id	sid	tid	token	lemma	pos
cana-1226	1	1	communications	communication	NOUN
cana-1226	1	2	on	on	ADP
cana-1226	1	3	applied	apply	VERB
cana-1226	1	4	nonlinear	nonlinear	ADJ
cana-1226	1	5	analysis	analysis	NOUN
cana-1226	1	6	issn	issn	NOUN
cana-1226	1	7	:	:	PUNCT
cana-1226	1	8	1074	1074	NUM
cana-1226	1	9	-	-	PUNCT
cana-1226	1	10	133x	133x	NUM
cana-1226	1	11	vol	vol	NOUN
cana-1226	1	12	31	31	NUM
cana-1226	1	13	no	no	NOUN
cana-1226	1	14	.	.	PUNCT
cana-1226	2	1	6s	6s	NUM
cana-1226	2	2	(	(	PUNCT
cana-1226	2	3	2024	2024	NUM
cana-1226	2	4	)	)	PUNCT
cana-1226	2	5	330	330	NUM
cana-1226	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1226	2	7	reducing	reduce	VERB
cana-1226	2	8	loss	loss	NOUN
cana-1226	2	9	for	for	ADP
cana-1226	2	10	brain	brain	NOUN
cana-1226	2	11	tumour	tumour	NOUN
cana-1226	2	12	detection	detection	NOUN
cana-1226	2	13	and	and	CCONJ
cana-1226	2	14	classification	classification	NOUN
cana-1226	2	15	in	in	ADP
cana-1226	2	16	mri	mri	NOUN
cana-1226	2	17	using	use	VERB
cana-1226	2	18	deep	deep	ADJ
cana-1226	2	19	learning	learning	NOUN
cana-1226	2	20	techniques	technique	NOUN
cana-1226	2	21	venkata	venkata	PROPN
cana-1226	2	22	ramana	ramana	PROPN
cana-1226	2	23	saddi1	saddi1	PROPN
cana-1226	2	24	,	,	PUNCT
cana-1226	2	25	m.	m.	NOUN
cana-1226	2	26	sunil	sunil	PROPN
cana-1226	2	27	kumar2	kumar2	PROPN
cana-1226	3	1	1technology	1technology	NUM
cana-1226	3	2	lead	lead	NOUN
cana-1226	3	3	,	,	PUNCT
cana-1226	3	4	ace	ace	VERB
cana-1226	3	5	american	american	ADJ
cana-1226	3	6	insurance	insurance	PROPN
cana-1226	3	7	company	company	PROPN
cana-1226	3	8	chubb	chubb	PROPN
cana-1226	3	9	,	,	PUNCT
cana-1226	3	10	raleigh	raleigh	PROPN
cana-1226	3	11	,	,	PUNCT
cana-1226	3	12	nc	nc	PROPN
cana-1226	3	13	,	,	PUNCT
cana-1226	3	14	usa	usa	PROPN
cana-1226	3	15	,	,	PUNCT
cana-1226	3	16	ramana.saddi@gmail.com	ramana.saddi@gmail.com	X
cana-1226	3	17	ramana.saddi@outlook.com	ramana.saddi@outlook.com	X
cana-1226	3	18	2professor	2professor	NUM
cana-1226	3	19	&	&	CCONJ
cana-1226	3	20	programme	programme	NOUN
cana-1226	3	21	head	head	NOUN
cana-1226	3	22	,	,	PUNCT
cana-1226	3	23	department	department	PROPN
cana-1226	3	24	of	of	ADP
cana-1226	3	25	cse	cse	PROPN
cana-1226	3	26	,	,	PUNCT
cana-1226	3	27	school	school	NOUN
cana-1226	3	28	of	of	ADP
cana-1226	3	29	computing	computing	NOUN
cana-1226	3	30	,	,	PUNCT
cana-1226	3	31	mohan	mohan	PROPN
cana-1226	3	32	babu	babu	PROPN
cana-1226	3	33	university	university	PROPN
cana-1226	3	34	(	(	PUNCT
cana-1226	3	35	erstwhile	erstwhile	VERB
cana-1226	3	36	sree	sree	PROPN
cana-1226	3	37	vidyanikethan	vidyanikethan	PROPN
cana-1226	3	38	engineering	engineering	PROPN
cana-1226	3	39	college	college	PROPN
cana-1226	3	40	)	)	PUNCT
cana-1226	3	41	,	,	PUNCT
cana-1226	3	42	tirupathi	tirupathi	PROPN
cana-1226	3	43	,	,	PUNCT
cana-1226	3	44	ap	ap	PROPN
cana-1226	3	45	,	,	PUNCT
cana-1226	3	46	india	india	PROPN
cana-1226	3	47	.	.	PUNCT
cana-1226	3	48	sunilmalchi1@gmail.com	sunilmalchi1@gmail.com	X
cana-1226	4	1	article	article	NOUN
cana-1226	4	2	history	history	NOUN
cana-1226	4	3	:	:	PUNCT
cana-1226	4	4	received	receive	VERB
cana-1226	4	5	:	:	PUNCT
cana-1226	4	6	11	11	NUM
cana-1226	4	7	-	-	SYM
cana-1226	4	8	06	06	NUM
cana-1226	4	9	-	-	PUNCT
cana-1226	4	10	2024	2024	NUM
cana-1226	4	11	revised	revise	VERB
cana-1226	4	12	:	:	PUNCT
cana-1226	4	13	10	10	NUM
cana-1226	4	14	-	-	SYM
cana-1226	4	15	07	07	NUM
cana-1226	4	16	-	-	PUNCT
cana-1226	4	17	2024	2024	NUM
cana-1226	4	18	accepted	accept	VERB
cana-1226	4	19	:	:	PUNCT
cana-1226	4	20	31	31	NUM
cana-1226	4	21	-	-	SYM
cana-1226	4	22	07	07	NUM
cana-1226	4	23	-	-	PUNCT
cana-1226	4	24	2024	2024	NUM
cana-1226	4	25	abstract	abstract	NOUN
cana-1226	4	26	:	:	PUNCT
cana-1226	4	27	the	the	DET
cana-1226	4	28	signs	sign	NOUN
cana-1226	4	29	of	of	ADP
cana-1226	4	30	a	a	DET
cana-1226	4	31	brain	brain	NOUN
cana-1226	4	32	tumour	tumour	NOUN
cana-1226	4	33	might	might	AUX
cana-1226	4	34	be	be	AUX
cana-1226	4	35	general	general	ADJ
cana-1226	4	36	or	or	CCONJ
cana-1226	4	37	specific	specific	ADJ
cana-1226	4	38	.	.	PUNCT
cana-1226	5	1	the	the	DET
cana-1226	5	2	typical	typical	ADJ
cana-1226	5	3	symptom	symptom	NOUN
cana-1226	5	4	is	be	AUX
cana-1226	5	5	brought	bring	VERB
cana-1226	5	6	on	on	ADP
cana-1226	5	7	by	by	ADP
cana-1226	5	8	a	a	DET
cana-1226	5	9	tumour	tumour	NOUN
cana-1226	5	10	pressing	press	VERB
cana-1226	5	11	against	against	ADP
cana-1226	5	12	the	the	DET
cana-1226	5	13	brain	brain	NOUN
cana-1226	5	14	or	or	CCONJ
cana-1226	5	15	spinal	spinal	ADJ
cana-1226	5	16	cord	cord	NOUN
cana-1226	5	17	.	.	PUNCT
cana-1226	6	1	when	when	SCONJ
cana-1226	6	2	the	the	DET
cana-1226	6	3	tumour	tumour	NOUN
cana-1226	6	4	has	have	AUX
cana-1226	6	5	impacted	impact	VERB
cana-1226	6	6	a	a	DET
cana-1226	6	7	certain	certain	ADJ
cana-1226	6	8	section	section	NOUN
cana-1226	6	9	of	of	ADP
cana-1226	6	10	the	the	DET
cana-1226	6	11	brain	brain	NOUN
cana-1226	6	12	and	and	CCONJ
cana-1226	6	13	that	that	DET
cana-1226	6	14	area	area	NOUN
cana-1226	6	15	is	be	AUX
cana-1226	6	16	not	not	PART
cana-1226	6	17	working	work	VERB
cana-1226	6	18	correctly	correctly	ADV
cana-1226	6	19	.	.	PUNCT
cana-1226	7	1	identification	identification	NOUN
cana-1226	7	2	of	of	ADP
cana-1226	7	3	brain	brain	NOUN
cana-1226	7	4	tumours	tumour	NOUN
cana-1226	7	5	was	be	AUX
cana-1226	7	6	extremely	extremely	ADV
cana-1226	7	7	difficult	difficult	ADJ
cana-1226	7	8	and	and	CCONJ
cana-1226	7	9	complicated	complicated	ADJ
cana-1226	7	10	due	due	ADP
cana-1226	7	11	to	to	ADP
cana-1226	7	12	the	the	DET
cana-1226	7	13	location	location	NOUN
cana-1226	7	14	,	,	PUNCT
cana-1226	7	15	kind	kind	NOUN
cana-1226	7	16	,	,	PUNCT
cana-1226	7	17	shape	shape	NOUN
cana-1226	7	18	,	,	PUNCT
cana-1226	7	19	and	and	CCONJ
cana-1226	7	20	size	size	NOUN
cana-1226	7	21	of	of	ADP
cana-1226	7	22	the	the	DET
cana-1226	7	23	tumour	tumour	NOUN
cana-1226	7	24	in	in	ADP
cana-1226	7	25	the	the	DET
cana-1226	7	26	brain	brain	NOUN
cana-1226	7	27	.	.	PUNCT
cana-1226	8	1	brain	brain	NOUN
cana-1226	8	2	tumour	tumour	NOUN
cana-1226	8	3	diagnosis	diagnosis	NOUN
cana-1226	8	4	is	be	AUX
cana-1226	8	5	difficult	difficult	ADJ
cana-1226	8	6	since	since	SCONJ
cana-1226	8	7	the	the	DET
cana-1226	8	8	tumor	tumor	NOUN
cana-1226	8	9	's	's	PART
cana-1226	8	10	size	size	NOUN
cana-1226	8	11	and	and	CCONJ
cana-1226	8	12	resolution	resolution	NOUN
cana-1226	8	13	can	can	AUX
cana-1226	8	14	not	not	PART
cana-1226	8	15	be	be	AUX
cana-1226	8	16	clearly	clearly	ADV
cana-1226	8	17	evaluated	evaluate	VERB
cana-1226	8	18	in	in	ADP
cana-1226	8	19	the	the	DET
cana-1226	8	20	early	early	ADJ
cana-1226	8	21	stages	stage	NOUN
cana-1226	8	22	of	of	ADP
cana-1226	8	23	growth	growth	NOUN
cana-1226	8	24	.	.	PUNCT
cana-1226	9	1	however	however	ADV
cana-1226	9	2	,	,	PUNCT
cana-1226	9	3	if	if	SCONJ
cana-1226	9	4	a	a	DET
cana-1226	9	5	tumour	tumour	NOUN
cana-1226	9	6	is	be	AUX
cana-1226	9	7	found	find	VERB
cana-1226	9	8	and	and	CCONJ
cana-1226	9	9	diagnosed	diagnose	VERB
cana-1226	9	10	early	early	ADV
cana-1226	9	11	in	in	ADP
cana-1226	9	12	the	the	DET
cana-1226	9	13	stage	stage	NOUN
cana-1226	9	14	of	of	ADP
cana-1226	9	15	tumour	tumour	NOUN
cana-1226	9	16	growth	growth	NOUN
cana-1226	9	17	,	,	PUNCT
cana-1226	9	18	there	there	PRON
cana-1226	9	19	is	be	VERB
cana-1226	9	20	a	a	DET
cana-1226	9	21	good	good	ADJ
cana-1226	9	22	chance	chance	NOUN
cana-1226	9	23	that	that	SCONJ
cana-1226	9	24	the	the	DET
cana-1226	9	25	patient	patient	NOUN
cana-1226	9	26	will	will	AUX
cana-1226	9	27	be	be	AUX
cana-1226	9	28	treated	treat	VERB
cana-1226	9	29	.	.	PUNCT
cana-1226	10	1	as	as	ADP
cana-1226	10	2	a	a	DET
cana-1226	10	3	result	result	NOUN
cana-1226	10	4	,	,	PUNCT
cana-1226	10	5	early	early	ADJ
cana-1226	10	6	tumour	tumour	ADJ
cana-1226	10	7	diagnosis	diagnosis	NOUN
cana-1226	10	8	is	be	AUX
cana-1226	10	9	essential	essential	ADJ
cana-1226	10	10	for	for	ADP
cana-1226	10	11	successful	successful	ADJ
cana-1226	10	12	treatment	treatment	NOUN
cana-1226	10	13	.	.	PUNCT
cana-1226	11	1	to	to	PART
cana-1226	11	2	solve	solve	VERB
cana-1226	11	3	this	this	DET
cana-1226	11	4	problem	problem	NOUN
cana-1226	11	5	,	,	PUNCT
cana-1226	11	6	we	we	PRON
cana-1226	11	7	suggested	suggest	VERB
cana-1226	11	8	an	an	DET
cana-1226	11	9	automated	automate	VERB
cana-1226	11	10	method	method	NOUN
cana-1226	11	11	that	that	PRON
cana-1226	11	12	can	can	AUX
cana-1226	11	13	more	more	ADV
cana-1226	11	14	help	help	VERB
cana-1226	11	15	detect	detect	VERB
cana-1226	11	16	and	and	CCONJ
cana-1226	11	17	classify	classify	VERB
cana-1226	11	18	three	three	NUM
cana-1226	11	19	different	different	ADJ
cana-1226	11	20	types	type	NOUN
cana-1226	11	21	of	of	ADP
cana-1226	11	22	brain	brain	NOUN
cana-1226	11	23	tumours	tumour	NOUN
cana-1226	11	24	on	on	ADP
cana-1226	11	25	mri	mri	NOUN
cana-1226	11	26	using	use	VERB
cana-1226	11	27	deep	deep	ADJ
cana-1226	11	28	learning	learning	NOUN
cana-1226	11	29	techniques	technique	NOUN
cana-1226	11	30	,	,	PUNCT
cana-1226	11	31	faster	fast	ADJ
cana-1226	11	32	rcnn+resnet50	rcnn+resnet50	NOUN
cana-1226	11	33	.	.	PUNCT
cana-1226	12	1	keywords	keyword	NOUN
cana-1226	12	2	:	:	PUNCT
cana-1226	12	3	brain	brain	NOUN
cana-1226	12	4	tumour	tumour	NOUN
cana-1226	12	5	,	,	PUNCT
cana-1226	12	6	detection	detection	NOUN
cana-1226	12	7	,	,	PUNCT
cana-1226	12	8	classification	classification	NOUN
cana-1226	12	9	,	,	PUNCT
cana-1226	12	10	deep	deep	ADJ
cana-1226	12	11	learning	learning	NOUN
cana-1226	12	12	,	,	PUNCT
cana-1226	12	13	faster	fast	ADJ
cana-1226	12	14	rcnn	rcnn	PROPN
cana-1226	12	15	,	,	PUNCT
cana-1226	12	16	resnet50	resnet50	NOUN
cana-1226	12	17	,	,	PUNCT
cana-1226	12	18	automated	automate	VERB
cana-1226	12	19	,	,	PUNCT
cana-1226	12	20	mri	mri	NOUN
cana-1226	12	21	.	.	NOUN
cana-1226	12	22	1	1	X
cana-1226	12	23	.	.	X
cana-1226	12	24	introduction	introduction	NOUN
cana-1226	12	25	due	due	ADP
cana-1226	12	26	to	to	ADP
cana-1226	12	27	its	its	PRON
cana-1226	12	28	rising	rise	VERB
cana-1226	12	29	presence	presence	NOUN
cana-1226	12	30	and	and	CCONJ
cana-1226	12	31	high	high	ADJ
cana-1226	12	32	death	death	NOUN
cana-1226	12	33	rate	rate	NOUN
cana-1226	12	34	across	across	ADP
cana-1226	12	35	all	all	DET
cana-1226	12	36	age	age	NOUN
cana-1226	12	37	groups	group	NOUN
cana-1226	12	38	[	[	X
cana-1226	12	39	1	1	X
cana-1226	12	40	]	]	X
cana-1226	12	41	[	[	X
cana-1226	12	42	2	2	X
cana-1226	12	43	]	]	X
cana-1226	12	44	[	[	X
cana-1226	12	45	3][4][5	3][4][5	NUM
cana-1226	12	46	]	]	X
cana-1226	12	47	,	,	PUNCT
cana-1226	12	48	brain	brain	NOUN
cana-1226	12	49	tumours	tumour	NOUN
cana-1226	12	50	are	be	AUX
cana-1226	12	51	among	among	ADP
cana-1226	12	52	the	the	DET
cana-1226	12	53	world	world	NOUN
cana-1226	12	54	's	's	PART
cana-1226	12	55	worst	bad	ADJ
cana-1226	12	56	illnesses	illness	NOUN
cana-1226	12	57	[	[	X
cana-1226	12	58	6	6	NUM
cana-1226	12	59	]	]	X
cana-1226	12	60	[	[	X
cana-1226	12	61	7	7	NUM
cana-1226	12	62	]	]	PUNCT
cana-1226	12	63	.	.	PUNCT
cana-1226	13	1	it	it	PRON
cana-1226	13	2	is	be	AUX
cana-1226	13	3	noted	note	VERB
cana-1226	13	4	in	in	ADP
cana-1226	13	5	[	[	X
cana-1226	13	6	3	3	NUM
cana-1226	13	7	]	]	PUNCT
cana-1226	13	8	as	as	ADP
cana-1226	13	9	india	india	PROPN
cana-1226	13	10	second	second	ADV
cana-1226	13	11	-	-	PUNCT
cana-1226	13	12	most	most	ADV
cana-1226	13	13	frequent	frequent	ADJ
cana-1226	13	14	type	type	NOUN
cana-1226	13	15	of	of	ADP
cana-1226	13	16	cancer	cancer	NOUN
cana-1226	13	17	.	.	PUNCT
cana-1226	14	1	5	5	NUM
cana-1226	14	2	to	to	PART
cana-1226	14	3	10	10	NUM
cana-1226	14	4	brain	brain	NOUN
cana-1226	14	5	tumours	tumour	NOUN
cana-1226	14	6	per	per	ADP
cana-1226	14	7	100,000	100,000	NUM
cana-1226	14	8	persons	person	NOUN
cana-1226	14	9	are	be	AUX
cana-1226	14	10	seen	see	VERB
cana-1226	14	11	in	in	ADP
cana-1226	14	12	india	india	PROPN
cana-1226	14	13	.	.	PUNCT
cana-1226	15	1	according	accord	VERB
cana-1226	15	2	to	to	ADP
cana-1226	15	3	"	"	PUNCT
cana-1226	15	4	international	international	ADJ
cana-1226	15	5	association	association	NOUN
cana-1226	15	6	of	of	ADP
cana-1226	15	7	cancer	cancer	NOUN
cana-1226	15	8	registries	registry	NOUN
cana-1226	15	9	(	(	PUNCT
cana-1226	15	10	iarc	iarc	NOUN
cana-1226	15	11	)	)	PUNCT
cana-1226	15	12	,	,	PUNCT
cana-1226	15	13	"	"	PUNCT
cana-1226	15	14	over	over	ADP
cana-1226	15	15	28,000	28,000	NUM
cana-1226	15	16	instances	instance	NOUN
cana-1226	15	17	of	of	ADP
cana-1226	15	18	brain	brain	NOUN
cana-1226	15	19	tumours	tumour	NOUN
cana-1226	15	20	are	be	AUX
cana-1226	15	21	detected	detect	VERB
cana-1226	15	22	more	more	ADJ
cana-1226	15	23	than	than	ADP
cana-1226	15	24	24,000	24,000	NUM
cana-1226	15	25	individuals	individual	NOUN
cana-1226	15	26	die	die	VERB
cana-1226	15	27	due	due	ADJ
cana-1226	15	28	to	to	PART
cana-1226	15	29	brain	brain	VERB
cana-1226	15	30	tumour	tumour	NOUN
cana-1226	15	31	every	every	DET
cana-1226	15	32	year	year	NOUN
cana-1226	15	33	in	in	ADP
cana-1226	15	34	india	india	PROPN
cana-1226	15	35	.	.	PUNCT
cana-1226	16	1	[	[	X
cana-1226	16	2	8	8	NUM
cana-1226	16	3	]	]	PUNCT
cana-1226	16	4	.	.	PUNCT
cana-1226	16	5	increased	increase	VERB
cana-1226	16	6	usage	usage	NOUN
cana-1226	16	7	of	of	ADP
cana-1226	16	8	electronic	electronic	ADJ
cana-1226	16	9	devices	device	NOUN
cana-1226	16	10	like	like	ADP
cana-1226	16	11	mobile	mobile	ADJ
cana-1226	16	12	phones	phone	NOUN
cana-1226	16	13	,	,	PUNCT
cana-1226	16	14	tablets	tablet	NOUN
cana-1226	16	15	,	,	PUNCT
cana-1226	16	16	and	and	CCONJ
cana-1226	16	17	other	other	ADJ
cana-1226	16	18	devices	device	NOUN
cana-1226	16	19	,	,	PUNCT
cana-1226	16	20	has	have	AUX
cana-1226	16	21	made	make	VERB
cana-1226	16	22	this	this	DET
cana-1226	16	23	disorder	disorder	NOUN
cana-1226	16	24	more	more	ADV
cana-1226	16	25	prevalent	prevalent	ADJ
cana-1226	16	26	among	among	ADP
cana-1226	16	27	children	child	NOUN
cana-1226	16	28	as	as	ADP
cana-1226	16	29	well[9	well[9	NOUN
cana-1226	16	30	]	]	PUNCT
cana-1226	16	31	.	.	PUNCT
cana-1226	17	1	1.1	1.1	NUM
cana-1226	17	2	brain	brain	NOUN
cana-1226	17	3	tumour	tumour	NOUN
cana-1226	17	4	two	two	NUM
cana-1226	17	5	kinds	kind	NOUN
cana-1226	17	6	of	of	ADP
cana-1226	17	7	brain	brain	NOUN
cana-1226	17	8	tumours	tumour	NOUN
cana-1226	17	9	exist	exist	VERB
cana-1226	17	10	:	:	PUNCT
cana-1226	17	11	benign	benign	ADJ
cana-1226	17	12	(	(	PUNCT
cana-1226	17	13	noncancerous	noncancerous	ADJ
cana-1226	17	14	)	)	PUNCT
cana-1226	17	15	and	and	CCONJ
cana-1226	17	16	malignant	malignant	ADJ
cana-1226	17	17	(	(	PUNCT
cana-1226	17	18	cancerous	cancerous	ADJ
cana-1226	17	19	)	)	PUNCT
cana-1226	17	20	.	.	PUNCT
cana-1226	18	1	the	the	DET
cana-1226	18	2	patient	patient	NOUN
cana-1226	18	3	's	's	PART
cana-1226	18	4	health	health	NOUN
cana-1226	18	5	may	may	AUX
cana-1226	18	6	deteriorate	deteriorate	VERB
cana-1226	18	7	as	as	ADP
cana-1226	18	8	a	a	DET
cana-1226	18	9	result	result	NOUN
cana-1226	18	10	of	of	ADP
cana-1226	18	11	the	the	DET
cana-1226	18	12	malignant	malignant	ADJ
cana-1226	18	13	tumours	tumour	NOUN
cana-1226	18	14	'	'	PART
cana-1226	18	15	fast	fast	ADJ
cana-1226	18	16	spread	spread	NOUN
cana-1226	18	17	to	to	ADP
cana-1226	18	18	other	other	ADJ
cana-1226	18	19	brain	brain	NOUN
cana-1226	18	20	areas	area	NOUN
cana-1226	18	21	[	[	X
cana-1226	18	22	10	10	NUM
cana-1226	18	23	]	]	PUNCT
cana-1226	18	24	.	.	PUNCT
cana-1226	19	1	when	when	SCONJ
cana-1226	19	2	the	the	DET
cana-1226	19	3	majority	majority	NOUN
cana-1226	19	4	of	of	ADP
cana-1226	19	5	the	the	DET
cana-1226	19	6	cells	cell	NOUN
cana-1226	19	7	are	be	AUX
cana-1226	19	8	worn	wear	VERB
cana-1226	19	9	out	out	ADP
cana-1226	19	10	or	or	CCONJ
cana-1226	19	11	harmed	harm	VERB
cana-1226	19	12	,	,	PUNCT
cana-1226	19	13	they	they	PRON
cana-1226	19	14	are	be	AUX
cana-1226	19	15	destroyed	destroy	VERB
cana-1226	19	16	and	and	CCONJ
cana-1226	19	17	changed	change	VERB
cana-1226	19	18	out	out	ADP
cana-1226	19	19	with	with	ADP
cana-1226	19	20	fresh	fresh	ADJ
cana-1226	19	21	ones	one	NOUN
cana-1226	19	22	.	.	PUNCT
cana-1226	20	1	problems	problem	NOUN
cana-1226	20	2	may	may	AUX
cana-1226	20	3	arise	arise	VERB
cana-1226	20	4	if	if	SCONJ
cana-1226	20	5	damaged	damage	VERB
cana-1226	20	6	and	and	CCONJ
cana-1226	20	7	old	old	ADJ
cana-1226	20	8	cells	cell	NOUN
cana-1226	20	9	are	be	AUX
cana-1226	20	10	not	not	PART
cana-1226	20	11	removed	remove	VERB
cana-1226	20	12	when	when	SCONJ
cana-1226	20	13	producing	produce	VERB
cana-1226	20	14	new	new	ADJ
cana-1226	20	15	ones	one	NOUN
cana-1226	20	16	.	.	PUNCT
cana-1226	21	1	the	the	DET
cana-1226	21	2	growth	growth	NOUN
cana-1226	21	3	or	or	CCONJ
cana-1226	21	4	tumour	tumour	NOUN
cana-1226	21	5	is	be	AUX
cana-1226	21	6	referred	refer	VERB
cana-1226	21	7	to	to	ADP
cana-1226	21	8	as	as	ADP
cana-1226	21	9	a	a	DET
cana-1226	21	10	mass	mass	NOUN
cana-1226	21	11	of	of	ADP
cana-1226	21	12	tissue	tissue	NOUN
cana-1226	21	13	that	that	PRON
cana-1226	21	14	forms	form	NOUN
cana-1226	21	15	as	as	SCONJ
cana-1226	21	16	extra	extra	ADJ
cana-1226	21	17	cells	cell	NOUN
cana-1226	21	18	are	be	AUX
cana-1226	21	19	produced	produce	VERB
cana-1226	21	20	.	.	PUNCT
cana-1226	22	1	communications	communication	NOUN
cana-1226	22	2	on	on	ADP
cana-1226	22	3	applied	apply	VERB
cana-1226	22	4	nonlinear	nonlinear	ADJ
cana-1226	22	5	analysis	analysis	NOUN
cana-1226	22	6	issn	issn	NOUN
cana-1226	22	7	:	:	PUNCT
cana-1226	22	8	1074	1074	NUM
cana-1226	22	9	-	-	PUNCT
cana-1226	22	10	133x	133x	NUM
cana-1226	22	11	vol	vol	NOUN
cana-1226	22	12	31	31	NUM
cana-1226	22	13	no	no	NOUN
cana-1226	22	14	.	.	PUNCT
cana-1226	23	1	6s	6s	NUM
cana-1226	23	2	(	(	PUNCT
cana-1226	23	3	2024	2024	NUM
cana-1226	23	4	)	)	PUNCT
cana-1226	23	5	331	331	NUM
cana-1226	23	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-1226	23	7	1.2	1.2	NUM
cana-1226	23	8	brain	brain	NOUN
cana-1226	23	9	tumour	tumour	NOUN
cana-1226	23	10	causes	cause	NOUN
cana-1226	23	11	although	although	SCONJ
cana-1226	23	12	cause	cause	NOUN
cana-1226	23	13	of	of	ADP
cana-1226	23	14	the	the	DET
cana-1226	23	15	brain	brain	NOUN
cana-1226	23	16	tumour	tumour	NOUN
cana-1226	23	17	is	be	AUX
cana-1226	23	18	frequently	frequently	ADV
cana-1226	23	19	unclear	unclear	ADJ
cana-1226	23	20	,	,	PUNCT
cana-1226	23	21	table	table	NOUN
cana-1226	23	22	1	1	NUM
cana-1226	23	23	specifies	specifie	NOUN
cana-1226	23	24	the	the	DET
cana-1226	23	25	things	thing	NOUN
cana-1226	23	26	may	may	AUX
cana-1226	23	27	increase	increase	VERB
cana-1226	23	28	a	a	DET
cana-1226	23	29	person	person	NOUN
cana-1226	23	30	's	's	PART
cana-1226	23	31	chance	chance	NOUN
cana-1226	23	32	of	of	ADP
cana-1226	23	33	getting	get	VERB
cana-1226	23	34	one	one	NUM
cana-1226	23	35	[	[	X
cana-1226	23	36	17	17	NUM
cana-1226	23	37	]	]	PUNCT
cana-1226	23	38	.	.	PUNCT
cana-1226	24	1	table	table	NOUN
cana-1226	24	2	1	1	NUM
cana-1226	24	3	:	:	PUNCT
cana-1226	24	4	risk	risk	NOUN
cana-1226	24	5	factors	factor	NOUN
cana-1226	24	6	which	which	PRON
cana-1226	24	7	cause	cause	VERB
cana-1226	24	8	brain	brain	NOUN
cana-1226	24	9	tumour	tumour	NOUN
cana-1226	24	10	risk	risk	NOUN
cana-1226	24	11	factors	factor	VERB
cana-1226	24	12	supportive	supportive	ADJ
cana-1226	24	13	reasons	reason	NOUN
cana-1226	24	14	head	head	VERB
cana-1226	24	15	injury	injury	NOUN
cana-1226	24	16	and	and	CCONJ
cana-1226	24	17	seizures	seizure	NOUN
cana-1226	24	18	there	there	PRON
cana-1226	24	19	has	have	AUX
cana-1226	24	20	long	long	ADV
cana-1226	24	21	been	be	AUX
cana-1226	24	22	research	research	NOUN
cana-1226	24	23	on	on	ADP
cana-1226	24	24	the	the	DET
cana-1226	24	25	relationship	relationship	NOUN
cana-1226	24	26	between	between	ADP
cana-1226	24	27	brain	brain	NOUN
cana-1226	24	28	tumours	tumour	NOUN
cana-1226	24	29	and	and	CCONJ
cana-1226	24	30	serious	serious	ADJ
cana-1226	24	31	head	head	NOUN
cana-1226	24	32	injuries	injury	NOUN
cana-1226	24	33	.	.	PUNCT
cana-1226	25	1	ionizing	ionize	VERB
cana-1226	25	2	radiation	radiation	NOUN
cana-1226	25	3	it	it	PRON
cana-1226	25	4	has	have	AUX
cana-1226	25	5	been	be	AUX
cana-1226	25	6	demonstrated	demonstrate	VERB
cana-1226	25	7	that	that	SCONJ
cana-1226	25	8	prior	prior	ADV
cana-1226	25	9	ionising	ionise	VERB
cana-1226	25	10	radiation	radiation	NOUN
cana-1226	25	11	therapy	therapy	NOUN
cana-1226	25	12	,	,	PUNCT
cana-1226	25	13	including	include	VERB
cana-1226	25	14	xrays	xray	NOUN
cana-1226	25	15	,	,	PUNCT
cana-1226	25	16	to	to	ADP
cana-1226	25	17	the	the	DET
cana-1226	25	18	head	head	NOUN
cana-1226	25	19	or	or	CCONJ
cana-1226	25	20	brain	brain	NOUN
cana-1226	25	21	increases	increase	VERB
cana-1226	25	22	the	the	DET
cana-1226	25	23	likelihood	likelihood	NOUN
cana-1226	25	24	to	to	PART
cana-1226	25	25	develop	develop	VERB
cana-1226	25	26	brain	brain	NOUN
cana-1226	25	27	tumour	tumour	NOUN
cana-1226	25	28	.	.	PUNCT
cana-1226	26	1	electromagnetic	electromagnetic	ADJ
cana-1226	26	2	fields	field	NOUN
cana-1226	26	3	majority	majority	NOUN
cana-1226	26	4	of	of	ADP
cana-1226	26	5	research	research	NOUN
cana-1226	26	6	examining	examine	VERB
cana-1226	26	7	the	the	DET
cana-1226	26	8	effect	effect	NOUN
cana-1226	26	9	of	of	ADP
cana-1226	26	10	electromagnetic	electromagnetic	ADJ
cana-1226	26	11	fields	field	NOUN
cana-1226	26	12	,	,	PUNCT
cana-1226	26	13	like	like	ADP
cana-1226	26	14	energy	energy	NOUN
cana-1226	26	15	generated	generate	VERB
cana-1226	26	16	via	via	ADP
cana-1226	26	17	power	power	NOUN
cana-1226	26	18	lines	line	NOUN
cana-1226	26	19	or	or	CCONJ
cana-1226	26	20	by	by	ADP
cana-1226	26	21	using	use	VERB
cana-1226	26	22	a	a	DET
cana-1226	26	23	cell	cell	NOUN
cana-1226	26	24	phone	phone	NOUN
cana-1226	26	25	,	,	PUNCT
cana-1226	26	26	do	do	AUX
cana-1226	26	27	n't	not	PART
cana-1226	26	28	find	find	VERB
cana-1226	26	29	any	any	DET
cana-1226	26	30	evidence	evidence	NOUN
cana-1226	26	31	of	of	ADP
cana-1226	26	32	a	a	DET
cana-1226	26	33	connection	connection	NOUN
cana-1226	26	34	to	to	ADP
cana-1226	26	35	an	an	DET
cana-1226	26	36	elevated	elevated	ADJ
cana-1226	26	37	risk	risk	NOUN
cana-1226	26	38	of	of	ADP
cana-1226	26	39	adult	adult	NOUN
cana-1226	26	40	brain	brain	NOUN
cana-1226	26	41	tumour	tumour	NOUN
cana-1226	26	42	development	development	NOUN
cana-1226	26	43	.	.	PUNCT
cana-1226	27	1	exposure	exposure	NOUN
cana-1226	27	2	to	to	ADP
cana-1226	27	3	allergen	allergen	PROPN
cana-1226	27	4	,	,	PUNCT
cana-1226	27	5	viruses	virus	NOUN
cana-1226	27	6	and	and	CCONJ
cana-1226	27	7	infections	infection	NOUN
cana-1226	27	8	in	in	ADP
cana-1226	27	9	tissue	tissue	NOUN
cana-1226	27	10	of	of	ADP
cana-1226	27	11	brain	brain	NOUN
cana-1226	27	12	tumours	tumour	NOUN
cana-1226	27	13	,	,	PUNCT
cana-1226	27	14	high	high	ADJ
cana-1226	27	15	concentrations	concentration	NOUN
cana-1226	27	16	of	of	ADP
cana-1226	27	17	the	the	DET
cana-1226	27	18	common	common	ADJ
cana-1226	27	19	virus	virus	NOUN
cana-1226	27	20	cytomegalovirus	cytomegalovirus	NOUN
cana-1226	27	21	(	(	PUNCT
cana-1226	27	22	cmv	cmv	PROPN
cana-1226	27	23	)	)	PUNCT
cana-1226	27	24	have	have	AUX
cana-1226	27	25	been	be	AUX
cana-1226	27	26	discovered	discover	VERB
cana-1226	27	27	.	.	PUNCT
cana-1226	28	1	family	family	NOUN
cana-1226	28	2	history	history	NOUN
cana-1226	28	3	brain	brain	NOUN
cana-1226	28	4	tumours	tumour	NOUN
cana-1226	28	5	may	may	AUX
cana-1226	28	6	be	be	AUX
cana-1226	28	7	caused	cause	VERB
cana-1226	28	8	by	by	ADP
cana-1226	28	9	inherited	inherit	VERB
cana-1226	28	10	genetic	genetic	ADJ
cana-1226	28	11	factors	factor	NOUN
cana-1226	28	12	or	or	CCONJ
cana-1226	28	13	circumstances	circumstance	NOUN
cana-1226	28	14	in	in	ADP
cana-1226	28	15	around	around	ADP
cana-1226	28	16	5	5	NUM
cana-1226	28	17	%	%	NOUN
cana-1226	28	18	of	of	ADP
cana-1226	28	19	cases	case	NOUN
cana-1226	28	20	.	.	PUNCT
cana-1226	29	1	home	home	NOUN
cana-1226	29	2	and	and	CCONJ
cana-1226	29	3	work	work	NOUN
cana-1226	29	4	exposures	exposure	NOUN
cana-1226	29	5	exposure	exposure	NOUN
cana-1226	29	6	to	to	ADP
cana-1226	29	7	lubricants	lubricant	NOUN
cana-1226	29	8	,	,	PUNCT
cana-1226	29	9	pesticides	pesticide	NOUN
cana-1226	29	10	,	,	PUNCT
cana-1226	29	11	oil	oil	NOUN
cana-1226	29	12	-	-	PUNCT
cana-1226	29	13	based	base	VERB
cana-1226	29	14	chemicals	chemical	NOUN
cana-1226	29	15	,	,	PUNCT
cana-1226	29	16	latex	latex	NOUN
cana-1226	29	17	,	,	PUNCT
cana-1226	29	18	or	or	CCONJ
cana-1226	29	19	vinyl	vinyl	NOUN
cana-1226	29	20	chloride	chloride	NOUN
cana-1226	29	21	increases	increase	VERB
cana-1226	29	22	the	the	DET
cana-1226	29	23	risk	risk	NOUN
cana-1226	29	24	of	of	ADP
cana-1226	29	25	brain	brain	NOUN
cana-1226	29	26	tumour	tumour	NOUN
cana-1226	29	27	.	.	PUNCT
cana-1226	30	1	gender	gender	NOUN
cana-1226	30	2	in	in	ADP
cana-1226	30	3	general	general	ADJ
cana-1226	30	4	,	,	PUNCT
cana-1226	30	5	men	man	NOUN
cana-1226	30	6	are	be	AUX
cana-1226	30	7	more	more	ADV
cana-1226	30	8	likely	likely	ADJ
cana-1226	30	9	then	then	ADV
cana-1226	30	10	women	woman	NOUN
cana-1226	30	11	to	to	PART
cana-1226	30	12	get	get	VERB
cana-1226	30	13	the	the	DET
cana-1226	30	14	brain	brain	NOUN
cana-1226	30	15	tumour	tumour	NOUN
cana-1226	30	16	.	.	PUNCT
cana-1226	31	1	one	one	NUM
cana-1226	31	2	specific	specific	ADJ
cana-1226	31	3	type	type	NOUN
cana-1226	31	4	of	of	ADP
cana-1226	31	5	brain	brain	NOUN
cana-1226	31	6	tumour	tumour	NOUN
cana-1226	31	7	which	which	PRON
cana-1226	31	8	affects	affect	VERB
cana-1226	31	9	women	woman	NOUN
cana-1226	31	10	most	most	ADV
cana-1226	31	11	frequently	frequently	ADV
cana-1226	31	12	is	be	AUX
cana-1226	31	13	the	the	DET
cana-1226	31	14	meningioma	meningioma	NOUN
cana-1226	31	15	.	.	PUNCT
cana-1226	32	1	age	age	NOUN
cana-1226	32	2	although	although	SCONJ
cana-1226	32	3	anybody	anybody	PRON
cana-1226	32	4	can	can	AUX
cana-1226	32	5	acquire	acquire	VERB
cana-1226	32	6	a	a	DET
cana-1226	32	7	brain	brain	NOUN
cana-1226	32	8	tumour	tumour	NOUN
cana-1226	32	9	,	,	PUNCT
cana-1226	32	10	youngsters	youngster	NOUN
cana-1226	32	11	and	and	CCONJ
cana-1226	32	12	older	old	ADJ
cana-1226	32	13	individuals	individual	NOUN
cana-1226	32	14	are	be	AUX
cana-1226	32	15	more	more	ADV
cana-1226	32	16	likely	likely	ADJ
cana-1226	32	17	to	to	PART
cana-1226	32	18	do	do	VERB
cana-1226	32	19	so	so	ADV
cana-1226	32	20	.	.	PUNCT
cana-1226	33	1	1.3	1.3	NUM
cana-1226	33	2	brain	brain	NOUN
cana-1226	33	3	tumour	tumour	NOUN
cana-1226	33	4	symptoms	symptom	NOUN
cana-1226	33	5	and	and	CCONJ
cana-1226	33	6	signs	sign	NOUN
cana-1226	33	7	brain	brain	VERB
cana-1226	33	8	tumour	tumour	NOUN
cana-1226	33	9	symptoms	symptom	NOUN
cana-1226	33	10	might	might	AUX
cana-1226	33	11	be	be	AUX
cana-1226	33	12	generic	generic	ADJ
cana-1226	33	13	or	or	CCONJ
cana-1226	33	14	specialized	specialized	ADJ
cana-1226	33	15	.	.	PUNCT
cana-1226	34	1	the	the	DET
cana-1226	34	2	common	common	ADJ
cana-1226	34	3	symptom	symptom	NOUN
cana-1226	34	4	is	be	AUX
cana-1226	34	5	caused	cause	VERB
cana-1226	34	6	by	by	ADP
cana-1226	34	7	tumor	tumor	NOUN
cana-1226	34	8	's	's	PART
cana-1226	34	9	pressure	pressure	NOUN
cana-1226	34	10	on	on	ADP
cana-1226	34	11	spinal	spinal	ADJ
cana-1226	34	12	cord	cord	NOUN
cana-1226	34	13	or	or	CCONJ
cana-1226	34	14	brain	brain	NOUN
cana-1226	34	15	.	.	PUNCT
cana-1226	35	1	when	when	SCONJ
cana-1226	35	2	the	the	DET
cana-1226	35	3	particular	particular	ADJ
cana-1226	35	4	area	area	NOUN
cana-1226	35	5	of	of	ADP
cana-1226	35	6	brain	brain	NOUN
cana-1226	35	7	is	be	AUX
cana-1226	35	8	affected	affect	VERB
cana-1226	35	9	by	by	ADP
cana-1226	35	10	the	the	DET
cana-1226	35	11	tumour	tumour	NOUN
cana-1226	35	12	and	and	CCONJ
cana-1226	35	13	is	be	AUX
cana-1226	35	14	not	not	PART
cana-1226	35	15	functioning	function	VERB
cana-1226	35	16	properly	properly	ADV
cana-1226	35	17	,	,	PUNCT
cana-1226	35	18	distinct	distinct	ADJ
cana-1226	35	19	symptoms	symptom	NOUN
cana-1226	35	20	are	be	AUX
cana-1226	35	21	brought	bring	VERB
cana-1226	35	22	on	on	ADP
cana-1226	35	23	[	[	X
cana-1226	35	24	18	18	NUM
cana-1226	35	25	]	]	PUNCT
cana-1226	35	26	.	.	PUNCT
cana-1226	36	1	general	general	ADJ
cana-1226	36	2	symptoms	symptom	NOUN
cana-1226	36	3	includes	include	VERB
cana-1226	36	4	:	:	PUNCT
cana-1226	36	5	•	•	ADJ
cana-1226	36	6	pressure	pressure	NOUN
cana-1226	36	7	/	/	SYM
cana-1226	36	8	head	head	NOUN
cana-1226	36	9	ache	ache	ADV
cana-1226	36	10	near	near	ADP
cana-1226	36	11	the	the	DET
cana-1226	36	12	tumour	tumour	NOUN
cana-1226	36	13	•	•	NOUN
cana-1226	36	14	partial	partial	ADJ
cana-1226	36	15	or	or	CCONJ
cana-1226	36	16	complete	complete	ADJ
cana-1226	36	17	vision	vision	NOUN
cana-1226	36	18	loss	loss	NOUN
cana-1226	36	19	•	•	NOUN
cana-1226	36	20	a	a	DET
cana-1226	36	21	change	change	NOUN
cana-1226	36	22	in	in	ADP
cana-1226	36	23	one	one	NUM
cana-1226	36	24	's	's	PART
cana-1226	36	25	capacity	capacity	NOUN
cana-1226	36	26	for	for	ADP
cana-1226	36	27	walking	walk	VERB
cana-1226	36	28	or	or	CCONJ
cana-1226	36	29	carrying	carry	VERB
cana-1226	36	30	out	out	ADP
cana-1226	36	31	everyday	everyday	ADJ
cana-1226	36	32	tasks	task	NOUN
cana-1226	36	33	•	•	NUM
cana-1226	36	34	sleep	sleep	NOUN
cana-1226	36	35	problems	problem	NOUN
cana-1226	36	36	•	•	ADP
cana-1226	36	37	memory	memory	NOUN
cana-1226	36	38	problems	problem	NOUN
cana-1226	36	39	•	•	ADP
cana-1226	36	40	loss	loss	NOUN
cana-1226	36	41	of	of	ADP
cana-1226	36	42	balance	balance	NOUN
cana-1226	36	43	•	•	NOUN
cana-1226	36	44	difficulty	difficulty	NOUN
cana-1226	36	45	in	in	ADP
cana-1226	36	46	swallowing	swallow	VERB
cana-1226	36	47	communications	communication	NOUN
cana-1226	36	48	on	on	ADP
cana-1226	36	49	applied	apply	VERB
cana-1226	36	50	nonlinear	nonlinear	ADJ
cana-1226	36	51	analysis	analysis	NOUN
cana-1226	36	52	issn	issn	NOUN
cana-1226	36	53	:	:	PUNCT
cana-1226	36	54	1074	1074	NUM
cana-1226	36	55	-	-	PUNCT
cana-1226	36	56	133x	133x	NUM
cana-1226	36	57	vol	vol	NOUN
cana-1226	36	58	31	31	NUM
cana-1226	36	59	no	no	NOUN
cana-1226	36	60	.	.	PUNCT
cana-1226	37	1	6s	6s	NUM
cana-1226	37	2	(	(	PUNCT
cana-1226	37	3	2024	2024	NUM
cana-1226	37	4	)	)	PUNCT
cana-1226	37	5	332	332	NUM
cana-1226	37	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-1226	37	7	•	•	NUM
cana-1226	37	8	fatigue	fatigue	NOUN
cana-1226	37	9	•	•	NOUN
cana-1226	37	10	vomiting	vomiting	NOUN
cana-1226	37	11	•	•	NOUN
cana-1226	37	12	seizures	seizure	VERB
cana-1226	37	13	1.4	1.4	NUM
cana-1226	37	14	brain	brain	NOUN
cana-1226	37	15	tumour	tumour	NOUN
cana-1226	37	16	detection	detection	NOUN
cana-1226	37	17	due	due	ADP
cana-1226	37	18	to	to	ADP
cana-1226	37	19	location	location	NOUN
cana-1226	37	20	,	,	PUNCT
cana-1226	37	21	kind	kind	ADV
cana-1226	37	22	of	of	ADP
cana-1226	37	23	tumour	tumour	NOUN
cana-1226	37	24	,	,	PUNCT
cana-1226	37	25	form	form	NOUN
cana-1226	37	26	and	and	CCONJ
cana-1226	37	27	size	size	NOUN
cana-1226	37	28	in	in	ADP
cana-1226	37	29	brain	brain	NOUN
cana-1226	37	30	,	,	PUNCT
cana-1226	37	31	identification	identification	NOUN
cana-1226	37	32	of	of	ADP
cana-1226	37	33	brain	brain	NOUN
cana-1226	37	34	tumours	tumour	NOUN
cana-1226	37	35	was	be	AUX
cana-1226	37	36	exceedingly	exceedingly	ADV
cana-1226	37	37	intricate	intricate	ADJ
cana-1226	37	38	and	and	CCONJ
cana-1226	37	39	challenging	challenging	ADJ
cana-1226	37	40	.	.	PUNCT
cana-1226	38	1	since	since	SCONJ
cana-1226	38	2	the	the	DET
cana-1226	38	3	tumor	tumor	NOUN
cana-1226	38	4	's	's	PART
cana-1226	38	5	size	size	NOUN
cana-1226	38	6	and	and	CCONJ
cana-1226	38	7	resolution	resolution	NOUN
cana-1226	38	8	can	can	AUX
cana-1226	38	9	not	not	PART
cana-1226	38	10	be	be	AUX
cana-1226	38	11	precisely	precisely	ADV
cana-1226	38	12	measured	measure	VERB
cana-1226	38	13	in	in	ADP
cana-1226	38	14	the	the	DET
cana-1226	38	15	early	early	ADJ
cana-1226	38	16	stages	stage	NOUN
cana-1226	38	17	of	of	ADP
cana-1226	38	18	development	development	NOUN
cana-1226	38	19	,	,	PUNCT
cana-1226	38	20	diagnosing	diagnose	VERB
cana-1226	38	21	brain	brain	NOUN
cana-1226	38	22	tumours	tumour	NOUN
cana-1226	38	23	is	be	AUX
cana-1226	38	24	challenging	challenge	VERB
cana-1226	38	25	[	[	PUNCT
cana-1226	38	26	11	11	NUM
cana-1226	38	27	]	]	PUNCT
cana-1226	38	28	.	.	PUNCT
cana-1226	39	1	however	however	ADV
cana-1226	39	2	,	,	PUNCT
cana-1226	39	3	the	the	DET
cana-1226	39	4	likelihood	likelihood	NOUN
cana-1226	39	5	of	of	ADP
cana-1226	39	6	a	a	DET
cana-1226	39	7	patient	patient	NOUN
cana-1226	39	8	being	be	AUX
cana-1226	39	9	treated	treat	VERB
cana-1226	39	10	is	be	AUX
cana-1226	39	11	quite	quite	ADV
cana-1226	39	12	great	great	ADJ
cana-1226	39	13	if	if	SCONJ
cana-1226	39	14	tumour	tumour	NOUN
cana-1226	39	15	is	be	AUX
cana-1226	39	16	identified	identify	VERB
cana-1226	39	17	and	and	CCONJ
cana-1226	39	18	diagnosis	diagnosis	NOUN
cana-1226	39	19	early	early	ADV
cana-1226	39	20	in	in	ADP
cana-1226	39	21	tumour	tumour	ADJ
cana-1226	39	22	growth	growth	NOUN
cana-1226	39	23	phase	phase	NOUN
cana-1226	39	24	.	.	PUNCT
cana-1226	40	1	as	as	ADP
cana-1226	40	2	the	the	DET
cana-1226	40	3	result	result	NOUN
cana-1226	40	4	,	,	PUNCT
cana-1226	40	5	early	early	ADJ
cana-1226	40	6	tumour	tumour	ADJ
cana-1226	40	7	detection	detection	NOUN
cana-1226	40	8	is	be	AUX
cana-1226	40	9	crucial	crucial	ADJ
cana-1226	40	10	for	for	ADP
cana-1226	40	11	effective	effective	ADJ
cana-1226	40	12	therapy	therapy	NOUN
cana-1226	40	13	[	[	X
cana-1226	40	14	12	12	NUM
cana-1226	40	15	]	]	PUNCT
cana-1226	40	16	.	.	PUNCT
cana-1226	41	1	the	the	DET
cana-1226	41	2	diagnosis	diagnosis	NOUN
cana-1226	41	3	is	be	AUX
cana-1226	41	4	frequently	frequently	ADV
cana-1226	41	5	made	make	VERB
cana-1226	41	6	by	by	ADP
cana-1226	41	7	the	the	DET
cana-1226	41	8	physical	physical	ADJ
cana-1226	41	9	examination	examination	NOUN
cana-1226	41	10	utilizing	utilize	VERB
cana-1226	41	11	magnetic	magnetic	ADJ
cana-1226	41	12	imaging	imaging	NOUN
cana-1226	41	13	or	or	CCONJ
cana-1226	41	14	computer	computer	NOUN
cana-1226	41	15	tomography	tomography	NOUN
cana-1226	41	16	(	(	PUNCT
cana-1226	41	17	ct	ct	PROPN
cana-1226	41	18	)	)	PUNCT
cana-1226	41	19	.	.	PUNCT
cana-1226	42	1	most	most	ADV
cana-1226	42	2	popular	popular	ADJ
cana-1226	42	3	,	,	PUNCT
cana-1226	42	4	crucial	crucial	ADJ
cana-1226	42	5	techniques	technique	NOUN
cana-1226	42	6	to	to	PART
cana-1226	42	7	identify	identify	VERB
cana-1226	42	8	and	and	CCONJ
cana-1226	42	9	assess	assess	VERB
cana-1226	42	10	patient	patient	ADJ
cana-1226	42	11	brain	brain	NOUN
cana-1226	42	12	is	be	AUX
cana-1226	42	13	mri	mri	NOUN
cana-1226	42	14	imaging	imaging	NOUN
cana-1226	42	15	,	,	PUNCT
cana-1226	42	16	which	which	PRON
cana-1226	42	17	produces	produce	VERB
cana-1226	42	18	precise	precise	ADJ
cana-1226	42	19	pictures	picture	NOUN
cana-1226	42	20	of	of	ADP
cana-1226	42	21	the	the	DET
cana-1226	42	22	brain	brain	NOUN
cana-1226	42	23	.	.	PUNCT
cana-1226	43	1	mri	mri	NOUN
cana-1226	43	2	images	image	NOUN
cana-1226	43	3	outperform	outperform	VERB
cana-1226	43	4	other	other	ADJ
cana-1226	43	5	imaging	imaging	NOUN
cana-1226	43	6	modalities	modality	NOUN
cana-1226	43	7	like	like	ADP
cana-1226	43	8	ct	ct	PROPN
cana-1226	43	9	in	in	ADP
cana-1226	43	10	the	the	DET
cana-1226	43	11	field	field	NOUN
cana-1226	43	12	of	of	ADP
cana-1226	43	13	"	"	PUNCT
cana-1226	43	14	medical	medical	ADJ
cana-1226	43	15	detection	detection	NOUN
cana-1226	43	16	systems	system	NOUN
cana-1226	43	17	(	(	PUNCT
cana-1226	43	18	mds	mds	NOUN
cana-1226	43	19	)	)	PUNCT
cana-1226	43	20	"	"	PUNCT
cana-1226	43	21	because	because	SCONJ
cana-1226	43	22	of	of	ADP
cana-1226	43	23	their	their	PRON
cana-1226	43	24	better	well	ADJ
cana-1226	43	25	contrast	contrast	NOUN
cana-1226	43	26	in	in	ADP
cana-1226	43	27	muscle	muscle	NOUN
cana-1226	43	28	tissue	tissue	NOUN
cana-1226	43	29	in	in	ADP
cana-1226	43	30	humans[13	humans[13	NOUN
cana-1226	43	31	]	]	PUNCT
cana-1226	43	32	.	.	PUNCT
cana-1226	44	1	currently	currently	ADV
cana-1226	44	2	,	,	PUNCT
cana-1226	44	3	the	the	DET
cana-1226	44	4	majority	majority	NOUN
cana-1226	44	5	of	of	ADP
cana-1226	44	6	mri	mri	NOUN
cana-1226	44	7	anomaly	anomaly	NOUN
cana-1226	44	8	identification	identification	NOUN
cana-1226	44	9	is	be	AUX
cana-1226	44	10	manual	manual	ADJ
cana-1226	44	11	,	,	PUNCT
cana-1226	44	12	and	and	CCONJ
cana-1226	44	13	it	it	PRON
cana-1226	44	14	takes	take	VERB
cana-1226	44	15	more	more	ADJ
cana-1226	44	16	time	time	NOUN
cana-1226	44	17	for	for	ADP
cana-1226	44	18	doctors	doctor	NOUN
cana-1226	44	19	for	for	ADP
cana-1226	44	20	locating	locate	VERB
cana-1226	44	21	and	and	CCONJ
cana-1226	44	22	segmenting	segment	VERB
cana-1226	44	23	tumours	tumour	NOUN
cana-1226	44	24	to	to	ADP
cana-1226	44	25	surgical	surgical	ADJ
cana-1226	44	26	,	,	PUNCT
cana-1226	44	27	therapeutic	therapeutic	ADJ
cana-1226	44	28	purposes[14	purposes[14	NOUN
cana-1226	44	29	]	]	X
cana-1226	45	1	[	[	X
cana-1226	45	2	15	15	NUM
cana-1226	45	3	]	]	X
cana-1226	46	1	[	[	X
cana-1226	46	2	16	16	NUM
cana-1226	46	3	]	]	PUNCT
cana-1226	46	4	.	.	PUNCT
cana-1226	47	1	this	this	DET
cana-1226	47	2	manual	manual	ADJ
cana-1226	47	3	method	method	NOUN
cana-1226	47	4	might	might	AUX
cana-1226	47	5	endanger	endanger	VERB
cana-1226	47	6	life	life	NOUN
cana-1226	47	7	and	and	CCONJ
cana-1226	47	8	is	be	AUX
cana-1226	47	9	also	also	ADV
cana-1226	47	10	prone	prone	ADJ
cana-1226	47	11	to	to	ADP
cana-1226	47	12	mistakes	mistake	NOUN
cana-1226	47	13	.	.	PUNCT
cana-1226	48	1	to	to	PART
cana-1226	48	2	solve	solve	VERB
cana-1226	48	3	these	these	DET
cana-1226	48	4	issues	issue	NOUN
cana-1226	48	5	,	,	PUNCT
cana-1226	48	6	research	research	NOUN
cana-1226	48	7	has	have	AUX
cana-1226	48	8	started	start	VERB
cana-1226	48	9	to	to	PART
cana-1226	48	10	focus	focus	VERB
cana-1226	48	11	on	on	ADP
cana-1226	48	12	various	various	ADJ
cana-1226	48	13	deep	deep	ADJ
cana-1226	48	14	learning	learning	NOUN
cana-1226	48	15	and	and	CCONJ
cana-1226	48	16	machine	machine	NOUN
cana-1226	48	17	learning	learn	VERB
cana-1226	48	18	techniques	technique	NOUN
cana-1226	48	19	for	for	ADP
cana-1226	48	20	computer	computer	NOUN
cana-1226	48	21	-	-	PUNCT
cana-1226	48	22	based	base	VERB
cana-1226	48	23	cancer	cancer	NOUN
cana-1226	48	24	segmentation	segmentation	NOUN
cana-1226	48	25	and	and	CCONJ
cana-1226	48	26	diagnosis	diagnosis	NOUN
cana-1226	48	27	.	.	PUNCT
cana-1226	49	1	2	2	X
cana-1226	49	2	.	.	X
cana-1226	49	3	related	relate	VERB
cana-1226	49	4	work	work	NOUN
cana-1226	49	5	in	in	ADP
cana-1226	49	6	[	[	X
cana-1226	49	7	19	19	NUM
cana-1226	49	8	]	]	PUNCT
cana-1226	49	9	,	,	PUNCT
cana-1226	49	10	they	they	PRON
cana-1226	49	11	proposed	propose	VERB
cana-1226	49	12	a	a	DET
cana-1226	49	13	technique	technique	NOUN
cana-1226	49	14	based	base	VERB
cana-1226	49	15	on	on	ADP
cana-1226	49	16	genetic	genetic	ADJ
cana-1226	49	17	algorithms	algorithm	NOUN
cana-1226	49	18	(	(	PUNCT
cana-1226	49	19	ga	ga	NOUN
cana-1226	49	20	)	)	PUNCT
cana-1226	49	21	and	and	CCONJ
cana-1226	49	22	cnns	cnn	NOUN
cana-1226	49	23	to	to	PART
cana-1226	49	24	noninvasively	noninvasively	ADV
cana-1226	49	25	aggregate	aggregate	VERB
cana-1226	49	26	different	different	ADJ
cana-1226	49	27	assessments	assessment	NOUN
cana-1226	49	28	of	of	ADP
cana-1226	49	29	glioma	glioma	NOUN
cana-1226	49	30	using	use	VERB
cana-1226	49	31	mri	mri	NOUN
cana-1226	49	32	.	.	PUNCT
cana-1226	50	1	they	they	PRON
cana-1226	50	2	explained	explain	VERB
cana-1226	50	3	how	how	SCONJ
cana-1226	50	4	a	a	DET
cana-1226	50	5	specific	specific	ADJ
cana-1226	50	6	strategy	strategy	NOUN
cana-1226	50	7	was	be	AUX
cana-1226	50	8	used	use	VERB
cana-1226	50	9	to	to	PART
cana-1226	50	10	construct	construct	VERB
cana-1226	50	11	the	the	DET
cana-1226	50	12	cnn	cnn	PROPN
cana-1226	50	13	's	's	PART
cana-1226	50	14	architecture	architecture	NOUN
cana-1226	50	15	using	use	VERB
cana-1226	50	16	ga	ga	PROPN
cana-1226	50	17	as	as	ADV
cana-1226	50	18	well	well	ADV
cana-1226	50	19	as	as	ADP
cana-1226	50	20	how	how	SCONJ
cana-1226	50	21	stowing	stowing	NOUN
cana-1226	50	22	was	be	AUX
cana-1226	50	23	used	use	VERB
cana-1226	50	24	to	to	PART
cana-1226	50	25	reduce	reduce	VERB
cana-1226	50	26	change	change	NOUN
cana-1226	50	27	in	in	ADP
cana-1226	50	28	expectation	expectation	NOUN
cana-1226	50	29	error	error	NOUN
cana-1226	50	30	.	.	PUNCT
cana-1226	51	1	glioma	glioma	NOUN
cana-1226	51	2	is	be	AUX
cana-1226	51	3	a	a	DET
cana-1226	51	4	form	form	NOUN
cana-1226	51	5	of	of	ADP
cana-1226	51	6	brain	brain	NOUN
cana-1226	51	7	tumour	tumour	NOUN
cana-1226	51	8	that	that	PRON
cana-1226	51	9	is	be	AUX
cana-1226	51	10	extremely	extremely	ADV
cana-1226	51	11	lethal	lethal	ADJ
cana-1226	51	12	and	and	CCONJ
cana-1226	51	13	has	have	VERB
cana-1226	51	14	a	a	DET
cana-1226	51	15	lifespan	lifespan	NOUN
cana-1226	51	16	of	of	ADP
cana-1226	51	17	just	just	ADV
cana-1226	51	18	two	two	NUM
cana-1226	51	19	years	year	NOUN
cana-1226	51	20	.	.	PUNCT
cana-1226	52	1	in	in	ADP
cana-1226	52	2	[	[	X
cana-1226	52	3	20	20	NUM
cana-1226	52	4	]	]	PUNCT
cana-1226	52	5	,	,	PUNCT
cana-1226	52	6	authors	author	NOUN
cana-1226	52	7	published	publish	VERB
cana-1226	52	8	automatically	automatically	ADV
cana-1226	52	9	estimate	estimate	VERB
cana-1226	52	10	the	the	DET
cana-1226	52	11	longevity	longevity	NOUN
cana-1226	52	12	of	of	ADP
cana-1226	52	13	patients	patient	NOUN
cana-1226	52	14	with	with	ADP
cana-1226	52	15	glioma	glioma	NOUN
cana-1226	52	16	.	.	PUNCT
cana-1226	53	1	the	the	DET
cana-1226	53	2	doctor	doctor	NOUN
cana-1226	53	3	gave	give	VERB
cana-1226	53	4	the	the	DET
cana-1226	53	5	patient	patient	NOUN
cana-1226	53	6	's	's	PART
cana-1226	53	7	projected	project	VERB
cana-1226	53	8	number	number	NOUN
cana-1226	53	9	of	of	ADP
cana-1226	53	10	days	day	NOUN
cana-1226	53	11	to	to	PART
cana-1226	53	12	live	live	VERB
cana-1226	53	13	up	up	ADP
cana-1226	53	14	until	until	SCONJ
cana-1226	53	15	the	the	DET
cana-1226	53	16	patient	patient	NOUN
cana-1226	53	17	was	be	AUX
cana-1226	53	18	given	give	VERB
cana-1226	53	19	the	the	DET
cana-1226	53	20	glioma	glioma	NOUN
cana-1226	53	21	diagnosis	diagnosis	NOUN
cana-1226	53	22	.	.	PUNCT
cana-1226	54	1	to	to	PART
cana-1226	54	2	avoid	avoid	VERB
cana-1226	54	3	any	any	DET
cana-1226	54	4	human	human	ADJ
cana-1226	54	5	mistake	mistake	NOUN
cana-1226	54	6	,	,	PUNCT
cana-1226	54	7	the	the	DET
cana-1226	54	8	technology	technology	NOUN
cana-1226	54	9	automated	automate	VERB
cana-1226	54	10	the	the	DET
cana-1226	54	11	process	process	NOUN
cana-1226	54	12	for	for	ADP
cana-1226	54	13	the	the	DET
cana-1226	54	14	impartial	impartial	ADJ
cana-1226	54	15	prediction	prediction	NOUN
cana-1226	54	16	.	.	PUNCT
cana-1226	55	1	mri	mri	NOUN
cana-1226	55	2	imaging	imaging	NOUN
cana-1226	55	3	data	datum	NOUN
cana-1226	55	4	with	with	ADP
cana-1226	55	5	ground	ground	NOUN
cana-1226	55	6	-	-	PUNCT
cana-1226	55	7	truth	truth	NOUN
cana-1226	55	8	segmented	segment	VERB
cana-1226	55	9	label	label	NOUN
cana-1226	55	10	identifies	identify	VERB
cana-1226	55	11	region	region	NOUN
cana-1226	55	12	-	-	PUNCT
cana-1226	55	13	of	of	ADP
cana-1226	55	14	-	-	PUNCT
cana-1226	55	15	interest	interest	NOUN
cana-1226	55	16	(	(	PUNCT
cana-1226	55	17	roi	roi	NOUN
cana-1226	55	18	)	)	PUNCT
cana-1226	55	19	.	.	PUNCT
cana-1226	56	1	in	in	ADP
cana-1226	56	2	[	[	X
cana-1226	56	3	21	21	NUM
cana-1226	56	4	]	]	PUNCT
cana-1226	56	5	,	,	PUNCT
cana-1226	56	6	author	author	NOUN
cana-1226	56	7	developed	develop	VERB
cana-1226	56	8	acquiring	acquire	VERB
cana-1226	56	9	cnn	cnn	PROPN
cana-1226	56	10	highlights	highlight	NOUN
cana-1226	56	11	,	,	PUNCT
cana-1226	56	12	such	such	ADJ
cana-1226	56	13	as	as	ADP
cana-1226	56	14	images	image	NOUN
cana-1226	56	15	of	of	ADP
cana-1226	56	16	the	the	DET
cana-1226	56	17	brain	brain	NOUN
cana-1226	56	18	and	and	CCONJ
cana-1226	56	19	liver	liver	NOUN
cana-1226	56	20	,	,	PUNCT
cana-1226	56	21	includes	include	VERB
cana-1226	56	22	“	"	PUNCT
cana-1226	56	23	discrete	discrete	ADJ
cana-1226	56	24	wavelet	wavelet	NOUN
cana-1226	56	25	transform	transform	NOUN
cana-1226	56	26	(	(	PUNCT
cana-1226	56	27	dwt	dwt	NOUN
cana-1226	56	28	)	)	PUNCT
cana-1226	56	29	”	"	PUNCT
cana-1226	56	30	intensity	intensity	NOUN
cana-1226	56	31	,	,	PUNCT
cana-1226	56	32	descent	descent	NOUN
cana-1226	56	33	while	while	SCONJ
cana-1226	56	34	signal	signal	VERB
cana-1226	56	35	processing	processing	NOUN
cana-1226	56	36	,	,	PUNCT
cana-1226	56	37	and	and	CCONJ
cana-1226	56	38	included	include	VERB
cana-1226	56	39	lstm	lstm	ADJ
cana-1226	56	40	intensity	intensity	NOUN
cana-1226	56	41	for	for	ADP
cana-1226	56	42	signal	signal	ADJ
cana-1226	56	43	analyzing	analyzing	NOUN
cana-1226	56	44	.	.	PUNCT
cana-1226	57	1	to	to	PART
cana-1226	57	2	arrange	arrange	VERB
cana-1226	57	3	those	those	DET
cana-1226	57	4	mris	mri	NOUN
cana-1226	57	5	of	of	ADP
cana-1226	57	6	brains	brain	NOUN
cana-1226	57	7	with	with	ADP
cana-1226	57	8	tumours	tumours	PROPN
cana-1226	57	9	and	and	CCONJ
cana-1226	57	10	group	group	NOUN
cana-1226	57	11	ct	ct	NUM
cana-1226	57	12	images	image	NOUN
cana-1226	57	13	of	of	ADP
cana-1226	57	14	livers	liver	NOUN
cana-1226	57	15	among	among	ADP
cana-1226	57	16	tumours	tumours	PROPN
cana-1226	57	17	,	,	PUNCT
cana-1226	57	18	a	a	DET
cana-1226	57	19	cnn+lstm+dwt	cnn+lstm+dwt	NOUN
cana-1226	57	20	method	method	NOUN
cana-1226	57	21	had	have	AUX
cana-1226	57	22	been	be	AUX
cana-1226	57	23	developed	develop	VERB
cana-1226	57	24	.	.	PUNCT
cana-1226	58	1	element	element	NOUN
cana-1226	58	2	vector	vector	NOUN
cana-1226	58	3	pertaining	pertain	VERB
cana-1226	58	4	to	to	ADP
cana-1226	58	5	those	those	DET
cana-1226	58	6	pictures	picture	NOUN
cana-1226	58	7	are	be	AUX
cana-1226	58	8	obtained	obtain	VERB
cana-1226	58	9	by	by	ADP
cana-1226	58	10	configuring	configure	VERB
cana-1226	58	11	alexnet	alexnet	ADJ
cana-1226	58	12	architecture	architecture	NOUN
cana-1226	58	13	for	for	ADP
cana-1226	58	14	the	the	DET
cana-1226	58	15	first	first	ADJ
cana-1226	58	16	half	half	NOUN
cana-1226	58	17	and	and	CCONJ
cana-1226	58	18	second	second	ADJ
cana-1226	58	19	half	half	NOUN
cana-1226	58	20	as	as	ADP
cana-1226	58	21	cnn+lstm+dwt	cnn+lstm+dwt	NOUN
cana-1226	58	22	technique	technique	NOUN
cana-1226	58	23	.	.	PUNCT
cana-1226	59	1	for	for	ADP
cana-1226	59	2	increasingly	increasingly	ADV
cana-1226	59	3	precise	precise	ADJ
cana-1226	59	4	new	new	ADJ
cana-1226	59	5	disease	disease	NOUN
cana-1226	59	6	detection	detection	NOUN
cana-1226	59	7	,	,	PUNCT
cana-1226	59	8	the	the	DET
cana-1226	59	9	author	author	NOUN
cana-1226	59	10	of	of	ADP
cana-1226	59	11	[	[	X
cana-1226	59	12	22	22	NUM
cana-1226	59	13	]	]	PUNCT
cana-1226	59	14	suggested	suggest	VERB
cana-1226	59	15	a	a	DET
cana-1226	59	16	data	data	NOUN
cana-1226	59	17	processing	processing	NOUN
cana-1226	59	18	method	method	NOUN
cana-1226	59	19	for	for	ADP
cana-1226	59	20	maintaining	maintain	VERB
cana-1226	59	21	data	datum	NOUN
cana-1226	59	22	of	of	ADP
cana-1226	59	23	the	the	DET
cana-1226	59	24	entire	entire	ADJ
cana-1226	59	25	cortical	cortical	ADJ
cana-1226	59	26	covering	covering	NOUN
cana-1226	59	27	inside	inside	ADP
cana-1226	59	28	deep	deep	ADJ
cana-1226	59	29	networks	network	NOUN
cana-1226	59	30	.	.	PUNCT
cana-1226	60	1	to	to	PART
cana-1226	60	2	categorise	categorise	VERB
cana-1226	60	3	alzheimer	alzheimer	PROPN
cana-1226	60	4	's	's	PART
cana-1226	60	5	disease	disease	NOUN
cana-1226	60	6	,	,	PUNCT
cana-1226	60	7	a	a	DET
cana-1226	60	8	3d	3d	NUM
cana-1226	60	9	mri	mri	NOUN
cana-1226	60	10	of	of	ADP
cana-1226	60	11	brain	brain	NOUN
cana-1226	60	12	is	be	AUX
cana-1226	60	13	used	use	VERB
cana-1226	60	14	.	.	PUNCT
cana-1226	61	1	cortical	cortical	ADJ
cana-1226	61	2	covering	covering	NOUN
cana-1226	61	3	is	be	AUX
cana-1226	61	4	then	then	ADV
cana-1226	61	5	straightened	straighten	VERB
cana-1226	61	6	as	as	SCONJ
cana-1226	61	7	2d	2d	NUM
cana-1226	61	8	plane	plane	NOUN
cana-1226	61	9	communications	communication	NOUN
cana-1226	61	10	on	on	ADP
cana-1226	61	11	applied	apply	VERB
cana-1226	61	12	nonlinear	nonlinear	ADJ
cana-1226	61	13	analysis	analysis	NOUN
cana-1226	61	14	issn	issn	NOUN
cana-1226	61	15	:	:	PUNCT
cana-1226	61	16	1074	1074	NUM
cana-1226	61	17	-	-	PUNCT
cana-1226	61	18	133x	133x	NUM
cana-1226	61	19	vol	vol	NOUN
cana-1226	61	20	31	31	NUM
cana-1226	61	21	no	no	NOUN
cana-1226	61	22	.	.	PUNCT
cana-1226	62	1	6s	6s	NUM
cana-1226	62	2	(	(	PUNCT
cana-1226	62	3	2024	2024	NUM
cana-1226	62	4	)	)	PUNCT
cana-1226	62	5	333	333	NUM
cana-1226	62	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1226	62	7	and	and	CCONJ
cana-1226	62	8	deep	deep	ADJ
cana-1226	62	9	networks	network	NOUN
cana-1226	62	10	are	be	AUX
cana-1226	62	11	placed	place	VERB
cana-1226	62	12	over	over	ADP
cana-1226	62	13	this	this	DET
cana-1226	62	14	2d	2d	NUM
cana-1226	62	15	cortical	cortical	ADJ
cana-1226	62	16	covering	covering	NOUN
cana-1226	62	17	.	.	PUNCT
cana-1226	63	1	leveled	level	VERB
cana-1226	63	2	cortical	cortical	ADJ
cana-1226	63	3	pictures	picture	NOUN
cana-1226	63	4	were	be	AUX
cana-1226	63	5	used	use	VERB
cana-1226	63	6	on	on	ADP
cana-1226	63	7	several	several	ADJ
cana-1226	63	8	deep	deep	ADJ
cana-1226	63	9	networks	network	NOUN
cana-1226	63	10	,	,	PUNCT
cana-1226	63	11	including	include	VERB
cana-1226	63	12	resnet	resnet	NOUN
cana-1226	63	13	,	,	PUNCT
cana-1226	63	14	together	together	ADV
cana-1226	63	15	with	with	ADP
cana-1226	63	16	adni	adni	ADJ
cana-1226	63	17	collection	collection	NOUN
cana-1226	63	18	of	of	ADP
cana-1226	63	19	brain	brain	NOUN
cana-1226	63	20	mri	mri	NOUN
cana-1226	63	21	filters	filter	NOUN
cana-1226	63	22	.	.	PUNCT
cana-1226	64	1	in	in	ADP
cana-1226	64	2	[	[	X
cana-1226	64	3	23	23	NUM
cana-1226	64	4	]	]	PUNCT
cana-1226	64	5	,	,	PUNCT
cana-1226	64	6	the	the	DET
cana-1226	64	7	author	author	NOUN
cana-1226	64	8	used	use	VERB
cana-1226	64	9	reliable	reliable	ADJ
cana-1226	64	10	and	and	CCONJ
cana-1226	64	11	conventional	conventional	ADJ
cana-1226	64	12	procedures	procedure	NOUN
cana-1226	64	13	to	to	PART
cana-1226	64	14	identify	identify	VERB
cana-1226	64	15	brain	brain	NOUN
cana-1226	64	16	tumour	tumour	NOUN
cana-1226	64	17	,	,	PUNCT
cana-1226	64	18	determine	determine	VERB
cana-1226	64	19	characteristic	characteristic	NOUN
cana-1226	64	20	,	,	PUNCT
cana-1226	64	21	categorize	categorize	VERB
cana-1226	64	22	glioma	glioma	NOUN
cana-1226	64	23	by	by	ADP
cana-1226	64	24	mri	mri	NOUN
cana-1226	64	25	.	.	PUNCT
cana-1226	65	1	as	as	ADP
cana-1226	65	2	a	a	DET
cana-1226	65	3	consequence	consequence	NOUN
cana-1226	65	4	,	,	PUNCT
cana-1226	65	5	they	they	PRON
cana-1226	65	6	created	create	VERB
cana-1226	65	7	the	the	DET
cana-1226	65	8	model	model	NOUN
cana-1226	65	9	which	which	PRON
cana-1226	65	10	uses	use	VERB
cana-1226	65	11	synthetic	synthetic	ADJ
cana-1226	65	12	neural	neural	ADJ
cana-1226	65	13	networks	network	NOUN
cana-1226	65	14	and	and	CCONJ
cana-1226	65	15	image	image	NOUN
cana-1226	65	16	processing	processing	NOUN
cana-1226	65	17	to	to	PART
cana-1226	65	18	assist	assist	VERB
cana-1226	65	19	in	in	ADP
cana-1226	65	20	the	the	DET
cana-1226	65	21	diagnosis	diagnosis	NOUN
cana-1226	65	22	of	of	ADP
cana-1226	65	23	brain	brain	NOUN
cana-1226	65	24	tumours	tumour	NOUN
cana-1226	65	25	.	.	PUNCT
cana-1226	66	1	primary	primary	ADJ
cana-1226	66	2	picture	picture	NOUN
cana-1226	66	3	has	have	AUX
cana-1226	66	4	been	be	AUX
cana-1226	66	5	made	make	VERB
cana-1226	66	6	more	more	ADJ
cana-1226	66	7	complexity	complexity	NOUN
cana-1226	66	8	by	by	ADP
cana-1226	66	9	using	use	VERB
cana-1226	66	10	histogram	histogram	NOUN
cana-1226	66	11	balance	balance	NOUN
cana-1226	66	12	(	(	PUNCT
cana-1226	66	13	he	he	PRON
cana-1226	66	14	)	)	PUNCT
cana-1226	66	15	method	method	NOUN
cana-1226	66	16	.	.	PUNCT
cana-1226	67	1	in	in	ADP
cana-1226	67	2	[	[	X
cana-1226	67	3	24	24	NUM
cana-1226	67	4	]	]	PUNCT
cana-1226	67	5	,	,	PUNCT
cana-1226	67	6	they	they	PRON
cana-1226	67	7	presented	present	VERB
cana-1226	67	8	the	the	DET
cana-1226	67	9	mv	mv	PROPN
cana-1226	67	10	-	-	PUNCT
cana-1226	67	11	kbc	kbc	PROPN
cana-1226	67	12	deep	deep	ADJ
cana-1226	67	13	technique	technique	NOUN
cana-1226	67	14	,	,	PUNCT
cana-1226	67	15	which	which	PRON
cana-1226	67	16	uses	use	VERB
cana-1226	67	17	limited	limited	ADJ
cana-1226	67	18	chest	chest	NOUN
cana-1226	67	19	ct	ct	NUM
cana-1226	67	20	data	datum	NOUN
cana-1226	67	21	to	to	PART
cana-1226	67	22	distinguish	distinguish	VERB
cana-1226	67	23	dangerous	dangerous	ADJ
cana-1226	67	24	from	from	ADP
cana-1226	67	25	favourable	favourable	ADJ
cana-1226	67	26	knobs	knob	NOUN
cana-1226	67	27	by	by	ADP
cana-1226	67	28	multi	multi	ADJ
cana-1226	67	29	-	-	ADJ
cana-1226	67	30	view	view	ADJ
cana-1226	67	31	knowledge	knowledge	NOUN
cana-1226	67	32	-	-	PUNCT
cana-1226	67	33	based	base	VERB
cana-1226	67	34	collaboration	collaboration	NOUN
cana-1226	67	35	.	.	PUNCT
cana-1226	68	1	their	their	PRON
cana-1226	68	2	approach	approach	NOUN
cana-1226	68	3	disassembles	disassemble	VERB
cana-1226	68	4	a	a	DET
cana-1226	68	5	3d	3d	NUM
cana-1226	68	6	knob	knob	NOUN
cana-1226	68	7	into	into	ADP
cana-1226	68	8	nine	nine	NUM
cana-1226	68	9	predetermined	predetermined	ADJ
cana-1226	68	10	views	view	NOUN
cana-1226	68	11	to	to	PART
cana-1226	68	12	study	study	VERB
cana-1226	68	13	the	the	DET
cana-1226	68	14	features	feature	NOUN
cana-1226	68	15	of	of	ADP
cana-1226	68	16	the	the	DET
cana-1226	68	17	3d	3d	PROPN
cana-1226	68	18	lung	lung	NOUN
cana-1226	68	19	knob	knob	NOUN
cana-1226	68	20	.	.	PUNCT
cana-1226	69	1	authors	author	NOUN
cana-1226	69	2	created	create	VERB
cana-1226	69	3	“	"	PUNCT
cana-1226	69	4	knowledge	knowledge	NOUN
cana-1226	69	5	-	-	PUNCT
cana-1226	69	6	based	base	VERB
cana-1226	69	7	collaborative	collaborative	NOUN
cana-1226	69	8	(	(	PUNCT
cana-1226	69	9	kbc	kbc	PROPN
cana-1226	69	10	)	)	PUNCT
cana-1226	69	11	”	"	PUNCT
cana-1226	69	12	subsystem	subsystem	NOUN
cana-1226	69	13	to	to	ADP
cana-1226	69	14	every	every	DET
cana-1226	69	15	scene	scene	NOUN
cana-1226	69	16	,	,	PUNCT
cana-1226	69	17	three	three	NUM
cana-1226	69	18	different	different	ADJ
cana-1226	69	19	image	image	NOUN
cana-1226	69	20	types	type	NOUN
cana-1226	69	21	are	be	AUX
cana-1226	69	22	used	use	VERB
cana-1226	69	23	to	to	PART
cana-1226	69	24	change	change	VERB
cana-1226	69	25	3	3	NUM
cana-1226	69	26	different	different	ADJ
cana-1226	69	27	resnet-50	resnet-50	PROPN
cana-1226	69	28	systems	system	NOUN
cana-1226	69	29	which	which	PRON
cana-1226	69	30	depict	depict	VERB
cana-1226	69	31	overall	overall	ADJ
cana-1226	69	32	character	character	NOUN
cana-1226	69	33	,	,	PUNCT
cana-1226	69	34	voxel	voxel	PROPN
cana-1226	69	35	,	,	PUNCT
cana-1226	69	36	and	and	CCONJ
cana-1226	69	37	form	form	VERB
cana-1226	69	38	heterogeneity	heterogeneity	NOUN
cana-1226	69	39	of	of	ADP
cana-1226	69	40	knobs	knob	NOUN
cana-1226	69	41	independently	independently	ADV
cana-1226	69	42	.	.	PUNCT
cana-1226	70	1	authors	author	NOUN
cana-1226	70	2	used	use	VERB
cana-1226	70	3	9	9	NUM
cana-1226	70	4	kbc	kbc	PROPN
cana-1226	70	5	submodels	submodel	NOUN
cana-1226	70	6	to	to	PART
cana-1226	70	7	describe	describe	VERB
cana-1226	70	8	lung	lung	NOUN
cana-1226	70	9	knobs	knob	NOUN
cana-1226	70	10	using	use	VERB
cana-1226	70	11	the	the	DET
cana-1226	70	12	flexible	flexible	ADJ
cana-1226	70	13	weighting	weighting	NOUN
cana-1226	70	14	strategy	strategy	NOUN
cana-1226	70	15	learned	learn	VERB
cana-1226	70	16	by	by	ADP
cana-1226	70	17	error	error	NOUN
cana-1226	70	18	back	back	ADJ
cana-1226	70	19	-	-	PUNCT
cana-1226	70	20	propagation	propagation	NOUN
cana-1226	70	21	,	,	PUNCT
cana-1226	70	22	allowing	allow	VERB
cana-1226	70	23	mv	mv	PROPN
cana-1226	70	24	-	-	PUNCT
cana-1226	70	25	kbc	kbc	PROPN
cana-1226	70	26	model	model	NOUN
cana-1226	70	27	to	to	PART
cana-1226	70	28	produce	produce	VERB
cana-1226	70	29	in	in	ADP
cana-1226	70	30	the	the	DET
cana-1226	70	31	comprehensive	comprehensive	ADJ
cana-1226	70	32	manner	manner	NOUN
cana-1226	70	33	.	.	PUNCT
cana-1226	71	1	role	role	NOUN
cana-1226	71	2	of	of	ADP
cana-1226	71	3	punitive	punitive	ADJ
cana-1226	71	4	misfortune	misfortune	NOUN
cana-1226	71	5	was	be	AUX
cana-1226	71	6	applied	apply	VERB
cana-1226	71	7	to	to	ADP
cana-1226	71	8	ga	ga	PROPN
cana-1226	71	9	with	with	ADP
cana-1226	71	10	minimal	minimal	ADJ
cana-1226	71	11	influence	influence	NOUN
cana-1226	71	12	on	on	ADP
cana-1226	71	13	overall	overall	ADJ
cana-1226	71	14	mv	mv	PROPN
cana-1226	71	15	-	-	PUNCT
cana-1226	71	16	kbc	kbc	PROPN
cana-1226	71	17	execution	execution	NOUN
cana-1226	71	18	in	in	ADP
cana-1226	71	19	order	order	NOUN
cana-1226	71	20	to	to	PART
cana-1226	71	21	significantly	significantly	ADV
cana-1226	71	22	reduce	reduce	VERB
cana-1226	71	23	bogus	bogus	ADJ
cana-1226	71	24	erroneous	erroneous	ADJ
cana-1226	71	25	valuation	valuation	NOUN
cana-1226	71	26	.	.	PUNCT
cana-1226	72	1	regarding	regard	VERB
cana-1226	72	2	brain	brain	NOUN
cana-1226	72	3	tumour	tumour	NOUN
cana-1226	72	4	localization	localization	NOUN
cana-1226	72	5	and	and	CCONJ
cana-1226	72	6	containment	containment	NOUN
cana-1226	72	7	,	,	PUNCT
cana-1226	72	8	unique	unique	ADJ
cana-1226	72	9	dual	dual	ADJ
cana-1226	72	10	platforms	platform	NOUN
cana-1226	72	11	multimodelled	multimodelle	VERB
cana-1226	72	12	program	program	NOUN
cana-1226	72	13	conclusion	conclusion	NOUN
cana-1226	72	14	structure	structure	NOUN
cana-1226	72	15	was	be	AUX
cana-1226	72	16	provided	provide	VERB
cana-1226	72	17	by	by	ADP
cana-1226	72	18	the	the	DET
cana-1226	72	19	author	author	NOUN
cana-1226	72	20	of	of	ADP
cana-1226	72	21	[	[	X
cana-1226	72	22	25	25	NUM
cana-1226	72	23	]	]	PUNCT
cana-1226	72	24	.	.	PUNCT
cana-1226	73	1	the	the	DET
cana-1226	73	2	initial	initial	ADJ
cana-1226	73	3	stage	stage	NOUN
cana-1226	73	4	of	of	ADP
cana-1226	73	5	framework	framework	NOUN
cana-1226	73	6	construction	construction	NOUN
cana-1226	73	7	includes	include	VERB
cana-1226	73	8	pre	pre	ADJ
cana-1226	73	9	-	-	ADJ
cana-1226	73	10	processing	processing	ADJ
cana-1226	73	11	,	,	PUNCT
cana-1226	73	12	feature	feature	NOUN
cana-1226	73	13	extraction	extraction	NOUN
cana-1226	73	14	by	by	ADP
cana-1226	73	15	cnn	cnn	PROPN
cana-1226	73	16	,	,	PUNCT
cana-1226	73	17	and	and	CCONJ
cana-1226	73	18	feature	feature	NOUN
cana-1226	73	19	analyses	analysis	NOUN
cana-1226	73	20	by	by	ADP
cana-1226	73	21	ecoc	ecoc	NOUN
cana-1226	73	22	-	-	PUNCT
cana-1226	73	23	svm	svm	PROPN
cana-1226	73	24	method	method	NOUN
cana-1226	73	25	.	.	PUNCT
cana-1226	74	1	goal	goal	NOUN
cana-1226	74	2	is	be	AUX
cana-1226	74	3	to	to	PART
cana-1226	74	4	identify	identify	VERB
cana-1226	74	5	brain	brain	NOUN
cana-1226	74	6	tumours	tumour	NOUN
cana-1226	74	7	by	by	ADP
cana-1226	74	8	categorising	categorise	VERB
cana-1226	74	9	mris	mris	PROPN
cana-1226	74	10	as	as	ADP
cana-1226	74	11	common	common	ADJ
cana-1226	74	12	and	and	CCONJ
cana-1226	74	13	unusual	unusual	ADJ
cana-1226	74	14	mri	mri	NOUN
cana-1226	74	15	.	.	PUNCT
cana-1226	75	1	purpose	purpose	NOUN
cana-1226	75	2	of	of	ADP
cana-1226	75	3	succeeding	succeed	VERB
cana-1226	75	4	system	system	NOUN
cana-1226	75	5	stage	stage	NOUN
cana-1226	75	6	was	be	AUX
cana-1226	75	7	to	to	PART
cana-1226	75	8	use	use	VERB
cana-1226	75	9	the	the	DET
cana-1226	75	10	fully	fully	ADV
cana-1226	75	11	prepared	prepared	ADJ
cana-1226	75	12	5	5	NUM
cana-1226	75	13	layer	layer	NOUN
cana-1226	75	14	locationbased	locationbase	VERB
cana-1226	75	15	r	r	X
cana-1226	75	16	-	-	PUNCT
cana-1226	75	17	cnn	cnn	NOUN
cana-1226	75	18	to	to	PART
cana-1226	75	19	limit	limit	VERB
cana-1226	75	20	tumour	tumour	NOUN
cana-1226	75	21	inside	inside	ADP
cana-1226	75	22	abnormal	abnormal	ADJ
cana-1226	75	23	mris	mris	NOUN
cana-1226	75	24	.	.	PUNCT
cana-1226	76	1	they	they	PRON
cana-1226	76	2	obtained	obtain	VERB
cana-1226	76	3	an	an	DET
cana-1226	76	4	87	87	NUM
cana-1226	76	5	%	%	NOUN
cana-1226	76	6	on	on	ADP
cana-1226	76	7	the	the	DET
cana-1226	76	8	dice[35][38	dice[35][38	PROPN
cana-1226	76	9	]	]	PUNCT
cana-1226	76	10	.	.	PUNCT
cana-1226	77	1	convolution	convolution	NOUN
cana-1226	77	2	neural	neural	ADJ
cana-1226	77	3	networks	network	NOUN
cana-1226	77	4	are	be	AUX
cana-1226	77	5	used	use	VERB
cana-1226	77	6	in	in	ADP
cana-1226	77	7	[	[	X
cana-1226	77	8	26	26	NUM
cana-1226	77	9	]	]	PUNCT
cana-1226	77	10	to	to	PART
cana-1226	77	11	split	split	VERB
cana-1226	77	12	brain	brain	NOUN
cana-1226	77	13	tumours	tumour	NOUN
cana-1226	77	14	into	into	ADP
cana-1226	77	15	smaller	small	ADJ
cana-1226	77	16	segments	segment	NOUN
cana-1226	77	17	by	by	ADP
cana-1226	77	18	breaking	break	VERB
cana-1226	77	19	them	they	PRON
cana-1226	77	20	out	out	ADP
cana-1226	77	21	into	into	ADP
cana-1226	77	22	short	short	ADJ
cana-1226	77	23	3x3	3x3	NUM
cana-1226	77	24	kernels	kernel	NOUN
cana-1226	77	25	.	.	PUNCT
cana-1226	78	1	three	three	NUM
cana-1226	78	2	distinct	distinct	ADJ
cana-1226	78	3	cnn	cnn	NOUN
cana-1226	78	4	strategies	strategy	NOUN
cana-1226	78	5	for	for	ADP
cana-1226	78	6	glioma	glioma	ADJ
cana-1226	78	7	segmentation	segmentation	NOUN
cana-1226	78	8	to	to	PART
cana-1226	78	9	miccai	miccai	VERB
cana-1226	78	10	brats	brat	NOUN
cana-1226	78	11	challenge	challenge	VERB
cana-1226	78	12	against	against	ADP
cana-1226	78	13	dataset	dataset	NOUN
cana-1226	78	14	were	be	AUX
cana-1226	78	15	put	put	VERB
cana-1226	78	16	up	up	ADP
cana-1226	78	17	by	by	ADP
cana-1226	78	18	the	the	DET
cana-1226	78	19	author	author	NOUN
cana-1226	78	20	in	in	ADP
cana-1226	78	21	[	[	X
cana-1226	78	22	27	27	NUM
cana-1226	78	23	]	]	PUNCT
cana-1226	78	24	.	.	PUNCT
cana-1226	79	1	by	by	ADP
cana-1226	79	2	using	use	VERB
cana-1226	79	3	pre	pre	ADJ
cana-1226	79	4	-	-	ADJ
cana-1226	79	5	ordered	order	VERB
cana-1226	79	6	patterns	pattern	NOUN
cana-1226	79	7	from	from	ADP
cana-1226	79	8	brats	brat	NOUN
cana-1226	79	9	dataset	dataset	VERB
cana-1226	79	10	for	for	ADP
cana-1226	79	11	segmenting	segment	VERB
cana-1226	79	12	images	image	NOUN
cana-1226	79	13	from	from	ADP
cana-1226	79	14	rembrandt	rembrandt	PROPN
cana-1226	79	15	dataset	dataset	NOUN
cana-1226	79	16	,	,	PUNCT
cana-1226	79	17	they	they	PRON
cana-1226	79	18	looked	look	VERB
cana-1226	79	19	at	at	ADP
cana-1226	79	20	differences	difference	NOUN
cana-1226	79	21	in	in	ADP
cana-1226	79	22	the	the	DET
cana-1226	79	23	way	way	NOUN
cana-1226	79	24	information	information	NOUN
cana-1226	79	25	was	be	AUX
cana-1226	79	26	received	receive	VERB
cana-1226	79	27	between	between	ADP
cana-1226	79	28	several	several	ADJ
cana-1226	79	29	other	other	ADJ
cana-1226	79	30	datasets	dataset	NOUN
cana-1226	79	31	and	and	CCONJ
cana-1226	79	32	brats	brat	NOUN
cana-1226	79	33	dataset	dataset	VERB
cana-1226	79	34	.	.	PUNCT
cana-1226	80	1	the	the	DET
cana-1226	80	2	outcomes	outcome	NOUN
cana-1226	80	3	show	show	VERB
cana-1226	80	4	that	that	SCONJ
cana-1226	80	5	segmentation	segmentation	NOUN
cana-1226	80	6	's	's	PART
cana-1226	80	7	only	only	ADJ
cana-1226	80	8	dice	dice	NOUN
cana-1226	80	9	score	score	NOUN
cana-1226	80	10	is	be	AUX
cana-1226	80	11	86%[36][37	86%[36][37	NUM
cana-1226	80	12	]	]	PUNCT
cana-1226	80	13	.	.	PUNCT
cana-1226	81	1	in	in	ADP
cana-1226	81	2	[	[	X
cana-1226	81	3	28	28	NUM
cana-1226	81	4	]	]	PUNCT
cana-1226	81	5	,	,	PUNCT
cana-1226	81	6	cnn	cnn	PROPN
cana-1226	81	7	methods	method	NOUN
cana-1226	81	8	evaluated	evaluate	VERB
cana-1226	81	9	the	the	DET
cana-1226	81	10	effectiveness	effectiveness	NOUN
cana-1226	81	11	of	of	ADP
cana-1226	81	12	using	use	VERB
cana-1226	81	13	more	more	ADJ
cana-1226	81	14	under	under	ADP
cana-1226	81	15	cnn	cnn	PROPN
cana-1226	81	16	topologies	topology	NOUN
cana-1226	81	17	for	for	ADP
cana-1226	81	18	brain	brain	NOUN
cana-1226	81	19	tumour	tumour	NOUN
cana-1226	81	20	segmentation	segmentation	NOUN
cana-1226	81	21	.	.	PUNCT
cana-1226	82	1	by	by	ADP
cana-1226	82	2	inserting	insert	VERB
cana-1226	82	3	a	a	DET
cana-1226	82	4	few	few	ADJ
cana-1226	82	5	3	3	NUM
cana-1226	82	6	x	x	SYM
cana-1226	82	7	3	3	NUM
cana-1226	82	8	estimated	estimate	VERB
cana-1226	82	9	channel	channel	NOUN
cana-1226	82	10	into	into	ADP
cana-1226	82	11	convolution	convolution	NOUN
cana-1226	82	12	phases	phase	NOUN
cana-1226	82	13	,	,	PUNCT
cana-1226	82	14	this	this	DET
cana-1226	82	15	process	process	NOUN
cana-1226	82	16	is	be	AUX
cana-1226	82	17	demonstrated	demonstrate	VERB
cana-1226	82	18	.	.	PUNCT
cana-1226	83	1	as	as	ADP
cana-1226	83	2	a	a	DET
cana-1226	83	3	result	result	NOUN
cana-1226	83	4	,	,	PUNCT
cana-1226	83	5	more	more	ADV
cana-1226	83	6	advanced	advanced	ADJ
cana-1226	83	7	convolution	convolution	NOUN
cana-1226	83	8	stages	stage	NOUN
cana-1226	83	9	may	may	AUX
cana-1226	83	10	be	be	AUX
cana-1226	83	11	added	add	VERB
cana-1226	83	12	to	to	ADP
cana-1226	83	13	system	system	NOUN
cana-1226	83	14	without	without	ADP
cana-1226	83	15	reducing	reduce	VERB
cana-1226	83	16	robust	robust	ADJ
cana-1226	83	17	open	open	ADJ
cana-1226	83	18	field	field	NOUN
cana-1226	83	19	of	of	ADP
cana-1226	83	20	conventional	conventional	ADJ
cana-1226	83	21	upper	upper	ADJ
cana-1226	83	22	channels	channel	NOUN
cana-1226	83	23	.	.	PUNCT
cana-1226	84	1	additionally	additionally	ADV
cana-1226	84	2	,	,	PUNCT
cana-1226	84	3	deep	deep	ADJ
cana-1226	84	4	designs	design	NOUN
cana-1226	84	5	employ	employ	VERB
cana-1226	84	6	more	more	ADJ
cana-1226	84	7	non	non	ADJ
cana-1226	84	8	-	-	ADJ
cana-1226	84	9	linearity	linearity	ADJ
cana-1226	84	10	and	and	CCONJ
cana-1226	84	11	have	have	VERB
cana-1226	84	12	lower	low	ADJ
cana-1226	84	13	channels	channel	NOUN
cana-1226	84	14	load	load	VERB
cana-1226	84	15	due	due	ADJ
cana-1226	84	16	to	to	ADP
cana-1226	84	17	usage	usage	NOUN
cana-1226	84	18	of	of	ADP
cana-1226	84	19	smaller	small	ADJ
cana-1226	84	20	channels	channel	NOUN
cana-1226	84	21	,	,	PUNCT
cana-1226	84	22	which	which	PRON
cana-1226	84	23	reduces	reduce	VERB
cana-1226	84	24	the	the	DET
cana-1226	84	25	risk	risk	NOUN
cana-1226	84	26	of	of	ADP
cana-1226	84	27	overfitting	overfitte	VERB
cana-1226	84	28	.	.	PUNCT
cana-1226	85	1	“	"	PUNCT
cana-1226	85	2	leaky	leaky	ADJ
cana-1226	85	3	rectified	rectify	VERB
cana-1226	85	4	linear	linear	NOUN
cana-1226	85	5	unit	unit	NOUN
cana-1226	85	6	(	(	PUNCT
cana-1226	85	7	lrelu	lrelu	NOUN
cana-1226	85	8	)	)	PUNCT
cana-1226	85	9	”	"	PUNCT
cana-1226	85	10	,	,	PUNCT
cana-1226	85	11	the	the	DET
cana-1226	85	12	relu	relu	NOUN
cana-1226	85	13	altered	alter	VERB
cana-1226	85	14	model	model	NOUN
cana-1226	85	15	,	,	PUNCT
cana-1226	85	16	was	be	AUX
cana-1226	85	17	used	use	VERB
cana-1226	85	18	as	as	ADP
cana-1226	85	19	non	non	ADJ
cana-1226	85	20	-	-	ADJ
cana-1226	85	21	linearity	linearity	ADJ
cana-1226	85	22	initiating	initiate	VERB
cana-1226	85	23	task	task	NOUN
cana-1226	85	24	.	.	PUNCT
cana-1226	86	1	rascal	rascal	ADJ
cana-1226	86	2	dice	dice	NOUN
cana-1226	86	3	records	record	NOUN
cana-1226	86	4	of	of	ADP
cana-1226	86	5	88	88	NUM
cana-1226	86	6	percent	percent	NOUN
cana-1226	86	7	,	,	PUNCT
cana-1226	86	8	83	83	NUM
cana-1226	86	9	percent	percent	NOUN
cana-1226	86	10	,	,	PUNCT
cana-1226	86	11	and	and	CCONJ
cana-1226	86	12	77	77	NUM
cana-1226	86	13	percent	percent	NOUN
cana-1226	86	14	were	be	AUX
cana-1226	86	15	obtained	obtain	VERB
cana-1226	86	16	to	to	ADP
cana-1226	86	17	whole	whole	ADJ
cana-1226	86	18	tumour	tumour	NOUN
cana-1226	86	19	,	,	PUNCT
cana-1226	86	20	center	center	NOUN
cana-1226	86	21	tumour	tumour	NOUN
cana-1226	86	22	,	,	PUNCT
cana-1226	86	23	dynamic	dynamic	ADJ
cana-1226	86	24	tumour	tumour	NOUN
cana-1226	86	25	,	,	PUNCT
cana-1226	86	26	respectively	respectively	ADV
cana-1226	86	27	,	,	PUNCT
cana-1226	86	28	using	use	VERB
cana-1226	86	29	suggested	suggest	VERB
cana-1226	86	30	cnn	cnn	PROPN
cana-1226	86	31	which	which	PRON
cana-1226	86	32	creates	create	VERB
cana-1226	86	33	eleven	eleven	NUM
cana-1226	86	34	layers	layer	NOUN
cana-1226	86	35	of	of	ADP
cana-1226	86	36	profundity	profundity	NOUN
cana-1226	86	37	“	"	PUNCT
cana-1226	86	38	6	6	NUM
cana-1226	86	39	six	six	NUM
cana-1226	86	40	convolutional	convolutional	ADJ
cana-1226	86	41	covers	cover	NOUN
cana-1226	86	42	followed	follow	VERB
cana-1226	86	43	by	by	ADP
cana-1226	86	44	3	3	NUM
cana-1226	86	45	completely	completely	ADV
cana-1226	86	46	associated	associate	VERB
cana-1226	86	47	stages	stage	NOUN
cana-1226	86	48	with	with	ADP
cana-1226	86	49	two	two	NUM
cana-1226	86	50	maximum	maximum	ADJ
cana-1226	86	51	pooling	pooling	NOUN
cana-1226	86	52	stages	stage	NOUN
cana-1226	86	53	isolating	isolate	VERB
cana-1226	86	54	them	they	PRON
cana-1226	86	55	into	into	ADP
cana-1226	86	56	squares	square	NOUN
cana-1226	86	57	of	of	ADP
cana-1226	86	58	three	three	NUM
cana-1226	86	59	”	"	PUNCT
cana-1226	86	60	.	.	PUNCT
cana-1226	87	1	communications	communication	NOUN
cana-1226	87	2	on	on	ADP
cana-1226	87	3	applied	apply	VERB
cana-1226	87	4	nonlinear	nonlinear	ADJ
cana-1226	87	5	analysis	analysis	NOUN
cana-1226	87	6	issn	issn	NOUN
cana-1226	87	7	:	:	PUNCT
cana-1226	87	8	1074	1074	NUM
cana-1226	87	9	-	-	PUNCT
cana-1226	87	10	133x	133x	NUM
cana-1226	87	11	vol	vol	NOUN
cana-1226	87	12	31	31	NUM
cana-1226	87	13	no	no	NOUN
cana-1226	87	14	.	.	PUNCT
cana-1226	88	1	6s	6s	NUM
cana-1226	88	2	(	(	PUNCT
cana-1226	88	3	2024	2024	NUM
cana-1226	88	4	)	)	PUNCT
cana-1226	88	5	334	334	NUM
cana-1226	88	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1226	88	7	another	another	DET
cana-1226	88	8	novel	novel	ADJ
cana-1226	88	9	strategy	strategy	NOUN
cana-1226	88	10	was	be	AUX
cana-1226	88	11	used	use	VERB
cana-1226	88	12	to	to	ADP
cana-1226	88	13	a	a	DET
cana-1226	88	14	two	two	NUM
cana-1226	88	15	-	-	PUNCT
cana-1226	88	16	pathway	pathway	NOUN
cana-1226	88	17	cnn	cnn	PROPN
cana-1226	88	18	design	design	NOUN
cana-1226	88	19	in	in	ADP
cana-1226	88	20	[	[	X
cana-1226	88	21	29	29	NUM
cana-1226	88	22	]	]	PUNCT
cana-1226	88	23	.	.	PUNCT
cana-1226	89	1	in	in	ADP
cana-1226	89	2	order	order	NOUN
cana-1226	89	3	to	to	PART
cana-1226	89	4	figure	figure	VERB
cana-1226	89	5	out	out	ADP
cana-1226	89	6	a	a	DET
cana-1226	89	7	fallen	fallen	ADJ
cana-1226	89	8	cnn	cnn	NOUN
cana-1226	89	9	that	that	PRON
cana-1226	89	10	analyses	analyse	VERB
cana-1226	89	11	neighbourhood	neighbourhood	NOUN
cana-1226	89	12	nuances	nuance	NOUN
cana-1226	89	13	of	of	ADP
cana-1226	89	14	brain	brain	NOUN
cana-1226	89	15	mri	mri	NOUN
cana-1226	89	16	in	in	ADP
cana-1226	89	17	addition	addition	NOUN
cana-1226	89	18	to	to	ADP
cana-1226	89	19	larger	large	ADJ
cana-1226	89	20	settings	setting	NOUN
cana-1226	89	21	of	of	ADP
cana-1226	89	22	brain	brain	NOUN
cana-1226	89	23	tissues	tissue	NOUN
cana-1226	89	24	,	,	PUNCT
cana-1226	89	25	smaller	small	ADJ
cana-1226	89	26	measured	measure	VERB
cana-1226	89	27	patches	patch	NOUN
cana-1226	89	28	and	and	CCONJ
cana-1226	89	29	larger	large	ADJ
cana-1226	89	30	estimated	estimate	VERB
cana-1226	89	31	fixes	fix	NOUN
cana-1226	89	32	must	must	AUX
cana-1226	89	33	be	be	AUX
cana-1226	89	34	extracted	extract	VERB
cana-1226	89	35	concurrently	concurrently	ADV
cana-1226	89	36	.	.	PUNCT
cana-1226	90	1	in	in	ADP
cana-1226	90	2	order	order	NOUN
cana-1226	90	3	to	to	PART
cana-1226	90	4	position	position	VERB
cana-1226	90	5	the	the	DET
cana-1226	90	6	mark	mark	NOUN
cana-1226	90	7	of	of	ADP
cana-1226	90	8	the	the	DET
cana-1226	90	9	focus	focus	NOUN
cana-1226	90	10	pixel	pixel	NOUN
cana-1226	90	11	,	,	PUNCT
cana-1226	90	12	patches	patch	NOUN
cana-1226	90	13	measuring	measure	VERB
cana-1226	90	14	65	65	NUM
cana-1226	90	15	x	x	SYM
cana-1226	90	16	65	65	NUM
cana-1226	90	17	were	be	AUX
cana-1226	90	18	extricated	extricate	VERB
cana-1226	90	19	to	to	ADP
cana-1226	90	20	globe	globe	NOUN
cana-1226	90	21	pathway	pathway	NOUN
cana-1226	90	22	and	and	CCONJ
cana-1226	90	23	patches	patch	NOUN
cana-1226	90	24	measuring	measure	VERB
cana-1226	90	25	33	33	NUM
cana-1226	90	26	x	x	SYM
cana-1226	90	27	33	33	NUM
cana-1226	90	28	pixel	pixel	NOUN
cana-1226	90	29	are	be	AUX
cana-1226	90	30	extricated	extricate	VERB
cana-1226	90	31	to	to	ADP
cana-1226	90	32	local	local	ADJ
cana-1226	90	33	pathway	pathway	NOUN
cana-1226	90	34	from	from	ADP
cana-1226	90	35	each	each	DET
cana-1226	90	36	individual	individual	ADJ
cana-1226	90	37	mri	mri	NOUN
cana-1226	90	38	approach	approach	NOUN
cana-1226	90	39	.	.	PUNCT
cana-1226	91	1	multi	multi	ADJ
cana-1226	91	2	-	-	ADJ
cana-1226	91	3	method	method	ADJ
cana-1226	91	4	2d	2d	NOUN
cana-1226	91	5	design	design	NOUN
cana-1226	91	6	a	a	DET
cana-1226	91	7	cnn	cnn	NOUN
cana-1226	91	8	initially	initially	ADV
cana-1226	91	9	prepared	prepare	VERB
cana-1226	91	10	globe	globe	NOUN
cana-1226	91	11	input	input	NOUN
cana-1226	91	12	patches	patch	NOUN
cana-1226	91	13	with	with	ADP
cana-1226	91	14	65	65	NUM
cana-1226	91	15	x	x	SYM
cana-1226	91	16	65	65	NUM
cana-1226	91	17	x	x	SYM
cana-1226	91	18	4	4	NUM
cana-1226	91	19	size	size	NOUN
cana-1226	91	20	to	to	PART
cana-1226	91	21	produce	produce	VERB
cana-1226	91	22	33	33	NUM
cana-1226	91	23	×	×	NOUN
cana-1226	91	24	33	33	NUM
cana-1226	91	25	x	x	SYM
cana-1226	91	26	5	5	NUM
cana-1226	91	27	sized	sized	ADJ
cana-1226	91	28	patches	patch	NOUN
cana-1226	91	29	.	.	PUNCT
cana-1226	92	1	later	later	ADV
cana-1226	92	2	,	,	PUNCT
cana-1226	92	3	these	these	DET
cana-1226	92	4	patches	patch	NOUN
cana-1226	92	5	are	be	AUX
cana-1226	92	6	connected	connect	VERB
cana-1226	92	7	to	to	ADP
cana-1226	92	8	33x33x4	33x33x4	PROPN
cana-1226	92	9	neighbour	neighbour	NOUN
cana-1226	92	10	patches	patch	NOUN
cana-1226	92	11	which	which	PRON
cana-1226	92	12	where	where	SCONJ
cana-1226	92	13	sent	send	VERB
cana-1226	92	14	as	as	ADP
cana-1226	92	15	input	input	NOUN
cana-1226	92	16	to	to	ADP
cana-1226	92	17	the	the	DET
cana-1226	92	18	2	2	NUM
cana-1226	92	19	track	track	NOUN
cana-1226	92	20	cnn	cnn	PROPN
cana-1226	92	21	with	with	ADP
cana-1226	92	22	convolution	convolution	NOUN
cana-1226	92	23	stages	stage	NOUN
cana-1226	92	24	that	that	PRON
cana-1226	92	25	had	have	VERB
cana-1226	92	26	7	7	NUM
cana-1226	92	27	x	x	SYM
cana-1226	92	28	7	7	NUM
cana-1226	92	29	estimation	estimation	NOUN
cana-1226	92	30	channels	channel	NOUN
cana-1226	92	31	in	in	ADP
cana-1226	92	32	one	one	NUM
cana-1226	92	33	manner	manner	NOUN
cana-1226	92	34	and	and	CCONJ
cana-1226	92	35	13	13	NUM
cana-1226	92	36	x	x	SYM
cana-1226	92	37	13	13	NUM
cana-1226	92	38	measure	measure	NOUN
cana-1226	92	39	channels	channel	NOUN
cana-1226	92	40	in	in	ADP
cana-1226	92	41	preceding	precede	VERB
cana-1226	92	42	one	one	NUM
cana-1226	92	43	.	.	PUNCT
cana-1226	93	1	in	in	ADP
cana-1226	93	2	[	[	X
cana-1226	93	3	30	30	NUM
cana-1226	93	4	]	]	PUNCT
cana-1226	93	5	,	,	PUNCT
cana-1226	93	6	they	they	PRON
cana-1226	93	7	built	build	VERB
cana-1226	93	8	four	four	NUM
cana-1226	93	9	separate	separate	ADJ
cana-1226	93	10	cnns	cnn	NOUN
cana-1226	93	11	'	'	PART
cana-1226	93	12	unique	unique	ADJ
cana-1226	93	13	information	information	NOUN
cana-1226	93	14	-	-	PUNCT
cana-1226	93	15	seeking	seek	VERB
cana-1226	93	16	bits	bit	NOUN
cana-1226	93	17	from	from	ADP
cana-1226	93	18	each	each	DET
cana-1226	93	19	single	single	ADJ
cana-1226	93	20	mri	mri	NOUN
cana-1226	93	21	technique	technique	NOUN
cana-1226	93	22	picture	picture	NOUN
cana-1226	93	23	by	by	ADP
cana-1226	93	24	selecting	select	VERB
cana-1226	93	25	several	several	ADJ
cana-1226	93	26	plane	plane	NOUN
cana-1226	93	27	fixes	fix	NOUN
cana-1226	93	28	inside	inside	ADP
cana-1226	93	29	every	every	DET
cana-1226	93	30	pixel	pixel	NOUN
cana-1226	93	31	and	and	CCONJ
cana-1226	93	32	performing	perform	VERB
cana-1226	93	33	these	these	DET
cana-1226	93	34	steps	step	NOUN
cana-1226	93	35	.	.	PUNCT
cana-1226	94	1	a	a	DET
cana-1226	94	2	rf	rf	NOUN
cana-1226	94	3	classifier	classifier	NOUN
cana-1226	94	4	was	be	AUX
cana-1226	94	5	prepared	prepare	VERB
cana-1226	94	6	by	by	ADP
cana-1226	94	7	deep	deep	ADJ
cana-1226	94	8	stages	stage	NOUN
cana-1226	94	9	of	of	ADP
cana-1226	94	10	cnn	cnn	PROPN
cana-1226	94	11	,	,	PUNCT
cana-1226	94	12	which	which	PRON
cana-1226	94	13	are	be	AUX
cana-1226	94	14	successfully	successfully	ADV
cana-1226	94	15	linked	link	VERB
cana-1226	94	16	,	,	PUNCT
cana-1226	94	17	used	use	VERB
cana-1226	94	18	as	as	ADP
cana-1226	94	19	highlighted	highlight	VERB
cana-1226	94	20	map	map	NOUN
cana-1226	94	21	.	.	PUNCT
cana-1226	95	1	only	only	ADV
cana-1226	95	2	a	a	DET
cana-1226	95	3	precision	precision	NOUN
cana-1226	95	4	stage	stage	NOUN
cana-1226	95	5	of	of	ADP
cana-1226	95	6	67	67	NUM
cana-1226	95	7	%	%	NOUN
cana-1226	95	8	was	be	AUX
cana-1226	95	9	provided	provide	VERB
cana-1226	95	10	,	,	PUNCT
cana-1226	95	11	with	with	ADP
cana-1226	95	12	no	no	DET
cana-1226	95	13	information	information	NOUN
cana-1226	95	14	on	on	ADP
cana-1226	95	15	the	the	DET
cana-1226	95	16	use	use	NOUN
cana-1226	95	17	of	of	ADP
cana-1226	95	18	pre	pre	ADJ
cana-1226	95	19	/	/	SYM
cana-1226	95	20	posthandling	posthandling	ADJ
cana-1226	95	21	levels	level	NOUN
cana-1226	95	22	.	.	PUNCT
cana-1226	96	1	a	a	DET
cana-1226	96	2	limited	limited	ADJ
cana-1226	96	3	architecture	architecture	NOUN
cana-1226	96	4	prediction	prediction	NOUN
cana-1226	96	5	with	with	ADP
cana-1226	96	6	cnn	cnn	PROPN
cana-1226	96	7	is	be	AUX
cana-1226	96	8	suggested	suggest	VERB
cana-1226	96	9	in	in	ADP
cana-1226	96	10	[	[	X
cana-1226	96	11	31	31	NUM
cana-1226	96	12	]	]	PUNCT
cana-1226	96	13	,	,	PUNCT
cana-1226	96	14	in	in	ADP
cana-1226	96	15	the	the	DET
cana-1226	96	16	overall	overall	ADJ
cana-1226	96	17	approach	approach	NOUN
cana-1226	96	18	.	.	PUNCT
cana-1226	97	1	first	first	ADJ
cana-1226	97	2	fixes	fix	NOUN
cana-1226	97	3	of	of	ADP
cana-1226	97	4	name	name	NOUN
cana-1226	97	5	are	be	AUX
cana-1226	97	6	taken	take	VERB
cana-1226	97	7	from	from	ADP
cana-1226	97	8	sands	sand	NOUN
cana-1226	97	9	precision	precision	NOUN
cana-1226	97	10	pattern	pattern	NOUN
cana-1226	97	11	and	and	CCONJ
cana-1226	97	12	afterwards	afterwards	ADV
cana-1226	97	13	packaged	package	VERB
cana-1226	97	14	by	by	ADP
cana-1226	97	15	k	k	NOUN
cana-1226	97	16	-	-	PUNCT
cana-1226	97	17	implies	imply	VERB
cana-1226	97	18	method	method	NOUN
cana-1226	97	19	into	into	ADP
cana-1226	97	20	n	n	NOUN
cana-1226	97	21	gathering	gather	VERB
cana-1226	97	22	to	to	PART
cana-1226	97	23	form	form	VERB
cana-1226	97	24	the	the	DET
cana-1226	97	25	marking	mark	VERB
cana-1226	97	26	fix	fix	NOUN
cana-1226	97	27	lexicon	lexicon	NOUN
cana-1226	97	28	of	of	ADP
cana-1226	97	29	size	size	NOUN
cana-1226	97	30	n.	n.	NOUN
cana-1226	97	31	this	this	DET
cana-1226	97	32	method	method	NOUN
cana-1226	97	33	replaces	replace	VERB
cana-1226	97	34	the	the	DET
cana-1226	97	35	use	use	NOUN
cana-1226	97	36	of	of	ADP
cana-1226	97	37	cnns	cnn	NOUN
cana-1226	97	38	to	to	PART
cana-1226	97	39	define	define	VERB
cana-1226	97	40	focused	focused	ADJ
cana-1226	97	41	voxels	voxel	NOUN
cana-1226	97	42	regarding	regard	VERB
cana-1226	97	43	data	data	NOUN
cana-1226	97	44	picture	picture	NOUN
cana-1226	97	45	pieces	piece	NOUN
cana-1226	97	46	inside	inside	ADP
cana-1226	97	47	brain	brain	NOUN
cana-1226	97	48	tissue	tissue	NOUN
cana-1226	97	49	classes	class	NOUN
cana-1226	97	50	.	.	PUNCT
cana-1226	98	1	the	the	DET
cana-1226	98	2	multi	multi	ADJ
cana-1226	98	3	-	-	ADJ
cana-1226	98	4	levelled	levelled	ADJ
cana-1226	98	5	model	model	NOUN
cana-1226	98	6	elements	element	NOUN
cana-1226	98	7	inside	inside	ADP
cana-1226	98	8	unity	unity	NOUN
cana-1226	98	9	of	of	ADP
cana-1226	98	10	those	those	DET
cana-1226	98	11	assemblages	assemblage	NOUN
cana-1226	98	12	are	be	AUX
cana-1226	98	13	then	then	ADV
cana-1226	98	14	characterized	characterize	VERB
cana-1226	98	15	using	use	VERB
cana-1226	98	16	a	a	DET
cana-1226	98	17	2d	2d	NUM
cana-1226	98	18	cnn	cnn	PROPN
cana-1226	98	19	.	.	PUNCT
cana-1226	99	1	whelp	whelp	PROPN
cana-1226	99	2	cube	cube	NOUN
cana-1226	99	3	rates	rate	NOUN
cana-1226	99	4	of	of	ADP
cana-1226	99	5	83	83	NUM
cana-1226	99	6	percent	percent	NOUN
cana-1226	99	7	,	,	PUNCT
cana-1226	99	8	75	75	NUM
cana-1226	99	9	percent	percent	NOUN
cana-1226	99	10	,	,	PUNCT
cana-1226	99	11	and	and	CCONJ
cana-1226	99	12	77	77	NUM
cana-1226	99	13	percent	percent	NOUN
cana-1226	99	14	for	for	ADP
cana-1226	99	15	the	the	DET
cana-1226	99	16	overall	overall	ADJ
cana-1226	99	17	tumour	tumour	NOUN
cana-1226	99	18	,	,	PUNCT
cana-1226	99	19	center	center	NOUN
cana-1226	99	20	tumour	tumour	NOUN
cana-1226	99	21	,	,	PUNCT
cana-1226	99	22	dynamic	dynamic	ADJ
cana-1226	99	23	tumour	tumour	ADJ
cana-1226	99	24	regions	region	NOUN
cana-1226	99	25	were	be	AUX
cana-1226	99	26	independently	independently	ADV
cana-1226	99	27	taken	take	VERB
cana-1226	99	28	into	into	ADP
cana-1226	99	29	consideration	consideration	NOUN
cana-1226	99	30	in	in	ADP
cana-1226	99	31	this	this	DET
cana-1226	99	32	segmentation	segmentation	NOUN
cana-1226	99	33	execution	execution	NOUN
cana-1226	99	34	of	of	ADP
cana-1226	99	35	the	the	DET
cana-1226	99	36	technique	technique	NOUN
cana-1226	99	37	.	.	PUNCT
cana-1226	100	1	another	another	DET
cana-1226	100	2	comparable	comparable	ADJ
cana-1226	100	3	strategy	strategy	NOUN
cana-1226	100	4	was	be	AUX
cana-1226	100	5	published	publish	VERB
cana-1226	100	6	in	in	ADP
cana-1226	100	7	[	[	X
cana-1226	100	8	32	32	NUM
cana-1226	100	9	]	]	PUNCT
cana-1226	100	10	and	and	CCONJ
cana-1226	100	11	mentioned	mention	VERB
cana-1226	100	12	in	in	ADP
cana-1226	100	13	[	[	X
cana-1226	100	14	33	33	NUM
cana-1226	100	15	]	]	SYM
cana-1226	100	16	.	.	PUNCT
cana-1226	101	1	two	two	NUM
cana-1226	101	2	-	-	PUNCT
cana-1226	101	3	stage	stage	NOUN
cana-1226	101	4	preparation	preparation	NOUN
cana-1226	101	5	is	be	AUX
cana-1226	101	6	also	also	ADV
cana-1226	101	7	used	use	VERB
cana-1226	101	8	in	in	ADP
cana-1226	101	9	conjunction	conjunction	NOUN
cana-1226	101	10	with	with	ADP
cana-1226	101	11	this	this	DET
cana-1226	101	12	innovative	innovative	ADJ
cana-1226	101	13	compositional	compositional	ADJ
cana-1226	101	14	process	process	NOUN
cana-1226	101	15	to	to	PART
cana-1226	101	16	prevent	prevent	VERB
cana-1226	101	17	class	class	NOUN
cana-1226	101	18	disparities	disparity	NOUN
cana-1226	101	19	in	in	ADP
cana-1226	101	20	characters	character	NOUN
cana-1226	101	21	.	.	PUNCT
cana-1226	102	1	cnn	cnn	PROPN
cana-1226	102	2	is	be	AUX
cana-1226	102	3	retrained	retrain	VERB
cana-1226	102	4	by	by	ADP
cana-1226	102	5	expanding	expand	VERB
cana-1226	102	6	delegate	delegate	NOUN
cana-1226	102	7	diffusion	diffusion	NOUN
cana-1226	102	8	of	of	ADP
cana-1226	102	9	first	first	ADJ
cana-1226	102	10	metaphor	metaphor	NOUN
cana-1226	102	11	during	during	ADP
cana-1226	102	12	the	the	DET
cana-1226	102	13	subsequent	subsequent	ADJ
cana-1226	102	14	stage	stage	NOUN
cana-1226	102	15	after	after	ADP
cana-1226	102	16	falling	fall	VERB
cana-1226	102	17	behind	behind	ADV
cana-1226	102	18	with	with	ADP
cana-1226	102	19	its	its	PRON
cana-1226	102	20	preparation	preparation	NOUN
cana-1226	102	21	of	of	ADP
cana-1226	102	22	groups	group	NOUN
cana-1226	102	23	in	in	ADP
cana-1226	102	24	the	the	DET
cana-1226	102	25	initial	initial	ADJ
cana-1226	102	26	stage	stage	NOUN
cana-1226	102	27	.	.	PUNCT
cana-1226	103	1	the	the	DET
cana-1226	103	2	corresponding	corresponding	ADJ
cana-1226	103	3	segment	segment	NOUN
cana-1226	103	4	's	's	PART
cana-1226	103	5	technique	technique	NOUN
cana-1226	103	6	was	be	AUX
cana-1226	103	7	also	also	ADV
cana-1226	103	8	implemented	implement	VERB
cana-1226	103	9	as	as	ADP
cana-1226	103	10	a	a	DET
cana-1226	103	11	posthandling	posthandling	NOUN
cana-1226	103	12	action	action	NOUN
cana-1226	103	13	and	and	CCONJ
cana-1226	103	14	maxout	maxout	NOUN
cana-1226	103	15	non	non	PROPN
cana-1226	103	16	-	-	ADJ
cana-1226	103	17	linearity	linearity	NOUN
cana-1226	103	18	was	be	AUX
cana-1226	103	19	used	use	VERB
cana-1226	103	20	.	.	PUNCT
cana-1226	104	1	high	high	ADJ
cana-1226	104	2	minxe	minxe	PROPN
cana-1226	104	3	cube	cube	NOUN
cana-1226	104	4	rates	rate	NOUN
cana-1226	104	5	88	88	NUM
cana-1226	104	6	percent	percent	NOUN
cana-1226	104	7	are	be	AUX
cana-1226	104	8	applied	apply	VERB
cana-1226	104	9	to	to	ADP
cana-1226	104	10	overall	overall	ADJ
cana-1226	104	11	tumour	tumour	NOUN
cana-1226	104	12	region	region	NOUN
cana-1226	104	13	,	,	PUNCT
cana-1226	104	14	79	79	NUM
cana-1226	104	15	%	%	NOUN
cana-1226	104	16	are	be	AUX
cana-1226	104	17	applied	apply	VERB
cana-1226	104	18	to	to	ADP
cana-1226	104	19	the	the	DET
cana-1226	104	20	centre	centre	NOUN
cana-1226	104	21	tumour	tumour	NOUN
cana-1226	104	22	district	district	NOUN
cana-1226	104	23	,	,	PUNCT
cana-1226	104	24	and	and	CCONJ
cana-1226	104	25	73	73	NUM
cana-1226	104	26	%	%	NOUN
cana-1226	104	27	are	be	AUX
cana-1226	104	28	applied	apply	VERB
cana-1226	104	29	to	to	ADP
cana-1226	104	30	the	the	DET
cana-1226	104	31	dynamic	dynamic	ADJ
cana-1226	104	32	tumour	tumour	NOUN
cana-1226	104	33	location	location	NOUN
cana-1226	104	34	.	.	PUNCT
cana-1226	105	1	3	3	NUM
cana-1226	105	2	methodology	methodology	NOUN
cana-1226	105	3	here	here	ADV
cana-1226	105	4	,	,	PUNCT
cana-1226	105	5	the	the	DET
cana-1226	105	6	methodology	methodology	NOUN
cana-1226	105	7	for	for	ADP
cana-1226	105	8	the	the	DET
cana-1226	105	9	suggested	suggest	VERB
cana-1226	105	10	system	system	NOUN
cana-1226	105	11	of	of	ADP
cana-1226	105	12	brain	brain	NOUN
cana-1226	105	13	tumour	tumour	NOUN
cana-1226	105	14	detection	detection	NOUN
cana-1226	105	15	and	and	CCONJ
cana-1226	105	16	classification	classification	NOUN
cana-1226	105	17	is	be	AUX
cana-1226	105	18	described	describe	VERB
cana-1226	105	19	.	.	PUNCT
cana-1226	106	1	a	a	DET
cana-1226	106	2	more	more	ADV
cana-1226	106	3	suitable	suitable	ADJ
cana-1226	106	4	deep	deep	ADJ
cana-1226	106	5	learning	learning	NOUN
cana-1226	106	6	model	model	NOUN
cana-1226	106	7	that	that	PRON
cana-1226	106	8	is	be	AUX
cana-1226	106	9	"	"	PUNCT
cana-1226	106	10	faster	fast	ADJ
cana-1226	106	11	r	r	NOUN
cana-1226	106	12	-	-	PUNCT
cana-1226	106	13	cnn	cnn	PROPN
cana-1226	106	14	(	(	PUNCT
cana-1226	106	15	faster	fast	ADJ
cana-1226	106	16	region	region	NOUN
cana-1226	106	17	-	-	PUNCT
cana-1226	106	18	based	base	VERB
cana-1226	106	19	convolutional	convolutional	ADJ
cana-1226	106	20	neural	neural	ADJ
cana-1226	106	21	network	network	NOUN
cana-1226	106	22	)	)	PUNCT
cana-1226	106	23	and	and	CCONJ
cana-1226	106	24	combined	combine	VERB
cana-1226	106	25	with	with	ADP
cana-1226	106	26	deep	deep	ADJ
cana-1226	106	27	feature	feature	NOUN
cana-1226	106	28	extractor	extractor	NOUN
cana-1226	106	29	:	:	PUNCT
cana-1226	106	30	residual	residual	ADJ
cana-1226	106	31	network-50	network-50	PROPN
cana-1226	106	32	(	(	PUNCT
cana-1226	106	33	resnet-50	resnet-50	NUM
cana-1226	106	34	)	)	PUNCT
cana-1226	106	35	"	"	PUNCT
cana-1226	106	36	to	to	PART
cana-1226	106	37	identify	identify	VERB
cana-1226	106	38	and	and	CCONJ
cana-1226	106	39	categorize	categorize	VERB
cana-1226	106	40	various	various	ADJ
cana-1226	106	41	brain	brain	NOUN
cana-1226	106	42	tumours	tumour	NOUN
cana-1226	106	43	on	on	ADP
cana-1226	106	44	the	the	DET
cana-1226	106	45	kaggle	kaggle	ADJ
cana-1226	106	46	brain	brain	NOUN
cana-1226	106	47	tumour	tumour	NOUN
cana-1226	106	48	dataset	dataset	NOUN
cana-1226	106	49	[	[	X
cana-1226	106	50	34	34	NUM
cana-1226	106	51	]	]	PUNCT
cana-1226	106	52	.	.	PUNCT
cana-1226	107	1	3.1	3.1	NUM
cana-1226	107	2	system	system	NOUN
cana-1226	107	3	overview	overview	NOUN
cana-1226	107	4	this	this	DET
cana-1226	107	5	study	study	NOUN
cana-1226	107	6	uses	use	VERB
cana-1226	107	7	deep	deep	ADJ
cana-1226	107	8	learning	learning	NOUN
cana-1226	107	9	as	as	ADP
cana-1226	107	10	major	major	ADJ
cana-1226	107	11	component	component	NOUN
cana-1226	107	12	of	of	ADP
cana-1226	107	13	proposed	propose	VERB
cana-1226	107	14	system	system	NOUN
cana-1226	107	15	to	to	PART
cana-1226	107	16	identify	identify	VERB
cana-1226	107	17	3	3	NUM
cana-1226	107	18	different	different	ADJ
cana-1226	107	19	forms	form	NOUN
cana-1226	107	20	of	of	ADP
cana-1226	107	21	brain	brain	NOUN
cana-1226	107	22	tumours	tumour	NOUN
cana-1226	107	23	,	,	PUNCT
cana-1226	107	24	like	like	ADP
cana-1226	107	25	pituitary	pituitary	ADJ
cana-1226	107	26	,	,	PUNCT
cana-1226	107	27	meningioma	meningioma	NOUN
cana-1226	107	28	,	,	PUNCT
cana-1226	107	29	glioma	glioma	NOUN
cana-1226	107	30	,	,	PUNCT
cana-1226	107	31	which	which	PRON
cana-1226	107	32	have	have	VERB
cana-1226	107	33	an	an	DET
cana-1226	107	34	influence	influence	NOUN
cana-1226	107	35	on	on	ADP
cana-1226	107	36	the	the	DET
cana-1226	107	37	human	human	ADJ
cana-1226	107	38	brain	brain	NOUN
cana-1226	107	39	.	.	PUNCT
cana-1226	108	1	figure	figure	NOUN
cana-1226	108	2	1	1	NUM
cana-1226	108	3	shows	show	VERB
cana-1226	108	4	a	a	DET
cana-1226	108	5	broad	broad	ADJ
cana-1226	108	6	view	view	NOUN
cana-1226	108	7	of	of	ADP
cana-1226	108	8	the	the	DET
cana-1226	108	9	system	system	NOUN
cana-1226	108	10	.	.	PUNCT
cana-1226	109	1	below	below	ADV
cana-1226	109	2	,	,	PUNCT
cana-1226	109	3	each	each	DET
cana-1226	109	4	stage	stage	NOUN
cana-1226	109	5	of	of	ADP
cana-1226	109	6	the	the	DET
cana-1226	109	7	proposed	propose	VERB
cana-1226	109	8	system	system	NOUN
cana-1226	109	9	is	be	AUX
cana-1226	109	10	thoroughly	thoroughly	ADV
cana-1226	109	11	explained	explain	VERB
cana-1226	109	12	.	.	PUNCT
cana-1226	110	1	communications	communication	NOUN
cana-1226	110	2	on	on	ADP
cana-1226	110	3	applied	apply	VERB
cana-1226	110	4	nonlinear	nonlinear	ADJ
cana-1226	110	5	analysis	analysis	NOUN
cana-1226	110	6	issn	issn	NOUN
cana-1226	110	7	:	:	PUNCT
cana-1226	110	8	1074	1074	NUM
cana-1226	110	9	-	-	PUNCT
cana-1226	110	10	133x	133x	NUM
cana-1226	110	11	vol	vol	NOUN
cana-1226	110	12	31	31	NUM
cana-1226	110	13	no	no	NOUN
cana-1226	110	14	.	.	PUNCT
cana-1226	111	1	6s	6s	NUM
cana-1226	111	2	(	(	PUNCT
cana-1226	111	3	2024	2024	NUM
cana-1226	111	4	)	)	PUNCT
cana-1226	111	5	335	335	NUM
cana-1226	111	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-1226	111	7	3.2	3.2	NUM
cana-1226	111	8	data	datum	NOUN
cana-1226	111	9	collection	collection	NOUN
cana-1226	111	10	a	a	DET
cana-1226	111	11	brain	brain	NOUN
cana-1226	111	12	tumour	tumour	NOUN
cana-1226	111	13	dataset	dataset	NOUN
cana-1226	111	14	includes	include	VERB
cana-1226	111	15	mri	mri	NOUN
cana-1226	111	16	pictures	picture	NOUN
cana-1226	111	17	with	with	ADP
cana-1226	111	18	top	top	ADJ
cana-1226	111	19	and	and	CCONJ
cana-1226	111	20	side	side	ADJ
cana-1226	111	21	views	view	NOUN
cana-1226	111	22	of	of	ADP
cana-1226	111	23	the	the	DET
cana-1226	111	24	brain	brain	NOUN
cana-1226	111	25	for	for	ADP
cana-1226	111	26	glioma	glioma	NOUN
cana-1226	111	27	,	,	PUNCT
cana-1226	111	28	meningioma	meningioma	NOUN
cana-1226	111	29	,	,	PUNCT
cana-1226	111	30	pituitary	pituitary	NOUN
cana-1226	111	31	,	,	PUNCT
cana-1226	111	32	and	and	CCONJ
cana-1226	111	33	no	no	DET
cana-1226	111	34	tumour	tumour	NOUN
cana-1226	111	35	.	.	PUNCT
cana-1226	112	1	the	the	DET
cana-1226	112	2	symptoms	symptom	NOUN
cana-1226	112	3	of	of	ADP
cana-1226	112	4	pituitary	pituitary	ADJ
cana-1226	112	5	,	,	PUNCT
cana-1226	112	6	meningioma	meningioma	NOUN
cana-1226	112	7	,	,	PUNCT
cana-1226	112	8	glioma	glioma	NOUN
cana-1226	112	9	,	,	PUNCT
cana-1226	112	10	and	and	CCONJ
cana-1226	112	11	samples	sample	NOUN
cana-1226	112	12	of	of	ADP
cana-1226	112	13	mri	mri	NOUN
cana-1226	112	14	are	be	AUX
cana-1226	112	15	summarised	summarise	VERB
cana-1226	112	16	in	in	ADP
cana-1226	112	17	the	the	DET
cana-1226	112	18	table	table	NOUN
cana-1226	112	19	(	(	PUNCT
cana-1226	112	20	table	table	NOUN
cana-1226	112	21	2	2	NUM
cana-1226	112	22	)	)	PUNCT
cana-1226	112	23	.	.	PUNCT
cana-1226	113	1	3.3	3.3	NUM
cana-1226	113	2	data	datum	NOUN
cana-1226	113	3	annotation	annotation	NOUN
cana-1226	113	4	all	all	DET
cana-1226	113	5	tumour	tumour	NOUN
cana-1226	113	6	locations	location	NOUN
cana-1226	113	7	were	be	AUX
cana-1226	113	8	manually	manually	ADV
cana-1226	113	9	labelled	label	VERB
cana-1226	113	10	in	in	ADP
cana-1226	113	11	all	all	DET
cana-1226	113	12	photos	photo	NOUN
cana-1226	113	13	using	use	VERB
cana-1226	113	14	the	the	DET
cana-1226	113	15	labelimg	labelimg	ADJ
cana-1226	113	16	tool	tool	NOUN
cana-1226	113	17	,	,	PUNCT
cana-1226	113	18	which	which	PRON
cana-1226	113	19	is	be	AUX
cana-1226	113	20	an	an	DET
cana-1226	113	21	excellent	excellent	ADJ
cana-1226	113	22	tool	tool	NOUN
cana-1226	113	23	for	for	ADP
cana-1226	113	24	labelling	labelling	NOUN
cana-1226	113	25	images	image	NOUN
cana-1226	113	26	,	,	PUNCT
cana-1226	113	27	by	by	ADP
cana-1226	113	28	the	the	DET
cana-1226	113	29	bounding	bounding	NOUN
cana-1226	113	30	-	-	PUNCT
cana-1226	113	31	boxes	box	NOUN
cana-1226	113	32	and	and	CCONJ
cana-1226	113	33	class	class	NOUN
cana-1226	113	34	type	type	NOUN
cana-1226	113	35	to	to	PART
cana-1226	113	36	which	which	PRON
cana-1226	113	37	the	the	DET
cana-1226	113	38	tumour	tumour	NOUN
cana-1226	113	39	belongs	belong	VERB
cana-1226	113	40	.	.	PUNCT
cana-1226	114	1	the	the	DET
cana-1226	114	2	coordinates	coordinate	NOUN
cana-1226	114	3	of	of	ADP
cana-1226	114	4	various	various	ADJ
cana-1226	114	5	sized	sized	ADJ
cana-1226	114	6	bounding	bounding	NOUN
cana-1226	114	7	boxes	box	NOUN
cana-1226	114	8	with	with	ADP
cana-1226	114	9	their	their	PRON
cana-1226	114	10	corresponding	correspond	VERB
cana-1226	114	11	tumour	tumour	NOUN
cana-1226	114	12	class	class	NOUN
cana-1226	114	13	are	be	AUX
cana-1226	114	14	the	the	DET
cana-1226	114	15	output	output	NOUN
cana-1226	114	16	of	of	ADP
cana-1226	114	17	the	the	DET
cana-1226	114	18	data	datum	NOUN
cana-1226	114	19	annotation	annotation	NOUN
cana-1226	114	20	step	step	NOUN
cana-1226	114	21	,	,	PUNCT
cana-1226	114	22	and	and	CCONJ
cana-1226	114	23	these	these	DET
cana-1226	114	24	coordinates	coordinate	NOUN
cana-1226	114	25	will	will	AUX
cana-1226	114	26	be	be	AUX
cana-1226	114	27	assessed	assess	VERB
cana-1226	114	28	by	by	ADP
cana-1226	114	29	the	the	DET
cana-1226	114	30	iou	iou	PROPN
cana-1226	114	31	(	(	PUNCT
cana-1226	114	32	intersection	intersection	NOUN
cana-1226	114	33	-	-	PUNCT
cana-1226	114	34	over	over	ADP
cana-1226	114	35	-	-	PUNCT
cana-1226	114	36	union	union	NOUN
cana-1226	114	37	)	)	PUNCT
cana-1226	114	38	using	use	VERB
cana-1226	114	39	the	the	DET
cana-1226	114	40	suggested	suggest	VERB
cana-1226	114	41	system	system	NOUN
cana-1226	114	42	and	and	CCONJ
cana-1226	114	43	projected	project	VERB
cana-1226	114	44	outcome	outcome	NOUN
cana-1226	114	45	during	during	ADP
cana-1226	114	46	testing	testing	NOUN
cana-1226	114	47	.	.	PUNCT
cana-1226	115	1	figure	figure	NOUN
cana-1226	115	2	1	1	NUM
cana-1226	115	3	.	.	PUNCT
cana-1226	115	4	high	high	ADJ
cana-1226	115	5	-	-	PUNCT
cana-1226	115	6	level	level	NOUN
cana-1226	115	7	picture	picture	NOUN
cana-1226	115	8	of	of	ADP
cana-1226	115	9	proposed	propose	VERB
cana-1226	115	10	system	system	NOUN
cana-1226	115	11	for	for	ADP
cana-1226	115	12	brain	brain	NOUN
cana-1226	115	13	tumour	tumour	NOUN
cana-1226	115	14	detection	detection	NOUN
cana-1226	115	15	and	and	CCONJ
cana-1226	115	16	classification	classification	NOUN
cana-1226	115	17	table	table	NOUN
cana-1226	115	18	2	2	NUM
cana-1226	115	19	.	.	PUNCT
cana-1226	115	20	dataset	dataset	VERB
cana-1226	115	21	for	for	ADP
cana-1226	115	22	brain	brain	NOUN
cana-1226	115	23	tumour	tumour	NOUN
cana-1226	115	24	detection	detection	NOUN
cana-1226	115	25	and	and	CCONJ
cana-1226	115	26	classification	classification	VERB
cana-1226	115	27	tumour	tumour	PRON
cana-1226	115	28	common	common	ADJ
cana-1226	115	29	symptoms	symptom	NOUN
cana-1226	115	30	collected	collect	VERB
cana-1226	115	31	sample	sample	NOUN
cana-1226	115	32	glioma	glioma	NOUN
cana-1226	115	33	tumour	tumour	NOUN
cana-1226	115	34	seizures	seizure	NOUN
cana-1226	115	35	,	,	PUNCT
cana-1226	115	36	behavioural	behavioural	ADJ
cana-1226	115	37	changes	change	NOUN
cana-1226	115	38	,	,	PUNCT
cana-1226	115	39	nausea	nausea	NOUN
cana-1226	115	40	and	and	CCONJ
cana-1226	115	41	vomiting	vomiting	NOUN
cana-1226	115	42	,	,	PUNCT
cana-1226	115	43	hemiparesis	hemiparesis	NOUN
cana-1226	115	44	,	,	PUNCT
cana-1226	115	45	headaches	headache	NOUN
cana-1226	115	46	,	,	PUNCT
cana-1226	115	47	dizziness	dizziness	NOUN
cana-1226	115	48	,	,	PUNCT
cana-1226	115	49	difficulty	difficulty	NOUN
cana-1226	115	50	walking	walk	VERB
cana-1226	115	51	,	,	PUNCT
cana-1226	115	52	cognitive	cognitive	ADJ
cana-1226	115	53	problems	problem	NOUN
cana-1226	115	54	,	,	PUNCT
cana-1226	115	55	vision	vision	NOUN
cana-1226	115	56	loss	loss	NOUN
cana-1226	115	57	,	,	PUNCT
cana-1226	115	58	aphasia	aphasia	NOUN
cana-1226	115	59	meningioma	meningioma	VERB
cana-1226	115	60	tumour	tumour	NOUN
cana-1226	115	61	language	language	NOUN
cana-1226	115	62	difficulty	difficulty	NOUN
cana-1226	115	63	,	,	PUNCT
cana-1226	115	64	changes	change	NOUN
cana-1226	115	65	in	in	ADP
cana-1226	115	66	vision	vision	NOUN
cana-1226	115	67	,	,	PUNCT
cana-1226	115	68	headaches	headache	NOUN
cana-1226	115	69	,	,	PUNCT
cana-1226	115	70	hearing	hear	VERB
cana-1226	115	71	loss	loss	NOUN
cana-1226	115	72	,	,	PUNCT
cana-1226	115	73	memory	memory	NOUN
cana-1226	115	74	loss	loss	NOUN
cana-1226	115	75	,	,	PUNCT
cana-1226	115	76	loss	loss	NOUN
cana-1226	115	77	of	of	ADP
cana-1226	115	78	smell	smell	NOUN
cana-1226	115	79	,	,	PUNCT
cana-1226	115	80	seizures	seizure	NOUN
cana-1226	115	81	,	,	PUNCT
cana-1226	115	82	legs	leg	NOUN
cana-1226	115	83	or	or	CCONJ
cana-1226	115	84	arms	arm	NOUN
cana-1226	115	85	weakness	weakness	NOUN
cana-1226	115	86	communications	communication	NOUN
cana-1226	115	87	on	on	ADP
cana-1226	115	88	applied	apply	VERB
cana-1226	115	89	nonlinear	nonlinear	ADJ
cana-1226	115	90	analysis	analysis	NOUN
cana-1226	115	91	issn	issn	NOUN
cana-1226	115	92	:	:	PUNCT
cana-1226	115	93	1074	1074	NUM
cana-1226	115	94	-	-	PUNCT
cana-1226	115	95	133x	133x	NUM
cana-1226	115	96	vol	vol	NOUN
cana-1226	115	97	31	31	NUM
cana-1226	115	98	no	no	NOUN
cana-1226	115	99	.	.	PUNCT
cana-1226	116	1	6s	6s	NUM
cana-1226	116	2	(	(	PUNCT
cana-1226	116	3	2024	2024	NUM
cana-1226	116	4	)	)	PUNCT
cana-1226	116	5	336	336	NUM
cana-1226	116	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1226	116	7	pituitary	pituitary	ADJ
cana-1226	116	8	tumour	tumour	NOUN
cana-1226	116	9	sudden	sudden	ADJ
cana-1226	116	10	weight	weight	NOUN
cana-1226	116	11	gain	gain	NOUN
cana-1226	116	12	or	or	CCONJ
cana-1226	116	13	loss	loss	NOUN
cana-1226	116	14	,	,	PUNCT
cana-1226	116	15	increased	increase	VERB
cana-1226	116	16	amount	amount	NOUN
cana-1226	116	17	of	of	ADP
cana-1226	116	18	urine	urine	NOUN
cana-1226	116	19	,	,	PUNCT
cana-1226	116	20	sexual	sexual	ADJ
cana-1226	116	21	dysfunction	dysfunction	NOUN
cana-1226	116	22	,	,	PUNCT
cana-1226	116	23	less	less	ADV
cana-1226	116	24	frequent	frequent	ADJ
cana-1226	116	25	or	or	CCONJ
cana-1226	116	26	no	no	DET
cana-1226	116	27	menstrual	menstrual	ADJ
cana-1226	116	28	periods	period	NOUN
cana-1226	116	29	,	,	PUNCT
cana-1226	116	30	feeling	feel	VERB
cana-1226	116	31	cold	cold	ADJ
cana-1226	116	32	,	,	PUNCT
cana-1226	116	33	weakness	weakness	NOUN
cana-1226	116	34	,	,	PUNCT
cana-1226	116	35	nausea	nausea	NOUN
cana-1226	116	36	and	and	CCONJ
cana-1226	116	37	vomiting	vomit	VERB
cana-1226	116	38	3.4	3.4	NUM
cana-1226	116	39	faster	fast	ADJ
cana-1226	116	40	-	-	PUNCT
cana-1226	116	41	rcnn+resnet50	rcnn+resnet50	NOUN
cana-1226	116	42	brain	brain	NOUN
cana-1226	116	43	tumour	tumour	NOUN
cana-1226	116	44	detection	detection	NOUN
cana-1226	116	45	and	and	CCONJ
cana-1226	116	46	classification	classification	NOUN
cana-1226	116	47	the	the	DET
cana-1226	116	48	objective	objective	NOUN
cana-1226	116	49	is	be	AUX
cana-1226	116	50	to	to	PART
cana-1226	116	51	identify	identify	VERB
cana-1226	116	52	three	three	NUM
cana-1226	116	53	different	different	ADJ
cana-1226	116	54	groups	group	NOUN
cana-1226	116	55	of	of	ADP
cana-1226	116	56	brain	brain	NOUN
cana-1226	116	57	tumours	tumour	NOUN
cana-1226	116	58	and	and	CCONJ
cana-1226	116	59	their	their	PRON
cana-1226	116	60	locations	location	NOUN
cana-1226	116	61	in	in	ADP
cana-1226	116	62	brain	brain	NOUN
cana-1226	116	63	mri	mri	NOUN
cana-1226	116	64	scans	scan	NOUN
cana-1226	116	65	.	.	PUNCT
cana-1226	117	1	the	the	DET
cana-1226	117	2	system	system	NOUN
cana-1226	117	3	's	's	PART
cana-1226	117	4	bounding	bounding	NOUN
cana-1226	117	5	boxes	box	NOUN
cana-1226	117	6	that	that	PRON
cana-1226	117	7	include	include	VERB
cana-1226	117	8	the	the	DET
cana-1226	117	9	tumour	tumour	NOUN
cana-1226	117	10	must	must	AUX
cana-1226	117	11	be	be	AUX
cana-1226	117	12	accurately	accurately	ADV
cana-1226	117	13	established	establish	VERB
cana-1226	117	14	in	in	ADP
cana-1226	117	15	order	order	NOUN
cana-1226	117	16	to	to	PART
cana-1226	117	17	get	get	VERB
cana-1226	117	18	reliable	reliable	ADJ
cana-1226	117	19	findings	finding	NOUN
cana-1226	117	20	.	.	PUNCT
cana-1226	118	1	using	use	VERB
cana-1226	118	2	region	region	NOUN
cana-1226	118	3	proposal	proposal	NOUN
cana-1226	118	4	network	network	NOUN
cana-1226	118	5	(	(	PUNCT
cana-1226	118	6	rpn	rpn	PROPN
cana-1226	118	7	)	)	PUNCT
cana-1226	118	8	,	,	PUNCT
cana-1226	118	9	faster	fast	ADV
cana-1226	118	10	r	r	X
cana-1226	118	11	-	-	PUNCT
cana-1226	118	12	cnn	cnn	PROPN
cana-1226	118	13	produces	produce	VERB
cana-1226	118	14	crucial	crucial	ADJ
cana-1226	118	15	region	region	NOUN
cana-1226	118	16	of	of	ADP
cana-1226	118	17	interest	interest	NOUN
cana-1226	118	18	(	(	PUNCT
cana-1226	118	19	roi	roi	NOUN
cana-1226	118	20	)	)	PUNCT
cana-1226	118	21	for	for	ADP
cana-1226	118	22	the	the	DET
cana-1226	118	23	identification	identification	NOUN
cana-1226	118	24	of	of	ADP
cana-1226	118	25	brain	brain	NOUN
cana-1226	118	26	tumours	tumour	NOUN
cana-1226	118	27	.	.	PUNCT
cana-1226	119	1	in	in	ADP
cana-1226	119	2	a	a	DET
cana-1226	119	3	faster	fast	ADJ
cana-1226	119	4	rcnn	rcnn	NOUN
cana-1226	119	5	technique	technique	NOUN
cana-1226	119	6	for	for	ADP
cana-1226	119	7	brain	brain	NOUN
cana-1226	119	8	tumour	tumour	NOUN
cana-1226	119	9	detection	detection	NOUN
cana-1226	119	10	in	in	ADP
cana-1226	119	11	mri	mri	NOUN
cana-1226	119	12	,	,	PUNCT
cana-1226	119	13	the	the	DET
cana-1226	119	14	following	follow	VERB
cana-1226	119	15	stages	stage	NOUN
cana-1226	119	16	are	be	AUX
cana-1226	119	17	carried	carry	VERB
cana-1226	119	18	out	out	ADP
cana-1226	119	19	:	:	PUNCT
cana-1226	119	20	1	1	X
cana-1226	119	21	.	.	X
cana-1226	119	22	provide	provide	VERB
cana-1226	119	23	an	an	DET
cana-1226	119	24	mri	mri	NOUN
cana-1226	119	25	to	to	ADP
cana-1226	119	26	the	the	DET
cana-1226	119	27	convnet	convnet	NOUN
cana-1226	119	28	,	,	PUNCT
cana-1226	119	29	which	which	PRON
cana-1226	119	30	will	will	AUX
cana-1226	119	31	then	then	ADV
cana-1226	119	32	provide	provide	VERB
cana-1226	119	33	feature	feature	NOUN
cana-1226	119	34	maps	map	NOUN
cana-1226	119	35	to	to	PART
cana-1226	119	36	rpn	rpn	VERB
cana-1226	119	37	for	for	ADP
cana-1226	119	38	the	the	DET
cana-1226	119	39	mri	mri	NOUN
cana-1226	119	40	.	.	PUNCT
cana-1226	120	1	2	2	X
cana-1226	120	2	.	.	X
cana-1226	120	3	rpn	rpn	PROPN
cana-1226	120	4	generates	generate	VERB
cana-1226	120	5	k	k	PROPN
cana-1226	120	6	fixed	fix	VERB
cana-1226	120	7	size	size	NOUN
cana-1226	120	8	anchor	anchor	NOUN
cana-1226	120	9	boxes	box	NOUN
cana-1226	120	10	in	in	ADP
cana-1226	120	11	a	a	DET
cana-1226	120	12	brain	brain	NOUN
cana-1226	120	13	tumour	tumour	NOUN
cana-1226	120	14	mri	mri	NOUN
cana-1226	120	15	by	by	ADP
cana-1226	120	16	sliding	slide	VERB
cana-1226	120	17	windows	window	NOUN
cana-1226	120	18	on	on	ADP
cana-1226	120	19	collected	collect	VERB
cana-1226	120	20	feature	feature	NOUN
cana-1226	120	21	maps	map	NOUN
cana-1226	120	22	at	at	ADP
cana-1226	120	23	each	each	DET
cana-1226	120	24	window	window	NOUN
cana-1226	120	25	,	,	PUNCT
cana-1226	120	26	and	and	CCONJ
cana-1226	120	27	predicts	predict	VERB
cana-1226	120	28	the	the	DET
cana-1226	120	29	likelihood	likelihood	NOUN
cana-1226	120	30	that	that	SCONJ
cana-1226	120	31	an	an	DET
cana-1226	120	32	anchor	anchor	NOUN
cana-1226	120	33	is	be	AUX
cana-1226	120	34	a	a	DET
cana-1226	120	35	tumour	tumour	NOUN
cana-1226	120	36	as	as	ADV
cana-1226	120	37	well	well	ADV
cana-1226	120	38	as	as	ADP
cana-1226	120	39	the	the	DET
cana-1226	120	40	bounding	bounding	NOUN
cana-1226	120	41	-	-	PUNCT
cana-1226	120	42	box	box	NOUN
cana-1226	120	43	regressor	regressor	NOUN
cana-1226	120	44	that	that	PRON
cana-1226	120	45	will	will	AUX
cana-1226	120	46	most	most	ADV
cana-1226	120	47	closely	closely	ADV
cana-1226	120	48	fit	fit	VERB
cana-1226	120	49	the	the	DET
cana-1226	120	50	anchor	anchor	NOUN
cana-1226	120	51	for	for	ADP
cana-1226	120	52	a	a	DET
cana-1226	120	53	tumour	tumour	NOUN
cana-1226	120	54	.	.	PUNCT
cana-1226	121	1	3	3	X
cana-1226	121	2	.	.	X
cana-1226	121	3	after	after	ADP
cana-1226	121	4	getting	get	VERB
cana-1226	121	5	various	various	ADJ
cana-1226	121	6	types	type	NOUN
cana-1226	121	7	and	and	CCONJ
cana-1226	121	8	sizes	size	NOUN
cana-1226	121	9	of	of	ADP
cana-1226	121	10	bounding	bound	VERB
cana-1226	121	11	boxes	box	NOUN
cana-1226	121	12	and	and	CCONJ
cana-1226	121	13	cropping	crop	VERB
cana-1226	121	14	each	each	DET
cana-1226	121	15	proposal	proposal	NOUN
cana-1226	121	16	such	such	ADJ
cana-1226	121	17	that	that	SCONJ
cana-1226	121	18	it	it	PRON
cana-1226	121	19	includes	include	VERB
cana-1226	121	20	a	a	DET
cana-1226	121	21	brain	brain	NOUN
cana-1226	121	22	tumour	tumour	NOUN
cana-1226	121	23	,	,	PUNCT
cana-1226	121	24	roi	roi	NOUN
cana-1226	121	25	gathers	gather	VERB
cana-1226	121	26	fixed	fix	VERB
cana-1226	121	27	-	-	PUNCT
cana-1226	121	28	size	size	NOUN
cana-1226	121	29	feature	feature	NOUN
cana-1226	121	30	maps	map	NOUN
cana-1226	121	31	to	to	ADP
cana-1226	121	32	all	all	PRON
cana-1226	121	33	of	of	ADP
cana-1226	121	34	the	the	DET
cana-1226	121	35	anchors	anchor	NOUN
cana-1226	121	36	.	.	PUNCT
cana-1226	122	1	4	4	X
cana-1226	122	2	.	.	X
cana-1226	122	3	the	the	DET
cana-1226	122	4	gathered	gather	VERB
cana-1226	122	5	fixed	fix	VERB
cana-1226	122	6	size	size	NOUN
cana-1226	122	7	feature	feature	NOUN
cana-1226	122	8	mappings	mapping	NOUN
cana-1226	122	9	are	be	AUX
cana-1226	122	10	sent	send	VERB
cana-1226	122	11	to	to	ADP
cana-1226	122	12	a	a	DET
cana-1226	122	13	fully	fully	ADV
cana-1226	122	14	connected	connect	VERB
cana-1226	122	15	layer	layer	NOUN
cana-1226	122	16	that	that	PRON
cana-1226	122	17	has	have	VERB
cana-1226	122	18	a	a	DET
cana-1226	122	19	softmax	softmax	NOUN
cana-1226	122	20	and	and	CCONJ
cana-1226	122	21	a	a	DET
cana-1226	122	22	linear	linear	ADJ
cana-1226	122	23	regression	regression	NOUN
cana-1226	122	24	layer	layer	NOUN
cana-1226	122	25	.	.	PUNCT
cana-1226	123	1	with	with	ADP
cana-1226	123	2	the	the	DET
cana-1226	123	3	use	use	NOUN
cana-1226	123	4	of	of	ADP
cana-1226	123	5	the	the	DET
cana-1226	123	6	resnet	resnet	ADJ
cana-1226	123	7	50	50	NUM
cana-1226	123	8	classifier	classifier	NOUN
cana-1226	123	9	,	,	PUNCT
cana-1226	123	10	the	the	DET
cana-1226	123	11	brain	brain	NOUN
cana-1226	123	12	tumour	tumour	NOUN
cana-1226	123	13	is	be	AUX
cana-1226	123	14	ultimately	ultimately	ADV
cana-1226	123	15	classified	classify	VERB
cana-1226	123	16	as	as	ADP
cana-1226	123	17	(	(	PUNCT
cana-1226	123	18	glioma	glioma	NOUN
cana-1226	123	19	tumour	tumour	NOUN
cana-1226	123	20	,	,	PUNCT
cana-1226	123	21	meningioma	meningioma	ADJ
cana-1226	123	22	tumour	tumour	NOUN
cana-1226	123	23	,	,	PUNCT
cana-1226	123	24	pituitary	pituitary	ADJ
cana-1226	123	25	tumour	tumour	NOUN
cana-1226	123	26	,	,	PUNCT
cana-1226	123	27	and	and	CCONJ
cana-1226	123	28	no	no	DET
cana-1226	123	29	tumour	tumour	NOUN
cana-1226	123	30	)	)	PUNCT
cana-1226	123	31	,	,	PUNCT
cana-1226	123	32	and	and	CCONJ
cana-1226	123	33	boundingboxes	boundingboxe	VERB
cana-1226	123	34	to	to	PART
cana-1226	123	35	detect	detect	VERB
cana-1226	123	36	the	the	DET
cana-1226	123	37	location	location	NOUN
cana-1226	123	38	of	of	ADP
cana-1226	123	39	the	the	DET
cana-1226	123	40	brain	brain	NOUN
cana-1226	123	41	tumour	tumour	NOUN
cana-1226	123	42	in	in	ADP
cana-1226	123	43	an	an	DET
cana-1226	123	44	mri	mri	NOUN
cana-1226	123	45	are	be	AUX
cana-1226	123	46	predicted	predict	VERB
cana-1226	123	47	.	.	PUNCT
cana-1226	124	1	3.5	3.5	NUM
cana-1226	124	2	rpn	rpn	NOUN
cana-1226	124	3	training	training	NOUN
cana-1226	124	4	and	and	CCONJ
cana-1226	124	5	loss	loss	NOUN
cana-1226	124	6	functions	function	NOUN
cana-1226	124	7	an	an	DET
cana-1226	124	8	anchor	anchor	NOUN
cana-1226	124	9	is	be	AUX
cana-1226	124	10	considered	consider	VERB
cana-1226	124	11	a	a	DET
cana-1226	124	12	"	"	PUNCT
cana-1226	124	13	positive	positive	ADJ
cana-1226	124	14	(	(	PUNCT
cana-1226	124	15	tumour	tumour	NOUN
cana-1226	124	16	)	)	PUNCT
cana-1226	124	17	"	"	PUNCT
cana-1226	124	18	sample	sample	NOUN
cana-1226	124	19	if	if	SCONJ
cana-1226	124	20	it	it	PRON
cana-1226	124	21	satisfies	satisfy	VERB
cana-1226	124	22	one	one	NUM
cana-1226	124	23	of	of	ADP
cana-1226	124	24	the	the	DET
cana-1226	124	25	two	two	NUM
cana-1226	124	26	requirements	requirement	NOUN
cana-1226	124	27	listed	list	VERB
cana-1226	124	28	below	below	ADV
cana-1226	124	29	:	:	PUNCT
cana-1226	124	30	with	with	ADP
cana-1226	124	31	a	a	DET
cana-1226	124	32	ground	ground	NOUN
cana-1226	124	33	-	-	PUNCT
cana-1226	124	34	truth	truth	NOUN
cana-1226	124	35	box	box	NOUN
cana-1226	124	36	,	,	PUNCT
cana-1226	124	37	which	which	PRON
cana-1226	124	38	have	have	VERB
cana-1226	124	39	the	the	DET
cana-1226	124	40	highest	high	ADJ
cana-1226	124	41	“	"	PUNCT
cana-1226	124	42	intersection	intersection	NOUN
cana-1226	124	43	over	over	ADP
cana-1226	124	44	union	union	NOUN
cana-1226	124	45	(	(	PUNCT
cana-1226	124	46	iou	iou	NOUN
cana-1226	124	47	)	)	PUNCT
cana-1226	124	48	”	"	PUNCT
cana-1226	124	49	;	;	PUNCT
cana-1226	124	50	when	when	SCONJ
cana-1226	124	51	the	the	DET
cana-1226	124	52	iou	iou	NOUN
cana-1226	124	53	is	be	AUX
cana-1226	124	54	greater	great	ADJ
cana-1226	124	55	than	than	ADP
cana-1226	124	56	0.5	0.5	NUM
cana-1226	124	57	with	with	ADP
cana-1226	124	58	any	any	DET
cana-1226	124	59	ground	ground	NOUN
cana-1226	124	60	-	-	PUNCT
cana-1226	124	61	truth	truth	NOUN
cana-1226	124	62	-	-	PUNCT
cana-1226	124	63	box	box	NOUN
cana-1226	124	64	.	.	PUNCT
cana-1226	125	1	anchor	anchor	PROPN
cana-1226	125	2	is	be	AUX
cana-1226	125	3	labelled	label	VERB
cana-1226	125	4	as	as	ADP
cana-1226	125	5	"	"	PUNCT
cana-1226	125	6	negative	negative	ADJ
cana-1226	125	7	(	(	PUNCT
cana-1226	125	8	no	no	DET
cana-1226	125	9	tumour	tumour	NOUN
cana-1226	125	10	)	)	PUNCT
cana-1226	125	11	"	"	PUNCT
cana-1226	125	12	if	if	SCONJ
cana-1226	125	13	iou	iou	NOUN
cana-1226	125	14	on	on	ADP
cana-1226	125	15	other	other	ADJ
cana-1226	125	16	ground	ground	NOUN
cana-1226	125	17	-	-	PUNCT
cana-1226	125	18	truth	truth	NOUN
cana-1226	125	19	-	-	PUNCT
cana-1226	125	20	boxes	box	NOUN
cana-1226	125	21	is	be	AUX
cana-1226	125	22	substantially	substantially	ADV
cana-1226	125	23	lesser	less	ADJ
cana-1226	125	24	than	than	ADP
cana-1226	125	25	0.5	0.5	NUM
cana-1226	125	26	.	.	PUNCT
cana-1226	126	1	during	during	ADP
cana-1226	126	2	rpn	rpn	PROPN
cana-1226	126	3	training	training	NOUN
cana-1226	126	4	,	,	PUNCT
cana-1226	126	5	all	all	DET
cana-1226	126	6	anchors	anchor	NOUN
cana-1226	126	7	are	be	AUX
cana-1226	126	8	disregarded	disregard	VERB
cana-1226	126	9	(	(	PUNCT
cana-1226	126	10	either	either	CCONJ
cana-1226	126	11	negative	negative	ADJ
cana-1226	126	12	or	or	CCONJ
cana-1226	126	13	positive	positive	ADJ
cana-1226	126	14	)	)	PUNCT
cana-1226	126	15	.	.	PUNCT
cana-1226	127	1	a	a	DET
cana-1226	127	2	single	single	ADJ
cana-1226	127	3	mri	mri	NOUN
cana-1226	127	4	serves	serve	VERB
cana-1226	127	5	as	as	ADP
cana-1226	127	6	the	the	DET
cana-1226	127	7	basis	basis	NOUN
cana-1226	127	8	for	for	ADP
cana-1226	127	9	each	each	DET
cana-1226	127	10	rpn	rpn	PROPN
cana-1226	127	11	mini	mini	NOUN
cana-1226	127	12	-	-	NOUN
cana-1226	127	13	batch	batch	NOUN
cana-1226	127	14	.	.	PUNCT
cana-1226	128	1	a	a	DET
cana-1226	128	2	batch	batch	NOUN
cana-1226	128	3	should	should	AUX
cana-1226	128	4	be	be	AUX
cana-1226	128	5	created	create	VERB
cana-1226	128	6	with	with	ADP
cana-1226	128	7	128	128	NUM
cana-1226	128	8	negatives	negative	NOUN
cana-1226	128	9	and	and	CCONJ
cana-1226	128	10	128	128	NUM
cana-1226	128	11	positive	positive	ADJ
cana-1226	128	12	samples	sample	NOUN
cana-1226	128	13	to	to	PART
cana-1226	128	14	prevent	prevent	VERB
cana-1226	128	15	bias	bias	NOUN
cana-1226	128	16	learning	learning	NOUN
cana-1226	128	17	.	.	PUNCT
cana-1226	129	1	the	the	DET
cana-1226	129	2	loss	loss	NOUN
cana-1226	129	3	of	of	ADP
cana-1226	129	4	rpn	rpn	PROPN
cana-1226	129	5	training	training	NOUN
cana-1226	129	6	is	be	AUX
cana-1226	129	7	calculated	calculate	VERB
cana-1226	129	8	by	by	ADP
cana-1226	129	9	:	:	PUNCT
cana-1226	129	10	loss	loss	NOUN
cana-1226	129	11	(	(	PUNCT
cana-1226	129	12	{	{	PUNCT
cana-1226	129	13	pᵢ	pᵢ	NOUN
cana-1226	129	14	}	}	PUNCT
cana-1226	129	15	,	,	PUNCT
cana-1226	129	16	{	{	PUNCT
cana-1226	129	17	tᵢ	tᵢ	ADP
cana-1226	129	18	}	}	PUNCT
cana-1226	129	19	)	)	PUNCT
cana-1226	129	20	=	=	SYM
cana-1226	129	21	1	1	NUM
cana-1226	129	22	/	/	SYM
cana-1226	129	23	ncls	ncls	NOUN
cana-1226	129	24	∑i	∑i	NOUN
cana-1226	129	25	losscls	losscls	NOUN
cana-1226	129	26	(	(	PUNCT
cana-1226	129	27	pᵢ	pᵢ	NOUN
cana-1226	129	28	,	,	PUNCT
cana-1226	129	29	pᵢ*)+	pᵢ*)+	PROPN
cana-1226	129	30	λ*(1	λ*(1	PROPN
cana-1226	129	31	/	/	SYM
cana-1226	129	32	nreg	nreg	NOUN
cana-1226	129	33	)	)	PUNCT
cana-1226	129	34	∑i	∑i	PROPN
cana-1226	129	35	pᵢ*lossreg(tᵢ	pᵢ*lossreg(tᵢ	PROPN
cana-1226	129	36	,	,	PUNCT
cana-1226	129	37	tᵢ	tᵢ	ADP
cana-1226	129	38	*	*	PUNCT
cana-1226	129	39	)	)	PUNCT
cana-1226	129	40	(	(	PUNCT
cana-1226	129	41	1	1	X
cana-1226	129	42	)	)	PUNCT
cana-1226	129	43	here	here	ADV
cana-1226	129	44	,	,	PUNCT
cana-1226	129	45	lossreg(tᵢ	lossreg(tᵢ	NOUN
cana-1226	129	46	,	,	PUNCT
cana-1226	129	47	tᵢ	tᵢ	ADP
cana-1226	129	48	*	*	PUNCT
cana-1226	129	49	)	)	PUNCT
cana-1226	129	50	–	–	PUNCT
cana-1226	129	51	regression	regression	NOUN
cana-1226	129	52	loss	loss	NOUN
cana-1226	129	53	losscls	losscls	NOUN
cana-1226	129	54	(	(	PUNCT
cana-1226	129	55	pᵢ	pᵢ	NOUN
cana-1226	129	56	,	,	PUNCT
cana-1226	129	57	pᵢ	pᵢ	NOUN
cana-1226	129	58	*	*	NOUN
cana-1226	129	59	)	)	PUNCT
cana-1226	129	60	classification	classification	NOUN
cana-1226	129	61	loss	loss	NOUN
cana-1226	129	62	i	i	PRON
cana-1226	129	63	anchor	anchor	VERB
cana-1226	129	64	index	index	NOUN
cana-1226	129	65	in	in	ADP
cana-1226	129	66	the	the	DET
cana-1226	129	67	mini	mini	NOUN
cana-1226	129	68	-	-	NOUN
cana-1226	129	69	batch	batch	NOUN
cana-1226	129	70	pᵢ	pᵢ	PRON
cana-1226	129	71	output	output	NOUN
cana-1226	129	72	score	score	NOUN
cana-1226	129	73	for	for	ADP
cana-1226	129	74	anchor	anchor	NOUN
cana-1226	129	75	i	i	PRON
cana-1226	129	76	from	from	ADP
cana-1226	129	77	the	the	DET
cana-1226	129	78	classification	classification	NOUN
cana-1226	129	79	branch	branch	NOUN
cana-1226	129	80	pᵢ	pᵢ	PROPN
cana-1226	129	81	*	*	NOUN
cana-1226	129	82	ground	ground	NOUN
cana-1226	129	83	truth	truth	NOUN
cana-1226	129	84	label	label	NOUN
cana-1226	129	85	(	(	PUNCT
cana-1226	129	86	0	0	NUM
cana-1226	129	87	or	or	CCONJ
cana-1226	129	88	1	1	NUM
cana-1226	129	89	)	)	PUNCT
cana-1226	129	90	communications	communication	NOUN
cana-1226	129	91	on	on	ADP
cana-1226	129	92	applied	apply	VERB
cana-1226	129	93	nonlinear	nonlinear	ADJ
cana-1226	129	94	analysis	analysis	NOUN
cana-1226	129	95	issn	issn	NOUN
cana-1226	129	96	:	:	PUNCT
cana-1226	129	97	1074	1074	NUM
cana-1226	129	98	-	-	PUNCT
cana-1226	129	99	133x	133x	NUM
cana-1226	129	100	vol	vol	NOUN
cana-1226	129	101	31	31	NUM
cana-1226	129	102	no	no	NOUN
cana-1226	129	103	.	.	PUNCT
cana-1226	130	1	6s	6s	NUM
cana-1226	130	2	(	(	PUNCT
cana-1226	130	3	2024	2024	NUM
cana-1226	130	4	)	)	PUNCT
cana-1226	130	5	337	337	NUM
cana-1226	130	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1226	130	7	4	4	NUM
cana-1226	130	8	experiments	experiment	NOUN
cana-1226	130	9	and	and	CCONJ
cana-1226	130	10	results	result	NOUN
cana-1226	130	11	using	use	VERB
cana-1226	130	12	labelimg	labelimg	NOUN
cana-1226	130	13	,	,	PUNCT
cana-1226	130	14	manually	manually	ADV
cana-1226	130	15	annotated	annotate	VERB
cana-1226	130	16	all	all	DET
cana-1226	130	17	mri	mri	NOUN
cana-1226	130	18	in	in	ADP
cana-1226	130	19	the	the	DET
cana-1226	130	20	brain	brain	NOUN
cana-1226	130	21	tumour	tumour	NOUN
cana-1226	130	22	dataset	dataset	NOUN
cana-1226	130	23	,	,	PUNCT
cana-1226	130	24	the	the	DET
cana-1226	130	25	total	total	ADJ
cana-1226	130	26	number	number	NOUN
cana-1226	130	27	of	of	ADP
cana-1226	130	28	labels	label	NOUN
cana-1226	130	29	for	for	ADP
cana-1226	130	30	class	class	NOUN
cana-1226	130	31	considered	consider	VERB
cana-1226	130	32	for	for	ADP
cana-1226	130	33	the	the	DET
cana-1226	130	34	proposed	propose	VERB
cana-1226	130	35	system	system	NOUN
cana-1226	130	36	for	for	ADP
cana-1226	130	37	training	training	NOUN
cana-1226	130	38	and	and	CCONJ
cana-1226	130	39	testing	testing	NOUN
cana-1226	130	40	is	be	AUX
cana-1226	130	41	shown	show	VERB
cana-1226	130	42	in	in	ADP
cana-1226	130	43	table	table	NOUN
cana-1226	130	44	3	3	NUM
cana-1226	130	45	.	.	PUNCT
cana-1226	130	46	table	table	NOUN
cana-1226	130	47	3	3	NUM
cana-1226	130	48	.	.	PUNCT
cana-1226	130	49	total	total	ADJ
cana-1226	130	50	number	number	NOUN
cana-1226	130	51	of	of	ADP
cana-1226	130	52	labels	label	NOUN
cana-1226	130	53	considered	consider	VERB
cana-1226	130	54	for	for	ADP
cana-1226	130	55	training	training	NOUN
cana-1226	130	56	and	and	CCONJ
cana-1226	130	57	testing	testing	NOUN
cana-1226	130	58	for	for	ADP
cana-1226	130	59	each	each	DET
cana-1226	130	60	class	class	NOUN
cana-1226	130	61	class	class	NOUN
cana-1226	130	62	no	no	INTJ
cana-1226	130	63	.	.	PUNCT
cana-1226	130	64	of	of	ADP
cana-1226	130	65	labels	label	NOUN
cana-1226	130	66	for	for	ADP
cana-1226	130	67	training	training	NOUN
cana-1226	130	68	no	no	NOUN
cana-1226	130	69	.	.	PUNCT
cana-1226	130	70	of	of	ADP
cana-1226	130	71	labels	label	NOUN
cana-1226	130	72	for	for	ADP
cana-1226	130	73	testing	test	VERB
cana-1226	130	74	glioma	glioma	NOUN
cana-1226	130	75	tumour	tumour	NOUN
cana-1226	130	76	826	826	NUM
cana-1226	130	77	100	100	NUM
cana-1226	130	78	meningioma	meningioma	NOUN
cana-1226	130	79	tumour	tumour	NOUN
cana-1226	130	80	822	822	NUM
cana-1226	130	81	115	115	NUM
cana-1226	130	82	pituitary	pituitary	ADJ
cana-1226	130	83	tumour	tumour	NOUN
cana-1226	130	84	827	827	NUM
cana-1226	130	85	74	74	NUM
cana-1226	130	86	no	no	DET
cana-1226	130	87	tumour	tumour	NOUN
cana-1226	131	1	395	395	NUM
cana-1226	131	2	105	105	NUM
cana-1226	131	3	total	total	ADJ
cana-1226	131	4	2870	2870	NUM
cana-1226	131	5	394	394	NUM
cana-1226	131	6	the	the	DET
cana-1226	131	7	suggested	suggest	VERB
cana-1226	131	8	approach	approach	NOUN
cana-1226	131	9	employs	employ	VERB
cana-1226	131	10	resnet-50	resnet-50	PROPN
cana-1226	131	11	and	and	CCONJ
cana-1226	131	12	faster	fast	ADJ
cana-1226	131	13	r	r	NOUN
cana-1226	131	14	-	-	PUNCT
cana-1226	131	15	cnn	cnn	NOUN
cana-1226	131	16	to	to	PART
cana-1226	131	17	identify	identify	VERB
cana-1226	131	18	three	three	NUM
cana-1226	131	19	types	type	NOUN
cana-1226	131	20	of	of	ADP
cana-1226	131	21	common	common	ADJ
cana-1226	131	22	brain	brain	NOUN
cana-1226	131	23	tumours	tumour	NOUN
cana-1226	131	24	.	.	PUNCT
cana-1226	132	1	first	first	ADV
cana-1226	132	2	,	,	PUNCT
cana-1226	132	3	iou	iou	PROPN
cana-1226	132	4	and	and	CCONJ
cana-1226	132	5	ap	ap	PROPN
cana-1226	132	6	(	(	PUNCT
cana-1226	132	7	average	average	ADJ
cana-1226	132	8	precision	precision	NOUN
cana-1226	132	9	)	)	PUNCT
cana-1226	132	10	analyze	analyze	VERB
cana-1226	132	11	the	the	DET
cana-1226	132	12	proposed	propose	VERB
cana-1226	132	13	system	system	NOUN
cana-1226	132	14	's	's	PART
cana-1226	132	15	performance	performance	NOUN
cana-1226	132	16	.	.	PUNCT
cana-1226	133	1	iou(b	iou(b	VERB
cana-1226	133	2	,	,	PUNCT
cana-1226	133	3	s	s	X
cana-1226	133	4	)	)	PUNCT
cana-1226	133	5	=	=	SYM
cana-1226	133	6	│	│	X
cana-1226	133	7	(	(	PUNCT
cana-1226	133	8	b∩s)/(bus	b∩s)/(bus	NOUN
cana-1226	133	9	)	)	PUNCT
cana-1226	133	10	│	│	X
cana-1226	133	11	(	(	PUNCT
cana-1226	133	12	3	3	X
cana-1226	133	13	)	)	PUNCT
cana-1226	133	14	here	here	ADV
cana-1226	133	15	,	,	PUNCT
cana-1226	133	16	b	b	X
cana-1226	133	17	–	–	PUNCT
cana-1226	133	18	annotated	annotate	VERB
cana-1226	133	19	coordinates	coordinate	NOUN
cana-1226	133	20	of	of	ADP
cana-1226	133	21	ground	ground	NOUN
cana-1226	133	22	-	-	PUNCT
cana-1226	133	23	truth	truth	NOUN
cana-1226	133	24	-	-	PUNCT
cana-1226	133	25	box	box	NOUN
cana-1226	133	26	s	s	PART
cana-1226	133	27	–	–	PUNCT
cana-1226	133	28	predicted	predict	VERB
cana-1226	133	29	result	result	NOUN
cana-1226	133	30	by	by	ADP
cana-1226	133	31	system	system	NOUN
cana-1226	133	32	when	when	SCONJ
cana-1226	133	33	calculated	calculate	VERB
cana-1226	133	34	iou	iou	NOUN
cana-1226	133	35	exceeds	exceed	VERB
cana-1226	133	36	the	the	DET
cana-1226	133	37	threshold	threshold	NOUN
cana-1226	133	38	value	value	NOUN
cana-1226	133	39	of	of	ADP
cana-1226	133	40	0.5	0.5	NUM
cana-1226	133	41	,	,	PUNCT
cana-1226	133	42	projected	project	VERB
cana-1226	133	43	result	result	NOUN
cana-1226	133	44	was	be	AUX
cana-1226	133	45	classified	classify	VERB
cana-1226	133	46	as	as	ADP
cana-1226	133	47	either	either	CCONJ
cana-1226	133	48	the	the	DET
cana-1226	133	49	“	"	PUNCT
cana-1226	133	50	true	true	ADJ
cana-1226	133	51	positive	positive	ADJ
cana-1226	133	52	(	(	PUNCT
cana-1226	133	53	tp	tp	NOUN
cana-1226	133	54	)	)	PUNCT
cana-1226	133	55	or	or	CCONJ
cana-1226	133	56	the	the	DET
cana-1226	133	57	false	false	ADJ
cana-1226	133	58	positive	positive	ADJ
cana-1226	133	59	(	(	PUNCT
cana-1226	133	60	fp	fp	NOUN
cana-1226	133	61	)	)	PUNCT
cana-1226	133	62	”	"	PUNCT
cana-1226	133	63	.	.	PUNCT
cana-1226	134	1	when	when	SCONJ
cana-1226	134	2	there	there	PRON
cana-1226	134	3	are	be	VERB
cana-1226	134	4	few	few	ADJ
cana-1226	134	5	fps	fps	NOUN
cana-1226	134	6	from	from	ADP
cana-1226	134	7	mri	mri	PROPN
cana-1226	134	8	’s	’s	PART
cana-1226	134	9	including	include	VERB
cana-1226	134	10	tumour	tumour	NOUN
cana-1226	134	11	locations	location	NOUN
cana-1226	134	12	,	,	PUNCT
cana-1226	134	13	the	the	DET
cana-1226	134	14	suggested	suggest	VERB
cana-1226	134	15	approach	approach	NOUN
cana-1226	134	16	is	be	AUX
cana-1226	134	17	deemed	deem	VERB
cana-1226	134	18	effective	effective	ADJ
cana-1226	134	19	.	.	PUNCT
cana-1226	135	1	mean	mean	ADJ
cana-1226	135	2	average	average	ADJ
cana-1226	135	3	precision	precision	NOUN
cana-1226	135	4	(	(	PUNCT
cana-1226	135	5	map	map	NOUN
cana-1226	135	6	)	)	PUNCT
cana-1226	135	7	is	be	AUX
cana-1226	135	8	ap	ap	PROPN
cana-1226	135	9	determined	determined	ADJ
cana-1226	135	10	for	for	ADP
cana-1226	135	11	glioma	glioma	ADJ
cana-1226	135	12	tumour	tumour	NOUN
cana-1226	135	13	,	,	PUNCT
cana-1226	135	14	meningioma	meningioma	ADJ
cana-1226	135	15	tumour	tumour	NOUN
cana-1226	135	16	,	,	PUNCT
cana-1226	135	17	pituitary	pituitary	ADJ
cana-1226	135	18	tumour	tumour	NOUN
cana-1226	135	19	,	,	PUNCT
cana-1226	135	20	and	and	CCONJ
cana-1226	135	21	no	no	DET
cana-1226	135	22	tumour	tumour	NOUN
cana-1226	135	23	.	.	PUNCT
cana-1226	136	1	ap	ap	PROPN
cana-1226	136	2	is	be	AUX
cana-1226	136	3	generated	generate	VERB
cana-1226	136	4	by	by	ADP
cana-1226	136	5	calculating	calculate	VERB
cana-1226	136	6	precision	precision	NOUN
cana-1226	136	7	average	average	NOUN
cana-1226	136	8	across	across	ADP
cana-1226	136	9	the	the	DET
cana-1226	136	10	range	range	NOUN
cana-1226	136	11	of	of	ADP
cana-1226	136	12	[	[	X
cana-1226	136	13	0	0	NUM
cana-1226	136	14	,	,	PUNCT
cana-1226	136	15	0.1	0.1	NUM
cana-1226	136	16	,	,	PUNCT
cana-1226	136	17	...	...	PUNCT
cana-1226	136	18	,	,	PUNCT
cana-1226	136	19	1	1	X
cana-1226	136	20	]	]	PUNCT
cana-1226	136	21	recall	recall	NOUN
cana-1226	136	22	levels	level	NOUN
cana-1226	136	23	.	.	PUNCT
cana-1226	137	1	ap	ap	PROPN
cana-1226	138	1	=	=	PROPN
cana-1226	138	2	1/11∑r	1/11∑r	PROPN
cana-1226	138	3	pinter	pinter	NOUN
cana-1226	138	4	(	(	PUNCT
cana-1226	138	5	r	r	NOUN
cana-1226	138	6	)	)	PUNCT
cana-1226	138	7	(	(	PUNCT
cana-1226	138	8	4	4	X
cana-1226	138	9	)	)	PUNCT
cana-1226	138	10	pinterp(r	pinterp(r	NOUN
cana-1226	138	11	)	)	PUNCT
cana-1226	138	12	=	=	SYM
cana-1226	138	13	maxp(ř	maxp(ř	PROPN
cana-1226	138	14	)	)	PUNCT
cana-1226	138	15	(	(	PUNCT
cana-1226	138	16	5	5	NUM
cana-1226	138	17	)	)	PUNCT
cana-1226	138	18	ř	ř	NOUN
cana-1226	138	19	:	:	PUNCT
cana-1226	138	20	ř≥r	ř≥r	VERB
cana-1226	138	21	here	here	ADV
cana-1226	138	22	,	,	PUNCT
cana-1226	138	23	p(ř	p(ř	PROPN
cana-1226	138	24	)	)	PUNCT
cana-1226	138	25	is	be	AUX
cana-1226	138	26	accuracy	accuracy	NOUN
cana-1226	138	27	measure	measure	NOUN
cana-1226	138	28	at	at	ADP
cana-1226	138	29	recall	recall	NOUN
cana-1226	138	30	for	for	ADP
cana-1226	138	31	each	each	DET
cana-1226	138	32	brain	brain	NOUN
cana-1226	138	33	tumour	tumour	NOUN
cana-1226	138	34	.	.	PUNCT
cana-1226	139	1	suggested	suggest	VERB
cana-1226	139	2	detection	detection	NOUN
cana-1226	139	3	mechanism	mechanism	NOUN
cana-1226	139	4	and	and	CCONJ
cana-1226	139	5	map	map	NOUN
cana-1226	139	6	calculated	calculate	VERB
cana-1226	139	7	to	to	ADP
cana-1226	139	8	iou	iou	PROPN
cana-1226	139	9	=	=	SYM
cana-1226	139	10	0.5	0.5	NUM
cana-1226	139	11	obtained	obtain	VERB
cana-1226	139	12	more	more	ADJ
cana-1226	139	13	than	than	ADP
cana-1226	139	14	94	94	NUM
cana-1226	139	15	%	%	NOUN
cana-1226	139	16	.	.	PUNCT
cana-1226	140	1	table	table	NOUN
cana-1226	140	2	4	4	NUM
cana-1226	140	3	displays	display	VERB
cana-1226	140	4	the	the	DET
cana-1226	140	5	faster	fast	ADJ
cana-1226	140	6	rcnn	rcnn	NOUN
cana-1226	140	7	with	with	ADP
cana-1226	140	8	resnet50	resnet50	NOUN
cana-1226	140	9	findings	finding	NOUN
cana-1226	140	10	for	for	ADP
cana-1226	140	11	pituitary	pituitary	ADJ
cana-1226	140	12	,	,	PUNCT
cana-1226	140	13	meningioma	meningioma	NOUN
cana-1226	140	14	and	and	CCONJ
cana-1226	140	15	giloma	giloma	ADJ
cana-1226	140	16	tumours	tumour	NOUN
cana-1226	140	17	.	.	PUNCT
cana-1226	141	1	performance	performance	NOUN
cana-1226	141	2	of	of	ADP
cana-1226	141	3	suggested	suggest	VERB
cana-1226	141	4	system	system	NOUN
cana-1226	141	5	,	,	PUNCT
cana-1226	141	6	map	map	NOUN
cana-1226	141	7	,	,	PUNCT
cana-1226	141	8	exceeded	exceed	VERB
cana-1226	141	9	94	94	NUM
cana-1226	141	10	%	%	NOUN
cana-1226	141	11	.	.	PUNCT
cana-1226	142	1	the	the	DET
cana-1226	142	2	performance	performance	NOUN
cana-1226	142	3	can	can	AUX
cana-1226	142	4	be	be	AUX
cana-1226	142	5	improved	improve	VERB
cana-1226	142	6	by	by	ADP
cana-1226	142	7	training	train	VERB
cana-1226	142	8	proposed	propose	VERB
cana-1226	142	9	system	system	NOUN
cana-1226	142	10	with	with	ADP
cana-1226	142	11	more	more	ADJ
cana-1226	142	12	samples	sample	NOUN
cana-1226	142	13	.	.	PUNCT
cana-1226	143	1	figure	figure	NOUN
cana-1226	143	2	2	2	NUM
cana-1226	143	3	displays	display	NOUN
cana-1226	143	4	resultant	resultant	VERB
cana-1226	143	5	loss	loss	NOUN
cana-1226	143	6	curve	curve	NOUN
cana-1226	143	7	for	for	ADP
cana-1226	143	8	the	the	DET
cana-1226	143	9	fifty	fifty	NUM
cana-1226	143	10	four	four	NUM
cana-1226	143	11	thousand	thousand	NUM
cana-1226	143	12	epochs	epoch	NOUN
cana-1226	143	13	and	and	CCONJ
cana-1226	143	14	demonstrates	demonstrate	VERB
cana-1226	143	15	that	that	SCONJ
cana-1226	143	16	the	the	DET
cana-1226	143	17	proposed	propose	VERB
cana-1226	143	18	is	be	AUX
cana-1226	143	19	capable	capable	ADJ
cana-1226	143	20	of	of	ADP
cana-1226	143	21	learning	learn	VERB
cana-1226	143	22	brain	brain	NOUN
cana-1226	143	23	tumour	tumour	NOUN
cana-1226	143	24	data	datum	NOUN
cana-1226	143	25	by	by	ADP
cana-1226	143	26	achieving	achieve	VERB
cana-1226	143	27	a	a	DET
cana-1226	143	28	smaller	small	ADJ
cana-1226	143	29	error	error	NOUN
cana-1226	143	30	-	-	PUNCT
cana-1226	143	31	rate	rate	NOUN
cana-1226	143	32	less	less	ADJ
cana-1226	143	33	than	than	ADP
cana-1226	143	34	0.1	0.1	NUM
cana-1226	143	35	at	at	ADP
cana-1226	143	36	fifty	fifty	NUM
cana-1226	143	37	two	two	NUM
cana-1226	143	38	thousand	thousand	NUM
cana-1226	143	39	epoch	epoch	NOUN
cana-1226	143	40	.	.	PUNCT
cana-1226	144	1	tensorboard	tensorboard	NOUN
cana-1226	144	2	is	be	AUX
cana-1226	144	3	a	a	DET
cana-1226	144	4	tensorflow	tensorflow	NOUN
cana-1226	144	5	visualization	visualization	NOUN
cana-1226	144	6	toolkit	toolkit	NOUN
cana-1226	144	7	that	that	PRON
cana-1226	144	8	provides	provide	VERB
cana-1226	144	9	visualization	visualization	NOUN
cana-1226	144	10	and	and	CCONJ
cana-1226	144	11	tracking	tracking	NOUN
cana-1226	144	12	of	of	ADP
cana-1226	144	13	total	total	ADJ
cana-1226	144	14	loss	loss	NOUN
cana-1226	144	15	.	.	PUNCT
cana-1226	145	1	table	table	NOUN
cana-1226	145	2	5	5	NUM
cana-1226	145	3	displays	display	VERB
cana-1226	145	4	the	the	DET
cana-1226	145	5	qualitative	qualitative	ADJ
cana-1226	145	6	outcomes	outcome	NOUN
cana-1226	145	7	obtained	obtain	VERB
cana-1226	145	8	by	by	ADP
cana-1226	145	9	the	the	DET
cana-1226	145	10	suggested	suggest	VERB
cana-1226	145	11	approach	approach	NOUN
cana-1226	145	12	to	to	PART
cana-1226	145	13	identify	identify	VERB
cana-1226	145	14	three	three	NUM
cana-1226	145	15	common	common	ADJ
cana-1226	145	16	brain	brain	NOUN
cana-1226	145	17	tumours	tumour	NOUN
cana-1226	145	18	.	.	PUNCT
cana-1226	146	1	communications	communication	NOUN
cana-1226	146	2	on	on	ADP
cana-1226	146	3	applied	apply	VERB
cana-1226	146	4	nonlinear	nonlinear	ADJ
cana-1226	146	5	analysis	analysis	NOUN
cana-1226	146	6	issn	issn	NOUN
cana-1226	146	7	:	:	PUNCT
cana-1226	146	8	1074	1074	NUM
cana-1226	146	9	-	-	PUNCT
cana-1226	146	10	133x	133x	NUM
cana-1226	146	11	vol	vol	NOUN
cana-1226	146	12	31	31	NUM
cana-1226	146	13	no	no	NOUN
cana-1226	146	14	.	.	PUNCT
cana-1226	147	1	6s	6s	NUM
cana-1226	147	2	(	(	PUNCT
cana-1226	147	3	2024	2024	NUM
cana-1226	147	4	)	)	PUNCT
cana-1226	147	5	338	338	NUM
cana-1226	147	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1226	147	7	table	table	NOUN
cana-1226	147	8	5	5	NUM
cana-1226	147	9	.	.	PUNCT
cana-1226	147	10	qualitative	qualitative	ADJ
cana-1226	147	11	results	result	NOUN
cana-1226	147	12	predicted	predict	VERB
cana-1226	147	13	by	by	ADP
cana-1226	147	14	the	the	DET
cana-1226	147	15	proposed	propose	VERB
cana-1226	147	16	system	system	NOUN
cana-1226	147	17	result	result	NOUN
cana-1226	147	18	predicted	predict	VERB
cana-1226	147	19	the	the	DET
cana-1226	147	20	system	system	NOUN
cana-1226	147	21	whether	whether	SCONJ
cana-1226	147	22	prediction	prediction	NOUN
cana-1226	147	23	is	be	AUX
cana-1226	147	24	correct	correct	ADJ
cana-1226	147	25	or	or	CCONJ
cana-1226	147	26	not	not	PART
cana-1226	147	27	correct	correct	VERB
cana-1226	147	28	prediction	prediction	NOUN
cana-1226	147	29	correct	correct	ADJ
cana-1226	147	30	prediction	prediction	NOUN
cana-1226	147	31	correct	correct	ADJ
cana-1226	147	32	prediction	prediction	NOUN
cana-1226	147	33	correct	correct	ADJ
cana-1226	147	34	prediction	prediction	NOUN
cana-1226	147	35	figure	figure	NOUN
cana-1226	147	36	2	2	NUM
cana-1226	147	37	:	:	PUNCT
cana-1226	147	38	total	total	ADJ
cana-1226	147	39	loss	loss	NOUN
cana-1226	147	40	curve	curve	NOUN
cana-1226	147	41	of	of	ADP
cana-1226	147	42	the	the	DET
cana-1226	147	43	proposed	propose	VERB
cana-1226	147	44	system	system	NOUN
cana-1226	147	45	table	table	NOUN
cana-1226	147	46	4	4	NUM
cana-1226	147	47	.	.	PUNCT
cana-1226	147	48	proposed	propose	VERB
cana-1226	147	49	system	system	NOUN
cana-1226	147	50	results	result	NOUN
cana-1226	147	51	achieved	achieve	VERB
cana-1226	147	52	for	for	ADP
cana-1226	147	53	brain	brain	NOUN
cana-1226	147	54	tumour	tumour	NOUN
cana-1226	147	55	detection	detection	NOUN
cana-1226	147	56	class	class	NOUN
cana-1226	147	57	resnet50	resnet50	NOUN
cana-1226	147	58	glioma	glioma	NOUN
cana-1226	147	59	tumour	tumour	NOUN
cana-1226	147	60	96.22	96.22	NUM
cana-1226	147	61	%	%	NOUN
cana-1226	147	62	meningioma	meningioma	NOUN
cana-1226	147	63	tumour	tumour	NOUN
cana-1226	147	64	93.50	93.50	NUM
cana-1226	147	65	%	%	NOUN
cana-1226	147	66	pituitary	pituitary	ADJ
cana-1226	147	67	tumour	tumour	NOUN
cana-1226	147	68	92.09	92.09	NUM
cana-1226	147	69	%	%	NOUN
cana-1226	147	70	x	x	NOUN
cana-1226	147	71	axis	axis	ADJ
cana-1226	147	72	number	number	NOUN
cana-1226	147	73	of	of	ADP
cana-1226	147	74	epoch	epoch	PROPN
cana-1226	147	75	’s	’s	PART
cana-1226	147	76	y	y	PROPN
cana-1226	147	77	axis	axis	NOUN
cana-1226	147	78	loss	loss	NOUN
cana-1226	147	79	communications	communication	NOUN
cana-1226	147	80	on	on	ADP
cana-1226	147	81	applied	apply	VERB
cana-1226	147	82	nonlinear	nonlinear	ADJ
cana-1226	147	83	analysis	analysis	NOUN
cana-1226	147	84	issn	issn	NOUN
cana-1226	147	85	:	:	PUNCT
cana-1226	147	86	1074	1074	NUM
cana-1226	147	87	-	-	PUNCT
cana-1226	147	88	133x	133x	NUM
cana-1226	147	89	vol	vol	NOUN
cana-1226	147	90	31	31	NUM
cana-1226	147	91	no	no	NOUN
cana-1226	147	92	.	.	PUNCT
cana-1226	148	1	6s	6s	NUM
cana-1226	148	2	(	(	PUNCT
cana-1226	148	3	2024	2024	NUM
cana-1226	148	4	)	)	PUNCT
cana-1226	148	5	339	339	NUM
cana-1226	148	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1226	149	1	no	no	DET
cana-1226	149	2	tumour	tumour	NOUN
cana-1226	149	3	94.48	94.48	NUM
cana-1226	149	4	%	%	NOUN
cana-1226	149	5	total	total	NOUN
cana-1226	149	6	mean	mean	NOUN
cana-1226	149	7	ap	ap	PROPN
cana-1226	149	8	94.07	94.07	NUM
cana-1226	149	9	%	%	NOUN
cana-1226	149	10	5	5	NUM
cana-1226	149	11	.	.	PUNCT
cana-1226	149	12	conclusion	conclusion	NOUN
cana-1226	149	13	over	over	ADP
cana-1226	149	14	28,000	28,000	NUM
cana-1226	149	15	cases	case	NOUN
cana-1226	149	16	of	of	ADP
cana-1226	149	17	brain	brain	NOUN
cana-1226	149	18	tumours	tumour	NOUN
cana-1226	149	19	have	have	AUX
cana-1226	149	20	been	be	AUX
cana-1226	149	21	found	find	VERB
cana-1226	149	22	,	,	PUNCT
cana-1226	149	23	and	and	CCONJ
cana-1226	149	24	more	more	ADJ
cana-1226	149	25	than	than	ADP
cana-1226	149	26	24,000	24,000	NUM
cana-1226	149	27	people	people	NOUN
cana-1226	149	28	in	in	ADP
cana-1226	149	29	india	india	PROPN
cana-1226	149	30	lose	lose	VERB
cana-1226	149	31	their	their	PRON
cana-1226	149	32	lives	life	NOUN
cana-1226	149	33	to	to	ADP
cana-1226	149	34	brain	brain	NOUN
cana-1226	149	35	tumours	tumour	NOUN
cana-1226	149	36	each	each	DET
cana-1226	149	37	year	year	NOUN
cana-1226	149	38	,	,	PUNCT
cana-1226	149	39	according	accord	VERB
cana-1226	149	40	to	to	ADP
cana-1226	149	41	the	the	DET
cana-1226	149	42	iarc	iarc	NOUN
cana-1226	149	43	.	.	PUNCT
cana-1226	150	1	the	the	DET
cana-1226	150	2	increased	increase	VERB
cana-1226	150	3	use	use	NOUN
cana-1226	150	4	of	of	ADP
cana-1226	150	5	electronic	electronic	ADJ
cana-1226	150	6	gadgets	gadget	NOUN
cana-1226	150	7	like	like	ADP
cana-1226	150	8	tablets	tablet	NOUN
cana-1226	150	9	,	,	PUNCT
cana-1226	150	10	smartphones	smartphone	NOUN
cana-1226	150	11	,	,	PUNCT
cana-1226	150	12	and	and	CCONJ
cana-1226	150	13	other	other	ADJ
cana-1226	150	14	devices	device	NOUN
cana-1226	150	15	has	have	AUX
cana-1226	150	16	increased	increase	VERB
cana-1226	150	17	the	the	DET
cana-1226	150	18	prevalence	prevalence	NOUN
cana-1226	150	19	of	of	ADP
cana-1226	150	20	this	this	DET
cana-1226	150	21	illness	illness	NOUN
cana-1226	150	22	among	among	ADP
cana-1226	150	23	kids	kid	NOUN
cana-1226	150	24	as	as	ADV
cana-1226	150	25	well	well	ADV
cana-1226	150	26	.	.	PUNCT
cana-1226	151	1	however	however	ADV
cana-1226	151	2	,	,	PUNCT
cana-1226	151	3	if	if	SCONJ
cana-1226	151	4	a	a	DET
cana-1226	151	5	tumour	tumour	NOUN
cana-1226	151	6	is	be	AUX
cana-1226	151	7	found	find	VERB
cana-1226	151	8	and	and	CCONJ
cana-1226	151	9	diagnosed	diagnose	VERB
cana-1226	151	10	early	early	ADV
cana-1226	151	11	in	in	ADP
cana-1226	151	12	the	the	DET
cana-1226	151	13	stage	stage	NOUN
cana-1226	151	14	of	of	ADP
cana-1226	151	15	tumour	tumour	NOUN
cana-1226	151	16	growth	growth	NOUN
cana-1226	151	17	,	,	PUNCT
cana-1226	151	18	there	there	PRON
cana-1226	151	19	is	be	VERB
cana-1226	151	20	a	a	DET
cana-1226	151	21	good	good	ADJ
cana-1226	151	22	chance	chance	NOUN
cana-1226	151	23	that	that	SCONJ
cana-1226	151	24	the	the	DET
cana-1226	151	25	patient	patient	NOUN
cana-1226	151	26	will	will	AUX
cana-1226	151	27	be	be	AUX
cana-1226	151	28	treated	treat	VERB
cana-1226	151	29	.	.	PUNCT
cana-1226	152	1	as	as	ADP
cana-1226	152	2	a	a	DET
cana-1226	152	3	result	result	NOUN
cana-1226	152	4	,	,	PUNCT
cana-1226	152	5	early	early	ADJ
cana-1226	152	6	tumour	tumour	ADJ
cana-1226	152	7	diagnosis	diagnosis	NOUN
cana-1226	152	8	is	be	AUX
cana-1226	152	9	essential	essential	ADJ
cana-1226	152	10	for	for	ADP
cana-1226	152	11	successful	successful	ADJ
cana-1226	152	12	treatment	treatment	NOUN
cana-1226	152	13	.	.	PUNCT
cana-1226	153	1	the	the	DET
cana-1226	153	2	better	well	ADJ
cana-1226	153	3	deep	deep	ADJ
cana-1226	153	4	learning	learning	NOUN
cana-1226	153	5	model	model	NOUN
cana-1226	153	6	,	,	PUNCT
cana-1226	153	7	"	"	PUNCT
cana-1226	153	8	faster	fast	ADJ
cana-1226	153	9	r	r	NOUN
cana-1226	153	10	-	-	PUNCT
cana-1226	153	11	cnn	cnn	PROPN
cana-1226	153	12	(	(	PUNCT
cana-1226	153	13	faster	fast	ADJ
cana-1226	153	14	region	region	NOUN
cana-1226	153	15	-	-	PUNCT
cana-1226	153	16	based	base	VERB
cana-1226	153	17	convolutional	convolutional	ADJ
cana-1226	153	18	neural	neural	ADJ
cana-1226	153	19	network	network	NOUN
cana-1226	153	20	)	)	PUNCT
cana-1226	153	21	and	and	CCONJ
cana-1226	153	22	combined	combine	VERB
cana-1226	153	23	with	with	ADP
cana-1226	153	24	deep	deep	ADJ
cana-1226	153	25	feature	feature	NOUN
cana-1226	153	26	extractor	extractor	NOUN
cana-1226	153	27	:	:	PUNCT
cana-1226	153	28	residual	residual	ADJ
cana-1226	153	29	network-50	network-50	PROPN
cana-1226	153	30	(	(	PUNCT
cana-1226	153	31	resnet-50	resnet-50	NUM
cana-1226	153	32	)	)	PUNCT
cana-1226	153	33	"	"	PUNCT
cana-1226	153	34	is	be	AUX
cana-1226	153	35	suggested	suggest	VERB
cana-1226	153	36	for	for	ADP
cana-1226	153	37	the	the	DET
cana-1226	153	38	detection	detection	NOUN
cana-1226	153	39	and	and	CCONJ
cana-1226	153	40	classification	classification	NOUN
cana-1226	153	41	of	of	ADP
cana-1226	153	42	various	various	ADJ
cana-1226	153	43	brain	brain	NOUN
cana-1226	153	44	tumours	tumour	NOUN
cana-1226	153	45	,	,	PUNCT
cana-1226	153	46	including	include	VERB
cana-1226	153	47	pituitary	pituitary	ADJ
cana-1226	153	48	,	,	PUNCT
cana-1226	153	49	meningioma	meningioma	NOUN
cana-1226	153	50	,	,	PUNCT
cana-1226	153	51	and	and	CCONJ
cana-1226	153	52	glioma	glioma	NOUN
cana-1226	153	53	,	,	PUNCT
cana-1226	153	54	on	on	ADP
cana-1226	153	55	the	the	DET
cana-1226	153	56	brain	brain	NOUN
cana-1226	153	57	tumour	tumour	NOUN
cana-1226	153	58	mri	mri	NOUN
cana-1226	153	59	dataset	dataset	NOUN
cana-1226	153	60	.	.	PUNCT
cana-1226	154	1	for	for	ADP
cana-1226	154	2	glioma	glioma	NOUN
cana-1226	154	3	,	,	PUNCT
cana-1226	154	4	meningioma	meningioma	NOUN
cana-1226	154	5	,	,	PUNCT
cana-1226	154	6	pituitary	pituitary	NOUN
cana-1226	154	7	,	,	PUNCT
cana-1226	154	8	and	and	CCONJ
cana-1226	154	9	no	no	DET
cana-1226	154	10	tumour	tumour	NOUN
cana-1226	154	11	,	,	PUNCT
cana-1226	154	12	an	an	DET
cana-1226	154	13	mri	mri	NOUN
cana-1226	154	14	image	image	NOUN
cana-1226	154	15	collection	collection	NOUN
cana-1226	154	16	of	of	ADP
cana-1226	154	17	the	the	DET
cana-1226	154	18	brain	brain	NOUN
cana-1226	154	19	's	's	PART
cana-1226	154	20	top	top	ADJ
cana-1226	154	21	and	and	CCONJ
cana-1226	154	22	side	side	NOUN
cana-1226	154	23	views	view	NOUN
cana-1226	154	24	is	be	AUX
cana-1226	154	25	available	available	ADJ
cana-1226	154	26	.	.	PUNCT
cana-1226	155	1	the	the	DET
cana-1226	155	2	proposed	propose	VERB
cana-1226	155	3	system	system	NOUN
cana-1226	155	4	,	,	PUNCT
cana-1226	155	5	achieved	achieve	VERB
cana-1226	155	6	map	map	NOUN
cana-1226	155	7	94	94	NUM
cana-1226	155	8	%	%	NOUN
cana-1226	155	9	.	.	PUNCT
cana-1226	156	1	references	reference	NOUN
cana-1226	156	2	[	[	X
cana-1226	156	3	1	1	NUM
cana-1226	156	4	]	]	PUNCT
cana-1226	156	5	bhagat	bhagat	PROPN
cana-1226	156	6	,	,	PUNCT
cana-1226	156	7	ms	ms	PROPN
cana-1226	156	8	jayali	jayali	PROPN
cana-1226	156	9	vilas	vilas	PROPN
cana-1226	156	10	,	,	PUNCT
cana-1226	156	11	and	and	CCONJ
cana-1226	156	12	n.	n.	PROPN
cana-1226	156	13	b.	b.	PROPN
cana-1226	156	14	dhaigude	dhaigude	PROPN
cana-1226	156	15	.	.	PUNCT
cana-1226	157	1	"	"	PUNCT
cana-1226	157	2	a	a	DET
cana-1226	157	3	survey	survey	NOUN
cana-1226	157	4	on	on	ADP
cana-1226	157	5	brain	brain	NOUN
cana-1226	157	6	tumor	tumor	NOUN
cana-1226	157	7	detection	detection	NOUN
cana-1226	157	8	tec	tec	NOUN
cana-1226	157	9	hniques	hnique	NOUN
cana-1226	157	10	.	.	PUNCT
cana-1226	157	11	"	"	PUNCT
cana-1226	158	1	international	international	ADJ
cana-1226	158	2	research	research	NOUN
cana-1226	158	3	journal	journal	NOUN
cana-1226	158	4	of	of	ADP
cana-1226	158	5	engineering	engineering	NOUN
cana-1226	158	6	and	and	CCONJ
cana-1226	158	7	technology	technology	NOUN
cana-1226	158	8	4.3	4.3	NUM
cana-1226	158	9	(	(	PUNCT
cana-1226	158	10	2017	2017	NUM
cana-1226	158	11	):	):	PUNCT
cana-1226	158	12	1795	1795	NUM
cana-1226	158	13	-	-	SYM
cana-1226	158	14	1796	1796	NUM
cana-1226	158	15	.	.	PUNCT
cana-1226	159	1	[	[	X
cana-1226	159	2	2	2	NUM
cana-1226	159	3	]	]	X
cana-1226	159	4	sharif	sharif	PROPN
cana-1226	159	5	,	,	PUNCT
cana-1226	159	6	muhammad	muhammad	PROPN
cana-1226	159	7	irfan	irfan	PROPN
cana-1226	159	8	,	,	PUNCT
cana-1226	159	9	et	et	PROPN
cana-1226	159	10	al	al	PROPN
cana-1226	159	11	.	.	PUNCT
cana-1226	160	1	"	"	PUNCT
cana-1226	160	2	a	a	DET
cana-1226	160	3	comprehensive	comprehensive	ADJ
cana-1226	160	4	review	review	NOUN
cana-1226	160	5	on	on	ADP
cana-1226	160	6	multi	multi	ADJ
cana-1226	160	7	-	-	ADJ
cana-1226	160	8	organs	organ	NOUN
cana-1226	160	9	tumor	tumor	NOUN
cana-1226	160	10	detection	detection	NOUN
cana-1226	160	11	based	base	VERB
cana-1226	160	12	on	on	ADP
cana-1226	160	13	machine	machine	NOUN
cana-1226	160	14	learning	learning	NOUN
cana-1226	160	15	.	.	PUNCT
cana-1226	160	16	"	"	PUNCT
cana-1226	160	17	pattern	pattern	NOUN
cana-1226	160	18	recognition	recognition	NOUN
cana-1226	160	19	letters	letter	NOUN
cana-1226	160	20	131	131	NUM
cana-1226	160	21	(	(	PUNCT
cana-1226	160	22	2020	2020	NUM
cana-1226	160	23	):	):	PUNCT
cana-1226	160	24	30	30	NUM
cana-1226	160	25	-	-	SYM
cana-1226	160	26	37	37	NUM
cana-1226	160	27	.	.	PUNCT
cana-1226	161	1	[	[	X
cana-1226	161	2	3	3	NUM
cana-1226	161	3	]	]	X
cana-1226	161	4	panda	panda	NOUN
cana-1226	161	5	,	,	PUNCT
cana-1226	161	6	bichitra	bichitra	NOUN
cana-1226	161	7	,	,	PUNCT
cana-1226	161	8	and	and	CCONJ
cana-1226	161	9	chandra	chandra	PROPN
cana-1226	161	10	sekhar	sekhar	PROPN
cana-1226	161	11	panda	panda	NOUN
cana-1226	161	12	.	.	PUNCT
cana-1226	162	1	"	"	PUNCT
cana-1226	162	2	a	a	DET
cana-1226	162	3	review	review	NOUN
cana-1226	162	4	on	on	ADP
cana-1226	162	5	brain	brain	NOUN
cana-1226	162	6	tumor	tumor	NOUN
cana-1226	162	7	classification	classification	NOUN
cana-1226	162	8	methodologies	methodology	NOUN
cana-1226	162	9	.	.	PUNCT
cana-1226	162	10	"	"	PUNCT
cana-1226	163	1	international	international	ADJ
cana-1226	163	2	journal	journal	NOUN
cana-1226	163	3	of	of	ADP
cana-1226	163	4	scientific	scientific	ADJ
cana-1226	163	5	research	research	NOUN
cana-1226	163	6	in	in	ADP
cana-1226	163	7	science	science	NOUN
cana-1226	163	8	and	and	CCONJ
cana-1226	163	9	technology	technology	NOUN
cana-1226	163	10	(	(	PUNCT
cana-1226	163	11	2019	2019	NUM
cana-1226	163	12	):	):	PUNCT
cana-1226	163	13	346	346	NUM
cana-1226	163	14	-	-	SYM
cana-1226	163	15	359	359	NUM
cana-1226	163	16	.	.	PUNCT
cana-1226	164	1	[	[	X
cana-1226	164	2	4	4	NUM
cana-1226	164	3	]	]	X
cana-1226	164	4	kaur	kaur	PROPN
cana-1226	164	5	,	,	PUNCT
cana-1226	164	6	ranjeet	ranjeet	PROPN
cana-1226	164	7	,	,	PUNCT
cana-1226	164	8	and	and	CCONJ
cana-1226	164	9	amit	amit	PROPN
cana-1226	164	10	doegar	doegar	NOUN
cana-1226	164	11	.	.	PUNCT
cana-1226	165	1	"	"	PUNCT
cana-1226	165	2	localization	localization	NOUN
cana-1226	165	3	and	and	CCONJ
cana-1226	165	4	classification	classification	NOUN
cana-1226	165	5	of	of	ADP
cana-1226	165	6	brain	brain	NOUN
cana-1226	165	7	tumor	tumor	NOUN
cana-1226	165	8	using	use	VERB
cana-1226	165	9	machine	machine	NOUN
cana-1226	165	10	learning	learning	NOUN
cana-1226	165	11	&	&	CCONJ
cana-1226	165	12	deep	deep	ADJ
cana-1226	165	13	learning	learning	NOUN
cana-1226	165	14	techniques	technique	NOUN
cana-1226	165	15	.	.	PUNCT
cana-1226	165	16	"	"	PUNCT
cana-1226	166	1	international	international	ADJ
cana-1226	166	2	journal	journal	NOUN
cana-1226	166	3	of	of	ADP
cana-1226	166	4	innovative	innovative	ADJ
cana-1226	166	5	technology	technology	NOUN
cana-1226	166	6	and	and	CCONJ
cana-1226	166	7	exploring	explore	VERB
cana-1226	166	8	engineering	engineering	NOUN
cana-1226	166	9	(	(	PUNCT
cana-1226	166	10	ijitee	ijitee	NOUN
cana-1226	166	11	)	)	PUNCT
cana-1226	166	12	8.9s	8.9s	PROPN
cana-1226	166	13	(	(	PUNCT
cana-1226	166	14	2019	2019	NUM
cana-1226	166	15	)	)	PUNCT
cana-1226	166	16	.	.	PUNCT
cana-1226	167	1	[	[	X
cana-1226	167	2	5	5	NUM
cana-1226	167	3	]	]	X
cana-1226	167	4	nazir	nazir	PROPN
cana-1226	167	5	,	,	PUNCT
cana-1226	167	6	muhammad	muhammad	PROPN
cana-1226	167	7	,	,	PUNCT
cana-1226	167	8	et	et	PROPN
cana-1226	167	9	al	al	PROPN
cana-1226	167	10	.	.	PUNCT
cana-1226	167	11	"	"	PUNCT
cana-1226	167	12	brain	brain	NOUN
cana-1226	167	13	tumor	tumor	NOUN
cana-1226	167	14	detection	detection	NOUN
cana-1226	167	15	from	from	ADP
cana-1226	167	16	mri	mri	NOUN
cana-1226	167	17	images	image	NOUN
cana-1226	167	18	using	use	VERB
cana-1226	167	19	multi	multi	ADJ
cana-1226	167	20	-	-	ADJ
cana-1226	167	21	level	level	ADJ
cana-1226	167	22	wavelets	wavelet	NOUN
cana-1226	167	23	.	.	PUNCT
cana-1226	167	24	"	"	PUNCT
cana-1226	168	1	2019	2019	NUM
cana-1226	168	2	international	international	ADJ
cana-1226	168	3	conference	conference	NOUN
cana-1226	168	4	on	on	ADP
cana-1226	168	5	computer	computer	NOUN
cana-1226	168	6	and	and	CCONJ
cana-1226	168	7	information	information	NOUN
cana-1226	168	8	sciences	sciences	PROPN
cana-1226	168	9	(	(	PUNCT
cana-1226	168	10	iccis	iccis	PROPN
cana-1226	168	11	)	)	PUNCT
cana-1226	168	12	.	.	PUNCT
cana-1226	169	1	ieee	ieee	PROPN
cana-1226	169	2	,	,	PUNCT
cana-1226	169	3	2019	2019	NUM
cana-1226	169	4	.	.	PUNCT
cana-1226	170	1	[	[	X
cana-1226	170	2	6	6	NUM
cana-1226	170	3	]	]	X
cana-1226	170	4	kaur	kaur	PROPN
cana-1226	170	5	,	,	PUNCT
cana-1226	170	6	harminder	harminder	NOUN
cana-1226	170	7	,	,	PUNCT
cana-1226	170	8	and	and	CCONJ
cana-1226	170	9	amninder	amninder	PROPN
cana-1226	170	10	kaur	kaur	PROPN
cana-1226	170	11	gill	gill	PROPN
cana-1226	170	12	.	.	PUNCT
cana-1226	171	1	"	"	PUNCT
cana-1226	171	2	review	review	NOUN
cana-1226	171	3	of	of	ADP
cana-1226	171	4	brain	brain	NOUN
cana-1226	171	5	tumor	tumor	NOUN
cana-1226	171	6	detection	detection	NOUN
cana-1226	171	7	using	use	VERB
cana-1226	171	8	various	various	ADJ
cana-1226	171	9	techniques	technique	NOUN
cana-1226	171	10	.	.	PUNCT
cana-1226	171	11	"	"	PUNCT
cana-1226	172	1	int	int	NOUN
cana-1226	172	2	.	.	PUNCT
cana-1226	173	1	j.	j.	PROPN
cana-1226	173	2	adv	adv	PROPN
cana-1226	173	3	.	.	PUNCT
cana-1226	174	1	res	re	NOUN
cana-1226	174	2	.	.	PUNCT
cana-1226	175	1	comput	comput	PROPN
cana-1226	175	2	.	.	PUNCT
cana-1226	176	1	sci	sci	PROPN
cana-1226	176	2	.	.	PUNCT
cana-1226	176	3	softw	softw	PROPN
cana-1226	176	4	.	.	PUNCT
cana-1226	177	1	eng	eng	PROPN
cana-1226	177	2	.	.	PROPN
cana-1226	177	3	7.5	7.5	NUM
cana-1226	177	4	(	(	PUNCT
cana-1226	177	5	2017	2017	NUM
cana-1226	177	6	):	):	PUNCT
cana-1226	177	7	867	867	NUM
cana-1226	177	8	-	-	SYM
cana-1226	177	9	870	870	NUM
cana-1226	177	10	.	.	PUNCT
cana-1226	178	1	[	[	X
cana-1226	178	2	7	7	NUM
cana-1226	178	3	]	]	X
cana-1226	178	4	sharif	sharif	PROPN
cana-1226	178	5	,	,	PUNCT
cana-1226	178	6	muhammad	muhammad	PROPN
cana-1226	178	7	,	,	PUNCT
cana-1226	178	8	et	et	PROPN
cana-1226	178	9	al	al	PROPN
cana-1226	178	10	.	.	PUNCT
cana-1226	178	11	"	"	PUNCT
cana-1226	178	12	an	an	DET
cana-1226	178	13	integrated	integrated	ADJ
cana-1226	178	14	design	design	NOUN
cana-1226	178	15	of	of	ADP
cana-1226	178	16	particle	particle	NOUN
cana-1226	178	17	swarm	swarm	NOUN
cana-1226	178	18	optimization	optimization	NOUN
cana-1226	178	19	(	(	PUNCT
cana-1226	178	20	pso	pso	NOUN
cana-1226	178	21	)	)	PUNCT
cana-1226	178	22	with	with	ADP
cana-1226	178	23	fusion	fusion	NOUN
cana-1226	178	24	of	of	ADP
cana-1226	178	25	features	feature	NOUN
cana-1226	178	26	for	for	ADP
cana-1226	178	27	detection	detection	NOUN
cana-1226	178	28	of	of	ADP
cana-1226	178	29	brain	brain	NOUN
cana-1226	178	30	tumor	tumor	NOUN
cana-1226	178	31	.	.	PUNCT
cana-1226	178	32	"	"	PUNCT
cana-1226	178	33	pattern	pattern	NOUN
cana-1226	178	34	recognition	recognition	NOUN
cana-1226	178	35	letters	letter	NOUN
cana-1226	178	36	129	129	NUM
cana-1226	178	37	(	(	PUNCT
cana-1226	178	38	2020	2020	NUM
cana-1226	178	39	):	):	PUNCT
cana-1226	178	40	150	150	NUM
cana-1226	178	41	-	-	SYM
cana-1226	178	42	157	157	NUM
cana-1226	178	43	.	.	PUNCT
cana-1226	179	1	[	[	X
cana-1226	179	2	8	8	NUM
cana-1226	179	3	]	]	PUNCT
cana-1226	179	4	https://health.economictimes.indiatimes.com/news/industry/world-brain-tumour-day-2022-together-we-arestronger/92078118	https://health.economictimes.indiatimes.com/news/industry/world-brain-tumour-day-2022-together-we-arestronger/92078118	VERB
cana-1226	180	1	[	[	X
cana-1226	180	2	9	9	NUM
cana-1226	180	3	]	]	SYM
cana-1226	180	4	sarhan	sarhan	NOUN
cana-1226	180	5	,	,	PUNCT
cana-1226	180	6	ahmad	ahmad	PROPN
cana-1226	180	7	m.	m.	NOUN
cana-1226	180	8	"	"	PUNCT
cana-1226	180	9	brain	brain	NOUN
cana-1226	180	10	tumor	tumor	NOUN
cana-1226	180	11	classification	classification	NOUN
cana-1226	180	12	in	in	ADP
cana-1226	180	13	magnetic	magnetic	ADJ
cana-1226	180	14	resonance	resonance	NOUN
cana-1226	180	15	images	image	NOUN
cana-1226	180	16	using	use	VERB
cana-1226	180	17	deep	deep	ADJ
cana-1226	180	18	learning	learning	NOUN
cana-1226	180	19	and	and	CCONJ
cana-1226	180	20	wavelet	wavelet	NOUN
cana-1226	180	21	transform	transform	NOUN
cana-1226	180	22	.	.	PUNCT
cana-1226	180	23	"	"	PUNCT
cana-1226	181	1	journal	journal	NOUN
cana-1226	181	2	of	of	ADP
cana-1226	181	3	biomedical	biomedical	ADJ
cana-1226	181	4	science	science	NOUN
cana-1226	181	5	and	and	CCONJ
cana-1226	181	6	engineering	engineering	NOUN
cana-1226	181	7	13.06	13.06	NUM
cana-1226	181	8	(	(	PUNCT
cana-1226	181	9	2020	2020	NUM
cana-1226	181	10	):	):	PUNCT
cana-1226	181	11	102	102	NUM
cana-1226	181	12	.	.	PUNCT
cana-1226	182	1	[	[	X
cana-1226	182	2	10	10	NUM
cana-1226	182	3	]	]	X
cana-1226	182	4	karuna	karuna	PROPN
cana-1226	182	5	,	,	PUNCT
cana-1226	182	6	m.	m.	NOUN
cana-1226	182	7	,	,	PUNCT
cana-1226	182	8	and	and	CCONJ
cana-1226	182	9	ankita	ankita	PROPN
cana-1226	182	10	joshi	joshi	PROPN
cana-1226	182	11	.	.	PUNCT
cana-1226	183	1	"	"	PUNCT
cana-1226	183	2	automatic	automatic	ADJ
cana-1226	183	3	detection	detection	NOUN
cana-1226	183	4	and	and	CCONJ
cana-1226	183	5	severity	severity	NOUN
cana-1226	183	6	analysis	analysis	NOUN
cana-1226	183	7	of	of	ADP
cana-1226	183	8	brain	brain	NOUN
cana-1226	183	9	tumors	tumor	NOUN
cana-1226	183	10	using	use	VERB
cana-1226	183	11	gui	gui	NOUN
cana-1226	183	12	in	in	ADP
cana-1226	183	13	matlab	matlab	PROPN
cana-1226	183	14	.	.	PUNCT
cana-1226	183	15	"	"	PUNCT
cana-1226	184	1	international	international	ADJ
cana-1226	184	2	journal	journal	NOUN
cana-1226	184	3	of	of	ADP
cana-1226	184	4	research	research	NOUN
cana-1226	184	5	in	in	ADP
cana-1226	184	6	engineering	engineering	NOUN
cana-1226	184	7	and	and	CCONJ
cana-1226	184	8	technology	technology	NOUN
cana-1226	184	9	2.10	2.10	NUM
cana-1226	184	10	(	(	PUNCT
cana-1226	184	11	2013	2013	NUM
cana-1226	184	12	):	):	PUNCT
cana-1226	184	13	586	586	NUM
cana-1226	184	14	-	-	SYM
cana-1226	184	15	594	594	NUM
cana-1226	184	16	.	.	PUNCT
cana-1226	185	1	[	[	X
cana-1226	185	2	11	11	NUM
cana-1226	185	3	]	]	X
cana-1226	185	4	aboody	aboody	NOUN
cana-1226	185	5	,	,	PUNCT
cana-1226	185	6	karen	karen	PROPN
cana-1226	185	7	s.	s.	PROPN
cana-1226	185	8	,	,	PUNCT
cana-1226	185	9	et	et	PROPN
cana-1226	185	10	al	al	PROPN
cana-1226	185	11	.	.	PUNCT
cana-1226	186	1	"	"	PUNCT
cana-1226	186	2	neural	neural	ADJ
cana-1226	186	3	stem	stem	NOUN
cana-1226	186	4	cells	cell	NOUN
cana-1226	186	5	display	display	VERB
cana-1226	186	6	extensive	extensive	ADJ
cana-1226	186	7	tropism	tropism	NOUN
cana-1226	186	8	for	for	ADP
cana-1226	186	9	pathology	pathology	NOUN
cana-1226	186	10	in	in	ADP
cana-1226	186	11	adult	adult	NOUN
cana-1226	186	12	brain	brain	NOUN
cana-1226	186	13	:	:	PUNCT
cana-1226	186	14	evidence	evidence	NOUN
cana-1226	186	15	from	from	ADP
cana-1226	186	16	intracranial	intracranial	ADJ
cana-1226	186	17	gliomas	glioma	NOUN
cana-1226	186	18	.	.	PUNCT
cana-1226	186	19	"	"	PUNCT
cana-1226	187	1	proceedings	proceeding	NOUN
cana-1226	187	2	of	of	ADP
cana-1226	187	3	the	the	DET
cana-1226	187	4	national	national	PROPN
cana-1226	187	5	academy	academy	PROPN
cana-1226	187	6	of	of	ADP
cana-1226	187	7	sciences	sciences	PROPN
cana-1226	187	8	97.23	97.23	NUM
cana-1226	187	9	(	(	PUNCT
cana-1226	187	10	2000	2000	NUM
cana-1226	187	11	):	):	PUNCT
cana-1226	187	12	12846	12846	NUM
cana-1226	187	13	-	-	SYM
cana-1226	187	14	12851	12851	NUM
cana-1226	187	15	.	.	PUNCT
cana-1226	188	1	[	[	X
cana-1226	188	2	12	12	NUM
cana-1226	188	3	]	]	X
cana-1226	188	4	joshi	joshi	PROPN
cana-1226	188	5	,	,	PUNCT
cana-1226	188	6	megha	megha	PROPN
cana-1226	188	7	a.	a.	PROPN
cana-1226	188	8	,	,	PUNCT
cana-1226	188	9	and	and	CCONJ
cana-1226	188	10	d.	d.	PROPN
cana-1226	188	11	h.	h.	PROPN
cana-1226	188	12	shah	shah	PROPN
cana-1226	188	13	.	.	PUNCT
cana-1226	189	1	"	"	PUNCT
cana-1226	189	2	survey	survey	NOUN
cana-1226	189	3	of	of	ADP
cana-1226	189	4	brain	brain	NOUN
cana-1226	189	5	tumor	tumor	NOUN
cana-1226	189	6	detection	detection	NOUN
cana-1226	189	7	techniques	technique	NOUN
cana-1226	189	8	through	through	ADP
cana-1226	189	9	mri	mri	NOUN
cana-1226	189	10	images	image	NOUN
cana-1226	189	11	.	.	PUNCT
cana-1226	189	12	"	"	PUNCT
cana-1226	190	1	aijrfans	aijrfan	NOUN
cana-1226	190	2	,	,	PUNCT
cana-1226	190	3	issn	issn	PROPN
cana-1226	190	4	(	(	PUNCT
cana-1226	190	5	2015	2015	NUM
cana-1226	190	6	):	):	PUNCT
cana-1226	190	7	2328	2328	NUM
cana-1226	190	8	-	-	SYM
cana-1226	190	9	3785	3785	NUM
cana-1226	190	10	.	.	PUNCT
cana-1226	191	1	[	[	X
cana-1226	191	2	13	13	NUM
cana-1226	191	3	]	]	X
cana-1226	191	4	dixit	dixit	PROPN
cana-1226	191	5	,	,	PUNCT
cana-1226	191	6	vinita	vinita	PROPN
cana-1226	191	7	,	,	PUNCT
cana-1226	191	8	and	and	CCONJ
cana-1226	191	9	jyotika	jyotika	NOUN
cana-1226	191	10	pruthi	pruthi	NOUN
cana-1226	191	11	.	.	PUNCT
cana-1226	192	1	"	"	PUNCT
cana-1226	192	2	review	review	NOUN
cana-1226	192	3	of	of	ADP
cana-1226	192	4	image	image	NOUN
cana-1226	192	5	processing	processing	NOUN
cana-1226	192	6	techniques	technique	NOUN
cana-1226	192	7	for	for	ADP
cana-1226	192	8	automatic	automatic	ADJ
cana-1226	192	9	detection	detection	NOUN
cana-1226	192	10	of	of	ADP
cana-1226	192	11	tumor	tumor	NOUN
cana-1226	192	12	in	in	ADP
cana-1226	192	13	human	human	ADJ
cana-1226	192	14	liver	liver	NOUN
cana-1226	192	15	.	.	PUNCT
cana-1226	192	16	"	"	PUNCT
cana-1226	193	1	international	international	ADJ
cana-1226	193	2	journal	journal	NOUN
cana-1226	193	3	of	of	ADP
cana-1226	193	4	computer	computer	NOUN
cana-1226	193	5	science	science	NOUN
cana-1226	193	6	and	and	CCONJ
cana-1226	193	7	mobile	mobile	NOUN
cana-1226	193	8	computing	compute	VERB
cana-1226	193	9	3.3	3.3	NUM
cana-1226	193	10	(	(	PUNCT
cana-1226	193	11	2014	2014	NUM
cana-1226	193	12	):	):	PUNCT
cana-1226	193	13	371	371	NUM
cana-1226	193	14	-	-	SYM
cana-1226	193	15	378	378	NUM
cana-1226	193	16	.	.	PUNCT
cana-1226	194	1	[	[	X
cana-1226	194	2	14	14	NUM
cana-1226	194	3	]	]	X
cana-1226	194	4	abd	abd	PROPN
cana-1226	194	5	-	-	PUNCT
cana-1226	194	6	ellah	ellah	PROPN
cana-1226	194	7	,	,	PUNCT
cana-1226	194	8	mahmoud	mahmoud	PROPN
cana-1226	194	9	khaled	khaled	PROPN
cana-1226	194	10	,	,	PUNCT
cana-1226	194	11	et	et	PROPN
cana-1226	194	12	al	al	PROPN
cana-1226	194	13	.	.	PUNCT
cana-1226	195	1	"	"	PUNCT
cana-1226	195	2	a	a	DET
cana-1226	195	3	review	review	NOUN
cana-1226	195	4	on	on	ADP
cana-1226	195	5	brain	brain	NOUN
cana-1226	195	6	tumor	tumor	NOUN
cana-1226	195	7	diagnosis	diagnosis	NOUN
cana-1226	195	8	from	from	ADP
cana-1226	195	9	mri	mri	NOUN
cana-1226	195	10	images	image	NOUN
cana-1226	195	11	:	:	PUNCT
cana-1226	195	12	practical	practical	ADJ
cana-1226	195	13	implications	implication	NOUN
cana-1226	195	14	,	,	PUNCT
cana-1226	195	15	key	key	ADJ
cana-1226	195	16	achievements	achievement	NOUN
cana-1226	195	17	,	,	PUNCT
cana-1226	195	18	and	and	CCONJ
cana-1226	195	19	lessons	lesson	NOUN
cana-1226	195	20	learned	learn	VERB
cana-1226	195	21	.	.	PUNCT
cana-1226	195	22	"	"	PUNCT
cana-1226	196	1	magnetic	magnetic	ADJ
cana-1226	196	2	resonance	resonance	NOUN
cana-1226	196	3	imaging	image	VERB
cana-1226	196	4	61	61	NUM
cana-1226	196	5	(	(	PUNCT
cana-1226	196	6	2019	2019	NUM
cana-1226	196	7	):	):	PUNCT
cana-1226	196	8	300	300	NUM
cana-1226	196	9	-	-	SYM
cana-1226	196	10	318	318	NUM
cana-1226	196	11	.	.	PUNCT
cana-1226	196	12	communications	communication	NOUN
cana-1226	196	13	on	on	ADP
cana-1226	196	14	applied	apply	VERB
cana-1226	196	15	nonlinear	nonlinear	ADJ
cana-1226	196	16	analysis	analysis	NOUN
cana-1226	196	17	issn	issn	NOUN
cana-1226	196	18	:	:	PUNCT
cana-1226	196	19	1074	1074	NUM
cana-1226	196	20	-	-	PUNCT
cana-1226	196	21	133x	133x	NUM
cana-1226	196	22	vol	vol	NOUN
cana-1226	196	23	31	31	NUM
cana-1226	196	24	no	no	NOUN
cana-1226	196	25	.	.	PUNCT
cana-1226	197	1	6s	6s	NUM
cana-1226	197	2	(	(	PUNCT
cana-1226	197	3	2024	2024	NUM
cana-1226	197	4	)	)	PUNCT
cana-1226	197	5	340	340	NUM
cana-1226	197	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1226	198	1	[	[	X
cana-1226	198	2	15	15	NUM
cana-1226	198	3	]	]	X
cana-1226	198	4	bhatele	bhatele	PROPN
cana-1226	198	5	,	,	PUNCT
cana-1226	198	6	kirti	kirti	PROPN
cana-1226	198	7	raj	raj	PROPN
cana-1226	198	8	,	,	PUNCT
cana-1226	198	9	and	and	CCONJ
cana-1226	198	10	sarita	sarita	PROPN
cana-1226	198	11	singh	singh	PROPN
cana-1226	198	12	bhadauria	bhadauria	NOUN
cana-1226	198	13	.	.	PUNCT
cana-1226	199	1	"	"	PUNCT
cana-1226	199	2	brain	brain	VERB
cana-1226	199	3	structural	structural	ADJ
cana-1226	199	4	disorders	disorder	NOUN
cana-1226	199	5	detection	detection	NOUN
cana-1226	199	6	and	and	CCONJ
cana-1226	199	7	classification	classification	NOUN
cana-1226	199	8	approaches	approach	NOUN
cana-1226	199	9	:	:	PUNCT
cana-1226	199	10	a	a	DET
cana-1226	199	11	review	review	NOUN
cana-1226	199	12	.	.	PUNCT
cana-1226	199	13	"	"	PUNCT
cana-1226	200	1	artificial	artificial	ADJ
cana-1226	200	2	intelligence	intelligence	NOUN
cana-1226	200	3	review	review	NOUN
cana-1226	200	4	53.5	53.5	NUM
cana-1226	200	5	(	(	PUNCT
cana-1226	200	6	2020	2020	NUM
cana-1226	200	7	):	):	PUNCT
cana-1226	200	8	3349	3349	NUM
cana-1226	200	9	-	-	SYM
cana-1226	200	10	3401	3401	NUM
cana-1226	200	11	.	.	PUNCT
cana-1226	201	1	[	[	X
cana-1226	201	2	16	16	NUM
cana-1226	201	3	]	]	X
cana-1226	201	4	kumari	kumari	PROPN
cana-1226	201	5	,	,	PUNCT
cana-1226	201	6	nitu	nitu	NOUN
cana-1226	201	7	,	,	PUNCT
cana-1226	201	8	and	and	CCONJ
cana-1226	201	9	sanjay	sanjay	PROPN
cana-1226	201	10	saxena	saxena	PROPN
cana-1226	201	11	.	.	PUNCT
cana-1226	202	1	"	"	PUNCT
cana-1226	202	2	review	review	NOUN
cana-1226	202	3	of	of	ADP
cana-1226	202	4	brain	brain	NOUN
cana-1226	202	5	tumor	tumor	NOUN
cana-1226	202	6	segmentation	segmentation	NOUN
cana-1226	202	7	and	and	CCONJ
cana-1226	202	8	classification	classification	NOUN
cana-1226	202	9	.	.	PUNCT
cana-1226	202	10	"	"	PUNCT
cana-1226	203	1	2018	2018	NUM
cana-1226	203	2	international	international	ADJ
cana-1226	203	3	conference	conference	NOUN
cana-1226	203	4	on	on	ADP
cana-1226	203	5	current	current	ADJ
cana-1226	203	6	trends	trend	NOUN
cana-1226	203	7	towards	towards	ADP
cana-1226	203	8	converging	converge	VERB
cana-1226	203	9	technologies	technology	NOUN
cana-1226	203	10	(	(	PUNCT
cana-1226	203	11	icctct	icctct	ADJ
cana-1226	203	12	)	)	PUNCT
cana-1226	203	13	.	.	PUNCT
cana-1226	204	1	ieee	ieee	PROPN
cana-1226	204	2	,	,	PUNCT
cana-1226	204	3	2018	2018	NUM
cana-1226	204	4	.	.	PUNCT
cana-1226	205	1	[	[	X
cana-1226	205	2	17	17	NUM
cana-1226	205	3	]	]	X
cana-1226	205	4	https://www.cancer.net/cancer-types/brain-tumor/risk-factors	https://www.cancer.net/cancer-types/brain-tumor/risk-factor	NOUN
cana-1226	206	1	[	[	X
cana-1226	206	2	18	18	NUM
cana-1226	206	3	]	]	PUNCT
cana-1226	206	4	https://www.cancer.net/cancer-types/brain-tumor/symptoms-and-signs	https://www.cancer.net/cancer-types/brain-tumor/symptoms-and-sign	NOUN
cana-1226	207	1	[	[	X
cana-1226	207	2	19	19	NUM
cana-1226	207	3	]	]	PUNCT
cana-1226	207	4	anaraki	anaraki	NOUN
cana-1226	207	5	,	,	PUNCT
cana-1226	207	6	a.	a.	PROPN
cana-1226	207	7	k.	k.	PROPN
cana-1226	207	8	,	,	PUNCT
cana-1226	207	9	ayati	ayati	PROPN
cana-1226	207	10	,	,	PUNCT
cana-1226	207	11	m.	m.	NOUN
cana-1226	207	12	,	,	PUNCT
cana-1226	207	13	&	&	CCONJ
cana-1226	207	14	kazemi	kazemi	PROPN
cana-1226	207	15	,	,	PUNCT
cana-1226	207	16	f.	f.	PROPN
cana-1226	207	17	(	(	PUNCT
cana-1226	207	18	2018	2018	NUM
cana-1226	207	19	)	)	PUNCT
cana-1226	207	20	.	.	PUNCT
cana-1226	208	1	magnetic	magnetic	ADJ
cana-1226	208	2	resonance	resonance	NOUN
cana-1226	208	3	imaging	imaging	NOUN
cana-1226	208	4	-	-	PUNCT
cana-1226	208	5	based	base	VERB
cana-1226	208	6	brain	brain	NOUN
cana-1226	208	7	tumor	tumor	NOUN
cana-1226	208	8	grades	grade	NOUN
cana-1226	208	9	classification	classification	NOUN
cana-1226	208	10	and	and	CCONJ
cana-1226	208	11	grading	grade	VERB
cana-1226	208	12	via	via	ADP
cana-1226	208	13	convolutional	convolutional	ADJ
cana-1226	208	14	neural	neural	ADJ
cana-1226	208	15	networks	network	NOUN
cana-1226	208	16	and	and	CCONJ
cana-1226	208	17	genetic	genetic	ADJ
cana-1226	208	18	algorithms	algorithm	NOUN
cana-1226	208	19	.	.	PUNCT
cana-1226	209	1	biocybernetics	biocybernetic	NOUN
cana-1226	209	2	and	and	CCONJ
cana-1226	209	3	biomedical	biomedical	ADJ
cana-1226	209	4	engineering	engineering	NOUN
cana-1226	209	5	.	.	PUNCT
cana-1226	210	1	j.bbe.2018.10.004	j.bbe.2018.10.004	X
cana-1226	210	2	[	[	X
cana-1226	210	3	20	20	NUM
cana-1226	210	4	]	]	PUNCT
cana-1226	210	5	sharmila	sharmila	PROPN
cana-1226	210	6	a.	a.	PROPN
cana-1226	210	7	a	a	PROPN
cana-1226	210	8	,	,	PUNCT
cana-1226	210	9	arun	arun	PROPN
cana-1226	210	10	d	d	PROPN
cana-1226	210	11	,	,	PUNCT
cana-1226	210	12	venkatesh	venkatesh	PROPN
cana-1226	210	13	j	j	PROPN
cana-1226	210	14	,	,	PUNCT
cana-1226	210	15	sudarshan	sudarshan	PROPN
cana-1226	210	16	s	s	PROPN
cana-1226	210	17	,	,	PUNCT
cana-1226	210	18	pranav	pranav	PROPN
cana-1226	210	19	a	a	X
cana-1226	210	20	,	,	PUNCT
cana-1226	210	21	"	"	PUNCT
cana-1226	210	22	predicting	predict	VERB
cana-1226	210	23	sur	sur	PROPN
cana-1226	210	24	-	-	PUNCT
cana-1226	210	25	vival	vival	NOUN
cana-1226	210	26	of	of	ADP
cana-1226	210	27	brain	brain	NOUN
cana-1226	210	28	tumor	tumor	NOUN
cana-1226	210	29	patients	patient	NOUN
cana-1226	210	30	using	use	VERB
cana-1226	210	31	deep	deep	ADJ
cana-1226	210	32	learning	learning	NOUN
cana-1226	210	33	"	"	PUNCT
cana-1226	210	34	international	international	ADJ
cana-1226	210	35	journal	journal	NOUN
cana-1226	210	36	of	of	ADP
cana-1226	210	37	innovative	innovative	ADJ
cana-1226	210	38	technology	technology	NOUN
cana-1226	210	39	and	and	CCONJ
cana-1226	210	40	exploring	explore	VERB
cana-1226	210	41	engineering	engineering	NOUN
cana-1226	210	42	(	(	PUNCT
cana-1226	210	43	ijitee	ijitee	NOUN
cana-1226	210	44	)	)	PUNCT
cana-1226	210	45	issn	issn	PROPN
cana-1226	210	46	:	:	PUNCT
cana-1226	210	47	22783075	22783075	NUM
cana-1226	210	48	,	,	PUNCT
cana-1226	210	49	volume-8	volume-8	NUM
cana-1226	210	50	issue-6	issue-6	PROPN
cana-1226	210	51	,	,	PUNCT
cana-1226	210	52	april	april	PROPN
cana-1226	210	53	,	,	PUNCT
cana-1226	210	54	2019	2019	NUM
cana-1226	210	55	.	.	PUNCT
cana-1226	211	1	[	[	X
cana-1226	211	2	21	21	NUM
cana-1226	211	3	]	]	X
cana-1226	211	4	hüseyin	hüseyin	PROPN
cana-1226	211	5	kutlu	kutlu	PROPN
cana-1226	211	6	and	and	CCONJ
cana-1226	211	7	engin	engin	PROPN
cana-1226	211	8	avg	avg	PROPN
cana-1226	211	9	.	.	PUNCT
cana-1226	212	1	a	a	DET
cana-1226	212	2	novel	novel	ADJ
cana-1226	212	3	method	method	NOUN
cana-1226	212	4	for	for	ADP
cana-1226	212	5	classifying	classify	VERB
cana-1226	212	6	liver	liver	NOUN
cana-1226	212	7	and	and	CCONJ
cana-1226	212	8	brain	brain	NOUN
cana-1226	212	9	tumors	tumor	NOUN
cana-1226	212	10	using	use	VERB
cana-1226	212	11	convolutional	convolutional	ADJ
cana-1226	212	12	neural	neural	ADJ
cana-1226	212	13	networks	network	NOUN
cana-1226	212	14	,	,	PUNCT
cana-1226	212	15	discretewavelet	discretewavelet	PROPN
cana-1226	212	16	trans	trans	PROPN
cana-1226	212	17	-	-	NOUN
cana-1226	212	18	form	form	NOUN
cana-1226	212	19	,	,	PUNCT
cana-1226	212	20	and	and	CCONJ
cana-1226	212	21	long	long	ADJ
cana-1226	212	22	short	short	ADJ
cana-1226	212	23	-	-	PUNCT
cana-1226	212	24	term	term	NOUN
cana-1226	212	25	memory	memory	NOUN
cana-1226	212	26	networks	network	NOUN
cana-1226	212	27	.	.	PUNCT
cana-1226	213	1	sensors	sensor	NOUN
cana-1226	213	2	,	,	PUNCT
cana-1226	213	3	19	19	NUM
cana-1226	213	4	,	,	PUNCT
cana-1226	213	5	1992	1992	NUM
cana-1226	213	6	,	,	PUNCT
cana-1226	213	7	2019	2019	NUM
cana-1226	213	8	.	.	PUNCT
cana-1226	214	1	[	[	X
cana-1226	214	2	22	22	NUM
cana-1226	214	3	]	]	X
cana-1226	214	4	menikdiwela	menikdiwela	PROPN
cana-1226	214	5	,	,	PUNCT
cana-1226	214	6	m.	m.	NOUN
cana-1226	214	7	,	,	PUNCT
cana-1226	214	8	nguyen	nguyen	NOUN
cana-1226	214	9	,	,	PUNCT
cana-1226	214	10	c.	c.	PROPN
cana-1226	214	11	,	,	PUNCT
cana-1226	214	12	&	&	CCONJ
cana-1226	214	13	shaw	shaw	PROPN
cana-1226	214	14	,	,	PUNCT
cana-1226	214	15	m.	m.	NOUN
cana-1226	214	16	(	(	PUNCT
cana-1226	214	17	2018	2018	NUM
cana-1226	214	18	)	)	PUNCT
cana-1226	214	19	.	.	PUNCT
cana-1226	215	1	deep	deep	ADJ
cana-1226	215	2	learning	learning	NOUN
cana-1226	215	3	on	on	ADP
cana-1226	215	4	brain	brain	NOUN
cana-1226	215	5	cortical	cortical	ADJ
cana-1226	215	6	thickness	thickness	NOUN
cana-1226	215	7	data	datum	NOUN
cana-1226	215	8	for	for	ADP
cana-1226	215	9	disease	disease	NOUN
cana-1226	215	10	classification	classification	NOUN
cana-1226	215	11	.	.	PUNCT
cana-1226	216	1	2018	2018	NUM
cana-1226	216	2	digital	digital	ADJ
cana-1226	216	3	image	image	NOUN
cana-1226	216	4	com	com	NOUN
cana-1226	216	5	-	-	PUNCT
cana-1226	216	6	puting	put	VERB
cana-1226	216	7	:	:	PUNCT
cana-1226	216	8	techniques	technique	NOUN
cana-1226	216	9	and	and	CCONJ
cana-1226	216	10	applications	application	NOUN
cana-1226	216	11	(	(	PUNCT
cana-1226	216	12	dicta	dicta	ADJ
cana-1226	216	13	)	)	PUNCT
cana-1226	216	14	.	.	PUNCT
cana-1226	217	1	dicta.2018.8615775	dicta.2018.8615775	NOUN
cana-1226	217	2	.	.	PUNCT
cana-1226	218	1	[	[	X
cana-1226	218	2	23	23	NUM
cana-1226	218	3	]	]	X
cana-1226	218	4	niyaz	niyaz	NOUN
cana-1226	218	5	,	,	PUNCT
cana-1226	218	6	u.	u.	PROPN
cana-1226	218	7	,	,	PUNCT
cana-1226	218	8	sambyal	sambyal	PROPN
cana-1226	218	9	,	,	PUNCT
cana-1226	218	10	a.	a.	NOUN
cana-1226	218	11	s.	s.	PROPN
cana-1226	218	12	,	,	PUNCT
cana-1226	218	13	&	&	CCONJ
cana-1226	218	14	devanand	devanand	PROPN
cana-1226	218	15	.	.	PUNCT
cana-1226	219	1	(	(	PUNCT
cana-1226	219	2	2018	2018	NUM
cana-1226	219	3	)	)	PUNCT
cana-1226	219	4	.	.	PUNCT
cana-1226	220	1	advances	advance	NOUN
cana-1226	220	2	in	in	ADP
cana-1226	220	3	deep	deep	ADJ
cana-1226	220	4	learning	learning	NOUN
cana-1226	220	5	techniques	technique	NOUN
cana-1226	220	6	for	for	ADP
cana-1226	220	7	medical	medical	ADJ
cana-1226	220	8	image	image	NOUN
cana-1226	220	9	analysis	analysis	NOUN
cana-1226	220	10	.	.	PUNCT
cana-1226	221	1	2018	2018	NUM
cana-1226	221	2	fifth	fifth	ADJ
cana-1226	221	3	international	international	ADJ
cana-1226	221	4	conference	conference	NOUN
cana-1226	221	5	on	on	ADP
cana-1226	221	6	parallel	parallel	NOUN
cana-1226	221	7	,	,	PUNCT
cana-1226	221	8	distributed	distribute	VERB
cana-1226	221	9	and	and	CCONJ
cana-1226	221	10	grid	grid	NOUN
cana-1226	221	11	computing	computing	NOUN
cana-1226	221	12	(	(	PUNCT
cana-1226	221	13	pdgc	pdgc	NOUN
cana-1226	221	14	)	)	PUNCT
cana-1226	221	15	.	.	PUNCT
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cana-1226	222	2	[	[	X
cana-1226	222	3	24	24	NUM
cana-1226	222	4	]	]	X
cana-1226	222	5	xie	xie	PROPN
cana-1226	222	6	,	,	PUNCT
cana-1226	222	7	y.	y.	PROPN
cana-1226	222	8	,	,	PUNCT
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cana-1226	222	10	,	,	PUNCT
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cana-1226	222	12	,	,	PUNCT
cana-1226	222	13	zhang	zhang	PROPN
cana-1226	222	14	,	,	PUNCT
cana-1226	222	15	j.	j.	PROPN
cana-1226	222	16	,	,	PUNCT
cana-1226	222	17	song	song	NOUN
cana-1226	222	18	,	,	PUNCT
cana-1226	222	19	y.	y.	PROPN
cana-1226	222	20	,	,	PUNCT
cana-1226	222	21	feng	feng	PROPN
cana-1226	222	22	,	,	PUNCT
cana-1226	222	23	d.	d.	PROPN
cana-1226	222	24	,	,	PUNCT
cana-1226	222	25	fulham	fulham	PROPN
cana-1226	222	26	,	,	PUNCT
cana-1226	222	27	m.	m.	NOUN
cana-1226	222	28	,	,	PUNCT
cana-1226	222	29	&	&	CCONJ
cana-1226	222	30	cai	cai	PROPN
cana-1226	222	31	,	,	PUNCT
cana-1226	222	32	w.	w.	PROPN
cana-1226	222	33	(	(	PUNCT
cana-1226	222	34	2018	2018	NUM
cana-1226	222	35	)	)	PUNCT
cana-1226	222	36	.	.	PUNCT
cana-1226	223	1	knowledge	knowledge	NOUN
cana-1226	223	2	-	-	PUNCT
cana-1226	223	3	based	base	VERB
cana-1226	223	4	collaborative	collaborative	ADJ
cana-1226	223	5	deep	deep	ADJ
cana-1226	223	6	learning	learning	NOUN
cana-1226	223	7	for	for	ADP
cana-1226	223	8	benign	benign	ADJ
cana-1226	223	9	-	-	PUNCT
cana-1226	223	10	malignant	malignant	ADJ
cana-1226	223	11	lung	lung	NOUN
cana-1226	223	12	nodule	nodule	NOUN
cana-1226	223	13	classification	classification	NOUN
cana-1226	223	14	on	on	ADP
cana-1226	223	15	chest	chest	NOUN
cana-1226	223	16	ct	ct	PROPN
cana-1226	223	17	.	.	PUNCT
cana-1226	224	1	ieee	ieee	NOUN
cana-1226	224	2	transactions	transaction	NOUN
cana-1226	224	3	on	on	ADP
cana-1226	224	4	medical	medical	ADJ
cana-1226	224	5	imaging	imaging	NOUN
cana-1226	224	6	,	,	PUNCT
cana-1226	224	7	tmi.2018.2876510	tmi.2018.2876510	NUM
cana-1226	224	8	[	[	X
cana-1226	224	9	25	25	NUM
cana-1226	224	10	]	]	X
cana-1226	224	11	mahmoud	mahmoud	PROPN
cana-1226	224	12	khaled	khaled	PROPN
cana-1226	224	13	abd	abd	PROPN
cana-1226	224	14	-	-	PUNCT
cana-1226	224	15	ellah	ellah	PROPN
cana-1226	224	16	,	,	PUNCT
cana-1226	224	17	ali	ali	PROPN
cana-1226	224	18	ismail	ismail	PROPN
cana-1226	224	19	awad	awad	PROPN
cana-1226	224	20	,	,	PUNCT
cana-1226	224	21	ashraf	ashraf	PROPN
cana-1226	224	22	a.	a.	NOUN
cana-1226	224	23	m.	m.	PROPN
cana-1226	224	24	khalaf	khalaf	PROPN
cana-1226	224	25	and	and	CCONJ
cana-1226	224	26	hesham	hesham	PROPN
cana-1226	224	27	f.	f.	PROPN
cana-1226	224	28	a.	a.	PROPN
cana-1226	224	29	hamed	hamed	PROPN
cana-1226	224	30	.	.	PUNCT
cana-1226	225	1	two	two	NUM
cana-1226	225	2	-	-	PUNCT
cana-1226	225	3	phase	phase	NOUN
cana-1226	225	4	multimodel	multimodel	VERB
cana-1226	225	5	automatic	automatic	ADJ
cana-1226	225	6	brain	brain	NOUN
cana-1226	225	7	tumor	tumor	NOUN
cana-1226	225	8	diagnosis	diagnosis	NOUN
cana-1226	225	9	system	system	NOUN
cana-1226	225	10	from	from	ADP
cana-1226	225	11	magnetic	magnetic	ADJ
cana-1226	225	12	resonance	resonance	NOUN
cana-1226	225	13	images	image	NOUN
cana-1226	225	14	using	use	VERB
cana-1226	225	15	convolutional	convolutional	ADJ
cana-1226	225	16	neural	neural	ADJ
cana-1226	225	17	networks	network	NOUN
cana-1226	225	18	.	.	PUNCT
cana-1226	226	1	eurasip	eurasip	PROPN
cana-1226	226	2	journal	journal	PROPN
cana-1226	226	3	on	on	ADP
cana-1226	226	4	image	image	NOUN
cana-1226	226	5	and	and	CCONJ
cana-1226	226	6	video	video	NOUN
cana-1226	226	7	processing	processing	NOUN
cana-1226	226	8	(	(	PUNCT
cana-1226	226	9	2018	2018	NUM
cana-1226	226	10	)	)	PUNCT
cana-1226	226	11	2018:97	2018:97	NUM
cana-1226	226	12	.	.	PUNCT
cana-1226	227	1	[	[	X
cana-1226	227	2	26	26	NUM
cana-1226	227	3	]	]	X
cana-1226	227	4	manda	manda	PROPN
cana-1226	227	5	sssnmsrl	sssnmsrl	PROPN
cana-1226	227	6	pavan	pavan	PROPN
cana-1226	227	7	,	,	PUNCT
cana-1226	227	8	and	and	CCONJ
cana-1226	227	9	p.	p.	PROPN
cana-1226	227	10	jagadeesh	jagadeesh	PROPN
cana-1226	227	11	.	.	PUNCT
cana-1226	228	1	brain	brain	NOUN
cana-1226	228	2	tumor	tumor	NOUN
cana-1226	228	3	segmentation	segmentation	NOUN
cana-1226	228	4	using	use	VERB
cana-1226	228	5	convolutional	convolutional	ADJ
cana-1226	228	6	neural	neural	ADJ
cana-1226	228	7	network	network	NOUN
cana-1226	228	8	in	in	ADP
cana-1226	228	9	mri	mri	NOUN
cana-1226	228	10	images	image	NOUN
cana-1226	228	11	.	.	PUNCT
cana-1226	229	1	international	international	ADJ
cana-1226	229	2	journal	journal	NOUN
cana-1226	229	3	of	of	ADP
cana-1226	229	4	pure	pure	ADJ
cana-1226	229	5	and	and	CCONJ
cana-1226	229	6	applied	applied	ADJ
cana-1226	229	7	mathematics	mathematic	NOUN
cana-1226	229	8	,	,	PUNCT
cana-1226	229	9	volume	volume	NOUN
cana-1226	229	10	119	119	NUM
cana-1226	229	11	,	,	PUNCT
cana-1226	229	12	no	no	INTJ
cana-1226	229	13	.	.	NOUN
cana-1226	229	14	17	17	NUM
cana-1226	229	15	,	,	PUNCT
cana-1226	229	16	2018	2018	NUM
cana-1226	229	17	,	,	PUNCT
cana-1226	229	18	1585	1585	NUM
cana-1226	229	19	-	-	SYM
cana-1226	229	20	1592	1592	NUM
cana-1226	229	21	.	.	PUNCT
cana-1226	230	1	[	[	X
cana-1226	230	2	27	27	NUM
cana-1226	230	3	]	]	X
cana-1226	230	4	balaji	balaji	PROPN
cana-1226	230	5	,	,	PUNCT
cana-1226	230	6	k.	k.	PROPN
cana-1226	230	7	,	,	PUNCT
cana-1226	230	8	p.	p.	PROPN
cana-1226	230	9	sai	sai	PROPN
cana-1226	230	10	kiran	kiran	PROPN
cana-1226	230	11	,	,	PUNCT
cana-1226	230	12	and	and	CCONJ
cana-1226	230	13	m.	m.	PROPN
cana-1226	230	14	sunil	sunil	PROPN
cana-1226	230	15	kumar	kumar	PROPN
cana-1226	230	16	.	.	PUNCT
cana-1226	231	1	"	"	PUNCT
cana-1226	231	2	power	power	NOUN
cana-1226	231	3	aware	aware	ADJ
cana-1226	231	4	virtual	virtual	ADJ
cana-1226	231	5	machine	machine	NOUN
cana-1226	231	6	placement	placement	NOUN
cana-1226	231	7	in	in	ADP
cana-1226	231	8	iaas	iaas	PROPN
cana-1226	231	9	cloud	cloud	NOUN
cana-1226	231	10	using	use	VERB
cana-1226	231	11	discrete	discrete	ADJ
cana-1226	231	12	firefly	firefly	NOUN
cana-1226	231	13	algorithm	algorithm	NOUN
cana-1226	231	14	.	.	PUNCT
cana-1226	231	15	"	"	PUNCT
cana-1226	232	1	applied	apply	VERB
cana-1226	232	2	nanoscience	nanoscience	NOUN
cana-1226	232	3	13.3	13.3	NUM
cana-1226	232	4	(	(	PUNCT
cana-1226	232	5	2023	2023	NUM
cana-1226	232	6	):	):	PUNCT
cana-1226	232	7	2003	2003	NUM
cana-1226	232	8	-	-	SYM
cana-1226	232	9	2011	2011	NUM
cana-1226	232	10	.	.	PUNCT
cana-1226	233	1	[	[	X
cana-1226	233	2	28	28	NUM
cana-1226	233	3	]	]	X
cana-1226	233	4	balaji	balaji	PROPN
cana-1226	233	5	,	,	PUNCT
cana-1226	233	6	k.	k.	PROPN
cana-1226	233	7	,	,	PUNCT
cana-1226	233	8	p.	p.	PROPN
cana-1226	233	9	sai	sai	PROPN
cana-1226	233	10	kiran	kiran	PROPN
cana-1226	233	11	,	,	PUNCT
cana-1226	233	12	and	and	CCONJ
cana-1226	233	13	m.	m.	PROPN
cana-1226	233	14	sunil	sunil	PROPN
cana-1226	233	15	kumar	kumar	PROPN
cana-1226	233	16	.	.	PUNCT
cana-1226	234	1	"	"	PUNCT
cana-1226	234	2	resource	resource	NOUN
cana-1226	234	3	aware	aware	ADJ
cana-1226	234	4	virtual	virtual	ADJ
cana-1226	234	5	machine	machine	NOUN
cana-1226	234	6	placement	placement	NOUN
cana-1226	234	7	in	in	ADP
cana-1226	234	8	iaas	iaas	PROPN
cana-1226	234	9	cloud	cloud	NOUN
cana-1226	234	10	using	use	VERB
cana-1226	234	11	bioinspired	bioinspire	VERB
cana-1226	234	12	firefly	firefly	NOUN
cana-1226	234	13	algorithm	algorithm	NOUN
cana-1226	234	14	.	.	PUNCT
cana-1226	234	15	"	"	PUNCT
cana-1226	235	1	journal	journal	NOUN
cana-1226	235	2	of	of	ADP
cana-1226	235	3	green	green	ADJ
cana-1226	235	4	engineering	engineering	NOUN
cana-1226	235	5	10	10	NUM
cana-1226	235	6	(	(	PUNCT
cana-1226	235	7	2020	2020	NUM
cana-1226	235	8	):	):	PUNCT
cana-1226	235	9	9315	9315	NUM
cana-1226	235	10	-	-	SYM
cana-1226	235	11	9327	9327	NUM
cana-1226	235	12	.	.	PUNCT
cana-1226	236	1	[	[	X
cana-1226	236	2	29	29	NUM
cana-1226	236	3	]	]	X
cana-1226	236	4	sangamithra	sangamithra	PROPN
cana-1226	236	5	,	,	PUNCT
cana-1226	236	6	b.	b.	PROPN
cana-1226	236	7	,	,	PUNCT
cana-1226	236	8	b.	b.	PROPN
cana-1226	236	9	e.	e.	PROPN
cana-1226	236	10	manjunath	manjunath	PROPN
cana-1226	236	11	swamy	swamy	PROPN
cana-1226	236	12	,	,	PUNCT
cana-1226	236	13	and	and	CCONJ
cana-1226	236	14	m.	m.	PROPN
cana-1226	236	15	sunil	sunil	PROPN
cana-1226	236	16	kumar	kumar	PROPN
cana-1226	236	17	.	.	PUNCT
cana-1226	237	1	"	"	PUNCT
cana-1226	237	2	personalized	personalize	VERB
cana-1226	237	3	ranking	ranking	ADJ
cana-1226	237	4	mechanism	mechanism	NOUN
cana-1226	237	5	using	use	VERB
cana-1226	237	6	yandex	yandex	NOUN
cana-1226	237	7	dataset	dataset	NOUN
cana-1226	237	8	on	on	ADP
cana-1226	237	9	machine	machine	NOUN
cana-1226	237	10	learning	learning	NOUN
cana-1226	237	11	approaches	approach	NOUN
cana-1226	237	12	.	.	PUNCT
cana-1226	237	13	"	"	PUNCT
cana-1226	238	1	in	in	ADP
cana-1226	238	2	proceedings	proceeding	NOUN
cana-1226	238	3	of	of	ADP
cana-1226	238	4	the	the	DET
cana-1226	238	5	international	international	ADJ
cana-1226	238	6	conference	conference	NOUN
cana-1226	238	7	on	on	ADP
cana-1226	238	8	cognitive	cognitive	ADJ
cana-1226	238	9	and	and	CCONJ
cana-1226	238	10	intelligent	intelligent	ADJ
cana-1226	238	11	computing	computing	NOUN
cana-1226	238	12	:	:	PUNCT
cana-1226	238	13	iccic	iccic	ADJ
cana-1226	238	14	2021	2021	NUM
cana-1226	238	15	,	,	PUNCT
cana-1226	238	16	volume	volume	NOUN
cana-1226	238	17	1	1	NUM
cana-1226	238	18	,	,	PUNCT
cana-1226	238	19	pp	pp	ADJ
cana-1226	238	20	.	.	PUNCT
cana-1226	239	1	629	629	NUM
cana-1226	239	2	-	-	SYM
cana-1226	239	3	639	639	NUM
cana-1226	239	4	.	.	PUNCT
cana-1226	240	1	singapore	singapore	PROPN
cana-1226	240	2	:	:	PUNCT
cana-1226	240	3	springer	springer	NOUN
cana-1226	240	4	nature	nature	PROPN
cana-1226	240	5	singapore	singapore	PROPN
cana-1226	240	6	,	,	PUNCT
cana-1226	240	7	2022	2022	NUM
cana-1226	240	8	.	.	PUNCT
cana-1226	241	1	[	[	X
cana-1226	241	2	30	30	NUM
cana-1226	241	3	]	]	X
cana-1226	241	4	ganesh	ganesh	PROPN
cana-1226	241	5	,	,	PUNCT
cana-1226	241	6	d.	d.	PROPN
cana-1226	241	7	,	,	PUNCT
cana-1226	241	8	rao	rao	PROPN
cana-1226	241	9	,	,	PUNCT
cana-1226	241	10	k.	k.	PROPN
cana-1226	241	11	j.	j.	PROPN
cana-1226	241	12	,	,	PUNCT
cana-1226	241	13	kumar	kumar	PROPN
cana-1226	241	14	,	,	PUNCT
cana-1226	241	15	m.	m.	NOUN
cana-1226	241	16	s.	s.	PROPN
cana-1226	241	17	,	,	PUNCT
cana-1226	241	18	vinitha	vinitha	NOUN
cana-1226	241	19	,	,	PUNCT
cana-1226	241	20	m.	m.	NOUN
cana-1226	241	21	,	,	PUNCT
cana-1226	241	22	anitha	anitha	PROPN
cana-1226	241	23	,	,	PUNCT
cana-1226	241	24	m.	m.	NOUN
cana-1226	241	25	,	,	PUNCT
cana-1226	241	26	likith	likith	PROPN
cana-1226	241	27	,	,	PUNCT
cana-1226	241	28	s.	s.	PROPN
cana-1226	241	29	s.	s.	PROPN
cana-1226	241	30	,	,	PUNCT
cana-1226	241	31	&	&	CCONJ
cana-1226	241	32	taralitha	taralitha	PROPN
cana-1226	241	33	,	,	PUNCT
cana-1226	241	34	r.	r.	PROPN
cana-1226	241	35	(	(	PUNCT
cana-1226	241	36	2023	2023	NUM
cana-1226	241	37	,	,	PUNCT
cana-1226	241	38	march	march	PROPN
cana-1226	241	39	)	)	PUNCT
cana-1226	241	40	.	.	PUNCT
cana-1226	242	1	implementation	implementation	NOUN
cana-1226	242	2	of	of	ADP
cana-1226	242	3	novel	novel	ADJ
cana-1226	242	4	machine	machine	NOUN
cana-1226	242	5	learning	learn	VERB
cana-1226	242	6	methods	method	NOUN
cana-1226	242	7	for	for	ADP
cana-1226	242	8	analysis	analysis	NOUN
cana-1226	242	9	and	and	CCONJ
cana-1226	242	10	detection	detection	NOUN
cana-1226	242	11	of	of	ADP
cana-1226	242	12	fake	fake	ADJ
cana-1226	242	13	reviews	review	NOUN
cana-1226	242	14	in	in	ADP
cana-1226	242	15	social	social	ADJ
cana-1226	242	16	media	medium	NOUN
cana-1226	242	17	.	.	PUNCT
cana-1226	243	1	in	in	ADP
cana-1226	243	2	2023	2023	NUM
cana-1226	243	3	international	international	ADJ
cana-1226	243	4	conference	conference	NOUN
cana-1226	243	5	on	on	ADP
cana-1226	243	6	sustainable	sustainable	ADJ
cana-1226	243	7	computing	computing	NOUN
cana-1226	243	8	and	and	CCONJ
cana-1226	243	9	data	datum	NOUN
cana-1226	243	10	communication	communication	NOUN
cana-1226	243	11	systems	system	NOUN
cana-1226	243	12	(	(	PUNCT
cana-1226	243	13	icscds	icscds	PROPN
cana-1226	243	14	)	)	PUNCT
cana-1226	243	15	(	(	PUNCT
cana-1226	243	16	pp	pp	ADJ
cana-1226	243	17	.	.	PUNCT
cana-1226	244	1	243	243	NUM
cana-1226	244	2	-	-	SYM
cana-1226	244	3	250	250	NUM
cana-1226	244	4	)	)	PUNCT
cana-1226	244	5	.	.	PUNCT
cana-1226	245	1	ieee	ieee	NOUN
cana-1226	245	2	.	.	PUNCT
cana-1226	246	1	[	[	X
cana-1226	246	2	31	31	NUM
cana-1226	246	3	]	]	SYM
cana-1226	246	4	burada	burada	PROPN
cana-1226	246	5	,	,	PUNCT
cana-1226	246	6	sreedhar	sreedhar	ADJ
cana-1226	246	7	,	,	PUNCT
cana-1226	246	8	be	be	AUX
cana-1226	246	9	manjunath	manjunath	PROPN
cana-1226	246	10	swamy	swamy	NOUN
cana-1226	246	11	,	,	PUNCT
cana-1226	246	12	and	and	CCONJ
cana-1226	246	13	m.	m.	PROPN
cana-1226	246	14	sunil	sunil	PROPN
cana-1226	246	15	kumar	kumar	PROPN
cana-1226	246	16	.	.	PUNCT
cana-1226	247	1	"	"	PUNCT
cana-1226	247	2	early	early	ADJ
cana-1226	247	3	detection	detection	NOUN
cana-1226	247	4	of	of	ADP
cana-1226	247	5	melanoma	melanoma	NOUN
cana-1226	247	6	skin	skin	NOUN
cana-1226	247	7	cancer	cancer	NOUN
cana-1226	247	8	:	:	PUNCT
cana-1226	247	9	a	a	DET
cana-1226	247	10	hybrid	hybrid	ADJ
cana-1226	247	11	approach	approach	NOUN
cana-1226	247	12	using	use	VERB
cana-1226	247	13	fuzzy	fuzzy	ADJ
cana-1226	247	14	c	c	NOUN
cana-1226	247	15	-	-	PUNCT
cana-1226	247	16	means	mean	VERB
cana-1226	247	17	clustering	clustering	NOUN
cana-1226	247	18	and	and	CCONJ
cana-1226	247	19	differential	differential	ADJ
cana-1226	247	20	evolution	evolution	NOUN
cana-1226	247	21	-	-	PUNCT
cana-1226	247	22	based	base	VERB
cana-1226	247	23	convolutional	convolutional	ADJ
cana-1226	247	24	neural	neural	ADJ
cana-1226	247	25	network	network	NOUN
cana-1226	247	26	.	.	PUNCT
cana-1226	247	27	"	"	PUNCT
cana-1226	248	1	measurement	measurement	NOUN
cana-1226	248	2	:	:	PUNCT
cana-1226	248	3	sensors	sensor	NOUN
cana-1226	248	4	(	(	PUNCT
cana-1226	248	5	2024	2024	NUM
cana-1226	248	6	):	):	PUNCT
cana-1226	248	7	101168	101168	NUM
cana-1226	248	8	.	.	PUNCT
cana-1226	249	1	[	[	X
cana-1226	249	2	32	32	NUM
cana-1226	249	3	]	]	PUNCT
cana-1226	249	4	davy	davy	PROPN
cana-1226	249	5	a.	a.	PROPN
cana-1226	249	6	et	et	PROPN
cana-1226	249	7	al	al	PROPN
cana-1226	249	8	.	.	PROPN
cana-1226	249	9	brain	brain	PROPN
cana-1226	249	10	tumor	tumor	PROPN
cana-1226	249	11	segmentation	segmentation	NOUN
cana-1226	249	12	with	with	ADP
cana-1226	249	13	deep	deep	ADJ
cana-1226	249	14	neural	neural	ADJ
cana-1226	249	15	networks	network	NOUN
cana-1226	249	16	.	.	PUNCT
cana-1226	250	1	miccai	miccai	NOUN
cana-1226	250	2	multimodal	multimodal	NOUN
cana-1226	250	3	brain	brain	NOUN
cana-1226	250	4	tumor	tumor	NOUN
cana-1226	250	5	segmentation	segmentation	NOUN
cana-1226	250	6	challenge	challenge	NOUN
cana-1226	250	7	(	(	PUNCT
cana-1226	250	8	brats	brat	NOUN
cana-1226	250	9	)	)	PUNCT
cana-1226	250	10	2014:1–5	2014:1–5	NUM
cana-1226	250	11	.	.	PUNCT
cana-1226	251	1	[	[	X
cana-1226	251	2	33burada	33burada	NUM
cana-1226	251	3	,	,	PUNCT
cana-1226	251	4	s.	s.	PROPN
cana-1226	251	5	,	,	PUNCT
cana-1226	251	6	eraiah	eraiah	PROPN
cana-1226	251	7	,	,	PUNCT
cana-1226	251	8	m.	m.	PROPN
cana-1226	251	9	b.	b.	PROPN
cana-1226	251	10	,	,	PUNCT
cana-1226	251	11	&	&	CCONJ
cana-1226	251	12	kumar	kumar	PROPN
cana-1226	251	13	,	,	PUNCT
cana-1226	251	14	m.	m.	NOUN
cana-1226	251	15	s.	s.	PROPN
cana-1226	251	16	(	(	PUNCT
cana-1226	251	17	2024	2024	NUM
cana-1226	251	18	)	)	PUNCT
cana-1226	251	19	.	.	PUNCT
cana-1226	252	1	optimal	optimal	ADJ
cana-1226	252	2	hybrid	hybrid	NOUN
cana-1226	252	3	classifier	classifier	NOUN
cana-1226	252	4	with	with	ADP
cana-1226	252	5	fine	fine	ADV
cana-1226	252	6	-	-	PUNCT
cana-1226	252	7	tuned	tune	VERB
cana-1226	252	8	hyper	hyper	ADJ
cana-1226	252	9	parameter	parameter	NOUN
cana-1226	252	10	and	and	CCONJ
cana-1226	252	11	improved	improve	VERB
cana-1226	252	12	fuzzy	fuzzy	ADJ
cana-1226	252	13	c	c	NOUN
cana-1226	252	14	means	mean	VERB
cana-1226	252	15	segmentation	segmentation	NOUN
cana-1226	252	16	:	:	PUNCT
cana-1226	252	17	skin	skin	NOUN
cana-1226	252	18	cancer	cancer	NOUN
cana-1226	252	19	detection	detection	NOUN
cana-1226	252	20	.	.	PUNCT
cana-1226	253	1	international	international	ADJ
cana-1226	253	2	journal	journal	PROPN
cana-1226	253	3	of	of	ADP
cana-1226	253	4	ad	ad	X
cana-1226	253	5	hoc	hoc	X
cana-1226	253	6	and	and	CCONJ
cana-1226	253	7	ubiquitous	ubiquitous	ADJ
cana-1226	253	8	computing	computing	NOUN
cana-1226	253	9	,	,	PUNCT
cana-1226	253	10	45(1	45(1	NOUN
cana-1226	253	11	)	)	PUNCT
cana-1226	253	12	,	,	PUNCT
cana-1226	253	13	52	52	NUM
cana-1226	253	14	-	-	SYM
cana-1226	253	15	64	64	NUM
cana-1226	253	16	.	.	PUNCT
cana-1226	254	1	[	[	X
cana-1226	254	2	34	34	NUM
cana-1226	254	3	]	]	PUNCT
cana-1226	254	4	https://www.kaggle.com/datasets/sartajbhuvaji/brain-tumor-classification-mri	https://www.kaggle.com/datasets/sartajbhuvaji/brain-tumor-classification-mri	PROPN
cana-1226	254	5	https://www.kaggle.com/datasets/sartajbhuvaji/brain-tumor-classification-mri	https://www.kaggle.com/datasets/sartajbhuvaji/brain-tumor-classification-mri	PROPN
cana-1226	254	6	communications	communication	NOUN
cana-1226	254	7	on	on	ADP
cana-1226	254	8	applied	apply	VERB
cana-1226	254	9	nonlinear	nonlinear	ADJ
cana-1226	254	10	analysis	analysis	NOUN
cana-1226	254	11	issn	issn	NOUN
cana-1226	254	12	:	:	PUNCT
cana-1226	254	13	1074	1074	NUM
cana-1226	254	14	-	-	PUNCT
cana-1226	254	15	133x	133x	NUM
cana-1226	254	16	vol	vol	NOUN
cana-1226	254	17	31	31	NUM
cana-1226	254	18	no	no	NOUN
cana-1226	254	19	.	.	PUNCT
cana-1226	255	1	6s	6s	NUM
cana-1226	255	2	(	(	PUNCT
cana-1226	255	3	2024	2024	NUM
cana-1226	255	4	)	)	PUNCT
cana-1226	255	5	341	341	NUM
cana-1226	255	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1226	256	1	[	[	X
cana-1226	256	2	35	35	NUM
cana-1226	256	3	]	]	X
cana-1226	256	4	natarajan	natarajan	PROPN
cana-1226	256	5	,	,	PUNCT
cana-1226	256	6	v.	v.	PROPN
cana-1226	256	7	anantha	anantha	PROPN
cana-1226	256	8	,	,	PUNCT
cana-1226	256	9	ms	ms	PROPN
cana-1226	256	10	macha	macha	PROPN
cana-1226	256	11	babitha	babitha	PROPN
cana-1226	256	12	,	,	PUNCT
cana-1226	256	13	and	and	CCONJ
cana-1226	256	14	m.	m.	PROPN
cana-1226	256	15	sunil	sunil	PROPN
cana-1226	256	16	kumar	kumar	PROPN
cana-1226	256	17	.	.	PUNCT
cana-1226	257	1	"	"	PUNCT
cana-1226	257	2	detection	detection	NOUN
cana-1226	257	3	of	of	ADP
cana-1226	257	4	disease	disease	NOUN
cana-1226	257	5	in	in	ADP
cana-1226	257	6	tomato	tomato	NOUN
cana-1226	257	7	plant	plant	NOUN
cana-1226	257	8	using	use	VERB
cana-1226	257	9	deep	deep	ADJ
cana-1226	257	10	learning	learning	NOUN
cana-1226	257	11	techniques	technique	NOUN
cana-1226	257	12	.	.	PUNCT
cana-1226	257	13	"	"	PUNCT
cana-1226	258	1	international	international	ADJ
cana-1226	258	2	journal	journal	NOUN
cana-1226	258	3	of	of	ADP
cana-1226	258	4	modern	modern	ADJ
cana-1226	258	5	agriculture	agriculture	NOUN
cana-1226	258	6	9	9	NUM
cana-1226	258	7	,	,	PUNCT
cana-1226	258	8	no	no	INTJ
cana-1226	258	9	.	.	NOUN
cana-1226	258	10	4	4	NUM
cana-1226	258	11	(	(	PUNCT
cana-1226	258	12	2020	2020	NUM
cana-1226	258	13	):	):	PUNCT
cana-1226	258	14	525	525	NUM
cana-1226	258	15	-	-	SYM
cana-1226	258	16	540	540	NUM
cana-1226	258	17	.	.	PUNCT
cana-1226	259	1	[	[	X
cana-1226	259	2	36	36	NUM
cana-1226	259	3	]	]	X
cana-1226	259	4	natarajan	natarajan	PROPN
cana-1226	259	5	,	,	PUNCT
cana-1226	259	6	v.	v.	PROPN
cana-1226	259	7	a.	a.	PROPN
cana-1226	259	8	,	,	PUNCT
cana-1226	259	9	kumar	kumar	PROPN
cana-1226	259	10	,	,	PUNCT
cana-1226	259	11	m.	m.	NOUN
cana-1226	259	12	s.	s.	PROPN
cana-1226	259	13	,	,	PUNCT
cana-1226	259	14	patan	patan	PROPN
cana-1226	259	15	,	,	PUNCT
cana-1226	259	16	r.	r.	PROPN
cana-1226	259	17	,	,	PUNCT
cana-1226	259	18	kallam	kallam	PROPN
cana-1226	259	19	,	,	PUNCT
cana-1226	259	20	s.	s.	PROPN
cana-1226	259	21	,	,	PUNCT
cana-1226	259	22	&	&	CCONJ
cana-1226	259	23	mohamed	mohamed	PROPN
cana-1226	259	24	,	,	PUNCT
cana-1226	259	25	m.	m.	PROPN
cana-1226	259	26	y.	y.	PROPN
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cana-1226	259	28	(	(	PUNCT
cana-1226	259	29	2020	2020	NUM
cana-1226	259	30	,	,	PUNCT
cana-1226	259	31	september	september	PROPN
cana-1226	259	32	)	)	PUNCT
cana-1226	259	33	.	.	PUNCT
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cana-1226	259	35	of	of	ADP
cana-1226	259	36	nuclei	nucleus	NOUN
cana-1226	259	37	in	in	ADP
cana-1226	259	38	histopathology	histopathology	NOUN
cana-1226	259	39	images	image	NOUN
cana-1226	259	40	using	use	VERB
cana-1226	259	41	fully	fully	ADV
cana-1226	259	42	convolutional	convolutional	ADJ
cana-1226	259	43	deep	deep	ADJ
cana-1226	259	44	neural	neural	ADJ
cana-1226	259	45	architecture	architecture	NOUN
cana-1226	259	46	.	.	PUNCT
cana-1226	260	1	in	in	ADP
cana-1226	260	2	2020	2020	NUM
cana-1226	260	3	international	international	ADJ
cana-1226	260	4	conference	conference	NOUN
cana-1226	260	5	on	on	ADP
cana-1226	260	6	computing	computing	NOUN
cana-1226	260	7	and	and	CCONJ
cana-1226	260	8	information	information	NOUN
cana-1226	260	9	technology	technology	NOUN
cana-1226	260	10	(	(	PUNCT
cana-1226	260	11	iccit-1441	iccit-1441	NOUN
cana-1226	260	12	)	)	PUNCT
cana-1226	260	13	(	(	PUNCT
cana-1226	260	14	pp	pp	ADJ
cana-1226	260	15	.	.	PUNCT
cana-1226	261	1	1	1	NUM
cana-1226	261	2	-	-	SYM
cana-1226	261	3	7	7	NUM
cana-1226	261	4	)	)	PUNCT
cana-1226	261	5	.	.	PUNCT
cana-1226	262	1	ieee	ieee	NOUN
cana-1226	262	2	.	.	PUNCT
cana-1226	263	1	[	[	X
cana-1226	263	2	37	37	NUM
cana-1226	263	3	]	]	SYM
cana-1226	263	4	sreedhar	sreedhar	PROPN
cana-1226	263	5	,	,	PUNCT
cana-1226	263	6	b.	b.	PROPN
cana-1226	263	7	,	,	PUNCT
cana-1226	263	8	be	be	AUX
cana-1226	263	9	,	,	PUNCT
cana-1226	263	10	m.	m.	NOUN
cana-1226	263	11	s.	s.	PROPN
cana-1226	263	12	,	,	PUNCT
cana-1226	263	13	&	&	CCONJ
cana-1226	263	14	kumar	kumar	PROPN
cana-1226	263	15	,	,	PUNCT
cana-1226	263	16	m.	m.	NOUN
cana-1226	263	17	s.	s.	PROPN
cana-1226	263	18	(	(	PUNCT
cana-1226	263	19	2020	2020	NUM
cana-1226	263	20	,	,	PUNCT
cana-1226	263	21	october	october	PROPN
cana-1226	263	22	)	)	PUNCT
cana-1226	263	23	.	.	PUNCT
cana-1226	264	1	a	a	DET
cana-1226	264	2	comparative	comparative	ADJ
cana-1226	264	3	study	study	NOUN
cana-1226	264	4	of	of	ADP
cana-1226	264	5	melanoma	melanoma	NOUN
cana-1226	264	6	skin	skin	NOUN
cana-1226	264	7	cancer	cancer	NOUN
cana-1226	264	8	detection	detection	NOUN
cana-1226	264	9	in	in	ADP
cana-1226	264	10	traditional	traditional	ADJ
cana-1226	264	11	and	and	CCONJ
cana-1226	264	12	current	current	ADJ
cana-1226	264	13	image	image	NOUN
cana-1226	264	14	processing	processing	NOUN
cana-1226	264	15	techniques	technique	NOUN
cana-1226	264	16	.	.	PUNCT
cana-1226	265	1	in	in	ADP
cana-1226	265	2	2020	2020	NUM
cana-1226	265	3	fourth	fourth	ADJ
cana-1226	265	4	international	international	ADJ
cana-1226	265	5	conference	conference	NOUN
cana-1226	265	6	on	on	ADP
cana-1226	265	7	i	i	PROPN
cana-1226	265	8	-	-	PUNCT
cana-1226	265	9	smac	smac	PROPN
cana-1226	265	10	(	(	PUNCT
cana-1226	265	11	iot	iot	PROPN
cana-1226	265	12	in	in	ADP
cana-1226	265	13	social	social	ADJ
cana-1226	265	14	,	,	PUNCT
cana-1226	265	15	mobile	mobile	ADJ
cana-1226	265	16	,	,	PUNCT
cana-1226	265	17	analytics	analytic	NOUN
cana-1226	265	18	and	and	CCONJ
cana-1226	265	19	cloud)(i	cloud)(i	PROPN
cana-1226	265	20	-	-	PUNCT
cana-1226	265	21	smac	smac	PROPN
cana-1226	265	22	)	)	PUNCT
cana-1226	265	23	(	(	PUNCT
cana-1226	265	24	pp	pp	X
cana-1226	265	25	.	.	PUNCT
cana-1226	266	1	654	654	NUM
cana-1226	266	2	-	-	SYM
cana-1226	266	3	658	658	NUM
cana-1226	266	4	)	)	PUNCT
cana-1226	266	5	.	.	PUNCT
cana-1226	267	1	ieee	ieee	NOUN
cana-1226	267	2	.	.	PUNCT
cana-1226	268	1	[	[	X
cana-1226	268	2	38	38	NUM
cana-1226	268	3	]	]	SYM
cana-1226	268	4	natarajan	natarajan	PROPN
cana-1226	268	5	,	,	PUNCT
cana-1226	268	6	m.	m.	PROPN
cana-1226	268	7	k.	k.	PROPN
cana-1226	269	1	v.	v.	PROPN
cana-1226	269	2	a.	a.	PROPN
cana-1226	269	3	,	,	PUNCT
cana-1226	269	4	&	&	CCONJ
cana-1226	269	5	macha	macha	PROPN
cana-1226	269	6	babitha	babitha	PROPN
cana-1226	269	7	,	,	PUNCT
cana-1226	269	8	d.	d.	PROPN
cana-1226	269	9	g.	g.	PROPN
cana-1226	269	10	machine	machine	PROPN
cana-1226	269	11	learning	learning	PROPN
cana-1226	269	12	based	base	VERB
cana-1226	269	13	identification	identification	NOUN
cana-1226	269	14	of	of	ADP
cana-1226	269	15	covid-19	covid-19	PROPN
cana-1226	269	16	from	from	ADP
cana-1226	269	17	lung	lung	NOUN
cana-1226	269	18	segmented	segment	VERB
cana-1226	269	19	ct	ct	NUM
cana-1226	269	20	images	image	NOUN
cana-1226	269	21	using	use	VERB
cana-1226	269	22	radiomics	radiomic	NOUN
cana-1226	269	23	features	feature	NOUN
cana-1226	269	24	.	.	PUNCT
cana-1226	270	1	biosc	biosc	NOUN
cana-1226	270	2	.	.	PUNCT
cana-1226	271	1	biotech	biotech	NOUN
cana-1226	271	2	.	.	PUNCT
cana-1226	272	1	res	re	NOUN
cana-1226	272	2	.	.	PROPN
cana-1226	272	3	comm	comm	NOUN
cana-1226	272	4	.	.	PUNCT
cana-1226	273	1	special	special	ADJ
cana-1226	273	2	issue	issue	NOUN
cana-1226	273	3	,	,	PUNCT
cana-1226	273	4	14(07	14(07	NUM
cana-1226	273	5	)	)	PUNCT
cana-1226	273	6	,	,	PUNCT
cana-1226	273	7	350	350	NUM
cana-1226	273	8	-	-	SYM
cana-1226	273	9	355	355	NUM
cana-1226	273	10	.	.	PUNCT