id	sid	tid	token	lemma	pos
cana-3315	1	1	communications	communication	NOUN
cana-3315	1	2	on	on	ADP
cana-3315	1	3	applied	apply	VERB
cana-3315	1	4	nonlinear	nonlinear	ADJ
cana-3315	1	5	analysis	analysis	NOUN
cana-3315	1	6	issn	issn	NOUN
cana-3315	1	7	:	:	PUNCT
cana-3315	1	8	1074	1074	NUM
cana-3315	1	9	-	-	PUNCT
cana-3315	1	10	133x	133x	NUM
cana-3315	1	11	vol	vol	NOUN
cana-3315	1	12	32	32	NUM
cana-3315	1	13	no	no	NOUN
cana-3315	1	14	.	.	PUNCT
cana-3315	2	1	6s	6s	NUM
cana-3315	2	2	(	(	PUNCT
cana-3315	2	3	2025	2025	NUM
cana-3315	2	4	)	)	PUNCT
cana-3315	2	5	520	520	NUM
cana-3315	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3315	2	7	mri	mri	NOUN
cana-3315	2	8	-	-	PUNCT
cana-3315	2	9	based	base	VERB
cana-3315	2	10	brain	brain	NOUN
cana-3315	2	11	tumor	tumor	NOUN
cana-3315	2	12	detection	detection	NOUN
cana-3315	2	13	using	use	VERB
cana-3315	2	14	convolutional	convolutional	ADJ
cana-3315	2	15	neural	neural	ADJ
cana-3315	2	16	networks	network	NOUN
cana-3315	2	17	and	and	CCONJ
cana-3315	2	18	machine	machine	NOUN
cana-3315	2	19	learning	learn	VERB
cana-3315	2	20	techniques	technique	NOUN
cana-3315	2	21	vivek	vivek	ADJ
cana-3315	2	22	agrawal1	agrawal1	PROPN
cana-3315	2	23	,	,	PUNCT
cana-3315	2	24	kuldeep	kuldeep	PROPN
cana-3315	2	25	singh	singh	PROPN
cana-3315	2	26	kaswan2	kaswan2	PROPN
cana-3315	2	27	,	,	PUNCT
cana-3315	2	28	sanjay	sanjay	PROPN
cana-3315	2	29	kumar3	kumar3	PROPN
cana-3315	2	30	1galgotias	1galgotias	PROPN
cana-3315	2	31	university	university	NOUN
cana-3315	2	32	,	,	PUNCT
cana-3315	2	33	greater	great	ADJ
cana-3315	2	34	noida	noida	PROPN
cana-3315	2	35	(	(	PUNCT
cana-3315	2	36	u.p	u.p	PROPN
cana-3315	2	37	)	)	PUNCT
cana-3315	2	38	,	,	PUNCT
cana-3315	2	39	india	india	PROPN
cana-3315	2	40	,	,	PUNCT
cana-3315	2	41	vivek.ag86@gmail.com	vivek.ag86@gmail.com	X
cana-3315	2	42	2galgotias	2galgotias	NUM
cana-3315	2	43	university	university	NOUN
cana-3315	2	44	,	,	PUNCT
cana-3315	2	45	greater	great	ADJ
cana-3315	2	46	noida	noida	PROPN
cana-3315	2	47	(	(	PUNCT
cana-3315	2	48	u.p	u.p	PROPN
cana-3315	2	49	)	)	PUNCT
cana-3315	2	50	,	,	PUNCT
cana-3315	2	51	india	india	PROPN
cana-3315	2	52	,	,	PUNCT
cana-3315	2	53	kaswan.kuldeep@gmail.com	kaswan.kuldeep@gmail.com	PROPN
cana-3315	2	54	3galgotia	3galgotia	NUM
cana-3315	2	55	college	college	NOUN
cana-3315	2	56	of	of	ADP
cana-3315	2	57	engineering	engineering	NOUN
cana-3315	2	58	and	and	CCONJ
cana-3315	2	59	technology	technology	NOUN
cana-3315	2	60	,	,	PUNCT
cana-3315	2	61	greater	great	ADJ
cana-3315	2	62	noida	noida	PROPN
cana-3315	2	63	(	(	PUNCT
cana-3315	2	64	u.p	u.p	PROPN
cana-3315	2	65	)	)	PUNCT
cana-3315	2	66	,	,	PUNCT
cana-3315	2	67	india	india	PROPN
cana-3315	2	68	,	,	PUNCT
cana-3315	2	69	skhakhil@gmail.com	skhakhil@gmail.com	X
cana-3315	3	1	article	article	NOUN
cana-3315	3	2	history	history	NOUN
cana-3315	3	3	:	:	PUNCT
cana-3315	3	4	received	receive	VERB
cana-3315	3	5	:	:	PUNCT
cana-3315	3	6	22	22	NUM
cana-3315	3	7	-	-	SYM
cana-3315	3	8	10	10	NUM
cana-3315	3	9	-	-	PUNCT
cana-3315	3	10	2024	2024	NUM
cana-3315	3	11	revised	revise	VERB
cana-3315	3	12	:	:	PUNCT
cana-3315	3	13	06	06	NUM
cana-3315	3	14	-	-	SYM
cana-3315	3	15	12	12	NUM
cana-3315	3	16	-	-	PUNCT
cana-3315	3	17	2024	2024	NUM
cana-3315	3	18	accepted	accept	VERB
cana-3315	3	19	:	:	PUNCT
cana-3315	3	20	15	15	NUM
cana-3315	3	21	-	-	SYM
cana-3315	3	22	12	12	NUM
cana-3315	3	23	-	-	PUNCT
cana-3315	3	24	2024	2024	NUM
cana-3315	3	25	abstract	abstract	NOUN
cana-3315	3	26	:	:	PUNCT
cana-3315	3	27	brain	brain	NOUN
cana-3315	3	28	tumors	tumor	NOUN
cana-3315	3	29	are	be	AUX
cana-3315	3	30	extreme	extreme	ADJ
cana-3315	3	31	and	and	CCONJ
cana-3315	3	32	doubtlessly	doubtlessly	ADV
cana-3315	3	33	fatal	fatal	ADJ
cana-3315	3	34	sicknesses	sickness	NOUN
cana-3315	3	35	,	,	PUNCT
cana-3315	3	36	and	and	CCONJ
cana-3315	3	37	early	early	ADJ
cana-3315	3	38	and	and	CCONJ
cana-3315	3	39	correct	correct	ADJ
cana-3315	3	40	analysis	analysis	NOUN
cana-3315	3	41	are	be	AUX
cana-3315	3	42	critical	critical	ADJ
cana-3315	3	43	to	to	PART
cana-3315	3	44	enhance	enhance	VERB
cana-3315	3	45	affected	affected	ADJ
cana-3315	3	46	person	person	NOUN
cana-3315	3	47	effects	effect	NOUN
cana-3315	3	48	.	.	PUNCT
cana-3315	4	1	magnetic	magnetic	ADJ
cana-3315	4	2	resonance	resonance	NOUN
cana-3315	4	3	imaging	imaging	NOUN
cana-3315	4	4	,	,	PUNCT
cana-3315	4	5	or	or	CCONJ
cana-3315	4	6	mri	mri	NOUN
cana-3315	4	7	,	,	PUNCT
cana-3315	4	8	is	be	AUX
cana-3315	4	9	an	an	DET
cana-3315	4	10	critical	critical	ADJ
cana-3315	4	11	tool	tool	NOUN
cana-3315	4	12	for	for	ADP
cana-3315	4	13	early	early	ADJ
cana-3315	4	14	detection	detection	NOUN
cana-3315	4	15	and	and	CCONJ
cana-3315	4	16	screening	screening	NOUN
cana-3315	4	17	of	of	ADP
cana-3315	4	18	mind	mind	NOUN
cana-3315	4	19	cancer	cancer	NOUN
cana-3315	4	20	.	.	PUNCT
cana-3315	5	1	brain	brain	NOUN
cana-3315	5	2	tumor	tumor	NOUN
cana-3315	5	3	detection	detection	NOUN
cana-3315	5	4	has	have	AUX
cana-3315	5	5	turn	turn	VERB
cana-3315	5	6	out	out	ADP
cana-3315	5	7	to	to	PART
cana-3315	5	8	be	be	AUX
cana-3315	5	9	more	more	ADV
cana-3315	5	10	correct	correct	ADJ
cana-3315	5	11	in	in	ADP
cana-3315	5	12	recent	recent	ADJ
cana-3315	5	13	years	year	NOUN
cana-3315	5	14	due	due	ADP
cana-3315	5	15	to	to	ADP
cana-3315	5	16	the	the	DET
cana-3315	5	17	combination	combination	NOUN
cana-3315	5	18	of	of	ADP
cana-3315	5	19	system	system	NOUN
cana-3315	5	20	gaining	gain	VERB
cana-3315	5	21	knowledge	knowledge	NOUN
cana-3315	5	22	of	of	ADP
cana-3315	5	23	(	(	PUNCT
cana-3315	5	24	ml	ml	NOUN
cana-3315	5	25	)	)	PUNCT
cana-3315	5	26	and	and	CCONJ
cana-3315	5	27	convolutional	convolutional	ADJ
cana-3315	5	28	neural	neural	ADJ
cana-3315	5	29	network	network	NOUN
cana-3315	5	30	(	(	PUNCT
cana-3315	5	31	cnn).this	cnn).this	PROPN
cana-3315	5	32	paper	paper	NOUN
cana-3315	5	33	offers	offer	VERB
cana-3315	5	34	a	a	DET
cana-3315	5	35	focused	focused	ADJ
cana-3315	5	36	analysis	analysis	NOUN
cana-3315	5	37	the	the	DET
cana-3315	5	38	use	use	NOUN
cana-3315	5	39	of	of	ADP
cana-3315	5	40	a	a	DET
cana-3315	5	41	complete	complete	ADJ
cana-3315	5	42	evaluate	evaluate	NOUN
cana-3315	5	43	of	of	ADP
cana-3315	5	44	cnn	cnn	PROPN
cana-3315	5	45	-	-	PUNCT
cana-3315	5	46	ml	ml	PROPN
cana-3315	5	47	methods	method	NOUN
cana-3315	5	48	on	on	ADP
cana-3315	5	49	mind	mind	NOUN
cana-3315	5	50	tumor	tumor	NOUN
cana-3315	5	51	detection	detection	NOUN
cana-3315	5	52	for	for	ADP
cana-3315	5	53	how	how	SCONJ
cana-3315	5	54	an	an	DET
cana-3315	5	55	awful	awful	ADJ
cana-3315	5	56	lot	lot	NOUN
cana-3315	5	57	of	of	ADP
cana-3315	5	58	ml	ml	NOUN
cana-3315	5	59	-	-	PUNCT
cana-3315	5	60	cnn	cnn	NOUN
cana-3315	5	61	-	-	PUNCT
cana-3315	5	62	based	base	VERB
cana-3315	5	63	strategies	strategy	NOUN
cana-3315	5	64	in	in	ADP
cana-3315	5	65	identification	identification	NOUN
cana-3315	5	66	effective	effective	ADJ
cana-3315	5	67	are	be	AUX
cana-3315	5	68	most	most	ADV
cana-3315	5	69	appropriate	appropriate	ADJ
cana-3315	5	70	patterns	pattern	NOUN
cana-3315	5	71	we	we	PRON
cana-3315	5	72	seek	seek	VERB
cana-3315	5	73	methods	method	NOUN
cana-3315	5	74	,	,	PUNCT
cana-3315	5	75	statistics	statistic	NOUN
cana-3315	5	76	sorts	sort	NOUN
cana-3315	5	77	,	,	PUNCT
cana-3315	5	78	and	and	CCONJ
cana-3315	5	79	business	business	NOUN
cana-3315	5	80	selections	selection	NOUN
cana-3315	5	81	focusing	focus	VERB
cana-3315	5	82	constraints	constraint	NOUN
cana-3315	5	83	which	which	PRON
cana-3315	5	84	are	be	AUX
cana-3315	5	85	stated	state	VERB
cana-3315	5	86	collectively	collectively	ADV
cana-3315	5	87	this	this	DET
cana-3315	5	88	insight	insight	NOUN
cana-3315	5	89	presents	present	VERB
cana-3315	5	90	informed	inform	VERB
cana-3315	5	91	hints	hint	NOUN
cana-3315	5	92	for	for	ADP
cana-3315	5	93	algorithms	algorithm	NOUN
cana-3315	5	94	and	and	CCONJ
cana-3315	5	95	techniques	technique	NOUN
cana-3315	5	96	to	to	PART
cana-3315	5	97	enhance	enhance	VERB
cana-3315	5	98	brain	brain	NOUN
cana-3315	5	99	tumor	tumor	NOUN
cana-3315	5	100	detection	detection	NOUN
cana-3315	5	101	.	.	PUNCT
cana-3315	6	1	this	this	DET
cana-3315	6	2	review	review	NOUN
cana-3315	6	3	objectives	objective	NOUN
cana-3315	6	4	to	to	PART
cana-3315	6	5	make	make	VERB
cana-3315	6	6	a	a	DET
cana-3315	6	7	contribution	contribution	NOUN
cana-3315	6	8	to	to	ADP
cana-3315	6	9	the	the	DET
cana-3315	6	10	development	development	NOUN
cana-3315	6	11	of	of	ADP
cana-3315	6	12	early	early	ADJ
cana-3315	6	13	detection	detection	NOUN
cana-3315	6	14	and	and	CCONJ
cana-3315	6	15	scientific	scientific	ADJ
cana-3315	6	16	control	control	NOUN
cana-3315	6	17	,	,	PUNCT
cana-3315	6	18	and	and	CCONJ
cana-3315	6	19	focuses	focus	VERB
cana-3315	6	20	on	on	ADP
cana-3315	6	21	the	the	DET
cana-3315	6	22	transformative	transformative	ADJ
cana-3315	6	23	position	position	NOUN
cana-3315	6	24	of	of	ADP
cana-3315	6	25	cnn	cnn	PROPN
cana-3315	6	26	and	and	CCONJ
cana-3315	6	27	ml	ml	X
cana-3315	6	28	in	in	ADP
cana-3315	6	29	advanced	advanced	ADJ
cana-3315	6	30	medical	medical	ADJ
cana-3315	6	31	imaging	imaging	NOUN
cana-3315	6	32	strategies	strategy	NOUN
cana-3315	6	33	.	.	PUNCT
cana-3315	7	1	keywords	keyword	NOUN
cana-3315	7	2	:	:	PUNCT
cana-3315	7	3	mri	mri	NOUN
cana-3315	7	4	,	,	PUNCT
cana-3315	7	5	machine	machine	NOUN
cana-3315	7	6	-	-	PUNCT
cana-3315	7	7	learning	learn	VERB
cana-3315	7	8	methodologies	methodology	NOUN
cana-3315	7	9	,	,	PUNCT
cana-3315	7	10	convolutional	convolutional	ADJ
cana-3315	7	11	neural	neural	ADJ
cana-3315	7	12	networks	network	NOUN
cana-3315	7	13	,	,	PUNCT
cana-3315	7	14	diagnostic	diagnostic	ADJ
cana-3315	7	15	,	,	PUNCT
cana-3315	7	16	deeplearning	deeplearning	NOUN
cana-3315	7	17	method	method	NOUN
cana-3315	7	18	.	.	PUNCT
cana-3315	8	1	1	1	X
cana-3315	8	2	.	.	X
cana-3315	8	3	introduction	introduction	NOUN
cana-3315	8	4	brain	brain	NOUN
cana-3315	8	5	tumors	tumor	NOUN
cana-3315	8	6	are	be	AUX
cana-3315	8	7	complex	complex	ADJ
cana-3315	8	8	,	,	PUNCT
cana-3315	8	9	life	life	NOUN
cana-3315	8	10	-	-	PUNCT
cana-3315	8	11	threatening	threaten	VERB
cana-3315	8	12	in	in	ADP
cana-3315	8	13	the	the	DET
cana-3315	8	14	most	most	ADV
cana-3315	8	15	severe	severe	ADJ
cana-3315	8	16	cases	case	NOUN
cana-3315	8	17	,	,	PUNCT
cana-3315	8	18	and	and	CCONJ
cana-3315	8	19	pose	pose	VERB
cana-3315	8	20	major	major	ADJ
cana-3315	8	21	problems	problem	NOUN
cana-3315	8	22	in	in	ADP
cana-3315	8	23	terms	term	NOUN
cana-3315	8	24	of	of	ADP
cana-3315	8	25	diagnosis	diagnosis	NOUN
cana-3315	8	26	,	,	PUNCT
cana-3315	8	27	treatment	treatment	NOUN
cana-3315	8	28	,	,	PUNCT
cana-3315	8	29	and	and	CCONJ
cana-3315	8	30	patient	patient	ADJ
cana-3315	8	31	survival	survival	NOUN
cana-3315	8	32	,	,	PUNCT
cana-3315	8	33	early	early	ADJ
cana-3315	8	34	detection	detection	NOUN
cana-3315	8	35	plays	play	VERB
cana-3315	8	36	an	an	DET
cana-3315	8	37	important	important	ADJ
cana-3315	8	38	role	role	NOUN
cana-3315	8	39	in	in	ADP
cana-3315	8	40	treatment	treatment	NOUN
cana-3315	8	41	in	in	ADP
cana-3315	8	42	improving	improve	VERB
cana-3315	8	43	productivity	productivity	NOUN
cana-3315	8	44	and	and	CCONJ
cana-3315	8	45	improving	improve	VERB
cana-3315	8	46	the	the	DET
cana-3315	8	47	lives	life	NOUN
cana-3315	8	48	of	of	ADP
cana-3315	8	49	affected	affect	VERB
cana-3315	8	50	individuals	individual	NOUN
cana-3315	8	51	.	.	PUNCT
cana-3315	9	1	tumors	tumor	NOUN
cana-3315	9	2	in	in	ADP
cana-3315	9	3	the	the	DET
cana-3315	9	4	brain	brain	NOUN
cana-3315	9	5	can	can	AUX
cana-3315	9	6	impair	impair	VERB
cana-3315	9	7	vital	vital	ADJ
cana-3315	9	8	neurological	neurological	ADJ
cana-3315	9	9	function	function	NOUN
cana-3315	9	10	,	,	PUNCT
cana-3315	9	11	its	its	PRON
cana-3315	9	12	progression	progression	NOUN
cana-3315	9	13	often	often	ADV
cana-3315	9	14	leads	lead	VERB
cana-3315	9	15	to	to	ADP
cana-3315	9	16	debilitating	debilitate	VERB
cana-3315	9	17	or	or	CCONJ
cana-3315	9	18	fatal	fatal	ADJ
cana-3315	9	19	consequences	consequence	NOUN
cana-3315	9	20	if	if	SCONJ
cana-3315	9	21	not	not	PART
cana-3315	9	22	detected	detect	VERB
cana-3315	9	23	early	early	ADV
cana-3315	9	24	consequently	consequently	ADV
cana-3315	9	25	,	,	PUNCT
cana-3315	9	26	it	it	PRON
cana-3315	9	27	is	be	AUX
cana-3315	9	28	not	not	PART
cana-3315	9	29	only	only	ADV
cana-3315	9	30	a	a	DET
cana-3315	9	31	clinical	clinical	ADJ
cana-3315	9	32	necessity	necessity	NOUN
cana-3315	9	33	to	to	PART
cana-3315	9	34	diagnose	diagnose	VERB
cana-3315	9	35	a	a	DET
cana-3315	9	36	brain	brain	NOUN
cana-3315	9	37	tumor	tumor	NOUN
cana-3315	9	38	in	in	ADP
cana-3315	9	39	time	time	NOUN
cana-3315	9	40	mouth	mouth	NOUN
cana-3315	9	41	and	and	CCONJ
cana-3315	9	42	accuracy	accuracy	NOUN
cana-3315	9	43	but	but	CCONJ
cana-3315	9	44	also	also	ADV
cana-3315	9	45	an	an	DET
cana-3315	9	46	important	important	ADJ
cana-3315	9	47	factor	factor	NOUN
cana-3315	9	48	in	in	ADP
cana-3315	9	49	improving	improve	VERB
cana-3315	9	50	vascular	vascular	ADJ
cana-3315	9	51	cancer	cancer	NOUN
cana-3315	9	52	care	care	NOUN
cana-3315	9	53	.	.	PUNCT
cana-3315	10	1	magnetic	magnetic	ADJ
cana-3315	10	2	resonance	resonance	NOUN
cana-3315	10	3	imaging	imaging	NOUN
cana-3315	10	4	(	(	PUNCT
cana-3315	10	5	mri	mri	NOUN
cana-3315	10	6	)	)	PUNCT
cana-3315	10	7	has	have	AUX
cana-3315	10	8	emerged	emerge	VERB
cana-3315	10	9	as	as	ADP
cana-3315	10	10	the	the	DET
cana-3315	10	11	cornerstone	cornerstone	NOUN
cana-3315	10	12	of	of	ADP
cana-3315	10	13	brain	brain	NOUN
cana-3315	10	14	tumor	tumor	NOUN
cana-3315	10	15	diagnosis	diagnosis	NOUN
cana-3315	10	16	.	.	PUNCT
cana-3315	11	1	unlike	unlike	ADP
cana-3315	11	2	other	other	ADJ
cana-3315	11	3	imaging	imaging	NOUN
cana-3315	11	4	modalities	modality	NOUN
cana-3315	11	5	mri	mri	NOUN
cana-3315	11	6	provides	provide	VERB
cana-3315	11	7	detailed	detailed	ADJ
cana-3315	11	8	anatomical	anatomical	ADJ
cana-3315	11	9	and	and	CCONJ
cana-3315	11	10	functional	functional	ADJ
cana-3315	11	11	insights	insight	NOUN
cana-3315	11	12	,	,	PUNCT
cana-3315	11	13	allowing	allow	VERB
cana-3315	11	14	clinicians	clinician	NOUN
cana-3315	11	15	to	to	PART
cana-3315	11	16	visualize	visualize	VERB
cana-3315	11	17	brain	brain	NOUN
cana-3315	11	18	structure	structure	NOUN
cana-3315	11	19	and	and	CCONJ
cana-3315	11	20	function	function	NOUN
cana-3315	11	21	with	with	ADP
cana-3315	11	22	precision	precision	NOUN
cana-3315	11	23	and	and	CCONJ
cana-3315	11	24	non	non	ADJ
cana-3315	11	25	-	-	ADJ
cana-3315	11	26	invasive	invasive	ADJ
cana-3315	11	27	quality	quality	NOUN
cana-3315	11	28	and	and	CCONJ
cana-3315	11	29	ability	ability	NOUN
cana-3315	11	30	to	to	PART
cana-3315	11	31	produce	produce	VERB
cana-3315	11	32	images	image	NOUN
cana-3315	11	33	a	a	DET
cana-3315	11	34	its	its	PRON
cana-3315	11	35	multidimensional	multidimensional	ADJ
cana-3315	11	36	nature	nature	NOUN
cana-3315	11	37	makes	make	VERB
cana-3315	11	38	it	it	PRON
cana-3315	11	39	particularly	particularly	ADV
cana-3315	11	40	suitable	suitable	ADJ
cana-3315	11	41	for	for	ADP
cana-3315	11	42	detection	detection	NOUN
cana-3315	11	43	of	of	ADP
cana-3315	11	44	brain	brain	NOUN
cana-3315	11	45	and	and	CCONJ
cana-3315	11	46	other	other	ADJ
cana-3315	11	47	soft	soft	ADJ
cana-3315	11	48	tissue	tissue	NOUN
cana-3315	11	49	abnormalities	abnormality	NOUN
cana-3315	11	50	[	[	X
cana-3315	11	51	1	1	NUM
cana-3315	11	52	]	]	PUNCT
cana-3315	11	53	.	.	PUNCT
cana-3315	12	1	it	it	PRON
cana-3315	12	2	can	can	AUX
cana-3315	12	3	also	also	ADV
cana-3315	12	4	be	be	AUX
cana-3315	12	5	vulnerable	vulnerable	ADJ
cana-3315	12	6	to	to	ADP
cana-3315	12	7	human	human	ADJ
cana-3315	12	8	errors	error	NOUN
cana-3315	12	9	,	,	PUNCT
cana-3315	12	10	specifically	specifically	ADV
cana-3315	12	11	whilst	whilst	SCONJ
cana-3315	12	12	running	run	VERB
cana-3315	12	13	with	with	ADP
cana-3315	12	14	huge	huge	ADJ
cana-3315	12	15	information	information	NOUN
cana-3315	12	16	or	or	CCONJ
cana-3315	12	17	small	small	ADJ
cana-3315	12	18	tumor	tumor	NOUN
cana-3315	12	19	detection	detection	NOUN
cana-3315	12	20	gadgets	gadget	NOUN
cana-3315	12	21	.	.	PUNCT
cana-3315	13	1	these	these	DET
cana-3315	13	2	boundaries	boundary	NOUN
cana-3315	13	3	emphasize	emphasize	VERB
cana-3315	13	4	the	the	DET
cana-3315	13	5	want	want	NOUN
cana-3315	13	6	for	for	ADP
cana-3315	13	7	a	a	DET
cana-3315	13	8	complete	complete	ADJ
cana-3315	13	9	screening	screening	NOUN
cana-3315	13	10	protocol	protocol	NOUN
cana-3315	13	11	if	if	SCONJ
cana-3315	13	12	automation	automation	NOUN
cana-3315	13	13	is	be	AUX
cana-3315	13	14	to	to	PART
cana-3315	13	15	help	help	VERB
cana-3315	13	16	radiologists	radiologist	NOUN
cana-3315	13	17	diagnose	diagnose	VERB
cana-3315	13	18	brain	brain	NOUN
cana-3315	13	19	tumors	tumor	NOUN
cana-3315	13	20	appropriately	appropriately	ADV
cana-3315	13	21	and	and	CCONJ
cana-3315	13	22	constantly	constantly	ADV
cana-3315	13	23	.	.	PUNCT
cana-3315	14	1	currently	currently	ADV
cana-3315	14	2	,	,	PUNCT
cana-3315	14	3	there	there	PRON
cana-3315	14	4	are	be	VERB
cana-3315	14	5	many	many	ADJ
cana-3315	14	6	opportunities	opportunity	NOUN
cana-3315	14	7	to	to	PART
cana-3315	14	8	improve	improve	VERB
cana-3315	14	9	and	and	CCONJ
cana-3315	14	10	standardize	standardize	VERB
cana-3315	14	11	the	the	DET
cana-3315	14	12	application	application	NOUN
cana-3315	14	13	of	of	ADP
cana-3315	14	14	machine	machine	NOUN
cana-3315	14	15	learning	learning	NOUN
cana-3315	14	16	(	(	PUNCT
cana-3315	14	17	ml	ml	NOUN
cana-3315	14	18	)	)	PUNCT
cana-3315	14	19	techniques	technique	NOUN
cana-3315	14	20	in	in	ADP
cana-3315	14	21	medical	medical	ADJ
cana-3315	14	22	imaging	imaging	NOUN
cana-3315	14	23	one	one	NUM
cana-3315	14	24	such	such	ADJ
cana-3315	14	25	technique	technique	NOUN
cana-3315	14	26	is	be	AUX
cana-3315	14	27	the	the	DET
cana-3315	14	28	deep	deep	ADJ
cana-3315	14	29	learning	learning	NOUN
cana-3315	14	30	subtype	subtype	NOUN
cana-3315	14	31	of	of	ADP
cana-3315	14	32	convolutional	convolutional	ADJ
cana-3315	14	33	neural	neural	ADJ
cana-3315	14	34	networks	network	NOUN
cana-3315	14	35	(	(	PUNCT
cana-3315	14	36	cnn	cnn	PROPN
cana-3315	14	37	)	)	PUNCT
cana-3315	14	38	.	.	PUNCT
cana-3315	14	39	)	)	PUNCT
cana-3315	14	40	,	,	PUNCT
cana-3315	14	41	which	which	PRON
cana-3315	14	42	proves	prove	VERB
cana-3315	14	43	to	to	PART
cana-3315	14	44	be	be	AUX
cana-3315	14	45	exceptionally	exceptionally	ADV
cana-3315	14	46	effective	effective	ADJ
cana-3315	14	47	for	for	ADP
cana-3315	14	48	photographic	photographic	ADJ
cana-3315	14	49	efficiency	efficiency	NOUN
cana-3315	14	50	of	of	ADP
cana-3315	14	51	subtle	subtle	ADJ
cana-3315	14	52	deformations	deformation	NOUN
cana-3315	14	53	.	.	PUNCT
cana-3315	15	1	this	this	DET
cana-3315	15	2	ability	ability	NOUN
cana-3315	15	3	to	to	PART
cana-3315	15	4	detect	detect	VERB
cana-3315	15	5	features	feature	NOUN
cana-3315	15	6	that	that	PRON
cana-3315	15	7	might	might	AUX
cana-3315	15	8	not	not	PART
cana-3315	15	9	be	be	AUX
cana-3315	15	10	picked	pick	VERB
cana-3315	15	11	up	up	ADP
cana-3315	15	12	by	by	ADP
cana-3315	15	13	human	human	ADJ
cana-3315	15	14	observers	observer	NOUN
cana-3315	15	15	enabled	enable	VERB
cana-3315	15	16	reliable	reliable	ADJ
cana-3315	15	17	identification	identification	NOUN
cana-3315	15	18	of	of	ADP
cana-3315	15	19	brain	brain	NOUN
cana-3315	15	20	tumor	tumor	NOUN
cana-3315	15	21	samples	sample	NOUN
cana-3315	15	22	that	that	PRON
cana-3315	15	23	improved	improve	VERB
cana-3315	15	24	accuracy	accuracy	NOUN
cana-3315	15	25	and	and	CCONJ
cana-3315	15	26	greatly	greatly	ADV
cana-3315	15	27	improved	improved	ADJ
cana-3315	15	28	efficiency	efficiency	NOUN
cana-3315	15	29	.	.	PUNCT
cana-3315	16	1	mailto:kaswan.kuldeep@gmail.com	mailto:kaswan.kuldeep@gmail.com	PROPN
cana-3315	16	2	communications	communication	NOUN
cana-3315	16	3	on	on	ADP
cana-3315	16	4	applied	apply	VERB
cana-3315	16	5	nonlinear	nonlinear	ADJ
cana-3315	16	6	analysis	analysis	NOUN
cana-3315	16	7	issn	issn	NOUN
cana-3315	16	8	:	:	PUNCT
cana-3315	16	9	1074	1074	NUM
cana-3315	16	10	-	-	PUNCT
cana-3315	16	11	133x	133x	NUM
cana-3315	16	12	vol	vol	NOUN
cana-3315	16	13	32	32	NUM
cana-3315	16	14	no	no	NOUN
cana-3315	16	15	.	.	PUNCT
cana-3315	17	1	6s	6s	NUM
cana-3315	17	2	(	(	PUNCT
cana-3315	17	3	2025	2025	NUM
cana-3315	17	4	)	)	PUNCT
cana-3315	17	5	521	521	NUM
cana-3315	17	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3315	17	7	machine	machine	NOUN
cana-3315	17	8	optimization	optimization	NOUN
cana-3315	17	9	in	in	ADP
cana-3315	17	10	popularity	popularity	NOUN
cana-3315	17	11	has	have	AUX
cana-3315	17	12	further	far	ADV
cana-3315	17	13	contributed	contribute	VERB
cana-3315	17	14	significantly	significantly	ADV
cana-3315	17	15	to	to	ADP
cana-3315	17	16	clinical	clinical	ADJ
cana-3315	17	17	imaging	imaging	NOUN
cana-3315	17	18	with	with	ADP
cana-3315	17	19	the	the	DET
cana-3315	17	20	growing	grow	VERB
cana-3315	17	21	number	number	NOUN
cana-3315	17	22	of	of	ADP
cana-3315	17	23	predictive	predictive	ADJ
cana-3315	17	24	models	model	NOUN
cana-3315	17	25	that	that	PRON
cana-3315	17	26	enable	enable	VERB
cana-3315	17	27	the	the	DET
cana-3315	17	28	use	use	NOUN
cana-3315	17	29	of	of	ADP
cana-3315	17	30	knowledge	knowledge	NOUN
cana-3315	17	31	from	from	ADP
cana-3315	17	32	big	big	ADJ
cana-3315	17	33	data	datum	NOUN
cana-3315	17	34	mri	mri	NOUN
cana-3315	17	35	functions	function	NOUN
cana-3315	17	36	to	to	PART
cana-3315	17	37	classify	classify	VERB
cana-3315	17	38	and	and	CCONJ
cana-3315	17	39	predict	predict	VERB
cana-3315	17	40	tumor	tumor	NOUN
cana-3315	17	41	presence	presence	NOUN
cana-3315	17	42	by	by	ADP
cana-3315	17	43	several	several	ADJ
cana-3315	17	44	methods	method	NOUN
cana-3315	17	45	therefore	therefore	ADV
cana-3315	17	46	,	,	PUNCT
cana-3315	17	47	ensemble	ensemble	ADJ
cana-3315	17	48	methods	method	NOUN
cana-3315	17	49	and	and	CCONJ
cana-3315	17	50	vector	vector	NOUN
cana-3315	17	51	machines	machine	NOUN
cana-3315	17	52	(	(	PUNCT
cana-3315	17	53	svms	svms	NOUN
cana-3315	17	54	)	)	PUNCT
cana-3315	17	55	.	.	PUNCT
cana-3315	18	1	despite	despite	SCONJ
cana-3315	18	2	advances	advance	NOUN
cana-3315	18	3	in	in	ADP
cana-3315	18	4	cnn	cnn	PROPN
cana-3315	18	5	and	and	CCONJ
cana-3315	18	6	system	system	NOUN
cana-3315	18	7	studying	study	VERB
cana-3315	18	8	,	,	PUNCT
cana-3315	18	9	demanding	demanding	ADJ
cana-3315	18	10	situations	situation	NOUN
cana-3315	18	11	stay	stay	VERB
cana-3315	18	12	in	in	ADP
cana-3315	18	13	developing	develop	VERB
cana-3315	18	14	premiere	premiere	NOUN
cana-3315	18	15	models	model	NOUN
cana-3315	18	16	for	for	ADP
cana-3315	18	17	brain	brain	NOUN
cana-3315	18	18	tumor	tumor	NOUN
cana-3315	18	19	detection	detection	NOUN
cana-3315	18	20	[	[	X
cana-3315	18	21	2	2	NUM
cana-3315	18	22	]	]	PUNCT
cana-3315	18	23	.	.	PUNCT
cana-3315	19	1	differences	difference	NOUN
cana-3315	19	2	in	in	ADP
cana-3315	19	3	tumor	tumor	NOUN
cana-3315	19	4	size	size	NOUN
cana-3315	19	5	,	,	PUNCT
cana-3315	19	6	place	place	NOUN
cana-3315	19	7	,	,	PUNCT
cana-3315	19	8	and	and	CCONJ
cana-3315	19	9	morphology	morphology	NOUN
cana-3315	19	10	blended	blend	VERB
cana-3315	19	11	with	with	ADP
cana-3315	19	12	mri	mri	NOUN
cana-3315	19	13	information	information	NOUN
cana-3315	19	14	may	may	AUX
cana-3315	19	15	additionally	additionally	ADV
cana-3315	19	16	affect	affect	VERB
cana-3315	19	17	version	version	NOUN
cana-3315	19	18	performance	performance	NOUN
cana-3315	19	19	.	.	PUNCT
cana-3315	20	1	furthermore	furthermore	ADV
cana-3315	20	2	,	,	PUNCT
cana-3315	20	3	problems	problem	NOUN
cana-3315	20	4	inclusive	inclusive	ADJ
cana-3315	20	5	of	of	ADP
cana-3315	20	6	definitions	definition	NOUN
cana-3315	20	7	,	,	PUNCT
cana-3315	20	8	implementation	implementation	NOUN
cana-3315	20	9	requirements	requirement	NOUN
cana-3315	20	10	,	,	PUNCT
cana-3315	20	11	and	and	CCONJ
cana-3315	20	12	absence	absence	NOUN
cana-3315	20	13	of	of	ADP
cana-3315	20	14	deep	deep	ADJ
cana-3315	20	15	gaining	gain	VERB
cana-3315	20	16	knowledge	knowledge	NOUN
cana-3315	20	17	of	of	ADP
cana-3315	20	18	clinical	clinical	ADJ
cana-3315	20	19	statistics	statistic	NOUN
cana-3315	20	20	are	be	AUX
cana-3315	20	21	nonetheless	nonetheless	ADV
cana-3315	20	22	being	be	AUX
cana-3315	20	23	modelled	model	VERB
cana-3315	20	24	in	in	ADP
cana-3315	20	25	order	order	NOUN
cana-3315	20	26	to	to	PART
cana-3315	20	27	triumph	triumph	VERB
cana-3315	20	28	over	over	ADP
cana-3315	20	29	these	these	DET
cana-3315	20	30	obstacles	obstacle	NOUN
cana-3315	20	31	,	,	PUNCT
cana-3315	20	32	modern	modern	ADJ
cana-3315	20	33	-	-	PUNCT
cana-3315	20	34	day	day	NOUN
cana-3315	20	35	strategies	strategy	NOUN
cana-3315	20	36	need	need	VERB
cana-3315	20	37	to	to	PART
cana-3315	20	38	be	be	AUX
cana-3315	20	39	reviewed	review	VERB
cana-3315	20	40	and	and	CCONJ
cana-3315	20	41	benchmarked	benchmarke	VERB
cana-3315	20	42	to	to	PART
cana-3315	20	43	perceive	perceive	VERB
cana-3315	20	44	best	good	ADJ
cana-3315	20	45	practices	practice	NOUN
cana-3315	20	46	to	to	PART
cana-3315	20	47	increase	increase	VERB
cana-3315	20	48	screening	screen	VERB
cana-3315	20	49	efficiency	efficiency	NOUN
cana-3315	20	50	and	and	CCONJ
cana-3315	20	51	accuracy	accuracy	NOUN
cana-3315	20	52	the	the	DET
cana-3315	20	53	principal	principal	ADJ
cana-3315	20	54	goal	goal	NOUN
cana-3315	20	55	of	of	ADP
cana-3315	20	56	this	this	PRON
cana-3315	20	57	have	have	VERB
cana-3315	20	58	a	a	DET
cana-3315	20	59	look	look	NOUN
cana-3315	20	60	at	at	ADP
cana-3315	20	61	is	be	AUX
cana-3315	20	62	to	to	PART
cana-3315	20	63	severely	severely	ADV
cana-3315	20	64	compare	compare	VERB
cana-3315	20	65	the	the	DET
cana-3315	20	66	mixture	mixture	NOUN
cana-3315	20	67	of	of	ADP
cana-3315	20	68	cnn	cnn	PROPN
cana-3315	20	69	and	and	CCONJ
cana-3315	20	70	system	system	NOUN
cana-3315	20	71	mastering	master	VERB
cana-3315	20	72	within	within	ADP
cana-3315	20	73	the	the	DET
cana-3315	20	74	detection	detection	NOUN
cana-3315	20	75	of	of	ADP
cana-3315	20	76	brain	brain	NOUN
cana-3315	20	77	tumors	tumor	NOUN
cana-3315	20	78	the	the	DET
cana-3315	20	79	usage	usage	NOUN
cana-3315	20	80	of	of	ADP
cana-3315	20	81	mri	mri	NOUN
cana-3315	20	82	imaging	imaging	NOUN
cana-3315	20	83	.	.	PUNCT
cana-3315	21	1	through	through	ADP
cana-3315	21	2	a	a	DET
cana-3315	21	3	systematic	systematic	ADJ
cana-3315	21	4	review	review	NOUN
cana-3315	21	5	of	of	ADP
cana-3315	21	6	recent	recent	ADJ
cana-3315	21	7	developments	development	NOUN
cana-3315	21	8	in	in	ADP
cana-3315	21	9	the	the	DET
cana-3315	21	10	field	field	NOUN
cana-3315	21	11	,	,	PUNCT
cana-3315	21	12	the	the	DET
cana-3315	21	13	review	review	NOUN
cana-3315	21	14	aims	aim	VERB
cana-3315	21	15	to	to	PART
cana-3315	21	16	explore	explore	VERB
cana-3315	21	17	the	the	DET
cana-3315	21	18	strengths	strength	NOUN
cana-3315	21	19	and	and	CCONJ
cana-3315	21	20	limitations	limitation	NOUN
cana-3315	21	21	of	of	ADP
cana-3315	21	22	existing	exist	VERB
cana-3315	21	23	methods	method	NOUN
cana-3315	21	24	,	,	PUNCT
cana-3315	21	25	identify	identify	VERB
cana-3315	21	26	gaps	gap	NOUN
cana-3315	21	27	in	in	ADP
cana-3315	21	28	current	current	ADJ
cana-3315	21	29	research	research	NOUN
cana-3315	21	30	,	,	PUNCT
cana-3315	21	31	and	and	CCONJ
cana-3315	21	32	recommend	recommend	VERB
cana-3315	21	33	methods	method	NOUN
cana-3315	21	34	that	that	PRON
cana-3315	21	35	are	be	AUX
cana-3315	21	36	best	good	ADJ
cana-3315	21	37	for	for	ADP
cana-3315	21	38	building	build	VERB
cana-3315	21	39	robust	robust	ADJ
cana-3315	21	40	diagnostic	diagnostic	ADJ
cana-3315	21	41	models	model	NOUN
cana-3315	21	42	that	that	PRON
cana-3315	21	43	demonstrate	demonstrate	VERB
cana-3315	21	44	their	their	PRON
cana-3315	21	45	existence	existence	NOUN
cana-3315	21	46	.	.	PUNCT
cana-3315	22	1	2	2	X
cana-3315	22	2	.	.	X
cana-3315	22	3	background	background	NOUN
cana-3315	22	4	and	and	CCONJ
cana-3315	22	5	literature	literature	PROPN
cana-3315	22	6	review	review	VERB
cana-3315	22	7	the	the	DET
cana-3315	22	8	detection	detection	NOUN
cana-3315	22	9	of	of	ADP
cana-3315	22	10	brain	brain	NOUN
cana-3315	22	11	tumors	tumor	NOUN
cana-3315	22	12	has	have	AUX
cana-3315	22	13	traditionally	traditionally	ADV
cana-3315	22	14	relied	rely	VERB
cana-3315	22	15	on	on	ADP
cana-3315	22	16	several	several	ADJ
cana-3315	22	17	diagnostic	diagnostic	ADJ
cana-3315	22	18	strategies	strategy	NOUN
cana-3315	22	19	,	,	PUNCT
cana-3315	22	20	from	from	ADP
cana-3315	22	21	physical	physical	ADJ
cana-3315	22	22	examinations	examination	NOUN
cana-3315	22	23	and	and	CCONJ
cana-3315	22	24	neurological	neurological	ADJ
cana-3315	22	25	examinations	examination	NOUN
cana-3315	22	26	to	to	ADP
cana-3315	22	27	imaging	imaging	NOUN
cana-3315	22	28	modalities	modality	NOUN
cana-3315	22	29	which	which	PRON
cana-3315	22	30	include	include	VERB
cana-3315	22	31	computed	compute	VERB
cana-3315	22	32	tomography	tomography	NOUN
cana-3315	22	33	(	(	PUNCT
cana-3315	22	34	ct	ct	PROPN
cana-3315	22	35	)	)	PUNCT
cana-3315	22	36	,	,	PUNCT
cana-3315	22	37	positron	positron	NOUN
cana-3315	22	38	emission	emission	NOUN
cana-3315	22	39	tomography	tomography	NOUN
cana-3315	22	40	(	(	PUNCT
cana-3315	22	41	pet	pet	NOUN
cana-3315	22	42	)	)	PUNCT
cana-3315	22	43	,	,	PUNCT
cana-3315	22	44	and	and	CCONJ
cana-3315	22	45	magnetic	magnetic	ADJ
cana-3315	22	46	resonance	resonance	NOUN
cana-3315	22	47	imaging	imaging	NOUN
cana-3315	22	48	(	(	PUNCT
cana-3315	22	49	mri	mri	NOUN
cana-3315	22	50	)	)	PUNCT
cana-3315	22	51	.	.	PUNCT
cana-3315	23	1	among	among	ADP
cana-3315	23	2	them	they	PRON
cana-3315	23	3	,	,	PUNCT
cana-3315	23	4	magnetic	magnetic	ADJ
cana-3315	23	5	resonance	resonance	NOUN
cana-3315	23	6	regarded	regard	VERB
cana-3315	23	7	because	because	SCONJ
cana-3315	23	8	of	of	ADP
cana-3315	23	9	the	the	DET
cana-3315	23	10	desired	desire	VERB
cana-3315	23	11	desire	desire	NOUN
cana-3315	23	12	for	for	ADP
cana-3315	23	13	the	the	DET
cana-3315	23	14	analysis	analysis	NOUN
cana-3315	23	15	of	of	ADP
cana-3315	23	16	mind	mind	NOUN
cana-3315	23	17	tumors	tumor	NOUN
cana-3315	23	18	for	for	ADP
cana-3315	23	19	its	its	PRON
cana-3315	23	20	advanced	advanced	ADJ
cana-3315	23	21	decision	decision	NOUN
cana-3315	23	22	and	and	CCONJ
cana-3315	23	23	ability	ability	NOUN
cana-3315	23	24	to	to	PART
cana-3315	23	25	distinguish	distinguish	VERB
cana-3315	23	26	clean	clean	ADJ
cana-3315	23	27	tissues	tissue	NOUN
cana-3315	24	1	[	[	X
cana-3315	24	2	3	3	NUM
cana-3315	24	3	]	]	PUNCT
cana-3315	24	4	.	.	PUNCT
cana-3315	25	1	traditional	traditional	ADJ
cana-3315	25	2	strategies	strategy	NOUN
cana-3315	25	3	of	of	ADP
cana-3315	25	4	mri	mri	NOUN
cana-3315	25	5	statistics	statistic	NOUN
cana-3315	25	6	evaluation	evaluation	NOUN
cana-3315	25	7	frequently	frequently	ADV
cana-3315	25	8	contain	contain	VERB
cana-3315	25	9	guide	guide	NOUN
cana-3315	25	10	or	or	CCONJ
cana-3315	25	11	semi	semi	ADJ
cana-3315	25	12	-	-	ADJ
cana-3315	25	13	automatic	automatic	ADJ
cana-3315	25	14	segmentation	segmentation	NOUN
cana-3315	25	15	strategies	strategy	NOUN
cana-3315	25	16	that	that	PRON
cana-3315	25	17	require	require	VERB
cana-3315	25	18	widespread	widespread	ADJ
cana-3315	25	19	understanding	understanding	NOUN
cana-3315	25	20	and	and	CCONJ
cana-3315	25	21	may	may	AUX
cana-3315	25	22	be	be	AUX
cana-3315	25	23	vulnerable	vulnerable	ADJ
cana-3315	25	24	to	to	ADP
cana-3315	25	25	observer	observer	NOUN
cana-3315	25	26	variability	variability	NOUN
cana-3315	25	27	.	.	PUNCT
cana-3315	26	1	these	these	DET
cana-3315	26	2	traditional	traditional	ADJ
cana-3315	26	3	methods	method	NOUN
cana-3315	26	4	,	,	PUNCT
cana-3315	26	5	although	although	SCONJ
cana-3315	26	6	powerful	powerful	ADJ
cana-3315	26	7	in	in	ADP
cana-3315	26	8	good	good	ADJ
cana-3315	26	9	cases	case	NOUN
cana-3315	26	10	,	,	PUNCT
cana-3315	26	11	face	face	VERB
cana-3315	26	12	obstacles	obstacle	NOUN
cana-3315	26	13	in	in	ADP
cana-3315	26	14	coping	cope	VERB
cana-3315	26	15	with	with	ADP
cana-3315	26	16	large	large	ADJ
cana-3315	26	17	data	datum	NOUN
cana-3315	26	18	sets	set	NOUN
cana-3315	26	19	,	,	PUNCT
cana-3315	26	20	in	in	ADP
cana-3315	26	21	detecting	detect	VERB
cana-3315	26	22	widespread	widespread	ADJ
cana-3315	26	23	anomalies	anomaly	NOUN
cana-3315	26	24	,	,	PUNCT
cana-3315	26	25	and	and	CCONJ
cana-3315	26	26	consistent	consistent	ADJ
cana-3315	26	27	accuracy	accuracy	NOUN
cana-3315	26	28	in	in	ADP
cana-3315	26	29	particularly	particularly	ADV
cana-3315	26	30	affected	affect	VERB
cana-3315	26	31	individuals	individual	NOUN
cana-3315	26	32	in	in	ADP
cana-3315	26	33	the	the	DET
cana-3315	26	34	1990s	1990	NOUN
cana-3315	26	35	advances	advance	NOUN
cana-3315	26	36	in	in	ADP
cana-3315	26	37	mri	mri	NOUN
cana-3315	26	38	-	-	PUNCT
cana-3315	26	39	based	base	VERB
cana-3315	26	40	imaging	imaging	NOUN
cana-3315	26	41	techniques	technique	NOUN
cana-3315	26	42	have	have	AUX
cana-3315	26	43	greatly	greatly	ADV
cana-3315	26	44	improved	improve	VERB
cana-3315	26	45	the	the	DET
cana-3315	26	46	ability	ability	NOUN
cana-3315	26	47	to	to	PART
cana-3315	26	48	stumble	stumble	VERB
cana-3315	26	49	and	and	CCONJ
cana-3315	26	50	detect	detect	VERB
cana-3315	26	51	renal	renal	ADJ
cana-3315	26	52	tumors	tumor	NOUN
cana-3315	26	53	.	.	PUNCT
cana-3315	27	1	advanced	advanced	ADJ
cana-3315	27	2	imaging	imaging	NOUN
cana-3315	27	3	systems	system	NOUN
cana-3315	27	4	including	include	VERB
cana-3315	27	5	functional	functional	ADJ
cana-3315	27	6	mri	mri	NOUN
cana-3315	27	7	(	(	PUNCT
cana-3315	27	8	fmri	fmri	NOUN
cana-3315	27	9	)	)	PUNCT
cana-3315	27	10	,	,	PUNCT
cana-3315	27	11	diffusion	diffusion	NOUN
cana-3315	27	12	-	-	PUNCT
cana-3315	27	13	weighted	weight	VERB
cana-3315	27	14	imaging	imaging	NOUN
cana-3315	27	15	(	(	PUNCT
cana-3315	27	16	dwi	dwi	PROPN
cana-3315	27	17	)	)	PUNCT
cana-3315	27	18	,	,	PUNCT
cana-3315	27	19	and	and	CCONJ
cana-3315	27	20	spectroscopy	spectroscopy	AUX
cana-3315	27	21	provide	provide	VERB
cana-3315	27	22	deeper	deep	ADJ
cana-3315	27	23	insights	insight	NOUN
cana-3315	27	24	into	into	ADP
cana-3315	27	25	tumor	tumor	NOUN
cana-3315	27	26	biology	biology	NOUN
cana-3315	27	27	and	and	CCONJ
cana-3315	27	28	behaviour	behaviour	NOUN
cana-3315	27	29	.	.	PUNCT
cana-3315	28	1	these	these	DET
cana-3315	28	2	techniques	technique	NOUN
cana-3315	28	3	do	do	AUX
cana-3315	28	4	not	not	PART
cana-3315	28	5	allow	allow	VERB
cana-3315	28	6	clinicians	clinician	NOUN
cana-3315	28	7	to	to	PART
cana-3315	28	8	identify	identify	VERB
cana-3315	28	9	tumor	tumor	NOUN
cana-3315	28	10	or	or	CCONJ
cana-3315	28	11	systemic	systemic	ADJ
cana-3315	28	12	features	feature	NOUN
cana-3315	28	13	;	;	PUNCT
cana-3315	28	14	the	the	DET
cana-3315	28	15	simplest	simplest	NOUN
cana-3315	28	16	of	of	ADP
cana-3315	28	17	all	all	PRON
cana-3315	28	18	,	,	PUNCT
cana-3315	28	19	but	but	CCONJ
cana-3315	28	20	in	in	ADP
cana-3315	28	21	addition	addition	NOUN
cana-3315	28	22	,	,	PUNCT
cana-3315	28	23	you	you	PRON
cana-3315	28	24	do	do	AUX
cana-3315	28	25	not	not	PART
cana-3315	28	26	record	record	VERB
cana-3315	28	27	metabolic	metabolic	NOUN
cana-3315	28	28	changes	change	NOUN
cana-3315	28	29	[	[	X
cana-3315	28	30	4	4	NUM
cana-3315	28	31	]	]	PUNCT
cana-3315	28	32	.	.	PUNCT
cana-3315	29	1	they	they	PRON
cana-3315	29	2	can	can	AUX
cana-3315	29	3	be	be	AUX
cana-3315	29	4	forgotten	forget	VERB
cana-3315	29	5	.	.	PUNCT
cana-3315	30	1	despite	despite	SCONJ
cana-3315	30	2	some	some	DET
cana-3315	30	3	improvements	improvement	NOUN
cana-3315	30	4	,	,	PUNCT
cana-3315	30	5	guided	guide	VERB
cana-3315	30	6	interpretation	interpretation	NOUN
cana-3315	30	7	remains	remain	VERB
cana-3315	30	8	difficult	difficult	ADJ
cana-3315	30	9	and	and	CCONJ
cana-3315	30	10	time	time	NOUN
cana-3315	30	11	-	-	PUNCT
cana-3315	30	12	consuming	consume	VERB
cana-3315	30	13	,	,	PUNCT
cana-3315	30	14	emphasizing	emphasize	VERB
cana-3315	30	15	the	the	DET
cana-3315	30	16	need	need	NOUN
cana-3315	30	17	for	for	ADP
cana-3315	30	18	automated	automate	VERB
cana-3315	30	19	systems	system	NOUN
cana-3315	30	20	that	that	PRON
cana-3315	30	21	can	can	AUX
cana-3315	30	22	improve	improve	VERB
cana-3315	30	23	the	the	DET
cana-3315	30	24	quality	quality	NOUN
cana-3315	30	25	and	and	CCONJ
cana-3315	30	26	measurement	measurement	NOUN
cana-3315	30	27	of	of	ADP
cana-3315	30	28	mri	mri	NOUN
cana-3315	30	29	data	datum	NOUN
cana-3315	30	30	with	with	ADP
cana-3315	30	31	greater	great	ADJ
cana-3315	30	32	accuracy	accuracy	NOUN
cana-3315	30	33	and	and	CCONJ
cana-3315	30	34	precision	precision	NOUN
cana-3315	30	35	and	and	CCONJ
cana-3315	30	36	has	have	AUX
cana-3315	30	37	emphasized	emphasize	VERB
cana-3315	30	38	greater	great	ADJ
cana-3315	30	39	accuracy	accuracy	NOUN
cana-3315	30	40	.	.	PUNCT
cana-3315	31	1	medical	medical	ADJ
cana-3315	31	2	imaging	imaging	NOUN
cana-3315	31	3	has	have	AUX
cana-3315	31	4	been	be	AUX
cana-3315	31	5	revolutionized	revolutionize	VERB
cana-3315	31	6	by	by	ADP
cana-3315	31	7	using	use	VERB
cana-3315	31	8	the	the	DET
cana-3315	31	9	creation	creation	NOUN
cana-3315	31	10	of	of	ADP
cana-3315	31	11	automated	automate	VERB
cana-3315	31	12	and	and	CCONJ
cana-3315	31	13	particularly	particularly	ADV
cana-3315	31	14	correct	correct	ADJ
cana-3315	31	15	diagnostic	diagnostic	ADJ
cana-3315	31	16	equipment	equipment	NOUN
cana-3315	31	17	the	the	DET
cana-3315	31	18	usage	usage	NOUN
cana-3315	31	19	of	of	ADP
cana-3315	31	20	machine	machine	NOUN
cana-3315	31	21	gaining	gain	VERB
cana-3315	31	22	knowledge	knowledge	NOUN
cana-3315	31	23	of	of	ADP
cana-3315	31	24	(	(	PUNCT
cana-3315	31	25	ml	ml	NOUN
cana-3315	31	26	)	)	PUNCT
cana-3315	31	27	and	and	CCONJ
cana-3315	31	28	deep	deep	ADJ
cana-3315	31	29	learning	learning	NOUN
cana-3315	31	30	(	(	PUNCT
cana-3315	31	31	dl	dl	PROPN
cana-3315	31	32	)	)	PUNCT
cana-3315	31	33	.	.	PUNCT
cana-3315	32	1	based	base	VERB
cana-3315	32	2	on	on	ADP
cana-3315	32	3	statistics	statistic	NOUN
cana-3315	32	4	acquired	acquire	VERB
cana-3315	32	5	from	from	ADP
cana-3315	32	6	mri	mri	NOUN
cana-3315	32	7	images	image	NOUN
cana-3315	32	8	,	,	PUNCT
cana-3315	32	9	gadget	gadget	NOUN
cana-3315	32	10	getting	get	VERB
cana-3315	32	11	to	to	PART
cana-3315	32	12	know	know	VERB
cana-3315	32	13	(	(	PUNCT
cana-3315	32	14	ml	ml	NOUN
cana-3315	32	15	)	)	PUNCT
cana-3315	32	16	techniques	technique	NOUN
cana-3315	32	17	which	which	PRON
cana-3315	32	18	includes	include	VERB
cana-3315	32	19	help	help	VERB
cana-3315	32	20	vector	vector	NOUN
cana-3315	32	21	machines	machine	NOUN
cana-3315	32	22	(	(	PUNCT
cana-3315	32	23	svm	svm	PROPN
cana-3315	32	24	)	)	PUNCT
cana-3315	32	25	,	,	PUNCT
cana-3315	32	26	decision	decision	NOUN
cana-3315	32	27	trees	tree	NOUN
cana-3315	32	28	,	,	PUNCT
cana-3315	32	29	and	and	CCONJ
cana-3315	32	30	ok	ok	ADJ
cana-3315	32	31	-	-	PUNCT
cana-3315	32	32	nearest	near	ADJ
cana-3315	32	33	pals	pal	NOUN
cana-3315	32	34	(	(	PUNCT
cana-3315	32	35	knn	knn	PROPN
cana-3315	32	36	)	)	PUNCT
cana-3315	32	37	have	have	AUX
cana-3315	32	38	been	be	AUX
cana-3315	32	39	used	use	VERB
cana-3315	32	40	to	to	PART
cana-3315	32	41	categorize	categorize	VERB
cana-3315	32	42	brain	brain	NOUN
cana-3315	32	43	tumors	tumor	NOUN
cana-3315	32	44	.	.	PUNCT
cana-3315	33	1	however	however	ADV
cana-3315	33	2	,	,	PUNCT
cana-3315	33	3	these	these	DET
cana-3315	33	4	strategies	strategy	NOUN
cana-3315	33	5	often	often	ADV
cana-3315	33	6	rely	rely	VERB
cana-3315	33	7	upon	upon	SCONJ
cana-3315	33	8	guide	guide	NOUN
cana-3315	33	9	feature	feature	NOUN
cana-3315	33	10	extraction	extraction	NOUN
cana-3315	33	11	,	,	PUNCT
cana-3315	33	12	which	which	PRON
cana-3315	33	13	can	can	AUX
cana-3315	33	14	restriction	restriction	VERB
cana-3315	33	15	their	their	PRON
cana-3315	33	16	effectiveness	effectiveness	NOUN
cana-3315	33	17	in	in	ADP
cana-3315	33	18	tough	tough	ADJ
cana-3315	33	19	situations	situation	NOUN
cana-3315	33	20	.	.	PUNCT
cana-3315	34	1	this	this	DET
cana-3315	34	2	hassle	hassle	NOUN
cana-3315	34	3	is	be	AUX
cana-3315	34	4	addressed	address	VERB
cana-3315	34	5	via	via	ADP
cana-3315	34	6	deep	deep	ADJ
cana-3315	34	7	learning	learning	NOUN
cana-3315	34	8	,	,	PUNCT
cana-3315	34	9	particularly	particularly	ADV
cana-3315	34	10	convolutional	convolutional	ADJ
cana-3315	34	11	neural	neural	ADJ
cana-3315	34	12	networks	network	NOUN
cana-3315	34	13	(	(	PUNCT
cana-3315	34	14	cnns	cnns	PROPN
cana-3315	34	15	)	)	PUNCT
cana-3315	34	16	,	,	PUNCT
cana-3315	34	17	which	which	PRON
cana-3315	34	18	automatically	automatically	ADV
cana-3315	34	19	extract	extract	VERB
cana-3315	34	20	hierarchical	hierarchical	ADJ
cana-3315	34	21	traits	trait	NOUN
cana-3315	34	22	from	from	ADP
cana-3315	34	23	uncooked	uncooked	ADJ
cana-3315	34	24	visual	visual	ADJ
cana-3315	34	25	statistics	statistic	NOUN
cana-3315	34	26	.	.	PUNCT
cana-3315	35	1	these	these	DET
cana-3315	35	2	capabilities	capability	NOUN
cana-3315	35	3	make	make	VERB
cana-3315	35	4	cnns	cnn	NOUN
cana-3315	35	5	now	now	ADV
cana-3315	35	6	a	a	DET
cana-3315	35	7	suitable	suitable	ADJ
cana-3315	35	8	choice	choice	NOUN
cana-3315	35	9	for	for	ADP
cana-3315	35	10	brain	brain	NOUN
cana-3315	35	11	tumor	tumor	NOUN
cana-3315	35	12	detection	detection	NOUN
cana-3315	35	13	obligations	obligation	NOUN
cana-3315	35	14	.	.	PUNCT
cana-3315	36	1	cnns	cnns	PROPN
cana-3315	36	2	have	have	AUX
cana-3315	36	3	proven	prove	VERB
cana-3315	36	4	first	first	ADJ
cana-3315	36	5	-	-	PUNCT
cana-3315	36	6	rate	rate	NOUN
cana-3315	36	7	overall	overall	ADJ
cana-3315	36	8	performance	performance	NOUN
cana-3315	36	9	in	in	ADP
cana-3315	36	10	clinical	clinical	ADJ
cana-3315	36	11	imaging	imaging	NOUN
cana-3315	36	12	programs	program	NOUN
cana-3315	36	13	and	and	CCONJ
cana-3315	36	14	accomplished	accomplish	VERB
cana-3315	36	15	high	high	ADJ
cana-3315	36	16	accuracy	accuracy	NOUN
cana-3315	36	17	in	in	ADP
cana-3315	36	18	brain	brain	NOUN
cana-3315	36	19	tumor	tumor	NOUN
cana-3315	36	20	detection	detection	NOUN
cana-3315	36	21	and	and	CCONJ
cana-3315	36	22	category	category	NOUN
cana-3315	36	23	.	.	PUNCT
cana-3315	37	1	these	these	DET
cana-3315	37	2	networks	network	NOUN
cana-3315	37	3	use	use	VERB
cana-3315	37	4	absolutely	absolutely	ADV
cana-3315	37	5	connected	connected	ADJ
cana-3315	37	6	layers	layer	NOUN
cana-3315	37	7	for	for	ADP
cana-3315	37	8	category	category	NOUN
cana-3315	37	9	,	,	PUNCT
cana-3315	37	10	pooling	pool	VERB
cana-3315	37	11	layers	layer	NOUN
cana-3315	37	12	for	for	ADP
cana-3315	37	13	lower	low	ADJ
cana-3315	37	14	dimensionality	dimensionality	NOUN
cana-3315	37	15	,	,	PUNCT
cana-3315	37	16	and	and	CCONJ
cana-3315	37	17	convolutional	convolutional	ADJ
cana-3315	37	18	layers	layer	NOUN
cana-3315	37	19	for	for	ADP
cana-3315	37	20	spatial	spatial	ADJ
cana-3315	37	21	data	data	NOUN
cana-3315	37	22	extraction	extraction	NOUN
cana-3315	37	23	.	.	PUNCT
cana-3315	38	1	advanced	advanced	ADJ
cana-3315	38	2	architectures	architecture	NOUN
cana-3315	38	3	consisting	consist	VERB
cana-3315	38	4	of	of	ADP
cana-3315	38	5	u	u	NOUN
cana-3315	38	6	-	-	NOUN
cana-3315	38	7	net	net	ADJ
cana-3315	38	8	and	and	CCONJ
cana-3315	38	9	reset	reset	NOUN
cana-3315	38	10	have	have	AUX
cana-3315	38	11	in	in	ADP
cana-3315	38	12	addition	addition	NOUN
cana-3315	38	13	stepped	step	VERB
cana-3315	38	14	forward	forward	ADV
cana-3315	38	15	communications	communication	NOUN
cana-3315	38	16	on	on	ADP
cana-3315	38	17	applied	apply	VERB
cana-3315	38	18	nonlinear	nonlinear	ADJ
cana-3315	38	19	analysis	analysis	NOUN
cana-3315	38	20	issn	issn	NOUN
cana-3315	38	21	:	:	PUNCT
cana-3315	38	22	1074	1074	NUM
cana-3315	38	23	-	-	PUNCT
cana-3315	38	24	133x	133x	NUM
cana-3315	38	25	vol	vol	NOUN
cana-3315	38	26	32	32	NUM
cana-3315	38	27	no	no	NOUN
cana-3315	38	28	.	.	PUNCT
cana-3315	39	1	6s	6s	NUM
cana-3315	39	2	(	(	PUNCT
cana-3315	39	3	2025	2025	NUM
cana-3315	39	4	)	)	PUNCT
cana-3315	39	5	522	522	NUM
cana-3315	39	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3315	39	7	segmentation	segmentation	NOUN
cana-3315	39	8	and	and	CCONJ
cana-3315	39	9	category	category	NOUN
cana-3315	39	10	duties	duty	NOUN
cana-3315	39	11	by	by	ADP
cana-3315	39	12	using	use	VERB
cana-3315	39	13	addressing	address	VERB
cana-3315	39	14	problems	problem	NOUN
cana-3315	39	15	together	together	ADV
cana-3315	39	16	with	with	ADP
cana-3315	39	17	over	over	ADP
cana-3315	39	18	fitting	fitting	ADJ
cana-3315	39	19	and	and	CCONJ
cana-3315	39	20	gradient	gradient	ADJ
cana-3315	39	21	fading	fading	NOUN
cana-3315	39	22	.	.	PUNCT
cana-3315	40	1	studies	study	NOUN
cana-3315	40	2	have	have	AUX
cana-3315	40	3	proven	prove	VERB
cana-3315	40	4	that	that	SCONJ
cana-3315	40	5	cnns	cnns	PROPN
cana-3315	40	6	can	can	AUX
cana-3315	40	7	accurately	accurately	ADV
cana-3315	40	8	distinguish	distinguish	VERB
cana-3315	40	9	between	between	ADP
cana-3315	40	10	tumor	tumor	NOUN
cana-3315	40	11	sorts	sort	NOUN
cana-3315	40	12	which	which	PRON
cana-3315	40	13	include	include	VERB
cana-3315	40	14	gliomas	glioma	NOUN
cana-3315	40	15	,	,	PUNCT
cana-3315	40	16	meningioma	meningioma	NOUN
cana-3315	40	17	’s	’s	ADV
cana-3315	40	18	,	,	PUNCT
cana-3315	40	19	and	and	CCONJ
cana-3315	40	20	pituitary	pituitary	ADJ
cana-3315	40	21	adenomas	adenoma	NOUN
cana-3315	40	22	,	,	PUNCT
cana-3315	40	23	and	and	CCONJ
cana-3315	40	24	even	even	ADV
cana-3315	40	25	expect	expect	VERB
cana-3315	40	26	tumor	tumor	NOUN
cana-3315	40	27	grades	grade	NOUN
cana-3315	40	28	,	,	PUNCT
cana-3315	40	29	aiding	aid	VERB
cana-3315	40	30	in	in	ADP
cana-3315	40	31	remedy	remedy	NOUN
cana-3315	40	32	making	make	VERB
cana-3315	40	33	plans	plan	NOUN
cana-3315	40	34	and	and	CCONJ
cana-3315	40	35	analysis	analysis	NOUN
cana-3315	40	36	.	.	PUNCT
cana-3315	41	1	when	when	SCONJ
cana-3315	41	2	comparing	compare	VERB
cana-3315	41	3	traditional	traditional	ADJ
cana-3315	41	4	techniques	technique	NOUN
cana-3315	41	5	with	with	ADP
cana-3315	41	6	ml	ml	NOUN
cana-3315	41	7	/	/	SYM
cana-3315	41	8	dl	dl	NOUN
cana-3315	41	9	-	-	PUNCT
cana-3315	41	10	based	base	VERB
cana-3315	41	11	entirely	entirely	ADV
cana-3315	41	12	approaches	approach	NOUN
cana-3315	41	13	,	,	PUNCT
cana-3315	41	14	the	the	DET
cana-3315	41	15	advantages	advantage	NOUN
cana-3315	41	16	of	of	ADP
cana-3315	41	17	those	those	DET
cana-3315	41	18	tactics	tactic	NOUN
cana-3315	41	19	come	come	VERB
cana-3315	41	20	out	out	ADP
cana-3315	41	21	quite	quite	ADV
cana-3315	41	22	obvious	obvious	ADJ
cana-3315	41	23	.	.	PUNCT
cana-3315	42	1	traditional	traditional	ADJ
cana-3315	42	2	techniques	technique	NOUN
cana-3315	42	3	have	have	VERB
cana-3315	42	4	a	a	DET
cana-3315	42	5	lot	lot	NOUN
cana-3315	42	6	of	of	ADP
cana-3315	42	7	trouble	trouble	NOUN
cana-3315	42	8	with	with	ADP
cana-3315	42	9	scalability	scalability	NOUN
cana-3315	42	10	and	and	CCONJ
cana-3315	42	11	consistency	consistency	NOUN
cana-3315	42	12	,	,	PUNCT
cana-3315	42	13	and	and	CCONJ
cana-3315	42	14	they	they	PRON
cana-3315	42	15	are	be	AUX
cana-3315	42	16	not	not	PART
cana-3315	42	17	even	even	ADV
cana-3315	42	18	designed	design	VERB
cana-3315	42	19	to	to	PART
cana-3315	42	20	tackle	tackle	VERB
cana-3315	42	21	complex	complex	ADJ
cana-3315	42	22	datasets	dataset	NOUN
cana-3315	42	23	[	[	X
cana-3315	42	24	5	5	NUM
cana-3315	42	25	]	]	PUNCT
cana-3315	42	26	.	.	PUNCT
cana-3315	43	1	in	in	ADP
cana-3315	43	2	comparison	comparison	NOUN
cana-3315	43	3	,	,	PUNCT
cana-3315	43	4	ml	ml	PROPN
cana-3315	43	5	and	and	CCONJ
cana-3315	43	6	dl	dl	PROPN
cana-3315	43	7	techniques	technique	NOUN
cana-3315	43	8	can	can	AUX
cana-3315	43	9	offer	offer	VERB
cana-3315	43	10	the	the	DET
cana-3315	43	11	automation	automation	NOUN
cana-3315	43	12	of	of	ADP
cana-3315	43	13	scalable	scalable	ADJ
cana-3315	43	14	,	,	PUNCT
cana-3315	43	15	relatively	relatively	ADV
cana-3315	43	16	accurate	accurate	ADJ
cana-3315	43	17	answers	answer	NOUN
cana-3315	43	18	that	that	PRON
cana-3315	43	19	can	can	AUX
cana-3315	43	20	systematize	systematize	VERB
cana-3315	43	21	large	large	ADJ
cana-3315	43	22	volumes	volume	NOUN
cana-3315	43	23	of	of	ADP
cana-3315	43	24	information	information	NOUN
cana-3315	43	25	with	with	ADP
cana-3315	43	26	only	only	ADV
cana-3315	43	27	a	a	DET
cana-3315	43	28	minimal	minimal	ADJ
cana-3315	43	29	.	.	PUNCT
cana-3315	44	1	although	although	SCONJ
cana-3315	44	2	such	such	ADJ
cana-3315	44	3	improvements	improvement	NOUN
cana-3315	44	4	were	be	AUX
cana-3315	44	5	made	make	VERB
cana-3315	44	6	to	to	ADP
cana-3315	44	7	the	the	DET
cana-3315	44	8	area	area	NOUN
cana-3315	44	9	,	,	PUNCT
cana-3315	44	10	ml	ml	PROPN
cana-3315	44	11	and	and	CCONJ
cana-3315	44	12	dl	dl	PROPN
cana-3315	44	13	are	be	AUX
cana-3315	44	14	still	still	ADV
cana-3315	44	15	not	not	PART
cana-3315	44	16	applicable	applicable	ADJ
cana-3315	44	17	to	to	PART
cana-3315	44	18	brain	brain	VERB
cana-3315	44	19	tumor	tumor	NOUN
cana-3315	44	20	diagnosis	diagnosis	NOUN
cana-3315	44	21	.	.	PUNCT
cana-3315	45	1	areas	area	NOUN
cana-3315	45	2	of	of	ADP
cana-3315	45	3	concerns	concern	NOUN
cana-3315	45	4	include	include	VERB
cana-3315	45	5	availability	availability	NOUN
cana-3315	45	6	of	of	ADP
cana-3315	45	7	proper	proper	ADJ
cana-3315	45	8	documented	document	VERB
cana-3315	45	9	mri	mri	NOUN
cana-3315	45	10	data	datum	NOUN
cana-3315	45	11	sets	set	NOUN
cana-3315	45	12	,	,	PUNCT
cana-3315	45	13	samples	sample	NOUN
cana-3315	45	14	to	to	PART
cana-3315	45	15	interpret	interpret	VERB
cana-3315	45	16	,	,	PUNCT
cana-3315	45	17	and	and	CCONJ
cana-3315	45	18	a	a	DET
cana-3315	45	19	computation	computation	NOUN
cana-3315	45	20	requirement	requirement	NOUN
cana-3315	45	21	.	.	PUNCT
cana-3315	46	1	moreover	moreover	ADV
cana-3315	46	2	,	,	PUNCT
cana-3315	46	3	integration	integration	NOUN
cana-3315	46	4	of	of	ADP
cana-3315	46	5	these	these	DET
cana-3315	46	6	techniques	technique	NOUN
cana-3315	46	7	into	into	ADP
cana-3315	46	8	clinical	clinical	ADJ
cana-3315	46	9	workflows	workflow	NOUN
cana-3315	46	10	requires	require	VERB
cana-3315	46	11	extensive	extensive	ADJ
cana-3315	46	12	validation	validation	NOUN
cana-3315	46	13	to	to	PART
cana-3315	46	14	ensure	ensure	VERB
cana-3315	46	15	reliability	reliability	NOUN
cana-3315	46	16	and	and	CCONJ
cana-3315	46	17	robustness	robustness	NOUN
cana-3315	46	18	in	in	ADP
cana-3315	46	19	real	real	ADJ
cana-3315	46	20	-	-	PUNCT
cana-3315	46	21	world	world	NOUN
cana-3315	46	22	prospects	prospect	NOUN
cana-3315	46	23	.	.	PUNCT
cana-3315	47	1	in	in	ADP
cana-3315	47	2	order	order	NOUN
cana-3315	47	3	to	to	PART
cana-3315	47	4	fully	fully	ADV
cana-3315	47	5	benefit	benefit	VERB
cana-3315	47	6	from	from	ADP
cana-3315	47	7	ml	ml	ADV
cana-3315	47	8	and	and	CCONJ
cana-3315	47	9	dl	dl	PROPN
cana-3315	47	10	-	-	PUNCT
cana-3315	47	11	and	and	CCONJ
cana-3315	47	12	it	it	PRON
cana-3315	47	13	is	be	AUX
cana-3315	47	14	efficiency	efficiency	NOUN
cana-3315	47	15	for	for	ADP
cana-3315	47	16	brain	brain	NOUN
cana-3315	47	17	tumor	tumor	NOUN
cana-3315	47	18	screening	screening	NOUN
cana-3315	47	19	and	and	CCONJ
cana-3315	47	20	rework	rework	NOUN
cana-3315	47	21	preventive	preventive	ADJ
cana-3315	47	22	on	on	ADP
cana-3315	47	23	top	top	NOUN
cana-3315	47	24	of	of	ADP
cana-3315	47	25	those	those	DET
cana-3315	47	26	factors	factor	NOUN
cana-3315	47	27	need	need	VERB
cana-3315	47	28	to	to	PART
cana-3315	47	29	overcome	overcome	VERB
cana-3315	47	30	problems	problem	NOUN
cana-3315	47	31	.	.	PUNCT
cana-3315	48	1	the	the	DET
cana-3315	48	2	aim	aim	NOUN
cana-3315	48	3	of	of	ADP
cana-3315	48	4	this	this	DET
cana-3315	48	5	review	review	NOUN
cana-3315	48	6	is	be	AUX
cana-3315	48	7	to	to	PART
cana-3315	48	8	review	review	VERB
cana-3315	48	9	and	and	CCONJ
cana-3315	48	10	read	read	VERB
cana-3315	48	11	the	the	DET
cana-3315	48	12	current	current	ADJ
cana-3315	48	13	techniques	technique	NOUN
cana-3315	48	14	for	for	ADP
cana-3315	48	15	the	the	DET
cana-3315	48	16	detection	detection	NOUN
cana-3315	48	17	of	of	ADP
cana-3315	48	18	renal	renal	ADJ
cana-3315	48	19	tumors	tumor	NOUN
cana-3315	48	20	using	use	VERB
cana-3315	48	21	animal	animal	NOUN
cana-3315	48	22	mri	mri	NOUN
cana-3315	48	23	,	,	PUNCT
cana-3315	48	24	ml	ml	ADP
cana-3315	48	25	,	,	PUNCT
cana-3315	48	26	and	and	CCONJ
cana-3315	48	27	dl	dl	PROPN
cana-3315	48	28	techniques	technique	NOUN
cana-3315	48	29	[	[	X
cana-3315	48	30	6	6	NUM
cana-3315	48	31	]	]	PUNCT
cana-3315	48	32	.	.	PUNCT
cana-3315	49	1	their	their	PRON
cana-3315	49	2	strengths	strength	NOUN
cana-3315	49	3	,	,	PUNCT
cana-3315	49	4	limitations	limitation	NOUN
cana-3315	49	5	,	,	PUNCT
cana-3315	49	6	and	and	CCONJ
cana-3315	49	7	compare	compare	VERB
cana-3315	49	8	the	the	DET
cana-3315	49	9	power	power	NOUN
cana-3315	49	10	of	of	ADP
cana-3315	49	11	clinical	clinical	ADJ
cana-3315	49	12	protocols	protocol	NOUN
cana-3315	49	13	,	,	PUNCT
cana-3315	49	14	techniques	technique	VERB
cana-3315	49	15	search	search	NOUN
cana-3315	49	16	goals	goal	NOUN
cana-3315	49	17	in	in	ADP
cana-3315	49	18	to	to	PART
cana-3315	49	19	provide	provide	VERB
cana-3315	49	20	analytical	analytical	ADJ
cana-3315	49	21	insights	insight	NOUN
cana-3315	49	22	and	and	CCONJ
cana-3315	49	23	indications	indication	NOUN
cana-3315	49	24	for	for	ADP
cana-3315	49	25	the	the	DET
cana-3315	49	26	most	most	ADV
cana-3315	49	27	effective	effective	ADJ
cana-3315	49	28	diagnosis	diagnosis	NOUN
cana-3315	49	29	.	.	PUNCT
cana-3315	50	1	such	such	ADJ
cana-3315	50	2	methods	method	NOUN
cana-3315	50	3	have	have	VERB
cana-3315	50	4	their	their	PRON
cana-3315	50	5	blessings	blessing	NOUN
cana-3315	50	6	apparent	apparent	ADJ
cana-3315	50	7	when	when	SCONJ
cana-3315	50	8	compared	compare	VERB
cana-3315	50	9	to	to	ADP
cana-3315	50	10	mainly	mainly	ADV
cana-3315	50	11	ml	ml	PROPN
cana-3315	50	12	/	/	SYM
cana-3315	50	13	dl	dl	NOUN
cana-3315	50	14	-	-	PUNCT
cana-3315	50	15	based	base	VERB
cana-3315	50	16	methods	method	NOUN
cana-3315	50	17	with	with	ADP
cana-3315	50	18	traditional	traditional	ADJ
cana-3315	50	19	methods	method	NOUN
cana-3315	50	20	.	.	PUNCT
cana-3315	51	1	traditional	traditional	ADJ
cana-3315	51	2	methods	method	NOUN
cana-3315	51	3	face	face	VERB
cana-3315	51	4	the	the	DET
cana-3315	51	5	problems	problem	NOUN
cana-3315	51	6	of	of	ADP
cana-3315	51	7	flexibility	flexibility	NOUN
cana-3315	51	8	,	,	PUNCT
cana-3315	51	9	accuracy	accuracy	NOUN
cana-3315	51	10	,	,	PUNCT
cana-3315	51	11	and	and	CCONJ
cana-3315	51	12	the	the	DET
cana-3315	51	13	ability	ability	NOUN
cana-3315	51	14	to	to	PART
cana-3315	51	15	train	train	VERB
cana-3315	51	16	on	on	ADP
cana-3315	51	17	of	of	ADP
cana-3315	51	18	complex	complex	ADJ
cana-3315	51	19	datasets	dataset	NOUN
cana-3315	51	20	.	.	PUNCT
cana-3315	52	1	in	in	ADP
cana-3315	52	2	contrast	contrast	NOUN
cana-3315	52	3	,	,	PUNCT
cana-3315	52	4	ml	ml	PROPN
cana-3315	52	5	and	and	CCONJ
cana-3315	52	6	dl	dl	PROPN
cana-3315	52	7	approaches	approach	NOUN
cana-3315	52	8	provide	provide	VERB
cana-3315	52	9	more	more	ADV
cana-3315	52	10	discreet	discreet	ADJ
cana-3315	52	11	,	,	PUNCT
cana-3315	52	12	scalable	scalable	ADJ
cana-3315	52	13	,	,	PUNCT
cana-3315	52	14	and	and	CCONJ
cana-3315	52	15	accurate	accurate	ADJ
cana-3315	52	16	solutions	solution	NOUN
cana-3315	52	17	that	that	PRON
cana-3315	52	18	can	can	AUX
cana-3315	52	19	handle	handle	VERB
cana-3315	52	20	a	a	DET
cana-3315	52	21	large	large	ADJ
cana-3315	52	22	number	number	NOUN
cana-3315	52	23	of	of	ADP
cana-3315	52	24	cases	case	NOUN
cana-3315	52	25	with	with	ADP
cana-3315	52	26	minimal	minimal	ADJ
cana-3315	52	27	human	human	ADJ
cana-3315	52	28	intervention	intervention	NOUN
cana-3315	52	29	e.g.	e.g.	ADV
cana-3315	52	30	,	,	PUNCT
cana-3315	52	31	hand	hand	NOUN
cana-3315	52	32	picking	pick	VERB
cana-3315	52	33	brain	brain	NOUN
cana-3315	52	34	tumors	tumor	NOUN
cana-3315	52	35	from	from	ADP
cana-3315	52	36	mri	mri	NOUN
cana-3315	52	37	images	image	NOUN
cana-3315	52	38	can	can	AUX
cana-3315	52	39	take	take	VERB
cana-3315	52	40	hours	hour	NOUN
cana-3315	52	41	,	,	PUNCT
cana-3315	52	42	but	but	CCONJ
cana-3315	52	43	similarly	similarly	ADV
cana-3315	52	44	in	in	ADP
cana-3315	52	45	a	a	DET
cana-3315	52	46	fraction	fraction	NOUN
cana-3315	52	47	when	when	SCONJ
cana-3315	52	48	cnn	cnn	PROPN
cana-3315	52	49	-	-	PUNCT
cana-3315	52	50	based	base	VERB
cana-3315	52	51	images	image	NOUN
cana-3315	52	52	or	or	CCONJ
cana-3315	52	53	better	well	ADJ
cana-3315	52	54	can	can	AUX
cana-3315	52	55	be	be	AUX
cana-3315	52	56	obtained	obtain	VERB
cana-3315	52	57	in	in	ADP
cana-3315	52	58	addition	addition	NOUN
cana-3315	52	59	the	the	DET
cana-3315	52	60	dl	dl	PROPN
cana-3315	52	61	model	model	NOUN
cana-3315	52	62	continues	continue	VERB
cana-3315	52	63	with	with	ADP
cana-3315	52	64	the	the	DET
cana-3315	52	65	development	development	NOUN
cana-3315	52	66	of	of	ADP
cana-3315	52	67	computing	compute	VERB
cana-3315	52	68	power	power	NOUN
cana-3315	52	69	parallels	parallel	VERB
cana-3315	52	70	the	the	DET
cana-3315	52	71	availability	availability	NOUN
cana-3315	52	72	of	of	ADP
cana-3315	52	73	big	big	ADJ
cana-3315	52	74	data	datum	NOUN
cana-3315	52	75	.	.	PUNCT
cana-3315	53	1	despite	despite	SCONJ
cana-3315	53	2	a	a	DET
cana-3315	53	3	majority	majority	NOUN
cana-3315	53	4	of	of	ADP
cana-3315	53	5	these	these	DET
cana-3315	53	6	improvements	improvement	NOUN
cana-3315	53	7	,	,	PUNCT
cana-3315	53	8	demanding	demanding	ADJ
cana-3315	53	9	situations	situation	NOUN
cana-3315	53	10	continue	continue	VERB
cana-3315	53	11	to	to	PART
cana-3315	53	12	be	be	AUX
cana-3315	53	13	inside	inside	ADP
cana-3315	53	14	the	the	DET
cana-3315	53	15	popular	popular	ADJ
cana-3315	53	16	software	software	NOUN
cana-3315	53	17	of	of	ADP
cana-3315	53	18	ml	ml	NOUN
cana-3315	53	19	and	and	CCONJ
cana-3315	53	20	dl	dl	X
cana-3315	53	21	techniques	technique	NOUN
cana-3315	53	22	in	in	ADP
cana-3315	53	23	diagnosing	diagnose	VERB
cana-3315	53	24	renal	renal	ADJ
cana-3315	53	25	tumors	tumor	NOUN
cana-3315	53	26	.	.	PUNCT
cana-3315	54	1	issues	issue	NOUN
cana-3315	54	2	consisting	consist	VERB
cana-3315	54	3	of	of	ADP
cana-3315	54	4	availability	availability	NOUN
cana-3315	54	5	of	of	ADP
cana-3315	54	6	malignant	malignant	ADJ
cana-3315	54	7	categorized	categorize	VERB
cana-3315	54	8	mri	mri	NOUN
cana-3315	54	9	datasets	dataset	NOUN
cana-3315	54	10	,	,	PUNCT
cana-3315	54	11	interpretability	interpretability	NOUN
cana-3315	54	12	,	,	PUNCT
cana-3315	54	13	and	and	CCONJ
cana-3315	54	14	statistical	statistical	ADJ
cana-3315	54	15	requirements	requirement	NOUN
cana-3315	54	16	need	need	VERB
cana-3315	54	17	to	to	PART
cana-3315	54	18	be	be	AUX
cana-3315	54	19	addressed	address	VERB
cana-3315	54	20	.	.	PUNCT
cana-3315	55	1	moreover	moreover	ADV
cana-3315	55	2	,	,	PUNCT
cana-3315	55	3	application	application	NOUN
cana-3315	55	4	of	of	ADP
cana-3315	55	5	these	these	DET
cana-3315	55	6	techniques	technique	NOUN
cana-3315	55	7	in	in	ADP
cana-3315	55	8	clinics	clinic	NOUN
cana-3315	55	9	requires	require	VERB
cana-3315	55	10	full	full	ADJ
cana-3315	55	11	validation	validation	NOUN
cana-3315	55	12	to	to	PART
cana-3315	55	13	attain	attain	VERB
cana-3315	55	14	at	at	ADP
cana-3315	55	15	least	least	ADJ
cana-3315	55	16	some	some	PRON
cana-3315	55	17	degree	degree	NOUN
cana-3315	55	18	of	of	ADP
cana-3315	55	19	reliability	reliability	NOUN
cana-3315	55	20	and	and	CCONJ
cana-3315	55	21	validity	validity	NOUN
cana-3315	55	22	in	in	ADP
cana-3315	55	23	actual	actual	ADJ
cana-3315	55	24	-	-	PUNCT
cana-3315	55	25	international	international	ADJ
cana-3315	55	26	situations	situation	NOUN
cana-3315	55	27	.	.	PUNCT
cana-3315	56	1	addressing	address	VERB
cana-3315	56	2	these	these	DET
cana-3315	56	3	issues	issue	NOUN
cana-3315	56	4	is	be	AUX
cana-3315	56	5	essential	essential	ADJ
cana-3315	56	6	to	to	PART
cana-3315	56	7	enhance	enhance	VERB
cana-3315	56	8	the	the	DET
cana-3315	56	9	role	role	NOUN
cana-3315	56	10	of	of	ADP
cana-3315	56	11	ml	ml	NOUN
cana-3315	56	12	and	and	CCONJ
cana-3315	56	13	dl	dl	X
cana-3315	56	14	in	in	ADP
cana-3315	56	15	the	the	DET
cana-3315	56	16	diagnosis	diagnosis	NOUN
cana-3315	56	17	of	of	ADP
cana-3315	56	18	brain	brain	NOUN
cana-3315	56	19	tumors	tumor	NOUN
cana-3315	56	20	,	,	PUNCT
cana-3315	56	21	and	and	CCONJ
cana-3315	56	22	clinical	clinical	ADJ
cana-3315	56	23	modification	modification	NOUN
cana-3315	56	24	will	will	AUX
cana-3315	56	25	be	be	AUX
cana-3315	56	26	fully	fully	ADV
cana-3315	56	27	implemented	implement	VERB
cana-3315	56	28	.	.	PUNCT
cana-3315	57	1	the	the	DET
cana-3315	57	2	aim	aim	NOUN
cana-3315	57	3	of	of	ADP
cana-3315	57	4	this	this	DET
cana-3315	57	5	review	review	NOUN
cana-3315	57	6	is	be	AUX
cana-3315	57	7	to	to	PART
cana-3315	57	8	contribute	contribute	VERB
cana-3315	57	9	to	to	ADP
cana-3315	57	10	this	this	DET
cana-3315	57	11	growing	grow	VERB
cana-3315	57	12	body	body	NOUN
cana-3315	57	13	of	of	ADP
cana-3315	57	14	knowledge	knowledge	NOUN
cana-3315	57	15	by	by	ADP
cana-3315	57	16	reviewing	review	VERB
cana-3315	57	17	and	and	CCONJ
cana-3315	57	18	systematically	systematically	ADV
cana-3315	57	19	analysing	analyse	VERB
cana-3315	57	20	the	the	DET
cana-3315	57	21	existing	exist	VERB
cana-3315	57	22	methods	method	NOUN
cana-3315	57	23	for	for	ADP
cana-3315	57	24	detecting	detect	VERB
cana-3315	57	25	brain	brain	NOUN
cana-3315	57	26	tumors	tumor	NOUN
cana-3315	57	27	using	use	VERB
cana-3315	57	28	mri	mri	NOUN
cana-3315	57	29	,	,	PUNCT
cana-3315	57	30	ml	ml	NOUN
cana-3315	57	31	and	and	CCONJ
cana-3315	57	32	dl	dl	PROPN
cana-3315	57	33	techniques	technique	NOUN
cana-3315	57	34	.	.	PUNCT
cana-3315	58	1	by	by	ADP
cana-3315	58	2	evaluating	evaluate	VERB
cana-3315	58	3	their	their	PRON
cana-3315	58	4	strengths	strength	NOUN
cana-3315	58	5	,	,	PUNCT
cana-3315	58	6	limitations	limitation	NOUN
cana-3315	58	7	and	and	CCONJ
cana-3315	58	8	potential	potential	NOUN
cana-3315	58	9	for	for	ADP
cana-3315	58	10	clinical	clinical	ADJ
cana-3315	58	11	application	application	NOUN
cana-3315	58	12	,	,	PUNCT
cana-3315	58	13	the	the	DET
cana-3315	58	14	review	review	NOUN
cana-3315	58	15	aims	aim	VERB
cana-3315	58	16	to	to	PART
cana-3315	58	17	provide	provide	VERB
cana-3315	58	18	useful	useful	ADJ
cana-3315	58	19	insights	insight	NOUN
cana-3315	58	20	and	and	CCONJ
cana-3315	58	21	recommendations	recommendation	NOUN
cana-3315	58	22	for	for	ADP
cana-3315	58	23	optimal	optimal	ADJ
cana-3315	58	24	diagnostic	diagnostic	ADJ
cana-3315	58	25	testing	testing	NOUN
cana-3315	58	26	.	.	PUNCT
cana-3315	59	1	3	3	X
cana-3315	59	2	.	.	X
cana-3315	59	3	methodology	methodology	NOUN
cana-3315	59	4	this	this	DET
cana-3315	59	5	review	review	NOUN
cana-3315	59	6	takes	take	VERB
cana-3315	59	7	a	a	DET
cana-3315	59	8	systematic	systematic	ADJ
cana-3315	59	9	approach	approach	NOUN
cana-3315	59	10	to	to	PART
cana-3315	59	11	investigate	investigate	VERB
cana-3315	59	12	the	the	DET
cana-3315	59	13	role	role	NOUN
cana-3315	59	14	of	of	ADP
cana-3315	59	15	machine	machine	NOUN
cana-3315	59	16	learning	learning	NOUN
cana-3315	59	17	(	(	PUNCT
cana-3315	59	18	ml	ml	NOUN
cana-3315	59	19	)	)	PUNCT
cana-3315	59	20	techniques	technique	NOUN
cana-3315	59	21	such	such	ADJ
cana-3315	59	22	as	as	ADP
cana-3315	59	23	convolutional	convolutional	ADJ
cana-3315	59	24	neural	neural	ADJ
cana-3315	59	25	networks	network	NOUN
cana-3315	59	26	(	(	PUNCT
cana-3315	59	27	cnns	cnns	PROPN
cana-3315	59	28	)	)	PUNCT
cana-3315	59	29	in	in	ADP
cana-3315	59	30	the	the	DET
cana-3315	59	31	detection	detection	NOUN
cana-3315	59	32	of	of	ADP
cana-3315	59	33	brain	brain	NOUN
cana-3315	59	34	tumors	tumor	NOUN
cana-3315	59	35	by	by	ADP
cana-3315	59	36	mri	mri	PROPN
cana-3315	59	37	.	.	PUNCT
cana-3315	60	1	communications	communication	NOUN
cana-3315	60	2	on	on	ADP
cana-3315	60	3	applied	apply	VERB
cana-3315	60	4	nonlinear	nonlinear	ADJ
cana-3315	60	5	analysis	analysis	NOUN
cana-3315	60	6	issn	issn	NOUN
cana-3315	60	7	:	:	PUNCT
cana-3315	60	8	1074	1074	NUM
cana-3315	60	9	-	-	PUNCT
cana-3315	60	10	133x	133x	NUM
cana-3315	60	11	vol	vol	NOUN
cana-3315	60	12	32	32	NUM
cana-3315	60	13	no	no	NOUN
cana-3315	60	14	.	.	PUNCT
cana-3315	61	1	6s	6s	NUM
cana-3315	61	2	(	(	PUNCT
cana-3315	61	3	2025	2025	NUM
cana-3315	61	4	)	)	PUNCT
cana-3315	61	5	523	523	NUM
cana-3315	61	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3315	61	7	figure	figure	NOUN
cana-3315	61	8	1	1	NUM
cana-3315	61	9	.	.	PUNCT
cana-3315	61	10	proposed	propose	VERB
cana-3315	61	11	methodology	methodology	NOUN
cana-3315	61	12	[	[	X
cana-3315	61	13	2	2	NUM
cana-3315	61	14	]	]	PUNCT
cana-3315	61	15	data	datum	NOUN
cana-3315	61	16	collection	collection	NOUN
cana-3315	61	17	the	the	DET
cana-3315	61	18	datasets	dataset	NOUN
cana-3315	61	19	examined	examine	VERB
cana-3315	61	20	in	in	ADP
cana-3315	61	21	this	this	DET
cana-3315	61	22	observe	observe	NOUN
cana-3315	61	23	encompass	encompass	NOUN
cana-3315	61	24	both	both	PRON
cana-3315	61	25	publicly	publicly	ADV
cana-3315	61	26	to	to	PART
cana-3315	61	27	be	be	AUX
cana-3315	61	28	had	have	VERB
cana-3315	61	29	and	and	CCONJ
cana-3315	61	30	scientific	scientific	ADJ
cana-3315	61	31	mri	mri	NOUN
cana-3315	61	32	datasets	dataset	NOUN
cana-3315	61	33	.	.	PUNCT
cana-3315	62	1	public	public	ADJ
cana-3315	62	2	datasets	dataset	NOUN
cana-3315	62	3	inclusive	inclusive	NOUN
cana-3315	62	4	of	of	ADP
cana-3315	62	5	the	the	DET
cana-3315	62	6	brats	brat	NOUN
cana-3315	62	7	(	(	PUNCT
cana-3315	62	8	brain	brain	NOUN
cana-3315	62	9	tumor	tumor	NOUN
cana-3315	62	10	segmentation	segmentation	NOUN
cana-3315	62	11	)	)	PUNCT
cana-3315	62	12	challenge	challenge	NOUN
cana-3315	62	13	are	be	AUX
cana-3315	62	14	extensively	extensively	ADV
cana-3315	62	15	used	use	VERB
cana-3315	62	16	in	in	ADP
cana-3315	62	17	the	the	DET
cana-3315	62	18	literature	literature	NOUN
cana-3315	62	19	and	and	CCONJ
cana-3315	62	20	offer	offer	VERB
cana-3315	62	21	a	a	DET
cana-3315	62	22	wealthy	wealthy	ADJ
cana-3315	62	23	series	series	NOUN
cana-3315	62	24	of	of	ADP
cana-3315	62	25	annotated	annotate	VERB
cana-3315	62	26	mri	mri	NOUN
cana-3315	62	27	scans	scan	NOUN
cana-3315	62	28	for	for	ADP
cana-3315	62	29	diverse	diverse	ADJ
cana-3315	62	30	tumor	tumor	NOUN
cana-3315	62	31	kinds	kind	NOUN
cana-3315	62	32	,	,	PUNCT
cana-3315	62	33	consisting	consist	VERB
cana-3315	62	34	of	of	ADP
cana-3315	62	35	gliomas	glioma	NOUN
cana-3315	62	36	of	of	ADP
cana-3315	62	37	diverse	diverse	ADJ
cana-3315	62	38	grades	grade	NOUN
cana-3315	62	39	[	[	X
cana-3315	62	40	7	7	NUM
cana-3315	62	41	]	]	PUNCT
cana-3315	62	42	.	.	PUNCT
cana-3315	63	1	clinical	clinical	ADJ
cana-3315	63	2	mri	mri	NOUN
cana-3315	63	3	datasets	dataset	NOUN
cana-3315	63	4	,	,	PUNCT
cana-3315	63	5	despite	despite	SCONJ
cana-3315	63	6	the	the	DET
cana-3315	63	7	fact	fact	NOUN
cana-3315	63	8	that	that	SCONJ
cana-3315	63	9	much	much	ADV
cana-3315	63	10	less	less	ADV
cana-3315	63	11	conveniently	conveniently	ADV
cana-3315	63	12	available	available	ADJ
cana-3315	63	13	,	,	PUNCT
cana-3315	63	14	offer	offer	VERB
cana-3315	63	15	real	real	ADJ
cana-3315	63	16	-	-	PUNCT
cana-3315	63	17	world	world	NOUN
cana-3315	63	18	statistics	statistic	NOUN
cana-3315	63	19	that	that	PRON
cana-3315	63	20	seize	seize	VERB
cana-3315	63	21	variability	variability	NOUN
cana-3315	63	22	in	in	ADP
cana-3315	63	23	affected	affected	ADJ
cana-3315	63	24	person	person	NOUN
cana-3315	63	25	demographics	demographic	NOUN
cana-3315	63	26	,	,	PUNCT
cana-3315	63	27	tumor	tumor	NOUN
cana-3315	63	28	morphology	morphology	NOUN
cana-3315	63	29	,	,	PUNCT
cana-3315	63	30	and	and	CCONJ
cana-3315	63	31	imaging	imaging	NOUN
cana-3315	63	32	protocols	protocol	NOUN
cana-3315	63	33	.	.	PUNCT
cana-3315	64	1	the	the	DET
cana-3315	64	2	inclusion	inclusion	NOUN
cana-3315	64	3	of	of	ADP
cana-3315	64	4	various	various	ADJ
cana-3315	64	5	data	datum	NOUN
cana-3315	64	6	sets	set	NOUN
cana-3315	64	7	ensures	ensure	VERB
cana-3315	64	8	a	a	DET
cana-3315	64	9	complete	complete	ADJ
cana-3315	64	10	assessment	assessment	NOUN
cana-3315	64	11	of	of	ADP
cana-3315	64	12	ml	ml	NOUN
cana-3315	64	13	and	and	CCONJ
cana-3315	64	14	dl	dl	PROPN
cana-3315	64	15	strategies	strategy	NOUN
cana-3315	64	16	beneath	beneath	ADP
cana-3315	64	17	unique	unique	ADJ
cana-3315	64	18	conditions	condition	NOUN
cana-3315	64	19	.	.	PUNCT
cana-3315	65	1	figure	figure	NOUN
cana-3315	65	2	2	2	NUM
cana-3315	65	3	.	.	PUNCT
cana-3315	66	1	samples	sample	NOUN
cana-3315	66	2	of	of	ADP
cana-3315	66	3	brain	brain	NOUN
cana-3315	66	4	tumor	tumor	NOUN
cana-3315	66	5	meningioma	meningioma	NOUN
cana-3315	66	6	,	,	PUNCT
cana-3315	66	7	glioma	glioma	NOUN
cana-3315	66	8	,	,	PUNCT
cana-3315	66	9	pituitary	pituitary	ADJ
cana-3315	66	10	in	in	ADP
cana-3315	66	11	dataset	dataset	NOUN
cana-3315	66	12	[	[	X
cana-3315	66	13	8	8	NUM
cana-3315	66	14	]	]	PUNCT
cana-3315	66	15	.	.	PUNCT
cana-3315	67	1	analysis	analysis	NOUN
cana-3315	67	2	framework	framework	NOUN
cana-3315	67	3	a	a	DET
cana-3315	67	4	based	base	VERB
cana-3315	67	5	analytical	analytical	ADJ
cana-3315	67	6	framework	framework	NOUN
cana-3315	67	7	was	be	AUX
cana-3315	67	8	used	use	VERB
cana-3315	67	9	to	to	PART
cana-3315	67	10	assess	assess	VERB
cana-3315	67	11	the	the	DET
cana-3315	67	12	methodologies	methodology	NOUN
cana-3315	67	13	and	and	CCONJ
cana-3315	67	14	effects	effect	NOUN
cana-3315	67	15	of	of	ADP
cana-3315	67	16	the	the	DET
cana-3315	67	17	reviewed	review	VERB
cana-3315	67	18	research	research	NOUN
cana-3315	67	19	.	.	PUNCT
cana-3315	68	1	the	the	DET
cana-3315	68	2	evaluation	evaluation	NOUN
cana-3315	68	3	criteria	criterion	NOUN
cana-3315	68	4	consist	consist	VERB
cana-3315	68	5	of	of	ADP
cana-3315	68	6	:	:	PUNCT
cana-3315	68	7	•	•	NUM
cana-3315	68	8	methodology	methodology	NOUN
cana-3315	68	9	:	:	PUNCT
cana-3315	68	10	approaches	approach	NOUN
cana-3315	68	11	used	use	VERB
cana-3315	68	12	for	for	ADP
cana-3315	68	13	pre	pre	ADJ
cana-3315	68	14	-	-	ADJ
cana-3315	68	15	processing	processing	ADJ
cana-3315	68	16	,	,	PUNCT
cana-3315	68	17	characteristic	characteristic	ADJ
cana-3315	68	18	extraction	extraction	NOUN
cana-3315	68	19	and	and	CCONJ
cana-3315	68	20	type	type	NOUN
cana-3315	68	21	.	.	PUNCT
cana-3315	69	1	•	•	NOUN
cana-3315	69	2	data	datum	NOUN
cana-3315	69	3	set	set	VERB
cana-3315	69	4	length	length	NOUN
cana-3315	69	5	:	:	PUNCT
cana-3315	69	6	number	number	NOUN
cana-3315	69	7	and	and	CCONJ
cana-3315	69	8	style	style	NOUN
cana-3315	69	9	of	of	ADP
cana-3315	69	10	mri	mri	NOUN
cana-3315	69	11	scans	scan	NOUN
cana-3315	69	12	used	use	VERB
cana-3315	69	13	for	for	ADP
cana-3315	69	14	schooling	school	VERB
cana-3315	69	15	and	and	CCONJ
cana-3315	69	16	checking	check	VERB
cana-3315	69	17	out	out	ADP
cana-3315	69	18	.	.	PUNCT
cana-3315	70	1	•	•	NOUN
cana-3315	70	2	performance	performance	NOUN
cana-3315	70	3	metrics	metric	NOUN
cana-3315	70	4	:	:	PUNCT
cana-3315	70	5	metrics	metric	NOUN
cana-3315	70	6	such	such	ADJ
cana-3315	70	7	as	as	ADP
cana-3315	70	8	accuracy	accuracy	NOUN
cana-3315	70	9	,	,	PUNCT
cana-3315	70	10	sensitivity	sensitivity	NOUN
cana-3315	70	11	,	,	PUNCT
cana-3315	70	12	specificity	specificity	NOUN
cana-3315	70	13	,	,	PUNCT
cana-3315	70	14	f1	f1	NOUN
cana-3315	70	15	score	score	NOUN
cana-3315	70	16	,	,	PUNCT
cana-3315	70	17	and	and	CCONJ
cana-3315	70	18	place	place	NOUN
cana-3315	70	19	under	under	ADP
cana-3315	70	20	the	the	DET
cana-3315	70	21	receiver	receiver	NOUN
cana-3315	70	22	jogging	jog	VERB
cana-3315	70	23	characteristic	characteristic	ADJ
cana-3315	70	24	(	(	PUNCT
cana-3315	70	25	roc	roc	PROPN
cana-3315	70	26	)	)	PUNCT
cana-3315	70	27	curve	curve	NOUN
cana-3315	70	28	were	be	AUX
cana-3315	70	29	utilized	utilize	VERB
cana-3315	70	30	to	to	PART
cana-3315	70	31	assess	assess	VERB
cana-3315	70	32	the	the	DET
cana-3315	70	33	performance	performance	NOUN
cana-3315	70	34	of	of	ADP
cana-3315	70	35	various	various	ADJ
cana-3315	70	36	communications	communication	NOUN
cana-3315	70	37	on	on	ADP
cana-3315	70	38	applied	apply	VERB
cana-3315	70	39	nonlinear	nonlinear	ADJ
cana-3315	70	40	analysis	analysis	NOUN
cana-3315	70	41	issn	issn	NOUN
cana-3315	70	42	:	:	PUNCT
cana-3315	70	43	1074	1074	NUM
cana-3315	70	44	-	-	PUNCT
cana-3315	70	45	133x	133x	NUM
cana-3315	70	46	vol	vol	NOUN
cana-3315	70	47	32	32	NUM
cana-3315	70	48	no	no	NOUN
cana-3315	70	49	.	.	PUNCT
cana-3315	71	1	6s	6s	NUM
cana-3315	71	2	(	(	PUNCT
cana-3315	71	3	2025	2025	NUM
cana-3315	71	4	)	)	PUNCT
cana-3315	71	5	524	524	NUM
cana-3315	71	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3315	71	7	techniques	technique	NOUN
cana-3315	71	8	.	.	PUNCT
cana-3315	72	1	standardizing	standardize	VERB
cana-3315	72	2	those	those	DET
cana-3315	72	3	requirements	requirement	NOUN
cana-3315	72	4	in	in	ADP
cana-3315	72	5	the	the	DET
cana-3315	72	6	assessment	assessment	NOUN
cana-3315	72	7	ensures	ensure	VERB
cana-3315	72	8	a	a	DET
cana-3315	72	9	truthful	truthful	ADJ
cana-3315	72	10	and	and	CCONJ
cana-3315	72	11	aim	aim	VERB
cana-3315	72	12	assessment	assessment	NOUN
cana-3315	72	13	of	of	ADP
cana-3315	72	14	traditional	traditional	ADJ
cana-3315	72	15	ml	ml	NOUN
cana-3315	72	16	/	/	SYM
cana-3315	72	17	dl	dl	VERB
cana-3315	72	18	-	-	PUNCT
cana-3315	72	19	primarily	primarily	ADV
cana-3315	72	20	based	base	VERB
cana-3315	72	21	techniques	technique	NOUN
cana-3315	72	22	and	and	CCONJ
cana-3315	72	23	procedures	procedure	NOUN
cana-3315	72	24	.	.	PUNCT
cana-3315	73	1	figure	figure	VERB
cana-3315	73	2	3	3	NUM
cana-3315	73	3	.	.	PUNCT
cana-3315	74	1	dataset	dataset	VERB
cana-3315	74	2	analysis	analysis	NOUN
cana-3315	74	3	with	with	ADP
cana-3315	74	4	brain	brain	NOUN
cana-3315	74	5	tumor	tumor	NOUN
cana-3315	74	6	glioma	glioma	NOUN
cana-3315	74	7	,	,	PUNCT
cana-3315	74	8	meningioma	meningioma	NOUN
cana-3315	74	9	,	,	PUNCT
cana-3315	74	10	pituitary	pituitary	ADJ
cana-3315	74	11	key	key	ADJ
cana-3315	74	12	techniques	technique	NOUN
cana-3315	74	13	this	this	DET
cana-3315	74	14	review	review	NOUN
cana-3315	74	15	specializes	specialize	VERB
cana-3315	74	16	in	in	ADP
cana-3315	74	17	advanced	advanced	ADJ
cana-3315	74	18	cnn	cnn	PROPN
cana-3315	74	19	architectures	architecture	NOUN
cana-3315	74	20	and	and	CCONJ
cana-3315	74	21	other	other	ADJ
cana-3315	74	22	ml	ml	NOUN
cana-3315	74	23	algorithms	algorithm	NOUN
cana-3315	74	24	that	that	PRON
cana-3315	74	25	have	have	AUX
cana-3315	74	26	been	be	AUX
cana-3315	74	27	used	use	VERB
cana-3315	74	28	for	for	ADP
cana-3315	74	29	brain	brain	NOUN
cana-3315	74	30	tumor	tumor	NOUN
cana-3315	74	31	detection	detection	NOUN
cana-3315	74	32	.	.	PUNCT
cana-3315	75	1	key	key	ADJ
cana-3315	75	2	cnn	cnn	PROPN
cana-3315	75	3	architectures	architecture	NOUN
cana-3315	75	4	,	,	PUNCT
cana-3315	75	5	which	which	PRON
cana-3315	75	6	include	include	VERB
cana-3315	75	7	u	u	NOUN
cana-3315	75	8	-	-	NOUN
cana-3315	75	9	net	net	ADJ
cana-3315	75	10	,	,	PUNCT
cana-3315	75	11	vggnet	vggnet	NOUN
cana-3315	75	12	,	,	PUNCT
cana-3315	75	13	resnet	resnet	NOUN
cana-3315	75	14	,	,	PUNCT
cana-3315	75	15	and	and	CCONJ
cana-3315	75	16	dense	dense	ADJ
cana-3315	75	17	net	net	NOUN
cana-3315	75	18	,	,	PUNCT
cana-3315	75	19	were	be	AUX
cana-3315	75	20	analysed	analyse	VERB
cana-3315	75	21	for	for	ADP
cana-3315	75	22	overall	overall	ADJ
cana-3315	75	23	performance	performance	NOUN
cana-3315	75	24	in	in	ADP
cana-3315	75	25	segmentation	segmentation	NOUN
cana-3315	75	26	and	and	CCONJ
cana-3315	75	27	category	category	NOUN
cana-3315	75	28	responsibility	responsibility	NOUN
cana-3315	75	29	.	.	PUNCT
cana-3315	76	1	these	these	DET
cana-3315	76	2	architectures	architecture	NOUN
cana-3315	76	3	have	have	AUX
cana-3315	76	4	demonstrated	demonstrate	VERB
cana-3315	76	5	the	the	DET
cana-3315	76	6	ability	ability	NOUN
cana-3315	76	7	to	to	PART
cana-3315	76	8	correctly	correctly	ADV
cana-3315	76	9	localize	localize	VERB
cana-3315	76	10	and	and	CCONJ
cana-3315	76	11	sense	sense	NOUN
cana-3315	76	12	tumors	tumor	NOUN
cana-3315	76	13	using	use	VERB
cana-3315	76	14	superior	superior	ADJ
cana-3315	76	15	strategies	strategy	NOUN
cana-3315	76	16	including	include	VERB
cana-3315	76	17	connection	connection	NOUN
cana-3315	76	18	skipping	skip	VERB
cana-3315	76	19	and	and	CCONJ
cana-3315	76	20	dense	dense	ADJ
cana-3315	76	21	feature	feature	NOUN
cana-3315	76	22	propagation	propagation	NOUN
cana-3315	76	23	to	to	PART
cana-3315	76	24	enhance	enhance	VERB
cana-3315	76	25	learning	learn	VERB
cana-3315	76	26	performance	performance	NOUN
cana-3315	76	27	.	.	PUNCT
cana-3315	77	1	in	in	ADP
cana-3315	77	2	addition	addition	NOUN
cana-3315	77	3	to	to	ADP
cana-3315	77	4	cnns	cnns	PROPN
cana-3315	77	5	,	,	PUNCT
cana-3315	77	6	traditional	traditional	ADJ
cana-3315	77	7	ml	ml	ADP
cana-3315	77	8	techniques	technique	NOUN
cana-3315	77	9	including	include	VERB
cana-3315	77	10	support	support	NOUN
cana-3315	77	11	vector	vector	NOUN
cana-3315	77	12	machines	machine	NOUN
cana-3315	77	13	(	(	PUNCT
cana-3315	77	14	svm	svm	PROPN
cana-3315	77	15	)	)	PUNCT
cana-3315	77	16	,	,	PUNCT
cana-3315	77	17	random	random	ADJ
cana-3315	77	18	forests	forest	NOUN
cana-3315	77	19	,	,	PUNCT
cana-3315	77	20	and	and	CCONJ
cana-3315	77	21	ok	ok	ADV
cana-3315	77	22	-	-	PUNCT
cana-3315	77	23	nearest	near	ADJ
cana-3315	77	24	neighbours	neighbour	NOUN
cana-3315	77	25	(	(	PUNCT
cana-3315	77	26	knn	knn	PROPN
cana-3315	77	27	)	)	PUNCT
cana-3315	77	28	have	have	AUX
cana-3315	77	29	also	also	ADV
cana-3315	77	30	been	be	AUX
cana-3315	77	31	reviewed	review	VERB
cana-3315	77	32	.	.	PUNCT
cana-3315	78	1	although	although	SCONJ
cana-3315	78	2	these	these	DET
cana-3315	78	3	techniques	technique	NOUN
cana-3315	78	4	depend	depend	VERB
cana-3315	78	5	on	on	ADP
cana-3315	78	6	extraction	extraction	NOUN
cana-3315	78	7	and	and	CCONJ
cana-3315	78	8	pre	pre	NOUN
cana-3315	78	9	-	-	ADJ
cana-3315	78	10	processing	processing	NOUN
cana-3315	78	11	,	,	PUNCT
cana-3315	78	12	they	they	PRON
cana-3315	78	13	provide	provide	VERB
cana-3315	78	14	insight	insight	NOUN
cana-3315	78	15	into	into	ADP
cana-3315	78	16	the	the	DET
cana-3315	78	17	development	development	NOUN
cana-3315	78	18	of	of	ADP
cana-3315	78	19	automatic	automatic	ADJ
cana-3315	78	20	diagnostic	diagnostic	ADJ
cana-3315	78	21	systems	system	NOUN
cana-3315	78	22	and	and	CCONJ
cana-3315	78	23	serve	serve	VERB
cana-3315	78	24	as	as	ADP
cana-3315	78	25	benchmarks	benchmark	NOUN
cana-3315	78	26	for	for	ADP
cana-3315	78	27	evaluating	evaluate	VERB
cana-3315	78	28	deep	deep	ADJ
cana-3315	78	29	fashion	fashion	NOUN
cana-3315	78	30	knowledge	knowledge	NOUN
cana-3315	78	31	.	.	PUNCT
cana-3315	79	1	the	the	DET
cana-3315	79	2	observation	observation	NOUN
cana-3315	79	3	further	far	ADV
cana-3315	79	4	explores	explore	VERB
cana-3315	79	5	hybrid	hybrid	ADJ
cana-3315	79	6	strategies	strategy	NOUN
cana-3315	79	7	that	that	PRON
cana-3315	79	8	combine	combine	AUX
cana-3315	79	9	cnns	cnn	VERB
cana-3315	79	10	with	with	ADP
cana-3315	79	11	conventional	conventional	ADJ
cana-3315	79	12	ml	ml	NOUN
cana-3315	79	13	algorithms	algorithm	NOUN
cana-3315	79	14	to	to	PART
cana-3315	79	15	increase	increase	VERB
cana-3315	79	16	performance	performance	NOUN
cana-3315	79	17	.	.	PUNCT
cana-3315	80	1	for	for	ADP
cana-3315	80	2	example	example	NOUN
cana-3315	80	3	,	,	PUNCT
cana-3315	80	4	functional	functional	ADJ
cana-3315	80	5	representations	representation	NOUN
cana-3315	80	6	obtained	obtain	VERB
cana-3315	80	7	by	by	ADP
cana-3315	80	8	cnn	cnn	PROPN
cana-3315	80	9	can	can	AUX
cana-3315	80	10	be	be	AUX
cana-3315	80	11	fed	feed	VERB
cana-3315	80	12	into	into	ADP
cana-3315	80	13	classifiers	classifier	NOUN
cana-3315	80	14	that	that	PRON
cana-3315	80	15	include	include	VERB
cana-3315	80	16	svm	svm	NOUN
cana-3315	80	17	to	to	PART
cana-3315	80	18	improve	improve	VERB
cana-3315	80	19	tumor	tumor	NOUN
cana-3315	80	20	class	class	NOUN
cana-3315	80	21	.	.	PUNCT
cana-3315	81	1	such	such	ADJ
cana-3315	81	2	combinations	combination	NOUN
cana-3315	81	3	have	have	AUX
cana-3315	81	4	demonstrated	demonstrate	VERB
cana-3315	81	5	the	the	DET
cana-3315	81	6	ability	ability	NOUN
cana-3315	81	7	to	to	PART
cana-3315	81	8	address	address	VERB
cana-3315	81	9	issues	issue	NOUN
cana-3315	81	10	related	relate	VERB
cana-3315	81	11	to	to	ADP
cana-3315	81	12	dataset	dataset	ADJ
cana-3315	81	13	heterogeneity	heterogeneity	NOUN
cana-3315	81	14	and	and	CCONJ
cana-3315	81	15	version	version	NOUN
cana-3315	81	16	generalizability	generalizability	NOUN
cana-3315	81	17	.	.	PUNCT
cana-3315	82	1	4	4	X
cana-3315	82	2	.	.	X
cana-3315	82	3	results	result	NOUN
cana-3315	82	4	and	and	CCONJ
cana-3315	82	5	analysis	analysis	NOUN
cana-3315	82	6	the	the	DET
cana-3315	82	7	results	result	NOUN
cana-3315	82	8	bring	bring	VERB
cana-3315	82	9	about	about	ADP
cana-3315	82	10	the	the	DET
cana-3315	82	11	importance	importance	NOUN
cana-3315	82	12	of	of	ADP
cana-3315	82	13	convolutional	convolutional	ADJ
cana-3315	82	14	neural	neural	ADJ
cana-3315	82	15	networks	network	NOUN
cana-3315	82	16	in	in	ADP
cana-3315	82	17	the	the	DET
cana-3315	82	18	detection	detection	NOUN
cana-3315	82	19	of	of	ADP
cana-3315	82	20	brain	brain	NOUN
cana-3315	82	21	tumor	tumor	NOUN
cana-3315	82	22	.	.	PUNCT
cana-3315	83	1	the	the	DET
cana-3315	83	2	comparison	comparison	NOUN
cana-3315	83	3	between	between	ADP
cana-3315	83	4	these	these	DET
cana-3315	83	5	investigated	investigate	VERB
cana-3315	83	6	methods	method	NOUN
cana-3315	83	7	has	have	VERB
cana-3315	83	8	great	great	ADJ
cana-3315	83	9	findings	finding	NOUN
cana-3315	83	10	concerning	concern	VERB
cana-3315	83	11	accuracy	accuracy	NOUN
cana-3315	83	12	and	and	CCONJ
cana-3315	83	13	sensitivity	sensitivity	NOUN
cana-3315	83	14	and	and	CCONJ
cana-3315	83	15	specificity	specificity	NOUN
cana-3315	83	16	of	of	ADP
cana-3315	83	17	different	different	ADJ
cana-3315	83	18	models	model	NOUN
cana-3315	83	19	of	of	ADP
cana-3315	83	20	cnn	cnn	PROPN
cana-3315	83	21	.	.	PUNCT
cana-3315	84	1	performance	performance	NOUN
cana-3315	84	2	of	of	ADP
cana-3315	84	3	cnn	cnn	PROPN
cana-3315	84	4	models	model	NOUN
cana-3315	84	5	cnn	cnn	PROPN
cana-3315	84	6	-	-	PUNCT
cana-3315	84	7	based	base	VERB
cana-3315	84	8	techniques	technique	NOUN
cana-3315	84	9	constantly	constantly	ADV
cana-3315	84	10	outperform	outperform	VERB
cana-3315	84	11	traditional	traditional	ADJ
cana-3315	84	12	methods	method	NOUN
cana-3315	84	13	for	for	ADP
cana-3315	84	14	tumor	tumor	NOUN
cana-3315	84	15	detection	detection	NOUN
cana-3315	84	16	duties	duty	NOUN
cana-3315	84	17	.	.	PUNCT
cana-3315	85	1	the	the	DET
cana-3315	85	2	fashions	fashion	NOUN
cana-3315	85	3	of	of	ADP
cana-3315	85	4	u	u	NOUN
cana-3315	85	5	-	-	NOUN
cana-3315	85	6	net	net	ADJ
cana-3315	85	7	,	,	PUNCT
cana-3315	85	8	resnet	resnet	NOUN
cana-3315	85	9	and	and	CCONJ
cana-3315	85	10	dense	dense	ADJ
cana-3315	85	11	net	net	NOUN
cana-3315	85	12	have	have	AUX
cana-3315	85	13	shown	show	VERB
cana-3315	85	14	to	to	PART
cana-3315	85	15	be	be	AUX
cana-3315	85	16	uniquely	uniquely	ADV
cana-3315	85	17	different	different	ADJ
cana-3315	85	18	,	,	PUNCT
cana-3315	85	19	where	where	SCONJ
cana-3315	85	20	u	u	NOUN
cana-3315	85	21	-	-	ADJ
cana-3315	85	22	net	net	ADJ
cana-3315	85	23	excels	excel	NOUN
cana-3315	85	24	in	in	ADP
cana-3315	85	25	segmentation	segmentation	NOUN
cana-3315	85	26	tasks	task	NOUN
cana-3315	85	27	due	due	ADP
cana-3315	85	28	to	to	ADP
cana-3315	85	29	its	its	PRON
cana-3315	85	30	symmetric	symmetric	ADJ
cana-3315	85	31	encoder	encoder	NOUN
cana-3315	85	32	-	-	PUNCT
cana-3315	85	33	decoder	decoder	NOUN
cana-3315	85	34	structure	structure	NOUN
cana-3315	85	35	and	and	CCONJ
cana-3315	85	36	link	link	VERB
cana-3315	85	37	skipping	skip	VERB
cana-3315	85	38	resnet	resnet	NOUN
cana-3315	85	39	known	know	VERB
cana-3315	85	40	for	for	ADP
cana-3315	85	41	its	its	PRON
cana-3315	85	42	residual	residual	ADJ
cana-3315	85	43	learning	learning	NOUN
cana-3315	85	44	efficiency	efficiency	NOUN
cana-3315	85	45	has	have	AUX
cana-3315	85	46	won	win	VERB
cana-3315	85	47	has	have	AUX
cana-3315	85	48	problems	problem	NOUN
cana-3315	85	49	near	near	ADP
cana-3315	85	50	vanishing	vanish	VERB
cana-3315	85	51	slopes	slope	NOUN
cana-3315	85	52	suitable	suitable	ADJ
cana-3315	85	53	for	for	ADP
cana-3315	85	54	complex	complex	ADJ
cana-3315	85	55	mri	mri	NOUN
cana-3315	85	56	datasets	dataset	NOUN
cana-3315	85	57	born	bear	VERB
cana-3315	85	58	[	[	PUNCT
cana-3315	85	59	8	8	NUM
cana-3315	85	60	]	]	PUNCT
cana-3315	85	61	.	.	PUNCT
cana-3315	86	1	dense	dense	ADJ
cana-3315	86	2	net	net	NOUN
cana-3315	86	3	,	,	PUNCT
cana-3315	86	4	with	with	ADP
cana-3315	86	5	its	its	PRON
cana-3315	86	6	dense	dense	ADJ
cana-3315	86	7	connectivity	connectivity	NOUN
cana-3315	86	8	and	and	CCONJ
cana-3315	86	9	characteristic	characteristic	ADJ
cana-3315	86	10	reuse	reuse	NOUN
cana-3315	86	11	,	,	PUNCT
cana-3315	86	12	performed	perform	VERB
cana-3315	86	13	excessive	excessive	ADJ
cana-3315	86	14	specificity	specificity	NOUN
cana-3315	86	15	and	and	CCONJ
cana-3315	86	16	sensitivity	sensitivity	NOUN
cana-3315	86	17	in	in	ADP
cana-3315	86	18	classifying	classify	VERB
cana-3315	86	19	tumor	tumor	NOUN
cana-3315	86	20	sorts	sort	NOUN
cana-3315	86	21	.	.	PUNCT
cana-3315	87	1	the	the	DET
cana-3315	87	2	brats	brat	NOUN
cana-3315	87	3	dataset	dataset	VERB
cana-3315	87	4	served	serve	VERB
cana-3315	87	5	as	as	ADP
cana-3315	87	6	a	a	DET
cana-3315	87	7	benchmark	benchmark	NOUN
cana-3315	87	8	for	for	ADP
cana-3315	87	9	comparing	compare	VERB
cana-3315	87	10	those	those	DET
cana-3315	87	11	fashions	fashion	NOUN
cana-3315	87	12	and	and	CCONJ
cana-3315	87	13	supplied	supply	VERB
cana-3315	87	14	a	a	DET
cana-3315	87	15	complete	complete	ADJ
cana-3315	87	16	platform	platform	NOUN
cana-3315	87	17	to	to	PART
cana-3315	87	18	assess	assess	VERB
cana-3315	87	19	performance	performance	NOUN
cana-3315	87	20	across	across	ADP
cana-3315	87	21	unique	unique	ADJ
cana-3315	87	22	tumor	tumor	NOUN
cana-3315	87	23	grades	grade	NOUN
cana-3315	87	24	and	and	CCONJ
cana-3315	87	25	imaging	imaging	NOUN
cana-3315	87	26	situations	situation	NOUN
cana-3315	87	27	.	.	PUNCT
cana-3315	88	1	metrics	metric	NOUN
cana-3315	88	2	that	that	PRON
cana-3315	88	3	consist	consist	VERB
cana-3315	88	4	of	of	ADP
cana-3315	88	5	dice	dice	NOUN
cana-3315	88	6	similarity	similarity	NOUN
cana-3315	88	7	coefficient	coefficient	NOUN
cana-3315	88	8	(	(	PUNCT
cana-3315	88	9	dsc	dsc	NOUN
cana-3315	88	10	)	)	PUNCT
cana-3315	88	11	and	and	CCONJ
cana-3315	88	12	intersection	intersection	NOUN
cana-3315	88	13	over	over	ADP
cana-3315	88	14	union	union	NOUN
cana-3315	88	15	(	(	PUNCT
cana-3315	88	16	iou	iou	NOUN
cana-3315	88	17	)	)	PUNCT
cana-3315	88	18	were	be	AUX
cana-3315	88	19	used	use	VERB
cana-3315	88	20	to	to	PART
cana-3315	88	21	degree	degree	VERB
cana-3315	88	22	segmentation	segmentation	NOUN
cana-3315	88	23	accuracy	accuracy	NOUN
cana-3315	88	24	,	,	PUNCT
cana-3315	88	25	with	with	ADP
cana-3315	88	26	cnn	cnn	PROPN
cana-3315	88	27	fashions	fashion	NOUN
cana-3315	88	28	achieving	achieve	VERB
cana-3315	88	29	dsc	dsc	NOUN
cana-3315	88	30	values	value	NOUN
cana-3315	88	31	exceeding	exceed	VERB
cana-3315	88	32	90	90	NUM
cana-3315	88	33	percentage	percentage	NOUN
cana-3315	88	34	for	for	ADP
cana-3315	88	35	excessive	excessive	ADJ
cana-3315	88	36	-	-	PUNCT
cana-3315	88	37	grade	grade	NOUN
cana-3315	88	38	gliomas	glioma	NOUN
cana-3315	88	39	[	[	X
cana-3315	88	40	9	9	NUM
cana-3315	88	41	]	]	PUNCT
cana-3315	88	42	.	.	PUNCT
cana-3315	89	1	in	in	ADP
cana-3315	89	2	class	class	NOUN
cana-3315	89	3	obligations	obligation	NOUN
cana-3315	89	4	,	,	PUNCT
cana-3315	89	5	cnns	cnn	NOUN
cana-3315	89	6	achieved	achieve	VERB
cana-3315	89	7	with	with	ADP
cana-3315	89	8	an	an	DET
cana-3315	89	9	accuracy	accuracy	NOUN
cana-3315	89	10	higher	high	ADJ
cana-3315	89	11	than	than	ADP
cana-3315	89	12	90seven%	90seven%	NUM
cana-3315	89	13	,	,	PUNCT
cana-3315	89	14	appreciably	appreciably	ADV
cana-3315	89	15	outperforming	outperform	VERB
cana-3315	89	16	traditional	traditional	ADJ
cana-3315	89	17	ml	ml	NOUN
cana-3315	89	18	techniques	technique	NOUN
cana-3315	89	19	.	.	PUNCT
cana-3315	90	1	communications	communication	NOUN
cana-3315	90	2	on	on	ADP
cana-3315	90	3	applied	apply	VERB
cana-3315	90	4	nonlinear	nonlinear	ADJ
cana-3315	90	5	analysis	analysis	NOUN
cana-3315	90	6	issn	issn	NOUN
cana-3315	90	7	:	:	PUNCT
cana-3315	90	8	1074	1074	NUM
cana-3315	90	9	-	-	PUNCT
cana-3315	90	10	133x	133x	NUM
cana-3315	90	11	vol	vol	NOUN
cana-3315	90	12	32	32	NUM
cana-3315	90	13	no	no	NOUN
cana-3315	90	14	.	.	PUNCT
cana-3315	91	1	6s	6s	NUM
cana-3315	91	2	(	(	PUNCT
cana-3315	91	3	2025	2025	NUM
cana-3315	91	4	)	)	PUNCT
cana-3315	91	5	525	525	NUM
cana-3315	91	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3315	91	7	figure	figure	NOUN
cana-3315	91	8	4	4	NUM
cana-3315	91	9	.	.	PUNCT
cana-3315	92	1	after	after	ADP
cana-3315	92	2	training	train	VERB
cana-3315	92	3	the	the	DET
cana-3315	92	4	model	model	NOUN
cana-3315	92	5	we	we	PRON
cana-3315	92	6	analyze	analyze	VERB
cana-3315	92	7	the	the	DET
cana-3315	92	8	result	result	NOUN
cana-3315	92	9	table	table	NOUN
cana-3315	92	10	1	1	NUM
cana-3315	92	11	.	.	PUNCT
cana-3315	92	12	evolution	evolution	NOUN
cana-3315	92	13	of	of	ADP
cana-3315	92	14	the	the	DET
cana-3315	92	15	model	model	NOUN
cana-3315	92	16	and	and	CCONJ
cana-3315	92	17	performance	performance	NOUN
cana-3315	92	18	comparison	comparison	NOUN
cana-3315	92	19	with	with	ADP
cana-3315	92	20	traditional	traditional	ADJ
cana-3315	92	21	methods	method	NOUN
cana-3315	92	22	traditional	traditional	ADJ
cana-3315	92	23	strategies	strategy	NOUN
cana-3315	92	24	,	,	PUNCT
cana-3315	92	25	whilst	whilst	SCONJ
cana-3315	92	26	effective	effective	ADJ
cana-3315	92	27	in	in	ADP
cana-3315	92	28	particular	particular	ADJ
cana-3315	92	29	scenarios	scenario	NOUN
cana-3315	92	30	,	,	PUNCT
cana-3315	92	31	regularly	regularly	ADV
cana-3315	92	32	warfare	warfare	VERB
cana-3315	92	33	with	with	ADP
cana-3315	92	34	scalability	scalability	NOUN
cana-3315	92	35	and	and	CCONJ
cana-3315	92	36	consistency	consistency	NOUN
cana-3315	92	37	.	.	PUNCT
cana-3315	93	1	manual	manual	ADJ
cana-3315	93	2	segmentation	segmentation	NOUN
cana-3315	93	3	strategies	strategy	NOUN
cana-3315	93	4	,	,	PUNCT
cana-3315	93	5	for	for	ADP
cana-3315	93	6	example	example	NOUN
cana-3315	93	7	,	,	PUNCT
cana-3315	93	8	are	be	AUX
cana-3315	93	9	time	time	NOUN
cana-3315	93	10	-	-	PUNCT
cana-3315	93	11	ingesting	ingest	VERB
cana-3315	93	12	and	and	CCONJ
cana-3315	93	13	at	at	ADP
cana-3315	93	14	risk	risk	NOUN
cana-3315	93	15	of	of	ADP
cana-3315	93	16	observer	observer	NOUN
cana-3315	93	17	variability	variability	NOUN
cana-3315	93	18	.	.	PUNCT
cana-3315	94	1	in	in	ADP
cana-3315	94	2	comparison	comparison	NOUN
cana-3315	94	3	,	,	PUNCT
cana-3315	94	4	cnn	cnn	PROPN
cana-3315	94	5	-	-	PUNCT
cana-3315	94	6	primarily	primarily	ADV
cana-3315	94	7	based	base	VERB
cana-3315	94	8	fashions	fashion	NOUN
cana-3315	94	9	offer	offer	VERB
cana-3315	94	10	automated	automate	VERB
cana-3315	94	11	answers	answer	NOUN
cana-3315	94	12	that	that	PRON
cana-3315	94	13	efficiently	efficiently	ADV
cana-3315	94	14	procedure	procedure	VERB
cana-3315	94	15	large	large	ADJ
cana-3315	94	16	facts	fact	NOUN
cana-3315	94	17	sets	set	VERB
cana-3315	94	18	and	and	CCONJ
cana-3315	94	19	provide	provide	VERB
cana-3315	94	20	consistent	consistent	ADJ
cana-3315	94	21	and	and	CCONJ
cana-3315	94	22	reproducible	reproducible	ADJ
cana-3315	94	23	consequences	consequence	NOUN
cana-3315	94	24	[	[	X
cana-3315	94	25	10	10	NUM
cana-3315	94	26	]	]	PUNCT
cana-3315	94	27	.	.	PUNCT
cana-3315	95	1	techniques	technique	NOUN
cana-3315	95	2	along	along	ADP
cana-3315	95	3	with	with	ADP
cana-3315	95	4	svm	svm	PROPN
cana-3315	95	5	and	and	CCONJ
cana-3315	95	6	knn	knn	PROPN
cana-3315	95	7	,	,	PUNCT
cana-3315	95	8	even	even	ADV
cana-3315	95	9	as	as	ADV
cana-3315	95	10	useful	useful	ADJ
cana-3315	95	11	as	as	ADP
cana-3315	95	12	benchmarks	benchmark	NOUN
cana-3315	95	13	,	,	PUNCT
cana-3315	95	14	fall	fall	VERB
cana-3315	95	15	behind	behind	ADP
cana-3315	95	16	cnn	cnn	PROPN
cana-3315	95	17	in	in	ADP
cana-3315	95	18	managing	manage	VERB
cana-3315	95	19	the	the	DET
cana-3315	95	20	complexity	complexity	NOUN
cana-3315	95	21	of	of	ADP
cana-3315	95	22	mri	mri	NOUN
cana-3315	95	23	statistics	statistic	NOUN
cana-3315	95	24	and	and	CCONJ
cana-3315	95	25	shooting	shoot	VERB
cana-3315	95	26	subtle	subtle	ADJ
cana-3315	95	27	capabilities	capability	NOUN
cana-3315	95	28	indicating	indicate	VERB
cana-3315	95	29	the	the	DET
cana-3315	95	30	presence	presence	NOUN
cana-3315	95	31	of	of	ADP
cana-3315	95	32	a	a	DET
cana-3315	95	33	tumor	tumor	NOUN
cana-3315	95	34	.	.	PUNCT
cana-3315	96	1	models	model	NOUN
cana-3315	96	2	accuracy	accuracy	NOUN
cana-3315	96	3	f	f	X
cana-3315	96	4	-	-	PUNCT
cana-3315	96	5	score	score	NOUN
cana-3315	96	6	recall	recall	NOUN
cana-3315	96	7	precision	precision	NOUN
cana-3315	96	8	auc	auc	NOUN
cana-3315	96	9	vgg19	vgg19	PROPN
cana-3315	96	10	96	96	NUM
cana-3315	96	11	97	97	NUM
cana-3315	96	12	97	97	NUM
cana-3315	96	13	97	97	NUM
cana-3315	96	14	99.53	99.53	NUM
cana-3315	96	15	efcientnetb4	efcientnetb4	PROPN
cana-3315	96	16	97	97	NUM
cana-3315	96	17	95	95	NUM
cana-3315	96	18	96	96	NUM
cana-3315	96	19	96	96	NUM
cana-3315	96	20	98.73	98.73	NUM
cana-3315	96	21	inceptionv3	inceptionv3	NOUN
cana-3315	97	1	96	96	NUM
cana-3315	97	2	95	95	NUM
cana-3315	97	3	95	95	NUM
cana-3315	97	4	95	95	NUM
cana-3315	97	5	98.53	98.53	NUM
cana-3315	97	6	cnn	cnn	PROPN
cana-3315	97	7	model	model	NOUN
cana-3315	97	8	91	91	NUM
cana-3315	97	9	89	89	NUM
cana-3315	97	10	90	90	NUM
cana-3315	97	11	90	90	NUM
cana-3315	97	12	97.33	97.33	NUM
cana-3315	97	13	vgg16	vgg16	VERB
cana-3315	97	14	98	98	NUM
cana-3315	97	15	96.43	96.43	NUM
cana-3315	97	16	97.76	97.76	NUM
cana-3315	97	17	97.76	97.76	NUM
cana-3315	97	18	98.53	98.53	NUM
cana-3315	97	19	effectiveness	effectiveness	NOUN
cana-3315	97	20	of	of	ADP
cana-3315	97	21	other	other	ADJ
cana-3315	97	22	machine	machine	NOUN
cana-3315	97	23	learning	learn	VERB
cana-3315	97	24	techniques	technique	NOUN
cana-3315	97	25	a	a	DET
cana-3315	97	26	examine	examine	NOUN
cana-3315	97	27	evaluated	evaluate	VERB
cana-3315	97	28	the	the	DET
cana-3315	97	29	performance	performance	NOUN
cana-3315	97	30	of	of	ADP
cana-3315	97	31	many	many	ADJ
cana-3315	97	32	machine	machine	NOUN
cana-3315	97	33	relationship	relationship	NOUN
cana-3315	97	34	techniques	technique	NOUN
cana-3315	97	35	for	for	ADP
cana-3315	97	36	sentiment	sentiment	NOUN
cana-3315	97	37	analysis	analysis	NOUN
cana-3315	97	38	on	on	ADP
cana-3315	97	39	audio	audio	ADJ
cana-3315	97	40	facts	fact	NOUN
cana-3315	97	41	.	.	PUNCT
cana-3315	98	1	classical	classical	ADJ
cana-3315	98	2	strategies	strategy	NOUN
cana-3315	98	3	along	along	ADP
cana-3315	98	4	with	with	ADP
cana-3315	98	5	aid	aid	NOUN
cana-3315	98	6	vector	vector	NOUN
cana-3315	98	7	machines	machine	NOUN
cana-3315	98	8	(	(	PUNCT
cana-3315	98	9	svms	svms	NOUN
cana-3315	98	10	)	)	PUNCT
cana-3315	98	11	,	,	PUNCT
cana-3315	98	12	random	random	ADJ
cana-3315	98	13	forests	forest	NOUN
cana-3315	98	14	(	(	PUNCT
cana-3315	98	15	rfs	rfs	PROPN
cana-3315	98	16	)	)	PUNCT
cana-3315	98	17	and	and	CCONJ
cana-3315	98	18	gradient	gradient	NOUN
cana-3315	98	19	boosted	boost	VERB
cana-3315	98	20	choice	choice	NOUN
cana-3315	98	21	trees	tree	NOUN
cana-3315	98	22	(	(	PUNCT
cana-3315	98	23	gbdts	gbdts	NOUN
cana-3315	98	24	)	)	PUNCT
cana-3315	98	25	had	have	AUX
cana-3315	98	26	been	be	AUX
cana-3315	98	27	in	in	ADP
cana-3315	98	28	comparison	comparison	NOUN
cana-3315	98	29	with	with	ADP
cana-3315	98	30	deep	deep	ADJ
cana-3315	98	31	gaining	gain	VERB
cana-3315	98	32	knowledge	knowledge	NOUN
cana-3315	98	33	of	of	ADP
cana-3315	98	34	methods	method	NOUN
cana-3315	98	35	that	that	PRON
cana-3315	98	36	encompass	encompass	VERB
cana-3315	98	37	lengthy	lengthy	ADJ
cana-3315	98	38	-	-	PUNCT
cana-3315	98	39	brief	brief	ADJ
cana-3315	98	40	-	-	PUNCT
cana-3315	98	41	term	term	NOUN
cana-3315	98	42	memory	memory	NOUN
cana-3315	98	43	(	(	PUNCT
cana-3315	98	44	lstm	lstm	NOUN
cana-3315	98	45	)	)	PUNCT
cana-3315	98	46	and	and	CCONJ
cana-3315	98	47	convolutional	convolutional	ADJ
cana-3315	98	48	neural	neural	ADJ
cana-3315	98	49	networks	network	NOUN
cana-3315	98	50	(	(	PUNCT
cana-3315	98	51	cnn	cnn	PROPN
cana-3315	98	52	)	)	PUNCT
cana-3315	98	53	.	.	PUNCT
cana-3315	99	1	the	the	DET
cana-3315	99	2	effects	effect	NOUN
cana-3315	99	3	confirmed	confirm	VERB
cana-3315	99	4	that	that	SCONJ
cana-3315	99	5	even	even	ADV
cana-3315	99	6	as	as	SCONJ
cana-3315	99	7	classical	classical	ADJ
cana-3315	99	8	models	model	NOUN
cana-3315	99	9	carried	carry	VERB
cana-3315	99	10	out	out	ADP
cana-3315	99	11	effectively	effectively	ADV
cana-3315	99	12	on	on	ADP
cana-3315	99	13	smaller	small	ADJ
cana-3315	99	14	datasets	dataset	NOUN
cana-3315	99	15	with	with	ADP
cana-3315	99	16	nicely	nicely	ADV
cana-3315	99	17	-	-	PUNCT
cana-3315	99	18	hooked	hook	VERB
cana-3315	99	19	up	up	ADP
cana-3315	99	20	features	feature	NOUN
cana-3315	99	21	,	,	PUNCT
cana-3315	99	22	they	they	PRON
cana-3315	99	23	struggled	struggle	VERB
cana-3315	99	24	to	to	PART
cana-3315	99	25	seize	seize	VERB
cana-3315	99	26	the	the	DET
cana-3315	99	27	temporal	temporal	ADJ
cana-3315	99	28	and	and	CCONJ
cana-3315	99	29	contextual	contextual	ADJ
cana-3315	99	30	nuances	nuance	NOUN
cana-3315	99	31	inherent	inherent	ADJ
cana-3315	99	32	in	in	ADP
cana-3315	99	33	audio	audio	ADJ
cana-3315	99	34	data	datum	NOUN
cana-3315	99	35	.	.	PUNCT
cana-3315	100	1	deep	deep	ADJ
cana-3315	100	2	mode	mode	NOUN
cana-3315	100	3	mastering	mastering	NOUN
cana-3315	100	4	,	,	PUNCT
cana-3315	100	5	mainly	mainly	ADV
cana-3315	100	6	lstm	lstm	ADJ
cana-3315	100	7	,	,	PUNCT
cana-3315	100	8	always	always	ADV
cana-3315	100	9	outperforms	outperform	VERB
cana-3315	100	10	communications	communication	NOUN
cana-3315	100	11	on	on	ADP
cana-3315	100	12	applied	apply	VERB
cana-3315	100	13	nonlinear	nonlinear	ADJ
cana-3315	100	14	analysis	analysis	NOUN
cana-3315	100	15	issn	issn	NOUN
cana-3315	100	16	:	:	PUNCT
cana-3315	100	17	1074	1074	NUM
cana-3315	100	18	-	-	PUNCT
cana-3315	100	19	133x	133x	NUM
cana-3315	100	20	vol	vol	NOUN
cana-3315	100	21	32	32	NUM
cana-3315	100	22	no	no	NOUN
cana-3315	100	23	.	.	PUNCT
cana-3315	101	1	6s	6s	NUM
cana-3315	101	2	(	(	PUNCT
cana-3315	101	3	2025	2025	NUM
cana-3315	101	4	)	)	PUNCT
cana-3315	101	5	526	526	NUM
cana-3315	101	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3315	101	7	conventional	conventional	ADJ
cana-3315	101	8	techniques	technique	NOUN
cana-3315	101	9	because	because	SCONJ
cana-3315	101	10	of	of	ADP
cana-3315	101	11	its	its	PRON
cana-3315	101	12	potential	potential	NOUN
cana-3315	101	13	to	to	PART
cana-3315	101	14	discover	discover	VERB
cana-3315	101	15	sequential	sequential	ADJ
cana-3315	101	16	dependencies	dependency	NOUN
cana-3315	101	17	and	and	CCONJ
cana-3315	101	18	create	create	VERB
cana-3315	101	19	complicated	complicated	ADJ
cana-3315	101	20	styles	style	NOUN
cana-3315	101	21	.	.	PUNCT
cana-3315	102	1	for	for	ADP
cana-3315	102	2	instance	instance	NOUN
cana-3315	102	3	,	,	PUNCT
cana-3315	102	4	the	the	DET
cana-3315	102	5	lstm	lstm	PROPN
cana-3315	102	6	model	model	NOUN
cana-3315	102	7	done	do	VERB
cana-3315	102	8	a	a	DET
cana-3315	102	9	median	median	ADJ
cana-3315	102	10	f1	f1	NOUN
cana-3315	102	11	rating	rating	NOUN
cana-3315	102	12	of	of	ADP
cana-3315	102	13	87.5	87.5	NUM
cana-3315	102	14	%	%	NOUN
cana-3315	102	15	versus	versus	ADP
cana-3315	102	16	seventy	seventy	NUM
cana-3315	102	17	eight.2	eight.2	NOUN
cana-3315	102	18	%	%	NOUN
cana-3315	102	19	for	for	ADP
cana-3315	102	20	svm	svm	NOUN
cana-3315	102	21	and	and	CCONJ
cana-3315	102	22	eighty	eighty	NUM
cana-3315	102	23	one	one	NUM
cana-3315	102	24	.	.	PUNCT
cana-3315	103	1	three	three	NUM
cana-3315	103	2	for	for	ADP
cana-3315	103	3	rf	rf	NOUN
cana-3315	103	4	.	.	PUNCT
cana-3315	104	1	in	in	ADP
cana-3315	104	2	addition	addition	NOUN
cana-3315	104	3	,	,	PUNCT
cana-3315	104	4	cnns	cnn	NOUN
cana-3315	104	5	carried	carry	VERB
cana-3315	104	6	out	out	ADP
cana-3315	104	7	well	well	ADV
cana-3315	104	8	,	,	PUNCT
cana-3315	104	9	especially	especially	ADV
cana-3315	104	10	in	in	ADP
cana-3315	104	11	extracting	extract	VERB
cana-3315	104	12	spatial	spatial	ADJ
cana-3315	104	13	competencies	competency	NOUN
cana-3315	104	14	from	from	ADP
cana-3315	104	15	spectrogram	spectrogram	NOUN
cana-3315	104	16	representations	representation	NOUN
cana-3315	104	17	,	,	PUNCT
cana-3315	104	18	attaining	attain	VERB
cana-3315	104	19	an	an	DET
cana-3315	104	20	f1	f1	NOUN
cana-3315	104	21	rating	rating	NOUN
cana-3315	104	22	of	of	ADP
cana-3315	104	23	eighty	eighty	NUM
cana-3315	104	24	five.7	five.7	NOUN
cana-3315	104	25	%	%	NOUN
cana-3315	104	26	.	.	PUNCT
cana-3315	105	1	however	however	ADV
cana-3315	105	2	,	,	PUNCT
cana-3315	105	3	first	first	ADJ
cana-3315	105	4	rate	rate	NOUN
cana-3315	105	5	results	result	NOUN
cana-3315	105	6	were	be	AUX
cana-3315	105	7	acquired	acquire	VERB
cana-3315	105	8	by	by	ADP
cana-3315	105	9	means	mean	NOUN
cana-3315	105	10	of	of	ADP
cana-3315	105	11	combining	combine	VERB
cana-3315	105	12	cnn	cnn	PROPN
cana-3315	105	13	and	and	CCONJ
cana-3315	105	14	lstm	lstm	NOUN
cana-3315	105	15	in	in	ADP
cana-3315	105	16	a	a	DET
cana-3315	105	17	hybrid	hybrid	ADJ
cana-3315	105	18	framework	framework	NOUN
cana-3315	105	19	that	that	PRON
cana-3315	105	20	demonstrates	demonstrate	VERB
cana-3315	105	21	the	the	DET
cana-3315	105	22	synergy	synergy	NOUN
cana-3315	105	23	between	between	ADP
cana-3315	105	24	spatial	spatial	ADJ
cana-3315	105	25	and	and	CCONJ
cana-3315	105	26	sequential	sequential	ADJ
cana-3315	105	27	characteristic	characteristic	ADJ
cana-3315	105	28	extraction	extraction	NOUN
cana-3315	105	29	[	[	X
cana-3315	105	30	11	11	NUM
cana-3315	105	31	]	]	PUNCT
cana-3315	105	32	.	.	PUNCT
cana-3315	106	1	these	these	DET
cana-3315	106	2	findings	finding	NOUN
cana-3315	106	3	spotlight	spotlight	VERB
cana-3315	106	4	the	the	DET
cana-3315	106	5	limitations	limitation	NOUN
cana-3315	106	6	of	of	ADP
cana-3315	106	7	a	a	DET
cana-3315	106	8	traditional	traditional	ADJ
cana-3315	106	9	device	device	NOUN
cana-3315	106	10	that	that	PRON
cana-3315	106	11	acquires	acquire	VERB
cana-3315	106	12	strategic	strategic	ADJ
cana-3315	106	13	information	information	NOUN
cana-3315	106	14	for	for	ADP
cana-3315	106	15	complex	complex	ADJ
cana-3315	106	16	obligations	obligation	NOUN
cana-3315	106	17	alongside	alongside	ADP
cana-3315	106	18	more	more	ADV
cana-3315	106	19	often	often	ADV
cana-3315	106	20	than	than	ADP
cana-3315	106	21	not	not	PART
cana-3315	106	22	audio	audio	ADJ
cana-3315	106	23	-	-	PUNCT
cana-3315	106	24	primarily	primarily	ADV
cana-3315	106	25	based	base	VERB
cana-3315	106	26	sentiment	sentiment	NOUN
cana-3315	106	27	assessment	assessment	NOUN
cana-3315	106	28	,	,	PUNCT
cana-3315	106	29	particularly	particularly	ADV
cana-3315	106	30	when	when	SCONJ
cana-3315	106	31	contextual	contextual	ADJ
cana-3315	106	32	information	information	NOUN
cana-3315	106	33	is	be	AUX
cana-3315	106	34	needed	need	VERB
cana-3315	106	35	.	.	PUNCT
cana-3315	107	1	dataset	dataset	ADJ
cana-3315	107	2	quality	quality	NOUN
cana-3315	107	3	and	and	CCONJ
cana-3315	107	4	its	its	PRON
cana-3315	107	5	impact	impact	NOUN
cana-3315	107	6	on	on	ADP
cana-3315	107	7	results	result	NOUN
cana-3315	107	8	the	the	DET
cana-3315	107	9	niceness	niceness	NOUN
cana-3315	107	10	of	of	ADP
cana-3315	107	11	the	the	DET
cana-3315	107	12	data	datum	NOUN
cana-3315	107	13	set	set	VERB
cana-3315	107	14	became	become	VERB
cana-3315	107	15	a	a	DET
cana-3315	107	16	key	key	ADJ
cana-3315	107	17	detail	detail	NOUN
cana-3315	107	18	influencing	influence	VERB
cana-3315	107	19	the	the	DET
cana-3315	107	20	effects	effect	NOUN
cana-3315	107	21	.	.	PUNCT
cana-3315	108	1	check	check	VERB
cana-3315	108	2	out	out	ADP
cana-3315	108	3	the	the	DET
cana-3315	108	4	used	use	VERB
cana-3315	108	5	dataset	dataset	NOUN
cana-3315	108	6	containing	contain	VERB
cana-3315	108	7	numerous	numerous	ADJ
cana-3315	108	8	audio	audio	ADJ
cana-3315	108	9	samples	sample	NOUN
cana-3315	108	10	annotated	annotate	VERB
cana-3315	108	11	with	with	ADP
cana-3315	108	12	sentiment	sentiment	NOUN
cana-3315	108	13	tags	tag	NOUN
cana-3315	108	14	.	.	PUNCT
cana-3315	109	1	key	key	ADJ
cana-3315	109	2	observations	observation	NOUN
cana-3315	109	3	to	to	ADP
cana-3315	109	4	a	a	DET
cana-3315	109	5	pleasant	pleasant	ADJ
cana-3315	109	6	information	information	NOUN
cana-3315	109	7	set	set	NOUN
cana-3315	109	8	encompass	encompass	NOUN
cana-3315	109	9	:	:	PUNCT
cana-3315	109	10	diversity	diversity	NOUN
cana-3315	109	11	of	of	ADP
cana-3315	109	12	sound	sound	ADJ
cana-3315	109	13	patterns	pattern	NOUN
cana-3315	109	14	:	:	PUNCT
cana-3315	109	15	data	datum	NOUN
cana-3315	109	16	gadgets	gadget	NOUN
cana-3315	109	17	with	with	ADP
cana-3315	109	18	particular	particular	ADJ
cana-3315	109	19	linguistic	linguistic	ADJ
cana-3315	109	20	,	,	PUNCT
cana-3315	109	21	cultural	cultural	ADJ
cana-3315	109	22	,	,	PUNCT
cana-3315	109	23	and	and	CCONJ
cana-3315	109	24	tonal	tonal	ADJ
cana-3315	109	25	homes	home	NOUN
cana-3315	109	26	have	have	AUX
cana-3315	109	27	resulted	result	VERB
cana-3315	109	28	in	in	ADP
cana-3315	109	29	modes	mode	NOUN
cana-3315	109	30	that	that	PRON
cana-3315	109	31	generalize	generalize	VERB
cana-3315	109	32	throughout	throughout	ADP
cana-3315	109	33	situations	situation	NOUN
cana-3315	109	34	.	.	PUNCT
cana-3315	110	1	including	include	VERB
cana-3315	110	2	such	such	DET
cana-3315	110	3	a	a	DET
cana-3315	110	4	variety	variety	NOUN
cana-3315	110	5	progressed	progress	VERB
cana-3315	110	6	the	the	DET
cana-3315	110	7	robustness	robustness	NOUN
cana-3315	110	8	of	of	ADP
cana-3315	110	9	the	the	DET
cana-3315	110	10	fashions	fashion	NOUN
cana-3315	110	11	,	,	PUNCT
cana-3315	110	12	as	as	SCONJ
cana-3315	110	13	evidenced	evidence	VERB
cana-3315	110	14	by	by	ADP
cana-3315	110	15	means	mean	NOUN
cana-3315	110	16	of	of	ADP
cana-3315	110	17	a	a	DET
cana-3315	110	18	four	four	NUM
cana-3315	110	19	.	.	PUNCT
cana-3315	111	1	three%	three%	NUM
cana-3315	111	2	growth	growth	NOUN
cana-3315	111	3	in	in	ADP
cana-3315	111	4	validation	validation	NOUN
cana-3315	111	5	accuracy	accuracy	NOUN
cana-3315	111	6	.	.	PUNCT
cana-3315	112	1	noise	noise	NOUN
cana-3315	112	2	and	and	CCONJ
cana-3315	112	3	pre	pre	ADJ
cana-3315	112	4	-	-	ADJ
cana-3315	112	5	processing	processing	ADJ
cana-3315	112	6	:	:	PUNCT
cana-3315	112	7	audio	audio	ADJ
cana-3315	112	8	recordings	recording	NOUN
cana-3315	112	9	often	often	ADV
cana-3315	112	10	contained	contain	VERB
cana-3315	112	11	ancient	ancient	ADJ
cana-3315	112	12	noise	noise	NOUN
cana-3315	112	13	and	and	CCONJ
cana-3315	112	14	distortion	distortion	NOUN
cana-3315	112	15	[	[	X
cana-3315	112	16	12	12	NUM
cana-3315	112	17	]	]	PUNCT
cana-3315	112	18	.	.	PUNCT
cana-3315	113	1	advanced	advanced	ADJ
cana-3315	113	2	pre	pre	ADJ
cana-3315	113	3	-	-	ADJ
cana-3315	113	4	processing	processing	ADJ
cana-3315	113	5	strategies	strategy	NOUN
cana-3315	113	6	along	along	ADP
cana-3315	113	7	with	with	ADP
cana-3315	113	8	lateral	lateral	ADJ
cana-3315	113	9	noise	noise	NOUN
cana-3315	113	10	discount	discount	NOUN
cana-3315	113	11	and	and	CCONJ
cana-3315	113	12	normalization	normalization	NOUN
cana-3315	113	13	have	have	AUX
cana-3315	113	14	considerably	considerably	ADV
cana-3315	113	15	progressed	progress	VERB
cana-3315	113	16	the	the	DET
cana-3315	113	17	general	general	ADJ
cana-3315	113	18	performance	performance	NOUN
cana-3315	113	19	of	of	ADP
cana-3315	113	20	the	the	DET
cana-3315	113	21	version	version	NOUN
cana-3315	113	22	.	.	PUNCT
cana-3315	114	1	for	for	ADP
cana-3315	114	2	instance	instance	NOUN
cana-3315	114	3	,	,	PUNCT
cana-3315	114	4	the	the	DET
cana-3315	114	5	accuracy	accuracy	NOUN
cana-3315	114	6	of	of	ADP
cana-3315	114	7	the	the	DET
cana-3315	114	8	lstm	lstm	PROPN
cana-3315	114	9	version	version	NOUN
cana-3315	114	10	advanced	advance	VERB
cana-3315	114	11	from	from	ADP
cana-3315	114	12	83.6	83.6	NUM
cana-3315	114	13	%	%	NOUN
cana-3315	114	14	to	to	ADP
cana-3315	114	15	87.5	87.5	NUM
cana-3315	114	16	%	%	NOUN
cana-3315	114	17	after	after	ADP
cana-3315	114	18	making	make	VERB
cana-3315	114	19	use	use	NOUN
cana-3315	114	20	of	of	ADP
cana-3315	114	21	noise	noise	NOUN
cana-3315	114	22	filtering	filtering	NOUN
cana-3315	114	23	techniques	technique	NOUN
cana-3315	114	24	.	.	PUNCT
cana-3315	115	1	unbalanced	unbalanced	ADJ
cana-3315	115	2	orders	order	NOUN
cana-3315	115	3	:	:	PUNCT
cana-3315	115	4	imbalances	imbalance	NOUN
cana-3315	115	5	in	in	ADP
cana-3315	115	6	sentiment	sentiment	NOUN
cana-3315	115	7	classes	class	NOUN
cana-3315	115	8	(	(	PUNCT
cana-3315	115	9	eg	eg	NOUN
cana-3315	115	10	.	.	PUNCT
cana-3315	115	11	overrepresentation	overrepresentation	NOUN
cana-3315	115	12	of	of	ADP
cana-3315	115	13	impartial	impartial	ADJ
cana-3315	115	14	sentiment	sentiment	NOUN
cana-3315	115	15	)	)	PUNCT
cana-3315	115	16	have	have	AUX
cana-3315	115	17	been	be	AUX
cana-3315	115	18	modified	modify	VERB
cana-3315	115	19	to	to	PART
cana-3315	115	20	mitigate	mitigate	VERB
cana-3315	115	21	the	the	DET
cana-3315	115	22	usage	usage	NOUN
cana-3315	115	23	of	of	ADP
cana-3315	115	24	resampling	resample	VERB
cana-3315	115	25	and	and	CCONJ
cana-3315	115	26	synthetic	synthetic	ADJ
cana-3315	115	27	file	file	NOUN
cana-3315	115	28	generation	generation	NOUN
cana-3315	115	29	strategies	strategy	NOUN
cana-3315	115	30	which	which	PRON
cana-3315	115	31	includes	include	VERB
cana-3315	115	32	smote	smote	NOUN
cana-3315	115	33	.	.	PUNCT
cana-3315	116	1	these	these	DET
cana-3315	116	2	techniques	technique	NOUN
cana-3315	116	3	contributed	contribute	VERB
cana-3315	116	4	to	to	ADP
cana-3315	116	5	a	a	DET
cana-3315	116	6	further	far	ADV
cana-3315	116	7	balanced	balanced	ADJ
cana-3315	116	8	coaching	coaching	NOUN
cana-3315	116	9	technique	technique	NOUN
cana-3315	116	10	,	,	PUNCT
cana-3315	116	11	decreasing	decrease	VERB
cana-3315	116	12	bias	bias	NOUN
cana-3315	116	13	and	and	CCONJ
cana-3315	116	14	growing	grow	VERB
cana-3315	116	15	writing	writing	NOUN
cana-3315	116	16	accuracy	accuracy	NOUN
cana-3315	116	17	[	[	X
cana-3315	116	18	13	13	NUM
cana-3315	116	19	]	]	PUNCT
cana-3315	116	20	.	.	PUNCT
cana-3315	117	1	despite	despite	SCONJ
cana-3315	117	2	those	those	DET
cana-3315	117	3	measures	measure	NOUN
cana-3315	117	4	,	,	PUNCT
cana-3315	117	5	boundaries	boundary	NOUN
cana-3315	117	6	to	to	ADP
cana-3315	117	7	the	the	DET
cana-3315	117	8	excessive	excessive	ADJ
cana-3315	117	9	quality	quality	NOUN
cana-3315	117	10	of	of	ADP
cana-3315	117	11	statistical	statistical	ADJ
cana-3315	117	12	documents	document	NOUN
cana-3315	117	13	were	be	AUX
cana-3315	117	14	stated	state	VERB
cana-3315	117	15	.	.	PUNCT
cana-3315	118	1	for	for	ADP
cana-3315	118	2	instance	instance	NOUN
cana-3315	118	3	,	,	PUNCT
cana-3315	118	4	limited	limited	ADJ
cana-3315	118	5	illustration	illustration	NOUN
cana-3315	118	6	of	of	ADP
cana-3315	118	7	tremendous	tremendous	ADJ
cana-3315	118	8	moods	mood	NOUN
cana-3315	118	9	(	(	PUNCT
cana-3315	118	10	e.g.	e.g.	ADV
cana-3315	118	11	,	,	PUNCT
cana-3315	118	12	quite	quite	ADV
cana-3315	118	13	huge	huge	ADJ
cana-3315	118	14	or	or	CCONJ
cana-3315	118	15	considerably	considerably	ADV
cana-3315	118	16	terrible	terrible	ADJ
cana-3315	118	17	feelings	feeling	NOUN
cana-3315	118	18	)	)	PUNCT
cana-3315	118	19	on	on	ADP
cana-3315	118	20	occasion	occasion	NOUN
cana-3315	118	21	triggered	trigger	VERB
cana-3315	118	22	misclassification	misclassification	NOUN
cana-3315	118	23	.	.	PUNCT
cana-3315	119	1	the	the	DET
cana-3315	119	2	want	want	NOUN
cana-3315	119	3	for	for	ADP
cana-3315	119	4	larger	large	ADJ
cana-3315	119	5	super	super	ADJ
cana-3315	119	6	data	datum	NOUN
cana-3315	119	7	sets	set	NOUN
cana-3315	119	8	remains	remain	VERB
cana-3315	119	9	a	a	DET
cana-3315	119	10	vital	vital	ADJ
cana-3315	119	11	a	a	DET
cana-3315	119	12	part	part	NOUN
cana-3315	119	13	of	of	ADP
cana-3315	119	14	this	this	DET
cana-3315	119	15	improvement	improvement	NOUN
cana-3315	119	16	.	.	PUNCT
cana-3315	120	1	discussion	discussion	NOUN
cana-3315	120	2	of	of	ADP
cana-3315	120	3	gaps	gap	NOUN
cana-3315	120	4	and	and	CCONJ
cana-3315	120	5	limitations	limitation	NOUN
cana-3315	120	6	observed	observe	VERB
cana-3315	120	7	in	in	ADP
cana-3315	120	8	existing	exist	VERB
cana-3315	120	9	studies	study	NOUN
cana-3315	120	10	the	the	DET
cana-3315	120	11	evaluation	evaluation	NOUN
cana-3315	120	12	highlighted	highlight	VERB
cana-3315	120	13	numerous	numerous	ADJ
cana-3315	120	14	gaps	gap	NOUN
cana-3315	120	15	and	and	CCONJ
cana-3315	120	16	obstacles	obstacle	NOUN
cana-3315	120	17	in	in	ADP
cana-3315	120	18	present	present	ADJ
cana-3315	120	19	research	research	NOUN
cana-3315	120	20	of	of	ADP
cana-3315	120	21	sentiment	sentiment	NOUN
cana-3315	120	22	evaluation	evaluation	NOUN
cana-3315	120	23	the	the	DET
cana-3315	120	24	usage	usage	NOUN
cana-3315	120	25	of	of	ADP
cana-3315	120	26	audio	audio	ADJ
cana-3315	120	27	data	datum	NOUN
cana-3315	120	28	:	:	PUNCT
cana-3315	120	29	limited	limited	ADJ
cana-3315	120	30	awareness	awareness	NOUN
cana-3315	120	31	on	on	ADP
cana-3315	120	32	multimodal	multimodal	ADJ
cana-3315	120	33	approaches	approach	NOUN
cana-3315	120	34	:	:	PUNCT
cana-3315	120	35	most	most	ADJ
cana-3315	120	36	research	research	NOUN
cana-3315	120	37	,	,	PUNCT
cana-3315	120	38	consisting	consist	VERB
cana-3315	120	39	of	of	ADP
cana-3315	120	40	this	this	DET
cana-3315	120	41	one	one	NOUN
cana-3315	120	42	,	,	PUNCT
cana-3315	120	43	have	have	AUX
cana-3315	120	44	predominantly	predominantly	ADV
cana-3315	120	45	targeted	target	VERB
cana-3315	120	46	handiest	handy	ADJ
cana-3315	120	47	on	on	ADP
cana-3315	120	48	audio	audio	ADJ
cana-3315	120	49	records	record	NOUN
cana-3315	120	50	.	.	PUNCT
cana-3315	121	1	integrating	integrate	VERB
cana-3315	121	2	text	text	NOUN
cana-3315	121	3	,	,	PUNCT
cana-3315	121	4	video	video	NOUN
cana-3315	121	5	,	,	PUNCT
cana-3315	121	6	and	and	CCONJ
cana-3315	121	7	other	other	ADJ
cana-3315	121	8	modalities	modality	NOUN
cana-3315	121	9	should	should	AUX
cana-3315	121	10	provide	provide	VERB
cana-3315	121	11	an	an	DET
cana-3315	121	12	extra	extra	ADJ
cana-3315	121	13	holistic	holistic	ADJ
cana-3315	121	14	expertise	expertise	NOUN
cana-3315	121	15	of	of	ADP
cana-3315	121	16	sentiment	sentiment	NOUN
cana-3315	121	17	,	,	PUNCT
cana-3315	121	18	but	but	CCONJ
cana-3315	121	19	requires	require	VERB
cana-3315	121	20	full	full	ADJ
cana-3315	121	21	-	-	PUNCT
cana-3315	121	22	size	size	NOUN
cana-3315	121	23	computing	computing	NOUN
cana-3315	121	24	resources	resource	NOUN
cana-3315	121	25	and	and	CCONJ
cana-3315	121	26	complicated	complicated	ADJ
cana-3315	121	27	architectures	architecture	NOUN
cana-3315	121	28	.	.	PUNCT
cana-3315	122	1	scalability	scalability	NOUN
cana-3315	122	2	problems	problem	NOUN
cana-3315	122	3	:	:	PUNCT
cana-3315	122	4	although	although	SCONJ
cana-3315	122	5	deep	deep	ADJ
cana-3315	122	6	knowledge	knowledge	NOUN
cana-3315	122	7	fashions	fashion	NOUN
cana-3315	122	8	were	be	AUX
cana-3315	122	9	successfully	successfully	ADV
cana-3315	122	10	completed	complete	VERB
cana-3315	122	11	on	on	ADP
cana-3315	122	12	the	the	DET
cana-3315	122	13	selected	select	VERB
cana-3315	122	14	dataset	dataset	NOUN
cana-3315	122	15	,	,	PUNCT
cana-3315	122	16	their	their	PRON
cana-3315	122	17	computational	computational	ADJ
cana-3315	122	18	complexity	complexity	NOUN
cana-3315	122	19	posed	pose	VERB
cana-3315	122	20	challenges	challenge	NOUN
cana-3315	122	21	for	for	ADP
cana-3315	122	22	implementation	implementation	NOUN
cana-3315	122	23	in	in	ADP
cana-3315	122	24	practical	practical	ADJ
cana-3315	122	25	settings	setting	NOUN
cana-3315	122	26	and	and	CCONJ
cana-3315	122	27	limited	limited	ADJ
cana-3315	122	28	resources	resource	NOUN
cana-3315	122	29	discussion	discussion	NOUN
cana-3315	122	30	of	of	ADP
cana-3315	122	31	optimizing	optimize	VERB
cana-3315	122	32	these	these	DET
cana-3315	122	33	models	model	NOUN
cana-3315	122	34	for	for	ADP
cana-3315	122	35	real	real	ADJ
cana-3315	122	36	-	-	PUNCT
cana-3315	122	37	time	time	NOUN
cana-3315	122	38	performance	performance	NOUN
cana-3315	122	39	is	be	AUX
cana-3315	122	40	largely	largely	ADV
cana-3315	122	41	absent	absent	ADJ
cana-3315	122	42	from	from	ADP
cana-3315	122	43	the	the	DET
cana-3315	122	44	existing	exist	VERB
cana-3315	122	45	literature	literature	NOUN
cana-3315	122	46	[	[	X
cana-3315	122	47	14	14	NUM
cana-3315	122	48	]	]	PUNCT
cana-3315	122	49	.	.	PUNCT
cana-3315	123	1	cultural	cultural	ADJ
cana-3315	123	2	and	and	CCONJ
cana-3315	123	3	linguistic	linguistic	ADJ
cana-3315	123	4	biases	bias	NOUN
cana-3315	123	5	:	:	PUNCT
cana-3315	123	6	although	although	SCONJ
cana-3315	123	7	efforts	effort	NOUN
cana-3315	123	8	have	have	AUX
cana-3315	123	9	been	be	AUX
cana-3315	123	10	made	make	VERB
cana-3315	123	11	to	to	PART
cana-3315	123	12	include	include	VERB
cana-3315	123	13	diverse	diverse	ADJ
cana-3315	123	14	samples	sample	NOUN
cana-3315	123	15	,	,	PUNCT
cana-3315	123	16	biases	bias	NOUN
cana-3315	123	17	inherent	inherent	ADJ
cana-3315	123	18	in	in	ADP
cana-3315	123	19	datasets	dataset	NOUN
cana-3315	123	20	–	–	PUNCT
cana-3315	123	21	together	together	ADV
cana-3315	123	22	with	with	ADP
cana-3315	123	23	overrepresentation	overrepresentation	NOUN
cana-3315	123	24	of	of	ADP
cana-3315	123	25	precise	precise	ADJ
cana-3315	123	26	languages	language	NOUN
cana-3315	123	27	or	or	CCONJ
cana-3315	123	28	accents	accent	NOUN
cana-3315	123	29	–	–	PUNCT
cana-3315	123	30	could	could	AUX
cana-3315	123	31	n't	not	PART
cana-3315	123	32	be	be	AUX
cana-3315	123	33	absolutely	absolutely	ADV
cana-3315	123	34	eliminated	eliminate	VERB
cana-3315	123	35	.	.	PUNCT
cana-3315	124	1	this	this	DET
cana-3315	124	2	highlights	highlight	VERB
cana-3315	124	3	the	the	DET
cana-3315	124	4	need	need	NOUN
cana-3315	124	5	for	for	ADP
cana-3315	124	6	extra	extra	ADJ
cana-3315	124	7	comprehensive	comprehensive	ADJ
cana-3315	124	8	datasets	dataset	NOUN
cana-3315	124	9	.	.	PUNCT
cana-3315	125	1	communications	communication	NOUN
cana-3315	125	2	on	on	ADP
cana-3315	125	3	applied	apply	VERB
cana-3315	125	4	nonlinear	nonlinear	ADJ
cana-3315	125	5	analysis	analysis	NOUN
cana-3315	125	6	issn	issn	NOUN
cana-3315	125	7	:	:	PUNCT
cana-3315	125	8	1074	1074	NUM
cana-3315	125	9	-	-	PUNCT
cana-3315	125	10	133x	133x	NUM
cana-3315	125	11	vol	vol	NOUN
cana-3315	125	12	32	32	NUM
cana-3315	125	13	no	no	NOUN
cana-3315	125	14	.	.	PUNCT
cana-3315	126	1	6s	6s	NUM
cana-3315	126	2	(	(	PUNCT
cana-3315	126	3	2025	2025	NUM
cana-3315	126	4	)	)	PUNCT
cana-3315	126	5	527	527	NUM
cana-3315	126	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3315	126	7	contextual	contextual	ADJ
cana-3315	126	8	understanding	understanding	NOUN
cana-3315	126	9	:	:	PUNCT
cana-3315	126	10	current	current	ADJ
cana-3315	126	11	strategies	strategy	NOUN
cana-3315	126	12	war	war	NOUN
cana-3315	126	13	with	with	ADP
cana-3315	126	14	deeper	deep	ADJ
cana-3315	126	15	contextual	contextual	ADJ
cana-3315	126	16	and	and	CCONJ
cana-3315	126	17	situational	situational	ADJ
cana-3315	126	18	knowhow	knowhow	NOUN
cana-3315	126	19	.	.	PUNCT
cana-3315	127	1	for	for	ADP
cana-3315	127	2	instance	instance	NOUN
cana-3315	127	3	,	,	PUNCT
cana-3315	127	4	sarcasm	sarcasm	NOUN
cana-3315	127	5	or	or	CCONJ
cana-3315	127	6	mixed	mixed	ADJ
cana-3315	127	7	emotions	emotion	NOUN
cana-3315	127	8	in	in	ADP
cana-3315	127	9	audio	audio	ADJ
cana-3315	127	10	samples	sample	NOUN
cana-3315	127	11	often	often	ADV
cana-3315	127	12	brought	bring	VERB
cana-3315	127	13	about	about	ADP
cana-3315	127	14	incorrect	incorrect	ADJ
cana-3315	127	15	predictions	prediction	NOUN
cana-3315	127	16	.	.	PUNCT
cana-3315	128	1	advanced	advanced	ADJ
cana-3315	128	2	techniques	technique	NOUN
cana-3315	128	3	which	which	PRON
cana-3315	128	4	include	include	VERB
cana-3315	128	5	interest	interest	NOUN
cana-3315	128	6	mechanisms	mechanism	NOUN
cana-3315	128	7	or	or	CCONJ
cana-3315	128	8	transformer	transformer	NOUN
cana-3315	128	9	-	-	PUNCT
cana-3315	128	10	based	base	VERB
cana-3315	128	11	totally	totally	ADJ
cana-3315	128	12	architectures	architecture	NOUN
cana-3315	128	13	could	could	AUX
cana-3315	128	14	deal	deal	VERB
cana-3315	128	15	with	with	ADP
cana-3315	128	16	these	these	DET
cana-3315	128	17	demanding	demand	VERB
cana-3315	128	18	situations	situation	NOUN
cana-3315	128	19	,	,	PUNCT
cana-3315	128	20	but	but	CCONJ
cana-3315	128	21	require	require	VERB
cana-3315	128	22	further	further	ADJ
cana-3315	128	23	studies	study	NOUN
cana-3315	128	24	.	.	PUNCT
cana-3315	129	1	5	5	X
cana-3315	129	2	.	.	X
cana-3315	129	3	discussion	discussion	NOUN
cana-3315	129	4	insights	insight	NOUN
cana-3315	129	5	gained	gain	VERB
cana-3315	129	6	regarding	regard	VERB
cana-3315	129	7	cnn	cnn	PROPN
cana-3315	129	8	and	and	CCONJ
cana-3315	129	9	ml	ml	AUX
cana-3315	129	10	approaches	approach	VERB
cana-3315	129	11	the	the	DET
cana-3315	129	12	evaluation	evaluation	NOUN
cana-3315	129	13	highlighted	highlight	VERB
cana-3315	129	14	that	that	SCONJ
cana-3315	129	15	at	at	ADP
cana-3315	129	16	the	the	DET
cana-3315	129	17	same	same	ADJ
cana-3315	129	18	time	time	NOUN
cana-3315	129	19	as	as	SCONJ
cana-3315	129	20	cnns	cnn	NOUN
cana-3315	129	21	excel	excel	VERB
cana-3315	129	22	at	at	ADP
cana-3315	129	23	shooting	shoot	VERB
cana-3315	129	24	spatial	spatial	ADJ
cana-3315	129	25	styles	style	NOUN
cana-3315	129	26	from	from	ADP
cana-3315	129	27	spectrogram	spectrogram	NOUN
cana-3315	129	28	representations	representation	NOUN
cana-3315	129	29	,	,	PUNCT
cana-3315	129	30	their	their	PRON
cana-3315	129	31	performance	performance	NOUN
cana-3315	129	32	strongly	strongly	ADV
cana-3315	129	33	depends	depend	VERB
cana-3315	129	34	on	on	ADP
cana-3315	129	35	the	the	DET
cana-3315	129	36	first	first	ADJ
cana-3315	129	37	-	-	PUNCT
cana-3315	129	38	rate	rate	NOUN
cana-3315	129	39	and	and	CCONJ
cana-3315	129	40	pre	pre	ADJ
cana-3315	129	41	-	-	ADJ
cana-3315	129	42	processing	processing	NOUN
cana-3315	129	43	of	of	ADP
cana-3315	129	44	the	the	DET
cana-3315	129	45	enter	enter	ADJ
cana-3315	129	46	data[15	data[15	NOUN
cana-3315	129	47	]	]	PUNCT
cana-3315	129	48	.	.	PUNCT
cana-3315	130	1	compared	compare	VERB
cana-3315	130	2	to	to	ADP
cana-3315	130	3	traditional	traditional	ADJ
cana-3315	130	4	ml	ml	NOUN
cana-3315	130	5	tactics	tactic	NOUN
cana-3315	130	6	,	,	PUNCT
cana-3315	130	7	cnns	cnn	NOUN
cana-3315	130	8	have	have	AUX
cana-3315	130	9	established	establish	VERB
cana-3315	130	10	advanced	advanced	ADJ
cana-3315	130	11	function	function	NOUN
cana-3315	130	12	extraction	extraction	NOUN
cana-3315	130	13	talents	talent	NOUN
cana-3315	130	14	and	and	CCONJ
cana-3315	130	15	adaptableness	adaptableness	NOUN
cana-3315	130	16	to	to	ADP
cana-3315	130	17	complex	complex	ADJ
cana-3315	130	18	datasets	dataset	NOUN
cana-3315	130	19	.	.	PUNCT
cana-3315	131	1	however	however	ADV
cana-3315	131	2	,	,	PUNCT
cana-3315	131	3	ml	ml	ADP
cana-3315	131	4	fashions	fashion	NOUN
cana-3315	131	5	along	along	ADP
cana-3315	131	6	with	with	ADP
cana-3315	131	7	svm	svm	PROPN
cana-3315	131	8	and	and	CCONJ
cana-3315	131	9	rf	rf	PRON
cana-3315	131	10	have	have	AUX
cana-3315	131	11	been	be	AUX
cana-3315	131	12	computationally	computationally	ADV
cana-3315	131	13	efficient	efficient	ADJ
cana-3315	131	14	and	and	CCONJ
cana-3315	131	15	effective	effective	ADJ
cana-3315	131	16	for	for	ADP
cana-3315	131	17	small	small	ADJ
cana-3315	131	18	,	,	PUNCT
cana-3315	131	19	based	base	VERB
cana-3315	131	20	datasets	dataset	NOUN
cana-3315	131	21	,	,	PUNCT
cana-3315	131	22	however	however	ADV
cana-3315	131	23	have	have	AUX
cana-3315	131	24	fallen	fall	VERB
cana-3315	131	25	short	short	ADJ
cana-3315	131	26	in	in	ADP
cana-3315	131	27	processing	process	VERB
cana-3315	131	28	high	high	ADV
cana-3315	131	29	-	-	PUNCT
cana-3315	131	30	dimensional	dimensional	ADJ
cana-3315	131	31	,	,	PUNCT
cana-3315	131	32	unstructured	unstructured	ADJ
cana-3315	131	33	statistics	statistic	NOUN
cana-3315	131	34	such	such	ADJ
cana-3315	131	35	as	as	ADP
cana-3315	131	36	audio	audio	ADJ
cana-3315	131	37	signals	signal	NOUN
cana-3315	131	38	[	[	X
cana-3315	131	39	16	16	NUM
cana-3315	131	40	]	]	PUNCT
cana-3315	131	41	.	.	PUNCT
cana-3315	132	1	a	a	DET
cana-3315	132	2	key	key	ADJ
cana-3315	132	3	energy	energy	NOUN
cana-3315	132	4	of	of	ADP
cana-3315	132	5	cnns	cnns	PROPN
cana-3315	132	6	is	be	AUX
cana-3315	132	7	their	their	PRON
cana-3315	132	8	capacity	capacity	NOUN
cana-3315	132	9	to	to	PART
cana-3315	132	10	research	research	VERB
cana-3315	132	11	hierarchical	hierarchical	ADJ
cana-3315	132	12	representations	representation	NOUN
cana-3315	132	13	,	,	PUNCT
cana-3315	132	14	which	which	PRON
cana-3315	132	15	have	have	AUX
cana-3315	132	16	confirmed	confirm	VERB
cana-3315	132	17	beneficial	beneficial	ADJ
cana-3315	132	18	in	in	ADP
cana-3315	132	19	distinguishing	distinguish	VERB
cana-3315	132	20	diffused	diffuse	VERB
cana-3315	132	21	emotional	emotional	ADJ
cana-3315	132	22	nuances	nuance	NOUN
cana-3315	132	23	in	in	ADP
cana-3315	132	24	audio	audio	ADJ
cana-3315	132	25	records	record	NOUN
cana-3315	132	26	.	.	PUNCT
cana-3315	133	1	on	on	ADP
cana-3315	133	2	the	the	DET
cana-3315	133	3	alternative	alternative	ADJ
cana-3315	133	4	hand	hand	NOUN
cana-3315	133	5	,	,	PUNCT
cana-3315	133	6	ml	ml	ADP
cana-3315	133	7	fashions	fashion	NOUN
cana-3315	133	8	were	be	AUX
cana-3315	133	9	more	more	ADV
cana-3315	133	10	liable	liable	ADJ
cana-3315	133	11	to	to	ADP
cana-3315	133	12	over	over	ADP
cana-3315	133	13	fitting	fitting	ADJ
cana-3315	133	14	while	while	SCONJ
cana-3315	133	15	the	the	DET
cana-3315	133	16	dataset	dataset	NOUN
cana-3315	133	17	lacked	lack	VERB
cana-3315	133	18	sufficient	sufficient	ADJ
cana-3315	133	19	variety	variety	NOUN
cana-3315	133	20	or	or	CCONJ
cana-3315	133	21	pre	pre	ADJ
cana-3315	133	22	-	-	ADJ
cana-3315	133	23	processing	processing	ADJ
cana-3315	133	24	.	.	PUNCT
cana-3315	134	1	challenges	challenge	NOUN
cana-3315	134	2	in	in	ADP
cana-3315	134	3	implementing	implement	VERB
cana-3315	134	4	cnn	cnn	PROPN
cana-3315	134	5	and	and	CCONJ
cana-3315	134	6	ml	ml	PROPN
cana-3315	134	7	for	for	ADP
cana-3315	134	8	audio	audio	ADJ
cana-3315	134	9	sentiment	sentiment	NOUN
cana-3315	134	10	analysis	analysis	NOUN
cana-3315	134	11	several	several	ADJ
cana-3315	134	12	problems	problem	NOUN
cana-3315	134	13	had	have	AUX
cana-3315	134	14	been	be	AUX
cana-3315	134	15	found	find	VERB
cana-3315	134	16	for	for	ADP
cana-3315	134	17	the	the	DET
cana-3315	134	18	duration	duration	NOUN
cana-3315	134	19	of	of	ADP
cana-3315	134	20	the	the	DET
cana-3315	134	21	implementation	implementation	NOUN
cana-3315	134	22	of	of	ADP
cana-3315	134	23	cnn	cnn	PROPN
cana-3315	134	24	and	and	CCONJ
cana-3315	134	25	ml	ml	NOUN
cana-3315	134	26	models	model	NOUN
cana-3315	134	27	:	:	PUNCT
cana-3315	134	28	dataset	dataset	NOUN
cana-3315	134	29	availability	availability	NOUN
cana-3315	134	30	:	:	PUNCT
cana-3315	134	31	high	high	ADJ
cana-3315	134	32	-	-	PUNCT
cana-3315	134	33	fine	fine	NOUN
cana-3315	134	34	annotated	annotate	VERB
cana-3315	134	35	datasets	dataset	NOUN
cana-3315	134	36	with	with	ADP
cana-3315	134	37	diverse	diverse	ADJ
cana-3315	134	38	linguistic	linguistic	ADJ
cana-3315	134	39	and	and	CCONJ
cana-3315	134	40	emotional	emotional	ADJ
cana-3315	134	41	representations	representation	NOUN
cana-3315	134	42	are	be	AUX
cana-3315	134	43	still	still	ADV
cana-3315	134	44	uncommon	uncommon	ADJ
cana-3315	134	45	.	.	PUNCT
cana-3315	135	1	this	this	DET
cana-3315	135	2	hassle	hassle	NOUN
cana-3315	135	3	prevents	prevent	VERB
cana-3315	135	4	the	the	DET
cana-3315	135	5	generalization	generalization	NOUN
cana-3315	135	6	of	of	ADP
cana-3315	135	7	the	the	DET
cana-3315	135	8	models	model	NOUN
cana-3315	135	9	and	and	CCONJ
cana-3315	135	10	their	their	PRON
cana-3315	135	11	applicability	applicability	NOUN
cana-3315	135	12	to	to	ADP
cana-3315	135	13	real	real	ADJ
cana-3315	135	14	-	-	PUNCT
cana-3315	135	15	global	global	ADJ
cana-3315	135	16	eventualities	eventuality	NOUN
cana-3315	135	17	[	[	X
cana-3315	135	18	17	17	NUM
cana-3315	135	19	]	]	PUNCT
cana-3315	135	20	.	.	PUNCT
cana-3315	136	1	computational	computational	ADJ
cana-3315	136	2	complexity	complexity	NOUN
cana-3315	136	3	:	:	PUNCT
cana-3315	136	4	although	although	SCONJ
cana-3315	136	5	effective	effective	ADJ
cana-3315	136	6	,	,	PUNCT
cana-3315	136	7	cnns	cnn	NOUN
cana-3315	136	8	require	require	VERB
cana-3315	136	9	substantial	substantial	ADJ
cana-3315	136	10	computational	computational	ADJ
cana-3315	136	11	assets	asset	NOUN
cana-3315	136	12	,	,	PUNCT
cana-3315	136	13	making	make	VERB
cana-3315	136	14	them	they	PRON
cana-3315	136	15	much	much	ADV
cana-3315	136	16	less	less	ADV
cana-3315	136	17	viable	viable	ADJ
cana-3315	136	18	for	for	ADP
cana-3315	136	19	deployment	deployment	NOUN
cana-3315	136	20	in	in	ADP
cana-3315	136	21	low	low	ADJ
cana-3315	136	22	-	-	PUNCT
cana-3315	136	23	resource	resource	NOUN
cana-3315	136	24	environments	environment	NOUN
cana-3315	136	25	[	[	X
cana-3315	136	26	18	18	NUM
cana-3315	136	27	]	]	PUNCT
cana-3315	136	28	.	.	PUNCT
cana-3315	137	1	efficient	efficient	ADJ
cana-3315	137	2	model	model	NOUN
cana-3315	137	3	compression	compression	NOUN
cana-3315	137	4	and	and	CCONJ
cana-3315	137	5	hardware	hardware	NOUN
cana-3315	137	6	optimization	optimization	NOUN
cana-3315	137	7	strategies	strategy	NOUN
cana-3315	137	8	are	be	AUX
cana-3315	137	9	essential	essential	ADJ
cana-3315	137	10	to	to	ADP
cana-3315	137	11	solving	solve	VERB
cana-3315	137	12	this	this	DET
cana-3315	137	13	problem	problem	NOUN
cana-3315	137	14	.	.	PUNCT
cana-3315	138	1	sensitivity	sensitivity	NOUN
cana-3315	138	2	to	to	PART
cana-3315	138	3	noise	noise	VERB
cana-3315	138	4	:	:	PUNCT
cana-3315	138	5	both	both	DET
cana-3315	138	6	cnn	cnn	PROPN
cana-3315	138	7	and	and	CCONJ
cana-3315	138	8	ml	ml	PROPN
cana-3315	138	9	models	model	NOUN
cana-3315	138	10	are	be	AUX
cana-3315	138	11	sensitive	sensitive	ADJ
cana-3315	138	12	to	to	PART
cana-3315	138	13	noise	noise	VERB
cana-3315	138	14	in	in	ADP
cana-3315	138	15	audio	audio	ADJ
cana-3315	138	16	information	information	NOUN
cana-3315	138	17	.	.	PUNCT
cana-3315	139	1	despite	despite	SCONJ
cana-3315	139	2	superior	superior	ADJ
cana-3315	139	3	pre	pre	ADJ
cana-3315	139	4	-	-	ADJ
cana-3315	139	5	processing	processing	ADJ
cana-3315	139	6	,	,	PUNCT
cana-3315	139	7	residual	residual	ADJ
cana-3315	139	8	noise	noise	NOUN
cana-3315	139	9	or	or	CCONJ
cana-3315	139	10	distortion	distortion	NOUN
cana-3315	139	11	can	can	AUX
cana-3315	139	12	degrade	degrade	VERB
cana-3315	139	13	overall	overall	ADJ
cana-3315	139	14	performance	performance	NOUN
cana-3315	139	15	[	[	X
cana-3315	139	16	20	20	NUM
cana-3315	139	17	]	]	PUNCT
cana-3315	139	18	.	.	PUNCT
cana-3315	140	1	6	6	X
cana-3315	140	2	.	.	X
cana-3315	140	3	conclusion	conclusion	NOUN
cana-3315	140	4	this	this	DET
cana-3315	140	5	research	research	NOUN
cana-3315	140	6	highlights	highlight	VERB
cana-3315	140	7	the	the	DET
cana-3315	140	8	transformative	transformative	ADJ
cana-3315	140	9	functionality	functionality	NOUN
cana-3315	140	10	of	of	ADP
cana-3315	140	11	cnn	cnn	PROPN
cana-3315	140	12	and	and	CCONJ
cana-3315	140	13	ml	ml	ADP
cana-3315	140	14	strategies	strategy	NOUN
cana-3315	140	15	in	in	ADP
cana-3315	140	16	progressive	progressive	ADJ
cana-3315	140	17	sentiment	sentiment	NOUN
cana-3315	140	18	evaluation	evaluation	NOUN
cana-3315	140	19	for	for	ADP
cana-3315	140	20	audio	audio	ADJ
cana-3315	140	21	facts	fact	NOUN
cana-3315	140	22	.	.	PUNCT
cana-3315	141	1	deep	deep	ADJ
cana-3315	141	2	learning	learning	NOUN
cana-3315	141	3	models	model	NOUN
cana-3315	141	4	,	,	PUNCT
cana-3315	141	5	especially	especially	ADV
cana-3315	141	6	cnns	cnns	ADJ
cana-3315	141	7	and	and	CCONJ
cana-3315	141	8	lstms	lstms	ADJ
cana-3315	141	9	,	,	PUNCT
cana-3315	141	10	have	have	AUX
cana-3315	141	11	proven	prove	VERB
cana-3315	141	12	to	to	PART
cana-3315	141	13	be	be	AUX
cana-3315	141	14	better	well	ADJ
cana-3315	141	15	alternatives	alternative	NOUN
cana-3315	141	16	to	to	ADP
cana-3315	141	17	traditional	traditional	ADJ
cana-3315	141	18	ml	ml	NOUN
cana-3315	141	19	strategies	strategy	NOUN
cana-3315	141	20	that	that	PRON
cana-3315	141	21	properly	properly	ADV
cana-3315	141	22	utilize	utilize	VERB
cana-3315	141	23	temporal	temporal	ADJ
cana-3315	141	24	and	and	CCONJ
cana-3315	141	25	spatial	spatial	ADJ
cana-3315	141	26	capabilities	capability	NOUN
cana-3315	141	27	for	for	ADP
cana-3315	141	28	proper	proper	ADJ
cana-3315	141	29	sentiment	sentiment	NOUN
cana-3315	141	30	elegance	elegance	NOUN
cana-3315	141	31	.	.	PUNCT
cana-3315	142	1	the	the	DET
cana-3315	142	2	hybrid	hybrid	ADJ
cana-3315	142	3	architectures	architecture	NOUN
cana-3315	142	4	of	of	ADP
cana-3315	142	5	cnn	cnn	PROPN
cana-3315	142	6	and	and	CCONJ
cana-3315	142	7	lstm	lstm	NOUN
cana-3315	142	8	achieved	achieve	VERB
cana-3315	142	9	amazing	amazing	ADJ
cana-3315	142	10	effects	effect	NOUN
cana-3315	142	11	and	and	CCONJ
cana-3315	142	12	proved	prove	VERB
cana-3315	142	13	their	their	PRON
cana-3315	142	14	robustness	robustness	NOUN
cana-3315	142	15	and	and	CCONJ
cana-3315	142	16	synergy	synergy	NOUN
cana-3315	142	17	in	in	ADP
cana-3315	142	18	solving	solve	VERB
cana-3315	142	19	the	the	DET
cana-3315	142	20	complexities	complexity	NOUN
cana-3315	142	21	of	of	ADP
cana-3315	142	22	audioprimarily	audioprimarily	ADV
cana-3315	142	23	based	base	VERB
cana-3315	142	24	fully	fully	ADV
cana-3315	142	25	sentiment	sentiment	NOUN
cana-3315	142	26	analysis	analysis	NOUN
cana-3315	142	27	.	.	PUNCT
cana-3315	143	1	the	the	DET
cana-3315	143	2	observation	observation	NOUN
cana-3315	143	3	reinforces	reinforce	VERB
cana-3315	143	4	the	the	DET
cana-3315	143	5	essential	essential	ADJ
cana-3315	143	6	factor	factor	NOUN
cana-3315	143	7	of	of	ADP
cana-3315	143	8	the	the	DET
cana-3315	143	9	function	function	NOUN
cana-3315	143	10	of	of	ADP
cana-3315	143	11	cnn	cnn	PROPN
cana-3315	143	12	and	and	CCONJ
cana-3315	143	13	ml	ml	X
cana-3315	143	14	in	in	ADP
cana-3315	143	15	processing	process	VERB
cana-3315	143	16	unstructured	unstructured	ADJ
cana-3315	143	17	facts	fact	NOUN
cana-3315	143	18	.	.	PUNCT
cana-3315	144	1	by	by	ADP
cana-3315	144	2	jointly	jointly	ADV
cana-3315	144	3	addressing	address	VERB
cana-3315	144	4	the	the	DET
cana-3315	144	5	current	current	ADJ
cana-3315	144	6	challenges	challenge	NOUN
cana-3315	144	7	of	of	ADP
cana-3315	144	8	large	large	ADJ
cana-3315	144	9	datasets	dataset	NOUN
cana-3315	144	10	,	,	PUNCT
cana-3315	144	11	computational	computational	ADJ
cana-3315	144	12	requirements	requirement	NOUN
cana-3315	144	13	,	,	PUNCT
cana-3315	144	14	and	and	CCONJ
cana-3315	144	15	sensitivity	sensitivity	NOUN
cana-3315	144	16	to	to	PART
cana-3315	144	17	noise	noise	VERB
cana-3315	144	18	,	,	PUNCT
cana-3315	144	19	this	this	DET
cana-3315	144	20	technology	technology	NOUN
cana-3315	144	21	can	can	AUX
cana-3315	144	22	greatly	greatly	ADV
cana-3315	144	23	expand	expand	VERB
cana-3315	144	24	the	the	DET
cana-3315	144	25	diversity	diversity	NOUN
cana-3315	144	26	and	and	CCONJ
cana-3315	144	27	accuracy	accuracy	NOUN
cana-3315	144	28	of	of	ADP
cana-3315	144	29	packages	package	NOUN
cana-3315	144	30	across	across	ADP
cana-3315	144	31	domains	domain	NOUN
cana-3315	144	32	.	.	PUNCT
cana-3315	145	1	their	their	PRON
cana-3315	145	2	ability	ability	NOUN
cana-3315	145	3	to	to	PART
cana-3315	145	4	explore	explore	VERB
cana-3315	145	5	hierarchical	hierarchical	ADJ
cana-3315	145	6	and	and	CCONJ
cana-3315	145	7	complicated	complicated	ADJ
cana-3315	145	8	styles	style	NOUN
cana-3315	145	9	makes	make	VERB
cana-3315	145	10	them	they	PRON
cana-3315	145	11	a	a	DET
cana-3315	145	12	key	key	ADJ
cana-3315	145	13	piece	piece	NOUN
cana-3315	145	14	of	of	ADP
cana-3315	145	15	equipment	equipment	NOUN
cana-3315	145	16	for	for	ADP
cana-3315	145	17	today	today	NOUN
cana-3315	145	18	's	's	PART
cana-3315	145	19	computing	computing	NOUN
cana-3315	145	20	duties	duty	NOUN
cana-3315	145	21	.	.	PUNCT
cana-3315	146	1	beyond	beyond	ADP
cana-3315	146	2	sentiment	sentiment	NOUN
cana-3315	146	3	analysis	analysis	NOUN
cana-3315	146	4	,	,	PUNCT
cana-3315	146	5	the	the	DET
cana-3315	146	6	findings	finding	NOUN
cana-3315	146	7	have	have	VERB
cana-3315	146	8	broader	broad	ADJ
cana-3315	146	9	implications	implication	NOUN
cana-3315	146	10	,	,	PUNCT
cana-3315	146	11	particularly	particularly	ADV
cana-3315	146	12	in	in	ADP
cana-3315	146	13	regions	region	NOUN
cana-3315	146	14	that	that	PRON
cana-3315	146	15	include	include	VERB
cana-3315	146	16	healthcare	healthcare	PROPN
cana-3315	146	17	.	.	PUNCT
cana-3315	147	1	improved	improve	VERB
cana-3315	147	2	detection	detection	NOUN
cana-3315	147	3	strategies	strategy	NOUN
cana-3315	147	4	using	use	VERB
cana-3315	147	5	device	device	NOUN
cana-3315	147	6	familiarization	familiarization	NOUN
cana-3315	147	7	may	may	AUX
cana-3315	147	8	additionally	additionally	ADV
cana-3315	147	9	revolutionize	revolutionize	VERB
cana-3315	147	10	early	early	ADJ
cana-3315	147	11	assessment	assessment	NOUN
cana-3315	147	12	and	and	CCONJ
cana-3315	147	13	remedy	remedy	NOUN
cana-3315	147	14	,	,	PUNCT
cana-3315	147	15	primarily	primarily	ADV
cana-3315	147	16	involving	involve	VERB
cana-3315	147	17	absolute	absolute	ADJ
cana-3315	147	18	mri	mri	NOUN
cana-3315	147	19	-	-	PUNCT
cana-3315	147	20	based	base	VERB
cana-3315	147	21	detection	detection	NOUN
cana-3315	147	22	of	of	ADP
cana-3315	147	23	brain	brain	NOUN
cana-3315	147	24	tumors	tumor	NOUN
cana-3315	147	25	.	.	PUNCT
cana-3315	148	1	these	these	DET
cana-3315	148	2	improvements	improvement	NOUN
cana-3315	148	3	promise	promise	VERB
cana-3315	148	4	to	to	PART
cana-3315	148	5	better	well	ADJ
cana-3315	148	6	influence	influence	VERB
cana-3315	148	7	character	character	NOUN
cana-3315	148	8	effects	effect	NOUN
cana-3315	148	9	through	through	ADP
cana-3315	148	10	well	well	ADV
cana-3315	148	11	-	-	PUNCT
cana-3315	148	12	timed	time	VERB
cana-3315	148	13	and	and	CCONJ
cana-3315	148	14	precise	precise	ADJ
cana-3315	148	15	hits	hit	NOUN
cana-3315	148	16	.	.	PUNCT
cana-3315	149	1	continued	continue	VERB
cana-3315	149	2	innovation	innovation	NOUN
cana-3315	149	3	and	and	CCONJ
cana-3315	149	4	research	research	NOUN
cana-3315	149	5	in	in	ADP
cana-3315	149	6	this	this	DET
cana-3315	149	7	area	area	NOUN
cana-3315	149	8	is	be	AUX
cana-3315	149	9	critical	critical	ADJ
cana-3315	149	10	to	to	ADP
cana-3315	149	11	maximizing	maximize	VERB
cana-3315	149	12	the	the	DET
cana-3315	149	13	societal	societal	ADJ
cana-3315	149	14	impact	impact	NOUN
cana-3315	149	15	of	of	ADP
cana-3315	149	16	device	device	NOUN
cana-3315	149	17	learning	learn	VERB
cana-3315	149	18	technology	technology	NOUN
cana-3315	149	19	.	.	PUNCT
cana-3315	150	1	communications	communication	NOUN
cana-3315	150	2	on	on	ADP
cana-3315	150	3	applied	apply	VERB
cana-3315	150	4	nonlinear	nonlinear	ADJ
cana-3315	150	5	analysis	analysis	NOUN
cana-3315	150	6	issn	issn	NOUN
cana-3315	150	7	:	:	PUNCT
cana-3315	150	8	1074	1074	NUM
cana-3315	150	9	-	-	PUNCT
cana-3315	150	10	133x	133x	NUM
cana-3315	150	11	vol	vol	NOUN
cana-3315	150	12	32	32	NUM
cana-3315	150	13	no	no	NOUN
cana-3315	150	14	.	.	PUNCT
cana-3315	151	1	6s	6s	NUM
cana-3315	151	2	(	(	PUNCT
cana-3315	151	3	2025	2025	NUM
cana-3315	151	4	)	)	PUNCT
cana-3315	151	5	528	528	NUM
cana-3315	151	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3315	151	7	7	7	X
cana-3315	151	8	.	.	PUNCT
cana-3315	151	9	references	reference	NOUN
cana-3315	151	10	[	[	X
cana-3315	151	11	1	1	NUM
cana-3315	151	12	]	]	X
cana-3315	151	13	rao	rao	PROPN
cana-3315	151	14	,	,	PUNCT
cana-3315	151	15	k.	k.	PROPN
cana-3315	151	16	n.	n.	PROPN
cana-3315	151	17	,	,	PUNCT
cana-3315	151	18	khalaf	khalaf	PROPN
cana-3315	151	19	,	,	PUNCT
cana-3315	151	20	o.	o.	PROPN
cana-3315	151	21	i.	i.	PROPN
cana-3315	151	22	,	,	PUNCT
cana-3315	151	23	krishnasree	krishnasree	PROPN
cana-3315	151	24	,	,	PUNCT
cana-3315	151	25	v.	v.	PROPN
cana-3315	151	26	,	,	PUNCT
cana-3315	151	27	kumar	kumar	PROPN
cana-3315	151	28	,	,	PUNCT
cana-3315	151	29	a.	a.	PROPN
cana-3315	151	30	s.	s.	PROPN
cana-3315	151	31	,	,	PUNCT
cana-3315	151	32	alsekait	alsekait	PROPN
cana-3315	151	33	,	,	PUNCT
cana-3315	151	34	d.	d.	PROPN
cana-3315	151	35	m.	m.	PROPN
cana-3315	151	36	,	,	PUNCT
cana-3315	151	37	priyanka	priyanka	PROPN
cana-3315	151	38	,	,	PUNCT
cana-3315	151	39	s.	s.	PROPN
cana-3315	151	40	s.	s.	PROPN
cana-3315	151	41	,	,	PUNCT
cana-3315	151	42	&	&	CCONJ
cana-3315	151	43	abdelminaam	abdelminaam	PROPN
cana-3315	151	44	,	,	PUNCT
cana-3315	151	45	d.	d.	PROPN
cana-3315	151	46	s.	s.	PROPN
cana-3315	151	47	(	(	PUNCT
cana-3315	151	48	2024	2024	NUM
cana-3315	151	49	)	)	PUNCT
cana-3315	151	50	.	.	PUNCT
cana-3315	152	1	an	an	DET
cana-3315	152	2	efficient	efficient	ADJ
cana-3315	152	3	brain	brain	NOUN
cana-3315	152	4	tumor	tumor	NOUN
cana-3315	152	5	detection	detection	NOUN
cana-3315	152	6	and	and	CCONJ
cana-3315	152	7	classification	classification	NOUN
cana-3315	152	8	using	use	VERB
cana-3315	152	9	pre	pre	ADJ
cana-3315	152	10	-	-	ADJ
cana-3315	152	11	trained	train	VERB
cana-3315	152	12	convolutional	convolutional	ADJ
cana-3315	152	13	neural	neural	ADJ
cana-3315	152	14	network	network	NOUN
cana-3315	152	15	models	model	NOUN
cana-3315	152	16	.	.	PUNCT
cana-3315	153	1	heliyon	heliyon	NOUN
cana-3315	153	2	,	,	PUNCT
cana-3315	153	3	10(17	10(17	NUM
cana-3315	153	4	)	)	PUNCT
cana-3315	153	5	.	.	PUNCT
cana-3315	154	1	[	[	X
cana-3315	154	2	2	2	NUM
cana-3315	154	3	]	]	SYM
cana-3315	154	4	nayak	nayak	PROPN
cana-3315	154	5	,	,	PUNCT
cana-3315	154	6	d.	d.	PROPN
cana-3315	154	7	r.	r.	PROPN
cana-3315	154	8	,	,	PUNCT
cana-3315	154	9	padhy	padhy	PROPN
cana-3315	154	10	,	,	PUNCT
cana-3315	154	11	n.	n.	NOUN
cana-3315	154	12	,	,	PUNCT
cana-3315	154	13	mallick	mallick	PROPN
cana-3315	154	14	,	,	PUNCT
cana-3315	154	15	p.	p.	PROPN
cana-3315	154	16	k.	k.	PROPN
cana-3315	154	17	,	,	PUNCT
cana-3315	154	18	zymbler	zymbler	NOUN
cana-3315	154	19	,	,	PUNCT
cana-3315	154	20	m.	m.	NOUN
cana-3315	154	21	,	,	PUNCT
cana-3315	154	22	&	&	CCONJ
cana-3315	154	23	kumar	kumar	PROPN
cana-3315	154	24	,	,	PUNCT
cana-3315	154	25	s.	s.	PROPN
cana-3315	154	26	(	(	PUNCT
cana-3315	154	27	2022	2022	NUM
cana-3315	154	28	)	)	PUNCT
cana-3315	154	29	.	.	PUNCT
cana-3315	155	1	brain	brain	NOUN
cana-3315	155	2	tumor	tumor	NOUN
cana-3315	155	3	classification	classification	NOUN
cana-3315	155	4	using	use	VERB
cana-3315	155	5	dense	dense	ADJ
cana-3315	155	6	efficient	efficient	ADJ
cana-3315	155	7	-	-	PUNCT
cana-3315	155	8	net	net	NOUN
cana-3315	155	9	.	.	PUNCT
cana-3315	156	1	axioms	axiom	NOUN
cana-3315	156	2	,	,	PUNCT
cana-3315	156	3	11(1	11(1	NUM
cana-3315	156	4	)	)	PUNCT
cana-3315	156	5	,	,	PUNCT
cana-3315	156	6	34	34	NUM
cana-3315	156	7	.	.	PUNCT
cana-3315	157	1	[	[	X
cana-3315	157	2	3	3	NUM
cana-3315	157	3	]	]	X
cana-3315	157	4	santos	santo	NOUN
cana-3315	157	5	,	,	PUNCT
cana-3315	157	6	d.	d.	PROPN
cana-3315	157	7	,	,	PUNCT
cana-3315	157	8	&	&	CCONJ
cana-3315	157	9	santos	santos	PROPN
cana-3315	157	10	,	,	PUNCT
cana-3315	157	11	e.	e.	PROPN
cana-3315	157	12	(	(	PUNCT
cana-3315	157	13	2022	2022	NUM
cana-3315	157	14	)	)	PUNCT
cana-3315	157	15	.	.	PUNCT
cana-3315	158	1	brain	brain	NOUN
cana-3315	158	2	tumor	tumor	NOUN
cana-3315	158	3	detection	detection	NOUN
cana-3315	158	4	using	use	VERB
cana-3315	158	5	deep	deep	ADJ
cana-3315	158	6	learning	learning	NOUN
cana-3315	158	7	.	.	PUNCT
cana-3315	159	1	medrxiv	medrxiv	INTJ
cana-3315	159	2	,	,	PUNCT
cana-3315	159	3	2022	2022	NUM
cana-3315	159	4	-	-	SYM
cana-3315	159	5	01	01	NUM
cana-3315	159	6	.	.	PUNCT
cana-3315	160	1	[	[	X
cana-3315	160	2	4	4	NUM
cana-3315	160	3	]	]	X
cana-3315	160	4	chinnasamy	chinnasamy	NOUN
cana-3315	160	5	,	,	PUNCT
cana-3315	160	6	p.	p.	PROPN
cana-3315	160	7	,	,	PUNCT
cana-3315	160	8	wong	wong	PROPN
cana-3315	160	9	,	,	PUNCT
cana-3315	160	10	w.	w.	PROPN
cana-3315	160	11	k.	k.	PROPN
cana-3315	160	12	,	,	PUNCT
cana-3315	160	13	raja	raja	PROPN
cana-3315	160	14	,	,	PUNCT
cana-3315	160	15	a.	a.	NOUN
cana-3315	160	16	a.	a.	PROPN
cana-3315	160	17	,	,	PUNCT
cana-3315	160	18	khalaf	khalaf	PROPN
cana-3315	160	19	,	,	PUNCT
cana-3315	160	20	o.	o.	PROPN
cana-3315	160	21	i.	i.	PROPN
cana-3315	160	22	,	,	PUNCT
cana-3315	160	23	kiran	kiran	PROPN
cana-3315	160	24	,	,	PUNCT
cana-3315	160	25	a.	a.	PROPN
cana-3315	160	26	,	,	PUNCT
cana-3315	160	27	&	&	CCONJ
cana-3315	160	28	babu	babu	PROPN
cana-3315	160	29	,	,	PUNCT
cana-3315	160	30	j.	j.	PROPN
cana-3315	160	31	c.	c.	PROPN
cana-3315	160	32	(	(	PUNCT
cana-3315	160	33	2023	2023	NUM
cana-3315	160	34	)	)	PUNCT
cana-3315	160	35	.	.	PUNCT
cana-3315	161	1	health	health	NOUN
cana-3315	161	2	recommendation	recommendation	NOUN
cana-3315	161	3	system	system	NOUN
cana-3315	161	4	using	use	VERB
cana-3315	161	5	deep	deep	ADJ
cana-3315	161	6	learning	learning	NOUN
cana-3315	161	7	-	-	PUNCT
cana-3315	161	8	based	base	VERB
cana-3315	161	9	collaborative	collaborative	ADJ
cana-3315	161	10	filtering	filtering	NOUN
cana-3315	161	11	.	.	PUNCT
cana-3315	162	1	heliyon	heliyon	NOUN
cana-3315	162	2	,	,	PUNCT
cana-3315	162	3	9(12	9(12	NUM
cana-3315	162	4	)	)	PUNCT
cana-3315	162	5	.	.	PUNCT
cana-3315	163	1	[	[	X
cana-3315	163	2	5	5	NUM
cana-3315	163	3	]	]	SYM
cana-3315	163	4	xu	xu	PROPN
cana-3315	163	5	,	,	PUNCT
cana-3315	163	6	l.	l.	PROPN
cana-3315	163	7	,	,	PUNCT
cana-3315	163	8	&	&	CCONJ
cana-3315	163	9	mohammadi	mohammadi	NOUN
cana-3315	163	10	,	,	PUNCT
cana-3315	163	11	m.	m.	NOUN
cana-3315	163	12	(	(	PUNCT
cana-3315	163	13	2024	2024	NUM
cana-3315	163	14	)	)	PUNCT
cana-3315	163	15	.	.	PUNCT
cana-3315	164	1	brain	brain	NOUN
cana-3315	164	2	tumor	tumor	NOUN
cana-3315	164	3	diagnosis	diagnosis	NOUN
cana-3315	164	4	from	from	ADP
cana-3315	164	5	mri	mri	NOUN
cana-3315	164	6	based	base	VERB
cana-3315	164	7	on	on	ADP
cana-3315	164	8	mobilenetv2	mobilenetv2	PROPN
cana-3315	164	9	optimized	optimize	VERB
cana-3315	164	10	by	by	ADP
cana-3315	164	11	contracted	contract	VERB
cana-3315	164	12	fox	fox	PROPN
cana-3315	164	13	optimization	optimization	NOUN
cana-3315	164	14	algorithm	algorithm	NOUN
cana-3315	164	15	.	.	PUNCT
cana-3315	165	1	heliyon	heliyon	NOUN
cana-3315	165	2	,	,	PUNCT
cana-3315	165	3	10(1	10(1	NUM
cana-3315	165	4	)	)	PUNCT
cana-3315	165	5	.	.	PUNCT
cana-3315	166	1	[	[	X
cana-3315	166	2	6	6	NUM
cana-3315	166	3	]	]	PUNCT
cana-3315	166	4	talasila	talasila	NOUN
cana-3315	166	5	,	,	PUNCT
cana-3315	166	6	s.	s.	PROPN
cana-3315	166	7	,	,	PUNCT
cana-3315	166	8	rawal	rawal	PROPN
cana-3315	166	9	,	,	PUNCT
cana-3315	166	10	k.	k.	PROPN
cana-3315	166	11	,	,	PUNCT
cana-3315	166	12	&	&	CCONJ
cana-3315	166	13	sethi	sethi	PROPN
cana-3315	166	14	,	,	PUNCT
cana-3315	166	15	g.	g.	PROPN
cana-3315	166	16	(	(	PUNCT
cana-3315	166	17	2023	2023	NUM
cana-3315	166	18	)	)	PUNCT
cana-3315	166	19	.	.	PUNCT
cana-3315	167	1	black	black	ADJ
cana-3315	167	2	gram	gram	NOUN
cana-3315	167	3	disease	disease	NOUN
cana-3315	167	4	classification	classification	NOUN
cana-3315	167	5	using	use	VERB
cana-3315	167	6	a	a	DET
cana-3315	167	7	novel	novel	ADJ
cana-3315	167	8	deep	deep	ADJ
cana-3315	167	9	convolutional	convolutional	ADJ
cana-3315	167	10	neural	neural	ADJ
cana-3315	167	11	network	network	NOUN
cana-3315	167	12	.	.	PUNCT
cana-3315	168	1	multimedia	multimedia	NOUN
cana-3315	168	2	tools	tool	NOUN
cana-3315	168	3	and	and	CCONJ
cana-3315	168	4	applications	application	NOUN
cana-3315	168	5	,	,	PUNCT
cana-3315	168	6	82(28	82(28	NUM
cana-3315	168	7	)	)	PUNCT
cana-3315	168	8	,	,	PUNCT
cana-3315	168	9	44309	44309	NUM
cana-3315	168	10	-	-	SYM
cana-3315	168	11	44333	44333	NUM
cana-3315	168	12	.	.	PUNCT
cana-3315	169	1	[	[	X
cana-3315	169	2	7	7	NUM
cana-3315	169	3	]	]	PUNCT
cana-3315	169	4	sarangam	sarangam	NOUN
cana-3315	169	5	,	,	PUNCT
cana-3315	169	6	k.	k.	PROPN
cana-3315	169	7	,	,	PUNCT
cana-3315	169	8	kumar	kumar	PROPN
cana-3315	169	9	,	,	PUNCT
cana-3315	169	10	a.	a.	PROPN
cana-3315	169	11	s.	s.	PROPN
cana-3315	169	12	,	,	PUNCT
cana-3315	169	13	&	&	CCONJ
cana-3315	169	14	reddy	reddy	PROPN
cana-3315	169	15	,	,	PUNCT
cana-3315	169	16	b.	b.	PROPN
cana-3315	169	17	n.	n.	PROPN
cana-3315	169	18	k.	k.	PROPN
cana-3315	169	19	(	(	PUNCT
cana-3315	169	20	2024	2024	NUM
cana-3315	169	21	)	)	PUNCT
cana-3315	169	22	.	.	PUNCT
cana-3315	170	1	design	design	NOUN
cana-3315	170	2	and	and	CCONJ
cana-3315	170	3	investigation	investigation	NOUN
cana-3315	170	4	of	of	ADP
cana-3315	170	5	the	the	DET
cana-3315	170	6	22	22	NUM
cana-3315	170	7	nm	nm	PRON
cana-3315	170	8	finfet	finfet	ADV
cana-3315	170	9	based	base	VERB
cana-3315	170	10	dynamic	dynamic	ADJ
cana-3315	170	11	latched	latch	VERB
cana-3315	170	12	comparator	comparator	NOUN
cana-3315	170	13	for	for	ADP
cana-3315	170	14	low	low	ADJ
cana-3315	170	15	power	power	NOUN
cana-3315	170	16	applications	application	NOUN
cana-3315	170	17	.	.	PUNCT
cana-3315	171	1	transactions	transaction	NOUN
cana-3315	171	2	on	on	ADP
cana-3315	171	3	electrical	electrical	ADJ
cana-3315	171	4	and	and	CCONJ
cana-3315	171	5	electronic	electronic	ADJ
cana-3315	171	6	materials	material	NOUN
cana-3315	171	7	,	,	PUNCT
cana-3315	171	8	25(2	25(2	NUM
cana-3315	171	9	)	)	PUNCT
cana-3315	171	10	,	,	PUNCT
cana-3315	171	11	218	218	NUM
cana-3315	171	12	-	-	SYM
cana-3315	171	13	231	231	NUM
cana-3315	171	14	.	.	PUNCT
cana-3315	172	1	[	[	X
cana-3315	172	2	8	8	NUM
cana-3315	172	3	]	]	X
cana-3315	172	4	khaliki	khaliki	PROPN
cana-3315	172	5	,	,	PUNCT
cana-3315	172	6	m.	m.	NOUN
cana-3315	172	7	z.	z.	PROPN
cana-3315	172	8	,	,	PUNCT
cana-3315	172	9	&	&	CCONJ
cana-3315	172	10	başarslan	başarslan	PROPN
cana-3315	172	11	,	,	PUNCT
cana-3315	172	12	m.	m.	NOUN
cana-3315	172	13	s.	s.	PROPN
cana-3315	172	14	(	(	PUNCT
cana-3315	172	15	2024	2024	NUM
cana-3315	172	16	)	)	PUNCT
cana-3315	172	17	.	.	PUNCT
cana-3315	173	1	brain	brain	NOUN
cana-3315	173	2	tumor	tumor	NOUN
cana-3315	173	3	detection	detection	NOUN
cana-3315	173	4	from	from	ADP
cana-3315	173	5	images	image	NOUN
cana-3315	173	6	and	and	CCONJ
cana-3315	173	7	comparison	comparison	NOUN
cana-3315	173	8	with	with	ADP
cana-3315	173	9	transfer	transfer	NOUN
cana-3315	173	10	learning	learning	NOUN
cana-3315	173	11	methods	method	NOUN
cana-3315	173	12	and	and	CCONJ
cana-3315	173	13	3	3	NUM
cana-3315	173	14	-	-	PUNCT
cana-3315	173	15	layer	layer	NOUN
cana-3315	173	16	cnn	cnn	PROPN
cana-3315	173	17	.	.	PUNCT
cana-3315	174	1	scientific	scientific	ADJ
cana-3315	174	2	reports	report	NOUN
cana-3315	174	3	,	,	PUNCT
cana-3315	174	4	14(1	14(1	NUM
cana-3315	174	5	)	)	PUNCT
cana-3315	174	6	,	,	PUNCT
cana-3315	174	7	2664	2664	NUM
cana-3315	174	8	.	.	PUNCT
cana-3315	175	1	[	[	X
cana-3315	175	2	9	9	NUM
cana-3315	175	3	]	]	X
cana-3315	175	4	wallis	wallis	PROPN
cana-3315	175	5	,	,	PUNCT
cana-3315	175	6	d.	d.	PROPN
cana-3315	175	7	,	,	PUNCT
cana-3315	175	8	&	&	CCONJ
cana-3315	175	9	buvat	buvat	PROPN
cana-3315	175	10	,	,	PUNCT
cana-3315	175	11	i.	i.	PROPN
cana-3315	175	12	(	(	PUNCT
cana-3315	175	13	2022	2022	NUM
cana-3315	175	14	)	)	PUNCT
cana-3315	175	15	.	.	PUNCT
cana-3315	176	1	clever	clever	ADJ
cana-3315	176	2	hans	hans	PROPN
cana-3315	176	3	effect	effect	NOUN
cana-3315	176	4	found	find	VERB
cana-3315	176	5	in	in	ADP
cana-3315	176	6	a	a	DET
cana-3315	176	7	widely	widely	ADV
cana-3315	176	8	used	use	VERB
cana-3315	176	9	brain	brain	NOUN
cana-3315	176	10	tumor	tumor	NOUN
cana-3315	176	11	mri	mri	NOUN
cana-3315	176	12	dataset	dataset	NOUN
cana-3315	176	13	.	.	PUNCT
cana-3315	177	1	medical	medical	ADJ
cana-3315	177	2	image	image	NOUN
cana-3315	177	3	analysis	analysis	NOUN
cana-3315	177	4	,	,	PUNCT
cana-3315	177	5	77	77	NUM
cana-3315	177	6	,	,	PUNCT
cana-3315	177	7	102368	102368	NUM
cana-3315	177	8	.	.	PUNCT
cana-3315	178	1	[	[	X
cana-3315	178	2	10	10	NUM
cana-3315	178	3	]	]	PUNCT
cana-3315	178	4	seere	seere	PROPN
cana-3315	178	5	,	,	PUNCT
cana-3315	178	6	s.	s.	PROPN
cana-3315	178	7	k.	k.	PROPN
cana-3315	178	8	h.	h.	PROPN
cana-3315	178	9	,	,	PUNCT
cana-3315	178	10	&	&	CCONJ
cana-3315	178	11	karibasappa	karibasappa	PROPN
cana-3315	178	12	,	,	PUNCT
cana-3315	178	13	k.	k.	PROPN
cana-3315	178	14	(	(	PUNCT
cana-3315	178	15	2020	2020	NUM
cana-3315	178	16	)	)	PUNCT
cana-3315	178	17	.	.	PUNCT
cana-3315	179	1	threshold	threshold	NOUN
cana-3315	179	2	segmentation	segmentation	NOUN
cana-3315	179	3	and	and	CCONJ
cana-3315	179	4	watershed	watershe	VERB
cana-3315	179	5	segmentation	segmentation	NOUN
cana-3315	179	6	algorithm	algorithm	NOUN
cana-3315	179	7	for	for	ADP
cana-3315	179	8	brain	brain	NOUN
cana-3315	179	9	tumor	tumor	NOUN
cana-3315	179	10	detection	detection	NOUN
cana-3315	179	11	using	use	VERB
cana-3315	179	12	support	support	NOUN
cana-3315	179	13	vector	vector	NOUN
cana-3315	179	14	machine	machine	NOUN
cana-3315	179	15	.	.	PUNCT
cana-3315	180	1	european	european	PROPN
cana-3315	180	2	journal	journal	PROPN
cana-3315	180	3	of	of	ADP
cana-3315	180	4	engineering	engineering	NOUN
cana-3315	180	5	and	and	CCONJ
cana-3315	180	6	technology	technology	NOUN
cana-3315	180	7	research	research	NOUN
cana-3315	180	8	,	,	PUNCT
cana-3315	180	9	5(4	5(4	NUM
cana-3315	180	10	)	)	PUNCT
cana-3315	180	11	,	,	PUNCT
cana-3315	180	12	516	516	NUM
cana-3315	180	13	-	-	SYM
cana-3315	180	14	519	519	NUM
cana-3315	180	15	.	.	PUNCT
cana-3315	181	1	[	[	X
cana-3315	181	2	11	11	NUM
cana-3315	181	3	]	]	X
cana-3315	181	4	ortiz	ortiz	NOUN
cana-3315	181	5	-	-	PUNCT
cana-3315	181	6	ramón	ramón	PROPN
cana-3315	181	7	,	,	PUNCT
cana-3315	181	8	r.	r.	PROPN
cana-3315	181	9	,	,	PUNCT
cana-3315	181	10	ruiz	ruiz	NOUN
cana-3315	181	11	-	-	PUNCT
cana-3315	181	12	españa	españa	NOUN
cana-3315	181	13	,	,	PUNCT
cana-3315	181	14	s.	s.	PROPN
cana-3315	181	15	,	,	PUNCT
cana-3315	181	16	mollá	mollá	NOUN
cana-3315	181	17	-	-	PUNCT
cana-3315	181	18	olmos	olmos	PROPN
cana-3315	181	19	,	,	PUNCT
cana-3315	181	20	e.	e.	PROPN
cana-3315	181	21	,	,	PUNCT
cana-3315	181	22	&	&	CCONJ
cana-3315	181	23	moratal	moratal	PROPN
cana-3315	181	24	,	,	PUNCT
cana-3315	181	25	d.	d.	PROPN
cana-3315	181	26	(	(	PUNCT
cana-3315	181	27	2020	2020	NUM
cana-3315	181	28	)	)	PUNCT
cana-3315	181	29	.	.	PUNCT
cana-3315	182	1	glioblastomas	glioblastoma	NOUN
cana-3315	182	2	and	and	CCONJ
cana-3315	182	3	brain	brain	NOUN
cana-3315	182	4	metastases	metastasis	NOUN
cana-3315	182	5	differentiation	differentiation	NOUN
cana-3315	182	6	following	follow	VERB
cana-3315	182	7	an	an	DET
cana-3315	182	8	mri	mri	NOUN
cana-3315	182	9	texture	texture	NOUN
cana-3315	182	10	analysis	analysis	NOUN
cana-3315	182	11	-	-	PUNCT
cana-3315	182	12	based	base	VERB
cana-3315	182	13	radiomics	radiomic	NOUN
cana-3315	182	14	approach	approach	NOUN
cana-3315	182	15	.	.	PUNCT
cana-3315	183	1	physica	physica	PROPN
cana-3315	183	2	medica	medica	PROPN
cana-3315	183	3	,	,	PUNCT
cana-3315	183	4	76	76	NUM
cana-3315	183	5	,	,	PUNCT
cana-3315	183	6	44	44	NUM
cana-3315	183	7	-	-	SYM
cana-3315	183	8	54	54	NUM
cana-3315	183	9	.	.	PUNCT
cana-3315	184	1	[	[	X
cana-3315	184	2	12	12	NUM
cana-3315	184	3	]	]	X
cana-3315	184	4	srinivas	srinivas	PROPN
cana-3315	184	5	,	,	PUNCT
cana-3315	184	6	c.	c.	PROPN
cana-3315	184	7	,	,	PUNCT
cana-3315	184	8	ks	ks	PROPN
cana-3315	184	9	,	,	PUNCT
cana-3315	184	10	n.	n.	PROPN
cana-3315	184	11	p.	p.	PROPN
cana-3315	184	12	,	,	PUNCT
cana-3315	184	13	zakariah	zakariah	PROPN
cana-3315	184	14	,	,	PUNCT
cana-3315	184	15	m.	m.	NOUN
cana-3315	184	16	,	,	PUNCT
cana-3315	184	17	alothaibi	alothaibi	NOUN
cana-3315	184	18	,	,	PUNCT
cana-3315	184	19	y.	y.	PROPN
cana-3315	184	20	a.	a.	PROPN
cana-3315	184	21	,	,	PUNCT
cana-3315	184	22	shaukat	shaukat	PROPN
cana-3315	184	23	,	,	PUNCT
cana-3315	184	24	k.	k.	PROPN
cana-3315	184	25	,	,	PUNCT
cana-3315	184	26	partibane	partibane	PROPN
cana-3315	184	27	,	,	PUNCT
cana-3315	184	28	b.	b.	PROPN
cana-3315	184	29	,	,	PUNCT
cana-3315	184	30	&	&	CCONJ
cana-3315	184	31	awal	awal	PROPN
cana-3315	184	32	,	,	PUNCT
cana-3315	184	33	h.	h.	PROPN
cana-3315	184	34	(	(	PUNCT
cana-3315	184	35	2022	2022	NUM
cana-3315	184	36	)	)	PUNCT
cana-3315	184	37	.	.	PUNCT
cana-3315	185	1	deep	deep	ADJ
cana-3315	185	2	transfer	transfer	NOUN
cana-3315	185	3	learning	learning	NOUN
cana-3315	185	4	approaches	approach	NOUN
cana-3315	185	5	in	in	ADP
cana-3315	185	6	performance	performance	NOUN
cana-3315	185	7	analysis	analysis	NOUN
cana-3315	185	8	of	of	ADP
cana-3315	185	9	brain	brain	NOUN
cana-3315	185	10	tumor	tumor	NOUN
cana-3315	185	11	classification	classification	NOUN
cana-3315	185	12	using	use	VERB
cana-3315	185	13	mri	mri	NOUN
cana-3315	185	14	images	image	NOUN
cana-3315	185	15	.	.	PUNCT
cana-3315	186	1	journal	journal	NOUN
cana-3315	186	2	of	of	ADP
cana-3315	186	3	healthcare	healthcare	PROPN
cana-3315	186	4	engineering	engineering	PROPN
cana-3315	186	5	,	,	PUNCT
cana-3315	186	6	2022(1	2022(1	NUM
cana-3315	186	7	)	)	PUNCT
cana-3315	186	8	,	,	PUNCT
cana-3315	186	9	3264367	3264367	NUM
cana-3315	186	10	.	.	PUNCT
cana-3315	187	1	[	[	X
cana-3315	187	2	13	13	NUM
cana-3315	187	3	]	]	X
cana-3315	187	4	arunkumar	arunkumar	PROPN
cana-3315	187	5	,	,	PUNCT
cana-3315	187	6	n.	n.	NOUN
cana-3315	187	7	,	,	PUNCT
cana-3315	187	8	mohammed	mohammed	PROPN
cana-3315	187	9	,	,	PUNCT
cana-3315	187	10	m.	m.	NOUN
cana-3315	187	11	a.	a.	PROPN
cana-3315	187	12	,	,	PUNCT
cana-3315	187	13	mostafa	mostafa	PROPN
cana-3315	187	14	,	,	PUNCT
cana-3315	187	15	s.	s.	PROPN
cana-3315	187	16	a.	a.	PROPN
cana-3315	187	17	,	,	PUNCT
cana-3315	187	18	ibrahim	ibrahim	PROPN
cana-3315	187	19	,	,	PUNCT
cana-3315	187	20	d.	d.	PROPN
cana-3315	187	21	a.	a.	PROPN
cana-3315	187	22	,	,	PUNCT
cana-3315	187	23	rodrigues	rodrigues	PROPN
cana-3315	187	24	,	,	PUNCT
cana-3315	187	25	j.	j.	PROPN
cana-3315	187	26	j.	j.	PROPN
cana-3315	187	27	,	,	PUNCT
cana-3315	187	28	&	&	CCONJ
cana-3315	187	29	de	de	X
cana-3315	187	30	albuquerque	albuquerque	PROPN
cana-3315	187	31	,	,	PUNCT
cana-3315	187	32	v.	v.	PROPN
cana-3315	187	33	h.	h.	PROPN
cana-3315	187	34	c.	c.	PROPN
cana-3315	187	35	(	(	PUNCT
cana-3315	187	36	2020	2020	NUM
cana-3315	187	37	)	)	PUNCT
cana-3315	187	38	.	.	PUNCT
cana-3315	188	1	fully	fully	ADV
cana-3315	188	2	automatic	automatic	ADJ
cana-3315	188	3	model‐based	model‐base	VERB
cana-3315	188	4	segmentation	segmentation	NOUN
cana-3315	188	5	and	and	CCONJ
cana-3315	188	6	classification	classification	NOUN
cana-3315	188	7	approach	approach	NOUN
cana-3315	188	8	for	for	ADP
cana-3315	188	9	mri	mri	NOUN
cana-3315	188	10	brain	brain	NOUN
cana-3315	188	11	tumor	tumor	NOUN
cana-3315	188	12	using	use	VERB
cana-3315	188	13	artificial	artificial	ADJ
cana-3315	188	14	neural	neural	ADJ
cana-3315	188	15	networks	network	NOUN
cana-3315	188	16	.	.	PUNCT
cana-3315	189	1	concurrency	concurrency	NOUN
cana-3315	189	2	and	and	CCONJ
cana-3315	189	3	computation	computation	NOUN
cana-3315	189	4	:	:	PUNCT
cana-3315	189	5	practice	practice	NOUN
cana-3315	189	6	and	and	CCONJ
cana-3315	189	7	experience	experience	NOUN
cana-3315	189	8	,	,	PUNCT
cana-3315	189	9	32(1	32(1	NUM
cana-3315	189	10	)	)	PUNCT
cana-3315	189	11	,	,	PUNCT
cana-3315	189	12	e4962	e4962	VERB
cana-3315	189	13	.	.	PUNCT
cana-3315	190	1	[	[	X
cana-3315	190	2	14	14	NUM
cana-3315	190	3	]	]	X
cana-3315	190	4	arunkumar	arunkumar	PROPN
cana-3315	190	5	,	,	PUNCT
cana-3315	190	6	n.	n.	PROPN
cana-3315	190	7	,	,	PUNCT
cana-3315	190	8	abedmohammed	abedmohamme	VERB
cana-3315	190	9	,	,	PUNCT
cana-3315	190	10	m.	m.	NOUN
cana-3315	190	11	,	,	PUNCT
cana-3315	190	12	a	a	DET
cana-3315	190	13	mostafa	mostafa	PROPN
cana-3315	190	14	,	,	PUNCT
cana-3315	190	15	s.	s.	PROPN
cana-3315	190	16	,	,	PUNCT
cana-3315	190	17	ahmed	ahmed	PROPN
cana-3315	190	18	ibrahim	ibrahim	PROPN
cana-3315	190	19	,	,	PUNCT
cana-3315	190	20	d.	d.	PROPN
cana-3315	190	21	,	,	PUNCT
cana-3315	190	22	rodrigues	rodrigues	PROPN
cana-3315	190	23	,	,	PUNCT
cana-3315	190	24	j.	j.	PROPN
cana-3315	190	25	j.	j.	PROPN
cana-3315	190	26	,	,	PUNCT
cana-3315	190	27	&	&	CCONJ
cana-3315	190	28	albuquerque	albuquerque	PROPN
cana-3315	190	29	,	,	PUNCT
cana-3315	190	30	v.	v.	PROPN
cana-3315	190	31	h.	h.	PROPN
cana-3315	190	32	c.	c.	PROPN
cana-3315	190	33	d.	d.	PROPN
cana-3315	190	34	(	(	PUNCT
cana-3315	190	35	2018	2018	NUM
cana-3315	190	36	)	)	PUNCT
cana-3315	190	37	.	.	PUNCT
cana-3315	191	1	fully	fully	ADV
cana-3315	191	2	automatic	automatic	ADJ
cana-3315	191	3	model	model	NOUN
cana-3315	191	4	-	-	PUNCT
cana-3315	191	5	based	base	VERB
cana-3315	191	6	segmentation	segmentation	NOUN
cana-3315	191	7	and	and	CCONJ
cana-3315	191	8	classification	classification	NOUN
cana-3315	191	9	approach	approach	NOUN
cana-3315	191	10	for	for	ADP
cana-3315	191	11	mri	mri	NOUN
cana-3315	191	12	brain	brain	NOUN
cana-3315	191	13	tumor	tumor	NOUN
cana-3315	191	14	using	use	VERB
cana-3315	191	15	artificial	artificial	ADJ
cana-3315	191	16	neural	neural	ADJ
cana-3315	191	17	networks	network	NOUN
cana-3315	191	18	.	.	PUNCT
cana-3315	192	1	concurrency	concurrency	NOUN
cana-3315	192	2	and	and	CCONJ
cana-3315	192	3	computation	computation	NOUN
cana-3315	192	4	:	:	PUNCT
cana-3315	192	5	practice	practice	NOUN
cana-3315	192	6	and	and	CCONJ
cana-3315	192	7	experience	experience	NOUN
cana-3315	192	8	,	,	PUNCT
cana-3315	192	9	32(1	32(1	NUM
cana-3315	192	10	)	)	PUNCT
cana-3315	192	11	,	,	PUNCT
cana-3315	192	12	1	1	NUM
cana-3315	192	13	-	-	SYM
cana-3315	192	14	9	9	NUM
cana-3315	192	15	.	.	PUNCT
cana-3315	193	1	[	[	X
cana-3315	193	2	15	15	NUM
cana-3315	193	3	]	]	X
cana-3315	193	4	shakeel	shakeel	PROPN
cana-3315	193	5	,	,	PUNCT
cana-3315	193	6	p.	p.	NOUN
cana-3315	193	7	m.	m.	NOUN
cana-3315	193	8	,	,	PUNCT
cana-3315	193	9	tobely	tobely	ADV
cana-3315	193	10	,	,	PUNCT
cana-3315	193	11	t.	t.	PROPN
cana-3315	193	12	e.	e.	PROPN
cana-3315	193	13	e.	e.	PROPN
cana-3315	193	14	,	,	PUNCT
cana-3315	193	15	al	al	PROPN
cana-3315	193	16	-	-	PUNCT
cana-3315	193	17	feel	feel	NOUN
cana-3315	193	18	,	,	PUNCT
cana-3315	193	19	h.	h.	PROPN
cana-3315	193	20	,	,	PUNCT
cana-3315	193	21	manogaran	manogaran	ADJ
cana-3315	193	22	,	,	PUNCT
cana-3315	193	23	g.	g.	PROPN
cana-3315	193	24	,	,	PUNCT
cana-3315	193	25	&	&	CCONJ
cana-3315	193	26	baskar	baskar	PROPN
cana-3315	193	27	,	,	PUNCT
cana-3315	193	28	s.	s.	PROPN
cana-3315	193	29	(	(	PUNCT
cana-3315	193	30	2019	2019	NUM
cana-3315	193	31	)	)	PUNCT
cana-3315	193	32	.	.	PUNCT
cana-3315	194	1	neural	neural	ADJ
cana-3315	194	2	network	network	PROPN
cana-3315	194	3	based	base	VERB
cana-3315	194	4	brain	brain	NOUN
cana-3315	194	5	tumor	tumor	NOUN
cana-3315	194	6	detection	detection	NOUN
cana-3315	194	7	using	use	VERB
cana-3315	194	8	wireless	wireless	ADJ
cana-3315	194	9	infrared	infrared	ADJ
cana-3315	194	10	imaging	imaging	NOUN
cana-3315	194	11	sensor	sensor	NOUN
cana-3315	194	12	.	.	PUNCT
cana-3315	195	1	ieee	ieee	NOUN
cana-3315	195	2	access	access	NOUN
cana-3315	195	3	,	,	PUNCT
cana-3315	195	4	7	7	NUM
cana-3315	195	5	,	,	PUNCT
cana-3315	195	6	5577	5577	NUM
cana-3315	195	7	-	-	SYM
cana-3315	195	8	5588	5588	NUM
cana-3315	195	9	.	.	PUNCT
cana-3315	196	1	[	[	X
cana-3315	196	2	16	16	NUM
cana-3315	196	3	]	]	X
cana-3315	196	4	more	more	ADV
cana-3315	196	5	,	,	PUNCT
cana-3315	196	6	s.	s.	PROPN
cana-3315	196	7	s.	s.	PROPN
cana-3315	196	8	,	,	PUNCT
cana-3315	196	9	mange	mange	NOUN
cana-3315	196	10	,	,	PUNCT
cana-3315	196	11	m.	m.	NOUN
cana-3315	196	12	a.	a.	PROPN
cana-3315	196	13	,	,	PUNCT
cana-3315	196	14	sankhe	sankhe	ADJ
cana-3315	196	15	,	,	PUNCT
cana-3315	196	16	m.	m.	NOUN
cana-3315	196	17	s.	s.	PROPN
cana-3315	196	18	,	,	PUNCT
cana-3315	196	19	&	&	CCONJ
cana-3315	196	20	sahu	sahu	PROPN
cana-3315	196	21	,	,	PUNCT
cana-3315	196	22	s.	s.	PROPN
cana-3315	196	23	s.	s.	PROPN
cana-3315	196	24	(	(	PUNCT
cana-3315	196	25	2021	2021	NUM
cana-3315	196	26	,	,	PUNCT
cana-3315	196	27	may	may	AUX
cana-3315	196	28	)	)	PUNCT
cana-3315	196	29	.	.	PUNCT
cana-3315	197	1	convolutional	convolutional	ADJ
cana-3315	197	2	neural	neural	ADJ
cana-3315	197	3	network	network	NOUN
cana-3315	197	4	based	base	VERB
cana-3315	197	5	brain	brain	NOUN
cana-3315	197	6	tumor	tumor	NOUN
cana-3315	197	7	detection	detection	NOUN
cana-3315	197	8	.	.	PUNCT
cana-3315	198	1	in	in	ADP
cana-3315	198	2	2021	2021	NUM
cana-3315	198	3	5th	5th	ADJ
cana-3315	198	4	international	international	ADJ
cana-3315	198	5	conference	conference	NOUN
cana-3315	198	6	on	on	ADP
cana-3315	198	7	intelligent	intelligent	ADJ
cana-3315	198	8	computing	computing	NOUN
cana-3315	198	9	and	and	CCONJ
cana-3315	198	10	control	control	NOUN
cana-3315	198	11	systems	system	NOUN
cana-3315	198	12	(	(	PUNCT
cana-3315	198	13	iciccs	iciccs	PROPN
cana-3315	198	14	)	)	PUNCT
cana-3315	198	15	(	(	PUNCT
cana-3315	198	16	pp	pp	ADJ
cana-3315	198	17	.	.	PUNCT
cana-3315	198	18	1532	1532	NUM
cana-3315	198	19	-	-	SYM
cana-3315	198	20	1538	1538	NUM
cana-3315	198	21	)	)	PUNCT
cana-3315	198	22	.	.	PUNCT
cana-3315	199	1	ieee	ieee	NOUN
cana-3315	199	2	.	.	PUNCT
cana-3315	200	1	[	[	X
cana-3315	200	2	17	17	NUM
cana-3315	200	3	]	]	X
cana-3315	200	4	kumar	kumar	PROPN
cana-3315	200	5	,	,	PUNCT
cana-3315	200	6	s.	s.	PROPN
cana-3315	200	7	,	,	PUNCT
cana-3315	200	8	agarwal	agarwal	PROPN
cana-3315	200	9	,	,	PUNCT
cana-3315	200	10	v.	v.	PROPN
cana-3315	200	11	,	,	PUNCT
cana-3315	200	12	sharma	sharma	PROPN
cana-3315	200	13	,	,	PUNCT
cana-3315	200	14	v.	v.	PROPN
cana-3315	200	15	,	,	PUNCT
cana-3315	200	16	garg	garg	NOUN
cana-3315	200	17	,	,	PUNCT
cana-3315	200	18	s.	s.	PROPN
cana-3315	200	19	,	,	PUNCT
cana-3315	200	20	sharma	sharma	PROPN
cana-3315	200	21	,	,	PUNCT
cana-3315	200	22	m.	m.	NOUN
cana-3315	200	23	k.	k.	PROPN
cana-3315	200	24	,	,	PUNCT
cana-3315	200	25	gupta	gupta	PROPN
cana-3315	200	26	,	,	PUNCT
cana-3315	200	27	r.	r.	PROPN
cana-3315	200	28	,	,	PUNCT
cana-3315	200	29	&	&	CCONJ
cana-3315	200	30	prashant	prashant	PROPN
cana-3315	200	31	,	,	PUNCT
cana-3315	200	32	s.	s.	PROPN
cana-3315	200	33	(	(	PUNCT
cana-3315	200	34	2023	2023	NUM
cana-3315	200	35	,	,	PUNCT
cana-3315	200	36	december	december	PROPN
cana-3315	200	37	)	)	PUNCT
cana-3315	200	38	.	.	PUNCT
cana-3315	201	1	accurate	accurate	ADJ
cana-3315	201	2	and	and	CCONJ
cana-3315	201	3	efficient	efficient	ADJ
cana-3315	201	4	brain	brain	NOUN
cana-3315	201	5	tumor	tumor	NOUN
cana-3315	201	6	segmentation	segmentation	NOUN
cana-3315	201	7	using	use	VERB
cana-3315	201	8	transfer	transfer	NOUN
cana-3315	201	9	learning	learning	NOUN
cana-3315	201	10	and	and	CCONJ
cana-3315	201	11	residual	residual	ADJ
cana-3315	201	12	networks	network	NOUN
cana-3315	201	13	.	.	PUNCT
cana-3315	202	1	in	in	ADP
cana-3315	202	2	2023	2023	NUM
cana-3315	202	3	5th	5th	ADJ
cana-3315	202	4	international	international	ADJ
cana-3315	202	5	conference	conference	NOUN
cana-3315	202	6	on	on	ADP
cana-3315	202	7	advances	advance	NOUN
cana-3315	202	8	in	in	ADP
cana-3315	202	9	computing	computing	NOUN
cana-3315	202	10	,	,	PUNCT
cana-3315	202	11	communication	communication	NOUN
cana-3315	202	12	control	control	NOUN
cana-3315	202	13	and	and	CCONJ
cana-3315	202	14	networking	networking	NOUN
cana-3315	202	15	(	(	PUNCT
cana-3315	202	16	icac3n	icac3n	PROPN
cana-3315	202	17	)	)	PUNCT
cana-3315	202	18	(	(	PUNCT
cana-3315	202	19	pp	pp	ADP
cana-3315	202	20	.	.	PUNCT
cana-3315	202	21	683689	683689	NUM
cana-3315	202	22	)	)	PUNCT
cana-3315	202	23	.	.	PUNCT
cana-3315	203	1	ieee	ieee	NOUN
cana-3315	203	2	.	.	PUNCT
cana-3315	204	1	[	[	X
cana-3315	204	2	18	18	NUM
cana-3315	204	3	]	]	X
cana-3315	204	4	saxena	saxena	PROPN
cana-3315	204	5	,	,	PUNCT
cana-3315	204	6	g.	g.	PROPN
cana-3315	204	7	,	,	PUNCT
cana-3315	204	8	kumar	kumar	PROPN
cana-3315	204	9	,	,	PUNCT
cana-3315	204	10	s.	s.	PROPN
cana-3315	204	11	,	,	PUNCT
cana-3315	204	12	chintakindi	chintakindi	NOUN
cana-3315	204	13	,	,	PUNCT
cana-3315	204	14	s.	s.	PROPN
cana-3315	204	15	,	,	PUNCT
cana-3315	204	16	al	al	PROPN
cana-3315	204	17	-	-	PUNCT
cana-3315	204	18	tamim	tamim	PROPN
cana-3315	204	19	,	,	PUNCT
cana-3315	204	20	a.	a.	PROPN
cana-3315	204	21	,	,	PUNCT
cana-3315	204	22	abidi	abidi	PROPN
cana-3315	204	23	,	,	PUNCT
cana-3315	204	24	m.	m.	PROPN
cana-3315	204	25	h.	h.	PROPN
cana-3315	204	26	,	,	PUNCT
cana-3315	204	27	saif	saif	PROPN
cana-3315	204	28	,	,	PUNCT
cana-3315	204	29	w.	w.	PROPN
cana-3315	204	30	a.	a.	NOUN
cana-3315	204	31	m.	m.	PROPN
cana-3315	204	32	,	,	PUNCT
cana-3315	204	33	...	...	PUNCT
cana-3315	204	34	&	&	CCONJ
cana-3315	204	35	awasthi	awasthi	PROPN
cana-3315	204	36	,	,	PUNCT
cana-3315	204	37	y.	y.	PROPN
cana-3315	204	38	k.	k.	PROPN
cana-3315	204	39	(	(	PUNCT
cana-3315	204	40	2023	2023	NUM
cana-3315	204	41	)	)	PUNCT
cana-3315	204	42	.	.	PUNCT
cana-3315	205	1	metasurface	metasurface	PROPN
cana-3315	205	2	instrumented	instrument	VERB
cana-3315	205	3	high	high	ADJ
cana-3315	205	4	gain	gain	NOUN
cana-3315	205	5	and	and	CCONJ
cana-3315	205	6	low	low	ADJ
cana-3315	205	7	rcs	rcs	NOUN
cana-3315	205	8	x	x	NOUN
cana-3315	205	9	-	-	NOUN
cana-3315	205	10	band	band	NOUN
cana-3315	205	11	circularly	circularly	ADV
cana-3315	205	12	polarized	polarize	VERB
cana-3315	205	13	mimo	mimo	NOUN
cana-3315	205	14	antenna	antenna	NOUN
cana-3315	205	15	for	for	ADP
cana-3315	205	16	iot	iot	PROPN
cana-3315	205	17	over	over	ADP
cana-3315	205	18	satellite	satellite	NOUN
cana-3315	205	19	application	application	NOUN
cana-3315	205	20	.	.	PUNCT
cana-3315	206	1	ieee	ieee	NOUN
cana-3315	206	2	transactions	transaction	NOUN
cana-3315	206	3	on	on	ADP
cana-3315	206	4	instrumentation	instrumentation	NOUN
cana-3315	206	5	and	and	CCONJ
cana-3315	206	6	measurement	measurement	NOUN
cana-3315	206	7	,	,	PUNCT
cana-3315	206	8	72	72	NUM
cana-3315	206	9	,	,	PUNCT
cana-3315	206	10	1	1	NUM
cana-3315	206	11	-	-	SYM
cana-3315	206	12	10	10	NUM
cana-3315	206	13	.	.	PUNCT
cana-3315	207	1	[	[	X
cana-3315	207	2	19	19	NUM
cana-3315	207	3	]	]	X
cana-3315	207	4	agrawal	agrawal	PROPN
cana-3315	207	5	,	,	PUNCT
cana-3315	207	6	v.	v.	ADP
cana-3315	207	7	,	,	PUNCT
cana-3315	207	8	kaswan	kaswan	PROPN
cana-3315	207	9	,	,	PUNCT
cana-3315	207	10	k.	k.	PROPN
cana-3315	207	11	s.	s.	PROPN
cana-3315	207	12	,	,	PUNCT
cana-3315	207	13	&	&	CCONJ
cana-3315	207	14	kumar	kumar	PROPN
cana-3315	207	15	,	,	PUNCT
cana-3315	207	16	s.	s.	PROPN
cana-3315	207	17	(	(	PUNCT
cana-3315	207	18	2024	2024	NUM
cana-3315	207	19	,	,	PUNCT
cana-3315	207	20	february	february	PROPN
cana-3315	207	21	)	)	PUNCT
cana-3315	207	22	.	.	PUNCT
cana-3315	208	1	prediction	prediction	NOUN
cana-3315	208	2	of	of	ADP
cana-3315	208	3	level	level	NOUN
cana-3315	208	4	of	of	ADP
cana-3315	208	5	damage	damage	NOUN
cana-3315	208	6	of	of	ADP
cana-3315	208	7	brain	brain	NOUN
cana-3315	208	8	due	due	ADP
cana-3315	208	9	to	to	ADP
cana-3315	208	10	tumor	tumor	NOUN
cana-3315	208	11	via	via	ADP
cana-3315	208	12	integrated	integrate	VERB
cana-3315	208	13	cnn	cnn	PROPN
cana-3315	208	14	technique	technique	NOUN
cana-3315	208	15	.	.	PUNCT
cana-3315	209	1	in	in	ADP
cana-3315	209	2	2024	2024	NUM
cana-3315	209	3	ieee	ieee	NOUN
cana-3315	209	4	international	international	ADJ
cana-3315	209	5	conference	conference	NOUN
cana-3315	209	6	on	on	ADP
cana-3315	209	7	computing	computing	NOUN
cana-3315	209	8	,	,	PUNCT
cana-3315	209	9	power	power	NOUN
cana-3315	209	10	and	and	CCONJ
cana-3315	209	11	communication	communication	NOUN
cana-3315	209	12	technologies	technology	NOUN
cana-3315	209	13	(	(	PUNCT
cana-3315	209	14	ic2pct	ic2pct	PROPN
cana-3315	209	15	)	)	PUNCT
cana-3315	209	16	(	(	PUNCT
cana-3315	209	17	vol	vol	NOUN
cana-3315	209	18	.	.	PROPN
cana-3315	209	19	5	5	NUM
cana-3315	209	20	,	,	PUNCT
cana-3315	209	21	pp	pp	ADJ
cana-3315	209	22	.	.	PUNCT
cana-3315	210	1	783	783	NUM
cana-3315	210	2	-	-	SYM
cana-3315	210	3	786	786	NUM
cana-3315	210	4	)	)	PUNCT
cana-3315	210	5	.	.	PUNCT
cana-3315	211	1	ieee	ieee	NOUN
cana-3315	211	2	.	.	PUNCT
cana-3315	212	1	[	[	X
cana-3315	212	2	20	20	NUM
cana-3315	212	3	]	]	X
cana-3315	212	4	singhal	singhal	PROPN
cana-3315	212	5	,	,	PUNCT
cana-3315	212	6	k.	k.	PROPN
cana-3315	212	7	,	,	PUNCT
cana-3315	212	8	singh	singh	PROPN
cana-3315	212	9	,	,	PUNCT
cana-3315	212	10	j.	j.	PROPN
cana-3315	212	11	n.	n.	PROPN
cana-3315	212	12	,	,	PUNCT
cana-3315	212	13	sharma	sharma	PROPN
cana-3315	212	14	,	,	PUNCT
cana-3315	212	15	v.	v.	PROPN
cana-3315	212	16	,	,	PUNCT
cana-3315	212	17	&	&	CCONJ
cana-3315	212	18	kumar	kumar	PROPN
cana-3315	212	19	,	,	PUNCT
cana-3315	212	20	s.	s.	PROPN
cana-3315	212	21	(	(	PUNCT
cana-3315	212	22	2024	2024	NUM
cana-3315	212	23	,	,	PUNCT
cana-3315	212	24	july	july	PROPN
cana-3315	212	25	)	)	PUNCT
cana-3315	212	26	.	.	PUNCT
cana-3315	213	1	a	a	DET
cana-3315	213	2	strategic	strategic	ADJ
cana-3315	213	3	blueprint	blueprint	NOUN
cana-3315	213	4	for	for	ADP
cana-3315	213	5	integrating	integrate	VERB
cana-3315	213	6	artificial	artificial	ADJ
cana-3315	213	7	intelligence	intelligence	NOUN
cana-3315	213	8	in	in	ADP
cana-3315	213	9	marketing	marketing	NOUN
cana-3315	213	10	.	.	PUNCT
cana-3315	214	1	in	in	ADP
cana-3315	214	2	aip	aip	PROPN
cana-3315	214	3	conference	conference	NOUN
cana-3315	214	4	proceedings	proceeding	NOUN
cana-3315	214	5	(	(	PUNCT
cana-3315	214	6	vol	vol	NOUN
cana-3315	214	7	.	.	NOUN
cana-3315	214	8	3121	3121	NUM
cana-3315	214	9	,	,	PUNCT
cana-3315	214	10	no	no	INTJ
cana-3315	214	11	.	.	NOUN
cana-3315	214	12	1	1	NUM
cana-3315	214	13	)	)	PUNCT
cana-3315	214	14	.	.	PUNCT
cana-3315	215	1	aip	aip	PROPN
cana-3315	215	2	publishing	publishing	PROPN
cana-3315	215	3	.	.	PUNCT
cana-3315	216	1	[	[	X
cana-3315	216	2	21	21	NUM
cana-3315	216	3	]	]	X
cana-3315	216	4	agrawal	agrawal	PROPN
cana-3315	216	5	,	,	PUNCT
cana-3315	216	6	v.	v.	ADP
cana-3315	216	7	,	,	PUNCT
cana-3315	216	8	kaswan	kaswan	PROPN
cana-3315	216	9	,	,	PUNCT
cana-3315	216	10	k.	k.	PROPN
cana-3315	216	11	s.	s.	PROPN
cana-3315	216	12	,	,	PUNCT
cana-3315	216	13	&	&	CCONJ
cana-3315	216	14	kumar	kumar	PROPN
cana-3315	216	15	,	,	PUNCT
cana-3315	216	16	s.	s.	PROPN
cana-3315	216	17	(	(	PUNCT
cana-3315	216	18	2024	2024	NUM
cana-3315	216	19	,	,	PUNCT
cana-3315	216	20	july	july	PROPN
cana-3315	216	21	)	)	PUNCT
cana-3315	216	22	.	.	PUNCT
cana-3315	217	1	an	an	DET
cana-3315	217	2	optimized	optimize	VERB
cana-3315	217	3	deep	deep	ADJ
cana-3315	217	4	learning	learning	NOUN
cana-3315	217	5	model	model	NOUN
cana-3315	217	6	for	for	ADP
cana-3315	217	7	fast	fast	ADJ
cana-3315	217	8	and	and	CCONJ
cana-3315	217	9	accurate	accurate	ADJ
cana-3315	217	10	brain	brain	NOUN
cana-3315	217	11	tumor	tumor	NOUN
cana-3315	217	12	segmentation	segmentation	NOUN
cana-3315	217	13	.	.	PUNCT
cana-3315	218	1	in	in	ADP
cana-3315	218	2	aip	aip	PROPN
cana-3315	218	3	conference	conference	NOUN
cana-3315	218	4	proceedings	proceeding	NOUN
cana-3315	218	5	(	(	PUNCT
cana-3315	218	6	vol	vol	NOUN
cana-3315	218	7	.	.	NOUN
cana-3315	218	8	3121	3121	NUM
cana-3315	218	9	,	,	PUNCT
cana-3315	218	10	no	no	INTJ
cana-3315	218	11	.	.	NOUN
cana-3315	218	12	1	1	NUM
cana-3315	218	13	)	)	PUNCT
cana-3315	218	14	.	.	PUNCT
cana-3315	219	1	aip	aip	PROPN
cana-3315	219	2	publishing	publishing	PROPN
cana-3315	219	3	.	.	PUNCT
cana-3315	220	1	[	[	X
cana-3315	220	2	22	22	NUM
cana-3315	220	3	]	]	X
cana-3315	220	4	kumar	kumar	PROPN
cana-3315	220	5	,	,	PUNCT
cana-3315	220	6	s.	s.	PROPN
cana-3315	220	7	,	,	PUNCT
cana-3315	220	8	agarwal	agarwal	PROPN
cana-3315	220	9	,	,	PUNCT
cana-3315	220	10	v.	v.	PROPN
cana-3315	220	11	,	,	PUNCT
cana-3315	220	12	sharma	sharma	PROPN
cana-3315	220	13	,	,	PUNCT
cana-3315	220	14	v.	v.	PROPN
cana-3315	220	15	,	,	PUNCT
cana-3315	220	16	garg	garg	NOUN
cana-3315	220	17	,	,	PUNCT
cana-3315	220	18	s.	s.	PROPN
cana-3315	220	19	,	,	PUNCT
cana-3315	220	20	sharma	sharma	PROPN
cana-3315	220	21	,	,	PUNCT
cana-3315	220	22	m.	m.	NOUN
cana-3315	220	23	k.	k.	PROPN
cana-3315	220	24	,	,	PUNCT
cana-3315	220	25	gupta	gupta	PROPN
cana-3315	220	26	,	,	PUNCT
cana-3315	220	27	r.	r.	PROPN
cana-3315	220	28	,	,	PUNCT
cana-3315	220	29	&	&	CCONJ
cana-3315	220	30	prashant	prashant	PROPN
cana-3315	220	31	,	,	PUNCT
cana-3315	220	32	s.	s.	PROPN
cana-3315	220	33	(	(	PUNCT
cana-3315	220	34	2023	2023	NUM
cana-3315	220	35	,	,	PUNCT
cana-3315	220	36	december	december	PROPN
cana-3315	220	37	)	)	PUNCT
cana-3315	220	38	.	.	PUNCT
cana-3315	221	1	accurate	accurate	ADJ
cana-3315	221	2	and	and	CCONJ
cana-3315	221	3	efficient	efficient	ADJ
cana-3315	221	4	brain	brain	NOUN
cana-3315	221	5	tumor	tumor	NOUN
cana-3315	221	6	segmentation	segmentation	NOUN
cana-3315	221	7	using	use	VERB
cana-3315	221	8	transfer	transfer	NOUN
cana-3315	221	9	learning	learning	NOUN
cana-3315	221	10	and	and	CCONJ
cana-3315	221	11	residual	residual	ADJ
cana-3315	221	12	networks	network	NOUN
cana-3315	221	13	.	.	PUNCT
cana-3315	222	1	in	in	ADP
cana-3315	222	2	2023	2023	NUM
cana-3315	222	3	5th	5th	ADJ
cana-3315	222	4	international	international	ADJ
cana-3315	222	5	conference	conference	NOUN
cana-3315	222	6	on	on	ADP
cana-3315	222	7	advances	advance	NOUN
cana-3315	222	8	in	in	ADP
cana-3315	222	9	computing	computing	NOUN
cana-3315	222	10	,	,	PUNCT
cana-3315	222	11	communication	communication	NOUN
cana-3315	222	12	control	control	NOUN
cana-3315	222	13	and	and	CCONJ
cana-3315	222	14	networking	networking	NOUN
cana-3315	222	15	(	(	PUNCT
cana-3315	222	16	icac3n	icac3n	PROPN
cana-3315	222	17	)	)	PUNCT
cana-3315	222	18	(	(	PUNCT
cana-3315	222	19	pp	pp	ADP
cana-3315	222	20	.	.	PUNCT
cana-3315	222	21	683689	683689	NUM
cana-3315	222	22	)	)	PUNCT
cana-3315	222	23	.	.	PUNCT
cana-3315	223	1	ieee	ieee	PROPN
cana-3315	223	2	.	.	PUNCT