id	sid	tid	token	lemma	pos
bracis-33645	1	1	the	the	DET
bracis-33645	1	2	impact	impact	NOUN
bracis-33645	1	3	of	of	ADP
bracis-33645	1	4	 	 	SPACE
bracis-33645	1	5	double	double	ADJ
bracis-33645	1	6	transfer	transfer	NOUN
bracis-33645	1	7	learning	learning	NOUN
bracis-33645	1	8	in	in	ADP
bracis-33645	1	9	 	 	SPACE
bracis-33645	1	10	vgg	vgg	PROPN
bracis-33645	1	11	architectures	architecture	NOUN
bracis-33645	1	12	for	for	ADP
bracis-33645	1	13	 	 	SPACE
bracis-33645	1	14	metastasis	metastasis	NOUN
bracis-33645	1	15	breast	breast	NOUN
bracis-33645	1	16	cancer	cancer	NOUN
bracis-33645	1	17	detection	detection	NOUN
bracis-33645	1	18	|	|	ADV
bracis-33645	1	19	springer	springer	NOUN
bracis-33645	1	20	nature	nature	PROPN
bracis-33645	1	21	link	link	PROPN
bracis-33645	1	22	(	(	PUNCT
bracis-33645	1	23	formerly	formerly	ADV
bracis-33645	1	24	springerlink	springerlink	NOUN
bracis-33645	1	25	)	)	PUNCT
bracis-33645	1	26	skip	skip	VERB
bracis-33645	1	27	to	to	ADP
bracis-33645	1	28	main	main	ADJ
bracis-33645	1	29	content	content	NOUN
bracis-33645	1	30	advertisement	advertisement	NOUN
bracis-33645	1	31	log	log	NOUN
bracis-33645	1	32	in	in	ADP
bracis-33645	1	33	menu	menu	NOUN
bracis-33645	1	34	find	find	VERB
bracis-33645	1	35	a	a	DET
bracis-33645	1	36	journal	journal	NOUN
bracis-33645	1	37	publish	publish	VERB
bracis-33645	1	38	with	with	ADP
bracis-33645	1	39	us	we	PRON
bracis-33645	1	40	track	track	VERB
bracis-33645	1	41	your	your	PRON
bracis-33645	1	42	research	research	NOUN
bracis-33645	1	43	search	search	NOUN
bracis-33645	1	44	cart	cart	NOUN
bracis-33645	1	45	home	home	NOUN
bracis-33645	1	46	intelligent	intelligent	ADJ
bracis-33645	1	47	systems	system	NOUN
bracis-33645	1	48	conference	conference	NOUN
bracis-33645	1	49	paper	paper	NOUN
bracis-33645	1	50	the	the	DET
bracis-33645	1	51	impact	impact	NOUN
bracis-33645	1	52	of	of	ADP
bracis-33645	1	53	 	 	SPACE
bracis-33645	1	54	double	double	ADJ
bracis-33645	1	55	transfer	transfer	NOUN
bracis-33645	1	56	learning	learning	NOUN
bracis-33645	1	57	in	in	ADP
bracis-33645	1	58	 	 	SPACE
bracis-33645	1	59	vgg	vgg	PROPN
bracis-33645	1	60	architectures	architecture	NOUN
bracis-33645	1	61	for	for	ADP
bracis-33645	1	62	 	 	SPACE
bracis-33645	1	63	metastasis	metastasis	NOUN
bracis-33645	1	64	breast	breast	NOUN
bracis-33645	1	65	cancer	cancer	NOUN
bracis-33645	1	66	detection	detection	NOUN
bracis-33645	1	67	conference	conference	NOUN
bracis-33645	1	68	paper	paper	NOUN
bracis-33645	1	69	first	first	ADV
bracis-33645	1	70	online	online	ADV
bracis-33645	1	71	:	:	PUNCT
bracis-33645	1	72	30	30	NUM
bracis-33645	1	73	january	january	NOUN
bracis-33645	1	74	2025	2025	NUM
bracis-33645	1	75	pp	pp	PROPN
bracis-33645	1	76	457–468	457–468	NUM
bracis-33645	1	77	cite	cite	VERB
bracis-33645	1	78	this	this	DET
bracis-33645	1	79	conference	conference	NOUN
bracis-33645	1	80	paper	paper	NOUN
bracis-33645	1	81	access	access	NOUN
bracis-33645	1	82	provided	provide	VERB
bracis-33645	1	83	by	by	ADP
bracis-33645	1	84	university	university	PROPN
bracis-33645	1	85	of	of	ADP
bracis-33645	1	86	notre	notre	PROPN
bracis-33645	1	87	dame	dame	PROPN
bracis-33645	1	88	hesburgh	hesburgh	PROPN
bracis-33645	1	89	library	library	PROPN
bracis-33645	1	90	download	download	PROPN
bracis-33645	1	91	book	book	NOUN
bracis-33645	1	92	pdf	pdf	PROPN
bracis-33645	1	93	download	download	NOUN
bracis-33645	1	94	book	book	NOUN
bracis-33645	1	95	epub	epub	PROPN
bracis-33645	1	96	intelligent	intelligent	ADJ
bracis-33645	1	97	systems	system	NOUN
bracis-33645	1	98	(	(	PUNCT
bracis-33645	1	99	bracis	bracis	NOUN
bracis-33645	1	100	2024	2024	NUM
bracis-33645	1	101	)	)	PUNCT
bracis-33645	1	102	the	the	DET
bracis-33645	1	103	impact	impact	NOUN
bracis-33645	1	104	of	of	ADP
bracis-33645	1	105	 	 	SPACE
bracis-33645	1	106	double	double	ADJ
bracis-33645	1	107	transfer	transfer	NOUN
bracis-33645	1	108	learning	learning	NOUN
bracis-33645	1	109	in	in	ADP
bracis-33645	1	110	 	 	SPACE
bracis-33645	1	111	vgg	vgg	PROPN
bracis-33645	1	112	architectures	architecture	NOUN
bracis-33645	1	113	for	for	ADP
bracis-33645	1	114	 	 	SPACE
bracis-33645	1	115	metastasis	metastasis	NOUN
bracis-33645	1	116	breast	breast	NOUN
bracis-33645	1	117	cancer	cancer	NOUN
bracis-33645	1	118	detection	detection	NOUN
bracis-33645	1	119	download	download	NOUN
bracis-33645	1	120	book	book	NOUN
bracis-33645	1	121	pdf	pdf	PROPN
bracis-33645	1	122	download	download	NOUN
bracis-33645	1	123	book	book	PROPN
bracis-33645	1	124	epub	epub	PROPN
bracis-33645	1	125	danyllo	danyllo	PROPN
bracis-33645	1	126	carlos	carlos	PROPN
bracis-33645	1	127	silva	silva	PROPN
bracis-33645	1	128	e	e	PROPN
bracis-33645	1	129	silva	silva	PROPN
bracis-33645	1	130	  	  	SPACE
bracis-33645	1	131	orcid	orcid	NOUN
bracis-33645	1	132	:	:	PUNCT
bracis-33645	1	133	orcid.org/0009-0008-9932-12809	orcid.org/0009-0008-9932-12809	PROPN
bracis-33645	1	134	,	,	PUNCT
bracis-33645	1	135	omar	omar	PROPN
bracis-33645	1	136	andres	andres	PROPN
bracis-33645	1	137	carmona	carmona	PROPN
bracis-33645	1	138	cortes	corte	VERB
bracis-33645	1	139	  	  	SPACE
bracis-33645	1	140	orcid	orcid	NOUN
bracis-33645	1	141	:	:	PUNCT
bracis-33645	1	142	orcid.org/0000-0002-5805-24909,10	orcid.org/0000-0002-5805-24909,10	PROPN
bracis-33645	1	143	&	&	CCONJ
bracis-33645	1	144	joão	joão	PROPN
bracis-33645	1	145	otávio	otávio	PROPN
bracis-33645	1	146	bandeira	bandeira	PROPN
bracis-33645	1	147	diniz	diniz	PROPN
bracis-33645	1	148	  	  	SPACE
bracis-33645	1	149	orcid	orcid	PROPN
bracis-33645	1	150	:	:	PUNCT
bracis-33645	1	151	orcid.org/0000-0003-3303-334611	orcid.org/0000-0003-3303-334611	NOUN
bracis-33645	1	152	  	  	SPACE
bracis-33645	1	153	part	part	NOUN
bracis-33645	1	154	of	of	ADP
bracis-33645	1	155	the	the	DET
bracis-33645	1	156	book	book	NOUN
bracis-33645	1	157	series	series	NOUN
bracis-33645	1	158	:	:	PUNCT
bracis-33645	1	159	lecture	lecture	NOUN
bracis-33645	1	160	notes	note	NOUN
bracis-33645	1	161	in	in	ADP
bracis-33645	1	162	computer	computer	NOUN
bracis-33645	1	163	science	science	NOUN
bracis-33645	1	164	(	(	PUNCT
bracis-33645	1	165	(	(	PUNCT
bracis-33645	1	166	lnai	lnai	ADJ
bracis-33645	1	167	,	,	PUNCT
bracis-33645	1	168	volume	volume	NOUN
bracis-33645	1	169	15414	15414	NUM
bracis-33645	1	170	)	)	PUNCT
bracis-33645	1	171	)	)	PUNCT
bracis-33645	1	172	included	include	VERB
bracis-33645	1	173	in	in	ADP
bracis-33645	1	174	the	the	DET
bracis-33645	1	175	following	follow	VERB
bracis-33645	1	176	conference	conference	NOUN
bracis-33645	1	177	series	series	NOUN
bracis-33645	1	178	:	:	PUNCT
bracis-33645	1	179	brazilian	brazilian	ADJ
bracis-33645	1	180	conference	conference	NOUN
bracis-33645	1	181	on	on	ADP
bracis-33645	1	182	intelligent	intelligent	ADJ
bracis-33645	1	183	systems	system	NOUN
bracis-33645	1	184	375	375	NUM
bracis-33645	1	185	accesses	access	NOUN
bracis-33645	1	186	1	1	NUM
bracis-33645	1	187	citation	citation	NOUN
bracis-33645	1	188	abstract	abstract	NOUN
bracis-33645	1	189	according	accord	VERB
bracis-33645	1	190	to	to	ADP
bracis-33645	1	191	the	the	DET
bracis-33645	1	192	world	world	PROPN
bracis-33645	1	193	health	health	NOUN
bracis-33645	1	194	organization	organization	NOUN
bracis-33645	1	195	(	(	PUNCT
bracis-33645	1	196	who	who	PRON
bracis-33645	1	197	)	)	PUNCT
bracis-33645	1	198	,	,	PUNCT
bracis-33645	1	199	2.3	2.3	NUM
bracis-33645	1	200	million	million	NUM
bracis-33645	1	201	women	woman	NOUN
bracis-33645	1	202	were	be	AUX
bracis-33645	1	203	diagnosed	diagnose	VERB
bracis-33645	1	204	with	with	ADP
bracis-33645	1	205	breast	breast	NOUN
bracis-33645	1	206	cancer	cancer	NOUN
bracis-33645	1	207	in	in	ADP
bracis-33645	1	208	2020	2020	NUM
bracis-33645	1	209	,	,	PUNCT
bracis-33645	1	210	causing	cause	VERB
bracis-33645	1	211	almost	almost	ADV
bracis-33645	1	212	700.000	700.000	NUM
bracis-33645	1	213	deaths	death	NOUN
bracis-33645	1	214	worldwide	worldwide	ADV
bracis-33645	1	215	.	.	PUNCT
bracis-33645	2	1	the	the	DET
bracis-33645	2	2	first	first	ADJ
bracis-33645	2	3	occurrences	occurrence	NOUN
bracis-33645	2	4	(	(	PUNCT
bracis-33645	2	5	in	in	ADP
bracis-33645	2	6	situ	situ	ADJ
bracis-33645	2	7	stage	stage	NOUN
bracis-33645	2	8	)	)	PUNCT
bracis-33645	2	9	usually	usually	ADV
bracis-33645	2	10	have	have	VERB
bracis-33645	2	11	a	a	DET
bracis-33645	2	12	good	good	ADJ
bracis-33645	2	13	response	response	NOUN
bracis-33645	2	14	if	if	SCONJ
bracis-33645	2	15	there	there	PRON
bracis-33645	2	16	is	be	VERB
bracis-33645	2	17	an	an	DET
bracis-33645	2	18	early	early	ADJ
bracis-33645	2	19	detection	detection	NOUN
bracis-33645	2	20	because	because	SCONJ
bracis-33645	2	21	the	the	DET
bracis-33645	2	22	earliest	early	ADJ
bracis-33645	2	23	form	form	NOUN
bracis-33645	2	24	of	of	ADP
bracis-33645	2	25	tumor	tumor	NOUN
bracis-33645	2	26	does	do	AUX
bracis-33645	2	27	not	not	PART
bracis-33645	2	28	have	have	VERB
bracis-33645	2	29	sufficient	sufficient	ADJ
bracis-33645	2	30	potential	potential	NOUN
bracis-33645	2	31	to	to	PART
bracis-33645	2	32	kill	kill	VERB
bracis-33645	2	33	.	.	PUNCT
bracis-33645	3	1	however	however	ADV
bracis-33645	3	2	,	,	PUNCT
bracis-33645	3	3	the	the	DET
bracis-33645	3	4	next	next	ADJ
bracis-33645	3	5	stage	stage	NOUN
bracis-33645	3	6	has	have	VERB
bracis-33645	3	7	a	a	DET
bracis-33645	3	8	low	low	ADJ
bracis-33645	3	9	survival	survival	NOUN
bracis-33645	3	10	rate	rate	NOUN
bracis-33645	3	11	because	because	SCONJ
bracis-33645	3	12	the	the	DET
bracis-33645	3	13	most	most	ADV
bracis-33645	3	14	threatening	threatening	ADJ
bracis-33645	3	15	tumor	tumor	NOUN
bracis-33645	3	16	characteristic	characteristic	NOUN
bracis-33645	3	17	is	be	AUX
bracis-33645	3	18	cell	cell	NOUN
bracis-33645	3	19	division	division	NOUN
bracis-33645	3	20	spreading	spread	VERB
bracis-33645	3	21	throughout	throughout	ADP
bracis-33645	3	22	the	the	DET
bracis-33645	3	23	body	body	NOUN
bracis-33645	3	24	,	,	PUNCT
bracis-33645	3	25	damaging	damaging	ADJ
bracis-33645	3	26	lungs	lung	NOUN
bracis-33645	3	27	,	,	PUNCT
bracis-33645	3	28	livers	liver	NOUN
bracis-33645	3	29	,	,	PUNCT
bracis-33645	3	30	bones	bone	NOUN
bracis-33645	3	31	,	,	PUNCT
bracis-33645	3	32	and	and	CCONJ
bracis-33645	3	33	the	the	DET
bracis-33645	3	34	brain	brain	NOUN
bracis-33645	3	35	.	.	PUNCT
bracis-33645	4	1	an	an	DET
bracis-33645	4	2	alternative	alternative	NOUN
bracis-33645	4	3	to	to	PART
bracis-33645	4	4	deal	deal	VERB
bracis-33645	4	5	with	with	ADP
bracis-33645	4	6	this	this	DET
bracis-33645	4	7	problem	problem	NOUN
bracis-33645	4	8	is	be	AUX
bracis-33645	4	9	to	to	PART
bracis-33645	4	10	enhance	enhance	VERB
bracis-33645	4	11	the	the	DET
bracis-33645	4	12	velocity	velocity	NOUN
bracis-33645	4	13	of	of	ADP
bracis-33645	4	14	the	the	DET
bracis-33645	4	15	diagnosis	diagnosis	NOUN
bracis-33645	4	16	and	and	CCONJ
bracis-33645	4	17	detection	detection	NOUN
bracis-33645	4	18	of	of	ADP
bracis-33645	4	19	breast	breast	NOUN
bracis-33645	4	20	cancer	cancer	NOUN
bracis-33645	4	21	.	.	PUNCT
bracis-33645	5	1	thus	thus	ADV
bracis-33645	5	2	,	,	PUNCT
bracis-33645	5	3	machine	machine	NOUN
bracis-33645	5	4	learning	learn	VERB
bracis-33645	5	5	algorithms	algorithm	NOUN
bracis-33645	5	6	have	have	AUX
bracis-33645	5	7	proven	prove	VERB
bracis-33645	5	8	to	to	PART
bracis-33645	5	9	be	be	AUX
bracis-33645	5	10	effective	effective	ADJ
bracis-33645	5	11	in	in	ADP
bracis-33645	5	12	this	this	DET
bracis-33645	5	13	task	task	NOUN
bracis-33645	5	14	.	.	PUNCT
bracis-33645	6	1	in	in	ADP
bracis-33645	6	2	this	this	DET
bracis-33645	6	3	context	context	NOUN
bracis-33645	6	4	,	,	PUNCT
bracis-33645	6	5	this	this	DET
bracis-33645	6	6	work	work	NOUN
bracis-33645	6	7	investigates	investigate	VERB
bracis-33645	6	8	how	how	SCONJ
bracis-33645	6	9	double	double	ADJ
bracis-33645	6	10	transfer	transfer	NOUN
bracis-33645	6	11	learning	learning	NOUN
bracis-33645	6	12	improves	improve	VERB
bracis-33645	6	13	two	two	NUM
bracis-33645	6	14	deep	deep	ADJ
bracis-33645	6	15	learning	learning	NOUN
bracis-33645	6	16	architectures	architecture	NOUN
bracis-33645	6	17	,	,	PUNCT
bracis-33645	6	18	vgg-16	vgg-16	NOUN
bracis-33645	6	19	and	and	CCONJ
bracis-33645	6	20	vgg-19	vgg-19	NUM
bracis-33645	6	21	,	,	PUNCT
bracis-33645	6	22	using	use	VERB
bracis-33645	6	23	histopathological	histopathological	ADJ
bracis-33645	6	24	images	image	NOUN
bracis-33645	6	25	,	,	PUNCT
bracis-33645	6	26	i.e.	i.e.	X
bracis-33645	6	27	,	,	PUNCT
bracis-33645	6	28	employing	employ	VERB
bracis-33645	6	29	breakhis	breakhis	NOUN
bracis-33645	6	30	as	as	ADP
bracis-33645	6	31	the	the	DET
bracis-33645	6	32	first	first	ADJ
bracis-33645	6	33	transfer	transfer	NOUN
bracis-33645	6	34	learning	learning	NOUN
bracis-33645	6	35	and	and	CCONJ
bracis-33645	6	36	patchcamelyon	patchcamelyon	NOUN
bracis-33645	6	37	as	as	ADP
bracis-33645	6	38	the	the	DET
bracis-33645	6	39	second	second	ADJ
bracis-33645	6	40	.	.	PUNCT
bracis-33645	7	1	results	result	NOUN
bracis-33645	7	2	indicate	indicate	VERB
bracis-33645	7	3	that	that	SCONJ
bracis-33645	7	4	using	use	VERB
bracis-33645	7	5	double	double	ADJ
bracis-33645	7	6	transfer	transfer	NOUN
bracis-33645	7	7	learning	learning	NOUN
bracis-33645	7	8	,	,	PUNCT
bracis-33645	7	9	results	result	NOUN
bracis-33645	7	10	for	for	ADP
bracis-33645	7	11	precision	precision	NOUN
bracis-33645	7	12	,	,	PUNCT
bracis-33645	7	13	specificity	specificity	NOUN
bracis-33645	7	14	,	,	PUNCT
bracis-33645	7	15	recall	recall	NOUN
bracis-33645	7	16	,	,	PUNCT
bracis-33645	7	17	and	and	CCONJ
bracis-33645	7	18	f	f	X
bracis-33645	7	19	-	-	PUNCT
bracis-33645	7	20	score	score	NOUN
bracis-33645	7	21	improve	improve	VERB
bracis-33645	7	22	to	to	ADP
bracis-33645	7	23	99	99	NUM
bracis-33645	7	24	%	%	NOUN
bracis-33645	7	25	,	,	PUNCT
bracis-33645	7	26	83	83	NUM
bracis-33645	7	27	%	%	NOUN
bracis-33645	7	28	,	,	PUNCT
bracis-33645	7	29	89	89	NUM
bracis-33645	7	30	%	%	NOUN
bracis-33645	7	31	,	,	PUNCT
bracis-33645	7	32	and	and	CCONJ
bracis-33645	7	33	90	90	NUM
bracis-33645	7	34	%	%	NOUN
bracis-33645	7	35	,	,	PUNCT
bracis-33645	7	36	respectively	respectively	ADV
bracis-33645	7	37	.	.	PUNCT
bracis-33645	8	1	access	access	NOUN
bracis-33645	8	2	provided	provide	VERB
bracis-33645	8	3	by	by	ADP
bracis-33645	8	4	university	university	PROPN
bracis-33645	8	5	of	of	ADP
bracis-33645	8	6	notre	notre	PROPN
bracis-33645	8	7	dame	dame	PROPN
bracis-33645	8	8	hesburgh	hesburgh	PROPN
bracis-33645	8	9	library	library	PROPN
bracis-33645	8	10	.	.	PUNCT
bracis-33645	9	1	download	download	PROPN
bracis-33645	9	2	conference	conference	NOUN
bracis-33645	9	3	paper	paper	NOUN
bracis-33645	9	4	pdf	pdf	NOUN
bracis-33645	9	5	similar	similar	ADJ
bracis-33645	9	6	content	content	NOUN
bracis-33645	9	7	being	be	AUX
bracis-33645	9	8	viewed	view	VERB
bracis-33645	9	9	by	by	ADP
bracis-33645	9	10	others	other	NOUN
bracis-33645	9	11	breast	breast	NOUN
bracis-33645	9	12	cancer	cancer	NOUN
bracis-33645	9	13	prediction	prediction	NOUN
bracis-33645	9	14	on	on	ADP
bracis-33645	9	15	breakhis	breakhis	ADJ
bracis-33645	9	16	dataset	dataset	NOUN
bracis-33645	9	17	using	use	VERB
bracis-33645	9	18	deep	deep	ADJ
bracis-33645	9	19	cnn	cnn	NOUN
bracis-33645	9	20	and	and	CCONJ
bracis-33645	9	21	transfer	transfer	NOUN
bracis-33645	9	22	learning	learning	NOUN
bracis-33645	9	23	model	model	NOUN
bracis-33645	9	24	chapter	chapter	NOUN
bracis-33645	9	25	©	©	PROPN
bracis-33645	9	26	2022	2022	NUM
bracis-33645	9	27	breast	breast	NOUN
bracis-33645	9	28	cancer	cancer	NOUN
bracis-33645	9	29	detection	detection	NOUN
bracis-33645	9	30	in	in	ADP
bracis-33645	9	31	histology	histology	NOUN
bracis-33645	9	32	images	image	NOUN
bracis-33645	9	33	using	use	VERB
bracis-33645	9	34	convolutional	convolutional	ADJ
bracis-33645	9	35	neural	neural	ADJ
bracis-33645	9	36	network	network	NOUN
bracis-33645	9	37	chapter	chapter	NOUN
bracis-33645	9	38	©	©	PROPN
bracis-33645	9	39	2021	2021	NUM
bracis-33645	9	40	enhancing	enhance	VERB
bracis-33645	9	41	breast	breast	NOUN
bracis-33645	9	42	cancer	cancer	NOUN
bracis-33645	9	43	detection	detection	NOUN
bracis-33645	9	44	accuracy	accuracy	NOUN
bracis-33645	9	45	through	through	ADP
bracis-33645	9	46	machine	machine	NOUN
bracis-33645	9	47	learning	learning	NOUN
bracis-33645	9	48	,	,	PUNCT
bracis-33645	9	49	deep	deep	ADJ
bracis-33645	9	50	learning	learning	NOUN
bracis-33645	9	51	and	and	CCONJ
bracis-33645	9	52	transfer	transfer	VERB
bracis-33645	9	53	learning	learn	VERB
bracis-33645	9	54	techniques	technique	NOUN
bracis-33645	9	55	for	for	ADP
bracis-33645	9	56	clinical	clinical	ADJ
bracis-33645	9	57	practice	practice	NOUN
bracis-33645	9	58	article	article	NOUN
bracis-33645	9	59	open	open	ADJ
bracis-33645	9	60	access	access	NOUN
bracis-33645	9	61	11	11	NUM
bracis-33645	9	62	december	december	PROPN
bracis-33645	9	63	2025	2025	NUM
bracis-33645	9	64	1	1	NUM
bracis-33645	9	65	introduction	introduction	NOUN
bracis-33645	9	66	cancer	cancer	NOUN
bracis-33645	9	67	is	be	AUX
bracis-33645	9	68	the	the	DET
bracis-33645	9	69	uncontrollable	uncontrollable	ADJ
bracis-33645	9	70	growth	growth	NOUN
bracis-33645	9	71	of	of	ADP
bracis-33645	9	72	cells	cell	NOUN
bracis-33645	9	73	that	that	PRON
bracis-33645	9	74	can	can	AUX
bracis-33645	9	75	spread	spread	VERB
bracis-33645	9	76	to	to	ADP
bracis-33645	9	77	other	other	ADJ
bracis-33645	9	78	parts	part	NOUN
bracis-33645	9	79	of	of	ADP
bracis-33645	9	80	the	the	DET
bracis-33645	9	81	body	body	NOUN
bracis-33645	10	1	[	[	X
bracis-33645	10	2	3	3	NUM
bracis-33645	10	3	]	]	PUNCT
bracis-33645	10	4	.	.	PUNCT
bracis-33645	11	1	breast	breast	NOUN
bracis-33645	11	2	cancer	cancer	NOUN
bracis-33645	11	3	,	,	PUNCT
bracis-33645	11	4	which	which	PRON
bracis-33645	11	5	originates	originate	VERB
bracis-33645	11	6	in	in	ADP
bracis-33645	11	7	the	the	DET
bracis-33645	11	8	breast	breast	NOUN
bracis-33645	11	9	,	,	PUNCT
bracis-33645	11	10	is	be	AUX
bracis-33645	11	11	a	a	DET
bracis-33645	11	12	disease	disease	NOUN
bracis-33645	11	13	that	that	PRON
bracis-33645	11	14	affects	affect	VERB
bracis-33645	11	15	males	male	NOUN
bracis-33645	11	16	and	and	CCONJ
bracis-33645	11	17	females	female	NOUN
bracis-33645	11	18	,	,	PUNCT
bracis-33645	11	19	but	but	CCONJ
bracis-33645	11	20	the	the	DET
bracis-33645	11	21	majority	majority	NOUN
bracis-33645	11	22	are	be	AUX
bracis-33645	11	23	women	woman	NOUN
bracis-33645	11	24	over	over	ADP
bracis-33645	11	25	40	40	NUM
bracis-33645	11	26	years	year	NOUN
bracis-33645	11	27	old	old	ADJ
bracis-33645	11	28	.	.	PUNCT
bracis-33645	12	1	obesity	obesity	NOUN
bracis-33645	12	2	,	,	PUNCT
bracis-33645	12	3	drug	drug	NOUN
bracis-33645	12	4	use	use	NOUN
bracis-33645	12	5	,	,	PUNCT
bracis-33645	12	6	family	family	NOUN
bracis-33645	12	7	history	history	NOUN
bracis-33645	12	8	,	,	PUNCT
bracis-33645	12	9	and	and	CCONJ
bracis-33645	12	10	late	late	ADJ
bracis-33645	12	11	menopause	menopause	NOUN
bracis-33645	12	12	are	be	AUX
bracis-33645	12	13	some	some	PRON
bracis-33645	12	14	of	of	ADP
bracis-33645	12	15	the	the	DET
bracis-33645	12	16	consequences	consequence	NOUN
bracis-33645	12	17	that	that	PRON
bracis-33645	12	18	favor	favor	VERB
bracis-33645	12	19	the	the	DET
bracis-33645	12	20	occurrence	occurrence	NOUN
bracis-33645	12	21	.	.	PUNCT
bracis-33645	13	1	particularly	particularly	ADV
bracis-33645	13	2	in	in	ADP
bracis-33645	13	3	brazil	brazil	PROPN
bracis-33645	13	4	,	,	PUNCT
bracis-33645	13	5	the	the	DET
bracis-33645	13	6	national	national	PROPN
bracis-33645	13	7	cancer	cancer	PROPN
bracis-33645	13	8	institute	institute	PROPN
bracis-33645	13	9	estimates	estimate	VERB
bracis-33645	13	10	a	a	DET
bracis-33645	13	11	total	total	NOUN
bracis-33645	13	12	of	of	ADP
bracis-33645	13	13	704,000	704,000	NUM
bracis-33645	13	14	new	new	ADJ
bracis-33645	13	15	cases	case	NOUN
bracis-33645	13	16	of	of	ADP
bracis-33645	13	17	cancer	cancer	NOUN
bracis-33645	13	18	in	in	ADP
bracis-33645	13	19	the	the	DET
bracis-33645	13	20	country	country	NOUN
bracis-33645	13	21	,	,	PUNCT
bracis-33645	13	22	and	and	CCONJ
bracis-33645	13	23	the	the	DET
bracis-33645	13	24	most	most	ADV
bracis-33645	13	25	frequent	frequent	ADJ
bracis-33645	13	26	is	be	AUX
bracis-33645	13	27	breast	breast	NOUN
bracis-33645	13	28	cancer	cancer	NOUN
bracis-33645	13	29	,	,	PUNCT
bracis-33645	13	30	representing	represent	VERB
bracis-33645	13	31	30.1	30.1	NUM
bracis-33645	13	32	%	%	NOUN
bracis-33645	13	33	of	of	ADP
bracis-33645	13	34	all	all	DET
bracis-33645	13	35	occurrences	occurrence	NOUN
bracis-33645	13	36	[	[	X
bracis-33645	13	37	13	13	NUM
bracis-33645	13	38	]	]	PUNCT
bracis-33645	13	39	.	.	PUNCT
bracis-33645	14	1	having	having	AUX
bracis-33645	14	2	said	say	VERB
bracis-33645	14	3	that	that	SCONJ
bracis-33645	14	4	,	,	PUNCT
bracis-33645	14	5	there	there	PRON
bracis-33645	14	6	are	be	VERB
bracis-33645	14	7	other	other	ADJ
bracis-33645	14	8	issues	issue	NOUN
bracis-33645	14	9	associated	associate	VERB
bracis-33645	14	10	with	with	ADP
bracis-33645	14	11	the	the	DET
bracis-33645	14	12	illness	illness	NOUN
bracis-33645	14	13	.	.	PUNCT
bracis-33645	15	1	the	the	DET
bracis-33645	15	2	primary	primary	ADJ
bracis-33645	15	3	problem	problem	NOUN
bracis-33645	15	4	is	be	AUX
bracis-33645	15	5	that	that	SCONJ
bracis-33645	15	6	there	there	PRON
bracis-33645	15	7	are	be	VERB
bracis-33645	15	8	more	more	ADJ
bracis-33645	15	9	than	than	ADP
bracis-33645	15	10	100	100	NUM
bracis-33645	15	11	subdivisions	subdivision	NOUN
bracis-33645	15	12	of	of	ADP
bracis-33645	15	13	breast	breast	NOUN
bracis-33645	15	14	cancer	cancer	NOUN
bracis-33645	15	15	[	[	X
bracis-33645	15	16	12	12	NUM
bracis-33645	15	17	]	]	PUNCT
bracis-33645	15	18	that	that	SCONJ
bracis-33645	15	19	the	the	DET
bracis-33645	15	20	pathologists	pathologist	NOUN
bracis-33645	15	21	need	need	VERB
bracis-33645	15	22	to	to	PART
bracis-33645	15	23	differentiate	differentiate	VERB
bracis-33645	15	24	during	during	ADP
bracis-33645	15	25	an	an	DET
bracis-33645	15	26	exam	exam	NOUN
bracis-33645	15	27	analysis	analysis	NOUN
bracis-33645	15	28	,	,	PUNCT
bracis-33645	15	29	which	which	PRON
bracis-33645	15	30	makes	make	VERB
bracis-33645	15	31	it	it	PRON
bracis-33645	15	32	a	a	DET
bracis-33645	15	33	challenging	challenging	ADJ
bracis-33645	15	34	task	task	NOUN
bracis-33645	15	35	even	even	ADV
bracis-33645	15	36	if	if	SCONJ
bracis-33645	15	37	the	the	DET
bracis-33645	15	38	professional	professional	NOUN
bracis-33645	15	39	is	be	AUX
bracis-33645	15	40	very	very	ADV
bracis-33645	15	41	experienced	experienced	ADJ
bracis-33645	15	42	.	.	PUNCT
bracis-33645	16	1	moreover	moreover	ADV
bracis-33645	16	2	,	,	PUNCT
bracis-33645	16	3	people	people	NOUN
bracis-33645	16	4	are	be	AUX
bracis-33645	16	5	susceptible	susceptible	ADJ
bracis-33645	16	6	to	to	ADP
bracis-33645	16	7	physical	physical	ADJ
bracis-33645	16	8	,	,	PUNCT
bracis-33645	16	9	physiological	physiological	ADJ
bracis-33645	16	10	,	,	PUNCT
bracis-33645	16	11	mental	mental	ADJ
bracis-33645	16	12	,	,	PUNCT
bracis-33645	16	13	and	and	CCONJ
bracis-33645	16	14	external	external	ADJ
bracis-33645	16	15	factors	factor	NOUN
bracis-33645	16	16	that	that	PRON
bracis-33645	16	17	can	can	AUX
bracis-33645	16	18	affect	affect	VERB
bracis-33645	16	19	their	their	PRON
bracis-33645	16	20	work	work	NOUN
bracis-33645	16	21	efficiency	efficiency	NOUN
bracis-33645	16	22	,	,	PUNCT
bracis-33645	16	23	such	such	ADJ
bracis-33645	16	24	as	as	ADP
bracis-33645	16	25	illness	illness	NOUN
bracis-33645	16	26	,	,	PUNCT
bracis-33645	16	27	fatigue	fatigue	NOUN
bracis-33645	16	28	,	,	PUNCT
bracis-33645	16	29	excessive	excessive	ADJ
bracis-33645	16	30	work	work	NOUN
bracis-33645	16	31	,	,	PUNCT
bracis-33645	16	32	and	and	CCONJ
bracis-33645	16	33	familiar	familiar	ADJ
bracis-33645	16	34	issues	issue	NOUN
bracis-33645	16	35	,	,	PUNCT
bracis-33645	16	36	among	among	ADP
bracis-33645	16	37	many	many	ADJ
bracis-33645	16	38	others	other	NOUN
bracis-33645	16	39	.	.	PUNCT
bracis-33645	17	1	thus	thus	ADV
bracis-33645	17	2	,	,	PUNCT
bracis-33645	17	3	to	to	PART
bracis-33645	17	4	help	help	VERB
bracis-33645	17	5	the	the	DET
bracis-33645	17	6	pathologists	pathologist	NOUN
bracis-33645	17	7	in	in	ADP
bracis-33645	17	8	this	this	DET
bracis-33645	17	9	endeavor	endeavor	NOUN
bracis-33645	17	10	and	and	CCONJ
bracis-33645	17	11	try	try	VERB
bracis-33645	17	12	to	to	PART
bracis-33645	17	13	decrease	decrease	VERB
bracis-33645	17	14	these	these	DET
bracis-33645	17	15	high	high	ADJ
bracis-33645	17	16	occurrences	occurrence	NOUN
bracis-33645	17	17	of	of	ADP
bracis-33645	17	18	cancer	cancer	NOUN
bracis-33645	17	19	,	,	PUNCT
bracis-33645	17	20	the	the	DET
bracis-33645	17	21	main	main	ADJ
bracis-33645	17	22	focus	focus	NOUN
bracis-33645	17	23	of	of	ADP
bracis-33645	17	24	this	this	DET
bracis-33645	17	25	investigation	investigation	NOUN
bracis-33645	17	26	is	be	AUX
bracis-33645	17	27	on	on	ADP
bracis-33645	17	28	improving	improve	VERB
bracis-33645	17	29	diagnosis	diagnosis	NOUN
bracis-33645	17	30	methods	method	NOUN
bracis-33645	17	31	and	and	CCONJ
bracis-33645	17	32	techniques	technique	NOUN
bracis-33645	17	33	for	for	ADP
bracis-33645	17	34	early	early	ADJ
bracis-33645	17	35	detection	detection	NOUN
bracis-33645	17	36	to	to	PART
bracis-33645	17	37	increase	increase	VERB
bracis-33645	17	38	patients	patient	NOUN
bracis-33645	17	39	’	'	PUNCT
bracis-33645	17	40	life	life	NOUN
bracis-33645	17	41	expectations	expectation	NOUN
bracis-33645	17	42	,	,	PUNCT
bracis-33645	17	43	i.e.	i.e.	X
bracis-33645	17	44	,	,	PUNCT
bracis-33645	17	45	before	before	ADP
bracis-33645	17	46	metastasis	metastasis	NOUN
bracis-33645	17	47	.	.	PUNCT
bracis-33645	18	1	additionally	additionally	ADV
bracis-33645	18	2	,	,	PUNCT
bracis-33645	18	3	pathologists	pathologist	NOUN
bracis-33645	18	4	used	use	VERB
bracis-33645	18	5	to	to	PART
bracis-33645	18	6	have	have	VERB
bracis-33645	18	7	confidence	confidence	NOUN
bracis-33645	18	8	in	in	ADP
bracis-33645	18	9	their	their	PRON
bracis-33645	18	10	expertise	expertise	NOUN
bracis-33645	18	11	to	to	PART
bracis-33645	18	12	analyze	analyze	VERB
bracis-33645	18	13	thousands	thousand	NOUN
bracis-33645	18	14	of	of	ADP
bracis-33645	18	15	histopathology	histopathology	NOUN
bracis-33645	18	16	images	image	NOUN
bracis-33645	18	17	.	.	PUNCT
bracis-33645	19	1	on	on	ADP
bracis-33645	19	2	the	the	DET
bracis-33645	19	3	other	other	ADJ
bracis-33645	19	4	hand	hand	NOUN
bracis-33645	19	5	,	,	PUNCT
bracis-33645	19	6	according	accord	VERB
bracis-33645	19	7	to	to	ADP
bracis-33645	19	8	litjens	litjen	NOUN
bracis-33645	19	9	et	et	PROPN
bracis-33645	19	10	al	al	PROPN
bracis-33645	19	11	.	.	PUNCT
bracis-33645	20	1	[	[	X
bracis-33645	20	2	8	8	NUM
bracis-33645	20	3	]	]	PUNCT
bracis-33645	20	4	,	,	PUNCT
bracis-33645	20	5	one	one	NUM
bracis-33645	20	6	of	of	ADP
bracis-33645	20	7	the	the	DET
bracis-33645	20	8	performance	performance	NOUN
bracis-33645	20	9	tests	test	NOUN
bracis-33645	20	10	with	with	ADP
bracis-33645	20	11	11	11	NUM
bracis-33645	20	12	pathologists	pathologist	NOUN
bracis-33645	20	13	without	without	ADP
bracis-33645	20	14	time	time	NOUN
bracis-33645	20	15	constraints	constraint	NOUN
bracis-33645	20	16	reached	reach	VERB
bracis-33645	20	17	72.4	72.4	NUM
bracis-33645	20	18	%	%	NOUN
bracis-33645	20	19	of	of	ADP
bracis-33645	20	20	correct	correct	ADJ
bracis-33645	20	21	diagnosis	diagnosis	NOUN
bracis-33645	20	22	(	(	PUNCT
bracis-33645	20	23	27.6	27.6	NUM
bracis-33645	20	24	%	%	NOUN
bracis-33645	20	25	were	be	AUX
bracis-33645	20	26	not	not	PART
bracis-33645	20	27	identified	identify	VERB
bracis-33645	20	28	during	during	ADP
bracis-33645	20	29	the	the	DET
bracis-33645	20	30	test	test	NOUN
bracis-33645	20	31	)	)	PUNCT
bracis-33645	20	32	.	.	PUNCT
bracis-33645	21	1	in	in	ADP
bracis-33645	21	2	this	this	DET
bracis-33645	21	3	context	context	NOUN
bracis-33645	21	4	,	,	PUNCT
bracis-33645	21	5	this	this	DET
bracis-33645	21	6	work	work	NOUN
bracis-33645	21	7	aims	aim	VERB
bracis-33645	21	8	to	to	PART
bracis-33645	21	9	investigate	investigate	VERB
bracis-33645	21	10	vgg-16	vgg-16	NOUN
bracis-33645	21	11	and	and	CCONJ
bracis-33645	21	12	vgg-19	vgg-19	NUM
bracis-33645	21	13	using	use	VERB
bracis-33645	21	14	single	single	ADJ
bracis-33645	21	15	and	and	CCONJ
bracis-33645	21	16	double	double	ADJ
bracis-33645	21	17	transfer	transfer	NOUN
bracis-33645	21	18	learning	learning	NOUN
bracis-33645	21	19	(	(	PUNCT
bracis-33645	21	20	dtl	dtl	NOUN
bracis-33645	21	21	)	)	PUNCT
bracis-33645	21	22	to	to	PART
bracis-33645	21	23	help	help	VERB
bracis-33645	21	24	pathologists	pathologist	NOUN
bracis-33645	21	25	detect	detect	VERB
bracis-33645	21	26	breast	breast	NOUN
bracis-33645	21	27	cancer	cancer	NOUN
bracis-33645	21	28	metastasis	metastasis	NOUN
bracis-33645	21	29	efficiently	efficiently	ADV
bracis-33645	21	30	.	.	PUNCT
bracis-33645	22	1	the	the	DET
bracis-33645	22	2	idea	idea	NOUN
bracis-33645	22	3	is	be	AUX
bracis-33645	22	4	to	to	PART
bracis-33645	22	5	train	train	NOUN
bracis-33645	22	6	vggs	vgg	NOUN
bracis-33645	22	7	using	use	VERB
bracis-33645	22	8	the	the	DET
bracis-33645	22	9	breakhis	breakhis	ADJ
bracis-33645	22	10	dataset	dataset	NOUN
bracis-33645	22	11	[	[	X
bracis-33645	22	12	18	18	NUM
bracis-33645	22	13	]	]	PUNCT
bracis-33645	22	14	,	,	PUNCT
bracis-33645	22	15	then	then	ADV
bracis-33645	22	16	use	use	VERB
bracis-33645	22	17	the	the	DET
bracis-33645	22	18	patchcamelyon	patchcamelyon	NOUN
bracis-33645	22	19	for	for	ADP
bracis-33645	22	20	detecting	detect	VERB
bracis-33645	22	21	metastasis	metastasis	NOUN
bracis-33645	22	22	.	.	PUNCT
bracis-33645	23	1	therefore	therefore	ADV
bracis-33645	23	2	,	,	PUNCT
bracis-33645	23	3	this	this	DET
bracis-33645	23	4	work	work	NOUN
bracis-33645	23	5	is	be	AUX
bracis-33645	23	6	divided	divide	VERB
bracis-33645	23	7	as	as	SCONJ
bracis-33645	23	8	follows	follow	VERB
bracis-33645	23	9	:	:	PUNCT
bracis-33645	23	10	sect	sect	NOUN
bracis-33645	23	11	.	.	PUNCT
bracis-33645	23	12	 	 	SPACE
bracis-33645	24	1	2	2	NUM
bracis-33645	24	2	presents	present	VERB
bracis-33645	24	3	some	some	DET
bracis-33645	24	4	related	related	ADJ
bracis-33645	24	5	works	work	NOUN
bracis-33645	24	6	;	;	PUNCT
bracis-33645	24	7	sect	sect	NOUN
bracis-33645	24	8	.	.	PUNCT
bracis-33645	24	9	 	 	SPACE
bracis-33645	24	10	3	3	NUM
bracis-33645	24	11	shows	show	VERB
bracis-33645	24	12	some	some	DET
bracis-33645	24	13	literature	literature	NOUN
bracis-33645	24	14	review	review	NOUN
bracis-33645	24	15	and	and	CCONJ
bracis-33645	24	16	our	our	PRON
bracis-33645	24	17	proposal	proposal	NOUN
bracis-33645	24	18	;	;	PUNCT
bracis-33645	24	19	sect	sect	NOUN
bracis-33645	24	20	.	.	PUNCT
bracis-33645	24	21	 	 	SPACE
bracis-33645	24	22	4	4	NUM
bracis-33645	24	23	shows	show	VERB
bracis-33645	24	24	the	the	DET
bracis-33645	24	25	computational	computational	ADJ
bracis-33645	24	26	experiment	experiment	NOUN
bracis-33645	24	27	,	,	PUNCT
bracis-33645	24	28	its	its	PRON
bracis-33645	24	29	setup	setup	NOUN
bracis-33645	24	30	,	,	PUNCT
bracis-33645	24	31	and	and	CCONJ
bracis-33645	24	32	results	result	NOUN
bracis-33645	24	33	;	;	PUNCT
bracis-33645	24	34	finally	finally	ADV
bracis-33645	24	35	,	,	PUNCT
bracis-33645	24	36	sect	sect	NOUN
bracis-33645	24	37	.	.	PUNCT
bracis-33645	24	38	 	 	SPACE
bracis-33645	24	39	5	5	NUM
bracis-33645	24	40	presents	present	VERB
bracis-33645	24	41	the	the	DET
bracis-33645	24	42	conclusions	conclusion	NOUN
bracis-33645	24	43	of	of	ADP
bracis-33645	24	44	this	this	DET
bracis-33645	24	45	investigation	investigation	NOUN
bracis-33645	24	46	and	and	CCONJ
bracis-33645	24	47	future	future	ADJ
bracis-33645	24	48	work	work	NOUN
bracis-33645	24	49	.	.	PUNCT
bracis-33645	25	1	2	2	NUM
bracis-33645	25	2	related	relate	VERB
bracis-33645	25	3	works	work	NOUN
bracis-33645	25	4	well	well	ADV
bracis-33645	25	5	-	-	PUNCT
bracis-33645	25	6	known	know	VERB
bracis-33645	25	7	convolutional	convolutional	ADJ
bracis-33645	25	8	neural	neural	ADJ
bracis-33645	25	9	network	network	NOUN
bracis-33645	25	10	architectures	architecture	NOUN
bracis-33645	25	11	(	(	PUNCT
bracis-33645	25	12	cnn	cnn	PROPN
bracis-33645	25	13	)	)	PUNCT
bracis-33645	25	14	,	,	PUNCT
bracis-33645	25	15	such	such	ADJ
bracis-33645	25	16	as	as	ADP
bracis-33645	25	17	vgg	vgg	NOUN
bracis-33645	25	18	,	,	PUNCT
bracis-33645	25	19	resnet	resnet	NOUN
bracis-33645	25	20	,	,	PUNCT
bracis-33645	25	21	densenet	densenet	NOUN
bracis-33645	25	22	,	,	PUNCT
bracis-33645	25	23	etc	etc	X
bracis-33645	25	24	.	.	X
bracis-33645	25	25	,	,	PUNCT
bracis-33645	25	26	have	have	AUX
bracis-33645	25	27	played	play	VERB
bracis-33645	25	28	a	a	DET
bracis-33645	25	29	notable	notable	ADJ
bracis-33645	25	30	role	role	NOUN
bracis-33645	25	31	in	in	ADP
bracis-33645	25	32	image	image	NOUN
bracis-33645	25	33	recognition	recognition	NOUN
bracis-33645	25	34	with	with	ADP
bracis-33645	25	35	the	the	DET
bracis-33645	25	36	advent	advent	NOUN
bracis-33645	25	37	of	of	ADP
bracis-33645	25	38	deep	deep	ADJ
bracis-33645	25	39	learning	learning	NOUN
bracis-33645	25	40	[	[	X
bracis-33645	25	41	1	1	NUM
bracis-33645	25	42	]	]	PUNCT
bracis-33645	25	43	.	.	PUNCT
bracis-33645	26	1	for	for	ADP
bracis-33645	26	2	instance	instance	NOUN
bracis-33645	26	3	,	,	PUNCT
bracis-33645	26	4	visual	visual	ADJ
bracis-33645	26	5	geometry	geometry	NOUN
bracis-33645	26	6	group	group	NOUN
bracis-33645	26	7	(	(	PUNCT
bracis-33645	26	8	vgg	vgg	PROPN
bracis-33645	26	9	)	)	PUNCT
bracis-33645	27	1	[	[	X
bracis-33645	27	2	17	17	NUM
bracis-33645	27	3	]	]	PUNCT
bracis-33645	27	4	won	win	VERB
bracis-33645	27	5	the	the	DET
bracis-33645	27	6	imagenet	imagenet	NOUN
bracis-33645	27	7	challenge	challenge	NOUN
bracis-33645	27	8	in	in	ADP
bracis-33645	27	9	2014	2014	NUM
bracis-33645	27	10	,	,	PUNCT
bracis-33645	27	11	and	and	CCONJ
bracis-33645	27	12	it	it	PRON
bracis-33645	27	13	was	be	AUX
bracis-33645	27	14	presented	present	VERB
bracis-33645	27	15	during	during	ADP
bracis-33645	27	16	the	the	DET
bracis-33645	27	17	international	international	ADJ
bracis-33645	27	18	conference	conference	NOUN
bracis-33645	27	19	on	on	ADP
bracis-33645	27	20	learning	learn	VERB
bracis-33645	27	21	representations	representation	NOUN
bracis-33645	27	22	.	.	PUNCT
bracis-33645	28	1	this	this	DET
bracis-33645	28	2	architecture	architecture	NOUN
bracis-33645	28	3	brought	bring	VERB
bracis-33645	28	4	a	a	DET
bracis-33645	28	5	different	different	ADJ
bracis-33645	28	6	concept	concept	NOUN
bracis-33645	28	7	of	of	ADP
bracis-33645	28	8	deep	deep	ADJ
bracis-33645	28	9	networks	network	NOUN
bracis-33645	28	10	with	with	ADP
bracis-33645	28	11	an	an	DET
bracis-33645	28	12	improved	improved	ADJ
bracis-33645	28	13	small	small	ADJ
bracis-33645	28	14	architecture	architecture	NOUN
bracis-33645	28	15	(	(	PUNCT
bracis-33645	28	16	3x3	3x3	NUM
bracis-33645	28	17	conv	conv	ADJ
bracis-33645	28	18	.	.	PUNCT
bracis-33645	29	1	filters	filter	NOUN
bracis-33645	29	2	and	and	CCONJ
bracis-33645	29	3	16–19	16–19	NUM
bracis-33645	29	4	weight	weight	NOUN
bracis-33645	29	5	layers	layer	NOUN
bracis-33645	29	6	)	)	PUNCT
bracis-33645	29	7	for	for	ADP
bracis-33645	29	8	pattern	pattern	NOUN
bracis-33645	29	9	recognition	recognition	NOUN
bracis-33645	29	10	.	.	PUNCT
bracis-33645	30	1	nowadays	nowadays	ADV
bracis-33645	30	2	,	,	PUNCT
bracis-33645	30	3	vgg	vgg	PROPN
bracis-33645	30	4	is	be	AUX
bracis-33645	30	5	commonly	commonly	ADV
bracis-33645	30	6	used	use	VERB
bracis-33645	30	7	in	in	ADP
bracis-33645	30	8	the	the	DET
bracis-33645	30	9	medical	medical	ADJ
bracis-33645	30	10	context	context	NOUN
bracis-33645	30	11	for	for	ADP
bracis-33645	30	12	anomaly	anomaly	NOUN
bracis-33645	30	13	detection	detection	NOUN
bracis-33645	30	14	,	,	PUNCT
bracis-33645	30	15	characterizing	characterize	VERB
bracis-33645	30	16	neoplasias	neoplasia	NOUN
bracis-33645	30	17	into	into	ADP
bracis-33645	30	18	benign	benign	ADJ
bracis-33645	30	19	or	or	CCONJ
bracis-33645	30	20	malign	malign	NOUN
bracis-33645	30	21	based	base	VERB
bracis-33645	30	22	on	on	ADP
bracis-33645	30	23	image	image	NOUN
bracis-33645	30	24	recognition	recognition	NOUN
bracis-33645	31	1	[	[	X
bracis-33645	31	2	15	15	NUM
bracis-33645	31	3	]	]	X
bracis-33645	31	4	,	,	PUNCT
bracis-33645	31	5	such	such	ADJ
bracis-33645	31	6	as	as	ADP
bracis-33645	31	7	the	the	DET
bracis-33645	31	8	work	work	NOUN
bracis-33645	31	9	of	of	ADP
bracis-33645	31	10	filho	filho	PROPN
bracis-33645	31	11	&	&	CCONJ
bracis-33645	31	12	cortes	corte	VERB
bracis-33645	31	13	[	[	PUNCT
bracis-33645	31	14	5	5	NUM
bracis-33645	31	15	]	]	PUNCT
bracis-33645	31	16	,	,	PUNCT
bracis-33645	31	17	santos	santos	PROPN
bracis-33645	31	18	-	-	PUNCT
bracis-33645	31	19	bustos	bustos	PROPN
bracis-33645	31	20	et	et	PROPN
bracis-33645	31	21	al	al	PROPN
bracis-33645	31	22	.	.	PUNCT
bracis-33645	32	1	[	[	X
bracis-33645	32	2	16	16	NUM
bracis-33645	32	3	]	]	PUNCT
bracis-33645	32	4	,	,	PUNCT
bracis-33645	32	5	and	and	CCONJ
bracis-33645	32	6	liu	liu	PROPN
bracis-33645	32	7	et	et	PROPN
bracis-33645	32	8	al	al	PROPN
bracis-33645	32	9	.	.	PUNCT
bracis-33645	33	1	[	[	X
bracis-33645	33	2	9	9	NUM
bracis-33645	33	3	]	]	PUNCT
bracis-33645	33	4	.	.	PUNCT
bracis-33645	34	1	ismail	ismail	PROPN
bracis-33645	34	2	&	&	CCONJ
bracis-33645	34	3	sovuthy	sovuthy	ADJ
bracis-33645	34	4	[	[	X
bracis-33645	34	5	6	6	NUM
bracis-33645	34	6	]	]	PUNCT
bracis-33645	34	7	performed	perform	VERB
bracis-33645	34	8	a	a	DET
bracis-33645	34	9	comparison	comparison	NOUN
bracis-33645	34	10	between	between	ADP
bracis-33645	34	11	vgg-16	vgg-16	NOUN
bracis-33645	34	12	(	(	PUNCT
bracis-33645	34	13	94	94	NUM
bracis-33645	34	14	%	%	NOUN
bracis-33645	34	15	acc	acc	PROPN
bracis-33645	34	16	)	)	PUNCT
bracis-33645	34	17	and	and	CCONJ
bracis-33645	34	18	resnet50	resnet50	NOUN
bracis-33645	34	19	(	(	PUNCT
bracis-33645	34	20	91.7	91.7	NUM
bracis-33645	34	21	%	%	NOUN
bracis-33645	34	22	acc	acc	PROPN
bracis-33645	34	23	)	)	PUNCT
bracis-33645	34	24	in	in	ADP
bracis-33645	34	25	the	the	DET
bracis-33645	34	26	classification	classification	NOUN
bracis-33645	34	27	of	of	ADP
bracis-33645	34	28	two	two	NUM
bracis-33645	34	29	classes	class	NOUN
bracis-33645	34	30	of	of	ADP
bracis-33645	34	31	neoplasias	neoplasia	NOUN
bracis-33645	34	32	(	(	PUNCT
bracis-33645	34	33	normal	normal	ADJ
bracis-33645	34	34	and	and	CCONJ
bracis-33645	34	35	abnormal	abnormal	ADJ
bracis-33645	34	36	tumor	tumor	NOUN
bracis-33645	34	37	)	)	PUNCT
bracis-33645	34	38	.	.	PUNCT
bracis-33645	35	1	in	in	ADP
bracis-33645	35	2	other	other	ADJ
bracis-33645	35	3	investigations	investigation	NOUN
bracis-33645	35	4	,	,	PUNCT
bracis-33645	35	5	vgg-19	vgg-19	PROPN
bracis-33645	35	6	has	have	AUX
bracis-33645	35	7	shown	show	VERB
bracis-33645	35	8	the	the	DET
bracis-33645	35	9	best	good	ADJ
bracis-33645	35	10	results	result	NOUN
bracis-33645	35	11	in	in	ADP
bracis-33645	35	12	many	many	ADJ
bracis-33645	35	13	articles	article	NOUN
bracis-33645	35	14	,	,	PUNCT
bracis-33645	35	15	such	such	ADJ
bracis-33645	35	16	as	as	ADP
bracis-33645	35	17	[	[	X
bracis-33645	35	18	21	21	NUM
bracis-33645	35	19	]	]	PUNCT
bracis-33645	35	20	and	and	CCONJ
bracis-33645	35	21	[	[	X
bracis-33645	35	22	15	15	NUM
bracis-33645	35	23	]	]	PUNCT
bracis-33645	35	24	.	.	PUNCT
bracis-33645	36	1	in	in	ADP
bracis-33645	36	2	vigneshkumar	vigneshkumar	NOUN
bracis-33645	36	3	&	&	CCONJ
bracis-33645	36	4	sumathi	sumathi	PROPN
bracis-33645	37	1	[	[	X
bracis-33645	37	2	21	21	NUM
bracis-33645	37	3	]	]	X
bracis-33645	37	4	,	,	PUNCT
bracis-33645	37	5	a	a	DET
bracis-33645	37	6	hybrid	hybrid	ADJ
bracis-33645	37	7	architecture	architecture	NOUN
bracis-33645	37	8	combining	combine	VERB
bracis-33645	37	9	vgg-19	vgg-19	ADV
bracis-33645	37	10	and	and	CCONJ
bracis-33645	37	11	svm	svm	PROPN
bracis-33645	37	12	was	be	AUX
bracis-33645	37	13	presented	present	VERB
bracis-33645	37	14	,	,	PUNCT
bracis-33645	37	15	which	which	PRON
bracis-33645	37	16	reaches	reach	VERB
bracis-33645	37	17	98	98	NUM
bracis-33645	37	18	%	%	NOUN
bracis-33645	37	19	of	of	ADP
bracis-33645	37	20	sensibility	sensibility	NOUN
bracis-33645	37	21	and	and	CCONJ
bracis-33645	37	22	97.8	97.8	NUM
bracis-33645	37	23	%	%	NOUN
bracis-33645	37	24	of	of	ADP
bracis-33645	37	25	accuracy	accuracy	NOUN
bracis-33645	37	26	.	.	PUNCT
bracis-33645	38	1	furthermore	furthermore	ADV
bracis-33645	38	2	,	,	PUNCT
bracis-33645	38	3	in	in	ADP
bracis-33645	38	4	saaber	saaber	NOUN
bracis-33645	38	5	et	et	PROPN
bracis-33645	38	6	al	al	PROPN
bracis-33645	38	7	.	.	PUNCT
bracis-33645	39	1	[	[	X
bracis-33645	39	2	15	15	NUM
bracis-33645	39	3	]	]	PUNCT
bracis-33645	39	4	,	,	PUNCT
bracis-33645	39	5	the	the	DET
bracis-33645	39	6	auc	auc	NOUN
bracis-33645	39	7	,	,	PUNCT
bracis-33645	39	8	accuracy	accuracy	NOUN
bracis-33645	39	9	,	,	PUNCT
bracis-33645	39	10	specificity	specificity	NOUN
bracis-33645	39	11	,	,	PUNCT
bracis-33645	39	12	precision	precision	NOUN
bracis-33645	39	13	,	,	PUNCT
bracis-33645	39	14	and	and	CCONJ
bracis-33645	39	15	f1	f1	NOUN
bracis-33645	39	16	-	-	PUNCT
bracis-33645	39	17	score	score	NOUN
bracis-33645	39	18	evaluated	evaluate	VERB
bracis-33645	39	19	for	for	ADP
bracis-33645	39	20	classifying	classify	VERB
bracis-33645	39	21	breast	breast	NOUN
bracis-33645	39	22	cancer	cancer	NOUN
bracis-33645	39	23	using	use	VERB
bracis-33645	39	24	histopathological	histopathological	ADJ
bracis-33645	39	25	images	image	NOUN
bracis-33645	39	26	were	be	AUX
bracis-33645	39	27	all	all	ADV
bracis-33645	39	28	more	more	ADJ
bracis-33645	39	29	than	than	ADP
bracis-33645	39	30	97.35	97.35	NUM
bracis-33645	39	31	%	%	NOUN
bracis-33645	39	32	(	(	PUNCT
bracis-33645	39	33	precision	precision	NOUN
bracis-33645	39	34	)	)	PUNCT
bracis-33645	39	35	,	,	PUNCT
bracis-33645	39	36	and	and	CCONJ
bracis-33645	39	37	the	the	DET
bracis-33645	39	38	best	good	ADJ
bracis-33645	39	39	one	one	NUM
bracis-33645	39	40	is	be	AUX
bracis-33645	39	41	99.5	99.5	NUM
bracis-33645	39	42	%	%	NOUN
bracis-33645	39	43	for	for	ADP
bracis-33645	39	44	auc	auc	NOUN
bracis-33645	39	45	.	.	PUNCT
bracis-33645	40	1	regarding	regard	VERB
bracis-33645	40	2	specifically	specifically	ADV
bracis-33645	40	3	breast	breast	NOUN
bracis-33645	40	4	cancer	cancer	NOUN
bracis-33645	40	5	detection	detection	NOUN
bracis-33645	40	6	using	use	VERB
bracis-33645	40	7	dtl	dtl	NOUN
bracis-33645	40	8	,	,	PUNCT
bracis-33645	40	9	matos	matos	X
bracis-33645	40	10	et	et	PROPN
bracis-33645	40	11	al	al	PROPN
bracis-33645	40	12	.	.	PUNCT
bracis-33645	41	1	[	[	X
bracis-33645	41	2	10	10	NUM
bracis-33645	41	3	]	]	PUNCT
bracis-33645	41	4	proposed	propose	VERB
bracis-33645	41	5	a	a	DET
bracis-33645	41	6	classification	classification	NOUN
bracis-33645	41	7	approach	approach	NOUN
bracis-33645	41	8	of	of	ADP
bracis-33645	41	9	histopathological	histopathological	ADJ
bracis-33645	41	10	images	image	NOUN
bracis-33645	41	11	from	from	ADP
bracis-33645	41	12	breakhis	breakhis	ADJ
bracis-33645	41	13	dataset	dataset	NOUN
bracis-33645	41	14	comparing	compare	VERB
bracis-33645	41	15	double	double	ADJ
bracis-33645	41	16	transfer	transfer	NOUN
bracis-33645	41	17	learning	learning	NOUN
bracis-33645	41	18	(	(	PUNCT
bracis-33645	41	19	dtl	dtl	NOUN
bracis-33645	41	20	)	)	PUNCT
bracis-33645	41	21	using	use	VERB
bracis-33645	41	22	inception	inception	NOUN
bracis-33645	41	23	-	-	PUNCT
bracis-33645	41	24	v3	v3	NOUN
bracis-33645	41	25	pre	pre	VERB
bracis-33645	41	26	-	-	VERB
bracis-33645	41	27	trained	train	VERB
bracis-33645	41	28	with	with	ADP
bracis-33645	41	29	imagenet	imagenet	NOUN
bracis-33645	41	30	dataset	dataset	NOUN
bracis-33645	41	31	and	and	CCONJ
bracis-33645	41	32	support	support	VERB
bracis-33645	41	33	vector	vector	NOUN
bracis-33645	41	34	machine	machine	NOUN
bracis-33645	41	35	(	(	PUNCT
bracis-33645	41	36	svm	svm	PROPN
bracis-33645	41	37	)	)	PUNCT
bracis-33645	41	38	to	to	PART
bracis-33645	41	39	classify	classify	VERB
bracis-33645	41	40	breast	breast	NOUN
bracis-33645	41	41	cancer	cancer	NOUN
bracis-33645	41	42	patches	patch	NOUN
bracis-33645	41	43	in	in	ADP
bracis-33645	41	44	four	four	NUM
bracis-33645	41	45	magnitude	magnitude	NOUN
bracis-33645	41	46	levels	level	NOUN
bracis-33645	41	47	:	:	PUNCT
bracis-33645	41	48	40x	40x	NOUN
bracis-33645	41	49	,	,	PUNCT
bracis-33645	41	50	100x	100x	NUM
bracis-33645	41	51	,	,	PUNCT
bracis-33645	41	52	200x	200x	NUM
bracis-33645	41	53	and	and	CCONJ
bracis-33645	41	54	400x	400x	PROPN
bracis-33645	41	55	.	.	PUNCT
bracis-33645	42	1	results	result	NOUN
bracis-33645	42	2	showed	show	VERB
bracis-33645	42	3	that	that	SCONJ
bracis-33645	42	4	the	the	DET
bracis-33645	42	5	proposed	propose	VERB
bracis-33645	42	6	dtl	dtl	NOUN
bracis-33645	42	7	approach	approach	NOUN
bracis-33645	42	8	got	get	VERB
bracis-33645	42	9	an	an	DET
bracis-33645	42	10	accuracy	accuracy	NOUN
bracis-33645	42	11	of	of	ADP
bracis-33645	42	12	91	91	NUM
bracis-33645	42	13	%	%	NOUN
bracis-33645	42	14	.	.	PUNCT
bracis-33645	43	1	vo	vo	X
bracis-33645	43	2	-	-	PUNCT
bracis-33645	43	3	le	le	X
bracis-33645	43	4	et	et	PROPN
bracis-33645	43	5	al	al	PROPN
bracis-33645	43	6	.	.	PUNCT
bracis-33645	44	1	[	[	X
bracis-33645	44	2	22	22	NUM
bracis-33645	44	3	]	]	PUNCT
bracis-33645	44	4	investigated	investigate	VERB
bracis-33645	44	5	dtl	dtl	NOUN
bracis-33645	44	6	in	in	ADP
bracis-33645	44	7	vgg-16	vgg-16	NOUN
bracis-33645	44	8	,	,	PUNCT
bracis-33645	44	9	googlenet	googlenet	NOUN
bracis-33645	44	10	,	,	PUNCT
bracis-33645	44	11	and	and	CCONJ
bracis-33645	44	12	resnet-50	resnet-50	PROPN
bracis-33645	44	13	using	use	VERB
bracis-33645	44	14	the	the	DET
bracis-33645	44	15	patch	patch	NOUN
bracis-33645	44	16	camelyon	camelyon	NOUN
bracis-33645	44	17	as	as	ADP
bracis-33645	44	18	a	a	DET
bracis-33645	44	19	base	base	NOUN
bracis-33645	44	20	transfer	transfer	NOUN
bracis-33645	44	21	learning	learning	NOUN
bracis-33645	44	22	.	.	PUNCT
bracis-33645	45	1	afterward	afterward	ADV
bracis-33645	45	2	,	,	PUNCT
bracis-33645	45	3	they	they	PRON
bracis-33645	45	4	trained	train	VERB
bracis-33645	45	5	different	different	ADJ
bracis-33645	45	6	machine	machine	NOUN
bracis-33645	45	7	learning	learn	VERB
bracis-33645	45	8	classifiers	classifier	NOUN
bracis-33645	45	9	on	on	ADP
bracis-33645	45	10	vbcan	vbcan	PROPN
bracis-33645	45	11	dataset	dataset	PROPN
bracis-33645	45	12	,	,	PUNCT
bracis-33645	45	13	a	a	DET
bracis-33645	45	14	set	set	NOUN
bracis-33645	45	15	of	of	ADP
bracis-33645	45	16	images	image	NOUN
bracis-33645	45	17	of	of	ADP
bracis-33645	45	18	hematoxylin	hematoxylin	NOUN
bracis-33645	45	19	and	and	CCONJ
bracis-33645	45	20	eosin	eosin	NOUN
bracis-33645	45	21	(	(	PUNCT
bracis-33645	45	22	h&e	h&e	PROPN
bracis-33645	45	23	)	)	PUNCT
bracis-33645	45	24	stained	stain	VERB
bracis-33645	45	25	lymph	lymph	NOUN
bracis-33645	45	26	node	node	NOUN
bracis-33645	45	27	sections	section	NOUN
bracis-33645	45	28	collected	collect	VERB
bracis-33645	45	29	from	from	ADP
bracis-33645	45	30	two	two	NUM
bracis-33645	45	31	specialized	specialized	ADJ
bracis-33645	45	32	hospitals	hospital	NOUN
bracis-33645	45	33	in	in	ADP
bracis-33645	45	34	vietnam	vietnam	PROPN
bracis-33645	45	35	,	,	PUNCT
bracis-33645	45	36	to	to	PART
bracis-33645	45	37	improve	improve	VERB
bracis-33645	45	38	the	the	DET
bracis-33645	45	39	deep	deep	ADJ
bracis-33645	45	40	learning	learning	NOUN
bracis-33645	45	41	models	model	NOUN
bracis-33645	45	42	.	.	PUNCT
bracis-33645	46	1	the	the	DET
bracis-33645	46	2	results	result	NOUN
bracis-33645	46	3	have	have	AUX
bracis-33645	46	4	shown	show	VERB
bracis-33645	46	5	that	that	PRON
bracis-33645	46	6	vgg	vgg	PROPN
bracis-33645	46	7	obtained	obtain	VERB
bracis-33645	46	8	the	the	DET
bracis-33645	46	9	best	good	ADJ
bracis-33645	46	10	recall	recall	NOUN
bracis-33645	46	11	(	(	PUNCT
bracis-33645	46	12	97.76	97.76	NUM
bracis-33645	46	13	%	%	NOUN
bracis-33645	46	14	)	)	PUNCT
bracis-33645	46	15	,	,	PUNCT
bracis-33645	46	16	resnet	resnet	VERB
bracis-33645	46	17	the	the	DET
bracis-33645	46	18	best	good	ADJ
bracis-33645	46	19	accuracy	accuracy	NOUN
bracis-33645	46	20	(	(	PUNCT
bracis-33645	46	21	96.98	96.98	NUM
bracis-33645	46	22	%	%	NOUN
bracis-33645	46	23	)	)	PUNCT
bracis-33645	46	24	,	,	PUNCT
bracis-33645	46	25	and	and	CCONJ
bracis-33645	46	26	googlenet	googlenet	VERB
bracis-33645	46	27	the	the	DET
bracis-33645	46	28	best	good	ADJ
bracis-33645	46	29	precision	precision	NOUN
bracis-33645	46	30	(	(	PUNCT
bracis-33645	46	31	98.58	98.58	NUM
bracis-33645	46	32	%	%	NOUN
bracis-33645	46	33	)	)	PUNCT
bracis-33645	46	34	.	.	PUNCT
bracis-33645	47	1	in	in	ADP
bracis-33645	47	2	our	our	PRON
bracis-33645	47	3	study	study	NOUN
bracis-33645	47	4	,	,	PUNCT
bracis-33645	47	5	we	we	PRON
bracis-33645	47	6	are	be	AUX
bracis-33645	47	7	investigating	investigate	VERB
bracis-33645	47	8	the	the	DET
bracis-33645	47	9	use	use	NOUN
bracis-33645	47	10	of	of	ADP
bracis-33645	47	11	double	double	ADJ
bracis-33645	47	12	transfer	transfer	NOUN
bracis-33645	47	13	learning	learning	NOUN
bracis-33645	47	14	technique	technique	NOUN
bracis-33645	47	15	in	in	ADP
bracis-33645	47	16	vgg-16	vgg-16	NOUN
bracis-33645	47	17	and	and	CCONJ
bracis-33645	47	18	vgg-19	vgg-19	NOUN
bracis-33645	47	19	to	to	PART
bracis-33645	47	20	detect	detect	VERB
bracis-33645	47	21	breast	breast	NOUN
bracis-33645	47	22	cancer	cancer	NOUN
bracis-33645	47	23	metastasis	metastasis	NOUN
bracis-33645	47	24	in	in	ADP
bracis-33645	47	25	the	the	DET
bracis-33645	47	26	patch	patch	ADJ
bracis-33645	47	27	camelyon	camelyon	NOUN
bracis-33645	47	28	dataset	dataset	NOUN
bracis-33645	47	29	.	.	PUNCT
bracis-33645	48	1	to	to	PART
bracis-33645	48	2	achieve	achieve	VERB
bracis-33645	48	3	this	this	PRON
bracis-33645	48	4	,	,	PUNCT
bracis-33645	48	5	we	we	PRON
bracis-33645	48	6	first	first	ADV
bracis-33645	48	7	trained	train	VERB
bracis-33645	48	8	the	the	DET
bracis-33645	48	9	models	model	NOUN
bracis-33645	48	10	using	use	VERB
bracis-33645	48	11	the	the	DET
bracis-33645	48	12	breakhis	breakhis	ADJ
bracis-33645	48	13	dataset	dataset	NOUN
bracis-33645	48	14	.	.	PUNCT
bracis-33645	49	1	next	next	ADV
bracis-33645	49	2	,	,	PUNCT
bracis-33645	49	3	we	we	PRON
bracis-33645	49	4	used	use	VERB
bracis-33645	49	5	the	the	DET
bracis-33645	49	6	patch	patch	ADJ
bracis-33645	49	7	camelyon	camelyon	NOUN
bracis-33645	49	8	dataset	dataset	NOUN
bracis-33645	49	9	to	to	PART
bracis-33645	49	10	identify	identify	VERB
bracis-33645	49	11	the	the	DET
bracis-33645	49	12	presence	presence	NOUN
bracis-33645	49	13	of	of	ADP
bracis-33645	49	14	metastasis	metastasis	NOUN
bracis-33645	49	15	.	.	PUNCT
bracis-33645	50	1	finally	finally	ADV
bracis-33645	50	2	,	,	PUNCT
bracis-33645	50	3	we	we	PRON
bracis-33645	50	4	compare	compare	VERB
bracis-33645	50	5	our	our	PRON
bracis-33645	50	6	results	result	NOUN
bracis-33645	50	7	with	with	ADP
bracis-33645	50	8	those	those	PRON
bracis-33645	50	9	of	of	ADP
bracis-33645	50	10	[	[	X
bracis-33645	50	11	10	10	NUM
bracis-33645	50	12	]	]	PUNCT
bracis-33645	50	13	and	and	CCONJ
bracis-33645	50	14	[	[	X
bracis-33645	50	15	4	4	NUM
bracis-33645	50	16	]	]	PUNCT
bracis-33645	50	17	.	.	PUNCT
bracis-33645	51	1	3	3	NUM
bracis-33645	51	2	material	material	NOUN
bracis-33645	51	3	and	and	CCONJ
bracis-33645	51	4	 	 	SPACE
bracis-33645	51	5	method	method	VERB
bracis-33645	51	6	3.1	3.1	NUM
bracis-33645	51	7	convolutional	convolutional	ADJ
bracis-33645	51	8	neural	neural	ADJ
bracis-33645	51	9	networks	network	NOUN
bracis-33645	51	10	the	the	DET
bracis-33645	51	11	mathematical	mathematical	ADJ
bracis-33645	51	12	representation	representation	NOUN
bracis-33645	51	13	of	of	ADP
bracis-33645	51	14	the	the	DET
bracis-33645	51	15	human	human	ADJ
bracis-33645	51	16	neuron	neuron	NOUN
bracis-33645	51	17	was	be	AUX
bracis-33645	51	18	presented	present	VERB
bracis-33645	51	19	for	for	ADP
bracis-33645	51	20	the	the	DET
bracis-33645	51	21	first	first	ADJ
bracis-33645	51	22	time	time	NOUN
bracis-33645	51	23	by	by	ADP
bracis-33645	51	24	[	[	X
bracis-33645	51	25	11	11	NUM
bracis-33645	51	26	]	]	PUNCT
bracis-33645	51	27	in	in	ADP
bracis-33645	51	28	the	the	DET
bracis-33645	51	29	bulletin	bulletin	NOUN
bracis-33645	51	30	of	of	ADP
bracis-33645	51	31	mathematical	mathematical	ADJ
bracis-33645	51	32	biology	biology	NOUN
bracis-33645	51	33	.	.	PUNCT
bracis-33645	52	1	mcculloch	mcculloch	PROPN
bracis-33645	52	2	and	and	CCONJ
bracis-33645	52	3	pits	pit	NOUN
bracis-33645	52	4	proposed	propose	VERB
bracis-33645	52	5	that	that	SCONJ
bracis-33645	52	6	all	all	DET
bracis-33645	52	7	the	the	DET
bracis-33645	52	8	behaviors	behavior	NOUN
bracis-33645	52	9	of	of	ADP
bracis-33645	52	10	neurons	neuron	NOUN
bracis-33645	52	11	in	in	ADP
bracis-33645	52	12	the	the	DET
bracis-33645	52	13	human	human	ADJ
bracis-33645	52	14	brain	brain	NOUN
bracis-33645	52	15	can	can	AUX
bracis-33645	52	16	be	be	AUX
bracis-33645	52	17	interpreted	interpret	VERB
bracis-33645	52	18	logically	logically	ADV
bracis-33645	52	19	,	,	PUNCT
bracis-33645	52	20	considering	consider	VERB
bracis-33645	52	21	impulses	impulse	NOUN
bracis-33645	52	22	(	(	PUNCT
bracis-33645	52	23	neuron	neuron	NOUN
bracis-33645	52	24	activities	activity	NOUN
bracis-33645	52	25	)	)	PUNCT
bracis-33645	52	26	,	,	PUNCT
bracis-33645	52	27	inhibitory	inhibitory	ADJ
bracis-33645	52	28	or	or	CCONJ
bracis-33645	52	29	excitatory	excitatory	ADJ
bracis-33645	52	30	synapses	synapsis	NOUN
bracis-33645	52	31	,	,	PUNCT
bracis-33645	52	32	and	and	CCONJ
bracis-33645	52	33	a	a	DET
bracis-33645	52	34	logical	logical	ADJ
bracis-33645	52	35	theory	theory	NOUN
bracis-33645	52	36	called	call	VERB
bracis-33645	52	37	“	"	PUNCT
bracis-33645	52	38	nets	net	NOUN
bracis-33645	52	39	without	without	ADP
bracis-33645	52	40	circles	circle	NOUN
bracis-33645	52	41	”	"	PUNCT
bracis-33645	52	42	.	.	PUNCT
bracis-33645	53	1	the	the	DET
bracis-33645	53	2	concepts	concept	NOUN
bracis-33645	53	3	developed	develop	VERB
bracis-33645	53	4	by	by	ADP
bracis-33645	53	5	mcculloch	mcculloch	PROPN
bracis-33645	53	6	and	and	CCONJ
bracis-33645	53	7	pitts	pitt	NOUN
bracis-33645	53	8	have	have	AUX
bracis-33645	53	9	served	serve	VERB
bracis-33645	53	10	as	as	ADP
bracis-33645	53	11	the	the	DET
bracis-33645	53	12	foundation	foundation	NOUN
bracis-33645	53	13	for	for	ADP
bracis-33645	53	14	all	all	DET
bracis-33645	53	15	neural	neural	ADJ
bracis-33645	53	16	network	network	NOUN
bracis-33645	53	17	and	and	CCONJ
bracis-33645	53	18	deep	deep	ADJ
bracis-33645	53	19	learning	learning	NOUN
bracis-33645	53	20	architectures	architecture	NOUN
bracis-33645	53	21	created	create	VERB
bracis-33645	53	22	to	to	ADP
bracis-33645	53	23	date	date	NOUN
bracis-33645	53	24	.	.	PUNCT
bracis-33645	54	1	since	since	SCONJ
bracis-33645	54	2	2010	2010	NUM
bracis-33645	54	3	,	,	PUNCT
bracis-33645	54	4	deep	deep	ADJ
bracis-33645	54	5	learning	learning	NOUN
bracis-33645	54	6	networks	network	NOUN
bracis-33645	54	7	have	have	AUX
bracis-33645	54	8	been	be	AUX
bracis-33645	54	9	widely	widely	ADV
bracis-33645	54	10	recognized	recognize	VERB
bracis-33645	54	11	as	as	ADP
bracis-33645	54	12	one	one	NUM
bracis-33645	54	13	of	of	ADP
bracis-33645	54	14	the	the	DET
bracis-33645	54	15	most	most	ADV
bracis-33645	54	16	effective	effective	ADJ
bracis-33645	54	17	modern	modern	ADJ
bracis-33645	54	18	techniques	technique	NOUN
bracis-33645	54	19	for	for	ADP
bracis-33645	54	20	solving	solve	VERB
bracis-33645	54	21	complex	complex	ADJ
bracis-33645	54	22	pattern	pattern	NOUN
bracis-33645	54	23	recognition	recognition	NOUN
bracis-33645	54	24	problems	problem	NOUN
bracis-33645	54	25	[	[	X
bracis-33645	54	26	1	1	NUM
bracis-33645	54	27	]	]	PUNCT
bracis-33645	54	28	,	,	PUNCT
bracis-33645	54	29	especially	especially	ADV
bracis-33645	54	30	those	those	DET
bracis-33645	54	31	neural	neural	ADJ
bracis-33645	54	32	networks	network	NOUN
bracis-33645	54	33	,	,	PUNCT
bracis-33645	54	34	so	so	ADV
bracis-33645	54	35	-	-	PUNCT
bracis-33645	54	36	called	call	VERB
bracis-33645	54	37	convolutional	convolutional	ADJ
bracis-33645	54	38	neural	neural	ADJ
bracis-33645	54	39	networks	network	NOUN
bracis-33645	54	40	(	(	PUNCT
bracis-33645	54	41	cnn	cnn	PROPN
bracis-33645	54	42	)	)	PUNCT
bracis-33645	54	43	that	that	PRON
bracis-33645	54	44	have	have	AUX
bracis-33645	54	45	shown	show	VERB
bracis-33645	54	46	high	high	ADJ
bracis-33645	54	47	accuracy	accuracy	NOUN
bracis-33645	54	48	in	in	ADP
bracis-33645	54	49	recognizing	recognize	VERB
bracis-33645	54	50	abstract	abstract	ADJ
bracis-33645	54	51	patterns	pattern	NOUN
bracis-33645	54	52	and	and	CCONJ
bracis-33645	54	53	features	feature	VERB
bracis-33645	54	54	that	that	SCONJ
bracis-33645	54	55	a	a	DET
bracis-33645	54	56	human	human	NOUN
bracis-33645	54	57	would	would	AUX
bracis-33645	54	58	not	not	PART
bracis-33645	54	59	easily	easily	ADV
bracis-33645	54	60	obtain	obtain	VERB
bracis-33645	54	61	[	[	X
bracis-33645	54	62	19	19	NUM
bracis-33645	54	63	]	]	PUNCT
bracis-33645	54	64	.	.	PUNCT
bracis-33645	55	1	a	a	DET
bracis-33645	55	2	cnn	cnn	PROPN
bracis-33645	55	3	has	have	VERB
bracis-33645	55	4	an	an	DET
bracis-33645	55	5	input	input	NOUN
bracis-33645	55	6	layer	layer	NOUN
bracis-33645	55	7	that	that	PRON
bracis-33645	55	8	receives	receive	VERB
bracis-33645	55	9	data	datum	NOUN
bracis-33645	55	10	used	use	VERB
bracis-33645	55	11	for	for	ADP
bracis-33645	55	12	training	training	NOUN
bracis-33645	55	13	and	and	CCONJ
bracis-33645	55	14	validation	validation	NOUN
bracis-33645	55	15	.	.	PUNCT
bracis-33645	56	1	in	in	ADP
bracis-33645	56	2	this	this	DET
bracis-33645	56	3	present	present	ADJ
bracis-33645	56	4	work	work	NOUN
bracis-33645	56	5	,	,	PUNCT
bracis-33645	56	6	the	the	DET
bracis-33645	56	7	input	input	NOUN
bracis-33645	56	8	layers	layer	NOUN
bracis-33645	56	9	[	[	X
bracis-33645	56	10	2	2	NUM
bracis-33645	56	11	]	]	PUNCT
bracis-33645	56	12	are	be	AUX
bracis-33645	56	13	histopathological	histopathological	ADJ
bracis-33645	56	14	features	feature	NOUN
bracis-33645	56	15	from	from	ADP
bracis-33645	56	16	whole	whole	ADJ
bracis-33645	56	17	-	-	PUNCT
bracis-33645	56	18	slide	slide	NOUN
bracis-33645	56	19	medical	medical	ADJ
bracis-33645	56	20	images	image	NOUN
bracis-33645	56	21	;	;	PUNCT
bracis-33645	56	22	then	then	ADV
bracis-33645	56	23	,	,	PUNCT
bracis-33645	56	24	data	datum	NOUN
bracis-33645	56	25	goes	go	VERB
bracis-33645	56	26	through	through	ADP
bracis-33645	56	27	convolutional	convolutional	ADJ
bracis-33645	56	28	layers	layer	NOUN
bracis-33645	56	29	that	that	PRON
bracis-33645	56	30	are	be	AUX
bracis-33645	56	31	blocks	block	NOUN
bracis-33645	56	32	of	of	ADP
bracis-33645	56	33	a	a	DET
bracis-33645	56	34	deep	deep	ADJ
bracis-33645	56	35	network	network	NOUN
bracis-33645	56	36	,	,	PUNCT
bracis-33645	56	37	in	in	ADP
bracis-33645	56	38	which	which	PRON
bracis-33645	56	39	filters	filter	NOUN
bracis-33645	56	40	and	and	CCONJ
bracis-33645	56	41	parameters	parameter	NOUN
bracis-33645	56	42	are	be	AUX
bracis-33645	56	43	combined	combine	VERB
bracis-33645	56	44	in	in	ADP
bracis-33645	56	45	the	the	DET
bracis-33645	56	46	training	training	NOUN
bracis-33645	56	47	stage	stage	NOUN
bracis-33645	56	48	;	;	PUNCT
bracis-33645	56	49	usually	usually	ADV
bracis-33645	56	50	,	,	PUNCT
bracis-33645	56	51	after	after	ADP
bracis-33645	56	52	a	a	DET
bracis-33645	56	53	convolutional	convolutional	ADJ
bracis-33645	56	54	layer	layer	NOUN
bracis-33645	56	55	there	there	PRON
bracis-33645	56	56	is	be	VERB
bracis-33645	56	57	a	a	DET
bracis-33645	56	58	pooling	pool	VERB
bracis-33645	56	59	layer	layer	NOUN
bracis-33645	56	60	,	,	PUNCT
bracis-33645	56	61	which	which	PRON
bracis-33645	56	62	are	be	AUX
bracis-33645	56	63	essential	essential	ADJ
bracis-33645	56	64	components	component	NOUN
bracis-33645	56	65	used	use	VERB
bracis-33645	56	66	for	for	ADP
bracis-33645	56	67	reducing	reduce	VERB
bracis-33645	56	68	spatial	spatial	ADJ
bracis-33645	56	69	dimensions	dimension	NOUN
bracis-33645	56	70	of	of	ADP
bracis-33645	56	71	the	the	DET
bracis-33645	56	72	input	input	NOUN
bracis-33645	56	73	data	datum	NOUN
bracis-33645	56	74	(	(	PUNCT
bracis-33645	56	75	width	width	NOUN
bracis-33645	56	76	 	 	SPACE
bracis-33645	56	77	\(\times	\(\time	NOUN
bracis-33645	56	78	\	\	NOUN
bracis-33645	56	79	)	)	PUNCT
bracis-33645	56	80	 	 	SPACE
bracis-33645	56	81	length	length	NOUN
bracis-33645	56	82	)	)	PUNCT
bracis-33645	56	83	;	;	PUNCT
bracis-33645	56	84	finally	finally	ADV
bracis-33645	56	85	,	,	PUNCT
bracis-33645	56	86	a	a	DET
bracis-33645	56	87	cnn	cnn	NOUN
bracis-33645	56	88	can	can	AUX
bracis-33645	56	89	use	use	VERB
bracis-33645	56	90	a	a	DET
bracis-33645	56	91	dense	dense	ADJ
bracis-33645	56	92	layer	layer	NOUN
bracis-33645	56	93	represented	represent	VERB
bracis-33645	56	94	by	by	ADP
bracis-33645	56	95	a	a	DET
bracis-33645	56	96	fully	fully	ADV
bracis-33645	56	97	connected	connected	ADJ
bracis-33645	56	98	neural	neural	ADJ
bracis-33645	56	99	network	network	NOUN
bracis-33645	56	100	,	,	PUNCT
bracis-33645	56	101	which	which	PRON
bracis-33645	56	102	combines	combine	VERB
bracis-33645	56	103	the	the	DET
bracis-33645	56	104	outputs	output	NOUN
bracis-33645	56	105	from	from	ADP
bracis-33645	56	106	previous	previous	ADJ
bracis-33645	56	107	layers	layer	NOUN
bracis-33645	56	108	performing	perform	VERB
bracis-33645	56	109	a	a	DET
bracis-33645	56	110	prediction	prediction	NOUN
bracis-33645	56	111	(	(	PUNCT
bracis-33645	56	112	classification	classification	NOUN
bracis-33645	56	113	or	or	CCONJ
bracis-33645	56	114	regression	regression	NOUN
bracis-33645	56	115	)	)	PUNCT
bracis-33645	56	116	.	.	PUNCT
bracis-33645	57	1	the	the	DET
bracis-33645	57	2	complete	complete	ADJ
bracis-33645	57	3	illustration	illustration	NOUN
bracis-33645	57	4	of	of	ADP
bracis-33645	57	5	a	a	DET
bracis-33645	57	6	cnn	cnn	PROPN
bracis-33645	57	7	can	can	AUX
bracis-33645	57	8	be	be	AUX
bracis-33645	57	9	found	find	VERB
bracis-33645	57	10	in	in	ADP
bracis-33645	57	11	fig	fig	NOUN
bracis-33645	57	12	.	.	PUNCT
bracis-33645	57	13	 	 	SPACE
bracis-33645	58	1	1	1	NUM
bracis-33645	58	2	and	and	CCONJ
bracis-33645	58	3	fig	fig	NOUN
bracis-33645	58	4	.	.	PUNCT
bracis-33645	58	5	 	 	SPACE
bracis-33645	59	1	2	2	NUM
bracis-33645	59	2	,	,	PUNCT
bracis-33645	59	3	representing	represent	VERB
bracis-33645	59	4	the	the	DET
bracis-33645	59	5	architectures	architecture	NOUN
bracis-33645	59	6	used	use	VERB
bracis-33645	59	7	in	in	ADP
bracis-33645	59	8	this	this	DET
bracis-33645	59	9	work	work	NOUN
bracis-33645	59	10	.	.	PUNCT
bracis-33645	60	1	fig	fig	NOUN
bracis-33645	60	2	.	.	PUNCT
bracis-33645	61	1	1	1	X
bracis-33645	61	2	.	.	X
bracis-33645	61	3	vgg16	vgg16	NOUN
bracis-33645	61	4	architecture	architecture	NOUN
bracis-33645	61	5	full	full	ADJ
bracis-33645	61	6	size	size	NOUN
bracis-33645	61	7	image	image	NOUN
bracis-33645	61	8	fig	fig	NOUN
bracis-33645	61	9	.	.	PUNCT
bracis-33645	62	1	2	2	X
bracis-33645	62	2	.	.	X
bracis-33645	62	3	vgg19	vgg19	PROPN
bracis-33645	62	4	architecture	architecture	NOUN
bracis-33645	62	5	full	full	ADJ
bracis-33645	62	6	size	size	NOUN
bracis-33645	62	7	image	image	NOUN
bracis-33645	62	8	the	the	DET
bracis-33645	62	9	difference	difference	NOUN
bracis-33645	62	10	between	between	ADP
bracis-33645	62	11	vgg16	vgg16	NOUN
bracis-33645	62	12	and	and	CCONJ
bracis-33645	62	13	vgg19	vgg19	PROPN
bracis-33645	62	14	is	be	AUX
bracis-33645	62	15	the	the	DET
bracis-33645	62	16	number	number	NOUN
bracis-33645	62	17	of	of	ADP
bracis-33645	62	18	layers	layer	NOUN
bracis-33645	62	19	.	.	PUNCT
bracis-33645	63	1	while	while	SCONJ
bracis-33645	63	2	vgg16	vgg16	NOUN
bracis-33645	63	3	consists	consist	NOUN
bracis-33645	63	4	of	of	ADP
bracis-33645	63	5	sixteen	sixteen	NUM
bracis-33645	63	6	weight	weight	NOUN
bracis-33645	63	7	layers	layer	NOUN
bracis-33645	63	8	(	(	PUNCT
bracis-33645	63	9	thirteen	thirteen	NUM
bracis-33645	63	10	convolutional	convolutional	ADJ
bracis-33645	63	11	layers	layer	NOUN
bracis-33645	63	12	and	and	CCONJ
bracis-33645	63	13	three	three	NUM
bracis-33645	63	14	fully	fully	ADV
bracis-33645	63	15	connected	connected	ADJ
bracis-33645	63	16	layers	layer	NOUN
bracis-33645	63	17	)	)	PUNCT
bracis-33645	63	18	,	,	PUNCT
bracis-33645	63	19	vgg19	vgg19	PROPN
bracis-33645	63	20	has	have	VERB
bracis-33645	63	21	nineteen	nineteen	NUM
bracis-33645	63	22	weight	weight	NOUN
bracis-33645	63	23	layers	layer	NOUN
bracis-33645	63	24	(	(	PUNCT
bracis-33645	63	25	sixteen	sixteen	NUM
bracis-33645	63	26	convolutional	convolutional	ADJ
bracis-33645	63	27	layers	layer	NOUN
bracis-33645	63	28	and	and	CCONJ
bracis-33645	63	29	three	three	NUM
bracis-33645	63	30	fully	fully	ADV
bracis-33645	63	31	connected	connected	ADJ
bracis-33645	63	32	layers	layer	NOUN
bracis-33645	63	33	)	)	PUNCT
bracis-33645	63	34	.	.	PUNCT
bracis-33645	64	1	furthermore	furthermore	ADV
bracis-33645	64	2	,	,	PUNCT
bracis-33645	64	3	vgg16	vgg16	NOUN
bracis-33645	64	4	has	have	VERB
bracis-33645	64	5	five	five	NUM
bracis-33645	64	6	blocks	block	NOUN
bracis-33645	64	7	of	of	ADP
bracis-33645	64	8	convolutional	convolutional	ADJ
bracis-33645	64	9	layers	layer	NOUN
bracis-33645	64	10	,	,	PUNCT
bracis-33645	64	11	with	with	ADP
bracis-33645	64	12	the	the	DET
bracis-33645	64	13	number	number	NOUN
bracis-33645	64	14	of	of	ADP
bracis-33645	64	15	convolutional	convolutional	ADJ
bracis-33645	64	16	layers	layer	NOUN
bracis-33645	64	17	in	in	ADP
bracis-33645	64	18	each	each	DET
bracis-33645	64	19	block	block	NOUN
bracis-33645	64	20	being	be	AUX
bracis-33645	64	21	[	[	X
bracis-33645	64	22	2	2	NUM
bracis-33645	64	23	,	,	PUNCT
bracis-33645	64	24	2	2	NUM
bracis-33645	64	25	,	,	PUNCT
bracis-33645	64	26	3	3	NUM
bracis-33645	64	27	,	,	PUNCT
bracis-33645	64	28	3	3	NUM
bracis-33645	64	29	,	,	PUNCT
bracis-33645	64	30	3	3	NUM
bracis-33645	64	31	]	]	PUNCT
bracis-33645	64	32	.	.	PUNCT
bracis-33645	65	1	in	in	ADP
bracis-33645	65	2	comparison	comparison	NOUN
bracis-33645	65	3	,	,	PUNCT
bracis-33645	65	4	vgg19	vgg19	PROPN
bracis-33645	65	5	also	also	ADV
bracis-33645	65	6	has	have	VERB
bracis-33645	65	7	five	five	NUM
bracis-33645	65	8	blocks	block	NOUN
bracis-33645	65	9	of	of	ADP
bracis-33645	65	10	convolutional	convolutional	ADJ
bracis-33645	65	11	layers	layer	NOUN
bracis-33645	65	12	,	,	PUNCT
bracis-33645	65	13	but	but	CCONJ
bracis-33645	65	14	the	the	DET
bracis-33645	65	15	number	number	NOUN
bracis-33645	65	16	of	of	ADP
bracis-33645	65	17	convolutional	convolutional	ADJ
bracis-33645	65	18	layers	layer	NOUN
bracis-33645	65	19	in	in	ADP
bracis-33645	65	20	each	each	DET
bracis-33645	65	21	block	block	NOUN
bracis-33645	65	22	is	be	AUX
bracis-33645	65	23	[	[	X
bracis-33645	65	24	2	2	NUM
bracis-33645	65	25	,	,	PUNCT
bracis-33645	65	26	2	2	NUM
bracis-33645	65	27	,	,	PUNCT
bracis-33645	65	28	4	4	NUM
bracis-33645	65	29	,	,	PUNCT
bracis-33645	65	30	4	4	NUM
bracis-33645	65	31	,	,	PUNCT
bracis-33645	65	32	4	4	NUM
bracis-33645	65	33	]	]	PUNCT
bracis-33645	65	34	.	.	PUNCT
bracis-33645	66	1	3.2	3.2	NUM
bracis-33645	66	2	proposal	proposal	NOUN
bracis-33645	66	3	:	:	PUNCT
bracis-33645	66	4	double	double	ADJ
bracis-33645	66	5	transfer	transfer	NOUN
bracis-33645	66	6	learning	learning	NOUN
bracis-33645	66	7	and	and	CCONJ
bracis-33645	66	8	 	 	SPACE
bracis-33645	66	9	vgg	vgg	NOUN
bracis-33645	66	10	in	in	ADP
bracis-33645	66	11	our	our	PRON
bracis-33645	66	12	proposal	proposal	NOUN
bracis-33645	66	13	,	,	PUNCT
bracis-33645	66	14	we	we	PRON
bracis-33645	66	15	developed	develop	VERB
bracis-33645	66	16	a	a	DET
bracis-33645	66	17	structure	structure	NOUN
bracis-33645	66	18	with	with	ADP
bracis-33645	66	19	the	the	DET
bracis-33645	66	20	combination	combination	NOUN
bracis-33645	66	21	of	of	ADP
bracis-33645	66	22	the	the	DET
bracis-33645	66	23	double	double	ADJ
bracis-33645	66	24	transfer	transfer	NOUN
bracis-33645	66	25	learning	learning	NOUN
bracis-33645	66	26	(	(	PUNCT
bracis-33645	66	27	dtl	dtl	NOUN
bracis-33645	66	28	)	)	PUNCT
bracis-33645	66	29	technique	technique	NOUN
bracis-33645	66	30	,	,	PUNCT
bracis-33645	66	31	vgg16	vgg16	NOUN
bracis-33645	66	32	,	,	PUNCT
bracis-33645	66	33	and	and	CCONJ
bracis-33645	66	34	vgg19	vgg19	PROPN
bracis-33645	66	35	(	(	PUNCT
bracis-33645	66	36	trained	train	VERB
bracis-33645	66	37	separately	separately	ADV
bracis-33645	66	38	)	)	PUNCT
bracis-33645	66	39	using	use	VERB
bracis-33645	66	40	three	three	NUM
bracis-33645	66	41	datasets	dataset	NOUN
bracis-33645	66	42	:	:	PUNCT
bracis-33645	66	43	imagenet	imagenet	NOUN
bracis-33645	66	44	(	(	PUNCT
bracis-33645	66	45	pre	pre	ADJ
bracis-33645	66	46	-	-	ADJ
bracis-33645	66	47	trained	train	VERB
bracis-33645	66	48	)	)	PUNCT
bracis-33645	66	49	,	,	PUNCT
bracis-33645	66	50	breakhis	breakhis	ADJ
bracis-33645	66	51	,	,	PUNCT
bracis-33645	66	52	and	and	CCONJ
bracis-33645	66	53	patch	patch	VERB
bracis-33645	66	54	camelyon	camelyon	NOUN
bracis-33645	66	55	(	(	PUNCT
bracis-33645	66	56	target	target	NOUN
bracis-33645	66	57	domain	domain	NOUN
bracis-33645	66	58	)	)	PUNCT
bracis-33645	66	59	.	.	PUNCT
bracis-33645	67	1	these	these	DET
bracis-33645	67	2	architectures	architecture	NOUN
bracis-33645	67	3	were	be	AUX
bracis-33645	67	4	chosen	choose	VERB
bracis-33645	67	5	because	because	SCONJ
bracis-33645	67	6	of	of	ADP
bracis-33645	67	7	their	their	PRON
bracis-33645	67	8	superior	superior	ADJ
bracis-33645	67	9	performance	performance	NOUN
bracis-33645	67	10	in	in	ADP
bracis-33645	67	11	classification	classification	NOUN
bracis-33645	67	12	tasks	task	NOUN
bracis-33645	67	13	in	in	ADP
bracis-33645	67	14	different	different	ADJ
bracis-33645	67	15	domains	domain	NOUN
bracis-33645	67	16	.	.	PUNCT
bracis-33645	68	1	to	to	PART
bracis-33645	68	2	clarify	clarify	VERB
bracis-33645	68	3	how	how	SCONJ
bracis-33645	68	4	dtl	dtl	NOUN
bracis-33645	68	5	,	,	PUNCT
bracis-33645	68	6	vgg	vgg	PROPN
bracis-33645	68	7	networks	network	NOUN
bracis-33645	68	8	,	,	PUNCT
bracis-33645	68	9	and	and	CCONJ
bracis-33645	68	10	connections	connection	NOUN
bracis-33645	68	11	work	work	NOUN
bracis-33645	68	12	,	,	PUNCT
bracis-33645	68	13	fig	fig	NOUN
bracis-33645	68	14	.	.	PUNCT
bracis-33645	68	15	 	 	SPACE
bracis-33645	68	16	3	3	NUM
bracis-33645	68	17	shows	show	VERB
bracis-33645	68	18	the	the	DET
bracis-33645	68	19	architecture	architecture	NOUN
bracis-33645	68	20	proposal	proposal	NOUN
bracis-33645	68	21	.	.	PUNCT
bracis-33645	69	1	fig	fig	NOUN
bracis-33645	69	2	.	.	PUNCT
bracis-33645	70	1	3	3	X
bracis-33645	70	2	.	.	X
bracis-33645	70	3	architecture	architecture	NOUN
bracis-33645	70	4	of	of	ADP
bracis-33645	70	5	the	the	DET
bracis-33645	70	6	tests	test	NOUN
bracis-33645	70	7	using	use	VERB
bracis-33645	70	8	vgg16	vgg16	PROPN
bracis-33645	70	9	and	and	CCONJ
bracis-33645	70	10	vgg19	vgg19	PROPN
bracis-33645	70	11	(	(	PUNCT
bracis-33645	70	12	separately	separately	ADV
bracis-33645	70	13	trained	train	VERB
bracis-33645	70	14	)	)	PUNCT
bracis-33645	70	15	in	in	ADP
bracis-33645	70	16	double	double	ADJ
bracis-33645	70	17	transfer	transfer	NOUN
bracis-33645	70	18	learning	learning	NOUN
bracis-33645	70	19	with	with	ADP
bracis-33645	70	20	three	three	NUM
bracis-33645	70	21	datasets	dataset	NOUN
bracis-33645	70	22	:	:	PUNCT
bracis-33645	70	23	imagenet	imagenet	NOUN
bracis-33645	70	24	,	,	PUNCT
bracis-33645	70	25	breakhis	breakhis	ADJ
bracis-33645	70	26	and	and	CCONJ
bracis-33645	70	27	patch	patch	VERB
bracis-33645	70	28	camelyon	camelyon	NOUN
bracis-33645	70	29	as	as	ADP
bracis-33645	70	30	target	target	NOUN
bracis-33645	70	31	domain	domain	NOUN
bracis-33645	70	32	.	.	PUNCT
bracis-33645	71	1	full	full	ADJ
bracis-33645	71	2	size	size	NOUN
bracis-33645	71	3	image	image	NOUN
bracis-33645	71	4	the	the	DET
bracis-33645	71	5	vgg16	vgg16	PROPN
bracis-33645	71	6	and	and	CCONJ
bracis-33645	71	7	vgg19	vgg19	PROPN
bracis-33645	71	8	models	model	NOUN
bracis-33645	71	9	are	be	AUX
bracis-33645	71	10	initially	initially	ADV
bracis-33645	71	11	pre	pre	ADJ
bracis-33645	71	12	-	-	VERB
bracis-33645	71	13	trained	trained	ADJ
bracis-33645	71	14	using	use	VERB
bracis-33645	71	15	data	datum	NOUN
bracis-33645	71	16	from	from	ADP
bracis-33645	71	17	imagenet	imagenet	NOUN
bracis-33645	71	18	before	before	ADP
bracis-33645	71	19	extracting	extract	VERB
bracis-33645	71	20	histopathological	histopathological	ADJ
bracis-33645	71	21	features	feature	NOUN
bracis-33645	71	22	from	from	ADP
bracis-33645	71	23	the	the	DET
bracis-33645	71	24	input	input	NOUN
bracis-33645	71	25	data	datum	NOUN
bracis-33645	71	26	.	.	PUNCT
bracis-33645	72	1	next	next	ADV
bracis-33645	72	2	,	,	PUNCT
bracis-33645	72	3	the	the	DET
bracis-33645	72	4	convolutional	convolutional	ADJ
bracis-33645	72	5	neural	neural	ADJ
bracis-33645	72	6	networks	network	NOUN
bracis-33645	72	7	(	(	PUNCT
bracis-33645	72	8	cnns	cnns	PROPN
bracis-33645	72	9	)	)	PUNCT
bracis-33645	72	10	are	be	AUX
bracis-33645	72	11	trained	train	VERB
bracis-33645	72	12	using	use	VERB
bracis-33645	72	13	the	the	DET
bracis-33645	72	14	patch	patch	ADJ
bracis-33645	72	15	camelyon	camelyon	NOUN
bracis-33645	72	16	dataset	dataset	NOUN
bracis-33645	72	17	for	for	ADP
bracis-33645	72	18	simple	simple	ADJ
bracis-33645	72	19	transfer	transfer	NOUN
bracis-33645	72	20	learning	learning	NOUN
bracis-33645	72	21	(	(	PUNCT
bracis-33645	72	22	stl	stl	PROPN
bracis-33645	72	23	)	)	PUNCT
bracis-33645	72	24	,	,	PUNCT
bracis-33645	72	25	the	the	DET
bracis-33645	72	26	first	first	ADJ
bracis-33645	72	27	classification	classification	NOUN
bracis-33645	72	28	step	step	NOUN
bracis-33645	72	29	.	.	PUNCT
bracis-33645	73	1	then	then	ADV
bracis-33645	73	2	,	,	PUNCT
bracis-33645	73	3	the	the	DET
bracis-33645	73	4	vgg	vgg	NOUN
bracis-33645	73	5	models	model	NOUN
bracis-33645	73	6	are	be	AUX
bracis-33645	73	7	further	far	ADV
bracis-33645	73	8	trained	train	VERB
bracis-33645	73	9	using	use	VERB
bracis-33645	73	10	the	the	DET
bracis-33645	73	11	breakhis	breakhis	NOUN
bracis-33645	73	12	dataset	dataset	NOUN
bracis-33645	73	13	before	before	ADP
bracis-33645	73	14	being	be	AUX
bracis-33645	73	15	tested	test	VERB
bracis-33645	73	16	using	use	VERB
bracis-33645	73	17	the	the	DET
bracis-33645	73	18	patch	patch	ADJ
bracis-33645	73	19	camelyon	camelyon	NOUN
bracis-33645	73	20	dataset	dataset	NOUN
bracis-33645	73	21	to	to	PART
bracis-33645	73	22	determine	determine	VERB
bracis-33645	73	23	if	if	SCONJ
bracis-33645	73	24	a	a	DET
bracis-33645	73	25	second	second	ADJ
bracis-33645	73	26	transfer	transfer	NOUN
bracis-33645	73	27	learning	learning	NOUN
bracis-33645	73	28	process	process	NOUN
bracis-33645	73	29	affects	affect	VERB
bracis-33645	73	30	the	the	DET
bracis-33645	73	31	detection	detection	NOUN
bracis-33645	73	32	of	of	ADP
bracis-33645	73	33	metastasis	metastasis	NOUN
bracis-33645	73	34	.	.	PUNCT
bracis-33645	74	1	4	4	NUM
bracis-33645	74	2	computational	computational	ADJ
bracis-33645	74	3	experiments	experiment	NOUN
bracis-33645	74	4	4.1	4.1	NUM
bracis-33645	74	5	setup	setup	NOUN
bracis-33645	74	6	the	the	DET
bracis-33645	74	7	google	google	PROPN
bracis-33645	74	8	coding	code	VERB
bracis-33645	74	9	environment	environment	NOUN
bracis-33645	74	10	is	be	AUX
bracis-33645	74	11	used	use	VERB
bracis-33645	74	12	:	:	PUNCT
bracis-33645	74	13	collaboratory	collaboratory	NOUN
bracis-33645	74	14	and	and	CCONJ
bracis-33645	74	15	drive	drive	NOUN
bracis-33645	74	16	,	,	PUNCT
bracis-33645	74	17	which	which	PRON
bracis-33645	74	18	store	store	VERB
bracis-33645	74	19	all	all	DET
bracis-33645	74	20	the	the	DET
bracis-33645	74	21	python	python	NOUN
bracis-33645	74	22	notebooks	notebook	NOUN
bracis-33645	74	23	and	and	CCONJ
bracis-33645	74	24	datasets	dataset	NOUN
bracis-33645	74	25	(	(	PUNCT
bracis-33645	74	26	breakhis	breakhis	ADJ
bracis-33645	74	27	and	and	CCONJ
bracis-33645	74	28	patch	patch	ADJ
bracis-33645	74	29	camelyon	camelyon	NOUN
bracis-33645	74	30	)	)	PUNCT
bracis-33645	74	31	.	.	PUNCT
bracis-33645	75	1	the	the	DET
bracis-33645	75	2	code	code	NOUN
bracis-33645	75	3	was	be	AUX
bracis-33645	75	4	executed	execute	VERB
bracis-33645	75	5	using	use	VERB
bracis-33645	75	6	the	the	DET
bracis-33645	75	7	following	follow	VERB
bracis-33645	75	8	configuration	configuration	NOUN
bracis-33645	75	9	:	:	PUNCT
bracis-33645	75	10	gpu	gpu	PROPN
bracis-33645	75	11	tesla	tesla	PROPN
bracis-33645	75	12	t4	t4	PROPN
bracis-33645	75	13	,	,	PUNCT
bracis-33645	75	14	12	12	NUM
bracis-33645	75	15	gb	gb	NOUN
bracis-33645	75	16	ram	ram	NOUN
bracis-33645	75	17	,	,	PUNCT
bracis-33645	75	18	and	and	CCONJ
bracis-33645	75	19	78.2	78.2	NUM
bracis-33645	75	20	gb	gb	NOUN
bracis-33645	75	21	hdd	hdd	NOUN
bracis-33645	75	22	with	with	ADP
bracis-33645	75	23	tensorflow	tensorflow	NOUN
bracis-33645	75	24	and	and	CCONJ
bracis-33645	75	25	keras	keras	PROPN
bracis-33645	75	26	frameworks	framework	NOUN
bracis-33645	75	27	.	.	PUNCT
bracis-33645	76	1	the	the	DET
bracis-33645	76	2	model	model	NOUN
bracis-33645	76	3	parameters	parameter	NOUN
bracis-33645	76	4	set	set	VERB
bracis-33645	76	5	for	for	ADP
bracis-33645	76	6	the	the	DET
bracis-33645	76	7	train	train	NOUN
bracis-33645	76	8	were	be	AUX
bracis-33645	76	9	kernel	kernel	PROPN
bracis-33645	76	10	size	size	NOUN
bracis-33645	76	11	3	3	NUM
bracis-33645	76	12	 	 	SPACE
bracis-33645	76	13	\(\times	\(\time	NOUN
bracis-33645	76	14	\	\	NOUN
bracis-33645	76	15	)	)	PUNCT
bracis-33645	76	16	 	 	SPACE
bracis-33645	76	17	3	3	NUM
bracis-33645	76	18	,	,	PUNCT
bracis-33645	76	19	pooling	pool	VERB
bracis-33645	76	20	size	size	NOUN
bracis-33645	76	21	2	2	NUM
bracis-33645	76	22	 	 	SPACE
bracis-33645	76	23	\(\times	\(\time	NOUN
bracis-33645	76	24	\	\	NOUN
bracis-33645	76	25	)	)	PUNCT
bracis-33645	76	26	 	 	SPACE
bracis-33645	76	27	2	2	NUM
bracis-33645	76	28	,	,	PUNCT
bracis-33645	76	29	input	input	NOUN
bracis-33645	76	30	shape	shape	NOUN
bracis-33645	76	31	640	640	NUM
bracis-33645	76	32	 	 	SPACE
bracis-33645	76	33	\(\times	\(\time	NOUN
bracis-33645	76	34	\	\	NOUN
bracis-33645	76	35	)	)	PUNCT
bracis-33645	76	36	 	 	SPACE
bracis-33645	76	37	640	640	NUM
bracis-33645	76	38	 	 	SPACE
bracis-33645	76	39	\(\times	\(\time	NOUN
bracis-33645	76	40	\	\	NOUN
bracis-33645	76	41	)	)	PUNCT
bracis-33645	76	42	 	 	SPACE
bracis-33645	76	43	3	3	NUM
bracis-33645	76	44	for	for	ADP
bracis-33645	76	45	breakhis	breakhis	ADJ
bracis-33645	76	46	first	first	ADJ
bracis-33645	76	47	classification	classification	NOUN
bracis-33645	76	48	step	step	NOUN
bracis-33645	76	49	,	,	PUNCT
bracis-33645	76	50	and	and	CCONJ
bracis-33645	76	51	96	96	NUM
bracis-33645	76	52	 	 	SPACE
bracis-33645	76	53	\(\times	\(\time	NOUN
bracis-33645	76	54	\	\	NOUN
bracis-33645	76	55	)	)	PUNCT
bracis-33645	76	56	 	 	SPACE
bracis-33645	76	57	96	96	NUM
bracis-33645	76	58	 	 	SPACE
bracis-33645	76	59	\(\times	\(\time	NOUN
bracis-33645	76	60	\	\	NOUN
bracis-33645	76	61	)	)	PUNCT
bracis-33645	76	62	 	 	SPACE
bracis-33645	76	63	3	3	NUM
bracis-33645	76	64	for	for	ADP
bracis-33645	76	65	input	input	NOUN
bracis-33645	76	66	shape	shape	NOUN
bracis-33645	76	67	of	of	ADP
bracis-33645	76	68	the	the	DET
bracis-33645	76	69	classification	classification	NOUN
bracis-33645	76	70	with	with	ADP
bracis-33645	76	71	target	target	NOUN
bracis-33645	76	72	domain	domain	NOUN
bracis-33645	76	73	(	(	PUNCT
bracis-33645	76	74	patch	patch	NOUN
bracis-33645	76	75	camelyon	camelyon	NOUN
bracis-33645	76	76	)	)	PUNCT
bracis-33645	76	77	.	.	PUNCT
bracis-33645	77	1	each	each	DET
bracis-33645	77	2	vgg	vgg	NOUN
bracis-33645	77	3	was	be	AUX
bracis-33645	77	4	trained	train	VERB
bracis-33645	77	5	in	in	ADP
bracis-33645	77	6	five	five	NUM
bracis-33645	77	7	epochs	epoch	NOUN
bracis-33645	77	8	,	,	PUNCT
bracis-33645	77	9	batch	batch	NOUN
bracis-33645	77	10	equal	equal	ADJ
bracis-33645	77	11	to	to	ADP
bracis-33645	77	12	32	32	NUM
bracis-33645	77	13	,	,	PUNCT
bracis-33645	77	14	seed	seed	NOUN
bracis-33645	77	15	1337	1337	NUM
bracis-33645	77	16	,	,	PUNCT
bracis-33645	77	17	image	image	NOUN
bracis-33645	77	18	size	size	NOUN
bracis-33645	77	19	224	224	NUM
bracis-33645	77	20	(	(	PUNCT
bracis-33645	77	21	tensor	tensor	NOUN
bracis-33645	77	22	length	length	NOUN
bracis-33645	77	23	)	)	PUNCT
bracis-33645	77	24	,	,	PUNCT
bracis-33645	77	25	and	and	CCONJ
bracis-33645	77	26	four	four	NUM
bracis-33645	77	27	filters	filter	NOUN
bracis-33645	77	28	.	.	PUNCT
bracis-33645	78	1	early	early	ADJ
bracis-33645	78	2	stopping	stopping	NOUN
bracis-33645	78	3	was	be	AUX
bracis-33645	78	4	used	use	VERB
bracis-33645	78	5	if	if	SCONJ
bracis-33645	78	6	there	there	PRON
bracis-33645	78	7	was	be	VERB
bracis-33645	78	8	no	no	DET
bracis-33645	78	9	more	more	ADJ
bracis-33645	78	10	progress	progress	NOUN
bracis-33645	78	11	in	in	ADP
bracis-33645	78	12	the	the	DET
bracis-33645	78	13	learning	learning	NOUN
bracis-33645	78	14	attributes	attribute	NOUN
bracis-33645	78	15	,	,	PUNCT
bracis-33645	78	16	and	and	CCONJ
bracis-33645	78	17	a	a	DET
bracis-33645	78	18	reduce	reduce	NOUN
bracis-33645	78	19	learning	learning	NOUN
bracis-33645	78	20	rate	rate	NOUN
bracis-33645	78	21	was	be	AUX
bracis-33645	78	22	applied	apply	VERB
bracis-33645	78	23	to	to	PART
bracis-33645	78	24	control	control	VERB
bracis-33645	78	25	the	the	DET
bracis-33645	78	26	tax	tax	NOUN
bracis-33645	78	27	training	training	NOUN
bracis-33645	78	28	flow	flow	NOUN
bracis-33645	78	29	in	in	ADP
bracis-33645	78	30	each	each	DET
bracis-33645	78	31	epoch	epoch	NOUN
bracis-33645	78	32	,	,	PUNCT
bracis-33645	78	33	reducing	reduce	VERB
bracis-33645	78	34	the	the	DET
bracis-33645	78	35	factor	factor	NOUN
bracis-33645	78	36	of	of	ADP
bracis-33645	78	37	0.5	0.5	NUM
bracis-33645	78	38	with	with	ADP
bracis-33645	78	39	a	a	DET
bracis-33645	78	40	minimum	minimum	NOUN
bracis-33645	78	41	of	of	ADP
bracis-33645	78	42	0.00001	0.00001	NUM
bracis-33645	78	43	that	that	PRON
bracis-33645	78	44	can	can	AUX
bracis-33645	78	45	reach	reach	VERB
bracis-33645	78	46	the	the	DET
bracis-33645	78	47	learning	learning	NOUN
bracis-33645	78	48	rate	rate	NOUN
bracis-33645	78	49	.	.	PUNCT
bracis-33645	79	1	the	the	DET
bracis-33645	79	2	sampling	sampling	NOUN
bracis-33645	79	3	method	method	NOUN
bracis-33645	79	4	was	be	AUX
bracis-33645	79	5	hold	hold	NOUN
bracis-33645	79	6	-	-	PUNCT
bracis-33645	79	7	out	out	NOUN
bracis-33645	79	8	using	use	VERB
bracis-33645	79	9	the	the	DET
bracis-33645	79	10	rate	rate	NOUN
bracis-33645	79	11	80/20	80/20	NUM
bracis-33645	79	12	.	.	PUNCT
bracis-33645	80	1	the	the	DET
bracis-33645	80	2	code	code	NOUN
bracis-33645	80	3	of	of	ADP
bracis-33645	80	4	the	the	DET
bracis-33645	80	5	present	present	ADJ
bracis-33645	80	6	work	work	NOUN
bracis-33645	80	7	is	be	AUX
bracis-33645	80	8	stored	store	VERB
bracis-33645	80	9	in	in	ADP
bracis-33645	80	10	google	google	PROPN
bracis-33645	80	11	drive	drive	NOUN
bracis-33645	80	12	,	,	PUNCT
bracis-33645	80	13	which	which	PRON
bracis-33645	80	14	can	can	AUX
bracis-33645	80	15	be	be	AUX
bracis-33645	80	16	easily	easily	ADV
bracis-33645	80	17	accessed	access	VERB
bracis-33645	80	18	at	at	ADP
bracis-33645	80	19	https://github.com/danyllosilva/mbcd-bk-pc-msc	https://github.com/danyllosilva/mbcd-bk-pc-msc	NOUN
bracis-33645	80	20	.	.	PUNCT
bracis-33645	81	1	4.2	4.2	NUM
bracis-33645	81	2	database	database	NOUN
bracis-33645	81	3	two	two	NUM
bracis-33645	81	4	datasets	dataset	NOUN
bracis-33645	81	5	were	be	AUX
bracis-33645	81	6	used	use	VERB
bracis-33645	81	7	for	for	ADP
bracis-33645	81	8	training	training	NOUN
bracis-33645	81	9	and	and	CCONJ
bracis-33645	81	10	testing	test	VERB
bracis-33645	81	11	the	the	DET
bracis-33645	81	12	vgg	vgg	ADJ
bracis-33645	81	13	algorithms	algorithm	NOUN
bracis-33645	81	14	:	:	PUNCT
bracis-33645	81	15	patch	patch	NOUN
bracis-33645	81	16	camelyon	camelyon	NOUN
bracis-33645	81	17	,	,	PUNCT
bracis-33645	81	18	reference	reference	NOUN
bracis-33645	81	19	for	for	ADP
bracis-33645	81	20	metastatic	metastatic	ADJ
bracis-33645	81	21	tissue	tissue	NOUN
bracis-33645	81	22	detection	detection	NOUN
bracis-33645	81	23	[	[	X
bracis-33645	81	24	20	20	NUM
bracis-33645	81	25	]	]	PUNCT
bracis-33645	81	26	and	and	CCONJ
bracis-33645	81	27	breakhis	breakhis	ADJ
bracis-33645	81	28	dataset	dataset	NOUN
bracis-33645	81	29	,	,	PUNCT
bracis-33645	81	30	reference	reference	NOUN
bracis-33645	81	31	for	for	ADP
bracis-33645	81	32	breast	breast	NOUN
bracis-33645	81	33	cancer	cancer	NOUN
bracis-33645	81	34	detection	detection	NOUN
bracis-33645	82	1	[	[	X
bracis-33645	82	2	7	7	NUM
bracis-33645	82	3	]	]	PUNCT
bracis-33645	82	4	.	.	PUNCT
bracis-33645	83	1	breast	breast	NOUN
bracis-33645	83	2	cancer	cancer	NOUN
bracis-33645	83	3	histopathological	histopathological	ADJ
bracis-33645	83	4	database	database	NOUN
bracis-33645	83	5	(	(	PUNCT
bracis-33645	83	6	known	know	VERB
bracis-33645	83	7	also	also	ADV
bracis-33645	83	8	as	as	SCONJ
bracis-33645	83	9	breakhis	breakhis	ADJ
bracis-33645	83	10	dataset	dataset	NOUN
bracis-33645	83	11	)	)	PUNCT
bracis-33645	83	12	version	version	NOUN
bracis-33645	83	13	1.0	1.0	NUM
bracis-33645	83	14	is	be	AUX
bracis-33645	83	15	composed	compose	VERB
bracis-33645	83	16	of	of	ADP
bracis-33645	83	17	7,909	7,909	NUM
bracis-33645	83	18	microscopic	microscopic	ADJ
bracis-33645	83	19	images	image	NOUN
bracis-33645	83	20	in	in	ADP
bracis-33645	83	21	tif	tif	PROPN
bracis-33645	83	22	file	file	NOUN
bracis-33645	83	23	format	format	NOUN
bracis-33645	83	24	,	,	PUNCT
bracis-33645	83	25	3	3	NUM
bracis-33645	83	26	-	-	PUNCT
bracis-33645	83	27	channel	channel	NOUN
bracis-33645	83	28	rgb	rgb	PROPN
bracis-33645	83	29	,	,	PUNCT
bracis-33645	83	30	and	and	CCONJ
bracis-33645	83	31	four	four	NUM
bracis-33645	83	32	different	different	ADJ
bracis-33645	83	33	magnifying	magnifying	ADJ
bracis-33645	83	34	factors	factor	NOUN
bracis-33645	83	35	:	:	PUNCT
bracis-33645	83	36	1,995	1,995	NUM
bracis-33645	83	37	images	image	NOUN
bracis-33645	83	38	in	in	ADP
bracis-33645	83	39	factor	factor	NOUN
bracis-33645	83	40	40x	40x	NOUN
bracis-33645	83	41	,	,	PUNCT
bracis-33645	83	42	2,081	2,081	NUM
bracis-33645	83	43	in	in	ADP
bracis-33645	83	44	100x	100x	NUM
bracis-33645	83	45	,	,	PUNCT
bracis-33645	83	46	2,013	2,013	NUM
bracis-33645	83	47	in	in	ADP
bracis-33645	83	48	200x	200x	NUM
bracis-33645	83	49	,	,	PUNCT
bracis-33645	83	50	and	and	CCONJ
bracis-33645	83	51	1,820	1,820	NUM
bracis-33645	83	52	in	in	ADP
bracis-33645	83	53	400x	400x	NUM
bracis-33645	83	54	(	(	PUNCT
bracis-33645	83	55	fig	fig	NOUN
bracis-33645	83	56	.	.	PUNCT
bracis-33645	83	57	4	4	NUM
bracis-33645	83	58	)	)	PUNCT
bracis-33645	83	59	.	.	PUNCT
bracis-33645	84	1	fig	fig	NOUN
bracis-33645	84	2	.	.	PUNCT
bracis-33645	85	1	4	4	X
bracis-33645	85	2	.	.	NUM
bracis-33645	85	3	labeled	label	VERB
bracis-33645	85	4	images	image	NOUN
bracis-33645	85	5	from	from	ADP
bracis-33645	85	6	breakhis	breakhis	ADJ
bracis-33645	85	7	dataset	dataset	NOUN
bracis-33645	85	8	in	in	ADP
bracis-33645	85	9	four	four	NUM
bracis-33645	85	10	magnifying	magnifying	ADJ
bracis-33645	85	11	factors	factor	NOUN
bracis-33645	85	12	:	:	PUNCT
bracis-33645	85	13	40x	40x	X
bracis-33645	85	14	(	(	PUNCT
bracis-33645	85	15	a	a	X
bracis-33645	85	16	)	)	PUNCT
bracis-33645	85	17	,	,	PUNCT
bracis-33645	85	18	100x	100x	NUM
bracis-33645	85	19	(	(	PUNCT
bracis-33645	85	20	b	b	NOUN
bracis-33645	85	21	)	)	PUNCT
bracis-33645	85	22	,	,	PUNCT
bracis-33645	85	23	200x	200x	NUM
bracis-33645	85	24	(	(	PUNCT
bracis-33645	85	25	c	c	NOUN
bracis-33645	85	26	)	)	PUNCT
bracis-33645	85	27	and	and	CCONJ
bracis-33645	85	28	400x	400x	NUM
bracis-33645	85	29	(	(	PUNCT
bracis-33645	85	30	d	d	NOUN
bracis-33645	85	31	)	)	PUNCT
bracis-33645	85	32	.	.	PUNCT
bracis-33645	86	1	full	full	ADJ
bracis-33645	86	2	size	size	NOUN
bracis-33645	86	3	image	image	NOUN
bracis-33645	86	4	the	the	DET
bracis-33645	86	5	patch	patch	ADJ
bracis-33645	86	6	camelyon	camelyon	NOUN
bracis-33645	86	7	dataset	dataset	NOUN
bracis-33645	86	8	contains	contain	VERB
bracis-33645	86	9	327,800	327,800	NUM
bracis-33645	86	10	histopathological	histopathological	ADJ
bracis-33645	86	11	images	image	NOUN
bracis-33645	86	12	from	from	ADP
bracis-33645	86	13	radboud	radboud	PROPN
bracis-33645	86	14	university	university	PROPN
bracis-33645	86	15	medical	medical	ADJ
bracis-33645	86	16	center	center	NOUN
bracis-33645	86	17	,	,	PUNCT
bracis-33645	86	18	and	and	CCONJ
bracis-33645	86	19	it	it	PRON
bracis-33645	86	20	was	be	AUX
bracis-33645	86	21	divided	divide	VERB
bracis-33645	86	22	into	into	ADP
bracis-33645	86	23	patches	patch	NOUN
bracis-33645	86	24	labeled	label	VERB
bracis-33645	86	25	by	by	ADP
bracis-33645	86	26	professional	professional	ADJ
bracis-33645	86	27	pathologists	pathologist	NOUN
bracis-33645	86	28	with	with	ADP
bracis-33645	86	29	an	an	DET
bracis-33645	86	30	indication	indication	NOUN
bracis-33645	86	31	of	of	ADP
bracis-33645	86	32	the	the	DET
bracis-33645	86	33	positive	positive	ADJ
bracis-33645	86	34	or	or	CCONJ
bracis-33645	86	35	negative	negative	ADJ
bracis-33645	86	36	occurrence	occurrence	NOUN
bracis-33645	86	37	of	of	ADP
bracis-33645	86	38	metastatic	metastatic	ADJ
bracis-33645	86	39	breast	breast	NOUN
bracis-33645	86	40	cancer	cancer	NOUN
bracis-33645	86	41	in	in	ADP
bracis-33645	86	42	the	the	DET
bracis-33645	86	43	patch	patch	NOUN
bracis-33645	86	44	region	region	NOUN
bracis-33645	86	45	.	.	PUNCT
bracis-33645	87	1	the	the	DET
bracis-33645	87	2	base	base	NOUN
bracis-33645	87	3	ratio	ratio	NOUN
bracis-33645	87	4	is	be	AUX
bracis-33645	87	5	balanced	balance	VERB
bracis-33645	87	6	50/50	50/50	NUM
bracis-33645	87	7	for	for	ADP
bracis-33645	87	8	the	the	DET
bracis-33645	87	9	two	two	NUM
bracis-33645	87	10	classes	class	NOUN
bracis-33645	87	11	,	,	PUNCT
bracis-33645	87	12	and	and	CCONJ
bracis-33645	87	13	the	the	DET
bracis-33645	87	14	image	image	NOUN
bracis-33645	87	15	resolution	resolution	NOUN
bracis-33645	87	16	is	be	AUX
bracis-33645	87	17	96	96	NUM
bracis-33645	87	18	 	 	SPACE
bracis-33645	87	19	\(\times	\(\time	NOUN
bracis-33645	87	20	\	\	NOUN
bracis-33645	87	21	)	)	PUNCT
bracis-33645	87	22	 	 	SPACE
bracis-33645	87	23	96	96	NUM
bracis-33645	87	24	,	,	PUNCT
bracis-33645	87	25	using	use	VERB
bracis-33645	87	26	3	3	NUM
bracis-33645	87	27	-	-	PUNCT
bracis-33645	87	28	channel	channel	NOUN
bracis-33645	87	29	rgb	rgb	PROPN
bracis-33645	87	30	and	and	CCONJ
bracis-33645	87	31	tif	tif	PROPN
bracis-33645	87	32	as	as	ADP
bracis-33645	87	33	file	file	NOUN
bracis-33645	87	34	formats	format	NOUN
bracis-33645	87	35	.	.	PUNCT
bracis-33645	88	1	each	each	DET
bracis-33645	88	2	label	label	NOUN
bracis-33645	88	3	in	in	ADP
bracis-33645	88	4	the	the	DET
bracis-33645	88	5	image	image	NOUN
bracis-33645	88	6	helps	help	VERB
bracis-33645	88	7	the	the	DET
bracis-33645	88	8	algorithm	algorithm	NOUN
bracis-33645	88	9	learn	learn	VERB
bracis-33645	88	10	the	the	DET
bracis-33645	88	11	region	region	NOUN
bracis-33645	88	12	’s	’s	PART
bracis-33645	88	13	characteristics	characteristic	NOUN
bracis-33645	88	14	during	during	ADP
bracis-33645	88	15	the	the	DET
bracis-33645	88	16	training	training	NOUN
bracis-33645	88	17	phase	phase	NOUN
bracis-33645	88	18	to	to	PART
bracis-33645	88	19	give	give	VERB
bracis-33645	88	20	a	a	DET
bracis-33645	88	21	conclusive	conclusive	ADJ
bracis-33645	88	22	diagnosis	diagnosis	NOUN
bracis-33645	88	23	of	of	ADP
bracis-33645	88	24	the	the	DET
bracis-33645	88	25	presence	presence	NOUN
bracis-33645	88	26	or	or	CCONJ
bracis-33645	88	27	absence	absence	NOUN
bracis-33645	88	28	of	of	ADP
bracis-33645	88	29	metastatic	metastatic	ADJ
bracis-33645	88	30	breast	breast	NOUN
bracis-33645	88	31	cancer	cancer	NOUN
bracis-33645	88	32	.	.	PUNCT
bracis-33645	89	1	figure	figure	NOUN
bracis-33645	89	2	 	 	SPACE
bracis-33645	89	3	5	5	NUM
bracis-33645	89	4	shows	show	VERB
bracis-33645	89	5	an	an	DET
bracis-33645	89	6	example	example	NOUN
bracis-33645	89	7	of	of	ADP
bracis-33645	89	8	how	how	SCONJ
bracis-33645	89	9	each	each	DET
bracis-33645	89	10	patch	patch	NOUN
bracis-33645	89	11	can	can	AUX
bracis-33645	89	12	be	be	AUX
bracis-33645	89	13	found	find	VERB
bracis-33645	89	14	in	in	ADP
bracis-33645	89	15	the	the	DET
bracis-33645	89	16	dataset	dataset	NOUN
bracis-33645	89	17	.	.	PUNCT
bracis-33645	90	1	fig	fig	NOUN
bracis-33645	90	2	.	.	PUNCT
bracis-33645	91	1	5	5	X
bracis-33645	91	2	.	.	NUM
bracis-33645	91	3	labeled	label	VERB
bracis-33645	91	4	images	image	NOUN
bracis-33645	91	5	from	from	ADP
bracis-33645	91	6	patchcamelyon	patchcamelyon	NOUN
bracis-33645	91	7	dataset	dataset	NOUN
bracis-33645	91	8	.	.	PUNCT
bracis-33645	92	1	full	full	ADJ
bracis-33645	92	2	size	size	NOUN
bracis-33645	92	3	image	image	NOUN
bracis-33645	92	4	4.3	4.3	NUM
bracis-33645	92	5	pre	pre	ADJ
bracis-33645	92	6	-	-	NOUN
bracis-33645	92	7	processing	processing	NOUN
bracis-33645	92	8	in	in	ADP
bracis-33645	92	9	pre	pre	ADJ
bracis-33645	92	10	-	-	ADJ
bracis-33645	92	11	processing	processing	ADJ
bracis-33645	92	12	,	,	PUNCT
bracis-33645	93	1	some	some	DET
bracis-33645	93	2	transformations	transformation	NOUN
bracis-33645	93	3	in	in	ADP
bracis-33645	93	4	the	the	DET
bracis-33645	93	5	images	image	NOUN
bracis-33645	93	6	from	from	ADP
bracis-33645	93	7	breakhis	breakhis	ADJ
bracis-33645	93	8	dataset	dataset	NOUN
bracis-33645	93	9	were	be	AUX
bracis-33645	93	10	applied	apply	VERB
bracis-33645	93	11	to	to	ADP
bracis-33645	93	12	data	data	NOUN
bracis-33645	93	13	augmentation	augmentation	NOUN
bracis-33645	93	14	:	:	PUNCT
bracis-33645	93	15	horizontal	horizontal	ADJ
bracis-33645	93	16	flip	flip	NOUN
bracis-33645	93	17	with	with	ADP
bracis-33645	93	18	a	a	DET
bracis-33645	93	19	probability	probability	NOUN
bracis-33645	93	20	of	of	ADP
bracis-33645	93	21	0.5	0.5	NUM
bracis-33645	93	22	,	,	PUNCT
bracis-33645	93	23	random	random	ADJ
bracis-33645	93	24	brightness	brightness	NOUN
bracis-33645	93	25	contrast	contrast	NOUN
bracis-33645	93	26	also	also	ADV
bracis-33645	93	27	with	with	ADP
bracis-33645	93	28	the	the	DET
bracis-33645	93	29	same	same	ADJ
bracis-33645	93	30	probability	probability	NOUN
bracis-33645	93	31	,	,	PUNCT
bracis-33645	93	32	a	a	DET
bracis-33645	93	33	random	random	ADJ
bracis-33645	93	34	resized	resize	VERB
bracis-33645	93	35	crop	crop	NOUN
bracis-33645	93	36	of	of	ADP
bracis-33645	93	37	0.8	0.8	NUM
bracis-33645	93	38	for	for	ADP
bracis-33645	93	39	chance	chance	NOUN
bracis-33645	93	40	occurrence	occurrence	NOUN
bracis-33645	93	41	,	,	PUNCT
bracis-33645	93	42	and	and	CCONJ
bracis-33645	93	43	blur	blur	VERB
bracis-33645	93	44	with	with	ADP
bracis-33645	93	45	a	a	DET
bracis-33645	93	46	limit	limit	NOUN
bracis-33645	93	47	of	of	ADP
bracis-33645	93	48	1px	1px	NOUN
bracis-33645	93	49	by	by	ADP
bracis-33645	93	50	1px	1px	PROPN
bracis-33645	93	51	.	.	PUNCT
bracis-33645	94	1	during	during	ADP
bracis-33645	94	2	the	the	DET
bracis-33645	94	3	integrity	integrity	NOUN
bracis-33645	94	4	data	datum	NOUN
bracis-33645	94	5	check	check	NOUN
bracis-33645	94	6	of	of	ADP
bracis-33645	94	7	patch	patch	PROPN
bracis-33645	94	8	camelyon	camelyon	NOUN
bracis-33645	94	9	,	,	PUNCT
bracis-33645	94	10	some	some	DET
bracis-33645	94	11	corrupted	corrupted	ADJ
bracis-33645	94	12	images	image	NOUN
bracis-33645	94	13	were	be	AUX
bracis-33645	94	14	automatically	automatically	ADV
bracis-33645	94	15	checked	check	VERB
bracis-33645	94	16	and	and	CCONJ
bracis-33645	94	17	removed	remove	VERB
bracis-33645	94	18	to	to	PART
bracis-33645	94	19	guarantee	guarantee	VERB
bracis-33645	94	20	that	that	SCONJ
bracis-33645	94	21	only	only	ADJ
bracis-33645	94	22	valid	valid	ADJ
bracis-33645	94	23	data	datum	NOUN
bracis-33645	94	24	could	could	AUX
bracis-33645	94	25	be	be	AUX
bracis-33645	94	26	used	use	VERB
bracis-33645	94	27	for	for	ADP
bracis-33645	94	28	training	training	NOUN
bracis-33645	94	29	and	and	CCONJ
bracis-33645	94	30	testing	testing	NOUN
bracis-33645	94	31	.	.	PUNCT
bracis-33645	95	1	4.4	4.4	NUM
bracis-33645	95	2	evaluation	evaluation	NOUN
bracis-33645	95	3	metrics	metric	NOUN
bracis-33645	95	4	the	the	DET
bracis-33645	95	5	following	follow	VERB
bracis-33645	95	6	metrics	metric	NOUN
bracis-33645	95	7	allow	allow	VERB
bracis-33645	95	8	us	we	PRON
bracis-33645	95	9	to	to	PART
bracis-33645	95	10	evaluate	evaluate	VERB
bracis-33645	95	11	the	the	DET
bracis-33645	95	12	performance	performance	NOUN
bracis-33645	95	13	of	of	ADP
bracis-33645	95	14	each	each	DET
bracis-33645	95	15	model	model	NOUN
bracis-33645	95	16	.	.	PUNCT
bracis-33645	96	1	they	they	PRON
bracis-33645	96	2	are	be	AUX
bracis-33645	96	3	based	base	VERB
bracis-33645	96	4	on	on	ADP
bracis-33645	96	5	correct	correct	ADJ
bracis-33645	96	6	classifications	classification	NOUN
bracis-33645	96	7	(	(	PUNCT
bracis-33645	96	8	true	true	ADJ
bracis-33645	96	9	positives	positive	NOUN
bracis-33645	96	10	tp	tp	X
bracis-33645	96	11	and	and	CCONJ
bracis-33645	96	12	true	true	ADJ
bracis-33645	96	13	negatives	negative	NOUN
bracis-33645	96	14	tn	tn	NOUN
bracis-33645	96	15	)	)	PUNCT
bracis-33645	96	16	and	and	CCONJ
bracis-33645	96	17	incorrect	incorrect	ADJ
bracis-33645	96	18	ones	one	NOUN
bracis-33645	96	19	(	(	PUNCT
bracis-33645	96	20	false	false	ADJ
bracis-33645	96	21	positives	positive	NOUN
bracis-33645	96	22	fp	fp	X
bracis-33645	96	23	and	and	CCONJ
bracis-33645	96	24	false	false	ADJ
bracis-33645	96	25	negatives	negative	NOUN
bracis-33645	96	26	fn	fn	NOUN
bracis-33645	96	27	)	)	PUNCT
bracis-33645	96	28	.	.	PUNCT
bracis-33645	97	1	additionally	additionally	ADV
bracis-33645	97	2	,	,	PUNCT
bracis-33645	97	3	we	we	PRON
bracis-33645	97	4	can	can	AUX
bracis-33645	97	5	build	build	VERB
bracis-33645	97	6	the	the	DET
bracis-33645	97	7	confusion	confusion	NOUN
bracis-33645	97	8	matrix	matrix	NOUN
bracis-33645	97	9	using	use	VERB
bracis-33645	97	10	these	these	DET
bracis-33645	97	11	values	value	NOUN
bracis-33645	97	12	,	,	PUNCT
bracis-33645	97	13	which	which	PRON
bracis-33645	97	14	can	can	AUX
bracis-33645	97	15	help	help	VERB
bracis-33645	97	16	us	we	PRON
bracis-33645	97	17	visualize	visualize	VERB
bracis-33645	97	18	how	how	SCONJ
bracis-33645	97	19	the	the	DET
bracis-33645	97	20	model	model	NOUN
bracis-33645	97	21	performs	perform	VERB
bracis-33645	97	22	in	in	ADP
bracis-33645	97	23	terms	term	NOUN
bracis-33645	97	24	of	of	ADP
bracis-33645	97	25	correct	correct	ADJ
bracis-33645	97	26	and	and	CCONJ
bracis-33645	97	27	incorrect	incorrect	ADJ
bracis-33645	97	28	classification	classification	NOUN
bracis-33645	97	29	.	.	PUNCT
bracis-33645	98	1	then	then	ADV
bracis-33645	98	2	,	,	PUNCT
bracis-33645	98	3	the	the	DET
bracis-33645	98	4	following	follow	VERB
bracis-33645	98	5	metrics	metric	NOUN
bracis-33645	98	6	complete	complete	VERB
bracis-33645	98	7	the	the	DET
bracis-33645	98	8	evaluation	evaluation	NOUN
bracis-33645	98	9	,	,	PUNCT
bracis-33645	98	10	showing	show	VERB
bracis-33645	98	11	the	the	DET
bracis-33645	98	12	performance	performance	NOUN
bracis-33645	98	13	numbers	number	NOUN
bracis-33645	98	14	.	.	PUNCT
bracis-33645	99	1	in	in	ADP
bracis-33645	99	2	this	this	DET
bracis-33645	99	3	context	context	NOUN
bracis-33645	99	4	,	,	PUNCT
bracis-33645	99	5	eq	eq	NOUN
bracis-33645	99	6	.	.	PUNCT
bracis-33645	99	7	 	 	SPACE
bracis-33645	99	8	1	1	NUM
bracis-33645	99	9	computes	compute	VERB
bracis-33645	99	10	the	the	DET
bracis-33645	99	11	accuracy	accuracy	NOUN
bracis-33645	99	12	,	,	PUNCT
bracis-33645	99	13	which	which	PRON
bracis-33645	99	14	is	be	AUX
bracis-33645	99	15	the	the	DET
bracis-33645	99	16	overall	overall	ADJ
bracis-33645	99	17	model	model	NOUN
bracis-33645	99	18	performance	performance	NOUN
bracis-33645	99	19	,	,	PUNCT
bracis-33645	99	20	but	but	CCONJ
bracis-33645	99	21	it	it	PRON
bracis-33645	99	22	is	be	AUX
bracis-33645	99	23	not	not	PART
bracis-33645	99	24	enough	enough	ADJ
bracis-33645	99	25	to	to	PART
bracis-33645	99	26	evaluate	evaluate	VERB
bracis-33645	99	27	the	the	DET
bracis-33645	99	28	performance	performance	NOUN
bracis-33645	99	29	due	due	ADP
bracis-33645	99	30	to	to	ADP
bracis-33645	99	31	dataset	dataset	ADJ
bracis-33645	99	32	distribution	distribution	NOUN
bracis-33645	99	33	.	.	PUNCT
bracis-33645	100	1	supposing	suppose	VERB
bracis-33645	100	2	that	that	SCONJ
bracis-33645	100	3	the	the	DET
bracis-33645	100	4	dataset	dataset	NOUN
bracis-33645	100	5	presents	present	VERB
bracis-33645	100	6	80	80	NUM
bracis-33645	100	7	%	%	NOUN
bracis-33645	100	8	of	of	ADP
bracis-33645	100	9	positives	positive	NOUN
bracis-33645	100	10	and	and	CCONJ
bracis-33645	100	11	20	20	NUM
bracis-33645	100	12	%	%	NOUN
bracis-33645	100	13	of	of	ADP
bracis-33645	100	14	negatives	negative	NOUN
bracis-33645	100	15	,	,	PUNCT
bracis-33645	100	16	a	a	DET
bracis-33645	100	17	simple	simple	ADJ
bracis-33645	100	18	model	model	NOUN
bracis-33645	100	19	that	that	PRON
bracis-33645	100	20	classifies	classify	VERB
bracis-33645	100	21	all	all	DET
bracis-33645	100	22	input	input	NOUN
bracis-33645	100	23	as	as	ADP
bracis-33645	100	24	positive	positive	ADJ
bracis-33645	100	25	would	would	AUX
bracis-33645	100	26	show	show	VERB
bracis-33645	100	27	an	an	DET
bracis-33645	100	28	accuracy	accuracy	NOUN
bracis-33645	100	29	of	of	ADP
bracis-33645	100	30	80	80	NUM
bracis-33645	100	31	%	%	NOUN
bracis-33645	100	32	.	.	PUNCT
bracis-33645	101	1	however	however	ADV
bracis-33645	101	2	,	,	PUNCT
bracis-33645	101	3	the	the	DET
bracis-33645	101	4	satisfactory	satisfactory	ADJ
bracis-33645	101	5	result	result	NOUN
bracis-33645	101	6	is	be	AUX
bracis-33645	101	7	not	not	PART
bracis-33645	101	8	a	a	DET
bracis-33645	101	9	consequence	consequence	NOUN
bracis-33645	101	10	of	of	ADP
bracis-33645	101	11	a	a	DET
bracis-33645	101	12	good	good	ADJ
bracis-33645	101	13	model	model	NOUN
bracis-33645	101	14	but	but	CCONJ
bracis-33645	101	15	the	the	DET
bracis-33645	101	16	effect	effect	NOUN
bracis-33645	101	17	of	of	ADP
bracis-33645	101	18	the	the	DET
bracis-33645	101	19	classification	classification	NOUN
bracis-33645	101	20	distribution	distribution	NOUN
bracis-33645	101	21	in	in	ADP
bracis-33645	101	22	the	the	DET
bracis-33645	101	23	dataset	dataset	NOUN
bracis-33645	101	24	.	.	PUNCT
bracis-33645	102	1	$	$	SYM
bracis-33645	102	2	$	$	SYM
bracis-33645	102	3	\begin{aligned	\begin{aligne	VERB
bracis-33645	102	4	}	}	PUNCT
bracis-33645	102	5	accuracy	accuracy	NOUN
bracis-33645	102	6	=	=	SYM
bracis-33645	103	1	\frac{tp	\frac{tp	ADV
bracis-33645	104	1	+	+	NUM
bracis-33645	104	2	tn}{tp	tn}{tp	X
bracis-33645	104	3	+	+	NUM
bracis-33645	104	4	tn	tn	NOUN
bracis-33645	105	1	+	+	CCONJ
bracis-33645	105	2	fp	fp	PROPN
bracis-33645	105	3	+	+	NUM
bracis-33645	105	4	fn	fn	NOUN
bracis-33645	105	5	}	}	PUNCT
bracis-33645	105	6	\end{aligned}$$	\end{aligned}$$	X
bracis-33645	105	7	(	(	PUNCT
bracis-33645	105	8	1	1	NUM
bracis-33645	105	9	)	)	PUNCT
bracis-33645	105	10	equation	equation	NOUN
bracis-33645	105	11	 	 	SPACE
bracis-33645	105	12	2	2	NUM
bracis-33645	105	13	calculates	calculate	VERB
bracis-33645	105	14	the	the	DET
bracis-33645	105	15	model	model	NOUN
bracis-33645	105	16	precision	precision	NOUN
bracis-33645	105	17	,	,	PUNCT
bracis-33645	105	18	which	which	PRON
bracis-33645	105	19	represents	represent	VERB
bracis-33645	105	20	how	how	SCONJ
bracis-33645	105	21	false	false	ADJ
bracis-33645	105	22	positives	positive	NOUN
bracis-33645	105	23	impact	impact	VERB
bracis-33645	105	24	the	the	DET
bracis-33645	105	25	model	model	NOUN
bracis-33645	105	26	performance	performance	NOUN
bracis-33645	105	27	.	.	PUNCT
bracis-33645	106	1	in	in	ADP
bracis-33645	106	2	other	other	ADJ
bracis-33645	106	3	words	word	NOUN
bracis-33645	106	4	,	,	PUNCT
bracis-33645	106	5	the	the	PRON
bracis-33645	106	6	higher	high	ADJ
bracis-33645	106	7	the	the	DET
bracis-33645	106	8	false	false	ADJ
bracis-33645	106	9	positive	positive	ADJ
bracis-33645	106	10	rate	rate	NOUN
bracis-33645	106	11	,	,	PUNCT
bracis-33645	106	12	the	the	PRON
bracis-33645	106	13	lower	low	ADJ
bracis-33645	106	14	the	the	DET
bracis-33645	106	15	precision	precision	NOUN
bracis-33645	106	16	.	.	PUNCT
bracis-33645	107	1	$	$	SYM
bracis-33645	107	2	$	$	SYM
bracis-33645	107	3	\begin{aligned	\begin{aligne	VERB
bracis-33645	107	4	}	}	PUNCT
bracis-33645	107	5	precision	precision	NOUN
bracis-33645	107	6	=	=	SYM
bracis-33645	108	1	\frac{tp}{tp	\frac{tp}{tp	PROPN
bracis-33645	108	2	+	+	NUM
bracis-33645	108	3	fp	fp	X
bracis-33645	108	4	}	}	PUNCT
bracis-33645	108	5	\end{aligned}$$	\end{aligned}$$	X
bracis-33645	108	6	(	(	PUNCT
bracis-33645	108	7	2	2	NUM
bracis-33645	108	8	)	)	PUNCT
bracis-33645	108	9	the	the	DET
bracis-33645	108	10	recall	recall	NOUN
bracis-33645	108	11	presented	present	VERB
bracis-33645	108	12	in	in	ADP
bracis-33645	108	13	eq	eq	PROPN
bracis-33645	108	14	.	.	PUNCT
bracis-33645	108	15	 	 	SPACE
bracis-33645	108	16	3	3	NUM
bracis-33645	108	17	demonstrates	demonstrate	VERB
bracis-33645	108	18	how	how	SCONJ
bracis-33645	108	19	effectively	effectively	ADV
bracis-33645	108	20	the	the	DET
bracis-33645	108	21	model	model	NOUN
bracis-33645	108	22	identifies	identify	VERB
bracis-33645	108	23	false	false	ADJ
bracis-33645	108	24	negatives	negative	NOUN
bracis-33645	108	25	.	.	PUNCT
bracis-33645	109	1	this	this	DET
bracis-33645	109	2	metric	metric	NOUN
bracis-33645	109	3	is	be	AUX
bracis-33645	109	4	crucial	crucial	ADJ
bracis-33645	109	5	in	in	ADP
bracis-33645	109	6	health	health	NOUN
bracis-33645	109	7	applications	application	NOUN
bracis-33645	109	8	,	,	PUNCT
bracis-33645	109	9	particularly	particularly	ADV
bracis-33645	109	10	in	in	ADP
bracis-33645	109	11	cancer	cancer	NOUN
bracis-33645	109	12	detection	detection	NOUN
bracis-33645	109	13	,	,	PUNCT
bracis-33645	109	14	as	as	SCONJ
bracis-33645	109	15	a	a	DET
bracis-33645	109	16	false	false	ADJ
bracis-33645	109	17	negative	negative	NOUN
bracis-33645	109	18	could	could	AUX
bracis-33645	109	19	cost	cost	VERB
bracis-33645	109	20	the	the	DET
bracis-33645	109	21	patient	patient	NOUN
bracis-33645	109	22	’s	’s	PART
bracis-33645	109	23	life	life	NOUN
bracis-33645	109	24	.	.	PUNCT
bracis-33645	110	1	$	$	SYM
bracis-33645	110	2	$	$	SYM
bracis-33645	110	3	\begin{aligned	\begin{aligne	VERB
bracis-33645	110	4	}	}	PUNCT
bracis-33645	110	5	recall	recall	NOUN
bracis-33645	110	6	=	=	SYM
bracis-33645	111	1	\frac{tp}{tp	\frac{tp}{tp	PROPN
bracis-33645	111	2	+	+	PUNCT
bracis-33645	111	3	fn	fn	X
bracis-33645	111	4	}	}	PUNCT
bracis-33645	111	5	\end{aligned}$$	\end{aligned}$$	X
bracis-33645	111	6	(	(	PUNCT
bracis-33645	111	7	3	3	X
bracis-33645	111	8	)	)	PUNCT
bracis-33645	111	9	the	the	DET
bracis-33645	111	10	specificity	specificity	NOUN
bracis-33645	111	11	is	be	AUX
bracis-33645	111	12	shown	show	VERB
bracis-33645	111	13	in	in	ADP
bracis-33645	111	14	eq	eq	PROPN
bracis-33645	111	15	.	.	PUNCT
bracis-33645	111	16	 	 	SPACE
bracis-33645	111	17	4	4	NUM
bracis-33645	111	18	,	,	PUNCT
bracis-33645	111	19	which	which	PRON
bracis-33645	111	20	is	be	AUX
bracis-33645	111	21	the	the	DET
bracis-33645	111	22	proportion	proportion	NOUN
bracis-33645	111	23	of	of	ADP
bracis-33645	111	24	true	true	ADJ
bracis-33645	111	25	negatives	negative	NOUN
bracis-33645	111	26	(	(	PUNCT
bracis-33645	111	27	tn	tn	NOUN
bracis-33645	111	28	)	)	PUNCT
bracis-33645	111	29	detected	detect	VERB
bracis-33645	111	30	correctly	correctly	ADV
bracis-33645	111	31	.	.	PUNCT
bracis-33645	112	1	the	the	DET
bracis-33645	112	2	false	false	ADJ
bracis-33645	112	3	positives	positive	NOUN
bracis-33645	112	4	affect	affect	VERB
bracis-33645	112	5	the	the	DET
bracis-33645	112	6	metric	metric	ADJ
bracis-33645	112	7	value	value	NOUN
bracis-33645	112	8	,	,	PUNCT
bracis-33645	112	9	which	which	PRON
bracis-33645	112	10	can	can	AUX
bracis-33645	112	11	lead	lead	VERB
bracis-33645	112	12	to	to	ADP
bracis-33645	112	13	an	an	DET
bracis-33645	112	14	unnecessary	unnecessary	ADJ
bracis-33645	112	15	treatment	treatment	NOUN
bracis-33645	112	16	.	.	PUNCT
bracis-33645	113	1	thus	thus	ADV
bracis-33645	113	2	,	,	PUNCT
bracis-33645	113	3	a	a	DET
bracis-33645	113	4	look	look	NOUN
bracis-33645	113	5	into	into	ADP
bracis-33645	113	6	specificity	specificity	NOUN
bracis-33645	113	7	is	be	AUX
bracis-33645	113	8	made	make	VERB
bracis-33645	113	9	along	along	ADP
bracis-33645	113	10	with	with	ADP
bracis-33645	113	11	a	a	DET
bracis-33645	113	12	look	look	NOUN
bracis-33645	113	13	to	to	PART
bracis-33645	113	14	recall	recall	VERB
bracis-33645	113	15	.	.	PUNCT
bracis-33645	114	1	$	$	SYM
bracis-33645	114	2	$	$	SYM
bracis-33645	114	3	\begin{aligned	\begin{aligne	VERB
bracis-33645	114	4	}	}	PUNCT
bracis-33645	114	5	specificity	specificity	NOUN
bracis-33645	114	6	=	=	PUNCT
bracis-33645	114	7	\frac{tn}{tn	\frac{tn}{tn	PROPN
bracis-33645	115	1	+	+	NUM
bracis-33645	115	2	fp	fp	X
bracis-33645	115	3	}	}	PUNCT
bracis-33645	115	4	\end{aligned}$$	\end{aligned}$$	X
bracis-33645	115	5	(	(	PUNCT
bracis-33645	115	6	4	4	NUM
bracis-33645	115	7	)	)	PUNCT
bracis-33645	115	8	finally	finally	ADV
bracis-33645	115	9	,	,	PUNCT
bracis-33645	115	10	the	the	DET
bracis-33645	115	11	metric	metric	ADJ
bracis-33645	115	12	f1	f1	NOUN
bracis-33645	115	13	-	-	PUNCT
bracis-33645	115	14	score	score	NOUN
bracis-33645	115	15	provides	provide	VERB
bracis-33645	115	16	an	an	DET
bracis-33645	115	17	overall	overall	ADJ
bracis-33645	115	18	understanding	understanding	NOUN
bracis-33645	115	19	of	of	ADP
bracis-33645	115	20	how	how	SCONJ
bracis-33645	115	21	well	well	ADV
bracis-33645	115	22	the	the	DET
bracis-33645	115	23	model	model	NOUN
bracis-33645	115	24	performs	perform	VERB
bracis-33645	115	25	on	on	ADP
bracis-33645	115	26	its	its	PRON
bracis-33645	115	27	task	task	NOUN
bracis-33645	115	28	,	,	PUNCT
bracis-33645	115	29	mainly	mainly	ADV
bracis-33645	115	30	when	when	SCONJ
bracis-33645	115	31	dealing	deal	VERB
bracis-33645	115	32	with	with	ADP
bracis-33645	115	33	false	false	ADJ
bracis-33645	115	34	positives	positive	NOUN
bracis-33645	115	35	and	and	CCONJ
bracis-33645	115	36	false	false	ADJ
bracis-33645	115	37	negatives	negative	NOUN
bracis-33645	115	38	.	.	PUNCT
bracis-33645	116	1	in	in	ADP
bracis-33645	116	2	other	other	ADJ
bracis-33645	116	3	words	word	NOUN
bracis-33645	116	4	,	,	PUNCT
bracis-33645	116	5	it	it	PRON
bracis-33645	116	6	gives	give	VERB
bracis-33645	116	7	us	we	PRON
bracis-33645	116	8	a	a	DET
bracis-33645	116	9	general	general	ADJ
bracis-33645	116	10	idea	idea	NOUN
bracis-33645	116	11	of	of	ADP
bracis-33645	116	12	how	how	SCONJ
bracis-33645	116	13	the	the	DET
bracis-33645	116	14	model	model	NOUN
bracis-33645	116	15	is	be	AUX
bracis-33645	116	16	making	make	VERB
bracis-33645	116	17	classifications	classification	NOUN
bracis-33645	116	18	.	.	PUNCT
bracis-33645	117	1	the	the	DET
bracis-33645	117	2	more	more	ADV
bracis-33645	117	3	incorrect	incorrect	ADJ
bracis-33645	117	4	the	the	DET
bracis-33645	117	5	classifications	classification	NOUN
bracis-33645	117	6	,	,	PUNCT
bracis-33645	117	7	the	the	PRON
bracis-33645	117	8	lower	low	ADJ
bracis-33645	117	9	the	the	DET
bracis-33645	117	10	f1	f1	NOUN
bracis-33645	117	11	-	-	PUNCT
bracis-33645	117	12	score	score	NOUN
bracis-33645	117	13	$	$	SYM
bracis-33645	117	14	$	$	SYM
bracis-33645	117	15	\begin{aligned	\begin{aligne	VERB
bracis-33645	117	16	}	}	PUNCT
bracis-33645	117	17	f1	f1	ADJ
bracis-33645	117	18	-	-	PUNCT
bracis-33645	117	19	score	score	NOUN
bracis-33645	117	20	=	=	PUNCT
bracis-33645	117	21	\frac{2	\frac{2	NOUN
bracis-33645	117	22	\times	\time	VERB
bracis-33645	117	23	precision	precision	NOUN
bracis-33645	117	24	\times	\time	VERB
bracis-33645	117	25	recall}{precision	recall}{precision	NOUN
bracis-33645	117	26	+	+	SYM
bracis-33645	117	27	recall	recall	NOUN
bracis-33645	117	28	}	}	PUNCT
bracis-33645	117	29	\end{aligned}$$	\end{aligned}$$	X
bracis-33645	117	30	(	(	PUNCT
bracis-33645	117	31	5	5	NUM
bracis-33645	117	32	)	)	PUNCT
bracis-33645	117	33	4.5	4.5	NUM
bracis-33645	117	34	results	result	VERB
bracis-33645	117	35	the	the	DET
bracis-33645	117	36	results	result	NOUN
bracis-33645	117	37	are	be	AUX
bracis-33645	117	38	divided	divide	VERB
bracis-33645	117	39	into	into	ADP
bracis-33645	117	40	vgg	vgg	PROPN
bracis-33645	117	41	in	in	ADP
bracis-33645	117	42	stl	stl	PROPN
bracis-33645	117	43	,	,	PUNCT
bracis-33645	117	44	using	use	VERB
bracis-33645	117	45	only	only	ADV
bracis-33645	117	46	patch	patch	NOUN
bracis-33645	117	47	camelyon	camelyon	NOUN
bracis-33645	117	48	,	,	PUNCT
bracis-33645	117	49	and	and	CCONJ
bracis-33645	117	50	dtl	dtl	PROPN
bracis-33645	117	51	,	,	PUNCT
bracis-33645	117	52	using	use	VERB
bracis-33645	117	53	breakhis	breakhis	PROPN
bracis-33645	117	54	pl	pl	PROPN
bracis-33645	117	55	patch	patch	PROPN
bracis-33645	117	56	camelyon	camelyon	VERB
bracis-33645	117	57	.	.	PUNCT
bracis-33645	118	1	the	the	DET
bracis-33645	118	2	following	follow	VERB
bracis-33645	118	3	metrics	metric	NOUN
bracis-33645	118	4	are	be	AUX
bracis-33645	118	5	used	use	VERB
bracis-33645	118	6	:	:	PUNCT
bracis-33645	118	7	precision	precision	NOUN
bracis-33645	118	8	,	,	PUNCT
bracis-33645	118	9	specificity	specificity	NOUN
bracis-33645	118	10	,	,	PUNCT
bracis-33645	118	11	recall	recall	NOUN
bracis-33645	118	12	,	,	PUNCT
bracis-33645	118	13	and	and	CCONJ
bracis-33645	118	14	f1	f1	NOUN
bracis-33645	118	15	-	-	PUNCT
bracis-33645	118	16	score	score	NOUN
bracis-33645	118	17	calculated	calculate	VERB
bracis-33645	118	18	by	by	ADP
bracis-33645	118	19	the	the	DET
bracis-33645	118	20	confusion	confusion	NOUN
bracis-33645	118	21	matrix	matrix	NOUN
bracis-33645	118	22	of	of	ADP
bracis-33645	118	23	vgg16	vgg16	PROPN
bracis-33645	118	24	and	and	CCONJ
bracis-33645	118	25	vgg19	vgg19	PROPN
bracis-33645	118	26	as	as	SCONJ
bracis-33645	118	27	previously	previously	ADV
bracis-33645	118	28	presented	present	VERB
bracis-33645	118	29	.	.	PUNCT
bracis-33645	119	1	figure	figure	NOUN
bracis-33645	119	2	 	 	SPACE
bracis-33645	119	3	6	6	NUM
bracis-33645	119	4	depicts	depict	VERB
bracis-33645	119	5	the	the	DET
bracis-33645	119	6	confusion	confusion	NOUN
bracis-33645	119	7	matrix	matrix	NOUN
bracis-33645	119	8	for	for	ADP
bracis-33645	119	9	vgg16	vgg16	PROPN
bracis-33645	119	10	and	and	CCONJ
bracis-33645	119	11	vgg19	vgg19	PROPN
bracis-33645	119	12	using	use	VERB
bracis-33645	119	13	stl	stl	PROPN
bracis-33645	119	14	.	.	PUNCT
bracis-33645	120	1	it	it	PRON
bracis-33645	120	2	shows	show	VERB
bracis-33645	120	3	4879	4879	NUM
bracis-33645	120	4	correct	correct	ADJ
bracis-33645	120	5	classifications	classification	NOUN
bracis-33645	120	6	and	and	CCONJ
bracis-33645	120	7	1130	1130	NUM
bracis-33645	120	8	incorrect	incorrect	ADJ
bracis-33645	120	9	for	for	ADP
bracis-33645	120	10	vgg16	vgg16	PROPN
bracis-33645	120	11	.	.	PUNCT
bracis-33645	121	1	while	while	SCONJ
bracis-33645	121	2	4685	4685	NUM
bracis-33645	121	3	are	be	AUX
bracis-33645	121	4	correct	correct	ADJ
bracis-33645	121	5	and	and	CCONJ
bracis-33645	121	6	1315	1315	NUM
bracis-33645	121	7	are	be	AUX
bracis-33645	121	8	incorrect	incorrect	ADJ
bracis-33645	121	9	for	for	ADP
bracis-33645	121	10	vgg19	vgg19	PROPN
bracis-33645	121	11	.	.	PUNCT
bracis-33645	122	1	these	these	DET
bracis-33645	122	2	numbers	number	NOUN
bracis-33645	122	3	reflect	reflect	VERB
bracis-33645	122	4	the	the	DET
bracis-33645	122	5	following	following	ADJ
bracis-33645	122	6	results	result	NOUN
bracis-33645	122	7	in	in	ADP
bracis-33645	122	8	the	the	DET
bracis-33645	122	9	performance	performance	NOUN
bracis-33645	122	10	metrics	metric	NOUN
bracis-33645	122	11	as	as	SCONJ
bracis-33645	122	12	presented	present	VERB
bracis-33645	122	13	in	in	ADP
bracis-33645	122	14	table	table	NOUN
bracis-33645	122	15	 	 	SPACE
bracis-33645	122	16	1	1	NUM
bracis-33645	122	17	:	:	PUNCT
bracis-33645	122	18	vgg16	vgg16	NOUN
bracis-33645	122	19	in	in	ADP
bracis-33645	122	20	stl	stl	PROPN
bracis-33645	122	21	obtained	obtain	VERB
bracis-33645	122	22	83	83	NUM
bracis-33645	122	23	%	%	NOUN
bracis-33645	122	24	of	of	ADP
bracis-33645	122	25	precision	precision	NOUN
bracis-33645	122	26	and	and	CCONJ
bracis-33645	122	27	specificity	specificity	NOUN
bracis-33645	122	28	,	,	PUNCT
bracis-33645	122	29	84	84	NUM
bracis-33645	122	30	%	%	NOUN
bracis-33645	122	31	of	of	ADP
bracis-33645	122	32	recall	recall	NOUN
bracis-33645	122	33	,	,	PUNCT
bracis-33645	122	34	and	and	CCONJ
bracis-33645	122	35	f1	f1	NOUN
bracis-33645	122	36	-	-	PUNCT
bracis-33645	122	37	score	score	NOUN
bracis-33645	122	38	equal	equal	ADJ
bracis-33645	122	39	to	to	ADP
bracis-33645	122	40	82	82	NUM
bracis-33645	122	41	%	%	NOUN
bracis-33645	122	42	.	.	PUNCT
bracis-33645	123	1	in	in	ADP
bracis-33645	123	2	comparison	comparison	NOUN
bracis-33645	123	3	,	,	PUNCT
bracis-33645	123	4	vgg19	vgg19	PROPN
bracis-33645	123	5	reached	reach	VERB
bracis-33645	123	6	79	79	NUM
bracis-33645	123	7	%	%	NOUN
bracis-33645	123	8	of	of	ADP
bracis-33645	123	9	precision	precision	NOUN
bracis-33645	123	10	,	,	PUNCT
bracis-33645	123	11	the	the	DET
bracis-33645	123	12	same	same	ADJ
bracis-33645	123	13	for	for	ADP
bracis-33645	123	14	specificity	specificity	NOUN
bracis-33645	123	15	,	,	PUNCT
bracis-33645	123	16	77	77	NUM
bracis-33645	123	17	%	%	NOUN
bracis-33645	123	18	of	of	ADP
bracis-33645	123	19	recall	recall	NOUN
bracis-33645	123	20	,	,	PUNCT
bracis-33645	123	21	and	and	CCONJ
bracis-33645	123	22	f1	f1	NOUN
bracis-33645	123	23	-	-	PUNCT
bracis-33645	123	24	score	score	NOUN
bracis-33645	123	25	of	of	ADP
bracis-33645	123	26	78	78	NUM
bracis-33645	123	27	%	%	NOUN
bracis-33645	123	28	.	.	PUNCT
bracis-33645	124	1	in	in	ADP
bracis-33645	124	2	other	other	ADJ
bracis-33645	124	3	words	word	NOUN
bracis-33645	124	4	,	,	PUNCT
bracis-33645	124	5	vgg16	vgg16	PROPN
bracis-33645	124	6	got	get	VERB
bracis-33645	124	7	the	the	DET
bracis-33645	124	8	best	good	ADJ
bracis-33645	124	9	results	result	NOUN
bracis-33645	124	10	in	in	ADP
bracis-33645	124	11	stl	stl	PROPN
bracis-33645	124	12	.	.	PUNCT
bracis-33645	125	1	fig	fig	PROPN
bracis-33645	125	2	.	.	PUNCT
bracis-33645	126	1	6	6	NUM
bracis-33645	126	2	.	.	X
bracis-33645	126	3	confusion	confusion	NOUN
bracis-33645	126	4	matrix	matrix	NOUN
bracis-33645	126	5	of	of	ADP
bracis-33645	126	6	single	single	ADJ
bracis-33645	126	7	transfer	transfer	NOUN
bracis-33645	126	8	learning	learning	NOUN
bracis-33645	126	9	(	(	PUNCT
bracis-33645	126	10	stl	stl	PROPN
bracis-33645	126	11	)	)	PUNCT
bracis-33645	126	12	.	.	PUNCT
bracis-33645	127	1	full	full	ADJ
bracis-33645	127	2	size	size	NOUN
bracis-33645	127	3	image	image	NOUN
bracis-33645	127	4	when	when	SCONJ
bracis-33645	127	5	dtl	dtl	PROPN
bracis-33645	127	6	is	be	AUX
bracis-33645	127	7	applied	apply	VERB
bracis-33645	127	8	,	,	PUNCT
bracis-33645	127	9	the	the	DET
bracis-33645	127	10	results	result	NOUN
bracis-33645	127	11	are	be	AUX
bracis-33645	127	12	considerably	considerably	ADV
bracis-33645	127	13	better	well	ADJ
bracis-33645	127	14	than	than	ADP
bracis-33645	127	15	stl	stl	PROPN
bracis-33645	127	16	,	,	PUNCT
bracis-33645	127	17	as	as	SCONJ
bracis-33645	127	18	we	we	PRON
bracis-33645	127	19	can	can	AUX
bracis-33645	127	20	see	see	VERB
bracis-33645	127	21	in	in	ADP
bracis-33645	127	22	fig	fig	NOUN
bracis-33645	127	23	.	.	PUNCT
bracis-33645	127	24	 	 	SPACE
bracis-33645	127	25	7	7	NUM
bracis-33645	127	26	,	,	PUNCT
bracis-33645	127	27	in	in	ADP
bracis-33645	127	28	which	which	PRON
bracis-33645	127	29	5113	5113	NUM
bracis-33645	127	30	are	be	AUX
bracis-33645	127	31	correct	correct	ADJ
bracis-33645	127	32	and	and	CCONJ
bracis-33645	127	33	616	616	NUM
bracis-33645	127	34	are	be	AUX
bracis-33645	127	35	incorrect	incorrect	ADJ
bracis-33645	127	36	,	,	PUNCT
bracis-33645	127	37	representing	represent	VERB
bracis-33645	127	38	an	an	DET
bracis-33645	127	39	enhancement	enhancement	NOUN
bracis-33645	127	40	of	of	ADP
bracis-33645	127	41	234	234	NUM
bracis-33645	127	42	correct	correct	ADJ
bracis-33645	127	43	classifications	classification	NOUN
bracis-33645	127	44	in	in	ADP
bracis-33645	127	45	vgg16	vgg16	PROPN
bracis-33645	127	46	.	.	PUNCT
bracis-33645	128	1	in	in	ADP
bracis-33645	128	2	comparison	comparison	NOUN
bracis-33645	128	3	,	,	PUNCT
bracis-33645	128	4	vgg19	vgg19	PROPN
bracis-33645	128	5	using	use	VERB
bracis-33645	128	6	dtl	dtl	NOUN
bracis-33645	128	7	increases	increase	VERB
bracis-33645	128	8	373	373	NUM
bracis-33645	128	9	correct	correct	ADJ
bracis-33645	128	10	classifications	classification	NOUN
bracis-33645	128	11	,	,	PUNCT
bracis-33645	128	12	which	which	PRON
bracis-33645	128	13	is	be	AUX
bracis-33645	128	14	higher	high	ADJ
bracis-33645	128	15	than	than	ADP
bracis-33645	128	16	vgg16	vgg16	NOUN
bracis-33645	128	17	;	;	PUNCT
bracis-33645	128	18	however	however	ADV
bracis-33645	128	19	,	,	PUNCT
bracis-33645	128	20	it	it	PRON
bracis-33645	128	21	is	be	AUX
bracis-33645	128	22	not	not	PART
bracis-33645	128	23	enough	enough	ADJ
bracis-33645	128	24	to	to	PART
bracis-33645	128	25	overcome	overcome	VERB
bracis-33645	128	26	it	it	PRON
bracis-33645	128	27	.	.	PUNCT
bracis-33645	129	1	fig	fig	NOUN
bracis-33645	129	2	.	.	PUNCT
bracis-33645	130	1	7	7	X
bracis-33645	130	2	.	.	X
bracis-33645	130	3	confusion	confusion	NOUN
bracis-33645	130	4	matrix	matrix	NOUN
bracis-33645	130	5	of	of	ADP
bracis-33645	130	6	 	 	SPACE
bracis-33645	130	7	dtl	dtl	PROPN
bracis-33645	130	8	full	full	ADJ
bracis-33645	130	9	size	size	NOUN
bracis-33645	130	10	image	image	NOUN
bracis-33645	130	11	regarding	regard	VERB
bracis-33645	130	12	metrics	metric	NOUN
bracis-33645	130	13	in	in	ADP
bracis-33645	130	14	table	table	NOUN
bracis-33645	130	15	1	1	NUM
bracis-33645	130	16	,	,	PUNCT
bracis-33645	130	17	vgg16	vgg16	NOUN
bracis-33645	130	18	reached	reach	VERB
bracis-33645	130	19	a	a	DET
bracis-33645	130	20	precision	precision	NOUN
bracis-33645	130	21	of	of	ADP
bracis-33645	130	22	99	99	NUM
bracis-33645	130	23	%	%	NOUN
bracis-33645	130	24	,	,	PUNCT
bracis-33645	130	25	a	a	DET
bracis-33645	130	26	specificity	specificity	NOUN
bracis-33645	130	27	of	of	ADP
bracis-33645	130	28	86	86	NUM
bracis-33645	130	29	%	%	NOUN
bracis-33645	130	30	,	,	PUNCT
bracis-33645	130	31	a	a	DET
bracis-33645	130	32	recall	recall	NOUN
bracis-33645	130	33	of	of	ADP
bracis-33645	130	34	84	84	NUM
bracis-33645	130	35	%	%	NOUN
bracis-33645	130	36	,	,	PUNCT
bracis-33645	130	37	and	and	CCONJ
bracis-33645	130	38	an	an	DET
bracis-33645	130	39	f1	f1	NOUN
bracis-33645	130	40	-	-	PUNCT
bracis-33645	130	41	score	score	NOUN
bracis-33645	130	42	of	of	ADP
bracis-33645	130	43	90	90	NUM
bracis-33645	130	44	%	%	NOUN
bracis-33645	130	45	,	,	PUNCT
bracis-33645	130	46	which	which	PRON
bracis-33645	130	47	is	be	AUX
bracis-33645	130	48	a	a	DET
bracis-33645	130	49	considerable	considerable	ADJ
bracis-33645	130	50	improvement	improvement	NOUN
bracis-33645	130	51	compared	compare	VERB
bracis-33645	130	52	to	to	AUX
bracis-33645	130	53	stl	stl	AUX
bracis-33645	130	54	excepting	except	VERB
bracis-33645	130	55	in	in	ADP
bracis-33645	130	56	the	the	DET
bracis-33645	130	57	recall	recall	NOUN
bracis-33645	130	58	that	that	PRON
bracis-33645	130	59	has	have	AUX
bracis-33645	130	60	presented	present	VERB
bracis-33645	130	61	no	no	DET
bracis-33645	130	62	improvements	improvement	NOUN
bracis-33645	130	63	.	.	PUNCT
bracis-33645	131	1	in	in	ADP
bracis-33645	131	2	vgg19	vgg19	PROPN
bracis-33645	131	3	,	,	PUNCT
bracis-33645	131	4	the	the	DET
bracis-33645	131	5	improvements	improvement	NOUN
bracis-33645	131	6	are	be	AUX
bracis-33645	131	7	minor	minor	ADJ
bracis-33645	131	8	when	when	SCONJ
bracis-33645	131	9	using	use	VERB
bracis-33645	131	10	dtl	dtl	NOUN
bracis-33645	131	11	,	,	PUNCT
bracis-33645	131	12	increasing	increase	VERB
bracis-33645	131	13	the	the	DET
bracis-33645	131	14	precision	precision	NOUN
bracis-33645	131	15	to	to	ADP
bracis-33645	131	16	85	85	NUM
bracis-33645	131	17	%	%	NOUN
bracis-33645	131	18	and	and	CCONJ
bracis-33645	131	19	keeping	keep	VERB
bracis-33645	131	20	the	the	DET
bracis-33645	131	21	specificity	specificity	NOUN
bracis-33645	131	22	unchanged	unchanged	ADJ
bracis-33645	131	23	.	.	PUNCT
bracis-33645	132	1	on	on	ADP
bracis-33645	132	2	the	the	DET
bracis-33645	132	3	other	other	ADJ
bracis-33645	132	4	hand	hand	NOUN
bracis-33645	132	5	,	,	PUNCT
bracis-33645	132	6	dtl	dtl	PROPN
bracis-33645	132	7	has	have	AUX
bracis-33645	132	8	considerably	considerably	ADV
bracis-33645	132	9	improved	improve	VERB
bracis-33645	132	10	the	the	DET
bracis-33645	132	11	recall	recall	NOUN
bracis-33645	132	12	to	to	ADP
bracis-33645	132	13	89	89	NUM
bracis-33645	132	14	%	%	NOUN
bracis-33645	132	15	and	and	CCONJ
bracis-33645	132	16	the	the	DET
bracis-33645	132	17	f1	f1	NOUN
bracis-33645	132	18	-	-	PUNCT
bracis-33645	132	19	score	score	NOUN
bracis-33645	132	20	to	to	ADP
bracis-33645	132	21	87	87	NUM
bracis-33645	132	22	%	%	NOUN
bracis-33645	132	23	in	in	ADP
bracis-33645	132	24	vgg19	vgg19	PROPN
bracis-33645	132	25	.	.	PUNCT
bracis-33645	133	1	although	although	SCONJ
bracis-33645	133	2	these	these	DET
bracis-33645	133	3	improvements	improvement	NOUN
bracis-33645	133	4	in	in	ADP
bracis-33645	133	5	vgg19	vgg19	PROPN
bracis-33645	133	6	are	be	AUX
bracis-33645	133	7	impressive	impressive	ADJ
bracis-33645	133	8	,	,	PUNCT
bracis-33645	133	9	they	they	PRON
bracis-33645	133	10	are	be	AUX
bracis-33645	133	11	not	not	PART
bracis-33645	133	12	enough	enough	ADJ
bracis-33645	133	13	to	to	PART
bracis-33645	133	14	overcome	overcome	VERB
bracis-33645	133	15	vgg16	vgg16	PROPN
bracis-33645	133	16	,	,	PUNCT
bracis-33645	133	17	except	except	SCONJ
bracis-33645	133	18	for	for	ADP
bracis-33645	133	19	the	the	DET
bracis-33645	133	20	recall	recall	PROPN
bracis-33645	133	21	metric	metric	PROPN
bracis-33645	133	22	.	.	PUNCT
bracis-33645	134	1	table	table	NOUN
bracis-33645	134	2	1	1	NUM
bracis-33645	134	3	.	.	PUNCT
bracis-33645	134	4	comparison	comparison	NOUN
bracis-33645	134	5	table	table	NOUN
bracis-33645	134	6	of	of	ADP
bracis-33645	134	7	the	the	DET
bracis-33645	134	8	results	result	NOUN
bracis-33645	134	9	from	from	ADP
bracis-33645	134	10	two	two	NUM
bracis-33645	134	11	groups	group	NOUN
bracis-33645	134	12	:	:	PUNCT
bracis-33645	134	13	vgg16	vgg16	PROPN
bracis-33645	134	14	(	(	PUNCT
bracis-33645	134	15	stl	stl	PROPN
bracis-33645	134	16	/	/	SYM
bracis-33645	134	17	dtl	dtl	PROPN
bracis-33645	134	18	)	)	PUNCT
bracis-33645	134	19	and	and	CCONJ
bracis-33645	134	20	vgg19	vgg19	PROPN
bracis-33645	134	21	(	(	PUNCT
bracis-33645	134	22	stl	stl	PROPN
bracis-33645	134	23	/	/	SYM
bracis-33645	134	24	dtl).full	dtl).full	PROPN
bracis-33645	134	25	size	size	NOUN
bracis-33645	134	26	table	table	NOUN
bracis-33645	134	27	in	in	ADP
bracis-33645	134	28	table	table	NOUN
bracis-33645	134	29	 	 	SPACE
bracis-33645	134	30	2	2	NUM
bracis-33645	134	31	,	,	PUNCT
bracis-33645	134	32	we	we	PRON
bracis-33645	134	33	compare	compare	VERB
bracis-33645	134	34	our	our	PRON
bracis-33645	134	35	proposal	proposal	NOUN
bracis-33645	134	36	with	with	ADP
bracis-33645	134	37	the	the	DET
bracis-33645	134	38	following	follow	VERB
bracis-33645	134	39	works	work	NOUN
bracis-33645	134	40	:	:	PUNCT
bracis-33645	135	1	[	[	X
bracis-33645	135	2	10	10	NUM
bracis-33645	135	3	]	]	PUNCT
bracis-33645	135	4	and	and	CCONJ
bracis-33645	135	5	[	[	X
bracis-33645	135	6	4	4	NUM
bracis-33645	135	7	]	]	PUNCT
bracis-33645	135	8	.	.	PUNCT
bracis-33645	136	1	the	the	DET
bracis-33645	136	2	first	first	ADJ
bracis-33645	136	3	used	use	VERB
bracis-33645	136	4	a	a	DET
bracis-33645	136	5	different	different	ADJ
bracis-33645	136	6	approach	approach	NOUN
bracis-33645	136	7	,	,	PUNCT
bracis-33645	136	8	considering	consider	VERB
bracis-33645	136	9	four	four	NUM
bracis-33645	136	10	magnitude	magnitude	NOUN
bracis-33645	136	11	levels	level	NOUN
bracis-33645	136	12	of	of	ADP
bracis-33645	136	13	the	the	DET
bracis-33645	136	14	breakhis	breakhis	ADJ
bracis-33645	136	15	dataset	dataset	NOUN
bracis-33645	136	16	as	as	ADP
bracis-33645	136	17	the	the	DET
bracis-33645	136	18	target	target	NOUN
bracis-33645	136	19	dataset	dataset	VERB
bracis-33645	136	20	to	to	PART
bracis-33645	136	21	reach	reach	VERB
bracis-33645	136	22	the	the	DET
bracis-33645	136	23	best	good	ADJ
bracis-33645	136	24	acc	acc	NOUN
bracis-33645	136	25	than	than	ADP
bracis-33645	136	26	the	the	DET
bracis-33645	136	27	state	state	NOUN
bracis-33645	136	28	-	-	PUNCT
bracis-33645	136	29	of	of	ADP
bracis-33645	136	30	-	-	PUNCT
bracis-33645	136	31	the	the	DET
bracis-33645	136	32	-	-	PUNCT
bracis-33645	136	33	art	art	NOUN
bracis-33645	136	34	.	.	PUNCT
bracis-33645	137	1	in	in	ADP
bracis-33645	137	2	the	the	DET
bracis-33645	137	3	comparison	comparison	NOUN
bracis-33645	137	4	of	of	ADP
bracis-33645	137	5	our	our	PRON
bracis-33645	137	6	best	good	ADJ
bracis-33645	137	7	result	result	NOUN
bracis-33645	137	8	in	in	ADP
bracis-33645	137	9	vgg16	vgg16	PROPN
bracis-33645	137	10	(	(	PUNCT
bracis-33645	137	11	dtl	dtl	PROPN
bracis-33645	137	12	)	)	PUNCT
bracis-33645	137	13	and	and	CCONJ
bracis-33645	137	14	[	[	X
bracis-33645	137	15	10	10	NUM
bracis-33645	137	16	]	]	X
bracis-33645	137	17	(	(	PUNCT
bracis-33645	137	18	fig	fig	NOUN
bracis-33645	137	19	.	.	PUNCT
bracis-33645	137	20	 	 	SPACE
bracis-33645	137	21	2	2	NUM
bracis-33645	137	22	)	)	PUNCT
bracis-33645	137	23	,	,	PUNCT
bracis-33645	137	24	we	we	PRON
bracis-33645	137	25	achieved	achieve	VERB
bracis-33645	137	26	a	a	DET
bracis-33645	137	27	better	well	ADJ
bracis-33645	137	28	accuracy	accuracy	NOUN
bracis-33645	137	29	than	than	ADP
bracis-33645	137	30	all	all	DET
bracis-33645	137	31	other	other	ADJ
bracis-33645	137	32	accuracy	accuracy	NOUN
bracis-33645	137	33	results	result	NOUN
bracis-33645	137	34	,	,	PUNCT
bracis-33645	137	35	mainly	mainly	ADV
bracis-33645	137	36	compared	compare	VERB
bracis-33645	137	37	to	to	ADP
bracis-33645	137	38	the	the	DET
bracis-33645	137	39	“	"	PUNCT
bracis-33645	137	40	proposed	propose	VERB
bracis-33645	137	41	(	(	PUNCT
bracis-33645	137	42	inception	inception	NOUN
bracis-33645	137	43	-	-	PUNCT
bracis-33645	137	44	v3	v3	NOUN
bracis-33645	137	45	+	+	CCONJ
bracis-33645	137	46	filter	filter	NOUN
bracis-33645	137	47	)	)	PUNCT
bracis-33645	137	48	”	"	PUNCT
bracis-33645	137	49	approach	approach	NOUN
bracis-33645	137	50	that	that	PRON
bracis-33645	137	51	reached	reach	VERB
bracis-33645	137	52	91	91	NUM
bracis-33645	137	53	%	%	NOUN
bracis-33645	137	54	at	at	ADP
bracis-33645	137	55	100x	100x	ADJ
bracis-33645	137	56	magnification	magnification	NOUN
bracis-33645	137	57	as	as	ADP
bracis-33645	137	58	the	the	DET
bracis-33645	137	59	best	good	ADJ
bracis-33645	137	60	result	result	NOUN
bracis-33645	137	61	.	.	PUNCT
bracis-33645	138	1	this	this	DET
bracis-33645	138	2	work	work	NOUN
bracis-33645	138	3	is	be	AUX
bracis-33645	138	4	more	more	ADJ
bracis-33645	138	5	in	in	ADP
bracis-33645	138	6	-	-	PUNCT
bracis-33645	138	7	depth	depth	NOUN
bracis-33645	138	8	because	because	SCONJ
bracis-33645	138	9	it	it	PRON
bracis-33645	138	10	deals	deal	VERB
bracis-33645	138	11	with	with	ADP
bracis-33645	138	12	two	two	NUM
bracis-33645	138	13	datasets	dataset	NOUN
bracis-33645	138	14	,	,	PUNCT
bracis-33645	138	15	breakhis	breakhis	ADJ
bracis-33645	138	16	as	as	ADP
bracis-33645	138	17	the	the	DET
bracis-33645	138	18	first	first	ADJ
bracis-33645	138	19	domain	domain	NOUN
bracis-33645	138	20	and	and	CCONJ
bracis-33645	138	21	patch	patch	NOUN
bracis-33645	138	22	camelyon	camelyon	NOUN
bracis-33645	138	23	as	as	ADP
bracis-33645	138	24	the	the	DET
bracis-33645	138	25	target	target	NOUN
bracis-33645	138	26	(	(	PUNCT
bracis-33645	138	27	shown	show	VERB
bracis-33645	138	28	in	in	ADP
bracis-33645	138	29	fig	fig	NOUN
bracis-33645	138	30	.	.	PUNCT
bracis-33645	138	31	 	 	SPACE
bracis-33645	138	32	3	3	NUM
bracis-33645	138	33	)	)	PUNCT
bracis-33645	138	34	,	,	PUNCT
bracis-33645	138	35	and	and	CCONJ
bracis-33645	138	36	two	two	NUM
bracis-33645	138	37	points	point	NOUN
bracis-33645	138	38	of	of	ADP
bracis-33645	138	39	view	view	NOUN
bracis-33645	138	40	(	(	PUNCT
bracis-33645	138	41	stl	stl	PROPN
bracis-33645	138	42	and	and	CCONJ
bracis-33645	138	43	dtl	dtl	PROPN
bracis-33645	138	44	)	)	PUNCT
bracis-33645	138	45	regardless	regardless	ADV
bracis-33645	138	46	of	of	ADP
bracis-33645	138	47	the	the	DET
bracis-33645	138	48	magnitude	magnitude	NOUN
bracis-33645	138	49	level	level	NOUN
bracis-33645	138	50	.	.	PUNCT
bracis-33645	139	1	concerning	concern	VERB
bracis-33645	139	2	[	[	X
bracis-33645	139	3	4	4	NUM
bracis-33645	139	4	]	]	PUNCT
bracis-33645	139	5	,	,	PUNCT
bracis-33645	139	6	the	the	DET
bracis-33645	139	7	authors	author	NOUN
bracis-33645	139	8	obtained	obtain	VERB
bracis-33645	139	9	a	a	DET
bracis-33645	139	10	maximum	maximum	ADJ
bracis-33645	139	11	accuracy	accuracy	NOUN
bracis-33645	139	12	of	of	ADP
bracis-33645	139	13	85	85	NUM
bracis-33645	139	14	%	%	NOUN
bracis-33645	139	15	using	use	VERB
bracis-33645	139	16	mainly	mainly	ADV
bracis-33645	139	17	well	well	ADV
bracis-33645	139	18	-	-	PUNCT
bracis-33645	139	19	established	establish	VERB
bracis-33645	139	20	data	data	NOUN
bracis-33645	139	21	augmentation	augmentation	NOUN
bracis-33645	139	22	techniques	technique	NOUN
bracis-33645	139	23	(	(	PUNCT
bracis-33645	139	24	randomly	randomly	ADV
bracis-33645	139	25	sized	sized	ADJ
bracis-33645	139	26	cutout	cutout	NOUN
bracis-33645	139	27	mask	mask	NOUN
bracis-33645	139	28	,	,	PUNCT
bracis-33645	139	29	for	for	ADP
bracis-33645	139	30	example	example	NOUN
bracis-33645	139	31	)	)	PUNCT
bracis-33645	139	32	in	in	ADP
bracis-33645	139	33	the	the	DET
bracis-33645	139	34	patch	patch	ADJ
bracis-33645	139	35	camelyon	camelyon	NOUN
bracis-33645	139	36	dataset	dataset	NOUN
bracis-33645	139	37	.	.	PUNCT
bracis-33645	140	1	our	our	PRON
bracis-33645	140	2	best	good	ADJ
bracis-33645	140	3	result	result	NOUN
bracis-33645	140	4	reached	reach	VERB
bracis-33645	140	5	0.92	0.92	NUM
bracis-33645	140	6	for	for	ADP
bracis-33645	140	7	accuracy	accuracy	NOUN
bracis-33645	140	8	.	.	PUNCT
bracis-33645	141	1	table	table	NOUN
bracis-33645	141	2	2	2	NUM
bracis-33645	141	3	.	.	PUNCT
bracis-33645	141	4	comparison	comparison	NOUN
bracis-33645	141	5	against	against	ADP
bracis-33645	141	6	[	[	X
bracis-33645	141	7	10	10	NUM
bracis-33645	141	8	]	]	PUNCT
bracis-33645	141	9	and	and	CCONJ
bracis-33645	141	10	[	[	X
bracis-33645	141	11	4]full	4]full	NUM
bracis-33645	141	12	size	size	NOUN
bracis-33645	141	13	table	table	NOUN
bracis-33645	141	14	5	5	NUM
bracis-33645	141	15	conclusions	conclusion	NOUN
bracis-33645	141	16	and	and	CCONJ
bracis-33645	141	17	 	 	SPACE
bracis-33645	141	18	future	future	ADJ
bracis-33645	141	19	work	work	NOUN
bracis-33645	141	20	this	this	DET
bracis-33645	141	21	work	work	NOUN
bracis-33645	141	22	proposed	propose	VERB
bracis-33645	141	23	a	a	DET
bracis-33645	141	24	novel	novel	ADJ
bracis-33645	141	25	deep	deep	ADJ
bracis-33645	141	26	double	double	ADJ
bracis-33645	141	27	transfer	transfer	NOUN
bracis-33645	141	28	learning	learn	VERB
bracis-33645	141	29	approach	approach	NOUN
bracis-33645	141	30	with	with	ADP
bracis-33645	141	31	two	two	NUM
bracis-33645	141	32	established	establish	VERB
bracis-33645	141	33	cnn	cnn	PROPN
bracis-33645	141	34	architectures	architecture	NOUN
bracis-33645	141	35	,	,	PUNCT
bracis-33645	141	36	vgg16	vgg16	NOUN
bracis-33645	141	37	and	and	CCONJ
bracis-33645	141	38	vgg19	vgg19	PROPN
bracis-33645	141	39	.	.	PUNCT
bracis-33645	142	1	it	it	PRON
bracis-33645	142	2	shows	show	VERB
bracis-33645	142	3	that	that	SCONJ
bracis-33645	142	4	dtl	dtl	PROPN
bracis-33645	142	5	is	be	AUX
bracis-33645	142	6	a	a	DET
bracis-33645	142	7	promising	promising	ADJ
bracis-33645	142	8	technique	technique	NOUN
bracis-33645	142	9	and	and	CCONJ
bracis-33645	142	10	has	have	VERB
bracis-33645	142	11	a	a	DET
bracis-33645	142	12	positive	positive	ADJ
bracis-33645	142	13	effect	effect	NOUN
bracis-33645	142	14	in	in	ADP
bracis-33645	142	15	both	both	DET
bracis-33645	142	16	cnns	cnn	NOUN
bracis-33645	142	17	,	,	PUNCT
bracis-33645	142	18	but	but	CCONJ
bracis-33645	142	19	with	with	ADP
bracis-33645	142	20	better	well	ADJ
bracis-33645	142	21	results	result	NOUN
bracis-33645	142	22	in	in	ADP
bracis-33645	142	23	vgg16	vgg16	NOUN
bracis-33645	142	24	,	,	PUNCT
bracis-33645	142	25	reaching	reach	VERB
bracis-33645	142	26	a	a	DET
bracis-33645	142	27	precision	precision	NOUN
bracis-33645	142	28	of	of	ADP
bracis-33645	142	29	99	99	NUM
bracis-33645	142	30	%	%	NOUN
bracis-33645	142	31	,	,	PUNCT
bracis-33645	142	32	a	a	DET
bracis-33645	142	33	specificity	specificity	NOUN
bracis-33645	142	34	of	of	ADP
bracis-33645	142	35	86	86	NUM
bracis-33645	142	36	%	%	NOUN
bracis-33645	142	37	,	,	PUNCT
bracis-33645	142	38	a	a	DET
bracis-33645	142	39	recall	recall	NOUN
bracis-33645	142	40	of	of	ADP
bracis-33645	142	41	84	84	NUM
bracis-33645	142	42	%	%	NOUN
bracis-33645	142	43	,	,	PUNCT
bracis-33645	142	44	and	and	CCONJ
bracis-33645	142	45	an	an	DET
bracis-33645	142	46	f1	f1	NOUN
bracis-33645	142	47	-	-	PUNCT
bracis-33645	142	48	score	score	NOUN
bracis-33645	142	49	of	of	ADP
bracis-33645	142	50	99	99	NUM
bracis-33645	142	51	%	%	NOUN
bracis-33645	142	52	.	.	PUNCT
bracis-33645	143	1	according	accord	VERB
bracis-33645	143	2	to	to	ADP
bracis-33645	143	3	the	the	DET
bracis-33645	143	4	metrics	metric	NOUN
bracis-33645	143	5	evaluated	evaluate	VERB
bracis-33645	143	6	and	and	CCONJ
bracis-33645	143	7	compared	compare	VERB
bracis-33645	143	8	against	against	ADP
bracis-33645	143	9	two	two	NUM
bracis-33645	143	10	published	publish	VERB
bracis-33645	143	11	works	work	NOUN
bracis-33645	143	12	from	from	ADP
bracis-33645	143	13	[	[	X
bracis-33645	143	14	14	14	NUM
bracis-33645	143	15	]	]	PUNCT
bracis-33645	143	16	and	and	CCONJ
bracis-33645	143	17	[	[	X
bracis-33645	143	18	4	4	NUM
bracis-33645	143	19	]	]	PUNCT
bracis-33645	143	20	,	,	PUNCT
bracis-33645	143	21	this	this	DET
bracis-33645	143	22	work	work	NOUN
bracis-33645	143	23	could	could	AUX
bracis-33645	143	24	beat	beat	VERB
bracis-33645	143	25	the	the	DET
bracis-33645	143	26	accuracy	accuracy	NOUN
bracis-33645	143	27	of	of	ADP
bracis-33645	143	28	both	both	DET
bracis-33645	143	29	works	work	NOUN
bracis-33645	143	30	,	,	PUNCT
bracis-33645	143	31	showing	show	VERB
bracis-33645	143	32	that	that	SCONJ
bracis-33645	143	33	using	use	VERB
bracis-33645	143	34	vgg	vgg	NOUN
bracis-33645	143	35	in	in	ADP
bracis-33645	143	36	the	the	DET
bracis-33645	143	37	double	double	ADJ
bracis-33645	143	38	transfer	transfer	NOUN
bracis-33645	143	39	learning	learn	VERB
bracis-33645	143	40	context	context	NOUN
bracis-33645	143	41	is	be	AUX
bracis-33645	143	42	a	a	DET
bracis-33645	143	43	promising	promising	ADJ
bracis-33645	143	44	approach	approach	NOUN
bracis-33645	143	45	.	.	PUNCT
bracis-33645	144	1	future	future	ADJ
bracis-33645	144	2	work	work	NOUN
bracis-33645	144	3	includes	include	VERB
bracis-33645	144	4	applying	apply	VERB
bracis-33645	144	5	dtl	dtl	NOUN
bracis-33645	144	6	in	in	ADP
bracis-33645	144	7	other	other	ADJ
bracis-33645	144	8	cnn	cnn	PROPN
bracis-33645	144	9	-	-	PUNCT
bracis-33645	144	10	established	establish	VERB
bracis-33645	144	11	models	model	NOUN
bracis-33645	144	12	or	or	CCONJ
bracis-33645	144	13	adding	add	VERB
bracis-33645	144	14	more	more	ADJ
bracis-33645	144	15	parameters	parameter	NOUN
bracis-33645	144	16	and	and	CCONJ
bracis-33645	144	17	different	different	ADJ
bracis-33645	144	18	approaches	approach	NOUN
bracis-33645	144	19	for	for	ADP
bracis-33645	144	20	data	datum	NOUN
bracis-33645	144	21	augmentation	augmentation	NOUN
bracis-33645	144	22	to	to	PART
bracis-33645	144	23	improve	improve	VERB
bracis-33645	144	24	results	result	NOUN
bracis-33645	144	25	along	along	ADP
bracis-33645	144	26	the	the	DET
bracis-33645	144	27	epochs	epoch	NOUN
bracis-33645	144	28	,	,	PUNCT
bracis-33645	144	29	which	which	PRON
bracis-33645	144	30	are	be	AUX
bracis-33645	144	31	fewer	few	ADJ
bracis-33645	144	32	yet	yet	ADV
bracis-33645	144	33	(	(	PUNCT
bracis-33645	144	34	5	5	NUM
bracis-33645	144	35	)	)	PUNCT
bracis-33645	144	36	only	only	ADV
bracis-33645	144	37	for	for	ADP
bracis-33645	144	38	use	use	NOUN
bracis-33645	144	39	as	as	ADP
bracis-33645	144	40	reference	reference	NOUN
bracis-33645	144	41	because	because	SCONJ
bracis-33645	144	42	the	the	DET
bracis-33645	144	43	state	state	NOUN
bracis-33645	144	44	-	-	PUNCT
bracis-33645	144	45	of	of	ADP
bracis-33645	144	46	-	-	PUNCT
bracis-33645	144	47	the	the	DET
bracis-33645	144	48	-	-	PUNCT
bracis-33645	144	49	art	art	NOUN
bracis-33645	144	50	works	work	NOUN
bracis-33645	144	51	use	use	VERB
bracis-33645	144	52	few	few	ADJ
bracis-33645	144	53	epochs	epoch	NOUN
bracis-33645	144	54	to	to	PART
bracis-33645	144	55	guarantee	guarantee	VERB
bracis-33645	144	56	the	the	DET
bracis-33645	144	57	best	good	ADJ
bracis-33645	144	58	results	result	NOUN
bracis-33645	144	59	at	at	ADP
bracis-33645	144	60	first	first	ADV
bracis-33645	144	61	and	and	CCONJ
bracis-33645	144	62	see	see	VERB
bracis-33645	144	63	whether	whether	SCONJ
bracis-33645	144	64	the	the	DET
bracis-33645	144	65	model	model	NOUN
bracis-33645	144	66	is	be	AUX
bracis-33645	144	67	promising	promise	VERB
bracis-33645	144	68	.	.	PUNCT
bracis-33645	145	1	references	reference	NOUN
bracis-33645	145	2	aggarwal	aggarwal	PROPN
bracis-33645	145	3	,	,	PUNCT
bracis-33645	145	4	c.c	c.c	PROPN
bracis-33645	145	5	.	.	PROPN
bracis-33645	145	6	:	:	PUNCT
bracis-33645	145	7	neural	neural	ADJ
bracis-33645	145	8	networks	network	NOUN
bracis-33645	145	9	and	and	CCONJ
bracis-33645	145	10	deep	deep	ADJ
bracis-33645	145	11	learning	learning	NOUN
bracis-33645	145	12	.	.	PUNCT
bracis-33645	146	1	in	in	ADP
bracis-33645	146	2	:	:	PUNCT
bracis-33645	146	3	neural	neural	ADJ
bracis-33645	146	4	networks	network	NOUN
bracis-33645	146	5	and	and	CCONJ
bracis-33645	146	6	deep	deep	ADJ
bracis-33645	146	7	learning	learning	NOUN
bracis-33645	146	8	,	,	PUNCT
bracis-33645	146	9	pp	pp	ADJ
bracis-33645	146	10	.	.	PUNCT
bracis-33645	147	1	9–53	9–53	NOUN
bracis-33645	147	2	.	.	PUNCT
bracis-33645	147	3	springer	springer	NOUN
bracis-33645	147	4	(	(	PUNCT
bracis-33645	147	5	2018	2018	NUM
bracis-33645	147	6	)	)	PUNCT
bracis-33645	147	7	google	google	PROPN
bracis-33645	147	8	scholar	scholar	NOUN
bracis-33645	147	9	  	  	SPACE
bracis-33645	147	10	beysolow	beysolow	ADJ
bracis-33645	147	11	 	 	SPACE
bracis-33645	147	12	ii	ii	PROPN
bracis-33645	147	13	,	,	PUNCT
bracis-33645	147	14	t.	t.	PROPN
bracis-33645	147	15	:	:	PUNCT
bracis-33645	147	16	introduction	introduction	NOUN
bracis-33645	147	17	to	to	ADP
bracis-33645	147	18	deep	deep	ADJ
bracis-33645	147	19	learning	learning	NOUN
bracis-33645	147	20	using	use	VERB
bracis-33645	147	21	r	r	NOUN
bracis-33645	147	22	:	:	PUNCT
bracis-33645	147	23	a	a	DET
bracis-33645	147	24	step	step	NOUN
bracis-33645	147	25	-	-	PUNCT
bracis-33645	147	26	by	by	ADP
bracis-33645	147	27	-	-	PUNCT
bracis-33645	147	28	step	step	NOUN
bracis-33645	147	29	guide	guide	NOUN
bracis-33645	147	30	to	to	ADP
bracis-33645	147	31	learning	learn	VERB
bracis-33645	147	32	and	and	CCONJ
bracis-33645	147	33	implementing	implement	VERB
bracis-33645	147	34	deep	deep	ADJ
bracis-33645	147	35	learning	learning	NOUN
bracis-33645	147	36	models	model	NOUN
bracis-33645	147	37	using	use	VERB
bracis-33645	147	38	r.	r.	PROPN
bracis-33645	147	39	apress	apress	PROPN
bracis-33645	147	40	(	(	PUNCT
bracis-33645	147	41	2017	2017	NUM
bracis-33645	147	42	)	)	PUNCT
bracis-33645	147	43	google	google	NOUN
bracis-33645	147	44	scholar	scholar	NOUN
bracis-33645	147	45	  	  	SPACE
bracis-33645	147	46	cancer	cancer	NOUN
bracis-33645	147	47	,	,	PUNCT
bracis-33645	147	48	n.i.o	n.i.o	NOUN
bracis-33645	147	49	.	.	PUNCT
bracis-33645	147	50	:	:	PUNCT
bracis-33645	148	1	the	the	DET
bracis-33645	148	2	definition	definition	NOUN
bracis-33645	148	3	of	of	ADP
bracis-33645	148	4	cancer	cancer	NOUN
bracis-33645	148	5	\(|\	\(|\	NOUN
bracis-33645	148	6	)	)	PUNCT
bracis-33645	148	7	2024	2024	NUM
bracis-33645	148	8	.	.	PUNCT
bracis-33645	149	1	in	in	ADP
bracis-33645	149	2	:	:	PUNCT
bracis-33645	149	3	what	what	PRON
bracis-33645	149	4	is	be	AUX
bracis-33645	149	5	cancer	cancer	NOUN
bracis-33645	149	6	,	,	PUNCT
bracis-33645	149	7	p.	p.	NOUN
bracis-33645	149	8	 	 	SPACE
bracis-33645	149	9	1	1	NUM
bracis-33645	149	10	.	.	PUNCT
bracis-33645	149	11	national	national	PROPN
bracis-33645	149	12	institute	institute	PROPN
bracis-33645	149	13	of	of	ADP
bracis-33645	149	14	cancer	cancer	PROPN
bracis-33645	149	15	(	(	PUNCT
bracis-33645	149	16	usa	usa	PROPN
bracis-33645	149	17	)	)	PUNCT
bracis-33645	149	18	(	(	PUNCT
bracis-33645	149	19	2024	2024	NUM
bracis-33645	149	20	)	)	PUNCT
bracis-33645	149	21	google	google	PROPN
bracis-33645	149	22	scholar	scholar	NOUN
bracis-33645	149	23	  	  	SPACE
bracis-33645	149	24	ericsson	ericsson	PROPN
bracis-33645	149	25	,	,	PUNCT
bracis-33645	149	26	a.	a.	PROPN
bracis-33645	149	27	,	,	PUNCT
bracis-33645	149	28	kana	kana	PROPN
bracis-33645	149	29	,	,	PUNCT
bracis-33645	149	30	f.	f.	PROPN
bracis-33645	149	31	:	:	PUNCT
bracis-33645	149	32	convolutional	convolutional	ADJ
bracis-33645	149	33	neural	neural	ADJ
bracis-33645	149	34	networks	network	NOUN
bracis-33645	149	35	for	for	ADP
bracis-33645	149	36	classification	classification	NOUN
bracis-33645	149	37	of	of	ADP
bracis-33645	149	38	metastatic	metastatic	ADJ
bracis-33645	149	39	tissue	tissue	NOUN
bracis-33645	149	40	in	in	ADP
bracis-33645	149	41	lymph	lymph	NOUN
bracis-33645	149	42	nodes	node	NOUN
bracis-33645	149	43	(	(	PUNCT
bracis-33645	149	44	2021	2021	NUM
bracis-33645	149	45	)	)	PUNCT
bracis-33645	149	46	google	google	NOUN
bracis-33645	149	47	scholar	scholar	NOUN
bracis-33645	149	48	  	  	SPACE
bracis-33645	149	49	filho	filho	NOUN
bracis-33645	149	50	,	,	PUNCT
bracis-33645	149	51	m.l.r	m.l.r	NOUN
bracis-33645	149	52	.	.	PROPN
bracis-33645	149	53	,	,	PUNCT
bracis-33645	149	54	cortes	corte	NOUN
bracis-33645	149	55	,	,	PUNCT
bracis-33645	149	56	o.a.c	o.a.c	ADJ
bracis-33645	149	57	.	.	PUNCT
bracis-33645	150	1	:	:	PUNCT
bracis-33645	150	2	efficient	efficient	ADJ
bracis-33645	150	3	breast	breast	NOUN
bracis-33645	150	4	cancer	cancer	NOUN
bracis-33645	150	5	classification	classification	NOUN
bracis-33645	150	6	using	use	VERB
bracis-33645	150	7	histopathological	histopathological	ADJ
bracis-33645	150	8	images	image	NOUN
bracis-33645	150	9	and	and	CCONJ
bracis-33645	150	10	a	a	DET
bracis-33645	150	11	simple	simple	ADJ
bracis-33645	150	12	vgg	vgg	NOUN
bracis-33645	150	13	.	.	PUNCT
bracis-33645	151	1	revista	revista	PROPN
bracis-33645	151	2	de	de	PROPN
bracis-33645	151	3	informática	informática	PROPN
bracis-33645	151	4	teórica	teórica	PROPN
bracis-33645	151	5	e	e	PROPN
bracis-33645	151	6	aplicada	aplicada	PROPN
bracis-33645	151	7	29(1	29(1	NUM
bracis-33645	151	8	)	)	PUNCT
bracis-33645	151	9	,	,	PUNCT
bracis-33645	151	10	102–114	102–114	NUM
bracis-33645	151	11	(	(	PUNCT
bracis-33645	151	12	2022	2022	NUM
bracis-33645	151	13	)	)	PUNCT
bracis-33645	151	14	.	.	PUNCT
bracis-33645	152	1	https://doi.org/10.22456/2175-2745.119207	https://doi.org/10.22456/2175-2745.119207	PROPN
bracis-33645	152	2	ismail	ismail	PROPN
bracis-33645	152	3	,	,	PUNCT
bracis-33645	152	4	n.s	n.s	PROPN
bracis-33645	152	5	.	.	PROPN
bracis-33645	152	6	,	,	PUNCT
bracis-33645	152	7	sovuthy	sovuthy	ADJ
bracis-33645	152	8	,	,	PUNCT
bracis-33645	152	9	c.	c.	NOUN
bracis-33645	152	10	:	:	PUNCT
bracis-33645	152	11	breast	breast	NOUN
bracis-33645	152	12	cancer	cancer	NOUN
bracis-33645	152	13	detection	detection	NOUN
bracis-33645	152	14	based	base	VERB
bracis-33645	152	15	on	on	ADP
bracis-33645	152	16	deep	deep	ADJ
bracis-33645	152	17	learning	learning	NOUN
bracis-33645	152	18	technique	technique	NOUN
bracis-33645	152	19	.	.	PUNCT
bracis-33645	153	1	in	in	ADP
bracis-33645	153	2	:	:	PUNCT
bracis-33645	153	3	2019	2019	NUM
bracis-33645	153	4	international	international	ADJ
bracis-33645	153	5	unimas	unima	NOUN
bracis-33645	153	6	stem	stem	VERB
bracis-33645	153	7	12th	12th	ADJ
bracis-33645	153	8	engineering	engineering	NOUN
bracis-33645	153	9	conference	conference	NOUN
bracis-33645	153	10	(	(	PUNCT
bracis-33645	153	11	encon	encon	PROPN
bracis-33645	153	12	)	)	PUNCT
bracis-33645	153	13	,	,	PUNCT
bracis-33645	153	14	pp	pp	PROPN
bracis-33645	153	15	.	.	PUNCT
bracis-33645	154	1	89–92	89–92	NUM
bracis-33645	154	2	(	(	PUNCT
bracis-33645	154	3	2019	2019	NUM
bracis-33645	154	4	)	)	PUNCT
bracis-33645	154	5	google	google	PROPN
bracis-33645	154	6	scholar	scholar	NOUN
bracis-33645	154	7	  	  	SPACE
bracis-33645	154	8	jiang	jiang	PROPN
bracis-33645	154	9	,	,	PUNCT
bracis-33645	154	10	y.	y.	PROPN
bracis-33645	154	11	,	,	PUNCT
bracis-33645	154	12	chen	chen	PROPN
bracis-33645	154	13	,	,	PUNCT
bracis-33645	154	14	l.	l.	PROPN
bracis-33645	154	15	,	,	PUNCT
bracis-33645	154	16	zhang	zhang	PROPN
bracis-33645	154	17	,	,	PUNCT
bracis-33645	154	18	h.	h.	PROPN
bracis-33645	154	19	,	,	PUNCT
bracis-33645	154	20	xiao	xiao	PROPN
bracis-33645	154	21	,	,	PUNCT
bracis-33645	154	22	x.	x.	NOUN
bracis-33645	154	23	:	:	PUNCT
bracis-33645	155	1	structure	structure	NOUN
bracis-33645	155	2	of	of	ADP
bracis-33645	155	3	breakhis	breakhis	ADJ
bracis-33645	155	4	dataset	dataset	NOUN
bracis-33645	155	5	.	.	PUNCT
bracis-33645	156	1	plos	plos	PROPN
bracis-33645	156	2	one	one	NUM
bracis-33645	156	3	23(23	23(23	NOUN
bracis-33645	156	4	)	)	PUNCT
bracis-33645	156	5	,	,	PUNCT
bracis-33645	156	6	1–6	1–6	NUM
bracis-33645	156	7	(	(	PUNCT
bracis-33645	156	8	2023	2023	NUM
bracis-33645	156	9	)	)	PUNCT
bracis-33645	156	10	.	.	PUNCT
bracis-33645	157	1	https://doi.org/10.1371/journal.pone.0214587.t004	https://doi.org/10.1371/journal.pone.0214587.t004	PROPN
bracis-33645	157	2	article	article	NOUN
bracis-33645	157	3	  	  	SPACE
bracis-33645	157	4	math	math	NOUN
bracis-33645	157	5	  	  	SPACE
bracis-33645	157	6	google	google	PROPN
bracis-33645	157	7	scholar	scholar	NOUN
bracis-33645	157	8	  	  	SPACE
bracis-33645	157	9	litjens	litjen	NOUN
bracis-33645	157	10	,	,	PUNCT
bracis-33645	157	11	g.	g.	PROPN
bracis-33645	157	12	,	,	PUNCT
bracis-33645	157	13	et	et	PROPN
bracis-33645	157	14	al	al	PROPN
bracis-33645	157	15	.	.	PUNCT
bracis-33645	157	16	:	:	PUNCT
bracis-33645	158	1	1399	1399	NUM
bracis-33645	158	2	h	h	PROPN
bracis-33645	158	3	&	&	CCONJ
bracis-33645	158	4	e	e	ADJ
bracis-33645	158	5	-	-	ADJ
bracis-33645	158	6	stained	stain	VERB
bracis-33645	158	7	sentinel	sentinel	NOUN
bracis-33645	158	8	lymph	lymph	NOUN
bracis-33645	158	9	node	node	NOUN
bracis-33645	158	10	sections	section	NOUN
bracis-33645	158	11	of	of	ADP
bracis-33645	158	12	breast	breast	NOUN
bracis-33645	158	13	cancer	cancer	NOUN
bracis-33645	158	14	patients	patient	NOUN
bracis-33645	158	15	:	:	PUNCT
bracis-33645	158	16	the	the	DET
bracis-33645	158	17	camelyon	camelyon	NOUN
bracis-33645	158	18	dataset	dataset	NOUN
bracis-33645	158	19	.	.	PUNCT
bracis-33645	159	1	in	in	ADP
bracis-33645	159	2	:	:	PUNCT
bracis-33645	159	3	gigascience	gigascience	NOUN
bracis-33645	159	4	,	,	PUNCT
bracis-33645	159	5	o.	o.	NOUN
bracis-33645	159	6	(	(	PUNCT
bracis-33645	159	7	ed	ed	NOUN
bracis-33645	159	8	.	.	PUNCT
bracis-33645	159	9	)	)	PUNCT
bracis-33645	160	1	the	the	DET
bracis-33645	160	2	camelyon	camelyon	NOUN
bracis-33645	160	3	dataset	dataset	NOUN
bracis-33645	160	4	,	,	PUNCT
bracis-33645	160	5	pp	pp	PROPN
bracis-33645	160	6	.	.	PUNCT
bracis-33645	160	7	 	 	SPACE
bracis-33645	160	8	2–3	2–3	NOUN
bracis-33645	160	9	.	.	PUNCT
bracis-33645	161	1	oxford	oxford	PROPN
bracis-33645	161	2	(	(	PUNCT
bracis-33645	161	3	2022	2022	NUM
bracis-33645	161	4	)	)	PUNCT
bracis-33645	161	5	google	google	PROPN
bracis-33645	161	6	scholar	scholar	NOUN
bracis-33645	161	7	  	  	SPACE
bracis-33645	161	8	liu	liu	PROPN
bracis-33645	161	9	,	,	PUNCT
bracis-33645	161	10	z.	z.	PROPN
bracis-33645	161	11	,	,	PUNCT
bracis-33645	161	12	peng	peng	PROPN
bracis-33645	161	13	,	,	PUNCT
bracis-33645	161	14	j.	j.	PROPN
bracis-33645	161	15	,	,	PUNCT
bracis-33645	161	16	guo	guo	PROPN
bracis-33645	161	17	,	,	PUNCT
bracis-33645	161	18	x.	x.	PROPN
bracis-33645	161	19	,	,	PUNCT
bracis-33645	161	20	chen	chen	PROPN
bracis-33645	161	21	,	,	PUNCT
bracis-33645	161	22	s.	s.	PROPN
bracis-33645	161	23	,	,	PUNCT
bracis-33645	161	24	liu	liu	PROPN
bracis-33645	161	25	,	,	PUNCT
bracis-33645	161	26	l.	l.	PROPN
bracis-33645	161	27	:	:	PUNCT
bracis-33645	161	28	breast	breast	NOUN
bracis-33645	161	29	cancer	cancer	NOUN
bracis-33645	161	30	classification	classification	NOUN
bracis-33645	161	31	method	method	NOUN
bracis-33645	161	32	based	base	VERB
bracis-33645	161	33	on	on	ADP
bracis-33645	161	34	improved	improved	ADJ
bracis-33645	161	35	vgg16	vgg16	NOUN
bracis-33645	161	36	using	use	VERB
bracis-33645	161	37	mammography	mammography	NOUN
bracis-33645	161	38	images	image	NOUN
bracis-33645	161	39	.	.	PUNCT
bracis-33645	162	1	j.	j.	PROPN
bracis-33645	162	2	radiat	radiat	PROPN
bracis-33645	162	3	.	.	PUNCT
bracis-33645	163	1	res	re	NOUN
bracis-33645	163	2	.	.	PUNCT
bracis-33645	163	3	appl	appl	PROPN
bracis-33645	163	4	.	.	PUNCT
bracis-33645	164	1	sci	sci	PROPN
bracis-33645	164	2	.	.	PUNCT
bracis-33645	164	3	17(2	17(2	NUM
bracis-33645	164	4	)	)	PUNCT
bracis-33645	164	5	,	,	PUNCT
bracis-33645	164	6	100885	100885	NUM
bracis-33645	164	7	(	(	PUNCT
bracis-33645	164	8	2024	2024	NUM
bracis-33645	164	9	)	)	PUNCT
bracis-33645	164	10	.	.	PUNCT
bracis-33645	165	1	https://doi.org/10.1016/j.jrras.2024.100885	https://doi.org/10.1016/j.jrras.2024.100885	PROPN
bracis-33645	165	2	article	article	NOUN
bracis-33645	165	3	  	  	SPACE
bracis-33645	165	4	math	math	NOUN
bracis-33645	165	5	  	  	SPACE
bracis-33645	165	6	google	google	PROPN
bracis-33645	165	7	scholar	scholar	NOUN
bracis-33645	165	8	  	  	SPACE
bracis-33645	165	9	matos	matos	PROPN
bracis-33645	165	10	,	,	PUNCT
bracis-33645	165	11	j.d	j.d	PROPN
bracis-33645	165	12	.	.	PROPN
bracis-33645	165	13	,	,	PUNCT
bracis-33645	165	14	britto	britto	PROPN
bracis-33645	165	15	,	,	PUNCT
bracis-33645	165	16	a.d.s	a.d.s	PROPN
bracis-33645	165	17	.	.	PROPN
bracis-33645	165	18	,	,	PUNCT
bracis-33645	165	19	oliveira	oliveira	PROPN
bracis-33645	165	20	,	,	PUNCT
bracis-33645	165	21	l.e.s	l.e.s	PROPN
bracis-33645	165	22	.	.	PUNCT
bracis-33645	165	23	,	,	PUNCT
bracis-33645	165	24	koerich	koerich	NOUN
bracis-33645	165	25	,	,	PUNCT
bracis-33645	165	26	a.l	a.l	PROPN
bracis-33645	165	27	.	.	PROPN
bracis-33645	165	28	:	:	PUNCT
bracis-33645	165	29	double	double	ADJ
bracis-33645	165	30	transfer	transfer	NOUN
bracis-33645	165	31	learning	learning	NOUN
bracis-33645	165	32	for	for	ADP
bracis-33645	165	33	breast	breast	NOUN
bracis-33645	165	34	cancer	cancer	NOUN
bracis-33645	165	35	histopathologic	histopathologic	NOUN
bracis-33645	165	36	image	image	NOUN
bracis-33645	165	37	classification	classification	NOUN
bracis-33645	165	38	.	.	PUNCT
bracis-33645	166	1	in	in	ADP
bracis-33645	166	2	:	:	PUNCT
bracis-33645	166	3	2019	2019	NUM
bracis-33645	166	4	international	international	ADJ
bracis-33645	166	5	joint	joint	ADJ
bracis-33645	166	6	conference	conference	NOUN
bracis-33645	166	7	on	on	ADP
bracis-33645	166	8	neural	neural	ADJ
bracis-33645	166	9	networks	network	NOUN
bracis-33645	166	10	(	(	PUNCT
bracis-33645	166	11	ijcnn	ijcnn	PROPN
bracis-33645	166	12	)	)	PUNCT
bracis-33645	166	13	,	,	PUNCT
bracis-33645	166	14	pp	pp	ADP
bracis-33645	166	15	.	.	PUNCT
bracis-33645	166	16	 	 	SPACE
bracis-33645	166	17	1–8	1–8	NUM
bracis-33645	166	18	(	(	PUNCT
bracis-33645	166	19	2019	2019	NUM
bracis-33645	166	20	)	)	PUNCT
bracis-33645	166	21	.	.	PUNCT
bracis-33645	167	1	https://doi.org/10.1109/ijcnn.2019.8852092	https://doi.org/10.1109/ijcnn.2019.8852092	PROPN
bracis-33645	167	2	mcculloch	mcculloch	PROPN
bracis-33645	167	3	,	,	PUNCT
bracis-33645	167	4	w.s	w.s	PROPN
bracis-33645	167	5	.	.	PROPN
bracis-33645	167	6	,	,	PUNCT
bracis-33645	167	7	pitts	pitts	PROPN
bracis-33645	167	8	,	,	PUNCT
bracis-33645	167	9	w.	w.	PROPN
bracis-33645	167	10	:	:	PUNCT
bracis-33645	167	11	a	a	DET
bracis-33645	167	12	logical	logical	ADJ
bracis-33645	167	13	calculus	calculus	NOUN
bracis-33645	167	14	of	of	ADP
bracis-33645	167	15	the	the	DET
bracis-33645	167	16	ideas	idea	NOUN
bracis-33645	167	17	immanent	immanent	ADJ
bracis-33645	167	18	in	in	ADP
bracis-33645	167	19	nervous	nervous	ADJ
bracis-33645	167	20	activity	activity	NOUN
bracis-33645	167	21	.	.	PUNCT
bracis-33645	168	1	in	in	ADP
bracis-33645	168	2	:	:	PUNCT
bracis-33645	168	3	bulletin	bulletin	NOUN
bracis-33645	168	4	of	of	ADP
bracis-33645	168	5	mathematical	mathematical	ADJ
bracis-33645	168	6	biophysics	biophysic	NOUN
bracis-33645	168	7	,	,	PUNCT
bracis-33645	168	8	pp	pp	ADJ
bracis-33645	168	9	.	.	PUNCT
bracis-33645	169	1	115–133	115–133	NUM
bracis-33645	169	2	.	.	PUNCT
bracis-33645	169	3	springer	springer	NOUN
bracis-33645	169	4	(	(	PUNCT
bracis-33645	169	5	1943	1943	NUM
bracis-33645	169	6	)	)	PUNCT
bracis-33645	169	7	google	google	NOUN
bracis-33645	169	8	scholar	scholar	NOUN
bracis-33645	169	9	  	  	SPACE
bracis-33645	169	10	prevention	prevention	NOUN
bracis-33645	169	11	,	,	PUNCT
bracis-33645	169	12	b.n.i.o.c	b.n.i.o.c	NOUN
bracis-33645	169	13	.	.	PUNCT
bracis-33645	169	14	:	:	PUNCT
bracis-33645	169	15	estimate	estimate	VERB
bracis-33645	169	16	\(|\	\(|\	NOUN
bracis-33645	169	17	)	)	PUNCT
bracis-33645	169	18	2024	2024	NUM
bracis-33645	169	19	.	.	PUNCT
bracis-33645	170	1	in	in	ADP
bracis-33645	170	2	:	:	PUNCT
bracis-33645	170	3	cancer	cancer	NOUN
bracis-33645	170	4	incidence	incidence	NOUN
bracis-33645	170	5	in	in	ADP
bracis-33645	170	6	brazil	brazil	PROPN
bracis-33645	170	7	,	,	PUNCT
bracis-33645	170	8	pp	pp	X
bracis-33645	170	9	.	.	PUNCT
bracis-33645	171	1	39–40	39–40	NUM
bracis-33645	171	2	.	.	PUNCT
bracis-33645	172	1	national	national	PROPN
bracis-33645	172	2	institute	institute	PROPN
bracis-33645	172	3	of	of	ADP
bracis-33645	172	4	cancer	cancer	PROPN
bracis-33645	172	5	prevention	prevention	PROPN
bracis-33645	172	6	(	(	PUNCT
bracis-33645	172	7	brazil	brazil	PROPN
bracis-33645	172	8	)	)	PUNCT
bracis-33645	172	9	(	(	PUNCT
bracis-33645	172	10	2024	2024	NUM
bracis-33645	172	11	)	)	PUNCT
bracis-33645	172	12	google	google	NOUN
bracis-33645	172	13	scholar	scholar	NOUN
bracis-33645	172	14	  	  	SPACE
bracis-33645	172	15	primo	primo	NOUN
bracis-33645	172	16	,	,	PUNCT
bracis-33645	172	17	w.q	w.q	PROPN
bracis-33645	172	18	.	.	PROPN
bracis-33645	172	19	:	:	PUNCT
bracis-33645	172	20	national	national	PROPN
bracis-33645	172	21	cancer	cancer	PROPN
bracis-33645	172	22	institute	institute	PROPN
bracis-33645	172	23	and	and	CCONJ
bracis-33645	172	24	the	the	DET
bracis-33645	172	25	2023	2023	NUM
bracis-33645	172	26	-	-	SYM
bracis-33645	172	27	2025	2025	NUM
bracis-33645	172	28	estimate	estimate	NOUN
bracis-33645	172	29	–	–	PUNCT
bracis-33645	172	30	cancer	cancer	NOUN
bracis-33645	172	31	incidence	incidence	NOUN
bracis-33645	172	32	in	in	ADP
bracis-33645	172	33	brazil	brazil	PROPN
bracis-33645	172	34	\(|\	\(|\	PROPN
bracis-33645	172	35	)	)	PUNCT
bracis-33645	172	36	2023	2023	NUM
bracis-33645	172	37	.	.	PUNCT
bracis-33645	173	1	in	in	ADP
bracis-33645	173	2	:	:	PUNCT
bracis-33645	173	3	estimate	estimate	NOUN
bracis-33645	173	4	\(|\	\(|\	NOUN
bracis-33645	173	5	)	)	PUNCT
bracis-33645	173	6	2023	2023	NUM
bracis-33645	173	7	-	-	SYM
bracis-33645	173	8	2025	2025	NUM
bracis-33645	173	9	,	,	PUNCT
bracis-33645	173	10	pp	pp	ADV
bracis-33645	173	11	.	.	PUNCT
bracis-33645	173	12	 	 	SPACE
bracis-33645	173	13	1–2	1–2	NUM
bracis-33645	173	14	.	.	PUNCT
bracis-33645	174	1	national	national	PROPN
bracis-33645	174	2	institute	institute	PROPN
bracis-33645	174	3	of	of	ADP
bracis-33645	174	4	cancer	cancer	PROPN
bracis-33645	174	5	(	(	PUNCT
bracis-33645	174	6	usa	usa	PROPN
bracis-33645	174	7	)	)	PUNCT
bracis-33645	174	8	(	(	PUNCT
bracis-33645	174	9	2023	2023	NUM
bracis-33645	174	10	)	)	PUNCT
bracis-33645	174	11	google	google	NOUN
bracis-33645	174	12	scholar	scholar	NOUN
bracis-33645	174	13	  	  	SPACE
bracis-33645	174	14	rodrigues	rodrigue	NOUN
bracis-33645	174	15	 	 	SPACE
bracis-33645	174	16	filho	filho	PROPN
bracis-33645	174	17	,	,	PUNCT
bracis-33645	174	18	m.l	m.l	PROPN
bracis-33645	174	19	.	.	PROPN
bracis-33645	174	20	,	,	PUNCT
bracis-33645	174	21	cortes	corte	NOUN
bracis-33645	174	22	,	,	PUNCT
bracis-33645	174	23	o.a	o.a	PROPN
bracis-33645	174	24	.	.	PROPN
bracis-33645	174	25	:	:	PUNCT
bracis-33645	175	1	classificação	classificação	PROPN
bracis-33645	175	2	de	de	PROPN
bracis-33645	175	3	imagens	imagens	PROPN
bracis-33645	175	4	histopatológicas	histopatológicas	PROPN
bracis-33645	175	5	usando	usando	PROPN
bracis-33645	175	6	uma	uma	PROPN
bracis-33645	175	7	vgg	vgg	PROPN
bracis-33645	175	8	e	e	PROPN
bracis-33645	175	9	mecanismo	mecanismo	VERB
bracis-33645	175	10	de	de	PROPN
bracis-33645	175	11	atenção	atenção	PROPN
bracis-33645	175	12	para	para	PROPN
bracis-33645	175	13	detecção	detecção	PROPN
bracis-33645	175	14	de	de	PROPN
bracis-33645	175	15	câncer	câncer	PROPN
bracis-33645	175	16	de	de	X
bracis-33645	175	17	mama	mama	PROPN
bracis-33645	175	18	.	.	PUNCT
bracis-33645	176	1	sbc	sbc	NOUN
bracis-33645	176	2	23(23	23(23	NOUN
bracis-33645	176	3	)	)	PUNCT
bracis-33645	176	4	,	,	PUNCT
bracis-33645	176	5	1–6	1–6	NUM
bracis-33645	176	6	(	(	PUNCT
bracis-33645	176	7	2023	2023	NUM
bracis-33645	176	8	)	)	PUNCT
bracis-33645	176	9	.	.	PUNCT
bracis-33645	177	1	https://doi.org/10.5753/sbcas_estendido.2023.229388	https://doi.org/10.5753/sbcas_estendido.2023.229388	PROPN
bracis-33645	177	2	saaber	saaber	PROPN
bracis-33645	177	3	,	,	PUNCT
bracis-33645	177	4	a.	a.	NOUN
bracis-33645	177	5	,	,	PUNCT
bracis-33645	177	6	sakr	sakr	NOUN
bracis-33645	177	7	,	,	PUNCT
bracis-33645	177	8	m.	m.	NOUN
bracis-33645	177	9	,	,	PUNCT
bracis-33645	177	10	abo	abo	NOUN
bracis-33645	177	11	-	-	PUNCT
bracis-33645	177	12	seida	seida	NOUN
bracis-33645	177	13	,	,	PUNCT
bracis-33645	177	14	o.m	o.m	PROPN
bracis-33645	177	15	.	.	PROPN
bracis-33645	177	16	,	,	PUNCT
bracis-33645	177	17	keshk	keshk	PROPN
bracis-33645	177	18	,	,	PUNCT
bracis-33645	177	19	a.	a.	PROPN
bracis-33645	177	20	,	,	PUNCT
bracis-33645	177	21	chen	chen	PROPN
bracis-33645	177	22	,	,	PUNCT
bracis-33645	177	23	h.	h.	PROPN
bracis-33645	177	24	:	:	PUNCT
bracis-33645	177	25	a	a	DET
bracis-33645	177	26	novel	novel	ADJ
bracis-33645	177	27	deep	deep	ADV
bracis-33645	177	28	-	-	PUNCT
bracis-33645	177	29	learning	learn	VERB
bracis-33645	177	30	model	model	NOUN
bracis-33645	177	31	for	for	ADP
bracis-33645	177	32	automatic	automatic	ADJ
bracis-33645	177	33	detection	detection	NOUN
bracis-33645	177	34	and	and	CCONJ
bracis-33645	177	35	classification	classification	NOUN
bracis-33645	177	36	of	of	ADP
bracis-33645	177	37	breast	breast	NOUN
bracis-33645	177	38	cancer	cancer	NOUN
bracis-33645	177	39	using	use	VERB
bracis-33645	177	40	the	the	DET
bracis-33645	177	41	transfer	transfer	NOUN
bracis-33645	177	42	-	-	PUNCT
bracis-33645	177	43	learning	learn	VERB
bracis-33645	177	44	technique	technique	NOUN
bracis-33645	177	45	.	.	PUNCT
bracis-33645	178	1	ieee	ieee	NOUN
bracis-33645	178	2	57	57	NUM
bracis-33645	178	3	,	,	PUNCT
bracis-33645	178	4	71194–71209	71194–71209	NUM
bracis-33645	178	5	(	(	PUNCT
bracis-33645	178	6	2021	2021	NUM
bracis-33645	178	7	)	)	PUNCT
bracis-33645	178	8	google	google	NOUN
bracis-33645	178	9	scholar	scholar	NOUN
bracis-33645	178	10	  	  	SPACE
bracis-33645	178	11	santos	santos	PROPN
bracis-33645	178	12	-	-	PUNCT
bracis-33645	178	13	bustos	bustos	PROPN
bracis-33645	178	14	,	,	PUNCT
bracis-33645	178	15	d.f	d.f	PROPN
bracis-33645	178	16	.	.	PROPN
bracis-33645	178	17	,	,	PUNCT
bracis-33645	178	18	nguyen	nguyen	PROPN
bracis-33645	178	19	,	,	PUNCT
bracis-33645	178	20	b.m	b.m	PROPN
bracis-33645	178	21	.	.	PROPN
bracis-33645	178	22	,	,	PUNCT
bracis-33645	178	23	espitia	espitia	PROPN
bracis-33645	178	24	,	,	PUNCT
bracis-33645	178	25	h.e	h.e	PROPN
bracis-33645	178	26	.	.	PROPN
bracis-33645	178	27	:	:	PUNCT
bracis-33645	178	28	towards	towards	ADP
bracis-33645	178	29	automated	automate	VERB
bracis-33645	178	30	eye	eye	NOUN
bracis-33645	178	31	cancer	cancer	NOUN
bracis-33645	178	32	classification	classification	NOUN
bracis-33645	178	33	via	via	ADP
bracis-33645	178	34	vgg	vgg	PROPN
bracis-33645	178	35	and	and	CCONJ
bracis-33645	178	36	resnet	resnet	ADJ
bracis-33645	178	37	networks	network	NOUN
bracis-33645	178	38	using	use	VERB
bracis-33645	178	39	transfer	transfer	NOUN
bracis-33645	178	40	learning	learning	NOUN
bracis-33645	178	41	.	.	PUNCT
bracis-33645	179	1	eng	eng	PROPN
bracis-33645	179	2	.	.	PUNCT
bracis-33645	179	3	sci	sci	PROPN
bracis-33645	179	4	.	.	PROPN
bracis-33645	179	5	technol	technol	PROPN
bracis-33645	179	6	.	.	PUNCT
bracis-33645	179	7	int	int	PROPN
bracis-33645	179	8	.	.	PUNCT
bracis-33645	180	1	j.	j.	PROPN
bracis-33645	180	2	35	35	NUM
bracis-33645	180	3	,	,	PUNCT
bracis-33645	180	4	101214	101214	NUM
bracis-33645	180	5	(	(	PUNCT
bracis-33645	180	6	2022	2022	NUM
bracis-33645	180	7	)	)	PUNCT
bracis-33645	180	8	.	.	PUNCT
bracis-33645	181	1	https://doi.org/10.1016/j.jestch.2022.101214	https://doi.org/10.1016/j.jestch.2022.101214	ADJ
bracis-33645	181	2	article	article	NOUN
bracis-33645	181	3	  	  	SPACE
bracis-33645	181	4	google	google	PROPN
bracis-33645	181	5	scholar	scholar	NOUN
bracis-33645	181	6	  	  	SPACE
bracis-33645	181	7	simonyan	simonyan	ADJ
bracis-33645	181	8	,	,	PUNCT
bracis-33645	181	9	k.	k.	PROPN
bracis-33645	181	10	,	,	PUNCT
bracis-33645	181	11	zisserman	zisserman	PROPN
bracis-33645	181	12	,	,	PUNCT
bracis-33645	181	13	a.	a.	NOUN
bracis-33645	181	14	:	:	PUNCT
bracis-33645	181	15	very	very	ADV
bracis-33645	181	16	deep	deep	ADJ
bracis-33645	181	17	convolutional	convolutional	ADJ
bracis-33645	181	18	networks	network	NOUN
bracis-33645	181	19	for	for	ADP
bracis-33645	181	20	large	large	ADJ
bracis-33645	181	21	-	-	PUNCT
bracis-33645	181	22	scale	scale	NOUN
bracis-33645	181	23	image	image	NOUN
bracis-33645	181	24	recognition	recognition	NOUN
bracis-33645	181	25	.	.	PUNCT
bracis-33645	182	1	in	in	ADP
bracis-33645	182	2	:	:	PUNCT
bracis-33645	182	3	international	international	ADJ
bracis-33645	182	4	conference	conference	NOUN
bracis-33645	182	5	on	on	ADP
bracis-33645	182	6	learning	learn	VERB
bracis-33645	182	7	representations	representation	NOUN
bracis-33645	182	8	(	(	PUNCT
bracis-33645	182	9	2014	2014	NUM
bracis-33645	182	10	)	)	PUNCT
bracis-33645	182	11	google	google	NOUN
bracis-33645	182	12	scholar	scholar	NOUN
bracis-33645	182	13	  	  	SPACE
bracis-33645	182	14	spanhol	spanhol	NOUN
bracis-33645	182	15	,	,	PUNCT
bracis-33645	182	16	f.	f.	PROPN
bracis-33645	182	17	,	,	PUNCT
bracis-33645	182	18	oliveira	oliveira	PROPN
bracis-33645	182	19	,	,	PUNCT
bracis-33645	182	20	l.s	l.s	PROPN
bracis-33645	182	21	.	.	PROPN
bracis-33645	182	22	,	,	PUNCT
bracis-33645	182	23	petitjean	petitjean	PROPN
bracis-33645	182	24	,	,	PUNCT
bracis-33645	182	25	c.	c.	NOUN
bracis-33645	182	26	,	,	PUNCT
bracis-33645	182	27	heutte	heutte	PROPN
bracis-33645	182	28	,	,	PUNCT
bracis-33645	182	29	l.	l.	PROPN
bracis-33645	182	30	:	:	PUNCT
bracis-33645	182	31	a	a	DET
bracis-33645	182	32	dataset	dataset	NOUN
bracis-33645	182	33	for	for	ADP
bracis-33645	182	34	breast	breast	NOUN
bracis-33645	182	35	cancer	cancer	NOUN
bracis-33645	182	36	histopathological	histopathological	ADJ
bracis-33645	182	37	image	image	NOUN
bracis-33645	182	38	classification	classification	NOUN
bracis-33645	182	39	.	.	PUNCT
bracis-33645	183	1	ieee	ieee	PROPN
bracis-33645	183	2	trans	trans	PROPN
bracis-33645	183	3	.	.	PROPN
bracis-33645	183	4	biomed	biome	VERB
bracis-33645	183	5	.	.	PUNCT
bracis-33645	184	1	eng	eng	PROPN
bracis-33645	184	2	.	.	PUNCT
bracis-33645	185	1	63(7	63(7	NOUN
bracis-33645	185	2	)	)	PUNCT
bracis-33645	185	3	,	,	PUNCT
bracis-33645	185	4	1455–1462	1455–1462	NUM
bracis-33645	185	5	(	(	PUNCT
bracis-33645	185	6	2016	2016	NUM
bracis-33645	185	7	)	)	PUNCT
bracis-33645	185	8	.	.	PUNCT
bracis-33645	186	1	https://doi.org/10.1109/tbme.2015.2496264	https://doi.org/10.1109/tbme.2015.2496264	PROPN
bracis-33645	186	2	article	article	NOUN
bracis-33645	186	3	  	  	SPACE
bracis-33645	186	4	google	google	PROPN
bracis-33645	186	5	scholar	scholar	NOUN
bracis-33645	186	6	  	  	SPACE
bracis-33645	186	7	vecchiotti	vecchiotti	NOUN
bracis-33645	186	8	,	,	PUNCT
bracis-33645	186	9	p.	p.	PROPN
bracis-33645	186	10	,	,	PUNCT
bracis-33645	186	11	vesperini	vesperini	PROPN
bracis-33645	186	12	,	,	PUNCT
bracis-33645	186	13	f.	f.	PROPN
bracis-33645	186	14	,	,	PUNCT
bracis-33645	186	15	principi	principi	PROPN
bracis-33645	186	16	,	,	PUNCT
bracis-33645	186	17	e.	e.	PROPN
bracis-33645	186	18	,	,	PUNCT
bracis-33645	186	19	squartini	squartini	PROPN
bracis-33645	186	20	,	,	PUNCT
bracis-33645	186	21	s.	s.	PROPN
bracis-33645	186	22	,	,	PUNCT
bracis-33645	186	23	piazza	piazza	PROPN
bracis-33645	186	24	,	,	PUNCT
bracis-33645	186	25	f.	f.	NOUN
bracis-33645	186	26	:	:	PUNCT
bracis-33645	186	27	convolutional	convolutional	ADJ
bracis-33645	186	28	neural	neural	ADJ
bracis-33645	186	29	networks	network	NOUN
bracis-33645	186	30	with	with	ADP
bracis-33645	186	31	3	3	NUM
bracis-33645	186	32	-	-	SYM
bracis-33645	186	33	d	d	NOUN
bracis-33645	186	34	kernels	kernel	NOUN
bracis-33645	186	35	for	for	ADP
bracis-33645	186	36	voice	voice	NOUN
bracis-33645	186	37	activity	activity	NOUN
bracis-33645	186	38	detection	detection	NOUN
bracis-33645	186	39	in	in	ADP
bracis-33645	186	40	a	a	DET
bracis-33645	186	41	multiroom	multiroom	NOUN
bracis-33645	186	42	environment	environment	NOUN
bracis-33645	186	43	.	.	PUNCT
bracis-33645	187	1	in	in	ADP
bracis-33645	187	2	:	:	PUNCT
bracis-33645	187	3	esposito	esposito	PROPN
bracis-33645	187	4	,	,	PUNCT
bracis-33645	187	5	a.	a.	NOUN
bracis-33645	187	6	,	,	PUNCT
bracis-33645	187	7	faudez	faudez	ADJ
bracis-33645	187	8	-	-	PUNCT
bracis-33645	187	9	zanuy	zanuy	NOUN
bracis-33645	187	10	,	,	PUNCT
bracis-33645	187	11	m.	m.	NOUN
bracis-33645	187	12	,	,	PUNCT
bracis-33645	187	13	morabito	morabito	PROPN
bracis-33645	187	14	,	,	PUNCT
bracis-33645	187	15	f.c	f.c	PROPN
bracis-33645	187	16	.	.	PROPN
bracis-33645	187	17	,	,	PUNCT
bracis-33645	187	18	pasero	pasero	PROPN
bracis-33645	187	19	,	,	PUNCT
bracis-33645	187	20	e.	e.	PROPN
bracis-33645	187	21	(	(	PUNCT
bracis-33645	187	22	eds	eds	PROPN
bracis-33645	187	23	.	.	PUNCT
bracis-33645	187	24	)	)	PUNCT
bracis-33645	188	1	multidisciplinary	multidisciplinary	ADJ
bracis-33645	188	2	approaches	approach	NOUN
bracis-33645	188	3	to	to	ADP
bracis-33645	188	4	neural	neural	ADJ
bracis-33645	188	5	computing	computing	NOUN
bracis-33645	188	6	.	.	PUNCT
bracis-33645	189	1	sist	sist	PROPN
bracis-33645	189	2	,	,	PUNCT
bracis-33645	189	3	vol	vol	NOUN
bracis-33645	189	4	.	.	PROPN
bracis-33645	189	5	69	69	NUM
bracis-33645	189	6	,	,	PUNCT
bracis-33645	189	7	pp	pp	ADJ
bracis-33645	189	8	.	.	PUNCT
bracis-33645	190	1	161–170	161–170	NUM
bracis-33645	190	2	.	.	PUNCT
bracis-33645	190	3	springer	springer	NOUN
bracis-33645	190	4	,	,	PUNCT
bracis-33645	190	5	cham	cham	PROPN
bracis-33645	190	6	(	(	PUNCT
bracis-33645	190	7	2018	2018	NUM
bracis-33645	190	8	)	)	PUNCT
bracis-33645	190	9	.	.	PUNCT
bracis-33645	191	1	https://doi.org/10.1007/978-3-319-56904-8_16	https://doi.org/10.1007/978-3-319-56904-8_16	PROPN
bracis-33645	191	2	chapter	chapter	NOUN
bracis-33645	191	3	  	  	SPACE
bracis-33645	191	4	math	math	NOUN
bracis-33645	191	5	  	  	SPACE
bracis-33645	191	6	google	google	PROPN
bracis-33645	191	7	scholar	scholar	NOUN
bracis-33645	191	8	  	  	SPACE
bracis-33645	191	9	veeling	veeling	NOUN
bracis-33645	191	10	,	,	PUNCT
bracis-33645	191	11	b.s	b.s	PROPN
bracis-33645	191	12	.	.	PROPN
bracis-33645	191	13	,	,	PUNCT
bracis-33645	191	14	linmans	linman	NOUN
bracis-33645	191	15	,	,	PUNCT
bracis-33645	191	16	j.	j.	PROPN
bracis-33645	191	17	,	,	PUNCT
bracis-33645	191	18	winkens	winken	NOUN
bracis-33645	191	19	,	,	PUNCT
bracis-33645	191	20	j.	j.	PROPN
bracis-33645	191	21	,	,	PUNCT
bracis-33645	191	22	cohen	cohen	PROPN
bracis-33645	191	23	,	,	PUNCT
bracis-33645	191	24	t.	t.	PROPN
bracis-33645	191	25	,	,	PUNCT
bracis-33645	191	26	welling	well	VERB
bracis-33645	191	27	,	,	PUNCT
bracis-33645	191	28	m.	m.	NOUN
bracis-33645	191	29	:	:	PUNCT
bracis-33645	191	30	rotation	rotation	NOUN
bracis-33645	191	31	equivariant	equivariant	PROPN
bracis-33645	191	32	cnns	cnns	PROPN
bracis-33645	191	33	for	for	ADP
bracis-33645	191	34	digital	digital	ADJ
bracis-33645	191	35	pathology	pathology	NOUN
bracis-33645	191	36	.	.	PUNCT
bracis-33645	192	1	in	in	ADP
bracis-33645	192	2	:	:	PUNCT
bracis-33645	192	3	frangi	frangi	PROPN
bracis-33645	192	4	,	,	PUNCT
bracis-33645	192	5	a.f	a.f	PROPN
bracis-33645	192	6	.	.	PROPN
bracis-33645	192	7	,	,	PUNCT
bracis-33645	192	8	schnabel	schnabel	PROPN
bracis-33645	192	9	,	,	PUNCT
bracis-33645	192	10	j.a	j.a	PROPN
bracis-33645	192	11	.	.	PROPN
bracis-33645	192	12	,	,	PUNCT
bracis-33645	192	13	davatzikos	davatzikos	PROPN
bracis-33645	192	14	,	,	PUNCT
bracis-33645	192	15	c.	c.	PROPN
bracis-33645	192	16	,	,	PUNCT
bracis-33645	192	17	alberola	alberola	PROPN
bracis-33645	192	18	-	-	PUNCT
bracis-33645	192	19	lópez	lópez	PROPN
bracis-33645	192	20	,	,	PUNCT
bracis-33645	192	21	c.	c.	PROPN
bracis-33645	192	22	,	,	PUNCT
bracis-33645	192	23	fichtinger	fichtinger	PROPN
bracis-33645	192	24	,	,	PUNCT
bracis-33645	192	25	g.	g.	PROPN
bracis-33645	192	26	(	(	PUNCT
bracis-33645	192	27	eds	eds	PROPN
bracis-33645	192	28	.	.	PUNCT
bracis-33645	192	29	)	)	PUNCT
bracis-33645	192	30	miccai	miccai	PROPN
bracis-33645	192	31	2018	2018	NUM
bracis-33645	192	32	.	.	PUNCT
bracis-33645	193	1	lncs	lncs	PROPN
bracis-33645	193	2	,	,	PUNCT
bracis-33645	193	3	vol	vol	NOUN
bracis-33645	193	4	.	.	PROPN
bracis-33645	193	5	11071	11071	NUM
bracis-33645	193	6	,	,	PUNCT
bracis-33645	193	7	pp	pp	ADJ
bracis-33645	193	8	.	.	PUNCT
bracis-33645	194	1	210–218	210–218	NUM
bracis-33645	194	2	.	.	PUNCT
bracis-33645	194	3	springer	springer	NOUN
bracis-33645	194	4	,	,	PUNCT
bracis-33645	194	5	cham	cham	PROPN
bracis-33645	194	6	(	(	PUNCT
bracis-33645	194	7	2018	2018	NUM
bracis-33645	194	8	)	)	PUNCT
bracis-33645	194	9	.	.	PUNCT
bracis-33645	195	1	https://doi.org/10.1007/978-3-030-00934-2_24	https://doi.org/10.1007/978-3-030-00934-2_24	ADP
bracis-33645	195	2	chapter	chapter	NOUN
bracis-33645	195	3	  	  	SPACE
bracis-33645	195	4	google	google	PROPN
bracis-33645	195	5	scholar	scholar	NOUN
bracis-33645	195	6	  	  	SPACE
bracis-33645	195	7	vigneshkumar	vigneshkumar	PROPN
bracis-33645	195	8	,	,	PUNCT
bracis-33645	195	9	k.	k.	PROPN
bracis-33645	195	10	,	,	PUNCT
bracis-33645	195	11	sumathi	sumathi	ADV
bracis-33645	195	12	,	,	PUNCT
bracis-33645	195	13	n.	n.	NOUN
bracis-33645	195	14	:	:	PUNCT
bracis-33645	195	15	a	a	DET
bracis-33645	195	16	hybrid	hybrid	ADJ
bracis-33645	195	17	deep	deep	ADJ
bracis-33645	195	18	learning	learning	NOUN
bracis-33645	195	19	approach	approach	NOUN
bracis-33645	195	20	for	for	ADP
bracis-33645	195	21	breast	breast	NOUN
bracis-33645	195	22	cancer	cancer	NOUN
bracis-33645	195	23	detection	detection	NOUN
bracis-33645	195	24	using	use	VERB
bracis-33645	195	25	vgg-19	vgg-19	ADV
bracis-33645	195	26	and	and	CCONJ
bracis-33645	195	27	support	support	VERB
bracis-33645	195	28	vector	vector	NOUN
bracis-33645	195	29	machine	machine	NOUN
bracis-33645	195	30	.	.	PUNCT
bracis-33645	196	1	int	int	NOUN
bracis-33645	196	2	.	.	PUNCT
bracis-33645	197	1	j.	j.	PROPN
bracis-33645	197	2	mech	mech	PROPN
bracis-33645	197	3	.	.	PUNCT
bracis-33645	198	1	eng	eng	PROPN
bracis-33645	198	2	.	.	PUNCT
bracis-33645	199	1	83–93	83–93	NUM
bracis-33645	199	2	(	(	PUNCT
bracis-33645	199	3	2021	2021	NUM
bracis-33645	199	4	)	)	PUNCT
bracis-33645	199	5	google	google	NOUN
bracis-33645	199	6	scholar	scholar	NOUN
bracis-33645	199	7	  	  	SPACE
bracis-33645	199	8	vo	vo	NOUN
bracis-33645	199	9	-	-	PUNCT
bracis-33645	199	10	le	le	X
bracis-33645	199	11	,	,	PUNCT
bracis-33645	199	12	c.	c.	PROPN
bracis-33645	199	13	,	,	PUNCT
bracis-33645	199	14	son	son	NOUN
bracis-33645	199	15	,	,	PUNCT
bracis-33645	199	16	n.h	n.h	PROPN
bracis-33645	199	17	.	.	PROPN
bracis-33645	199	18	,	,	PUNCT
bracis-33645	199	19	van	van	PROPN
bracis-33645	199	20	 	 	SPACE
bracis-33645	199	21	muoi	muoi	PROPN
bracis-33645	199	22	,	,	PUNCT
bracis-33645	199	23	p.	p.	NOUN
bracis-33645	199	24	,	,	PUNCT
bracis-33645	199	25	phuong	phuong	PROPN
bracis-33645	199	26	,	,	PUNCT
bracis-33645	199	27	n.h	n.h	PROPN
bracis-33645	199	28	.	.	PUNCT
bracis-33645	199	29	:	:	PUNCT
bracis-33645	200	1	breast	breast	NOUN
bracis-33645	200	2	cancer	cancer	NOUN
bracis-33645	200	3	detection	detection	NOUN
bracis-33645	200	4	from	from	ADP
bracis-33645	200	5	histopathological	histopathological	ADJ
bracis-33645	200	6	biopsy	biopsy	NOUN
bracis-33645	200	7	images	image	NOUN
bracis-33645	200	8	using	use	VERB
bracis-33645	200	9	transfer	transfer	NOUN
bracis-33645	200	10	learning	learning	NOUN
bracis-33645	200	11	.	.	PUNCT
bracis-33645	201	1	in	in	ADP
bracis-33645	201	2	:	:	PUNCT
bracis-33645	201	3	ieee	ieee	PROPN
bracis-33645	201	4	eighth	eighth	ADJ
bracis-33645	201	5	international	international	ADJ
bracis-33645	201	6	conference	conference	NOUN
bracis-33645	201	7	on	on	ADP
bracis-33645	201	8	communications	communication	NOUN
bracis-33645	201	9	and	and	CCONJ
bracis-33645	201	10	electronics	electronic	NOUN
bracis-33645	201	11	(	(	PUNCT
bracis-33645	201	12	icce	icce	NOUN
bracis-33645	201	13	)	)	PUNCT
bracis-33645	201	14	,	,	PUNCT
bracis-33645	201	15	pp	pp	ADP
bracis-33645	201	16	.	.	PUNCT
bracis-33645	202	1	408–412	408–412	NUM
bracis-33645	202	2	(	(	PUNCT
bracis-33645	202	3	2021	2021	NUM
bracis-33645	202	4	)	)	PUNCT
bracis-33645	202	5	.	.	PUNCT
bracis-33645	203	1	https://doi.org/10.1109/icce48956.2021.9352069	https://doi.org/10.1109/icce48956.2021.9352069	PROPN
bracis-33645	203	2	download	download	NOUN
bracis-33645	203	3	references	reference	NOUN
bracis-33645	203	4	acknowledgment	acknowledgment	NOUN
bracis-33645	203	5	this	this	DET
bracis-33645	203	6	study	study	NOUN
bracis-33645	203	7	was	be	AUX
bracis-33645	203	8	financed	finance	VERB
bracis-33645	203	9	in	in	ADP
bracis-33645	203	10	part	part	NOUN
bracis-33645	203	11	by	by	ADP
bracis-33645	203	12	the	the	DET
bracis-33645	203	13	coordenação	coordenação	PROPN
bracis-33645	203	14	de	de	PROPN
bracis-33645	203	15	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-33645	203	16	de	de	X
bracis-33645	203	17	pessoal	pessoal	PROPN
bracis-33645	203	18	de	de	PROPN
bracis-33645	203	19	nível	nível	PROPN
bracis-33645	203	20	superior	superior	ADJ
bracis-33645	203	21	–	–	PUNCT
bracis-33645	203	22	brasil	brasil	PROPN
bracis-33645	203	23	(	(	PUNCT
bracis-33645	203	24	capes	cape	NOUN
bracis-33645	203	25	)	)	PUNCT
bracis-33645	203	26	–	–	PUNCT
bracis-33645	203	27	finance	finance	NOUN
bracis-33645	203	28	code	code	NOUN
bracis-33645	203	29	001	001	NUM
bracis-33645	203	30	.	.	PUNCT
bracis-33645	204	1	author	author	NOUN
bracis-33645	204	2	information	information	NOUN
bracis-33645	204	3	authors	author	NOUN
bracis-33645	204	4	and	and	CCONJ
bracis-33645	204	5	affiliations	affiliation	NOUN
bracis-33645	204	6	programa	programa	PROPN
bracis-33645	204	7	de	de	PROPN
bracis-33645	204	8	pós	pós	PROPN
bracis-33645	204	9	-	-	PUNCT
bracis-33645	204	10	graduação	graduação	NOUN
bracis-33645	204	11	em	em	PROPN
bracis-33645	204	12	engenharia	engenharia	PROPN
bracis-33645	204	13	da	da	PROPN
bracis-33645	204	14	computação	computação	PROPN
bracis-33645	204	15	e	e	PROPN
bracis-33645	204	16	sistemas	sistema	NOUN
bracis-33645	204	17	(	(	PUNCT
bracis-33645	204	18	pecs	pecs	NOUN
bracis-33645	204	19	)	)	PUNCT
bracis-33645	204	20	,	,	PUNCT
bracis-33645	204	21	universidade	universidade	PROPN
bracis-33645	204	22	estadual	estadual	PROPN
bracis-33645	204	23	do	do	VERB
bracis-33645	204	24	maranhão	maranhão	NOUN
bracis-33645	204	25	(	(	PUNCT
bracis-33645	204	26	uema	uema	ADJ
bracis-33645	204	27	)	)	PUNCT
bracis-33645	204	28	,	,	PUNCT
bracis-33645	204	29	cidade	cidade	PROPN
bracis-33645	204	30	universitária	universitária	PROPN
bracis-33645	204	31	paulo	paulo	PROPN
bracis-33645	204	32	vi	vi	PROPN
bracis-33645	204	33	–	–	PUNCT
bracis-33645	204	34	jd	jd	PROPN
bracis-33645	204	35	.	.	PROPN
bracis-33645	204	36	são	são	PROPN
bracis-33645	204	37	cristóvão	cristóvão	PROPN
bracis-33645	204	38	,	,	PUNCT
bracis-33645	204	39	são	são	PROPN
bracis-33645	204	40	luís	luís	PROPN
bracis-33645	204	41	,	,	PUNCT
bracis-33645	204	42	ma	ma	PROPN
bracis-33645	204	43	,	,	PUNCT
bracis-33645	204	44	65055	65055	NUM
bracis-33645	204	45	-	-	SYM
bracis-33645	204	46	310	310	NUM
bracis-33645	204	47	,	,	PUNCT
bracis-33645	204	48	brazil	brazil	PROPN
bracis-33645	204	49	danyllo	danyllo	PROPN
bracis-33645	204	50	carlos	carlos	PROPN
bracis-33645	204	51	silva	silva	PROPN
bracis-33645	204	52	e	e	PROPN
bracis-33645	204	53	silva	silva	PROPN
bracis-33645	204	54	 	 	SPACE
bracis-33645	204	55	&	&	CCONJ
bracis-33645	204	56	 	 	SPACE
bracis-33645	204	57	omar	omar	PROPN
bracis-33645	204	58	andres	andres	PROPN
bracis-33645	204	59	carmona	carmona	PROPN
bracis-33645	204	60	cortes	corte	VERB
bracis-33645	204	61	departamento	departamento	NOUN
bracis-33645	204	62	de	de	X
bracis-33645	204	63	computação	computação	X
bracis-33645	204	64	(	(	PUNCT
bracis-33645	204	65	dcomp	dcomp	PROPN
bracis-33645	204	66	)	)	PUNCT
bracis-33645	204	67	–	–	PUNCT
bracis-33645	204	68	instituto	instituto	PROPN
bracis-33645	204	69	federal	federal	PROPN
bracis-33645	204	70	do	do	VERB
bracis-33645	204	71	maranhão	maranhão	NOUN
bracis-33645	204	72	(	(	PUNCT
bracis-33645	204	73	ifma	ifma	NOUN
bracis-33645	204	74	)	)	PUNCT
bracis-33645	204	75	,	,	PUNCT
bracis-33645	204	76	av	av	PROPN
bracis-33645	204	77	.	.	PUNCT
bracis-33645	205	1	getulio	getulio	PROPN
bracis-33645	205	2	vargas	vargas	PROPN
bracis-33645	205	3	,	,	PUNCT
bracis-33645	205	4	04	04	NUM
bracis-33645	205	5	,	,	PUNCT
bracis-33645	205	6	são	são	PROPN
bracis-33645	205	7	luis	luis	PROPN
bracis-33645	205	8	,	,	PUNCT
bracis-33645	205	9	ma	ma	PROPN
bracis-33645	205	10	,	,	PUNCT
bracis-33645	205	11	65030	65030	NUM
bracis-33645	205	12	-	-	SYM
bracis-33645	205	13	005	005	NUM
bracis-33645	205	14	,	,	PUNCT
bracis-33645	205	15	brazil	brazil	PROPN
bracis-33645	205	16	omar	omar	PROPN
bracis-33645	205	17	andres	andres	PROPN
bracis-33645	205	18	carmona	carmona	PROPN
bracis-33645	205	19	cortes	corte	VERB
bracis-33645	205	20	campus	campus	NOUN
bracis-33645	205	21	grajaú	grajaú	PROPN
bracis-33645	205	22	–	–	PUNCT
bracis-33645	205	23	instituto	instituto	PROPN
bracis-33645	205	24	federal	federal	PROPN
bracis-33645	205	25	do	do	VERB
bracis-33645	205	26	maranhão	maranhão	NOUN
bracis-33645	205	27	(	(	PUNCT
bracis-33645	205	28	ifma	ifma	NOUN
bracis-33645	205	29	)	)	PUNCT
bracis-33645	205	30	,	,	PUNCT
bracis-33645	205	31	br-226	br-226	NOUN
bracis-33645	205	32	,	,	PUNCT
bracis-33645	205	33	grajaú	grajaú	NOUN
bracis-33645	205	34	,	,	PUNCT
bracis-33645	205	35	ma	ma	PROPN
bracis-33645	205	36	,	,	PUNCT
bracis-33645	205	37	65940	65940	NUM
bracis-33645	205	38	-	-	SYM
bracis-33645	205	39	000	000	NUM
bracis-33645	205	40	,	,	PUNCT
bracis-33645	205	41	brazil	brazil	PROPN
bracis-33645	205	42	joão	joão	PROPN
bracis-33645	205	43	otávio	otávio	PROPN
bracis-33645	205	44	bandeira	bandeira	PROPN
bracis-33645	205	45	diniz	diniz	PROPN
bracis-33645	205	46	authors	author	NOUN
bracis-33645	205	47	danyllo	danyllo	PROPN
bracis-33645	205	48	carlos	carlos	PROPN
bracis-33645	205	49	silva	silva	PROPN
bracis-33645	205	50	e	e	PROPN
bracis-33645	205	51	silvaview	silvaview	PROPN
bracis-33645	205	52	author	author	NOUN
bracis-33645	205	53	publications	publication	NOUN
bracis-33645	205	54	search	search	NOUN
bracis-33645	205	55	author	author	NOUN
bracis-33645	205	56	on	on	ADP
bracis-33645	205	57	:	:	PUNCT
bracis-33645	205	58	pubmed	pubmed	PROPN
bracis-33645	205	59	 	 	SPACE
bracis-33645	205	60	google	google	PROPN
bracis-33645	205	61	scholar	scholar	NOUN
bracis-33645	205	62	omar	omar	PROPN
bracis-33645	205	63	andres	andres	PROPN
bracis-33645	205	64	carmona	carmona	PROPN
bracis-33645	205	65	cortesview	cortesview	PROPN
bracis-33645	205	66	author	author	NOUN
bracis-33645	205	67	publications	publication	NOUN
bracis-33645	205	68	search	search	NOUN
bracis-33645	205	69	author	author	NOUN
bracis-33645	205	70	on	on	ADP
bracis-33645	205	71	:	:	PUNCT
bracis-33645	205	72	pubmed	pubmed	PROPN
bracis-33645	205	73	 	 	SPACE
bracis-33645	205	74	google	google	PROPN
bracis-33645	205	75	scholar	scholar	PROPN
bracis-33645	205	76	joão	joão	PROPN
bracis-33645	205	77	otávio	otávio	PROPN
bracis-33645	205	78	bandeira	bandeira	PROPN
bracis-33645	205	79	dinizview	dinizview	PROPN
bracis-33645	205	80	author	author	NOUN
bracis-33645	205	81	publications	publication	NOUN
bracis-33645	205	82	search	search	NOUN
bracis-33645	205	83	author	author	NOUN
bracis-33645	205	84	on	on	ADP
bracis-33645	205	85	:	:	PUNCT
bracis-33645	205	86	pubmed	pubmed	PROPN
bracis-33645	205	87	 	 	SPACE
bracis-33645	205	88	google	google	PROPN
bracis-33645	205	89	scholar	scholar	NOUN
bracis-33645	205	90	corresponding	correspond	VERB
bracis-33645	205	91	author	author	NOUN
bracis-33645	205	92	correspondence	correspondence	NOUN
bracis-33645	205	93	to	to	ADP
bracis-33645	205	94	omar	omar	PROPN
bracis-33645	205	95	andres	andres	PROPN
bracis-33645	205	96	carmona	carmona	PROPN
bracis-33645	205	97	cortes	corte	VERB
bracis-33645	205	98	.	.	PUNCT
bracis-33645	206	1	editor	editor	NOUN
bracis-33645	206	2	information	information	NOUN
bracis-33645	206	3	editors	editor	NOUN
bracis-33645	206	4	and	and	CCONJ
bracis-33645	206	5	affiliations	affiliation	NOUN
bracis-33645	206	6	universidade	universidade	VERB
bracis-33645	206	7	federal	federal	PROPN
bracis-33645	206	8	fluminense	fluminense	PROPN
bracis-33645	206	9	,	,	PUNCT
bracis-33645	206	10	niterói	niterói	PROPN
bracis-33645	206	11	,	,	PUNCT
bracis-33645	206	12	brazil	brazil	PROPN
bracis-33645	206	13	aline	aline	PROPN
bracis-33645	206	14	paes	paes	PROPN
bracis-33645	206	15	instituto	instituto	PROPN
bracis-33645	206	16	tecnológico	tecnológico	PROPN
bracis-33645	206	17	de	de	PROPN
bracis-33645	206	18	aeronáutica	aeronáutica	PROPN
bracis-33645	206	19	,	,	PUNCT
bracis-33645	206	20	são	são	PROPN
bracis-33645	206	21	josé	josé	PROPN
bracis-33645	206	22	dos	dos	PROPN
bracis-33645	206	23	campos	campos	PROPN
bracis-33645	206	24	,	,	PUNCT
bracis-33645	206	25	brazil	brazil	PROPN
bracis-33645	206	26	filipe	filipe	PROPN
bracis-33645	206	27	a.	a.	PROPN
bracis-33645	206	28	n.	n.	PROPN
bracis-33645	206	29	verri	verri	PROPN
bracis-33645	206	30	rights	right	NOUN
bracis-33645	206	31	and	and	CCONJ
bracis-33645	206	32	permissions	permission	NOUN
bracis-33645	206	33	reprints	reprint	NOUN
bracis-33645	206	34	and	and	CCONJ
bracis-33645	206	35	permissions	permission	VERB
bracis-33645	206	36	copyright	copyright	NOUN
bracis-33645	206	37	information	information	NOUN
bracis-33645	206	38	©	©	ADP
bracis-33645	206	39	2025	2025	NUM
bracis-33645	206	40	the	the	DET
bracis-33645	206	41	author(s	author(s	NOUN
bracis-33645	206	42	)	)	PUNCT
bracis-33645	206	43	,	,	PUNCT
bracis-33645	206	44	under	under	ADP
bracis-33645	206	45	exclusive	exclusive	ADJ
bracis-33645	206	46	license	license	NOUN
bracis-33645	206	47	to	to	ADP
bracis-33645	206	48	springer	springer	NOUN
bracis-33645	206	49	nature	nature	PROPN
bracis-33645	206	50	switzerland	switzerland	PROPN
bracis-33645	206	51	ag	ag	PROPN
bracis-33645	206	52	about	about	ADP
bracis-33645	206	53	this	this	DET
bracis-33645	206	54	paper	paper	NOUN
bracis-33645	206	55	cite	cite	VERB
bracis-33645	206	56	this	this	DET
bracis-33645	206	57	paper	paper	NOUN
bracis-33645	206	58	silva	silva	NOUN
bracis-33645	206	59	e	e	PROPN
bracis-33645	206	60	silva	silva	PROPN
bracis-33645	206	61	,	,	PUNCT
bracis-33645	206	62	d.c	d.c	PROPN
bracis-33645	206	63	.	.	PROPN
bracis-33645	206	64	,	,	PUNCT
bracis-33645	206	65	cortes	corte	NOUN
bracis-33645	206	66	,	,	PUNCT
bracis-33645	206	67	o.a.c	o.a.c	NOUN
bracis-33645	206	68	.	.	PUNCT
bracis-33645	206	69	,	,	PUNCT
bracis-33645	206	70	diniz	diniz	PROPN
bracis-33645	206	71	,	,	PUNCT
bracis-33645	206	72	j.o.b	j.o.b	PROPN
bracis-33645	206	73	.	.	PUNCT
bracis-33645	207	1	(	(	PUNCT
bracis-33645	207	2	2025	2025	NUM
bracis-33645	207	3	)	)	PUNCT
bracis-33645	207	4	.	.	PUNCT
bracis-33645	208	1	the	the	DET
bracis-33645	208	2	impact	impact	NOUN
bracis-33645	208	3	of	of	ADP
bracis-33645	208	4	 	 	SPACE
bracis-33645	208	5	double	double	ADJ
bracis-33645	208	6	transfer	transfer	NOUN
bracis-33645	208	7	learning	learning	NOUN
bracis-33645	208	8	in	in	ADP
bracis-33645	208	9	 	 	SPACE
bracis-33645	208	10	vgg	vgg	PROPN
bracis-33645	208	11	architectures	architecture	NOUN
bracis-33645	208	12	for	for	ADP
bracis-33645	208	13	 	 	SPACE
bracis-33645	208	14	metastasis	metastasis	NOUN
bracis-33645	208	15	breast	breast	NOUN
bracis-33645	208	16	cancer	cancer	NOUN
bracis-33645	208	17	detection	detection	NOUN
bracis-33645	208	18	.	.	PUNCT
bracis-33645	209	1	in	in	ADP
bracis-33645	209	2	:	:	PUNCT
bracis-33645	209	3	paes	paes	PROPN
bracis-33645	209	4	,	,	PUNCT
bracis-33645	209	5	a.	a.	PROPN
bracis-33645	209	6	,	,	PUNCT
bracis-33645	209	7	verri	verri	NOUN
bracis-33645	209	8	,	,	PUNCT
bracis-33645	209	9	f.a.n	f.a.n	ADJ
bracis-33645	209	10	.	.	PUNCT
bracis-33645	209	11	(	(	PUNCT
bracis-33645	209	12	eds	ed	NOUN
bracis-33645	209	13	)	)	PUNCT
bracis-33645	209	14	intelligent	intelligent	ADJ
bracis-33645	209	15	systems	system	NOUN
bracis-33645	209	16	.	.	PUNCT
bracis-33645	209	17	bracis	bracis	PROPN
bracis-33645	209	18	2024	2024	NUM
bracis-33645	209	19	.	.	PUNCT
bracis-33645	210	1	lecture	lecture	NOUN
bracis-33645	210	2	notes	note	NOUN
bracis-33645	210	3	in	in	ADP
bracis-33645	210	4	computer	computer	NOUN
bracis-33645	210	5	science	science	NOUN
bracis-33645	210	6	(	(	PUNCT
bracis-33645	210	7	)	)	PUNCT
bracis-33645	210	8	,	,	PUNCT
bracis-33645	210	9	vol	vol	NOUN
bracis-33645	210	10	15414	15414	NUM
bracis-33645	210	11	.	.	PUNCT
bracis-33645	211	1	springer	springer	NOUN
bracis-33645	211	2	,	,	PUNCT
bracis-33645	211	3	cham	cham	PROPN
bracis-33645	211	4	.	.	PUNCT
bracis-33645	212	1	https://doi.org/10.1007/978-3-031-79035-5_32	https://doi.org/10.1007/978-3-031-79035-5_32	PROPN
bracis-33645	212	2	download	download	NOUN
bracis-33645	212	3	citation	citation	NOUN
bracis-33645	212	4	.ris	.ris	PUNCT
bracis-33645	213	1	.enw	.enw	PROPN
bracis-33645	213	2	.bib	.bib	PUNCT
bracis-33645	214	1	doi	doi	PROPN
bracis-33645	214	2	:	:	PUNCT
bracis-33645	214	3	https://doi.org/10.1007/978-3-031-79035-5_32	https://doi.org/10.1007/978-3-031-79035-5_32	VERB
bracis-33645	214	4	published	publish	VERB
bracis-33645	214	5	:	:	PUNCT
bracis-33645	214	6	30	30	NUM
bracis-33645	214	7	january	january	PROPN
bracis-33645	214	8	2025	2025	NUM
bracis-33645	214	9	publisher	publisher	NOUN
bracis-33645	214	10	name	name	NOUN
bracis-33645	214	11	:	:	PUNCT
bracis-33645	214	12	springer	springer	NOUN
bracis-33645	214	13	,	,	PUNCT
bracis-33645	214	14	cham	cham	PROPN
bracis-33645	214	15	print	print	PROPN
bracis-33645	214	16	isbn	isbn	PROPN
bracis-33645	214	17	:	:	PUNCT
bracis-33645	214	18	978	978	NUM
bracis-33645	214	19	-	-	SYM
bracis-33645	214	20	3	3	NUM
bracis-33645	214	21	-	-	PUNCT
bracis-33645	214	22	031	031	NUM
bracis-33645	214	23	-	-	PUNCT
bracis-33645	214	24	79034	79034	NUM
bracis-33645	214	25	-	-	SYM
bracis-33645	214	26	8	8	NUM
bracis-33645	214	27	online	online	ADJ
bracis-33645	214	28	isbn	isbn	NOUN
bracis-33645	214	29	:	:	PUNCT
bracis-33645	214	30	978	978	NUM
bracis-33645	214	31	-	-	SYM
bracis-33645	214	32	3	3	NUM
bracis-33645	214	33	-	-	PUNCT
bracis-33645	214	34	031	031	NUM
bracis-33645	214	35	-	-	PUNCT
bracis-33645	214	36	79035	79035	NUM
bracis-33645	214	37	-	-	PUNCT
bracis-33645	214	38	5	5	NUM
bracis-33645	214	39	ebook	ebook	NOUN
bracis-33645	214	40	packages	package	NOUN
bracis-33645	214	41	:	:	PUNCT
bracis-33645	214	42	computer	computer	NOUN
bracis-33645	214	43	sciencecomputer	sciencecomputer	NOUN
bracis-33645	214	44	science	science	NOUN
bracis-33645	214	45	(	(	PUNCT
bracis-33645	214	46	r0	r0	NOUN
bracis-33645	214	47	)	)	PUNCT
bracis-33645	214	48	share	share	VERB
bracis-33645	214	49	this	this	DET
bracis-33645	214	50	paper	paper	NOUN
bracis-33645	214	51	anyone	anyone	PRON
bracis-33645	214	52	you	you	PRON
bracis-33645	214	53	share	share	VERB
bracis-33645	214	54	the	the	DET
bracis-33645	214	55	following	follow	VERB
bracis-33645	214	56	link	link	NOUN
bracis-33645	214	57	with	with	ADP
bracis-33645	214	58	will	will	AUX
bracis-33645	214	59	be	be	AUX
bracis-33645	214	60	able	able	ADJ
bracis-33645	214	61	to	to	PART
bracis-33645	214	62	read	read	VERB
bracis-33645	214	63	this	this	DET
bracis-33645	214	64	content	content	NOUN
bracis-33645	214	65	:	:	PUNCT
bracis-33645	214	66	get	get	VERB
bracis-33645	214	67	shareable	shareable	ADJ
bracis-33645	214	68	linksorry	linksorry	NOUN
bracis-33645	214	69	,	,	PUNCT
bracis-33645	214	70	a	a	DET
bracis-33645	214	71	shareable	shareable	ADJ
bracis-33645	214	72	link	link	NOUN
bracis-33645	214	73	is	be	AUX
bracis-33645	214	74	not	not	PART
bracis-33645	214	75	currently	currently	ADV
bracis-33645	214	76	available	available	ADJ
bracis-33645	214	77	for	for	ADP
bracis-33645	214	78	this	this	DET
bracis-33645	214	79	article	article	NOUN
bracis-33645	214	80	.	.	PUNCT
bracis-33645	215	1	copy	copy	VERB
bracis-33645	215	2	shareable	shareable	ADJ
bracis-33645	215	3	link	link	NOUN
bracis-33645	215	4	to	to	PART
bracis-33645	215	5	clipboard	clipboard	NOUN
bracis-33645	215	6	provided	provide	VERB
bracis-33645	215	7	by	by	ADP
bracis-33645	215	8	the	the	DET
bracis-33645	215	9	springer	springer	NOUN
bracis-33645	215	10	nature	nature	PROPN
bracis-33645	215	11	sharedit	sharedit	PROPN
bracis-33645	215	12	content	content	NOUN
bracis-33645	215	13	-	-	PUNCT
bracis-33645	215	14	sharing	share	VERB
bracis-33645	215	15	initiative	initiative	NOUN
bracis-33645	215	16	keywords	keyword	VERB
bracis-33645	215	17	convolutional	convolutional	ADJ
bracis-33645	215	18	neural	neural	ADJ
bracis-33645	215	19	networks	network	NOUN
bracis-33645	215	20	double	double	ADJ
bracis-33645	215	21	transfer	transfer	NOUN
bracis-33645	215	22	learning	learn	VERB
bracis-33645	215	23	breast	breast	NOUN
bracis-33645	215	24	cancer	cancer	NOUN
bracis-33645	215	25	publish	publish	VERB
bracis-33645	215	26	with	with	ADP
bracis-33645	215	27	us	us	PROPN
bracis-33645	215	28	policies	policy	NOUN
bracis-33645	215	29	and	and	CCONJ
bracis-33645	215	30	ethics	ethic	NOUN
bracis-33645	215	31	search	search	NOUN
bracis-33645	215	32	search	search	NOUN
bracis-33645	215	33	by	by	ADP
bracis-33645	215	34	keyword	keyword	NOUN
bracis-33645	215	35	or	or	CCONJ
bracis-33645	215	36	author	author	NOUN
bracis-33645	215	37	search	search	NOUN
bracis-33645	215	38	navigation	navigation	NOUN
bracis-33645	215	39	find	find	VERB
bracis-33645	215	40	a	a	DET
bracis-33645	215	41	journal	journal	NOUN
bracis-33645	215	42	publish	publish	VERB
bracis-33645	215	43	with	with	ADP
bracis-33645	215	44	us	we	PRON
bracis-33645	215	45	track	track	VERB
bracis-33645	215	46	your	your	PRON
bracis-33645	215	47	research	research	NOUN
bracis-33645	215	48	discover	discover	VERB
bracis-33645	215	49	content	content	NOUN
bracis-33645	215	50	journals	journal	NOUN
bracis-33645	215	51	a	a	DET
bracis-33645	215	52	-	-	PUNCT
bracis-33645	215	53	z	z	NOUN
bracis-33645	215	54	books	book	NOUN
bracis-33645	215	55	a	a	DET
bracis-33645	215	56	-	-	PUNCT
bracis-33645	215	57	z	z	NOUN
bracis-33645	215	58	publish	publish	NOUN
bracis-33645	215	59	with	with	ADP
bracis-33645	215	60	us	us	PROPN
bracis-33645	215	61	journal	journal	PROPN
bracis-33645	215	62	finder	finder	PROPN
bracis-33645	215	63	publish	publish	VERB
bracis-33645	215	64	your	your	PRON
bracis-33645	215	65	research	research	NOUN
bracis-33645	215	66	language	language	NOUN
bracis-33645	215	67	editing	edit	VERB
bracis-33645	215	68	open	open	ADJ
bracis-33645	215	69	access	access	NOUN
bracis-33645	215	70	publishing	publishing	NOUN
bracis-33645	215	71	products	product	NOUN
bracis-33645	215	72	and	and	CCONJ
bracis-33645	215	73	services	service	NOUN
bracis-33645	215	74	our	our	PRON
bracis-33645	215	75	products	product	NOUN
bracis-33645	215	76	librarians	librarian	VERB
bracis-33645	215	77	societies	society	NOUN
bracis-33645	215	78	partners	partner	NOUN
bracis-33645	215	79	and	and	CCONJ
bracis-33645	215	80	advertisers	advertiser	NOUN
bracis-33645	215	81	our	our	PRON
bracis-33645	215	82	brands	brand	NOUN
bracis-33645	215	83	springer	springer	NOUN
bracis-33645	215	84	nature	nature	PROPN
bracis-33645	215	85	portfolio	portfolio	PROPN
bracis-33645	215	86	bmc	bmc	PROPN
bracis-33645	215	87	palgrave	palgrave	PROPN
bracis-33645	215	88	macmillan	macmillan	PROPN
bracis-33645	215	89	apress	apress	PROPN
bracis-33645	215	90	discover	discover	VERB
bracis-33645	215	91	your	your	PRON
bracis-33645	215	92	privacy	privacy	NOUN
bracis-33645	215	93	choices	choice	NOUN
bracis-33645	215	94	/	/	SYM
bracis-33645	215	95	manage	manage	NOUN
bracis-33645	215	96	cookies	cookie	NOUN
bracis-33645	215	97	your	your	PRON
bracis-33645	215	98	us	us	PROPN
bracis-33645	216	1	state	state	NOUN
bracis-33645	216	2	privacy	privacy	NOUN
bracis-33645	216	3	rights	right	NOUN
bracis-33645	216	4	accessibility	accessibility	NOUN
bracis-33645	216	5	statement	statement	NOUN
bracis-33645	216	6	terms	term	NOUN
bracis-33645	216	7	and	and	CCONJ
bracis-33645	216	8	conditions	condition	NOUN
bracis-33645	216	9	privacy	privacy	NOUN
bracis-33645	216	10	policy	policy	NOUN
bracis-33645	216	11	help	help	NOUN
bracis-33645	216	12	and	and	CCONJ
bracis-33645	216	13	support	support	VERB
bracis-33645	216	14	legal	legal	ADJ
bracis-33645	216	15	notice	notice	NOUN
bracis-33645	216	16	cancel	cancel	VERB
bracis-33645	216	17	contracts	contract	NOUN
bracis-33645	216	18	here	here	ADV
bracis-33645	216	19	129.74.145.123	129.74.145.123	NUM
bracis-33645	216	20	hesburgh	hesburgh	PROPN
bracis-33645	216	21	library	library	PROPN
bracis-33645	216	22	er	er	INTJ
bracis-33645	216	23	unit	unit	NOUN
bracis-33645	216	24	(	(	PUNCT
bracis-33645	216	25	3005732405	3005732405	NUM
bracis-33645	216	26	)	)	PUNCT
bracis-33645	216	27	northeast	northeast	ADJ
bracis-33645	216	28	research	research	NOUN
bracis-33645	216	29	libraries	library	NOUN
bracis-33645	216	30	(	(	PUNCT
bracis-33645	216	31	nerl	nerl	PROPN
bracis-33645	216	32	)	)	PUNCT
bracis-33645	216	33	(	(	PUNCT
bracis-33645	216	34	8200828607	8200828607	NUM
bracis-33645	216	35	)	)	PUNCT
bracis-33645	216	36	nerl	nerl	VERB
bracis-33645	216	37	ta	ta	X
bracis-33645	216	38	account	account	NOUN
bracis-33645	216	39	(	(	PUNCT
bracis-33645	216	40	3006206169	3006206169	NUM
bracis-33645	216	41	)	)	PUNCT
bracis-33645	216	42	university	university	NOUN
bracis-33645	216	43	of	of	ADP
bracis-33645	216	44	notre	notre	PROPN
bracis-33645	216	45	dame	dame	PROPN
bracis-33645	216	46	hesburgh	hesburgh	PROPN
bracis-33645	216	47	library	library	NOUN
bracis-33645	216	48	(	(	PUNCT
bracis-33645	216	49	3000184373	3000184373	NUM
bracis-33645	216	50	)	)	PUNCT
bracis-33645	217	1	©	©	ADP
bracis-33645	217	2	2025	2025	NUM
bracis-33645	217	3	springer	springer	NOUN
bracis-33645	217	4	nature	nature	NOUN