id	sid	tid	token	lemma	pos
ajird-177	1	1	american	american	PROPN
ajird-177	1	2	journal	journal	PROPN
ajird-177	1	3	of	of	ADP
ajird-177	1	4	interdisciplinary	interdisciplinary	ADJ
ajird-177	1	5	research	research	NOUN
ajird-177	1	6	and	and	CCONJ
ajird-177	1	7	development	development	NOUN
ajird-177	1	8	issn	issn	PROPN
ajird-177	1	9	online	online	NOUN
ajird-177	1	10	:	:	PUNCT
ajird-177	1	11	2771	2771	NUM
ajird-177	1	12	-	-	SYM
ajird-177	1	13	8948	8948	NUM
ajird-177	1	14	website	website	NOUN
ajird-177	1	15	:	:	PUNCT
ajird-177	1	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	1	17	volume	volume	NOUN
ajird-177	1	18	06	06	NUM
ajird-177	1	19	,	,	PUNCT
ajird-177	1	20	july	july	PROPN
ajird-177	1	21	,	,	PUNCT
ajird-177	1	22	2022	2022	NUM
ajird-177	1	23	96	96	NUM
ajird-177	2	1	|	|	ADV
ajird-177	2	2	p	p	ADP
ajird-177	2	3	a	a	DET
ajird-177	2	4	g	g	NOUN
ajird-177	2	5	e	e	X
ajird-177	2	6	efficient	efficient	ADJ
ajird-177	2	7	machine	machine	NOUN
ajird-177	2	8	learning	learn	VERB
ajird-177	2	9	algorithm	algorithm	NOUN
ajird-177	2	10	for	for	ADP
ajird-177	2	11	cancer	cancer	NOUN
ajird-177	2	12	detection	detection	NOUN
ajird-177	2	13	using	use	VERB
ajird-177	2	14	biomedical	biomedical	ADJ
ajird-177	2	15	image	image	NOUN
ajird-177	2	16	elaf	elaf	PROPN
ajird-177	2	17	nabeel	nabeel	PROPN
ajird-177	2	18	mahdi	mahdi	PROPN
ajird-177	2	19	albu	albu	PROPN
ajird-177	2	20	jyash	jyash	PROPN
ajird-177	2	21	altınbas	altınbas	PROPN
ajird-177	2	22	unıversıty	unıversıty	ADV
ajird-177	2	23	,	,	PUNCT
ajird-177	2	24	turkey	turkey	NOUN
ajird-177	2	25	email	email	NOUN
ajird-177	2	26	:	:	PUNCT
ajird-177	2	27	20320203@ogr.altinbas.edu.tr	20320203@ogr.altinbas.edu.tr	NUM
ajird-177	2	28	asst	asst	NOUN
ajird-177	2	29	.	.	PUNCT
ajird-177	3	1	prof	prof	PROPN
ajird-177	3	2	.	.	PUNCT
ajird-177	4	1	dr	dr	PROPN
ajird-177	4	2	.	.	PROPN
ajird-177	4	3	mesut	mesut	PROPN
ajird-177	4	4	cevik	cevik	PROPN
ajird-177	4	5	altınbas	altınbas	PROPN
ajird-177	4	6	unıversıty	unıversıty	PROPN
ajird-177	4	7	,	,	PUNCT
ajird-177	4	8	turkey	turkey	NOUN
ajird-177	4	9	email	email	NOUN
ajird-177	4	10	:	:	PUNCT
ajird-177	4	11	mesut.cevik@altinbas.edu.tr	mesut.cevik@altinbas.edu.tr	PROPN
ajird-177	4	12	abstract	abstract	ADJ
ajird-177	4	13	cancer	cancer	NOUN
ajird-177	4	14	is	be	AUX
ajird-177	4	15	an	an	DET
ajird-177	4	16	epidemic	epidemic	NOUN
ajird-177	4	17	that	that	PRON
ajird-177	4	18	has	have	VERB
ajird-177	4	19	high	high	ADJ
ajird-177	4	20	mortality	mortality	NOUN
ajird-177	4	21	and	and	CCONJ
ajird-177	4	22	incidence	incidence	NOUN
ajird-177	4	23	rate	rate	NOUN
ajird-177	4	24	worldwide	worldwide	ADV
ajird-177	4	25	.	.	PUNCT
ajird-177	5	1	breast	breast	NOUN
ajird-177	5	2	cancer	cancer	NOUN
ajird-177	5	3	and	and	CCONJ
ajird-177	5	4	oral	oral	ADJ
ajird-177	5	5	cavity	cavity	NOUN
ajird-177	5	6	cancer	cancer	NOUN
ajird-177	5	7	is	be	AUX
ajird-177	5	8	the	the	DET
ajird-177	5	9	most	most	ADV
ajird-177	5	10	prevailing	prevail	VERB
ajird-177	5	11	type	type	NOUN
ajird-177	5	12	of	of	ADP
ajird-177	5	13	cancer	cancer	NOUN
ajird-177	5	14	in	in	ADP
ajird-177	5	15	females	female	NOUN
ajird-177	5	16	and	and	CCONJ
ajird-177	5	17	males	male	NOUN
ajird-177	5	18	,	,	PUNCT
ajird-177	5	19	respectively	respectively	ADV
ajird-177	5	20	.	.	PUNCT
ajird-177	6	1	biopsy	biopsy	PROPN
ajird-177	6	2	is	be	AUX
ajird-177	6	3	the	the	DET
ajird-177	6	4	only	only	ADJ
ajird-177	6	5	method	method	NOUN
ajird-177	6	6	to	to	PART
ajird-177	6	7	determine	determine	VERB
ajird-177	6	8	the	the	DET
ajird-177	6	9	presence	presence	NOUN
ajird-177	6	10	of	of	ADP
ajird-177	6	11	cancer	cancer	NOUN
ajird-177	6	12	with	with	ADP
ajird-177	6	13	confidence	confidence	NOUN
ajird-177	6	14	which	which	PRON
ajird-177	6	15	includes	include	VERB
ajird-177	6	16	various	various	ADJ
ajird-177	6	17	processing	processing	NOUN
ajird-177	6	18	steps	step	NOUN
ajird-177	6	19	such	such	ADJ
ajird-177	6	20	as	as	ADP
ajird-177	6	21	grading	grade	VERB
ajird-177	6	22	,	,	PUNCT
ajird-177	6	23	staging	staging	NOUN
ajird-177	6	24	and	and	CCONJ
ajird-177	6	25	visual	visual	ADJ
ajird-177	6	26	inspection	inspection	NOUN
ajird-177	6	27	of	of	ADP
ajird-177	6	28	histological	histological	ADJ
ajird-177	6	29	slides	slide	NOUN
ajird-177	6	30	under	under	ADP
ajird-177	6	31	the	the	DET
ajird-177	6	32	microscope	microscope	NOUN
ajird-177	6	33	.	.	PUNCT
ajird-177	7	1	the	the	DET
ajird-177	7	2	manual	manual	ADJ
ajird-177	7	3	analysis	analysis	NOUN
ajird-177	7	4	of	of	ADP
ajird-177	7	5	histopathology	histopathology	NOUN
ajird-177	7	6	slides	slide	NOUN
ajird-177	7	7	is	be	AUX
ajird-177	7	8	a	a	DET
ajird-177	7	9	labor	labor	NOUN
ajird-177	7	10	-	-	PUNCT
ajird-177	7	11	intensive	intensive	ADJ
ajird-177	7	12	task	task	NOUN
ajird-177	7	13	and	and	CCONJ
ajird-177	7	14	influenced	influence	VERB
ajird-177	7	15	by	by	ADP
ajird-177	7	16	various	various	ADJ
ajird-177	7	17	factors	factor	NOUN
ajird-177	7	18	like	like	ADP
ajird-177	7	19	fatigue	fatigue	NOUN
ajird-177	7	20	,	,	PUNCT
ajird-177	7	21	attention	attention	NOUN
ajird-177	7	22	,	,	PUNCT
ajird-177	7	23	and	and	CCONJ
ajird-177	7	24	expertise	expertise	NOUN
ajird-177	7	25	of	of	ADP
ajird-177	7	26	pathologist	pathologist	NOUN
ajird-177	7	27	.	.	PUNCT
ajird-177	8	1	however	however	ADV
ajird-177	8	2	,	,	PUNCT
ajird-177	8	3	recent	recent	ADJ
ajird-177	8	4	developments	development	NOUN
ajird-177	8	5	in	in	ADP
ajird-177	8	6	soft	soft	ADJ
ajird-177	8	7	computing	computing	NOUN
ajird-177	8	8	techniques	technique	NOUN
ajird-177	8	9	allow	allow	VERB
ajird-177	8	10	us	we	PRON
ajird-177	8	11	to	to	PART
ajird-177	8	12	build	build	VERB
ajird-177	8	13	an	an	DET
ajird-177	8	14	automated	automate	VERB
ajird-177	8	15	computer	computer	NOUN
ajird-177	8	16	assisted	assist	VERB
ajird-177	8	17	diagnostic	diagnostic	ADJ
ajird-177	8	18	system	system	NOUN
ajird-177	8	19	for	for	ADP
ajird-177	8	20	cancer	cancer	NOUN
ajird-177	8	21	detection	detection	NOUN
ajird-177	8	22	which	which	PRON
ajird-177	8	23	further	far	ADV
ajird-177	8	24	assists	assist	VERB
ajird-177	8	25	pathologists	pathologist	NOUN
ajird-177	8	26	in	in	ADP
ajird-177	8	27	providing	provide	VERB
ajird-177	8	28	a	a	DET
ajird-177	8	29	reliable	reliable	ADJ
ajird-177	8	30	and	and	CCONJ
ajird-177	8	31	consistent	consistent	ADJ
ajird-177	8	32	results	result	NOUN
ajird-177	8	33	on	on	ADP
ajird-177	8	34	cancer	cancer	NOUN
ajird-177	8	35	diagnosis	diagnosis	NOUN
ajird-177	8	36	.	.	PUNCT
ajird-177	9	1	in	in	ADP
ajird-177	9	2	this	this	DET
ajird-177	9	3	context	context	NOUN
ajird-177	9	4	,	,	PUNCT
ajird-177	9	5	many	many	ADJ
ajird-177	9	6	efforts	effort	NOUN
ajird-177	9	7	are	be	AUX
ajird-177	9	8	dedicated	dedicate	VERB
ajird-177	9	9	to	to	PART
ajird-177	9	10	feature	feature	VERB
ajird-177	9	11	extraction	extraction	NOUN
ajird-177	9	12	step	step	NOUN
ajird-177	9	13	in	in	ADP
ajird-177	9	14	conventional	conventional	ADJ
ajird-177	9	15	machine	machine	NOUN
ajird-177	9	16	learning	learning	NOUN
ajird-177	9	17	.	.	PUNCT
ajird-177	10	1	deep	deep	ADJ
ajird-177	10	2	learning	learning	NOUN
ajird-177	10	3	is	be	AUX
ajird-177	10	4	the	the	DET
ajird-177	10	5	latest	late	ADJ
ajird-177	10	6	advancement	advancement	NOUN
ajird-177	10	7	in	in	ADP
ajird-177	10	8	this	this	DET
ajird-177	10	9	direction	direction	NOUN
ajird-177	10	10	and	and	CCONJ
ajird-177	10	11	opens	open	VERB
ajird-177	10	12	up	up	ADP
ajird-177	10	13	a	a	DET
ajird-177	10	14	new	new	ADJ
ajird-177	10	15	horizon	horizon	NOUN
ajird-177	10	16	in	in	ADP
ajird-177	10	17	the	the	DET
ajird-177	10	18	field	field	NOUN
ajird-177	10	19	of	of	ADP
ajird-177	10	20	machine	machine	NOUN
ajird-177	10	21	learning	learning	NOUN
ajird-177	10	22	.	.	PUNCT
ajird-177	11	1	automatic	automatic	ADJ
ajird-177	11	2	representation	representation	NOUN
ajird-177	11	3	of	of	ADP
ajird-177	11	4	the	the	DET
ajird-177	11	5	data	data	NOUN
ajird-177	11	6	is	be	AUX
ajird-177	11	7	the	the	DET
ajird-177	11	8	key	key	ADJ
ajird-177	11	9	asset	asset	NOUN
ajird-177	11	10	of	of	ADP
ajird-177	11	11	the	the	DET
ajird-177	11	12	deep	deep	ADJ
ajird-177	11	13	learning	learning	NOUN
ajird-177	11	14	technique	technique	NOUN
ajird-177	11	15	but	but	CCONJ
ajird-177	11	16	require	require	VERB
ajird-177	11	17	intense	intense	ADJ
ajird-177	11	18	training	training	NOUN
ajird-177	11	19	and	and	CCONJ
ajird-177	11	20	a	a	DET
ajird-177	11	21	comprehensive	comprehensive	ADJ
ajird-177	11	22	well	well	ADV
ajird-177	11	23	-	-	PUNCT
ajird-177	11	24	annotated	annotate	VERB
ajird-177	11	25	dataset	dataset	NOUN
ajird-177	11	26	for	for	ADP
ajird-177	11	27	their	their	PRON
ajird-177	11	28	good	good	ADJ
ajird-177	11	29	performance	performance	NOUN
ajird-177	11	30	.	.	PUNCT
ajird-177	12	1	as	as	ADP
ajird-177	12	2	a	a	DET
ajird-177	12	3	result	result	NOUN
ajird-177	12	4	of	of	ADP
ajird-177	12	5	the	the	DET
ajird-177	12	6	lengthy	lengthy	ADJ
ajird-177	12	7	and	and	CCONJ
ajird-177	12	8	expensive	expensive	ADJ
ajird-177	12	9	process	process	NOUN
ajird-177	12	10	of	of	ADP
ajird-177	12	11	collecting	collect	VERB
ajird-177	12	12	data	datum	NOUN
ajird-177	12	13	from	from	ADP
ajird-177	12	14	patients	patient	NOUN
ajird-177	12	15	,	,	PUNCT
ajird-177	12	16	obtaining	obtain	VERB
ajird-177	12	17	large	large	ADJ
ajird-177	12	18	annotated	annotate	VERB
ajird-177	12	19	datasets	dataset	NOUN
ajird-177	12	20	in	in	ADP
ajird-177	12	21	health	health	NOUN
ajird-177	12	22	informatics	informatic	NOUN
ajird-177	12	23	is	be	AUX
ajird-177	12	24	a	a	DET
ajird-177	12	25	difficult	difficult	ADJ
ajird-177	12	26	undertaking	undertaking	NOUN
ajird-177	12	27	.	.	PUNCT
ajird-177	13	1	as	as	ADP
ajird-177	13	2	part	part	NOUN
ajird-177	13	3	of	of	ADP
ajird-177	13	4	a	a	DET
ajird-177	13	5	deep	deep	ADJ
ajird-177	13	6	learning	learning	NOUN
ajird-177	13	7	methodology	methodology	NOUN
ajird-177	13	8	,	,	PUNCT
ajird-177	13	9	this	this	DET
ajird-177	13	10	research	research	NOUN
ajird-177	13	11	proposes	propose	VERB
ajird-177	13	12	a	a	DET
ajird-177	13	13	cnn	cnn	NOUN
ajird-177	13	14	architecture	architecture	NOUN
ajird-177	13	15	for	for	ADP
ajird-177	13	16	efficient	efficient	ADJ
ajird-177	13	17	classification	classification	NOUN
ajird-177	13	18	.	.	PUNCT
ajird-177	14	1	the	the	DET
ajird-177	14	2	present	present	ADJ
ajird-177	14	3	work	work	NOUN
ajird-177	14	4	proposes	propose	VERB
ajird-177	14	5	a	a	DET
ajird-177	14	6	new	new	ADJ
ajird-177	14	7	model	model	NOUN
ajird-177	14	8	which	which	PRON
ajird-177	14	9	is	be	AUX
ajird-177	14	10	applicable	applicable	ADJ
ajird-177	14	11	for	for	ADP
ajird-177	14	12	both	both	PRON
ajird-177	14	13	,	,	PUNCT
ajird-177	14	14	binary	binary	NOUN
ajird-177	14	15	as	as	ADV
ajird-177	14	16	well	well	ADV
ajird-177	14	17	as	as	ADP
ajird-177	14	18	multiclassification	multiclassification	NOUN
ajird-177	14	19	of	of	ADP
ajird-177	14	20	breast	breast	NOUN
ajird-177	14	21	cancer	cancer	NOUN
ajird-177	14	22	tissue	tissue	NOUN
ajird-177	14	23	images	image	NOUN
ajird-177	14	24	.	.	PUNCT
ajird-177	15	1	as	as	ADP
ajird-177	15	2	a	a	DET
ajird-177	15	3	result	result	NOUN
ajird-177	15	4	,	,	PUNCT
ajird-177	15	5	the	the	DET
ajird-177	15	6	suggested	suggest	VERB
ajird-177	15	7	model	model	NOUN
ajird-177	15	8	does	do	AUX
ajird-177	15	9	not	not	PART
ajird-177	15	10	depend	depend	VERB
ajird-177	15	11	on	on	ADP
ajird-177	15	12	picture	picture	NOUN
ajird-177	15	13	magnification	magnification	NOUN
ajird-177	15	14	.	.	PUNCT
ajird-177	16	1	the	the	DET
ajird-177	16	2	beauty	beauty	NOUN
ajird-177	16	3	of	of	ADP
ajird-177	16	4	this	this	DET
ajird-177	16	5	model	model	NOUN
ajird-177	16	6	is	be	AUX
ajird-177	16	7	that	that	SCONJ
ajird-177	16	8	the	the	DET
ajird-177	16	9	pooling	pooling	NOUN
ajird-177	16	10	layer	layer	NOUN
ajird-177	16	11	is	be	AUX
ajird-177	16	12	only	only	ADV
ajird-177	16	13	present	present	ADJ
ajird-177	16	14	in	in	ADP
ajird-177	16	15	the	the	DET
ajird-177	16	16	last	last	ADJ
ajird-177	16	17	convolutional	convolutional	ADJ
ajird-177	16	18	layer	layer	NOUN
ajird-177	16	19	,	,	PUNCT
ajird-177	16	20	which	which	PRON
ajird-177	16	21	aids	aid	VERB
ajird-177	16	22	in	in	ADP
ajird-177	16	23	preventing	prevent	VERB
ajird-177	16	24	excessive	excessive	ADJ
ajird-177	16	25	information	information	NOUN
ajird-177	16	26	loss	loss	NOUN
ajird-177	16	27	.	.	PUNCT
ajird-177	17	1	it	it	PRON
ajird-177	17	2	is	be	AUX
ajird-177	17	3	also	also	ADV
ajird-177	17	4	possible	possible	ADJ
ajird-177	17	5	to	to	PART
ajird-177	17	6	enhance	enhance	VERB
ajird-177	17	7	the	the	DET
ajird-177	17	8	dataset	dataset	NOUN
ajird-177	17	9	size	size	NOUN
ajird-177	17	10	by	by	ADP
ajird-177	17	11	using	use	VERB
ajird-177	17	12	a	a	DET
ajird-177	17	13	technique	technique	NOUN
ajird-177	17	14	called	call	VERB
ajird-177	17	15	data	datum	NOUN
ajird-177	17	16	augmentation	augmentation	NOUN
ajird-177	17	17	.	.	PUNCT
ajird-177	18	1	it	it	PRON
ajird-177	18	2	's	be	AUX
ajird-177	18	3	clear	clear	ADJ
ajird-177	18	4	from	from	ADP
ajird-177	18	5	a	a	DET
ajird-177	18	6	comparison	comparison	NOUN
ajird-177	18	7	of	of	ADP
ajird-177	18	8	the	the	DET
ajird-177	18	9	suggested	suggest	VERB
ajird-177	18	10	model	model	NOUN
ajird-177	18	11	's	's	PART
ajird-177	18	12	classification	classification	NOUN
ajird-177	18	13	performance	performance	NOUN
ajird-177	18	14	with	with	ADP
ajird-177	18	15	the	the	DET
ajird-177	18	16	existing	exist	VERB
ajird-177	18	17	one	one	NOUN
ajird-177	18	18	that	that	PRON
ajird-177	18	19	the	the	DET
ajird-177	18	20	new	new	ADJ
ajird-177	18	21	one	one	NOUN
ajird-177	18	22	is	be	AUX
ajird-177	18	23	superior	superior	ADJ
ajird-177	18	24	.	.	PUNCT
ajird-177	19	1	to	to	PART
ajird-177	19	2	determine	determine	VERB
ajird-177	19	3	the	the	DET
ajird-177	19	4	influence	influence	NOUN
ajird-177	19	5	of	of	ADP
ajird-177	19	6	training	training	NOUN
ajird-177	19	7	in	in	ADP
ajird-177	19	8	extracting	extract	VERB
ajird-177	19	9	significant	significant	ADJ
ajird-177	19	10	characteristics	characteristic	NOUN
ajird-177	19	11	from	from	ADP
ajird-177	19	12	the	the	DET
ajird-177	19	13	images	image	NOUN
ajird-177	19	14	,	,	PUNCT
ajird-177	19	15	feature	feature	NOUN
ajird-177	19	16	maps	map	NOUN
ajird-177	19	17	are	be	AUX
ajird-177	19	18	visually	visually	ADV
ajird-177	19	19	analyzed	analyze	VERB
ajird-177	19	20	.	.	PUNCT
ajird-177	20	1	generalization	generalization	NOUN
ajird-177	20	2	,	,	PUNCT
ajird-177	20	3	scalability	scalability	NOUN
ajird-177	20	4	and	and	CCONJ
ajird-177	20	5	robustness	robustness	NOUN
ajird-177	20	6	to	to	ADP
ajird-177	20	7	the	the	DET
ajird-177	20	8	image	image	NOUN
ajird-177	20	9	of	of	ADP
ajird-177	20	10	any	any	DET
ajird-177	20	11	magnification	magnification	NOUN
ajird-177	20	12	are	be	AUX
ajird-177	20	13	the	the	DET
ajird-177	20	14	powerful	powerful	ADJ
ajird-177	20	15	assets	asset	NOUN
ajird-177	20	16	of	of	ADP
ajird-177	20	17	the	the	DET
ajird-177	20	18	developed	develop	VERB
ajird-177	20	19	model	model	NOUN
ajird-177	20	20	keywords	keyword	NOUN
ajird-177	20	21	:	:	PUNCT
ajird-177	20	22	cconvolutional	cconvolutional	ADJ
ajird-177	20	23	neural	neural	ADJ
ajird-177	20	24	network	network	NOUN
ajird-177	20	25	,	,	PUNCT
ajird-177	20	26	breast	breast	NOUN
ajird-177	20	27	cancer	cancer	NOUN
ajird-177	20	28	detection	detection	NOUN
ajird-177	20	29	,	,	PUNCT
ajird-177	20	30	medical	medical	ADJ
ajird-177	20	31	image	image	NOUN
ajird-177	20	32	american	american	PROPN
ajird-177	20	33	journal	journal	PROPN
ajird-177	20	34	of	of	ADP
ajird-177	20	35	interdisciplinary	interdisciplinary	ADJ
ajird-177	20	36	research	research	NOUN
ajird-177	20	37	and	and	CCONJ
ajird-177	20	38	development	development	NOUN
ajird-177	20	39	issn	issn	PROPN
ajird-177	20	40	online	online	NOUN
ajird-177	20	41	:	:	PUNCT
ajird-177	20	42	2771	2771	NUM
ajird-177	20	43	-	-	SYM
ajird-177	20	44	8948	8948	NUM
ajird-177	20	45	website	website	NOUN
ajird-177	20	46	:	:	PUNCT
ajird-177	20	47	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	20	48	volume	volume	NOUN
ajird-177	20	49	06	06	NUM
ajird-177	20	50	,	,	PUNCT
ajird-177	20	51	july	july	PROPN
ajird-177	20	52	,	,	PUNCT
ajird-177	20	53	2022	2022	NUM
ajird-177	20	54	97	97	NUM
ajird-177	21	1	|	|	ADV
ajird-177	21	2	p	p	NOUN
ajird-177	21	3	a	a	DET
ajird-177	21	4	g	g	NOUN
ajird-177	21	5	e	e	NOUN
ajird-177	21	6	introduction	introduction	NOUN
ajird-177	21	7	as	as	ADP
ajird-177	21	8	a	a	DET
ajird-177	21	9	collection	collection	NOUN
ajird-177	21	10	of	of	ADP
ajird-177	21	11	illnesses	illness	NOUN
ajird-177	21	12	,	,	PUNCT
ajird-177	21	13	cancer	cancer	NOUN
ajird-177	21	14	is	be	AUX
ajird-177	21	15	characterized	characterize	VERB
ajird-177	21	16	by	by	ADP
ajird-177	21	17	unregulated	unregulated	ADJ
ajird-177	21	18	growth	growth	NOUN
ajird-177	21	19	and	and	CCONJ
ajird-177	21	20	alteration	alteration	NOUN
ajird-177	21	21	in	in	ADP
ajird-177	21	22	the	the	DET
ajird-177	21	23	body	body	NOUN
ajird-177	21	24	's	's	PART
ajird-177	21	25	cells	cell	NOUN
ajird-177	21	26	.	.	PUNCT
ajird-177	22	1	approximately	approximately	ADV
ajird-177	22	2	1.5	1.5	NUM
ajird-177	22	3	million	million	NUM
ajird-177	22	4	women	woman	NOUN
ajird-177	22	5	a	a	DET
ajird-177	22	6	year	year	NOUN
ajird-177	22	7	are	be	AUX
ajird-177	22	8	diagnosed	diagnose	VERB
ajird-177	22	9	with	with	ADP
ajird-177	22	10	breast	breast	NOUN
ajird-177	22	11	cancer	cancer	NOUN
ajird-177	22	12	,	,	PUNCT
ajird-177	22	13	according	accord	VERB
ajird-177	22	14	to	to	ADP
ajird-177	22	15	the	the	DET
ajird-177	22	16	who	who	PRON
ajird-177	23	1	[	[	X
ajird-177	23	2	1	1	NUM
ajird-177	23	3	]	]	PUNCT
ajird-177	23	4	.	.	PUNCT
ajird-177	24	1	five	five	NUM
ajird-177	24	2	hundred	hundred	NUM
ajird-177	24	3	and	and	CCONJ
ajird-177	24	4	seventy	seventy	NUM
ajird-177	24	5	thousand	thousand	NUM
ajird-177	24	6	women	woman	NOUN
ajird-177	24	7	died	die	VERB
ajird-177	24	8	from	from	ADP
ajird-177	24	9	breast	breast	NOUN
ajird-177	24	10	cancer	cancer	NOUN
ajird-177	24	11	in	in	ADP
ajird-177	24	12	2015	2015	NUM
ajird-177	24	13	,	,	PUNCT
ajird-177	24	14	or	or	CCONJ
ajird-177	24	15	15	15	NUM
ajird-177	24	16	percent	percent	NOUN
ajird-177	24	17	of	of	ADP
ajird-177	24	18	all	all	DET
ajird-177	24	19	cancer	cancer	NOUN
ajird-177	24	20	deaths	death	NOUN
ajird-177	24	21	.	.	PUNCT
ajird-177	25	1	[	[	X
ajird-177	25	2	1	1	NUM
ajird-177	25	3	]	]	PUNCT
ajird-177	25	4	.	.	PUNCT
ajird-177	26	1	women	woman	NOUN
ajird-177	26	2	's	's	PART
ajird-177	26	3	mortality	mortality	NOUN
ajird-177	26	4	rates	rate	NOUN
ajird-177	26	5	rose	rise	VERB
ajird-177	26	6	from	from	ADP
ajird-177	26	7	breast	breast	NOUN
ajird-177	26	8	cancer	cancer	NOUN
ajird-177	26	9	to	to	ADP
ajird-177	26	10	lung	lung	NOUN
ajird-177	26	11	and	and	CCONJ
ajird-177	26	12	bronchus	bronchus	NOUN
ajird-177	26	13	cancer	cancer	NOUN
ajird-177	26	14	from	from	ADP
ajird-177	26	15	1987	1987	NUM
ajird-177	26	16	onwards	onwards	ADV
ajird-177	26	17	according	accord	VERB
ajird-177	26	18	to	to	ADP
ajird-177	26	19	the	the	DET
ajird-177	26	20	american	american	ADJ
ajird-177	26	21	cancer	cancer	NOUN
ajird-177	26	22	society	society	NOUN
ajird-177	26	23	(	(	PUNCT
ajird-177	26	24	acs	acs	PROPN
ajird-177	26	25	)	)	PUNCT
ajird-177	26	26	.	.	PUNCT
ajird-177	27	1	cancer	cancer	NOUN
ajird-177	27	2	-	-	PUNCT
ajird-177	27	3	related	relate	VERB
ajird-177	27	4	mortality	mortality	NOUN
ajird-177	27	5	for	for	ADP
ajird-177	27	6	men	man	NOUN
ajird-177	27	7	and	and	CCONJ
ajird-177	27	8	women	woman	NOUN
ajird-177	27	9	combined	combine	VERB
ajird-177	27	10	were	be	AUX
ajird-177	27	11	ranked	rank	VERB
ajird-177	27	12	first	first	ADV
ajird-177	27	13	and	and	CCONJ
ajird-177	27	14	fourth	fourth	ADJ
ajird-177	27	15	,	,	PUNCT
ajird-177	27	16	respectively	respectively	ADV
ajird-177	27	17	,	,	PUNCT
ajird-177	27	18	by	by	ADP
ajird-177	27	19	the	the	DET
ajird-177	27	20	american	american	PROPN
ajird-177	27	21	cancer	cancer	NOUN
ajird-177	27	22	society	society	NOUN
ajird-177	27	23	.	.	PUNCT
ajird-177	28	1	cancerous	cancerous	ADJ
ajird-177	28	2	cells	cell	NOUN
ajird-177	28	3	in	in	ADP
ajird-177	28	4	the	the	DET
ajird-177	28	5	lobules	lobule	NOUN
ajird-177	28	6	or	or	CCONJ
ajird-177	28	7	the	the	DET
ajird-177	28	8	ducts	duct	NOUN
ajird-177	28	9	give	give	VERB
ajird-177	28	10	rise	rise	NOUN
ajird-177	28	11	to	to	ADP
ajird-177	28	12	tumors	tumor	NOUN
ajird-177	28	13	.	.	PUNCT
ajird-177	29	1	swollen	swollen	ADJ
ajird-177	29	2	or	or	CCONJ
ajird-177	29	3	red	red	ADJ
ajird-177	29	4	breasts	breast	NOUN
ajird-177	29	5	as	as	ADV
ajird-177	29	6	well	well	ADV
ajird-177	29	7	as	as	ADP
ajird-177	29	8	anomalies	anomaly	NOUN
ajird-177	29	9	such	such	ADJ
ajird-177	29	10	as	as	ADP
ajird-177	29	11	bloody	bloody	ADJ
ajird-177	29	12	discharge	discharge	NOUN
ajird-177	29	13	and	and	CCONJ
ajird-177	29	14	shrinking	shrinking	NOUN
ajird-177	29	15	of	of	ADP
ajird-177	29	16	nipples	nipple	NOUN
ajird-177	29	17	are	be	AUX
ajird-177	29	18	all	all	PRON
ajird-177	29	19	signs	sign	NOUN
ajird-177	29	20	of	of	ADP
ajird-177	29	21	breast	breast	NOUN
ajird-177	29	22	cancer	cancer	NOUN
ajird-177	29	23	[	[	X
ajird-177	29	24	2	2	NUM
ajird-177	29	25	]	]	PUNCT
ajird-177	29	26	.	.	PUNCT
ajird-177	30	1	[	[	X
ajird-177	30	2	2	2	X
ajird-177	30	3	]	]	PUNCT
ajird-177	30	4	the	the	DET
ajird-177	30	5	majority	majority	NOUN
ajird-177	30	6	of	of	ADP
ajird-177	30	7	cancers	cancer	NOUN
ajird-177	30	8	are	be	AUX
ajird-177	30	9	invasive	invasive	ADJ
ajird-177	30	10	.	.	PUNCT
ajird-177	31	1	as	as	ADV
ajird-177	31	2	well	well	ADV
ajird-177	31	3	as	as	ADP
ajird-177	31	4	invasive	invasive	ADJ
ajird-177	31	5	(	(	PUNCT
ajird-177	31	6	malignant	malignant	ADJ
ajird-177	31	7	)	)	PUNCT
ajird-177	31	8	breast	breast	NOUN
ajird-177	31	9	cancer	cancer	NOUN
ajird-177	31	10	(	(	PUNCT
ajird-177	31	11	malignant	malignant	ADJ
ajird-177	31	12	)	)	PUNCT
ajird-177	31	13	mammography	mammography	NOUN
ajird-177	31	14	and	and	CCONJ
ajird-177	31	15	mri	mri	NOUN
ajird-177	31	16	,	,	PUNCT
ajird-177	31	17	ultrasound	ultrasound	NOUN
ajird-177	31	18	,	,	PUNCT
ajird-177	31	19	positron	positron	NOUN
ajird-177	31	20	emission	emission	NOUN
ajird-177	31	21	mammography	mammography	NOUN
ajird-177	31	22	(	(	PUNCT
ajird-177	31	23	pem	pem	NOUN
ajird-177	31	24	)	)	PUNCT
ajird-177	31	25	,	,	PUNCT
ajird-177	31	26	thermography	thermography	NOUN
ajird-177	31	27	,	,	PUNCT
ajird-177	31	28	breast	breast	NOUN
ajird-177	31	29	-	-	PUNCT
ajird-177	31	30	specific	specific	ADJ
ajird-177	31	31	gamma	gamma	NOUN
ajird-177	31	32	imaging	imaging	NOUN
ajird-177	31	33	,	,	PUNCT
ajird-177	31	34	and	and	CCONJ
ajird-177	31	35	tissue	tissue	NOUN
ajird-177	31	36	sampling	sampling	NOUN
ajird-177	31	37	are	be	AUX
ajird-177	31	38	some	some	PRON
ajird-177	31	39	of	of	ADP
ajird-177	31	40	the	the	DET
ajird-177	31	41	technologies	technology	NOUN
ajird-177	31	42	used	use	VERB
ajird-177	31	43	to	to	PART
ajird-177	31	44	identify	identify	VERB
ajird-177	31	45	breast	breast	NOUN
ajird-177	31	46	cancer	cancer	NOUN
ajird-177	31	47	.	.	PUNCT
ajird-177	32	1	figure	figure	NOUN
ajird-177	32	2	1	1	NUM
ajird-177	32	3	:	:	PUNCT
ajird-177	32	4	trends	trend	NOUN
ajird-177	32	5	in	in	ADP
ajird-177	32	6	death	death	NOUN
ajird-177	32	7	rates	rate	NOUN
ajird-177	32	8	(	(	PUNCT
ajird-177	32	9	female	female	NOUN
ajird-177	32	10	)	)	PUNCT
ajird-177	32	11	,	,	PUNCT
ajird-177	32	12	1930	1930	NUM
ajird-177	32	13	-	-	SYM
ajird-177	32	14	2015	2015	NUM
ajird-177	33	1	[	[	X
ajird-177	33	2	2	2	X
ajird-177	33	3	]	]	X
ajird-177	33	4	[	[	X
ajird-177	33	5	4	4	X
ajird-177	33	6	]	]	PUNCT
ajird-177	33	7	another	another	DET
ajird-177	33	8	option	option	NOUN
ajird-177	33	9	is	be	AUX
ajird-177	33	10	to	to	PART
ajird-177	33	11	do	do	VERB
ajird-177	33	12	a	a	DET
ajird-177	33	13	surgical	surgical	ADJ
ajird-177	33	14	incision	incision	NOUN
ajird-177	33	15	or	or	CCONJ
ajird-177	33	16	biopsies	biopsy	NOUN
ajird-177	33	17	depending	depend	VERB
ajird-177	33	18	on	on	ADP
ajird-177	33	19	the	the	DET
ajird-177	33	20	size	size	NOUN
ajird-177	33	21	and	and	CCONJ
ajird-177	33	22	location	location	NOUN
ajird-177	33	23	of	of	ADP
ajird-177	33	24	lump	lump	NOUN
ajird-177	33	25	,	,	PUNCT
ajird-177	33	26	the	the	DET
ajird-177	33	27	patient	patient	NOUN
ajird-177	33	28	's	's	PART
ajird-177	33	29	preferences	preference	NOUN
ajird-177	33	30	,	,	PUNCT
ajird-177	33	31	and	and	CCONJ
ajird-177	33	32	available	available	ADJ
ajird-177	33	33	resources	resource	NOUN
ajird-177	33	34	.	.	PUNCT
ajird-177	34	1	it	it	PRON
ajird-177	34	2	's	be	AUX
ajird-177	34	3	apparent	apparent	ADJ
ajird-177	34	4	that	that	SCONJ
ajird-177	34	5	pictures	picture	NOUN
ajird-177	34	6	play	play	VERB
ajird-177	34	7	a	a	DET
ajird-177	34	8	crucial	crucial	ADJ
ajird-177	34	9	role	role	NOUN
ajird-177	34	10	in	in	ADP
ajird-177	34	11	breast	breast	NOUN
ajird-177	34	12	cancer	cancer	NOUN
ajird-177	34	13	detection	detection	NOUN
ajird-177	34	14	after	after	ADP
ajird-177	34	15	all	all	DET
ajird-177	34	16	these	these	DET
ajird-177	34	17	imaging	imaging	NOUN
ajird-177	34	18	screening	screen	VERB
ajird-177	34	19	techniques	technique	NOUN
ajird-177	34	20	.	.	PUNCT
ajird-177	35	1	these	these	DET
ajird-177	35	2	imaging	imaging	NOUN
ajird-177	35	3	results	result	NOUN
ajird-177	35	4	are	be	AUX
ajird-177	35	5	being	be	AUX
ajird-177	35	6	evaluated	evaluate	VERB
ajird-177	35	7	for	for	ADP
ajird-177	35	8	their	their	PRON
ajird-177	35	9	dispersion	dispersion	NOUN
ajird-177	35	10	of	of	ADP
ajird-177	35	11	various	various	ADJ
ajird-177	35	12	breast	breast	NOUN
ajird-177	35	13	cancer	cancer	NOUN
ajird-177	35	14	patterns	pattern	NOUN
ajird-177	35	15	.	.	PUNCT
ajird-177	36	1	analyzing	analyze	VERB
ajird-177	36	2	breast	breast	NOUN
ajird-177	36	3	tissue	tissue	NOUN
ajird-177	36	4	is	be	AUX
ajird-177	36	5	a	a	DET
ajird-177	36	6	key	key	ADJ
ajird-177	36	7	step	step	NOUN
ajird-177	36	8	in	in	ADP
ajird-177	36	9	the	the	DET
ajird-177	36	10	diagnosis	diagnosis	NOUN
ajird-177	36	11	of	of	ADP
ajird-177	36	12	breast	breast	NOUN
ajird-177	36	13	cancer	cancer	NOUN
ajird-177	36	14	.	.	PUNCT
ajird-177	37	1	as	as	ADP
ajird-177	37	2	a	a	DET
ajird-177	37	3	way	way	NOUN
ajird-177	37	4	to	to	PART
ajird-177	37	5	provide	provide	VERB
ajird-177	37	6	a	a	DET
ajird-177	37	7	trustworthy	trustworthy	ADJ
ajird-177	37	8	diagnosis	diagnosis	NOUN
ajird-177	37	9	,	,	PUNCT
ajird-177	37	10	histopathology	histopathology	NOUN
ajird-177	37	11	slides	slide	NOUN
ajird-177	37	12	are	be	AUX
ajird-177	37	13	used	use	VERB
ajird-177	37	14	to	to	PART
ajird-177	37	15	classify	classify	VERB
ajird-177	37	16	cancers	cancer	NOUN
ajird-177	37	17	.	.	PUNCT
ajird-177	38	1	to	to	PART
ajird-177	38	2	categorize	categorize	VERB
ajird-177	38	3	histological	histological	ADJ
ajird-177	38	4	pictures	picture	NOUN
ajird-177	38	5	in	in	ADP
ajird-177	38	6	several	several	ADJ
ajird-177	38	7	cancer	cancer	NOUN
ajird-177	38	8	types	type	NOUN
ajird-177	38	9	,	,	PUNCT
ajird-177	38	10	including	include	VERB
ajird-177	38	11	benign	benign	ADJ
ajird-177	38	12	,	,	PUNCT
ajird-177	38	13	malignant	malignant	ADJ
ajird-177	38	14	and	and	CCONJ
ajird-177	38	15	puzzling	puzzling	ADJ
ajird-177	38	16	,	,	PUNCT
ajird-177	38	17	manually	manually	ADV
ajird-177	38	18	is	be	AUX
ajird-177	38	19	quite	quite	ADV
ajird-177	38	20	difficult	difficult	ADJ
ajird-177	38	21	.	.	PUNCT
ajird-177	39	1	as	as	ADP
ajird-177	39	2	a	a	DET
ajird-177	39	3	result	result	NOUN
ajird-177	39	4	of	of	ADP
ajird-177	39	5	confounding	confound	VERB
ajird-177	39	6	tissue	tissue	NOUN
ajird-177	39	7	patterns	pattern	NOUN
ajird-177	39	8	and	and	CCONJ
ajird-177	39	9	similar	similar	ADJ
ajird-177	39	10	clinical	clinical	ADJ
ajird-177	39	11	manifestation	manifestation	NOUN
ajird-177	39	12	,	,	PUNCT
ajird-177	39	13	classes	class	NOUN
ajird-177	39	14	often	often	ADV
ajird-177	39	15	imitate	imitate	VERB
ajird-177	39	16	and	and	CCONJ
ajird-177	39	17	share	share	VERB
ajird-177	39	18	common	common	ADJ
ajird-177	39	19	traits	trait	NOUN
ajird-177	39	20	[	[	X
ajird-177	39	21	5	5	NUM
ajird-177	39	22	]	]	PUNCT
ajird-177	39	23	.	.	PUNCT
ajird-177	40	1	when	when	SCONJ
ajird-177	40	2	it	it	PRON
ajird-177	40	3	comes	come	VERB
ajird-177	40	4	to	to	ADP
ajird-177	40	5	identifying	identify	VERB
ajird-177	40	6	a	a	DET
ajird-177	40	7	class	class	NOUN
ajird-177	40	8	,	,	PUNCT
ajird-177	40	9	it	it	PRON
ajird-177	40	10	might	might	AUX
ajird-177	40	11	be	be	AUX
ajird-177	40	12	very	very	ADV
ajird-177	40	13	challenging	challenging	ADJ
ajird-177	40	14	to	to	PART
ajird-177	40	15	do	do	VERB
ajird-177	40	16	so	so	ADV
ajird-177	40	17	correctly	correctly	ADV
ajird-177	40	18	.	.	PUNCT
ajird-177	41	1	there	there	PRON
ajird-177	41	2	is	be	VERB
ajird-177	41	3	also	also	ADV
ajird-177	41	4	a	a	DET
ajird-177	41	5	global	global	ADJ
ajird-177	41	6	shortage	shortage	NOUN
ajird-177	41	7	of	of	ADP
ajird-177	41	8	experienced	experienced	ADJ
ajird-177	41	9	and	and	CCONJ
ajird-177	41	10	competent	competent	ADJ
ajird-177	41	11	pathologists	pathologist	NOUN
ajird-177	41	12	[	[	X
ajird-177	41	13	6	6	NUM
ajird-177	41	14	]	]	PUNCT
ajird-177	41	15	due	due	ADP
ajird-177	41	16	to	to	ADP
ajird-177	41	17	the	the	DET
ajird-177	41	18	increase	increase	NOUN
ajird-177	41	19	in	in	ADP
ajird-177	41	20	new	new	ADJ
ajird-177	41	21	cancer	cancer	NOUN
ajird-177	41	22	cases	case	NOUN
ajird-177	41	23	.	.	PUNCT
ajird-177	42	1	understaffed	understaffed	ADJ
ajird-177	42	2	pathologists	pathologist	NOUN
ajird-177	42	3	who	who	PRON
ajird-177	42	4	manually	manually	ADV
ajird-177	42	5	analyze	analyze	VERB
ajird-177	42	6	biopsy	biopsy	NOUN
ajird-177	42	7	slides	slide	NOUN
ajird-177	42	8	are	be	AUX
ajird-177	42	9	more	more	ADV
ajird-177	42	10	likely	likely	ADJ
ajird-177	42	11	than	than	SCONJ
ajird-177	42	12	not	not	PART
ajird-177	42	13	to	to	PART
ajird-177	42	14	make	make	VERB
ajird-177	42	15	a	a	DET
ajird-177	42	16	mistake	mistake	NOUN
ajird-177	42	17	.	.	PUNCT
ajird-177	43	1	an	an	DET
ajird-177	43	2	american	american	ADJ
ajird-177	43	3	journal	journal	PROPN
ajird-177	43	4	of	of	ADP
ajird-177	43	5	interdisciplinary	interdisciplinary	ADJ
ajird-177	43	6	research	research	NOUN
ajird-177	43	7	and	and	CCONJ
ajird-177	43	8	development	development	NOUN
ajird-177	43	9	issn	issn	PROPN
ajird-177	43	10	online	online	NOUN
ajird-177	43	11	:	:	PUNCT
ajird-177	43	12	2771	2771	NUM
ajird-177	43	13	-	-	SYM
ajird-177	43	14	8948	8948	NUM
ajird-177	43	15	website	website	NOUN
ajird-177	43	16	:	:	PUNCT
ajird-177	43	17	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	43	18	volume	volume	NOUN
ajird-177	43	19	06	06	NUM
ajird-177	43	20	,	,	PUNCT
ajird-177	43	21	july	july	PROPN
ajird-177	43	22	,	,	PUNCT
ajird-177	43	23	2022	2022	NUM
ajird-177	43	24	98	98	NUM
ajird-177	44	1	|	|	ADV
ajird-177	44	2	p	p	ADP
ajird-177	44	3	a	a	DET
ajird-177	44	4	g	g	NOUN
ajird-177	44	5	e	e	NOUN
ajird-177	44	6	automated	automate	VERB
ajird-177	44	7	system	system	NOUN
ajird-177	44	8	that	that	PRON
ajird-177	44	9	not	not	PART
ajird-177	44	10	only	only	ADV
ajird-177	44	11	supports	support	VERB
ajird-177	44	12	pathologists	pathologist	NOUN
ajird-177	44	13	but	but	CCONJ
ajird-177	44	14	also	also	ADV
ajird-177	44	15	decreases	decrease	VERB
ajird-177	44	16	their	their	PRON
ajird-177	44	17	workload	workload	NOUN
ajird-177	44	18	while	while	SCONJ
ajird-177	44	19	improving	improve	VERB
ajird-177	44	20	the	the	DET
ajird-177	44	21	accuracy	accuracy	NOUN
ajird-177	44	22	of	of	ADP
ajird-177	44	23	diagnosis	diagnosis	NOUN
ajird-177	44	24	is	be	AUX
ajird-177	44	25	needed	need	VERB
ajird-177	44	26	.	.	PUNCT
ajird-177	45	1	multi	multi	ADJ
ajird-177	45	2	-	-	ADJ
ajird-177	45	3	classification	classification	ADJ
ajird-177	45	4	systems	system	NOUN
ajird-177	45	5	,	,	PUNCT
ajird-177	45	6	on	on	ADP
ajird-177	45	7	the	the	DET
ajird-177	45	8	other	other	ADJ
ajird-177	45	9	hand	hand	NOUN
ajird-177	45	10	,	,	PUNCT
ajird-177	45	11	have	have	VERB
ajird-177	45	12	serious	serious	ADJ
ajird-177	45	13	challenges	challenge	NOUN
ajird-177	45	14	.	.	PUNCT
ajird-177	46	1	figure	figure	VERB
ajird-177	46	2	2	2	NUM
ajird-177	46	3	:	:	PUNCT
ajird-177	46	4	mucinous	mucinous	ADJ
ajird-177	46	5	carcinoma	carcinoma	NOUN
ajird-177	46	6	class	class	NOUN
ajird-177	46	7	of	of	ADP
ajird-177	46	8	breast	breast	NOUN
ajird-177	46	9	cancer	cancer	NOUN
ajird-177	46	10	histopathological	histopathological	ADJ
ajird-177	46	11	images	image	NOUN
ajird-177	46	12	acquired	acquire	VERB
ajird-177	46	13	at	at	ADP
ajird-177	46	14	a	a	DET
ajird-177	46	15	magnification	magnification	NOUN
ajird-177	46	16	of	of	ADP
ajird-177	46	17	200x	200x	NUM
ajird-177	46	18	from	from	ADP
ajird-177	46	19	breakhis	breakhis	ADJ
ajird-177	46	20	dataset	dataset	NOUN
ajird-177	46	21	.	.	PUNCT
ajird-177	47	1	in	in	ADP
ajird-177	47	2	the	the	DET
ajird-177	47	3	construction	construction	NOUN
ajird-177	47	4	of	of	ADP
ajird-177	47	5	an	an	DET
ajird-177	47	6	efficient	efficient	ADJ
ajird-177	47	7	automated	automate	VERB
ajird-177	47	8	system	system	NOUN
ajird-177	47	9	,	,	PUNCT
ajird-177	47	10	handcrafted	handcraft	VERB
ajird-177	47	11	feature	feature	NOUN
ajird-177	47	12	engineering	engineering	NOUN
ajird-177	47	13	is	be	AUX
ajird-177	47	14	the	the	DET
ajird-177	47	15	key	key	ADJ
ajird-177	47	16	challenge	challenge	NOUN
ajird-177	47	17	.	.	PUNCT
ajird-177	48	1	feature	feature	NOUN
ajird-177	48	2	engineering	engineering	NOUN
ajird-177	48	3	by	by	ADP
ajird-177	48	4	hand	hand	NOUN
ajird-177	48	5	relies	rely	VERB
ajird-177	48	6	heavily	heavily	ADV
ajird-177	48	7	on	on	ADP
ajird-177	48	8	pre	pre	ADJ
ajird-177	48	9	-	-	ADJ
ajird-177	48	10	processing	processing	ADJ
ajird-177	48	11	procedures	procedure	NOUN
ajird-177	48	12	,	,	PUNCT
ajird-177	48	13	which	which	PRON
ajird-177	48	14	need	need	VERB
ajird-177	48	15	a	a	DET
ajird-177	48	16	high	high	ADJ
ajird-177	48	17	level	level	NOUN
ajird-177	48	18	of	of	ADP
ajird-177	48	19	domain	domain	NOUN
ajird-177	48	20	expertise	expertise	NOUN
ajird-177	48	21	to	to	PART
ajird-177	48	22	extract	extract	VERB
ajird-177	48	23	task	task	NOUN
ajird-177	48	24	-	-	PUNCT
ajird-177	48	25	specific	specific	ADJ
ajird-177	48	26	characteristics	characteristic	NOUN
ajird-177	48	27	from	from	ADP
ajird-177	48	28	images	image	NOUN
ajird-177	48	29	[	[	X
ajird-177	48	30	5	5	NUM
ajird-177	48	31	-	-	SYM
ajird-177	48	32	6	6	NUM
ajird-177	48	33	]	]	PUNCT
ajird-177	48	34	.	.	PUNCT
ajird-177	49	1	many	many	ADJ
ajird-177	49	2	prior	prior	ADJ
ajird-177	49	3	research	research	NOUN
ajird-177	49	4	has	have	AUX
ajird-177	49	5	used	use	VERB
ajird-177	49	6	histopathological	histopathological	ADJ
ajird-177	49	7	images	image	NOUN
ajird-177	49	8	with	with	ADP
ajird-177	49	9	texture	texture	NOUN
ajird-177	49	10	-	-	PUNCT
ajird-177	49	11	based	base	VERB
ajird-177	49	12	features	feature	NOUN
ajird-177	49	13	to	to	PART
ajird-177	49	14	distinguish	distinguish	VERB
ajird-177	49	15	between	between	ADP
ajird-177	49	16	classes	class	NOUN
ajird-177	49	17	.	.	PUNCT
ajird-177	50	1	multiple	multiple	ADJ
ajird-177	50	2	feature	feature	NOUN
ajird-177	50	3	descriptors	descriptor	NOUN
ajird-177	50	4	such	such	ADJ
ajird-177	50	5	as	as	ADP
ajird-177	50	6	sift	sift	ADJ
ajird-177	50	7	,	,	PUNCT
ajird-177	50	8	surf	surf	NOUN
ajird-177	50	9	,	,	PUNCT
ajird-177	50	10	orb	orb	NOUN
ajird-177	50	11	,	,	PUNCT
ajird-177	50	12	hog	hog	NOUN
ajird-177	50	13	,	,	PUNCT
ajird-177	50	14	grlm	grlm	NOUN
ajird-177	50	15	and	and	CCONJ
ajird-177	50	16	wavelet	wavelet	NOUN
ajird-177	50	17	-	-	PUNCT
ajird-177	50	18	based	base	VERB
ajird-177	50	19	descriptors	descriptor	NOUN
ajird-177	50	20	are	be	AUX
ajird-177	50	21	already	already	ADV
ajird-177	50	22	in	in	ADP
ajird-177	50	23	use	use	NOUN
ajird-177	50	24	by	by	ADP
ajird-177	50	25	the	the	DET
ajird-177	50	26	research	research	NOUN
ajird-177	50	27	community	community	NOUN
ajird-177	50	28	to	to	PART
ajird-177	50	29	achieve	achieve	VERB
ajird-177	50	30	this	this	DET
ajird-177	50	31	goal	goal	NOUN
ajird-177	50	32	[	[	X
ajird-177	50	33	7,8	7,8	NUM
ajird-177	50	34	]	]	PUNCT
ajird-177	50	35	.	.	PUNCT
ajird-177	51	1	it	it	PRON
ajird-177	51	2	's	be	AUX
ajird-177	51	3	timeconsuming	timeconsuming	ADJ
ajird-177	51	4	and	and	CCONJ
ajird-177	51	5	requires	require	VERB
ajird-177	51	6	a	a	DET
ajird-177	51	7	lot	lot	NOUN
ajird-177	51	8	of	of	ADP
ajird-177	51	9	computing	compute	VERB
ajird-177	51	10	power	power	NOUN
ajird-177	51	11	,	,	PUNCT
ajird-177	51	12	but	but	CCONJ
ajird-177	51	13	it	it	PRON
ajird-177	51	14	's	be	AUX
ajird-177	51	15	worth	worth	ADJ
ajird-177	51	16	it	it	PRON
ajird-177	51	17	.	.	PUNCT
ajird-177	52	1	to	to	PART
ajird-177	52	2	get	get	VERB
ajird-177	52	3	the	the	DET
ajird-177	52	4	most	most	ADV
ajird-177	52	5	significant	significant	ADJ
ajird-177	52	6	features	feature	NOUN
ajird-177	52	7	from	from	ADP
ajird-177	52	8	segmented	segment	VERB
ajird-177	52	9	nuclei	nucleus	NOUN
ajird-177	52	10	and	and	CCONJ
ajird-177	52	11	glands	gland	NOUN
ajird-177	52	12	in	in	ADP
ajird-177	52	13	histological	histological	ADJ
ajird-177	52	14	pictures	picture	NOUN
ajird-177	52	15	,	,	PUNCT
ajird-177	52	16	segmentation	segmentation	NOUN
ajird-177	52	17	is	be	AUX
ajird-177	52	18	a	a	DET
ajird-177	52	19	prerequisite	prerequisite	NOUN
ajird-177	52	20	,	,	PUNCT
ajird-177	52	21	and	and	CCONJ
ajird-177	52	22	it	it	PRON
ajird-177	52	23	is	be	AUX
ajird-177	52	24	only	only	ADV
ajird-177	52	25	achievable	achievable	ADJ
ajird-177	52	26	if	if	SCONJ
ajird-177	52	27	an	an	DET
ajird-177	52	28	area	area	NOUN
ajird-177	52	29	of	of	ADP
ajird-177	52	30	interest	interest	NOUN
ajird-177	52	31	is	be	AUX
ajird-177	52	32	effectively	effectively	ADV
ajird-177	52	33	segmented	segment	VERB
ajird-177	52	34	from	from	ADP
ajird-177	52	35	the	the	DET
ajird-177	52	36	image	image	NOUN
ajird-177	52	37	.	.	PUNCT
ajird-177	53	1	pre	pre	ADJ
ajird-177	53	2	-	-	ADJ
ajird-177	53	3	success	success	ADJ
ajird-177	53	4	processing	processing	NOUN
ajird-177	53	5	's	's	PART
ajird-177	53	6	determines	determine	VERB
ajird-177	53	7	how	how	SCONJ
ajird-177	53	8	well	well	ADV
ajird-177	53	9	a	a	DET
ajird-177	53	10	system	system	NOUN
ajird-177	53	11	performs	perform	VERB
ajird-177	53	12	overall	overall	ADV
ajird-177	53	13	.	.	PUNCT
ajird-177	54	1	because	because	SCONJ
ajird-177	54	2	of	of	ADP
ajird-177	54	3	intra	intra	ADJ
ajird-177	54	4	-	-	ADJ
ajird-177	54	5	class	class	ADJ
ajird-177	54	6	diversity	diversity	NOUN
ajird-177	54	7	,	,	PUNCT
ajird-177	54	8	color	color	NOUN
ajird-177	54	9	distribution	distribution	NOUN
ajird-177	54	10	inhomogeneity	inhomogeneity	NOUN
ajird-177	54	11	,	,	PUNCT
ajird-177	54	12	and	and	CCONJ
ajird-177	54	13	malignant	malignant	ADJ
ajird-177	54	14	cells	cell	NOUN
ajird-177	54	15	'	'	PART
ajird-177	54	16	strong	strong	ADJ
ajird-177	54	17	cohesiveness	cohesiveness	NOUN
ajird-177	54	18	,	,	PUNCT
ajird-177	54	19	examining	examine	VERB
ajird-177	54	20	histological	histological	ADJ
ajird-177	54	21	images	image	NOUN
ajird-177	54	22	is	be	AUX
ajird-177	54	23	difficult	difficult	ADJ
ajird-177	54	24	.	.	PUNCT
ajird-177	55	1	eight	eight	NUM
ajird-177	55	2	kinds	kind	NOUN
ajird-177	55	3	of	of	ADP
ajird-177	55	4	breast	breast	NOUN
ajird-177	55	5	cancer	cancer	NOUN
ajird-177	55	6	histological	histological	ADJ
ajird-177	55	7	pictures	picture	NOUN
ajird-177	55	8	from	from	ADP
ajird-177	55	9	the	the	DET
ajird-177	55	10	breakhis	breakhis	ADJ
ajird-177	55	11	dataset	dataset	NOUN
ajird-177	55	12	are	be	AUX
ajird-177	55	13	shown	show	VERB
ajird-177	55	14	in	in	ADP
ajird-177	55	15	figure	figure	NOUN
ajird-177	55	16	2	2	NUM
ajird-177	55	17	.	.	PUNCT
ajird-177	56	1	as	as	ADP
ajird-177	56	2	the	the	DET
ajird-177	56	3	image	image	NOUN
ajird-177	56	4	's	's	PART
ajird-177	56	5	magnification	magnification	NOUN
ajird-177	56	6	increases	increase	NOUN
ajird-177	56	7	,	,	PUNCT
ajird-177	56	8	the	the	DET
ajird-177	56	9	image	image	NOUN
ajird-177	56	10	's	's	PART
ajird-177	56	11	graininess	graininess	NOUN
ajird-177	56	12	gets	get	VERB
ajird-177	56	13	more	more	ADV
ajird-177	56	14	pronounced	pronounced	ADJ
ajird-177	56	15	.	.	PUNCT
ajird-177	57	1	images	image	NOUN
ajird-177	57	2	became	become	VERB
ajird-177	57	3	noisier	noisy	ADJ
ajird-177	57	4	as	as	SCONJ
ajird-177	57	5	the	the	DET
ajird-177	57	6	magnification	magnification	NOUN
ajird-177	57	7	increased	increase	VERB
ajird-177	57	8	.	.	PUNCT
ajird-177	58	1	for	for	ADP
ajird-177	58	2	differential	differential	ADJ
ajird-177	58	3	diagnosis	diagnosis	NOUN
ajird-177	58	4	,	,	PUNCT
ajird-177	58	5	it	it	PRON
ajird-177	58	6	is	be	AUX
ajird-177	58	7	difficult	difficult	ADJ
ajird-177	58	8	to	to	PART
ajird-177	58	9	extract	extract	VERB
ajird-177	58	10	distinct	distinct	ADJ
ajird-177	58	11	features	feature	NOUN
ajird-177	58	12	from	from	ADP
ajird-177	58	13	a	a	DET
ajird-177	58	14	digital	digital	ADJ
ajird-177	58	15	image	image	NOUN
ajird-177	58	16	of	of	ADP
ajird-177	58	17	biopsy	biopsy	NOUN
ajird-177	58	18	slides	slide	NOUN
ajird-177	58	19	taken	take	VERB
ajird-177	58	20	at	at	ADP
ajird-177	58	21	different	different	ADJ
ajird-177	58	22	magnification	magnification	NOUN
ajird-177	58	23	levels	level	NOUN
ajird-177	58	24	because	because	SCONJ
ajird-177	58	25	of	of	ADP
ajird-177	58	26	the	the	DET
ajird-177	58	27	complex	complex	ADJ
ajird-177	58	28	background	background	NOUN
ajird-177	58	29	.	.	PUNCT
ajird-177	59	1	as	as	ADP
ajird-177	59	2	a	a	DET
ajird-177	59	3	result	result	NOUN
ajird-177	59	4	of	of	ADP
ajird-177	59	5	the	the	DET
ajird-177	59	6	varying	vary	VERB
ajird-177	59	7	magnification	magnification	NOUN
ajird-177	59	8	levels	level	NOUN
ajird-177	59	9	,	,	PUNCT
ajird-177	59	10	the	the	DET
ajird-177	59	11	background	background	NOUN
ajird-177	59	12	will	will	AUX
ajird-177	59	13	be	be	AUX
ajird-177	59	14	more	more	ADV
ajird-177	59	15	uniform	uniform	ADJ
ajird-177	59	16	.	.	PUNCT
ajird-177	60	1	for	for	ADP
ajird-177	60	2	each	each	DET
ajird-177	60	3	magnification	magnification	NOUN
ajird-177	60	4	factor	factor	NOUN
ajird-177	60	5	,	,	PUNCT
ajird-177	60	6	an	an	DET
ajird-177	60	7	independent	independent	ADJ
ajird-177	60	8	experiment	experiment	NOUN
ajird-177	60	9	is	be	AUX
ajird-177	60	10	undertaken	undertake	VERB
ajird-177	60	11	.	.	PUNCT
ajird-177	61	1	because	because	SCONJ
ajird-177	61	2	of	of	ADP
ajird-177	61	3	their	their	PRON
ajird-177	61	4	inability	inability	NOUN
ajird-177	61	5	to	to	PART
ajird-177	61	6	adapt	adapt	VERB
ajird-177	61	7	to	to	ADP
ajird-177	61	8	new	new	ADJ
ajird-177	61	9	magnification	magnification	NOUN
ajird-177	61	10	factors	factor	NOUN
ajird-177	61	11	and	and	CCONJ
ajird-177	61	12	prior	prior	ADJ
ajird-177	61	13	knowledge	knowledge	NOUN
ajird-177	61	14	of	of	ADP
ajird-177	61	15	image	image	NOUN
ajird-177	61	16	magnification	magnification	NOUN
ajird-177	61	17	,	,	PUNCT
ajird-177	61	18	systems	system	NOUN
ajird-177	61	19	developed	develop	VERB
ajird-177	61	20	by	by	ADP
ajird-177	61	21	spanhol	spanhol	NOUN
ajird-177	61	22	et	et	PROPN
ajird-177	61	23	al	al	PROPN
ajird-177	61	24	.	.	PROPN
ajird-177	61	25	and	and	CCONJ
ajird-177	61	26	keskin	keskin	PROPN
ajird-177	61	27	et	et	PROPN
ajird-177	61	28	al	al	PROPN
ajird-177	61	29	.	.	PROPN
ajird-177	61	30	have	have	VERB
ajird-177	61	31	major	major	ADJ
ajird-177	61	32	performance	performance	NOUN
ajird-177	61	33	limitations	limitation	NOUN
ajird-177	61	34	.	.	PUNCT
ajird-177	62	1	since	since	SCONJ
ajird-177	62	2	magnification	magnification	NOUN
ajird-177	62	3	levels	level	NOUN
ajird-177	62	4	vary	vary	VERB
ajird-177	62	5	,	,	PUNCT
ajird-177	62	6	the	the	DET
ajird-177	62	7	automated	automate	VERB
ajird-177	62	8	system	system	NOUN
ajird-177	62	9	should	should	AUX
ajird-177	62	10	be	be	AUX
ajird-177	62	11	able	able	ADJ
ajird-177	62	12	to	to	PART
ajird-177	62	13	adapt	adapt	VERB
ajird-177	62	14	to	to	ADP
ajird-177	62	15	images	image	NOUN
ajird-177	62	16	with	with	ADP
ajird-177	62	17	new	new	ADJ
ajird-177	62	18	magnification	magnification	NOUN
ajird-177	62	19	levels	level	NOUN
ajird-177	62	20	.	.	PUNCT
ajird-177	63	1	american	american	ADJ
ajird-177	63	2	journal	journal	PROPN
ajird-177	63	3	of	of	ADP
ajird-177	63	4	interdisciplinary	interdisciplinary	ADJ
ajird-177	63	5	research	research	NOUN
ajird-177	63	6	and	and	CCONJ
ajird-177	63	7	development	development	NOUN
ajird-177	63	8	issn	issn	PROPN
ajird-177	63	9	online	online	NOUN
ajird-177	63	10	:	:	PUNCT
ajird-177	63	11	2771	2771	NUM
ajird-177	63	12	-	-	SYM
ajird-177	63	13	8948	8948	NUM
ajird-177	63	14	website	website	NOUN
ajird-177	63	15	:	:	PUNCT
ajird-177	63	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	63	17	volume	volume	NOUN
ajird-177	63	18	06	06	NUM
ajird-177	63	19	,	,	PUNCT
ajird-177	63	20	july	july	PROPN
ajird-177	63	21	,	,	PUNCT
ajird-177	63	22	2022	2022	NUM
ajird-177	63	23	99	99	NUM
ajird-177	64	1	|	|	ADV
ajird-177	64	2	p	p	NOUN
ajird-177	64	3	a	a	DET
ajird-177	64	4	g	g	NOUN
ajird-177	64	5	e	e	NOUN
ajird-177	64	6	literature	literature	NOUN
ajird-177	64	7	reviews	review	NOUN
ajird-177	64	8	in	in	ADP
ajird-177	64	9	-	-	PUNCT
ajird-177	64	10	depth	depth	NOUN
ajird-177	64	11	knowledge	knowledge	NOUN
ajird-177	64	12	of	of	ADP
ajird-177	64	13	advancements	advancement	NOUN
ajird-177	64	14	and	and	CCONJ
ajird-177	64	15	identification	identification	NOUN
ajird-177	64	16	of	of	ADP
ajird-177	64	17	gaps	gap	NOUN
ajird-177	64	18	in	in	ADP
ajird-177	64	19	the	the	DET
ajird-177	64	20	field	field	NOUN
ajird-177	64	21	of	of	ADP
ajird-177	64	22	research	research	NOUN
ajird-177	64	23	is	be	AUX
ajird-177	64	24	the	the	DET
ajird-177	64	25	only	only	ADJ
ajird-177	64	26	key	key	NOUN
ajird-177	64	27	to	to	PART
ajird-177	64	28	make	make	VERB
ajird-177	64	29	new	new	ADJ
ajird-177	64	30	valuable	valuable	ADJ
ajird-177	64	31	discoveries	discovery	NOUN
ajird-177	64	32	,	,	PUNCT
ajird-177	64	33	especially	especially	ADV
ajird-177	64	34	in	in	ADP
ajird-177	64	35	designing	design	VERB
ajird-177	64	36	automated	automate	VERB
ajird-177	64	37	systems	system	NOUN
ajird-177	64	38	.	.	PUNCT
ajird-177	65	1	the	the	DET
ajird-177	65	2	current	current	ADJ
ajird-177	65	3	state	state	NOUN
ajird-177	65	4	of	of	ADP
ajird-177	65	5	knowledge	knowledge	NOUN
ajird-177	65	6	and	and	CCONJ
ajird-177	65	7	gaps	gap	NOUN
ajird-177	65	8	on	on	ADP
ajird-177	65	9	a	a	DET
ajird-177	65	10	research	research	NOUN
ajird-177	65	11	topic	topic	NOUN
ajird-177	65	12	can	can	AUX
ajird-177	65	13	only	only	ADV
ajird-177	65	14	be	be	AUX
ajird-177	65	15	identified	identify	VERB
ajird-177	65	16	through	through	ADP
ajird-177	65	17	an	an	DET
ajird-177	65	18	extensive	extensive	ADJ
ajird-177	65	19	review	review	NOUN
ajird-177	65	20	of	of	ADP
ajird-177	65	21	the	the	DET
ajird-177	65	22	literature	literature	NOUN
ajird-177	65	23	.	.	PUNCT
ajird-177	66	1	considering	consider	VERB
ajird-177	66	2	the	the	DET
ajird-177	66	3	feature	feature	NOUN
ajird-177	66	4	extraction	extraction	NOUN
ajird-177	66	5	techniques	technique	NOUN
ajird-177	66	6	,	,	PUNCT
ajird-177	66	7	the	the	DET
ajird-177	66	8	literature	literature	NOUN
ajird-177	66	9	can	can	AUX
ajird-177	66	10	be	be	AUX
ajird-177	66	11	divided	divide	VERB
ajird-177	66	12	into	into	ADP
ajird-177	66	13	three	three	NUM
ajird-177	66	14	main	main	ADJ
ajird-177	66	15	categories	category	NOUN
ajird-177	66	16	,	,	PUNCT
ajird-177	66	17	namely	namely	ADV
ajird-177	66	18	:	:	PUNCT
ajird-177	66	19	1	1	X
ajird-177	66	20	)	)	PUNCT
ajird-177	66	21	conventional	conventional	ADJ
ajird-177	66	22	machine	machine	NOUN
ajird-177	66	23	learning	learning	NOUN
ajird-177	66	24	,	,	PUNCT
ajird-177	66	25	2	2	X
ajird-177	66	26	)	)	PUNCT
ajird-177	66	27	deep	deep	ADJ
ajird-177	66	28	learning	learning	NOUN
ajird-177	66	29	and	and	CCONJ
ajird-177	66	30	3	3	X
ajird-177	66	31	)	)	PUNCT
ajird-177	66	32	transfer	transfer	NOUN
ajird-177	66	33	learning	learning	NOUN
ajird-177	66	34	-	-	PUNCT
ajird-177	66	35	based	base	VERB
ajird-177	66	36	works	work	NOUN
ajird-177	66	37	.	.	PUNCT
ajird-177	67	1	the	the	DET
ajird-177	67	2	works	work	NOUN
ajird-177	67	3	in	in	ADP
ajird-177	67	4	which	which	PRON
ajird-177	67	5	the	the	DET
ajird-177	67	6	features	feature	NOUN
ajird-177	67	7	are	be	AUX
ajird-177	67	8	extracted	extract	VERB
ajird-177	67	9	manually	manually	ADV
ajird-177	67	10	from	from	ADP
ajird-177	67	11	the	the	DET
ajird-177	67	12	images	image	NOUN
ajird-177	67	13	using	use	VERB
ajird-177	67	14	some	some	DET
ajird-177	67	15	pre	pre	ADJ
ajird-177	67	16	-	-	ADJ
ajird-177	67	17	defined	define	VERB
ajird-177	67	18	feature	feature	NOUN
ajird-177	67	19	descriptors	descriptor	NOUN
ajird-177	67	20	are	be	AUX
ajird-177	67	21	included	include	VERB
ajird-177	67	22	in	in	ADP
ajird-177	67	23	the	the	DET
ajird-177	67	24	first	first	ADJ
ajird-177	67	25	category	category	NOUN
ajird-177	67	26	of	of	ADP
ajird-177	67	27	reviewed	review	VERB
ajird-177	67	28	literature	literature	NOUN
ajird-177	67	29	.	.	PUNCT
ajird-177	68	1	the	the	DET
ajird-177	68	2	relevant	relevant	ADJ
ajird-177	68	3	studies	study	NOUN
ajird-177	68	4	in	in	ADP
ajird-177	68	5	which	which	PRON
ajird-177	68	6	features	feature	NOUN
ajird-177	68	7	are	be	AUX
ajird-177	68	8	extracted	extract	VERB
ajird-177	68	9	automatically	automatically	ADV
ajird-177	68	10	from	from	ADP
ajird-177	68	11	the	the	DET
ajird-177	68	12	images	image	NOUN
ajird-177	68	13	in	in	ADP
ajird-177	68	14	a	a	DET
ajird-177	68	15	hierarchical	hierarchical	ADJ
ajird-177	68	16	manner	manner	NOUN
ajird-177	68	17	are	be	AUX
ajird-177	68	18	considered	consider	VERB
ajird-177	68	19	for	for	ADP
ajird-177	68	20	the	the	DET
ajird-177	68	21	second	second	ADJ
ajird-177	68	22	category	category	NOUN
ajird-177	68	23	.	.	PUNCT
ajird-177	69	1	in	in	ADP
ajird-177	69	2	addition	addition	NOUN
ajird-177	69	3	,	,	PUNCT
ajird-177	69	4	the	the	DET
ajird-177	69	5	studies	study	NOUN
ajird-177	69	6	in	in	ADP
ajird-177	69	7	which	which	PRON
ajird-177	69	8	discriminating	discriminate	VERB
ajird-177	69	9	features	feature	NOUN
ajird-177	69	10	are	be	AUX
ajird-177	69	11	obtained	obtain	VERB
ajird-177	69	12	from	from	ADP
ajird-177	69	13	the	the	DET
ajird-177	69	14	pretrained	pretraine	VERB
ajird-177	69	15	networks	network	NOUN
ajird-177	69	16	are	be	AUX
ajird-177	69	17	assigned	assign	VERB
ajird-177	69	18	to	to	ADP
ajird-177	69	19	the	the	DET
ajird-177	69	20	third	third	ADJ
ajird-177	69	21	category	category	NOUN
ajird-177	69	22	of	of	ADP
ajird-177	69	23	surveyed	survey	VERB
ajird-177	69	24	literature	literature	NOUN
ajird-177	69	25	.	.	PUNCT
ajird-177	70	1	to	to	PART
ajird-177	70	2	determine	determine	VERB
ajird-177	70	3	the	the	DET
ajird-177	70	4	new	new	ADJ
ajird-177	70	5	developments	development	NOUN
ajird-177	70	6	and	and	CCONJ
ajird-177	70	7	enhancements	enhancement	NOUN
ajird-177	70	8	in	in	ADP
ajird-177	70	9	the	the	DET
ajird-177	70	10	field	field	NOUN
ajird-177	70	11	of	of	ADP
ajird-177	70	12	automation	automation	NOUN
ajird-177	70	13	for	for	ADP
ajird-177	70	14	image	image	NOUN
ajird-177	70	15	data	datum	NOUN
ajird-177	70	16	classifications	classification	NOUN
ajird-177	70	17	,	,	PUNCT
ajird-177	70	18	a	a	DET
ajird-177	70	19	survey	survey	NOUN
ajird-177	70	20	on	on	ADP
ajird-177	70	21	the	the	DET
ajird-177	70	22	above	above	NOUN
ajird-177	70	23	mentioned	mention	VERB
ajird-177	70	24	three	three	NUM
ajird-177	70	25	techniques	technique	NOUN
ajird-177	70	26	are	be	AUX
ajird-177	70	27	described	describe	VERB
ajird-177	70	28	in	in	ADP
ajird-177	70	29	brief	brief	NOUN
ajird-177	70	30	.	.	PUNCT
ajird-177	71	1	an	an	DET
ajird-177	71	2	automated	automate	VERB
ajird-177	71	3	classification	classification	NOUN
ajird-177	71	4	system	system	NOUN
ajird-177	71	5	consists	consist	VERB
ajird-177	71	6	of	of	ADP
ajird-177	71	7	four	four	NUM
ajird-177	71	8	stages	stage	NOUN
ajird-177	71	9	:	:	PUNCT
ajird-177	71	10	feature	feature	NOUN
ajird-177	71	11	extraction	extraction	NOUN
ajird-177	71	12	,	,	PUNCT
ajird-177	71	13	training	training	NOUN
ajird-177	71	14	,	,	PUNCT
ajird-177	71	15	validation	validation	NOUN
ajird-177	71	16	and	and	CCONJ
ajird-177	71	17	testing	testing	NOUN
ajird-177	71	18	.	.	PUNCT
ajird-177	72	1	as	as	ADP
ajird-177	72	2	with	with	ADP
ajird-177	72	3	any	any	DET
ajird-177	72	4	classification	classification	NOUN
ajird-177	72	5	system	system	NOUN
ajird-177	72	6	,	,	PUNCT
ajird-177	72	7	the	the	DET
ajird-177	72	8	feature	feature	NOUN
ajird-177	72	9	extraction	extraction	NOUN
ajird-177	72	10	stage	stage	NOUN
ajird-177	72	11	is	be	AUX
ajird-177	72	12	crucial	crucial	ADJ
ajird-177	72	13	since	since	SCONJ
ajird-177	72	14	the	the	DET
ajird-177	72	15	recovered	recover	VERB
ajird-177	72	16	features	feature	NOUN
ajird-177	72	17	have	have	VERB
ajird-177	72	18	a	a	DET
ajird-177	72	19	substantial	substantial	ADJ
ajird-177	72	20	impact	impact	NOUN
ajird-177	72	21	on	on	ADP
ajird-177	72	22	the	the	DET
ajird-177	72	23	system	system	NOUN
ajird-177	72	24	's	's	PART
ajird-177	72	25	performance	performance	NOUN
ajird-177	72	26	.	.	PUNCT
ajird-177	73	1	some	some	DET
ajird-177	73	2	studies	study	NOUN
ajird-177	73	3	use	use	VERB
ajird-177	73	4	'	'	PUNCT
ajird-177	73	5	texture	texture	NOUN
ajird-177	73	6	'	'	PUNCT
ajird-177	73	7	of	of	ADP
ajird-177	73	8	the	the	DET
ajird-177	73	9	images	image	NOUN
ajird-177	73	10	to	to	PART
ajird-177	73	11	classify	classify	VERB
ajird-177	73	12	objects	object	NOUN
ajird-177	73	13	,	,	PUNCT
ajird-177	73	14	using	use	VERB
ajird-177	73	15	various	various	ADJ
ajird-177	73	16	descriptors	descriptor	NOUN
ajird-177	73	17	like	like	ADP
ajird-177	73	18	gray	gray	ADJ
ajird-177	73	19	level	level	NOUN
ajird-177	73	20	co	co	NOUN
ajird-177	73	21	-	-	NOUN
ajird-177	73	22	occurrence	occurrence	ADJ
ajird-177	73	23	matrix	matrix	NOUN
ajird-177	73	24	(	(	PUNCT
ajird-177	73	25	glcm	glcm	PROPN
ajird-177	73	26	)	)	PUNCT
ajird-177	74	1	[	[	X
ajird-177	74	2	20	20	NUM
ajird-177	74	3	]	]	PUNCT
ajird-177	74	4	,	,	PUNCT
ajird-177	74	5	local	local	ADJ
ajird-177	74	6	binary	binary	ADJ
ajird-177	74	7	pattern	pattern	NOUN
ajird-177	74	8	(	(	PUNCT
ajird-177	74	9	lbp	lbp	NOUN
ajird-177	74	10	)	)	PUNCT
ajird-177	75	1	[	[	X
ajird-177	75	2	21	21	NUM
ajird-177	75	3	]	]	PUNCT
ajird-177	75	4	,	,	PUNCT
ajird-177	75	5	completed	complete	VERB
ajird-177	75	6	lbp	lbp	NOUN
ajird-177	75	7	(	(	PUNCT
ajird-177	75	8	22	22	NUM
ajird-177	75	9	)	)	PUNCT
ajird-177	75	10	,	,	PUNCT
ajird-177	75	11	graph	graph	VERB
ajird-177	75	12	run	run	NOUN
ajird-177	75	13	-	-	PUNCT
ajird-177	75	14	length	length	NOUN
ajird-177	75	15	matrix	matrix	NOUN
ajird-177	75	16	(	(	PUNCT
ajird-177	75	17	grlm	grlm	NOUN
ajird-177	75	18	)	)	PUNCT
ajird-177	76	1	[	[	X
ajird-177	76	2	23	23	NUM
ajird-177	76	3	]	]	PUNCT
ajird-177	76	4	,	,	PUNCT
ajird-177	76	5	histogram	histogram	NOUN
ajird-177	76	6	of	of	ADP
ajird-177	76	7	gradient	gradient	NOUN
ajird-177	76	8	(	(	PUNCT
ajird-177	76	9	hog	hog	PROPN
ajird-177	76	10	)	)	PUNCT
ajird-177	77	1	[	[	X
ajird-177	77	2	24	24	NUM
ajird-177	77	3	]	]	PUNCT
ajird-177	77	4	,	,	PUNCT
ajird-177	77	5	local	local	ADJ
ajird-177	77	6	phase	phase	NOUN
ajird-177	77	7	quantizations	quantization	NOUN
ajird-177	77	8	(	(	PUNCT
ajird-177	77	9	lpqs	lpqs	PROPN
ajird-177	77	10	)	)	PUNCT
ajird-177	78	1	[	[	X
ajird-177	78	2	25	25	NUM
ajird-177	78	3	-	-	SYM
ajird-177	78	4	26	26	NUM
ajird-177	78	5	]	]	PUNCT
ajird-177	78	6	,	,	PUNCT
ajird-177	78	7	scale	scale	NOUN
ajird-177	78	8	-	-	PUNCT
ajird-177	78	9	invariant	invariant	ADJ
ajird-177	78	10	feature	feature	NOUN
ajird-177	78	11	transform	transform	NOUN
ajird-177	78	12	(	(	PUNCT
ajird-177	78	13	sift	sift	NOUN
ajird-177	78	14	)	)	PUNCT
ajird-177	78	15	and	and	CCONJ
ajird-177	78	16	speeded	speed	VERB
ajird-177	78	17	up	up	ADP
ajird-177	78	18	robust	robust	ADJ
ajird-177	78	19	features	feature	NOUN
ajird-177	78	20	(	(	PUNCT
ajird-177	78	21	surf	surf	NOUN
ajird-177	78	22	)	)	PUNCT
ajird-177	79	1	[	[	X
ajird-177	79	2	27	27	NUM
ajird-177	79	3	-	-	SYM
ajird-177	79	4	28	28	NUM
ajird-177	79	5	]	]	PUNCT
ajird-177	79	6	.	.	PUNCT
ajird-177	80	1	sift	sift	ADJ
ajird-177	80	2	descriptor	descriptor	NOUN
ajird-177	80	3	is	be	AUX
ajird-177	80	4	used	use	VERB
ajird-177	80	5	specifically	specifically	ADV
ajird-177	80	6	for	for	ADP
ajird-177	80	7	real	real	ADJ
ajird-177	80	8	-	-	PUNCT
ajird-177	80	9	time	time	NOUN
ajird-177	80	10	application	application	NOUN
ajird-177	80	11	but	but	CCONJ
ajird-177	80	12	it	it	PRON
ajird-177	80	13	imposes	impose	VERB
ajird-177	80	14	a	a	DET
ajird-177	80	15	large	large	ADJ
ajird-177	80	16	computational	computational	ADJ
ajird-177	80	17	burden	burden	NOUN
ajird-177	80	18	on	on	ADP
ajird-177	80	19	the	the	DET
ajird-177	80	20	system	system	NOUN
ajird-177	80	21	.	.	PUNCT
ajird-177	81	1	however	however	ADV
ajird-177	81	2	,	,	PUNCT
ajird-177	81	3	surf	surf	NOUN
ajird-177	81	4	features	feature	NOUN
ajird-177	81	5	are	be	AUX
ajird-177	81	6	computationally	computationally	ADV
ajird-177	81	7	inexpensive	inexpensive	ADJ
ajird-177	81	8	and	and	CCONJ
ajird-177	81	9	surpassed	surpass	VERB
ajird-177	81	10	sift	sift	ADJ
ajird-177	81	11	feature	feature	NOUN
ajird-177	81	12	in	in	ADP
ajird-177	81	13	terms	term	NOUN
ajird-177	81	14	of	of	ADP
ajird-177	81	15	speed	speed	NOUN
ajird-177	81	16	and	and	CCONJ
ajird-177	81	17	accuracy	accuracy	NOUN
ajird-177	81	18	as	as	ADV
ajird-177	81	19	well	well	ADV
ajird-177	81	20	[	[	X
ajird-177	81	21	29	29	NUM
ajird-177	81	22	-	-	SYM
ajird-177	81	23	30	30	NUM
ajird-177	81	24	]	]	PUNCT
ajird-177	81	25	.	.	PUNCT
ajird-177	82	1	dheeba	dheeba	VERB
ajird-177	82	2	et	et	PROPN
ajird-177	82	3	al	al	PROPN
ajird-177	82	4	.	.	PUNCT
ajird-177	83	1	[	[	X
ajird-177	83	2	31	31	NUM
ajird-177	83	3	]	]	PUNCT
ajird-177	83	4	developed	develop	VERB
ajird-177	83	5	a	a	DET
ajird-177	83	6	computer	computer	NOUN
ajird-177	83	7	-	-	PUNCT
ajird-177	83	8	aided	aid	VERB
ajird-177	83	9	diagnosis	diagnosis	NOUN
ajird-177	83	10	(	(	PUNCT
ajird-177	83	11	cad	cad	NOUN
ajird-177	83	12	)	)	PUNCT
ajird-177	83	13	system	system	NOUN
ajird-177	83	14	to	to	PART
ajird-177	83	15	diagnose	diagnose	VERB
ajird-177	83	16	bc	bc	PROPN
ajird-177	83	17	based	base	VERB
ajird-177	83	18	on	on	ADP
ajird-177	83	19	mammogram	mammogram	NOUN
ajird-177	83	20	imaging	imaging	NOUN
ajird-177	83	21	modality	modality	NOUN
ajird-177	83	22	,	,	PUNCT
ajird-177	83	23	where	where	SCONJ
ajird-177	83	24	the	the	DET
ajird-177	83	25	textural	textural	ADJ
ajird-177	83	26	information	information	NOUN
ajird-177	83	27	is	be	AUX
ajird-177	83	28	used	use	VERB
ajird-177	83	29	as	as	ADP
ajird-177	83	30	input	input	NOUN
ajird-177	83	31	.	.	PUNCT
ajird-177	84	1	in	in	ADP
ajird-177	84	2	this	this	DET
ajird-177	84	3	work	work	NOUN
ajird-177	84	4	,	,	PUNCT
ajird-177	84	5	laws	law	NOUN
ajird-177	84	6	texture	texture	VERB
ajird-177	84	7	energy	energy	NOUN
ajird-177	84	8	measures	measure	NOUN
ajird-177	84	9	(	(	PUNCT
ajird-177	84	10	ltem	ltem	NOUN
ajird-177	84	11	)	)	PUNCT
ajird-177	84	12	are	be	AUX
ajird-177	84	13	computed	compute	VERB
ajird-177	84	14	from	from	ADP
ajird-177	84	15	the	the	DET
ajird-177	84	16	region	region	NOUN
ajird-177	84	17	of	of	ADP
ajird-177	84	18	interest	interest	NOUN
ajird-177	84	19	(	(	PUNCT
ajird-177	84	20	roi	roi	NOUN
ajird-177	84	21	)	)	PUNCT
ajird-177	84	22	by	by	ADP
ajird-177	84	23	applying	apply	VERB
ajird-177	84	24	five	five	NUM
ajird-177	84	25	one	one	NUM
ajird-177	84	26	-	-	PUNCT
ajird-177	84	27	dimensional	dimensional	ADJ
ajird-177	84	28	(	(	PUNCT
ajird-177	84	29	1	1	NUM
ajird-177	84	30	-	-	SYM
ajird-177	84	31	d	d	NOUN
ajird-177	84	32	)	)	PUNCT
ajird-177	84	33	convolutional	convolutional	ADJ
ajird-177	84	34	kernel	kernel	NOUN
ajird-177	84	35	of	of	ADP
ajird-177	84	36	length	length	NOUN
ajird-177	84	37	five	five	NUM
ajird-177	84	38	.	.	PUNCT
ajird-177	85	1	the	the	DET
ajird-177	85	2	images	image	NOUN
ajird-177	85	3	are	be	AUX
ajird-177	85	4	two	two	NUM
ajird-177	85	5	-	-	PUNCT
ajird-177	85	6	dimensional	dimensional	ADJ
ajird-177	85	7	structures	structure	NOUN
ajird-177	85	8	,	,	PUNCT
ajird-177	85	9	so	so	ADV
ajird-177	85	10	require	require	VERB
ajird-177	85	11	two	two	NUM
ajird-177	85	12	-	-	PUNCT
ajird-177	85	13	dimensional	dimensional	ADJ
ajird-177	85	14	(	(	PUNCT
ajird-177	85	15	2	2	NUM
ajird-177	85	16	-	-	SYM
ajird-177	85	17	d	d	NOUN
ajird-177	85	18	)	)	PUNCT
ajird-177	85	19	convolutional	convolutional	ADJ
ajird-177	85	20	kernel	kernel	NOUN
ajird-177	85	21	for	for	ADP
ajird-177	85	22	its	its	PRON
ajird-177	85	23	processing	processing	NOUN
ajird-177	85	24	which	which	PRON
ajird-177	85	25	are	be	AUX
ajird-177	85	26	generated	generate	VERB
ajird-177	85	27	by	by	ADP
ajird-177	85	28	convolving	convolve	VERB
ajird-177	85	29	a	a	DET
ajird-177	85	30	1	1	NUM
ajird-177	85	31	-	-	PUNCT
ajird-177	85	32	d	d	NOUN
ajird-177	85	33	vertical	vertical	ADJ
ajird-177	85	34	kernel	kernel	NOUN
ajird-177	85	35	with	with	ADP
ajird-177	85	36	a	a	DET
ajird-177	85	37	1	1	NUM
ajird-177	85	38	-	-	PUNCT
ajird-177	85	39	d	d	NOUN
ajird-177	85	40	horizontal	horizontal	ADJ
ajird-177	85	41	kernel	kernel	NOUN
ajird-177	85	42	.	.	PUNCT
ajird-177	86	1	the	the	DET
ajird-177	86	2	ltem	ltem	NOUN
ajird-177	86	3	for	for	ADP
ajird-177	86	4	each	each	DET
ajird-177	86	5	pixel	pixel	NOUN
ajird-177	86	6	in	in	ADP
ajird-177	86	7	roi	roi	NOUN
ajird-177	86	8	(	(	PUNCT
ajird-177	86	9	15x15	15x15	NUM
ajird-177	86	10	pixels	pixel	NOUN
ajird-177	86	11	)	)	PUNCT
ajird-177	86	12	is	be	AUX
ajird-177	86	13	identified	identify	VERB
ajird-177	86	14	by	by	ADP
ajird-177	86	15	extracting	extract	VERB
ajird-177	86	16	a	a	DET
ajird-177	86	17	set	set	NOUN
ajird-177	86	18	of	of	ADP
ajird-177	86	19	features	feature	NOUN
ajird-177	86	20	and	and	CCONJ
ajird-177	86	21	then	then	ADV
ajird-177	86	22	a	a	DET
ajird-177	86	23	non	non	ADJ
ajird-177	86	24	-	-	ADJ
ajird-177	86	25	linear	linear	ADJ
ajird-177	86	26	filter	filter	NOUN
ajird-177	86	27	is	be	AUX
ajird-177	86	28	applied	apply	VERB
ajird-177	86	29	to	to	ADP
ajird-177	86	30	the	the	DET
ajird-177	86	31	feature	feature	NOUN
ajird-177	86	32	set	set	NOUN
ajird-177	86	33	.	.	PUNCT
ajird-177	87	1	in	in	ADP
ajird-177	87	2	this	this	DET
ajird-177	87	3	process	process	NOUN
ajird-177	87	4	,	,	PUNCT
ajird-177	87	5	25	25	NUM
ajird-177	87	6	tem	tem	NOUN
ajird-177	87	7	are	be	AUX
ajird-177	87	8	obtained	obtain	VERB
ajird-177	87	9	for	for	ADP
ajird-177	87	10	each	each	DET
ajird-177	87	11	pixel	pixel	NOUN
ajird-177	87	12	and	and	CCONJ
ajird-177	87	13	normalized	normalize	VERB
ajird-177	87	14	by	by	ADP
ajird-177	87	15	zero	zero	NUM
ajird-177	87	16	-	-	PUNCT
ajird-177	87	17	mean	mean	NOUN
ajird-177	87	18	to	to	PART
ajird-177	87	19	produce	produce	VERB
ajird-177	87	20	a	a	DET
ajird-177	87	21	feature	feature	NOUN
ajird-177	87	22	map	map	NOUN
ajird-177	87	23	of	of	ADP
ajird-177	87	24	the	the	DET
ajird-177	87	25	input	input	NOUN
ajird-177	87	26	image	image	NOUN
ajird-177	87	27	.	.	PUNCT
ajird-177	88	1	eventually	eventually	ADV
ajird-177	88	2	,	,	PUNCT
ajird-177	88	3	the	the	DET
ajird-177	88	4	extracted	extract	VERB
ajird-177	88	5	feature	feature	NOUN
ajird-177	88	6	map	map	NOUN
ajird-177	88	7	is	be	AUX
ajird-177	88	8	fed	feed	VERB
ajird-177	88	9	to	to	ADP
ajird-177	88	10	wavelet	wavelet	NOUN
ajird-177	88	11	neural	neural	ADJ
ajird-177	88	12	network	network	NOUN
ajird-177	88	13	for	for	ADP
ajird-177	88	14	the	the	DET
ajird-177	88	15	classification	classification	NOUN
ajird-177	88	16	which	which	PRON
ajird-177	88	17	provides	provide	VERB
ajird-177	88	18	an	an	DET
ajird-177	88	19	accuracy	accuracy	NOUN
ajird-177	88	20	of	of	ADP
ajird-177	88	21	93.671	93.671	NUM
ajird-177	88	22	%	%	NOUN
ajird-177	88	23	on	on	ADP
ajird-177	88	24	the	the	DET
ajird-177	88	25	dataset	dataset	NOUN
ajird-177	88	26	of	of	ADP
ajird-177	88	27	1064	1064	NUM
ajird-177	88	28	mammogram	mammogram	NOUN
ajird-177	88	29	images	image	NOUN
ajird-177	88	30	collected	collect	VERB
ajird-177	88	31	from	from	ADP
ajird-177	88	32	54	54	NUM
ajird-177	88	33	patients	patient	NOUN
ajird-177	88	34	.	.	PUNCT
ajird-177	89	1	american	american	ADJ
ajird-177	89	2	journal	journal	PROPN
ajird-177	89	3	of	of	ADP
ajird-177	89	4	interdisciplinary	interdisciplinary	ADJ
ajird-177	89	5	research	research	NOUN
ajird-177	89	6	and	and	CCONJ
ajird-177	89	7	development	development	NOUN
ajird-177	89	8	issn	issn	PROPN
ajird-177	89	9	online	online	NOUN
ajird-177	89	10	:	:	PUNCT
ajird-177	89	11	2771	2771	NUM
ajird-177	89	12	-	-	SYM
ajird-177	89	13	8948	8948	NUM
ajird-177	89	14	website	website	NOUN
ajird-177	89	15	:	:	PUNCT
ajird-177	89	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	89	17	volume	volume	NOUN
ajird-177	89	18	06	06	NUM
ajird-177	89	19	,	,	PUNCT
ajird-177	89	20	july	july	PROPN
ajird-177	89	21	,	,	PUNCT
ajird-177	89	22	2022	2022	NUM
ajird-177	89	23	100	100	NUM
ajird-177	90	1	|	|	ADV
ajird-177	90	2	p	p	X
ajird-177	90	3	a	a	DET
ajird-177	90	4	g	g	NOUN
ajird-177	90	5	e	e	X
ajird-177	90	6	keskin	keskin	PROPN
ajird-177	90	7	et	et	PROPN
ajird-177	90	8	al	al	PROPN
ajird-177	90	9	.	.	PUNCT
ajird-177	91	1	[	[	X
ajird-177	91	2	32	32	NUM
ajird-177	91	3	]	]	PUNCT
ajird-177	91	4	,	,	PUNCT
ajird-177	91	5	computed	compute	VERB
ajird-177	91	6	various	various	ADJ
ajird-177	91	7	morphological	morphological	ADJ
ajird-177	91	8	attributes	attribute	NOUN
ajird-177	91	9	by	by	ADP
ajird-177	91	10	utilizing	utilize	VERB
ajird-177	91	11	a	a	DET
ajird-177	91	12	waveletbased	waveletbase	VERB
ajird-177	91	13	covariance	covariance	NOUN
ajird-177	91	14	descriptor	descriptor	NOUN
ajird-177	91	15	to	to	PART
ajird-177	91	16	classify	classify	VERB
ajird-177	91	17	14	14	NUM
ajird-177	91	18	classes	class	NOUN
ajird-177	91	19	of	of	ADP
ajird-177	91	20	human	human	ADJ
ajird-177	91	21	carcinoma	carcinoma	NOUN
ajird-177	91	22	cell	cell	NOUN
ajird-177	91	23	lines	line	NOUN
ajird-177	91	24	images	image	NOUN
ajird-177	91	25	,	,	PUNCT
ajird-177	91	26	where	where	SCONJ
ajird-177	91	27	7	7	NUM
ajird-177	91	28	classes	class	NOUN
ajird-177	91	29	belong	belong	VERB
ajird-177	91	30	to	to	ADP
ajird-177	91	31	breast	breast	NOUN
ajird-177	91	32	cancer	cancer	NOUN
ajird-177	91	33	and	and	CCONJ
ajird-177	91	34	rest	rest	NOUN
ajird-177	91	35	of	of	ADP
ajird-177	91	36	7	7	NUM
ajird-177	91	37	classes	class	NOUN
ajird-177	91	38	to	to	PART
ajird-177	91	39	liver	liver	NOUN
ajird-177	91	40	cancer	cancer	NOUN
ajird-177	91	41	.	.	PUNCT
ajird-177	92	1	in	in	ADP
ajird-177	92	2	terms	term	NOUN
ajird-177	92	3	of	of	ADP
ajird-177	92	4	features	feature	NOUN
ajird-177	92	5	,	,	PUNCT
ajird-177	92	6	the	the	DET
ajird-177	92	7	authors	author	NOUN
ajird-177	92	8	found	find	VERB
ajird-177	92	9	dual	dual	ADJ
ajird-177	92	10	-	-	PUNCT
ajird-177	92	11	tree	tree	NOUN
ajird-177	92	12	complex	complex	ADJ
ajird-177	92	13	wavelet	wavelet	NOUN
ajird-177	92	14	transform	transform	NOUN
ajird-177	92	15	(	(	PUNCT
ajird-177	92	16	dt	dt	NOUN
ajird-177	92	17	-	-	PUNCT
ajird-177	92	18	cwt	cwt	NOUN
ajird-177	92	19	)	)	PUNCT
ajird-177	92	20	coefficients	coefficient	NOUN
ajird-177	92	21	as	as	ADP
ajird-177	92	22	an	an	DET
ajird-177	92	23	optimal	optimal	ADJ
ajird-177	92	24	choice	choice	NOUN
ajird-177	92	25	because	because	SCONJ
ajird-177	92	26	edges	edge	NOUN
ajird-177	92	27	are	be	AUX
ajird-177	92	28	the	the	DET
ajird-177	92	29	most	most	ADV
ajird-177	92	30	relevant	relevant	ADJ
ajird-177	92	31	feature	feature	NOUN
ajird-177	92	32	in	in	ADP
ajird-177	92	33	the	the	DET
ajird-177	92	34	carcinoma	carcinoma	NOUN
ajird-177	92	35	cell	cell	NOUN
ajird-177	92	36	line	line	NOUN
ajird-177	92	37	images	image	NOUN
ajird-177	92	38	.	.	PUNCT
ajird-177	93	1	dt	dt	PROPN
ajird-177	93	2	-	-	PUNCT
ajird-177	93	3	cwt	cwt	PROPN
ajird-177	93	4	has	have	VERB
ajird-177	93	5	a	a	DET
ajird-177	93	6	great	great	ADJ
ajird-177	93	7	potential	potential	NOUN
ajird-177	93	8	to	to	PART
ajird-177	93	9	describe	describe	VERB
ajird-177	93	10	the	the	DET
ajird-177	93	11	edges	edge	NOUN
ajird-177	93	12	at	at	ADP
ajird-177	93	13	multiple	multiple	ADJ
ajird-177	93	14	orientations	orientation	NOUN
ajird-177	93	15	,	,	PUNCT
ajird-177	93	16	so	so	SCONJ
ajird-177	93	17	it	it	PRON
ajird-177	93	18	provides	provide	VERB
ajird-177	93	19	more	more	ADJ
ajird-177	93	20	discriminative	discriminative	NOUN
ajird-177	93	21	features	feature	NOUN
ajird-177	93	22	from	from	ADP
ajird-177	93	23	the	the	DET
ajird-177	93	24	images	image	NOUN
ajird-177	93	25	for	for	ADP
ajird-177	93	26	the	the	DET
ajird-177	93	27	efficient	efficient	ADJ
ajird-177	93	28	analysis	analysis	NOUN
ajird-177	93	29	of	of	ADP
ajird-177	93	30	cancer	cancer	NOUN
ajird-177	93	31	cell	cell	NOUN
ajird-177	93	32	morphology	morphology	NOUN
ajird-177	93	33	.	.	PUNCT
ajird-177	94	1	in	in	ADP
ajird-177	94	2	this	this	DET
ajird-177	94	3	work	work	NOUN
ajird-177	94	4	,	,	PUNCT
ajird-177	94	5	segmentation	segmentation	NOUN
ajird-177	94	6	is	be	AUX
ajird-177	94	7	performed	perform	VERB
ajird-177	94	8	before	before	ADP
ajird-177	94	9	the	the	DET
ajird-177	94	10	extraction	extraction	NOUN
ajird-177	94	11	of	of	ADP
ajird-177	94	12	features	feature	NOUN
ajird-177	94	13	from	from	ADP
ajird-177	94	14	the	the	DET
ajird-177	94	15	images	image	NOUN
ajird-177	94	16	because	because	SCONJ
ajird-177	94	17	the	the	DET
ajird-177	94	18	images	image	NOUN
ajird-177	94	19	in	in	ADP
ajird-177	94	20	the	the	DET
ajird-177	94	21	dataset	dataset	ADJ
ajird-177	94	22	consist	consist	NOUN
ajird-177	94	23	of	of	ADP
ajird-177	94	24	a	a	DET
ajird-177	94	25	large	large	ADJ
ajird-177	94	26	amount	amount	NOUN
ajird-177	94	27	of	of	ADP
ajird-177	94	28	background	background	NOUN
ajird-177	94	29	pixel	pixel	PROPN
ajird-177	94	30	.	.	PUNCT
ajird-177	95	1	expectation	expectation	NOUN
ajird-177	95	2	-	-	PUNCT
ajird-177	95	3	maximization	maximization	NOUN
ajird-177	95	4	(	(	PUNCT
ajird-177	95	5	em	em	PRON
ajird-177	95	6	)	)	PUNCT
ajird-177	95	7	algorithm	algorithm	NOUN
ajird-177	95	8	is	be	AUX
ajird-177	95	9	applied	apply	VERB
ajird-177	95	10	after	after	ADP
ajird-177	95	11	modelling	model	VERB
ajird-177	95	12	the	the	DET
ajird-177	95	13	image	image	NOUN
ajird-177	95	14	as	as	ADP
ajird-177	95	15	a	a	DET
ajird-177	95	16	mixture	mixture	NOUN
ajird-177	95	17	of	of	ADP
ajird-177	95	18	two	two	NUM
ajird-177	95	19	gaussians	gaussian	NOUN
ajird-177	95	20	and	and	CCONJ
ajird-177	95	21	obtained	obtain	VERB
ajird-177	95	22	noisy	noisy	ADJ
ajird-177	95	23	patterns	pattern	NOUN
ajird-177	95	24	.	.	PUNCT
ajird-177	96	1	morphological	morphological	ADJ
ajird-177	96	2	operation	operation	NOUN
ajird-177	96	3	‘	'	PUNCT
ajird-177	96	4	closing	closing	NOUN
ajird-177	96	5	’	'	PUNCT
ajird-177	96	6	and	and	CCONJ
ajird-177	96	7	median	median	ADJ
ajird-177	96	8	filtering	filtering	NOUN
ajird-177	96	9	is	be	AUX
ajird-177	96	10	applied	apply	VERB
ajird-177	96	11	to	to	PART
ajird-177	96	12	reduce	reduce	VERB
ajird-177	96	13	the	the	DET
ajird-177	96	14	noise	noise	NOUN
ajird-177	96	15	.	.	PUNCT
ajird-177	97	1	the	the	DET
ajird-177	97	2	square	square	ADJ
ajird-177	97	3	windows	window	NOUN
ajird-177	97	4	are	be	AUX
ajird-177	97	5	randomly	randomly	ADV
ajird-177	97	6	selected	select	VERB
ajird-177	97	7	from	from	ADP
ajird-177	97	8	the	the	DET
ajird-177	97	9	image	image	NOUN
ajird-177	97	10	and	and	CCONJ
ajird-177	97	11	a	a	DET
ajird-177	97	12	covariance	covariance	NOUN
ajird-177	97	13	matrix	matrix	NOUN
ajird-177	97	14	is	be	AUX
ajird-177	97	15	computed	compute	VERB
ajird-177	97	16	for	for	ADP
ajird-177	97	17	each	each	DET
ajird-177	97	18	window	window	NOUN
ajird-177	97	19	.	.	PUNCT
ajird-177	98	1	an	an	DET
ajird-177	98	2	svm	svm	ADJ
ajird-177	98	3	classifier	classifier	NOUN
ajird-177	98	4	with	with	ADP
ajird-177	98	5	radial	radial	ADJ
ajird-177	98	6	basis	basis	NOUN
ajird-177	98	7	function	function	NOUN
ajird-177	98	8	(	(	PUNCT
ajird-177	98	9	rbf	rbf	PROPN
ajird-177	98	10	)	)	PUNCT
ajird-177	98	11	is	be	AUX
ajird-177	98	12	then	then	ADV
ajird-177	98	13	trained	train	VERB
ajird-177	98	14	over	over	ADP
ajird-177	98	15	the	the	DET
ajird-177	98	16	computed	compute	VERB
ajird-177	98	17	matrices	matrix	NOUN
ajird-177	98	18	which	which	PRON
ajird-177	98	19	achieved	achieve	VERB
ajird-177	98	20	98	98	NUM
ajird-177	98	21	%	%	NOUN
ajird-177	98	22	accuracy	accuracy	NOUN
ajird-177	98	23	on	on	ADP
ajird-177	98	24	the	the	DET
ajird-177	98	25	dataset	dataset	NOUN
ajird-177	98	26	of	of	ADP
ajird-177	98	27	840	840	NUM
ajird-177	98	28	images	image	NOUN
ajird-177	98	29	.	.	PUNCT
ajird-177	99	1	wan	wan	PROPN
ajird-177	99	2	et	et	PROPN
ajird-177	99	3	al	al	PROPN
ajird-177	99	4	.	.	PUNCT
ajird-177	100	1	[	[	X
ajird-177	100	2	33	33	NUM
ajird-177	100	3	]	]	PUNCT
ajird-177	100	4	proposed	propose	VERB
ajird-177	100	5	two	two	NUM
ajird-177	100	6	new	new	ADJ
ajird-177	100	7	variant	variant	NOUN
ajird-177	100	8	of	of	ADP
ajird-177	100	9	lbp	lbp	PROPN
ajird-177	100	10	feature	feature	NOUN
ajird-177	100	11	for	for	ADP
ajird-177	100	12	classification	classification	NOUN
ajird-177	100	13	of	of	ADP
ajird-177	100	14	breast	breast	NOUN
ajird-177	100	15	tissues	tissue	NOUN
ajird-177	100	16	from	from	ADP
ajird-177	100	17	optical	optical	ADJ
ajird-177	100	18	coherency	coherency	NOUN
ajird-177	100	19	microscopy	microscopy	NOUN
ajird-177	100	20	(	(	PUNCT
ajird-177	100	21	ocm	ocm	NOUN
ajird-177	100	22	)	)	PUNCT
ajird-177	100	23	images	image	NOUN
ajird-177	100	24	.	.	PUNCT
ajird-177	101	1	these	these	DET
ajird-177	101	2	variants	variant	NOUN
ajird-177	101	3	are	be	AUX
ajird-177	101	4	based	base	VERB
ajird-177	101	5	on	on	ADP
ajird-177	101	6	two	two	NUM
ajird-177	101	7	different	different	ADJ
ajird-177	101	8	organizations	organization	NOUN
ajird-177	101	9	of	of	ADP
ajird-177	101	10	neighborhood	neighborhood	NOUN
ajird-177	101	11	blocks	block	NOUN
ajird-177	101	12	around	around	ADP
ajird-177	101	13	a	a	DET
ajird-177	101	14	pixel	pixel	NOUN
ajird-177	101	15	,	,	PUNCT
ajird-177	101	16	known	know	VERB
ajird-177	101	17	as	as	SCONJ
ajird-177	101	18	spoke	speak	VERB
ajird-177	101	19	lbp	lbp	NOUN
ajird-177	101	20	and	and	CCONJ
ajird-177	101	21	ring	ring	NOUN
ajird-177	101	22	lbp	lbp	PROPN
ajird-177	101	23	.	.	PUNCT
ajird-177	102	1	the	the	DET
ajird-177	102	2	major	major	ADJ
ajird-177	102	3	drawback	drawback	NOUN
ajird-177	102	4	of	of	ADP
ajird-177	102	5	traditional	traditional	ADJ
ajird-177	102	6	lbp	lbp	NOUN
ajird-177	102	7	lies	lie	VERB
ajird-177	102	8	in	in	ADP
ajird-177	102	9	their	their	PRON
ajird-177	102	10	inability	inability	NOUN
ajird-177	102	11	in	in	ADP
ajird-177	102	12	extracting	extract	VERB
ajird-177	102	13	information	information	NOUN
ajird-177	102	14	from	from	ADP
ajird-177	102	15	the	the	DET
ajird-177	102	16	pixels	pixel	NOUN
ajird-177	102	17	because	because	SCONJ
ajird-177	102	18	it	it	PRON
ajird-177	102	19	utilizes	utilize	VERB
ajird-177	102	20	the	the	DET
ajird-177	102	21	intensity	intensity	NOUN
ajird-177	102	22	difference	difference	NOUN
ajird-177	102	23	only	only	ADV
ajird-177	102	24	between	between	ADP
ajird-177	102	25	the	the	DET
ajird-177	102	26	center	center	NOUN
ajird-177	102	27	pixel	pixel	NOUN
ajird-177	102	28	and	and	CCONJ
ajird-177	102	29	single	single	ADJ
ajird-177	102	30	pixels	pixel	NOUN
ajird-177	102	31	from	from	ADP
ajird-177	102	32	the	the	DET
ajird-177	102	33	neighbour	neighbour	NOUN
ajird-177	102	34	.	.	PUNCT
ajird-177	103	1	but	but	CCONJ
ajird-177	103	2	in	in	ADP
ajird-177	103	3	both	both	PRON
ajird-177	103	4	spoke	speak	VERB
ajird-177	103	5	and	and	CCONJ
ajird-177	103	6	ring	ring	NOUN
ajird-177	103	7	lbp	lbp	PROPN
ajird-177	103	8	,	,	PUNCT
ajird-177	103	9	average	average	ADJ
ajird-177	103	10	intensity	intensity	NOUN
ajird-177	103	11	of	of	ADP
ajird-177	103	12	pixels	pixel	NOUN
ajird-177	103	13	is	be	AUX
ajird-177	103	14	computed	compute	VERB
ajird-177	103	15	for	for	ADP
ajird-177	103	16	a	a	DET
ajird-177	103	17	considered	consider	VERB
ajird-177	103	18	shape	shape	NOUN
ajird-177	103	19	of	of	ADP
ajird-177	103	20	blocks	block	NOUN
ajird-177	103	21	in	in	ADP
ajird-177	103	22	the	the	DET
ajird-177	103	23	neighborhood	neighborhood	NOUN
ajird-177	103	24	of	of	ADP
ajird-177	103	25	the	the	DET
ajird-177	103	26	central	central	ADJ
ajird-177	103	27	pixel	pixel	NOUN
ajird-177	103	28	and	and	CCONJ
ajird-177	103	29	provides	provide	VERB
ajird-177	103	30	more	more	ADJ
ajird-177	103	31	information	information	NOUN
ajird-177	103	32	related	relate	VERB
ajird-177	103	33	to	to	ADP
ajird-177	103	34	the	the	DET
ajird-177	103	35	texture	texture	NOUN
ajird-177	103	36	of	of	ADP
ajird-177	103	37	an	an	DET
ajird-177	103	38	image	image	NOUN
ajird-177	103	39	.	.	PUNCT
ajird-177	104	1	further	far	ADV
ajird-177	104	2	,	,	PUNCT
ajird-177	104	3	a	a	DET
ajird-177	104	4	multi	multi	ADJ
ajird-177	104	5	-	-	ADJ
ajird-177	104	6	scale	scale	ADJ
ajird-177	104	7	blocked	block	VERB
ajird-177	104	8	lbp	lbp	NOUN
ajird-177	104	9	is	be	AUX
ajird-177	104	10	also	also	ADV
ajird-177	104	11	constructed	construct	VERB
ajird-177	104	12	by	by	ADP
ajird-177	104	13	combining	combine	VERB
ajird-177	104	14	the	the	DET
ajird-177	104	15	spoke	spoke	NOUN
ajird-177	104	16	and	and	CCONJ
ajird-177	104	17	ring	ring	NOUN
ajird-177	104	18	lbp	lbp	NOUN
ajird-177	104	19	with	with	ADP
ajird-177	104	20	different	different	ADJ
ajird-177	104	21	radius	radius	NOUN
ajird-177	104	22	parameters	parameter	NOUN
ajird-177	104	23	and	and	CCONJ
ajird-177	104	24	claimed	claim	VERB
ajird-177	104	25	an	an	DET
ajird-177	104	26	accuracy	accuracy	NOUN
ajird-177	104	27	of	of	ADP
ajird-177	104	28	92.4	92.4	NUM
ajird-177	104	29	%	%	NOUN
ajird-177	104	30	using	use	VERB
ajird-177	104	31	a	a	DET
ajird-177	104	32	shallow	shallow	ADJ
ajird-177	104	33	neural	neural	ADJ
ajird-177	104	34	network	network	NOUN
ajird-177	104	35	classifier	classifier	NOUN
ajird-177	104	36	on	on	ADP
ajird-177	104	37	a	a	DET
ajird-177	104	38	dataset	dataset	NOUN
ajird-177	104	39	of	of	ADP
ajird-177	104	40	4310	4310	NUM
ajird-177	104	41	ocm	ocm	VERB
ajird-177	104	42	images	image	NOUN
ajird-177	104	43	with	with	ADP
ajird-177	104	44	5	5	NUM
ajird-177	104	45	classes	class	NOUN
ajird-177	104	46	.	.	PUNCT
ajird-177	105	1	there	there	PRON
ajird-177	105	2	is	be	VERB
ajird-177	105	3	also	also	ADV
ajird-177	105	4	a	a	DET
ajird-177	105	5	model	model	NOUN
ajird-177	105	6	called	call	VERB
ajird-177	105	7	the	the	DET
ajird-177	105	8	one	one	NUM
ajird-177	105	9	class	class	NOUN
ajird-177	105	10	kernel	kernel	NOUN
ajird-177	105	11	principal	principal	NOUN
ajird-177	105	12	component	component	NOUN
ajird-177	105	13	analysis	analysis	NOUN
ajird-177	105	14	(	(	PUNCT
ajird-177	105	15	kpca	kpca	PROPN
ajird-177	105	16	)	)	PUNCT
ajird-177	105	17	introduced	introduce	VERB
ajird-177	105	18	by	by	ADP
ajird-177	105	19	zang	zang	PROPN
ajird-177	105	20	et	et	PROPN
ajird-177	105	21	al	al	PROPN
ajird-177	105	22	.	.	PUNCT
ajird-177	106	1	to	to	PART
ajird-177	106	2	make	make	VERB
ajird-177	106	3	the	the	DET
ajird-177	106	4	decision	decision	NOUN
ajird-177	106	5	,	,	PUNCT
ajird-177	106	6	the	the	DET
ajird-177	106	7	trained	train	VERB
ajird-177	106	8	kpca	kpca	NOUN
ajird-177	106	9	models	model	NOUN
ajird-177	106	10	were	be	AUX
ajird-177	106	11	combined	combine	VERB
ajird-177	106	12	with	with	ADP
ajird-177	106	13	images	image	NOUN
ajird-177	106	14	from	from	ADP
ajird-177	106	15	other	other	ADJ
ajird-177	106	16	classes	class	NOUN
ajird-177	106	17	and	and	CCONJ
ajird-177	106	18	the	the	DET
ajird-177	106	19	same	same	ADJ
ajird-177	106	20	operation	operation	NOUN
ajird-177	106	21	was	be	AUX
ajird-177	106	22	repeated	repeat	VERB
ajird-177	106	23	.	.	PUNCT
ajird-177	107	1	on	on	ADP
ajird-177	107	2	histopathology	histopathology	NOUN
ajird-177	107	3	pictures	picture	NOUN
ajird-177	107	4	of	of	ADP
ajird-177	107	5	bc	bc	PROPN
ajird-177	107	6	,	,	PUNCT
ajird-177	107	7	the	the	DET
ajird-177	107	8	kpca	kpca	PROPN
ajird-177	107	9	approach	approach	NOUN
ajird-177	107	10	had	have	VERB
ajird-177	107	11	a	a	DET
ajird-177	107	12	92	92	NUM
ajird-177	107	13	percent	percent	NOUN
ajird-177	107	14	accuracy	accuracy	NOUN
ajird-177	107	15	rate	rate	NOUN
ajird-177	107	16	,	,	PUNCT
ajird-177	107	17	which	which	PRON
ajird-177	107	18	marked	mark	VERB
ajird-177	107	19	a	a	DET
ajird-177	107	20	new	new	ADJ
ajird-177	107	21	turning	turning	NOUN
ajird-177	107	22	point	point	NOUN
ajird-177	107	23	in	in	ADP
ajird-177	107	24	the	the	DET
ajird-177	107	25	research	research	NOUN
ajird-177	107	26	.	.	PUNCT
ajird-177	108	1	öztürk	öztürk	NOUN
ajird-177	108	2	et	et	PROPN
ajird-177	108	3	al	al	PROPN
ajird-177	108	4	.	.	PUNCT
ajird-177	109	1	[	[	X
ajird-177	109	2	35	35	NUM
ajird-177	109	3	]	]	PUNCT
ajird-177	109	4	provided	provide	VERB
ajird-177	109	5	a	a	DET
ajird-177	109	6	comparative	comparative	ADJ
ajird-177	109	7	analysis	analysis	NOUN
ajird-177	109	8	in	in	ADP
ajird-177	109	9	order	order	NOUN
ajird-177	109	10	to	to	PART
ajird-177	109	11	determine	determine	VERB
ajird-177	109	12	the	the	DET
ajird-177	109	13	most	most	ADV
ajird-177	109	14	successful	successful	ADJ
ajird-177	109	15	feature	feature	NOUN
ajird-177	109	16	extraction	extraction	NOUN
ajird-177	109	17	algorithm	algorithm	NOUN
ajird-177	109	18	for	for	ADP
ajird-177	109	19	cell	cell	NOUN
ajird-177	109	20	detection	detection	NOUN
ajird-177	109	21	in	in	ADP
ajird-177	109	22	histopathological	histopathological	ADJ
ajird-177	109	23	images	image	NOUN
ajird-177	109	24	.	.	PUNCT
ajird-177	110	1	the	the	DET
ajird-177	110	2	authors	author	NOUN
ajird-177	110	3	considered	consider	VERB
ajird-177	110	4	six	six	NUM
ajird-177	110	5	algorithms	algorithm	NOUN
ajird-177	110	6	:	:	PUNCT
ajird-177	110	7	hog	hog	PROPN
ajird-177	110	8	,	,	PUNCT
ajird-177	110	9	lbp	lbp	PROPN
ajird-177	110	10	,	,	PUNCT
ajird-177	110	11	sift	sift	ADJ
ajird-177	110	12	,	,	PUNCT
ajird-177	110	13	fast	fast	ADJ
ajird-177	110	14	,	,	PUNCT
ajird-177	110	15	canny	canny	ADJ
ajird-177	110	16	and	and	CCONJ
ajird-177	110	17	maximally	maximally	ADV
ajird-177	110	18	stable	stable	ADJ
ajird-177	110	19	extremal	extremal	ADJ
ajird-177	110	20	region	region	NOUN
ajird-177	110	21	(	(	PUNCT
ajird-177	110	22	mser	mser	NOUN
ajird-177	110	23	)	)	PUNCT
ajird-177	110	24	.	.	PUNCT
ajird-177	111	1	some	some	DET
ajird-177	111	2	pre	pre	ADJ
ajird-177	111	3	-	-	ADJ
ajird-177	111	4	processing	processing	ADJ
ajird-177	111	5	steps	step	NOUN
ajird-177	111	6	are	be	AUX
ajird-177	111	7	also	also	ADV
ajird-177	111	8	applied	apply	VERB
ajird-177	111	9	to	to	ADP
ajird-177	111	10	the	the	DET
ajird-177	111	11	raw	raw	ADJ
ajird-177	111	12	images	image	NOUN
ajird-177	111	13	before	before	ADP
ajird-177	111	14	applying	apply	VERB
ajird-177	111	15	the	the	DET
ajird-177	111	16	feature	feature	NOUN
ajird-177	111	17	extraction	extraction	NOUN
ajird-177	111	18	algorithm	algorithm	NOUN
ajird-177	111	19	.	.	PUNCT
ajird-177	112	1	the	the	DET
ajird-177	112	2	rgb	rgb	PROPN
ajird-177	112	3	(	(	PUNCT
ajird-177	112	4	red	red	ADJ
ajird-177	112	5	green	green	ADJ
ajird-177	112	6	blue	blue	ADJ
ajird-177	112	7	)	)	PUNCT
ajird-177	112	8	color	color	NOUN
ajird-177	112	9	space	space	NOUN
ajird-177	112	10	is	be	AUX
ajird-177	112	11	converted	convert	VERB
ajird-177	112	12	into	into	ADP
ajird-177	112	13	hsv	hsv	PROPN
ajird-177	112	14	(	(	PUNCT
ajird-177	112	15	hue	hue	NOUN
ajird-177	112	16	saturation	saturation	NOUN
ajird-177	112	17	value	value	NOUN
ajird-177	112	18	)	)	PUNCT
ajird-177	112	19	color	color	NOUN
ajird-177	112	20	space	space	NOUN
ajird-177	112	21	and	and	CCONJ
ajird-177	112	22	wiener	wiener	NOUN
ajird-177	112	23	filtering	filtering	NOUN
ajird-177	112	24	is	be	AUX
ajird-177	112	25	performed	perform	VERB
ajird-177	112	26	on	on	ADP
ajird-177	112	27	the	the	DET
ajird-177	112	28	v	v	NOUN
ajird-177	112	29	component	component	NOUN
ajird-177	112	30	of	of	ADP
ajird-177	112	31	the	the	DET
ajird-177	112	32	image	image	NOUN
ajird-177	112	33	to	to	PART
ajird-177	112	34	reduce	reduce	VERB
ajird-177	112	35	the	the	DET
ajird-177	112	36	noise	noise	NOUN
ajird-177	112	37	.	.	PUNCT
ajird-177	113	1	the	the	DET
ajird-177	113	2	performance	performance	NOUN
ajird-177	113	3	of	of	ADP
ajird-177	113	4	all	all	DET
ajird-177	113	5	the	the	DET
ajird-177	113	6	considered	consider	VERB
ajird-177	113	7	algorithms	algorithm	NOUN
ajird-177	113	8	are	be	AUX
ajird-177	113	9	examined	examine	VERB
ajird-177	113	10	and	and	CCONJ
ajird-177	113	11	evaluated	evaluate	VERB
ajird-177	113	12	on	on	ADP
ajird-177	113	13	12	12	NUM
ajird-177	113	14	american	american	ADJ
ajird-177	113	15	journal	journal	PROPN
ajird-177	113	16	of	of	ADP
ajird-177	113	17	interdisciplinary	interdisciplinary	ADJ
ajird-177	113	18	research	research	NOUN
ajird-177	113	19	and	and	CCONJ
ajird-177	113	20	development	development	NOUN
ajird-177	113	21	issn	issn	PROPN
ajird-177	113	22	online	online	NOUN
ajird-177	113	23	:	:	PUNCT
ajird-177	113	24	2771	2771	NUM
ajird-177	113	25	-	-	SYM
ajird-177	113	26	8948	8948	NUM
ajird-177	113	27	website	website	NOUN
ajird-177	113	28	:	:	PUNCT
ajird-177	113	29	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	113	30	volume	volume	NOUN
ajird-177	113	31	06	06	NUM
ajird-177	113	32	,	,	PUNCT
ajird-177	113	33	july	july	PROPN
ajird-177	113	34	,	,	PUNCT
ajird-177	113	35	2022	2022	NUM
ajird-177	113	36	101	101	NUM
ajird-177	114	1	|	|	ADV
ajird-177	114	2	p	p	X
ajird-177	114	3	a	a	DET
ajird-177	114	4	g	g	NOUN
ajird-177	114	5	e	e	NOUN
ajird-177	114	6	histopathological	histopathological	ADJ
ajird-177	114	7	images	image	NOUN
ajird-177	114	8	.	.	PUNCT
ajird-177	115	1	the	the	DET
ajird-177	115	2	results	result	NOUN
ajird-177	115	3	reveal	reveal	VERB
ajird-177	115	4	that	that	SCONJ
ajird-177	115	5	mser	mser	NOUN
ajird-177	115	6	is	be	AUX
ajird-177	115	7	the	the	DET
ajird-177	115	8	best	good	ADJ
ajird-177	115	9	feature	feature	NOUN
ajird-177	115	10	extraction	extraction	NOUN
ajird-177	115	11	algorithm	algorithm	NOUN
ajird-177	115	12	,	,	PUNCT
ajird-177	115	13	followed	follow	VERB
ajird-177	115	14	by	by	ADP
ajird-177	115	15	hog	hog	NOUN
ajird-177	115	16	due	due	ADP
ajird-177	115	17	to	to	ADP
ajird-177	115	18	better	well	ADJ
ajird-177	115	19	cell	cell	NOUN
ajird-177	115	20	detection	detection	NOUN
ajird-177	115	21	ability	ability	NOUN
ajird-177	115	22	of	of	ADP
ajird-177	115	23	these	these	DET
ajird-177	115	24	algorithms	algorithm	NOUN
ajird-177	115	25	.	.	PUNCT
ajird-177	116	1	however	however	ADV
ajird-177	116	2	,	,	PUNCT
ajird-177	116	3	the	the	DET
ajird-177	116	4	perception	perception	NOUN
ajird-177	116	5	of	of	ADP
ajird-177	116	6	closely	closely	ADV
ajird-177	116	7	associated	associate	VERB
ajird-177	116	8	cells	cell	NOUN
ajird-177	116	9	as	as	ADP
ajird-177	116	10	a	a	DET
ajird-177	116	11	single	single	ADJ
ajird-177	116	12	cell	cell	NOUN
ajird-177	116	13	is	be	AUX
ajird-177	116	14	a	a	DET
ajird-177	116	15	major	major	ADJ
ajird-177	116	16	limitation	limitation	NOUN
ajird-177	116	17	of	of	ADP
ajird-177	116	18	mser	mser	NOUN
ajird-177	116	19	.	.	PUNCT
ajird-177	117	1	based	base	VERB
ajird-177	117	2	on	on	ADP
ajird-177	117	3	the	the	DET
ajird-177	117	4	literature	literature	NOUN
ajird-177	117	5	,	,	PUNCT
ajird-177	117	6	it	it	PRON
ajird-177	117	7	is	be	AUX
ajird-177	117	8	concluded	conclude	VERB
ajird-177	117	9	that	that	SCONJ
ajird-177	117	10	no	no	DET
ajird-177	117	11	single	single	ADJ
ajird-177	117	12	algorithm	algorithm	NOUN
ajird-177	117	13	suits	suit	NOUN
ajird-177	117	14	to	to	ADP
ajird-177	117	15	the	the	DET
ajird-177	117	16	classification	classification	NOUN
ajird-177	117	17	of	of	ADP
ajird-177	117	18	all	all	DET
ajird-177	117	19	types	type	NOUN
ajird-177	117	20	of	of	ADP
ajird-177	117	21	histopathological	histopathological	ADJ
ajird-177	117	22	imaging	imaging	NOUN
ajird-177	117	23	data	datum	NOUN
ajird-177	117	24	.	.	PUNCT
ajird-177	118	1	the	the	DET
ajird-177	118	2	selection	selection	NOUN
ajird-177	118	3	of	of	ADP
ajird-177	118	4	the	the	DET
ajird-177	118	5	right	right	ADJ
ajird-177	118	6	algorithm	algorithm	NOUN
ajird-177	118	7	greatly	greatly	ADV
ajird-177	118	8	depends	depend	VERB
ajird-177	118	9	on	on	ADP
ajird-177	118	10	the	the	DET
ajird-177	118	11	type	type	NOUN
ajird-177	118	12	of	of	ADP
ajird-177	118	13	problem	problem	NOUN
ajird-177	118	14	.	.	PUNCT
ajird-177	119	1	an	an	DET
ajird-177	119	2	efficient	efficient	ADJ
ajird-177	119	3	algorithm	algorithm	NOUN
ajird-177	119	4	can	can	AUX
ajird-177	119	5	be	be	AUX
ajird-177	119	6	selected	select	VERB
ajird-177	119	7	by	by	ADP
ajird-177	119	8	testing	test	VERB
ajird-177	119	9	multiple	multiple	ADJ
ajird-177	119	10	algorithms	algorithm	NOUN
ajird-177	119	11	under	under	ADP
ajird-177	119	12	different	different	ADJ
ajird-177	119	13	settings	setting	NOUN
ajird-177	119	14	of	of	ADP
ajird-177	119	15	the	the	DET
ajird-177	119	16	hyperparameters	hyperparameter	NOUN
ajird-177	119	17	.	.	PUNCT
ajird-177	120	1	the	the	DET
ajird-177	120	2	major	major	ADJ
ajird-177	120	3	challenges	challenge	NOUN
ajird-177	120	4	observed	observe	VERB
ajird-177	120	5	in	in	ADP
ajird-177	120	6	conventional	conventional	ADJ
ajird-177	120	7	machine	machine	NOUN
ajird-177	120	8	learning	learn	VERB
ajird-177	120	9	algorithms	algorithm	NOUN
ajird-177	120	10	are	be	AUX
ajird-177	120	11	complexity	complexity	NOUN
ajird-177	120	12	in	in	ADP
ajird-177	120	13	data	datum	NOUN
ajird-177	120	14	models	model	NOUN
ajird-177	120	15	,	,	PUNCT
ajird-177	120	16	the	the	DET
ajird-177	120	17	problem	problem	NOUN
ajird-177	120	18	of	of	ADP
ajird-177	120	19	overfitting	overfitte	VERB
ajird-177	120	20	,	,	PUNCT
ajird-177	120	21	cost	cost	NOUN
ajird-177	120	22	of	of	ADP
ajird-177	120	23	computational	computational	ADJ
ajird-177	120	24	techniques	technique	NOUN
ajird-177	120	25	,	,	PUNCT
ajird-177	120	26	parameter	parameter	NOUN
ajird-177	120	27	tuning	tuning	NOUN
ajird-177	120	28	and	and	CCONJ
ajird-177	120	29	the	the	DET
ajird-177	120	30	scaling	scaling	NOUN
ajird-177	120	31	of	of	ADP
ajird-177	120	32	data	datum	NOUN
ajird-177	120	33	to	to	ADP
ajird-177	120	34	the	the	DET
ajird-177	120	35	number	number	NOUN
ajird-177	120	36	of	of	ADP
ajird-177	120	37	classes	class	NOUN
ajird-177	120	38	,	,	PUNCT
ajird-177	120	39	which	which	PRON
ajird-177	120	40	opened	open	VERB
ajird-177	120	41	up	up	ADP
ajird-177	120	42	a	a	DET
ajird-177	120	43	new	new	ADJ
ajird-177	120	44	window	window	NOUN
ajird-177	120	45	to	to	PART
ajird-177	120	46	overcome	overcome	VERB
ajird-177	120	47	these	these	DET
ajird-177	120	48	issues	issue	NOUN
ajird-177	120	49	with	with	ADP
ajird-177	120	50	an	an	DET
ajird-177	120	51	alternative	alternative	ADJ
ajird-177	120	52	mean	mean	NOUN
ajird-177	120	53	.	.	PUNCT
ajird-177	121	1	to	to	PART
ajird-177	121	2	address	address	VERB
ajird-177	121	3	these	these	DET
ajird-177	121	4	challenges	challenge	NOUN
ajird-177	121	5	,	,	PUNCT
ajird-177	121	6	a	a	DET
ajird-177	121	7	modified	modify	VERB
ajird-177	121	8	and	and	CCONJ
ajird-177	121	9	new	new	ADJ
ajird-177	121	10	strategy	strategy	NOUN
ajird-177	121	11	is	be	AUX
ajird-177	121	12	required	require	VERB
ajird-177	121	13	for	for	ADP
ajird-177	121	14	classification	classification	NOUN
ajird-177	121	15	of	of	ADP
ajird-177	121	16	histopathological	histopathological	ADJ
ajird-177	121	17	data	datum	NOUN
ajird-177	121	18	which	which	PRON
ajird-177	121	19	become	become	VERB
ajird-177	121	20	possible	possible	ADJ
ajird-177	121	21	through	through	ADP
ajird-177	121	22	deep	deep	ADJ
ajird-177	121	23	learning	learning	NOUN
ajird-177	121	24	.	.	PUNCT
ajird-177	122	1	the	the	DET
ajird-177	122	2	implementation	implementation	NOUN
ajird-177	122	3	of	of	ADP
ajird-177	122	4	strategies	strategy	NOUN
ajird-177	122	5	like	like	ADP
ajird-177	122	6	batch	batch	NOUN
ajird-177	122	7	normalization	normalization	NOUN
ajird-177	122	8	,	,	PUNCT
ajird-177	122	9	dropout	dropout	NOUN
ajird-177	122	10	,	,	PUNCT
ajird-177	122	11	greedy	greedy	ADJ
ajird-177	122	12	layer	layer	NOUN
ajird-177	122	13	-	-	PUNCT
ajird-177	122	14	wise	wise	ADJ
ajird-177	122	15	learning	learning	NOUN
ajird-177	122	16	,	,	PUNCT
ajird-177	122	17	regularization	regularization	NOUN
ajird-177	122	18	,	,	PUNCT
ajird-177	122	19	different	different	ADJ
ajird-177	122	20	pooling	pooling	NOUN
ajird-177	122	21	methods	method	NOUN
ajird-177	122	22	,	,	PUNCT
ajird-177	122	23	transfer	transfer	NOUN
ajird-177	122	24	learning	learning	NOUN
ajird-177	122	25	,	,	PUNCT
ajird-177	122	26	layer	layer	NOUN
ajird-177	122	27	-	-	PUNCT
ajird-177	122	28	wise	wise	ADJ
ajird-177	122	29	finetuning	finetuning	NOUN
ajird-177	122	30	assists	assist	NOUN
ajird-177	122	31	in	in	ADP
ajird-177	122	32	boosting	boost	VERB
ajird-177	122	33	the	the	DET
ajird-177	122	34	performance	performance	NOUN
ajird-177	122	35	of	of	ADP
ajird-177	122	36	models	model	NOUN
ajird-177	122	37	with	with	ADP
ajird-177	122	38	a	a	DET
ajird-177	122	39	significant	significant	ADJ
ajird-177	122	40	margin	margin	NOUN
ajird-177	122	41	.	.	PUNCT
ajird-177	123	1	to	to	PART
ajird-177	123	2	further	far	ADV
ajird-177	123	3	enhance	enhance	VERB
ajird-177	123	4	the	the	DET
ajird-177	123	5	performance	performance	NOUN
ajird-177	123	6	of	of	ADP
ajird-177	123	7	these	these	DET
ajird-177	123	8	networks	network	NOUN
ajird-177	123	9	,	,	PUNCT
ajird-177	123	10	strategies	strategy	NOUN
ajird-177	123	11	of	of	ADP
ajird-177	123	12	data	datum	NOUN
ajird-177	123	13	and	and	CCONJ
ajird-177	123	14	model	model	NOUN
ajird-177	123	15	parallelism	parallelism	NOUN
ajird-177	123	16	are	be	AUX
ajird-177	123	17	also	also	ADV
ajird-177	123	18	need	need	ADJ
ajird-177	123	19	to	to	PART
ajird-177	123	20	be	be	AUX
ajird-177	123	21	developed	develop	VERB
ajird-177	123	22	which	which	PRON
ajird-177	123	23	can	can	AUX
ajird-177	123	24	be	be	AUX
ajird-177	123	25	possible	possible	ADJ
ajird-177	123	26	with	with	ADP
ajird-177	123	27	the	the	DET
ajird-177	123	28	hybridization	hybridization	NOUN
ajird-177	123	29	of	of	ADP
ajird-177	123	30	algorithms	algorithm	NOUN
ajird-177	123	31	to	to	PART
ajird-177	123	32	obtain	obtain	VERB
ajird-177	123	33	better	well	ADJ
ajird-177	123	34	results	result	NOUN
ajird-177	123	35	in	in	ADP
ajird-177	123	36	term	term	NOUN
ajird-177	123	37	of	of	ADP
ajird-177	123	38	training	training	NOUN
ajird-177	123	39	speed	speed	NOUN
ajird-177	123	40	.	.	PUNCT
ajird-177	124	1	besides	besides	SCONJ
ajird-177	124	2	,	,	PUNCT
ajird-177	124	3	filter	filter	NOUN
ajird-177	124	4	size	size	NOUN
ajird-177	124	5	,	,	PUNCT
ajird-177	124	6	stride	stride	NOUN
ajird-177	124	7	value	value	NOUN
ajird-177	124	8	,	,	PUNCT
ajird-177	124	9	activation	activation	NOUN
ajird-177	124	10	function	function	NOUN
ajird-177	124	11	,	,	PUNCT
ajird-177	124	12	optimization	optimization	NOUN
ajird-177	124	13	technique	technique	NOUN
ajird-177	124	14	,	,	PUNCT
ajird-177	124	15	the	the	DET
ajird-177	124	16	number	number	NOUN
ajird-177	124	17	of	of	ADP
ajird-177	124	18	the	the	DET
ajird-177	124	19	convolutional	convolutional	ADJ
ajird-177	124	20	and	and	CCONJ
ajird-177	124	21	fully	fully	ADV
ajird-177	124	22	connected	connected	ADJ
ajird-177	124	23	layer	layer	NOUN
ajird-177	124	24	are	be	AUX
ajird-177	124	25	other	other	ADJ
ajird-177	124	26	main	main	ADJ
ajird-177	124	27	factors	factor	NOUN
ajird-177	124	28	which	which	PRON
ajird-177	124	29	require	require	VERB
ajird-177	124	30	special	special	ADJ
ajird-177	124	31	attention	attention	NOUN
ajird-177	124	32	during	during	ADP
ajird-177	124	33	the	the	DET
ajird-177	124	34	execution	execution	NOUN
ajird-177	124	35	of	of	ADP
ajird-177	124	36	an	an	DET
ajird-177	124	37	algorithm	algorithm	NOUN
ajird-177	124	38	to	to	PART
ajird-177	124	39	enhance	enhance	VERB
ajird-177	124	40	the	the	DET
ajird-177	124	41	performance	performance	NOUN
ajird-177	124	42	of	of	ADP
ajird-177	124	43	networks	network	NOUN
ajird-177	124	44	.	.	PUNCT
ajird-177	125	1	problem	problem	NOUN
ajird-177	125	2	statement	statement	NOUN
ajird-177	125	3	despite	despite	SCONJ
ajird-177	125	4	recent	recent	ADJ
ajird-177	125	5	advances	advance	NOUN
ajird-177	125	6	in	in	ADP
ajird-177	125	7	molecular	molecular	ADJ
ajird-177	125	8	biology	biology	NOUN
ajird-177	125	9	with	with	ADP
ajird-177	125	10	the	the	DET
ajird-177	125	11	advent	advent	NOUN
ajird-177	125	12	of	of	ADP
ajird-177	125	13	genetic	genetic	ADJ
ajird-177	125	14	markers	marker	NOUN
ajird-177	125	15	,	,	PUNCT
ajird-177	125	16	the	the	DET
ajird-177	125	17	histopathological	histopathological	ADJ
ajird-177	125	18	analysis	analysis	NOUN
ajird-177	125	19	always	always	ADV
ajird-177	125	20	remains	remain	VERB
ajird-177	125	21	a	a	DET
ajird-177	125	22	‘	'	PUNCT
ajird-177	125	23	gold	gold	ADJ
ajird-177	125	24	standard	standard	NOUN
ajird-177	125	25	’	'	PUNCT
ajird-177	125	26	in	in	ADP
ajird-177	125	27	the	the	DET
ajird-177	125	28	diagnosis	diagnosis	NOUN
ajird-177	125	29	of	of	ADP
ajird-177	125	30	bc	bc	PROPN
ajird-177	125	31	[	[	X
ajird-177	125	32	1315	1315	NUM
ajird-177	125	33	]	]	PUNCT
ajird-177	125	34	.	.	PUNCT
ajird-177	126	1	in	in	ADP
ajird-177	126	2	the	the	DET
ajird-177	126	3	process	process	NOUN
ajird-177	126	4	of	of	ADP
ajird-177	126	5	histopathological	histopathological	ADJ
ajird-177	126	6	analysis	analysis	NOUN
ajird-177	126	7	,	,	PUNCT
ajird-177	126	8	pathologists	pathologist	NOUN
ajird-177	126	9	visually	visually	ADV
ajird-177	126	10	inspect	inspect	VERB
ajird-177	126	11	the	the	DET
ajird-177	126	12	histology	histology	NOUN
ajird-177	126	13	slide	slide	NOUN
ajird-177	126	14	under	under	ADP
ajird-177	126	15	a	a	DET
ajird-177	126	16	microscope	microscope	NOUN
ajird-177	126	17	to	to	PART
ajird-177	126	18	determine	determine	VERB
ajird-177	126	19	a	a	DET
ajird-177	126	20	particular	particular	ADJ
ajird-177	126	21	pattern	pattern	NOUN
ajird-177	126	22	that	that	PRON
ajird-177	126	23	they	they	PRON
ajird-177	126	24	learned	learn	VERB
ajird-177	126	25	from	from	ADP
ajird-177	126	26	the	the	DET
ajird-177	126	27	previous	previous	ADJ
ajird-177	126	28	slides	slide	NOUN
ajird-177	126	29	of	of	ADP
ajird-177	126	30	the	the	DET
ajird-177	126	31	disease	disease	NOUN
ajird-177	126	32	.	.	PUNCT
ajird-177	127	1	hence	hence	ADV
ajird-177	127	2	,	,	PUNCT
ajird-177	127	3	a	a	DET
ajird-177	127	4	visual	visual	ADJ
ajird-177	127	5	inspection	inspection	NOUN
ajird-177	127	6	of	of	ADP
ajird-177	127	7	histology	histology	NOUN
ajird-177	127	8	slides	slide	NOUN
ajird-177	127	9	is	be	AUX
ajird-177	127	10	based	base	VERB
ajird-177	127	11	on	on	ADP
ajird-177	127	12	pattern	pattern	NOUN
ajird-177	127	13	recognition	recognition	NOUN
ajird-177	127	14	approach	approach	NOUN
ajird-177	127	15	and	and	CCONJ
ajird-177	127	16	subjective	subjective	ADJ
ajird-177	127	17	opinion	opinion	NOUN
ajird-177	127	18	of	of	ADP
ajird-177	127	19	the	the	DET
ajird-177	127	20	pathologists	pathologist	NOUN
ajird-177	127	21	.	.	PUNCT
ajird-177	128	1	analysis	analysis	NOUN
ajird-177	128	2	of	of	ADP
ajird-177	128	3	histology	histology	NOUN
ajird-177	128	4	slide	slide	NOUN
ajird-177	128	5	is	be	AUX
ajird-177	128	6	a	a	DET
ajird-177	128	7	time	time	NOUN
ajird-177	128	8	-	-	PUNCT
ajird-177	128	9	consuming	consume	VERB
ajird-177	128	10	task	task	NOUN
ajird-177	128	11	and	and	CCONJ
ajird-177	128	12	requires	require	VERB
ajird-177	128	13	great	great	ADJ
ajird-177	128	14	care	care	NOUN
ajird-177	128	15	in	in	ADP
ajird-177	128	16	the	the	DET
ajird-177	128	17	interpretation	interpretation	NOUN
ajird-177	128	18	of	of	ADP
ajird-177	128	19	the	the	DET
ajird-177	128	20	disease	disease	NOUN
ajird-177	128	21	[	[	X
ajird-177	128	22	10	10	NUM
ajird-177	128	23	,	,	PUNCT
ajird-177	128	24	16	16	NUM
ajird-177	128	25	]	]	PUNCT
ajird-177	128	26	.	.	PUNCT
ajird-177	129	1	new	new	ADJ
ajird-177	129	2	cases	case	NOUN
ajird-177	129	3	of	of	ADP
ajird-177	129	4	cancer	cancer	NOUN
ajird-177	129	5	are	be	AUX
ajird-177	129	6	projected	project	VERB
ajird-177	129	7	to	to	PART
ajird-177	129	8	rise	rise	VERB
ajird-177	129	9	globally	globally	ADV
ajird-177	129	10	.	.	PUNCT
ajird-177	130	1	due	due	ADP
ajird-177	130	2	to	to	PART
ajird-177	130	3	matter	matter	VERB
ajird-177	130	4	the	the	DET
ajird-177	130	5	fact	fact	NOUN
ajird-177	130	6	,	,	PUNCT
ajird-177	130	7	pathology	pathology	NOUN
ajird-177	130	8	services	service	NOUN
ajird-177	130	9	are	be	AUX
ajird-177	130	10	continuously	continuously	ADV
ajird-177	130	11	pressurized	pressurize	VERB
ajird-177	130	12	to	to	PART
ajird-177	130	13	provide	provide	VERB
ajird-177	130	14	quality	quality	NOUN
ajird-177	130	15	analyses	analysis	NOUN
ajird-177	130	16	.	.	PUNCT
ajird-177	131	1	there	there	PRON
ajird-177	131	2	is	be	VERB
ajird-177	131	3	a	a	DET
ajird-177	131	4	severe	severe	ADJ
ajird-177	131	5	shortage	shortage	NOUN
ajird-177	131	6	of	of	ADP
ajird-177	131	7	pathologists	pathologist	NOUN
ajird-177	131	8	,	,	PUNCT
ajird-177	131	9	which	which	PRON
ajird-177	131	10	makes	make	VERB
ajird-177	131	11	it	it	PRON
ajird-177	131	12	difficult	difficult	ADJ
ajird-177	131	13	to	to	PART
ajird-177	131	14	quickly	quickly	ADV
ajird-177	131	15	analyze	analyze	VERB
ajird-177	131	16	histology	histology	NOUN
ajird-177	131	17	slides	slide	NOUN
ajird-177	131	18	,	,	PUNCT
ajird-177	131	19	putting	put	VERB
ajird-177	131	20	a	a	DET
ajird-177	131	21	heavy	heavy	ADJ
ajird-177	131	22	pressure	pressure	NOUN
ajird-177	131	23	on	on	ADP
ajird-177	131	24	the	the	DET
ajird-177	131	25	few	few	ADJ
ajird-177	131	26	pathologists	pathologist	NOUN
ajird-177	131	27	that	that	PRON
ajird-177	131	28	are	be	AUX
ajird-177	131	29	still	still	ADV
ajird-177	131	30	accessible	accessible	ADJ
ajird-177	131	31	.	.	PUNCT
ajird-177	132	1	in	in	ADP
ajird-177	132	2	sub	sub	ADJ
ajird-177	132	3	-	-	ADJ
ajird-177	132	4	saharan	saharan	ADJ
ajird-177	132	5	africa	africa	PROPN
ajird-177	132	6	and	and	CCONJ
ajird-177	132	7	china	china	PROPN
ajird-177	132	8	,	,	PUNCT
ajird-177	132	9	there	there	PRON
ajird-177	132	10	is	be	VERB
ajird-177	132	11	one	one	NUM
ajird-177	132	12	pathologist	pathologist	NOUN
ajird-177	132	13	for	for	ADP
ajird-177	132	14	every	every	DET
ajird-177	132	15	100,000	100,000	NUM
ajird-177	132	16	and	and	CCONJ
ajird-177	132	17	130,000	130,000	NUM
ajird-177	132	18	persons	person	NOUN
ajird-177	132	19	,	,	PUNCT
ajird-177	132	20	respectively	respectively	ADV
ajird-177	132	21	[	[	X
ajird-177	132	22	17	17	NUM
ajird-177	132	23	]	]	PUNCT
ajird-177	132	24	.	.	PUNCT
ajird-177	133	1	in	in	ADP
ajird-177	133	2	both	both	PRON
ajird-177	133	3	india	india	PROPN
ajird-177	133	4	and	and	CCONJ
ajird-177	133	5	the	the	DET
ajird-177	133	6	united	united	PROPN
ajird-177	133	7	states	states	PROPN
ajird-177	133	8	,	,	PUNCT
ajird-177	133	9	the	the	DET
ajird-177	133	10	situation	situation	NOUN
ajird-177	133	11	is	be	AUX
ajird-177	133	12	identical	identical	ADJ
ajird-177	133	13	(	(	PUNCT
ajird-177	133	14	us	us	PROPN
ajird-177	133	15	)	)	PUNCT
ajird-177	133	16	.	.	PUNCT
ajird-177	134	1	in	in	ADP
ajird-177	134	2	india	india	PROPN
ajird-177	134	3	,	,	PUNCT
ajird-177	134	4	one	one	NUM
ajird-177	134	5	pathologist	pathologist	NOUN
ajird-177	134	6	is	be	AUX
ajird-177	134	7	available	available	ADJ
ajird-177	134	8	for	for	ADP
ajird-177	134	9	every	every	DET
ajird-177	134	10	65,000	65,000	NUM
ajird-177	134	11	people	people	NOUN
ajird-177	134	12	,	,	PUNCT
ajird-177	134	13	but	but	CCONJ
ajird-177	134	14	in	in	ADP
ajird-177	134	15	the	the	DET
ajird-177	134	16	united	united	PROPN
ajird-177	134	17	states	states	PROPN
ajird-177	134	18	,	,	PUNCT
ajird-177	134	19	there	there	PRON
ajird-177	134	20	are	be	VERB
ajird-177	134	21	5.7	5.7	NUM
ajird-177	134	22	pathologists	pathologist	NOUN
ajird-177	134	23	for	for	ADP
ajird-177	134	24	every	every	DET
ajird-177	134	25	100,000	100,000	NUM
ajird-177	134	26	people	people	NOUN
ajird-177	134	27	american	american	ADJ
ajird-177	134	28	journal	journal	PROPN
ajird-177	134	29	of	of	ADP
ajird-177	134	30	interdisciplinary	interdisciplinary	ADJ
ajird-177	134	31	research	research	NOUN
ajird-177	134	32	and	and	CCONJ
ajird-177	134	33	development	development	NOUN
ajird-177	134	34	issn	issn	PROPN
ajird-177	134	35	online	online	NOUN
ajird-177	134	36	:	:	PUNCT
ajird-177	134	37	2771	2771	NUM
ajird-177	134	38	-	-	SYM
ajird-177	134	39	8948	8948	NUM
ajird-177	134	40	website	website	NOUN
ajird-177	134	41	:	:	PUNCT
ajird-177	134	42	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	134	43	volume	volume	NOUN
ajird-177	134	44	06	06	NUM
ajird-177	134	45	,	,	PUNCT
ajird-177	134	46	july	july	PROPN
ajird-177	134	47	,	,	PUNCT
ajird-177	134	48	2022	2022	NUM
ajird-177	134	49	102	102	NUM
ajird-177	135	1	|	|	ADV
ajird-177	135	2	p	p	NOUN
ajird-177	135	3	a	a	DET
ajird-177	135	4	g	g	NOUN
ajird-177	135	5	e	e	NOUN
ajird-177	136	1	[	[	X
ajird-177	136	2	18	18	NUM
ajird-177	136	3	]	]	PUNCT
ajird-177	136	4	.	.	PUNCT
ajird-177	137	1	to	to	PART
ajird-177	137	2	address	address	VERB
ajird-177	137	3	the	the	DET
ajird-177	137	4	challenge	challenge	NOUN
ajird-177	137	5	of	of	ADP
ajird-177	137	6	a	a	DET
ajird-177	137	7	potential	potential	ADJ
ajird-177	137	8	workforce	workforce	NOUN
ajird-177	137	9	crisis	crisis	NOUN
ajird-177	137	10	,	,	PUNCT
ajird-177	137	11	there	there	PRON
ajird-177	137	12	is	be	VERB
ajird-177	137	13	a	a	DET
ajird-177	137	14	need	need	NOUN
ajird-177	137	15	to	to	PART
ajird-177	137	16	enrich	enrich	VERB
ajird-177	137	17	the	the	DET
ajird-177	137	18	critical	critical	ADJ
ajird-177	137	19	services	service	NOUN
ajird-177	137	20	that	that	PRON
ajird-177	137	21	histopathology	histopathology	NOUN
ajird-177	137	22	offers	offer	VERB
ajird-177	137	23	to	to	ADP
ajird-177	137	24	cancer	cancer	NOUN
ajird-177	137	25	care	care	NOUN
ajird-177	137	26	.	.	PUNCT
ajird-177	138	1	in	in	ADP
ajird-177	138	2	recent	recent	ADJ
ajird-177	138	3	time	time	NOUN
ajird-177	138	4	,	,	PUNCT
ajird-177	138	5	digitization	digitization	NOUN
ajird-177	138	6	of	of	ADP
ajird-177	138	7	tissue	tissue	NOUN
ajird-177	138	8	samples	sample	NOUN
ajird-177	138	9	has	have	AUX
ajird-177	138	10	become	become	VERB
ajird-177	138	11	possible	possible	ADJ
ajird-177	138	12	due	due	ADP
ajird-177	138	13	to	to	ADP
ajird-177	138	14	digital	digital	ADJ
ajird-177	138	15	pathology	pathology	NOUN
ajird-177	138	16	and	and	CCONJ
ajird-177	138	17	computational	computational	ADJ
ajird-177	138	18	algorithms	algorithm	NOUN
ajird-177	138	19	which	which	PRON
ajird-177	138	20	includes	include	VERB
ajird-177	138	21	machine	machine	NOUN
ajird-177	138	22	learning	learning	NOUN
ajird-177	138	23	and	and	CCONJ
ajird-177	138	24	image	image	NOUN
ajird-177	138	25	processing	processing	NOUN
ajird-177	138	26	techniques	technique	NOUN
ajird-177	138	27	for	for	ADP
ajird-177	138	28	analyzing	analyze	VERB
ajird-177	138	29	the	the	DET
ajird-177	138	30	image	image	NOUN
ajird-177	138	31	[	[	X
ajird-177	138	32	19	19	NUM
ajird-177	138	33	-	-	SYM
ajird-177	138	34	20	20	NUM
ajird-177	138	35	]	]	PUNCT
ajird-177	138	36	.	.	PUNCT
ajird-177	139	1	the	the	DET
ajird-177	139	2	computational	computational	ADJ
ajird-177	139	3	algorithms	algorithm	NOUN
ajird-177	139	4	in	in	ADP
ajird-177	139	5	digital	digital	ADJ
ajird-177	139	6	pathology	pathology	NOUN
ajird-177	139	7	are	be	AUX
ajird-177	139	8	employed	employ	VERB
ajird-177	139	9	to	to	PART
ajird-177	139	10	detect	detect	VERB
ajird-177	139	11	fine	fine	ADJ
ajird-177	139	12	details	detail	NOUN
ajird-177	139	13	that	that	PRON
ajird-177	139	14	not	not	PART
ajird-177	139	15	easily	easily	ADV
ajird-177	139	16	be	be	AUX
ajird-177	139	17	determined	determine	VERB
ajird-177	139	18	by	by	ADP
ajird-177	139	19	the	the	DET
ajird-177	139	20	human	human	ADJ
ajird-177	139	21	eye	eye	NOUN
ajird-177	139	22	.	.	PUNCT
ajird-177	140	1	new	new	ADJ
ajird-177	140	2	machine	machine	NOUN
ajird-177	140	3	learning	learn	VERB
ajird-177	140	4	techniques	technique	NOUN
ajird-177	140	5	have	have	AUX
ajird-177	140	6	also	also	ADV
ajird-177	140	7	been	be	AUX
ajird-177	140	8	evolved	evolve	VERB
ajird-177	140	9	and	and	CCONJ
ajird-177	140	10	derived	derive	VERB
ajird-177	140	11	new	new	ADJ
ajird-177	140	12	innovations	innovation	NOUN
ajird-177	140	13	in	in	ADP
ajird-177	140	14	healthcare	healthcare	NOUN
ajird-177	140	15	by	by	ADP
ajird-177	140	16	assisting	assist	VERB
ajird-177	140	17	in	in	ADP
ajird-177	140	18	developing	develop	VERB
ajird-177	140	19	computer	computer	NOUN
ajird-177	140	20	-	-	PUNCT
ajird-177	140	21	aided	aid	VERB
ajird-177	140	22	detection	detection	NOUN
ajird-177	140	23	and	and	CCONJ
ajird-177	140	24	diagnosis	diagnosis	NOUN
ajird-177	140	25	systems	system	NOUN
ajird-177	140	26	.	.	PUNCT
ajird-177	141	1	high	high	ADJ
ajird-177	141	2	-	-	PUNCT
ajird-177	141	3	performance	performance	NOUN
ajird-177	141	4	computing	computing	NOUN
ajird-177	141	5	system	system	NOUN
ajird-177	141	6	and	and	CCONJ
ajird-177	141	7	low	low	ADJ
ajird-177	141	8	-	-	PUNCT
ajird-177	141	9	cost	cost	NOUN
ajird-177	141	10	memory	memory	NOUN
ajird-177	141	11	devices	device	NOUN
ajird-177	141	12	are	be	AUX
ajird-177	141	13	the	the	DET
ajird-177	141	14	fundamental	fundamental	ADJ
ajird-177	141	15	factors	factor	NOUN
ajird-177	141	16	behind	behind	ADP
ajird-177	141	17	the	the	DET
ajird-177	141	18	evolution	evolution	NOUN
ajird-177	141	19	of	of	ADP
ajird-177	141	20	soft	soft	ADJ
ajird-177	141	21	-	-	PUNCT
ajird-177	141	22	computing	compute	VERB
ajird-177	141	23	techniques	technique	NOUN
ajird-177	141	24	[	[	X
ajird-177	141	25	21	21	NUM
ajird-177	141	26	]	]	PUNCT
ajird-177	141	27	.	.	PUNCT
ajird-177	142	1	improvement	improvement	NOUN
ajird-177	142	2	in	in	ADP
ajird-177	142	3	image	image	NOUN
ajird-177	142	4	processing	processing	NOUN
ajird-177	142	5	techniques	technique	NOUN
ajird-177	142	6	and	and	CCONJ
ajird-177	142	7	machine	machine	NOUN
ajird-177	142	8	learning	learn	VERB
ajird-177	142	9	algorithms	algorithm	NOUN
ajird-177	142	10	also	also	ADV
ajird-177	142	11	provide	provide	VERB
ajird-177	142	12	potential	potential	NOUN
ajird-177	142	13	to	to	PART
ajird-177	142	14	develop	develop	VERB
ajird-177	142	15	histopathological	histopathological	ADJ
ajird-177	142	16	image	image	NOUN
ajird-177	142	17	-	-	PUNCT
ajird-177	142	18	based	base	VERB
ajird-177	142	19	computeraided	computeraide	VERB
ajird-177	142	20	detection	detection	NOUN
ajird-177	142	21	and	and	CCONJ
ajird-177	142	22	diagnosis	diagnosis	NOUN
ajird-177	142	23	systems	system	NOUN
ajird-177	142	24	that	that	PRON
ajird-177	142	25	can	can	AUX
ajird-177	142	26	add	add	VERB
ajird-177	142	27	a	a	DET
ajird-177	142	28	new	new	ADJ
ajird-177	142	29	value	value	NOUN
ajird-177	142	30	in	in	ADP
ajird-177	142	31	pathology	pathology	NOUN
ajird-177	142	32	services	service	NOUN
ajird-177	142	33	by	by	ADP
ajird-177	142	34	making	make	VERB
ajird-177	142	35	it	it	PRON
ajird-177	142	36	more	more	ADV
ajird-177	142	37	objective	objective	ADJ
ajird-177	142	38	,	,	PUNCT
ajird-177	142	39	productive	productive	ADJ
ajird-177	142	40	and	and	CCONJ
ajird-177	142	41	coherent	coherent	ADJ
ajird-177	142	42	in	in	ADP
ajird-177	142	43	diagnosis	diagnosis	NOUN
ajird-177	142	44	.	.	PUNCT
ajird-177	143	1	these	these	DET
ajird-177	143	2	systems	system	NOUN
ajird-177	143	3	can	can	AUX
ajird-177	143	4	also	also	ADV
ajird-177	143	5	be	be	AUX
ajird-177	143	6	used	use	VERB
ajird-177	143	7	as	as	ADP
ajird-177	143	8	a	a	DET
ajird-177	143	9	second	second	ADJ
ajird-177	143	10	opinion	opinion	NOUN
ajird-177	143	11	in	in	ADP
ajird-177	143	12	pathology	pathology	NOUN
ajird-177	143	13	in	in	ADP
ajird-177	143	14	order	order	NOUN
ajird-177	143	15	to	to	PART
ajird-177	143	16	complement	complement	VERB
ajird-177	143	17	the	the	DET
ajird-177	143	18	decision	decision	NOUN
ajird-177	143	19	of	of	ADP
ajird-177	143	20	the	the	DET
ajird-177	143	21	pathologists	pathologist	NOUN
ajird-177	143	22	.	.	PUNCT
ajird-177	144	1	in	in	ADP
ajird-177	144	2	near	near	ADP
ajird-177	144	3	future	future	ADJ
ajird-177	144	4	help	help	NOUN
ajird-177	144	5	in	in	ADP
ajird-177	144	6	maintaining	maintain	VERB
ajird-177	144	7	the	the	DET
ajird-177	144	8	data	datum	NOUN
ajird-177	144	9	concerning	concern	VERB
ajird-177	144	10	the	the	DET
ajird-177	144	11	variety	variety	NOUN
ajird-177	144	12	of	of	ADP
ajird-177	144	13	cancer	cancer	NOUN
ajird-177	144	14	types	type	NOUN
ajird-177	144	15	to	to	PART
ajird-177	144	16	diagnose	diagnose	VERB
ajird-177	144	17	the	the	DET
ajird-177	144	18	sufferer	sufferer	NOUN
ajird-177	144	19	form	form	NOUN
ajird-177	144	20	healthy	healthy	ADJ
ajird-177	144	21	one	one	NUM
ajird-177	144	22	.	.	PUNCT
ajird-177	145	1	figure	figure	VERB
ajird-177	145	2	3	3	NUM
ajird-177	145	3	:	:	PUNCT
ajird-177	145	4	representation	representation	NOUN
ajird-177	145	5	of	of	ADP
ajird-177	145	6	different	different	ADJ
ajird-177	145	7	tissues	tissue	NOUN
ajird-177	145	8	:	:	PUNCT
ajird-177	145	9	(	(	PUNCT
ajird-177	145	10	a	a	X
ajird-177	145	11	)	)	PUNCT
ajird-177	145	12	fat	fat	ADJ
ajird-177	145	13	tissue	tissue	NOUN
ajird-177	145	14	,	,	PUNCT
ajird-177	145	15	(	(	PUNCT
ajird-177	145	16	b	b	X
ajird-177	145	17	)	)	PUNCT
ajird-177	145	18	cell	cell	NOUN
ajird-177	145	19	nuclei	nucleus	NOUN
ajird-177	145	20	,	,	PUNCT
ajird-177	145	21	and	and	CCONJ
ajird-177	145	22	(	(	PUNCT
ajird-177	145	23	c	c	X
ajird-177	145	24	)	)	PUNCT
ajird-177	145	25	collagenrich	collagenrich	NOUN
ajird-177	145	26	stroma	stroma	NOUN
ajird-177	145	27	in	in	ADP
ajird-177	145	28	an	an	DET
ajird-177	145	29	example	example	NOUN
ajird-177	145	30	of	of	ADP
ajird-177	145	31	mucinous	mucinous	ADJ
ajird-177	145	32	carcinoma	carcinoma	NOUN
ajird-177	145	33	at	at	ADP
ajird-177	145	34	100x	100x	NUM
ajird-177	145	35	.	.	PUNCT
ajird-177	146	1	proposed	propose	VERB
ajird-177	146	2	system	system	NOUN
ajird-177	146	3	the	the	DET
ajird-177	146	4	prime	prime	ADJ
ajird-177	146	5	aim	aim	NOUN
ajird-177	146	6	of	of	ADP
ajird-177	146	7	this	this	DET
ajird-177	146	8	research	research	NOUN
ajird-177	146	9	work	work	NOUN
ajird-177	146	10	is	be	AUX
ajird-177	146	11	to	to	PART
ajird-177	146	12	assist	assist	VERB
ajird-177	146	13	pathologists	pathologist	NOUN
ajird-177	146	14	by	by	ADP
ajird-177	146	15	proposing	propose	VERB
ajird-177	146	16	a	a	DET
ajird-177	146	17	proficient	proficient	ADJ
ajird-177	146	18	and	and	CCONJ
ajird-177	146	19	accessible	accessible	ADJ
ajird-177	146	20	automated	automate	VERB
ajird-177	146	21	diagnosis	diagnosis	NOUN
ajird-177	146	22	system	system	NOUN
ajird-177	146	23	for	for	ADP
ajird-177	146	24	bc	bc	PROPN
ajird-177	146	25	.	.	PUNCT
ajird-177	147	1	the	the	DET
ajird-177	147	2	system	system	NOUN
ajird-177	147	3	must	must	AUX
ajird-177	147	4	capable	capable	ADJ
ajird-177	147	5	to	to	PART
ajird-177	147	6	discriminate	discriminate	VERB
ajird-177	147	7	bc	bc	PROPN
ajird-177	147	8	as	as	ADP
ajird-177	147	9	benign	benign	ADJ
ajird-177	147	10	or	or	CCONJ
ajird-177	147	11	malignant	malignant	ADJ
ajird-177	147	12	in	in	ADP
ajird-177	147	13	conjunction	conjunction	NOUN
ajird-177	147	14	with	with	ADP
ajird-177	147	15	the	the	DET
ajird-177	147	16	classification	classification	NOUN
ajird-177	147	17	of	of	ADP
ajird-177	147	18	breast	breast	NOUN
ajird-177	147	19	lesions	lesion	NOUN
ajird-177	147	20	in	in	ADP
ajird-177	147	21	sub	sub	ADJ
ajird-177	147	22	-	-	ADJ
ajird-177	147	23	ordinate	ordinate	ADJ
ajird-177	147	24	classes	class	NOUN
ajird-177	147	25	of	of	ADP
ajird-177	147	26	benign	benign	ADJ
ajird-177	147	27	and	and	CCONJ
ajird-177	147	28	malignant	malignant	ADJ
ajird-177	147	29	to	to	PART
ajird-177	147	30	determine	determine	VERB
ajird-177	147	31	the	the	DET
ajird-177	147	32	location	location	NOUN
ajird-177	147	33	of	of	ADP
ajird-177	147	34	american	american	ADJ
ajird-177	147	35	journal	journal	PROPN
ajird-177	147	36	of	of	ADP
ajird-177	147	37	interdisciplinary	interdisciplinary	ADJ
ajird-177	147	38	research	research	NOUN
ajird-177	147	39	and	and	CCONJ
ajird-177	147	40	development	development	NOUN
ajird-177	147	41	issn	issn	PROPN
ajird-177	147	42	online	online	NOUN
ajird-177	147	43	:	:	PUNCT
ajird-177	147	44	2771	2771	NUM
ajird-177	147	45	-	-	SYM
ajird-177	147	46	8948	8948	NUM
ajird-177	147	47	website	website	NOUN
ajird-177	147	48	:	:	PUNCT
ajird-177	147	49	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	147	50	volume	volume	NOUN
ajird-177	147	51	06	06	NUM
ajird-177	147	52	,	,	PUNCT
ajird-177	147	53	july	july	PROPN
ajird-177	147	54	,	,	PUNCT
ajird-177	147	55	2022	2022	NUM
ajird-177	147	56	103	103	NUM
ajird-177	148	1	|	|	ADV
ajird-177	148	2	p	p	NOUN
ajird-177	148	3	a	a	DET
ajird-177	148	4	g	g	PROPN
ajird-177	148	5	e	e	PROPN
ajird-177	148	6	bc	bc	PROPN
ajird-177	148	7	.	.	PUNCT
ajird-177	149	1	additionally	additionally	ADV
ajird-177	149	2	,	,	PUNCT
ajird-177	149	3	the	the	DET
ajird-177	149	4	proposed	propose	VERB
ajird-177	149	5	system	system	NOUN
ajird-177	149	6	must	must	AUX
ajird-177	149	7	be	be	AUX
ajird-177	149	8	robust	robust	ADJ
ajird-177	149	9	to	to	ADP
ajird-177	149	10	the	the	DET
ajird-177	149	11	magnification	magnification	NOUN
ajird-177	149	12	level	level	NOUN
ajird-177	149	13	of	of	ADP
ajird-177	149	14	the	the	DET
ajird-177	149	15	digital	digital	ADJ
ajird-177	149	16	histopathological	histopathological	ADJ
ajird-177	149	17	images	image	NOUN
ajird-177	149	18	for	for	ADP
ajird-177	149	19	a	a	DET
ajird-177	149	20	reliable	reliable	ADJ
ajird-177	149	21	diagnosis	diagnosis	NOUN
ajird-177	149	22	.	.	PUNCT
ajird-177	150	1	a	a	DET
ajird-177	150	2	magnification	magnification	NOUN
ajird-177	150	3	independent	independent	ADJ
ajird-177	150	4	classification	classification	NOUN
ajird-177	150	5	model	model	NOUN
ajird-177	150	6	for	for	ADP
ajird-177	150	7	the	the	DET
ajird-177	150	8	identification	identification	NOUN
ajird-177	150	9	of	of	ADP
ajird-177	150	10	bc	bc	PROPN
ajird-177	150	11	histopathology	histopathology	PROPN
ajird-177	150	12	pictures	picture	NOUN
ajird-177	150	13	was	be	AUX
ajird-177	150	14	created	create	VERB
ajird-177	150	15	to	to	PART
ajird-177	150	16	give	give	VERB
ajird-177	150	17	an	an	DET
ajird-177	150	18	effective	effective	ADJ
ajird-177	150	19	,	,	PUNCT
ajird-177	150	20	reliable	reliable	ADJ
ajird-177	150	21	and	and	CCONJ
ajird-177	150	22	resilient	resilient	ADJ
ajird-177	150	23	automated	automate	VERB
ajird-177	150	24	system	system	NOUN
ajird-177	150	25	for	for	ADP
ajird-177	150	26	binary	binary	NOUN
ajird-177	150	27	as	as	ADV
ajird-177	150	28	well	well	ADV
ajird-177	150	29	as	as	ADP
ajird-177	150	30	multi	multi	ADJ
ajird-177	150	31	-	-	NOUN
ajird-177	150	32	classification	classification	NOUN
ajird-177	150	33	.	.	PUNCT
ajird-177	151	1	as	as	ADP
ajird-177	151	2	a	a	DET
ajird-177	151	3	result	result	NOUN
ajird-177	151	4	of	of	ADP
ajird-177	151	5	the	the	DET
ajird-177	151	6	hierarchical	hierarchical	ADJ
ajird-177	151	7	representation	representation	NOUN
ajird-177	151	8	of	of	ADP
ajird-177	151	9	learning	learn	VERB
ajird-177	151	10	semantic	semantic	ADJ
ajird-177	151	11	and	and	CCONJ
ajird-177	151	12	discriminating	discriminate	VERB
ajird-177	151	13	features	feature	NOUN
ajird-177	151	14	from	from	ADP
ajird-177	151	15	low	low	ADJ
ajird-177	151	16	-	-	PUNCT
ajird-177	151	17	level	level	NOUN
ajird-177	151	18	to	to	ADP
ajird-177	151	19	high	high	ADJ
ajird-177	151	20	-	-	PUNCT
ajird-177	151	21	level	level	NOUN
ajird-177	151	22	,	,	PUNCT
ajird-177	151	23	cnn	cnn	PROPN
ajird-177	151	24	does	do	AUX
ajird-177	151	25	not	not	PART
ajird-177	151	26	require	require	VERB
ajird-177	151	27	handcrafted	handcrafted	ADJ
ajird-177	151	28	feature	feature	NOUN
ajird-177	151	29	engineering	engineering	NOUN
ajird-177	151	30	.	.	PUNCT
ajird-177	152	1	in	in	ADP
ajird-177	152	2	the	the	DET
ajird-177	152	3	present	present	ADJ
ajird-177	152	4	work	work	NOUN
ajird-177	152	5	,	,	PUNCT
ajird-177	152	6	we	we	PRON
ajird-177	152	7	have	have	AUX
ajird-177	152	8	determined	determine	VERB
ajird-177	152	9	the	the	DET
ajird-177	152	10	potential	potential	NOUN
ajird-177	152	11	of	of	ADP
ajird-177	152	12	proposed	propose	VERB
ajird-177	152	13	magnification	magnification	NOUN
ajird-177	152	14	independent	independent	ADJ
ajird-177	152	15	cnn	cnn	PROPN
ajird-177	152	16	in	in	ADP
ajird-177	152	17	binary	binary	ADJ
ajird-177	152	18	and	and	CCONJ
ajird-177	152	19	multi	multi	ADJ
ajird-177	152	20	-	-	NOUN
ajird-177	152	21	classification	classification	NOUN
ajird-177	152	22	of	of	ADP
ajird-177	152	23	bc	bc	PROPN
ajird-177	152	24	using	use	VERB
ajird-177	152	25	histopathological	histopathological	ADJ
ajird-177	152	26	image	image	NOUN
ajird-177	152	27	.	.	PUNCT
ajird-177	153	1	figure	figure	VERB
ajird-177	153	2	4	4	NUM
ajird-177	153	3	:	:	PUNCT
ajird-177	153	4	schematic	schematic	ADJ
ajird-177	153	5	representation	representation	NOUN
ajird-177	153	6	of	of	ADP
ajird-177	153	7	(	(	PUNCT
ajird-177	153	8	a	a	PRON
ajird-177	153	9	)	)	PUNCT
ajird-177	153	10	training	training	NOUN
ajird-177	153	11	and	and	CCONJ
ajird-177	153	12	(	(	PUNCT
ajird-177	153	13	b	b	NOUN
ajird-177	153	14	)	)	PUNCT
ajird-177	153	15	testing	testing	NOUN
ajird-177	153	16	protocol	protocol	NOUN
ajird-177	153	17	in	in	ADP
ajird-177	153	18	conjunction	conjunction	NOUN
ajird-177	153	19	with	with	ADP
ajird-177	153	20	performance	performance	NOUN
ajird-177	153	21	evaluation	evaluation	NOUN
ajird-177	153	22	metrics	metric	NOUN
ajird-177	153	23	used	use	VERB
ajird-177	153	24	in	in	ADP
ajird-177	153	25	magnification	magnification	NOUN
ajird-177	153	26	independent	independent	ADJ
ajird-177	153	27	multi	multi	ADJ
ajird-177	153	28	-	-	NOUN
ajird-177	153	29	classification	classification	NOUN
ajird-177	153	30	.	.	PUNCT
ajird-177	154	1	methodology	methodology	NOUN
ajird-177	154	2	a	a	DET
ajird-177	154	3	new	new	ADJ
ajird-177	154	4	cnn	cnn	NOUN
ajird-177	154	5	architecture	architecture	NOUN
ajird-177	154	6	based	base	VERB
ajird-177	154	7	on	on	ADP
ajird-177	154	8	a	a	DET
ajird-177	154	9	predetermined	predetermine	VERB
ajird-177	154	10	training	training	NOUN
ajird-177	154	11	strategy	strategy	NOUN
ajird-177	154	12	has	have	AUX
ajird-177	154	13	been	be	AUX
ajird-177	154	14	suggested	suggest	VERB
ajird-177	154	15	.	.	PUNCT
ajird-177	155	1	image	image	NOUN
ajird-177	155	2	samples	sample	NOUN
ajird-177	155	3	for	for	ADP
ajird-177	155	4	each	each	DET
ajird-177	155	5	class	class	NOUN
ajird-177	155	6	are	be	AUX
ajird-177	155	7	equally	equally	ADV
ajird-177	155	8	distributed	distribute	VERB
ajird-177	155	9	throughout	throughout	ADP
ajird-177	155	10	a	a	DET
ajird-177	155	11	stratified	stratified	ADJ
ajird-177	155	12	training	training	NOUN
ajird-177	155	13	set	set	NOUN
ajird-177	155	14	.	.	PUNCT
ajird-177	156	1	in	in	ADP
ajird-177	156	2	order	order	NOUN
ajird-177	156	3	to	to	PART
ajird-177	156	4	get	get	VERB
ajird-177	156	5	an	an	DET
ajird-177	156	6	equal	equal	ADJ
ajird-177	156	7	distribution	distribution	NOUN
ajird-177	156	8	of	of	ADP
ajird-177	156	9	images	image	NOUN
ajird-177	156	10	across	across	ADP
ajird-177	156	11	all	all	DET
ajird-177	156	12	magnification	magnification	NOUN
ajird-177	156	13	settings	setting	NOUN
ajird-177	156	14	,	,	PUNCT
ajird-177	156	15	balancing	balancing	NOUN
ajird-177	156	16	was	be	AUX
ajird-177	156	17	performed	perform	VERB
ajird-177	156	18	prior	prior	ADV
ajird-177	156	19	to	to	ADP
ajird-177	156	20	training	training	NOUN
ajird-177	156	21	.	.	PUNCT
ajird-177	157	1	in	in	ADP
ajird-177	157	2	order	order	NOUN
ajird-177	157	3	to	to	PART
ajird-177	157	4	make	make	VERB
ajird-177	157	5	all	all	DET
ajird-177	157	6	classes	class	NOUN
ajird-177	157	7	equal	equal	ADJ
ajird-177	157	8	,	,	PUNCT
ajird-177	157	9	they	they	PRON
ajird-177	157	10	are	be	AUX
ajird-177	157	11	randomly	randomly	ADV
ajird-177	157	12	down	down	ADP
ajird-177	157	13	sampled	sample	VERB
ajird-177	157	14	.	.	PUNCT
ajird-177	158	1	classes	class	NOUN
ajird-177	158	2	with	with	ADP
ajird-177	158	3	the	the	DET
ajird-177	158	4	fewest	few	ADJ
ajird-177	158	5	picture	picture	NOUN
ajird-177	158	6	samples	sample	NOUN
ajird-177	158	7	are	be	AUX
ajird-177	158	8	left	leave	VERB
ajird-177	158	9	alone	alone	ADV
ajird-177	158	10	.	.	PUNCT
ajird-177	159	1	down	down	ADJ
ajird-177	159	2	sampling	sample	VERB
ajird-177	159	3	is	be	AUX
ajird-177	159	4	applied	apply	VERB
ajird-177	159	5	to	to	ADP
ajird-177	159	6	each	each	DET
ajird-177	159	7	magnification	magnification	NOUN
ajird-177	159	8	level	level	NOUN
ajird-177	159	9	's	's	PART
ajird-177	159	10	classes	class	NOUN
ajird-177	159	11	in	in	ADP
ajird-177	159	12	order	order	NOUN
ajird-177	159	13	to	to	PART
ajird-177	159	14	reduce	reduce	VERB
ajird-177	159	15	their	their	PRON
ajird-177	159	16	size	size	NOUN
ajird-177	159	17	.	.	PUNCT
ajird-177	160	1	in	in	ADP
ajird-177	160	2	order	order	NOUN
ajird-177	160	3	to	to	PART
ajird-177	160	4	create	create	VERB
ajird-177	160	5	a	a	DET
ajird-177	160	6	magnification	magnification	NOUN
ajird-177	160	7	independent	independent	ADJ
ajird-177	160	8	binary	binary	NOUN
ajird-177	160	9	as	as	ADV
ajird-177	160	10	well	well	ADV
ajird-177	160	11	as	as	ADP
ajird-177	160	12	multi	multi	ADJ
ajird-177	160	13	-	-	ADJ
ajird-177	160	14	classification	classification	ADJ
ajird-177	160	15	system	system	NOUN
ajird-177	160	16	,	,	PUNCT
ajird-177	160	17	all	all	DET
ajird-177	160	18	the	the	DET
ajird-177	160	19	photos	photo	NOUN
ajird-177	160	20	of	of	ADP
ajird-177	160	21	the	the	DET
ajird-177	160	22	dataset	dataset	NOUN
ajird-177	160	23	are	be	AUX
ajird-177	160	24	placed	place	VERB
ajird-177	160	25	in	in	ADP
ajird-177	160	26	a	a	DET
ajird-177	160	27	same	same	ADJ
ajird-177	160	28	folder	folder	NOUN
ajird-177	160	29	american	american	PROPN
ajird-177	160	30	journal	journal	PROPN
ajird-177	160	31	of	of	ADP
ajird-177	160	32	interdisciplinary	interdisciplinary	ADJ
ajird-177	160	33	research	research	NOUN
ajird-177	160	34	and	and	CCONJ
ajird-177	160	35	development	development	NOUN
ajird-177	160	36	issn	issn	PROPN
ajird-177	160	37	online	online	NOUN
ajird-177	160	38	:	:	PUNCT
ajird-177	160	39	2771	2771	NUM
ajird-177	160	40	-	-	SYM
ajird-177	160	41	8948	8948	NUM
ajird-177	160	42	website	website	NOUN
ajird-177	160	43	:	:	PUNCT
ajird-177	160	44	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	160	45	volume	volume	NOUN
ajird-177	160	46	06	06	NUM
ajird-177	160	47	,	,	PUNCT
ajird-177	160	48	july	july	PROPN
ajird-177	160	49	,	,	PUNCT
ajird-177	160	50	2022	2022	NUM
ajird-177	160	51	104	104	NUM
ajird-177	161	1	|	|	ADV
ajird-177	161	2	p	p	X
ajird-177	161	3	a	a	DET
ajird-177	161	4	g	g	NOUN
ajird-177	161	5	e	e	NOUN
ajird-177	161	6	without	without	ADP
ajird-177	161	7	considering	consider	VERB
ajird-177	161	8	their	their	PRON
ajird-177	161	9	magnification	magnification	NOUN
ajird-177	161	10	level	level	NOUN
ajird-177	161	11	.	.	PUNCT
ajird-177	162	1	however	however	ADV
ajird-177	162	2	,	,	PUNCT
ajird-177	162	3	independent	independent	ADJ
ajird-177	162	4	tests	test	NOUN
ajird-177	162	5	have	have	AUX
ajird-177	162	6	been	be	AUX
ajird-177	162	7	conducted	conduct	VERB
ajird-177	162	8	to	to	PART
ajird-177	162	9	assess	assess	VERB
ajird-177	162	10	the	the	DET
ajird-177	162	11	model	model	NOUN
ajird-177	162	12	's	's	PART
ajird-177	162	13	capacity	capacity	NOUN
ajird-177	162	14	to	to	PART
ajird-177	162	15	classify	classify	VERB
ajird-177	162	16	data	datum	NOUN
ajird-177	162	17	based	base	VERB
ajird-177	162	18	on	on	ADP
ajird-177	162	19	magnification	magnification	NOUN
ajird-177	162	20	.	.	PUNCT
ajird-177	163	1	figure	figure	NOUN
ajird-177	163	2	4	4	NUM
ajird-177	163	3	shows	show	VERB
ajird-177	163	4	a	a	DET
ajird-177	163	5	diagrammatic	diagrammatic	ADJ
ajird-177	163	6	representation	representation	NOUN
ajird-177	163	7	of	of	ADP
ajird-177	163	8	the	the	DET
ajird-177	163	9	proposed	propose	VERB
ajird-177	163	10	technique	technique	NOUN
ajird-177	163	11	.	.	PUNCT
ajird-177	164	1	a	a	DET
ajird-177	164	2	90	90	NUM
ajird-177	164	3	percent	percent	NOUN
ajird-177	164	4	training	training	NOUN
ajird-177	164	5	set	set	NOUN
ajird-177	164	6	and	and	CCONJ
ajird-177	164	7	a	a	DET
ajird-177	164	8	10	10	NUM
ajird-177	164	9	percent	percent	NOUN
ajird-177	164	10	testing	testing	NOUN
ajird-177	164	11	set	set	NOUN
ajird-177	164	12	have	have	AUX
ajird-177	164	13	been	be	AUX
ajird-177	164	14	created	create	VERB
ajird-177	164	15	from	from	ADP
ajird-177	164	16	the	the	DET
ajird-177	164	17	dataset	dataset	NOUN
ajird-177	164	18	.	.	PUNCT
ajird-177	165	1	there	there	PRON
ajird-177	165	2	is	be	VERB
ajird-177	165	3	a	a	DET
ajird-177	165	4	75/25	75/25	NUM
ajird-177	165	5	split	split	NOUN
ajird-177	165	6	between	between	ADP
ajird-177	165	7	a	a	DET
ajird-177	165	8	training	training	NOUN
ajird-177	165	9	and	and	CCONJ
ajird-177	165	10	validation	validation	NOUN
ajird-177	165	11	set	set	NOUN
ajird-177	165	12	.	.	PUNCT
ajird-177	166	1	both	both	DET
ajird-177	166	2	balanced	balanced	ADJ
ajird-177	166	3	training	training	NOUN
ajird-177	166	4	and	and	CCONJ
ajird-177	166	5	validation	validation	NOUN
ajird-177	166	6	sets	set	NOUN
ajird-177	166	7	have	have	AUX
ajird-177	166	8	been	be	AUX
ajird-177	166	9	augmented	augment	VERB
ajird-177	166	10	with	with	ADP
ajird-177	166	11	90o	90o	NUM
ajird-177	166	12	,	,	PUNCT
ajird-177	166	13	180o	180o	NUM
ajird-177	166	14	,	,	PUNCT
ajird-177	166	15	and	and	CCONJ
ajird-177	167	1	270o	270o	NUM
ajird-177	167	2	rotations	rotation	NOUN
ajird-177	167	3	of	of	ADP
ajird-177	167	4	each	each	DET
ajird-177	167	5	image	image	NOUN
ajird-177	167	6	[	[	X
ajird-177	167	7	9	9	NUM
ajird-177	167	8	]	]	PUNCT
ajird-177	167	9	.	.	PUNCT
ajird-177	168	1	table	table	NOUN
ajird-177	168	2	1	1	NUM
ajird-177	168	3	:	:	PUNCT
ajird-177	168	4	description	description	NOUN
ajird-177	168	5	of	of	ADP
ajird-177	168	6	cnn	cnn	PROPN
ajird-177	168	7	architecture	architecture	NOUN
ajird-177	168	8	layer	layer	NOUN
ajird-177	168	9	type	type	NOUN
ajird-177	168	10	activati	activati	PROPN
ajird-177	168	11	on	on	ADP
ajird-177	168	12	regularizat	regularizat	ADJ
ajird-177	168	13	ion	ion	NOUN
ajird-177	168	14	no	no	NOUN
ajird-177	168	15	.	.	PUNCT
ajird-177	169	1	of	of	ADP
ajird-177	169	2	filters	filter	NOUN
ajird-177	169	3	filter	filter	NOUN
ajird-177	169	4	size	size	NOUN
ajird-177	169	5	pooling	pool	VERB
ajird-177	169	6	size	size	NOUN
ajird-177	169	7	/	/	SYM
ajird-177	169	8	stri	stri	NOUN
ajird-177	169	9	de	de	PROPN
ajird-177	169	10	zero	zero	NUM
ajird-177	169	11	paddi	paddi	NOUN
ajird-177	169	12	ng	ng	PROPN
ajird-177	169	13	conv1	conv1	PROPN
ajird-177	169	14	convolution	convolution	PROPN
ajird-177	169	15	al	al	PROPN
ajird-177	169	16	relu	relu	PROPN
ajird-177	169	17	32	32	NUM
ajird-177	169	18	3x	3x	NUM
ajird-177	169	19	3	3	NUM
ajird-177	169	20	conv2	conv2	NOUN
ajird-177	169	21	convolutiona	convolutiona	ADJ
ajird-177	169	22	l	l	NOUN
ajird-177	169	23	relu	relu	NOUN
ajird-177	169	24	32	32	NUM
ajird-177	169	25	3x	3x	NUM
ajird-177	169	26	3	3	NUM
ajird-177	169	27	2x2	2x2	NUM
ajird-177	169	28	conv3	conv3	NOUN
ajird-177	169	29	convolutiona	convolutiona	ADJ
ajird-177	169	30	l	l	NOUN
ajird-177	169	31	relu	relu	NOUN
ajird-177	169	32	64	64	NUM
ajird-177	169	33	3x	3x	NUM
ajird-177	169	34	3	3	NUM
ajird-177	169	35	2x2	2x2	NUM
ajird-177	169	36	maxpool	maxpool	NOUN
ajird-177	169	37	pooling	pool	VERB
ajird-177	169	38	2x2/2	2x2/2	PROPN
ajird-177	169	39	fc1	fc1	PROPN
ajird-177	169	40	fullyconnected	fullyconnecte	VERB
ajird-177	169	41	relu	relu	NOUN
ajird-177	169	42	dropout	dropout	NOUN
ajird-177	169	43	128	128	NUM
ajird-177	169	44	nodes	node	NOUN
ajird-177	169	45	1x1	1x1	NUM
ajird-177	169	46	fc2	fc2	PROPN
ajird-177	169	47	fullyconnected	fullyconnecte	VERB
ajird-177	169	48	relu	relu	NOUN
ajird-177	169	49	dropout	dropout	NOUN
ajird-177	169	50	128	128	NUM
ajird-177	169	51	nodes	node	NOUN
ajird-177	169	52	1x1	1x1	NUM
ajird-177	169	53	cnn	cnn	PROPN
ajird-177	169	54	topology	topology	NOUN
ajird-177	169	55	in	in	ADP
ajird-177	169	56	cnn	cnn	PROPN
ajird-177	169	57	,	,	PUNCT
ajird-177	169	58	visual	visual	ADJ
ajird-177	169	59	representations	representation	NOUN
ajird-177	169	60	are	be	AUX
ajird-177	169	61	identified	identify	VERB
ajird-177	169	62	directly	directly	ADV
ajird-177	169	63	from	from	ADP
ajird-177	169	64	images	image	NOUN
ajird-177	169	65	[	[	X
ajird-177	169	66	160	160	NUM
ajird-177	169	67	]	]	X
ajird-177	169	68	.	.	PUNCT
ajird-177	170	1	tensorflow	tensorflow	NOUN
ajird-177	170	2	framework	framework	NOUN
ajird-177	170	3	was	be	AUX
ajird-177	170	4	used	use	VERB
ajird-177	170	5	to	to	PART
ajird-177	170	6	implement	implement	VERB
ajird-177	170	7	the	the	DET
ajird-177	170	8	proposed	propose	VERB
ajird-177	170	9	cnn	cnn	PROPN
ajird-177	170	10	.	.	PUNCT
ajird-177	171	1	224x224	224x224	NUM
ajird-177	171	2	input	input	NOUN
ajird-177	171	3	picture	picture	NOUN
ajird-177	171	4	is	be	AUX
ajird-177	171	5	mapped	map	VERB
ajird-177	171	6	to	to	ADP
ajird-177	171	7	56x56	56x56	NUM
ajird-177	171	8	feature	feature	NOUN
ajird-177	171	9	maps	map	NOUN
ajird-177	171	10	in	in	ADP
ajird-177	171	11	the	the	DET
ajird-177	171	12	first	first	ADJ
ajird-177	171	13	two	two	NUM
ajird-177	171	14	convolutional	convolutional	ADJ
ajird-177	171	15	layers	layer	NOUN
ajird-177	171	16	(	(	PUNCT
ajird-177	171	17	table	table	NOUN
ajird-177	171	18	1	1	NUM
ajird-177	171	19	)	)	PUNCT
ajird-177	171	20	.	.	PUNCT
ajird-177	172	1	a	a	DET
ajird-177	172	2	3x3	3x3	NUM
ajird-177	172	3	kernel	kernel	NOUN
ajird-177	172	4	with	with	ADP
ajird-177	172	5	32	32	NUM
ajird-177	172	6	filters	filter	NOUN
ajird-177	172	7	is	be	AUX
ajird-177	172	8	used	use	VERB
ajird-177	172	9	in	in	ADP
ajird-177	172	10	both	both	CCONJ
ajird-177	172	11	convolutional	convolutional	ADJ
ajird-177	172	12	layers	layer	NOUN
ajird-177	172	13	.	.	PUNCT
ajird-177	173	1	we	we	PRON
ajird-177	173	2	add	add	VERB
ajird-177	173	3	another	another	DET
ajird-177	173	4	convolutional	convolutional	ADJ
ajird-177	173	5	layer	layer	NOUN
ajird-177	173	6	to	to	ADP
ajird-177	173	7	the	the	DET
ajird-177	173	8	network	network	NOUN
ajird-177	173	9	(	(	PUNCT
ajird-177	173	10	conv3	conv3	PROPN
ajird-177	173	11	)	)	PUNCT
ajird-177	173	12	.	.	PUNCT
ajird-177	174	1	this	this	DET
ajird-177	174	2	layer	layer	NOUN
ajird-177	174	3	is	be	AUX
ajird-177	174	4	comprised	comprise	VERB
ajird-177	174	5	of	of	ADP
ajird-177	174	6	32	32	NUM
ajird-177	174	7	filters	filter	NOUN
ajird-177	174	8	of	of	ADP
ajird-177	174	9	size	size	NOUN
ajird-177	174	10	3x3	3x3	NUM
ajird-177	174	11	.	.	PUNCT
ajird-177	175	1	this	this	PRON
ajird-177	175	2	is	be	AUX
ajird-177	175	3	followed	follow	VERB
ajird-177	175	4	by	by	ADP
ajird-177	175	5	one	one	NUM
ajird-177	175	6	layer	layer	NOUN
ajird-177	175	7	of	of	ADP
ajird-177	175	8	pooling	pool	VERB
ajird-177	175	9	and	and	CCONJ
ajird-177	175	10	flattening	flattening	NOUN
ajird-177	175	11	in	in	ADP
ajird-177	175	12	the	the	DET
ajird-177	175	13	architecture	architecture	NOUN
ajird-177	175	14	.	.	PUNCT
ajird-177	176	1	maximum	maximum	ADJ
ajird-177	176	2	pooling	pooling	NOUN
ajird-177	176	3	is	be	AUX
ajird-177	176	4	done	do	VERB
ajird-177	176	5	by	by	ADP
ajird-177	176	6	utilizing	utilize	VERB
ajird-177	176	7	a	a	DET
ajird-177	176	8	kernel	kernel	NOUN
ajird-177	176	9	with	with	ADP
ajird-177	176	10	a	a	DET
ajird-177	176	11	stride	stride	ADJ
ajird-177	176	12	value	value	NOUN
ajird-177	176	13	of	of	ADP
ajird-177	176	14	2	2	NUM
ajird-177	176	15	and	and	CCONJ
ajird-177	176	16	a	a	DET
ajird-177	176	17	kernel	kernel	NOUN
ajird-177	176	18	size	size	NOUN
ajird-177	176	19	2x2	2x2	NUM
ajird-177	176	20	.	.	PUNCT
ajird-177	177	1	for	for	ADP
ajird-177	177	2	the	the	DET
ajird-177	177	3	second	second	ADJ
ajird-177	177	4	and	and	CCONJ
ajird-177	177	5	third	third	ADJ
ajird-177	177	6	convolutional	convolutional	ADJ
ajird-177	177	7	layers	layer	NOUN
ajird-177	177	8	,	,	PUNCT
ajird-177	177	9	no	no	DET
ajird-177	177	10	padding	padding	NOUN
ajird-177	177	11	is	be	AUX
ajird-177	177	12	applied	apply	VERB
ajird-177	177	13	because	because	SCONJ
ajird-177	177	14	a	a	DET
ajird-177	177	15	convolutional	convolutional	ADJ
ajird-177	177	16	operation	operation	NOUN
ajird-177	177	17	always	always	ADV
ajird-177	177	18	results	result	VERB
ajird-177	177	19	in	in	ADP
ajird-177	177	20	a	a	DET
ajird-177	177	21	smaller	small	ADJ
ajird-177	177	22	image	image	NOUN
ajird-177	177	23	.	.	PUNCT
ajird-177	178	1	a	a	DET
ajird-177	178	2	flattened	flatten	VERB
ajird-177	178	3	layer	layer	NOUN
ajird-177	178	4	of	of	ADP
ajird-177	178	5	50,176	50,176	NUM
ajird-177	178	6	features	feature	NOUN
ajird-177	178	7	is	be	AUX
ajird-177	178	8	followed	follow	VERB
ajird-177	178	9	by	by	ADP
ajird-177	178	10	two	two	NUM
ajird-177	178	11	completely	completely	ADV
ajird-177	178	12	connected	connected	ADJ
ajird-177	178	13	levels	level	NOUN
ajird-177	178	14	(	(	PUNCT
ajird-177	178	15	fc1	fc1	PROPN
ajird-177	178	16	and	and	CCONJ
ajird-177	178	17	fc2	fc2	PROPN
ajird-177	178	18	)	)	PUNCT
ajird-177	178	19	.	.	PUNCT
ajird-177	179	1	the	the	DET
ajird-177	179	2	entire	entire	ADJ
ajird-177	179	3	network	network	NOUN
ajird-177	179	4	has	have	VERB
ajird-177	179	5	128	128	NUM
ajird-177	179	6	completely	completely	ADV
ajird-177	179	7	connected	connect	VERB
ajird-177	179	8	nodes	node	NOUN
ajird-177	179	9	in	in	ADP
ajird-177	179	10	each	each	DET
ajird-177	179	11	layer	layer	NOUN
ajird-177	179	12	.	.	PUNCT
ajird-177	180	1	a	a	DET
ajird-177	180	2	softmax	softmax	NOUN
ajird-177	180	3	layer	layer	NOUN
ajird-177	180	4	is	be	AUX
ajird-177	180	5	added	add	VERB
ajird-177	180	6	in	in	ADP
ajird-177	180	7	the	the	DET
ajird-177	180	8	end	end	NOUN
ajird-177	180	9	to	to	PART
ajird-177	180	10	acquire	acquire	VERB
ajird-177	180	11	the	the	DET
ajird-177	180	12	desired	desire	VERB
ajird-177	180	13	outcome	outcome	NOUN
ajird-177	180	14	.	.	PUNCT
ajird-177	181	1	relu	relu	NOUN
ajird-177	181	2	activation	activation	NOUN
ajird-177	181	3	is	be	AUX
ajird-177	181	4	applied	apply	VERB
ajird-177	181	5	to	to	ADP
ajird-177	181	6	the	the	DET
ajird-177	181	7	entire	entire	ADJ
ajird-177	181	8	convolutional	convolutional	ADJ
ajird-177	181	9	and	and	CCONJ
ajird-177	181	10	fully	fully	ADV
ajird-177	181	11	connected	connected	ADJ
ajird-177	181	12	layer	layer	NOUN
ajird-177	181	13	for	for	ADP
ajird-177	181	14	nonlinearity	nonlinearity	NOUN
ajird-177	181	15	in	in	ADP
ajird-177	181	16	the	the	DET
ajird-177	181	17	network	network	NOUN
ajird-177	181	18	.	.	PUNCT
ajird-177	182	1	dataset	dataset	PROPN
ajird-177	182	2	broken	break	VERB
ajird-177	182	3	histopathological	histopathological	ADJ
ajird-177	182	4	images	image	NOUN
ajird-177	182	5	is	be	AUX
ajird-177	182	6	the	the	DET
ajird-177	182	7	largest	large	ADJ
ajird-177	182	8	dataset	dataset	NOUN
ajird-177	182	9	of	of	ADP
ajird-177	182	10	histopathological	histopathological	ADJ
ajird-177	182	11	images	image	NOUN
ajird-177	182	12	of	of	ADP
ajird-177	182	13	breast	breast	NOUN
ajird-177	182	14	cancer	cancer	NOUN
ajird-177	182	15	.	.	PUNCT
ajird-177	183	1	it	it	PRON
ajird-177	183	2	was	be	AUX
ajird-177	183	3	developed	develop	VERB
ajird-177	183	4	in	in	ADP
ajird-177	183	5	partnership	partnership	NOUN
ajird-177	183	6	with	with	ADP
ajird-177	183	7	parana	parana	PROPN
ajird-177	183	8	's	's	PART
ajird-177	183	9	prognostics	prognostic	NOUN
ajird-177	183	10	and	and	CCONJ
ajird-177	183	11	diagnostic	diagnostic	ADJ
ajird-177	183	12	(	(	PUNCT
ajird-177	183	13	p&d	p&d	PROPN
ajird-177	183	14	)	)	PUNCT
ajird-177	183	15	laboratory	laboratory	NOUN
ajird-177	183	16	.	.	PUNCT
ajird-177	184	1	at	at	ADP
ajird-177	184	2	four	four	NUM
ajird-177	184	3	different	different	ADJ
ajird-177	184	4	magnification	magnification	NOUN
ajird-177	184	5	levels	level	NOUN
ajird-177	184	6	,	,	PUNCT
ajird-177	184	7	the	the	DET
ajird-177	184	8	collection	collection	NOUN
ajird-177	184	9	contains	contain	VERB
ajird-177	184	10	7909	7909	NUM
ajird-177	184	11	histological	histological	ADJ
ajird-177	184	12	pictures	picture	NOUN
ajird-177	184	13	of	of	ADP
ajird-177	184	14	breast	breast	NOUN
ajird-177	184	15	cancer	cancer	NOUN
ajird-177	184	16	from	from	ADP
ajird-177	184	17	82	82	NUM
ajird-177	184	18	patients	patient	NOUN
ajird-177	184	19	,	,	PUNCT
ajird-177	184	20	totaling	total	VERB
ajird-177	184	21	7909	7909	NUM
ajird-177	184	22	american	american	ADJ
ajird-177	184	23	journal	journal	PROPN
ajird-177	184	24	of	of	ADP
ajird-177	184	25	interdisciplinary	interdisciplinary	ADJ
ajird-177	184	26	research	research	NOUN
ajird-177	184	27	and	and	CCONJ
ajird-177	184	28	development	development	NOUN
ajird-177	184	29	issn	issn	PROPN
ajird-177	184	30	online	online	NOUN
ajird-177	184	31	:	:	PUNCT
ajird-177	184	32	2771	2771	NUM
ajird-177	184	33	-	-	SYM
ajird-177	184	34	8948	8948	NUM
ajird-177	184	35	website	website	NOUN
ajird-177	184	36	:	:	PUNCT
ajird-177	184	37	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	184	38	volume	volume	NOUN
ajird-177	184	39	06	06	NUM
ajird-177	184	40	,	,	PUNCT
ajird-177	184	41	july	july	PROPN
ajird-177	184	42	,	,	PUNCT
ajird-177	184	43	2022	2022	NUM
ajird-177	184	44	105	105	NUM
ajird-177	185	1	|	|	ADV
ajird-177	185	2	p	p	ADP
ajird-177	185	3	a	a	DET
ajird-177	185	4	g	g	NOUN
ajird-177	185	5	e	e	NOUN
ajird-177	185	6	photos	photo	NOUN
ajird-177	185	7	in	in	ADP
ajird-177	185	8	total	total	ADJ
ajird-177	185	9	(	(	PUNCT
ajird-177	185	10	40x	40x	NOUN
ajird-177	185	11	,	,	PUNCT
ajird-177	185	12	100x	100x	NUM
ajird-177	185	13	,	,	PUNCT
ajird-177	185	14	200x	200x	NUM
ajird-177	185	15	,	,	PUNCT
ajird-177	185	16	and	and	CCONJ
ajird-177	185	17	400x	400x	NUM
ajird-177	185	18	)	)	PUNCT
ajird-177	185	19	.	.	PUNCT
ajird-177	186	1	thereafter	thereafter	ADV
ajird-177	186	2	,	,	PUNCT
ajird-177	186	3	paraffin	paraffin	NOUN
ajird-177	186	4	was	be	AUX
ajird-177	186	5	used	use	VERB
ajird-177	186	6	to	to	PART
ajird-177	186	7	encapsulate	encapsulate	VERB
ajird-177	186	8	the	the	DET
ajird-177	186	9	sampled	sampled	ADJ
ajird-177	186	10	tissue	tissue	NOUN
ajird-177	186	11	.	.	PUNCT
ajird-177	187	1	paraffin	paraffin	NOUN
ajird-177	187	2	is	be	AUX
ajird-177	187	3	microtome	microtome	NOUN
ajird-177	187	4	into	into	ADP
ajird-177	187	5	sections	section	NOUN
ajird-177	187	6	of	of	ADP
ajird-177	187	7	3	3	NUM
ajird-177	187	8	-	-	SYM
ajird-177	187	9	5	5	NUM
ajird-177	187	10	m	m	NOUN
ajird-177	187	11	thickness	thickness	NOUN
ajird-177	187	12	,	,	PUNCT
ajird-177	187	13	which	which	PRON
ajird-177	187	14	are	be	AUX
ajird-177	187	15	subsequently	subsequently	ADV
ajird-177	187	16	mounted	mount	VERB
ajird-177	187	17	on	on	ADP
ajird-177	187	18	glass	glass	NOUN
ajird-177	187	19	slides	slide	NOUN
ajird-177	187	20	[	[	X
ajird-177	187	21	11	11	NUM
ajird-177	187	22	]	]	PUNCT
ajird-177	187	23	.	.	PUNCT
ajird-177	188	1	h&e	h&e	PROPN
ajird-177	188	2	-	-	PUNCT
ajird-177	188	3	stained	stain	VERB
ajird-177	188	4	segment	segment	NOUN
ajird-177	188	5	to	to	PART
ajird-177	188	6	emphasize	emphasize	VERB
ajird-177	188	7	the	the	DET
ajird-177	188	8	tissue	tissue	NOUN
ajird-177	188	9	's	's	PART
ajird-177	188	10	structure	structure	NOUN
ajird-177	188	11	of	of	ADP
ajird-177	188	12	interest	interest	NOUN
ajird-177	188	13	the	the	DET
ajird-177	188	14	nuclei	nucleus	NOUN
ajird-177	188	15	and	and	CCONJ
ajird-177	188	16	the	the	DET
ajird-177	188	17	cytoplasm	cytoplasm	NOUN
ajird-177	188	18	[	[	X
ajird-177	188	19	4	4	NUM
ajird-177	188	20	]	]	PUNCT
ajird-177	188	21	.	.	PUNCT
ajird-177	189	1	the	the	DET
ajird-177	189	2	samples	sample	NOUN
ajird-177	189	3	in	in	ADP
ajird-177	189	4	the	the	DET
ajird-177	189	5	dataset	dataset	NOUN
ajird-177	189	6	are	be	AUX
ajird-177	189	7	divided	divide	VERB
ajird-177	189	8	into	into	ADP
ajird-177	189	9	two	two	NUM
ajird-177	189	10	major	major	ADJ
ajird-177	189	11	classes	class	NOUN
ajird-177	189	12	:	:	PUNCT
ajird-177	189	13	i	i	NOUN
ajird-177	189	14	)	)	PUNCT
ajird-177	189	15	benign	benign	ADJ
ajird-177	189	16	,	,	PUNCT
ajird-177	189	17	and	and	CCONJ
ajird-177	189	18	ii	ii	NOUN
ajird-177	189	19	)	)	PUNCT
ajird-177	189	20	malignant	malignant	NOUN
ajird-177	189	21	.	.	PUNCT
ajird-177	190	1	the	the	DET
ajird-177	190	2	benign	benign	ADJ
ajird-177	190	3	class	class	NOUN
ajird-177	190	4	consists	consist	VERB
ajird-177	190	5	of	of	ADP
ajird-177	190	6	2480	2480	NUM
ajird-177	190	7	image	image	NOUN
ajird-177	190	8	samples	sample	NOUN
ajird-177	190	9	while	while	SCONJ
ajird-177	190	10	malignant	malignant	ADJ
ajird-177	190	11	class	class	NOUN
ajird-177	190	12	is	be	AUX
ajird-177	190	13	composed	compose	VERB
ajird-177	190	14	of	of	ADP
ajird-177	190	15	5429	5429	NUM
ajird-177	190	16	samples	sample	NOUN
ajird-177	190	17	.	.	PUNCT
ajird-177	191	1	each	each	DET
ajird-177	191	2	class	class	NOUN
ajird-177	191	3	is	be	AUX
ajird-177	191	4	further	far	ADV
ajird-177	191	5	partitioned	partition	VERB
ajird-177	191	6	into	into	ADP
ajird-177	191	7	sub	sub	NOUN
ajird-177	191	8	-	-	NOUN
ajird-177	191	9	classes	class	NOUN
ajird-177	191	10	.	.	PUNCT
ajird-177	192	1	adenosis	adenosis	NOUN
ajird-177	192	2	,	,	PUNCT
ajird-177	192	3	fibroadenoma	fibroadenoma	PROPN
ajird-177	192	4	,	,	PUNCT
ajird-177	192	5	phyllods	phyllod	VERB
ajird-177	192	6	tumor	tumor	NOUN
ajird-177	192	7	,	,	PUNCT
ajird-177	192	8	and	and	CCONJ
ajird-177	192	9	tubular	tubular	ADJ
ajird-177	192	10	adenoma	adenoma	NOUN
ajird-177	192	11	are	be	AUX
ajird-177	192	12	the	the	DET
ajird-177	192	13	four	four	NUM
ajird-177	192	14	sub	sub	NOUN
ajird-177	192	15	-	-	NOUN
ajird-177	192	16	classes	class	NOUN
ajird-177	192	17	of	of	ADP
ajird-177	192	18	the	the	DET
ajird-177	192	19	'	'	PUNCT
ajird-177	192	20	benign	benign	ADJ
ajird-177	192	21	'	'	PUNCT
ajird-177	192	22	class	class	NOUN
ajird-177	192	23	.	.	PUNCT
ajird-177	193	1	on	on	ADP
ajird-177	193	2	the	the	DET
ajird-177	193	3	other	other	ADJ
ajird-177	193	4	hand	hand	NOUN
ajird-177	193	5	,	,	PUNCT
ajird-177	193	6	the	the	DET
ajird-177	193	7	"	"	PUNCT
ajird-177	193	8	malignant	malignant	ADJ
ajird-177	193	9	"	"	PUNCT
ajird-177	193	10	class	class	NOUN
ajird-177	193	11	includes	include	VERB
ajird-177	193	12	:	:	PUNCT
ajird-177	193	13	carcinoma	carcinoma	NOUN
ajird-177	193	14	of	of	ADP
ajird-177	193	15	the	the	DET
ajird-177	193	16	ducts	duct	NOUN
ajird-177	193	17	,	,	PUNCT
ajird-177	193	18	lobular	lobular	ADJ
ajird-177	193	19	carcinoma	carcinoma	NOUN
ajird-177	193	20	,	,	PUNCT
ajird-177	193	21	mucinous	mucinous	ADJ
ajird-177	193	22	carcinoma	carcinoma	NOUN
ajird-177	193	23	,	,	PUNCT
ajird-177	193	24	and	and	CCONJ
ajird-177	193	25	papillary	papillary	ADJ
ajird-177	193	26	carcinoma	carcinoma	NOUN
ajird-177	193	27	.	.	PUNCT
ajird-177	194	1	an	an	DET
ajird-177	194	2	equal	equal	ADJ
ajird-177	194	3	number	number	NOUN
ajird-177	194	4	of	of	ADP
ajird-177	194	5	pictures	picture	NOUN
ajird-177	194	6	from	from	ADP
ajird-177	194	7	each	each	DET
ajird-177	194	8	class	class	NOUN
ajird-177	194	9	is	be	AUX
ajird-177	194	10	utilized	utilize	VERB
ajird-177	194	11	in	in	ADP
ajird-177	194	12	a	a	DET
ajird-177	194	13	stratified	stratified	ADJ
ajird-177	194	14	training	training	NOUN
ajird-177	194	15	set	set	VERB
ajird-177	194	16	to	to	PART
ajird-177	194	17	train	train	VERB
ajird-177	194	18	the	the	DET
ajird-177	194	19	network	network	NOUN
ajird-177	194	20	.	.	PUNCT
ajird-177	195	1	with	with	ADP
ajird-177	195	2	the	the	DET
ajird-177	195	3	amount	amount	NOUN
ajird-177	195	4	of	of	ADP
ajird-177	195	5	photos	photo	NOUN
ajird-177	195	6	related	relate	VERB
ajird-177	195	7	with	with	ADP
ajird-177	195	8	each	each	DET
ajird-177	195	9	magnification	magnification	NOUN
ajird-177	195	10	factor	factor	NOUN
ajird-177	195	11	,	,	PUNCT
ajird-177	195	12	figure	figure	VERB
ajird-177	195	13	6	6	NUM
ajird-177	195	14	shows	show	VERB
ajird-177	195	15	a	a	DET
ajird-177	195	16	thorough	thorough	ADJ
ajird-177	195	17	distribution	distribution	NOUN
ajird-177	195	18	for	for	ADP
ajird-177	195	19	breakhis	breakhis	NOUN
ajird-177	195	20	'	'	PART
ajird-177	195	21	images	image	NOUN
ajird-177	195	22	.	.	PUNCT
ajird-177	195	23	.	.	PUNCT
ajird-177	196	1	figure	figure	VERB
ajird-177	196	2	5	5	NUM
ajird-177	196	3	:	:	PUNCT
ajird-177	196	4	an	an	DET
ajird-177	196	5	illustration	illustration	NOUN
ajird-177	196	6	of	of	ADP
ajird-177	196	7	data	datum	NOUN
ajird-177	196	8	organization	organization	NOUN
ajird-177	196	9	in	in	ADP
ajird-177	196	10	the	the	DET
ajird-177	196	11	breakhis	breakhis	ADJ
ajird-177	196	12	dataset	dataset	NOUN
ajird-177	196	13	training	training	NOUN
ajird-177	196	14	protocol	protocol	NOUN
ajird-177	196	15	as	as	ADP
ajird-177	196	16	the	the	DET
ajird-177	196	17	first	first	ADJ
ajird-177	196	18	phase	phase	NOUN
ajird-177	196	19	of	of	ADP
ajird-177	196	20	a	a	DET
ajird-177	196	21	multi	multi	ADJ
ajird-177	196	22	-	-	ADJ
ajird-177	196	23	classification	classification	ADJ
ajird-177	196	24	system	system	NOUN
ajird-177	196	25	,	,	PUNCT
ajird-177	196	26	training	training	NOUN
ajird-177	196	27	is	be	AUX
ajird-177	196	28	vital	vital	ADJ
ajird-177	196	29	since	since	SCONJ
ajird-177	196	30	a	a	DET
ajird-177	196	31	model	model	NOUN
ajird-177	196	32	can	can	AUX
ajird-177	196	33	only	only	ADV
ajird-177	196	34	function	function	VERB
ajird-177	196	35	efficiently	efficiently	ADV
ajird-177	196	36	if	if	SCONJ
ajird-177	196	37	it	it	PRON
ajird-177	196	38	is	be	AUX
ajird-177	196	39	well	well	ADV
ajird-177	196	40	-	-	PUNCT
ajird-177	196	41	trained	train	VERB
ajird-177	196	42	.	.	PUNCT
ajird-177	197	1	this	this	PRON
ajird-177	197	2	can	can	AUX
ajird-177	197	3	be	be	AUX
ajird-177	197	4	done	do	VERB
ajird-177	197	5	by	by	ADP
ajird-177	197	6	measuring	measure	VERB
ajird-177	197	7	the	the	DET
ajird-177	197	8	difference	difference	NOUN
ajird-177	197	9	between	between	ADP
ajird-177	197	10	intended	intend	VERB
ajird-177	197	11	and	and	CCONJ
ajird-177	197	12	predicted	predict	VERB
ajird-177	197	13	production	production	NOUN
ajird-177	197	14	.	.	PUNCT
ajird-177	198	1	this	this	DET
ajird-177	198	2	mistake	mistake	NOUN
ajird-177	198	3	is	be	AUX
ajird-177	198	4	measured	measure	VERB
ajird-177	198	5	using	use	VERB
ajird-177	198	6	a	a	DET
ajird-177	198	7	variety	variety	NOUN
ajird-177	198	8	of	of	ADP
ajird-177	198	9	loss	loss	NOUN
ajird-177	198	10	functions	function	NOUN
ajird-177	198	11	,	,	PUNCT
ajird-177	198	12	the	the	DET
ajird-177	198	13	most	most	ADV
ajird-177	198	14	popular	popular	ADJ
ajird-177	198	15	of	of	ADP
ajird-177	198	16	which	which	PRON
ajird-177	198	17	is	be	AUX
ajird-177	198	18	the	the	DET
ajird-177	198	19	cross	cross	NOUN
ajird-177	198	20	-	-	NOUN
ajird-177	198	21	entropy	entropy	ADJ
ajird-177	198	22	:	:	PUNCT
ajird-177	199	1	𝐶𝑟𝑜𝑠𝑠	𝐶𝑟𝑜𝑠𝑠	PROPN
ajird-177	199	2	𝐸𝑛𝑡𝑟𝑜𝑝𝑦	𝐸𝑛𝑡𝑟𝑜𝑝𝑦	PROPN
ajird-177	199	3	𝐿𝑜𝑠𝑠	𝐿𝑜𝑠𝑠	PROPN
ajird-177	199	4	(	(	PUNCT
ajird-177	199	5	𝐶𝐸𝐿	𝐶𝐸𝐿	PROPN
ajird-177	199	6	)	)	PUNCT
ajird-177	199	7	=	=	SYM
ajird-177	199	8	−	−	PROPN
ajird-177	199	9	∑	∑	PUNCT
ajird-177	199	10	𝑦𝑐	𝑦𝑐	PROPN
ajird-177	199	11	𝑁	𝑁	PROPN
ajird-177	199	12	𝑐=1	𝑐=1	PROPN
ajird-177	199	13	𝑙𝑜𝑔(𝑃𝑐	𝑙𝑜𝑔(𝑃𝑐	NOUN
ajird-177	199	14	)	)	PUNCT
ajird-177	199	15	(	(	PUNCT
ajird-177	199	16	1	1	X
ajird-177	199	17	)	)	PUNCT
ajird-177	199	18	where	where	SCONJ
ajird-177	199	19	n	n	PRON
ajird-177	199	20	is	be	AUX
ajird-177	199	21	the	the	DET
ajird-177	199	22	number	number	NOUN
ajird-177	199	23	of	of	ADP
ajird-177	199	24	classes	class	NOUN
ajird-177	199	25	,	,	PUNCT
ajird-177	199	26	where	where	SCONJ
ajird-177	199	27	yc	yc	PROPN
ajird-177	199	28	indicates	indicate	VERB
ajird-177	199	29	proper	proper	ADJ
ajird-177	199	30	classification	classification	NOUN
ajird-177	199	31	,	,	PUNCT
ajird-177	199	32	and	and	CCONJ
ajird-177	199	33	pc	pc	NOUN
ajird-177	199	34	represents	represents	AUX
ajird-177	199	35	predicted	predict	VERB
ajird-177	199	36	probability	probability	NOUN
ajird-177	199	37	observation	observation	NOUN
ajird-177	199	38	of	of	ADP
ajird-177	199	39	class	class	NOUN
ajird-177	199	40	c.	c.	PROPN
ajird-177	199	41	as	as	ADP
ajird-177	199	42	a	a	DET
ajird-177	199	43	positive	positive	ADJ
ajird-177	199	44	,	,	PUNCT
ajird-177	199	45	non	non	ADJ
ajird-177	199	46	-	-	ADJ
ajird-177	199	47	zero	zero	NUM
ajird-177	199	48	function	function	NOUN
ajird-177	199	49	,	,	PUNCT
ajird-177	199	50	cel	cel	PROPN
ajird-177	199	51	becomes	become	VERB
ajird-177	199	52	null	null	ADJ
ajird-177	199	53	if	if	SCONJ
ajird-177	199	54	it	it	PRON
ajird-177	199	55	predicts	predict	VERB
ajird-177	199	56	exactly	exactly	ADV
ajird-177	199	57	the	the	DET
ajird-177	199	58	same	same	ADJ
ajird-177	199	59	output	output	NOUN
ajird-177	199	60	as	as	SCONJ
ajird-177	199	61	desired	desire	VERB
ajird-177	199	62	.	.	PUNCT
ajird-177	200	1	in	in	ADP
ajird-177	200	2	order	order	NOUN
ajird-177	200	3	to	to	PART
ajird-177	200	4	minimize	minimize	VERB
ajird-177	200	5	this	this	DET
ajird-177	200	6	loss	loss	NOUN
ajird-177	200	7	function	function	NOUN
ajird-177	200	8	,	,	PUNCT
ajird-177	200	9	it	it	PRON
ajird-177	200	10	is	be	AUX
ajird-177	200	11	necessary	necessary	ADJ
ajird-177	200	12	to	to	PART
ajird-177	200	13	utilize	utilize	VERB
ajird-177	200	14	the	the	DET
ajird-177	200	15	backpropagation	backpropagation	NOUN
ajird-177	200	16	algorithm	algorithm	NOUN
ajird-177	200	17	.	.	PUNCT
ajird-177	201	1	when	when	SCONJ
ajird-177	201	2	this	this	PRON
ajird-177	201	3	is	be	AUX
ajird-177	201	4	done	do	VERB
ajird-177	201	5	,	,	PUNCT
ajird-177	201	6	the	the	DET
ajird-177	201	7	adam	adam	PROPN
ajird-177	201	8	optimizer	optimizer	NOUN
ajird-177	201	9	is	be	AUX
ajird-177	201	10	used	use	VERB
ajird-177	201	11	to	to	PART
ajird-177	201	12	optimize	optimize	VERB
ajird-177	201	13	the	the	DET
ajird-177	201	14	loss	loss	NOUN
ajird-177	201	15	function	function	NOUN
ajird-177	201	16	.	.	PUNCT
ajird-177	202	1	a	a	DET
ajird-177	202	2	single	single	ADJ
ajird-177	202	3	scalar	scalar	ADJ
ajird-177	202	4	value	value	NOUN
ajird-177	202	5	must	must	AUX
ajird-177	202	6	be	be	AUX
ajird-177	202	7	returned	return	VERB
ajird-177	202	8	from	from	ADP
ajird-177	202	9	the	the	DET
ajird-177	202	10	cel	cel	PROPN
ajird-177	202	11	function	function	NOUN
ajird-177	202	12	in	in	ADP
ajird-177	202	13	order	order	NOUN
ajird-177	202	14	to	to	PART
ajird-177	202	15	regulate	regulate	VERB
ajird-177	202	16	optimization	optimization	NOUN
ajird-177	202	17	.	.	PUNCT
ajird-177	203	1	it	it	PRON
ajird-177	203	2	is	be	AUX
ajird-177	203	3	computed	compute	VERB
ajird-177	203	4	and	and	CCONJ
ajird-177	203	5	averaged	average	VERB
ajird-177	203	6	for	for	ADP
ajird-177	203	7	all	all	DET
ajird-177	203	8	photos	photo	NOUN
ajird-177	203	9	in	in	ADP
ajird-177	203	10	this	this	DET
ajird-177	203	11	context	context	NOUN
ajird-177	203	12	.	.	PUNCT
ajird-177	204	1	this	this	PRON
ajird-177	204	2	averaged	average	VERB
ajird-177	204	3	cel	cel	PROPN
ajird-177	204	4	is	be	AUX
ajird-177	204	5	then	then	ADV
ajird-177	204	6	used	use	VERB
ajird-177	204	7	in	in	ADP
ajird-177	204	8	the	the	DET
ajird-177	204	9	categorization	categorization	NOUN
ajird-177	204	10	procedure	procedure	NOUN
ajird-177	204	11	.	.	PUNCT
ajird-177	205	1	american	american	ADJ
ajird-177	205	2	journal	journal	PROPN
ajird-177	205	3	of	of	ADP
ajird-177	205	4	interdisciplinary	interdisciplinary	ADJ
ajird-177	205	5	research	research	NOUN
ajird-177	205	6	and	and	CCONJ
ajird-177	205	7	development	development	NOUN
ajird-177	205	8	issn	issn	PROPN
ajird-177	205	9	online	online	NOUN
ajird-177	205	10	:	:	PUNCT
ajird-177	205	11	2771	2771	NUM
ajird-177	205	12	-	-	SYM
ajird-177	205	13	8948	8948	NUM
ajird-177	205	14	website	website	NOUN
ajird-177	205	15	:	:	PUNCT
ajird-177	205	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	205	17	volume	volume	NOUN
ajird-177	205	18	06	06	NUM
ajird-177	205	19	,	,	PUNCT
ajird-177	205	20	july	july	PROPN
ajird-177	205	21	,	,	PUNCT
ajird-177	205	22	2022	2022	NUM
ajird-177	205	23	106	106	NUM
ajird-177	206	1	|	|	ADV
ajird-177	206	2	p	p	X
ajird-177	206	3	a	a	DET
ajird-177	206	4	g	g	NOUN
ajird-177	206	5	e	e	ADP
ajird-177	206	6	many	many	ADJ
ajird-177	206	7	trial	trial	NOUN
ajird-177	206	8	-	-	PUNCT
ajird-177	206	9	and	and	CCONJ
ajird-177	206	10	-	-	PUNCT
ajird-177	206	11	error	error	NOUN
ajird-177	206	12	experiments	experiment	NOUN
ajird-177	206	13	are	be	AUX
ajird-177	206	14	used	use	VERB
ajird-177	206	15	to	to	PART
ajird-177	206	16	identify	identify	VERB
ajird-177	206	17	the	the	DET
ajird-177	206	18	network	network	NOUN
ajird-177	206	19	parameters	parameter	NOUN
ajird-177	206	20	used	use	VERB
ajird-177	206	21	in	in	ADP
ajird-177	206	22	training	training	NOUN
ajird-177	206	23	.	.	PUNCT
ajird-177	207	1	according	accord	VERB
ajird-177	207	2	to	to	ADP
ajird-177	207	3	the	the	DET
ajird-177	207	4	results	result	NOUN
ajird-177	207	5	of	of	ADP
ajird-177	207	6	the	the	DET
ajird-177	207	7	investigation	investigation	NOUN
ajird-177	207	8	,	,	PUNCT
ajird-177	207	9	a	a	DET
ajird-177	207	10	learning	learning	NOUN
ajird-177	207	11	rate	rate	NOUN
ajird-177	207	12	of	of	ADP
ajird-177	207	13	0.0001	0.0001	NUM
ajird-177	207	14	is	be	AUX
ajird-177	207	15	a	a	DET
ajird-177	207	16	fair	fair	ADJ
ajird-177	207	17	decision	decision	NOUN
ajird-177	207	18	because	because	SCONJ
ajird-177	207	19	a	a	DET
ajird-177	207	20	lower	low	ADJ
ajird-177	207	21	learning	learning	NOUN
ajird-177	207	22	rate	rate	NOUN
ajird-177	207	23	slowed	slow	VERB
ajird-177	207	24	down	down	ADP
ajird-177	207	25	the	the	DET
ajird-177	207	26	convergence	convergence	NOUN
ajird-177	207	27	process	process	NOUN
ajird-177	207	28	.	.	PUNCT
ajird-177	208	1	the	the	DET
ajird-177	208	2	converse	converse	NOUN
ajird-177	208	3	is	be	AUX
ajird-177	208	4	also	also	ADV
ajird-177	208	5	true	true	ADJ
ajird-177	208	6	:	:	PUNCT
ajird-177	208	7	a	a	DET
ajird-177	208	8	faster	fast	ADV
ajird-177	208	9	learning	learn	VERB
ajird-177	208	10	rate	rate	NOUN
ajird-177	208	11	leads	lead	VERB
ajird-177	208	12	to	to	ADP
ajird-177	208	13	a	a	DET
ajird-177	208	14	failure	failure	NOUN
ajird-177	208	15	of	of	ADP
ajird-177	208	16	convergence	convergence	NOUN
ajird-177	208	17	.	.	PUNCT
ajird-177	209	1	with	with	ADP
ajird-177	209	2	a	a	DET
ajird-177	209	3	standard	standard	ADJ
ajird-177	209	4	deviation	deviation	NOUN
ajird-177	209	5	of	of	ADP
ajird-177	209	6	0.05	0.05	NUM
ajird-177	209	7	,	,	PUNCT
ajird-177	209	8	weights	weight	NOUN
ajird-177	209	9	are	be	AUX
ajird-177	209	10	randomly	randomly	ADV
ajird-177	209	11	initialized	initialize	VERB
ajird-177	209	12	in	in	ADP
ajird-177	209	13	this	this	DET
ajird-177	209	14	network	network	NOUN
ajird-177	209	15	.	.	PUNCT
ajird-177	210	1	a	a	DET
ajird-177	210	2	32	32	NUM
ajird-177	210	3	-	-	PUNCT
ajird-177	210	4	bit	bit	NOUN
ajird-177	210	5	mini	mini	NOUN
ajird-177	210	6	-	-	NOUN
ajird-177	210	7	batch	batch	NOUN
ajird-177	210	8	is	be	AUX
ajird-177	210	9	recommended	recommend	VERB
ajird-177	210	10	to	to	PART
ajird-177	210	11	prevent	prevent	VERB
ajird-177	210	12	a	a	DET
ajird-177	210	13	computer	computer	NOUN
ajird-177	210	14	crash	crash	NOUN
ajird-177	210	15	and	and	CCONJ
ajird-177	210	16	memory	memory	NOUN
ajird-177	210	17	scarcity	scarcity	NOUN
ajird-177	210	18	.	.	PUNCT
ajird-177	211	1	it	it	PRON
ajird-177	211	2	is	be	AUX
ajird-177	211	3	only	only	ADV
ajird-177	211	4	once	once	SCONJ
ajird-177	211	5	the	the	DET
ajird-177	211	6	validation	validation	NOUN
ajird-177	211	7	set	set	NOUN
ajird-177	211	8	has	have	AUX
ajird-177	211	9	been	be	AUX
ajird-177	211	10	used	use	VERB
ajird-177	211	11	to	to	ADP
ajird-177	211	12	its	its	PRON
ajird-177	211	13	fullest	full	ADJ
ajird-177	211	14	precision	precision	NOUN
ajird-177	211	15	that	that	SCONJ
ajird-177	211	16	the	the	DET
ajird-177	211	17	training	training	NOUN
ajird-177	211	18	process	process	NOUN
ajird-177	211	19	comes	come	VERB
ajird-177	211	20	to	to	ADP
ajird-177	211	21	a	a	DET
ajird-177	211	22	close	close	NOUN
ajird-177	211	23	.	.	PUNCT
ajird-177	212	1	performance	performance	NOUN
ajird-177	212	2	metrics	metric	NOUN
ajird-177	212	3	the	the	DET
ajird-177	212	4	robustness	robustness	NOUN
ajird-177	212	5	of	of	ADP
ajird-177	212	6	the	the	DET
ajird-177	212	7	generated	generate	VERB
ajird-177	212	8	breast	breast	NOUN
ajird-177	212	9	cancer	cancer	NOUN
ajird-177	212	10	classification	classification	NOUN
ajird-177	212	11	model	model	NOUN
ajird-177	212	12	is	be	AUX
ajird-177	212	13	determined	determine	VERB
ajird-177	212	14	by	by	ADP
ajird-177	212	15	evaluating	evaluate	VERB
ajird-177	212	16	the	the	DET
ajird-177	212	17	image	image	NOUN
ajird-177	212	18	recognition	recognition	NOUN
ajird-177	212	19	rate	rate	NOUN
ajird-177	212	20	for	for	ADP
ajird-177	212	21	each	each	DET
ajird-177	212	22	magnification	magnification	NOUN
ajird-177	212	23	independently	independently	ADV
ajird-177	212	24	.	.	PUNCT
ajird-177	213	1	it	it	PRON
ajird-177	213	2	's	be	AUX
ajird-177	213	3	possible	possible	ADJ
ajird-177	213	4	to	to	PART
ajird-177	213	5	define	define	VERB
ajird-177	213	6	the	the	DET
ajird-177	213	7	image	image	NOUN
ajird-177	213	8	recognition	recognition	NOUN
ajird-177	213	9	rate	rate	NOUN
ajird-177	213	10	as	as	SCONJ
ajird-177	213	11	the	the	DET
ajird-177	213	12	ratio	ratio	NOUN
ajird-177	213	13	between	between	ADP
ajird-177	213	14	successfully	successfully	ADV
ajird-177	213	15	classified	classified	ADJ
ajird-177	213	16	cancer	cancer	NOUN
ajird-177	213	17	photos	photo	NOUN
ajird-177	213	18	and	and	CCONJ
ajird-177	213	19	the	the	DET
ajird-177	213	20	total	total	ADJ
ajird-177	213	21	number	number	NOUN
ajird-177	213	22	of	of	ADP
ajird-177	213	23	images	image	NOUN
ajird-177	213	24	in	in	ADP
ajird-177	213	25	the	the	DET
ajird-177	213	26	test	test	NOUN
ajird-177	213	27	set	set	NOUN
ajird-177	213	28	[	[	X
ajird-177	213	29	12	12	NUM
ajird-177	213	30	]	]	PUNCT
ajird-177	213	31	,	,	PUNCT
ajird-177	213	32	denoted	denote	VERB
ajird-177	213	33	as	as	ADP
ajird-177	213	34	[	[	X
ajird-177	213	35	13	13	NUM
ajird-177	213	36	]	]	SYM
ajird-177	213	37	:	:	PUNCT
ajird-177	213	38	𝐼𝑚𝑎𝑔𝑒	𝐼𝑚𝑎𝑔𝑒	PROPN
ajird-177	213	39	𝑅𝑒𝑐𝑜𝑔𝑛𝑖𝑡𝑖𝑜𝑛	𝑅𝑒𝑐𝑜𝑔𝑛𝑖𝑡𝑖𝑜𝑛	PROPN
ajird-177	213	40	𝑅𝑎𝑡𝑒	𝑅𝑎𝑡𝑒	ADJ
ajird-177	213	41	=	=	SYM
ajird-177	213	42	𝑐𝑜𝑟𝑟𝑒𝑐𝑡𝑙𝑦	𝑐𝑜𝑟𝑟𝑒𝑐𝑡𝑙𝑦	NOUN
ajird-177	213	43	𝑐𝑙𝑎𝑠𝑠𝑖𝑓𝑖𝑒𝑑	𝑐𝑙𝑎𝑠𝑠𝑖𝑓𝑖𝑒𝑑	NOUN
ajird-177	213	44	𝑖𝑚𝑎𝑔𝑒𝑠	𝑖𝑚𝑎𝑔𝑒𝑠	PROPN
ajird-177	213	45	𝑜𝑓	𝑜𝑓	ADP
ajird-177	213	46	𝑐𝑎𝑛𝑐𝑒𝑟	𝑐𝑎𝑛𝑐𝑒𝑟	PROPN
ajird-177	213	47	𝑡𝑜𝑡𝑎𝑙	𝑡𝑜𝑡𝑎𝑙	PROPN
ajird-177	213	48	𝑛𝑢𝑚𝑏𝑒𝑟	𝑛𝑢𝑚𝑏𝑒𝑟	PROPN
ajird-177	213	49	𝑜𝑓	𝑜𝑓	ADP
ajird-177	213	50	𝑖𝑚𝑎𝑔𝑒𝑠	𝑖𝑚𝑎𝑔𝑒𝑠	PROPN
ajird-177	213	51	𝑖𝑛	𝑖𝑛	PROPN
ajird-177	213	52	𝑡𝑒𝑠𝑡	𝑡𝑒𝑠𝑡	PROPN
ajird-177	213	53	𝑠𝑒𝑡	𝑠𝑒𝑡	PROPN
ajird-177	213	54	(	(	PUNCT
ajird-177	213	55	2	2	NUM
ajird-177	213	56	)	)	PUNCT
ajird-177	213	57	if	if	SCONJ
ajird-177	213	58	you	you	PRON
ajird-177	213	59	want	want	VERB
ajird-177	213	60	to	to	PART
ajird-177	213	61	do	do	VERB
ajird-177	213	62	multi	multi	ADJ
ajird-177	213	63	-	-	NOUN
ajird-177	213	64	classification	classification	ADJ
ajird-177	213	65	,	,	PUNCT
ajird-177	213	66	then	then	ADV
ajird-177	213	67	the	the	DET
ajird-177	213	68	training	training	NOUN
ajird-177	213	69	set	set	NOUN
ajird-177	213	70	for	for	ADP
ajird-177	213	71	each	each	DET
ajird-177	213	72	experiment	experiment	NOUN
ajird-177	213	73	consists	consist	VERB
ajird-177	213	74	of	of	ADP
ajird-177	213	75	a	a	DET
ajird-177	213	76	total	total	NOUN
ajird-177	213	77	of	of	ADP
ajird-177	213	78	2,400	2,400	NUM
ajird-177	213	79	pictures	picture	NOUN
ajird-177	213	80	(	(	PUNCT
ajird-177	213	81	400	400	NUM
ajird-177	213	82	images	image	NOUN
ajird-177	213	83	per	per	ADP
ajird-177	213	84	class	class	NOUN
ajird-177	213	85	)	)	PUNCT
ajird-177	213	86	.	.	PUNCT
ajird-177	214	1	there	there	PRON
ajird-177	214	2	are	be	VERB
ajird-177	214	3	800	800	NUM
ajird-177	214	4	pieces	piece	NOUN
ajird-177	214	5	in	in	ADP
ajird-177	214	6	each	each	DET
ajird-177	214	7	group	group	NOUN
ajird-177	214	8	.	.	PUNCT
ajird-177	215	1	binary	binary	ADJ
ajird-177	215	2	-	-	PUNCT
ajird-177	215	3	classification	classification	NOUN
ajird-177	215	4	requires	require	VERB
ajird-177	215	5	3,000	3,000	NUM
ajird-177	215	6	photos	photo	NOUN
ajird-177	215	7	(	(	PUNCT
ajird-177	215	8	1500	1500	NUM
ajird-177	215	9	each	each	DET
ajird-177	215	10	class	class	NOUN
ajird-177	215	11	)	)	PUNCT
ajird-177	215	12	,	,	PUNCT
ajird-177	215	13	800	800	NUM
ajird-177	215	14	images	image	NOUN
ajird-177	215	15	and	and	CCONJ
ajird-177	215	16	800	800	NUM
ajird-177	215	17	images	image	NOUN
ajird-177	215	18	accordingly	accordingly	ADV
ajird-177	215	19	for	for	ADP
ajird-177	215	20	the	the	DET
ajird-177	215	21	training	training	NOUN
ajird-177	215	22	set	set	NOUN
ajird-177	215	23	,	,	PUNCT
ajird-177	215	24	validation	validation	NOUN
ajird-177	215	25	set	set	NOUN
ajird-177	215	26	and	and	CCONJ
ajird-177	215	27	testing	testing	NOUN
ajird-177	215	28	set	set	NOUN
ajird-177	215	29	.	.	PUNCT
ajird-177	216	1	based	base	VERB
ajird-177	216	2	on	on	ADP
ajird-177	216	3	the	the	DET
ajird-177	216	4	confusion	confusion	NOUN
ajird-177	216	5	matrix	matrix	NOUN
ajird-177	216	6	and	and	CCONJ
ajird-177	216	7	activation	activation	NOUN
ajird-177	216	8	levels	level	NOUN
ajird-177	216	9	,	,	PUNCT
ajird-177	216	10	model	model	NOUN
ajird-177	216	11	performance	performance	NOUN
ajird-177	216	12	is	be	AUX
ajird-177	216	13	evaluated	evaluate	VERB
ajird-177	216	14	in	in	ADP
ajird-177	216	15	order	order	NOUN
ajird-177	216	16	to	to	PART
ajird-177	216	17	offer	offer	VERB
ajird-177	216	18	a	a	DET
ajird-177	216	19	visual	visual	ADJ
ajird-177	216	20	analysis	analysis	NOUN
ajird-177	216	21	for	for	ADP
ajird-177	216	22	their	their	PRON
ajird-177	216	23	subsequent	subsequent	ADJ
ajird-177	216	24	computation	computation	NOUN
ajird-177	216	25	and	and	CCONJ
ajird-177	216	26	display	display	NOUN
ajird-177	216	27	,	,	PUNCT
ajird-177	216	28	respectively	respectively	ADV
ajird-177	216	29	.	.	PUNCT
ajird-177	217	1	result	result	NOUN
ajird-177	217	2	and	and	CCONJ
ajird-177	217	3	discussion	discussion	NOUN
ajird-177	217	4	using	use	VERB
ajird-177	217	5	the	the	DET
ajird-177	217	6	suggested	suggest	VERB
ajird-177	217	7	model	model	NOUN
ajird-177	217	8	to	to	PART
ajird-177	217	9	classify	classify	VERB
ajird-177	217	10	bc	bc	PROPN
ajird-177	217	11	histopathology	histopathology	NOUN
ajird-177	217	12	photos	photo	NOUN
ajird-177	217	13	,	,	PUNCT
ajird-177	217	14	the	the	DET
ajird-177	217	15	findings	finding	NOUN
ajird-177	217	16	are	be	AUX
ajird-177	217	17	shown	show	VERB
ajird-177	217	18	in	in	ADP
ajird-177	217	19	this	this	DET
ajird-177	217	20	section	section	NOUN
ajird-177	217	21	.	.	PUNCT
ajird-177	218	1	there	there	PRON
ajird-177	218	2	's	be	VERB
ajird-177	218	3	also	also	ADV
ajird-177	218	4	a	a	DET
ajird-177	218	5	performance	performance	NOUN
ajird-177	218	6	evaluation	evaluation	NOUN
ajird-177	218	7	for	for	ADP
ajird-177	218	8	each	each	DET
ajird-177	218	9	trial	trial	NOUN
ajird-177	218	10	to	to	PART
ajird-177	218	11	determine	determine	VERB
ajird-177	218	12	whether	whether	SCONJ
ajird-177	218	13	or	or	CCONJ
ajird-177	218	14	not	not	PART
ajird-177	218	15	the	the	DET
ajird-177	218	16	suggested	suggest	VERB
ajird-177	218	17	model	model	NOUN
ajird-177	218	18	can	can	AUX
ajird-177	218	19	classify	classify	VERB
ajird-177	218	20	histopathology	histopathology	NOUN
ajird-177	218	21	pictures	picture	NOUN
ajird-177	218	22	regardless	regardless	ADV
ajird-177	218	23	of	of	ADP
ajird-177	218	24	magnification	magnification	NOUN
ajird-177	218	25	.	.	PUNCT
ajird-177	219	1	binary	binary	ADJ
ajird-177	219	2	classification	classification	PROPN
ajird-177	219	3	second	second	NOUN
ajird-177	219	4	,	,	PUNCT
ajird-177	219	5	the	the	DET
ajird-177	219	6	suggested	suggest	VERB
ajird-177	219	7	model	model	NOUN
ajird-177	219	8	is	be	AUX
ajird-177	219	9	compared	compare	VERB
ajird-177	219	10	to	to	ADP
ajird-177	219	11	existing	exist	VERB
ajird-177	219	12	state	state	NOUN
ajird-177	219	13	-	-	PUNCT
ajird-177	219	14	of	of	ADP
ajird-177	219	15	-	-	PUNCT
ajird-177	219	16	the	the	DET
ajird-177	219	17	-	-	PUNCT
ajird-177	219	18	art	art	NOUN
ajird-177	219	19	techniques	technique	NOUN
ajird-177	219	20	.	.	PUNCT
ajird-177	220	1	second	second	ADJ
ajird-177	220	2	,	,	PUNCT
ajird-177	220	3	a	a	DET
ajird-177	220	4	system	system	NOUN
ajird-177	220	5	's	's	PART
ajird-177	220	6	additional	additional	ADJ
ajird-177	220	7	performance	performance	NOUN
ajird-177	220	8	is	be	AUX
ajird-177	220	9	examined	examine	VERB
ajird-177	220	10	in	in	ADP
ajird-177	220	11	the	the	DET
ajird-177	220	12	third	third	ADJ
ajird-177	220	13	section	section	NOUN
ajird-177	220	14	.	.	PUNCT
ajird-177	221	1	comparison	comparison	NOUN
ajird-177	221	2	with	with	ADP
ajird-177	221	3	previous	previous	ADJ
ajird-177	221	4	work	work	NOUN
ajird-177	221	5	an	an	DET
ajird-177	221	6	experiment	experiment	NOUN
ajird-177	221	7	was	be	AUX
ajird-177	221	8	conducted	conduct	VERB
ajird-177	221	9	to	to	PART
ajird-177	221	10	evaluate	evaluate	VERB
ajird-177	221	11	the	the	DET
ajird-177	221	12	performance	performance	NOUN
ajird-177	221	13	of	of	ADP
ajird-177	221	14	the	the	DET
ajird-177	221	15	suggested	suggest	VERB
ajird-177	221	16	model	model	NOUN
ajird-177	221	17	for	for	ADP
ajird-177	221	18	magnification	magnification	NOUN
ajird-177	221	19	-	-	PUNCT
ajird-177	221	20	independent	independent	ADJ
ajird-177	221	21	classification	classification	NOUN
ajird-177	221	22	.	.	PUNCT
ajird-177	222	1	a	a	DET
ajird-177	222	2	data	data	NOUN
ajird-177	222	3	augmentation	augmentation	NOUN
ajird-177	222	4	technique	technique	NOUN
ajird-177	222	5	,	,	PUNCT
ajird-177	222	6	which	which	PRON
ajird-177	222	7	rotates	rotate	VERB
ajird-177	222	8	images	image	NOUN
ajird-177	222	9	about	about	ADP
ajird-177	222	10	their	their	PRON
ajird-177	222	11	center	center	NOUN
ajird-177	222	12	at	at	ADP
ajird-177	222	13	90o	90o	NUM
ajird-177	222	14	,	,	PUNCT
ajird-177	222	15	180o	180o	NUM
ajird-177	222	16	,	,	PUNCT
ajird-177	222	17	and	and	CCONJ
ajird-177	223	1	270	270	NUM
ajird-177	223	2	°	°	NOUN
ajird-177	223	3	[	[	X
ajird-177	223	4	11	11	NUM
ajird-177	223	5	-	-	SYM
ajird-177	223	6	12	12	NUM
ajird-177	223	7	]	]	PUNCT
ajird-177	223	8	,	,	PUNCT
ajird-177	223	9	is	be	AUX
ajird-177	223	10	also	also	ADV
ajird-177	223	11	used	use	VERB
ajird-177	223	12	to	to	PART
ajird-177	223	13	expand	expand	VERB
ajird-177	223	14	the	the	DET
ajird-177	223	15	dataset	dataset	NOUN
ajird-177	223	16	size	size	NOUN
ajird-177	223	17	.	.	PUNCT
ajird-177	224	1	table	table	NOUN
ajird-177	224	2	2	2	NUM
ajird-177	224	3	shows	show	VERB
ajird-177	224	4	the	the	DET
ajird-177	224	5	binary	binary	ADJ
ajird-177	224	6	classification	classification	NOUN
ajird-177	224	7	accuracy	accuracy	NOUN
ajird-177	224	8	for	for	ADP
ajird-177	224	9	breast	breast	NOUN
ajird-177	224	10	cancer	cancer	NOUN
ajird-177	224	11	tissue	tissue	NOUN
ajird-177	224	12	pictures	picture	NOUN
ajird-177	224	13	at	at	ADP
ajird-177	224	14	the	the	DET
ajird-177	224	15	image	image	NOUN
ajird-177	224	16	level	level	NOUN
ajird-177	224	17	:	:	PUNCT
ajird-177	224	18	american	american	PROPN
ajird-177	224	19	journal	journal	PROPN
ajird-177	224	20	of	of	ADP
ajird-177	224	21	interdisciplinary	interdisciplinary	ADJ
ajird-177	224	22	research	research	NOUN
ajird-177	224	23	and	and	CCONJ
ajird-177	224	24	development	development	NOUN
ajird-177	224	25	issn	issn	PROPN
ajird-177	224	26	online	online	NOUN
ajird-177	224	27	:	:	PUNCT
ajird-177	224	28	2771	2771	NUM
ajird-177	224	29	-	-	SYM
ajird-177	224	30	8948	8948	NUM
ajird-177	224	31	website	website	NOUN
ajird-177	224	32	:	:	PUNCT
ajird-177	224	33	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	224	34	volume	volume	NOUN
ajird-177	224	35	06	06	NUM
ajird-177	224	36	,	,	PUNCT
ajird-177	224	37	july	july	PROPN
ajird-177	224	38	,	,	PUNCT
ajird-177	224	39	2022	2022	NUM
ajird-177	224	40	107	107	NUM
ajird-177	225	1	|	|	ADV
ajird-177	225	2	p	p	ADP
ajird-177	225	3	a	a	DET
ajird-177	225	4	g	g	NOUN
ajird-177	225	5	e	e	NOUN
ajird-177	225	6	table	table	NOUN
ajird-177	225	7	2	2	NUM
ajird-177	225	8	:	:	PUNCT
ajird-177	225	9	image	image	NOUN
ajird-177	225	10	recognition	recognition	NOUN
ajird-177	225	11	rate	rate	NOUN
ajird-177	225	12	at	at	ADP
ajird-177	225	13	image	image	NOUN
ajird-177	225	14	level	level	NOUN
ajird-177	225	15	(	(	PUNCT
ajird-177	225	16	magnification	magnification	NOUN
ajird-177	225	17	independent	independent	ADJ
ajird-177	225	18	)	)	PUNCT
ajird-177	225	19	recognition	recognition	NOUN
ajird-177	225	20	rate	rate	NOUN
ajird-177	225	21	at	at	ADP
ajird-177	225	22	layers	layer	NOUN
ajird-177	225	23	40x	40x	NUM
ajird-177	226	1	100x	100x	NUM
ajird-177	226	2	200x	200x	NUM
ajird-177	226	3	400x	400x	NUM
ajird-177	226	4	average	average	ADJ
ajird-177	226	5	image	image	NOUN
ajird-177	226	6	level	level	NOUN
ajird-177	226	7	90.4±1.5	90.4±1.5	NUM
ajird-177	226	8	86.3±3.3	86.3±3.3	NUM
ajird-177	226	9	83.1±2.2	83.1±2.2	NUM
ajird-177	226	10	81.3±3.5	81.3±3.5	NUM
ajird-177	226	11	85.3	85.3	NUM
ajird-177	226	12	for	for	ADP
ajird-177	226	13	example	example	NOUN
ajird-177	226	14	,	,	PUNCT
ajird-177	226	15	in	in	ADP
ajird-177	226	16	[	[	X
ajird-177	226	17	19	19	NUM
ajird-177	226	18	]	]	X
ajird-177	226	19	,	,	PUNCT
ajird-177	226	20	four	four	NUM
ajird-177	226	21	methodologies	methodology	NOUN
ajird-177	226	22	were	be	AUX
ajird-177	226	23	used	use	VERB
ajird-177	226	24	to	to	PART
ajird-177	226	25	produce	produce	VERB
ajird-177	226	26	image	image	NOUN
ajird-177	226	27	patches	patch	NOUN
ajird-177	226	28	,	,	PUNCT
ajird-177	226	29	which	which	PRON
ajird-177	226	30	were	be	AUX
ajird-177	226	31	then	then	ADV
ajird-177	226	32	used	use	VERB
ajird-177	226	33	for	for	ADP
ajird-177	226	34	training	training	NOUN
ajird-177	226	35	:	:	PUNCT
ajird-177	226	36	when	when	SCONJ
ajird-177	226	37	all	all	PRON
ajird-177	226	38	of	of	ADP
ajird-177	226	39	the	the	DET
ajird-177	226	40	photos	photo	NOUN
ajird-177	226	41	from	from	ADP
ajird-177	226	42	breakhis	breakhis	ADJ
ajird-177	226	43	'	'	PUNCT
ajird-177	226	44	database	database	NOUN
ajird-177	226	45	were	be	AUX
ajird-177	226	46	mixed	mix	VERB
ajird-177	226	47	up	up	ADP
ajird-177	226	48	,	,	PUNCT
ajird-177	226	49	the	the	DET
ajird-177	226	50	classification	classification	NOUN
ajird-177	226	51	performance	performance	NOUN
ajird-177	226	52	of	of	ADP
ajird-177	226	53	the	the	DET
ajird-177	226	54	model	model	NOUN
ajird-177	226	55	was	be	AUX
ajird-177	226	56	improved	improve	VERB
ajird-177	226	57	,	,	PUNCT
ajird-177	226	58	as	as	SCONJ
ajird-177	226	59	can	can	AUX
ajird-177	226	60	be	be	AUX
ajird-177	226	61	shown	show	VERB
ajird-177	226	62	in	in	ADP
ajird-177	226	63	table	table	NOUN
ajird-177	226	64	4	4	NUM
ajird-177	226	65	.	.	PUNCT
ajird-177	227	1	as	as	SCONJ
ajird-177	227	2	the	the	DET
ajird-177	227	3	training	training	NOUN
ajird-177	227	4	data	datum	NOUN
ajird-177	227	5	grows	grow	VERB
ajird-177	227	6	in	in	ADP
ajird-177	227	7	size	size	NOUN
ajird-177	227	8	,	,	PUNCT
ajird-177	227	9	the	the	DET
ajird-177	227	10	model	model	NOUN
ajird-177	227	11	's	's	PART
ajird-177	227	12	performance	performance	NOUN
ajird-177	227	13	improves	improve	VERB
ajird-177	227	14	.	.	PUNCT
ajird-177	228	1	pooling	pool	VERB
ajird-177	228	2	is	be	AUX
ajird-177	228	3	only	only	ADV
ajird-177	228	4	applied	apply	VERB
ajird-177	228	5	at	at	ADP
ajird-177	228	6	the	the	DET
ajird-177	228	7	last	last	ADJ
ajird-177	228	8	convolutional	convolutional	ADJ
ajird-177	228	9	layer	layer	NOUN
ajird-177	228	10	,	,	PUNCT
ajird-177	228	11	hence	hence	ADV
ajird-177	228	12	it	it	PRON
ajird-177	228	13	prevents	prevent	VERB
ajird-177	228	14	information	information	NOUN
ajird-177	228	15	loss	loss	NOUN
ajird-177	228	16	at	at	ADP
ajird-177	228	17	a	a	DET
ajird-177	228	18	low	low	ADJ
ajird-177	228	19	level	level	NOUN
ajird-177	228	20	.	.	PUNCT
ajird-177	229	1	to	to	PART
ajird-177	229	2	build	build	VERB
ajird-177	229	3	high	high	ADJ
ajird-177	229	4	-	-	PUNCT
ajird-177	229	5	level	level	NOUN
ajird-177	229	6	features	feature	NOUN
ajird-177	229	7	,	,	PUNCT
ajird-177	229	8	convolutional	convolutional	ADJ
ajird-177	229	9	neural	neural	ADJ
ajird-177	229	10	networks	network	NOUN
ajird-177	229	11	merge	merge	VERB
ajird-177	229	12	low	low	ADJ
ajird-177	229	13	-	-	PUNCT
ajird-177	229	14	level	level	NOUN
ajird-177	229	15	elements	element	NOUN
ajird-177	229	16	.	.	PUNCT
ajird-177	230	1	when	when	SCONJ
ajird-177	230	2	it	it	PRON
ajird-177	230	3	comes	come	VERB
ajird-177	230	4	to	to	ADP
ajird-177	230	5	texturing	texture	VERB
ajird-177	230	6	,	,	PUNCT
ajird-177	230	7	low	low	ADJ
ajird-177	230	8	-	-	PUNCT
ajird-177	230	9	level	level	NOUN
ajird-177	230	10	qualities	quality	NOUN
ajird-177	230	11	are	be	AUX
ajird-177	230	12	crucial	crucial	ADJ
ajird-177	230	13	.	.	PUNCT
ajird-177	231	1	table	table	NOUN
ajird-177	231	2	3	3	NUM
ajird-177	231	3	:	:	PUNCT
ajird-177	231	4	image	image	NOUN
ajird-177	231	5	recognition	recognition	NOUN
ajird-177	231	6	rate	rate	NOUN
ajird-177	231	7	at	at	ADP
ajird-177	231	8	image	image	NOUN
ajird-177	231	9	level	level	NOUN
ajird-177	231	10	[	[	X
ajird-177	231	11	19	19	NUM
ajird-177	231	12	]	]	PUNCT
ajird-177	231	13	american	american	ADJ
ajird-177	231	14	journal	journal	PROPN
ajird-177	231	15	of	of	ADP
ajird-177	231	16	interdisciplinary	interdisciplinary	ADJ
ajird-177	231	17	research	research	NOUN
ajird-177	231	18	and	and	CCONJ
ajird-177	231	19	development	development	NOUN
ajird-177	231	20	issn	issn	PROPN
ajird-177	231	21	online	online	NOUN
ajird-177	231	22	:	:	PUNCT
ajird-177	231	23	2771	2771	NUM
ajird-177	231	24	-	-	SYM
ajird-177	231	25	8948	8948	NUM
ajird-177	231	26	website	website	NOUN
ajird-177	231	27	:	:	PUNCT
ajird-177	231	28	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	231	29	volume	volume	NOUN
ajird-177	231	30	06	06	NUM
ajird-177	231	31	,	,	PUNCT
ajird-177	231	32	july	july	PROPN
ajird-177	231	33	,	,	PUNCT
ajird-177	231	34	2022	2022	NUM
ajird-177	231	35	108	108	NUM
ajird-177	232	1	|	|	ADV
ajird-177	232	2	p	p	NOUN
ajird-177	232	3	a	a	DET
ajird-177	232	4	g	g	NOUN
ajird-177	232	5	e	e	NOUN
ajird-177	232	6	table	table	NOUN
ajird-177	232	7	4	4	NUM
ajird-177	232	8	:	:	PUNCT
ajird-177	232	9	comparison	comparison	NOUN
ajird-177	232	10	of	of	ADP
ajird-177	232	11	model	model	NOUN
ajird-177	232	12	performance	performance	NOUN
ajird-177	232	13	between	between	ADP
ajird-177	232	14	[	[	X
ajird-177	232	15	19	19	NUM
ajird-177	232	16	]	]	PUNCT
ajird-177	232	17	and	and	CCONJ
ajird-177	232	18	the	the	DET
ajird-177	232	19	proposed	propose	VERB
ajird-177	232	20	approach	approach	NOUN
ajird-177	232	21	based	base	VERB
ajird-177	232	22	on	on	ADP
ajird-177	232	23	average	average	ADJ
ajird-177	232	24	image	image	NOUN
ajird-177	232	25	recognition	recognition	NOUN
ajird-177	232	26	rate	rate	NOUN
ajird-177	232	27	recognition	recognition	NOUN
ajird-177	232	28	rate	rate	NOUN
ajird-177	232	29	at	at	ADP
ajird-177	232	30	[	[	X
ajird-177	232	31	19	19	NUM
ajird-177	232	32	]	]	PUNCT
ajird-177	232	33	proposed	propose	VERB
ajird-177	232	34	approach	approach	NOUN
ajird-177	232	35	image	image	NOUN
ajird-177	232	36	level	level	NOUN
ajird-177	232	37	84.4	84.4	NUM
ajird-177	232	38	85.3	85.3	NUM
ajird-177	232	39	figure	figure	NOUN
ajird-177	232	40	5	5	NUM
ajird-177	232	41	:	:	PUNCT
ajird-177	232	42	training	training	NOUN
ajird-177	232	43	and	and	CCONJ
ajird-177	232	44	validation	validation	NOUN
ajird-177	232	45	accuracy	accuracy	NOUN
ajird-177	232	46	curves	curve	NOUN
ajird-177	232	47	at	at	ADP
ajird-177	232	48	the	the	DET
ajird-177	232	49	time	time	NOUN
ajird-177	232	50	of	of	ADP
ajird-177	232	51	training	training	NOUN
ajird-177	232	52	figure	figure	NOUN
ajird-177	232	53	6	6	NUM
ajird-177	232	54	:	:	SYM
ajird-177	232	55	32	32	NUM
ajird-177	232	56	filters	filter	NOUN
ajird-177	232	57	from	from	ADP
ajird-177	232	58	the	the	DET
ajird-177	232	59	first	first	ADJ
ajird-177	232	60	convolution	convolution	NOUN
ajird-177	232	61	layer	layer	NOUN
ajird-177	232	62	of	of	ADP
ajird-177	232	63	the	the	DET
ajird-177	232	64	proposed	propose	VERB
ajird-177	232	65	model	model	NOUN
ajird-177	232	66	with	with	ADP
ajird-177	232	67	kernel	kernel	PROPN
ajird-177	232	68	size	size	NOUN
ajird-177	232	69	(	(	PUNCT
ajird-177	232	70	3x3	3x3	NUM
ajird-177	232	71	)	)	PUNCT
ajird-177	232	72	system	system	NOUN
ajird-177	232	73	performance	performance	NOUN
ajird-177	232	74	analysis	analysis	NOUN
ajird-177	232	75	to	to	PART
ajird-177	232	76	enhance	enhance	VERB
ajird-177	232	77	understanding	understanding	NOUN
ajird-177	232	78	,	,	PUNCT
ajird-177	232	79	a	a	DET
ajird-177	232	80	collection	collection	NOUN
ajird-177	232	81	of	of	ADP
ajird-177	232	82	performance	performance	NOUN
ajird-177	232	83	curves	curve	NOUN
ajird-177	232	84	obtained	obtain	VERB
ajird-177	232	85	during	during	ADP
ajird-177	232	86	the	the	DET
ajird-177	232	87	model	model	NOUN
ajird-177	232	88	's	's	PART
ajird-177	232	89	training	training	NOUN
ajird-177	232	90	is	be	AUX
ajird-177	232	91	provided	provide	VERB
ajird-177	232	92	.	.	PUNCT
ajird-177	233	1	figure	figure	VERB
ajird-177	233	2	6	6	NUM
ajird-177	233	3	:	:	PUNCT
ajird-177	233	4	training	training	NOUN
ajird-177	233	5	accuracy	accuracy	NOUN
ajird-177	233	6	and	and	CCONJ
ajird-177	233	7	validation	validation	NOUN
ajird-177	233	8	accuracy	accuracy	NOUN
ajird-177	233	9	of	of	ADP
ajird-177	233	10	a	a	DET
ajird-177	233	11	model	model	NOUN
ajird-177	233	12	.	.	PUNCT
ajird-177	234	1	figure	figure	NOUN
ajird-177	234	2	7	7	NUM
ajird-177	234	3	shows	show	VERB
ajird-177	234	4	the	the	DET
ajird-177	234	5	first	first	ADJ
ajird-177	234	6	convolution	convolution	NOUN
ajird-177	234	7	layer	layer	NOUN
ajird-177	234	8	's	's	PART
ajird-177	234	9	32	32	NUM
ajird-177	234	10	-	-	PUNCT
ajird-177	234	11	filter	filter	NOUN
ajird-177	234	12	kernel	kernel	NOUN
ajird-177	234	13	.	.	PUNCT
ajird-177	235	1	at	at	ADP
ajird-177	235	2	a	a	DET
ajird-177	235	3	lower	low	ADJ
ajird-177	235	4	representation	representation	NOUN
ajird-177	235	5	level	level	NOUN
ajird-177	235	6	,	,	PUNCT
ajird-177	235	7	these	these	DET
ajird-177	235	8	filters	filter	NOUN
ajird-177	235	9	'	'	PART
ajird-177	235	10	kernels	kernel	NOUN
ajird-177	235	11	extract	extract	NOUN
ajird-177	235	12	characteristics	characteristic	NOUN
ajird-177	235	13	like	like	ADP
ajird-177	235	14	edge	edge	NOUN
ajird-177	235	15	and	and	CCONJ
ajird-177	235	16	corner	corner	NOUN
ajird-177	235	17	,	,	PUNCT
ajird-177	235	18	then	then	ADV
ajird-177	235	19	combine	combine	VERB
ajird-177	235	20	them	they	PRON
ajird-177	235	21	at	at	ADP
ajird-177	235	22	a	a	DET
ajird-177	235	23	higher	high	ADJ
ajird-177	235	24	representation	representation	NOUN
ajird-177	235	25	level	level	NOUN
ajird-177	235	26	to	to	PART
ajird-177	235	27	learn	learn	VERB
ajird-177	235	28	complex	complex	ADJ
ajird-177	235	29	features	feature	NOUN
ajird-177	235	30	.	.	PUNCT
ajird-177	236	1	according	accord	VERB
ajird-177	236	2	to	to	PART
ajird-177	236	3	figure	figure	VERB
ajird-177	236	4	8	8	NUM
ajird-177	236	5	,	,	PUNCT
ajird-177	236	6	the	the	DET
ajird-177	236	7	test	test	NOUN
ajird-177	236	8	set	set	VERB
ajird-177	236	9	comprises	comprise	NOUN
ajird-177	236	10	of	of	ADP
ajird-177	236	11	40x	40x	NOUN
ajird-177	236	12	magnification	magnification	NOUN
ajird-177	236	13	photographs	photograph	NOUN
ajird-177	236	14	of	of	ADP
ajird-177	236	15	breast	breast	NOUN
ajird-177	236	16	cancer	cancer	NOUN
ajird-177	236	17	tissue	tissue	NOUN
ajird-177	236	18	.	.	PUNCT
ajird-177	237	1	as	as	ADP
ajird-177	237	2	a	a	DET
ajird-177	237	3	result	result	NOUN
ajird-177	237	4	of	of	ADP
ajird-177	237	5	similar	similar	ADJ
ajird-177	237	6	textures	texture	NOUN
ajird-177	237	7	or	or	CCONJ
ajird-177	237	8	appearances	appearance	NOUN
ajird-177	237	9	,	,	PUNCT
ajird-177	237	10	benign	benign	ADJ
ajird-177	237	11	and	and	CCONJ
ajird-177	237	12	cancerous	cancerous	ADJ
ajird-177	237	13	breast	breast	NOUN
ajird-177	237	14	tissue	tissue	NOUN
ajird-177	237	15	are	be	AUX
ajird-177	237	16	often	often	ADV
ajird-177	237	17	mistaken	mistaken	ADJ
ajird-177	237	18	for	for	ADP
ajird-177	237	19	one	one	NUM
ajird-177	237	20	another	another	DET
ajird-177	237	21	.	.	PUNCT
ajird-177	238	1	some	some	PRON
ajird-177	238	2	of	of	ADP
ajird-177	238	3	the	the	DET
ajird-177	238	4	photos	photo	NOUN
ajird-177	238	5	in	in	ADP
ajird-177	238	6	figure	figure	NOUN
ajird-177	238	7	9	9	NUM
ajird-177	238	8	have	have	AUX
ajird-177	238	9	been	be	AUX
ajird-177	238	10	misclassified	misclassifie	VERB
ajird-177	238	11	.	.	PUNCT
ajird-177	239	1	in	in	ADP
ajird-177	239	2	order	order	NOUN
ajird-177	239	3	to	to	PART
ajird-177	239	4	avoid	avoid	VERB
ajird-177	239	5	confusion	confusion	NOUN
ajird-177	239	6	between	between	ADP
ajird-177	239	7	the	the	DET
ajird-177	239	8	two	two	NUM
ajird-177	239	9	classes	class	NOUN
ajird-177	239	10	,	,	PUNCT
ajird-177	239	11	a	a	DET
ajird-177	239	12	detailed	detailed	ADJ
ajird-177	239	13	description	description	NOUN
ajird-177	239	14	of	of	ADP
ajird-177	239	15	texture	texture	NOUN
ajird-177	239	16	is	be	AUX
ajird-177	239	17	essential	essential	ADJ
ajird-177	239	18	.	.	PUNCT
ajird-177	240	1	american	american	ADJ
ajird-177	240	2	journal	journal	PROPN
ajird-177	240	3	of	of	ADP
ajird-177	240	4	interdisciplinary	interdisciplinary	ADJ
ajird-177	240	5	research	research	NOUN
ajird-177	240	6	and	and	CCONJ
ajird-177	240	7	development	development	NOUN
ajird-177	240	8	issn	issn	PROPN
ajird-177	240	9	online	online	NOUN
ajird-177	240	10	:	:	PUNCT
ajird-177	240	11	2771	2771	NUM
ajird-177	240	12	-	-	SYM
ajird-177	240	13	8948	8948	NUM
ajird-177	240	14	website	website	NOUN
ajird-177	240	15	:	:	PUNCT
ajird-177	240	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	240	17	volume	volume	NOUN
ajird-177	240	18	06	06	NUM
ajird-177	240	19	,	,	PUNCT
ajird-177	240	20	july	july	PROPN
ajird-177	240	21	,	,	PUNCT
ajird-177	240	22	2022	2022	NUM
ajird-177	240	23	109	109	NUM
ajird-177	241	1	|	|	ADV
ajird-177	241	2	p	p	NOUN
ajird-177	241	3	a	a	DET
ajird-177	241	4	g	g	NOUN
ajird-177	241	5	e	e	NOUN
ajird-177	241	6	figure	figure	NOUN
ajird-177	241	7	7	7	NUM
ajird-177	241	8	:	:	PUNCT
ajird-177	241	9	confusion	confusion	NOUN
ajird-177	241	10	matrix	matrix	NOUN
ajird-177	241	11	for	for	ADP
ajird-177	241	12	the	the	DET
ajird-177	241	13	test	test	NOUN
ajird-177	241	14	set	set	VERB
ajird-177	241	15	with	with	ADP
ajird-177	241	16	magnification	magnification	NOUN
ajird-177	241	17	factor	factor	NOUN
ajird-177	241	18	(	(	PUNCT
ajird-177	241	19	40x	40x	NOUN
ajird-177	241	20	)	)	PUNCT
ajird-177	241	21	0	0	NUM
ajird-177	241	22	:	:	PUNCT
ajird-177	241	23	benign	benign	ADJ
ajird-177	241	24	and	and	CCONJ
ajird-177	241	25	1	1	NUM
ajird-177	241	26	:	:	PUNCT
ajird-177	241	27	malignant	malignant	ADJ
ajird-177	241	28	figure	figure	NOUN
ajird-177	241	29	8	8	NUM
ajird-177	241	30	:	:	PUNCT
ajird-177	242	1	misclassified	misclassifie	VERB
ajird-177	242	2	images	image	NOUN
ajird-177	242	3	of	of	ADP
ajird-177	242	4	breast	breast	NOUN
ajird-177	242	5	cancer	cancer	NOUN
ajird-177	242	6	tissue	tissue	NOUN
ajird-177	242	7	,	,	PUNCT
ajird-177	242	8	(	(	PUNCT
ajird-177	242	9	a	a	X
ajird-177	242	10	)	)	PUNCT
ajird-177	242	11	&	&	CCONJ
ajird-177	242	12	(	(	PUNCT
ajird-177	242	13	b	b	NOUN
ajird-177	242	14	)	)	PUNCT
ajird-177	242	15	are	be	AUX
ajird-177	242	16	benign	benign	ADJ
ajird-177	242	17	but	but	CCONJ
ajird-177	242	18	classified	classify	VERB
ajird-177	242	19	as	as	ADP
ajird-177	242	20	malignant	malignant	ADJ
ajird-177	242	21	,	,	PUNCT
ajird-177	242	22	and	and	CCONJ
ajird-177	242	23	(	(	PUNCT
ajird-177	242	24	c	c	NOUN
ajird-177	242	25	)	)	PUNCT
ajird-177	242	26	&	&	CCONJ
ajird-177	242	27	(	(	PUNCT
ajird-177	242	28	d	d	X
ajird-177	242	29	)	)	PUNCT
ajird-177	242	30	are	be	AUX
ajird-177	242	31	malignant	malignant	ADJ
ajird-177	242	32	but	but	CCONJ
ajird-177	242	33	classified	classify	VERB
ajird-177	242	34	as	as	ADP
ajird-177	242	35	benign	benign	ADJ
ajird-177	242	36	a	a	DET
ajird-177	242	37	broad	broad	ADJ
ajird-177	242	38	framework	framework	NOUN
ajird-177	242	39	based	base	VERB
ajird-177	242	40	on	on	ADP
ajird-177	242	41	cnn	cnn	PROPN
ajird-177	242	42	is	be	AUX
ajird-177	242	43	offered	offer	VERB
ajird-177	242	44	to	to	PART
ajird-177	242	45	extract	extract	VERB
ajird-177	242	46	characteristics	characteristic	NOUN
ajird-177	242	47	from	from	ADP
ajird-177	242	48	breast	breast	NOUN
ajird-177	242	49	cancer	cancer	NOUN
ajird-177	242	50	histology	histology	NOUN
ajird-177	242	51	photographs	photograph	NOUN
ajird-177	242	52	.	.	PUNCT
ajird-177	243	1	the	the	DET
ajird-177	243	2	proposed	propose	VERB
ajird-177	243	3	framework	framework	NOUN
ajird-177	243	4	is	be	AUX
ajird-177	243	5	more	more	ADV
ajird-177	243	6	resilient	resilient	ADJ
ajird-177	243	7	and	and	CCONJ
ajird-177	243	8	faster	fast	ADJ
ajird-177	243	9	than	than	ADP
ajird-177	243	10	existing	exist	VERB
ajird-177	243	11	classification	classification	NOUN
ajird-177	243	12	methods	method	NOUN
ajird-177	243	13	since	since	SCONJ
ajird-177	243	14	it	it	PRON
ajird-177	243	15	only	only	ADV
ajird-177	243	16	requires	require	VERB
ajird-177	243	17	one	one	NUM
ajird-177	243	18	training	training	NOUN
ajird-177	243	19	phase	phase	NOUN
ajird-177	243	20	.	.	PUNCT
ajird-177	244	1	with	with	ADP
ajird-177	244	2	the	the	DET
ajird-177	244	3	magnification	magnification	NOUN
ajird-177	244	4	-	-	PUNCT
ajird-177	244	5	independent	independent	ADJ
ajird-177	244	6	model	model	NOUN
ajird-177	244	7	,	,	PUNCT
ajird-177	244	8	the	the	DET
ajird-177	244	9	image	image	NOUN
ajird-177	244	10	can	can	AUX
ajird-177	244	11	be	be	AUX
ajird-177	244	12	resized	resize	VERB
ajird-177	244	13	to	to	ADP
ajird-177	244	14	a	a	DET
ajird-177	244	15	new	new	ADJ
ajird-177	244	16	magnification	magnification	NOUN
ajird-177	244	17	.	.	PUNCT
ajird-177	245	1	in	in	ADP
ajird-177	245	2	order	order	NOUN
ajird-177	245	3	to	to	PART
ajird-177	245	4	achieve	achieve	VERB
ajird-177	245	5	this	this	PRON
ajird-177	245	6	,	,	PUNCT
ajird-177	245	7	the	the	DET
ajird-177	245	8	training	training	NOUN
ajird-177	245	9	set	set	NOUN
ajird-177	245	10	contains	contain	VERB
ajird-177	245	11	images	image	NOUN
ajird-177	245	12	with	with	ADP
ajird-177	245	13	new	new	ADJ
ajird-177	245	14	magnifications	magnification	NOUN
ajird-177	245	15	that	that	PRON
ajird-177	245	16	are	be	AUX
ajird-177	245	17	used	use	VERB
ajird-177	245	18	in	in	ADP
ajird-177	245	19	the	the	DET
ajird-177	245	20	training	training	NOUN
ajird-177	245	21	process	process	NOUN
ajird-177	245	22	.	.	PUNCT
ajird-177	246	1	by	by	ADP
ajird-177	246	2	comparison	comparison	NOUN
ajird-177	246	3	with	with	ADP
ajird-177	246	4	the	the	DET
ajird-177	246	5	previously	previously	ADV
ajird-177	246	6	trained	train	VERB
ajird-177	246	7	data	datum	NOUN
ajird-177	246	8	,	,	PUNCT
ajird-177	246	9	it	it	PRON
ajird-177	246	10	is	be	AUX
ajird-177	246	11	therefore	therefore	ADV
ajird-177	246	12	relatively	relatively	ADV
ajird-177	246	13	easy	easy	ADJ
ajird-177	246	14	to	to	PART
ajird-177	246	15	generalize	generalize	VERB
ajird-177	246	16	the	the	DET
ajird-177	246	17	suggested	suggest	VERB
ajird-177	246	18	framework	framework	NOUN
ajird-177	246	19	to	to	ADP
ajird-177	246	20	new	new	ADJ
ajird-177	246	21	images	image	NOUN
ajird-177	246	22	with	with	ADP
ajird-177	246	23	varied	varied	ADJ
ajird-177	246	24	magnifications	magnification	NOUN
ajird-177	246	25	.	.	PUNCT
ajird-177	247	1	according	accord	VERB
ajird-177	247	2	to	to	ADP
ajird-177	247	3	breakhis	breakhis	PROPN
ajird-177	247	4	's	's	PART
ajird-177	247	5	dataset	dataset	NOUN
ajird-177	247	6	,	,	PUNCT
ajird-177	247	7	the	the	DET
ajird-177	247	8	proposed	propose	VERB
ajird-177	247	9	cnn	cnn	PROPN
ajird-177	247	10	performed	perform	VERB
ajird-177	247	11	well	well	ADV
ajird-177	247	12	at	at	ADP
ajird-177	247	13	all	all	DET
ajird-177	247	14	magnification	magnification	NOUN
ajird-177	247	15	levels	level	NOUN
ajird-177	247	16	in	in	ADP
ajird-177	247	17	binary	binary	ADJ
ajird-177	247	18	classification	classification	NOUN
ajird-177	247	19	.	.	PUNCT
ajird-177	248	1	of	of	ADP
ajird-177	248	2	90.4	90.4	NUM
ajird-177	248	3	%	%	NOUN
ajird-177	248	4	(	(	PUNCT
ajird-177	248	5	40x	40x	NOUN
ajird-177	248	6	)	)	PUNCT
ajird-177	248	7	,	,	PUNCT
ajird-177	248	8	86.3	86.3	NUM
ajird-177	248	9	%	%	NOUN
ajird-177	248	10	(	(	PUNCT
ajird-177	248	11	100x	100x	NUM
ajird-177	248	12	)	)	PUNCT
ajird-177	248	13	,	,	PUNCT
ajird-177	248	14	83.1	83.1	NUM
ajird-177	248	15	%	%	NOUN
ajird-177	248	16	(	(	PUNCT
ajird-177	248	17	200x	200x	NUM
ajird-177	248	18	)	)	PUNCT
ajird-177	248	19	,	,	PUNCT
ajird-177	248	20	81.3	81.3	NUM
ajird-177	248	21	%	%	NOUN
ajird-177	248	22	(	(	PUNCT
ajird-177	248	23	400	400	NUM
ajird-177	248	24	x	x	NOUN
ajird-177	248	25	)	)	PUNCT
ajird-177	248	26	,	,	PUNCT
ajird-177	248	27	and	and	CCONJ
ajird-177	248	28	proved	prove	VERB
ajird-177	248	29	as	as	ADP
ajird-177	248	30	state	state	NOUN
ajird-177	248	31	-	-	PUNCT
ajird-177	248	32	of	of	ADP
ajird-177	248	33	-	-	PUNCT
ajird-177	248	34	the	the	DET
ajird-177	248	35	-	-	PUNCT
ajird-177	248	36	art	art	NOUN
ajird-177	248	37	technique	technique	NOUN
ajird-177	248	38	by	by	ADP
ajird-177	248	39	outperforming	outperform	VERB
ajird-177	248	40	the	the	DET
ajird-177	248	41	other	other	ADJ
ajird-177	248	42	pre	pre	ADJ
ajird-177	248	43	-	-	ADJ
ajird-177	248	44	existing	existing	ADJ
ajird-177	248	45	works	work	NOUN
ajird-177	248	46	.	.	PUNCT
ajird-177	249	1	conclusion	conclusion	NOUN
ajird-177	249	2	to	to	PART
ajird-177	249	3	extract	extract	VERB
ajird-177	249	4	features	feature	NOUN
ajird-177	249	5	from	from	ADP
ajird-177	249	6	breast	breast	NOUN
ajird-177	249	7	cancer	cancer	NOUN
ajird-177	249	8	histology	histology	NOUN
ajird-177	249	9	pictures	picture	NOUN
ajird-177	249	10	,	,	PUNCT
ajird-177	249	11	a	a	DET
ajird-177	249	12	general	general	ADJ
ajird-177	249	13	framework	framework	NOUN
ajird-177	249	14	based	base	VERB
ajird-177	249	15	on	on	ADP
ajird-177	249	16	cnn	cnn	PROPN
ajird-177	249	17	is	be	AUX
ajird-177	249	18	given	give	VERB
ajird-177	249	19	.	.	PUNCT
ajird-177	250	1	one	one	NUM
ajird-177	250	2	training	training	NOUN
ajird-177	250	3	step	step	NOUN
ajird-177	250	4	makes	make	VERB
ajird-177	250	5	the	the	DET
ajird-177	250	6	proposed	propose	VERB
ajird-177	250	7	framework	framework	NOUN
ajird-177	250	8	more	more	ADV
ajird-177	250	9	robust	robust	ADJ
ajird-177	250	10	and	and	CCONJ
ajird-177	250	11	american	american	ADJ
ajird-177	250	12	journal	journal	PROPN
ajird-177	250	13	of	of	ADP
ajird-177	250	14	interdisciplinary	interdisciplinary	ADJ
ajird-177	250	15	research	research	NOUN
ajird-177	250	16	and	and	CCONJ
ajird-177	250	17	development	development	NOUN
ajird-177	250	18	issn	issn	PROPN
ajird-177	250	19	online	online	NOUN
ajird-177	250	20	:	:	PUNCT
ajird-177	250	21	2771	2771	NUM
ajird-177	250	22	-	-	SYM
ajird-177	250	23	8948	8948	NUM
ajird-177	250	24	website	website	NOUN
ajird-177	250	25	:	:	PUNCT
ajird-177	250	26	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	250	27	volume	volume	NOUN
ajird-177	250	28	06	06	NUM
ajird-177	250	29	,	,	PUNCT
ajird-177	250	30	july	july	PROPN
ajird-177	250	31	,	,	PUNCT
ajird-177	250	32	2022	2022	NUM
ajird-177	250	33	110	110	NUM
ajird-177	251	1	|	|	ADV
ajird-177	251	2	p	p	ADP
ajird-177	251	3	a	a	DET
ajird-177	251	4	g	g	NOUN
ajird-177	251	5	e	e	NOUN
ajird-177	251	6	faster	fast	ADV
ajird-177	251	7	,	,	PUNCT
ajird-177	251	8	while	while	SCONJ
ajird-177	251	9	existing	exist	VERB
ajird-177	251	10	classification	classification	NOUN
ajird-177	251	11	systems	system	NOUN
ajird-177	251	12	use	use	VERB
ajird-177	251	13	numerous	numerous	ADJ
ajird-177	251	14	training	training	NOUN
ajird-177	251	15	steps	step	NOUN
ajird-177	251	16	to	to	PART
ajird-177	251	17	distinguish	distinguish	VERB
ajird-177	251	18	photos	photo	NOUN
ajird-177	251	19	of	of	ADP
ajird-177	251	20	specific	specific	ADJ
ajird-177	251	21	magnification	magnification	NOUN
ajird-177	251	22	.	.	PUNCT
ajird-177	252	1	an	an	DET
ajird-177	252	2	additional	additional	ADJ
ajird-177	252	3	benefit	benefit	NOUN
ajird-177	252	4	of	of	ADP
ajird-177	252	5	the	the	DET
ajird-177	252	6	magnification	magnification	NOUN
ajird-177	252	7	independent	independent	ADJ
ajird-177	252	8	approach	approach	NOUN
ajird-177	252	9	is	be	AUX
ajird-177	252	10	its	its	PRON
ajird-177	252	11	ability	ability	NOUN
ajird-177	252	12	to	to	PART
ajird-177	252	13	scale	scale	VERB
ajird-177	252	14	the	the	DET
ajird-177	252	15	image	image	NOUN
ajird-177	252	16	.	.	PUNCT
ajird-177	253	1	in	in	ADP
ajird-177	253	2	order	order	NOUN
ajird-177	253	3	to	to	PART
ajird-177	253	4	achieve	achieve	VERB
ajird-177	253	5	this	this	PRON
ajird-177	253	6	,	,	PUNCT
ajird-177	253	7	the	the	DET
ajird-177	253	8	training	training	NOUN
ajird-177	253	9	set	set	NOUN
ajird-177	253	10	contains	contain	VERB
ajird-177	253	11	images	image	NOUN
ajird-177	253	12	with	with	ADP
ajird-177	253	13	new	new	ADJ
ajird-177	253	14	magnifications	magnification	NOUN
ajird-177	253	15	that	that	PRON
ajird-177	253	16	are	be	AUX
ajird-177	253	17	used	use	VERB
ajird-177	253	18	in	in	ADP
ajird-177	253	19	the	the	DET
ajird-177	253	20	training	training	NOUN
ajird-177	253	21	process	process	NOUN
ajird-177	253	22	.	.	PUNCT
ajird-177	254	1	by	by	ADP
ajird-177	254	2	comparison	comparison	NOUN
ajird-177	254	3	with	with	ADP
ajird-177	254	4	the	the	DET
ajird-177	254	5	previously	previously	ADV
ajird-177	254	6	trained	train	VERB
ajird-177	254	7	data	datum	NOUN
ajird-177	254	8	,	,	PUNCT
ajird-177	254	9	it	it	PRON
ajird-177	254	10	is	be	AUX
ajird-177	254	11	therefore	therefore	ADV
ajird-177	254	12	relatively	relatively	ADV
ajird-177	254	13	easy	easy	ADJ
ajird-177	254	14	to	to	PART
ajird-177	254	15	generalize	generalize	VERB
ajird-177	254	16	the	the	DET
ajird-177	254	17	suggested	suggest	VERB
ajird-177	254	18	framework	framework	NOUN
ajird-177	254	19	to	to	ADP
ajird-177	254	20	new	new	ADJ
ajird-177	254	21	images	image	NOUN
ajird-177	254	22	with	with	ADP
ajird-177	254	23	varied	varied	ADJ
ajird-177	254	24	magnifications	magnification	NOUN
ajird-177	254	25	.	.	PUNCT
ajird-177	255	1	references	reference	NOUN
ajird-177	255	2	1	1	NUM
ajird-177	255	3	.	.	PUNCT
ajird-177	255	4	f.	f.	PROPN
ajird-177	255	5	a.	a.	PROPN
ajird-177	255	6	spanhol	spanhol	PROPN
ajird-177	255	7	,	,	PUNCT
ajird-177	255	8	et	et	PROPN
ajird-177	255	9	al	al	PROPN
ajird-177	255	10	.	.	PROPN
ajird-177	255	11	,	,	PUNCT
ajird-177	255	12	"	"	PUNCT
ajird-177	255	13	a	a	DET
ajird-177	255	14	dataset	dataset	NOUN
ajird-177	255	15	for	for	ADP
ajird-177	255	16	breast	breast	NOUN
ajird-177	255	17	cancer	cancer	NOUN
ajird-177	255	18	histopathological	histopathological	ADJ
ajird-177	255	19	image	image	NOUN
ajird-177	255	20	classification	classification	NOUN
ajird-177	255	21	,	,	PUNCT
ajird-177	255	22	"	"	PUNCT
ajird-177	255	23	ieee	ieee	NOUN
ajird-177	255	24	transactions	transaction	NOUN
ajird-177	255	25	on	on	ADP
ajird-177	255	26	biomedical	biomedical	ADJ
ajird-177	255	27	engineering	engineering	NOUN
ajird-177	255	28	,	,	PUNCT
ajird-177	255	29	vol	vol	NOUN
ajird-177	255	30	.	.	PROPN
ajird-177	255	31	63	63	NUM
ajird-177	255	32	,	,	PUNCT
ajird-177	255	33	pp	pp	ADJ
ajird-177	255	34	.	.	PUNCT
ajird-177	256	1	1455	1455	NUM
ajird-177	256	2	1462	1462	NUM
ajird-177	256	3	,	,	PUNCT
ajird-177	256	4	2016	2016	NUM
ajird-177	256	5	.	.	PUNCT
ajird-177	257	1	2	2	NUM
ajird-177	257	2	.	.	PUNCT
ajird-177	257	3	f.	f.	PROPN
ajird-177	257	4	a.	a.	PROPN
ajird-177	257	5	spanhol	spanhol	PROPN
ajird-177	257	6	,	,	PUNCT
ajird-177	257	7	et	et	PROPN
ajird-177	257	8	al	al	PROPN
ajird-177	257	9	.	.	PROPN
ajird-177	257	10	,	,	PUNCT
ajird-177	257	11	"	"	PUNCT
ajird-177	257	12	breast	breast	NOUN
ajird-177	257	13	cancer	cancer	NOUN
ajird-177	257	14	histopathological	histopathological	ADJ
ajird-177	257	15	image	image	NOUN
ajird-177	257	16	classification	classification	NOUN
ajird-177	257	17	using	use	VERB
ajird-177	257	18	convolutional	convolutional	ADJ
ajird-177	257	19	neural	neural	ADJ
ajird-177	257	20	networks	network	NOUN
ajird-177	257	21	,	,	PUNCT
ajird-177	257	22	"	"	PUNCT
ajird-177	257	23	in	in	ADP
ajird-177	257	24	international	international	ADJ
ajird-177	257	25	joint	joint	ADJ
ajird-177	257	26	conference	conference	NOUN
ajird-177	257	27	on	on	ADP
ajird-177	257	28	neural	neural	ADJ
ajird-177	257	29	networks	network	NOUN
ajird-177	257	30	,	,	PUNCT
ajird-177	257	31	2016	2016	NUM
ajird-177	257	32	,	,	PUNCT
ajird-177	257	33	pp	pp	ADJ
ajird-177	257	34	.	.	PUNCT
ajird-177	258	1	2560	2560	NUM
ajird-177	258	2	-	-	SYM
ajird-177	258	3	2567	2567	NUM
ajird-177	258	4	.	.	PUNCT
ajird-177	259	1	3	3	X
ajird-177	259	2	.	.	PUNCT
ajird-177	259	3	s.	s.	PROPN
ajird-177	259	4	sharma	sharma	PROPN
ajird-177	259	5	,	,	PUNCT
ajird-177	259	6	et	et	PROPN
ajird-177	259	7	al	al	PROPN
ajird-177	259	8	.	.	PROPN
ajird-177	259	9	,	,	PUNCT
ajird-177	259	10	"	"	PUNCT
ajird-177	259	11	detection	detection	NOUN
ajird-177	259	12	and	and	CCONJ
ajird-177	259	13	analysis	analysis	NOUN
ajird-177	259	14	of	of	ADP
ajird-177	259	15	lung	lung	NOUN
ajird-177	259	16	cancer	cancer	NOUN
ajird-177	259	17	using	use	VERB
ajird-177	259	18	radiomic	radiomic	ADJ
ajird-177	259	19	approach	approach	NOUN
ajird-177	259	20	,	,	PUNCT
ajird-177	259	21	"	"	PUNCT
ajird-177	259	22	in	in	ADP
ajird-177	259	23	smart	smart	ADJ
ajird-177	259	24	computational	computational	ADJ
ajird-177	259	25	strategies	strategy	NOUN
ajird-177	259	26	:	:	PUNCT
ajird-177	259	27	theoretical	theoretical	ADJ
ajird-177	259	28	and	and	CCONJ
ajird-177	259	29	practical	practical	ADJ
ajird-177	259	30	aspects	aspect	NOUN
ajird-177	259	31	,	,	PUNCT
ajird-177	259	32	2019	2019	NUM
ajird-177	259	33	,	,	PUNCT
ajird-177	259	34	pp	pp	ADJ
ajird-177	259	35	.	.	PUNCT
ajird-177	260	1	13	13	NUM
ajird-177	260	2	-	-	SYM
ajird-177	260	3	24	24	NUM
ajird-177	260	4	.	.	PUNCT
ajird-177	261	1	4	4	NUM
ajird-177	261	2	.	.	PUNCT
ajird-177	261	3	z.	z.	PROPN
ajird-177	261	4	han	han	PROPN
ajird-177	261	5	,	,	PUNCT
ajird-177	261	6	et	et	PROPN
ajird-177	261	7	al	al	PROPN
ajird-177	261	8	.	.	PROPN
ajird-177	261	9	,	,	PUNCT
ajird-177	261	10	"	"	PUNCT
ajird-177	261	11	breast	breast	NOUN
ajird-177	261	12	cancer	cancer	NOUN
ajird-177	261	13	multi	multi	NOUN
ajird-177	261	14	-	-	NOUN
ajird-177	261	15	classification	classification	NOUN
ajird-177	261	16	from	from	ADP
ajird-177	261	17	histopathological	histopathological	ADJ
ajird-177	261	18	images	image	NOUN
ajird-177	261	19	with	with	ADP
ajird-177	261	20	structured	structured	ADJ
ajird-177	261	21	deep	deep	ADJ
ajird-177	261	22	learning	learning	NOUN
ajird-177	261	23	model	model	NOUN
ajird-177	261	24	,	,	PUNCT
ajird-177	261	25	"	"	PUNCT
ajird-177	261	26	scientific	scientific	ADJ
ajird-177	261	27	reports	report	NOUN
ajird-177	261	28	,	,	PUNCT
ajird-177	261	29	vol	vol	NOUN
ajird-177	261	30	.	.	PROPN
ajird-177	261	31	7	7	NUM
ajird-177	261	32	,	,	PUNCT
ajird-177	261	33	pp	pp	ADJ
ajird-177	261	34	.	.	PUNCT
ajird-177	262	1	1	1	NUM
ajird-177	262	2	-	-	SYM
ajird-177	262	3	10	10	NUM
ajird-177	262	4	,	,	PUNCT
ajird-177	262	5	2017	2017	NUM
ajird-177	262	6	.	.	PUNCT
ajird-177	263	1	5	5	X
ajird-177	263	2	.	.	X
ajird-177	263	3	d.	d.	PROPN
ajird-177	263	4	shen	shen	PROPN
ajird-177	263	5	,	,	PUNCT
ajird-177	263	6	et	et	PROPN
ajird-177	263	7	al	al	PROPN
ajird-177	263	8	.	.	PROPN
ajird-177	263	9	,	,	PUNCT
ajird-177	263	10	"	"	PUNCT
ajird-177	263	11	deep	deep	ADJ
ajird-177	263	12	learning	learning	NOUN
ajird-177	263	13	in	in	ADP
ajird-177	263	14	medical	medical	ADJ
ajird-177	263	15	image	image	NOUN
ajird-177	263	16	analysis	analysis	NOUN
ajird-177	263	17	,	,	PUNCT
ajird-177	263	18	"	"	PUNCT
ajird-177	263	19	annual	annual	ADJ
ajird-177	263	20	review	review	NOUN
ajird-177	263	21	of	of	ADP
ajird-177	263	22	biomedical	biomedical	ADJ
ajird-177	263	23	engineering	engineering	NOUN
ajird-177	263	24	,	,	PUNCT
ajird-177	263	25	vol	vol	NOUN
ajird-177	263	26	.	.	PROPN
ajird-177	263	27	19	19	NUM
ajird-177	263	28	,	,	PUNCT
ajird-177	263	29	pp	pp	ADJ
ajird-177	263	30	.	.	PUNCT
ajird-177	264	1	221	221	NUM
ajird-177	264	2	-	-	SYM
ajird-177	264	3	248	248	NUM
ajird-177	264	4	,	,	PUNCT
ajird-177	264	5	2017	2017	NUM
ajird-177	264	6	.	.	PUNCT
ajird-177	265	1	6	6	NUM
ajird-177	265	2	.	.	PUNCT
ajird-177	265	3	s.	s.	PROPN
ajird-177	265	4	doyle	doyle	PROPN
ajird-177	265	5	,	,	PUNCT
ajird-177	265	6	et	et	PROPN
ajird-177	265	7	al	al	PROPN
ajird-177	265	8	.	.	PROPN
ajird-177	265	9	,	,	PUNCT
ajird-177	265	10	"	"	PUNCT
ajird-177	265	11	cascaded	cascade	VERB
ajird-177	265	12	discrimination	discrimination	NOUN
ajird-177	265	13	of	of	ADP
ajird-177	265	14	normal	normal	ADJ
ajird-177	265	15	,	,	PUNCT
ajird-177	265	16	abnormal	abnormal	ADJ
ajird-177	265	17	,	,	PUNCT
ajird-177	265	18	and	and	CCONJ
ajird-177	265	19	confounder	confounder	NOUN
ajird-177	265	20	classes	class	NOUN
ajird-177	265	21	in	in	ADP
ajird-177	265	22	histopathology	histopathology	NOUN
ajird-177	265	23	:	:	PUNCT
ajird-177	265	24	gleason	gleason	PROPN
ajird-177	265	25	grading	grade	VERB
ajird-177	265	26	of	of	ADP
ajird-177	265	27	prostate	prostate	NOUN
ajird-177	265	28	cancer	cancer	NOUN
ajird-177	265	29	,	,	PUNCT
ajird-177	265	30	"	"	PUNCT
ajird-177	265	31	bmc	bmc	ADJ
ajird-177	265	32	bioinformatics	bioinformatics	NOUN
ajird-177	265	33	,	,	PUNCT
ajird-177	265	34	vol	vol	NOUN
ajird-177	265	35	.	.	PROPN
ajird-177	265	36	13	13	NUM
ajird-177	265	37	,	,	PUNCT
ajird-177	265	38	p.	p.	NOUN
ajird-177	265	39	1	1	NUM
ajird-177	265	40	-	-	SYM
ajird-177	265	41	15	15	NUM
ajird-177	265	42	,	,	PUNCT
ajird-177	265	43	2012	2012	NUM
ajird-177	265	44	.	.	PUNCT
ajird-177	266	1	7	7	X
ajird-177	266	2	.	.	X
ajird-177	266	3	a.	a.	NOUN
ajird-177	266	4	belsare	belsare	PROPN
ajird-177	266	5	,	,	PUNCT
ajird-177	266	6	et	et	PROPN
ajird-177	266	7	al	al	PROPN
ajird-177	266	8	.	.	PROPN
ajird-177	266	9	,	,	PUNCT
ajird-177	266	10	"	"	PUNCT
ajird-177	266	11	classification	classification	NOUN
ajird-177	266	12	of	of	ADP
ajird-177	266	13	breast	breast	NOUN
ajird-177	266	14	cancer	cancer	NOUN
ajird-177	266	15	histopathology	histopathology	NOUN
ajird-177	266	16	images	image	NOUN
ajird-177	266	17	using	use	VERB
ajird-177	266	18	texture	texture	ADJ
ajird-177	266	19	feature	feature	NOUN
ajird-177	266	20	analysis	analysis	NOUN
ajird-177	266	21	,	,	PUNCT
ajird-177	266	22	"	"	PUNCT
ajird-177	266	23	in	in	ADP
ajird-177	266	24	tencon	tencon	PROPN
ajird-177	266	25	ieee	ieee	NOUN
ajird-177	266	26	region	region	PROPN
ajird-177	266	27	10	10	NUM
ajird-177	266	28	conference	conference	NOUN
ajird-177	266	29	,	,	PUNCT
ajird-177	266	30	2015	2015	NUM
ajird-177	266	31	,	,	PUNCT
ajird-177	266	32	pp	pp	ADJ
ajird-177	266	33	.	.	PUNCT
ajird-177	267	1	1	1	NUM
ajird-177	267	2	-	-	SYM
ajird-177	267	3	5	5	NUM
ajird-177	267	4	.	.	NOUN
ajird-177	267	5	8	8	NUM
ajird-177	267	6	.	.	PUNCT
ajird-177	268	1	t.	t.	PROPN
ajird-177	268	2	j.	j.	PROPN
ajird-177	268	3	alhindi	alhindi	PROPN
ajird-177	268	4	,	,	PUNCT
ajird-177	268	5	et	et	PROPN
ajird-177	268	6	al	al	PROPN
ajird-177	268	7	.	.	PROPN
ajird-177	268	8	,	,	PUNCT
ajird-177	268	9	"	"	PUNCT
ajird-177	268	10	comparing	compare	VERB
ajird-177	268	11	lbp	lbp	NOUN
ajird-177	268	12	,	,	PUNCT
ajird-177	268	13	hog	hog	NOUN
ajird-177	268	14	and	and	CCONJ
ajird-177	268	15	deep	deep	ADJ
ajird-177	268	16	features	feature	NOUN
ajird-177	268	17	for	for	ADP
ajird-177	268	18	classification	classification	NOUN
ajird-177	268	19	of	of	ADP
ajird-177	268	20	histopathology	histopathology	NOUN
ajird-177	268	21	images	image	NOUN
ajird-177	268	22	,	,	PUNCT
ajird-177	268	23	"	"	PUNCT
ajird-177	268	24	in	in	ADP
ajird-177	268	25	international	international	ADJ
ajird-177	268	26	joint	joint	ADJ
ajird-177	268	27	conference	conference	NOUN
ajird-177	268	28	on	on	ADP
ajird-177	268	29	neural	neural	ADJ
ajird-177	268	30	networks	network	NOUN
ajird-177	268	31	,	,	PUNCT
ajird-177	268	32	2018	2018	NUM
ajird-177	268	33	,	,	PUNCT
ajird-177	268	34	pp	pp	ADJ
ajird-177	268	35	.	.	PUNCT
ajird-177	269	1	1	1	NUM
ajird-177	269	2	-	-	SYM
ajird-177	269	3	7	7	NUM
ajird-177	269	4	.	.	NOUN
ajird-177	269	5	9	9	NUM
ajird-177	269	6	.	.	PUNCT
ajird-177	270	1	s.	s.	PROPN
ajird-177	270	2	sharma	sharma	PROPN
ajird-177	270	3	and	and	CCONJ
ajird-177	270	4	r.	r.	PROPN
ajird-177	270	5	mehra	mehra	PROPN
ajird-177	270	6	,	,	PUNCT
ajird-177	270	7	"	"	PUNCT
ajird-177	270	8	automatic	automatic	ADJ
ajird-177	270	9	magnification	magnification	NOUN
ajird-177	270	10	independent	independent	ADJ
ajird-177	270	11	classification	classification	NOUN
ajird-177	270	12	of	of	ADP
ajird-177	270	13	breast	breast	NOUN
ajird-177	270	14	cancer	cancer	NOUN
ajird-177	270	15	tissue	tissue	NOUN
ajird-177	270	16	in	in	ADP
ajird-177	270	17	histological	histological	ADJ
ajird-177	270	18	images	image	NOUN
ajird-177	270	19	using	use	VERB
ajird-177	270	20	deep	deep	ADJ
ajird-177	270	21	convolutional	convolutional	ADJ
ajird-177	270	22	neural	neural	ADJ
ajird-177	270	23	network	network	NOUN
ajird-177	270	24	,	,	PUNCT
ajird-177	270	25	"	"	PUNCT
ajird-177	270	26	in	in	ADP
ajird-177	270	27	international	international	ADJ
ajird-177	270	28	conference	conference	NOUN
ajird-177	270	29	on	on	ADP
ajird-177	270	30	advanced	advanced	ADJ
ajird-177	270	31	informatics	informatic	NOUN
ajird-177	270	32	for	for	ADP
ajird-177	270	33	computing	compute	VERB
ajird-177	270	34	research	research	NOUN
ajird-177	270	35	,	,	PUNCT
ajird-177	270	36	2018	2018	NUM
ajird-177	270	37	,	,	PUNCT
ajird-177	270	38	pp	pp	ADJ
ajird-177	270	39	.	.	PUNCT
ajird-177	271	1	772	772	NUM
ajird-177	271	2	-	-	SYM
ajird-177	271	3	781	781	NUM
ajird-177	271	4	.	.	PUNCT
ajird-177	272	1	10	10	NUM
ajird-177	272	2	.	.	PUNCT
ajird-177	272	3	f.	f.	PROPN
ajird-177	272	4	a.	a.	PROPN
ajird-177	272	5	spanhol	spanhol	PROPN
ajird-177	272	6	,	,	PUNCT
ajird-177	272	7	et	et	PROPN
ajird-177	272	8	al	al	PROPN
ajird-177	272	9	.	.	PROPN
ajird-177	272	10	,	,	PUNCT
ajird-177	272	11	"	"	PUNCT
ajird-177	272	12	a	a	DET
ajird-177	272	13	dataset	dataset	NOUN
ajird-177	272	14	for	for	ADP
ajird-177	272	15	breast	breast	NOUN
ajird-177	272	16	cancer	cancer	NOUN
ajird-177	272	17	histopathological	histopathological	ADJ
ajird-177	272	18	image	image	NOUN
ajird-177	272	19	classification	classification	NOUN
ajird-177	272	20	,	,	PUNCT
ajird-177	272	21	"	"	PUNCT
ajird-177	272	22	ieee	ieee	NOUN
ajird-177	272	23	transactions	transaction	NOUN
ajird-177	272	24	on	on	ADP
ajird-177	272	25	biomedical	biomedical	ADJ
ajird-177	272	26	engineering	engineering	NOUN
ajird-177	272	27	,	,	PUNCT
ajird-177	272	28	vol	vol	NOUN
ajird-177	272	29	.	.	PROPN
ajird-177	272	30	63	63	NUM
ajird-177	272	31	,	,	PUNCT
ajird-177	272	32	pp	pp	ADJ
ajird-177	272	33	.	.	PUNCT
ajird-177	273	1	1455	1455	NUM
ajird-177	273	2	1462	1462	NUM
ajird-177	273	3	,	,	PUNCT
ajird-177	273	4	2016	2016	NUM
ajird-177	273	5	.	.	PUNCT
ajird-177	274	1	11	11	NUM
ajird-177	274	2	.	.	PUNCT
ajird-177	274	3	f.	f.	PROPN
ajird-177	274	4	a.	a.	PROPN
ajird-177	274	5	spanhol	spanhol	PROPN
ajird-177	274	6	,	,	PUNCT
ajird-177	274	7	et	et	PROPN
ajird-177	274	8	al	al	PROPN
ajird-177	274	9	.	.	PROPN
ajird-177	274	10	,	,	PUNCT
ajird-177	274	11	"	"	PUNCT
ajird-177	274	12	breast	breast	NOUN
ajird-177	274	13	cancer	cancer	NOUN
ajird-177	274	14	histopathological	histopathological	ADJ
ajird-177	274	15	image	image	NOUN
ajird-177	274	16	classification	classification	NOUN
ajird-177	274	17	using	use	VERB
ajird-177	274	18	convolutional	convolutional	ADJ
ajird-177	274	19	neural	neural	ADJ
ajird-177	274	20	networks	network	NOUN
ajird-177	274	21	,	,	PUNCT
ajird-177	274	22	"	"	PUNCT
ajird-177	274	23	in	in	ADP
ajird-177	274	24	international	international	ADJ
ajird-177	274	25	joint	joint	ADJ
ajird-177	274	26	conference	conference	NOUN
ajird-177	274	27	on	on	ADP
ajird-177	274	28	neural	neural	ADJ
ajird-177	274	29	networks	network	NOUN
ajird-177	274	30	,	,	PUNCT
ajird-177	274	31	2016	2016	NUM
ajird-177	274	32	,	,	PUNCT
ajird-177	274	33	pp	pp	ADJ
ajird-177	274	34	.	.	PUNCT
ajird-177	275	1	2560	2560	NUM
ajird-177	275	2	-	-	SYM
ajird-177	275	3	2567	2567	NUM
ajird-177	275	4	.	.	PUNCT
ajird-177	276	1	american	american	ADJ
ajird-177	276	2	journal	journal	PROPN
ajird-177	276	3	of	of	ADP
ajird-177	276	4	interdisciplinary	interdisciplinary	ADJ
ajird-177	276	5	research	research	NOUN
ajird-177	276	6	and	and	CCONJ
ajird-177	276	7	development	development	NOUN
ajird-177	276	8	issn	issn	PROPN
ajird-177	276	9	online	online	NOUN
ajird-177	276	10	:	:	PUNCT
ajird-177	276	11	2771	2771	NUM
ajird-177	276	12	-	-	SYM
ajird-177	276	13	8948	8948	NUM
ajird-177	276	14	website	website	NOUN
ajird-177	276	15	:	:	PUNCT
ajird-177	276	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	276	17	volume	volume	NOUN
ajird-177	276	18	06	06	NUM
ajird-177	276	19	,	,	PUNCT
ajird-177	276	20	july	july	PROPN
ajird-177	276	21	,	,	PUNCT
ajird-177	276	22	2022	2022	NUM
ajird-177	276	23	111	111	NUM
ajird-177	277	1	|	|	ADV
ajird-177	277	2	p	p	NOUN
ajird-177	277	3	a	a	DET
ajird-177	277	4	g	g	NOUN
ajird-177	277	5	e	e	NOUN
ajird-177	277	6	12	12	NUM
ajird-177	277	7	.	.	PUNCT
ajird-177	278	1	f.	f.	PROPN
ajird-177	278	2	a.	a.	PROPN
ajird-177	278	3	spanhol	spanhol	PROPN
ajird-177	278	4	,	,	PUNCT
ajird-177	278	5	et	et	PROPN
ajird-177	278	6	al	al	PROPN
ajird-177	278	7	.	.	PROPN
ajird-177	278	8	,	,	PUNCT
ajird-177	278	9	"	"	PUNCT
ajird-177	278	10	deep	deep	ADJ
ajird-177	278	11	features	feature	NOUN
ajird-177	278	12	for	for	ADP
ajird-177	278	13	breast	breast	NOUN
ajird-177	278	14	cancer	cancer	NOUN
ajird-177	278	15	histopathological	histopathological	ADJ
ajird-177	278	16	image	image	NOUN
ajird-177	278	17	classification	classification	NOUN
ajird-177	278	18	,	,	PUNCT
ajird-177	278	19	"	"	PUNCT
ajird-177	278	20	in	in	ADP
ajird-177	278	21	ieee	ieee	PROPN
ajird-177	278	22	international	international	ADJ
ajird-177	278	23	conference	conference	NOUN
ajird-177	278	24	on	on	ADP
ajird-177	278	25	systems	system	NOUN
ajird-177	278	26	,	,	PUNCT
ajird-177	278	27	man	man	NOUN
ajird-177	278	28	,	,	PUNCT
ajird-177	278	29	and	and	CCONJ
ajird-177	278	30	cybernetics	cybernetic	NOUN
ajird-177	278	31	,	,	PUNCT
ajird-177	278	32	2017	2017	NUM
ajird-177	278	33	,	,	PUNCT
ajird-177	278	34	pp	pp	ADJ
ajird-177	278	35	.	.	PUNCT
ajird-177	279	1	1868	1868	NUM
ajird-177	279	2	-	-	SYM
ajird-177	279	3	1873	1873	NUM
ajird-177	279	4	13	13	NUM
ajird-177	279	5	.	.	PUNCT
ajird-177	279	6	m.	m.	NOUN
ajird-177	279	7	a.	a.	PROPN
ajird-177	279	8	al	al	PROPN
ajird-177	279	9	-	-	PROPN
ajird-177	279	10	fatah	fatah	PROPN
ajird-177	279	11	,	,	PUNCT
ajird-177	279	12	"	"	PUNCT
ajird-177	279	13	importance	importance	NOUN
ajird-177	279	14	of	of	ADP
ajird-177	279	15	histopathological	histopathological	ADJ
ajird-177	279	16	evaluation	evaluation	NOUN
ajird-177	279	17	of	of	ADP
ajird-177	279	18	appendectomy	appendectomy	NOUN
ajird-177	279	19	specimens	specimen	NOUN
ajird-177	279	20	,	,	PUNCT
ajird-177	279	21	"	"	PUNCT
ajird-177	279	22	al	al	PROPN
ajird-177	279	23	-	-	PUNCT
ajird-177	279	24	azhar	azhar	PROPN
ajird-177	279	25	assiut	assiut	PROPN
ajird-177	279	26	medical	medical	PROPN
ajird-177	279	27	journal	journal	PROPN
ajird-177	279	28	,	,	PUNCT
ajird-177	279	29	vol	vol	NOUN
ajird-177	279	30	.	.	PROPN
ajird-177	279	31	15	15	NUM
ajird-177	279	32	,	,	PUNCT
ajird-177	279	33	no	no	INTJ
ajird-177	279	34	.	.	NOUN
ajird-177	279	35	2	2	NUM
ajird-177	279	36	,	,	PUNCT
ajird-177	279	37	pp	pp	ADJ
ajird-177	279	38	.	.	PUNCT
ajird-177	280	1	97	97	NUM
ajird-177	280	2	-	-	SYM
ajird-177	280	3	103	103	NUM
ajird-177	280	4	,	,	PUNCT
ajird-177	280	5	2017	2017	NUM
ajird-177	280	6	.	.	PUNCT
ajird-177	281	1	14	14	NUM
ajird-177	281	2	.	.	PUNCT
ajird-177	282	1	[	[	X
ajird-177	282	2	k.	k.	PROPN
ajird-177	282	3	sirinukunwattana	sirinukunwattana	PROPN
ajird-177	282	4	,	,	PUNCT
ajird-177	282	5	et	et	PROPN
ajird-177	282	6	al	al	PROPN
ajird-177	282	7	.	.	PROPN
ajird-177	282	8	,	,	PUNCT
ajird-177	282	9	"	"	PUNCT
ajird-177	282	10	locality	locality	NOUN
ajird-177	282	11	sensitive	sensitive	ADJ
ajird-177	282	12	deep	deep	ADJ
ajird-177	282	13	learning	learning	NOUN
ajird-177	282	14	for	for	ADP
ajird-177	282	15	detection	detection	NOUN
ajird-177	282	16	and	and	CCONJ
ajird-177	282	17	classification	classification	NOUN
ajird-177	282	18	of	of	ADP
ajird-177	282	19	nuclei	nucleus	NOUN
ajird-177	282	20	in	in	ADP
ajird-177	282	21	routine	routine	ADJ
ajird-177	282	22	colon	colon	NOUN
ajird-177	282	23	cancer	cancer	NOUN
ajird-177	282	24	histology	histology	NOUN
ajird-177	282	25	images	image	NOUN
ajird-177	282	26	,	,	PUNCT
ajird-177	282	27	"	"	PUNCT
ajird-177	282	28	ieee	ieee	NOUN
ajird-177	282	29	transaction	transaction	NOUN
ajird-177	282	30	on	on	ADP
ajird-177	282	31	medical	medical	ADJ
ajird-177	282	32	imaging	imaging	NOUN
ajird-177	282	33	,	,	PUNCT
ajird-177	282	34	vol	vol	NOUN
ajird-177	282	35	.	.	PROPN
ajird-177	282	36	35	35	NUM
ajird-177	282	37	,	,	PUNCT
ajird-177	282	38	pp	pp	ADJ
ajird-177	282	39	.	.	PUNCT
ajird-177	282	40	1196	1196	NUM
ajird-177	282	41	-	-	SYM
ajird-177	282	42	1206	1206	NUM
ajird-177	282	43	,	,	PUNCT
ajird-177	282	44	2016	2016	NUM
ajird-177	282	45	15	15	NUM
ajird-177	282	46	.	.	PUNCT
ajird-177	282	47	m.	m.	PROPN
ajird-177	282	48	l.	l.	PROPN
ajird-177	282	49	wilson	wilson	PROPN
ajird-177	282	50	,	,	PUNCT
ajird-177	282	51	et	et	PROPN
ajird-177	282	52	al	al	PROPN
ajird-177	282	53	.	.	PROPN
ajird-177	282	54	,	,	PUNCT
ajird-177	282	55	"	"	PUNCT
ajird-177	282	56	access	access	NOUN
ajird-177	282	57	to	to	ADP
ajird-177	282	58	pathology	pathology	NOUN
ajird-177	282	59	and	and	CCONJ
ajird-177	282	60	laboratory	laboratory	NOUN
ajird-177	282	61	medicine	medicine	NOUN
ajird-177	282	62	services	service	NOUN
ajird-177	282	63	:	:	PUNCT
ajird-177	282	64	a	a	DET
ajird-177	282	65	crucial	crucial	ADJ
ajird-177	282	66	gap	gap	NOUN
ajird-177	282	67	,	,	PUNCT
ajird-177	282	68	"	"	PUNCT
ajird-177	282	69	the	the	DET
ajird-177	282	70	lancet	lancet	NOUN
ajird-177	282	71	,	,	PUNCT
ajird-177	282	72	vol	vol	NOUN
ajird-177	282	73	.	.	PROPN
ajird-177	282	74	391	391	NUM
ajird-177	282	75	,	,	PUNCT
ajird-177	282	76	no	no	INTJ
ajird-177	282	77	.	.	NOUN
ajird-177	282	78	10133	10133	NUM
ajird-177	282	79	,	,	PUNCT
ajird-177	282	80	pp	pp	ADV
ajird-177	282	81	.	.	PUNCT
ajird-177	283	1	1927	1927	NUM
ajird-177	283	2	-	-	SYM
ajird-177	283	3	1938	1938	NUM
ajird-177	283	4	,	,	PUNCT
ajird-177	283	5	2018	2018	NUM
ajird-177	283	6	.	.	PUNCT
ajird-177	284	1	16	16	NUM
ajird-177	284	2	.	.	PUNCT
ajird-177	285	1	s.	s.	PROPN
ajird-177	285	2	j.	j.	PROPN
ajird-177	285	3	robboy	robboy	PROPN
ajird-177	285	4	,	,	PUNCT
ajird-177	285	5	et	et	PROPN
ajird-177	285	6	al	al	PROPN
ajird-177	285	7	.	.	PROPN
ajird-177	285	8	,	,	PUNCT
ajird-177	285	9	"	"	PUNCT
ajird-177	285	10	pathologist	pathologist	NOUN
ajird-177	285	11	workforce	workforce	NOUN
ajird-177	285	12	in	in	ADP
ajird-177	285	13	the	the	DET
ajird-177	285	14	united	united	PROPN
ajird-177	285	15	states	states	PROPN
ajird-177	285	16	:	:	PUNCT
ajird-177	285	17	i.	i.	PROPN
ajird-177	285	18	development	development	NOUN
ajird-177	285	19	of	of	ADP
ajird-177	285	20	a	a	DET
ajird-177	285	21	predictive	predictive	ADJ
ajird-177	285	22	model	model	NOUN
ajird-177	285	23	to	to	PART
ajird-177	285	24	examine	examine	VERB
ajird-177	285	25	factors	factor	NOUN
ajird-177	285	26	influencing	influence	VERB
ajird-177	285	27	supply	supply	NOUN
ajird-177	285	28	,	,	PUNCT
ajird-177	285	29	"	"	PUNCT
ajird-177	285	30	archives	archive	NOUN
ajird-177	285	31	of	of	ADP
ajird-177	285	32	pathology	pathology	NOUN
ajird-177	285	33	and	and	CCONJ
ajird-177	285	34	laboratory	laboratory	NOUN
ajird-177	285	35	medicine	medicine	NOUN
ajird-177	285	36	,	,	PUNCT
ajird-177	285	37	vol	vol	NOUN
ajird-177	285	38	.	.	PROPN
ajird-177	285	39	137	137	NUM
ajird-177	285	40	,	,	PUNCT
ajird-177	285	41	no	no	INTJ
ajird-177	285	42	.	.	NOUN
ajird-177	285	43	12	12	NUM
ajird-177	285	44	,	,	PUNCT
ajird-177	285	45	pp	pp	ADJ
ajird-177	285	46	.	.	PUNCT
ajird-177	286	1	1723	1723	NUM
ajird-177	286	2	-	-	SYM
ajird-177	286	3	1732	1732	NUM
ajird-177	286	4	,	,	PUNCT
ajird-177	286	5	2013	2013	NUM
ajird-177	286	6	.	.	PUNCT
ajird-177	287	1	17	17	NUM
ajird-177	287	2	.	.	PUNCT
ajird-177	287	3	n.	n.	PROPN
ajird-177	287	4	stathonikos	stathonikos	PROPN
ajird-177	287	5	,	,	PUNCT
ajird-177	287	6	et	et	PROPN
ajird-177	287	7	al	al	PROPN
ajird-177	287	8	.	.	PROPN
ajird-177	287	9	,	,	PUNCT
ajird-177	287	10	"	"	PUNCT
ajird-177	287	11	going	go	VERB
ajird-177	287	12	fully	fully	ADV
ajird-177	287	13	digital	digital	ADJ
ajird-177	287	14	:	:	PUNCT
ajird-177	287	15	perspective	perspective	NOUN
ajird-177	287	16	of	of	ADP
ajird-177	287	17	a	a	DET
ajird-177	287	18	dutch	dutch	ADJ
ajird-177	287	19	academic	academic	ADJ
ajird-177	287	20	pathology	pathology	NOUN
ajird-177	287	21	lab	lab	NOUN
ajird-177	287	22	,	,	PUNCT
ajird-177	287	23	"	"	PUNCT
ajird-177	287	24	journal	journal	NOUN
ajird-177	287	25	of	of	ADP
ajird-177	287	26	pathology	pathology	PROPN
ajird-177	287	27	informatics	informatics	PROPN
ajird-177	287	28	,	,	PUNCT
ajird-177	287	29	vol	vol	NOUN
ajird-177	287	30	.	.	PROPN
ajird-177	287	31	4	4	NUM
ajird-177	287	32	,	,	PUNCT
ajird-177	287	33	no	no	INTJ
ajird-177	287	34	.	.	NOUN
ajird-177	287	35	15	15	NUM
ajird-177	287	36	,	,	PUNCT
ajird-177	287	37	pp	pp	ADJ
ajird-177	287	38	.	.	PUNCT
ajird-177	288	1	1	1	NUM
ajird-177	288	2	-	-	SYM
ajird-177	288	3	25	25	NUM
ajird-177	288	4	,	,	PUNCT
ajird-177	288	5	2013	2013	NUM
ajird-177	288	6	.	.	PUNCT
ajird-177	289	1	18	18	NUM
ajird-177	289	2	.	.	X
ajird-177	290	1	v.	v.	PROPN
ajird-177	290	2	sze	sze	PROPN
ajird-177	290	3	,	,	PUNCT
ajird-177	290	4	et	et	PROPN
ajird-177	290	5	al	al	PROPN
ajird-177	290	6	.	.	PROPN
ajird-177	290	7	,	,	PUNCT
ajird-177	290	8	"	"	PUNCT
ajird-177	290	9	efficient	efficient	ADJ
ajird-177	290	10	processing	processing	NOUN
ajird-177	290	11	of	of	ADP
ajird-177	290	12	deep	deep	ADJ
ajird-177	290	13	neural	neural	ADJ
ajird-177	290	14	networks	network	NOUN
ajird-177	290	15	:	:	PUNCT
ajird-177	290	16	a	a	DET
ajird-177	290	17	tutorial	tutorial	NOUN
ajird-177	290	18	and	and	CCONJ
ajird-177	290	19	survey	survey	NOUN
ajird-177	290	20	,	,	PUNCT
ajird-177	290	21	"	"	PUNCT
ajird-177	290	22	proceedings	proceeding	NOUN
ajird-177	290	23	of	of	ADP
ajird-177	290	24	the	the	DET
ajird-177	290	25	ieee	ieee	NOUN
ajird-177	290	26	,	,	PUNCT
ajird-177	290	27	vol	vol	NOUN
ajird-177	290	28	.	.	PROPN
ajird-177	291	1	105	105	NUM
ajird-177	291	2	,	,	PUNCT
ajird-177	291	3	no	no	INTJ
ajird-177	291	4	.	.	NOUN
ajird-177	291	5	12	12	NUM
ajird-177	291	6	,	,	PUNCT
ajird-177	291	7	pp	pp	ADJ
ajird-177	291	8	.	.	PUNCT
ajird-177	292	1	2295	2295	NUM
ajird-177	292	2	-	-	SYM
ajird-177	292	3	2329	2329	NUM
ajird-177	292	4	,	,	PUNCT
ajird-177	292	5	2017	2017	NUM
ajird-177	292	6	19	19	NUM
ajird-177	292	7	.	.	PUNCT
ajird-177	293	1	[	[	X
ajird-177	293	2	f.	f.	PROPN
ajird-177	293	3	a.	a.	PROPN
ajird-177	293	4	spanhol	spanhol	PROPN
ajird-177	293	5	,	,	PUNCT
ajird-177	293	6	et	et	PROPN
ajird-177	293	7	al	al	PROPN
ajird-177	293	8	.	.	PROPN
ajird-177	293	9	,	,	PUNCT
ajird-177	293	10	"	"	PUNCT
ajird-177	293	11	breast	breast	NOUN
ajird-177	293	12	cancer	cancer	NOUN
ajird-177	293	13	histopathological	histopathological	ADJ
ajird-177	293	14	image	image	NOUN
ajird-177	293	15	classification	classification	NOUN
ajird-177	293	16	using	use	VERB
ajird-177	293	17	convolutional	convolutional	ADJ
ajird-177	293	18	neural	neural	ADJ
ajird-177	293	19	networks	network	NOUN
ajird-177	293	20	,	,	PUNCT
ajird-177	293	21	"	"	PUNCT
ajird-177	293	22	in	in	ADP
ajird-177	293	23	international	international	ADJ
ajird-177	293	24	joint	joint	ADJ
ajird-177	293	25	conference	conference	NOUN
ajird-177	293	26	on	on	ADP
ajird-177	293	27	neural	neural	ADJ
ajird-177	293	28	networks	network	NOUN
ajird-177	293	29	,	,	PUNCT
ajird-177	293	30	2016	2016	NUM
ajird-177	293	31	,	,	PUNCT
ajird-177	293	32	pp	pp	ADJ
ajird-177	293	33	.	.	PUNCT
ajird-177	294	1	2560	2560	NUM
ajird-177	294	2	-	-	SYM
ajird-177	294	3	2567	2567	NUM
ajird-177	294	4	.	.	PUNCT
ajird-177	295	1	20	20	NUM
ajird-177	295	2	.	.	PUNCT
ajird-177	295	3	r.	r.	PROPN
ajird-177	295	4	m.	m.	PROPN
ajird-177	295	5	haralick	haralick	PROPN
ajird-177	295	6	and	and	CCONJ
ajird-177	295	7	k.	k.	PROPN
ajird-177	295	8	shanmugam	shanmugam	PROPN
ajird-177	295	9	,	,	PUNCT
ajird-177	295	10	"	"	PUNCT
ajird-177	295	11	textural	textural	ADJ
ajird-177	295	12	features	feature	NOUN
ajird-177	295	13	for	for	ADP
ajird-177	295	14	image	image	NOUN
ajird-177	295	15	classification	classification	NOUN
ajird-177	295	16	,	,	PUNCT
ajird-177	295	17	"	"	PUNCT
ajird-177	295	18	ieee	ieee	NOUN
ajird-177	295	19	transactions	transaction	NOUN
ajird-177	295	20	on	on	ADP
ajird-177	295	21	systems	system	NOUN
ajird-177	295	22	,	,	PUNCT
ajird-177	295	23	man	man	NOUN
ajird-177	295	24	,	,	PUNCT
ajird-177	295	25	and	and	CCONJ
ajird-177	295	26	cybernetics	cybernetic	NOUN
ajird-177	295	27	,	,	PUNCT
ajird-177	295	28	vol	vol	NOUN
ajird-177	295	29	.	.	PUNCT
ajird-177	295	30	smc-3	smc-3	PROPN
ajird-177	295	31	,	,	PUNCT
ajird-177	295	32	no	no	INTJ
ajird-177	295	33	.	.	NOUN
ajird-177	295	34	6	6	NUM
ajird-177	295	35	,	,	PUNCT
ajird-177	295	36	pp	pp	ADJ
ajird-177	295	37	.	.	PUNCT
ajird-177	295	38	610621	610621	NUM
ajird-177	295	39	,	,	PUNCT
ajird-177	295	40	1973	1973	NUM
ajird-177	295	41	.	.	PUNCT
ajird-177	296	1	21	21	NUM
ajird-177	296	2	.	.	PUNCT
ajird-177	296	3	s.	s.	PROPN
ajird-177	296	4	liao	liao	PROPN
ajird-177	296	5	,	,	PUNCT
ajird-177	296	6	et	et	PROPN
ajird-177	296	7	al	al	PROPN
ajird-177	296	8	.	.	PROPN
ajird-177	296	9	,	,	PUNCT
ajird-177	296	10	"	"	PUNCT
ajird-177	296	11	dominant	dominant	ADJ
ajird-177	296	12	local	local	ADJ
ajird-177	296	13	binary	binary	ADJ
ajird-177	296	14	patterns	pattern	NOUN
ajird-177	296	15	for	for	ADP
ajird-177	296	16	texture	texture	ADJ
ajird-177	296	17	classification	classification	NOUN
ajird-177	296	18	,	,	PUNCT
ajird-177	296	19	"	"	PUNCT
ajird-177	296	20	ieee	ieee	NOUN
ajird-177	296	21	transactions	transaction	NOUN
ajird-177	296	22	on	on	ADP
ajird-177	296	23	image	image	NOUN
ajird-177	296	24	processing	processing	NOUN
ajird-177	296	25	,	,	PUNCT
ajird-177	296	26	vol	vol	NOUN
ajird-177	296	27	.	.	PROPN
ajird-177	296	28	18	18	NUM
ajird-177	296	29	,	,	PUNCT
ajird-177	296	30	pp	pp	ADJ
ajird-177	296	31	.	.	PUNCT
ajird-177	297	1	1107	1107	NUM
ajird-177	297	2	-	-	SYM
ajird-177	297	3	1118	1118	NUM
ajird-177	297	4	,	,	PUNCT
ajird-177	297	5	2009	2009	NUM
ajird-177	297	6	.	.	PUNCT
ajird-177	298	1	22	22	NUM
ajird-177	298	2	.	.	PUNCT
ajird-177	299	1	z.	z.	PROPN
ajird-177	299	2	guo	guo	PROPN
ajird-177	299	3	,	,	PUNCT
ajird-177	299	4	et	et	PROPN
ajird-177	299	5	al	al	PROPN
ajird-177	299	6	.	.	PROPN
ajird-177	299	7	,	,	PUNCT
ajird-177	299	8	"	"	PUNCT
ajird-177	299	9	a	a	DET
ajird-177	299	10	completed	complete	VERB
ajird-177	299	11	modeling	modeling	NOUN
ajird-177	299	12	of	of	ADP
ajird-177	299	13	local	local	ADJ
ajird-177	299	14	binary	binary	ADJ
ajird-177	299	15	pattern	pattern	NOUN
ajird-177	299	16	operator	operator	NOUN
ajird-177	299	17	for	for	ADP
ajird-177	299	18	texture	texture	ADJ
ajird-177	299	19	classification	classification	NOUN
ajird-177	299	20	,	,	PUNCT
ajird-177	299	21	"	"	PUNCT
ajird-177	299	22	ieee	ieee	NOUN
ajird-177	299	23	transactions	transaction	NOUN
ajird-177	299	24	on	on	ADP
ajird-177	299	25	image	image	NOUN
ajird-177	299	26	processing	processing	NOUN
ajird-177	299	27	,	,	PUNCT
ajird-177	299	28	vol	vol	NOUN
ajird-177	299	29	.	.	PROPN
ajird-177	299	30	19	19	NUM
ajird-177	299	31	,	,	PUNCT
ajird-177	299	32	pp	pp	ADJ
ajird-177	299	33	.	.	PUNCT
ajird-177	300	1	1657	1657	NUM
ajird-177	300	2	-	-	SYM
ajird-177	300	3	1663	1663	NUM
ajird-177	300	4	,	,	PUNCT
ajird-177	300	5	2010	2010	NUM
ajird-177	300	6	.	.	PUNCT
ajird-177	301	1	23	23	NUM
ajird-177	301	2	.	.	PUNCT
ajird-177	301	3	a.	a.	NOUN
ajird-177	301	4	belsare	belsare	PROPN
ajird-177	301	5	,	,	PUNCT
ajird-177	301	6	et	et	PROPN
ajird-177	301	7	al	al	PROPN
ajird-177	301	8	.	.	PROPN
ajird-177	301	9	,	,	PUNCT
ajird-177	301	10	"	"	PUNCT
ajird-177	301	11	classification	classification	NOUN
ajird-177	301	12	of	of	ADP
ajird-177	301	13	breast	breast	NOUN
ajird-177	301	14	cancer	cancer	NOUN
ajird-177	301	15	histopathology	histopathology	NOUN
ajird-177	301	16	images	image	NOUN
ajird-177	301	17	using	use	VERB
ajird-177	301	18	texture	texture	ADJ
ajird-177	301	19	feature	feature	NOUN
ajird-177	301	20	analysis	analysis	NOUN
ajird-177	301	21	,	,	PUNCT
ajird-177	301	22	"	"	PUNCT
ajird-177	301	23	in	in	ADP
ajird-177	301	24	tencon	tencon	PROPN
ajird-177	301	25	ieee	ieee	NOUN
ajird-177	301	26	region	region	PROPN
ajird-177	301	27	10	10	NUM
ajird-177	301	28	conference	conference	NOUN
ajird-177	301	29	,	,	PUNCT
ajird-177	301	30	2015	2015	NUM
ajird-177	301	31	,	,	PUNCT
ajird-177	301	32	pp	pp	ADJ
ajird-177	301	33	.	.	PUNCT
ajird-177	302	1	1	1	NUM
ajird-177	302	2	-	-	SYM
ajird-177	302	3	5	5	NUM
ajird-177	302	4	.	.	NUM
ajird-177	302	5	24	24	NUM
ajird-177	302	6	.	.	PUNCT
ajird-177	303	1	t.	t.	PROPN
ajird-177	303	2	j.	j.	PROPN
ajird-177	303	3	alhindi	alhindi	PROPN
ajird-177	303	4	,	,	PUNCT
ajird-177	303	5	et	et	PROPN
ajird-177	303	6	al	al	PROPN
ajird-177	303	7	.	.	PROPN
ajird-177	303	8	,	,	PUNCT
ajird-177	303	9	"	"	PUNCT
ajird-177	303	10	comparing	compare	VERB
ajird-177	303	11	lbp	lbp	NOUN
ajird-177	303	12	,	,	PUNCT
ajird-177	303	13	hog	hog	NOUN
ajird-177	303	14	and	and	CCONJ
ajird-177	303	15	deep	deep	ADJ
ajird-177	303	16	features	feature	NOUN
ajird-177	303	17	for	for	ADP
ajird-177	303	18	classification	classification	NOUN
ajird-177	303	19	of	of	ADP
ajird-177	303	20	histopathology	histopathology	NOUN
ajird-177	303	21	images	image	NOUN
ajird-177	303	22	,	,	PUNCT
ajird-177	303	23	"	"	PUNCT
ajird-177	303	24	in	in	ADP
ajird-177	303	25	international	international	ADJ
ajird-177	303	26	joint	joint	ADJ
ajird-177	303	27	conference	conference	NOUN
ajird-177	303	28	on	on	ADP
ajird-177	303	29	neural	neural	ADJ
ajird-177	303	30	networks	network	NOUN
ajird-177	303	31	,	,	PUNCT
ajird-177	303	32	2018	2018	NUM
ajird-177	303	33	,	,	PUNCT
ajird-177	303	34	pp	pp	ADJ
ajird-177	303	35	.	.	PUNCT
ajird-177	304	1	1	1	NUM
ajird-177	304	2	-	-	SYM
ajird-177	304	3	7	7	NUM
ajird-177	304	4	.	.	NUM
ajird-177	304	5	25	25	NUM
ajird-177	304	6	.	.	PUNCT
ajird-177	305	1	v.	v.	INTJ
ajird-177	305	2	ojansivu	ojansivu	NOUN
ajird-177	305	3	and	and	CCONJ
ajird-177	305	4	j.	j.	PROPN
ajird-177	305	5	heikkilä	heikkilä	PROPN
ajird-177	305	6	,	,	PUNCT
ajird-177	305	7	"	"	PUNCT
ajird-177	305	8	blur	blur	VERB
ajird-177	305	9	insensitive	insensitive	ADJ
ajird-177	305	10	texture	texture	ADJ
ajird-177	305	11	classification	classification	NOUN
ajird-177	305	12	using	use	VERB
ajird-177	305	13	local	local	ADJ
ajird-177	305	14	phase	phase	NOUN
ajird-177	305	15	quantization	quantization	NOUN
ajird-177	305	16	,	,	PUNCT
ajird-177	305	17	"	"	PUNCT
ajird-177	305	18	in	in	ADP
ajird-177	305	19	international	international	ADJ
ajird-177	305	20	conference	conference	NOUN
ajird-177	305	21	on	on	ADP
ajird-177	305	22	image	image	NOUN
ajird-177	305	23	and	and	CCONJ
ajird-177	305	24	signal	signal	NOUN
ajird-177	305	25	processing	processing	NOUN
ajird-177	305	26	,	,	PUNCT
ajird-177	305	27	2008	2008	NUM
ajird-177	305	28	,	,	PUNCT
ajird-177	305	29	pp	pp	ADJ
ajird-177	305	30	.	.	PUNCT
ajird-177	306	1	236	236	NUM
ajird-177	306	2	-	-	SYM
ajird-177	306	3	243	243	NUM
ajird-177	306	4	.	.	PUNCT
ajird-177	307	1	26	26	NUM
ajird-177	307	2	.	.	PUNCT
ajird-177	307	3	a.	a.	PROPN
ajird-177	307	4	bosch	bosch	PROPN
ajird-177	307	5	,	,	PUNCT
ajird-177	307	6	et	et	PROPN
ajird-177	307	7	al	al	PROPN
ajird-177	307	8	.	.	PROPN
ajird-177	307	9	,	,	PUNCT
ajird-177	307	10	"	"	PUNCT
ajird-177	307	11	image	image	NOUN
ajird-177	307	12	classification	classification	NOUN
ajird-177	307	13	using	use	VERB
ajird-177	307	14	random	random	ADJ
ajird-177	307	15	forests	forest	NOUN
ajird-177	307	16	and	and	CCONJ
ajird-177	307	17	ferns	fern	NOUN
ajird-177	307	18	,	,	PUNCT
ajird-177	307	19	"	"	PUNCT
ajird-177	307	20	in	in	ADP
ajird-177	307	21	ieee	ieee	PROPN
ajird-177	307	22	international	international	ADJ
ajird-177	307	23	conference	conference	NOUN
ajird-177	307	24	on	on	ADP
ajird-177	307	25	computer	computer	NOUN
ajird-177	307	26	vision	vision	NOUN
ajird-177	307	27	,	,	PUNCT
ajird-177	307	28	2007	2007	NUM
ajird-177	307	29	,	,	PUNCT
ajird-177	307	30	pp	pp	ADJ
ajird-177	307	31	.	.	PUNCT
ajird-177	308	1	1	1	NUM
ajird-177	308	2	-	-	SYM
ajird-177	308	3	8	8	NUM
ajird-177	308	4	.	.	PUNCT
ajird-177	309	1	27	27	NUM
ajird-177	309	2	.	.	PUNCT
ajird-177	309	3	a.	a.	PROPN
ajird-177	309	4	bosch	bosch	PROPN
ajird-177	309	5	,	,	PUNCT
ajird-177	309	6	et	et	PROPN
ajird-177	309	7	al	al	PROPN
ajird-177	309	8	.	.	PROPN
ajird-177	309	9	,	,	PUNCT
ajird-177	309	10	"	"	PUNCT
ajird-177	309	11	scene	scene	VERB
ajird-177	309	12	classification	classification	NOUN
ajird-177	309	13	via	via	ADP
ajird-177	309	14	plsa	plsa	ADJ
ajird-177	309	15	,	,	PUNCT
ajird-177	309	16	"	"	PUNCT
ajird-177	309	17	in	in	ADP
ajird-177	309	18	european	european	ADJ
ajird-177	309	19	conference	conference	NOUN
ajird-177	309	20	on	on	ADP
ajird-177	309	21	computer	computer	NOUN
ajird-177	309	22	vision	vision	NOUN
ajird-177	309	23	,	,	PUNCT
ajird-177	309	24	2006	2006	NUM
ajird-177	309	25	,	,	PUNCT
ajird-177	309	26	pp	pp	ADV
ajird-177	309	27	.	.	PUNCT
ajird-177	310	1	517	517	NUM
ajird-177	310	2	-	-	SYM
ajird-177	310	3	530	530	NUM
ajird-177	310	4	.	.	PUNCT
ajird-177	311	1	american	american	ADJ
ajird-177	311	2	journal	journal	PROPN
ajird-177	311	3	of	of	ADP
ajird-177	311	4	interdisciplinary	interdisciplinary	ADJ
ajird-177	311	5	research	research	NOUN
ajird-177	311	6	and	and	CCONJ
ajird-177	311	7	development	development	NOUN
ajird-177	311	8	issn	issn	PROPN
ajird-177	311	9	online	online	NOUN
ajird-177	311	10	:	:	PUNCT
ajird-177	311	11	2771	2771	NUM
ajird-177	311	12	-	-	SYM
ajird-177	311	13	8948	8948	NUM
ajird-177	311	14	website	website	NOUN
ajird-177	311	15	:	:	PUNCT
ajird-177	311	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-177	311	17	volume	volume	NOUN
ajird-177	311	18	06	06	NUM
ajird-177	311	19	,	,	PUNCT
ajird-177	311	20	july	july	PROPN
ajird-177	311	21	,	,	PUNCT
ajird-177	311	22	2022	2022	NUM
ajird-177	311	23	112	112	NUM
ajird-177	312	1	|	|	ADV
ajird-177	312	2	p	p	X
ajird-177	312	3	a	a	DET
ajird-177	312	4	g	g	NOUN
ajird-177	312	5	e	e	NOUN
ajird-177	312	6	28	28	NUM
ajird-177	312	7	.	.	PUNCT
ajird-177	313	1	l.	l.	PROPN
ajird-177	313	2	fei	fei	PROPN
ajird-177	313	3	-	-	PROPN
ajird-177	313	4	fei	fei	PROPN
ajird-177	313	5	and	and	CCONJ
ajird-177	313	6	p.	p.	PROPN
ajird-177	313	7	perona	perona	PROPN
ajird-177	313	8	,	,	PUNCT
ajird-177	313	9	"	"	PUNCT
ajird-177	313	10	a	a	DET
ajird-177	313	11	bayesian	bayesian	NOUN
ajird-177	313	12	hierarchical	hierarchical	ADJ
ajird-177	313	13	model	model	NOUN
ajird-177	313	14	for	for	ADP
ajird-177	313	15	learning	learn	VERB
ajird-177	313	16	natural	natural	ADJ
ajird-177	313	17	scene	scene	NOUN
ajird-177	313	18	categories	category	NOUN
ajird-177	313	19	,	,	PUNCT
ajird-177	313	20	"	"	PUNCT
ajird-177	313	21	in	in	ADP
ajird-177	313	22	ieee	ieee	PROPN
ajird-177	313	23	computer	computer	NOUN
ajird-177	313	24	society	society	PROPN
ajird-177	313	25	conference	conference	NOUN
ajird-177	313	26	on	on	ADP
ajird-177	313	27	computer	computer	NOUN
ajird-177	313	28	vision	vision	NOUN
ajird-177	313	29	and	and	CCONJ
ajird-177	313	30	pattern	pattern	NOUN
ajird-177	313	31	recognition	recognition	NOUN
ajird-177	313	32	,	,	PUNCT
ajird-177	313	33	2005	2005	NUM
ajird-177	313	34	,	,	PUNCT
ajird-177	313	35	pp	pp	ADJ
ajird-177	313	36	.	.	PUNCT
ajird-177	314	1	524	524	NUM
ajird-177	314	2	-	-	SYM
ajird-177	314	3	531	531	NUM
ajird-177	314	4	.	.	PUNCT
ajird-177	315	1	29	29	NUM
ajird-177	315	2	.	.	PUNCT
ajird-177	315	3	h.	h.	PROPN
ajird-177	315	4	bay	bay	PROPN
ajird-177	315	5	,	,	PUNCT
ajird-177	315	6	et	et	PROPN
ajird-177	315	7	al	al	PROPN
ajird-177	315	8	.	.	PROPN
ajird-177	315	9	,	,	PUNCT
ajird-177	315	10	"	"	PUNCT
ajird-177	315	11	surf	surf	NOUN
ajird-177	315	12	:	:	PUNCT
ajird-177	315	13	speeded	speed	VERB
ajird-177	315	14	up	up	ADP
ajird-177	315	15	robust	robust	ADJ
ajird-177	315	16	features	feature	NOUN
ajird-177	315	17	,	,	PUNCT
ajird-177	315	18	"	"	PUNCT
ajird-177	315	19	in	in	ADP
ajird-177	315	20	european	european	ADJ
ajird-177	315	21	conference	conference	NOUN
ajird-177	315	22	on	on	ADP
ajird-177	315	23	computer	computer	NOUN
ajird-177	315	24	vision	vision	NOUN
ajird-177	315	25	,	,	PUNCT
ajird-177	315	26	2006	2006	NUM
ajird-177	315	27	,	,	PUNCT
ajird-177	315	28	pp	pp	ADV
ajird-177	315	29	.	.	PUNCT
ajird-177	316	1	404	404	NUM
ajird-177	316	2	-	-	SYM
ajird-177	316	3	417	417	NUM
ajird-177	316	4	.	.	PUNCT
ajird-177	316	5	30	30	NUM
ajird-177	316	6	.	.	PUNCT
ajird-177	317	1	e.	e.	PROPN
ajird-177	317	2	rublee	rublee	PROPN
ajird-177	317	3	,	,	PUNCT
ajird-177	317	4	et	et	PROPN
ajird-177	317	5	al	al	PROPN
ajird-177	317	6	.	.	PROPN
ajird-177	317	7	,	,	PUNCT
ajird-177	317	8	"	"	PUNCT
ajird-177	317	9	orb	orb	VERB
ajird-177	317	10	:	:	PUNCT
ajird-177	317	11	an	an	DET
ajird-177	317	12	efficient	efficient	ADJ
ajird-177	317	13	alternative	alternative	NOUN
ajird-177	317	14	to	to	PART
ajird-177	317	15	sift	sift	VERB
ajird-177	317	16	or	or	CCONJ
ajird-177	317	17	surf	surf	NOUN
ajird-177	317	18	,	,	PUNCT
ajird-177	317	19	"	"	PUNCT
ajird-177	317	20	in	in	ADP
ajird-177	317	21	ieee	ieee	PROPN
ajird-177	317	22	international	international	ADJ
ajird-177	317	23	conference	conference	NOUN
ajird-177	317	24	on	on	ADP
ajird-177	317	25	computer	computer	NOUN
ajird-177	317	26	vision	vision	NOUN
ajird-177	317	27	,	,	PUNCT
ajird-177	317	28	2011	2011	NUM
ajird-177	317	29	,	,	PUNCT
ajird-177	317	30	pp	pp	ADJ
ajird-177	317	31	.	.	PUNCT
ajird-177	318	1	1	1	NUM
ajird-177	318	2	-	-	SYM
ajird-177	318	3	8	8	NUM
ajird-177	318	4	.	.	PUNCT
ajird-177	319	1	31	31	NUM
ajird-177	319	2	.	.	PUNCT
ajird-177	320	1	j.	j.	PROPN
ajird-177	320	2	dheeba	dheeba	PROPN
ajird-177	320	3	,	,	PUNCT
ajird-177	320	4	et	et	PROPN
ajird-177	320	5	al	al	PROPN
ajird-177	320	6	.	.	PROPN
ajird-177	320	7	,	,	PUNCT
ajird-177	320	8	"	"	PUNCT
ajird-177	320	9	computer	computer	NOUN
ajird-177	320	10	-	-	PUNCT
ajird-177	320	11	aided	aid	VERB
ajird-177	320	12	detection	detection	NOUN
ajird-177	320	13	of	of	ADP
ajird-177	320	14	breast	breast	NOUN
ajird-177	320	15	cancer	cancer	NOUN
ajird-177	320	16	on	on	ADP
ajird-177	320	17	mammograms	mammogram	NOUN
ajird-177	320	18	:	:	PUNCT
ajird-177	320	19	a	a	DET
ajird-177	320	20	swarm	swarm	NOUN
ajird-177	320	21	intelligence	intelligence	NOUN
ajird-177	320	22	optimized	optimize	VERB
ajird-177	320	23	wavelet	wavelet	NOUN
ajird-177	320	24	neural	neural	ADJ
ajird-177	320	25	network	network	NOUN
ajird-177	320	26	approach	approach	NOUN
ajird-177	320	27	,	,	PUNCT
ajird-177	320	28	"	"	PUNCT
ajird-177	320	29	journal	journal	NOUN
ajird-177	320	30	of	of	ADP
ajird-177	320	31	biomedical	biomedical	ADJ
ajird-177	320	32	informatics	informatic	NOUN
ajird-177	320	33	,	,	PUNCT
ajird-177	320	34	vol	vol	NOUN
ajird-177	320	35	.	.	PROPN
ajird-177	320	36	49	49	NUM
ajird-177	320	37	,	,	PUNCT
ajird-177	320	38	pp	pp	ADJ
ajird-177	320	39	.	.	PUNCT
ajird-177	321	1	45	45	NUM
ajird-177	321	2	-	-	SYM
ajird-177	321	3	52	52	NUM
ajird-177	321	4	,	,	PUNCT
ajird-177	321	5	2014	2014	NUM
ajird-177	321	6	;	;	PUNCT
ajird-177	321	7	32	32	NUM
ajird-177	321	8	.	.	PUNCT
ajird-177	322	1	f.	f.	PROPN
ajird-177	322	2	keskin	keskin	PROPN
ajird-177	322	3	,	,	PUNCT
ajird-177	322	4	et	et	PROPN
ajird-177	322	5	al	al	PROPN
ajird-177	322	6	.	.	PROPN
ajird-177	322	7	,	,	PUNCT
ajird-177	322	8	"	"	PUNCT
ajird-177	322	9	image	image	NOUN
ajird-177	322	10	classification	classification	NOUN
ajird-177	322	11	of	of	ADP
ajird-177	322	12	human	human	ADJ
ajird-177	322	13	carcinoma	carcinoma	NOUN
ajird-177	322	14	cells	cell	NOUN
ajird-177	322	15	using	use	VERB
ajird-177	322	16	complex	complex	ADJ
ajird-177	322	17	wavelet	wavelet	NOUN
ajird-177	322	18	-	-	PUNCT
ajird-177	322	19	based	base	VERB
ajird-177	322	20	covariance	covariance	NOUN
ajird-177	322	21	descriptors	descriptor	NOUN
ajird-177	322	22	,	,	PUNCT
ajird-177	322	23	"	"	PUNCT
ajird-177	322	24	plos	plos	PROPN
ajird-177	322	25	one	one	NUM
ajird-177	322	26	,	,	PUNCT
ajird-177	322	27	vol	vol	NOUN
ajird-177	322	28	.	.	PROPN
ajird-177	322	29	8	8	NUM
ajird-177	322	30	,	,	PUNCT
ajird-177	322	31	pp	pp	ADJ
ajird-177	322	32	.	.	PUNCT
ajird-177	323	1	1	1	NUM
ajird-177	323	2	-	-	SYM
ajird-177	323	3	10	10	NUM
ajird-177	323	4	,	,	PUNCT
ajird-177	323	5	2013	2013	NUM
ajird-177	323	6	.	.	PUNCT
ajird-177	324	1	33	33	NUM
ajird-177	324	2	.	.	PUNCT
ajird-177	325	1	s.	s.	PROPN
ajird-177	325	2	wan	wan	PROPN
ajird-177	325	3	,	,	PUNCT
ajird-177	325	4	et	et	PROPN
ajird-177	325	5	al	al	PROPN
ajird-177	325	6	.	.	PROPN
ajird-177	325	7	,	,	PUNCT
ajird-177	325	8	"	"	PUNCT
ajird-177	325	9	spoke	speak	VERB
ajird-177	325	10	-	-	PUNCT
ajird-177	325	11	lbp	lbp	NOUN
ajird-177	325	12	and	and	CCONJ
ajird-177	325	13	ring	ring	NOUN
ajird-177	325	14	-	-	PUNCT
ajird-177	325	15	lbp	lbp	NOUN
ajird-177	325	16	:	:	PUNCT
ajird-177	325	17	new	new	ADJ
ajird-177	325	18	texture	texture	NOUN
ajird-177	325	19	features	feature	VERB
ajird-177	325	20	for	for	ADP
ajird-177	325	21	tissue	tissue	NOUN
ajird-177	325	22	classification	classification	NOUN
ajird-177	325	23	,	,	PUNCT
ajird-177	325	24	"	"	PUNCT
ajird-177	325	25	in	in	ADP
ajird-177	325	26	ieee	ieee	PROPN
ajird-177	325	27	international	international	ADJ
ajird-177	325	28	symposium	symposium	NOUN
ajird-177	325	29	on	on	ADP
ajird-177	325	30	biomedical	biomedical	ADJ
ajird-177	325	31	imaging	imaging	NOUN
ajird-177	325	32	,	,	PUNCT
ajird-177	325	33	2015	2015	NUM
ajird-177	325	34	,	,	PUNCT
ajird-177	325	35	pp	pp	ADJ
ajird-177	325	36	.	.	PUNCT
ajird-177	326	1	195	195	NUM
ajird-177	326	2	-	-	SYM
ajird-177	326	3	199	199	NUM
ajird-177	326	4	.	.	PUNCT
ajird-177	327	1	34	34	NUM
ajird-177	327	2	.	.	PUNCT
ajird-177	327	3	y.	y.	PROPN
ajird-177	327	4	zhang	zhang	PROPN
ajird-177	327	5	,	,	PUNCT
ajird-177	327	6	et	et	PROPN
ajird-177	327	7	al	al	PROPN
ajird-177	327	8	.	.	PROPN
ajird-177	327	9	,	,	PUNCT
ajird-177	327	10	"	"	PUNCT
ajird-177	327	11	one	one	NUM
ajird-177	327	12	-	-	PUNCT
ajird-177	327	13	class	class	NOUN
ajird-177	327	14	kernel	kernel	NOUN
ajird-177	327	15	subspace	subspace	NOUN
ajird-177	327	16	ensemble	ensemble	ADJ
ajird-177	327	17	for	for	ADP
ajird-177	327	18	medical	medical	ADJ
ajird-177	327	19	image	image	NOUN
ajird-177	327	20	classification	classification	NOUN
ajird-177	327	21	,	,	PUNCT
ajird-177	327	22	"	"	PUNCT
ajird-177	327	23	eurasip	eurasip	NOUN
ajird-177	327	24	journal	journal	PROPN
ajird-177	327	25	on	on	ADP
ajird-177	327	26	advances	advance	NOUN
ajird-177	327	27	in	in	ADP
ajird-177	327	28	signal	signal	ADJ
ajird-177	327	29	processing	processing	NOUN
ajird-177	327	30	,	,	PUNCT
ajird-177	327	31	vol	vol	NOUN
ajird-177	327	32	.	.	PROPN
ajird-177	327	33	2014	2014	NUM
ajird-177	327	34	,	,	PUNCT
ajird-177	327	35	pp	pp	ADJ
ajird-177	327	36	.	.	PUNCT
ajird-177	327	37	113	113	NUM
ajird-177	327	38	,	,	PUNCT
ajird-177	327	39	2014	2014	NUM
ajird-177	327	40	.	.	PUNCT
ajird-177	328	1	35	35	NUM
ajird-177	328	2	.	.	PUNCT
ajird-177	329	1	ş	ş	X
ajird-177	329	2	.	.	PUNCT
ajird-177	329	3	öztürk	öztürk	PROPN
ajird-177	329	4	and	and	CCONJ
ajird-177	329	5	a.	a.	PROPN
ajird-177	329	6	bayram	bayram	PROPN
ajird-177	329	7	,	,	PUNCT
ajird-177	329	8	"	"	PUNCT
ajird-177	329	9	comparison	comparison	NOUN
ajird-177	329	10	of	of	ADP
ajird-177	329	11	hog	hog	NOUN
ajird-177	329	12	,	,	PUNCT
ajird-177	329	13	mser	mser	NOUN
ajird-177	329	14	,	,	PUNCT
ajird-177	329	15	sift	sift	ADJ
ajird-177	329	16	,	,	PUNCT
ajird-177	329	17	fast	fast	ADJ
ajird-177	329	18	,	,	PUNCT
ajird-177	329	19	lbp	lbp	NOUN
ajird-177	329	20	and	and	CCONJ
ajird-177	329	21	canny	canny	ADJ
ajird-177	329	22	features	feature	NOUN
ajird-177	329	23	for	for	ADP
ajird-177	329	24	cell	cell	NOUN
ajird-177	329	25	detection	detection	NOUN
ajird-177	329	26	in	in	ADP
ajird-177	329	27	histopathological	histopathological	ADJ
ajird-177	329	28	images	image	NOUN
ajird-177	329	29	,	,	PUNCT
ajird-177	329	30	"	"	PUNCT
ajird-177	329	31	helix	helix	NOUN
ajird-177	329	32	,	,	PUNCT
ajird-177	329	33	vol	vol	NOUN
ajird-177	329	34	.	.	NOUN
ajird-177	329	35	8	8	NUM
ajird-177	329	36	,	,	PUNCT
ajird-177	329	37	pp	pp	ADJ
ajird-177	329	38	.	.	PUNCT
ajird-177	330	1	3321	3321	NUM
ajird-177	330	2	-	-	SYM
ajird-177	330	3	3325	3325	NUM
ajird-177	330	4	,	,	PUNCT
ajird-177	330	5	2018	2018	NUM
ajird-177	330	6	.	.	PUNCT