
bracis-33570	293	101	privacy	privacy	NOUN
bracis-33570	293	102	choices	choice	NOUN
bracis-33570	293	103	/	/	SYM
bracis-33570	293	104	manage	manage	NOUN
bracis-33570	293	105	cookies	cookie	NOUN
bracis-33570	293	106	your	your	PRON
bracis-33570	293	107	us	us	PROPN
bracis-33570	294	1	state	state	NOUN
bracis-33570	294	2	privacy	privacy	NOUN
bracis-33570	294	3	rights	right	NOUN
bracis-33570	294	4	accessibility	accessibility	NOUN
bracis-33570	294	5	statement	statement	NOUN
bracis-33570	294	6	terms	term	NOUN
bracis-33570	294	7	and	and	CCONJ
bracis-33570	294	8	conditions	condition	NOUN
bracis-33570	294	9	privacy	privacy	NOUN
bracis-33570	294	10	policy	policy	NOUN
bracis-33570	294	11	help	help	NOUN
bracis-33570	294	12	and	and	CCONJ
bracis-33570	294	13	support	support	VERB
bracis-33570	294	14	legal	legal	ADJ
bracis-33570	294	15	notice	notice	NOUN
bracis-33570	294	16	cancel	cancel	VERB
bracis-33570	294	17	contracts	contract	NOUN
bracis-33570	294	18	here	here	ADV
bracis-33570	294	19	129.74.145.123	129.74.145.123	NUM
bracis-33570	294	20	hesburgh	hesburgh	PROPN
bracis-33570	294	21	library	library	PROPN
bracis-33570	294	22	er	er	INTJ
bracis-33570	294	23	unit	unit	NOUN
bracis-33570	294	24	(	(	PUNCT
bracis-33570	294	25	3005732405	3005732405	NUM
bracis-33570	294	26	)	)	PUNCT
bracis-33570	294	27	northeast	northeast	ADJ
bracis-33570	294	28	research	research	NOUN
bracis-33570	294	29	libraries	library	NOUN
bracis-33570	294	30	(	(	PUNCT
bracis-33570	294	31	nerl	nerl	PROPN
bracis-33570	294	32	)	)	PUNCT
bracis-33570	294	33	(	(	PUNCT
bracis-33570	294	34	8200828607	8200828607	NUM
bracis-33570	294	35	)	)	PUNCT
bracis-33570	294	36	nerl	nerl	VERB
bracis-33570	294	37	ta	ta	X
bracis-33570	294	38	account	account	NOUN
bracis-33570	294	39	(	(	PUNCT
bracis-33570	294	40	3006206169	3006206169	NUM
bracis-33570	294	41	)	)	PUNCT
bracis-33570	294	42	university	university	NOUN
bracis-33570	294	43	of	of	ADP
bracis-33570	294	44	notre	notre	PROPN
bracis-33570	294	45	dame	dame	PROPN
bracis-33570	294	46	hesburgh	hesburgh	PROPN
bracis-33570	294	47	library	library	NOUN
bracis-33570	294	48	(	(	PUNCT
bracis-33570	294	49	3000184373	3000184373	NUM
bracis-33570	294	50	)	)	PUNCT
bracis-33570	295	1	©	©	ADP
bracis-33570	295	2	2025	2025	NUM
bracis-33570	295	3	springer	springer	NOUN
bracis-33570	295	4	nature	nature	NOUN