id	sid	tid	token	lemma	pos
bracis-33620	1	1	anisotropicbreast	anisotropicbreast	VERB
bracis-33620	1	2	-	-	PUNCT
bracis-33620	1	3	vit	vit	NOUN
bracis-33620	1	4	:	:	PUNCT
bracis-33620	1	5	breast	breast	NOUN
bracis-33620	1	6	cancer	cancer	NOUN
bracis-33620	1	7	classification	classification	NOUN
bracis-33620	1	8	in	in	ADP
bracis-33620	1	9	 	 	SPACE
bracis-33620	1	10	ultrasound	ultrasound	NOUN
bracis-33620	1	11	images	image	NOUN
bracis-33620	1	12	using	use	VERB
bracis-33620	1	13	anisotropic	anisotropic	NOUN
bracis-33620	1	14	filtering	filter	VERB
bracis-33620	1	15	and	and	CCONJ
bracis-33620	1	16	 	 	SPACE
bracis-33620	1	17	vision	vision	NOUN
bracis-33620	1	18	transformer	transformer	NOUN
bracis-33620	1	19	|	|	NOUN
bracis-33620	1	20	springer	springer	NOUN
bracis-33620	1	21	nature	nature	NOUN
bracis-33620	1	22	link	link	PROPN
bracis-33620	1	23	(	(	PUNCT
bracis-33620	1	24	formerly	formerly	ADV
bracis-33620	1	25	springerlink	springerlink	NOUN
bracis-33620	1	26	)	)	PUNCT
bracis-33620	1	27	skip	skip	VERB
bracis-33620	1	28	to	to	ADP
bracis-33620	1	29	main	main	ADJ
bracis-33620	1	30	content	content	NOUN
bracis-33620	1	31	advertisement	advertisement	NOUN
bracis-33620	1	32	log	log	NOUN
bracis-33620	1	33	in	in	ADP
bracis-33620	1	34	menu	menu	NOUN
bracis-33620	1	35	find	find	VERB
bracis-33620	1	36	a	a	DET
bracis-33620	1	37	journal	journal	NOUN
bracis-33620	1	38	publish	publish	VERB
bracis-33620	1	39	with	with	ADP
bracis-33620	1	40	us	we	PRON
bracis-33620	1	41	track	track	VERB
bracis-33620	1	42	your	your	PRON
bracis-33620	1	43	research	research	NOUN
bracis-33620	1	44	search	search	NOUN
bracis-33620	1	45	cart	cart	NOUN
bracis-33620	1	46	home	home	NOUN
bracis-33620	1	47	intelligent	intelligent	ADJ
bracis-33620	1	48	systems	system	NOUN
bracis-33620	1	49	conference	conference	NOUN
bracis-33620	1	50	paper	paper	NOUN
bracis-33620	1	51	anisotropicbreast	anisotropicbreast	NOUN
bracis-33620	1	52	-	-	PUNCT
bracis-33620	1	53	vit	vit	NOUN
bracis-33620	1	54	:	:	PUNCT
bracis-33620	1	55	breast	breast	NOUN
bracis-33620	1	56	cancer	cancer	NOUN
bracis-33620	1	57	classification	classification	NOUN
bracis-33620	1	58	in	in	ADP
bracis-33620	1	59	 	 	SPACE
bracis-33620	1	60	ultrasound	ultrasound	NOUN
bracis-33620	1	61	images	image	NOUN
bracis-33620	1	62	using	use	VERB
bracis-33620	1	63	anisotropic	anisotropic	NOUN
bracis-33620	1	64	filtering	filter	VERB
bracis-33620	1	65	and	and	CCONJ
bracis-33620	1	66	 	 	SPACE
bracis-33620	1	67	vision	vision	NOUN
bracis-33620	1	68	transformer	transformer	NOUN
bracis-33620	1	69	conference	conference	NOUN
bracis-33620	1	70	paper	paper	NOUN
bracis-33620	1	71	first	first	ADV
bracis-33620	1	72	online	online	ADV
bracis-33620	1	73	:	:	PUNCT
bracis-33620	1	74	30	30	NUM
bracis-33620	1	75	january	january	NOUN
bracis-33620	1	76	2025	2025	NUM
bracis-33620	1	77	pp	pp	PROPN
bracis-33620	1	78	95–109	95–109	PROPN
bracis-33620	1	79	cite	cite	VERB
bracis-33620	1	80	this	this	DET
bracis-33620	1	81	conference	conference	NOUN
bracis-33620	1	82	paper	paper	NOUN
bracis-33620	1	83	access	access	NOUN
bracis-33620	1	84	provided	provide	VERB
bracis-33620	1	85	by	by	ADP
bracis-33620	1	86	university	university	PROPN
bracis-33620	1	87	of	of	ADP
bracis-33620	1	88	notre	notre	PROPN
bracis-33620	1	89	dame	dame	PROPN
bracis-33620	1	90	hesburgh	hesburgh	PROPN
bracis-33620	1	91	library	library	PROPN
bracis-33620	1	92	download	download	PROPN
bracis-33620	1	93	book	book	NOUN
bracis-33620	1	94	pdf	pdf	PROPN
bracis-33620	1	95	download	download	NOUN
bracis-33620	1	96	book	book	NOUN
bracis-33620	1	97	epub	epub	PROPN
bracis-33620	1	98	intelligent	intelligent	ADJ
bracis-33620	1	99	systems	system	NOUN
bracis-33620	1	100	(	(	PUNCT
bracis-33620	1	101	bracis	bracis	NOUN
bracis-33620	1	102	2024	2024	NUM
bracis-33620	1	103	)	)	PUNCT
bracis-33620	1	104	anisotropicbreast	anisotropicbreast	ADJ
bracis-33620	1	105	-	-	PUNCT
bracis-33620	1	106	vit	vit	NOUN
bracis-33620	1	107	:	:	PUNCT
bracis-33620	1	108	breast	breast	NOUN
bracis-33620	1	109	cancer	cancer	NOUN
bracis-33620	1	110	classification	classification	NOUN
bracis-33620	1	111	in	in	ADP
bracis-33620	1	112	 	 	SPACE
bracis-33620	1	113	ultrasound	ultrasound	NOUN
bracis-33620	1	114	images	image	NOUN
bracis-33620	1	115	using	use	VERB
bracis-33620	1	116	anisotropic	anisotropic	NOUN
bracis-33620	1	117	filtering	filter	VERB
bracis-33620	1	118	and	and	CCONJ
bracis-33620	1	119	 	 	SPACE
bracis-33620	1	120	vision	vision	NOUN
bracis-33620	1	121	transformer	transformer	NOUN
bracis-33620	1	122	download	download	NOUN
bracis-33620	1	123	book	book	NOUN
bracis-33620	1	124	pdf	pdf	PROPN
bracis-33620	1	125	download	download	NOUN
bracis-33620	1	126	book	book	PROPN
bracis-33620	1	127	epub	epub	PROPN
bracis-33620	1	128	joão	joão	PROPN
bracis-33620	1	129	otávio	otávio	PROPN
bracis-33620	1	130	bandeira	bandeira	PROPN
bracis-33620	1	131	diniz	diniz	PROPN
bracis-33620	1	132	  	  	SPACE
bracis-33620	1	133	orcid	orcid	PROPN
bracis-33620	1	134	:	:	PUNCT
bracis-33620	1	135	orcid.org/0000-0003-3303-33469,10	orcid.org/0000-0003-3303-33469,10	PROPN
bracis-33620	1	136	,	,	PUNCT
bracis-33620	1	137	neilson	neilson	PROPN
bracis-33620	1	138	p.	p.	PROPN
bracis-33620	1	139	ribeiro	ribeiro	PROPN
bracis-33620	1	140	  	  	SPACE
bracis-33620	1	141	orcid	orcid	NOUN
bracis-33620	1	142	:	:	PUNCT
bracis-33620	1	143	orcid.org/0009-0004-0431-94389,10	orcid.org/0009-0004-0431-94389,10	PROPN
bracis-33620	1	144	,	,	PUNCT
bracis-33620	1	145	domingos	domingos	PROPN
bracis-33620	1	146	a.	a.	PROPN
bracis-33620	1	147	dias	dias	PROPN
bracis-33620	1	148	jr	jr	PROPN
bracis-33620	1	149	.	.	PUNCT
bracis-33620	1	150	  	  	SPACE
bracis-33620	1	151	orcid	orcid	NOUN
bracis-33620	1	152	:	:	PUNCT
bracis-33620	1	153	orcid.org/0000-0001-5916-695111	orcid.org/0000-0001-5916-695111	ADJ
bracis-33620	1	154	,	,	PUNCT
bracis-33620	1	155	luana	luana	PROPN
bracis-33620	1	156	b.	b.	PROPN
bracis-33620	1	157	da	da	PROPN
bracis-33620	1	158	cruz	cruz	PROPN
bracis-33620	1	159	  	  	SPACE
bracis-33620	1	160	orcid	orcid	NOUN
bracis-33620	1	161	:	:	PUNCT
bracis-33620	1	162	orcid.org/0000-0002-9150-255311	orcid.org/0000-0002-9150-255311	NOUN
bracis-33620	1	163	,	,	PUNCT
bracis-33620	1	164	giovanni	giovanni	PROPN
bracis-33620	1	165	l.	l.	PROPN
bracis-33620	1	166	f.	f.	PROPN
bracis-33620	1	167	da	da	PROPN
bracis-33620	1	168	silva	silva	PROPN
bracis-33620	1	169	  	  	SPACE
bracis-33620	1	170	orcid	orcid	NOUN
bracis-33620	1	171	:	:	PUNCT
bracis-33620	1	172	orcid.org/0000-0001-6370-939x10,12	orcid.org/0000-0001-6370-939x10,12	NUM
bracis-33620	1	173	,	,	PUNCT
bracis-33620	1	174	daniel	daniel	PROPN
bracis-33620	1	175	l.	l.	PROPN
bracis-33620	1	176	gomes	gomes	PROPN
bracis-33620	1	177	jr	jr	PROPN
bracis-33620	1	178	  	  	SPACE
bracis-33620	1	179	orcid	orcid	NOUN
bracis-33620	1	180	:	:	PUNCT
bracis-33620	1	181	orcid.org/0000-0001-8415-39179	orcid.org/0000-0001-8415-39179	NOUN
bracis-33620	1	182	,	,	PUNCT
bracis-33620	1	183	anselmo	anselmo	VERB
bracis-33620	1	184	c.	c.	PROPN
bracis-33620	1	185	de	de	PROPN
bracis-33620	1	186	paiva	paiva	PROPN
bracis-33620	1	187	  	  	SPACE
bracis-33620	1	188	orcid	orcid	PROPN
bracis-33620	1	189	:	:	PUNCT
bracis-33620	1	190	orcid.org/0000-0003-4921-062610	orcid.org/0000-0003-4921-062610	NOUN
bracis-33620	1	191	&	&	CCONJ
bracis-33620	1	192	…	…	PUNCT
bracis-33620	1	193	aristófanes	aristófanes	PROPN
bracis-33620	1	194	c.	c.	PROPN
bracis-33620	1	195	silva	silva	PROPN
bracis-33620	1	196	  	  	SPACE
bracis-33620	1	197	orcid	orcid	NOUN
bracis-33620	1	198	:	:	PUNCT
bracis-33620	1	199	orcid.org/0000-0003-0423-251410	orcid.org/0000-0003-0423-251410	PROPN
bracis-33620	1	200	  	  	SPACE
bracis-33620	1	201	show	show	VERB
bracis-33620	1	202	authors	author	NOUN
bracis-33620	1	203	part	part	NOUN
bracis-33620	1	204	of	of	ADP
bracis-33620	1	205	the	the	DET
bracis-33620	1	206	book	book	NOUN
bracis-33620	1	207	series	series	NOUN
bracis-33620	1	208	:	:	PUNCT
bracis-33620	1	209	lecture	lecture	NOUN
bracis-33620	1	210	notes	note	NOUN
bracis-33620	1	211	in	in	ADP
bracis-33620	1	212	computer	computer	NOUN
bracis-33620	1	213	science	science	NOUN
bracis-33620	1	214	(	(	PUNCT
bracis-33620	1	215	(	(	PUNCT
bracis-33620	1	216	lnai	lnai	ADJ
bracis-33620	1	217	,	,	PUNCT
bracis-33620	1	218	volume	volume	NOUN
bracis-33620	1	219	15414	15414	NUM
bracis-33620	1	220	)	)	PUNCT
bracis-33620	1	221	)	)	PUNCT
bracis-33620	1	222	included	include	VERB
bracis-33620	1	223	in	in	ADP
bracis-33620	1	224	the	the	DET
bracis-33620	1	225	following	follow	VERB
bracis-33620	1	226	conference	conference	NOUN
bracis-33620	1	227	series	series	NOUN
bracis-33620	1	228	:	:	PUNCT
bracis-33620	1	229	brazilian	brazilian	ADJ
bracis-33620	1	230	conference	conference	NOUN
bracis-33620	1	231	on	on	ADP
bracis-33620	1	232	intelligent	intelligent	ADJ
bracis-33620	1	233	systems	system	NOUN
bracis-33620	1	234	379	379	NUM
bracis-33620	1	235	accesses	access	VERB
bracis-33620	1	236	1	1	NUM
bracis-33620	1	237	citation	citation	NOUN
bracis-33620	1	238	abstract	abstract	ADJ
bracis-33620	1	239	breast	breast	NOUN
bracis-33620	1	240	cancer	cancer	NOUN
bracis-33620	1	241	classification	classification	NOUN
bracis-33620	1	242	in	in	ADP
bracis-33620	1	243	ultrasound	ultrasound	ADJ
bracis-33620	1	244	images	image	NOUN
bracis-33620	1	245	is	be	AUX
bracis-33620	1	246	a	a	DET
bracis-33620	1	247	challenging	challenging	ADJ
bracis-33620	1	248	and	and	CCONJ
bracis-33620	1	249	arduous	arduous	ADJ
bracis-33620	1	250	task	task	NOUN
bracis-33620	1	251	,	,	PUNCT
bracis-33620	1	252	primarily	primarily	ADV
bracis-33620	1	253	due	due	ADP
bracis-33620	1	254	to	to	ADP
bracis-33620	1	255	the	the	DET
bracis-33620	1	256	quality	quality	NOUN
bracis-33620	1	257	of	of	ADP
bracis-33620	1	258	the	the	DET
bracis-33620	1	259	images	image	NOUN
bracis-33620	1	260	and	and	CCONJ
bracis-33620	1	261	the	the	DET
bracis-33620	1	262	complexity	complexity	NOUN
bracis-33620	1	263	of	of	ADP
bracis-33620	1	264	the	the	DET
bracis-33620	1	265	lesions	lesion	NOUN
bracis-33620	1	266	encountered	encounter	VERB
bracis-33620	1	267	.	.	PUNCT
bracis-33620	2	1	early	early	ADJ
bracis-33620	2	2	diagnosis	diagnosis	NOUN
bracis-33620	2	3	of	of	ADP
bracis-33620	2	4	this	this	DET
bracis-33620	2	5	pathology	pathology	NOUN
bracis-33620	2	6	is	be	AUX
bracis-33620	2	7	known	know	VERB
bracis-33620	2	8	to	to	PART
bracis-33620	2	9	increase	increase	VERB
bracis-33620	2	10	patient	patient	ADJ
bracis-33620	2	11	survival	survival	NOUN
bracis-33620	2	12	chances	chance	NOUN
bracis-33620	2	13	.	.	PUNCT
bracis-33620	3	1	therefore	therefore	ADV
bracis-33620	3	2	,	,	PUNCT
bracis-33620	3	3	computational	computational	ADJ
bracis-33620	3	4	methods	method	NOUN
bracis-33620	3	5	have	have	AUX
bracis-33620	3	6	been	be	AUX
bracis-33620	3	7	developed	develop	VERB
bracis-33620	3	8	to	to	PART
bracis-33620	3	9	assist	assist	VERB
bracis-33620	3	10	specialist	specialist	ADJ
bracis-33620	3	11	physicians	physician	NOUN
bracis-33620	3	12	in	in	ADP
bracis-33620	3	13	this	this	DET
bracis-33620	3	14	critical	critical	ADJ
bracis-33620	3	15	task	task	NOUN
bracis-33620	3	16	.	.	PUNCT
bracis-33620	4	1	this	this	DET
bracis-33620	4	2	study	study	NOUN
bracis-33620	4	3	introduces	introduce	VERB
bracis-33620	4	4	anisotropicbreast	anisotropicbreast	NOUN
bracis-33620	4	5	-	-	PUNCT
bracis-33620	4	6	vit	vit	NOUN
bracis-33620	4	7	,	,	PUNCT
bracis-33620	4	8	a	a	DET
bracis-33620	4	9	method	method	NOUN
bracis-33620	4	10	that	that	PRON
bracis-33620	4	11	integrates	integrate	VERB
bracis-33620	4	12	anisotropic	anisotropic	NOUN
bracis-33620	4	13	filtering	filter	VERB
bracis-33620	4	14	,	,	PUNCT
bracis-33620	4	15	balanced	balanced	ADJ
bracis-33620	4	16	data	datum	NOUN
bracis-33620	4	17	augmentation	augmentation	NOUN
bracis-33620	4	18	,	,	PUNCT
bracis-33620	4	19	and	and	CCONJ
bracis-33620	4	20	vision	vision	NOUN
bracis-33620	4	21	transformer	transformer	NOUN
bracis-33620	4	22	to	to	PART
bracis-33620	4	23	aid	aid	NOUN
bracis-33620	4	24	in	in	ADP
bracis-33620	4	25	the	the	DET
bracis-33620	4	26	classification	classification	NOUN
bracis-33620	4	27	of	of	ADP
bracis-33620	4	28	breast	breast	NOUN
bracis-33620	4	29	ultrasound	ultrasound	NOUN
bracis-33620	4	30	images	image	NOUN
bracis-33620	4	31	.	.	PUNCT
bracis-33620	5	1	the	the	DET
bracis-33620	5	2	proposed	propose	VERB
bracis-33620	5	3	approach	approach	NOUN
bracis-33620	5	4	achieves	achieve	VERB
bracis-33620	5	5	promising	promise	VERB
bracis-33620	5	6	results	result	NOUN
bracis-33620	5	7	with	with	ADP
bracis-33620	5	8	an	an	DET
bracis-33620	5	9	accuracy	accuracy	NOUN
bracis-33620	5	10	of	of	ADP
bracis-33620	5	11	98.82	98.82	NUM
bracis-33620	5	12	%	%	NOUN
bracis-33620	5	13	,	,	PUNCT
bracis-33620	5	14	specificity	specificity	NOUN
bracis-33620	5	15	of	of	ADP
bracis-33620	5	16	98.62	98.62	NUM
bracis-33620	5	17	%	%	NOUN
bracis-33620	5	18	,	,	PUNCT
bracis-33620	5	19	sensitivity	sensitivity	NOUN
bracis-33620	5	20	of	of	ADP
bracis-33620	5	21	99.25	99.25	NUM
bracis-33620	5	22	%	%	NOUN
bracis-33620	5	23	,	,	PUNCT
bracis-33620	5	24	precision	precision	NOUN
bracis-33620	5	25	of	of	ADP
bracis-33620	5	26	97.08	97.08	NUM
bracis-33620	5	27	%	%	NOUN
bracis-33620	5	28	,	,	PUNCT
bracis-33620	5	29	f1	f1	NOUN
bracis-33620	5	30	-	-	PUNCT
bracis-33620	5	31	score	score	NOUN
bracis-33620	5	32	of	of	ADP
bracis-33620	5	33	98.16	98.16	NUM
bracis-33620	5	34	%	%	NOUN
bracis-33620	5	35	,	,	PUNCT
bracis-33620	5	36	and	and	CCONJ
bracis-33620	5	37	auc	auc	NOUN
bracis-33620	5	38	-	-	PUNCT
bracis-33620	5	39	roc	roc	NOUN
bracis-33620	5	40	of	of	ADP
bracis-33620	5	41	0.989	0.989	NUM
bracis-33620	5	42	,	,	PUNCT
bracis-33620	5	43	surpassing	surpass	VERB
bracis-33620	5	44	current	current	ADJ
bracis-33620	5	45	benchmarks	benchmark	NOUN
bracis-33620	5	46	in	in	ADP
bracis-33620	5	47	the	the	DET
bracis-33620	5	48	field	field	NOUN
bracis-33620	5	49	.	.	PUNCT
bracis-33620	6	1	these	these	DET
bracis-33620	6	2	findings	finding	NOUN
bracis-33620	6	3	suggest	suggest	VERB
bracis-33620	6	4	that	that	SCONJ
bracis-33620	6	5	anisotropicbreast	anisotropicbreast	NOUN
bracis-33620	6	6	-	-	PUNCT
bracis-33620	6	7	vit	vit	NOUN
bracis-33620	6	8	has	have	VERB
bracis-33620	6	9	the	the	DET
bracis-33620	6	10	potential	potential	NOUN
bracis-33620	6	11	to	to	PART
bracis-33620	6	12	significantly	significantly	ADV
bracis-33620	6	13	improve	improve	VERB
bracis-33620	6	14	breast	breast	NOUN
bracis-33620	6	15	cancer	cancer	NOUN
bracis-33620	6	16	diagnosis	diagnosis	NOUN
bracis-33620	6	17	,	,	PUNCT
bracis-33620	6	18	demonstrating	demonstrate	VERB
bracis-33620	6	19	its	its	PRON
bracis-33620	6	20	effectiveness	effectiveness	NOUN
bracis-33620	6	21	and	and	CCONJ
bracis-33620	6	22	robustness	robustness	NOUN
bracis-33620	6	23	in	in	ADP
bracis-33620	6	24	clinical	clinical	ADJ
bracis-33620	6	25	applications	application	NOUN
bracis-33620	6	26	.	.	PUNCT
bracis-33620	7	1	access	access	NOUN
bracis-33620	7	2	provided	provide	VERB
bracis-33620	7	3	by	by	ADP
bracis-33620	7	4	university	university	PROPN
bracis-33620	7	5	of	of	ADP
bracis-33620	7	6	notre	notre	PROPN
bracis-33620	7	7	dame	dame	PROPN
bracis-33620	7	8	hesburgh	hesburgh	PROPN
bracis-33620	7	9	library	library	PROPN
bracis-33620	7	10	.	.	PUNCT
bracis-33620	8	1	download	download	PROPN
bracis-33620	8	2	conference	conference	NOUN
bracis-33620	8	3	paper	paper	NOUN
bracis-33620	8	4	pdf	pdf	NOUN
bracis-33620	8	5	similar	similar	ADJ
bracis-33620	8	6	content	content	NOUN
bracis-33620	8	7	being	be	AUX
bracis-33620	8	8	viewed	view	VERB
bracis-33620	8	9	by	by	ADP
bracis-33620	8	10	others	other	NOUN
bracis-33620	8	11	advancing	advance	VERB
bracis-33620	8	12	breast	breast	NOUN
bracis-33620	8	13	cancer	cancer	NOUN
bracis-33620	8	14	histopathology	histopathology	NOUN
bracis-33620	8	15	classification	classification	NOUN
bracis-33620	8	16	with	with	ADP
bracis-33620	8	17	vision	vision	NOUN
bracis-33620	8	18	transformers	transformer	NOUN
bracis-33620	8	19	chapter	chapter	NOUN
bracis-33620	8	20	©	©	PROPN
bracis-33620	8	21	2025	2025	NUM
bracis-33620	8	22	vision	vision	NOUN
bracis-33620	8	23	transformer	transformer	NOUN
bracis-33620	8	24	based	base	VERB
bracis-33620	8	25	tokenization	tokenization	NOUN
bracis-33620	8	26	for	for	ADP
bracis-33620	8	27	 	 	SPACE
bracis-33620	8	28	enhanced	enhance	VERB
bracis-33620	8	29	breast	breast	NOUN
bracis-33620	8	30	cancer	cancer	NOUN
bracis-33620	8	31	histopathological	histopathological	ADJ
bracis-33620	8	32	images	image	NOUN
bracis-33620	8	33	classification	classification	NOUN
bracis-33620	8	34	chapter	chapter	NOUN
bracis-33620	8	35	©	©	ADP
bracis-33620	8	36	2024	2024	NUM
bracis-33620	8	37	revolutionizing	revolutionize	VERB
bracis-33620	8	38	her-2	her-2	NUM
bracis-33620	8	39	assessment	assessment	NOUN
bracis-33620	8	40	:	:	PUNCT
bracis-33620	8	41	multidimensional	multidimensional	ADJ
bracis-33620	8	42	radiomics	radiomic	NOUN
bracis-33620	8	43	in	in	ADP
bracis-33620	8	44	breast	breast	NOUN
bracis-33620	8	45	cancer	cancer	NOUN
bracis-33620	8	46	diagnosis	diagnosis	NOUN
bracis-33620	8	47	article	article	NOUN
bracis-33620	8	48	open	open	VERB
bracis-33620	8	49	access	access	NOUN
bracis-33620	8	50	14	14	NUM
bracis-33620	8	51	february	february	NOUN
bracis-33620	8	52	2025	2025	NUM
bracis-33620	8	53	1	1	NUM
bracis-33620	8	54	introduction	introduction	NOUN
bracis-33620	8	55	breast	breast	NOUN
bracis-33620	8	56	cancer	cancer	NOUN
bracis-33620	8	57	is	be	AUX
bracis-33620	8	58	one	one	NUM
bracis-33620	8	59	of	of	ADP
bracis-33620	8	60	the	the	DET
bracis-33620	8	61	leading	lead	VERB
bracis-33620	8	62	causes	cause	NOUN
bracis-33620	8	63	of	of	ADP
bracis-33620	8	64	mortality	mortality	NOUN
bracis-33620	8	65	among	among	ADP
bracis-33620	8	66	women	woman	NOUN
bracis-33620	8	67	worldwide	worldwide	ADV
bracis-33620	8	68	.	.	PUNCT
bracis-33620	9	1	according	accord	VERB
bracis-33620	9	2	to	to	ADP
bracis-33620	9	3	the	the	DET
bracis-33620	9	4	world	world	PROPN
bracis-33620	9	5	health	health	NOUN
bracis-33620	9	6	organization	organization	NOUN
bracis-33620	9	7	(	(	PUNCT
bracis-33620	9	8	who	who	PRON
bracis-33620	9	9	)	)	PUNCT
bracis-33620	9	10	,	,	PUNCT
bracis-33620	9	11	approximately	approximately	ADV
bracis-33620	9	12	15	15	NUM
bracis-33620	9	13	%	%	NOUN
bracis-33620	9	14	of	of	ADP
bracis-33620	9	15	annual	annual	ADJ
bracis-33620	9	16	deaths	death	NOUN
bracis-33620	9	17	are	be	AUX
bracis-33620	9	18	attributed	attribute	VERB
bracis-33620	9	19	to	to	ADP
bracis-33620	9	20	this	this	DET
bracis-33620	9	21	disease	disease	NOUN
bracis-33620	9	22	 	 	SPACE
bracis-33620	10	1	[	[	X
bracis-33620	10	2	3	3	NUM
bracis-33620	10	3	]	]	PUNCT
bracis-33620	10	4	.	.	PUNCT
bracis-33620	11	1	early	early	ADJ
bracis-33620	11	2	detection	detection	NOUN
bracis-33620	11	3	is	be	AUX
bracis-33620	11	4	crucial	crucial	ADJ
bracis-33620	11	5	for	for	ADP
bracis-33620	11	6	effective	effective	ADJ
bracis-33620	11	7	treatment	treatment	NOUN
bracis-33620	11	8	,	,	PUNCT
bracis-33620	11	9	thereby	thereby	ADV
bracis-33620	11	10	contributing	contribute	VERB
bracis-33620	11	11	to	to	ADP
bracis-33620	11	12	the	the	DET
bracis-33620	11	13	reduction	reduction	NOUN
bracis-33620	11	14	of	of	ADP
bracis-33620	11	15	mortality	mortality	NOUN
bracis-33620	11	16	rates	rate	NOUN
bracis-33620	11	17	.	.	PUNCT
bracis-33620	12	1	ultrasonography	ultrasonography	NOUN
bracis-33620	12	2	(	(	PUNCT
bracis-33620	12	3	us	us	PROPN
bracis-33620	12	4	)	)	PUNCT
bracis-33620	12	5	is	be	AUX
bracis-33620	12	6	one	one	NUM
bracis-33620	12	7	of	of	ADP
bracis-33620	12	8	the	the	DET
bracis-33620	12	9	safe	safe	ADJ
bracis-33620	12	10	techniques	technique	NOUN
bracis-33620	12	11	used	use	VERB
bracis-33620	12	12	for	for	ADP
bracis-33620	12	13	the	the	DET
bracis-33620	12	14	detection	detection	NOUN
bracis-33620	12	15	and	and	CCONJ
bracis-33620	12	16	diagnosis	diagnosis	NOUN
bracis-33620	12	17	of	of	ADP
bracis-33620	12	18	breast	breast	NOUN
bracis-33620	12	19	cancer	cancer	NOUN
bracis-33620	12	20	,	,	PUNCT
bracis-33620	12	21	as	as	SCONJ
bracis-33620	12	22	it	it	PRON
bracis-33620	12	23	is	be	AUX
bracis-33620	12	24	a	a	DET
bracis-33620	12	25	non	non	ADJ
bracis-33620	12	26	-	-	ADJ
bracis-33620	12	27	invasive	invasive	ADJ
bracis-33620	12	28	method	method	NOUN
bracis-33620	12	29	,	,	PUNCT
bracis-33620	12	30	does	do	AUX
bracis-33620	12	31	not	not	PART
bracis-33620	12	32	involve	involve	VERB
bracis-33620	12	33	radiation	radiation	NOUN
bracis-33620	12	34	,	,	PUNCT
bracis-33620	12	35	and	and	CCONJ
bracis-33620	12	36	provides	provide	VERB
bracis-33620	12	37	high	high	ADJ
bracis-33620	12	38	-	-	PUNCT
bracis-33620	12	39	resolution	resolution	NOUN
bracis-33620	12	40	images	image	NOUN
bracis-33620	12	41	in	in	ADP
bracis-33620	12	42	real	real	ADJ
bracis-33620	12	43	-	-	PUNCT
bracis-33620	12	44	time	time	NOUN
bracis-33620	12	45	 	 	SPACE
bracis-33620	13	1	[	[	X
bracis-33620	13	2	5	5	NUM
bracis-33620	13	3	]	]	PUNCT
bracis-33620	13	4	.	.	PUNCT
bracis-33620	14	1	however	however	ADV
bracis-33620	14	2	,	,	PUNCT
bracis-33620	14	3	us	us	PROPN
bracis-33620	14	4	image	image	NOUN
bracis-33620	14	5	interpretation	interpretation	NOUN
bracis-33620	14	6	requires	require	VERB
bracis-33620	14	7	the	the	DET
bracis-33620	14	8	expertise	expertise	NOUN
bracis-33620	14	9	of	of	ADP
bracis-33620	14	10	highly	highly	ADV
bracis-33620	14	11	trained	train	VERB
bracis-33620	14	12	radiologists	radiologist	NOUN
bracis-33620	14	13	.	.	PUNCT
bracis-33620	15	1	even	even	ADV
bracis-33620	15	2	the	the	DET
bracis-33620	15	3	most	most	ADV
bracis-33620	15	4	experienced	experienced	ADJ
bracis-33620	15	5	radiologists	radiologist	NOUN
bracis-33620	15	6	can	can	AUX
bracis-33620	15	7	exhibit	exhibit	VERB
bracis-33620	15	8	variations	variation	NOUN
bracis-33620	15	9	in	in	ADP
bracis-33620	15	10	their	their	PRON
bracis-33620	15	11	tumor	tumor	NOUN
bracis-33620	15	12	diagnoses	diagnosis	NOUN
bracis-33620	15	13	,	,	PUNCT
bracis-33620	15	14	leading	lead	VERB
bracis-33620	15	15	to	to	ADP
bracis-33620	15	16	inconsistencies	inconsistency	NOUN
bracis-33620	15	17	 	 	SPACE
bracis-33620	16	1	[	[	X
bracis-33620	16	2	27	27	NUM
bracis-33620	16	3	]	]	PUNCT
bracis-33620	16	4	.	.	PUNCT
bracis-33620	17	1	to	to	PART
bracis-33620	17	2	address	address	VERB
bracis-33620	17	3	these	these	DET
bracis-33620	17	4	challenges	challenge	NOUN
bracis-33620	17	5	,	,	PUNCT
bracis-33620	17	6	computer	computer	NOUN
bracis-33620	17	7	-	-	PUNCT
bracis-33620	17	8	aided	aid	VERB
bracis-33620	17	9	detection	detection	NOUN
bracis-33620	17	10	and	and	CCONJ
bracis-33620	17	11	diagnosis	diagnosis	NOUN
bracis-33620	17	12	systems	system	NOUN
bracis-33620	17	13	(	(	PUNCT
bracis-33620	17	14	cad	cad	NOUN
bracis-33620	17	15	/	/	SYM
bracis-33620	17	16	cadx	cadx	PROPN
bracis-33620	17	17	)	)	PUNCT
bracis-33620	17	18	have	have	AUX
bracis-33620	17	19	emerged	emerge	VERB
bracis-33620	17	20	.	.	PUNCT
bracis-33620	18	1	these	these	DET
bracis-33620	18	2	systems	system	NOUN
bracis-33620	18	3	have	have	VERB
bracis-33620	18	4	the	the	DET
bracis-33620	18	5	potential	potential	NOUN
bracis-33620	18	6	to	to	PART
bracis-33620	18	7	automate	automate	VERB
bracis-33620	18	8	the	the	DET
bracis-33620	18	9	analysis	analysis	NOUN
bracis-33620	18	10	of	of	ADP
bracis-33620	18	11	us	us	PROPN
bracis-33620	18	12	images	image	NOUN
bracis-33620	18	13	,	,	PUNCT
bracis-33620	18	14	providing	provide	VERB
bracis-33620	18	15	support	support	NOUN
bracis-33620	18	16	to	to	ADP
bracis-33620	18	17	healthcare	healthcare	NOUN
bracis-33620	18	18	professionals	professional	NOUN
bracis-33620	18	19	in	in	ADP
bracis-33620	18	20	the	the	DET
bracis-33620	18	21	identification	identification	NOUN
bracis-33620	18	22	and	and	CCONJ
bracis-33620	18	23	classification	classification	NOUN
bracis-33620	18	24	of	of	ADP
bracis-33620	18	25	breast	breast	NOUN
bracis-33620	18	26	lesions	lesion	NOUN
bracis-33620	18	27	 	 	SPACE
bracis-33620	19	1	[	[	X
bracis-33620	19	2	24	24	NUM
bracis-33620	19	3	]	]	PUNCT
bracis-33620	19	4	.	.	PUNCT
bracis-33620	20	1	furthermore	furthermore	ADV
bracis-33620	20	2	,	,	PUNCT
bracis-33620	20	3	deep	deep	ADJ
bracis-33620	20	4	learning	learning	NOUN
bracis-33620	20	5	methods	method	NOUN
bracis-33620	20	6	such	such	ADJ
bracis-33620	20	7	as	as	ADP
bracis-33620	20	8	convolutional	convolutional	ADJ
bracis-33620	20	9	neural	neural	ADJ
bracis-33620	20	10	networks	network	NOUN
bracis-33620	20	11	(	(	PUNCT
bracis-33620	20	12	cnns	cnns	PROPN
bracis-33620	20	13	)	)	PUNCT
bracis-33620	20	14	have	have	AUX
bracis-33620	20	15	proven	prove	VERB
bracis-33620	20	16	to	to	PART
bracis-33620	20	17	be	be	AUX
bracis-33620	20	18	highly	highly	ADV
bracis-33620	20	19	effective	effective	ADJ
bracis-33620	20	20	in	in	ADP
bracis-33620	20	21	various	various	ADJ
bracis-33620	20	22	computer	computer	NOUN
bracis-33620	20	23	vision	vision	NOUN
bracis-33620	20	24	applications	application	NOUN
bracis-33620	20	25	in	in	ADP
bracis-33620	20	26	the	the	DET
bracis-33620	20	27	medical	medical	ADJ
bracis-33620	20	28	field	field	NOUN
bracis-33620	20	29	 	 	SPACE
bracis-33620	21	1	[	[	X
bracis-33620	21	2	11	11	NUM
bracis-33620	21	3	,	,	PUNCT
bracis-33620	21	4	12	12	NUM
bracis-33620	21	5	,	,	PUNCT
bracis-33620	21	6	16	16	NUM
bracis-33620	21	7	,	,	PUNCT
bracis-33620	21	8	17	17	NUM
bracis-33620	21	9	,	,	PUNCT
bracis-33620	21	10	23	23	NUM
bracis-33620	21	11	]	]	PUNCT
bracis-33620	21	12	.	.	PUNCT
bracis-33620	22	1	these	these	DET
bracis-33620	22	2	models	model	NOUN
bracis-33620	22	3	are	be	AUX
bracis-33620	22	4	capable	capable	ADJ
bracis-33620	22	5	of	of	ADP
bracis-33620	22	6	identifying	identify	VERB
bracis-33620	22	7	patterns	pattern	NOUN
bracis-33620	22	8	directly	directly	ADV
bracis-33620	22	9	from	from	ADP
bracis-33620	22	10	images	image	NOUN
bracis-33620	22	11	,	,	PUNCT
bracis-33620	22	12	eliminating	eliminate	VERB
bracis-33620	22	13	the	the	DET
bracis-33620	22	14	need	need	NOUN
bracis-33620	22	15	for	for	ADP
bracis-33620	22	16	manual	manual	ADJ
bracis-33620	22	17	feature	feature	NOUN
bracis-33620	22	18	extraction	extraction	NOUN
bracis-33620	22	19	 	 	SPACE
bracis-33620	23	1	[	[	X
bracis-33620	23	2	8	8	NUM
bracis-33620	23	3	]	]	PUNCT
bracis-33620	23	4	.	.	PUNCT
bracis-33620	24	1	however	however	ADV
bracis-33620	24	2	,	,	PUNCT
bracis-33620	24	3	it	it	PRON
bracis-33620	24	4	is	be	AUX
bracis-33620	24	5	important	important	ADJ
bracis-33620	24	6	to	to	PART
bracis-33620	24	7	note	note	VERB
bracis-33620	24	8	that	that	SCONJ
bracis-33620	24	9	us	us	PROPN
bracis-33620	24	10	images	image	NOUN
bracis-33620	24	11	are	be	AUX
bracis-33620	24	12	complex	complex	ADJ
bracis-33620	24	13	and	and	CCONJ
bracis-33620	24	14	often	often	ADV
bracis-33620	24	15	require	require	VERB
bracis-33620	24	16	appropriate	appropriate	ADJ
bracis-33620	24	17	preprocessing	preprocessing	NOUN
bracis-33620	24	18	to	to	PART
bracis-33620	24	19	highlight	highlight	VERB
bracis-33620	24	20	suspicious	suspicious	ADJ
bracis-33620	24	21	structures	structure	NOUN
bracis-33620	24	22	,	,	PUNCT
bracis-33620	24	23	thus	thus	ADV
bracis-33620	24	24	ensuring	ensure	VERB
bracis-33620	24	25	accurate	accurate	ADJ
bracis-33620	24	26	results	result	NOUN
bracis-33620	24	27	.	.	PUNCT
bracis-33620	25	1	considering	consider	VERB
bracis-33620	25	2	this	this	DET
bracis-33620	25	3	issue	issue	NOUN
bracis-33620	25	4	,	,	PUNCT
bracis-33620	25	5	the	the	DET
bracis-33620	25	6	main	main	ADJ
bracis-33620	25	7	goal	goal	NOUN
bracis-33620	25	8	of	of	ADP
bracis-33620	25	9	this	this	DET
bracis-33620	25	10	work	work	NOUN
bracis-33620	25	11	is	be	AUX
bracis-33620	25	12	to	to	PART
bracis-33620	25	13	develop	develop	VERB
bracis-33620	25	14	and	and	CCONJ
bracis-33620	25	15	evaluate	evaluate	VERB
bracis-33620	25	16	an	an	DET
bracis-33620	25	17	automated	automate	VERB
bracis-33620	25	18	method	method	NOUN
bracis-33620	25	19	for	for	ADP
bracis-33620	25	20	breast	breast	NOUN
bracis-33620	25	21	lesion	lesion	NOUN
bracis-33620	25	22	classification	classification	NOUN
bracis-33620	25	23	in	in	ADP
bracis-33620	25	24	ultrasound	ultrasound	NOUN
bracis-33620	25	25	images	image	NOUN
bracis-33620	25	26	using	use	VERB
bracis-33620	25	27	image	image	NOUN
bracis-33620	25	28	preprocessing	preprocessing	NOUN
bracis-33620	25	29	techniques	technique	NOUN
bracis-33620	25	30	and	and	CCONJ
bracis-33620	25	31	deep	deep	ADJ
bracis-33620	25	32	learning	learning	NOUN
bracis-33620	25	33	.	.	PUNCT
bracis-33620	26	1	also	also	ADV
bracis-33620	26	2	,	,	PUNCT
bracis-33620	26	3	the	the	DET
bracis-33620	26	4	use	use	NOUN
bracis-33620	26	5	of	of	ADP
bracis-33620	26	6	anisotropic	anisotropic	NOUN
bracis-33620	26	7	and	and	CCONJ
bracis-33620	26	8	mean	mean	ADJ
bracis-33620	26	9	filters	filter	NOUN
bracis-33620	26	10	to	to	PART
bracis-33620	26	11	improve	improve	VERB
bracis-33620	26	12	the	the	DET
bracis-33620	26	13	classification	classification	NOUN
bracis-33620	26	14	pipeline	pipeline	NOUN
bracis-33620	26	15	of	of	ADP
bracis-33620	26	16	breast	breast	NOUN
bracis-33620	26	17	cancer	cancer	NOUN
bracis-33620	26	18	in	in	ADP
bracis-33620	26	19	medical	medical	ADJ
bracis-33620	26	20	images	image	NOUN
bracis-33620	26	21	.	.	PUNCT
bracis-33620	27	1	the	the	DET
bracis-33620	27	2	primary	primary	ADJ
bracis-33620	27	3	contributions	contribution	NOUN
bracis-33620	27	4	of	of	ADP
bracis-33620	27	5	the	the	DET
bracis-33620	27	6	proposed	propose	VERB
bracis-33620	27	7	method	method	NOUN
bracis-33620	27	8	include	include	VERB
bracis-33620	27	9	:	:	PUNCT
bracis-33620	27	10	development	development	NOUN
bracis-33620	27	11	of	of	ADP
bracis-33620	27	12	an	an	DET
bracis-33620	27	13	automated	automate	VERB
bracis-33620	27	14	classification	classification	NOUN
bracis-33620	27	15	method	method	NOUN
bracis-33620	27	16	that	that	PRON
bracis-33620	27	17	uses	use	VERB
bracis-33620	27	18	image	image	NOUN
bracis-33620	27	19	enhancement	enhancement	NOUN
bracis-33620	27	20	techniques	technique	NOUN
bracis-33620	27	21	to	to	PART
bracis-33620	27	22	highlight	highlight	VERB
bracis-33620	27	23	intrinsic	intrinsic	ADJ
bracis-33620	27	24	features	feature	NOUN
bracis-33620	27	25	(	(	PUNCT
bracis-33620	27	26	anisotropic	anisotropic	NOUN
bracis-33620	27	27	and	and	CCONJ
bracis-33620	27	28	mean	mean	ADJ
bracis-33620	27	29	filters	filter	NOUN
bracis-33620	27	30	)	)	PUNCT
bracis-33620	27	31	of	of	ADP
bracis-33620	27	32	lesions	lesion	NOUN
bracis-33620	27	33	in	in	ADP
bracis-33620	27	34	ultrasound	ultrasound	NOUN
bracis-33620	27	35	images	image	NOUN
bracis-33620	27	36	;	;	PUNCT
bracis-33620	27	37	creation	creation	NOUN
bracis-33620	27	38	of	of	ADP
bracis-33620	27	39	a	a	DET
bracis-33620	27	40	balanced	balanced	ADJ
bracis-33620	27	41	data	datum	NOUN
bracis-33620	27	42	augmentation	augmentation	NOUN
bracis-33620	27	43	method	method	NOUN
bracis-33620	27	44	for	for	ADP
bracis-33620	27	45	the	the	DET
bracis-33620	27	46	effective	effective	ADJ
bracis-33620	27	47	training	training	NOUN
bracis-33620	27	48	of	of	ADP
bracis-33620	27	49	a	a	DET
bracis-33620	27	50	vision	vision	NOUN
bracis-33620	27	51	transformer	transformer	NOUN
bracis-33620	27	52	;	;	PUNCT
bracis-33620	27	53	robust	robust	ADJ
bracis-33620	27	54	method	method	NOUN
bracis-33620	27	55	composed	compose	VERB
bracis-33620	27	56	of	of	ADP
bracis-33620	27	57	techniques	technique	NOUN
bracis-33620	27	58	that	that	PRON
bracis-33620	27	59	optimize	optimize	VERB
bracis-33620	27	60	the	the	DET
bracis-33620	27	61	results	result	NOUN
bracis-33620	27	62	of	of	ADP
bracis-33620	27	63	the	the	DET
bracis-33620	27	64	vision	vision	NOUN
bracis-33620	27	65	transformer	transformer	NOUN
bracis-33620	27	66	,	,	PUNCT
bracis-33620	27	67	improving	improve	VERB
bracis-33620	27	68	classification	classification	NOUN
bracis-33620	27	69	reliability	reliability	NOUN
bracis-33620	27	70	.	.	PUNCT
bracis-33620	28	1	2	2	NUM
bracis-33620	28	2	related	relate	VERB
bracis-33620	28	3	works	work	NOUN
bracis-33620	28	4	breast	breast	NOUN
bracis-33620	28	5	cancer	cancer	NOUN
bracis-33620	28	6	classification	classification	NOUN
bracis-33620	28	7	in	in	ADP
bracis-33620	28	8	ultrasound	ultrasound	ADJ
bracis-33620	28	9	images	image	NOUN
bracis-33620	28	10	is	be	AUX
bracis-33620	28	11	widely	widely	ADV
bracis-33620	28	12	studied	study	VERB
bracis-33620	28	13	in	in	ADP
bracis-33620	28	14	the	the	DET
bracis-33620	28	15	literature	literature	NOUN
bracis-33620	28	16	.	.	PUNCT
bracis-33620	29	1	in	in	ADP
bracis-33620	29	2	this	this	DET
bracis-33620	29	3	section	section	NOUN
bracis-33620	29	4	,	,	PUNCT
bracis-33620	29	5	we	we	PRON
bracis-33620	29	6	present	present	VERB
bracis-33620	29	7	the	the	DET
bracis-33620	29	8	main	main	ADJ
bracis-33620	29	9	related	relate	VERB
bracis-33620	29	10	works	work	NOUN
bracis-33620	29	11	to	to	ADP
bracis-33620	29	12	the	the	DET
bracis-33620	29	13	proposed	propose	VERB
bracis-33620	29	14	method	method	NOUN
bracis-33620	29	15	found	find	VERB
bracis-33620	29	16	from	from	ADP
bracis-33620	29	17	the	the	DET
bracis-33620	29	18	year	year	NOUN
bracis-33620	29	19	2020	2020	NUM
bracis-33620	29	20	onwards	onwards	ADV
bracis-33620	29	21	.	.	PUNCT
bracis-33620	30	1	it	it	PRON
bracis-33620	30	2	is	be	AUX
bracis-33620	30	3	worth	worth	ADJ
bracis-33620	30	4	noting	note	VERB
bracis-33620	30	5	that	that	SCONJ
bracis-33620	30	6	the	the	DET
bracis-33620	30	7	search	search	NOUN
bracis-33620	30	8	was	be	AUX
bracis-33620	30	9	also	also	ADV
bracis-33620	30	10	conducted	conduct	VERB
bracis-33620	30	11	considering	consider	VERB
bracis-33620	30	12	the	the	DET
bracis-33620	30	13	variability	variability	NOUN
bracis-33620	30	14	of	of	ADP
bracis-33620	30	15	existing	exist	VERB
bracis-33620	30	16	techniques	technique	NOUN
bracis-33620	30	17	to	to	PART
bracis-33620	30	18	identify	identify	VERB
bracis-33620	30	19	gaps	gap	NOUN
bracis-33620	30	20	among	among	ADP
bracis-33620	30	21	them	they	PRON
bracis-33620	30	22	.	.	PUNCT
bracis-33620	31	1	in	in	ADP
bracis-33620	31	2	[	[	X
bracis-33620	31	3	2	2	NUM
bracis-33620	31	4	]	]	PUNCT
bracis-33620	31	5	,	,	PUNCT
bracis-33620	31	6	the	the	DET
bracis-33620	31	7	authors	author	NOUN
bracis-33620	31	8	highlight	highlight	VERB
bracis-33620	31	9	the	the	DET
bracis-33620	31	10	challenge	challenge	NOUN
bracis-33620	31	11	of	of	ADP
bracis-33620	31	12	training	training	NOUN
bracis-33620	31	13	deep	deep	ADJ
bracis-33620	31	14	learning	learning	NOUN
bracis-33620	31	15	models	model	NOUN
bracis-33620	31	16	due	due	ADJ
bracis-33620	31	17	to	to	ADP
bracis-33620	31	18	the	the	DET
bracis-33620	31	19	scarcity	scarcity	NOUN
bracis-33620	31	20	of	of	ADP
bracis-33620	31	21	training	training	NOUN
bracis-33620	31	22	samples	sample	NOUN
bracis-33620	31	23	in	in	ADP
bracis-33620	31	24	breast	breast	NOUN
bracis-33620	31	25	ultrasound	ultrasound	NOUN
bracis-33620	31	26	(	(	PUNCT
bracis-33620	31	27	us	us	PROPN
bracis-33620	31	28	)	)	PUNCT
bracis-33620	31	29	images	image	NOUN
bracis-33620	31	30	.	.	PUNCT
bracis-33620	32	1	to	to	PART
bracis-33620	32	2	address	address	VERB
bracis-33620	32	3	this	this	DET
bracis-33620	32	4	problem	problem	NOUN
bracis-33620	32	5	,	,	PUNCT
bracis-33620	32	6	the	the	DET
bracis-33620	32	7	authors	author	NOUN
bracis-33620	32	8	proposed	propose	VERB
bracis-33620	32	9	an	an	DET
bracis-33620	32	10	approach	approach	NOUN
bracis-33620	32	11	called	call	VERB
bracis-33620	32	12	noise	noise	NOUN
bracis-33620	32	13	filter	filter	NOUN
bracis-33620	32	14	network	network	NOUN
bracis-33620	32	15	(	(	PUNCT
bracis-33620	32	16	nf	nf	NOUN
bracis-33620	32	17	-	-	PUNCT
bracis-33620	32	18	net	net	NOUN
bracis-33620	32	19	)	)	PUNCT
bracis-33620	32	20	.	.	PUNCT
bracis-33620	33	1	this	this	DET
bracis-33620	33	2	approach	approach	NOUN
bracis-33620	33	3	demonstrated	demonstrate	VERB
bracis-33620	33	4	an	an	DET
bracis-33620	33	5	accuracy	accuracy	NOUN
bracis-33620	33	6	of	of	ADP
bracis-33620	33	7	73	73	NUM
bracis-33620	33	8	%	%	NOUN
bracis-33620	33	9	,	,	PUNCT
bracis-33620	33	10	sensitivity	sensitivity	NOUN
bracis-33620	33	11	of	of	ADP
bracis-33620	33	12	80	80	NUM
bracis-33620	33	13	%	%	NOUN
bracis-33620	33	14	,	,	PUNCT
bracis-33620	33	15	and	and	CCONJ
bracis-33620	33	16	f1	f1	NOUN
bracis-33620	33	17	-	-	PUNCT
bracis-33620	33	18	score	score	NOUN
bracis-33620	33	19	of	of	ADP
bracis-33620	33	20	74	74	NUM
bracis-33620	33	21	%	%	NOUN
bracis-33620	33	22	.	.	PUNCT
bracis-33620	34	1	the	the	DET
bracis-33620	34	2	results	result	NOUN
bracis-33620	34	3	suggest	suggest	VERB
bracis-33620	34	4	that	that	SCONJ
bracis-33620	34	5	nf	nf	ADJ
bracis-33620	34	6	-	-	PUNCT
bracis-33620	34	7	net	net	NOUN
bracis-33620	34	8	is	be	AUX
bracis-33620	34	9	a	a	DET
bracis-33620	34	10	promising	promising	ADJ
bracis-33620	34	11	approach	approach	NOUN
bracis-33620	34	12	for	for	ADP
bracis-33620	34	13	breast	breast	NOUN
bracis-33620	34	14	lesion	lesion	NOUN
bracis-33620	34	15	classification	classification	NOUN
bracis-33620	34	16	,	,	PUNCT
bracis-33620	34	17	showing	show	VERB
bracis-33620	34	18	the	the	DET
bracis-33620	34	19	potential	potential	NOUN
bracis-33620	34	20	to	to	PART
bracis-33620	34	21	improve	improve	VERB
bracis-33620	34	22	accuracy	accuracy	NOUN
bracis-33620	34	23	in	in	ADP
bracis-33620	34	24	scenarios	scenario	NOUN
bracis-33620	34	25	with	with	ADP
bracis-33620	34	26	limited	limited	ADJ
bracis-33620	34	27	data	datum	NOUN
bracis-33620	34	28	.	.	PUNCT
bracis-33620	35	1	in	in	ADP
bracis-33620	35	2	[	[	X
bracis-33620	35	3	24	24	NUM
bracis-33620	35	4	]	]	PUNCT
bracis-33620	35	5	,	,	PUNCT
bracis-33620	35	6	breast	breast	NOUN
bracis-33620	35	7	lesion	lesion	NOUN
bracis-33620	35	8	classification	classification	NOUN
bracis-33620	35	9	in	in	ADP
bracis-33620	35	10	ultrasound	ultrasound	NOUN
bracis-33620	35	11	(	(	PUNCT
bracis-33620	35	12	us	us	PROPN
bracis-33620	35	13	)	)	PUNCT
bracis-33620	35	14	images	image	NOUN
bracis-33620	35	15	was	be	AUX
bracis-33620	35	16	performed	perform	VERB
bracis-33620	35	17	using	use	VERB
bracis-33620	35	18	image	image	NOUN
bracis-33620	35	19	fusion	fusion	NOUN
bracis-33620	35	20	and	and	CCONJ
bracis-33620	35	21	various	various	ADJ
bracis-33620	35	22	cnn	cnn	PROPN
bracis-33620	35	23	architectures	architecture	NOUN
bracis-33620	35	24	,	,	PUNCT
bracis-33620	35	25	such	such	ADJ
bracis-33620	35	26	as	as	ADP
bracis-33620	35	27	vggnet	vggnet	NOUN
bracis-33620	35	28	,	,	PUNCT
bracis-33620	35	29	resnet	resnet	NOUN
bracis-33620	35	30	,	,	PUNCT
bracis-33620	35	31	and	and	CCONJ
bracis-33620	35	32	densenet	densenet	NOUN
bracis-33620	35	33	.	.	PUNCT
bracis-33620	36	1	the	the	DET
bracis-33620	36	2	authors	author	NOUN
bracis-33620	36	3	achieved	achieve	VERB
bracis-33620	36	4	notable	notable	ADJ
bracis-33620	36	5	results	result	NOUN
bracis-33620	36	6	,	,	PUNCT
bracis-33620	36	7	with	with	ADP
bracis-33620	36	8	an	an	DET
bracis-33620	36	9	accuracy	accuracy	NOUN
bracis-33620	36	10	of	of	ADP
bracis-33620	36	11	94.62	94.62	NUM
bracis-33620	36	12	%	%	NOUN
bracis-33620	36	13	,	,	PUNCT
bracis-33620	36	14	sensitivity	sensitivity	NOUN
bracis-33620	36	15	of	of	ADP
bracis-33620	36	16	92.31	92.31	NUM
bracis-33620	36	17	%	%	NOUN
bracis-33620	36	18	,	,	PUNCT
bracis-33620	36	19	specificity	specificity	NOUN
bracis-33620	36	20	of	of	ADP
bracis-33620	36	21	95.60	95.60	NUM
bracis-33620	36	22	%	%	NOUN
bracis-33620	36	23	,	,	PUNCT
bracis-33620	36	24	precision	precision	NOUN
bracis-33620	36	25	of	of	ADP
bracis-33620	36	26	90	90	NUM
bracis-33620	36	27	%	%	NOUN
bracis-33620	36	28	,	,	PUNCT
bracis-33620	36	29	f1	f1	NOUN
bracis-33620	36	30	-	-	PUNCT
bracis-33620	36	31	score	score	NOUN
bracis-33620	36	32	of	of	ADP
bracis-33620	36	33	91.14	91.14	NUM
bracis-33620	36	34	%	%	NOUN
bracis-33620	36	35	,	,	PUNCT
bracis-33620	36	36	and	and	CCONJ
bracis-33620	36	37	an	an	DET
bracis-33620	36	38	area	area	NOUN
bracis-33620	36	39	under	under	ADP
bracis-33620	36	40	the	the	DET
bracis-33620	36	41	curve	curve	NOUN
bracis-33620	36	42	(	(	PUNCT
bracis-33620	36	43	auc	auc	NOUN
bracis-33620	36	44	)	)	PUNCT
bracis-33620	36	45	of	of	ADP
bracis-33620	36	46	0.9711	0.9711	NUM
bracis-33620	36	47	.	.	PUNCT
bracis-33620	37	1	these	these	DET
bracis-33620	37	2	results	result	NOUN
bracis-33620	37	3	,	,	PUNCT
bracis-33620	37	4	obtained	obtain	VERB
bracis-33620	37	5	on	on	ADP
bracis-33620	37	6	the	the	DET
bracis-33620	37	7	busi	busi	NOUN
bracis-33620	37	8	dataset	dataset	VERB
bracis-33620	37	9	,	,	PUNCT
bracis-33620	37	10	indicate	indicate	VERB
bracis-33620	37	11	the	the	DET
bracis-33620	37	12	effectiveness	effectiveness	NOUN
bracis-33620	37	13	of	of	ADP
bracis-33620	37	14	image	image	NOUN
bracis-33620	37	15	fusion	fusion	NOUN
bracis-33620	37	16	techniques	technique	NOUN
bracis-33620	37	17	and	and	CCONJ
bracis-33620	37	18	various	various	ADJ
bracis-33620	37	19	cnns	cnn	NOUN
bracis-33620	37	20	in	in	ADP
bracis-33620	37	21	detecting	detect	VERB
bracis-33620	37	22	breast	breast	NOUN
bracis-33620	37	23	lesions	lesion	NOUN
bracis-33620	37	24	.	.	PUNCT
bracis-33620	38	1	in	in	ADP
bracis-33620	38	2	the	the	DET
bracis-33620	38	3	study	study	NOUN
bracis-33620	38	4	conducted	conduct	VERB
bracis-33620	38	5	by	by	ADP
bracis-33620	38	6	[	[	X
bracis-33620	38	7	25	25	NUM
bracis-33620	38	8	]	]	PUNCT
bracis-33620	38	9	,	,	PUNCT
bracis-33620	38	10	a	a	DET
bracis-33620	38	11	radiomics	radiomic	NOUN
bracis-33620	38	12	-	-	PUNCT
bracis-33620	38	13	based	base	VERB
bracis-33620	38	14	technique	technique	NOUN
bracis-33620	38	15	combined	combine	VERB
bracis-33620	38	16	with	with	ADP
bracis-33620	38	17	a	a	DET
bracis-33620	38	18	semi	semi	ADJ
bracis-33620	38	19	-	-	ADJ
bracis-33620	38	20	supervised	supervised	ADJ
bracis-33620	38	21	adversarial	adversarial	ADJ
bracis-33620	38	22	neural	neural	ADJ
bracis-33620	38	23	network	network	NOUN
bracis-33620	38	24	model	model	NOUN
bracis-33620	38	25	for	for	ADP
bracis-33620	38	26	data	datum	NOUN
bracis-33620	38	27	augmentation	augmentation	NOUN
bracis-33620	38	28	was	be	AUX
bracis-33620	38	29	used	use	VERB
bracis-33620	38	30	.	.	PUNCT
bracis-33620	39	1	the	the	DET
bracis-33620	39	2	dataset	dataset	NOUN
bracis-33620	39	3	,	,	PUNCT
bracis-33620	39	4	of	of	ADP
bracis-33620	39	5	private	private	ADJ
bracis-33620	39	6	origin	origin	NOUN
bracis-33620	39	7	,	,	PUNCT
bracis-33620	39	8	contained	contain	VERB
bracis-33620	39	9	1,447	1,447	NUM
bracis-33620	39	10	us	us	PROPN
bracis-33620	39	11	images	image	NOUN
bracis-33620	39	12	,	,	PUNCT
bracis-33620	39	13	with	with	ADP
bracis-33620	39	14	767	767	NUM
bracis-33620	39	15	benign	benign	ADJ
bracis-33620	39	16	and	and	CCONJ
bracis-33620	39	17	680	680	NUM
bracis-33620	39	18	malignant	malignant	ADJ
bracis-33620	39	19	.	.	PUNCT
bracis-33620	40	1	the	the	DET
bracis-33620	40	2	best	good	ADJ
bracis-33620	40	3	results	result	NOUN
bracis-33620	40	4	achieved	achieve	VERB
bracis-33620	40	5	were	be	AUX
bracis-33620	40	6	an	an	DET
bracis-33620	40	7	accuracy	accuracy	NOUN
bracis-33620	40	8	of	of	ADP
bracis-33620	40	9	90.41	90.41	NUM
bracis-33620	40	10	%	%	NOUN
bracis-33620	40	11	,	,	PUNCT
bracis-33620	40	12	sensitivity	sensitivity	NOUN
bracis-33620	40	13	of	of	ADP
bracis-33620	40	14	87.94	87.94	NUM
bracis-33620	40	15	%	%	NOUN
bracis-33620	40	16	,	,	PUNCT
bracis-33620	40	17	and	and	CCONJ
bracis-33620	40	18	specificity	specificity	NOUN
bracis-33620	40	19	of	of	ADP
bracis-33620	40	20	85.86	85.86	NUM
bracis-33620	40	21	%	%	NOUN
bracis-33620	40	22	.	.	PUNCT
bracis-33620	41	1	these	these	DET
bracis-33620	41	2	results	result	NOUN
bracis-33620	41	3	highlight	highlight	VERB
bracis-33620	41	4	the	the	DET
bracis-33620	41	5	potential	potential	NOUN
bracis-33620	41	6	of	of	ADP
bracis-33620	41	7	using	use	VERB
bracis-33620	41	8	radiomics	radiomic	NOUN
bracis-33620	41	9	and	and	CCONJ
bracis-33620	41	10	semi	semi	ADJ
bracis-33620	41	11	-	-	ADJ
bracis-33620	41	12	supervised	supervised	ADJ
bracis-33620	41	13	learning	learning	NOUN
bracis-33620	41	14	to	to	PART
bracis-33620	41	15	improve	improve	VERB
bracis-33620	41	16	the	the	DET
bracis-33620	41	17	classification	classification	NOUN
bracis-33620	41	18	of	of	ADP
bracis-33620	41	19	breast	breast	NOUN
bracis-33620	41	20	lesions	lesion	NOUN
bracis-33620	41	21	in	in	ADP
bracis-33620	41	22	the	the	DET
bracis-33620	41	23	us	us	PROPN
bracis-33620	41	24	.	.	PUNCT
bracis-33620	42	1	the	the	DET
bracis-33620	42	2	authors	author	NOUN
bracis-33620	42	3	of	of	ADP
bracis-33620	42	4	[	[	X
bracis-33620	42	5	31	31	NUM
bracis-33620	42	6	]	]	PUNCT
bracis-33620	42	7	investigated	investigate	VERB
bracis-33620	42	8	bilateral	bilateral	ADJ
bracis-33620	42	9	filters	filter	NOUN
bracis-33620	42	10	with	with	ADP
bracis-33620	42	11	various	various	ADJ
bracis-33620	42	12	cnn	cnn	PROPN
bracis-33620	42	13	architectures	architecture	NOUN
bracis-33620	42	14	to	to	PART
bracis-33620	42	15	determine	determine	VERB
bracis-33620	42	16	the	the	DET
bracis-33620	42	17	best	good	ADJ
bracis-33620	42	18	training	training	NOUN
bracis-33620	42	19	model	model	NOUN
bracis-33620	42	20	.	.	PUNCT
bracis-33620	43	1	the	the	DET
bracis-33620	43	2	study	study	NOUN
bracis-33620	43	3	results	result	NOUN
bracis-33620	43	4	showed	show	VERB
bracis-33620	43	5	an	an	DET
bracis-33620	43	6	accuracy	accuracy	NOUN
bracis-33620	43	7	of	of	ADP
bracis-33620	43	8	95.48	95.48	NUM
bracis-33620	43	9	%	%	NOUN
bracis-33620	43	10	,	,	PUNCT
bracis-33620	43	11	sensitivity	sensitivity	NOUN
bracis-33620	43	12	of	of	ADP
bracis-33620	43	13	93.92	93.92	NUM
bracis-33620	43	14	%	%	NOUN
bracis-33620	43	15	,	,	PUNCT
bracis-33620	43	16	specificity	specificity	NOUN
bracis-33620	43	17	of	of	ADP
bracis-33620	43	18	98.33	98.33	NUM
bracis-33620	43	19	%	%	NOUN
bracis-33620	43	20	,	,	PUNCT
bracis-33620	43	21	precision	precision	NOUN
bracis-33620	43	22	of	of	ADP
bracis-33620	43	23	98.11	98.11	NUM
bracis-33620	43	24	%	%	NOUN
bracis-33620	43	25	,	,	PUNCT
bracis-33620	43	26	f1	f1	NOUN
bracis-33620	43	27	-	-	PUNCT
bracis-33620	43	28	score	score	NOUN
bracis-33620	43	29	of	of	ADP
bracis-33620	43	30	95.71	95.71	NUM
bracis-33620	43	31	%	%	NOUN
bracis-33620	43	32	,	,	PUNCT
bracis-33620	43	33	and	and	CCONJ
bracis-33620	43	34	auc	auc	NOUN
bracis-33620	43	35	of	of	ADP
bracis-33620	43	36	0.9883	0.9883	NUM
bracis-33620	43	37	.	.	PUNCT
bracis-33620	44	1	these	these	DET
bracis-33620	44	2	results	result	NOUN
bracis-33620	44	3	indicate	indicate	VERB
bracis-33620	44	4	that	that	SCONJ
bracis-33620	44	5	preprocessing	preprocesse	VERB
bracis-33620	44	6	with	with	ADP
bracis-33620	44	7	bilateral	bilateral	ADJ
bracis-33620	44	8	filtering	filtering	NOUN
bracis-33620	44	9	,	,	PUNCT
bracis-33620	44	10	combined	combine	VERB
bracis-33620	44	11	with	with	ADP
bracis-33620	44	12	optimized	optimize	VERB
bracis-33620	44	13	cnn	cnn	PROPN
bracis-33620	44	14	architectures	architecture	NOUN
bracis-33620	44	15	,	,	PUNCT
bracis-33620	44	16	can	can	AUX
bracis-33620	44	17	significantly	significantly	ADV
bracis-33620	44	18	improve	improve	VERB
bracis-33620	44	19	the	the	DET
bracis-33620	44	20	accuracy	accuracy	NOUN
bracis-33620	44	21	of	of	ADP
bracis-33620	44	22	breast	breast	NOUN
bracis-33620	44	23	lesion	lesion	NOUN
bracis-33620	44	24	classification	classification	NOUN
bracis-33620	44	25	in	in	ADP
bracis-33620	44	26	the	the	DET
bracis-33620	44	27	us	us	PROPN
bracis-33620	44	28	.	.	PUNCT
bracis-33620	45	1	in	in	ADP
bracis-33620	45	2	the	the	DET
bracis-33620	45	3	study	study	NOUN
bracis-33620	45	4	by	by	ADP
bracis-33620	45	5	[	[	X
bracis-33620	45	6	15	15	NUM
bracis-33620	45	7	]	]	X
bracis-33620	45	8	,	,	PUNCT
bracis-33620	45	9	a	a	DET
bracis-33620	45	10	hybrid	hybrid	ADJ
bracis-33620	45	11	method	method	NOUN
bracis-33620	45	12	was	be	AUX
bracis-33620	45	13	presented	present	VERB
bracis-33620	45	14	that	that	PRON
bracis-33620	45	15	uses	use	VERB
bracis-33620	45	16	three	three	NUM
bracis-33620	45	17	cnns	cnn	NOUN
bracis-33620	45	18	for	for	ADP
bracis-33620	45	19	feature	feature	NOUN
bracis-33620	45	20	extraction	extraction	NOUN
bracis-33620	45	21	.	.	PUNCT
bracis-33620	46	1	then	then	ADV
bracis-33620	46	2	,	,	PUNCT
bracis-33620	46	3	the	the	DET
bracis-33620	46	4	minimum	minimum	ADJ
bracis-33620	46	5	redundancy	redundancy	NOUN
bracis-33620	46	6	maximum	maximum	ADJ
bracis-33620	46	7	relevance	relevance	NOUN
bracis-33620	46	8	algorithm	algorithm	NOUN
bracis-33620	46	9	is	be	AUX
bracis-33620	46	10	applied	apply	VERB
bracis-33620	46	11	to	to	PART
bracis-33620	46	12	select	select	VERB
bracis-33620	46	13	the	the	DET
bracis-33620	46	14	most	most	ADV
bracis-33620	46	15	relevant	relevant	ADJ
bracis-33620	46	16	features	feature	NOUN
bracis-33620	46	17	,	,	PUNCT
bracis-33620	46	18	and	and	CCONJ
bracis-33620	46	19	a	a	DET
bracis-33620	46	20	support	support	NOUN
bracis-33620	46	21	vector	vector	NOUN
bracis-33620	46	22	machine	machine	NOUN
bracis-33620	46	23	(	(	PUNCT
bracis-33620	46	24	svm	svm	PROPN
bracis-33620	46	25	)	)	PUNCT
bracis-33620	46	26	is	be	AUX
bracis-33620	46	27	used	use	VERB
bracis-33620	46	28	to	to	PART
bracis-33620	46	29	train	train	VERB
bracis-33620	46	30	the	the	DET
bracis-33620	46	31	model	model	NOUN
bracis-33620	46	32	.	.	PUNCT
bracis-33620	47	1	this	this	DET
bracis-33620	47	2	method	method	NOUN
bracis-33620	47	3	achieved	achieve	VERB
bracis-33620	47	4	an	an	DET
bracis-33620	47	5	accuracy	accuracy	NOUN
bracis-33620	47	6	of	of	ADP
bracis-33620	47	7	95.6	95.6	NUM
bracis-33620	47	8	%	%	NOUN
bracis-33620	47	9	,	,	PUNCT
bracis-33620	47	10	highlighting	highlight	VERB
bracis-33620	47	11	the	the	DET
bracis-33620	47	12	effectiveness	effectiveness	NOUN
bracis-33620	47	13	of	of	ADP
bracis-33620	47	14	combining	combine	VERB
bracis-33620	47	15	feature	feature	NOUN
bracis-33620	47	16	extraction	extraction	NOUN
bracis-33620	47	17	and	and	CCONJ
bracis-33620	47	18	selection	selection	NOUN
bracis-33620	47	19	techniques	technique	NOUN
bracis-33620	47	20	in	in	ADP
bracis-33620	47	21	improving	improve	VERB
bracis-33620	47	22	the	the	DET
bracis-33620	47	23	performance	performance	NOUN
bracis-33620	47	24	of	of	ADP
bracis-33620	47	25	classification	classification	NOUN
bracis-33620	47	26	models	model	NOUN
bracis-33620	47	27	.	.	PUNCT
bracis-33620	48	1	in	in	ADP
bracis-33620	48	2	turn	turn	NOUN
bracis-33620	48	3	,	,	PUNCT
bracis-33620	48	4	[	[	X
bracis-33620	48	5	28	28	NUM
bracis-33620	48	6	]	]	PUNCT
bracis-33620	48	7	proposed	propose	VERB
bracis-33620	48	8	an	an	DET
bracis-33620	48	9	architecture	architecture	NOUN
bracis-33620	48	10	based	base	VERB
bracis-33620	48	11	on	on	ADP
bracis-33620	48	12	inceptionv3	inceptionv3	NOUN
bracis-33620	48	13	for	for	ADP
bracis-33620	48	14	breast	breast	NOUN
bracis-33620	48	15	lesion	lesion	NOUN
bracis-33620	48	16	classification	classification	NOUN
bracis-33620	48	17	.	.	PUNCT
bracis-33620	49	1	to	to	PART
bracis-33620	49	2	overcome	overcome	VERB
bracis-33620	49	3	the	the	DET
bracis-33620	49	4	lack	lack	NOUN
bracis-33620	49	5	of	of	ADP
bracis-33620	49	6	data	datum	NOUN
bracis-33620	49	7	,	,	PUNCT
bracis-33620	49	8	the	the	DET
bracis-33620	49	9	authors	author	NOUN
bracis-33620	49	10	used	use	VERB
bracis-33620	49	11	five	five	NUM
bracis-33620	49	12	combined	combine	VERB
bracis-33620	49	13	datasets	dataset	NOUN
bracis-33620	49	14	.	.	PUNCT
bracis-33620	50	1	the	the	DET
bracis-33620	50	2	resulting	result	VERB
bracis-33620	50	3	model	model	NOUN
bracis-33620	50	4	achieved	achieve	VERB
bracis-33620	50	5	an	an	DET
bracis-33620	50	6	accuracy	accuracy	NOUN
bracis-33620	50	7	of	of	ADP
bracis-33620	50	8	81	81	NUM
bracis-33620	50	9	%	%	NOUN
bracis-33620	50	10	,	,	PUNCT
bracis-33620	50	11	sensitivity	sensitivity	NOUN
bracis-33620	50	12	of	of	ADP
bracis-33620	50	13	77	77	NUM
bracis-33620	50	14	%	%	NOUN
bracis-33620	50	15	,	,	PUNCT
bracis-33620	50	16	f1	f1	NOUN
bracis-33620	50	17	-	-	PUNCT
bracis-33620	50	18	score	score	NOUN
bracis-33620	50	19	of	of	ADP
bracis-33620	50	20	80	80	NUM
bracis-33620	50	21	%	%	NOUN
bracis-33620	50	22	,	,	PUNCT
bracis-33620	50	23	and	and	CCONJ
bracis-33620	50	24	auc	auc	NOUN
bracis-33620	50	25	of	of	ADP
bracis-33620	50	26	0.81	0.81	NUM
bracis-33620	50	27	.	.	PUNCT
bracis-33620	51	1	these	these	DET
bracis-33620	51	2	results	result	NOUN
bracis-33620	51	3	suggest	suggest	VERB
bracis-33620	51	4	that	that	SCONJ
bracis-33620	51	5	using	use	VERB
bracis-33620	51	6	multiple	multiple	ADJ
bracis-33620	51	7	datasets	dataset	NOUN
bracis-33620	51	8	can	can	AUX
bracis-33620	51	9	help	help	VERB
bracis-33620	51	10	mitigate	mitigate	VERB
bracis-33620	51	11	issues	issue	NOUN
bracis-33620	51	12	related	relate	VERB
bracis-33620	51	13	to	to	ADP
bracis-33620	51	14	data	datum	NOUN
bracis-33620	51	15	scarcity	scarcity	NOUN
bracis-33620	51	16	and	and	CCONJ
bracis-33620	51	17	improve	improve	VERB
bracis-33620	51	18	the	the	DET
bracis-33620	51	19	robustness	robustness	NOUN
bracis-33620	51	20	of	of	ADP
bracis-33620	51	21	deep	deep	ADJ
bracis-33620	51	22	learning	learning	NOUN
bracis-33620	51	23	models	model	NOUN
bracis-33620	51	24	.	.	PUNCT
bracis-33620	52	1	finally	finally	ADV
bracis-33620	52	2	,	,	PUNCT
bracis-33620	52	3	[	[	X
bracis-33620	52	4	21	21	NUM
bracis-33620	52	5	]	]	PUNCT
bracis-33620	52	6	proposed	propose	VERB
bracis-33620	52	7	using	use	VERB
bracis-33620	52	8	three	three	NUM
bracis-33620	52	9	combined	combined	ADJ
bracis-33620	52	10	resnet	resnet	NOUN
bracis-33620	52	11	architectures	architecture	NOUN
bracis-33620	52	12	for	for	ADP
bracis-33620	52	13	feature	feature	NOUN
bracis-33620	52	14	extraction	extraction	NOUN
bracis-33620	52	15	.	.	PUNCT
bracis-33620	53	1	after	after	ADP
bracis-33620	53	2	extraction	extraction	NOUN
bracis-33620	53	3	,	,	PUNCT
bracis-33620	53	4	three	three	NUM
bracis-33620	53	5	different	different	ADJ
bracis-33620	53	6	techniques	technique	NOUN
bracis-33620	53	7	were	be	AUX
bracis-33620	53	8	applied	apply	VERB
bracis-33620	53	9	to	to	PART
bracis-33620	53	10	select	select	VERB
bracis-33620	53	11	the	the	DET
bracis-33620	53	12	most	most	ADV
bracis-33620	53	13	relevant	relevant	ADJ
bracis-33620	53	14	features	feature	NOUN
bracis-33620	53	15	,	,	PUNCT
bracis-33620	53	16	and	and	CCONJ
bracis-33620	53	17	training	training	NOUN
bracis-33620	53	18	was	be	AUX
bracis-33620	53	19	performed	perform	VERB
bracis-33620	53	20	using	use	VERB
bracis-33620	53	21	an	an	DET
bracis-33620	53	22	svm	svm	NOUN
bracis-33620	53	23	.	.	PUNCT
bracis-33620	53	24	using	use	VERB
bracis-33620	53	25	a	a	DET
bracis-33620	53	26	dataset	dataset	NOUN
bracis-33620	53	27	with	with	ADP
bracis-33620	53	28	1,236	1,236	NUM
bracis-33620	53	29	images	image	NOUN
bracis-33620	53	30	,	,	PUNCT
bracis-33620	53	31	the	the	DET
bracis-33620	53	32	best	good	ADJ
bracis-33620	53	33	results	result	NOUN
bracis-33620	53	34	achieved	achieve	VERB
bracis-33620	53	35	were	be	AUX
bracis-33620	53	36	an	an	DET
bracis-33620	53	37	accuracy	accuracy	NOUN
bracis-33620	53	38	of	of	ADP
bracis-33620	53	39	84.9	84.9	NUM
bracis-33620	53	40	%	%	NOUN
bracis-33620	53	41	.	.	PUNCT
bracis-33620	54	1	these	these	DET
bracis-33620	54	2	results	result	NOUN
bracis-33620	54	3	indicate	indicate	VERB
bracis-33620	54	4	that	that	SCONJ
bracis-33620	54	5	combining	combine	VERB
bracis-33620	54	6	multiple	multiple	ADJ
bracis-33620	54	7	cnn	cnn	PROPN
bracis-33620	54	8	architectures	architecture	NOUN
bracis-33620	54	9	and	and	CCONJ
bracis-33620	54	10	feature	feature	NOUN
bracis-33620	54	11	selection	selection	NOUN
bracis-33620	54	12	techniques	technique	NOUN
bracis-33620	54	13	can	can	AUX
bracis-33620	54	14	improve	improve	VERB
bracis-33620	54	15	the	the	DET
bracis-33620	54	16	performance	performance	NOUN
bracis-33620	54	17	of	of	ADP
bracis-33620	54	18	breast	breast	NOUN
bracis-33620	54	19	lesion	lesion	NOUN
bracis-33620	54	20	classification	classification	NOUN
bracis-33620	54	21	models	model	NOUN
bracis-33620	54	22	.	.	PUNCT
bracis-33620	55	1	the	the	DET
bracis-33620	55	2	related	relate	VERB
bracis-33620	55	3	works	work	NOUN
bracis-33620	55	4	present	present	VERB
bracis-33620	55	5	various	various	ADJ
bracis-33620	55	6	approaches	approach	NOUN
bracis-33620	55	7	for	for	ADP
bracis-33620	55	8	classifying	classify	VERB
bracis-33620	55	9	breast	breast	NOUN
bracis-33620	55	10	lesions	lesion	NOUN
bracis-33620	55	11	in	in	ADP
bracis-33620	55	12	ultrasound	ultrasound	NOUN
bracis-33620	55	13	images	image	NOUN
bracis-33620	55	14	,	,	PUNCT
bracis-33620	55	15	each	each	PRON
bracis-33620	55	16	with	with	ADP
bracis-33620	55	17	its	its	PRON
bracis-33620	55	18	advancements	advancement	NOUN
bracis-33620	55	19	.	.	PUNCT
bracis-33620	56	1	techniques	technique	NOUN
bracis-33620	56	2	range	range	VERB
bracis-33620	56	3	from	from	ADP
bracis-33620	56	4	methods	method	NOUN
bracis-33620	56	5	involving	involve	VERB
bracis-33620	56	6	radiomics	radiomic	NOUN
bracis-33620	56	7	and	and	CCONJ
bracis-33620	56	8	semi	semi	ADJ
bracis-33620	56	9	-	-	ADJ
bracis-33620	56	10	supervised	supervised	ADJ
bracis-33620	56	11	learning	learning	NOUN
bracis-33620	56	12	to	to	ADP
bracis-33620	56	13	methods	method	NOUN
bracis-33620	56	14	using	use	VERB
bracis-33620	56	15	cnns	cnn	NOUN
bracis-33620	56	16	and	and	CCONJ
bracis-33620	56	17	image	image	NOUN
bracis-33620	56	18	fusion	fusion	NOUN
bracis-33620	56	19	.	.	PUNCT
bracis-33620	57	1	despite	despite	SCONJ
bracis-33620	57	2	significant	significant	ADJ
bracis-33620	57	3	advancements	advancement	NOUN
bracis-33620	57	4	,	,	PUNCT
bracis-33620	57	5	each	each	DET
bracis-33620	57	6	study	study	NOUN
bracis-33620	57	7	faces	face	VERB
bracis-33620	57	8	specific	specific	ADJ
bracis-33620	57	9	challenges	challenge	NOUN
bracis-33620	57	10	,	,	PUNCT
bracis-33620	57	11	such	such	ADJ
bracis-33620	57	12	as	as	ADP
bracis-33620	57	13	the	the	DET
bracis-33620	57	14	scarcity	scarcity	NOUN
bracis-33620	57	15	of	of	ADP
bracis-33620	57	16	training	training	NOUN
bracis-33620	57	17	data	datum	NOUN
bracis-33620	57	18	,	,	PUNCT
bracis-33620	57	19	variations	variation	NOUN
bracis-33620	57	20	in	in	ADP
bracis-33620	57	21	image	image	NOUN
bracis-33620	57	22	quality	quality	NOUN
bracis-33620	57	23	,	,	PUNCT
bracis-33620	57	24	and	and	CCONJ
bracis-33620	57	25	the	the	DET
bracis-33620	57	26	need	need	NOUN
bracis-33620	57	27	for	for	ADP
bracis-33620	57	28	intensive	intensive	ADJ
bracis-33620	57	29	preprocessing	preprocessing	NOUN
bracis-33620	57	30	.	.	PUNCT
bracis-33620	58	1	the	the	DET
bracis-33620	58	2	method	method	NOUN
bracis-33620	58	3	proposed	propose	VERB
bracis-33620	58	4	in	in	ADP
bracis-33620	58	5	this	this	DET
bracis-33620	58	6	work	work	NOUN
bracis-33620	58	7	aims	aim	VERB
bracis-33620	58	8	to	to	PART
bracis-33620	58	9	fill	fill	VERB
bracis-33620	58	10	a	a	DET
bracis-33620	58	11	crucial	crucial	ADJ
bracis-33620	58	12	gap	gap	NOUN
bracis-33620	58	13	by	by	ADP
bracis-33620	58	14	employing	employ	VERB
bracis-33620	58	15	advanced	advanced	ADJ
bracis-33620	58	16	preprocessing	preprocessing	NOUN
bracis-33620	58	17	techniques	technique	NOUN
bracis-33620	58	18	and	and	CCONJ
bracis-33620	58	19	deep	deep	ADJ
bracis-33620	58	20	learning	learning	NOUN
bracis-33620	58	21	to	to	PART
bracis-33620	58	22	automate	automate	VERB
bracis-33620	58	23	and	and	CCONJ
bracis-33620	58	24	enhance	enhance	VERB
bracis-33620	58	25	breast	breast	NOUN
bracis-33620	58	26	lesion	lesion	NOUN
bracis-33620	58	27	classification	classification	NOUN
bracis-33620	58	28	in	in	ADP
bracis-33620	58	29	ultrasound	ultrasound	NOUN
bracis-33620	58	30	images	image	NOUN
bracis-33620	58	31	.	.	PUNCT
bracis-33620	59	1	by	by	ADP
bracis-33620	59	2	integrating	integrate	VERB
bracis-33620	59	3	image	image	NOUN
bracis-33620	59	4	enhancement	enhancement	NOUN
bracis-33620	59	5	techniques	technique	NOUN
bracis-33620	59	6	and	and	CCONJ
bracis-33620	59	7	a	a	DET
bracis-33620	59	8	balanced	balanced	ADJ
bracis-33620	59	9	data	datum	NOUN
bracis-33620	59	10	augmentation	augmentation	NOUN
bracis-33620	59	11	method	method	NOUN
bracis-33620	59	12	for	for	ADP
bracis-33620	59	13	training	train	VERB
bracis-33620	59	14	a	a	DET
bracis-33620	59	15	vision	vision	NOUN
bracis-33620	59	16	transformer	transformer	NOUN
bracis-33620	59	17	,	,	PUNCT
bracis-33620	59	18	our	our	PRON
bracis-33620	59	19	method	method	NOUN
bracis-33620	59	20	aims	aim	VERB
bracis-33620	59	21	to	to	PART
bracis-33620	59	22	achieve	achieve	VERB
bracis-33620	59	23	higher	high	ADJ
bracis-33620	59	24	classification	classification	NOUN
bracis-33620	59	25	accuracy	accuracy	NOUN
bracis-33620	59	26	and	and	CCONJ
bracis-33620	59	27	robustness	robustness	NOUN
bracis-33620	59	28	.	.	PUNCT
bracis-33620	60	1	additionally	additionally	ADV
bracis-33620	60	2	,	,	PUNCT
bracis-33620	60	3	the	the	DET
bracis-33620	60	4	proposed	propose	VERB
bracis-33620	60	5	approach	approach	NOUN
bracis-33620	60	6	seeks	seek	VERB
bracis-33620	60	7	to	to	PART
bracis-33620	60	8	simplify	simplify	VERB
bracis-33620	60	9	the	the	DET
bracis-33620	60	10	process	process	NOUN
bracis-33620	60	11	for	for	ADP
bracis-33620	60	12	healthcare	healthcare	NOUN
bracis-33620	60	13	professionals	professional	NOUN
bracis-33620	60	14	,	,	PUNCT
bracis-33620	60	15	providing	provide	VERB
bracis-33620	60	16	faster	fast	ADV
bracis-33620	60	17	and	and	CCONJ
bracis-33620	60	18	more	more	ADV
bracis-33620	60	19	accurate	accurate	ADJ
bracis-33620	60	20	diagnosis	diagnosis	NOUN
bracis-33620	60	21	,	,	PUNCT
bracis-33620	60	22	which	which	PRON
bracis-33620	60	23	is	be	AUX
bracis-33620	60	24	crucial	crucial	ADJ
bracis-33620	60	25	for	for	ADP
bracis-33620	60	26	early	early	ADJ
bracis-33620	60	27	detection	detection	NOUN
bracis-33620	60	28	and	and	CCONJ
bracis-33620	60	29	breast	breast	NOUN
bracis-33620	60	30	cancer	cancer	NOUN
bracis-33620	60	31	treatment	treatment	NOUN
bracis-33620	60	32	.	.	PUNCT
bracis-33620	61	1	3	3	NUM
bracis-33620	61	2	materials	material	NOUN
bracis-33620	61	3	and	and	CCONJ
bracis-33620	61	4	 	 	SPACE
bracis-33620	61	5	proposed	propose	VERB
bracis-33620	61	6	method	method	NOUN
bracis-33620	61	7	in	in	ADP
bracis-33620	61	8	this	this	DET
bracis-33620	61	9	section	section	NOUN
bracis-33620	61	10	,	,	PUNCT
bracis-33620	61	11	we	we	PRON
bracis-33620	61	12	describe	describe	VERB
bracis-33620	61	13	the	the	DET
bracis-33620	61	14	materials	material	NOUN
bracis-33620	61	15	and	and	CCONJ
bracis-33620	61	16	the	the	DET
bracis-33620	61	17	proposed	propose	VERB
bracis-33620	61	18	method	method	NOUN
bracis-33620	61	19	.	.	PUNCT
bracis-33620	62	1	it	it	PRON
bracis-33620	62	2	consists	consist	VERB
bracis-33620	62	3	of	of	ADP
bracis-33620	62	4	five	five	NUM
bracis-33620	62	5	steps	step	NOUN
bracis-33620	62	6	,	,	PUNCT
bracis-33620	62	7	as	as	SCONJ
bracis-33620	62	8	highlighted	highlight	VERB
bracis-33620	62	9	in	in	ADP
bracis-33620	62	10	fig	fig	NOUN
bracis-33620	62	11	.	.	PUNCT
bracis-33620	62	12	 	 	SPACE
bracis-33620	63	1	1	1	NUM
bracis-33620	63	2	.	.	PUNCT
bracis-33620	64	1	subsequently	subsequently	ADV
bracis-33620	64	2	,	,	PUNCT
bracis-33620	64	3	we	we	PRON
bracis-33620	64	4	detail	detail	VERB
bracis-33620	64	5	each	each	DET
bracis-33620	64	6	step	step	NOUN
bracis-33620	64	7	.	.	PUNCT
bracis-33620	65	1	fig	fig	NOUN
bracis-33620	65	2	.	.	PUNCT
bracis-33620	66	1	1	1	X
bracis-33620	66	2	.	.	NUM
bracis-33620	66	3	proposed	propose	VERB
bracis-33620	66	4	method	method	NOUN
bracis-33620	66	5	flow	flow	NOUN
bracis-33620	66	6	.	.	PUNCT
bracis-33620	67	1	full	full	ADJ
bracis-33620	67	2	size	size	NOUN
bracis-33620	67	3	image	image	NOUN
bracis-33620	67	4	3.1	3.1	NUM
bracis-33620	67	5	materials	material	NOUN
bracis-33620	67	6	(	(	PUNCT
bracis-33620	67	7	busi	busi	SYM
bracis-33620	67	8	dataset	dataset	NOUN
bracis-33620	67	9	)	)	PUNCT
bracis-33620	67	10	the	the	DET
bracis-33620	67	11	dataset	dataset	NOUN
bracis-33620	67	12	used	use	VERB
bracis-33620	67	13	for	for	ADP
bracis-33620	67	14	this	this	DET
bracis-33620	67	15	study	study	NOUN
bracis-33620	67	16	was	be	AUX
bracis-33620	67	17	the	the	DET
bracis-33620	67	18	breast	breast	NOUN
bracis-33620	67	19	ultrasound	ultrasound	NOUN
bracis-33620	67	20	images	image	NOUN
bracis-33620	67	21	dataset	dataset	NOUN
bracis-33620	67	22	(	(	PUNCT
bracis-33620	67	23	busi	busi	NOUN
bracis-33620	67	24	)	)	PUNCT
bracis-33620	67	25	.	.	PUNCT
bracis-33620	68	1	the	the	DET
bracis-33620	68	2	busi	busi	NOUN
bracis-33620	68	3	was	be	AUX
bracis-33620	68	4	collected	collect	VERB
bracis-33620	68	5	in	in	ADP
bracis-33620	68	6	2018	2018	NUM
bracis-33620	68	7	and	and	CCONJ
bracis-33620	68	8	includes	include	VERB
bracis-33620	68	9	women	woman	NOUN
bracis-33620	68	10	aged	age	VERB
bracis-33620	68	11	between	between	ADP
bracis-33620	68	12	25	25	NUM
bracis-33620	68	13	and	and	CCONJ
bracis-33620	68	14	75	75	NUM
bracis-33620	68	15	years	year	NOUN
bracis-33620	68	16	.	.	PUNCT
bracis-33620	69	1	the	the	DET
bracis-33620	69	2	dataset	dataset	NOUN
bracis-33620	69	3	has	have	VERB
bracis-33620	69	4	780	780	NUM
bracis-33620	69	5	images	image	NOUN
bracis-33620	69	6	with	with	ADP
bracis-33620	69	7	an	an	DET
bracis-33620	69	8	average	average	ADJ
bracis-33620	69	9	size	size	NOUN
bracis-33620	69	10	of	of	ADP
bracis-33620	69	11	\(500\times	\(500\times	NUM
bracis-33620	69	12	500\	500\	NOUN
bracis-33620	69	13	)	)	PUNCT
bracis-33620	69	14	pixels	pixel	NOUN
bracis-33620	69	15	in	in	ADP
bracis-33620	69	16	png	png	NOUN
bracis-33620	69	17	format	format	NOUN
bracis-33620	69	18	.	.	PUNCT
bracis-33620	70	1	also	also	ADV
bracis-33620	70	2	,	,	PUNCT
bracis-33620	70	3	a	a	DET
bracis-33620	70	4	lesion	lesion	NOUN
bracis-33620	70	5	marking	mark	VERB
bracis-33620	70	6	file	file	NOUN
bracis-33620	70	7	accompanies	accompany	VERB
bracis-33620	70	8	each	each	DET
bracis-33620	70	9	image	image	NOUN
bracis-33620	70	10	and	and	CCONJ
bracis-33620	70	11	has	have	VERB
bracis-33620	70	12	three	three	NUM
bracis-33620	70	13	classes	class	NOUN
bracis-33620	70	14	:	:	PUNCT
bracis-33620	70	15	normal	normal	ADJ
bracis-33620	70	16	,	,	PUNCT
bracis-33620	70	17	benign	benign	ADJ
bracis-33620	70	18	,	,	PUNCT
bracis-33620	70	19	and	and	CCONJ
bracis-33620	70	20	malignant	malignant	ADJ
bracis-33620	70	21	[	[	X
bracis-33620	70	22	1	1	NUM
bracis-33620	70	23	]	]	PUNCT
bracis-33620	70	24	.	.	PUNCT
bracis-33620	71	1	only	only	ADV
bracis-33620	71	2	images	image	NOUN
bracis-33620	71	3	from	from	ADP
bracis-33620	71	4	the	the	DET
bracis-33620	71	5	benign	benign	ADJ
bracis-33620	71	6	(	(	PUNCT
bracis-33620	71	7	210	210	NUM
bracis-33620	71	8	images	image	NOUN
bracis-33620	71	9	)	)	PUNCT
bracis-33620	71	10	and	and	CCONJ
bracis-33620	71	11	malignant	malignant	ADJ
bracis-33620	71	12	(	(	PUNCT
bracis-33620	71	13	454	454	NUM
bracis-33620	71	14	images	image	NOUN
bracis-33620	71	15	)	)	PUNCT
bracis-33620	71	16	classes	class	NOUN
bracis-33620	71	17	were	be	AUX
bracis-33620	71	18	selected	select	VERB
bracis-33620	71	19	in	in	ADP
bracis-33620	71	20	this	this	DET
bracis-33620	71	21	work	work	NOUN
bracis-33620	71	22	.	.	PUNCT
bracis-33620	72	1	this	this	DET
bracis-33620	72	2	choice	choice	NOUN
bracis-33620	72	3	is	be	AUX
bracis-33620	72	4	because	because	SCONJ
bracis-33620	72	5	the	the	DET
bracis-33620	72	6	fact	fact	NOUN
bracis-33620	72	7	that	that	SCONJ
bracis-33620	72	8	a	a	DET
bracis-33620	72	9	biopsy	biopsy	NOUN
bracis-33620	72	10	is	be	AUX
bracis-33620	72	11	only	only	ADV
bracis-33620	72	12	necessary	necessary	ADJ
bracis-33620	72	13	when	when	SCONJ
bracis-33620	72	14	there	there	PRON
bracis-33620	72	15	is	be	VERB
bracis-33620	72	16	doubt	doubt	NOUN
bracis-33620	72	17	in	in	ADP
bracis-33620	72	18	the	the	DET
bracis-33620	72	19	diagnosis	diagnosis	NOUN
bracis-33620	72	20	between	between	ADP
bracis-33620	72	21	benign	benign	ADJ
bracis-33620	72	22	and	and	CCONJ
bracis-33620	72	23	malignant	malignant	ADJ
bracis-33620	72	24	.	.	PUNCT
bracis-33620	73	1	therefore	therefore	ADV
bracis-33620	73	2	,	,	PUNCT
bracis-33620	73	3	normal	normal	ADJ
bracis-33620	73	4	images	image	NOUN
bracis-33620	73	5	were	be	AUX
bracis-33620	73	6	not	not	PART
bracis-33620	73	7	included	include	VERB
bracis-33620	73	8	in	in	ADP
bracis-33620	73	9	the	the	DET
bracis-33620	73	10	dataset	dataset	NOUN
bracis-33620	73	11	,	,	PUNCT
bracis-33620	73	12	focusing	focus	VERB
bracis-33620	73	13	on	on	ADP
bracis-33620	73	14	the	the	DET
bracis-33620	73	15	problem	problem	NOUN
bracis-33620	73	16	of	of	ADP
bracis-33620	73	17	diagnosing	diagnose	VERB
bracis-33620	73	18	benign	benign	ADJ
bracis-33620	73	19	and	and	CCONJ
bracis-33620	73	20	malignant	malignant	ADJ
bracis-33620	73	21	lesions	lesion	NOUN
bracis-33620	73	22	,	,	PUNCT
bracis-33620	73	23	which	which	PRON
bracis-33620	73	24	is	be	AUX
bracis-33620	73	25	the	the	DET
bracis-33620	73	26	main	main	ADJ
bracis-33620	73	27	objective	objective	NOUN
bracis-33620	73	28	of	of	ADP
bracis-33620	73	29	this	this	DET
bracis-33620	73	30	study	study	NOUN
bracis-33620	73	31	.	.	PUNCT
bracis-33620	74	1	figure	figure	NOUN
bracis-33620	74	2	 	 	SPACE
bracis-33620	74	3	2	2	NUM
bracis-33620	74	4	shows	show	VERB
bracis-33620	74	5	examples	example	NOUN
bracis-33620	74	6	of	of	ADP
bracis-33620	74	7	each	each	DET
bracis-33620	74	8	class	class	NOUN
bracis-33620	74	9	.	.	PUNCT
bracis-33620	75	1	fig	fig	NOUN
bracis-33620	75	2	.	.	PUNCT
bracis-33620	76	1	2	2	X
bracis-33620	76	2	.	.	X
bracis-33620	76	3	materials	material	NOUN
bracis-33620	76	4	(	(	PUNCT
bracis-33620	76	5	busi	busi	NOUN
bracis-33620	76	6	):	):	PUNCT
bracis-33620	76	7	(	(	PUNCT
bracis-33620	76	8	a	a	X
bracis-33620	76	9	)	)	PUNCT
bracis-33620	76	10	benign	benign	ADJ
bracis-33620	76	11	images	image	NOUN
bracis-33620	76	12	;	;	PUNCT
bracis-33620	76	13	(	(	PUNCT
bracis-33620	76	14	b	b	X
bracis-33620	76	15	)	)	PUNCT
bracis-33620	76	16	malignant	malignant	ADJ
bracis-33620	76	17	images	image	NOUN
bracis-33620	76	18	.	.	PUNCT
bracis-33620	77	1	full	full	ADJ
bracis-33620	77	2	size	size	NOUN
bracis-33620	77	3	image	image	NOUN
bracis-33620	77	4	in	in	ADP
bracis-33620	77	5	the	the	DET
bracis-33620	77	6	next	next	ADJ
bracis-33620	77	7	step	step	NOUN
bracis-33620	77	8	,	,	PUNCT
bracis-33620	77	9	we	we	PRON
bracis-33620	77	10	will	will	AUX
bracis-33620	77	11	describe	describe	VERB
bracis-33620	77	12	the	the	DET
bracis-33620	77	13	extraction	extraction	NOUN
bracis-33620	77	14	of	of	ADP
bracis-33620	77	15	the	the	DET
bracis-33620	77	16	region	region	NOUN
bracis-33620	77	17	of	of	ADP
bracis-33620	77	18	interest	interest	NOUN
bracis-33620	77	19	(	(	PUNCT
bracis-33620	77	20	roi	roi	NOUN
bracis-33620	77	21	)	)	PUNCT
bracis-33620	77	22	,	,	PUNCT
bracis-33620	77	23	which	which	PRON
bracis-33620	77	24	was	be	AUX
bracis-33620	77	25	used	use	VERB
bracis-33620	77	26	to	to	PART
bracis-33620	77	27	enhance	enhance	VERB
bracis-33620	77	28	the	the	DET
bracis-33620	77	29	model	model	NOUN
bracis-33620	77	30	by	by	ADP
bracis-33620	77	31	eliminating	eliminate	VERB
bracis-33620	77	32	unnecessary	unnecessary	ADJ
bracis-33620	77	33	information	information	NOUN
bracis-33620	77	34	from	from	ADP
bracis-33620	77	35	the	the	DET
bracis-33620	77	36	images	image	NOUN
bracis-33620	77	37	.	.	PUNCT
bracis-33620	78	1	3.2	3.2	NUM
bracis-33620	78	2	roi	roi	NOUN
bracis-33620	78	3	cropping	cropping	NOUN
bracis-33620	78	4	as	as	SCONJ
bracis-33620	78	5	described	describe	VERB
bracis-33620	78	6	earlier	early	ADV
bracis-33620	78	7	,	,	PUNCT
bracis-33620	78	8	the	the	DET
bracis-33620	78	9	images	image	NOUN
bracis-33620	78	10	contain	contain	VERB
bracis-33620	78	11	markings	marking	NOUN
bracis-33620	78	12	made	make	VERB
bracis-33620	78	13	by	by	ADP
bracis-33620	78	14	specialists	specialist	NOUN
bracis-33620	78	15	.	.	PUNCT
bracis-33620	79	1	it	it	PRON
bracis-33620	79	2	is	be	AUX
bracis-33620	79	3	also	also	ADV
bracis-33620	79	4	noticeable	noticeable	ADJ
bracis-33620	79	5	,	,	PUNCT
bracis-33620	79	6	as	as	SCONJ
bracis-33620	79	7	illustrated	illustrate	VERB
bracis-33620	79	8	in	in	ADP
bracis-33620	79	9	fig	fig	NOUN
bracis-33620	79	10	.	.	PUNCT
bracis-33620	79	11	 	 	SPACE
bracis-33620	80	1	2	2	NUM
bracis-33620	80	2	,	,	PUNCT
bracis-33620	80	3	that	that	SCONJ
bracis-33620	80	4	there	there	PRON
bracis-33620	80	5	is	be	VERB
bracis-33620	80	6	a	a	DET
bracis-33620	80	7	significant	significant	ADJ
bracis-33620	80	8	amount	amount	NOUN
bracis-33620	80	9	of	of	ADP
bracis-33620	80	10	information	information	NOUN
bracis-33620	80	11	in	in	ADP
bracis-33620	80	12	the	the	DET
bracis-33620	80	13	image	image	NOUN
bracis-33620	80	14	that	that	PRON
bracis-33620	80	15	is	be	AUX
bracis-33620	80	16	not	not	PART
bracis-33620	80	17	essential	essential	ADJ
bracis-33620	80	18	for	for	ADP
bracis-33620	80	19	classification	classification	NOUN
bracis-33620	80	20	and	and	CCONJ
bracis-33620	80	21	may	may	AUX
bracis-33620	80	22	even	even	ADV
bracis-33620	80	23	confuse	confuse	VERB
bracis-33620	80	24	the	the	DET
bracis-33620	80	25	classifier	classifier	NOUN
bracis-33620	80	26	.	.	PUNCT
bracis-33620	81	1	many	many	ADJ
bracis-33620	81	2	studies	study	NOUN
bracis-33620	81	3	show	show	VERB
bracis-33620	81	4	improved	improve	VERB
bracis-33620	81	5	results	result	NOUN
bracis-33620	81	6	using	use	VERB
bracis-33620	81	7	roi	roi	NOUN
bracis-33620	81	8	extraction	extraction	NOUN
bracis-33620	81	9	 	 	SPACE
bracis-33620	82	1	[	[	X
bracis-33620	82	2	6	6	NUM
bracis-33620	82	3	,	,	PUNCT
bracis-33620	82	4	7	7	NUM
bracis-33620	82	5	,	,	PUNCT
bracis-33620	82	6	9	9	NUM
bracis-33620	82	7	,	,	PUNCT
bracis-33620	82	8	11	11	NUM
bracis-33620	82	9	]	]	PUNCT
bracis-33620	82	10	.	.	PUNCT
bracis-33620	83	1	therefore	therefore	ADV
bracis-33620	83	2	,	,	PUNCT
bracis-33620	83	3	after	after	ADP
bracis-33620	83	4	conducting	conduct	VERB
bracis-33620	83	5	detailed	detailed	ADJ
bracis-33620	83	6	experiments	experiment	NOUN
bracis-33620	83	7	,	,	PUNCT
bracis-33620	83	8	we	we	PRON
bracis-33620	83	9	chose	choose	VERB
bracis-33620	83	10	roi	roi	NOUN
bracis-33620	83	11	crop	crop	NOUN
bracis-33620	83	12	.	.	PUNCT
bracis-33620	84	1	in	in	ADP
bracis-33620	84	2	practice	practice	NOUN
bracis-33620	84	3	,	,	PUNCT
bracis-33620	84	4	this	this	PRON
bracis-33620	84	5	involves	involve	VERB
bracis-33620	84	6	selecting	select	VERB
bracis-33620	84	7	the	the	DET
bracis-33620	84	8	largest	large	ADJ
bracis-33620	84	9	bounding	bounding	NOUN
bracis-33620	84	10	box	box	NOUN
bracis-33620	84	11	of	of	ADP
bracis-33620	84	12	the	the	DET
bracis-33620	84	13	lesion	lesion	NOUN
bracis-33620	84	14	in	in	ADP
bracis-33620	84	15	the	the	DET
bracis-33620	84	16	markings	marking	NOUN
bracis-33620	84	17	and	and	CCONJ
bracis-33620	84	18	,	,	PUNCT
bracis-33620	84	19	subsequently	subsequently	ADV
bracis-33620	84	20	,	,	PUNCT
bracis-33620	84	21	cropping	crop	VERB
bracis-33620	84	22	the	the	DET
bracis-33620	84	23	corresponding	corresponding	ADJ
bracis-33620	84	24	region	region	NOUN
bracis-33620	84	25	from	from	ADP
bracis-33620	84	26	the	the	DET
bracis-33620	84	27	original	original	ADJ
bracis-33620	84	28	image	image	NOUN
bracis-33620	84	29	,	,	PUNCT
bracis-33620	84	30	generating	generate	VERB
bracis-33620	84	31	a	a	DET
bracis-33620	84	32	new	new	ADJ
bracis-33620	84	33	image	image	NOUN
bracis-33620	84	34	that	that	PRON
bracis-33620	84	35	will	will	AUX
bracis-33620	84	36	be	be	AUX
bracis-33620	84	37	used	use	VERB
bracis-33620	84	38	in	in	ADP
bracis-33620	84	39	the	the	DET
bracis-33620	84	40	subsequent	subsequent	ADJ
bracis-33620	84	41	steps	step	NOUN
bracis-33620	84	42	of	of	ADP
bracis-33620	84	43	the	the	DET
bracis-33620	84	44	method	method	NOUN
bracis-33620	84	45	.	.	PUNCT
bracis-33620	85	1	figure	figure	NOUN
bracis-33620	85	2	 	 	SPACE
bracis-33620	85	3	3	3	NUM
bracis-33620	85	4	illustrates	illustrate	VERB
bracis-33620	85	5	the	the	DET
bracis-33620	85	6	procedure	procedure	NOUN
bracis-33620	85	7	for	for	ADP
bracis-33620	85	8	extracting	extract	VERB
bracis-33620	85	9	the	the	DET
bracis-33620	85	10	roi	roi	NOUN
bracis-33620	85	11	.	.	PUNCT
bracis-33620	86	1	fig	fig	NOUN
bracis-33620	86	2	.	.	PUNCT
bracis-33620	87	1	3	3	X
bracis-33620	87	2	.	.	X
bracis-33620	87	3	roi	roi	NOUN
bracis-33620	87	4	cropping	cropping	NOUN
bracis-33620	87	5	:	:	PUNCT
bracis-33620	87	6	(	(	PUNCT
bracis-33620	87	7	a	a	X
bracis-33620	87	8	)	)	PUNCT
bracis-33620	87	9	original	original	ADJ
bracis-33620	87	10	image	image	NOUN
bracis-33620	87	11	(	(	PUNCT
bracis-33620	87	12	top	top	ADJ
bracis-33620	87	13	:	:	PUNCT
bracis-33620	87	14	benign	benign	ADJ
bracis-33620	87	15	lesion	lesion	NOUN
bracis-33620	87	16	,	,	PUNCT
bracis-33620	87	17	bottom	bottom	ADJ
bracis-33620	87	18	:	:	PUNCT
bracis-33620	87	19	malignant	malignant	ADJ
bracis-33620	87	20	lesion	lesion	NOUN
bracis-33620	87	21	)	)	PUNCT
bracis-33620	87	22	;	;	PUNCT
bracis-33620	87	23	(	(	PUNCT
bracis-33620	87	24	b	b	X
bracis-33620	87	25	)	)	PUNCT
bracis-33620	87	26	marking	mark	VERB
bracis-33620	87	27	with	with	ADP
bracis-33620	87	28	bounding	bounding	NOUN
bracis-33620	87	29	box	box	NOUN
bracis-33620	87	30	in	in	ADP
bracis-33620	87	31	yellow	yellow	ADJ
bracis-33620	87	32	;	;	PUNCT
bracis-33620	87	33	(	(	PUNCT
bracis-33620	87	34	c	c	X
bracis-33620	87	35	)	)	PUNCT
bracis-33620	87	36	resulting	result	VERB
bracis-33620	87	37	image	image	NOUN
bracis-33620	87	38	.	.	PUNCT
bracis-33620	88	1	(	(	PUNCT
bracis-33620	88	2	color	color	NOUN
bracis-33620	88	3	figure	figure	NOUN
bracis-33620	88	4	online	online	ADV
bracis-33620	88	5	)	)	PUNCT
bracis-33620	88	6	full	full	ADJ
bracis-33620	88	7	size	size	NOUN
bracis-33620	88	8	image	image	NOUN
bracis-33620	88	9	with	with	ADP
bracis-33620	88	10	the	the	DET
bracis-33620	88	11	rois	rois	NOUN
bracis-33620	88	12	extracted	extract	VERB
bracis-33620	88	13	,	,	PUNCT
bracis-33620	88	14	the	the	DET
bracis-33620	88	15	next	next	ADJ
bracis-33620	88	16	step	step	NOUN
bracis-33620	88	17	is	be	AUX
bracis-33620	88	18	image	image	NOUN
bracis-33620	88	19	preprocessing	preprocessing	NOUN
bracis-33620	88	20	.	.	PUNCT
bracis-33620	89	1	3.3	3.3	NUM
bracis-33620	89	2	roi	roi	NOUN
bracis-33620	89	3	preprocessing	preprocesse	VERB
bracis-33620	89	4	many	many	ADJ
bracis-33620	89	5	studies	study	NOUN
bracis-33620	89	6	have	have	AUX
bracis-33620	89	7	shown	show	VERB
bracis-33620	89	8	that	that	SCONJ
bracis-33620	89	9	image	image	NOUN
bracis-33620	89	10	preprocessing	preprocessing	NOUN
bracis-33620	89	11	has	have	VERB
bracis-33620	89	12	a	a	DET
bracis-33620	89	13	significant	significant	ADJ
bracis-33620	89	14	impact	impact	NOUN
bracis-33620	89	15	on	on	ADP
bracis-33620	89	16	cnn	cnn	PROPN
bracis-33620	89	17	results	result	VERB
bracis-33620	89	18	[	[	X
bracis-33620	89	19	9	9	NUM
bracis-33620	89	20	,	,	PUNCT
bracis-33620	89	21	10	10	NUM
bracis-33620	89	22	,	,	PUNCT
bracis-33620	89	23	20	20	NUM
bracis-33620	89	24	,	,	PUNCT
bracis-33620	89	25	26	26	NUM
bracis-33620	89	26	]	]	PUNCT
bracis-33620	89	27	.	.	PUNCT
bracis-33620	90	1	in	in	ADP
bracis-33620	90	2	this	this	DET
bracis-33620	90	3	step	step	NOUN
bracis-33620	90	4	,	,	PUNCT
bracis-33620	90	5	we	we	PRON
bracis-33620	90	6	applied	apply	VERB
bracis-33620	90	7	two	two	NUM
bracis-33620	90	8	filters	filter	NOUN
bracis-33620	90	9	sequentially	sequentially	ADV
bracis-33620	90	10	to	to	PART
bracis-33620	90	11	enhance	enhance	VERB
bracis-33620	90	12	the	the	DET
bracis-33620	90	13	image	image	NOUN
bracis-33620	90	14	representation	representation	NOUN
bracis-33620	90	15	.	.	PUNCT
bracis-33620	91	1	firstly	firstly	ADV
bracis-33620	91	2	,	,	PUNCT
bracis-33620	91	3	the	the	DET
bracis-33620	91	4	anisotropic	anisotropic	NOUN
bracis-33620	91	5	filter	filter	NOUN
bracis-33620	91	6	is	be	AUX
bracis-33620	91	7	applied	apply	VERB
bracis-33620	91	8	,	,	PUNCT
bracis-33620	91	9	known	know	VERB
bracis-33620	91	10	for	for	ADP
bracis-33620	91	11	preserving	preserve	VERB
bracis-33620	91	12	edges	edge	NOUN
bracis-33620	91	13	in	in	ADP
bracis-33620	91	14	the	the	DET
bracis-33620	91	15	image	image	NOUN
bracis-33620	91	16	while	while	SCONJ
bracis-33620	91	17	effectively	effectively	ADV
bracis-33620	91	18	removing	remove	VERB
bracis-33620	91	19	noise	noise	NOUN
bracis-33620	91	20	[	[	X
bracis-33620	91	21	30	30	NUM
bracis-33620	91	22	]	]	PUNCT
bracis-33620	91	23	.	.	PUNCT
bracis-33620	92	1	this	this	DET
bracis-33620	92	2	filter	filter	NOUN
bracis-33620	92	3	is	be	AUX
bracis-33620	92	4	particularly	particularly	ADV
bracis-33620	92	5	advantageous	advantageous	ADJ
bracis-33620	92	6	in	in	ADP
bracis-33620	92	7	ultrasound	ultrasound	NOUN
bracis-33620	92	8	(	(	PUNCT
bracis-33620	92	9	us	us	PROPN
bracis-33620	92	10	)	)	PUNCT
bracis-33620	92	11	images	image	NOUN
bracis-33620	92	12	,	,	PUNCT
bracis-33620	92	13	where	where	SCONJ
bracis-33620	92	14	edges	edge	NOUN
bracis-33620	92	15	are	be	AUX
bracis-33620	92	16	crucial	crucial	ADJ
bracis-33620	92	17	for	for	ADP
bracis-33620	92	18	interpreting	interpret	VERB
bracis-33620	92	19	benign	benign	ADJ
bracis-33620	92	20	and	and	CCONJ
bracis-33620	92	21	malignant	malignant	ADJ
bracis-33620	92	22	lesions	lesion	NOUN
bracis-33620	92	23	.	.	PUNCT
bracis-33620	93	1	it	it	PRON
bracis-33620	93	2	preserves	preserve	VERB
bracis-33620	93	3	the	the	DET
bracis-33620	93	4	structural	structural	ADJ
bracis-33620	93	5	characteristics	characteristic	NOUN
bracis-33620	93	6	of	of	ADP
bracis-33620	93	7	the	the	DET
bracis-33620	93	8	image	image	NOUN
bracis-33620	93	9	,	,	PUNCT
bracis-33620	93	10	such	such	ADJ
bracis-33620	93	11	as	as	ADP
bracis-33620	93	12	edges	edge	NOUN
bracis-33620	93	13	and	and	CCONJ
bracis-33620	93	14	details	detail	NOUN
bracis-33620	93	15	,	,	PUNCT
bracis-33620	93	16	while	while	SCONJ
bracis-33620	93	17	adaptively	adaptively	ADV
bracis-33620	93	18	reducing	reduce	VERB
bracis-33620	93	19	noise	noise	NOUN
bracis-33620	93	20	.	.	PUNCT
bracis-33620	94	1	next	next	ADV
bracis-33620	94	2	,	,	PUNCT
bracis-33620	94	3	the	the	DET
bracis-33620	94	4	mean	mean	ADJ
bracis-33620	94	5	filter	filter	NOUN
bracis-33620	94	6	is	be	AUX
bracis-33620	94	7	applied	apply	VERB
bracis-33620	94	8	.	.	PUNCT
bracis-33620	95	1	this	this	DET
bracis-33620	95	2	filter	filter	NOUN
bracis-33620	95	3	is	be	AUX
bracis-33620	95	4	effective	effective	ADJ
bracis-33620	95	5	in	in	ADP
bracis-33620	95	6	removing	remove	VERB
bracis-33620	95	7	background	background	NOUN
bracis-33620	95	8	noise	noise	NOUN
bracis-33620	95	9	,	,	PUNCT
bracis-33620	95	10	smoothing	smooth	VERB
bracis-33620	95	11	the	the	DET
bracis-33620	95	12	image	image	NOUN
bracis-33620	95	13	,	,	PUNCT
bracis-33620	95	14	and	and	CCONJ
bracis-33620	95	15	enhancing	enhance	VERB
bracis-33620	95	16	the	the	DET
bracis-33620	95	17	consistency	consistency	NOUN
bracis-33620	95	18	of	of	ADP
bracis-33620	95	19	the	the	DET
bracis-33620	95	20	structures	structure	NOUN
bracis-33620	95	21	identified	identify	VERB
bracis-33620	95	22	by	by	ADP
bracis-33620	95	23	the	the	DET
bracis-33620	95	24	anisotropic	anisotropic	NOUN
bracis-33620	95	25	filter	filter	NOUN
bracis-33620	95	26	[	[	X
bracis-33620	95	27	18	18	NUM
bracis-33620	95	28	]	]	PUNCT
bracis-33620	95	29	.	.	PUNCT
bracis-33620	96	1	these	these	DET
bracis-33620	96	2	filters	filter	NOUN
bracis-33620	96	3	combination	combination	NOUN
bracis-33620	96	4	enhances	enhance	VERB
bracis-33620	96	5	the	the	DET
bracis-33620	96	6	visual	visual	ADJ
bracis-33620	96	7	us	us	PROPN
bracis-33620	96	8	quality	quality	NOUN
bracis-33620	96	9	images	image	NOUN
bracis-33620	96	10	and	and	CCONJ
bracis-33620	96	11	prepare	prepare	VERB
bracis-33620	96	12	them	they	PRON
bracis-33620	96	13	efficiently	efficiently	ADV
bracis-33620	96	14	for	for	ADP
bracis-33620	96	15	feature	feature	NOUN
bracis-33620	96	16	extraction	extraction	NOUN
bracis-33620	96	17	by	by	ADP
bracis-33620	96	18	cnns	cnn	NOUN
bracis-33620	96	19	,	,	PUNCT
bracis-33620	96	20	improving	improve	VERB
bracis-33620	96	21	the	the	DET
bracis-33620	96	22	accuracy	accuracy	NOUN
bracis-33620	96	23	of	of	ADP
bracis-33620	96	24	computer	computer	NOUN
bracis-33620	96	25	-	-	PUNCT
bracis-33620	96	26	aided	aid	VERB
bracis-33620	96	27	diagnostic	diagnostic	ADJ
bracis-33620	96	28	systems	system	NOUN
bracis-33620	96	29	.	.	PUNCT
bracis-33620	97	1	figure	figure	NOUN
bracis-33620	97	2	 	 	SPACE
bracis-33620	97	3	4	4	NUM
bracis-33620	97	4	illustrates	illustrate	VERB
bracis-33620	97	5	the	the	DET
bracis-33620	97	6	application	application	NOUN
bracis-33620	97	7	of	of	ADP
bracis-33620	97	8	these	these	DET
bracis-33620	97	9	filters	filter	NOUN
bracis-33620	97	10	.	.	PUNCT
bracis-33620	98	1	fig	fig	NOUN
bracis-33620	98	2	.	.	PUNCT
bracis-33620	99	1	4	4	X
bracis-33620	99	2	.	.	X
bracis-33620	99	3	roi	roi	NOUN
bracis-33620	99	4	preprocessing	preprocessing	NOUN
bracis-33620	99	5	:	:	PUNCT
bracis-33620	99	6	(	(	PUNCT
bracis-33620	99	7	a	a	X
bracis-33620	99	8	)	)	PUNCT
bracis-33620	99	9	roi	roi	NOUN
bracis-33620	99	10	image	image	NOUN
bracis-33620	99	11	;	;	PUNCT
bracis-33620	99	12	(	(	PUNCT
bracis-33620	99	13	b	b	X
bracis-33620	99	14	)	)	PUNCT
bracis-33620	99	15	anisotropic	anisotropic	NOUN
bracis-33620	99	16	filter	filter	NOUN
bracis-33620	99	17	;	;	PUNCT
bracis-33620	99	18	(	(	PUNCT
bracis-33620	99	19	c	c	X
bracis-33620	99	20	)	)	PUNCT
bracis-33620	99	21	resulting	result	VERB
bracis-33620	99	22	image	image	NOUN
bracis-33620	99	23	(	(	PUNCT
bracis-33620	99	24	anisotropic	anisotropic	NOUN
bracis-33620	99	25	+	+	CCONJ
bracis-33620	99	26	mean	mean	ADJ
bracis-33620	99	27	)	)	PUNCT
bracis-33620	99	28	.	.	PUNCT
bracis-33620	100	1	full	full	ADJ
bracis-33620	100	2	size	size	NOUN
bracis-33620	100	3	image	image	NOUN
bracis-33620	100	4	we	we	PRON
bracis-33620	100	5	observed	observe	VERB
bracis-33620	100	6	that	that	SCONJ
bracis-33620	100	7	the	the	DET
bracis-33620	100	8	noise	noise	NOUN
bracis-33620	100	9	has	have	AUX
bracis-33620	100	10	been	be	AUX
bracis-33620	100	11	smoothed	smooth	VERB
bracis-33620	100	12	while	while	SCONJ
bracis-33620	100	13	the	the	DET
bracis-33620	100	14	edges	edge	NOUN
bracis-33620	100	15	of	of	ADP
bracis-33620	100	16	the	the	DET
bracis-33620	100	17	lesion	lesion	NOUN
bracis-33620	100	18	have	have	AUX
bracis-33620	100	19	been	be	AUX
bracis-33620	100	20	preserved	preserve	VERB
bracis-33620	100	21	and	and	CCONJ
bracis-33620	100	22	enhanced	enhance	VERB
bracis-33620	100	23	.	.	PUNCT
bracis-33620	101	1	this	this	DET
bracis-33620	101	2	process	process	NOUN
bracis-33620	101	3	has	have	AUX
bracis-33620	101	4	proven	prove	VERB
bracis-33620	101	5	to	to	PART
bracis-33620	101	6	be	be	AUX
bracis-33620	101	7	effective	effective	ADJ
bracis-33620	101	8	in	in	ADP
bracis-33620	101	9	improving	improve	VERB
bracis-33620	101	10	the	the	DET
bracis-33620	101	11	training	training	NOUN
bracis-33620	101	12	results	result	NOUN
bracis-33620	101	13	of	of	ADP
bracis-33620	101	14	the	the	DET
bracis-33620	101	15	vision	vision	NOUN
bracis-33620	101	16	transformer	transformer	NOUN
bracis-33620	101	17	.	.	PUNCT
bracis-33620	102	1	3.4	3.4	NUM
bracis-33620	102	2	balanced	balanced	ADJ
bracis-33620	102	3	data	datum	NOUN
bracis-33620	102	4	augmentation	augmentation	NOUN
bracis-33620	102	5	before	before	ADP
bracis-33620	102	6	training	train	VERB
bracis-33620	102	7	the	the	DET
bracis-33620	102	8	model	model	NOUN
bracis-33620	102	9	,	,	PUNCT
bracis-33620	102	10	it	it	PRON
bracis-33620	102	11	is	be	AUX
bracis-33620	102	12	necessary	necessary	ADJ
bracis-33620	102	13	to	to	PART
bracis-33620	102	14	prepare	prepare	VERB
bracis-33620	102	15	the	the	DET
bracis-33620	102	16	data	datum	NOUN
bracis-33620	102	17	by	by	ADP
bracis-33620	102	18	resizing	resize	VERB
bracis-33620	102	19	and	and	CCONJ
bracis-33620	102	20	augmenting	augment	VERB
bracis-33620	102	21	the	the	DET
bracis-33620	102	22	minority	minority	NOUN
bracis-33620	102	23	class	class	NOUN
bracis-33620	102	24	in	in	ADP
bracis-33620	102	25	the	the	DET
bracis-33620	102	26	training	training	NOUN
bracis-33620	102	27	dataset	dataset	NOUN
bracis-33620	102	28	.	.	PUNCT
bracis-33620	103	1	firstly	firstly	ADV
bracis-33620	103	2	,	,	PUNCT
bracis-33620	103	3	it	it	PRON
bracis-33620	103	4	is	be	AUX
bracis-33620	103	5	important	important	ADJ
bracis-33620	103	6	to	to	PART
bracis-33620	103	7	note	note	VERB
bracis-33620	103	8	that	that	SCONJ
bracis-33620	103	9	after	after	ADP
bracis-33620	103	10	the	the	DET
bracis-33620	103	11	roi	roi	NOUN
bracis-33620	103	12	extraction	extraction	NOUN
bracis-33620	103	13	step	step	NOUN
bracis-33620	103	14	,	,	PUNCT
bracis-33620	103	15	the	the	DET
bracis-33620	103	16	dimensions	dimension	NOUN
bracis-33620	103	17	of	of	ADP
bracis-33620	103	18	the	the	DET
bracis-33620	103	19	images	image	NOUN
bracis-33620	103	20	in	in	ADP
bracis-33620	103	21	the	the	DET
bracis-33620	103	22	dataset	dataset	NOUN
bracis-33620	103	23	may	may	AUX
bracis-33620	103	24	vary	vary	VERB
bracis-33620	103	25	in	in	ADP
bracis-33620	103	26	height	height	NOUN
bracis-33620	103	27	and	and	CCONJ
bracis-33620	103	28	width	width	NOUN
bracis-33620	103	29	.	.	PUNCT
bracis-33620	104	1	however	however	ADV
bracis-33620	104	2	,	,	PUNCT
bracis-33620	104	3	to	to	PART
bracis-33620	104	4	optimize	optimize	VERB
bracis-33620	104	5	the	the	DET
bracis-33620	104	6	training	training	NOUN
bracis-33620	104	7	of	of	ADP
bracis-33620	104	8	specific	specific	ADJ
bracis-33620	104	9	cnn	cnn	PROPN
bracis-33620	104	10	architectures	architecture	NOUN
bracis-33620	104	11	,	,	PUNCT
bracis-33620	104	12	all	all	DET
bracis-33620	104	13	images	image	NOUN
bracis-33620	104	14	must	must	AUX
bracis-33620	104	15	have	have	VERB
bracis-33620	104	16	the	the	DET
bracis-33620	104	17	same	same	ADJ
bracis-33620	104	18	size	size	NOUN
bracis-33620	104	19	in	in	ADP
bracis-33620	104	20	height	height	NOUN
bracis-33620	104	21	and	and	CCONJ
bracis-33620	104	22	width	width	ADJ
bracis-33620	104	23	.	.	PUNCT
bracis-33620	105	1	for	for	ADP
bracis-33620	105	2	this	this	DET
bracis-33620	105	3	reason	reason	NOUN
bracis-33620	105	4	,	,	PUNCT
bracis-33620	105	5	we	we	PRON
bracis-33620	105	6	chose	choose	VERB
bracis-33620	105	7	to	to	PART
bracis-33620	105	8	resize	resize	VERB
bracis-33620	105	9	all	all	DET
bracis-33620	105	10	images	image	NOUN
bracis-33620	105	11	to	to	ADP
bracis-33620	105	12	dimensions	dimension	NOUN
bracis-33620	105	13	of	of	ADP
bracis-33620	105	14	(	(	PUNCT
bracis-33620	105	15	\(224\times	\(224\time	NOUN
bracis-33620	105	16	{	{	PUNCT
bracis-33620	105	17	224}\	224}\	NUM
bracis-33620	105	18	)	)	PUNCT
bracis-33620	105	19	)	)	PUNCT
bracis-33620	105	20	,	,	PUNCT
bracis-33620	105	21	which	which	PRON
bracis-33620	105	22	are	be	AUX
bracis-33620	105	23	suitable	suitable	ADJ
bracis-33620	105	24	for	for	ADP
bracis-33620	105	25	training	training	NOUN
bracis-33620	105	26	within	within	ADP
bracis-33620	105	27	the	the	DET
bracis-33620	105	28	deep	deep	ADJ
bracis-33620	105	29	learning	learning	NOUN
bracis-33620	105	30	pipeline	pipeline	NOUN
bracis-33620	106	1	[	[	X
bracis-33620	106	2	19	19	NUM
bracis-33620	106	3	]	]	PUNCT
bracis-33620	106	4	.	.	PUNCT
bracis-33620	107	1	next	next	ADJ
bracis-33620	107	2	,	,	PUNCT
bracis-33620	107	3	observing	observe	VERB
bracis-33620	107	4	210	210	NUM
bracis-33620	107	5	malignant	malignant	ADJ
bracis-33620	107	6	images	image	NOUN
bracis-33620	107	7	and	and	CCONJ
bracis-33620	107	8	454	454	NUM
bracis-33620	107	9	benign	benign	ADJ
bracis-33620	107	10	images	image	NOUN
bracis-33620	107	11	,	,	PUNCT
bracis-33620	107	12	an	an	DET
bracis-33620	107	13	imbalance	imbalance	NOUN
bracis-33620	107	14	problem	problem	NOUN
bracis-33620	107	15	between	between	ADP
bracis-33620	107	16	the	the	DET
bracis-33620	107	17	classes	class	NOUN
bracis-33620	107	18	becomes	become	VERB
bracis-33620	107	19	evident	evident	ADJ
bracis-33620	107	20	.	.	PUNCT
bracis-33620	108	1	therefore	therefore	ADV
bracis-33620	108	2	,	,	PUNCT
bracis-33620	108	3	the	the	DET
bracis-33620	108	4	database	database	NOUN
bracis-33620	108	5	is	be	AUX
bracis-33620	108	6	divided	divide	VERB
bracis-33620	108	7	into	into	ADP
bracis-33620	108	8	three	three	NUM
bracis-33620	108	9	sets	set	NOUN
bracis-33620	108	10	:	:	PUNCT
bracis-33620	108	11	training	training	NOUN
bracis-33620	108	12	,	,	PUNCT
bracis-33620	108	13	validation	validation	NOUN
bracis-33620	108	14	,	,	PUNCT
bracis-33620	108	15	and	and	CCONJ
bracis-33620	108	16	test	test	NOUN
bracis-33620	108	17	.	.	PUNCT
bracis-33620	109	1	during	during	ADP
bracis-33620	109	2	training	training	NOUN
bracis-33620	109	3	,	,	PUNCT
bracis-33620	109	4	data	datum	NOUN
bracis-33620	109	5	augmentation	augmentation	NOUN
bracis-33620	109	6	is	be	AUX
bracis-33620	109	7	performed	perform	VERB
bracis-33620	109	8	based	base	VERB
bracis-33620	109	9	on	on	ADP
bracis-33620	109	10	the	the	DET
bracis-33620	109	11	minority	minority	NOUN
bracis-33620	109	12	class	class	NOUN
bracis-33620	109	13	(	(	PUNCT
bracis-33620	109	14	malignant	malignant	ADJ
bracis-33620	109	15	images	image	NOUN
bracis-33620	109	16	)	)	PUNCT
bracis-33620	109	17	to	to	PART
bracis-33620	109	18	balance	balance	VERB
bracis-33620	109	19	the	the	DET
bracis-33620	109	20	number	number	NOUN
bracis-33620	109	21	of	of	ADP
bracis-33620	109	22	samples	sample	NOUN
bracis-33620	109	23	between	between	ADP
bracis-33620	109	24	the	the	DET
bracis-33620	109	25	classes	class	NOUN
bracis-33620	109	26	.	.	PUNCT
bracis-33620	110	1	essentially	essentially	ADV
bracis-33620	110	2	,	,	PUNCT
bracis-33620	110	3	we	we	PRON
bracis-33620	110	4	compared	compare	VERB
bracis-33620	110	5	the	the	DET
bracis-33620	110	6	size	size	NOUN
bracis-33620	110	7	of	of	ADP
bracis-33620	110	8	the	the	DET
bracis-33620	110	9	minority	minority	NOUN
bracis-33620	110	10	class	class	NOUN
bracis-33620	110	11	to	to	ADP
bracis-33620	110	12	that	that	PRON
bracis-33620	110	13	of	of	ADP
bracis-33620	110	14	the	the	DET
bracis-33620	110	15	majority	majority	NOUN
bracis-33620	110	16	class	class	NOUN
bracis-33620	110	17	.	.	PUNCT
bracis-33620	111	1	a	a	DET
bracis-33620	111	2	set	set	NOUN
bracis-33620	111	3	of	of	ADP
bracis-33620	111	4	hyperparameters	hyperparameter	NOUN
bracis-33620	111	5	is	be	AUX
bracis-33620	111	6	defined	define	VERB
bracis-33620	111	7	for	for	ADP
bracis-33620	111	8	data	data	NOUN
bracis-33620	111	9	augmentation	augmentation	NOUN
bracis-33620	111	10	(	(	PUNCT
bracis-33620	111	11	up	up	ADP
bracis-33620	111	12	to	to	ADP
bracis-33620	111	13	a	a	DET
bracis-33620	111	14	5	5	NUM
bracis-33620	111	15	-	-	PUNCT
bracis-33620	111	16	degree	degree	NOUN
bracis-33620	111	17	rotation	rotation	NOUN
bracis-33620	111	18	range	range	NOUN
bracis-33620	111	19	,	,	PUNCT
bracis-33620	111	20	10	10	NUM
bracis-33620	111	21	%	%	NOUN
bracis-33620	111	22	image	image	NOUN
bracis-33620	111	23	zoom	zoom	NOUN
bracis-33620	111	24	-	-	PUNCT
bracis-33620	111	25	in	in	NOUN
bracis-33620	111	26	,	,	PUNCT
bracis-33620	111	27	horizontal	horizontal	ADJ
bracis-33620	111	28	and	and	CCONJ
bracis-33620	111	29	vertical	vertical	ADJ
bracis-33620	111	30	flipping	flipping	NOUN
bracis-33620	111	31	)	)	PUNCT
bracis-33620	111	32	.	.	PUNCT
bracis-33620	112	1	thus	thus	ADV
bracis-33620	112	2	,	,	PUNCT
bracis-33620	112	3	while	while	SCONJ
bracis-33620	112	4	the	the	DET
bracis-33620	112	5	size	size	NOUN
bracis-33620	112	6	of	of	ADP
bracis-33620	112	7	the	the	DET
bracis-33620	112	8	minority	minority	NOUN
bracis-33620	112	9	class	class	NOUN
bracis-33620	112	10	is	be	AUX
bracis-33620	112	11	smaller	small	ADJ
bracis-33620	112	12	than	than	ADP
bracis-33620	112	13	that	that	PRON
bracis-33620	112	14	of	of	ADP
bracis-33620	112	15	the	the	DET
bracis-33620	112	16	majority	majority	NOUN
bracis-33620	112	17	class	class	NOUN
bracis-33620	112	18	,	,	PUNCT
bracis-33620	112	19	these	these	DET
bracis-33620	112	20	transformations	transformation	NOUN
bracis-33620	112	21	can	can	AUX
bracis-33620	112	22	occur	occur	VERB
bracis-33620	112	23	randomly	randomly	ADV
bracis-33620	112	24	until	until	SCONJ
bracis-33620	112	25	the	the	DET
bracis-33620	112	26	size	size	NOUN
bracis-33620	112	27	of	of	ADP
bracis-33620	112	28	the	the	DET
bracis-33620	112	29	majority	majority	NOUN
bracis-33620	112	30	class	class	NOUN
bracis-33620	112	31	is	be	AUX
bracis-33620	112	32	reached	reach	VERB
bracis-33620	112	33	.	.	PUNCT
bracis-33620	113	1	as	as	ADP
bracis-33620	113	2	a	a	DET
bracis-33620	113	3	result	result	NOUN
bracis-33620	113	4	,	,	PUNCT
bracis-33620	113	5	we	we	PRON
bracis-33620	113	6	increase	increase	VERB
bracis-33620	113	7	the	the	DET
bracis-33620	113	8	data	datum	NOUN
bracis-33620	113	9	and	and	CCONJ
bracis-33620	113	10	its	its	PRON
bracis-33620	113	11	representation	representation	NOUN
bracis-33620	113	12	.	.	PUNCT
bracis-33620	114	1	after	after	ADP
bracis-33620	114	2	balancing	balance	VERB
bracis-33620	114	3	the	the	DET
bracis-33620	114	4	training	training	NOUN
bracis-33620	114	5	samples	sample	NOUN
bracis-33620	114	6	,	,	PUNCT
bracis-33620	114	7	the	the	DET
bracis-33620	114	8	vision	vision	NOUN
bracis-33620	114	9	transformer	transformer	NOUN
bracis-33620	114	10	(	(	PUNCT
bracis-33620	114	11	vit	vit	NOUN
bracis-33620	114	12	)	)	PUNCT
bracis-33620	114	13	architecture	architecture	NOUN
bracis-33620	114	14	is	be	AUX
bracis-33620	114	15	defined	define	VERB
bracis-33620	114	16	and	and	CCONJ
bracis-33620	114	17	trained	train	VERB
bracis-33620	114	18	.	.	PUNCT
bracis-33620	115	1	3.5	3.5	NUM
bracis-33620	115	2	vision	vision	NOUN
bracis-33620	115	3	transformer	transformer	NOUN
bracis-33620	115	4	training	training	NOUN
bracis-33620	115	5	after	after	ADP
bracis-33620	115	6	preparing	prepare	VERB
bracis-33620	115	7	the	the	DET
bracis-33620	115	8	data	datum	NOUN
bracis-33620	116	1	,	,	PUNCT
bracis-33620	116	2	the	the	DET
bracis-33620	116	3	next	next	ADJ
bracis-33620	116	4	step	step	NOUN
bracis-33620	116	5	is	be	AUX
bracis-33620	116	6	to	to	PART
bracis-33620	116	7	classify	classify	VERB
bracis-33620	116	8	benign	benign	ADJ
bracis-33620	116	9	and	and	CCONJ
bracis-33620	116	10	malignant	malignant	ADJ
bracis-33620	116	11	lesions	lesion	NOUN
bracis-33620	116	12	in	in	ADP
bracis-33620	116	13	breast	breast	NOUN
bracis-33620	116	14	us	we	PRON
bracis-33620	116	15	images	image	NOUN
bracis-33620	116	16	using	use	VERB
bracis-33620	116	17	the	the	DET
bracis-33620	116	18	vit	vit	ADJ
bracis-33620	116	19	-	-	PUNCT
bracis-33620	116	20	base	base	NOUN
bracis-33620	116	21	model	model	NOUN
bracis-33620	116	22	[	[	X
bracis-33620	116	23	13	13	NUM
bracis-33620	116	24	]	]	PUNCT
bracis-33620	116	25	,	,	PUNCT
bracis-33620	116	26	as	as	SCONJ
bracis-33620	116	27	shown	show	VERB
bracis-33620	116	28	in	in	ADP
bracis-33620	116	29	fig	fig	NOUN
bracis-33620	116	30	.	.	PUNCT
bracis-33620	116	31	 	 	SPACE
bracis-33620	117	1	5	5	NUM
bracis-33620	117	2	.	.	PUNCT
bracis-33620	118	1	first	first	ADV
bracis-33620	118	2	,	,	PUNCT
bracis-33620	118	3	the	the	DET
bracis-33620	118	4	training	training	NOUN
bracis-33620	118	5	and	and	CCONJ
bracis-33620	118	6	validation	validation	NOUN
bracis-33620	118	7	data	datum	NOUN
bracis-33620	118	8	were	be	AUX
bracis-33620	118	9	used	use	VERB
bracis-33620	118	10	to	to	PART
bracis-33620	118	11	build	build	VERB
bracis-33620	118	12	the	the	DET
bracis-33620	118	13	model	model	NOUN
bracis-33620	118	14	.	.	PUNCT
bracis-33620	119	1	after	after	ADP
bracis-33620	119	2	constructing	construct	VERB
bracis-33620	119	3	the	the	DET
bracis-33620	119	4	model	model	NOUN
bracis-33620	119	5	,	,	PUNCT
bracis-33620	119	6	the	the	DET
bracis-33620	119	7	test	test	NOUN
bracis-33620	119	8	dataset	dataset	NOUN
bracis-33620	119	9	was	be	AUX
bracis-33620	119	10	employed	employ	VERB
bracis-33620	119	11	to	to	PART
bracis-33620	119	12	evaluate	evaluate	VERB
bracis-33620	119	13	its	its	PRON
bracis-33620	119	14	robustness	robustness	NOUN
bracis-33620	119	15	and	and	CCONJ
bracis-33620	119	16	performance	performance	NOUN
bracis-33620	119	17	.	.	PUNCT
bracis-33620	120	1	the	the	DET
bracis-33620	120	2	vit	vit	ADJ
bracis-33620	120	3	-	-	PUNCT
bracis-33620	120	4	base	base	NOUN
bracis-33620	120	5	architecture	architecture	NOUN
bracis-33620	120	6	includes	include	VERB
bracis-33620	120	7	an	an	DET
bracis-33620	120	8	embedding	embed	VERB
bracis-33620	120	9	layer	layer	NOUN
bracis-33620	120	10	,	,	PUNCT
bracis-33620	120	11	multiple	multiple	ADJ
bracis-33620	120	12	transformer	transformer	NOUN
bracis-33620	120	13	blocks	block	NOUN
bracis-33620	120	14	,	,	PUNCT
bracis-33620	120	15	and	and	CCONJ
bracis-33620	120	16	a	a	DET
bracis-33620	120	17	multilayer	multilayer	ADJ
bracis-33620	120	18	perceptron	perceptron	NOUN
bracis-33620	120	19	(	(	PUNCT
bracis-33620	120	20	mlp	mlp	PROPN
bracis-33620	120	21	)	)	PUNCT
bracis-33620	120	22	.	.	PUNCT
bracis-33620	121	1	the	the	DET
bracis-33620	121	2	embedding	embed	VERB
bracis-33620	121	3	layer	layer	NOUN
bracis-33620	121	4	converts	convert	VERB
bracis-33620	121	5	a	a	DET
bracis-33620	121	6	2d	2d	NUM
bracis-33620	121	7	image	image	NOUN
bracis-33620	121	8	into	into	ADP
bracis-33620	121	9	flattened	flatten	VERB
bracis-33620	121	10	token	token	VERB
bracis-33620	121	11	sequences	sequence	NOUN
bracis-33620	121	12	while	while	SCONJ
bracis-33620	121	13	retaining	retain	VERB
bracis-33620	121	14	positional	positional	ADJ
bracis-33620	121	15	information	information	NOUN
bracis-33620	121	16	to	to	PART
bracis-33620	121	17	feed	feed	VERB
bracis-33620	121	18	into	into	ADP
bracis-33620	121	19	the	the	DET
bracis-33620	121	20	stacked	stack	VERB
bracis-33620	121	21	transformer	transformer	NOUN
bracis-33620	121	22	blocks	block	NOUN
bracis-33620	121	23	.	.	PUNCT
bracis-33620	122	1	the	the	DET
bracis-33620	122	2	standard	standard	ADJ
bracis-33620	122	3	transformer	transformer	NOUN
bracis-33620	122	4	encoder	encoder	NOUN
bracis-33620	122	5	features	feature	VERB
bracis-33620	122	6	multi	multi	ADJ
bracis-33620	122	7	-	-	ADJ
bracis-33620	122	8	head	head	ADJ
bracis-33620	122	9	self	self	NOUN
bracis-33620	122	10	-	-	PUNCT
bracis-33620	122	11	attention	attention	NOUN
bracis-33620	122	12	layers	layer	NOUN
bracis-33620	122	13	interspersed	intersperse	VERB
bracis-33620	122	14	with	with	ADP
bracis-33620	122	15	mlp	mlp	NOUN
bracis-33620	122	16	blocks	block	NOUN
bracis-33620	122	17	.	.	PUNCT
bracis-33620	123	1	additionally	additionally	ADV
bracis-33620	123	2	,	,	PUNCT
bracis-33620	123	3	each	each	DET
bracis-33620	123	4	block	block	NOUN
bracis-33620	123	5	begins	begin	VERB
bracis-33620	123	6	with	with	ADP
bracis-33620	123	7	a	a	DET
bracis-33620	123	8	layernorm	layernorm	NOUN
bracis-33620	123	9	and	and	CCONJ
bracis-33620	123	10	includes	include	VERB
bracis-33620	123	11	residual	residual	ADJ
bracis-33620	123	12	connections	connection	NOUN
bracis-33620	123	13	at	at	ADP
bracis-33620	123	14	the	the	DET
bracis-33620	123	15	end	end	NOUN
bracis-33620	123	16	.	.	PUNCT
bracis-33620	124	1	the	the	DET
bracis-33620	124	2	final	final	ADJ
bracis-33620	124	3	mlp	mlp	NOUN
bracis-33620	124	4	layer	layer	NOUN
bracis-33620	124	5	classifies	classify	VERB
bracis-33620	124	6	the	the	DET
bracis-33620	124	7	samples	sample	NOUN
bracis-33620	124	8	based	base	VERB
bracis-33620	124	9	on	on	ADP
bracis-33620	124	10	the	the	DET
bracis-33620	124	11	output	output	NOUN
bracis-33620	124	12	from	from	ADP
bracis-33620	124	13	the	the	DET
bracis-33620	124	14	stacked	stack	VERB
bracis-33620	124	15	transformer	transformer	NOUN
bracis-33620	124	16	blocks	block	NOUN
bracis-33620	124	17	 	 	SPACE
bracis-33620	125	1	[	[	X
bracis-33620	125	2	13	13	NUM
bracis-33620	125	3	]	]	PUNCT
bracis-33620	125	4	.	.	PUNCT
bracis-33620	126	1	to	to	PART
bracis-33620	126	2	facilitate	facilitate	VERB
bracis-33620	126	3	training	training	NOUN
bracis-33620	126	4	,	,	PUNCT
bracis-33620	126	5	pre	pre	ADJ
bracis-33620	126	6	-	-	ADJ
bracis-33620	126	7	trained	train	VERB
bracis-33620	126	8	models	model	NOUN
bracis-33620	126	9	(	(	PUNCT
bracis-33620	126	10	with	with	ADP
bracis-33620	126	11	the	the	DET
bracis-33620	126	12	imagenet	imagenet	NOUN
bracis-33620	126	13	database	database	NOUN
bracis-33620	126	14	)	)	PUNCT
bracis-33620	126	15	were	be	AUX
bracis-33620	126	16	used	use	VERB
bracis-33620	126	17	with	with	ADP
bracis-33620	126	18	the	the	DET
bracis-33620	126	19	default	default	NOUN
bracis-33620	126	20	settings	setting	NOUN
bracis-33620	126	21	of	of	ADP
bracis-33620	126	22	the	the	DET
bracis-33620	126	23	keras	keras	PROPN
bracis-33620	126	24	library	library	NOUN
bracis-33620	126	25	 	 	SPACE
bracis-33620	127	1	[	[	X
bracis-33620	127	2	4	4	NUM
bracis-33620	127	3	]	]	PUNCT
bracis-33620	127	4	.	.	PUNCT
bracis-33620	128	1	fig	fig	NOUN
bracis-33620	128	2	.	.	PUNCT
bracis-33620	129	1	5	5	X
bracis-33620	129	2	.	.	X
bracis-33620	129	3	vision	vision	PROPN
bracis-33620	129	4	transformer	transformer	NOUN
bracis-33620	129	5	training	training	NOUN
bracis-33620	129	6	:	:	PUNCT
bracis-33620	129	7	architecture	architecture	NOUN
bracis-33620	129	8	illustration	illustration	NOUN
bracis-33620	129	9	.	.	PUNCT
bracis-33620	130	1	full	full	ADJ
bracis-33620	130	2	size	size	NOUN
bracis-33620	130	3	image	image	NOUN
bracis-33620	130	4	3.6	3.6	NUM
bracis-33620	130	5	evaluation	evaluation	NOUN
bracis-33620	130	6	metrics	metric	NOUN
bracis-33620	130	7	after	after	ADP
bracis-33620	130	8	training	training	NOUN
bracis-33620	130	9	,	,	PUNCT
bracis-33620	130	10	we	we	PRON
bracis-33620	130	11	evaluate	evaluate	VERB
bracis-33620	130	12	the	the	DET
bracis-33620	130	13	model	model	NOUN
bracis-33620	130	14	predictions	prediction	NOUN
bracis-33620	130	15	using	use	VERB
bracis-33620	130	16	validation	validation	NOUN
bracis-33620	130	17	metrics	metric	NOUN
bracis-33620	130	18	to	to	PART
bracis-33620	130	19	determine	determine	VERB
bracis-33620	130	20	the	the	DET
bracis-33620	130	21	effectiveness	effectiveness	NOUN
bracis-33620	130	22	and	and	CCONJ
bracis-33620	130	23	robustness	robustness	NOUN
bracis-33620	130	24	of	of	ADP
bracis-33620	130	25	the	the	DET
bracis-33620	130	26	proposed	propose	VERB
bracis-33620	130	27	method	method	NOUN
bracis-33620	130	28	.	.	PUNCT
bracis-33620	131	1	in	in	ADP
bracis-33620	131	2	this	this	DET
bracis-33620	131	3	study	study	NOUN
bracis-33620	131	4	,	,	PUNCT
bracis-33620	131	5	the	the	DET
bracis-33620	131	6	following	follow	VERB
bracis-33620	131	7	metrics	metric	NOUN
bracis-33620	131	8	were	be	AUX
bracis-33620	131	9	employed	employ	VERB
bracis-33620	131	10	:	:	PUNCT
bracis-33620	131	11	accuracy	accuracy	NOUN
bracis-33620	131	12	(	(	PUNCT
bracis-33620	131	13	acc	acc	PROPN
bracis-33620	131	14	)	)	PUNCT
bracis-33620	131	15	,	,	PUNCT
bracis-33620	131	16	sensitivity	sensitivity	NOUN
bracis-33620	131	17	(	(	PUNCT
bracis-33620	131	18	sens	sen	NOUN
bracis-33620	131	19	)	)	PUNCT
bracis-33620	131	20	,	,	PUNCT
bracis-33620	131	21	specificity	specificity	NOUN
bracis-33620	131	22	(	(	PUNCT
bracis-33620	131	23	spec	spec	PROPN
bracis-33620	131	24	)	)	PUNCT
bracis-33620	131	25	,	,	PUNCT
bracis-33620	131	26	precision	precision	NOUN
bracis-33620	131	27	(	(	PUNCT
bracis-33620	131	28	prec	prec	NOUN
bracis-33620	131	29	)	)	PUNCT
bracis-33620	131	30	,	,	PUNCT
bracis-33620	131	31	f1	f1	NOUN
bracis-33620	131	32	-	-	PUNCT
bracis-33620	131	33	score	score	NOUN
bracis-33620	131	34	,	,	PUNCT
bracis-33620	131	35	and	and	CCONJ
bracis-33620	131	36	area	area	NOUN
bracis-33620	131	37	under	under	ADP
bracis-33620	131	38	the	the	DET
bracis-33620	131	39	roc	roc	PROPN
bracis-33620	131	40	curve	curve	NOUN
bracis-33620	131	41	(	(	PUNCT
bracis-33620	131	42	auc	auc	NOUN
bracis-33620	131	43	-	-	PUNCT
bracis-33620	131	44	roc	roc	NOUN
bracis-33620	131	45	)	)	PUNCT
bracis-33620	132	1	[	[	X
bracis-33620	132	2	14	14	NUM
bracis-33620	132	3	]	]	SYM
bracis-33620	132	4	.	.	PUNCT
bracis-33620	133	1	4	4	NUM
bracis-33620	133	2	results	result	NOUN
bracis-33620	133	3	and	and	CCONJ
bracis-33620	133	4	 	 	SPACE
bracis-33620	133	5	discussion	discussion	NOUN
bracis-33620	133	6	now	now	ADV
bracis-33620	133	7	,	,	PUNCT
bracis-33620	133	8	after	after	ADP
bracis-33620	133	9	the	the	DET
bracis-33620	133	10	method	method	NOUN
bracis-33620	133	11	,	,	PUNCT
bracis-33620	133	12	the	the	DET
bracis-33620	133	13	next	next	ADJ
bracis-33620	133	14	step	step	NOUN
bracis-33620	133	15	is	be	AUX
bracis-33620	133	16	to	to	PART
bracis-33620	133	17	evaluate	evaluate	VERB
bracis-33620	133	18	each	each	DET
bracis-33620	133	19	technique	technique	NOUN
bracis-33620	133	20	that	that	PRON
bracis-33620	133	21	comprises	comprise	VERB
bracis-33620	133	22	it	it	PRON
bracis-33620	133	23	.	.	PUNCT
bracis-33620	134	1	in	in	ADP
bracis-33620	134	2	this	this	DET
bracis-33620	134	3	section	section	NOUN
bracis-33620	134	4	,	,	PUNCT
bracis-33620	134	5	we	we	PRON
bracis-33620	134	6	will	will	AUX
bracis-33620	134	7	present	present	VERB
bracis-33620	134	8	the	the	DET
bracis-33620	134	9	results	result	NOUN
bracis-33620	134	10	achieved	achieve	VERB
bracis-33620	134	11	by	by	ADP
bracis-33620	134	12	the	the	DET
bracis-33620	134	13	proposed	propose	VERB
bracis-33620	134	14	method	method	NOUN
bracis-33620	134	15	.	.	PUNCT
bracis-33620	135	1	to	to	PART
bracis-33620	135	2	develop	develop	VERB
bracis-33620	135	3	the	the	DET
bracis-33620	135	4	method	method	NOUN
bracis-33620	135	5	and	and	CCONJ
bracis-33620	135	6	experiments	experiment	NOUN
bracis-33620	135	7	,	,	PUNCT
bracis-33620	135	8	a	a	DET
bracis-33620	135	9	computer	computer	NOUN
bracis-33620	135	10	with	with	ADP
bracis-33620	135	11	the	the	DET
bracis-33620	135	12	following	follow	VERB
bracis-33620	135	13	specifications	specification	NOUN
bracis-33620	135	14	was	be	AUX
bracis-33620	135	15	used	use	VERB
bracis-33620	135	16	:	:	PUNCT
bracis-33620	135	17	intel	intel	PROPN
bracis-33620	135	18	®	®	NOUN
bracis-33620	135	19	core	core	NOUN
bracis-33620	135	20	™	™	PROPN
bracis-33620	135	21	i7	i7	ADJ
bracis-33620	135	22	cpu@	cpu@	PROPN
bracis-33620	135	23	2.90ghz	2.90ghz	NUM
bracis-33620	135	24	,	,	PUNCT
bracis-33620	135	25	nvidia	nvidia	PROPN
bracis-33620	135	26	rtx-3060	rtx-3060	NOUN
bracis-33620	135	27	12	12	NUM
bracis-33620	135	28	gb	gb	PROPN
bracis-33620	135	29	gpu	gpu	PROPN
bracis-33620	135	30	,	,	PUNCT
bracis-33620	135	31	16	16	NUM
bracis-33620	135	32	gb	gb	NOUN
bracis-33620	135	33	of	of	ADP
bracis-33620	135	34	ram	ram	NOUN
bracis-33620	135	35	,	,	PUNCT
bracis-33620	135	36	and	and	CCONJ
bracis-33620	135	37	windows	window	VERB
bracis-33620	135	38	11	11	NUM
bracis-33620	135	39	pro	pro	ADJ
bracis-33620	135	40	operating	operating	NOUN
bracis-33620	135	41	system	system	NOUN
bracis-33620	135	42	.	.	PUNCT
bracis-33620	136	1	the	the	DET
bracis-33620	136	2	implementation	implementation	NOUN
bracis-33620	136	3	was	be	AUX
bracis-33620	136	4	carried	carry	VERB
bracis-33620	136	5	out	out	ADP
bracis-33620	136	6	in	in	ADP
bracis-33620	136	7	python	python	NOUN
bracis-33620	136	8	,	,	PUNCT
bracis-33620	136	9	using	use	VERB
bracis-33620	136	10	libraries	library	NOUN
bracis-33620	136	11	such	such	ADJ
bracis-33620	136	12	as	as	ADP
bracis-33620	136	13	pandas	panda	NOUN
bracis-33620	136	14	,	,	PUNCT
bracis-33620	136	15	opencv	opencv	PROPN
bracis-33620	136	16	,	,	PUNCT
bracis-33620	136	17	scikit	scikit	NOUN
bracis-33620	136	18	-	-	PUNCT
bracis-33620	136	19	learn	learn	VERB
bracis-33620	136	20	,	,	PUNCT
bracis-33620	136	21	and	and	CCONJ
bracis-33620	136	22	keras	keras	PROPN
bracis-33620	136	23	.	.	PUNCT
bracis-33620	137	1	the	the	DET
bracis-33620	137	2	busi	busi	NOUN
bracis-33620	137	3	dataset	dataset	VERB
bracis-33620	137	4	was	be	AUX
bracis-33620	137	5	divided	divide	VERB
bracis-33620	137	6	into	into	ADP
bracis-33620	137	7	training	training	NOUN
bracis-33620	137	8	(	(	PUNCT
bracis-33620	137	9	60	60	NUM
bracis-33620	137	10	%	%	NOUN
bracis-33620	137	11	)	)	PUNCT
bracis-33620	137	12	,	,	PUNCT
bracis-33620	137	13	validation	validation	NOUN
bracis-33620	137	14	(	(	PUNCT
bracis-33620	137	15	20	20	NUM
bracis-33620	137	16	%	%	NOUN
bracis-33620	137	17	)	)	PUNCT
bracis-33620	137	18	,	,	PUNCT
bracis-33620	137	19	and	and	CCONJ
bracis-33620	137	20	test	test	NOUN
bracis-33620	137	21	(	(	PUNCT
bracis-33620	137	22	20	20	NUM
bracis-33620	137	23	%	%	NOUN
bracis-33620	137	24	)	)	PUNCT
bracis-33620	137	25	sets	set	NOUN
bracis-33620	137	26	.	.	PUNCT
bracis-33620	138	1	the	the	DET
bracis-33620	138	2	training	training	NOUN
bracis-33620	138	3	and	and	CCONJ
bracis-33620	138	4	validation	validation	NOUN
bracis-33620	138	5	sets	set	NOUN
bracis-33620	138	6	were	be	AUX
bracis-33620	138	7	used	use	VERB
bracis-33620	138	8	to	to	PART
bracis-33620	138	9	create	create	VERB
bracis-33620	138	10	the	the	DET
bracis-33620	138	11	best	good	ADJ
bracis-33620	138	12	model	model	NOUN
bracis-33620	138	13	,	,	PUNCT
bracis-33620	138	14	while	while	SCONJ
bracis-33620	138	15	the	the	DET
bracis-33620	138	16	test	test	NOUN
bracis-33620	138	17	set	set	NOUN
bracis-33620	138	18	was	be	AUX
bracis-33620	138	19	used	use	VERB
bracis-33620	138	20	for	for	ADP
bracis-33620	138	21	model	model	NOUN
bracis-33620	138	22	evaluation	evaluation	NOUN
bracis-33620	138	23	.	.	PUNCT
bracis-33620	139	1	all	all	DET
bracis-33620	139	2	hyperparameters	hyperparameter	NOUN
bracis-33620	139	3	used	use	VERB
bracis-33620	139	4	in	in	ADP
bracis-33620	139	5	vit	vit	NOUN
bracis-33620	139	6	were	be	AUX
bracis-33620	139	7	defaulted	default	VERB
bracis-33620	139	8	and	and	CCONJ
bracis-33620	139	9	available	available	ADJ
bracis-33620	139	10	in	in	ADP
bracis-33620	139	11	the	the	DET
bracis-33620	139	12	keras	keras	PROPN
bracis-33620	139	13	library	library	NOUN
bracis-33620	139	14	.	.	PUNCT
bracis-33620	140	1	to	to	PART
bracis-33620	140	2	evaluate	evaluate	VERB
bracis-33620	140	3	each	each	DET
bracis-33620	140	4	step	step	NOUN
bracis-33620	140	5	of	of	ADP
bracis-33620	140	6	the	the	DET
bracis-33620	140	7	method	method	NOUN
bracis-33620	140	8	,	,	PUNCT
bracis-33620	140	9	we	we	PRON
bracis-33620	140	10	conducted	conduct	VERB
bracis-33620	140	11	comparisons	comparison	NOUN
bracis-33620	140	12	between	between	ADP
bracis-33620	140	13	the	the	DET
bracis-33620	140	14	inclusion	inclusion	NOUN
bracis-33620	140	15	and	and	CCONJ
bracis-33620	140	16	exclusion	exclusion	NOUN
bracis-33620	140	17	of	of	ADP
bracis-33620	140	18	each	each	DET
bracis-33620	140	19	proposed	propose	VERB
bracis-33620	140	20	technique	technique	NOUN
bracis-33620	140	21	.	.	PUNCT
bracis-33620	141	1	the	the	DET
bracis-33620	141	2	following	follow	VERB
bracis-33620	141	3	sections	section	NOUN
bracis-33620	141	4	present	present	VERB
bracis-33620	141	5	and	and	CCONJ
bracis-33620	141	6	discuss	discuss	VERB
bracis-33620	141	7	each	each	PRON
bracis-33620	141	8	of	of	ADP
bracis-33620	141	9	the	the	DET
bracis-33620	141	10	experiments	experiment	NOUN
bracis-33620	141	11	.	.	PUNCT
bracis-33620	142	1	finally	finally	ADV
bracis-33620	142	2	,	,	PUNCT
bracis-33620	142	3	we	we	PRON
bracis-33620	142	4	compare	compare	VERB
bracis-33620	142	5	the	the	DET
bracis-33620	142	6	results	result	NOUN
bracis-33620	142	7	obtained	obtain	VERB
bracis-33620	142	8	with	with	ADP
bracis-33620	142	9	the	the	DET
bracis-33620	142	10	literature	literature	NOUN
bracis-33620	142	11	presented	present	VERB
bracis-33620	142	12	in	in	ADP
bracis-33620	142	13	sect	sect	NOUN
bracis-33620	142	14	.	.	PUNCT
bracis-33620	142	15	 	 	SPACE
bracis-33620	143	1	2	2	NUM
bracis-33620	143	2	.	.	NUM
bracis-33620	143	3	4.1	4.1	NUM
bracis-33620	143	4	roi	roi	NOUN
bracis-33620	143	5	cropping	cropping	NOUN
bracis-33620	143	6	result	result	NOUN
bracis-33620	143	7	two	two	NUM
bracis-33620	143	8	tests	test	NOUN
bracis-33620	143	9	were	be	AUX
bracis-33620	143	10	conducted	conduct	VERB
bracis-33620	143	11	to	to	PART
bracis-33620	143	12	evaluate	evaluate	VERB
bracis-33620	143	13	the	the	DET
bracis-33620	143	14	need	need	NOUN
bracis-33620	143	15	for	for	ADP
bracis-33620	143	16	roi	roi	NOUN
bracis-33620	143	17	cropping	cropping	NOUN
bracis-33620	143	18	in	in	ADP
bracis-33620	143	19	the	the	DET
bracis-33620	143	20	exams	exam	NOUN
bracis-33620	143	21	.	.	PUNCT
bracis-33620	144	1	first	first	ADV
bracis-33620	144	2	,	,	PUNCT
bracis-33620	144	3	the	the	DET
bracis-33620	144	4	vit	vit	NOUN
bracis-33620	144	5	(	(	PUNCT
bracis-33620	144	6	as	as	SCONJ
bracis-33620	144	7	described	describe	VERB
bracis-33620	144	8	in	in	ADP
bracis-33620	144	9	sect	sect	NOUN
bracis-33620	144	10	.	.	PUNCT
bracis-33620	144	11	 	 	SPACE
bracis-33620	144	12	3.5	3.5	NUM
bracis-33620	144	13	)	)	PUNCT
bracis-33620	144	14	was	be	AUX
bracis-33620	144	15	executed	execute	VERB
bracis-33620	144	16	on	on	ADP
bracis-33620	144	17	the	the	DET
bracis-33620	144	18	original	original	ADJ
bracis-33620	144	19	images	image	NOUN
bracis-33620	144	20	(	(	PUNCT
bracis-33620	144	21	without	without	ADP
bracis-33620	144	22	the	the	DET
bracis-33620	144	23	roi	roi	NOUN
bracis-33620	144	24	)	)	PUNCT
bracis-33620	144	25	.	.	PUNCT
bracis-33620	145	1	then	then	ADV
bracis-33620	145	2	,	,	PUNCT
bracis-33620	145	3	the	the	DET
bracis-33620	145	4	images	image	NOUN
bracis-33620	145	5	were	be	AUX
bracis-33620	145	6	subjected	subject	VERB
bracis-33620	145	7	to	to	PART
bracis-33620	145	8	roi	roi	VERB
bracis-33620	145	9	cropping	cropping	NOUN
bracis-33620	145	10	and	and	CCONJ
bracis-33620	145	11	processed	process	VERB
bracis-33620	145	12	again	again	ADV
bracis-33620	145	13	by	by	ADP
bracis-33620	145	14	vit	vit	PROPN
bracis-33620	145	15	.	.	PUNCT
bracis-33620	146	1	table	table	NOUN
bracis-33620	146	2	 	 	SPACE
bracis-33620	146	3	1	1	NUM
bracis-33620	146	4	detailed	detailed	ADJ
bracis-33620	146	5	roi	roi	NOUN
bracis-33620	146	6	cropping	cropping	NOUN
bracis-33620	146	7	results	result	NOUN
bracis-33620	146	8	.	.	PUNCT
bracis-33620	147	1	table	table	NOUN
bracis-33620	147	2	1	1	NUM
bracis-33620	147	3	.	.	PUNCT
bracis-33620	148	1	results	result	NOUN
bracis-33620	148	2	of	of	ADP
bracis-33620	148	3	roi	roi	NOUN
bracis-33620	148	4	cropping	crop	VERB
bracis-33620	148	5	step.full	step.full	NUM
bracis-33620	148	6	size	size	NOUN
bracis-33620	148	7	table	table	NOUN
bracis-33620	148	8	we	we	PRON
bracis-33620	148	9	can	can	AUX
bracis-33620	148	10	observe	observe	VERB
bracis-33620	148	11	that	that	SCONJ
bracis-33620	148	12	by	by	ADP
bracis-33620	148	13	performing	perform	VERB
bracis-33620	148	14	roi	roi	NOUN
bracis-33620	148	15	cropping	cropping	NOUN
bracis-33620	148	16	,	,	PUNCT
bracis-33620	148	17	there	there	PRON
bracis-33620	148	18	is	be	VERB
bracis-33620	148	19	a	a	DET
bracis-33620	148	20	significant	significant	ADJ
bracis-33620	148	21	improvement	improvement	NOUN
bracis-33620	148	22	in	in	ADP
bracis-33620	148	23	the	the	DET
bracis-33620	148	24	accuracy	accuracy	NOUN
bracis-33620	148	25	,	,	PUNCT
bracis-33620	148	26	specificity	specificity	NOUN
bracis-33620	148	27	,	,	PUNCT
bracis-33620	148	28	precision	precision	NOUN
bracis-33620	148	29	,	,	PUNCT
bracis-33620	148	30	f1	f1	NOUN
bracis-33620	148	31	-	-	PUNCT
bracis-33620	148	32	score	score	NOUN
bracis-33620	148	33	,	,	PUNCT
bracis-33620	148	34	and	and	CCONJ
bracis-33620	148	35	auc	auc	NOUN
bracis-33620	148	36	metrics	metric	NOUN
bracis-33620	148	37	.	.	PUNCT
bracis-33620	149	1	although	although	SCONJ
bracis-33620	149	2	the	the	DET
bracis-33620	149	3	sensitivity	sensitivity	NOUN
bracis-33620	149	4	metric	metric	NOUN
bracis-33620	149	5	shows	show	VERB
bracis-33620	149	6	a	a	DET
bracis-33620	149	7	reduction	reduction	NOUN
bracis-33620	149	8	,	,	PUNCT
bracis-33620	149	9	it	it	PRON
bracis-33620	149	10	is	be	AUX
bracis-33620	149	11	important	important	ADJ
bracis-33620	149	12	to	to	PART
bracis-33620	149	13	highlight	highlight	VERB
bracis-33620	149	14	that	that	SCONJ
bracis-33620	149	15	the	the	DET
bracis-33620	149	16	accuracy	accuracy	NOUN
bracis-33620	149	17	and	and	CCONJ
bracis-33620	149	18	f1	f1	NOUN
bracis-33620	149	19	-	-	PUNCT
bracis-33620	149	20	score	score	NOUN
bracis-33620	149	21	metrics	metric	NOUN
bracis-33620	149	22	,	,	PUNCT
bracis-33620	149	23	which	which	PRON
bracis-33620	149	24	provide	provide	VERB
bracis-33620	149	25	an	an	DET
bracis-33620	149	26	overall	overall	ADJ
bracis-33620	149	27	average	average	NOUN
bracis-33620	149	28	of	of	ADP
bracis-33620	149	29	the	the	DET
bracis-33620	149	30	models	model	NOUN
bracis-33620	149	31	and	and	CCONJ
bracis-33620	149	32	a	a	DET
bracis-33620	149	33	harmonic	harmonic	ADJ
bracis-33620	149	34	mean	mean	NOUN
bracis-33620	149	35	between	between	ADP
bracis-33620	149	36	precision	precision	NOUN
bracis-33620	149	37	and	and	CCONJ
bracis-33620	149	38	sensitivity	sensitivity	NOUN
bracis-33620	149	39	,	,	PUNCT
bracis-33620	149	40	respectively	respectively	ADV
bracis-33620	149	41	,	,	PUNCT
bracis-33620	149	42	showed	show	VERB
bracis-33620	149	43	noteworthy	noteworthy	ADJ
bracis-33620	149	44	improvements	improvement	NOUN
bracis-33620	149	45	in	in	ADP
bracis-33620	149	46	results	result	NOUN
bracis-33620	149	47	.	.	PUNCT
bracis-33620	150	1	it	it	PRON
bracis-33620	150	2	suggests	suggest	VERB
bracis-33620	150	3	that	that	SCONJ
bracis-33620	150	4	the	the	DET
bracis-33620	150	5	model	model	NOUN
bracis-33620	150	6	was	be	AUX
bracis-33620	150	7	able	able	ADJ
bracis-33620	150	8	to	to	PART
bracis-33620	150	9	enhance	enhance	VERB
bracis-33620	150	10	its	its	PRON
bracis-33620	150	11	classification	classification	NOUN
bracis-33620	150	12	capability	capability	NOUN
bracis-33620	150	13	.	.	PUNCT
bracis-33620	151	1	4.2	4.2	NUM
bracis-33620	151	2	roi	roi	NOUN
bracis-33620	151	3	preprocessing	preprocessing	NOUN
bracis-33620	151	4	result	result	NOUN
bracis-33620	151	5	after	after	ADP
bracis-33620	151	6	defining	define	VERB
bracis-33620	151	7	the	the	DET
bracis-33620	151	8	roi	roi	NOUN
bracis-33620	151	9	cropping	cropping	NOUN
bracis-33620	151	10	step	step	NOUN
bracis-33620	151	11	,	,	PUNCT
bracis-33620	151	12	the	the	DET
bracis-33620	151	13	next	next	ADJ
bracis-33620	151	14	step	step	NOUN
bracis-33620	151	15	involves	involve	VERB
bracis-33620	151	16	applying	apply	VERB
bracis-33620	151	17	image	image	NOUN
bracis-33620	151	18	preprocessing	preprocesse	VERB
bracis-33620	151	19	techniques	technique	NOUN
bracis-33620	151	20	to	to	PART
bracis-33620	151	21	enhance	enhance	VERB
bracis-33620	151	22	its	its	PRON
bracis-33620	151	23	internal	internal	ADJ
bracis-33620	151	24	characteristics	characteristic	NOUN
bracis-33620	151	25	.	.	PUNCT
bracis-33620	152	1	to	to	PART
bracis-33620	152	2	evaluate	evaluate	VERB
bracis-33620	152	3	this	this	DET
bracis-33620	152	4	step	step	NOUN
bracis-33620	152	5	,	,	PUNCT
bracis-33620	152	6	we	we	PRON
bracis-33620	152	7	compared	compare	VERB
bracis-33620	152	8	the	the	DET
bracis-33620	152	9	results	result	NOUN
bracis-33620	152	10	obtained	obtain	VERB
bracis-33620	152	11	without	without	ADP
bracis-33620	152	12	and	and	CCONJ
bracis-33620	152	13	with	with	ADP
bracis-33620	152	14	preprocessing	preprocessing	NOUN
bracis-33620	152	15	(	(	PUNCT
bracis-33620	152	16	table	table	NOUN
bracis-33620	152	17	 	 	SPACE
bracis-33620	152	18	2	2	NUM
bracis-33620	152	19	)	)	PUNCT
bracis-33620	152	20	.	.	PUNCT
bracis-33620	153	1	table	table	NOUN
bracis-33620	154	1	2	2	NUM
bracis-33620	154	2	.	.	PUNCT
bracis-33620	154	3	results	result	NOUN
bracis-33620	154	4	of	of	ADP
bracis-33620	154	5	roi	roi	NOUN
bracis-33620	154	6	preprocessing	preprocesse	VERB
bracis-33620	154	7	step.full	step.full	NOUN
bracis-33620	154	8	size	size	NOUN
bracis-33620	154	9	table	table	NOUN
bracis-33620	154	10	the	the	DET
bracis-33620	154	11	results	result	NOUN
bracis-33620	154	12	indicate	indicate	VERB
bracis-33620	154	13	that	that	SCONJ
bracis-33620	154	14	using	use	VERB
bracis-33620	154	15	the	the	DET
bracis-33620	154	16	preprocessing	preprocessing	NOUN
bracis-33620	154	17	step	step	NOUN
bracis-33620	154	18	with	with	ADP
bracis-33620	154	19	anisotropic	anisotropic	NOUN
bracis-33620	154	20	and	and	CCONJ
bracis-33620	154	21	mean	mean	ADJ
bracis-33620	154	22	filters	filter	NOUN
bracis-33620	154	23	resulted	result	VERB
bracis-33620	154	24	in	in	ADP
bracis-33620	154	25	improvements	improvement	NOUN
bracis-33620	154	26	across	across	ADP
bracis-33620	154	27	all	all	DET
bracis-33620	154	28	metrics	metric	NOUN
bracis-33620	154	29	.	.	PUNCT
bracis-33620	155	1	we	we	PRON
bracis-33620	155	2	highlight	highlight	VERB
bracis-33620	155	3	sensitivity	sensitivity	NOUN
bracis-33620	155	4	,	,	PUNCT
bracis-33620	155	5	which	which	PRON
bracis-33620	155	6	had	have	AUX
bracis-33620	155	7	previously	previously	ADV
bracis-33620	155	8	decreased	decrease	VERB
bracis-33620	155	9	with	with	ADP
bracis-33620	155	10	the	the	DET
bracis-33620	155	11	roi	roi	NOUN
bracis-33620	155	12	cropping	cropping	NOUN
bracis-33620	155	13	step	step	NOUN
bracis-33620	155	14	but	but	CCONJ
bracis-33620	155	15	has	have	AUX
bracis-33620	155	16	now	now	ADV
bracis-33620	155	17	exceeded	exceed	VERB
bracis-33620	155	18	the	the	DET
bracis-33620	155	19	previous	previous	ADJ
bracis-33620	155	20	metric	metric	NOUN
bracis-33620	155	21	.	.	PUNCT
bracis-33620	156	1	additionally	additionally	ADV
bracis-33620	156	2	,	,	PUNCT
bracis-33620	156	3	the	the	DET
bracis-33620	156	4	f1	f1	NOUN
bracis-33620	156	5	-	-	PUNCT
bracis-33620	156	6	score	score	NOUN
bracis-33620	156	7	deserves	deserve	VERB
bracis-33620	156	8	attention	attention	NOUN
bracis-33620	156	9	,	,	PUNCT
bracis-33620	156	10	showing	show	VERB
bracis-33620	156	11	a	a	DET
bracis-33620	156	12	6	6	NUM
bracis-33620	156	13	%	%	NOUN
bracis-33620	156	14	improvement	improvement	NOUN
bracis-33620	156	15	with	with	ADP
bracis-33620	156	16	the	the	DET
bracis-33620	156	17	image	image	NOUN
bracis-33620	156	18	enhancement	enhancement	NOUN
bracis-33620	156	19	step	step	NOUN
bracis-33620	156	20	.	.	PUNCT
bracis-33620	157	1	these	these	DET
bracis-33620	157	2	improvements	improvement	NOUN
bracis-33620	157	3	can	can	AUX
bracis-33620	157	4	be	be	AUX
bracis-33620	157	5	attributed	attribute	VERB
bracis-33620	157	6	to	to	ADP
bracis-33620	157	7	the	the	DET
bracis-33620	157	8	ability	ability	NOUN
bracis-33620	157	9	of	of	ADP
bracis-33620	157	10	these	these	DET
bracis-33620	157	11	techniques	technique	NOUN
bracis-33620	157	12	to	to	PART
bracis-33620	157	13	enhance	enhance	VERB
bracis-33620	157	14	relevant	relevant	ADJ
bracis-33620	157	15	features	feature	NOUN
bracis-33620	157	16	in	in	ADP
bracis-33620	157	17	the	the	DET
bracis-33620	157	18	breast	breast	NOUN
bracis-33620	157	19	us	us	PROPN
bracis-33620	157	20	images	image	NOUN
bracis-33620	157	21	.	.	PUNCT
bracis-33620	158	1	for	for	ADP
bracis-33620	158	2	instance	instance	NOUN
bracis-33620	158	3	,	,	PUNCT
bracis-33620	158	4	the	the	DET
bracis-33620	158	5	anisotropic	anisotropic	NOUN
bracis-33620	158	6	filter	filter	NOUN
bracis-33620	158	7	effectively	effectively	ADV
bracis-33620	158	8	preserved	preserve	VERB
bracis-33620	158	9	edges	edge	NOUN
bracis-33620	158	10	while	while	SCONJ
bracis-33620	158	11	reducing	reduce	VERB
bracis-33620	158	12	noise	noise	NOUN
bracis-33620	158	13	,	,	PUNCT
bracis-33620	158	14	which	which	PRON
bracis-33620	158	15	is	be	AUX
bracis-33620	158	16	crucial	crucial	ADJ
bracis-33620	158	17	for	for	ADP
bracis-33620	158	18	detecting	detect	VERB
bracis-33620	158	19	image	image	NOUN
bracis-33620	158	20	details	detail	NOUN
bracis-33620	158	21	.	.	PUNCT
bracis-33620	159	1	similarly	similarly	ADV
bracis-33620	159	2	,	,	PUNCT
bracis-33620	159	3	the	the	DET
bracis-33620	159	4	mean	mean	ADJ
bracis-33620	159	5	filter	filter	NOUN
bracis-33620	159	6	reduced	reduce	VERB
bracis-33620	159	7	noise	noise	NOUN
bracis-33620	159	8	impact	impact	NOUN
bracis-33620	159	9	,	,	PUNCT
bracis-33620	159	10	making	make	VERB
bracis-33620	159	11	it	it	PRON
bracis-33620	159	12	easier	easy	ADJ
bracis-33620	159	13	to	to	PART
bracis-33620	159	14	identify	identify	VERB
bracis-33620	159	15	subtle	subtle	ADJ
bracis-33620	159	16	patterns	pattern	NOUN
bracis-33620	159	17	.	.	PUNCT
bracis-33620	160	1	therefore	therefore	ADV
bracis-33620	160	2	,	,	PUNCT
bracis-33620	160	3	the	the	DET
bracis-33620	160	4	effectiveness	effectiveness	NOUN
bracis-33620	160	5	of	of	ADP
bracis-33620	160	6	these	these	DET
bracis-33620	160	7	techniques	technique	NOUN
bracis-33620	160	8	in	in	ADP
bracis-33620	160	9	improving	improve	VERB
bracis-33620	160	10	evaluation	evaluation	NOUN
bracis-33620	160	11	metrics	metric	NOUN
bracis-33620	160	12	can	can	AUX
bracis-33620	160	13	be	be	AUX
bracis-33620	160	14	attributed	attribute	VERB
bracis-33620	160	15	to	to	ADP
bracis-33620	160	16	their	their	PRON
bracis-33620	160	17	ability	ability	NOUN
bracis-33620	160	18	to	to	PART
bracis-33620	160	19	optimize	optimize	VERB
bracis-33620	160	20	the	the	DET
bracis-33620	160	21	representation	representation	NOUN
bracis-33620	160	22	of	of	ADP
bracis-33620	160	23	relevant	relevant	ADJ
bracis-33620	160	24	features	feature	NOUN
bracis-33620	160	25	in	in	ADP
bracis-33620	160	26	the	the	DET
bracis-33620	160	27	images	image	NOUN
bracis-33620	160	28	,	,	PUNCT
bracis-33620	160	29	allowing	allow	VERB
bracis-33620	160	30	the	the	DET
bracis-33620	160	31	model	model	NOUN
bracis-33620	160	32	to	to	PART
bracis-33620	160	33	more	more	ADV
bracis-33620	160	34	accurately	accurately	ADV
bracis-33620	160	35	focus	focus	VERB
bracis-33620	160	36	on	on	ADP
bracis-33620	160	37	important	important	ADJ
bracis-33620	160	38	aspects	aspect	NOUN
bracis-33620	160	39	during	during	ADP
bracis-33620	160	40	the	the	DET
bracis-33620	160	41	classification	classification	NOUN
bracis-33620	160	42	process	process	NOUN
bracis-33620	160	43	.	.	PUNCT
bracis-33620	161	1	4.3	4.3	NUM
bracis-33620	161	2	balanced	balanced	ADJ
bracis-33620	161	3	data	datum	NOUN
bracis-33620	161	4	augmentation	augmentation	NOUN
bracis-33620	161	5	result	result	NOUN
bracis-33620	161	6	at	at	ADP
bracis-33620	161	7	this	this	DET
bracis-33620	161	8	step	step	NOUN
bracis-33620	161	9	,	,	PUNCT
bracis-33620	161	10	the	the	DET
bracis-33620	161	11	training	training	NOUN
bracis-33620	161	12	images	image	NOUN
bracis-33620	161	13	of	of	ADP
bracis-33620	161	14	the	the	DET
bracis-33620	161	15	malignant	malignant	ADJ
bracis-33620	161	16	class	class	NOUN
bracis-33620	161	17	undergo	undergo	VERB
bracis-33620	161	18	random	random	ADJ
bracis-33620	161	19	data	datum	NOUN
bracis-33620	161	20	augmentation	augmentation	NOUN
bracis-33620	161	21	operations	operation	NOUN
bracis-33620	161	22	until	until	SCONJ
bracis-33620	161	23	they	they	PRON
bracis-33620	161	24	reach	reach	VERB
bracis-33620	161	25	the	the	DET
bracis-33620	161	26	same	same	ADJ
bracis-33620	161	27	quantity	quantity	NOUN
bracis-33620	161	28	as	as	ADP
bracis-33620	161	29	the	the	DET
bracis-33620	161	30	majority	majority	NOUN
bracis-33620	161	31	class	class	NOUN
bracis-33620	161	32	(	(	PUNCT
bracis-33620	161	33	benign	benign	ADJ
bracis-33620	161	34	class	class	NOUN
bracis-33620	161	35	)	)	PUNCT
bracis-33620	161	36	.	.	PUNCT
bracis-33620	162	1	this	this	DET
bracis-33620	162	2	approach	approach	NOUN
bracis-33620	162	3	is	be	AUX
bracis-33620	162	4	crucial	crucial	ADJ
bracis-33620	162	5	to	to	PART
bracis-33620	162	6	increase	increase	VERB
bracis-33620	162	7	the	the	DET
bracis-33620	162	8	representativeness	representativeness	NOUN
bracis-33620	162	9	of	of	ADP
bracis-33620	162	10	the	the	DET
bracis-33620	162	11	minority	minority	NOUN
bracis-33620	162	12	class	class	NOUN
bracis-33620	162	13	,	,	PUNCT
bracis-33620	162	14	making	make	VERB
bracis-33620	162	15	the	the	DET
bracis-33620	162	16	model	model	NOUN
bracis-33620	162	17	more	more	ADV
bracis-33620	162	18	robust	robust	ADJ
bracis-33620	162	19	and	and	CCONJ
bracis-33620	162	20	balanced	balanced	ADJ
bracis-33620	162	21	.	.	PUNCT
bracis-33620	163	1	table	table	NOUN
bracis-33620	163	2	 	 	SPACE
bracis-33620	163	3	3	3	NUM
bracis-33620	163	4	describes	describe	VERB
bracis-33620	163	5	the	the	DET
bracis-33620	163	6	results	result	NOUN
bracis-33620	163	7	of	of	ADP
bracis-33620	163	8	the	the	DET
bracis-33620	163	9	proposed	propose	VERB
bracis-33620	163	10	technique	technique	NOUN
bracis-33620	163	11	in	in	ADP
bracis-33620	163	12	this	this	DET
bracis-33620	163	13	step	step	NOUN
bracis-33620	163	14	,	,	PUNCT
bracis-33620	163	15	comparing	compare	VERB
bracis-33620	163	16	it	it	PRON
bracis-33620	163	17	with	with	ADP
bracis-33620	163	18	the	the	DET
bracis-33620	163	19	previous	previous	ADJ
bracis-33620	163	20	step	step	NOUN
bracis-33620	163	21	(	(	PUNCT
bracis-33620	163	22	without	without	ADP
bracis-33620	163	23	using	use	VERB
bracis-33620	163	24	data	datum	NOUN
bracis-33620	163	25	augmentation	augmentation	NOUN
bracis-33620	163	26	)	)	PUNCT
bracis-33620	163	27	.	.	PUNCT
bracis-33620	164	1	table	table	NOUN
bracis-33620	165	1	3	3	NUM
bracis-33620	165	2	.	.	PUNCT
bracis-33620	165	3	results	result	NOUN
bracis-33620	165	4	of	of	ADP
bracis-33620	165	5	balanced	balanced	ADJ
bracis-33620	165	6	data	datum	NOUN
bracis-33620	165	7	augmentation	augmentation	NOUN
bracis-33620	165	8	step.full	step.full	NOUN
bracis-33620	165	9	size	size	NOUN
bracis-33620	165	10	table	table	NOUN
bracis-33620	165	11	by	by	ADP
bracis-33620	165	12	employing	employ	VERB
bracis-33620	165	13	the	the	DET
bracis-33620	165	14	proposed	propose	VERB
bracis-33620	165	15	data	data	NOUN
bracis-33620	165	16	augmentation	augmentation	NOUN
bracis-33620	165	17	technique	technique	NOUN
bracis-33620	166	1	,	,	PUNCT
bracis-33620	166	2	we	we	PRON
bracis-33620	166	3	observed	observe	VERB
bracis-33620	166	4	a	a	DET
bracis-33620	166	5	significant	significant	ADJ
bracis-33620	166	6	improvement	improvement	NOUN
bracis-33620	166	7	in	in	ADP
bracis-33620	166	8	results	result	NOUN
bracis-33620	166	9	.	.	PUNCT
bracis-33620	167	1	all	all	DET
bracis-33620	167	2	metrics	metric	NOUN
bracis-33620	167	3	showed	show	VERB
bracis-33620	167	4	notable	notable	ADJ
bracis-33620	167	5	enhancements	enhancement	NOUN
bracis-33620	167	6	,	,	PUNCT
bracis-33620	167	7	particularly	particularly	ADV
bracis-33620	167	8	sensitivity	sensitivity	NOUN
bracis-33620	167	9	,	,	PUNCT
bracis-33620	167	10	which	which	PRON
bracis-33620	167	11	reached	reach	VERB
bracis-33620	167	12	99.25	99.25	NUM
bracis-33620	167	13	%	%	NOUN
bracis-33620	167	14	.	.	PUNCT
bracis-33620	168	1	this	this	DET
bracis-33620	168	2	increase	increase	NOUN
bracis-33620	168	3	in	in	ADP
bracis-33620	168	4	sensitivity	sensitivity	NOUN
bracis-33620	168	5	indicates	indicate	VERB
bracis-33620	168	6	the	the	DET
bracis-33620	168	7	model	model	NOUN
bracis-33620	168	8	’s	’s	PART
bracis-33620	168	9	ability	ability	NOUN
bracis-33620	168	10	to	to	PART
bracis-33620	168	11	correctly	correctly	ADV
bracis-33620	168	12	identify	identify	VERB
bracis-33620	168	13	images	image	NOUN
bracis-33620	168	14	from	from	ADP
bracis-33620	168	15	the	the	DET
bracis-33620	168	16	malignant	malignant	ADJ
bracis-33620	168	17	class	class	NOUN
bracis-33620	168	18	.	.	PUNCT
bracis-33620	169	1	furthermore	furthermore	ADV
bracis-33620	169	2	,	,	PUNCT
bracis-33620	169	3	when	when	SCONJ
bracis-33620	169	4	observing	observe	VERB
bracis-33620	169	5	the	the	DET
bracis-33620	169	6	other	other	ADJ
bracis-33620	169	7	metrics	metric	NOUN
bracis-33620	169	8	,	,	PUNCT
bracis-33620	169	9	all	all	PRON
bracis-33620	169	10	are	be	AUX
bracis-33620	169	11	above	above	ADP
bracis-33620	169	12	97	97	NUM
bracis-33620	169	13	%	%	NOUN
bracis-33620	169	14	.	.	PUNCT
bracis-33620	170	1	we	we	PRON
bracis-33620	170	2	believe	believe	VERB
bracis-33620	170	3	that	that	SCONJ
bracis-33620	170	4	the	the	DET
bracis-33620	170	5	overall	overall	ADJ
bracis-33620	170	6	performance	performance	NOUN
bracis-33620	170	7	improvement	improvement	NOUN
bracis-33620	170	8	of	of	ADP
bracis-33620	170	9	the	the	DET
bracis-33620	170	10	model	model	NOUN
bracis-33620	170	11	is	be	AUX
bracis-33620	170	12	a	a	DET
bracis-33620	170	13	consequence	consequence	NOUN
bracis-33620	170	14	of	of	ADP
bracis-33620	170	15	the	the	DET
bracis-33620	170	16	increased	increase	VERB
bracis-33620	170	17	diversity	diversity	NOUN
bracis-33620	170	18	in	in	ADP
bracis-33620	170	19	the	the	DET
bracis-33620	170	20	training	training	NOUN
bracis-33620	170	21	data	datum	NOUN
bracis-33620	170	22	provided	provide	VERB
bracis-33620	170	23	by	by	ADP
bracis-33620	170	24	data	datum	NOUN
bracis-33620	170	25	augmentation	augmentation	NOUN
bracis-33620	170	26	.	.	PUNCT
bracis-33620	171	1	by	by	ADP
bracis-33620	171	2	exposing	expose	VERB
bracis-33620	171	3	the	the	DET
bracis-33620	171	4	model	model	NOUN
bracis-33620	171	5	to	to	ADP
bracis-33620	171	6	a	a	DET
bracis-33620	171	7	greater	great	ADJ
bracis-33620	171	8	variety	variety	NOUN
bracis-33620	171	9	of	of	ADP
bracis-33620	171	10	examples	example	NOUN
bracis-33620	171	11	,	,	PUNCT
bracis-33620	171	12	a	a	DET
bracis-33620	171	13	more	more	ADV
bracis-33620	171	14	comprehensive	comprehensive	ADJ
bracis-33620	171	15	understanding	understanding	NOUN
bracis-33620	171	16	of	of	ADP
bracis-33620	171	17	relevant	relevant	ADJ
bracis-33620	171	18	characteristics	characteristic	NOUN
bracis-33620	171	19	is	be	AUX
bracis-33620	171	20	obtained	obtain	VERB
bracis-33620	171	21	,	,	PUNCT
bracis-33620	171	22	making	make	VERB
bracis-33620	171	23	it	it	PRON
bracis-33620	171	24	more	more	ADV
bracis-33620	171	25	capable	capable	ADJ
bracis-33620	171	26	of	of	ADP
bracis-33620	171	27	generalizing	generalize	VERB
bracis-33620	171	28	to	to	ADP
bracis-33620	171	29	new	new	ADJ
bracis-33620	171	30	examples	example	NOUN
bracis-33620	171	31	and	and	CCONJ
bracis-33620	171	32	handling	handle	VERB
bracis-33620	171	33	variability	variability	NOUN
bracis-33620	171	34	in	in	ADP
bracis-33620	171	35	real	real	ADJ
bracis-33620	171	36	-	-	PUNCT
bracis-33620	171	37	world	world	NOUN
bracis-33620	171	38	data	datum	NOUN
bracis-33620	171	39	.	.	PUNCT
bracis-33620	172	1	it	it	PRON
bracis-33620	172	2	demonstrates	demonstrate	VERB
bracis-33620	172	3	that	that	SCONJ
bracis-33620	172	4	achieving	achieve	VERB
bracis-33620	172	5	greater	great	ADJ
bracis-33620	172	6	diversity	diversity	NOUN
bracis-33620	172	7	in	in	ADP
bracis-33620	172	8	the	the	DET
bracis-33620	172	9	training	training	NOUN
bracis-33620	172	10	set	set	NOUN
bracis-33620	172	11	contributes	contribute	VERB
bracis-33620	172	12	to	to	ADP
bracis-33620	172	13	robust	robust	ADJ
bracis-33620	172	14	model	model	NOUN
bracis-33620	172	15	performance	performance	NOUN
bracis-33620	172	16	.	.	PUNCT
bracis-33620	173	1	4.4	4.4	NUM
bracis-33620	173	2	vit	vit	ADJ
bracis-33620	173	3	result	result	NOUN
bracis-33620	173	4	to	to	PART
bracis-33620	173	5	evaluate	evaluate	VERB
bracis-33620	173	6	the	the	DET
bracis-33620	173	7	performance	performance	NOUN
bracis-33620	173	8	of	of	ADP
bracis-33620	173	9	vit	vit	NOUN
bracis-33620	173	10	,	,	PUNCT
bracis-33620	173	11	we	we	PRON
bracis-33620	173	12	compared	compare	VERB
bracis-33620	173	13	it	it	PRON
bracis-33620	173	14	with	with	ADP
bracis-33620	173	15	two	two	NUM
bracis-33620	173	16	other	other	ADJ
bracis-33620	173	17	widely	widely	ADV
bracis-33620	173	18	used	use	VERB
bracis-33620	173	19	cnns	cnn	NOUN
bracis-33620	173	20	:	:	PUNCT
bracis-33620	173	21	resnet50	resnet50	NOUN
bracis-33620	173	22	 	 	SPACE
bracis-33620	174	1	[	[	X
bracis-33620	174	2	22	22	NUM
bracis-33620	174	3	]	]	PUNCT
bracis-33620	174	4	and	and	CCONJ
bracis-33620	174	5	efficientnetb0	efficientnetb0	PROPN
bracis-33620	174	6	 	 	SPACE
bracis-33620	175	1	[	[	X
bracis-33620	175	2	29	29	NUM
bracis-33620	175	3	]	]	PUNCT
bracis-33620	175	4	.	.	PUNCT
bracis-33620	176	1	overall	overall	ADV
bracis-33620	176	2	,	,	PUNCT
bracis-33620	176	3	we	we	PRON
bracis-33620	176	4	kept	keep	VERB
bracis-33620	176	5	all	all	DET
bracis-33620	176	6	the	the	DET
bracis-33620	176	7	steps	step	NOUN
bracis-33620	176	8	of	of	ADP
bracis-33620	176	9	the	the	DET
bracis-33620	176	10	method	method	NOUN
bracis-33620	176	11	the	the	DET
bracis-33620	176	12	same	same	ADJ
bracis-33620	176	13	,	,	PUNCT
bracis-33620	176	14	replacing	replace	VERB
bracis-33620	176	15	only	only	ADV
bracis-33620	176	16	vit	vit	NOUN
bracis-33620	176	17	with	with	ADP
bracis-33620	176	18	the	the	DET
bracis-33620	176	19	mentioned	mention	VERB
bracis-33620	176	20	networks	network	NOUN
bracis-33620	176	21	.	.	PUNCT
bracis-33620	177	1	it	it	PRON
bracis-33620	177	2	is	be	AUX
bracis-33620	177	3	worth	worth	ADJ
bracis-33620	177	4	noting	note	VERB
bracis-33620	177	5	that	that	SCONJ
bracis-33620	177	6	these	these	DET
bracis-33620	177	7	networks	network	NOUN
bracis-33620	177	8	are	be	AUX
bracis-33620	177	9	also	also	ADV
bracis-33620	177	10	pre	pre	ADJ
bracis-33620	177	11	-	-	VERB
bracis-33620	177	12	trained	train	VERB
bracis-33620	177	13	on	on	ADP
bracis-33620	177	14	imagenet	imagenet	NOUN
bracis-33620	177	15	with	with	ADP
bracis-33620	177	16	default	default	NOUN
bracis-33620	177	17	settings	setting	NOUN
bracis-33620	177	18	from	from	ADP
bracis-33620	177	19	the	the	DET
bracis-33620	177	20	keras	keras	PROPN
bracis-33620	177	21	library	library	NOUN
bracis-33620	177	22	.	.	PUNCT
bracis-33620	178	1	table	table	NOUN
bracis-33620	178	2	 	 	SPACE
bracis-33620	178	3	4	4	NUM
bracis-33620	178	4	describes	describe	VERB
bracis-33620	178	5	the	the	DET
bracis-33620	178	6	results	result	NOUN
bracis-33620	178	7	achieved	achieve	VERB
bracis-33620	178	8	.	.	PUNCT
bracis-33620	179	1	table	table	NOUN
bracis-33620	179	2	4	4	NUM
bracis-33620	179	3	.	.	PUNCT
bracis-33620	179	4	results	result	NOUN
bracis-33620	179	5	of	of	ADP
bracis-33620	179	6	distinct	distinct	ADJ
bracis-33620	179	7	cnns.full	cnns.full	ADJ
bracis-33620	179	8	size	size	NOUN
bracis-33620	179	9	table	table	NOUN
bracis-33620	179	10	it	it	PRON
bracis-33620	179	11	’s	’	VERB
bracis-33620	179	12	worth	worth	ADJ
bracis-33620	179	13	noting	note	VERB
bracis-33620	179	14	that	that	SCONJ
bracis-33620	179	15	all	all	DET
bracis-33620	179	16	networks	network	NOUN
bracis-33620	179	17	achieved	achieve	VERB
bracis-33620	179	18	noteworthy	noteworthy	ADJ
bracis-33620	179	19	metrics	metric	NOUN
bracis-33620	179	20	for	for	ADP
bracis-33620	179	21	breast	breast	NOUN
bracis-33620	179	22	cancer	cancer	NOUN
bracis-33620	179	23	classification	classification	NOUN
bracis-33620	179	24	in	in	ADP
bracis-33620	179	25	breast	breast	NOUN
bracis-33620	179	26	us	us	PROPN
bracis-33620	179	27	images	image	NOUN
bracis-33620	179	28	.	.	PUNCT
bracis-33620	180	1	it	it	PRON
bracis-33620	180	2	demonstrates	demonstrate	VERB
bracis-33620	180	3	that	that	SCONJ
bracis-33620	180	4	the	the	DET
bracis-33620	180	5	steps	step	NOUN
bracis-33620	180	6	before	before	SCONJ
bracis-33620	180	7	the	the	DET
bracis-33620	180	8	cnn	cnn	PROPN
bracis-33620	180	9	were	be	AUX
bracis-33620	180	10	crucial	crucial	ADJ
bracis-33620	180	11	in	in	ADP
bracis-33620	180	12	improving	improve	VERB
bracis-33620	180	13	the	the	DET
bracis-33620	180	14	model	model	NOUN
bracis-33620	180	15	’s	’s	PART
bracis-33620	180	16	performance	performance	NOUN
bracis-33620	180	17	.	.	PUNCT
bracis-33620	181	1	however	however	ADV
bracis-33620	181	2	,	,	PUNCT
bracis-33620	181	3	when	when	SCONJ
bracis-33620	181	4	analyzing	analyze	VERB
bracis-33620	181	5	the	the	DET
bracis-33620	181	6	results	result	NOUN
bracis-33620	181	7	achieved	achieve	VERB
bracis-33620	181	8	by	by	ADP
bracis-33620	181	9	vit	vit	NOUN
bracis-33620	181	10	,	,	PUNCT
bracis-33620	181	11	a	a	DET
bracis-33620	181	12	significant	significant	ADJ
bracis-33620	181	13	improvement	improvement	NOUN
bracis-33620	181	14	of	of	ADP
bracis-33620	181	15	2	2	NUM
bracis-33620	181	16	%	%	NOUN
bracis-33620	181	17	to	to	PART
bracis-33620	181	18	6	6	NUM
bracis-33620	181	19	%	%	NOUN
bracis-33620	181	20	is	be	AUX
bracis-33620	181	21	observed	observe	VERB
bracis-33620	181	22	compared	compare	VERB
bracis-33620	181	23	to	to	ADP
bracis-33620	181	24	the	the	DET
bracis-33620	181	25	cnns	cnn	NOUN
bracis-33620	181	26	,	,	PUNCT
bracis-33620	181	27	surpassing	surpass	VERB
bracis-33620	181	28	them	they	PRON
bracis-33620	181	29	.	.	PUNCT
bracis-33620	182	1	transformers	transformer	NOUN
bracis-33620	182	2	such	such	ADJ
bracis-33620	182	3	as	as	ADP
bracis-33620	182	4	vit	vit	NOUN
bracis-33620	182	5	distinguish	distinguish	VERB
bracis-33620	182	6	themselves	themselves	PRON
bracis-33620	182	7	from	from	ADP
bracis-33620	182	8	traditional	traditional	ADJ
bracis-33620	182	9	cnns	cnn	NOUN
bracis-33620	182	10	like	like	ADP
bracis-33620	182	11	resnet50	resnet50	NOUN
bracis-33620	182	12	and	and	CCONJ
bracis-33620	182	13	efficientnetb0	efficientnetb0	NOUN
bracis-33620	182	14	by	by	ADP
bracis-33620	182	15	employing	employ	VERB
bracis-33620	182	16	global	global	ADJ
bracis-33620	182	17	attention	attention	NOUN
bracis-33620	182	18	mechanisms	mechanism	NOUN
bracis-33620	182	19	instead	instead	ADV
bracis-33620	182	20	of	of	ADP
bracis-33620	182	21	convolution	convolution	NOUN
bracis-33620	182	22	operations	operation	NOUN
bracis-33620	182	23	.	.	PUNCT
bracis-33620	183	1	it	it	PRON
bracis-33620	183	2	allows	allow	VERB
bracis-33620	183	3	vit	vit	NOUN
bracis-33620	183	4	to	to	PART
bracis-33620	183	5	process	process	VERB
bracis-33620	183	6	relationships	relationship	NOUN
bracis-33620	183	7	between	between	ADP
bracis-33620	183	8	all	all	DET
bracis-33620	183	9	parts	part	NOUN
bracis-33620	183	10	of	of	ADP
bracis-33620	183	11	the	the	DET
bracis-33620	183	12	image	image	NOUN
bracis-33620	183	13	simultaneously	simultaneously	ADV
bracis-33620	183	14	,	,	PUNCT
bracis-33620	183	15	capturing	capture	VERB
bracis-33620	183	16	correlations	correlation	NOUN
bracis-33620	183	17	on	on	ADP
bracis-33620	183	18	a	a	DET
bracis-33620	183	19	broader	broad	ADJ
bracis-33620	183	20	scale	scale	NOUN
bracis-33620	183	21	.	.	PUNCT
bracis-33620	184	1	the	the	DET
bracis-33620	184	2	architecture	architecture	NOUN
bracis-33620	184	3	also	also	ADV
bracis-33620	184	4	excels	excel	VERB
bracis-33620	184	5	in	in	ADP
bracis-33620	184	6	capturing	capture	VERB
bracis-33620	184	7	long	long	ADJ
bracis-33620	184	8	-	-	PUNCT
bracis-33620	184	9	range	range	NOUN
bracis-33620	184	10	dependencies	dependency	NOUN
bracis-33620	184	11	in	in	ADP
bracis-33620	184	12	the	the	DET
bracis-33620	184	13	data	datum	NOUN
bracis-33620	184	14	,	,	PUNCT
bracis-33620	184	15	which	which	PRON
bracis-33620	184	16	is	be	AUX
bracis-33620	184	17	crucial	crucial	ADJ
bracis-33620	184	18	for	for	ADP
bracis-33620	184	19	tasks	task	NOUN
bracis-33620	184	20	where	where	SCONJ
bracis-33620	184	21	subtle	subtle	ADJ
bracis-33620	184	22	patterns	pattern	NOUN
bracis-33620	184	23	may	may	AUX
bracis-33620	184	24	occur	occur	VERB
bracis-33620	184	25	in	in	ADP
bracis-33620	184	26	different	different	ADJ
bracis-33620	184	27	parts	part	NOUN
bracis-33620	184	28	of	of	ADP
bracis-33620	184	29	the	the	DET
bracis-33620	184	30	image	image	NOUN
bracis-33620	184	31	and	and	CCONJ
bracis-33620	184	32	require	require	VERB
bracis-33620	184	33	a	a	DET
bracis-33620	184	34	global	global	ADJ
bracis-33620	184	35	approach	approach	NOUN
bracis-33620	184	36	for	for	ADP
bracis-33620	184	37	accurate	accurate	ADJ
bracis-33620	184	38	classification	classification	NOUN
bracis-33620	184	39	 	 	SPACE
bracis-33620	185	1	[	[	X
bracis-33620	185	2	13	13	NUM
bracis-33620	185	3	]	]	PUNCT
bracis-33620	185	4	.	.	PUNCT
bracis-33620	186	1	these	these	DET
bracis-33620	186	2	factors	factor	NOUN
bracis-33620	186	3	contributed	contribute	VERB
bracis-33620	186	4	to	to	ADP
bracis-33620	186	5	its	its	PRON
bracis-33620	186	6	superior	superior	ADJ
bracis-33620	186	7	performance	performance	NOUN
bracis-33620	186	8	in	in	ADP
bracis-33620	186	9	breast	breast	NOUN
bracis-33620	186	10	cancer	cancer	NOUN
bracis-33620	186	11	classification	classification	NOUN
bracis-33620	186	12	tasks	task	NOUN
bracis-33620	186	13	in	in	ADP
bracis-33620	186	14	us	us	PROPN
bracis-33620	186	15	images	image	NOUN
bracis-33620	186	16	.	.	PUNCT
bracis-33620	187	1	therefore	therefore	ADV
bracis-33620	187	2	,	,	PUNCT
bracis-33620	187	3	we	we	PRON
bracis-33620	187	4	emphasize	emphasize	VERB
bracis-33620	187	5	that	that	SCONJ
bracis-33620	187	6	the	the	DET
bracis-33620	187	7	proposed	propose	VERB
bracis-33620	187	8	method	method	NOUN
bracis-33620	187	9	is	be	AUX
bracis-33620	187	10	robust	robust	ADJ
bracis-33620	187	11	in	in	ADP
bracis-33620	187	12	breast	breast	NOUN
bracis-33620	187	13	cancer	cancer	NOUN
bracis-33620	187	14	classification	classification	NOUN
bracis-33620	187	15	.	.	PUNCT
bracis-33620	188	1	this	this	DET
bracis-33620	188	2	method	method	NOUN
bracis-33620	188	3	,	,	PUNCT
bracis-33620	188	4	used	use	VERB
bracis-33620	188	5	in	in	ADP
bracis-33620	188	6	cad	cad	PROPN
bracis-33620	188	7	/	/	SYM
bracis-33620	188	8	cadx	cadx	NOUN
bracis-33620	188	9	systems	system	NOUN
bracis-33620	188	10	,	,	PUNCT
bracis-33620	188	11	can	can	AUX
bracis-33620	188	12	contribute	contribute	VERB
bracis-33620	188	13	to	to	ADP
bracis-33620	188	14	the	the	DET
bracis-33620	188	15	rapid	rapid	ADJ
bracis-33620	188	16	and	and	CCONJ
bracis-33620	188	17	effective	effective	ADJ
bracis-33620	188	18	diagnosis	diagnosis	NOUN
bracis-33620	188	19	of	of	ADP
bracis-33620	188	20	this	this	DET
bracis-33620	188	21	pathology	pathology	NOUN
bracis-33620	188	22	,	,	PUNCT
bracis-33620	188	23	assisting	assist	VERB
bracis-33620	188	24	specialist	specialist	NOUN
bracis-33620	188	25	doctors	doctor	NOUN
bracis-33620	188	26	in	in	ADP
bracis-33620	188	27	their	their	PRON
bracis-33620	188	28	daily	daily	ADJ
bracis-33620	188	29	clinical	clinical	ADJ
bracis-33620	188	30	routine	routine	NOUN
bracis-33620	188	31	and	and	CCONJ
bracis-33620	188	32	thereby	thereby	ADV
bracis-33620	188	33	improving	improve	VERB
bracis-33620	188	34	the	the	DET
bracis-33620	188	35	quality	quality	NOUN
bracis-33620	188	36	of	of	ADP
bracis-33620	188	37	life	life	NOUN
bracis-33620	188	38	for	for	ADP
bracis-33620	188	39	patients	patient	NOUN
bracis-33620	188	40	.	.	PUNCT
bracis-33620	189	1	4.5	4.5	NUM
bracis-33620	189	2	related	relate	VERB
bracis-33620	189	3	works	work	VERB
bracis-33620	189	4	comparison	comparison	NOUN
bracis-33620	189	5	to	to	PART
bracis-33620	189	6	validate	validate	VERB
bracis-33620	189	7	the	the	DET
bracis-33620	189	8	proposed	propose	VERB
bracis-33620	189	9	method	method	NOUN
bracis-33620	189	10	concerning	concern	VERB
bracis-33620	189	11	the	the	DET
bracis-33620	189	12	studies	study	NOUN
bracis-33620	189	13	found	find	VERB
bracis-33620	189	14	in	in	ADP
bracis-33620	189	15	the	the	DET
bracis-33620	189	16	literature	literature	NOUN
bracis-33620	189	17	,	,	PUNCT
bracis-33620	189	18	we	we	PRON
bracis-33620	189	19	present	present	VERB
bracis-33620	189	20	table	table	NOUN
bracis-33620	189	21	 	 	SPACE
bracis-33620	189	22	5	5	NUM
bracis-33620	189	23	,	,	PUNCT
bracis-33620	189	24	listing	list	VERB
bracis-33620	189	25	the	the	DET
bracis-33620	189	26	studies	study	NOUN
bracis-33620	189	27	from	from	ADP
bracis-33620	189	28	sect	sect	NOUN
bracis-33620	189	29	.	.	PUNCT
bracis-33620	189	30	 	 	SPACE
bracis-33620	190	1	2	2	NUM
bracis-33620	190	2	along	along	ADP
bracis-33620	190	3	with	with	ADP
bracis-33620	190	4	the	the	DET
bracis-33620	190	5	metrics	metric	NOUN
bracis-33620	190	6	achieved	achieve	VERB
bracis-33620	190	7	by	by	ADP
bracis-33620	190	8	them	they	PRON
bracis-33620	190	9	and	and	CCONJ
bracis-33620	190	10	by	by	ADP
bracis-33620	190	11	our	our	PRON
bracis-33620	190	12	work	work	NOUN
bracis-33620	190	13	.	.	PUNCT
bracis-33620	191	1	it	it	PRON
bracis-33620	191	2	is	be	AUX
bracis-33620	191	3	important	important	ADJ
bracis-33620	191	4	to	to	PART
bracis-33620	191	5	note	note	VERB
bracis-33620	191	6	that	that	SCONJ
bracis-33620	191	7	,	,	PUNCT
bracis-33620	191	8	due	due	ADP
bracis-33620	191	9	to	to	ADP
bracis-33620	191	10	the	the	DET
bracis-33620	191	11	methodological	methodological	ADJ
bracis-33620	191	12	variations	variation	NOUN
bracis-33620	191	13	among	among	ADP
bracis-33620	191	14	the	the	DET
bracis-33620	191	15	studies	study	NOUN
bracis-33620	191	16	,	,	PUNCT
bracis-33620	191	17	the	the	DET
bracis-33620	191	18	comparison	comparison	NOUN
bracis-33620	191	19	is	be	AUX
bracis-33620	191	20	a	a	DET
bracis-33620	191	21	reference	reference	NOUN
bracis-33620	191	22	for	for	ADP
bracis-33620	191	23	general	general	ADJ
bracis-33620	191	24	trends	trend	NOUN
bracis-33620	191	25	and	and	CCONJ
bracis-33620	191	26	differences	difference	NOUN
bracis-33620	191	27	rather	rather	ADV
bracis-33620	191	28	than	than	ADP
bracis-33620	191	29	providing	provide	VERB
bracis-33620	191	30	an	an	DET
bracis-33620	191	31	absolute	absolute	ADJ
bracis-33620	191	32	measure	measure	NOUN
bracis-33620	191	33	of	of	ADP
bracis-33620	191	34	superiority	superiority	NOUN
bracis-33620	191	35	.	.	PUNCT
bracis-33620	192	1	table	table	NOUN
bracis-33620	192	2	5	5	NUM
bracis-33620	192	3	.	.	PUNCT
bracis-33620	192	4	comparison	comparison	NOUN
bracis-33620	192	5	of	of	ADP
bracis-33620	192	6	the	the	DET
bracis-33620	192	7	proposed	propose	VERB
bracis-33620	192	8	method	method	NOUN
bracis-33620	192	9	with	with	ADP
bracis-33620	192	10	related	related	ADJ
bracis-33620	192	11	works.full	works.full	NOUN
bracis-33620	192	12	size	size	NOUN
bracis-33620	192	13	table	table	NOUN
bracis-33620	192	14	the	the	DET
bracis-33620	192	15	proposed	propose	VERB
bracis-33620	192	16	method	method	NOUN
bracis-33620	192	17	excels	excel	VERB
bracis-33620	192	18	in	in	ADP
bracis-33620	192	19	all	all	DET
bracis-33620	192	20	evaluated	evaluated	ADJ
bracis-33620	192	21	metrics	metric	NOUN
bracis-33620	192	22	,	,	PUNCT
bracis-33620	192	23	surpassing	surpass	VERB
bracis-33620	192	24	the	the	DET
bracis-33620	192	25	results	result	NOUN
bracis-33620	192	26	of	of	ADP
bracis-33620	192	27	the	the	DET
bracis-33620	192	28	related	relate	VERB
bracis-33620	192	29	works	work	NOUN
bracis-33620	192	30	presented	present	VERB
bracis-33620	192	31	.	.	PUNCT
bracis-33620	193	1	particularly	particularly	ADV
bracis-33620	193	2	,	,	PUNCT
bracis-33620	193	3	the	the	DET
bracis-33620	193	4	f1	f1	NOUN
bracis-33620	193	5	-	-	PUNCT
bracis-33620	193	6	score	score	NOUN
bracis-33620	193	7	and	and	CCONJ
bracis-33620	193	8	sensitivity	sensitivity	NOUN
bracis-33620	193	9	metrics	metric	NOUN
bracis-33620	193	10	demonstrate	demonstrate	VERB
bracis-33620	193	11	the	the	DET
bracis-33620	193	12	robustness	robustness	NOUN
bracis-33620	193	13	of	of	ADP
bracis-33620	193	14	the	the	DET
bracis-33620	193	15	proposed	propose	VERB
bracis-33620	193	16	method	method	NOUN
bracis-33620	193	17	,	,	PUNCT
bracis-33620	193	18	reflecting	reflect	VERB
bracis-33620	193	19	its	its	PRON
bracis-33620	193	20	ability	ability	NOUN
bracis-33620	193	21	to	to	PART
bracis-33620	193	22	balance	balance	VERB
bracis-33620	193	23	precision	precision	NOUN
bracis-33620	193	24	and	and	CCONJ
bracis-33620	193	25	sensitivity	sensitivity	NOUN
bracis-33620	193	26	in	in	ADP
bracis-33620	193	27	detecting	detect	VERB
bracis-33620	193	28	positive	positive	ADJ
bracis-33620	193	29	cases	case	NOUN
bracis-33620	193	30	of	of	ADP
bracis-33620	193	31	breast	breast	NOUN
bracis-33620	193	32	cancer	cancer	NOUN
bracis-33620	193	33	.	.	PUNCT
bracis-33620	194	1	these	these	DET
bracis-33620	194	2	results	result	NOUN
bracis-33620	194	3	reinforce	reinforce	VERB
bracis-33620	194	4	the	the	DET
bracis-33620	194	5	efficiency	efficiency	NOUN
bracis-33620	194	6	and	and	CCONJ
bracis-33620	194	7	reliability	reliability	NOUN
bracis-33620	194	8	of	of	ADP
bracis-33620	194	9	the	the	DET
bracis-33620	194	10	method	method	NOUN
bracis-33620	194	11	,	,	PUNCT
bracis-33620	194	12	establishing	establish	VERB
bracis-33620	194	13	it	it	PRON
bracis-33620	194	14	as	as	ADP
bracis-33620	194	15	a	a	DET
bracis-33620	194	16	solid	solid	ADJ
bracis-33620	194	17	and	and	CCONJ
bracis-33620	194	18	effective	effective	ADJ
bracis-33620	194	19	approach	approach	NOUN
bracis-33620	194	20	for	for	ADP
bracis-33620	194	21	breast	breast	NOUN
bracis-33620	194	22	cancer	cancer	NOUN
bracis-33620	194	23	classification	classification	NOUN
bracis-33620	194	24	in	in	ADP
bracis-33620	194	25	us	us	PROPN
bracis-33620	194	26	images	image	NOUN
bracis-33620	194	27	.	.	PUNCT
bracis-33620	195	1	it	it	PRON
bracis-33620	195	2	is	be	AUX
bracis-33620	195	3	important	important	ADJ
bracis-33620	195	4	to	to	PART
bracis-33620	195	5	note	note	VERB
bracis-33620	195	6	that	that	SCONJ
bracis-33620	195	7	direct	direct	ADJ
bracis-33620	195	8	comparisons	comparison	NOUN
bracis-33620	195	9	can	can	AUX
bracis-33620	195	10	be	be	AUX
bracis-33620	195	11	complex	complex	ADJ
bracis-33620	195	12	,	,	PUNCT
bracis-33620	195	13	as	as	SCONJ
bracis-33620	195	14	methods	method	NOUN
bracis-33620	195	15	are	be	AUX
bracis-33620	195	16	developed	develop	VERB
bracis-33620	195	17	on	on	ADP
bracis-33620	195	18	different	different	ADJ
bracis-33620	195	19	datasets	dataset	NOUN
bracis-33620	195	20	and	and	CCONJ
bracis-33620	195	21	with	with	ADP
bracis-33620	195	22	distinct	distinct	ADJ
bracis-33620	195	23	approaches	approach	NOUN
bracis-33620	195	24	.	.	PUNCT
bracis-33620	196	1	however	however	ADV
bracis-33620	196	2	,	,	PUNCT
bracis-33620	196	3	upon	upon	SCONJ
bracis-33620	196	4	examining	examine	VERB
bracis-33620	196	5	the	the	DET
bracis-33620	196	6	techniques	technique	NOUN
bracis-33620	196	7	employed	employ	VERB
bracis-33620	196	8	,	,	PUNCT
bracis-33620	196	9	our	our	PRON
bracis-33620	196	10	work	work	NOUN
bracis-33620	196	11	stands	stand	VERB
bracis-33620	196	12	out	out	ADP
bracis-33620	196	13	as	as	ADP
bracis-33620	196	14	the	the	DET
bracis-33620	196	15	only	only	ADJ
bracis-33620	196	16	one	one	NUM
bracis-33620	196	17	to	to	PART
bracis-33620	196	18	propose	propose	VERB
bracis-33620	196	19	enhancements	enhancement	NOUN
bracis-33620	196	20	to	to	PART
bracis-33620	196	21	ultrasound	ultrasound	VERB
bracis-33620	196	22	images	image	NOUN
bracis-33620	196	23	using	use	VERB
bracis-33620	196	24	advanced	advanced	ADJ
bracis-33620	196	25	image	image	NOUN
bracis-33620	196	26	processing	processing	NOUN
bracis-33620	196	27	techniques	technique	NOUN
bracis-33620	196	28	.	.	PUNCT
bracis-33620	197	1	additionally	additionally	ADV
bracis-33620	197	2	,	,	PUNCT
bracis-33620	197	3	we	we	PRON
bracis-33620	197	4	introduce	introduce	VERB
bracis-33620	197	5	automated	automate	VERB
bracis-33620	197	6	data	datum	NOUN
bracis-33620	197	7	augmentation	augmentation	NOUN
bracis-33620	197	8	to	to	PART
bracis-33620	197	9	improve	improve	VERB
bracis-33620	197	10	model	model	NOUN
bracis-33620	197	11	generalization	generalization	NOUN
bracis-33620	197	12	.	.	PUNCT
bracis-33620	198	1	furthermore	furthermore	ADV
bracis-33620	198	2	,	,	PUNCT
bracis-33620	198	3	we	we	PRON
bracis-33620	198	4	innovate	innovate	VERB
bracis-33620	198	5	by	by	ADP
bracis-33620	198	6	using	use	VERB
bracis-33620	198	7	a	a	DET
bracis-33620	198	8	transformer	transformer	NOUN
bracis-33620	198	9	-	-	PUNCT
bracis-33620	198	10	based	base	VERB
bracis-33620	198	11	cnn	cnn	PROPN
bracis-33620	198	12	,	,	PUNCT
bracis-33620	198	13	an	an	DET
bracis-33620	198	14	approach	approach	NOUN
bracis-33620	198	15	not	not	PART
bracis-33620	198	16	addressed	address	VERB
bracis-33620	198	17	in	in	ADP
bracis-33620	198	18	related	related	ADJ
bracis-33620	198	19	studies	study	NOUN
bracis-33620	198	20	.	.	PUNCT
bracis-33620	199	1	thus	thus	ADV
bracis-33620	199	2	,	,	PUNCT
bracis-33620	199	3	these	these	DET
bracis-33620	199	4	approaches	approach	NOUN
bracis-33620	199	5	’	'	PUNCT
bracis-33620	199	6	integration	integration	NOUN
bracis-33620	199	7	harmonizes	harmonize	VERB
bracis-33620	199	8	classification	classification	NOUN
bracis-33620	199	9	techniques	technique	NOUN
bracis-33620	199	10	and	and	CCONJ
bracis-33620	199	11	surpasses	surpass	VERB
bracis-33620	199	12	the	the	DET
bracis-33620	199	13	metrics	metric	NOUN
bracis-33620	199	14	of	of	ADP
bracis-33620	199	15	all	all	DET
bracis-33620	199	16	other	other	ADJ
bracis-33620	199	17	works	work	NOUN
bracis-33620	199	18	.	.	PUNCT
bracis-33620	200	1	therefore	therefore	ADV
bracis-33620	200	2	,	,	PUNCT
bracis-33620	200	3	we	we	PRON
bracis-33620	200	4	believe	believe	VERB
bracis-33620	200	5	our	our	PRON
bracis-33620	200	6	work	work	NOUN
bracis-33620	200	7	represents	represent	VERB
bracis-33620	200	8	a	a	DET
bracis-33620	200	9	significant	significant	ADJ
bracis-33620	200	10	contribution	contribution	NOUN
bracis-33620	200	11	to	to	ADP
bracis-33620	200	12	the	the	DET
bracis-33620	200	13	literature	literature	NOUN
bracis-33620	200	14	,	,	PUNCT
bracis-33620	200	15	holding	hold	VERB
bracis-33620	200	16	a	a	DET
bracis-33620	200	17	prominent	prominent	ADJ
bracis-33620	200	18	position	position	NOUN
bracis-33620	200	19	.	.	PUNCT
bracis-33620	201	1	4.6	4.6	NUM
bracis-33620	201	2	case	case	NOUN
bracis-33620	201	3	study	study	NOUN
bracis-33620	201	4	in	in	ADP
bracis-33620	201	5	this	this	DET
bracis-33620	201	6	section	section	NOUN
bracis-33620	201	7	,	,	PUNCT
bracis-33620	201	8	we	we	PRON
bracis-33620	201	9	will	will	AUX
bracis-33620	201	10	analyze	analyze	VERB
bracis-33620	201	11	two	two	NUM
bracis-33620	201	12	case	case	NOUN
bracis-33620	201	13	studies	study	NOUN
bracis-33620	201	14	.	.	PUNCT
bracis-33620	202	1	in	in	ADP
bracis-33620	202	2	the	the	DET
bracis-33620	202	3	first	first	ADJ
bracis-33620	202	4	study	study	NOUN
bracis-33620	202	5	,	,	PUNCT
bracis-33620	202	6	a	a	DET
bracis-33620	202	7	lesion	lesion	NOUN
bracis-33620	202	8	initially	initially	ADV
bracis-33620	202	9	considered	consider	VERB
bracis-33620	202	10	benign	benign	ADJ
bracis-33620	202	11	was	be	AUX
bracis-33620	202	12	incorrectly	incorrectly	ADV
bracis-33620	202	13	classified	classify	VERB
bracis-33620	202	14	as	as	ADP
bracis-33620	202	15	malignant	malignant	ADJ
bracis-33620	202	16	(	(	PUNCT
bracis-33620	202	17	fig	fig	NOUN
bracis-33620	202	18	.	.	PUNCT
bracis-33620	202	19	 	 	SPACE
bracis-33620	203	1	6	6	NUM
bracis-33620	203	2	 	 	SPACE
bracis-33620	203	3	(	(	PUNCT
bracis-33620	203	4	a	a	NOUN
bracis-33620	203	5	)	)	PUNCT
bracis-33620	203	6	)	)	PUNCT
bracis-33620	203	7	.	.	PUNCT
bracis-33620	204	1	in	in	ADP
bracis-33620	204	2	the	the	DET
bracis-33620	204	3	second	second	ADJ
bracis-33620	204	4	case	case	NOUN
bracis-33620	204	5	,	,	PUNCT
bracis-33620	204	6	a	a	DET
bracis-33620	204	7	malignant	malignant	ADJ
bracis-33620	204	8	lesion	lesion	NOUN
bracis-33620	204	9	was	be	AUX
bracis-33620	204	10	erroneously	erroneously	ADV
bracis-33620	204	11	classified	classify	VERB
bracis-33620	204	12	as	as	ADP
bracis-33620	204	13	benign	benign	ADJ
bracis-33620	204	14	(	(	PUNCT
bracis-33620	204	15	fig	fig	NOUN
bracis-33620	204	16	.	.	PUNCT
bracis-33620	204	17	 	 	SPACE
bracis-33620	205	1	6	6	NUM
bracis-33620	205	2	 	 	SPACE
bracis-33620	205	3	(	(	PUNCT
bracis-33620	205	4	b	b	NOUN
bracis-33620	205	5	)	)	PUNCT
bracis-33620	205	6	)	)	PUNCT
bracis-33620	205	7	.	.	PUNCT
bracis-33620	206	1	fig	fig	NOUN
bracis-33620	206	2	.	.	PUNCT
bracis-33620	207	1	6	6	NUM
bracis-33620	207	2	.	.	X
bracis-33620	207	3	case	case	NOUN
bracis-33620	207	4	study	study	NOUN
bracis-33620	207	5	.	.	PUNCT
bracis-33620	208	1	(	(	PUNCT
bracis-33620	208	2	a	a	X
bracis-33620	208	3	)	)	PUNCT
bracis-33620	208	4	benign	benign	ADJ
bracis-33620	208	5	lesion	lesion	NOUN
bracis-33620	208	6	classified	classify	VERB
bracis-33620	208	7	as	as	ADP
bracis-33620	208	8	malignant	malignant	ADJ
bracis-33620	208	9	;	;	PUNCT
bracis-33620	208	10	(	(	PUNCT
bracis-33620	208	11	b	b	X
bracis-33620	208	12	)	)	PUNCT
bracis-33620	208	13	malignant	malignant	ADJ
bracis-33620	208	14	lesion	lesion	NOUN
bracis-33620	208	15	classified	classify	VERB
bracis-33620	208	16	as	as	ADP
bracis-33620	208	17	benign	benign	ADJ
bracis-33620	208	18	.	.	PUNCT
bracis-33620	209	1	full	full	ADJ
bracis-33620	209	2	size	size	NOUN
bracis-33620	209	3	image	image	NOUN
bracis-33620	209	4	in	in	ADP
bracis-33620	209	5	fig	fig	NOUN
bracis-33620	209	6	.	.	PUNCT
bracis-33620	209	7	 	 	SPACE
bracis-33620	210	1	6	6	NUM
bracis-33620	210	2	 	 	SPACE
bracis-33620	210	3	(	(	PUNCT
bracis-33620	210	4	a	a	NOUN
bracis-33620	210	5	)	)	PUNCT
bracis-33620	210	6	,	,	PUNCT
bracis-33620	210	7	it	it	PRON
bracis-33620	210	8	can	can	AUX
bracis-33620	210	9	be	be	AUX
bracis-33620	210	10	observed	observe	VERB
bracis-33620	210	11	that	that	SCONJ
bracis-33620	210	12	although	although	SCONJ
bracis-33620	210	13	the	the	DET
bracis-33620	210	14	lesion	lesion	NOUN
bracis-33620	210	15	is	be	AUX
bracis-33620	210	16	benign	benign	ADJ
bracis-33620	210	17	,	,	PUNCT
bracis-33620	210	18	its	its	PRON
bracis-33620	210	19	edges	edge	NOUN
bracis-33620	210	20	exhibit	exhibit	VERB
bracis-33620	210	21	irregularities	irregularity	NOUN
bracis-33620	210	22	.	.	PUNCT
bracis-33620	211	1	this	this	DET
bracis-33620	211	2	particularity	particularity	NOUN
bracis-33620	211	3	may	may	AUX
bracis-33620	211	4	have	have	AUX
bracis-33620	211	5	contributed	contribute	VERB
bracis-33620	211	6	to	to	ADP
bracis-33620	211	7	the	the	DET
bracis-33620	211	8	model	model	NOUN
bracis-33620	211	9	’s	’s	PART
bracis-33620	211	10	misclassification	misclassification	NOUN
bracis-33620	211	11	as	as	ADP
bracis-33620	211	12	malignant	malignant	ADJ
bracis-33620	211	13	.	.	PUNCT
bracis-33620	212	1	on	on	ADP
bracis-33620	212	2	the	the	DET
bracis-33620	212	3	other	other	ADJ
bracis-33620	212	4	hand	hand	NOUN
bracis-33620	212	5	,	,	PUNCT
bracis-33620	212	6	upon	upon	SCONJ
bracis-33620	212	7	examining	examine	VERB
bracis-33620	212	8	fig	fig	NOUN
bracis-33620	212	9	.	.	PUNCT
bracis-33620	212	10	 	 	SPACE
bracis-33620	212	11	6	6	NUM
bracis-33620	212	12	 	 	SPACE
bracis-33620	212	13	(	(	PUNCT
bracis-33620	212	14	b	b	NOUN
bracis-33620	212	15	)	)	PUNCT
bracis-33620	212	16	,	,	PUNCT
bracis-33620	212	17	it	it	PRON
bracis-33620	212	18	is	be	AUX
bracis-33620	212	19	noticeable	noticeable	ADJ
bracis-33620	212	20	that	that	SCONJ
bracis-33620	212	21	the	the	DET
bracis-33620	212	22	edges	edge	NOUN
bracis-33620	212	23	are	be	AUX
bracis-33620	212	24	more	more	ADV
bracis-33620	212	25	uniform	uniform	ADJ
bracis-33620	212	26	,	,	PUNCT
bracis-33620	212	27	a	a	DET
bracis-33620	212	28	common	common	ADJ
bracis-33620	212	29	characteristic	characteristic	NOUN
bracis-33620	212	30	in	in	ADP
bracis-33620	212	31	benign	benign	ADJ
bracis-33620	212	32	lesions	lesion	NOUN
bracis-33620	212	33	,	,	PUNCT
bracis-33620	212	34	which	which	PRON
bracis-33620	212	35	may	may	AUX
bracis-33620	212	36	have	have	AUX
bracis-33620	212	37	resulted	result	VERB
bracis-33620	212	38	in	in	ADP
bracis-33620	212	39	the	the	DET
bracis-33620	212	40	incorrect	incorrect	ADJ
bracis-33620	212	41	classification	classification	NOUN
bracis-33620	212	42	of	of	ADP
bracis-33620	212	43	the	the	DET
bracis-33620	212	44	lesion	lesion	NOUN
bracis-33620	212	45	.	.	PUNCT
bracis-33620	213	1	however	however	ADV
bracis-33620	213	2	,	,	PUNCT
bracis-33620	213	3	it	it	PRON
bracis-33620	213	4	is	be	AUX
bracis-33620	213	5	to	to	PART
bracis-33620	213	6	emphasize	emphasize	VERB
bracis-33620	213	7	that	that	SCONJ
bracis-33620	213	8	these	these	DET
bracis-33620	213	9	models	model	NOUN
bracis-33620	213	10	can	can	AUX
bracis-33620	213	11	complement	complement	VERB
bracis-33620	213	12	medical	medical	ADJ
bracis-33620	213	13	expertise	expertise	NOUN
bracis-33620	213	14	,	,	PUNCT
bracis-33620	213	15	offering	offer	VERB
bracis-33620	213	16	an	an	DET
bracis-33620	213	17	additional	additional	ADJ
bracis-33620	213	18	tool	tool	NOUN
bracis-33620	213	19	for	for	ADP
bracis-33620	213	20	analysis	analysis	NOUN
bracis-33620	213	21	and	and	CCONJ
bracis-33620	213	22	diagnosis	diagnosis	NOUN
bracis-33620	213	23	.	.	PUNCT
bracis-33620	214	1	by	by	ADP
bracis-33620	214	2	combining	combine	VERB
bracis-33620	214	3	them	they	PRON
bracis-33620	214	4	with	with	ADP
bracis-33620	214	5	careful	careful	ADJ
bracis-33620	214	6	clinical	clinical	ADJ
bracis-33620	214	7	assessment	assessment	NOUN
bracis-33620	214	8	and	and	CCONJ
bracis-33620	214	9	other	other	ADJ
bracis-33620	214	10	relevant	relevant	ADJ
bracis-33620	214	11	data	datum	NOUN
bracis-33620	214	12	,	,	PUNCT
bracis-33620	214	13	it	it	PRON
bracis-33620	214	14	is	be	AUX
bracis-33620	214	15	possible	possible	ADJ
bracis-33620	214	16	to	to	PART
bracis-33620	214	17	improve	improve	VERB
bracis-33620	214	18	the	the	DET
bracis-33620	214	19	accuracy	accuracy	NOUN
bracis-33620	214	20	of	of	ADP
bracis-33620	214	21	diagnosis	diagnosis	NOUN
bracis-33620	214	22	and	and	CCONJ
bracis-33620	214	23	thus	thus	ADV
bracis-33620	214	24	play	play	VERB
bracis-33620	214	25	a	a	DET
bracis-33620	214	26	crucial	crucial	ADJ
bracis-33620	214	27	role	role	NOUN
bracis-33620	214	28	in	in	ADP
bracis-33620	214	29	the	the	DET
bracis-33620	214	30	fight	fight	NOUN
bracis-33620	214	31	against	against	ADP
bracis-33620	214	32	breast	breast	NOUN
bracis-33620	214	33	cancer	cancer	NOUN
bracis-33620	214	34	.	.	PUNCT
bracis-33620	215	1	5	5	NUM
bracis-33620	215	2	conclusion	conclusion	NOUN
bracis-33620	215	3	for	for	ADP
bracis-33620	215	4	this	this	DET
bracis-33620	215	5	work	work	NOUN
bracis-33620	215	6	,	,	PUNCT
bracis-33620	215	7	we	we	PRON
bracis-33620	215	8	propose	propose	VERB
bracis-33620	215	9	anisotropic	anisotropic	NOUN
bracis-33620	215	10	and	and	CCONJ
bracis-33620	215	11	mean	mean	ADJ
bracis-33620	215	12	filters	filter	NOUN
bracis-33620	215	13	,	,	PUNCT
bracis-33620	215	14	balanced	balanced	ADJ
bracis-33620	215	15	data	datum	NOUN
bracis-33620	215	16	augmentation	augmentation	NOUN
bracis-33620	215	17	,	,	PUNCT
bracis-33620	215	18	and	and	CCONJ
bracis-33620	215	19	the	the	DET
bracis-33620	215	20	vit	vit	ADJ
bracis-33620	215	21	network	network	NOUN
bracis-33620	215	22	for	for	ADP
bracis-33620	215	23	breast	breast	NOUN
bracis-33620	215	24	cancer	cancer	NOUN
bracis-33620	215	25	classification	classification	NOUN
bracis-33620	215	26	in	in	ADP
bracis-33620	215	27	ultrasound	ultrasound	NOUN
bracis-33620	215	28	images	image	NOUN
bracis-33620	215	29	.	.	PUNCT
bracis-33620	216	1	the	the	DET
bracis-33620	216	2	filters	filter	NOUN
bracis-33620	216	3	proved	prove	VERB
bracis-33620	216	4	effective	effective	ADJ
bracis-33620	216	5	in	in	ADP
bracis-33620	216	6	enhancing	enhance	VERB
bracis-33620	216	7	relevant	relevant	ADJ
bracis-33620	216	8	image	image	NOUN
bracis-33620	216	9	features	feature	NOUN
bracis-33620	216	10	,	,	PUNCT
bracis-33620	216	11	while	while	SCONJ
bracis-33620	216	12	balanced	balanced	ADJ
bracis-33620	216	13	data	datum	NOUN
bracis-33620	216	14	augmentation	augmentation	NOUN
bracis-33620	216	15	contributed	contribute	VERB
bracis-33620	216	16	to	to	ADP
bracis-33620	216	17	improving	improve	VERB
bracis-33620	216	18	the	the	DET
bracis-33620	216	19	model	model	NOUN
bracis-33620	216	20	’s	’s	PART
bracis-33620	216	21	robustness	robustness	NOUN
bracis-33620	216	22	by	by	ADP
bracis-33620	216	23	balancing	balance	VERB
bracis-33620	216	24	the	the	DET
bracis-33620	216	25	representation	representation	NOUN
bracis-33620	216	26	of	of	ADP
bracis-33620	216	27	benign	benign	ADJ
bracis-33620	216	28	and	and	CCONJ
bracis-33620	216	29	malignant	malignant	ADJ
bracis-33620	216	30	classes	class	NOUN
bracis-33620	216	31	.	.	PUNCT
bracis-33620	217	1	furthermore	furthermore	ADV
bracis-33620	217	2	,	,	PUNCT
bracis-33620	217	3	the	the	DET
bracis-33620	217	4	vit	vit	ADJ
bracis-33620	217	5	network	network	NOUN
bracis-33620	217	6	demonstrated	demonstrate	VERB
bracis-33620	217	7	high	high	ADJ
bracis-33620	217	8	efficacy	efficacy	NOUN
bracis-33620	217	9	in	in	ADP
bracis-33620	217	10	classifying	classify	VERB
bracis-33620	217	11	medical	medical	ADJ
bracis-33620	217	12	ultrasound	ultrasound	NOUN
bracis-33620	217	13	images	image	NOUN
bracis-33620	217	14	.	.	PUNCT
bracis-33620	218	1	the	the	DET
bracis-33620	218	2	combination	combination	NOUN
bracis-33620	218	3	of	of	ADP
bracis-33620	218	4	these	these	DET
bracis-33620	218	5	techniques	technique	NOUN
bracis-33620	218	6	resulted	result	VERB
bracis-33620	218	7	in	in	ADP
bracis-33620	218	8	promising	promise	VERB
bracis-33620	218	9	outcomes	outcome	NOUN
bracis-33620	218	10	,	,	PUNCT
bracis-33620	218	11	surpassing	surpass	VERB
bracis-33620	218	12	existing	exist	VERB
bracis-33620	218	13	methods	method	NOUN
bracis-33620	218	14	in	in	ADP
bracis-33620	218	15	the	the	DET
bracis-33620	218	16	literature	literature	NOUN
bracis-33620	218	17	.	.	PUNCT
bracis-33620	219	1	additionally	additionally	ADV
bracis-33620	219	2	,	,	PUNCT
bracis-33620	219	3	all	all	DET
bracis-33620	219	4	validation	validation	NOUN
bracis-33620	219	5	metrics	metric	NOUN
bracis-33620	219	6	were	be	AUX
bracis-33620	219	7	above	above	ADP
bracis-33620	219	8	97	97	NUM
bracis-33620	219	9	%	%	NOUN
bracis-33620	219	10	,	,	PUNCT
bracis-33620	219	11	confirming	confirm	VERB
bracis-33620	219	12	the	the	DET
bracis-33620	219	13	effectiveness	effectiveness	NOUN
bracis-33620	219	14	of	of	ADP
bracis-33620	219	15	the	the	DET
bracis-33620	219	16	proposed	propose	VERB
bracis-33620	219	17	techniques	technique	NOUN
bracis-33620	219	18	.	.	PUNCT
bracis-33620	220	1	in	in	ADP
bracis-33620	220	2	future	future	ADJ
bracis-33620	220	3	work	work	NOUN
bracis-33620	220	4	,	,	PUNCT
bracis-33620	220	5	we	we	PRON
bracis-33620	220	6	suggest	suggest	AUX
bracis-33620	220	7	investigating	investigate	VERB
bracis-33620	220	8	other	other	ADJ
bracis-33620	220	9	preprocessing	preprocessing	NOUN
bracis-33620	220	10	filters	filter	NOUN
bracis-33620	220	11	to	to	PART
bracis-33620	220	12	validate	validate	VERB
bracis-33620	220	13	the	the	DET
bracis-33620	220	14	choice	choice	NOUN
bracis-33620	220	15	of	of	ADP
bracis-33620	220	16	anisotropic	anisotropic	NOUN
bracis-33620	220	17	and	and	CCONJ
bracis-33620	220	18	mean	mean	ADJ
bracis-33620	220	19	filters	filter	NOUN
bracis-33620	220	20	.	.	PUNCT
bracis-33620	221	1	additionally	additionally	ADV
bracis-33620	221	2	,	,	PUNCT
bracis-33620	221	3	another	another	DET
bracis-33620	221	4	improvement	improvement	NOUN
bracis-33620	221	5	to	to	ADP
bracis-33620	221	6	the	the	DET
bracis-33620	221	7	method	method	NOUN
bracis-33620	221	8	would	would	AUX
bracis-33620	221	9	be	be	AUX
bracis-33620	221	10	the	the	DET
bracis-33620	221	11	optimization	optimization	NOUN
bracis-33620	221	12	of	of	ADP
bracis-33620	221	13	the	the	DET
bracis-33620	221	14	vit	vit	PROPN
bracis-33620	221	15	network	network	NOUN
bracis-33620	221	16	’s	’s	PART
bracis-33620	221	17	hyperparameters	hyperparameter	NOUN
bracis-33620	221	18	,	,	PUNCT
bracis-33620	221	19	as	as	SCONJ
bracis-33620	221	20	we	we	PRON
bracis-33620	221	21	used	use	VERB
bracis-33620	221	22	only	only	ADV
bracis-33620	221	23	the	the	DET
bracis-33620	221	24	standard	standard	ADJ
bracis-33620	221	25	hyperparameters	hyperparameter	NOUN
bracis-33620	221	26	from	from	ADP
bracis-33620	221	27	the	the	DET
bracis-33620	221	28	literature	literature	NOUN
bracis-33620	221	29	for	for	ADP
bracis-33620	221	30	this	this	DET
bracis-33620	221	31	work	work	NOUN
bracis-33620	221	32	.	.	PUNCT
bracis-33620	222	1	thus	thus	ADV
bracis-33620	222	2	,	,	PUNCT
bracis-33620	222	3	we	we	PRON
bracis-33620	222	4	highlight	highlight	VERB
bracis-33620	222	5	that	that	SCONJ
bracis-33620	222	6	the	the	DET
bracis-33620	222	7	proposed	propose	VERB
bracis-33620	222	8	method	method	NOUN
bracis-33620	222	9	is	be	AUX
bracis-33620	222	10	promising	promise	VERB
bracis-33620	222	11	,	,	PUNCT
bracis-33620	222	12	potentially	potentially	ADV
bracis-33620	222	13	facilitating	facilitate	VERB
bracis-33620	222	14	the	the	DET
bracis-33620	222	15	clinical	clinical	ADJ
bracis-33620	222	16	routine	routine	NOUN
bracis-33620	222	17	of	of	ADP
bracis-33620	222	18	specialist	specialist	NOUN
bracis-33620	222	19	physicians	physician	NOUN
bracis-33620	222	20	and	and	CCONJ
bracis-33620	222	21	improving	improve	VERB
bracis-33620	222	22	the	the	DET
bracis-33620	222	23	chances	chance	NOUN
bracis-33620	222	24	of	of	ADP
bracis-33620	222	25	cure	cure	NOUN
bracis-33620	222	26	and	and	CCONJ
bracis-33620	222	27	survival	survival	NOUN
bracis-33620	222	28	for	for	ADP
bracis-33620	222	29	patients	patient	NOUN
bracis-33620	222	30	.	.	PUNCT
bracis-33620	223	1	references	reference	NOUN
bracis-33620	223	2	al	al	PROPN
bracis-33620	223	3	-	-	PUNCT
bracis-33620	223	4	dhabyani	dhabyani	PROPN
bracis-33620	223	5	,	,	PUNCT
bracis-33620	223	6	w.	w.	PROPN
bracis-33620	223	7	,	,	PUNCT
bracis-33620	223	8	gomaa	gomaa	NOUN
bracis-33620	223	9	,	,	PUNCT
bracis-33620	223	10	m.	m.	NOUN
bracis-33620	223	11	,	,	PUNCT
bracis-33620	223	12	khaled	khaled	PROPN
bracis-33620	223	13	,	,	PUNCT
bracis-33620	223	14	h.	h.	PROPN
bracis-33620	223	15	,	,	PUNCT
bracis-33620	223	16	fahmy	fahmy	PROPN
bracis-33620	223	17	,	,	PUNCT
bracis-33620	223	18	a.	a.	NOUN
bracis-33620	223	19	:	:	PUNCT
bracis-33620	223	20	dataset	dataset	NOUN
bracis-33620	223	21	of	of	ADP
bracis-33620	223	22	breast	breast	NOUN
bracis-33620	223	23	ultrasound	ultrasound	NOUN
bracis-33620	223	24	images	image	NOUN
bracis-33620	223	25	.	.	PUNCT
bracis-33620	224	1	data	datum	NOUN
bracis-33620	224	2	brief	brief	VERB
bracis-33620	224	3	28	28	NUM
bracis-33620	224	4	,	,	PUNCT
bracis-33620	224	5	104863	104863	NUM
bracis-33620	224	6	(	(	PUNCT
bracis-33620	224	7	2020	2020	NUM
bracis-33620	224	8	)	)	PUNCT
bracis-33620	224	9	article	article	NOUN
bracis-33620	224	10	  	  	SPACE
bracis-33620	224	11	math	math	NOUN
bracis-33620	224	12	  	  	SPACE
bracis-33620	224	13	google	google	PROPN
bracis-33620	224	14	scholar	scholar	NOUN
bracis-33620	224	15	  	  	SPACE
bracis-33620	224	16	cao	cao	PROPN
bracis-33620	224	17	,	,	PUNCT
bracis-33620	224	18	z.	z.	PROPN
bracis-33620	224	19	,	,	PUNCT
bracis-33620	224	20	yang	yang	PROPN
bracis-33620	224	21	,	,	PUNCT
bracis-33620	224	22	g.	g.	PROPN
bracis-33620	224	23	,	,	PUNCT
bracis-33620	224	24	chen	chen	PROPN
bracis-33620	224	25	,	,	PUNCT
bracis-33620	224	26	q.	q.	PROPN
bracis-33620	224	27	,	,	PUNCT
bracis-33620	224	28	chen	chen	PROPN
bracis-33620	224	29	,	,	PUNCT
bracis-33620	224	30	x.	x.	PROPN
bracis-33620	224	31	,	,	PUNCT
bracis-33620	224	32	lv	lv	PROPN
bracis-33620	224	33	,	,	PUNCT
bracis-33620	224	34	f.	f.	PROPN
bracis-33620	224	35	:	:	PUNCT
bracis-33620	224	36	breast	breast	NOUN
bracis-33620	224	37	tumor	tumor	NOUN
bracis-33620	224	38	classification	classification	NOUN
bracis-33620	224	39	through	through	ADP
bracis-33620	224	40	learning	learn	VERB
bracis-33620	224	41	from	from	ADP
bracis-33620	224	42	noisy	noisy	ADJ
bracis-33620	224	43	labeled	label	VERB
bracis-33620	224	44	ultrasound	ultrasound	NOUN
bracis-33620	224	45	images	image	NOUN
bracis-33620	224	46	.	.	PUNCT
bracis-33620	225	1	med	med	ADJ
bracis-33620	225	2	.	.	PUNCT
bracis-33620	226	1	phys	phy	NOUN
bracis-33620	226	2	.	.	PUNCT
bracis-33620	227	1	47(3	47(3	NUM
bracis-33620	227	2	)	)	PUNCT
bracis-33620	227	3	,	,	PUNCT
bracis-33620	227	4	1048–1057	1048–1057	NUM
bracis-33620	227	5	(	(	PUNCT
bracis-33620	227	6	2020	2020	NUM
bracis-33620	227	7	)	)	PUNCT
bracis-33620	227	8	article	article	NOUN
bracis-33620	227	9	  	  	SPACE
bracis-33620	227	10	math	math	NOUN
bracis-33620	227	11	  	  	SPACE
bracis-33620	227	12	google	google	PROPN
bracis-33620	227	13	scholar	scholar	NOUN
bracis-33620	227	14	  	  	SPACE
bracis-33620	227	15	cheng	cheng	PROPN
bracis-33620	227	16	,	,	PUNCT
bracis-33620	227	17	h.d	h.d	PROPN
bracis-33620	227	18	.	.	PROPN
bracis-33620	227	19	,	,	PUNCT
bracis-33620	227	20	shan	shan	PROPN
bracis-33620	227	21	,	,	PUNCT
bracis-33620	227	22	j.	j.	PROPN
bracis-33620	227	23	,	,	PUNCT
bracis-33620	227	24	ju	ju	PROPN
bracis-33620	227	25	,	,	PUNCT
bracis-33620	227	26	w.	w.	PROPN
bracis-33620	227	27	,	,	PUNCT
bracis-33620	227	28	guo	guo	PROPN
bracis-33620	227	29	,	,	PUNCT
bracis-33620	227	30	y.	y.	PROPN
bracis-33620	227	31	,	,	PUNCT
bracis-33620	227	32	zhang	zhang	PROPN
bracis-33620	227	33	,	,	PUNCT
bracis-33620	227	34	l.	l.	PROPN
bracis-33620	227	35	:	:	PUNCT
bracis-33620	227	36	automated	automate	VERB
bracis-33620	227	37	breast	breast	NOUN
bracis-33620	227	38	cancer	cancer	NOUN
bracis-33620	227	39	detection	detection	NOUN
bracis-33620	227	40	and	and	CCONJ
bracis-33620	227	41	classification	classification	NOUN
bracis-33620	227	42	using	use	VERB
bracis-33620	227	43	ultrasound	ultrasound	NOUN
bracis-33620	227	44	images	image	NOUN
bracis-33620	227	45	:	:	PUNCT
bracis-33620	227	46	a	a	DET
bracis-33620	227	47	survey	survey	NOUN
bracis-33620	227	48	.	.	PUNCT
bracis-33620	228	1	pattern	pattern	NOUN
bracis-33620	228	2	recogn	recogn	VERB
bracis-33620	228	3	.	.	PUNCT
bracis-33620	229	1	43(1	43(1	X
bracis-33620	229	2	)	)	PUNCT
bracis-33620	229	3	,	,	PUNCT
bracis-33620	229	4	299–317	299–317	NUM
bracis-33620	229	5	(	(	PUNCT
bracis-33620	229	6	2010	2010	NUM
bracis-33620	229	7	)	)	PUNCT
bracis-33620	229	8	article	article	NOUN
bracis-33620	229	9	  	  	SPACE
bracis-33620	229	10	math	math	NOUN
bracis-33620	229	11	  	  	SPACE
bracis-33620	229	12	google	google	PROPN
bracis-33620	229	13	scholar	scholar	NOUN
bracis-33620	229	14	  	  	SPACE
bracis-33620	229	15	chollet	chollet	NOUN
bracis-33620	229	16	,	,	PUNCT
bracis-33620	229	17	f.	f.	PROPN
bracis-33620	229	18	,	,	PUNCT
bracis-33620	229	19	et	et	PROPN
bracis-33620	229	20	 	 	SPACE
bracis-33620	229	21	al	al	PROPN
bracis-33620	229	22	.	.	PROPN
bracis-33620	229	23	:	:	PUNCT
bracis-33620	230	1	keras	keras	PROPN
bracis-33620	230	2	:	:	PUNCT
bracis-33620	230	3	the	the	DET
bracis-33620	230	4	python	python	NOUN
bracis-33620	230	5	deep	deep	ADJ
bracis-33620	230	6	learning	learn	VERB
bracis-33620	230	7	library	library	NOUN
bracis-33620	230	8	.	.	PUNCT
bracis-33620	231	1	astrophysics	astrophysic	NOUN
bracis-33620	231	2	source	source	NOUN
bracis-33620	231	3	code	code	NOUN
bracis-33620	231	4	library	library	NOUN
bracis-33620	231	5	(	(	PUNCT
bracis-33620	231	6	2018	2018	NUM
bracis-33620	231	7	)	)	PUNCT
bracis-33620	231	8	google	google	NOUN
bracis-33620	231	9	scholar	scholar	NOUN
bracis-33620	231	10	  	  	SPACE
bracis-33620	231	11	chougrad	chougrad	NOUN
bracis-33620	231	12	,	,	PUNCT
bracis-33620	231	13	h.	h.	NOUN
bracis-33620	231	14	,	,	PUNCT
bracis-33620	231	15	zouaki	zouaki	X
bracis-33620	231	16	,	,	PUNCT
bracis-33620	231	17	h.	h.	PROPN
bracis-33620	231	18	,	,	PUNCT
bracis-33620	231	19	alheyane	alheyane	ADJ
bracis-33620	231	20	,	,	PUNCT
bracis-33620	231	21	o.	o.	NOUN
bracis-33620	231	22	:	:	PUNCT
bracis-33620	231	23	deep	deep	ADJ
bracis-33620	231	24	convolutional	convolutional	ADJ
bracis-33620	231	25	neural	neural	ADJ
bracis-33620	231	26	networks	network	NOUN
bracis-33620	231	27	for	for	ADP
bracis-33620	231	28	breast	breast	NOUN
bracis-33620	231	29	cancer	cancer	NOUN
bracis-33620	231	30	screening	screening	NOUN
bracis-33620	231	31	.	.	PUNCT
bracis-33620	232	1	comput	comput	NOUN
bracis-33620	232	2	.	.	PUNCT
bracis-33620	233	1	methods	method	NOUN
bracis-33620	233	2	programs	program	NOUN
bracis-33620	233	3	biomed	biome	VERB
bracis-33620	233	4	.	.	PUNCT
bracis-33620	234	1	157	157	NUM
bracis-33620	234	2	,	,	PUNCT
bracis-33620	234	3	19–30	19–30	NUM
bracis-33620	234	4	(	(	PUNCT
bracis-33620	234	5	2018	2018	NUM
bracis-33620	234	6	)	)	PUNCT
bracis-33620	234	7	article	article	NOUN
bracis-33620	234	8	  	  	SPACE
bracis-33620	234	9	google	google	PROPN
bracis-33620	234	10	scholar	scholar	NOUN
bracis-33620	234	11	  	  	SPACE
bracis-33620	234	12	diniz	diniz	PROPN
bracis-33620	234	13	,	,	PUNCT
bracis-33620	234	14	j.o	j.o	PROPN
bracis-33620	234	15	.	.	PROPN
bracis-33620	234	16	,	,	PUNCT
bracis-33620	234	17	ferreira	ferreira	PROPN
bracis-33620	234	18	,	,	PUNCT
bracis-33620	234	19	j.l	j.l	PROPN
bracis-33620	234	20	.	.	PROPN
bracis-33620	234	21	,	,	PUNCT
bracis-33620	234	22	da	da	PROPN
bracis-33620	234	23	 	 	SPACE
bracis-33620	234	24	silva	silva	NOUN
bracis-33620	234	25	,	,	PUNCT
bracis-33620	234	26	g.l	g.l	PROPN
bracis-33620	234	27	.	.	PROPN
bracis-33620	234	28	,	,	PUNCT
bracis-33620	234	29	quintanilha	quintanilha	NOUN
bracis-33620	234	30	,	,	PUNCT
bracis-33620	234	31	d.b	d.b	PROPN
bracis-33620	234	32	.	.	PROPN
bracis-33620	234	33	,	,	PUNCT
bracis-33620	234	34	silva	silva	PROPN
bracis-33620	234	35	,	,	PUNCT
bracis-33620	234	36	a.c	a.c	PROPN
bracis-33620	234	37	.	.	PROPN
bracis-33620	234	38	,	,	PUNCT
bracis-33620	234	39	paiva	paiva	PROPN
bracis-33620	234	40	,	,	PUNCT
bracis-33620	234	41	a.	a.	NOUN
bracis-33620	234	42	:	:	PUNCT
bracis-33620	234	43	segmentação	segmentação	PROPN
bracis-33620	234	44	de	de	PROPN
bracis-33620	234	45	coração	coração	PROPN
bracis-33620	234	46	em	em	PROPN
bracis-33620	234	47	tomografias	tomografia	NOUN
bracis-33620	234	48	computadorizadas	computadorizada	VERB
bracis-33620	234	49	utilizando	utilizando	PROPN
bracis-33620	234	50	atlas	atlas	PROPN
bracis-33620	234	51	probabilístico	probabilístico	PROPN
bracis-33620	234	52	e	e	PROPN
bracis-33620	234	53	redes	redes	PROPN
bracis-33620	234	54	neurais	neurais	PROPN
bracis-33620	234	55	convolucionais	convolucionais	PROPN
bracis-33620	234	56	.	.	PUNCT
bracis-33620	235	1	in	in	ADP
bracis-33620	235	2	:	:	PUNCT
bracis-33620	235	3	anais	anais	PROPN
bracis-33620	235	4	do	do	VERB
bracis-33620	235	5	xxi	xxi	PROPN
bracis-33620	235	6	simpósio	simpósio	NOUN
bracis-33620	235	7	brasileiro	brasileiro	PROPN
bracis-33620	235	8	de	de	X
bracis-33620	235	9	computação	computação	X
bracis-33620	235	10	aplicada	aplicada	PROPN
bracis-33620	235	11	à	à	X
bracis-33620	235	12	saúde	saúde	PROPN
bracis-33620	235	13	,	,	PUNCT
bracis-33620	235	14	pp	pp	X
bracis-33620	235	15	.	.	PUNCT
bracis-33620	236	1	83–94	83–94	NUM
bracis-33620	236	2	.	.	PUNCT
bracis-33620	237	1	sbc	sbc	NOUN
bracis-33620	237	2	(	(	PUNCT
bracis-33620	237	3	2021	2021	NUM
bracis-33620	237	4	)	)	PUNCT
bracis-33620	237	5	google	google	PROPN
bracis-33620	237	6	scholar	scholar	NOUN
bracis-33620	237	7	  	  	SPACE
bracis-33620	237	8	diniz	diniz	PROPN
bracis-33620	237	9	,	,	PUNCT
bracis-33620	237	10	j.o.b	j.o.b	PROPN
bracis-33620	237	11	.	.	PUNCT
bracis-33620	237	12	,	,	PUNCT
bracis-33620	237	13	et	et	PROPN
bracis-33620	237	14	al	al	PROPN
bracis-33620	237	15	.	.	PUNCT
bracis-33620	237	16	:	:	PUNCT
bracis-33620	238	1	heart	heart	NOUN
bracis-33620	238	2	segmentation	segmentation	NOUN
bracis-33620	238	3	in	in	ADP
bracis-33620	238	4	planning	plan	VERB
bracis-33620	238	5	ct	ct	NUM
bracis-33620	238	6	using	use	VERB
bracis-33620	238	7	2.5d	2.5d	PROPN
bracis-33620	238	8	u	u	PROPN
bracis-33620	238	9	-	-	NOUN
bracis-33620	238	10	net++	net++	PROPN
bracis-33620	238	11	with	with	ADP
bracis-33620	238	12	attention	attention	NOUN
bracis-33620	238	13	gate	gate	NOUN
bracis-33620	238	14	.	.	PUNCT
bracis-33620	239	1	comput	comput	NOUN
bracis-33620	239	2	.	.	PUNCT
bracis-33620	240	1	methods	method	NOUN
bracis-33620	240	2	biomech	biomech	PROPN
bracis-33620	240	3	.	.	PUNCT
bracis-33620	240	4	biomed	biome	VERB
bracis-33620	240	5	.	.	PUNCT
bracis-33620	241	1	eng	eng	PROPN
bracis-33620	241	2	.	.	PUNCT
bracis-33620	242	1	imag	imag	PROPN
bracis-33620	242	2	.	.	PUNCT
bracis-33620	243	1	vis	vis	X
bracis-33620	243	2	.	.	PROPN
bracis-33620	243	3	11(3	11(3	NUM
bracis-33620	243	4	)	)	PUNCT
bracis-33620	243	5	,	,	PUNCT
bracis-33620	243	6	317–325	317–325	NUM
bracis-33620	243	7	(	(	PUNCT
bracis-33620	243	8	2023	2023	NUM
bracis-33620	243	9	)	)	PUNCT
bracis-33620	243	10	google	google	PROPN
bracis-33620	243	11	scholar	scholar	NOUN
bracis-33620	243	12	  	  	SPACE
bracis-33620	243	13	diniz	diniz	PROPN
bracis-33620	243	14	,	,	PUNCT
bracis-33620	243	15	j.o.b	j.o.b	PROPN
bracis-33620	243	16	.	.	PUNCT
bracis-33620	243	17	,	,	PUNCT
bracis-33620	243	18	diniz	diniz	PROPN
bracis-33620	243	19	,	,	PUNCT
bracis-33620	243	20	p.h.b	p.h.b	PROPN
bracis-33620	243	21	.	.	PROPN
bracis-33620	243	22	,	,	PUNCT
bracis-33620	243	23	valente	valente	PROPN
bracis-33620	243	24	,	,	PUNCT
bracis-33620	243	25	t.l.a	t.l.a	PROPN
bracis-33620	243	26	.	.	PROPN
bracis-33620	243	27	,	,	PUNCT
bracis-33620	243	28	silva	silva	PROPN
bracis-33620	243	29	,	,	PUNCT
bracis-33620	243	30	a.c	a.c	PROPN
bracis-33620	243	31	.	.	PROPN
bracis-33620	243	32	,	,	PUNCT
bracis-33620	243	33	de	de	PROPN
bracis-33620	243	34	paiva	paiva	PROPN
bracis-33620	243	35	,	,	PUNCT
bracis-33620	243	36	a.c	a.c	PROPN
bracis-33620	243	37	.	.	PROPN
bracis-33620	243	38	,	,	PUNCT
bracis-33620	243	39	gattass	gattass	NOUN
bracis-33620	243	40	,	,	PUNCT
bracis-33620	243	41	m.	m.	NOUN
bracis-33620	243	42	:	:	PUNCT
bracis-33620	243	43	detection	detection	NOUN
bracis-33620	243	44	of	of	ADP
bracis-33620	243	45	mass	mass	ADJ
bracis-33620	243	46	regions	region	NOUN
bracis-33620	243	47	in	in	ADP
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bracis-33620	243	49	by	by	ADP
bracis-33620	243	50	bilateral	bilateral	ADJ
bracis-33620	243	51	analysis	analysis	NOUN
bracis-33620	243	52	adapted	adapt	VERB
bracis-33620	243	53	to	to	ADP
bracis-33620	243	54	breast	breast	NOUN
bracis-33620	243	55	density	density	NOUN
bracis-33620	243	56	using	use	VERB
bracis-33620	243	57	similarity	similarity	NOUN
bracis-33620	243	58	indexes	index	NOUN
bracis-33620	243	59	and	and	CCONJ
bracis-33620	243	60	convolutional	convolutional	ADJ
bracis-33620	243	61	neural	neural	ADJ
bracis-33620	243	62	networks	network	NOUN
bracis-33620	243	63	.	.	PUNCT
bracis-33620	244	1	comput	comput	NOUN
bracis-33620	244	2	.	.	PUNCT
bracis-33620	245	1	methods	method	NOUN
bracis-33620	245	2	programs	program	NOUN
bracis-33620	245	3	biomed	biome	VERB
bracis-33620	245	4	.	.	PUNCT
bracis-33620	246	1	156	156	NUM
bracis-33620	246	2	,	,	PUNCT
bracis-33620	246	3	191–207	191–207	NUM
bracis-33620	246	4	(	(	PUNCT
bracis-33620	246	5	2018	2018	NUM
bracis-33620	246	6	)	)	PUNCT
bracis-33620	246	7	article	article	NOUN
bracis-33620	246	8	  	  	SPACE
bracis-33620	246	9	math	math	NOUN
bracis-33620	246	10	  	  	SPACE
bracis-33620	246	11	google	google	PROPN
bracis-33620	246	12	scholar	scholar	NOUN
bracis-33620	246	13	  	  	SPACE
bracis-33620	246	14	diniz	diniz	PROPN
bracis-33620	246	15	,	,	PUNCT
bracis-33620	246	16	j.o.b	j.o.b	PROPN
bracis-33620	246	17	.	.	PUNCT
bracis-33620	246	18	,	,	PUNCT
bracis-33620	246	19	ferreira	ferreira	PROPN
bracis-33620	246	20	,	,	PUNCT
bracis-33620	246	21	j.l	j.l	PROPN
bracis-33620	246	22	.	.	PROPN
bracis-33620	246	23	,	,	PUNCT
bracis-33620	246	24	cortes	corte	NOUN
bracis-33620	246	25	,	,	PUNCT
bracis-33620	246	26	o.a.c	o.a.c	NOUN
bracis-33620	246	27	.	.	PUNCT
bracis-33620	246	28	,	,	PUNCT
bracis-33620	246	29	silva	silva	PROPN
bracis-33620	246	30	,	,	PUNCT
bracis-33620	246	31	a.c	a.c	PROPN
bracis-33620	246	32	.	.	PROPN
bracis-33620	246	33	,	,	PUNCT
bracis-33620	246	34	de	de	PROPN
bracis-33620	246	35	paiva	paiva	PROPN
bracis-33620	246	36	,	,	PUNCT
bracis-33620	246	37	a.c	a.c	PROPN
bracis-33620	246	38	.	.	PROPN
bracis-33620	246	39	:	:	PUNCT
bracis-33620	246	40	an	an	DET
bracis-33620	246	41	automatic	automatic	ADJ
bracis-33620	246	42	approach	approach	NOUN
bracis-33620	246	43	for	for	ADP
bracis-33620	246	44	heart	heart	NOUN
bracis-33620	246	45	segmentation	segmentation	NOUN
bracis-33620	246	46	in	in	ADP
bracis-33620	246	47	ct	ct	PROPN
bracis-33620	246	48	scans	scan	NOUN
bracis-33620	246	49	through	through	ADP
bracis-33620	246	50	image	image	NOUN
bracis-33620	246	51	processing	processing	NOUN
bracis-33620	246	52	techniques	technique	NOUN
bracis-33620	246	53	and	and	CCONJ
bracis-33620	246	54	concat	concat	NOUN
bracis-33620	246	55	-	-	PUNCT
bracis-33620	246	56	u	u	NOUN
bracis-33620	246	57	-	-	NOUN
bracis-33620	246	58	net	net	NOUN
bracis-33620	246	59	.	.	PUNCT
bracis-33620	247	1	expert	expert	NOUN
bracis-33620	247	2	syst	syst	PROPN
bracis-33620	247	3	.	.	PUNCT
bracis-33620	248	1	appl	appl	PROPN
bracis-33620	248	2	.	.	PROPN
bracis-33620	249	1	196	196	NUM
bracis-33620	249	2	,	,	PUNCT
bracis-33620	249	3	116632	116632	NUM
bracis-33620	249	4	(	(	PUNCT
bracis-33620	249	5	2022	2022	NUM
bracis-33620	249	6	)	)	PUNCT
bracis-33620	249	7	article	article	NOUN
bracis-33620	249	8	  	  	SPACE
bracis-33620	249	9	google	google	PROPN
bracis-33620	249	10	scholar	scholar	NOUN
bracis-33620	249	11	  	  	SPACE
bracis-33620	249	12	diniz	diniz	PROPN
bracis-33620	249	13	,	,	PUNCT
bracis-33620	249	14	j.o.b	j.o.b	PROPN
bracis-33620	249	15	.	.	PUNCT
bracis-33620	249	16	,	,	PUNCT
bracis-33620	249	17	ferreira	ferreira	PROPN
bracis-33620	249	18	,	,	PUNCT
bracis-33620	249	19	j.l	j.l	PROPN
bracis-33620	249	20	.	.	PROPN
bracis-33620	249	21	,	,	PUNCT
bracis-33620	249	22	diniz	diniz	PROPN
bracis-33620	249	23	,	,	PUNCT
bracis-33620	249	24	p.h.b	p.h.b	PROPN
bracis-33620	249	25	.	.	PROPN
bracis-33620	249	26	,	,	PUNCT
bracis-33620	249	27	silva	silva	PROPN
bracis-33620	249	28	,	,	PUNCT
bracis-33620	249	29	a.c	a.c	PROPN
bracis-33620	249	30	.	.	PROPN
bracis-33620	249	31	,	,	PUNCT
bracis-33620	249	32	de	de	PROPN
bracis-33620	249	33	paiva	paiva	PROPN
bracis-33620	249	34	,	,	PUNCT
bracis-33620	249	35	a.c	a.c	PROPN
bracis-33620	249	36	.	.	PROPN
bracis-33620	249	37	:	:	PUNCT
bracis-33620	249	38	esophagus	esophagus	NOUN
bracis-33620	249	39	segmentation	segmentation	NOUN
bracis-33620	249	40	from	from	ADP
bracis-33620	249	41	planning	plan	VERB
bracis-33620	249	42	ct	ct	NUM
bracis-33620	249	43	images	image	NOUN
bracis-33620	249	44	using	use	VERB
bracis-33620	249	45	an	an	DET
bracis-33620	249	46	atlas	atlas	PROPN
bracis-33620	249	47	-	-	PUNCT
bracis-33620	249	48	based	base	VERB
bracis-33620	249	49	deep	deep	ADJ
bracis-33620	249	50	learning	learning	NOUN
bracis-33620	249	51	approach	approach	NOUN
bracis-33620	249	52	.	.	PUNCT
bracis-33620	250	1	comput	comput	NOUN
bracis-33620	250	2	.	.	PUNCT
bracis-33620	251	1	methods	method	NOUN
bracis-33620	251	2	programs	program	NOUN
bracis-33620	251	3	biomed	biome	VERB
bracis-33620	251	4	.	.	PUNCT
bracis-33620	252	1	197	197	NUM
bracis-33620	252	2	,	,	PUNCT
bracis-33620	252	3	105685	105685	NUM
bracis-33620	252	4	(	(	PUNCT
bracis-33620	252	5	2020	2020	NUM
bracis-33620	252	6	)	)	PUNCT
bracis-33620	252	7	article	article	NOUN
bracis-33620	252	8	  	  	SPACE
bracis-33620	252	9	math	math	NOUN
bracis-33620	252	10	  	  	SPACE
bracis-33620	252	11	google	google	PROPN
bracis-33620	252	12	scholar	scholar	NOUN
bracis-33620	252	13	  	  	SPACE
bracis-33620	252	14	diniz	diniz	PROPN
bracis-33620	252	15	,	,	PUNCT
bracis-33620	252	16	j.o.b	j.o.b	PROPN
bracis-33620	252	17	.	.	PUNCT
bracis-33620	252	18	,	,	PUNCT
bracis-33620	252	19	ferreira	ferreira	PROPN
bracis-33620	252	20	,	,	PUNCT
bracis-33620	252	21	j.l	j.l	PROPN
bracis-33620	252	22	.	.	PROPN
bracis-33620	252	23	,	,	PUNCT
bracis-33620	252	24	diniz	diniz	PROPN
bracis-33620	252	25	,	,	PUNCT
bracis-33620	252	26	p.h.b	p.h.b	PROPN
bracis-33620	252	27	.	.	PROPN
bracis-33620	252	28	,	,	PUNCT
bracis-33620	252	29	silva	silva	PROPN
bracis-33620	252	30	,	,	PUNCT
bracis-33620	252	31	a.c	a.c	PROPN
bracis-33620	252	32	.	.	PROPN
bracis-33620	252	33	,	,	PUNCT
bracis-33620	252	34	paiva	paiva	PROPN
bracis-33620	252	35	,	,	PUNCT
bracis-33620	252	36	a.c	a.c	PROPN
bracis-33620	252	37	.	.	PROPN
bracis-33620	252	38	:	:	PUNCT
bracis-33620	253	1	a	a	DET
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bracis-33620	253	5	with	with	ADP
bracis-33620	253	6	residual	residual	ADJ
bracis-33620	253	7	blocks	block	NOUN
bracis-33620	253	8	for	for	ADP
bracis-33620	253	9	automatic	automatic	ADJ
bracis-33620	253	10	spinal	spinal	NOUN
bracis-33620	253	11	cord	cord	NOUN
bracis-33620	253	12	segmentation	segmentation	NOUN
bracis-33620	253	13	in	in	ADP
bracis-33620	253	14	planning	plan	VERB
bracis-33620	253	15	ct	ct	PROPN
bracis-33620	253	16	.	.	PROPN
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bracis-33620	253	18	.	.	PUNCT
bracis-33620	254	1	sig	sig	NOUN
bracis-33620	254	2	.	.	PUNCT
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bracis-33620	254	4	.	.	PUNCT
bracis-33620	255	1	control	control	NOUN
bracis-33620	255	2	71	71	NUM
bracis-33620	255	3	,	,	PUNCT
bracis-33620	255	4	103074	103074	NUM
bracis-33620	255	5	(	(	PUNCT
bracis-33620	255	6	2022	2022	NUM
bracis-33620	255	7	)	)	PUNCT
bracis-33620	255	8	article	article	NOUN
bracis-33620	255	9	  	  	SPACE
bracis-33620	255	10	math	math	NOUN
bracis-33620	255	11	  	  	SPACE
bracis-33620	255	12	google	google	PROPN
bracis-33620	255	13	scholar	scholar	NOUN
bracis-33620	255	14	  	  	SPACE
bracis-33620	255	15	diniz	diniz	PROPN
bracis-33620	255	16	,	,	PUNCT
bracis-33620	255	17	j.o	j.o	PROPN
bracis-33620	255	18	.	.	PROPN
bracis-33620	255	19	,	,	PUNCT
bracis-33620	255	20	quintanilha	quintanilha	NOUN
bracis-33620	255	21	,	,	PUNCT
bracis-33620	255	22	d.b	d.b	PROPN
bracis-33620	255	23	.	.	PROPN
bracis-33620	255	24	,	,	PUNCT
bracis-33620	255	25	de	de	PROPN
bracis-33620	255	26	carvalho	carvalho	PROPN
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bracis-33620	255	28	,	,	PUNCT
bracis-33620	255	29	a.o	a.o	PROPN
bracis-33620	255	30	.	.	PROPN
bracis-33620	255	31	,	,	PUNCT
bracis-33620	255	32	gomes	gomes	PROPN
bracis-33620	255	33	jr	jr	PROPN
bracis-33620	255	34	,	,	PUNCT
bracis-33620	255	35	d.l	d.l	PROPN
bracis-33620	255	36	.	.	PROPN
bracis-33620	255	37	,	,	PUNCT
bracis-33620	255	38	silva	silva	PROPN
bracis-33620	255	39	,	,	PUNCT
bracis-33620	255	40	a.c	a.c	PROPN
bracis-33620	255	41	.	.	PROPN
bracis-33620	255	42	,	,	PUNCT
bracis-33620	255	43	braz	braz	PROPN
bracis-33620	255	44	jr	jr	PROPN
bracis-33620	255	45	,	,	PUNCT
bracis-33620	255	46	g.	g.	PROPN
bracis-33620	255	47	,	,	PUNCT
bracis-33620	255	48	de	de	PROPN
bracis-33620	255	49	paiva	paiva	PROPN
bracis-33620	255	50	,	,	PUNCT
bracis-33620	255	51	a.c	a.c	PROPN
bracis-33620	255	52	.	.	PROPN
bracis-33620	255	53	,	,	PUNCT
bracis-33620	255	54	luz	luz	PROPN
bracis-33620	255	55	,	,	PUNCT
bracis-33620	255	56	d.d.s	d.d.s	PROPN
bracis-33620	255	57	.	.	PUNCT
bracis-33620	255	58	:	:	PUNCT
bracis-33620	256	1	detecção	detecção	VERB
bracis-33620	256	2	de	de	PROPN
bracis-33620	256	3	covid-19	covid-19	PROPN
bracis-33620	256	4	em	em	PROPN
bracis-33620	256	5	imagens	imagen	VERB
bracis-33620	256	6	de	de	X
bracis-33620	256	7	raio	raio	PROPN
bracis-33620	256	8	-	-	PUNCT
bracis-33620	256	9	x	x	SYM
bracis-33620	256	10	de	de	PROPN
bracis-33620	256	11	tórax	tórax	PROPN
bracis-33620	256	12	através	através	PROPN
bracis-33620	256	13	de	de	PROPN
bracis-33620	256	14	seleção	seleção	PROPN
bracis-33620	256	15	automática	automática	PROPN
bracis-33620	256	16	de	de	PROPN
bracis-33620	256	17	pré	pré	PROPN
bracis-33620	256	18	-	-	PROPN
bracis-33620	256	19	processamento	processamento	NOUN
bracis-33620	256	20	e	e	X
bracis-33620	256	21	de	de	X
bracis-33620	256	22	rede	rede	X
bracis-33620	256	23	neural	neural	PROPN
bracis-33620	256	24	convolucional	convolucional	PROPN
bracis-33620	256	25	.	.	PUNCT
bracis-33620	257	1	in	in	ADP
bracis-33620	257	2	:	:	PUNCT
bracis-33620	257	3	anais	anais	PROPN
bracis-33620	257	4	do	do	AUX
bracis-33620	257	5	xxiii	xxiii	PROPN
bracis-33620	257	6	simpósio	simpósio	PROPN
bracis-33620	257	7	brasileiro	brasileiro	PROPN
bracis-33620	257	8	de	de	X
bracis-33620	257	9	computação	computação	X
bracis-33620	257	10	aplicada	aplicada	PROPN
bracis-33620	257	11	à	à	X
bracis-33620	257	12	saúde	saúde	PROPN
bracis-33620	257	13	,	,	PUNCT
bracis-33620	257	14	pp	pp	ADJ
bracis-33620	257	15	.	.	PUNCT
bracis-33620	258	1	162–173	162–173	NUM
bracis-33620	258	2	.	.	PUNCT
bracis-33620	259	1	sbc	sbc	PROPN
bracis-33620	259	2	,	,	PUNCT
bracis-33620	259	3	porto	porto	PROPN
bracis-33620	259	4	alegre	alegre	PROPN
bracis-33620	259	5	,	,	PUNCT
bracis-33620	259	6	rs	rs	NOUN
bracis-33620	259	7	,	,	PUNCT
bracis-33620	259	8	brasil	brasil	NOUN
bracis-33620	259	9	(	(	PUNCT
bracis-33620	259	10	2023	2023	NUM
bracis-33620	259	11	)	)	PUNCT
bracis-33620	259	12	.	.	PUNCT
bracis-33620	260	1	https://doi.org/10.5753/sbcas.2023.229576	https://doi.org/10.5753/sbcas.2023.229576	PROPN
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bracis-33620	260	3	,	,	PUNCT
bracis-33620	260	4	a.	a.	NOUN
bracis-33620	260	5	,	,	PUNCT
bracis-33620	260	6	et	et	PROPN
bracis-33620	260	7	al	al	PROPN
bracis-33620	260	8	.	.	PUNCT
bracis-33620	260	9	:	:	PUNCT
bracis-33620	261	1	an	an	DET
bracis-33620	261	2	image	image	NOUN
bracis-33620	261	3	is	be	AUX
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bracis-33620	261	5	16x16	16x16	NUM
bracis-33620	261	6	words	word	NOUN
bracis-33620	261	7	:	:	PUNCT
bracis-33620	261	8	transformers	transformer	NOUN
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bracis-33620	261	10	image	image	NOUN
bracis-33620	261	11	recognition	recognition	NOUN
bracis-33620	261	12	at	at	ADP
bracis-33620	261	13	scale	scale	NOUN
bracis-33620	261	14	.	.	PUNCT
bracis-33620	262	1	arxiv	arxiv	PROPN
bracis-33620	262	2	preprint	preprint	VERB
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bracis-33620	262	4	(	(	PUNCT
bracis-33620	262	5	2020	2020	NUM
bracis-33620	262	6	)	)	PUNCT
bracis-33620	262	7	duda	duda	PROPN
bracis-33620	262	8	,	,	PUNCT
bracis-33620	262	9	r.	r.	PROPN
bracis-33620	262	10	:	:	PUNCT
bracis-33620	262	11	pattern	pattern	NOUN
bracis-33620	262	12	classification	classification	NOUN
bracis-33620	262	13	and	and	CCONJ
bracis-33620	262	14	scene	scene	NOUN
bracis-33620	262	15	analysis	analysis	NOUN
bracis-33620	262	16	.	.	PUNCT
bracis-33620	263	1	wiley	wiley	PROPN
bracis-33620	263	2	-	-	PUNCT
bracis-33620	263	3	interscience	interscience	PROPN
bracis-33620	263	4	publication	publication	NOUN
bracis-33620	263	5	,	,	PUNCT
bracis-33620	263	6	vol	vol	NOUN
bracis-33620	263	7	.	.	PROPN
bracis-33620	263	8	512	512	NUM
bracis-33620	263	9	(	(	PUNCT
bracis-33620	263	10	1973	1973	NUM
bracis-33620	263	11	)	)	PUNCT
bracis-33620	263	12	google	google	NOUN
bracis-33620	263	13	scholar	scholar	NOUN
bracis-33620	263	14	  	  	SPACE
bracis-33620	263	15	eroğlu	eroğlu	NOUN
bracis-33620	263	16	,	,	PUNCT
bracis-33620	263	17	y.	y.	PROPN
bracis-33620	263	18	,	,	PUNCT
bracis-33620	263	19	yildirim	yildirim	PROPN
bracis-33620	263	20	,	,	PUNCT
bracis-33620	263	21	m.	m.	NOUN
bracis-33620	263	22	,	,	PUNCT
bracis-33620	263	23	çinar	çinar	PROPN
bracis-33620	263	24	,	,	PUNCT
bracis-33620	263	25	a.	a.	NOUN
bracis-33620	263	26	:	:	PUNCT
bracis-33620	263	27	convolutional	convolutional	ADJ
bracis-33620	263	28	neural	neural	ADJ
bracis-33620	263	29	networks	network	NOUN
bracis-33620	263	30	based	base	VERB
bracis-33620	263	31	classification	classification	NOUN
bracis-33620	263	32	of	of	ADP
bracis-33620	263	33	breast	breast	NOUN
bracis-33620	263	34	ultrasonography	ultrasonography	NOUN
bracis-33620	263	35	images	image	NOUN
bracis-33620	263	36	by	by	ADP
bracis-33620	263	37	hybrid	hybrid	ADJ
bracis-33620	263	38	method	method	NOUN
bracis-33620	263	39	with	with	ADP
bracis-33620	263	40	respect	respect	NOUN
bracis-33620	263	41	to	to	ADP
bracis-33620	263	42	benign	benign	VERB
bracis-33620	263	43	,	,	PUNCT
bracis-33620	263	44	malignant	malignant	ADJ
bracis-33620	263	45	,	,	PUNCT
bracis-33620	263	46	and	and	CCONJ
bracis-33620	263	47	normal	normal	ADJ
bracis-33620	263	48	using	use	VERB
bracis-33620	263	49	mrmr	mrmr	NOUN
bracis-33620	263	50	.	.	PUNCT
bracis-33620	264	1	comput	comput	NOUN
bracis-33620	264	2	.	.	PUNCT
bracis-33620	265	1	biol	biol	PROPN
bracis-33620	265	2	.	.	PUNCT
bracis-33620	266	1	med	med	PROPN
bracis-33620	266	2	.	.	PROPN
bracis-33620	267	1	133	133	NUM
bracis-33620	267	2	,	,	PUNCT
bracis-33620	267	3	104407	104407	NUM
bracis-33620	267	4	(	(	PUNCT
bracis-33620	267	5	2021	2021	NUM
bracis-33620	267	6	)	)	PUNCT
bracis-33620	267	7	article	article	NOUN
bracis-33620	267	8	  	  	SPACE
bracis-33620	267	9	math	math	NOUN
bracis-33620	267	10	  	  	SPACE
bracis-33620	267	11	google	google	PROPN
bracis-33620	267	12	scholar	scholar	NOUN
bracis-33620	267	13	  	  	SPACE
bracis-33620	267	14	fernandes	fernande	NOUN
bracis-33620	267	15	,	,	PUNCT
bracis-33620	267	16	a.g.s	a.g.	VERB
bracis-33620	267	17	.	.	PROPN
bracis-33620	267	18	,	,	PUNCT
bracis-33620	267	19	braz	braz	PROPN
bracis-33620	267	20	 	 	SPACE
bracis-33620	267	21	junior	junior	PROPN
bracis-33620	267	22	,	,	PUNCT
bracis-33620	267	23	g.	g.	PROPN
bracis-33620	267	24	,	,	PUNCT
bracis-33620	267	25	diniz	diniz	PROPN
bracis-33620	267	26	,	,	PUNCT
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bracis-33620	267	28	.	.	PROPN
bracis-33620	267	29	,	,	PUNCT
bracis-33620	267	30	silva	silva	PROPN
bracis-33620	267	31	,	,	PUNCT
bracis-33620	267	32	a.c	a.c	PROPN
bracis-33620	267	33	.	.	PROPN
bracis-33620	267	34	,	,	PUNCT
bracis-33620	267	35	matos	matos	PROPN
bracis-33620	267	36	,	,	PUNCT
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bracis-33620	267	38	.	.	PUNCT
bracis-33620	267	39	:	:	PUNCT
bracis-33620	268	1	efficientdeeplab	efficientdeeplab	VERB
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bracis-33620	268	4	trachea	trachea	PROPN
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bracis-33620	268	6	on	on	ADP
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bracis-33620	268	8	images	image	NOUN
bracis-33620	268	9	.	.	PUNCT
bracis-33620	269	1	in	in	ADP
bracis-33620	269	2	:	:	PUNCT
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bracis-33620	269	5	on	on	ADP
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bracis-33620	269	8	,	,	PUNCT
bracis-33620	269	9	pp	pp	ADJ
bracis-33620	269	10	.	.	PUNCT
bracis-33620	270	1	154–166	154–166	NUM
bracis-33620	270	2	.	.	PUNCT
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bracis-33620	270	4	(	(	PUNCT
bracis-33620	270	5	2023	2023	NUM
bracis-33620	270	6	)	)	PUNCT
bracis-33620	270	7	google	google	NOUN
bracis-33620	270	8	scholar	scholar	NOUN
bracis-33620	270	9	  	  	SPACE
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bracis-33620	270	11	,	,	PUNCT
bracis-33620	270	12	w.	w.	PROPN
bracis-33620	270	13	,	,	PUNCT
bracis-33620	270	14	et	et	PROPN
bracis-33620	270	15	al	al	PROPN
bracis-33620	270	16	.	.	PUNCT
bracis-33620	270	17	:	:	PUNCT
bracis-33620	271	1	abordagem	abordagem	PROPN
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bracis-33620	271	3	baseada	baseada	PROPN
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bracis-33620	271	6	learning	learn	VERB
bracis-33620	271	7	para	para	PROPN
bracis-33620	271	8	o	o	X
bracis-33620	271	9	diagnóstico	diagnóstico	X
bracis-33620	271	10	de	de	X
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bracis-33620	271	12	profunda	profunda	PROPN
bracis-33620	271	13	através	através	PROPN
bracis-33620	271	14	de	de	PROPN
bracis-33620	271	15	imagens	imagens	X
bracis-33620	271	16	de	de	ADP
bracis-33620	271	17	ressonância	ressonância	PROPN
bracis-33620	271	18	magnética	magnética	PROPN
bracis-33620	271	19	.	.	PUNCT
bracis-33620	272	1	in	in	ADP
bracis-33620	272	2	:	:	PUNCT
bracis-33620	272	3	anais	anais	PROPN
bracis-33620	272	4	do	do	AUX
bracis-33620	272	5	xxiii	xxiii	PROPN
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bracis-33620	272	7	brasileiro	brasileiro	PROPN
bracis-33620	272	8	de	de	X
bracis-33620	272	9	computação	computação	X
bracis-33620	272	10	aplicada	aplicada	PROPN
bracis-33620	272	11	à	à	X
bracis-33620	272	12	saúde	saúde	PROPN
bracis-33620	272	13	,	,	PUNCT
bracis-33620	272	14	pp	pp	X
bracis-33620	272	15	.	.	PUNCT
bracis-33620	273	1	138–149	138–149	NUM
bracis-33620	273	2	.	.	X
bracis-33620	274	1	sbc	sbc	PROPN
bracis-33620	274	2	,	,	PUNCT
bracis-33620	274	3	porto	porto	PROPN
bracis-33620	274	4	alegre	alegre	PROPN
bracis-33620	274	5	,	,	PUNCT
bracis-33620	274	6	rs	rs	NOUN
bracis-33620	274	7	,	,	PUNCT
bracis-33620	274	8	brasil	brasil	NOUN
bracis-33620	274	9	(	(	PUNCT
bracis-33620	274	10	2023	2023	NUM
bracis-33620	274	11	)	)	PUNCT
bracis-33620	274	12	.	.	PUNCT
bracis-33620	275	1	https://doi.org/10.5753/sbcas.2023.229567	https://doi.org/10.5753/sbcas.2023.229567	PROPN
bracis-33620	275	2	gonzalez	gonzalez	PROPN
bracis-33620	275	3	,	,	PUNCT
bracis-33620	275	4	r.	r.	PROPN
bracis-33620	275	5	,	,	PUNCT
bracis-33620	275	6	woods	woods	PROPN
bracis-33620	275	7	,	,	PUNCT
bracis-33620	275	8	r.	r.	PROPN
bracis-33620	275	9	:	:	PUNCT
bracis-33620	275	10	digital	digital	ADJ
bracis-33620	275	11	image	image	NOUN
bracis-33620	275	12	processing	processing	NOUN
bracis-33620	275	13	.	.	PUNCT
bracis-33620	276	1	prentice	prentice	PROPN
bracis-33620	276	2	hall	hall	PROPN
bracis-33620	276	3	,	,	PUNCT
bracis-33620	276	4	pearson	pearson	PROPN
bracis-33620	276	5	(	(	PUNCT
bracis-33620	276	6	2008	2008	NUM
bracis-33620	276	7	)	)	PUNCT
bracis-33620	276	8	math	math	NOUN
bracis-33620	276	9	  	  	SPACE
bracis-33620	276	10	google	google	PROPN
bracis-33620	276	11	scholar	scholar	NOUN
bracis-33620	276	12	  	  	SPACE
bracis-33620	276	13	júnior	júnior	NOUN
bracis-33620	276	14	,	,	PUNCT
bracis-33620	276	15	d.a.d	d.a.d	NOUN
bracis-33620	276	16	.	.	PROPN
bracis-33620	276	17	,	,	PUNCT
bracis-33620	276	18	et	et	PROPN
bracis-33620	276	19	al	al	PROPN
bracis-33620	276	20	.	.	PUNCT
bracis-33620	276	21	:	:	PUNCT
bracis-33620	277	1	automatic	automatic	ADJ
bracis-33620	277	2	method	method	NOUN
bracis-33620	277	3	for	for	ADP
bracis-33620	277	4	classifying	classify	VERB
bracis-33620	277	5	covid-19	covid-19	PROPN
bracis-33620	277	6	patients	patient	NOUN
bracis-33620	277	7	based	base	VERB
bracis-33620	277	8	on	on	ADP
bracis-33620	277	9	chest	chest	NOUN
bracis-33620	277	10	x	x	NOUN
bracis-33620	277	11	-	-	NOUN
bracis-33620	277	12	ray	ray	NOUN
bracis-33620	277	13	images	image	NOUN
bracis-33620	277	14	,	,	PUNCT
bracis-33620	277	15	using	use	VERB
bracis-33620	277	16	deep	deep	ADJ
bracis-33620	277	17	features	feature	NOUN
bracis-33620	277	18	and	and	CCONJ
bracis-33620	277	19	pso	pso	NOUN
bracis-33620	277	20	-	-	PUNCT
bracis-33620	277	21	optimized	optimize	VERB
bracis-33620	277	22	xgboost	xgboost	NOUN
bracis-33620	277	23	.	.	PUNCT
bracis-33620	278	1	expert	expert	NOUN
bracis-33620	278	2	syst	syst	PROPN
bracis-33620	278	3	.	.	PUNCT
bracis-33620	279	1	appl	appl	PROPN
bracis-33620	279	2	.	.	PROPN
bracis-33620	280	1	183	183	NUM
bracis-33620	280	2	,	,	PUNCT
bracis-33620	280	3	115452	115452	NUM
bracis-33620	280	4	(	(	PUNCT
bracis-33620	280	5	2021	2021	NUM
bracis-33620	280	6	)	)	PUNCT
bracis-33620	280	7	article	article	NOUN
bracis-33620	280	8	  	  	SPACE
bracis-33620	280	9	math	math	NOUN
bracis-33620	280	10	  	  	SPACE
bracis-33620	280	11	google	google	PROPN
bracis-33620	280	12	scholar	scholar	NOUN
bracis-33620	280	13	  	  	SPACE
bracis-33620	280	14	júnior	júnior	NOUN
bracis-33620	280	15	,	,	PUNCT
bracis-33620	280	16	d.a.d	d.a.d	NOUN
bracis-33620	280	17	.	.	PROPN
bracis-33620	280	18	,	,	PUNCT
bracis-33620	280	19	da	da	PROPN
bracis-33620	280	20	cruz	cruz	PROPN
bracis-33620	280	21	,	,	PUNCT
bracis-33620	280	22	l.b	l.b	PROPN
bracis-33620	280	23	.	.	PROPN
bracis-33620	280	24	,	,	PUNCT
bracis-33620	280	25	diniz	diniz	PROPN
bracis-33620	280	26	,	,	PUNCT
bracis-33620	280	27	j.o	j.o	PROPN
bracis-33620	280	28	.	.	PROPN
bracis-33620	280	29	,	,	PUNCT
bracis-33620	280	30	júnior	júnior	PROPN
bracis-33620	280	31	,	,	PUNCT
bracis-33620	280	32	g.b	g.b	PROPN
bracis-33620	280	33	.	.	PROPN
bracis-33620	280	34	,	,	PUNCT
bracis-33620	280	35	silva	silva	PROPN
bracis-33620	280	36	,	,	PUNCT
bracis-33620	280	37	a.c	a.c	PROPN
bracis-33620	280	38	.	.	PROPN
bracis-33620	280	39	:	:	PUNCT
bracis-33620	281	1	classificação	classificação	PROPN
bracis-33620	281	2	automática	automática	PROPN
bracis-33620	281	3	de	de	PROPN
bracis-33620	281	4	glóbulos	glóbulos	PROPN
bracis-33620	281	5	brancos	brancos	PROPN
bracis-33620	281	6	usando	usando	PROPN
bracis-33620	281	7	descritores	descritores	PROPN
bracis-33620	281	8	de	de	PROPN
bracis-33620	281	9	forma	forma	PROPN
bracis-33620	281	10	e	e	PROPN
bracis-33620	281	11	textura	textura	NOUN
bracis-33620	281	12	e	e	PROPN
bracis-33620	281	13	extreme	extreme	PROPN
bracis-33620	281	14	gradient	gradient	NOUN
bracis-33620	281	15	boosting	boosting	NOUN
bracis-33620	281	16	.	.	PUNCT
bracis-33620	282	1	in	in	ADP
bracis-33620	282	2	:	:	PUNCT
bracis-33620	282	3	anais	anais	PROPN
bracis-33620	282	4	do	do	VERB
bracis-33620	282	5	xxi	xxi	PROPN
bracis-33620	282	6	simpósio	simpósio	NOUN
bracis-33620	282	7	brasileiro	brasileiro	PROPN
bracis-33620	282	8	de	de	X
bracis-33620	282	9	computação	computação	X
bracis-33620	282	10	aplicada	aplicada	PROPN
bracis-33620	282	11	à	à	X
bracis-33620	282	12	saúde	saúde	PROPN
bracis-33620	282	13	,	,	PUNCT
bracis-33620	282	14	pp	pp	ADP
bracis-33620	282	15	.	.	PUNCT
bracis-33620	283	1	95–106	95–106	X
bracis-33620	283	2	.	.	PUNCT
bracis-33620	284	1	sbc	sbc	PROPN
bracis-33620	284	2	,	,	PUNCT
bracis-33620	284	3	porto	porto	PROPN
bracis-33620	284	4	alegre	alegre	PROPN
bracis-33620	284	5	,	,	PUNCT
bracis-33620	284	6	rs	rs	NOUN
bracis-33620	284	7	,	,	PUNCT
bracis-33620	284	8	brasil	brasil	NOUN
bracis-33620	284	9	(	(	PUNCT
bracis-33620	284	10	2021	2021	NUM
bracis-33620	284	11	)	)	PUNCT
bracis-33620	284	12	.	.	PUNCT
bracis-33620	285	1	https://doi.org/10.5753/sbcas.2021.16056	https://doi.org/10.5753/sbcas.2021.16056	PROPN
bracis-33620	285	2	kılıçarslan	kılıçarslan	PROPN
bracis-33620	285	3	,	,	PUNCT
bracis-33620	285	4	g.	g.	PROPN
bracis-33620	285	5	,	,	PUNCT
bracis-33620	285	6	koç	koç	PROPN
bracis-33620	285	7	,	,	PUNCT
bracis-33620	285	8	c.	c.	PROPN
bracis-33620	285	9	,	,	PUNCT
bracis-33620	285	10	özyurt	özyurt	NOUN
bracis-33620	285	11	,	,	PUNCT
bracis-33620	285	12	f.	f.	PROPN
bracis-33620	285	13	,	,	PUNCT
bracis-33620	285	14	gül	gül	PROPN
bracis-33620	285	15	,	,	PUNCT
bracis-33620	285	16	y.	y.	NOUN
bracis-33620	285	17	:	:	PUNCT
bracis-33620	285	18	breast	breast	NOUN
bracis-33620	285	19	lesion	lesion	NOUN
bracis-33620	285	20	classification	classification	NOUN
bracis-33620	285	21	using	use	VERB
bracis-33620	285	22	features	feature	NOUN
bracis-33620	285	23	fusion	fusion	NOUN
bracis-33620	285	24	and	and	CCONJ
bracis-33620	285	25	selection	selection	NOUN
bracis-33620	285	26	of	of	ADP
bracis-33620	285	27	ensemble	ensemble	ADJ
bracis-33620	285	28	resnet	resnet	NOUN
bracis-33620	285	29	method	method	NOUN
bracis-33620	285	30	.	.	PUNCT
bracis-33620	286	1	int	int	NOUN
bracis-33620	286	2	.	.	PUNCT
bracis-33620	287	1	j.	j.	PROPN
bracis-33620	287	2	imaging	imaging	PROPN
bracis-33620	287	3	syst	syst	PROPN
bracis-33620	287	4	.	.	PUNCT
bracis-33620	288	1	technol	technol	NOUN
bracis-33620	288	2	.	.	PUNCT
bracis-33620	289	1	33(5	33(5	NUM
bracis-33620	289	2	)	)	PUNCT
bracis-33620	289	3	,	,	PUNCT
bracis-33620	289	4	1779–1795	1779–1795	NUM
bracis-33620	289	5	(	(	PUNCT
bracis-33620	289	6	2023	2023	NUM
bracis-33620	289	7	)	)	PUNCT
bracis-33620	289	8	article	article	NOUN
bracis-33620	289	9	  	  	SPACE
bracis-33620	289	10	google	google	PROPN
bracis-33620	289	11	scholar	scholar	NOUN
bracis-33620	289	12	  	  	SPACE
bracis-33620	289	13	koonce	koonce	NOUN
bracis-33620	289	14	,	,	PUNCT
bracis-33620	289	15	b.	b.	PROPN
bracis-33620	289	16	,	,	PUNCT
bracis-33620	289	17	koonce	koonce	PROPN
bracis-33620	289	18	,	,	PUNCT
bracis-33620	289	19	b.	b.	PROPN
bracis-33620	289	20	:	:	PUNCT
bracis-33620	289	21	resnet	resnet	VERB
bracis-33620	289	22	50	50	NUM
bracis-33620	289	23	.	.	PUNCT
bracis-33620	290	1	in	in	ADP
bracis-33620	290	2	:	:	PUNCT
bracis-33620	290	3	convolutional	convolutional	ADJ
bracis-33620	290	4	neural	neural	ADJ
bracis-33620	290	5	networks	network	NOUN
bracis-33620	290	6	with	with	ADP
bracis-33620	290	7	swift	swift	NOUN
bracis-33620	290	8	for	for	ADP
bracis-33620	290	9	tensorflow	tensorflow	NOUN
bracis-33620	290	10	:	:	PUNCT
bracis-33620	290	11	image	image	NOUN
bracis-33620	290	12	recognition	recognition	NOUN
bracis-33620	290	13	and	and	CCONJ
bracis-33620	290	14	dataset	dataset	NOUN
bracis-33620	290	15	categorization	categorization	NOUN
bracis-33620	290	16	,	,	PUNCT
bracis-33620	290	17	pp	pp	ADJ
bracis-33620	290	18	.	.	PUNCT
bracis-33620	291	1	63–72	63–72	NUM
bracis-33620	291	2	(	(	PUNCT
bracis-33620	291	3	2021	2021	NUM
bracis-33620	291	4	)	)	PUNCT
bracis-33620	291	5	google	google	NOUN
bracis-33620	291	6	scholar	scholar	NOUN
bracis-33620	291	7	  	  	SPACE
bracis-33620	291	8	marin	marin	NOUN
bracis-33620	291	9	,	,	PUNCT
bracis-33620	291	10	l.f	l.f	PROPN
bracis-33620	291	11	.	.	PROPN
bracis-33620	291	12	,	,	PUNCT
bracis-33620	291	13	silva	silva	PROPN
bracis-33620	291	14	,	,	PUNCT
bracis-33620	291	15	a.c	a.c	PROPN
bracis-33620	291	16	.	.	PROPN
bracis-33620	291	17	,	,	PUNCT
bracis-33620	291	18	bandeira	bandeira	PROPN
bracis-33620	291	19	,	,	PUNCT
bracis-33620	291	20	j.o	j.o	PROPN
bracis-33620	291	21	.	.	PROPN
bracis-33620	291	22	:	:	PUNCT
bracis-33620	292	1	meta	meta	ADJ
bracis-33620	292	2	-	-	PUNCT
bracis-33620	292	3	data	data	NOUN
bracis-33620	292	4	construction	construction	NOUN
bracis-33620	292	5	for	for	ADP
bracis-33620	292	6	selection	selection	NOUN
bracis-33620	292	7	of	of	ADP
bracis-33620	292	8	breast	breast	NOUN
bracis-33620	292	9	tissue	tissue	NOUN
bracis-33620	292	10	biopsy	biopsy	NOUN
bracis-33620	292	11	slides	slide	VERB
bracis-33620	292	12	image	image	NOUN
bracis-33620	292	13	classifier	classifier	NOUN
bracis-33620	292	14	to	to	PART
bracis-33620	292	15	identify	identify	VERB
bracis-33620	292	16	ductal	ductal	ADJ
bracis-33620	292	17	carcinoma	carcinoma	NOUN
bracis-33620	292	18	.	.	PUNCT
bracis-33620	293	1	in	in	ADP
bracis-33620	293	2	:	:	PUNCT
bracis-33620	293	3	2019	2019	NUM
bracis-33620	293	4	8th	8th	ADJ
bracis-33620	293	5	brazilian	brazilian	ADJ
bracis-33620	293	6	conference	conference	NOUN
bracis-33620	293	7	on	on	ADP
bracis-33620	293	8	intelligent	intelligent	ADJ
bracis-33620	293	9	systems	system	NOUN
bracis-33620	293	10	(	(	PUNCT
bracis-33620	293	11	bracis	bracis	NOUN
bracis-33620	293	12	)	)	PUNCT
bracis-33620	293	13	,	,	PUNCT
bracis-33620	293	14	pp	pp	ADJ
bracis-33620	293	15	.	.	PUNCT
bracis-33620	294	1	729–734	729–734	NUM
bracis-33620	294	2	.	.	PUNCT
bracis-33620	294	3	ieee	ieee	NOUN
bracis-33620	294	4	(	(	PUNCT
bracis-33620	294	5	2019	2019	NUM
bracis-33620	294	6	)	)	PUNCT
bracis-33620	294	7	google	google	PROPN
bracis-33620	294	8	scholar	scholar	NOUN
bracis-33620	294	9	  	  	SPACE
bracis-33620	294	10	moon	moon	NOUN
bracis-33620	294	11	,	,	PUNCT
bracis-33620	294	12	w.k	w.k	PROPN
bracis-33620	294	13	.	.	PROPN
bracis-33620	294	14	,	,	PUNCT
bracis-33620	294	15	lee	lee	PROPN
bracis-33620	294	16	,	,	PUNCT
bracis-33620	294	17	y.w	y.w	PROPN
bracis-33620	294	18	.	.	PROPN
bracis-33620	294	19	,	,	PUNCT
bracis-33620	294	20	ke	ke	PROPN
bracis-33620	294	21	,	,	PUNCT
bracis-33620	294	22	h.h	h.h	PROPN
bracis-33620	294	23	.	.	PROPN
bracis-33620	294	24	,	,	PUNCT
bracis-33620	294	25	lee	lee	PROPN
bracis-33620	294	26	,	,	PUNCT
bracis-33620	294	27	s.h	s.h	PROPN
bracis-33620	294	28	.	.	PROPN
bracis-33620	294	29	,	,	PUNCT
bracis-33620	294	30	huang	huang	PROPN
bracis-33620	294	31	,	,	PUNCT
bracis-33620	294	32	c.s	c.s	PROPN
bracis-33620	294	33	.	.	PROPN
bracis-33620	294	34	,	,	PUNCT
bracis-33620	294	35	chang	chang	PROPN
bracis-33620	294	36	,	,	PUNCT
bracis-33620	294	37	r.f	r.f	PROPN
bracis-33620	294	38	.	.	PROPN
bracis-33620	294	39	:	:	PUNCT
bracis-33620	294	40	computer	computer	NOUN
bracis-33620	294	41	-	-	PUNCT
bracis-33620	294	42	aided	aid	VERB
bracis-33620	294	43	diagnosis	diagnosis	NOUN
bracis-33620	294	44	of	of	ADP
bracis-33620	294	45	breast	breast	NOUN
bracis-33620	294	46	ultrasound	ultrasound	NOUN
bracis-33620	294	47	images	image	NOUN
bracis-33620	294	48	using	use	VERB
bracis-33620	294	49	ensemble	ensemble	ADJ
bracis-33620	294	50	learning	learning	NOUN
bracis-33620	294	51	from	from	ADP
bracis-33620	294	52	convolutional	convolutional	ADJ
bracis-33620	294	53	neural	neural	ADJ
bracis-33620	294	54	networks	network	NOUN
bracis-33620	294	55	.	.	PUNCT
bracis-33620	295	1	comput	comput	NOUN
bracis-33620	295	2	.	.	PUNCT
bracis-33620	296	1	methods	method	NOUN
bracis-33620	296	2	programs	program	NOUN
bracis-33620	296	3	biomed	biome	VERB
bracis-33620	296	4	.	.	PUNCT
bracis-33620	297	1	190	190	NUM
bracis-33620	297	2	,	,	PUNCT
bracis-33620	297	3	105361	105361	NUM
bracis-33620	297	4	(	(	PUNCT
bracis-33620	297	5	2020	2020	NUM
bracis-33620	297	6	)	)	PUNCT
bracis-33620	297	7	article	article	NOUN
bracis-33620	297	8	  	  	SPACE
bracis-33620	297	9	math	math	NOUN
bracis-33620	297	10	  	  	SPACE
bracis-33620	297	11	google	google	PROPN
bracis-33620	297	12	scholar	scholar	NOUN
bracis-33620	297	13	  	  	SPACE
bracis-33620	297	14	pang	pang	NOUN
bracis-33620	297	15	,	,	PUNCT
bracis-33620	297	16	t.	t.	PROPN
bracis-33620	297	17	,	,	PUNCT
bracis-33620	297	18	wong	wong	PROPN
bracis-33620	297	19	,	,	PUNCT
bracis-33620	297	20	j.h.d	j.h.d	PROPN
bracis-33620	297	21	.	.	PROPN
bracis-33620	297	22	,	,	PUNCT
bracis-33620	297	23	ng	ng	PROPN
bracis-33620	297	24	,	,	PUNCT
bracis-33620	297	25	w.l	w.l	PROPN
bracis-33620	297	26	.	.	PROPN
bracis-33620	297	27	,	,	PUNCT
bracis-33620	297	28	chan	chan	PROPN
bracis-33620	297	29	,	,	PUNCT
bracis-33620	297	30	c.s	c.s	PROPN
bracis-33620	297	31	.	.	PROPN
bracis-33620	297	32	:	:	PUNCT
bracis-33620	297	33	semi	semi	ADJ
bracis-33620	297	34	-	-	ADJ
bracis-33620	297	35	supervised	supervised	ADJ
bracis-33620	297	36	gan	gan	NOUN
bracis-33620	297	37	-	-	PUNCT
bracis-33620	297	38	based	base	VERB
bracis-33620	297	39	radiomics	radiomic	NOUN
bracis-33620	297	40	model	model	NOUN
bracis-33620	297	41	for	for	ADP
bracis-33620	297	42	data	datum	NOUN
bracis-33620	297	43	augmentation	augmentation	NOUN
bracis-33620	297	44	in	in	ADP
bracis-33620	297	45	breast	breast	NOUN
bracis-33620	297	46	ultrasound	ultrasound	NOUN
bracis-33620	297	47	mass	mass	NOUN
bracis-33620	297	48	classification	classification	NOUN
bracis-33620	297	49	.	.	PUNCT
bracis-33620	298	1	comput	comput	NOUN
bracis-33620	298	2	.	.	PUNCT
bracis-33620	299	1	methods	method	NOUN
bracis-33620	299	2	programs	program	NOUN
bracis-33620	299	3	biomed	biome	VERB
bracis-33620	299	4	.	.	PUNCT
bracis-33620	300	1	203	203	NUM
bracis-33620	300	2	,	,	PUNCT
bracis-33620	300	3	106018	106018	NUM
bracis-33620	300	4	(	(	PUNCT
bracis-33620	300	5	2021	2021	NUM
bracis-33620	300	6	)	)	PUNCT
bracis-33620	300	7	article	article	NOUN
bracis-33620	300	8	  	  	SPACE
bracis-33620	300	9	google	google	PROPN
bracis-33620	300	10	scholar	scholar	NOUN
bracis-33620	300	11	  	  	SPACE
bracis-33620	300	12	santos	santo	NOUN
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bracis-33620	300	14	p.	p.	PROPN
bracis-33620	300	15	,	,	PUNCT
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bracis-33620	300	17	,	,	PUNCT
bracis-33620	300	18	v.	v.	PROPN
bracis-33620	300	19	,	,	PUNCT
bracis-33620	300	20	filho	filho	PROPN
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bracis-33620	300	22	a.c	a.c	PROPN
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bracis-33620	300	24	,	,	PUNCT
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bracis-33620	300	29	diniz	diniz	PROPN
bracis-33620	300	30	,	,	PUNCT
bracis-33620	300	31	j.	j.	PROPN
bracis-33620	300	32	,	,	PUNCT
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bracis-33620	300	34	,	,	PUNCT
bracis-33620	300	35	d.	d.	PROPN
bracis-33620	300	36	:	:	PUNCT
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bracis-33620	301	2	:	:	PUNCT
bracis-33620	301	3	uma	uma	PROPN
bracis-33620	301	4	arquitetura	arquitetura	PROPN
bracis-33620	301	5	profunda	profunda	PROPN
bracis-33620	301	6	para	para	PROPN
bracis-33620	301	7	detecção	detecção	PROPN
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bracis-33620	301	9	bacilos	bacilos	PROPN
bracis-33620	301	10	de	de	PROPN
bracis-33620	301	11	koch	koch	PROPN
bracis-33620	301	12	.	.	PUNCT
bracis-33620	302	1	in	in	ADP
bracis-33620	302	2	:	:	PUNCT
bracis-33620	302	3	anais	anais	PROPN
bracis-33620	302	4	do	do	AUX
bracis-33620	302	5	xxiii	xxiii	PROPN
bracis-33620	302	6	simpósio	simpósio	PROPN
bracis-33620	302	7	brasileiro	brasileiro	PROPN
bracis-33620	302	8	de	de	X
bracis-33620	302	9	computação	computação	X
bracis-33620	302	10	aplicada	aplicada	PROPN
bracis-33620	302	11	à	à	X
bracis-33620	302	12	saúde	saúde	PROPN
bracis-33620	302	13	,	,	PUNCT
bracis-33620	302	14	pp	pp	ADP
bracis-33620	302	15	.	.	PUNCT
bracis-33620	303	1	198–209	198–209	NUM
bracis-33620	303	2	.	.	PUNCT
bracis-33620	304	1	sbc	sbc	PROPN
bracis-33620	304	2	,	,	PUNCT
bracis-33620	304	3	porto	porto	PROPN
bracis-33620	304	4	alegre	alegre	PROPN
bracis-33620	304	5	,	,	PUNCT
bracis-33620	304	6	rs	rs	NOUN
bracis-33620	304	7	,	,	PUNCT
bracis-33620	304	8	brasil	brasil	NOUN
bracis-33620	304	9	(	(	PUNCT
bracis-33620	304	10	2023	2023	NUM
bracis-33620	304	11	)	)	PUNCT
bracis-33620	304	12	.	.	PUNCT
bracis-33620	305	1	https://doi.org/10.5753/sbcas.2023.229608	https://doi.org/10.5753/sbcas.2023.229608	PROPN
bracis-33620	305	2	shan	shan	PROPN
bracis-33620	305	3	,	,	PUNCT
bracis-33620	305	4	j.	j.	PROPN
bracis-33620	305	5	,	,	PUNCT
bracis-33620	305	6	alam	alam	PROPN
bracis-33620	305	7	,	,	PUNCT
bracis-33620	305	8	s.k	s.k	PROPN
bracis-33620	305	9	.	.	PROPN
bracis-33620	305	10	,	,	PUNCT
bracis-33620	305	11	garra	garra	PROPN
bracis-33620	305	12	,	,	PUNCT
bracis-33620	305	13	b.	b.	PROPN
bracis-33620	305	14	,	,	PUNCT
bracis-33620	305	15	zhang	zhang	PROPN
bracis-33620	305	16	,	,	PUNCT
bracis-33620	305	17	y.	y.	PROPN
bracis-33620	305	18	,	,	PUNCT
bracis-33620	305	19	ahmed	ahme	VERB
bracis-33620	305	20	,	,	PUNCT
bracis-33620	305	21	t.	t.	PROPN
bracis-33620	305	22	:	:	PUNCT
bracis-33620	305	23	computer	computer	NOUN
bracis-33620	305	24	-	-	PUNCT
bracis-33620	305	25	aided	aid	VERB
bracis-33620	305	26	diagnosis	diagnosis	NOUN
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bracis-33620	305	28	breast	breast	NOUN
bracis-33620	305	29	ultrasound	ultrasound	NOUN
bracis-33620	305	30	using	use	VERB
bracis-33620	305	31	computerized	computerized	ADJ
bracis-33620	305	32	bi	bi	ADJ
bracis-33620	305	33	-	-	ADJ
bracis-33620	305	34	rads	rads	ADJ
bracis-33620	305	35	features	feature	NOUN
bracis-33620	305	36	and	and	CCONJ
bracis-33620	305	37	machine	machine	NOUN
bracis-33620	305	38	learning	learning	NOUN
bracis-33620	305	39	methods	method	NOUN
bracis-33620	305	40	.	.	PUNCT
bracis-33620	306	1	ultrasound	ultrasound	PROPN
bracis-33620	306	2	med	med	PROPN
bracis-33620	306	3	.	.	PUNCT
bracis-33620	307	1	biol	biol	PROPN
bracis-33620	307	2	.	.	PUNCT
bracis-33620	308	1	42(4	42(4	PROPN
bracis-33620	308	2	)	)	PUNCT
bracis-33620	308	3	,	,	PUNCT
bracis-33620	308	4	980–988	980–988	NUM
bracis-33620	308	5	(	(	PUNCT
bracis-33620	308	6	2016	2016	NUM
bracis-33620	308	7	)	)	PUNCT
bracis-33620	308	8	article	article	NOUN
bracis-33620	308	9	  	  	SPACE
bracis-33620	308	10	google	google	PROPN
bracis-33620	308	11	scholar	scholar	NOUN
bracis-33620	308	12	  	  	SPACE
bracis-33620	308	13	sirjani	sirjani	NOUN
bracis-33620	308	14	,	,	PUNCT
bracis-33620	308	15	n.	n.	NOUN
bracis-33620	308	16	,	,	PUNCT
bracis-33620	308	17	et	et	PROPN
bracis-33620	308	18	al	al	PROPN
bracis-33620	308	19	.	.	PUNCT
bracis-33620	308	20	:	:	PUNCT
bracis-33620	309	1	a	a	DET
bracis-33620	309	2	novel	novel	ADJ
bracis-33620	309	3	deep	deep	ADJ
bracis-33620	309	4	learning	learning	NOUN
bracis-33620	309	5	model	model	NOUN
bracis-33620	309	6	for	for	ADP
bracis-33620	309	7	breast	breast	NOUN
bracis-33620	309	8	lesion	lesion	NOUN
bracis-33620	309	9	classification	classification	NOUN
bracis-33620	309	10	using	use	VERB
bracis-33620	309	11	ultrasound	ultrasound	NOUN
bracis-33620	309	12	images	image	NOUN
bracis-33620	309	13	:	:	PUNCT
bracis-33620	309	14	a	a	DET
bracis-33620	309	15	multicenter	multicenter	ADJ
bracis-33620	309	16	data	datum	NOUN
bracis-33620	309	17	evaluation	evaluation	NOUN
bracis-33620	309	18	.	.	PUNCT
bracis-33620	310	1	phys	phy	NOUN
bracis-33620	310	2	.	.	PUNCT
bracis-33620	310	3	med	med	PROPN
bracis-33620	310	4	.	.	PUNCT
bracis-33620	311	1	107	107	NUM
bracis-33620	311	2	,	,	PUNCT
bracis-33620	311	3	102560	102560	NUM
bracis-33620	311	4	(	(	PUNCT
bracis-33620	311	5	2023	2023	NUM
bracis-33620	311	6	)	)	PUNCT
bracis-33620	311	7	article	article	NOUN
bracis-33620	311	8	  	  	SPACE
bracis-33620	311	9	math	math	NOUN
bracis-33620	311	10	  	  	SPACE
bracis-33620	311	11	google	google	PROPN
bracis-33620	311	12	scholar	scholar	NOUN
bracis-33620	311	13	  	  	SPACE
bracis-33620	311	14	tan	tan	PROPN
bracis-33620	311	15	,	,	PUNCT
bracis-33620	311	16	m.	m.	NOUN
bracis-33620	311	17	,	,	PUNCT
bracis-33620	311	18	le	le	X
bracis-33620	311	19	,	,	PUNCT
bracis-33620	311	20	q.	q.	PROPN
bracis-33620	311	21	:	:	PUNCT
bracis-33620	311	22	efficientnet	efficientnet	PROPN
bracis-33620	311	23	:	:	PUNCT
bracis-33620	311	24	rethinking	rethink	VERB
bracis-33620	311	25	model	model	NOUN
bracis-33620	311	26	scaling	scale	VERB
bracis-33620	311	27	for	for	ADP
bracis-33620	311	28	convolutional	convolutional	ADJ
bracis-33620	311	29	neural	neural	ADJ
bracis-33620	311	30	networks	network	NOUN
bracis-33620	311	31	.	.	PUNCT
bracis-33620	312	1	in	in	ADP
bracis-33620	312	2	:	:	PUNCT
bracis-33620	312	3	international	international	ADJ
bracis-33620	312	4	conference	conference	NOUN
bracis-33620	312	5	on	on	ADP
bracis-33620	312	6	machine	machine	NOUN
bracis-33620	312	7	learning	learning	NOUN
bracis-33620	312	8	,	,	PUNCT
bracis-33620	312	9	p.	p.	NOUN
bracis-33620	312	10	 	 	SPACE
bracis-33620	312	11	6105	6105	NUM
bracis-33620	312	12	.	.	PUNCT
bracis-33620	313	1	pmlr	pmlr	NOUN
bracis-33620	313	2	(	(	PUNCT
bracis-33620	313	3	2019	2019	NUM
bracis-33620	313	4	)	)	PUNCT
bracis-33620	313	5	google	google	NOUN
bracis-33620	313	6	scholar	scholar	NOUN
bracis-33620	313	7	  	  	SPACE
bracis-33620	313	8	weickert	weickert	NOUN
bracis-33620	313	9	,	,	PUNCT
bracis-33620	313	10	j.	j.	PROPN
bracis-33620	313	11	,	,	PUNCT
bracis-33620	313	12	et	et	PROPN
bracis-33620	313	13	 	 	SPACE
bracis-33620	313	14	al	al	PROPN
bracis-33620	313	15	.	.	PROPN
bracis-33620	313	16	:	:	PUNCT
bracis-33620	313	17	anisotropic	anisotropic	NOUN
bracis-33620	313	18	diffusion	diffusion	NOUN
bracis-33620	313	19	in	in	ADP
bracis-33620	313	20	image	image	NOUN
bracis-33620	313	21	processing	processing	NOUN
bracis-33620	313	22	,	,	PUNCT
bracis-33620	313	23	vol	vol	NOUN
bracis-33620	313	24	.	.	PUNCT
bracis-33620	313	25	 	 	SPACE
bracis-33620	313	26	1	1	X
bracis-33620	313	27	.	.	PUNCT
bracis-33620	313	28	teubner	teubner	PROPN
bracis-33620	313	29	stuttgart	stuttgart	PROPN
bracis-33620	313	30	(	(	PUNCT
bracis-33620	313	31	1998	1998	NUM
bracis-33620	313	32	)	)	PUNCT
bracis-33620	313	33	google	google	PROPN
bracis-33620	313	34	scholar	scholar	NOUN
bracis-33620	313	35	  	  	SPACE
bracis-33620	313	36	zhuang	zhuang	PROPN
bracis-33620	313	37	,	,	PUNCT
bracis-33620	313	38	z.	z.	PROPN
bracis-33620	313	39	,	,	PUNCT
bracis-33620	313	40	yang	yang	PROPN
bracis-33620	313	41	,	,	PUNCT
bracis-33620	313	42	z.	z.	PROPN
bracis-33620	313	43	,	,	PUNCT
bracis-33620	313	44	raj	raj	PROPN
bracis-33620	313	45	,	,	PUNCT
bracis-33620	313	46	a.n.j	a.n.j	PROPN
bracis-33620	313	47	.	.	PROPN
bracis-33620	313	48	,	,	PUNCT
bracis-33620	313	49	wei	wei	PROPN
bracis-33620	313	50	,	,	PUNCT
bracis-33620	313	51	c.	c.	PROPN
bracis-33620	313	52	,	,	PUNCT
bracis-33620	313	53	jin	jin	NOUN
bracis-33620	313	54	,	,	PUNCT
bracis-33620	313	55	p.	p.	PROPN
bracis-33620	313	56	,	,	PUNCT
bracis-33620	313	57	zhuang	zhuang	PROPN
bracis-33620	313	58	,	,	PUNCT
bracis-33620	313	59	s.	s.	PROPN
bracis-33620	313	60	:	:	PUNCT
bracis-33620	313	61	breast	breast	NOUN
bracis-33620	313	62	ultrasound	ultrasound	PROPN
bracis-33620	313	63	tumor	tumor	NOUN
bracis-33620	313	64	image	image	NOUN
bracis-33620	313	65	classification	classification	NOUN
bracis-33620	313	66	using	use	VERB
bracis-33620	313	67	image	image	NOUN
bracis-33620	313	68	decomposition	decomposition	NOUN
bracis-33620	313	69	and	and	CCONJ
bracis-33620	313	70	fusion	fusion	NOUN
bracis-33620	313	71	based	base	VERB
bracis-33620	313	72	on	on	ADP
bracis-33620	313	73	adaptive	adaptive	ADJ
bracis-33620	313	74	multi	multi	ADJ
bracis-33620	313	75	-	-	ADJ
bracis-33620	313	76	model	model	ADJ
bracis-33620	313	77	spatial	spatial	ADJ
bracis-33620	313	78	feature	feature	NOUN
bracis-33620	313	79	fusion	fusion	NOUN
bracis-33620	313	80	.	.	PUNCT
bracis-33620	314	1	comput	comput	NOUN
bracis-33620	314	2	.	.	PUNCT
bracis-33620	315	1	methods	method	NOUN
bracis-33620	315	2	programs	program	NOUN
bracis-33620	315	3	biomed	biome	VERB
bracis-33620	315	4	.	.	PUNCT
bracis-33620	316	1	208	208	NUM
bracis-33620	316	2	,	,	PUNCT
bracis-33620	316	3	106221	106221	NUM
bracis-33620	316	4	(	(	PUNCT
bracis-33620	316	5	2021	2021	NUM
bracis-33620	316	6	)	)	PUNCT
bracis-33620	316	7	article	article	NOUN
bracis-33620	316	8	  	  	SPACE
bracis-33620	316	9	math	math	NOUN
bracis-33620	316	10	  	  	SPACE
bracis-33620	316	11	google	google	PROPN
bracis-33620	316	12	scholar	scholar	NOUN
bracis-33620	316	13	  	  	SPACE
bracis-33620	316	14	download	download	NOUN
bracis-33620	316	15	references	reference	NOUN
bracis-33620	316	16	acknowledgments	acknowledgment	NOUN
bracis-33620	316	17	this	this	DET
bracis-33620	316	18	work	work	NOUN
bracis-33620	316	19	was	be	AUX
bracis-33620	316	20	supported	support	VERB
bracis-33620	316	21	by	by	ADP
bracis-33620	316	22	the	the	DET
bracis-33620	316	23	coordenação	coordenação	PROPN
bracis-33620	316	24	de	de	PROPN
bracis-33620	316	25	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-33620	316	26	de	de	X
bracis-33620	316	27	pessoal	pessoal	PROPN
bracis-33620	316	28	de	de	PROPN
bracis-33620	316	29	nível	nível	PROPN
bracis-33620	316	30	superior	superior	PROPN
bracis-33620	316	31	brasil	brasil	PROPN
bracis-33620	316	32	(	(	PUNCT
bracis-33620	316	33	capes	cape	NOUN
bracis-33620	316	34	)	)	PUNCT
bracis-33620	316	35	finance	finance	NOUN
bracis-33620	316	36	code	code	NOUN
bracis-33620	316	37	001	001	NOUN
bracis-33620	316	38	,	,	PUNCT
bracis-33620	316	39	fundação	fundação	NOUN
bracis-33620	316	40	de	de	X
bracis-33620	316	41	amparo	amparo	PROPN
bracis-33620	316	42	à	à	X
bracis-33620	316	43	pesquisa	pesquisa	PROPN
bracis-33620	316	44	do	do	AUX
bracis-33620	316	45	maranhão	maranhão	NOUN
bracis-33620	316	46	(	(	PUNCT
bracis-33620	316	47	fapema	fapema	NOUN
bracis-33620	316	48	)	)	PUNCT
bracis-33620	316	49	,	,	PUNCT
bracis-33620	316	50	conselho	conselho	VERB
bracis-33620	316	51	nacional	nacional	PROPN
bracis-33620	316	52	de	de	X
bracis-33620	316	53	desenvolvimento	desenvolvimento	PROPN
bracis-33620	316	54	científico	científico	PROPN
bracis-33620	316	55	e	e	NOUN
bracis-33620	316	56	tecnológico	tecnológico	PROPN
bracis-33620	316	57	(	(	PUNCT
bracis-33620	316	58	cnpq	cnpq	NOUN
bracis-33620	316	59	)	)	PUNCT
bracis-33620	316	60	,	,	PUNCT
bracis-33620	316	61	and	and	CCONJ
bracis-33620	316	62	empresa	empresa	PROPN
bracis-33620	316	63	brasileira	brasileira	PROPN
bracis-33620	316	64	de	de	PROPN
bracis-33620	316	65	serviços	serviços	PROPN
bracis-33620	316	66	hospitalares	hospitalares	PROPN
bracis-33620	316	67	(	(	PUNCT
bracis-33620	316	68	ebserh	ebserh	NOUN
bracis-33620	316	69	)	)	PUNCT
bracis-33620	316	70	brazil	brazil	PROPN
bracis-33620	316	71	(	(	PUNCT
bracis-33620	316	72	proc	proc	PROPN
bracis-33620	316	73	.	.	PUNCT
bracis-33620	317	1	409593/2021	409593/2021	NUM
bracis-33620	317	2	-	-	SYM
bracis-33620	317	3	4	4	NUM
bracis-33620	317	4	)	)	PUNCT
bracis-33620	317	5	.	.	PUNCT
bracis-33620	318	1	we	we	PRON
bracis-33620	318	2	also	also	ADV
bracis-33620	318	3	acknowledge	acknowledge	VERB
bracis-33620	318	4	llm	llm	NOUN
bracis-33620	318	5	use	use	NOUN
bracis-33620	318	6	for	for	ADP
bracis-33620	318	7	spell	spell	NOUN
bracis-33620	318	8	-	-	PUNCT
bracis-33620	318	9	checking	checking	NOUN
bracis-33620	318	10	,	,	PUNCT
bracis-33620	318	11	grammar	grammar	NOUN
bracis-33620	318	12	correction	correction	NOUN
bracis-33620	318	13	,	,	PUNCT
bracis-33620	318	14	and	and	CCONJ
bracis-33620	318	15	assistance	assistance	NOUN
bracis-33620	318	16	in	in	ADP
bracis-33620	318	17	translating	translate	VERB
bracis-33620	318	18	specific	specific	ADJ
bracis-33620	318	19	terms	term	NOUN
bracis-33620	318	20	.	.	PUNCT
bracis-33620	319	1	author	author	NOUN
bracis-33620	319	2	information	information	NOUN
bracis-33620	319	3	authors	author	NOUN
bracis-33620	319	4	and	and	CCONJ
bracis-33620	319	5	affiliations	affiliation	NOUN
bracis-33620	319	6	innovation	innovation	NOUN
bracis-33620	319	7	factory	factory	NOUN
bracis-33620	319	8	–	–	PUNCT
bracis-33620	319	9	federal	federal	PROPN
bracis-33620	319	10	institute	institute	NOUN
bracis-33620	319	11	of	of	ADP
bracis-33620	319	12	maranhão	maranhão	PROPN
bracis-33620	319	13	(	(	PUNCT
bracis-33620	319	14	ifma	ifma	NOUN
bracis-33620	319	15	)	)	PUNCT
bracis-33620	319	16	,	,	PUNCT
bracis-33620	319	17	são	são	PROPN
bracis-33620	319	18	luís	luís	PROPN
bracis-33620	319	19	,	,	PUNCT
bracis-33620	319	20	maranhão	maranhão	PROPN
bracis-33620	319	21	,	,	PUNCT
bracis-33620	319	22	brazil	brazil	PROPN
bracis-33620	319	23	joão	joão	PROPN
bracis-33620	319	24	otávio	otávio	PROPN
bracis-33620	319	25	bandeira	bandeira	PROPN
bracis-33620	319	26	diniz	diniz	PROPN
bracis-33620	319	27	,	,	PUNCT
bracis-33620	319	28	 	 	SPACE
bracis-33620	319	29	neilson	neilson	PROPN
bracis-33620	320	1	p.	p.	PROPN
bracis-33620	320	2	ribeiro	ribeiro	PROPN
bracis-33620	320	3	 	 	SPACE
bracis-33620	320	4	&	&	CCONJ
bracis-33620	320	5	 	 	SPACE
bracis-33620	320	6	daniel	daniel	PROPN
bracis-33620	320	7	l.	l.	PROPN
bracis-33620	320	8	gomes	gomes	PROPN
bracis-33620	320	9	jr	jr	PROPN
bracis-33620	320	10	applied	apply	VERB
bracis-33620	320	11	computing	computing	NOUN
bracis-33620	320	12	group	group	NOUN
bracis-33620	320	13	(	(	PUNCT
bracis-33620	320	14	nca	nca	NOUN
bracis-33620	320	15	)	)	PUNCT
bracis-33620	320	16	,	,	PUNCT
bracis-33620	320	17	federal	federal	ADJ
bracis-33620	320	18	university	university	NOUN
bracis-33620	320	19	of	of	ADP
bracis-33620	320	20	maranhão	maranhão	PROPN
bracis-33620	320	21	(	(	PUNCT
bracis-33620	320	22	ufma	ufma	NOUN
bracis-33620	320	23	)	)	PUNCT
bracis-33620	320	24	,	,	PUNCT
bracis-33620	320	25	são	são	PROPN
bracis-33620	320	26	luís	luís	PROPN
bracis-33620	320	27	,	,	PUNCT
bracis-33620	320	28	maranhão	maranhão	PROPN
bracis-33620	320	29	,	,	PUNCT
bracis-33620	320	30	brazil	brazil	PROPN
bracis-33620	320	31	joão	joão	PROPN
bracis-33620	320	32	otávio	otávio	PROPN
bracis-33620	320	33	bandeira	bandeira	PROPN
bracis-33620	320	34	diniz	diniz	PROPN
bracis-33620	320	35	,	,	PUNCT
bracis-33620	320	36	 	 	SPACE
bracis-33620	320	37	neilson	neilson	PROPN
bracis-33620	321	1	p.	p.	PROPN
bracis-33620	321	2	ribeiro	ribeiro	PROPN
bracis-33620	321	3	,	,	PUNCT
bracis-33620	321	4	 	 	SPACE
bracis-33620	321	5	giovanni	giovanni	PROPN
bracis-33620	321	6	l.	l.	PROPN
bracis-33620	321	7	f.	f.	PROPN
bracis-33620	321	8	da	da	PROPN
bracis-33620	321	9	silva	silva	PROPN
bracis-33620	321	10	,	,	PUNCT
bracis-33620	321	11	 	 	SPACE
bracis-33620	321	12	anselmo	anselmo	VERB
bracis-33620	321	13	c.	c.	PROPN
bracis-33620	321	14	de	de	PROPN
bracis-33620	321	15	paiva	paiva	PROPN
bracis-33620	321	16	 	 	SPACE
bracis-33620	321	17	&	&	CCONJ
bracis-33620	321	18	 	 	SPACE
bracis-33620	321	19	aristófanes	aristófanes	PROPN
bracis-33620	321	20	c.	c.	PROPN
bracis-33620	321	21	silva	silva	PROPN
bracis-33620	321	22	federal	federal	PROPN
bracis-33620	321	23	university	university	PROPN
bracis-33620	321	24	of	of	ADP
bracis-33620	321	25	cariri	cariri	NOUN
bracis-33620	321	26	(	(	PUNCT
bracis-33620	321	27	ufca	ufca	ADJ
bracis-33620	321	28	)	)	PUNCT
bracis-33620	321	29	,	,	PUNCT
bracis-33620	321	30	juazeiro	juazeiro	PROPN
bracis-33620	321	31	do	do	AUX
bracis-33620	321	32	norte	norte	NOUN
bracis-33620	321	33	,	,	PUNCT
bracis-33620	321	34	ce	ce	PROPN
bracis-33620	321	35	,	,	PUNCT
bracis-33620	321	36	brazil	brazil	PROPN
bracis-33620	321	37	domingos	domingos	PROPN
bracis-33620	321	38	a.	a.	PROPN
bracis-33620	321	39	dias	dias	PROPN
bracis-33620	321	40	jr	jr	PROPN
bracis-33620	321	41	.	.	PROPN
bracis-33620	321	42	 	 	SPACE
bracis-33620	321	43	&	&	CCONJ
bracis-33620	321	44	 	 	SPACE
bracis-33620	321	45	luana	luana	PROPN
bracis-33620	321	46	b.	b.	PROPN
bracis-33620	321	47	da	da	PROPN
bracis-33620	321	48	cruz	cruz	PROPN
bracis-33620	321	49	dom	dom	PROPN
bracis-33620	321	50	bosco	bosco	PROPN
bracis-33620	321	51	higher	high	ADJ
bracis-33620	321	52	education	education	PROPN
bracis-33620	321	53	unit	unit	NOUN
bracis-33620	321	54	(	(	PUNCT
bracis-33620	321	55	undb	undb	NOUN
bracis-33620	321	56	)	)	PUNCT
bracis-33620	321	57	,	,	PUNCT
bracis-33620	321	58	são	são	PROPN
bracis-33620	321	59	luís	luís	PROPN
bracis-33620	321	60	,	,	PUNCT
bracis-33620	321	61	ma	ma	PROPN
bracis-33620	321	62	,	,	PUNCT
bracis-33620	321	63	brazil	brazil	PROPN
bracis-33620	321	64	giovanni	giovanni	PROPN
bracis-33620	321	65	l.	l.	PROPN
bracis-33620	321	66	f.	f.	PROPN
bracis-33620	321	67	da	da	PROPN
bracis-33620	321	68	silva	silva	PROPN
bracis-33620	321	69	authors	author	NOUN
bracis-33620	321	70	joão	joão	PROPN
bracis-33620	321	71	otávio	otávio	PROPN
bracis-33620	321	72	bandeira	bandeira	PROPN
bracis-33620	321	73	dinizview	dinizview	PROPN
bracis-33620	321	74	author	author	NOUN
bracis-33620	321	75	publications	publication	NOUN
bracis-33620	321	76	search	search	NOUN
bracis-33620	321	77	author	author	NOUN
bracis-33620	321	78	on	on	ADP
bracis-33620	321	79	:	:	PUNCT
bracis-33620	321	80	pubmed	pubmed	PROPN
bracis-33620	321	81	 	 	SPACE
bracis-33620	321	82	google	google	PROPN
bracis-33620	321	83	scholar	scholar	NOUN
bracis-33620	321	84	neilson	neilson	PROPN
bracis-33620	321	85	p.	p.	PROPN
bracis-33620	321	86	ribeiroview	ribeiroview	NOUN
bracis-33620	321	87	author	author	NOUN
bracis-33620	321	88	publications	publication	NOUN
bracis-33620	321	89	search	search	NOUN
bracis-33620	321	90	author	author	NOUN
bracis-33620	321	91	on	on	ADP
bracis-33620	321	92	:	:	PUNCT
bracis-33620	321	93	pubmed	pubmed	PROPN
bracis-33620	321	94	 	 	SPACE
bracis-33620	321	95	google	google	PROPN
bracis-33620	321	96	scholar	scholar	PROPN
bracis-33620	321	97	domingos	domingos	PROPN
bracis-33620	321	98	a.	a.	PROPN
bracis-33620	321	99	dias	dias	PROPN
bracis-33620	321	100	jr.view	jr.view	VERB
bracis-33620	321	101	author	author	NOUN
bracis-33620	321	102	publications	publication	NOUN
bracis-33620	321	103	search	search	NOUN
bracis-33620	321	104	author	author	NOUN
bracis-33620	321	105	on	on	ADP
bracis-33620	321	106	:	:	PUNCT
bracis-33620	321	107	pubmed	pubmed	PROPN
bracis-33620	321	108	 	 	SPACE
bracis-33620	321	109	google	google	PROPN
bracis-33620	321	110	scholar	scholar	PROPN
bracis-33620	321	111	luana	luana	PROPN
bracis-33620	321	112	b.	b.	PROPN
bracis-33620	321	113	da	da	PROPN
bracis-33620	321	114	cruzview	cruzview	PROPN
bracis-33620	321	115	author	author	NOUN
bracis-33620	321	116	publications	publication	NOUN
bracis-33620	321	117	search	search	NOUN
bracis-33620	321	118	author	author	NOUN
bracis-33620	321	119	on	on	ADP
bracis-33620	321	120	:	:	PUNCT
bracis-33620	321	121	pubmed	pubmed	PROPN
bracis-33620	321	122	 	 	SPACE
bracis-33620	321	123	google	google	PROPN
bracis-33620	321	124	scholar	scholar	NOUN
bracis-33620	321	125	giovanni	giovanni	PROPN
bracis-33620	321	126	l.	l.	PROPN
bracis-33620	321	127	f.	f.	PROPN
bracis-33620	321	128	da	da	PROPN
bracis-33620	321	129	silvaview	silvaview	PROPN
bracis-33620	321	130	author	author	NOUN
bracis-33620	321	131	publications	publication	NOUN
bracis-33620	321	132	search	search	NOUN
bracis-33620	321	133	author	author	NOUN
bracis-33620	321	134	on	on	ADP
bracis-33620	321	135	:	:	PUNCT
bracis-33620	321	136	pubmed	pubmed	PROPN
bracis-33620	321	137	 	 	SPACE
bracis-33620	321	138	google	google	PROPN
bracis-33620	321	139	scholar	scholar	PROPN
bracis-33620	321	140	daniel	daniel	PROPN
bracis-33620	321	141	l.	l.	PROPN
bracis-33620	321	142	gomes	gomes	PROPN
bracis-33620	321	143	jrview	jrview	PROPN
bracis-33620	321	144	author	author	NOUN
bracis-33620	321	145	publications	publication	NOUN
bracis-33620	321	146	search	search	NOUN
bracis-33620	321	147	author	author	NOUN
bracis-33620	321	148	on	on	ADP
bracis-33620	321	149	:	:	PUNCT
bracis-33620	321	150	pubmed	pubmed	PROPN
bracis-33620	321	151	 	 	SPACE
bracis-33620	321	152	google	google	PROPN
bracis-33620	321	153	scholar	scholar	NOUN
bracis-33620	321	154	anselmo	anselmo	VERB
bracis-33620	321	155	c.	c.	PROPN
bracis-33620	321	156	de	de	PROPN
bracis-33620	321	157	paivaview	paivaview	PROPN
bracis-33620	321	158	author	author	NOUN
bracis-33620	321	159	publications	publication	NOUN
bracis-33620	321	160	search	search	NOUN
bracis-33620	321	161	author	author	NOUN
bracis-33620	321	162	on	on	ADP
bracis-33620	321	163	:	:	PUNCT
bracis-33620	321	164	pubmed	pubmed	PROPN
bracis-33620	321	165	 	 	SPACE
bracis-33620	321	166	google	google	PROPN
bracis-33620	321	167	scholar	scholar	PROPN
bracis-33620	321	168	aristófanes	aristófanes	PROPN
bracis-33620	321	169	c.	c.	PROPN
bracis-33620	321	170	silvaview	silvaview	PROPN
bracis-33620	321	171	author	author	NOUN
bracis-33620	321	172	publications	publication	NOUN
bracis-33620	321	173	search	search	NOUN
bracis-33620	321	174	author	author	NOUN
bracis-33620	321	175	on	on	ADP
bracis-33620	321	176	:	:	PUNCT
bracis-33620	321	177	pubmed	pubmed	PROPN
bracis-33620	321	178	 	 	SPACE
bracis-33620	321	179	google	google	PROPN
bracis-33620	321	180	scholar	scholar	NOUN
bracis-33620	321	181	corresponding	correspond	VERB
bracis-33620	321	182	author	author	NOUN
bracis-33620	321	183	correspondence	correspondence	NOUN
bracis-33620	321	184	to	to	ADP
bracis-33620	321	185	joão	joão	PROPN
bracis-33620	321	186	otávio	otávio	PROPN
bracis-33620	321	187	bandeira	bandeira	PROPN
bracis-33620	321	188	diniz	diniz	PROPN
bracis-33620	321	189	.	.	PUNCT
bracis-33620	322	1	editor	editor	NOUN
bracis-33620	322	2	information	information	NOUN
bracis-33620	322	3	editors	editor	NOUN
bracis-33620	322	4	and	and	CCONJ
bracis-33620	322	5	affiliations	affiliation	NOUN
bracis-33620	322	6	universidade	universidade	VERB
bracis-33620	322	7	federal	federal	PROPN
bracis-33620	322	8	fluminense	fluminense	PROPN
bracis-33620	322	9	,	,	PUNCT
bracis-33620	322	10	niterói	niterói	PROPN
bracis-33620	322	11	,	,	PUNCT
bracis-33620	322	12	brazil	brazil	PROPN
bracis-33620	322	13	aline	aline	PROPN
bracis-33620	322	14	paes	paes	PROPN
bracis-33620	322	15	instituto	instituto	PROPN
bracis-33620	322	16	tecnológico	tecnológico	PROPN
bracis-33620	322	17	de	de	PROPN
bracis-33620	322	18	aeronáutica	aeronáutica	PROPN
bracis-33620	322	19	,	,	PUNCT
bracis-33620	322	20	são	são	PROPN
bracis-33620	322	21	josé	josé	PROPN
bracis-33620	322	22	dos	dos	PROPN
bracis-33620	322	23	campos	campos	PROPN
bracis-33620	322	24	,	,	PUNCT
bracis-33620	322	25	brazil	brazil	PROPN
bracis-33620	322	26	filipe	filipe	PROPN
bracis-33620	322	27	a.	a.	PROPN
bracis-33620	322	28	n.	n.	PROPN
bracis-33620	322	29	verri	verri	PROPN
bracis-33620	322	30	rights	right	NOUN
bracis-33620	322	31	and	and	CCONJ
bracis-33620	322	32	permissions	permission	NOUN
bracis-33620	322	33	reprints	reprint	NOUN
bracis-33620	322	34	and	and	CCONJ
bracis-33620	322	35	permissions	permission	VERB
bracis-33620	322	36	copyright	copyright	NOUN
bracis-33620	322	37	information	information	NOUN
bracis-33620	322	38	©	©	ADP
bracis-33620	322	39	2025	2025	NUM
bracis-33620	322	40	the	the	DET
bracis-33620	322	41	author(s	author(s	NOUN
bracis-33620	322	42	)	)	PUNCT
bracis-33620	322	43	,	,	PUNCT
bracis-33620	322	44	under	under	ADP
bracis-33620	322	45	exclusive	exclusive	ADJ
bracis-33620	322	46	license	license	NOUN
bracis-33620	322	47	to	to	ADP
bracis-33620	322	48	springer	springer	NOUN
bracis-33620	322	49	nature	nature	PROPN
bracis-33620	322	50	switzerland	switzerland	PROPN
bracis-33620	322	51	ag	ag	PROPN
bracis-33620	322	52	about	about	ADP
bracis-33620	322	53	this	this	DET
bracis-33620	322	54	paper	paper	NOUN
bracis-33620	322	55	cite	cite	VERB
bracis-33620	322	56	this	this	DET
bracis-33620	322	57	paper	paper	NOUN
bracis-33620	322	58	diniz	diniz	PROPN
bracis-33620	322	59	,	,	PUNCT
bracis-33620	322	60	j.o.b	j.o.b	PROPN
bracis-33620	322	61	.	.	PUNCT
bracis-33620	323	1	et	et	PROPN
bracis-33620	323	2	al	al	PROPN
bracis-33620	323	3	.	.	PROPN
bracis-33620	324	1	(	(	PUNCT
bracis-33620	324	2	2025	2025	NUM
bracis-33620	324	3	)	)	PUNCT
bracis-33620	324	4	.	.	PUNCT
bracis-33620	325	1	anisotropicbreast	anisotropicbreast	ADJ
bracis-33620	325	2	-	-	PUNCT
bracis-33620	325	3	vit	vit	NOUN
bracis-33620	325	4	:	:	PUNCT
bracis-33620	325	5	breast	breast	NOUN
bracis-33620	325	6	cancer	cancer	NOUN
bracis-33620	325	7	classification	classification	NOUN
bracis-33620	325	8	in	in	ADP
bracis-33620	325	9	 	 	SPACE
bracis-33620	325	10	ultrasound	ultrasound	NOUN
bracis-33620	325	11	images	image	NOUN
bracis-33620	325	12	using	use	VERB
bracis-33620	325	13	anisotropic	anisotropic	NOUN
bracis-33620	325	14	filtering	filter	VERB
bracis-33620	325	15	and	and	CCONJ
bracis-33620	325	16	 	 	SPACE
bracis-33620	325	17	vision	vision	NOUN
bracis-33620	325	18	transformer	transformer	NOUN
bracis-33620	325	19	.	.	PUNCT
bracis-33620	326	1	in	in	ADP
bracis-33620	326	2	:	:	PUNCT
bracis-33620	326	3	paes	paes	PROPN
bracis-33620	326	4	,	,	PUNCT
bracis-33620	326	5	a.	a.	PROPN
bracis-33620	326	6	,	,	PUNCT
bracis-33620	326	7	verri	verri	NOUN
bracis-33620	326	8	,	,	PUNCT
bracis-33620	326	9	f.a.n	f.a.n	ADJ
bracis-33620	326	10	.	.	PUNCT
bracis-33620	326	11	(	(	PUNCT
bracis-33620	326	12	eds	ed	NOUN
bracis-33620	326	13	)	)	PUNCT
bracis-33620	326	14	intelligent	intelligent	ADJ
bracis-33620	326	15	systems	system	NOUN
bracis-33620	326	16	.	.	PUNCT
bracis-33620	326	17	bracis	bracis	PROPN
bracis-33620	326	18	2024	2024	NUM
bracis-33620	326	19	.	.	PUNCT
bracis-33620	327	1	lecture	lecture	NOUN
bracis-33620	327	2	notes	note	NOUN
bracis-33620	327	3	in	in	ADP
bracis-33620	327	4	computer	computer	NOUN
bracis-33620	327	5	science	science	NOUN
bracis-33620	327	6	(	(	PUNCT
bracis-33620	327	7	)	)	PUNCT
bracis-33620	327	8	,	,	PUNCT
bracis-33620	327	9	vol	vol	NOUN
bracis-33620	327	10	15414	15414	NUM
bracis-33620	327	11	.	.	PUNCT
bracis-33620	328	1	springer	springer	NOUN
bracis-33620	328	2	,	,	PUNCT
bracis-33620	328	3	cham	cham	PROPN
bracis-33620	328	4	.	.	PUNCT
bracis-33620	329	1	https://doi.org/10.1007/978-3-031-79035-5_7	https://doi.org/10.1007/978-3-031-79035-5_7	PROPN
bracis-33620	329	2	download	download	PROPN
bracis-33620	329	3	citation	citation	NOUN
bracis-33620	329	4	.ris	.ris	PUNCT
bracis-33620	329	5	.enw	.enw	PROPN
bracis-33620	329	6	.bib	.bib	PUNCT
bracis-33620	330	1	doi	doi	PROPN
bracis-33620	330	2	:	:	PUNCT
bracis-33620	330	3	https://doi.org/10.1007/978-3-031-79035-5_7	https://doi.org/10.1007/978-3-031-79035-5_7	NUM
bracis-33620	330	4	published	publish	VERB
bracis-33620	330	5	:	:	PUNCT
bracis-33620	330	6	30	30	NUM
bracis-33620	330	7	january	january	PROPN
bracis-33620	330	8	2025	2025	NUM
bracis-33620	330	9	publisher	publisher	NOUN
bracis-33620	330	10	name	name	NOUN
bracis-33620	330	11	:	:	PUNCT
bracis-33620	330	12	springer	springer	NOUN
bracis-33620	330	13	,	,	PUNCT
bracis-33620	330	14	cham	cham	PROPN
bracis-33620	330	15	print	print	PROPN
bracis-33620	330	16	isbn	isbn	PROPN
bracis-33620	330	17	:	:	PUNCT
bracis-33620	330	18	978	978	NUM
bracis-33620	330	19	-	-	SYM
bracis-33620	330	20	3	3	NUM
bracis-33620	330	21	-	-	PUNCT
bracis-33620	330	22	031	031	NUM
bracis-33620	330	23	-	-	PUNCT
bracis-33620	330	24	79034	79034	NUM
bracis-33620	330	25	-	-	SYM
bracis-33620	330	26	8	8	NUM
bracis-33620	330	27	online	online	ADJ
bracis-33620	330	28	isbn	isbn	NOUN
bracis-33620	330	29	:	:	PUNCT
bracis-33620	330	30	978	978	NUM
bracis-33620	330	31	-	-	SYM
bracis-33620	330	32	3	3	NUM
bracis-33620	330	33	-	-	PUNCT
bracis-33620	330	34	031	031	NUM
bracis-33620	330	35	-	-	PUNCT
bracis-33620	330	36	79035	79035	NUM
bracis-33620	330	37	-	-	PUNCT
bracis-33620	330	38	5	5	NUM
bracis-33620	330	39	ebook	ebook	NOUN
bracis-33620	330	40	packages	package	NOUN
bracis-33620	330	41	:	:	PUNCT
bracis-33620	330	42	computer	computer	NOUN
bracis-33620	330	43	sciencecomputer	sciencecomputer	NOUN
bracis-33620	330	44	science	science	NOUN
bracis-33620	330	45	(	(	PUNCT
bracis-33620	330	46	r0	r0	NOUN
bracis-33620	330	47	)	)	PUNCT
bracis-33620	330	48	share	share	VERB
bracis-33620	330	49	this	this	DET
bracis-33620	330	50	paper	paper	NOUN
bracis-33620	330	51	anyone	anyone	PRON
bracis-33620	330	52	you	you	PRON
bracis-33620	330	53	share	share	VERB
bracis-33620	330	54	the	the	DET
bracis-33620	330	55	following	follow	VERB
bracis-33620	330	56	link	link	NOUN
bracis-33620	330	57	with	with	ADP
bracis-33620	330	58	will	will	AUX
bracis-33620	330	59	be	be	AUX
bracis-33620	330	60	able	able	ADJ
bracis-33620	330	61	to	to	PART
bracis-33620	330	62	read	read	VERB
bracis-33620	330	63	this	this	DET
bracis-33620	330	64	content	content	NOUN
bracis-33620	330	65	:	:	PUNCT
bracis-33620	330	66	get	get	VERB
bracis-33620	330	67	shareable	shareable	ADJ
bracis-33620	330	68	linksorry	linksorry	NOUN
bracis-33620	330	69	,	,	PUNCT
bracis-33620	330	70	a	a	DET
bracis-33620	330	71	shareable	shareable	ADJ
bracis-33620	330	72	link	link	NOUN
bracis-33620	330	73	is	be	AUX
bracis-33620	330	74	not	not	PART
bracis-33620	330	75	currently	currently	ADV
bracis-33620	330	76	available	available	ADJ
bracis-33620	330	77	for	for	ADP
bracis-33620	330	78	this	this	DET
bracis-33620	330	79	article	article	NOUN
bracis-33620	330	80	.	.	PUNCT
bracis-33620	331	1	copy	copy	VERB
bracis-33620	331	2	shareable	shareable	ADJ
bracis-33620	331	3	link	link	NOUN
bracis-33620	331	4	to	to	PART
bracis-33620	331	5	clipboard	clipboard	NOUN
bracis-33620	331	6	provided	provide	VERB
bracis-33620	331	7	by	by	ADP
bracis-33620	331	8	the	the	DET
bracis-33620	331	9	springer	springer	NOUN
bracis-33620	331	10	nature	nature	PROPN
bracis-33620	331	11	sharedit	sharedit	PROPN
bracis-33620	331	12	content	content	NOUN
bracis-33620	331	13	-	-	PUNCT
bracis-33620	331	14	sharing	share	VERB
bracis-33620	331	15	initiative	initiative	NOUN
bracis-33620	331	16	keywords	keyword	NOUN
bracis-33620	331	17	breast	breast	NOUN
bracis-33620	331	18	cancer	cancer	NOUN
bracis-33620	331	19	ultrasound	ultrasound	PROPN
bracis-33620	331	20	vision	vision	PROPN
bracis-33620	331	21	transformer	transformer	NOUN
bracis-33620	331	22	publish	publish	NOUN
bracis-33620	331	23	with	with	ADP
bracis-33620	331	24	us	us	PROPN
bracis-33620	331	25	policies	policy	NOUN
bracis-33620	331	26	and	and	CCONJ
bracis-33620	331	27	ethics	ethic	NOUN
bracis-33620	331	28	search	search	NOUN
bracis-33620	331	29	search	search	NOUN
bracis-33620	331	30	by	by	ADP
bracis-33620	331	31	keyword	keyword	NOUN
bracis-33620	331	32	or	or	CCONJ
bracis-33620	331	33	author	author	NOUN
bracis-33620	331	34	search	search	NOUN
bracis-33620	331	35	navigation	navigation	NOUN
bracis-33620	331	36	find	find	VERB
bracis-33620	331	37	a	a	DET
bracis-33620	331	38	journal	journal	NOUN
bracis-33620	331	39	publish	publish	VERB
bracis-33620	331	40	with	with	ADP
bracis-33620	331	41	us	we	PRON
bracis-33620	331	42	track	track	VERB
bracis-33620	331	43	your	your	PRON
bracis-33620	331	44	research	research	NOUN
bracis-33620	331	45	discover	discover	VERB
bracis-33620	331	46	content	content	NOUN
bracis-33620	331	47	journals	journal	NOUN
bracis-33620	331	48	a	a	DET
bracis-33620	331	49	-	-	PUNCT
bracis-33620	331	50	z	z	NOUN
bracis-33620	331	51	books	book	NOUN
bracis-33620	331	52	a	a	DET
bracis-33620	331	53	-	-	PUNCT
bracis-33620	331	54	z	z	NOUN
bracis-33620	331	55	publish	publish	NOUN
bracis-33620	331	56	with	with	ADP
bracis-33620	331	57	us	us	PROPN
bracis-33620	331	58	journal	journal	PROPN
bracis-33620	331	59	finder	finder	PROPN
bracis-33620	331	60	publish	publish	VERB
bracis-33620	331	61	your	your	PRON
bracis-33620	331	62	research	research	NOUN
bracis-33620	331	63	language	language	NOUN
bracis-33620	331	64	editing	edit	VERB
bracis-33620	331	65	open	open	ADJ
bracis-33620	331	66	access	access	NOUN
bracis-33620	331	67	publishing	publishing	NOUN
bracis-33620	331	68	products	product	NOUN
bracis-33620	331	69	and	and	CCONJ
bracis-33620	331	70	services	service	NOUN
bracis-33620	331	71	our	our	PRON
bracis-33620	331	72	products	product	NOUN
bracis-33620	331	73	librarians	librarian	VERB
bracis-33620	331	74	societies	society	NOUN
bracis-33620	331	75	partners	partner	NOUN
bracis-33620	331	76	and	and	CCONJ
bracis-33620	331	77	advertisers	advertiser	NOUN
bracis-33620	331	78	our	our	PRON
bracis-33620	331	79	brands	brand	NOUN
bracis-33620	331	80	springer	springer	NOUN
bracis-33620	331	81	nature	nature	PROPN
bracis-33620	331	82	portfolio	portfolio	PROPN
bracis-33620	331	83	bmc	bmc	PROPN
bracis-33620	331	84	palgrave	palgrave	PROPN
bracis-33620	331	85	macmillan	macmillan	PROPN
bracis-33620	331	86	apress	apress	PROPN
bracis-33620	331	87	discover	discover	VERB
bracis-33620	331	88	your	your	PRON
bracis-33620	331	89	privacy	privacy	NOUN
bracis-33620	331	90	choices	choice	NOUN
bracis-33620	331	91	/	/	SYM
bracis-33620	331	92	manage	manage	NOUN
bracis-33620	331	93	cookies	cookie	NOUN
bracis-33620	331	94	your	your	PRON
bracis-33620	331	95	us	us	PROPN
bracis-33620	332	1	state	state	NOUN
bracis-33620	332	2	privacy	privacy	NOUN
bracis-33620	332	3	rights	right	NOUN
bracis-33620	332	4	accessibility	accessibility	NOUN
bracis-33620	332	5	statement	statement	NOUN
bracis-33620	332	6	terms	term	NOUN
bracis-33620	332	7	and	and	CCONJ
bracis-33620	332	8	conditions	condition	NOUN
bracis-33620	332	9	privacy	privacy	NOUN
bracis-33620	332	10	policy	policy	NOUN
bracis-33620	332	11	help	help	NOUN
bracis-33620	332	12	and	and	CCONJ
bracis-33620	332	13	support	support	VERB
bracis-33620	332	14	legal	legal	ADJ
bracis-33620	332	15	notice	notice	NOUN
bracis-33620	332	16	cancel	cancel	VERB
bracis-33620	332	17	contracts	contract	NOUN
bracis-33620	332	18	here	here	ADV
bracis-33620	332	19	129.74.145.123	129.74.145.123	NUM
bracis-33620	332	20	hesburgh	hesburgh	PROPN
bracis-33620	332	21	library	library	PROPN
bracis-33620	332	22	er	er	INTJ
bracis-33620	332	23	unit	unit	NOUN
bracis-33620	332	24	(	(	PUNCT
bracis-33620	332	25	3005732405	3005732405	NUM
bracis-33620	332	26	)	)	PUNCT
bracis-33620	332	27	northeast	northeast	ADJ
bracis-33620	332	28	research	research	NOUN
bracis-33620	332	29	libraries	library	NOUN
bracis-33620	332	30	(	(	PUNCT
bracis-33620	332	31	nerl	nerl	PROPN
bracis-33620	332	32	)	)	PUNCT
bracis-33620	332	33	(	(	PUNCT
bracis-33620	332	34	8200828607	8200828607	NUM
bracis-33620	332	35	)	)	PUNCT
bracis-33620	332	36	nerl	nerl	VERB
bracis-33620	332	37	ta	ta	X
bracis-33620	332	38	account	account	NOUN
bracis-33620	332	39	(	(	PUNCT
bracis-33620	332	40	3006206169	3006206169	NUM
bracis-33620	332	41	)	)	PUNCT
bracis-33620	332	42	university	university	NOUN
bracis-33620	332	43	of	of	ADP
bracis-33620	332	44	notre	notre	PROPN
bracis-33620	332	45	dame	dame	PROPN
bracis-33620	332	46	hesburgh	hesburgh	PROPN
bracis-33620	332	47	library	library	NOUN
bracis-33620	332	48	(	(	PUNCT
bracis-33620	332	49	3000184373	3000184373	NUM
bracis-33620	332	50	)	)	PUNCT
bracis-33620	333	1	©	©	ADP
bracis-33620	333	2	2025	2025	NUM
bracis-33620	333	3	springer	springer	NOUN
bracis-33620	333	4	nature	nature	NOUN