id	sid	tid	token	lemma	pos
cana-1629	1	1	communications	communication	NOUN
cana-1629	1	2	on	on	ADP
cana-1629	1	3	applied	apply	VERB
cana-1629	1	4	nonlinear	nonlinear	ADJ
cana-1629	1	5	analysis	analysis	NOUN
cana-1629	1	6	issn	issn	NOUN
cana-1629	1	7	:	:	PUNCT
cana-1629	1	8	1074	1074	NUM
cana-1629	1	9	-	-	PUNCT
cana-1629	1	10	133x	133x	NUM
cana-1629	1	11	vol	vol	NOUN
cana-1629	1	12	32	32	NUM
cana-1629	1	13	no	no	NOUN
cana-1629	1	14	.	.	NOUN
cana-1629	1	15	1	1	NUM
cana-1629	1	16	(	(	PUNCT
cana-1629	1	17	2025	2025	NUM
cana-1629	1	18	)	)	PUNCT
cana-1629	1	19	173	173	NUM
cana-1629	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1629	1	21	brain	brain	NOUN
cana-1629	1	22	hemorrhage	hemorrhage	NOUN
cana-1629	1	23	medical	medical	ADJ
cana-1629	1	24	imaging	imaging	NOUN
cana-1629	1	25	is	be	AUX
cana-1629	1	26	filtered	filter	VERB
cana-1629	1	27	with	with	ADP
cana-1629	1	28	a	a	DET
cana-1629	1	29	pde	pde	NOUN
cana-1629	1	30	based	base	VERB
cana-1629	1	31	and	and	CCONJ
cana-1629	1	32	classified	classified	ADJ
cana-1629	1	33	using	use	VERB
cana-1629	1	34	extracted	extract	VERB
cana-1629	1	35	features	feature	NOUN
cana-1629	1	36	n.	n.	PROPN
cana-1629	1	37	bhuvaneswari1	bhuvaneswari1	PROPN
cana-1629	1	38	*	*	PROPN
cana-1629	1	39	,	,	PUNCT
cana-1629	1	40	r.	r.	PROPN
cana-1629	1	41	sathish	sathish	PROPN
cana-1629	1	42	kumar1	kumar1	PROPN
cana-1629	1	43	,	,	PUNCT
cana-1629	1	44	s.	s.	PROPN
cana-1629	1	45	sanjayprabu2	sanjayprabu2	PROPN
cana-1629	1	46	,	,	PUNCT
cana-1629	1	47	r.	r.	PROPN
cana-1629	1	48	karthikamani3	karthikamani3	PROPN
cana-1629	1	49	1	1	NUM
cana-1629	1	50	department	department	NOUN
cana-1629	1	51	of	of	ADP
cana-1629	1	52	mathematics	mathematic	NOUN
cana-1629	1	53	,	,	PUNCT
cana-1629	1	54	sri	sri	PROPN
cana-1629	1	55	ramakrishna	ramakrishna	PROPN
cana-1629	1	56	mission	mission	PROPN
cana-1629	1	57	vidyalaya	vidyalaya	PROPN
cana-1629	1	58	college	college	PROPN
cana-1629	1	59	of	of	ADP
cana-1629	1	60	arts	art	NOUN
cana-1629	1	61	and	and	CCONJ
cana-1629	1	62	science	science	NOUN
cana-1629	1	63	,	,	PUNCT
cana-1629	1	64	coimbatore-641	coimbatore-641	PROPN
cana-1629	1	65	020	020	NUM
cana-1629	1	66	,	,	PUNCT
cana-1629	1	67	tamilnadu	tamilnadu	NOUN
cana-1629	1	68	,	,	PUNCT
cana-1629	1	69	india	india	PROPN
cana-1629	1	70	.	.	PUNCT
cana-1629	2	1	2department	2department	NUM
cana-1629	2	2	of	of	ADP
cana-1629	2	3	mathematics	mathematic	NOUN
cana-1629	2	4	,	,	PUNCT
cana-1629	2	5	rathinam	rathinam	NOUN
cana-1629	2	6	college	college	NOUN
cana-1629	2	7	of	of	ADP
cana-1629	2	8	liberal	liberal	ADJ
cana-1629	2	9	arts	art	NOUN
cana-1629	2	10	and	and	CCONJ
cana-1629	2	11	science	science	NOUN
cana-1629	2	12	@	@	ADP
cana-1629	2	13	tips	tips	PROPN
cana-1629	2	14	global	global	PROPN
cana-1629	2	15	institute	institute	PROPN
cana-1629	2	16	,	,	PUNCT
cana-1629	2	17	coimbatore-641	coimbatore-641	PROPN
cana-1629	2	18	107	107	NUM
cana-1629	2	19	,	,	PUNCT
cana-1629	2	20	tamilnadu	tamilnadu	NOUN
cana-1629	2	21	,	,	PUNCT
cana-1629	2	22	india	india	PROPN
cana-1629	2	23	.	.	PUNCT
cana-1629	3	1	3department	3department	NUM
cana-1629	3	2	of	of	ADP
cana-1629	3	3	electrical	electrical	ADJ
cana-1629	3	4	and	and	CCONJ
cana-1629	3	5	electronics	electronic	NOUN
cana-1629	3	6	engineering	engineering	NOUN
cana-1629	3	7	,	,	PUNCT
cana-1629	3	8	sri	sri	PROPN
cana-1629	3	9	ramakrishna	ramakrishna	PROPN
cana-1629	3	10	engineering	engineering	PROPN
cana-1629	3	11	college	college	PROPN
cana-1629	3	12	,	,	PUNCT
cana-1629	3	13	coimbatore-641	coimbatore-641	PROPN
cana-1629	3	14	022	022	PROPN
cana-1629	3	15	,	,	PUNCT
cana-1629	3	16	tamilnadu	tamilnadu	PROPN
cana-1629	3	17	,	,	PUNCT
cana-1629	3	18	india	india	PROPN
cana-1629	3	19	.	.	PUNCT
cana-1629	4	1	e	e	X
cana-1629	4	2	-	-	NOUN
cana-1629	4	3	mail	mail	NOUN
cana-1629	4	4	bhuvaneswari@rmv.ac.in	bhuvaneswari@rmv.ac.in	NOUN
cana-1629	4	5	article	article	NOUN
cana-1629	4	6	history	history	NOUN
cana-1629	4	7	:	:	PUNCT
cana-1629	4	8	received	receive	VERB
cana-1629	4	9	:	:	PUNCT
cana-1629	4	10	11	11	NUM
cana-1629	4	11	-	-	SYM
cana-1629	4	12	07	07	NUM
cana-1629	4	13	-	-	PUNCT
cana-1629	4	14	2024	2024	NUM
cana-1629	4	15	revised	revise	VERB
cana-1629	4	16	:	:	PUNCT
cana-1629	4	17	26	26	NUM
cana-1629	4	18	-	-	SYM
cana-1629	4	19	08	08	NUM
cana-1629	4	20	-	-	PUNCT
cana-1629	4	21	2024	2024	NUM
cana-1629	4	22	accepted	accept	VERB
cana-1629	4	23	:	:	PUNCT
cana-1629	4	24	07	07	NUM
cana-1629	4	25	-	-	PUNCT
cana-1629	4	26	09	09	NUM
cana-1629	4	27	-	-	PUNCT
cana-1629	4	28	2024	2024	NUM
cana-1629	4	29	abstract	abstract	NOUN
cana-1629	4	30	:	:	PUNCT
cana-1629	4	31	the	the	DET
cana-1629	4	32	health	health	NOUN
cana-1629	4	33	and	and	CCONJ
cana-1629	4	34	well	well	ADV
cana-1629	4	35	-	-	PUNCT
cana-1629	4	36	being	be	AUX
cana-1629	4	37	industry	industry	NOUN
cana-1629	4	38	stands	stand	VERB
cana-1629	4	39	as	as	ADP
cana-1629	4	40	one	one	NUM
cana-1629	4	41	of	of	ADP
cana-1629	4	42	the	the	DET
cana-1629	4	43	most	most	ADV
cana-1629	4	44	important	important	ADJ
cana-1629	4	45	economic	economic	ADJ
cana-1629	4	46	sectors	sector	NOUN
cana-1629	4	47	that	that	PRON
cana-1629	4	48	mostly	mostly	ADV
cana-1629	4	49	depend	depend	VERB
cana-1629	4	50	on	on	ADP
cana-1629	4	51	images	image	NOUN
cana-1629	4	52	.	.	PUNCT
cana-1629	5	1	the	the	DET
cana-1629	5	2	method	method	NOUN
cana-1629	5	3	described	describe	VERB
cana-1629	5	4	in	in	ADP
cana-1629	5	5	the	the	DET
cana-1629	5	6	investigation	investigation	NOUN
cana-1629	5	7	's	's	PART
cana-1629	5	8	results	result	NOUN
cana-1629	5	9	looks	look	VERB
cana-1629	5	10	for	for	ADP
cana-1629	5	11	any	any	DET
cana-1629	5	12	possible	possible	ADJ
cana-1629	5	13	bleeding	bleeding	NOUN
cana-1629	5	14	.	.	PUNCT
cana-1629	6	1	in	in	ADP
cana-1629	6	2	the	the	DET
cana-1629	6	3	most	most	ADV
cana-1629	6	4	recent	recent	ADJ
cana-1629	6	5	study	study	NOUN
cana-1629	6	6	,	,	PUNCT
cana-1629	6	7	we	we	PRON
cana-1629	6	8	suggested	suggest	VERB
cana-1629	6	9	a	a	DET
cana-1629	6	10	method	method	NOUN
cana-1629	6	11	for	for	ADP
cana-1629	6	12	using	use	VERB
cana-1629	6	13	computed	compute	VERB
cana-1629	6	14	tomography	tomography	NOUN
cana-1629	6	15	(	(	PUNCT
cana-1629	6	16	ct	ct	PROPN
cana-1629	6	17	)	)	PUNCT
cana-1629	6	18	scans	scan	NOUN
cana-1629	6	19	to	to	PART
cana-1629	6	20	detect	detect	VERB
cana-1629	6	21	hemorrhage	hemorrhage	NOUN
cana-1629	6	22	in	in	ADP
cana-1629	6	23	the	the	DET
cana-1629	6	24	brain	brain	NOUN
cana-1629	6	25	.	.	PUNCT
cana-1629	7	1	the	the	DET
cana-1629	7	2	recommended	recommend	VERB
cana-1629	7	3	method	method	NOUN
cana-1629	7	4	comprises	comprise	VERB
cana-1629	7	5	three	three	NUM
cana-1629	7	6	stages	stage	NOUN
cana-1629	7	7	:	:	PUNCT
cana-1629	7	8	initial	initial	ADJ
cana-1629	7	9	image	image	NOUN
cana-1629	7	10	processing	processing	NOUN
cana-1629	7	11	,	,	PUNCT
cana-1629	7	12	filtration	filtration	NOUN
cana-1629	7	13	,	,	PUNCT
cana-1629	7	14	and	and	CCONJ
cana-1629	7	15	feature	feature	NOUN
cana-1629	7	16	extraction	extraction	NOUN
cana-1629	7	17	.	.	PUNCT
cana-1629	8	1	in	in	ADP
cana-1629	8	2	this	this	DET
cana-1629	8	3	study	study	NOUN
cana-1629	8	4	,	,	PUNCT
cana-1629	8	5	brain	brain	NOUN
cana-1629	8	6	hemorrhage	hemorrhage	NOUN
cana-1629	8	7	scan	scan	NOUN
cana-1629	8	8	images	image	NOUN
cana-1629	8	9	are	be	AUX
cana-1629	8	10	pre	pre	ADJ
cana-1629	8	11	-	-	VERB
cana-1629	8	12	processed	processed	ADJ
cana-1629	8	13	using	use	VERB
cana-1629	8	14	a	a	DET
cana-1629	8	15	rof	rof	NOUN
cana-1629	8	16	filter	filter	NOUN
cana-1629	8	17	before	before	SCONJ
cana-1629	8	18	hemorrhage	hemorrhage	NOUN
cana-1629	8	19	incidences	incidence	NOUN
cana-1629	8	20	are	be	AUX
cana-1629	8	21	categorized	categorize	VERB
cana-1629	8	22	.	.	PUNCT
cana-1629	9	1	we	we	PRON
cana-1629	9	2	extracted	extract	VERB
cana-1629	9	3	features	feature	NOUN
cana-1629	9	4	from	from	ADP
cana-1629	9	5	the	the	DET
cana-1629	9	6	head	head	NOUN
cana-1629	9	7	ct	ct	NOUN
cana-1629	9	8	picture	picture	NOUN
cana-1629	9	9	using	use	VERB
cana-1629	9	10	the	the	DET
cana-1629	9	11	ldp	ldp	PROPN
cana-1629	9	12	,	,	PUNCT
cana-1629	9	13	lpq	lpq	PROPN
cana-1629	9	14	,	,	PUNCT
cana-1629	9	15	lgp	lgp	PROPN
cana-1629	9	16	,	,	PUNCT
cana-1629	9	17	and	and	CCONJ
cana-1629	9	18	ngtdm	ngtdm	ADJ
cana-1629	9	19	procedures	procedure	NOUN
cana-1629	9	20	.	.	PUNCT
cana-1629	10	1	applying	apply	VERB
cana-1629	10	2	the	the	DET
cana-1629	10	3	knn	knn	NOUN
cana-1629	10	4	classifier	classifier	NOUN
cana-1629	10	5	after	after	SCONJ
cana-1629	10	6	the	the	DET
cana-1629	10	7	features	feature	NOUN
cana-1629	10	8	of	of	ADP
cana-1629	10	9	the	the	DET
cana-1629	10	10	images	image	NOUN
cana-1629	10	11	were	be	AUX
cana-1629	10	12	retrieved	retrieve	VERB
cana-1629	10	13	produced	produce	VERB
cana-1629	10	14	generally	generally	ADV
cana-1629	10	15	satisfactory	satisfactory	ADJ
cana-1629	10	16	results	result	NOUN
cana-1629	10	17	.	.	PUNCT
cana-1629	11	1	keywords	keyword	NOUN
cana-1629	11	2	:	:	PUNCT
cana-1629	11	3	brain	brain	NOUN
cana-1629	11	4	hemorrhage	hemorrhage	NOUN
cana-1629	11	5	,	,	PUNCT
cana-1629	11	6	rof	rof	PROPN
cana-1629	11	7	,	,	PUNCT
cana-1629	11	8	ldp	ldp	PROPN
cana-1629	11	9	,	,	PUNCT
cana-1629	11	10	lpq	lpq	PROPN
cana-1629	11	11	,	,	PUNCT
cana-1629	11	12	lgp	lgp	PROPN
cana-1629	11	13	,	,	PUNCT
cana-1629	11	14	ngtdm	ngtdm	NOUN
cana-1629	11	15	,	,	PUNCT
cana-1629	11	16	knn	knn	PROPN
cana-1629	11	17	.	.	PROPN
cana-1629	11	18	1	1	X
cana-1629	11	19	.	.	X
cana-1629	11	20	introduction	introduction	NOUN
cana-1629	11	21	bleeding	bleed	VERB
cana-1629	11	22	within	within	ADP
cana-1629	11	23	the	the	DET
cana-1629	11	24	brain	brain	NOUN
cana-1629	11	25	tissue	tissue	NOUN
cana-1629	11	26	is	be	AUX
cana-1629	11	27	referred	refer	VERB
cana-1629	11	28	to	to	ADP
cana-1629	11	29	as	as	ADP
cana-1629	11	30	a	a	DET
cana-1629	11	31	brain	brain	NOUN
cana-1629	11	32	hemorrhage	hemorrhage	NOUN
cana-1629	11	33	,	,	PUNCT
cana-1629	11	34	cerebral	cerebral	ADJ
cana-1629	11	35	hemorrhage	hemorrhage	NOUN
cana-1629	11	36	,	,	PUNCT
cana-1629	11	37	or	or	CCONJ
cana-1629	11	38	intracerebral	intracerebral	ADJ
cana-1629	11	39	hemorrhage	hemorrhage	NOUN
cana-1629	11	40	.	.	PUNCT
cana-1629	12	1	there	there	PRON
cana-1629	12	2	are	be	VERB
cana-1629	12	3	several	several	ADJ
cana-1629	12	4	reasons	reason	NOUN
cana-1629	12	5	why	why	SCONJ
cana-1629	12	6	this	this	DET
cana-1629	12	7	bleeding	bleeding	NOUN
cana-1629	12	8	may	may	AUX
cana-1629	12	9	occur	occur	VERB
cana-1629	12	10	,	,	PUNCT
cana-1629	12	11	such	such	ADJ
cana-1629	12	12	as	as	ADP
cana-1629	12	13	trauma	trauma	NOUN
cana-1629	12	14	,	,	PUNCT
cana-1629	12	15	hypertension	hypertension	NOUN
cana-1629	12	16	,	,	PUNCT
cana-1629	12	17	anomalies	anomaly	NOUN
cana-1629	12	18	in	in	ADP
cana-1629	12	19	blood	blood	NOUN
cana-1629	12	20	vessels	vessel	NOUN
cana-1629	12	21	,	,	PUNCT
cana-1629	12	22	or	or	CCONJ
cana-1629	12	23	illnesses	illness	NOUN
cana-1629	12	24	like	like	ADP
cana-1629	12	25	aneurysms	aneurysm	NOUN
cana-1629	12	26	or	or	CCONJ
cana-1629	12	27	blood	blood	NOUN
cana-1629	12	28	coagulation	coagulation	NOUN
cana-1629	12	29	problems	problem	NOUN
cana-1629	12	30	.	.	PUNCT
cana-1629	13	1	one	one	NUM
cana-1629	13	2	kind	kind	NOUN
cana-1629	13	3	of	of	ADP
cana-1629	13	4	stroke	stroke	NOUN
cana-1629	13	5	is	be	AUX
cana-1629	13	6	called	call	VERB
cana-1629	13	7	a	a	DET
cana-1629	13	8	brain	brain	NOUN
cana-1629	13	9	hemorrhage	hemorrhage	NOUN
cana-1629	13	10	,	,	PUNCT
cana-1629	13	11	which	which	PRON
cana-1629	13	12	happens	happen	VERB
cana-1629	13	13	when	when	SCONJ
cana-1629	13	14	an	an	DET
cana-1629	13	15	artery	artery	NOUN
cana-1629	13	16	bursts	burst	NOUN
cana-1629	13	17	,	,	PUNCT
cana-1629	13	18	causing	cause	VERB
cana-1629	13	19	bleeding	bleed	VERB
cana-1629	13	20	into	into	ADP
cana-1629	13	21	or	or	CCONJ
cana-1629	13	22	around	around	ADP
cana-1629	13	23	the	the	DET
cana-1629	13	24	brain	brain	NOUN
cana-1629	13	25	's	's	PART
cana-1629	13	26	tissues	tissue	NOUN
cana-1629	13	27	.	.	PUNCT
cana-1629	14	1	accident	accident	NOUN
cana-1629	14	2	-	-	PUNCT
cana-1629	14	3	related	relate	VERB
cana-1629	14	4	injuries	injury	NOUN
cana-1629	14	5	can	can	AUX
cana-1629	14	6	cause	cause	VERB
cana-1629	14	7	inflammation	inflammation	NOUN
cana-1629	14	8	in	in	ADP
cana-1629	14	9	the	the	DET
cana-1629	14	10	brain	brain	NOUN
cana-1629	14	11	's	's	PART
cana-1629	14	12	structures	structure	NOUN
cana-1629	14	13	,	,	PUNCT
cana-1629	14	14	which	which	PRON
cana-1629	14	15	can	can	AUX
cana-1629	14	16	result	result	VERB
cana-1629	14	17	in	in	ADP
cana-1629	14	18	edema	edema	PROPN
cana-1629	14	19	—	—	PUNCT
cana-1629	14	20	a	a	DET
cana-1629	14	21	collection	collection	NOUN
cana-1629	14	22	of	of	ADP
cana-1629	14	23	blood	blood	NOUN
cana-1629	14	24	from	from	ADP
cana-1629	14	25	the	the	DET
cana-1629	14	26	tissues	tissue	NOUN
cana-1629	14	27	around	around	ADP
cana-1629	14	28	it	it	PRON
cana-1629	14	29	.	.	PUNCT
cana-1629	15	1	other	other	ADJ
cana-1629	15	2	names	name	NOUN
cana-1629	15	3	for	for	ADP
cana-1629	15	4	brain	brain	NOUN
cana-1629	15	5	hemorrhages	hemorrhage	NOUN
cana-1629	15	6	include	include	VERB
cana-1629	15	7	intracranial	intracranial	ADJ
cana-1629	15	8	hemorrhages	hemorrhage	NOUN
cana-1629	15	9	,	,	PUNCT
cana-1629	15	10	cerebral	cerebral	ADJ
cana-1629	15	11	hemorrhages	hemorrhage	NOUN
cana-1629	15	12	,	,	PUNCT
cana-1629	15	13	and	and	CCONJ
cana-1629	15	14	intra	intra	ADJ
cana-1629	15	15	cerebral	cerebral	ADJ
cana-1629	15	16	hemorrhages	hemorrhage	NOUN
cana-1629	15	17	[	[	X
cana-1629	15	18	1	1	NUM
cana-1629	15	19	]	]	PUNCT
cana-1629	15	20	.	.	PUNCT
cana-1629	16	1	one	one	NUM
cana-1629	16	2	of	of	ADP
cana-1629	16	3	the	the	DET
cana-1629	16	4	most	most	ADV
cana-1629	16	5	important	important	ADJ
cana-1629	16	6	parts	part	NOUN
cana-1629	16	7	of	of	ADP
cana-1629	16	8	a	a	DET
cana-1629	16	9	human	human	ADJ
cana-1629	16	10	neurological	neurological	ADJ
cana-1629	16	11	system	system	NOUN
cana-1629	16	12	that	that	PRON
cana-1629	16	13	functions	function	VERB
cana-1629	16	14	properly	properly	ADV
cana-1629	16	15	is	be	AUX
cana-1629	16	16	the	the	DET
cana-1629	16	17	brain	brain	NOUN
cana-1629	16	18	.	.	PUNCT
cana-1629	17	1	brain	brain	NOUN
cana-1629	17	2	hemorrhages	hemorrhage	NOUN
cana-1629	17	3	are	be	AUX
cana-1629	17	4	a	a	DET
cana-1629	17	5	potentially	potentially	ADV
cana-1629	17	6	fatal	fatal	ADJ
cana-1629	17	7	condition	condition	NOUN
cana-1629	17	8	that	that	PRON
cana-1629	17	9	can	can	AUX
cana-1629	17	10	result	result	VERB
cana-1629	17	11	from	from	ADP
cana-1629	17	12	physical	physical	ADJ
cana-1629	17	13	trauma	trauma	NOUN
cana-1629	17	14	or	or	CCONJ
cana-1629	17	15	medical	medical	ADJ
cana-1629	17	16	disorders	disorder	NOUN
cana-1629	17	17	such	such	ADJ
cana-1629	17	18	as	as	ADP
cana-1629	17	19	aneurysms	aneurysm	NOUN
cana-1629	17	20	or	or	CCONJ
cana-1629	17	21	elevated	elevated	ADJ
cana-1629	17	22	blood	blood	NOUN
cana-1629	17	23	pressure	pressure	NOUN
cana-1629	17	24	[	[	X
cana-1629	17	25	2	2	NUM
cana-1629	17	26	]	]	PUNCT
cana-1629	17	27	.	.	PUNCT
cana-1629	18	1	a	a	DET
cana-1629	18	2	stroke	stroke	NOUN
cana-1629	18	3	is	be	AUX
cana-1629	18	4	an	an	DET
cana-1629	18	5	abrupt	abrupt	ADJ
cana-1629	18	6	vascular	vascular	ADJ
cana-1629	18	7	illness	illness	NOUN
cana-1629	18	8	that	that	PRON
cana-1629	18	9	results	result	VERB
cana-1629	18	10	in	in	ADP
cana-1629	18	11	brain	brain	NOUN
cana-1629	18	12	tissue	tissue	NOUN
cana-1629	18	13	destruction	destruction	NOUN
cana-1629	18	14	from	from	ADP
cana-1629	18	15	a	a	DET
cana-1629	18	16	blood	blood	NOUN
cana-1629	18	17	artery	artery	NOUN
cana-1629	18	18	blockage	blockage	NOUN
cana-1629	18	19	or	or	CCONJ
cana-1629	18	20	abrupt	abrupt	ADJ
cana-1629	18	21	rupture	rupture	NOUN
cana-1629	18	22	in	in	ADP
cana-1629	18	23	the	the	DET
cana-1629	18	24	brain	brain	NOUN
cana-1629	18	25	.	.	PUNCT
cana-1629	19	1	high	high	ADJ
cana-1629	19	2	rates	rate	NOUN
cana-1629	19	3	of	of	ADP
cana-1629	19	4	death	death	NOUN
cana-1629	19	5	,	,	PUNCT
cana-1629	19	6	disability	disability	NOUN
cana-1629	19	7	,	,	PUNCT
cana-1629	19	8	and	and	CCONJ
cana-1629	19	9	occurrence	occurrence	NOUN
cana-1629	19	10	are	be	AUX
cana-1629	19	11	features	feature	NOUN
cana-1629	19	12	of	of	ADP
cana-1629	19	13	stroke	stroke	NOUN
cana-1629	19	14	.	.	PUNCT
cana-1629	20	1	concurrently	concurrently	ADV
cana-1629	20	2	,	,	PUNCT
cana-1629	20	3	the	the	DET
cana-1629	20	4	inquiry	inquiry	NOUN
cana-1629	20	5	reveals	reveal	VERB
cana-1629	20	6	that	that	SCONJ
cana-1629	20	7	china	china	PROPN
cana-1629	20	8	now	now	ADV
cana-1629	20	9	has	have	VERB
cana-1629	20	10	the	the	DET
cana-1629	20	11	greatest	great	ADJ
cana-1629	20	12	stroke	stroke	NOUN
cana-1629	20	13	-	-	PUNCT
cana-1629	20	14	related	relate	VERB
cana-1629	20	15	fatality	fatality	NOUN
cana-1629	20	16	rate	rate	NOUN
cana-1629	20	17	[	[	X
cana-1629	20	18	3	3	NUM
cana-1629	20	19	]	]	PUNCT
cana-1629	20	20	.	.	PUNCT
cana-1629	21	1	a	a	DET
cana-1629	21	2	person	person	NOUN
cana-1629	21	3	's	's	PART
cana-1629	21	4	brain	brain	NOUN
cana-1629	21	5	is	be	AUX
cana-1629	21	6	among	among	ADP
cana-1629	21	7	their	their	PRON
cana-1629	21	8	most	most	ADV
cana-1629	21	9	vital	vital	ADJ
cana-1629	21	10	organs	organ	NOUN
cana-1629	21	11	.	.	PUNCT
cana-1629	22	1	a	a	DET
cana-1629	22	2	person	person	NOUN
cana-1629	22	3	's	's	PART
cana-1629	22	4	abilities	ability	NOUN
cana-1629	22	5	and	and	CCONJ
cana-1629	22	6	functioning	functioning	NOUN
cana-1629	22	7	are	be	AUX
cana-1629	22	8	adversely	adversely	ADV
cana-1629	22	9	affected	affect	VERB
cana-1629	22	10	by	by	ADP
cana-1629	22	11	a	a	DET
cana-1629	22	12	serious	serious	ADJ
cana-1629	22	13	head	head	NOUN
cana-1629	22	14	injury	injury	NOUN
cana-1629	22	15	known	know	VERB
cana-1629	22	16	as	as	ADP
cana-1629	22	17	a	a	DET
cana-1629	22	18	brain	brain	NOUN
cana-1629	22	19	hemorrhage	hemorrhage	NOUN
cana-1629	22	20	.	.	PUNCT
cana-1629	23	1	communications	communication	NOUN
cana-1629	23	2	on	on	ADP
cana-1629	23	3	applied	apply	VERB
cana-1629	23	4	nonlinear	nonlinear	ADJ
cana-1629	23	5	analysis	analysis	NOUN
cana-1629	23	6	issn	issn	NOUN
cana-1629	23	7	:	:	PUNCT
cana-1629	23	8	1074	1074	NUM
cana-1629	23	9	-	-	PUNCT
cana-1629	23	10	133x	133x	NUM
cana-1629	23	11	vol	vol	NOUN
cana-1629	23	12	32	32	NUM
cana-1629	23	13	no	no	NOUN
cana-1629	23	14	.	.	NOUN
cana-1629	23	15	1	1	NUM
cana-1629	23	16	(	(	PUNCT
cana-1629	23	17	2025	2025	NUM
cana-1629	23	18	)	)	PUNCT
cana-1629	23	19	174	174	NUM
cana-1629	23	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1629	23	21	brain	brain	NOUN
cana-1629	23	22	ct	ct	PROPN
cana-1629	23	23	(	(	PUNCT
cana-1629	23	24	computer	computer	NOUN
cana-1629	23	25	tomography	tomography	NOUN
cana-1629	23	26	)	)	PUNCT
cana-1629	23	27	scans	scan	NOUN
cana-1629	23	28	can	can	AUX
cana-1629	23	29	be	be	AUX
cana-1629	23	30	used	use	VERB
cana-1629	23	31	to	to	PART
cana-1629	23	32	identify	identify	VERB
cana-1629	23	33	brain	brain	NOUN
cana-1629	23	34	hemorrhages	hemorrhage	NOUN
cana-1629	23	35	.	.	PUNCT
cana-1629	24	1	a	a	DET
cana-1629	24	2	cross	cross	ADJ
cana-1629	24	3	-	-	ADJ
cana-1629	24	4	sectional	sectional	ADJ
cana-1629	24	5	view	view	NOUN
cana-1629	24	6	is	be	AUX
cana-1629	24	7	produced	produce	VERB
cana-1629	24	8	by	by	ADP
cana-1629	24	9	the	the	DET
cana-1629	24	10	computer	computer	NOUN
cana-1629	24	11	from	from	ADP
cana-1629	24	12	a	a	DET
cana-1629	24	13	series	series	NOUN
cana-1629	24	14	of	of	ADP
cana-1629	24	15	images	image	NOUN
cana-1629	24	16	captured	capture	VERB
cana-1629	24	17	from	from	ADP
cana-1629	24	18	various	various	ADJ
cana-1629	24	19	angles	angle	NOUN
cana-1629	24	20	by	by	ADP
cana-1629	24	21	a	a	DET
cana-1629	24	22	narrow	narrow	ADJ
cana-1629	24	23	x	x	NOUN
cana-1629	24	24	-	-	NOUN
cana-1629	24	25	ray	ray	NOUN
cana-1629	24	26	beam	beam	NOUN
cana-1629	24	27	that	that	PRON
cana-1629	24	28	circulates	circulate	VERB
cana-1629	24	29	the	the	DET
cana-1629	24	30	affected	affected	ADJ
cana-1629	24	31	body	body	NOUN
cana-1629	24	32	part	part	NOUN
cana-1629	24	33	during	during	ADP
cana-1629	24	34	a	a	DET
cana-1629	24	35	ct	ct	NUM
cana-1629	24	36	scan	scan	NOUN
cana-1629	24	37	.	.	PUNCT
cana-1629	25	1	the	the	DET
cana-1629	25	2	area	area	NOUN
cana-1629	25	3	of	of	ADP
cana-1629	25	4	the	the	DET
cana-1629	25	5	brain	brain	NOUN
cana-1629	25	6	experiencing	experience	VERB
cana-1629	25	7	a	a	DET
cana-1629	25	8	hemorrhage	hemorrhage	NOUN
cana-1629	25	9	is	be	AUX
cana-1629	25	10	difficult	difficult	ADJ
cana-1629	25	11	to	to	PART
cana-1629	25	12	identify	identify	VERB
cana-1629	25	13	and	and	CCONJ
cana-1629	25	14	segment	segment	VERB
cana-1629	26	1	[	[	X
cana-1629	26	2	4].after	4].after	NUM
cana-1629	26	3	heart	heart	NOUN
cana-1629	26	4	conditions	condition	NOUN
cana-1629	26	5	and	and	CCONJ
cana-1629	26	6	malignancies	malignancy	NOUN
cana-1629	26	7	,	,	PUNCT
cana-1629	26	8	brain	brain	NOUN
cana-1629	26	9	hemorrhage	hemorrhage	NOUN
cana-1629	26	10	ranks	rank	VERB
cana-1629	26	11	third	third	ADV
cana-1629	26	12	in	in	ADP
cana-1629	26	13	other	other	ADJ
cana-1629	26	14	age	age	NOUN
cana-1629	26	15	groups	group	NOUN
cana-1629	26	16	and	and	CCONJ
cana-1629	26	17	is	be	AUX
cana-1629	26	18	the	the	DET
cana-1629	26	19	leading	lead	VERB
cana-1629	26	20	cause	cause	NOUN
cana-1629	26	21	of	of	ADP
cana-1629	26	22	death	death	NOUN
cana-1629	26	23	for	for	ADP
cana-1629	26	24	those	those	PRON
cana-1629	26	25	between	between	ADP
cana-1629	26	26	the	the	DET
cana-1629	26	27	ages	age	NOUN
cana-1629	26	28	of	of	ADP
cana-1629	26	29	15	15	NUM
cana-1629	26	30	and	and	CCONJ
cana-1629	26	31	24.most	24.most	NUM
cana-1629	26	32	of	of	ADP
cana-1629	26	33	the	the	DET
cana-1629	26	34	time	time	NOUN
cana-1629	26	35	,	,	PUNCT
cana-1629	26	36	misdiagnosis	misdiagnosis	NOUN
cana-1629	26	37	or	or	CCONJ
cana-1629	26	38	delayed	delay	VERB
cana-1629	26	39	diagnosis	diagnosis	NOUN
cana-1629	26	40	of	of	ADP
cana-1629	26	41	hemorrhages	hemorrhage	NOUN
cana-1629	26	42	is	be	AUX
cana-1629	26	43	the	the	DET
cana-1629	26	44	reason	reason	NOUN
cana-1629	26	45	for	for	ADP
cana-1629	26	46	the	the	DET
cana-1629	26	47	death	death	NOUN
cana-1629	26	48	or	or	CCONJ
cana-1629	26	49	impairment	impairment	NOUN
cana-1629	26	50	of	of	ADP
cana-1629	26	51	certain	certain	ADJ
cana-1629	26	52	body	body	NOUN
cana-1629	26	53	organs	organ	NOUN
cana-1629	26	54	.	.	PUNCT
cana-1629	27	1	early	early	ADJ
cana-1629	27	2	identification	identification	NOUN
cana-1629	27	3	of	of	ADP
cana-1629	27	4	the	the	DET
cana-1629	27	5	precise	precise	ADJ
cana-1629	27	6	location	location	NOUN
cana-1629	27	7	and	and	CCONJ
cana-1629	27	8	type	type	NOUN
cana-1629	27	9	of	of	ADP
cana-1629	27	10	hemorrhage	hemorrhage	NOUN
cana-1629	27	11	is	be	AUX
cana-1629	27	12	critical	critical	ADJ
cana-1629	27	13	to	to	PART
cana-1629	27	14	save	save	VERB
cana-1629	27	15	the	the	DET
cana-1629	27	16	lives	life	NOUN
cana-1629	27	17	of	of	ADP
cana-1629	27	18	these	these	DET
cana-1629	27	19	patients	patient	NOUN
cana-1629	27	20	[	[	X
cana-1629	27	21	5	5	NUM
cana-1629	27	22	]	]	PUNCT
cana-1629	27	23	.	.	PUNCT
cana-1629	28	1	an	an	DET
cana-1629	28	2	example	example	NOUN
cana-1629	28	3	of	of	ADP
cana-1629	28	4	a	a	DET
cana-1629	28	5	specific	specific	ADJ
cana-1629	28	6	kind	kind	NOUN
cana-1629	28	7	of	of	ADP
cana-1629	28	8	stroke	stroke	NOUN
cana-1629	28	9	is	be	AUX
cana-1629	28	10	a	a	DET
cana-1629	28	11	brain	brain	NOUN
cana-1629	28	12	hemorrhage	hemorrhage	NOUN
cana-1629	28	13	,	,	PUNCT
cana-1629	28	14	which	which	PRON
cana-1629	28	15	is	be	AUX
cana-1629	28	16	brought	bring	VERB
cana-1629	28	17	on	on	ADP
cana-1629	28	18	by	by	ADP
cana-1629	28	19	bleeding	bleed	VERB
cana-1629	28	20	from	from	ADP
cana-1629	28	21	a	a	DET
cana-1629	28	22	ruptured	ruptured	ADJ
cana-1629	28	23	artery	artery	NOUN
cana-1629	28	24	or	or	CCONJ
cana-1629	28	25	another	another	DET
cana-1629	28	26	cause	cause	NOUN
cana-1629	28	27	,	,	PUNCT
cana-1629	28	28	like	like	ADP
cana-1629	28	29	an	an	DET
cana-1629	28	30	accident	accident	NOUN
cana-1629	28	31	involving	involve	VERB
cana-1629	28	32	an	an	DET
cana-1629	28	33	abrupt	abrupt	ADJ
cana-1629	28	34	shift	shift	NOUN
cana-1629	28	35	of	of	ADP
cana-1629	28	36	the	the	DET
cana-1629	28	37	brain	brain	NOUN
cana-1629	28	38	.	.	PUNCT
cana-1629	29	1	haemostasis	haemostasis	NOUN
cana-1629	29	2	,	,	PUNCT
cana-1629	29	3	or	or	CCONJ
cana-1629	29	4	collections	collection	NOUN
cana-1629	29	5	of	of	ADP
cana-1629	29	6	blood	blood	NOUN
cana-1629	29	7	accumulated	accumulate	VERB
cana-1629	29	8	in	in	ADP
cana-1629	29	9	the	the	DET
cana-1629	29	10	surrounding	surround	VERB
cana-1629	29	11	tissues	tissue	NOUN
cana-1629	29	12	,	,	PUNCT
cana-1629	29	13	are	be	AUX
cana-1629	29	14	additionally	additionally	ADV
cana-1629	29	15	impacted	impact	VERB
cana-1629	29	16	by	by	ADP
cana-1629	29	17	this	this	DET
cana-1629	29	18	kind	kind	NOUN
cana-1629	29	19	of	of	ADP
cana-1629	29	20	stroke	stroke	NOUN
cana-1629	29	21	.	.	PUNCT
cana-1629	30	1	depending	depend	VERB
cana-1629	30	2	on	on	ADP
cana-1629	30	3	how	how	SCONJ
cana-1629	30	4	much	much	ADJ
cana-1629	30	5	is	be	AUX
cana-1629	30	6	being	be	AUX
cana-1629	30	7	bled	bleed	VERB
cana-1629	30	8	,	,	PUNCT
cana-1629	30	9	the	the	DET
cana-1629	30	10	extent	extent	NOUN
cana-1629	30	11	of	of	ADP
cana-1629	30	12	the	the	DET
cana-1629	30	13	hemorrhage	hemorrhage	NOUN
cana-1629	30	14	may	may	AUX
cana-1629	30	15	require	require	VERB
cana-1629	30	16	emergency	emergency	NOUN
cana-1629	30	17	care	care	NOUN
cana-1629	30	18	.	.	PUNCT
cana-1629	31	1	therefore	therefore	ADV
cana-1629	31	2	,	,	PUNCT
cana-1629	31	3	accurate	accurate	ADJ
cana-1629	31	4	diagnosis	diagnosis	NOUN
cana-1629	31	5	of	of	ADP
cana-1629	31	6	the	the	DET
cana-1629	31	7	organs	organ	NOUN
cana-1629	31	8	and	and	CCONJ
cana-1629	31	9	brain	brain	NOUN
cana-1629	31	10	tissues	tissue	NOUN
cana-1629	31	11	depends	depend	VERB
cana-1629	31	12	on	on	ADP
cana-1629	31	13	medical	medical	ADJ
cana-1629	31	14	imaging	imaging	NOUN
cana-1629	31	15	to	to	PART
cana-1629	31	16	produce	produce	VERB
cana-1629	31	17	graphical	graphical	ADJ
cana-1629	31	18	representations	representation	NOUN
cana-1629	31	19	of	of	ADP
cana-1629	31	20	them	they	PRON
cana-1629	31	21	.	.	PUNCT
cana-1629	32	1	to	to	PART
cana-1629	32	2	precisely	precisely	ADV
cana-1629	32	3	anticipate	anticipate	VERB
cana-1629	32	4	the	the	DET
cana-1629	32	5	existence	existence	NOUN
cana-1629	32	6	of	of	ADP
cana-1629	32	7	haemorrhage	haemorrhage	NOUN
cana-1629	32	8	,	,	PUNCT
cana-1629	32	9	these	these	DET
cana-1629	32	10	medical	medical	ADJ
cana-1629	32	11	pictures	picture	NOUN
cana-1629	32	12	captured	capture	VERB
cana-1629	32	13	using	use	VERB
cana-1629	32	14	various	various	ADJ
cana-1629	32	15	modalities	modality	NOUN
cana-1629	32	16	,	,	PUNCT
cana-1629	32	17	such	such	ADJ
cana-1629	32	18	as	as	ADP
cana-1629	32	19	ct	ct	NUM
cana-1629	32	20	and	and	CCONJ
cana-1629	32	21	mri	mri	NOUN
cana-1629	32	22	,	,	PUNCT
cana-1629	32	23	need	need	VERB
cana-1629	32	24	to	to	PART
cana-1629	32	25	undergo	undergo	VERB
cana-1629	32	26	additional	additional	ADJ
cana-1629	32	27	processing	processing	NOUN
cana-1629	32	28	.	.	PUNCT
cana-1629	33	1	various	various	ADJ
cana-1629	33	2	pre	pre	ADJ
cana-1629	33	3	-	-	ADJ
cana-1629	33	4	processing	processing	ADJ
cana-1629	33	5	processes	process	NOUN
cana-1629	33	6	are	be	AUX
cana-1629	33	7	performed	perform	VERB
cana-1629	33	8	on	on	ADP
cana-1629	33	9	the	the	DET
cana-1629	33	10	brain	brain	NOUN
cana-1629	33	11	ct	ct	NOUN
cana-1629	33	12	image	image	NOUN
cana-1629	33	13	in	in	ADP
cana-1629	33	14	this	this	DET
cana-1629	33	15	system	system	NOUN
cana-1629	33	16	.	.	PUNCT
cana-1629	34	1	the	the	DET
cana-1629	34	2	suggested	suggest	VERB
cana-1629	34	3	idea	idea	NOUN
cana-1629	34	4	focuses	focus	VERB
cana-1629	34	5	on	on	ADP
cana-1629	34	6	hemorrhage	hemorrhage	NOUN
cana-1629	34	7	early	early	ADJ
cana-1629	34	8	identification	identification	NOUN
cana-1629	34	9	[	[	X
cana-1629	34	10	6	6	NUM
cana-1629	34	11	]	]	PUNCT
cana-1629	34	12	.	.	PUNCT
cana-1629	35	1	the	the	DET
cana-1629	35	2	application	application	NOUN
cana-1629	35	3	of	of	ADP
cana-1629	35	4	technological	technological	ADJ
cana-1629	35	5	advances	advance	NOUN
cana-1629	35	6	in	in	ADP
cana-1629	35	7	computers	computer	NOUN
cana-1629	35	8	for	for	ADP
cana-1629	35	9	image	image	NOUN
cana-1629	35	10	enhancement	enhancement	NOUN
cana-1629	35	11	,	,	PUNCT
cana-1629	35	12	segmentation	segmentation	NOUN
cana-1629	35	13	,	,	PUNCT
cana-1629	35	14	recovery	recovery	NOUN
cana-1629	35	15	by	by	ADP
cana-1629	35	16	noise	noise	NOUN
cana-1629	35	17	reduction	reduction	NOUN
cana-1629	35	18	,	,	PUNCT
cana-1629	35	19	and	and	CCONJ
cana-1629	35	20	other	other	ADJ
cana-1629	35	21	tasks	task	NOUN
cana-1629	35	22	is	be	AUX
cana-1629	35	23	known	know	VERB
cana-1629	35	24	as	as	ADP
cana-1629	35	25	digital	digital	ADJ
cana-1629	35	26	image	image	NOUN
cana-1629	35	27	processing	processing	NOUN
cana-1629	35	28	technology	technology	NOUN
cana-1629	35	29	.	.	PUNCT
cana-1629	36	1	digital	digital	ADJ
cana-1629	36	2	image	image	NOUN
cana-1629	36	3	processing	processing	NOUN
cana-1629	36	4	technology	technology	NOUN
cana-1629	36	5	has	have	AUX
cana-1629	36	6	advanced	advance	VERB
cana-1629	36	7	and	and	CCONJ
cana-1629	36	8	gained	gain	VERB
cana-1629	36	9	new	new	ADJ
cana-1629	36	10	opportunities	opportunity	NOUN
cana-1629	36	11	as	as	ADP
cana-1629	36	12	a	a	DET
cana-1629	36	13	result	result	NOUN
cana-1629	36	14	of	of	ADP
cana-1629	36	15	the	the	DET
cana-1629	36	16	development	development	NOUN
cana-1629	36	17	of	of	ADP
cana-1629	36	18	computer	computer	NOUN
cana-1629	36	19	networks	network	NOUN
cana-1629	36	20	,	,	PUNCT
cana-1629	36	21	rising	rise	VERB
cana-1629	36	22	mathematical	mathematical	ADJ
cana-1629	36	23	standards	standard	NOUN
cana-1629	36	24	,	,	PUNCT
cana-1629	36	25	and	and	CCONJ
cana-1629	36	26	the	the	DET
cana-1629	36	27	ongoing	ongoing	ADJ
cana-1629	36	28	demand	demand	NOUN
cana-1629	36	29	for	for	ADP
cana-1629	36	30	this	this	DET
cana-1629	36	31	technology	technology	NOUN
cana-1629	36	32	from	from	ADP
cana-1629	36	33	a	a	DET
cana-1629	36	34	variety	variety	NOUN
cana-1629	36	35	of	of	ADP
cana-1629	36	36	societal	societal	ADJ
cana-1629	36	37	industries	industry	NOUN
cana-1629	36	38	.	.	PUNCT
cana-1629	37	1	analysing	analyse	VERB
cana-1629	37	2	an	an	DET
cana-1629	37	3	image	image	NOUN
cana-1629	37	4	signal	signal	NOUN
cana-1629	37	5	using	use	VERB
cana-1629	37	6	a	a	DET
cana-1629	37	7	computer	computer	NOUN
cana-1629	37	8	after	after	SCONJ
cana-1629	37	9	it	it	PRON
cana-1629	37	10	has	have	AUX
cana-1629	37	11	been	be	AUX
cana-1629	37	12	converted	convert	VERB
cana-1629	37	13	into	into	ADP
cana-1629	37	14	a	a	DET
cana-1629	37	15	digital	digital	ADJ
cana-1629	37	16	signal	signal	NOUN
cana-1629	37	17	.	.	PUNCT
cana-1629	38	1	image	image	NOUN
cana-1629	38	2	enhancement	enhancement	NOUN
cana-1629	38	3	,	,	PUNCT
cana-1629	38	4	noise	noise	NOUN
cana-1629	38	5	reduction	reduction	NOUN
cana-1629	38	6	,	,	PUNCT
cana-1629	38	7	segmentation	segmentation	NOUN
cana-1629	38	8	,	,	PUNCT
cana-1629	38	9	restoration	restoration	NOUN
cana-1629	38	10	,	,	PUNCT
cana-1629	38	11	encoding	encoding	NOUN
cana-1629	38	12	,	,	PUNCT
cana-1629	38	13	compression	compression	NOUN
cana-1629	38	14	,	,	PUNCT
cana-1629	38	15	and	and	CCONJ
cana-1629	38	16	feature	feature	NOUN
cana-1629	38	17	extraction	extraction	NOUN
cana-1629	38	18	are	be	AUX
cana-1629	38	19	all	all	PRON
cana-1629	38	20	included	include	VERB
cana-1629	38	21	in	in	ADP
cana-1629	38	22	this	this	DET
cana-1629	38	23	procedure	procedure	NOUN
cana-1629	38	24	.	.	PUNCT
cana-1629	39	1	without	without	ADP
cana-1629	39	2	advancements	advancement	NOUN
cana-1629	39	3	in	in	ADP
cana-1629	39	4	mathematics	mathematic	NOUN
cana-1629	39	5	,	,	PUNCT
cana-1629	39	6	computing	computing	NOUN
cana-1629	39	7	,	,	PUNCT
cana-1629	39	8	and	and	CCONJ
cana-1629	39	9	many	many	ADJ
cana-1629	39	10	sectors	sector	NOUN
cana-1629	39	11	'	'	PART
cana-1629	39	12	growing	grow	VERB
cana-1629	39	13	application	application	NOUN
cana-1629	39	14	needs	need	NOUN
cana-1629	39	15	,	,	PUNCT
cana-1629	39	16	technology	technology	NOUN
cana-1629	39	17	to	to	PART
cana-1629	39	18	process	process	VERB
cana-1629	39	19	images	image	NOUN
cana-1629	39	20	can	can	AUX
cana-1629	39	21	not	not	PART
cana-1629	39	22	be	be	AUX
cana-1629	39	23	produced	produce	VERB
cana-1629	39	24	.	.	PUNCT
cana-1629	40	1	images	image	NOUN
cana-1629	40	2	were	be	AUX
cana-1629	40	3	processed	process	VERB
cana-1629	40	4	idealistically	idealistically	ADV
cana-1629	40	5	using	use	VERB
cana-1629	40	6	image	image	NOUN
cana-1629	40	7	processing	processing	NOUN
cana-1629	40	8	technology	technology	NOUN
cana-1629	40	9	,	,	PUNCT
cana-1629	40	10	which	which	PRON
cana-1629	40	11	started	start	VERB
cana-1629	40	12	to	to	PART
cana-1629	40	13	be	be	AUX
cana-1629	40	14	utilized	utilize	VERB
cana-1629	40	15	scientifically	scientifically	ADV
cana-1629	40	16	in	in	ADP
cana-1629	40	17	the	the	DET
cana-1629	40	18	1960s	1960	NOUN
cana-1629	40	19	.	.	PUNCT
cana-1629	41	1	essential	essential	ADJ
cana-1629	41	2	numerous	numerous	ADJ
cana-1629	41	3	years	year	NOUN
cana-1629	41	4	of	of	ADP
cana-1629	41	5	advancement	advancement	NOUN
cana-1629	41	6	,	,	PUNCT
cana-1629	41	7	the	the	DET
cana-1629	41	8	present	present	ADJ
cana-1629	41	9	state	state	NOUN
cana-1629	41	10	of	of	ADP
cana-1629	41	11	computerized	computerized	ADJ
cana-1629	41	12	image	image	NOUN
cana-1629	41	13	processing	processing	NOUN
cana-1629	41	14	technology	technology	NOUN
cana-1629	41	15	includes	include	VERB
cana-1629	41	16	several	several	ADJ
cana-1629	41	17	features	feature	NOUN
cana-1629	41	18	:	:	PUNCT
cana-1629	41	19	increased	increase	VERB
cana-1629	41	20	repeatability	repeatability	NOUN
cana-1629	41	21	when	when	SCONJ
cana-1629	41	22	compared	compare	VERB
cana-1629	41	23	to	to	ADP
cana-1629	41	24	conventional	conventional	ADJ
cana-1629	41	25	analog	analog	NOUN
cana-1629	41	26	image	image	NOUN
cana-1629	41	27	processing	processing	NOUN
cana-1629	41	28	,	,	PUNCT
cana-1629	41	29	digital	digital	ADJ
cana-1629	41	30	image	image	NOUN
cana-1629	41	31	processing	processing	NOUN
cana-1629	41	32	eliminates	eliminate	VERB
cana-1629	41	33	the	the	DET
cana-1629	41	34	need	need	NOUN
cana-1629	41	35	for	for	ADP
cana-1629	41	36	picture	picture	NOUN
cana-1629	41	37	storage	storage	NOUN
cana-1629	41	38	,	,	PUNCT
cana-1629	41	39	copying	copying	NOUN
cana-1629	41	40	,	,	PUNCT
cana-1629	41	41	or	or	CCONJ
cana-1629	41	42	transmission	transmission	NOUN
cana-1629	42	1	[	[	X
cana-1629	42	2	7	7	NUM
cana-1629	42	3	]	]	PUNCT
cana-1629	42	4	.	.	PUNCT
cana-1629	43	1	the	the	DET
cana-1629	43	2	following	follow	VERB
cana-1629	43	3	is	be	AUX
cana-1629	43	4	the	the	DET
cana-1629	43	5	information	information	NOUN
cana-1629	43	6	contained	contain	VERB
cana-1629	43	7	order	order	NOUN
cana-1629	43	8	of	of	ADP
cana-1629	43	9	this	this	DET
cana-1629	43	10	paper	paper	NOUN
cana-1629	43	11	:	:	PUNCT
cana-1629	43	12	brain	brain	NOUN
cana-1629	43	13	hemorrhage	hemorrhage	NOUN
cana-1629	43	14	imaging	imaging	NOUN
cana-1629	43	15	modalities	modality	NOUN
cana-1629	43	16	are	be	AUX
cana-1629	43	17	presented	present	VERB
cana-1629	43	18	in	in	ADP
cana-1629	43	19	section	section	NOUN
cana-1629	43	20	1	1	NUM
cana-1629	43	21	;	;	PUNCT
cana-1629	43	22	image	image	NOUN
cana-1629	43	23	data	datum	NOUN
cana-1629	43	24	collection	collection	NOUN
cana-1629	43	25	and	and	CCONJ
cana-1629	43	26	pre	pre	ADJ
cana-1629	43	27	-	-	ADJ
cana-1629	43	28	processing	processing	NOUN
cana-1629	43	29	are	be	AUX
cana-1629	43	30	covered	cover	VERB
cana-1629	43	31	in	in	ADP
cana-1629	43	32	section	section	NOUN
cana-1629	43	33	2	2	NUM
cana-1629	43	34	;	;	PUNCT
cana-1629	43	35	data	datum	NOUN
cana-1629	43	36	extraction	extraction	NOUN
cana-1629	43	37	of	of	ADP
cana-1629	43	38	ldp	ldp	PROPN
cana-1629	43	39	,	,	PUNCT
cana-1629	43	40	lpq	lpq	PROPN
cana-1629	43	41	,	,	PUNCT
cana-1629	43	42	lgp	lgp	PROPN
cana-1629	43	43	,	,	PUNCT
cana-1629	43	44	and	and	CCONJ
cana-1629	43	45	ngtdm	ngtdm	ADJ
cana-1629	43	46	features	feature	NOUN
cana-1629	43	47	and	and	CCONJ
cana-1629	43	48	characteristics	characteristic	NOUN
cana-1629	43	49	from	from	ADP
cana-1629	43	50	ct	ct	PROPN
cana-1629	43	51	scan	scan	ADJ
cana-1629	43	52	images	image	NOUN
cana-1629	43	53	is	be	AUX
cana-1629	43	54	shown	show	VERB
cana-1629	43	55	in	in	ADP
cana-1629	43	56	section	section	NOUN
cana-1629	43	57	3	3	NUM
cana-1629	43	58	;	;	PUNCT
cana-1629	43	59	classifier	classifier	NOUN
cana-1629	43	60	observation	observation	NOUN
cana-1629	43	61	is	be	AUX
cana-1629	43	62	covered	cover	VERB
cana-1629	43	63	in	in	ADP
cana-1629	43	64	section	section	NOUN
cana-1629	43	65	4	4	NUM
cana-1629	43	66	;	;	PUNCT
cana-1629	43	67	results	result	NOUN
cana-1629	43	68	are	be	AUX
cana-1629	43	69	discussed	discuss	VERB
cana-1629	43	70	in	in	ADP
cana-1629	43	71	section	section	NOUN
cana-1629	43	72	5	5	NUM
cana-1629	43	73	;	;	PUNCT
cana-1629	43	74	and	and	CCONJ
cana-1629	43	75	the	the	DET
cana-1629	43	76	investigation	investigation	NOUN
cana-1629	43	77	is	be	AUX
cana-1629	43	78	concluded	conclude	VERB
cana-1629	43	79	in	in	ADP
cana-1629	43	80	section	section	NOUN
cana-1629	43	81	6	6	NUM
cana-1629	43	82	.	.	PUNCT
cana-1629	43	83	i.data	i.data	PROPN
cana-1629	43	84	acquisition	acquisition	NOUN
cana-1629	43	85	evaluation	evaluation	NOUN
cana-1629	43	86	of	of	ADP
cana-1629	43	87	real	real	ADJ
cana-1629	43	88	medical	medical	ADJ
cana-1629	43	89	images	image	NOUN
cana-1629	43	90	is	be	AUX
cana-1629	43	91	difficult	difficult	ADJ
cana-1629	43	92	for	for	ADP
cana-1629	43	93	a	a	DET
cana-1629	43	94	variety	variety	NOUN
cana-1629	43	95	of	of	ADP
cana-1629	43	96	motives	motive	NOUN
cana-1629	43	97	,	,	PUNCT
cana-1629	43	98	involving	involve	VERB
cana-1629	43	99	significant	significant	ADJ
cana-1629	43	100	basic	basic	ADJ
cana-1629	43	101	difficulties	difficulty	NOUN
cana-1629	43	102	.	.	PUNCT
cana-1629	44	1	the	the	DET
cana-1629	44	2	dataset	dataset	NOUN
cana-1629	44	3	for	for	ADP
cana-1629	44	4	brain	brain	NOUN
cana-1629	44	5	hemorrhage	hemorrhage	NOUN
cana-1629	44	6	imaging	imaging	NOUN
cana-1629	44	7	is	be	AUX
cana-1629	44	8	available	available	ADJ
cana-1629	44	9	in	in	ADP
cana-1629	44	10	the	the	DET
cana-1629	44	11	kaggle	kaggle	ADJ
cana-1629	44	12	database	database	NOUN
cana-1629	44	13	.	.	PUNCT
cana-1629	45	1	each	each	DET
cana-1629	45	2	scanned	scan	VERB
cana-1629	45	3	set	set	NOUN
cana-1629	45	4	has	have	VERB
cana-1629	45	5	over	over	ADP
cana-1629	45	6	a	a	DET
cana-1629	45	7	thousand	thousand	NUM
cana-1629	45	8	images	image	NOUN
cana-1629	45	9	,	,	PUNCT
cana-1629	45	10	which	which	PRON
cana-1629	45	11	are	be	AUX
cana-1629	45	12	then	then	ADV
cana-1629	45	13	separated	separate	VERB
cana-1629	45	14	into	into	ADP
cana-1629	45	15	multiple	multiple	ADJ
cana-1629	45	16	formats	format	NOUN
cana-1629	45	17	and	and	CCONJ
cana-1629	45	18	rendered	render	VERB
cana-1629	45	19	communications	communication	NOUN
cana-1629	45	20	on	on	ADP
cana-1629	45	21	applied	apply	VERB
cana-1629	45	22	nonlinear	nonlinear	ADJ
cana-1629	45	23	analysis	analysis	NOUN
cana-1629	45	24	issn	issn	NOUN
cana-1629	45	25	:	:	PUNCT
cana-1629	45	26	1074	1074	NUM
cana-1629	45	27	-	-	PUNCT
cana-1629	45	28	133x	133x	NUM
cana-1629	45	29	vol	vol	NOUN
cana-1629	45	30	32	32	NUM
cana-1629	45	31	no	no	NOUN
cana-1629	45	32	.	.	NOUN
cana-1629	45	33	1	1	NUM
cana-1629	45	34	(	(	PUNCT
cana-1629	45	35	2025	2025	NUM
cana-1629	45	36	)	)	PUNCT
cana-1629	45	37	175	175	NUM
cana-1629	45	38	https://internationalpubls.com	https://internationalpubls.com	X
cana-1629	45	39	available	available	ADJ
cana-1629	45	40	for	for	ADP
cana-1629	45	41	seeing	see	VERB
cana-1629	45	42	,	,	PUNCT
cana-1629	45	43	depending	depend	VERB
cana-1629	45	44	on	on	ADP
cana-1629	45	45	whether	whether	SCONJ
cana-1629	45	46	the	the	DET
cana-1629	45	47	scan	scan	NOUN
cana-1629	45	48	is	be	AUX
cana-1629	45	49	for	for	ADP
cana-1629	45	50	ct	ct	PROPN
cana-1629	45	51	,	,	PUNCT
cana-1629	45	52	mri	mri	NOUN
cana-1629	45	53	,	,	PUNCT
cana-1629	45	54	x	x	NOUN
cana-1629	45	55	-	-	NOUN
cana-1629	45	56	ray	ray	NOUN
cana-1629	45	57	,	,	PUNCT
cana-1629	45	58	or	or	CCONJ
cana-1629	45	59	ultrasound	ultrasound	NOUN
cana-1629	45	60	.	.	PUNCT
cana-1629	46	1	the	the	DET
cana-1629	46	2	radiologists	radiologist	NOUN
cana-1629	46	3	claim	claim	VERB
cana-1629	46	4	that	that	SCONJ
cana-1629	46	5	the	the	DET
cana-1629	46	6	worries	worry	NOUN
cana-1629	46	7	resulting	result	VERB
cana-1629	46	8	from	from	ADP
cana-1629	46	9	these	these	DET
cana-1629	46	10	aspects	aspect	NOUN
cana-1629	46	11	and	and	CCONJ
cana-1629	46	12	the	the	DET
cana-1629	46	13	accuracy	accuracy	NOUN
cana-1629	46	14	of	of	ADP
cana-1629	46	15	the	the	DET
cana-1629	46	16	evaluation	evaluation	NOUN
cana-1629	46	17	do	do	AUX
cana-1629	46	18	not	not	PART
cana-1629	46	19	significantly	significantly	ADV
cana-1629	46	20	differ	differ	VERB
cana-1629	46	21	from	from	ADP
cana-1629	46	22	one	one	NUM
cana-1629	46	23	another	another	DET
cana-1629	46	24	.	.	PUNCT
cana-1629	47	1	they	they	PRON
cana-1629	47	2	demonstrate	demonstrate	VERB
cana-1629	47	3	how	how	SCONJ
cana-1629	47	4	a	a	DET
cana-1629	47	5	skilled	skilled	ADJ
cana-1629	47	6	individual	individual	NOUN
cana-1629	47	7	may	may	AUX
cana-1629	47	8	correctly	correctly	ADV
cana-1629	47	9	diagnose	diagnose	VERB
cana-1629	47	10	an	an	DET
cana-1629	47	11	issue	issue	NOUN
cana-1629	47	12	from	from	ADP
cana-1629	47	13	a	a	DET
cana-1629	47	14	subpar	subpar	ADJ
cana-1629	47	15	ct	ct	NUM
cana-1629	47	16	image	image	NOUN
cana-1629	47	17	.	.	PUNCT
cana-1629	48	1	two	two	NUM
cana-1629	48	2	types	type	NOUN
cana-1629	48	3	of	of	ADP
cana-1629	48	4	photos	photo	NOUN
cana-1629	48	5	that	that	PRON
cana-1629	48	6	show	show	VERB
cana-1629	48	7	the	the	DET
cana-1629	48	8	possibility	possibility	NOUN
cana-1629	48	9	that	that	SCONJ
cana-1629	48	10	there	there	PRON
cana-1629	48	11	is	be	VERB
cana-1629	48	12	a	a	DET
cana-1629	48	13	brain	brain	NOUN
cana-1629	48	14	hemorrhage	hemorrhage	NOUN
cana-1629	48	15	are	be	AUX
cana-1629	48	16	included	include	VERB
cana-1629	48	17	in	in	ADP
cana-1629	48	18	the	the	DET
cana-1629	48	19	files	file	NOUN
cana-1629	48	20	along	along	ADP
cana-1629	48	21	with	with	ADP
cana-1629	48	22	200	200	NUM
cana-1629	48	23	head	head	NOUN
cana-1629	48	24	ct	ct	PROPN
cana-1629	48	25	scan	scan	NOUN
cana-1629	48	26	images	image	NOUN
cana-1629	48	27	.	.	PUNCT
cana-1629	49	1	the	the	DET
cana-1629	49	2	patient	patient	NOUN
cana-1629	49	3	's	's	PART
cana-1629	49	4	head	head	NOUN
cana-1629	49	5	was	be	AUX
cana-1629	49	6	examined	examine	VERB
cana-1629	49	7	with	with	ADP
cana-1629	49	8	a	a	DET
cana-1629	49	9	ct	ct	NUM
cana-1629	49	10	scanner	scanner	NOUN
cana-1629	49	11	to	to	PART
cana-1629	49	12	determine	determine	VERB
cana-1629	49	13	the	the	DET
cana-1629	49	14	degree	degree	NOUN
cana-1629	49	15	of	of	ADP
cana-1629	49	16	the	the	DET
cana-1629	49	17	injury	injury	NOUN
cana-1629	49	18	to	to	ADP
cana-1629	49	19	the	the	DET
cana-1629	49	20	brain	brain	NOUN
cana-1629	49	21	.	.	PUNCT
cana-1629	50	1	one	one	NUM
cana-1629	50	2	hundred	hundred	NUM
cana-1629	50	3	injections	injection	NOUN
cana-1629	50	4	are	be	AUX
cana-1629	50	5	normal	normal	ADJ
cana-1629	50	6	,	,	PUNCT
cana-1629	50	7	and	and	CCONJ
cana-1629	50	8	another	another	DET
cana-1629	50	9	hundred	hundred	NUM
cana-1629	50	10	have	have	VERB
cana-1629	50	11	bleeding	bleed	VERB
cana-1629	50	12	.	.	PUNCT
cana-1629	51	1	we	we	PRON
cana-1629	51	2	can	can	AUX
cana-1629	51	3	alter	alter	VERB
cana-1629	51	4	the	the	DET
cana-1629	51	5	image	image	NOUN
cana-1629	51	6	in	in	ADP
cana-1629	51	7	our	our	PRON
cana-1629	51	8	follow	follow	VERB
cana-1629	51	9	-	-	PUNCT
cana-1629	51	10	up	up	ADP
cana-1629	51	11	investigation	investigation	NOUN
cana-1629	51	12	to	to	PART
cana-1629	51	13	ensure	ensure	VERB
cana-1629	51	14	that	that	SCONJ
cana-1629	51	15	it	it	PRON
cana-1629	51	16	complies	comply	VERB
cana-1629	51	17	with	with	ADP
cana-1629	51	18	matlab	matlab	PROPN
cana-1629	51	19	's	's	PART
cana-1629	51	20	requirements	requirement	NOUN
cana-1629	51	21	and	and	CCONJ
cana-1629	51	22	guidelines	guideline	NOUN
cana-1629	51	23	.	.	PUNCT
cana-1629	52	1	for	for	ADP
cana-1629	52	2	example	example	NOUN
cana-1629	52	3	,	,	PUNCT
cana-1629	52	4	we	we	PRON
cana-1629	52	5	could	could	AUX
cana-1629	52	6	remove	remove	VERB
cana-1629	52	7	deformation	deformation	NOUN
cana-1629	52	8	and	and	CCONJ
cana-1629	52	9	convert	convert	VERB
cana-1629	52	10	rgb	rgb	PROPN
cana-1629	52	11	head	head	NOUN
cana-1629	52	12	ct	ct	PROPN
cana-1629	52	13	scans	scan	NOUN
cana-1629	52	14	to	to	ADP
cana-1629	52	15	grayscale	grayscale	NOUN
cana-1629	52	16	to	to	PART
cana-1629	52	17	produce	produce	VERB
cana-1629	52	18	more	more	ADV
cana-1629	52	19	accurate	accurate	ADJ
cana-1629	52	20	images	image	NOUN
cana-1629	52	21	.	.	PUNCT
cana-1629	53	1	additionally	additionally	ADV
cana-1629	53	2	,	,	PUNCT
cana-1629	53	3	this	this	DET
cana-1629	53	4	procedure	procedure	NOUN
cana-1629	53	5	is	be	AUX
cana-1629	53	6	required	require	VERB
cana-1629	53	7	because	because	SCONJ
cana-1629	53	8	it	it	PRON
cana-1629	53	9	enhances	enhance	VERB
cana-1629	53	10	certain	certain	ADJ
cana-1629	53	11	aspects	aspect	NOUN
cana-1629	53	12	of	of	ADP
cana-1629	53	13	the	the	DET
cana-1629	53	14	image	image	NOUN
cana-1629	53	15	that	that	PRON
cana-1629	53	16	are	be	AUX
cana-1629	53	17	critical	critical	ADJ
cana-1629	53	18	for	for	ADP
cana-1629	53	19	subsequently	subsequently	ADV
cana-1629	53	20	processing	process	VERB
cana-1629	53	21	and	and	CCONJ
cana-1629	53	22	optimizing	optimize	VERB
cana-1629	53	23	the	the	DET
cana-1629	53	24	visual	visual	ADJ
cana-1629	53	25	data	datum	NOUN
cana-1629	53	26	.	.	PUNCT
cana-1629	54	1	the	the	DET
cana-1629	54	2	following	follow	VERB
cana-1629	54	3	procedures	procedure	NOUN
cana-1629	54	4	are	be	AUX
cana-1629	54	5	used	use	VERB
cana-1629	54	6	to	to	PART
cana-1629	54	7	prepare	prepare	VERB
cana-1629	54	8	ct	ct	NUM
cana-1629	54	9	scan	scan	ADJ
cana-1629	54	10	pictures	picture	NOUN
cana-1629	54	11	for	for	ADP
cana-1629	54	12	the	the	DET
cana-1629	54	13	conversion	conversion	NOUN
cana-1629	54	14	from	from	ADP
cana-1629	54	15	grayscale	grayscale	NOUN
cana-1629	54	16	to	to	ADP
cana-1629	54	17	rgb	rgb	PROPN
cana-1629	54	18	.	.	PROPN
cana-1629	54	19	figure	figure	PROPN
cana-1629	54	20	1	1	NUM
cana-1629	54	21	shows	show	VERB
cana-1629	54	22	the	the	DET
cana-1629	54	23	work	work	NOUN
cana-1629	54	24	flowchart	flowchart	NOUN
cana-1629	54	25	as	as	SCONJ
cana-1629	54	26	expected	expect	VERB
cana-1629	54	27	.	.	PUNCT
cana-1629	55	1	when	when	SCONJ
cana-1629	55	2	the	the	DET
cana-1629	55	3	head	head	NOUN
cana-1629	55	4	ct	ct	NUM
cana-1629	55	5	images	image	NOUN
cana-1629	55	6	are	be	AUX
cana-1629	55	7	being	be	AUX
cana-1629	55	8	pre	pre	VERB
cana-1629	55	9	-	-	VERB
cana-1629	55	10	processed	process	VERB
cana-1629	55	11	or	or	CCONJ
cana-1629	55	12	have	have	VERB
cana-1629	55	13	distortion	distortion	NOUN
cana-1629	55	14	removed	remove	VERB
cana-1629	55	15	,	,	PUNCT
cana-1629	55	16	the	the	DET
cana-1629	55	17	proper	proper	ADJ
cana-1629	55	18	filter	filter	NOUN
cana-1629	55	19	is	be	AUX
cana-1629	55	20	utilised	utilise	VERB
cana-1629	55	21	.	.	PUNCT
cana-1629	56	1	the	the	DET
cana-1629	56	2	attributes	attribute	NOUN
cana-1629	56	3	that	that	PRON
cana-1629	56	4	were	be	AUX
cana-1629	56	5	developed	develop	VERB
cana-1629	56	6	depend	depend	VERB
cana-1629	56	7	on	on	ADP
cana-1629	56	8	the	the	DET
cana-1629	56	9	evaluation	evaluation	NOUN
cana-1629	56	10	of	of	ADP
cana-1629	56	11	data	datum	NOUN
cana-1629	56	12	from	from	ADP
cana-1629	56	13	a	a	DET
cana-1629	56	14	head	head	NOUN
cana-1629	56	15	ct	ct	NOUN
cana-1629	56	16	scan	scan	NOUN
cana-1629	56	17	.	.	PUNCT
cana-1629	57	1	the	the	DET
cana-1629	57	2	acquired	acquire	VERB
cana-1629	57	3	characteristics	characteristic	NOUN
cana-1629	57	4	were	be	AUX
cana-1629	57	5	utilised	utilise	VERB
cana-1629	57	6	to	to	PART
cana-1629	57	7	adjust	adjust	VERB
cana-1629	57	8	the	the	DET
cana-1629	57	9	proposed	propose	VERB
cana-1629	57	10	classification	classification	NOUN
cana-1629	57	11	algorithms	algorithm	NOUN
cana-1629	57	12	,	,	PUNCT
cana-1629	57	13	and	and	CCONJ
cana-1629	57	14	outputs	output	NOUN
cana-1629	57	15	were	be	AUX
cana-1629	57	16	used	use	VERB
cana-1629	57	17	to	to	PART
cana-1629	57	18	assess	assess	VERB
cana-1629	57	19	the	the	DET
cana-1629	57	20	classifier	classifier	NOUN
cana-1629	57	21	's	's	PART
cana-1629	57	22	performance	performance	NOUN
cana-1629	57	23	.	.	PUNCT
cana-1629	58	1	fig1	fig1	PROPN
cana-1629	58	2	.	.	PUNCT
cana-1629	59	1	workflow	workflow	NOUN
cana-1629	59	2	diagram	diagram	NOUN
cana-1629	59	3	pre	pre	ADJ
cana-1629	59	4	-	-	ADJ
cana-1629	59	5	processing	processing	ADJ
cana-1629	59	6	pre	pre	ADJ
cana-1629	59	7	-	-	ADJ
cana-1629	59	8	processing	processing	NOUN
cana-1629	59	9	is	be	AUX
cana-1629	59	10	the	the	DET
cana-1629	59	11	act	act	NOUN
cana-1629	59	12	of	of	ADP
cana-1629	59	13	removing	remove	VERB
cana-1629	59	14	unnecessary	unnecessary	ADJ
cana-1629	59	15	features	feature	NOUN
cana-1629	59	16	from	from	ADP
cana-1629	59	17	the	the	DET
cana-1629	59	18	original	original	ADJ
cana-1629	59	19	images	image	NOUN
cana-1629	59	20	so	so	SCONJ
cana-1629	59	21	that	that	SCONJ
cana-1629	59	22	the	the	DET
cana-1629	59	23	focal	focal	ADJ
cana-1629	59	24	points	point	NOUN
cana-1629	59	25	stand	stand	VERB
cana-1629	59	26	out	out	ADP
cana-1629	59	27	over	over	ADP
cana-1629	59	28	the	the	DET
cana-1629	59	29	backdrop	backdrop	NOUN
cana-1629	59	30	.	.	PUNCT
cana-1629	60	1	resizing	resizing	NOUN
cana-1629	60	2	is	be	AUX
cana-1629	60	3	an	an	DET
cana-1629	60	4	essential	essential	ADJ
cana-1629	60	5	step	step	NOUN
cana-1629	60	6	in	in	ADP
cana-1629	60	7	modifying	modify	VERB
cana-1629	60	8	photos	photo	NOUN
cana-1629	60	9	.	.	PUNCT
cana-1629	61	1	in	in	ADP
cana-1629	61	2	addition	addition	NOUN
cana-1629	61	3	to	to	ADP
cana-1629	61	4	visual	visual	ADJ
cana-1629	61	5	participation	participation	NOUN
cana-1629	61	6	,	,	PUNCT
cana-1629	61	7	safety	safety	NOUN
cana-1629	61	8	,	,	PUNCT
cana-1629	61	9	and	and	CCONJ
cana-1629	61	10	shipping	shipping	NOUN
cana-1629	61	11	,	,	PUNCT
cana-1629	61	12	it	it	PRON
cana-1629	61	13	is	be	AUX
cana-1629	61	14	necessary	necessary	ADJ
cana-1629	61	15	for	for	ADP
cana-1629	61	16	a	a	DET
cana-1629	61	17	wide	wide	ADJ
cana-1629	61	18	range	range	NOUN
cana-1629	61	19	of	of	ADP
cana-1629	61	20	other	other	ADJ
cana-1629	61	21	reasons	reason	NOUN
cana-1629	61	22	.	.	PUNCT
cana-1629	62	1	a	a	DET
cana-1629	62	2	scaling	scale	VERB
cana-1629	62	3	operation	operation	NOUN
cana-1629	62	4	changes	change	VERB
cana-1629	62	5	the	the	DET
cana-1629	62	6	image	image	NOUN
cana-1629	62	7	's	's	PART
cana-1629	62	8	structure	structure	NOUN
cana-1629	62	9	.	.	PUNCT
cana-1629	63	1	this	this	PRON
cana-1629	63	2	aligns	align	VERB
cana-1629	63	3	with	with	ADP
cana-1629	63	4	the	the	DET
cana-1629	63	5	way	way	NOUN
cana-1629	63	6	an	an	DET
cana-1629	63	7	individual	individual	ADJ
cana-1629	63	8	views	view	VERB
cana-1629	63	9	the	the	DET
cana-1629	63	10	technology	technology	NOUN
cana-1629	63	11	in	in	ADP
cana-1629	63	12	general	general	ADJ
cana-1629	63	13	.	.	PUNCT
cana-1629	64	1	the	the	DET
cana-1629	64	2	brightness	brightness	NOUN
cana-1629	64	3	of	of	ADP
cana-1629	64	4	the	the	DET
cana-1629	64	5	ct	ct	PROPN
cana-1629	64	6	image	image	NOUN
cana-1629	64	7	is	be	AUX
cana-1629	64	8	improved	improve	VERB
cana-1629	64	9	by	by	ADP
cana-1629	64	10	applying	apply	VERB
cana-1629	64	11	grayscale	grayscale	NOUN
cana-1629	64	12	.	.	PUNCT
cana-1629	65	1	a	a	DET
cana-1629	65	2	256	256	NUM
cana-1629	65	3	by	by	ADP
cana-1629	65	4	256	256	NUM
cana-1629	65	5	-	-	PUNCT
cana-1629	65	6	pixel	pixel	ADJ
cana-1629	65	7	crop	crop	NOUN
cana-1629	65	8	is	be	AUX
cana-1629	65	9	used	use	VERB
cana-1629	65	10	for	for	ADP
cana-1629	65	11	the	the	DET
cana-1629	65	12	grayscale	grayscale	NOUN
cana-1629	65	13	image	image	NOUN
cana-1629	65	14	processing	processing	NOUN
cana-1629	65	15	.	.	PUNCT
cana-1629	66	1	the	the	DET
cana-1629	66	2	brightness	brightness	NOUN
cana-1629	66	3	of	of	ADP
cana-1629	66	4	the	the	DET
cana-1629	66	5	image	image	NOUN
cana-1629	66	6	helps	help	VERB
cana-1629	66	7	to	to	PART
cana-1629	66	8	gather	gather	VERB
cana-1629	66	9	accurate	accurate	ADJ
cana-1629	66	10	tissuerelated	tissuerelate	VERB
cana-1629	66	11	facts	fact	NOUN
cana-1629	66	12	.	.	PUNCT
cana-1629	67	1	accurate	accurate	ADJ
cana-1629	67	2	tissue	tissue	NOUN
cana-1629	67	3	transmission	transmission	NOUN
cana-1629	67	4	of	of	ADP
cana-1629	67	5	information	information	NOUN
cana-1629	67	6	is	be	AUX
cana-1629	67	7	made	make	VERB
cana-1629	67	8	possible	possible	ADJ
cana-1629	67	9	by	by	ADP
cana-1629	67	10	multiple	multiple	ADJ
cana-1629	67	11	variables	variable	NOUN
cana-1629	67	12	.	.	PUNCT
cana-1629	68	1	the	the	DET
cana-1629	68	2	technique	technique	NOUN
cana-1629	68	3	of	of	ADP
cana-1629	68	4	the	the	DET
cana-1629	68	5	recommended	recommend	VERB
cana-1629	68	6	therapy	therapy	NOUN
cana-1629	68	7	is	be	AUX
cana-1629	68	8	looked	look	VERB
cana-1629	68	9	at	at	ADP
cana-1629	68	10	.	.	PUNCT
cana-1629	69	1	the	the	DET
cana-1629	69	2	appropriate	appropriate	ADJ
cana-1629	69	3	filter	filter	NOUN
cana-1629	69	4	is	be	AUX
cana-1629	69	5	used	use	VERB
cana-1629	69	6	to	to	PART
cana-1629	69	7	reduce	reduce	VERB
cana-1629	69	8	noise	noise	NOUN
cana-1629	69	9	in	in	ADP
cana-1629	69	10	head	head	NOUN
cana-1629	69	11	ct	ct	NUM
cana-1629	69	12	images	image	NOUN
cana-1629	69	13	.	.	PUNCT
cana-1629	70	1	ii.rof(rudin	ii.rof(rudin	VERB
cana-1629	70	2	,	,	PUNCT
cana-1629	70	3	osher	osher	PROPN
cana-1629	70	4	and	and	CCONJ
cana-1629	70	5	fatemi	fatemi	PROPN
cana-1629	70	6	)	)	PUNCT
cana-1629	70	7	filter	filter	NOUN
cana-1629	70	8	regularisation	regularisation	NOUN
cana-1629	70	9	serves	serve	VERB
cana-1629	70	10	as	as	ADP
cana-1629	70	11	the	the	DET
cana-1629	70	12	foundation	foundation	NOUN
cana-1629	70	13	for	for	ADP
cana-1629	70	14	picture	picture	NOUN
cana-1629	70	15	recovery	recovery	NOUN
cana-1629	70	16	techniques	technique	NOUN
cana-1629	70	17	like	like	ADP
cana-1629	70	18	denoising	denoising	NOUN
cana-1629	70	19	and	and	CCONJ
cana-1629	70	20	deblurring	deblurring	NOUN
cana-1629	70	21	,	,	PUNCT
cana-1629	70	22	which	which	PRON
cana-1629	70	23	are	be	AUX
cana-1629	70	24	among	among	ADP
cana-1629	70	25	the	the	DET
cana-1629	70	26	most	most	ADV
cana-1629	70	27	essential	essential	ADJ
cana-1629	70	28	tasks	task	NOUN
cana-1629	70	29	in	in	ADP
cana-1629	70	30	image	image	NOUN
cana-1629	70	31	processing	processing	NOUN
cana-1629	70	32	.	.	PUNCT
cana-1629	71	1	while	while	SCONJ
cana-1629	71	2	challenging	challenge	VERB
cana-1629	71	3	,	,	PUNCT
cana-1629	71	4	maintaining	maintain	VERB
cana-1629	71	5	image	image	NOUN
cana-1629	71	6	head	head	NOUN
cana-1629	71	7	ct	ct	NUM
cana-1629	71	8	image	image	NOUN
cana-1629	71	9	acquisition	acquisition	NOUN
cana-1629	71	10	preprocessing	preprocessing	NOUN
cana-1629	71	11	(	(	PUNCT
cana-1629	71	12	rof	rof	PROPN
cana-1629	71	13	filter	filter	PROPN
cana-1629	71	14	)	)	PUNCT
cana-1629	71	15	feature	feature	NOUN
cana-1629	71	16	extraction	extraction	NOUN
cana-1629	71	17	(	(	PUNCT
cana-1629	71	18	ldp	ldp	PROPN
cana-1629	71	19	,	,	PUNCT
cana-1629	71	20	lpq	lpq	PROPN
cana-1629	71	21	,	,	PUNCT
cana-1629	71	22	lgp	lgp	PROPN
cana-1629	71	23	,	,	PUNCT
cana-1629	71	24	and	and	CCONJ
cana-1629	71	25	ngtdm	ngtdm	ADJ
cana-1629	71	26	)	)	PUNCT
cana-1629	71	27	classification	classification	NOUN
cana-1629	71	28	(	(	PUNCT
cana-1629	71	29	knn	knn	PROPN
cana-1629	71	30	)	)	PUNCT
cana-1629	71	31	analysis	analysis	NOUN
cana-1629	71	32	of	of	ADP
cana-1629	71	33	classifier	classifier	NOUN
cana-1629	71	34	using	use	VERB
cana-1629	71	35	standard	standard	ADJ
cana-1629	71	36	metrices	metrice	NOUN
cana-1629	71	37	communications	communication	NOUN
cana-1629	71	38	on	on	ADP
cana-1629	71	39	applied	apply	VERB
cana-1629	71	40	nonlinear	nonlinear	ADJ
cana-1629	71	41	analysis	analysis	NOUN
cana-1629	71	42	issn	issn	NOUN
cana-1629	71	43	:	:	PUNCT
cana-1629	71	44	1074	1074	NUM
cana-1629	71	45	-	-	PUNCT
cana-1629	71	46	133x	133x	NUM
cana-1629	71	47	vol	vol	NOUN
cana-1629	71	48	32	32	NUM
cana-1629	71	49	no	no	NOUN
cana-1629	71	50	.	.	NOUN
cana-1629	71	51	1	1	NUM
cana-1629	71	52	(	(	PUNCT
cana-1629	71	53	2025	2025	NUM
cana-1629	71	54	)	)	PUNCT
cana-1629	71	55	176	176	NUM
cana-1629	71	56	https://internationalpubls.com	https://internationalpubls.com	X
cana-1629	71	57	edges	edge	NOUN
cana-1629	71	58	and	and	CCONJ
cana-1629	71	59	features	feature	NOUN
cana-1629	71	60	during	during	ADP
cana-1629	71	61	image	image	NOUN
cana-1629	71	62	regularisation	regularisation	NOUN
cana-1629	71	63	processes	process	NOUN
cana-1629	71	64	is	be	AUX
cana-1629	71	65	highly	highly	ADV
cana-1629	71	66	desired	desire	VERB
cana-1629	71	67	.	.	PUNCT
cana-1629	72	1	it	it	PRON
cana-1629	72	2	is	be	AUX
cana-1629	72	3	currently	currently	ADV
cana-1629	72	4	being	be	AUX
cana-1629	72	5	shown	show	VERB
cana-1629	72	6	that	that	SCONJ
cana-1629	72	7	the	the	DET
cana-1629	72	8	rof	rof	PROPN
cana-1629	72	9	model	model	NOUN
cana-1629	72	10	works	work	VERB
cana-1629	72	11	incredibly	incredibly	ADV
cana-1629	72	12	well	well	ADV
cana-1629	72	13	for	for	ADP
cana-1629	72	14	edge	edge	NOUN
cana-1629	72	15	-	-	PUNCT
cana-1629	72	16	preserving	preserve	VERB
cana-1629	72	17	image	image	NOUN
cana-1629	72	18	restoration	restoration	NOUN
cana-1629	72	19	.	.	PUNCT
cana-1629	73	1	as	as	ADP
cana-1629	73	2	a	a	DET
cana-1629	73	3	result	result	NOUN
cana-1629	73	4	,	,	PUNCT
cana-1629	73	5	the	the	DET
cana-1629	73	6	model	model	NOUN
cana-1629	73	7	garnered	garner	VERB
cana-1629	73	8	significant	significant	ADJ
cana-1629	73	9	interest	interest	NOUN
cana-1629	73	10	and	and	CCONJ
cana-1629	73	11	was	be	AUX
cana-1629	73	12	expanded	expand	VERB
cana-1629	73	13	to	to	PART
cana-1629	73	14	include	include	VERB
cana-1629	73	15	vectorial	vectorial	ADJ
cana-1629	73	16	and	and	CCONJ
cana-1629	73	17	high	high	ADJ
cana-1629	73	18	-	-	PUNCT
cana-1629	73	19	order	order	NOUN
cana-1629	73	20	structures	structure	NOUN
cana-1629	73	21	for	for	ADP
cana-1629	73	22	the	the	DET
cana-1629	73	23	restoration	restoration	NOUN
cana-1629	73	24	of	of	ADP
cana-1629	73	25	color	color	NOUN
cana-1629	73	26	images	image	NOUN
cana-1629	73	27	[	[	PUNCT
cana-1629	73	28	8].the	8].the	DET
cana-1629	73	29	method	method	NOUN
cana-1629	73	30	of	of	ADP
cana-1629	73	31	total	total	ADJ
cana-1629	73	32	variation	variation	NOUN
cana-1629	73	33	regularisation	regularisation	NOUN
cana-1629	73	34	,	,	PUNCT
cana-1629	73	35	or	or	CCONJ
cana-1629	73	36	denoising	denoising	NOUN
cana-1629	73	37	,	,	PUNCT
cana-1629	73	38	is	be	AUX
cana-1629	73	39	a	a	DET
cana-1629	73	40	technique	technique	NOUN
cana-1629	73	41	used	use	VERB
cana-1629	73	42	most	most	ADV
cana-1629	73	43	frequently	frequently	ADV
cana-1629	73	44	in	in	ADP
cana-1629	73	45	digital	digital	ADJ
cana-1629	73	46	image	image	NOUN
cana-1629	73	47	processing	processing	NOUN
cana-1629	73	48	in	in	ADP
cana-1629	73	49	signal	signal	ADJ
cana-1629	73	50	processing	processing	NOUN
cana-1629	73	51	.	.	PUNCT
cana-1629	74	1	it	it	PRON
cana-1629	74	2	can	can	AUX
cana-1629	74	3	be	be	AUX
cana-1629	74	4	used	use	VERB
cana-1629	74	5	to	to	PART
cana-1629	74	6	reduce	reduce	VERB
cana-1629	74	7	noise	noise	NOUN
cana-1629	74	8	.	.	PUNCT
cana-1629	75	1	it	it	PRON
cana-1629	75	2	is	be	AUX
cana-1629	75	3	predicated	predicate	VERB
cana-1629	75	4	on	on	ADP
cana-1629	75	5	the	the	DET
cana-1629	75	6	idea	idea	NOUN
cana-1629	75	7	that	that	SCONJ
cana-1629	75	8	signals	signal	NOUN
cana-1629	75	9	with	with	ADP
cana-1629	75	10	excessive	excessive	ADJ
cana-1629	75	11	,	,	PUNCT
cana-1629	75	12	potentially	potentially	ADV
cana-1629	75	13	fictitious	fictitious	ADJ
cana-1629	75	14	detail	detail	NOUN
cana-1629	75	15	have	have	AUX
cana-1629	75	16	high	high	ADJ
cana-1629	75	17	total	total	ADJ
cana-1629	75	18	variance	variance	NOUN
cana-1629	75	19	or	or	CCONJ
cana-1629	75	20	a	a	DET
cana-1629	75	21	high	high	ADJ
cana-1629	75	22	integral	integral	NOUN
cana-1629	75	23	of	of	ADP
cana-1629	75	24	the	the	DET
cana-1629	75	25	signal	signal	NOUN
cana-1629	75	26	's	's	PART
cana-1629	75	27	absolute	absolute	ADJ
cana-1629	75	28	gradient	gradient	NOUN
cana-1629	75	29	.	.	PUNCT
cana-1629	76	1	by	by	ADP
cana-1629	76	2	lowering	lower	VERB
cana-1629	76	3	the	the	DET
cana-1629	76	4	overall	overall	ADJ
cana-1629	76	5	variance	variance	NOUN
cana-1629	76	6	of	of	ADP
cana-1629	76	7	the	the	DET
cana-1629	76	8	signal	signal	NOUN
cana-1629	76	9	,	,	PUNCT
cana-1629	76	10	provided	provide	VERB
cana-1629	76	11	that	that	SCONJ
cana-1629	76	12	it	it	PRON
cana-1629	76	13	closely	closely	ADV
cana-1629	76	14	resembles	resemble	VERB
cana-1629	76	15	the	the	DET
cana-1629	76	16	original	original	ADJ
cana-1629	76	17	signal	signal	NOUN
cana-1629	76	18	,	,	PUNCT
cana-1629	76	19	this	this	DET
cana-1629	76	20	method	method	NOUN
cana-1629	76	21	eliminates	eliminate	VERB
cana-1629	76	22	extraneous	extraneous	ADJ
cana-1629	76	23	information	information	NOUN
cana-1629	76	24	while	while	SCONJ
cana-1629	76	25	keeping	keep	VERB
cana-1629	76	26	crucial	crucial	ADJ
cana-1629	76	27	characteristics	characteristic	NOUN
cana-1629	76	28	like	like	ADP
cana-1629	76	29	edges	edge	NOUN
cana-1629	76	30	.	.	PUNCT
cana-1629	77	1	rudin	rudin	PROPN
cana-1629	77	2	et	et	PROPN
cana-1629	77	3	al	al	PROPN
cana-1629	77	4	.	.	PROPN
cana-1629	77	5	introduced	introduce	VERB
cana-1629	77	6	the	the	DET
cana-1629	77	7	idea	idea	NOUN
cana-1629	77	8	in	in	ADP
cana-1629	77	9	1992	1992	NUM
cana-1629	77	10	[	[	X
cana-1629	77	11	9	9	NUM
cana-1629	77	12	]	]	PUNCT
cana-1629	77	13	.	.	PUNCT
cana-1629	78	1	earlier	early	ADJ
cana-1629	78	2	techniques	technique	NOUN
cana-1629	78	3	for	for	ADP
cana-1629	78	4	doing	do	VERB
cana-1629	78	5	this	this	PRON
cana-1629	78	6	involved	involve	VERB
cana-1629	78	7	the	the	DET
cana-1629	78	8	use	use	NOUN
cana-1629	78	9	of	of	ADP
cana-1629	78	10	least	least	ADJ
cana-1629	78	11	squares	square	NOUN
cana-1629	78	12	,	,	PUNCT
cana-1629	78	13	which	which	PRON
cana-1629	78	14	had	have	VERB
cana-1629	78	15	the	the	DET
cana-1629	78	16	unfavorable	unfavorable	ADJ
cana-1629	78	17	characteristic	characteristic	NOUN
cana-1629	78	18	of	of	ADP
cana-1629	78	19	either	either	CCONJ
cana-1629	78	20	softening	soften	VERB
cana-1629	78	21	edges	edge	NOUN
cana-1629	78	22	or	or	CCONJ
cana-1629	78	23	producing	produce	VERB
cana-1629	78	24	misleading	mislead	VERB
cana-1629	78	25	oscillations	oscillation	NOUN
cana-1629	78	26	close	close	ADJ
cana-1629	78	27	to	to	ADP
cana-1629	78	28	edges	edge	NOUN
cana-1629	78	29	—	—	PUNCT
cana-1629	78	30	the	the	DET
cana-1629	78	31	well	well	ADV
cana-1629	78	32	-	-	PUNCT
cana-1629	78	33	known	know	VERB
cana-1629	78	34	ringing	ring	VERB
cana-1629	78	35	phenomena	phenomenon	NOUN
cana-1629	78	36	,	,	PUNCT
cana-1629	78	37	for	for	ADP
cana-1629	78	38	example	example	NOUN
cana-1629	78	39	.	.	PUNCT
cana-1629	79	1	however	however	ADV
cana-1629	79	2	,	,	PUNCT
cana-1629	79	3	borders	border	NOUN
cana-1629	79	4	and	and	CCONJ
cana-1629	79	5	texturing	texturing	NOUN
cana-1629	79	6	are	be	AUX
cana-1629	79	7	the	the	DET
cana-1629	79	8	most	most	ADV
cana-1629	79	9	notable	notable	ADJ
cana-1629	79	10	aspects	aspect	NOUN
cana-1629	79	11	of	of	ADP
cana-1629	79	12	digital	digital	ADJ
cana-1629	79	13	photographs	photograph	NOUN
cana-1629	79	14	.	.	PUNCT
cana-1629	80	1	a	a	DET
cana-1629	80	2	great	great	ADJ
cana-1629	80	3	deal	deal	NOUN
cana-1629	80	4	of	of	ADP
cana-1629	80	5	research	research	NOUN
cana-1629	80	6	has	have	AUX
cana-1629	80	7	investigated	investigate	VERB
cana-1629	80	8	altered	alter	VERB
cana-1629	80	9	models	model	NOUN
cana-1629	80	10	to	to	PART
cana-1629	80	11	lessen	lessen	VERB
cana-1629	80	12	this	this	DET
cana-1629	80	13	phenomenon	phenomenon	NOUN
cana-1629	80	14	,	,	PUNCT
cana-1629	80	15	which	which	PRON
cana-1629	80	16	can	can	AUX
cana-1629	80	17	remove	remove	VERB
cana-1629	80	18	noise	noise	NOUN
cana-1629	80	19	while	while	SCONJ
cana-1629	80	20	maintaining	maintain	VERB
cana-1629	80	21	edges	edge	NOUN
cana-1629	80	22	and	and	CCONJ
cana-1629	80	23	small	small	ADJ
cana-1629	80	24	-	-	PUNCT
cana-1629	80	25	scale	scale	NOUN
cana-1629	80	26	features	feature	NOUN
cana-1629	80	27	.	.	PUNCT
cana-1629	81	1	the	the	DET
cana-1629	81	2	variational	variational	ADJ
cana-1629	81	3	models	model	NOUN
cana-1629	81	4	are	be	AUX
cana-1629	81	5	among	among	ADP
cana-1629	81	6	the	the	DET
cana-1629	81	7	largest	large	ADJ
cana-1629	81	8	and	and	CCONJ
cana-1629	81	9	most	most	ADV
cana-1629	81	10	actively	actively	ADV
cana-1629	81	11	researched	research	VERB
cana-1629	81	12	fields	field	NOUN
cana-1629	81	13	of	of	ADP
cana-1629	81	14	mathematical	mathematical	ADJ
cana-1629	81	15	image	image	NOUN
cana-1629	81	16	processing	processing	NOUN
cana-1629	81	17	and	and	CCONJ
cana-1629	81	18	computer	computer	NOUN
cana-1629	81	19	vision	vision	NOUN
cana-1629	81	20	research	research	NOUN
cana-1629	81	21	,	,	PUNCT
cana-1629	81	22	and	and	CCONJ
cana-1629	81	23	they	they	PRON
cana-1629	81	24	have	have	AUX
cana-1629	81	25	proven	prove	VERB
cana-1629	81	26	to	to	PART
cana-1629	81	27	be	be	AUX
cana-1629	81	28	highly	highly	ADV
cana-1629	81	29	effective	effective	ADJ
cana-1629	81	30	among	among	ADP
cana-1629	81	31	altered	altered	ADJ
cana-1629	81	32	models	model	NOUN
cana-1629	81	33	in	in	ADP
cana-1629	81	34	a	a	DET
cana-1629	81	35	wide	wide	ADJ
cana-1629	81	36	range	range	NOUN
cana-1629	81	37	of	of	ADP
cana-1629	81	38	image	image	NOUN
cana-1629	81	39	restoration	restoration	NOUN
cana-1629	81	40	challenges	challenge	NOUN
cana-1629	81	41	.	.	PUNCT
cana-1629	82	1	the	the	DET
cana-1629	82	2	rof	rof	PROPN
cana-1629	82	3	model	model	NOUN
cana-1629	82	4	is	be	AUX
cana-1629	82	5	an	an	DET
cana-1629	82	6	established	establish	VERB
cana-1629	82	7	variational	variational	ADJ
cana-1629	82	8	model	model	NOUN
cana-1629	82	9	[	[	X
cana-1629	82	10	10	10	NUM
cana-1629	82	11	]	]	PUNCT
cana-1629	82	12	.	.	PUNCT
cana-1629	83	1	they	they	PRON
cana-1629	83	2	currently	currently	ADV
cana-1629	83	3	cover	cover	VERB
cana-1629	83	4	other	other	ADJ
cana-1629	83	5	restorative	restorative	ADJ
cana-1629	83	6	activities	activity	NOUN
cana-1629	83	7	including	include	VERB
cana-1629	83	8	deblurring	deblurre	VERB
cana-1629	83	9	,	,	PUNCT
cana-1629	83	10	blind	blind	ADJ
cana-1629	83	11	deconvolution	deconvolution	NOUN
cana-1629	83	12	,	,	PUNCT
cana-1629	83	13	and	and	CCONJ
cana-1629	83	14	in	in	ADP
cana-1629	83	15	painting	paint	VERB
cana-1629	83	16	in	in	ADP
cana-1629	83	17	addition	addition	NOUN
cana-1629	83	18	to	to	ADP
cana-1629	83	19	the	the	DET
cana-1629	83	20	core	core	NOUN
cana-1629	83	21	issue	issue	NOUN
cana-1629	83	22	of	of	ADP
cana-1629	83	23	picture	picture	NOUN
cana-1629	83	24	denoising	denoise	VERB
cana-1629	83	25	.	.	PUNCT
cana-1629	84	1	the	the	DET
cana-1629	84	2	solutions	solution	NOUN
cana-1629	84	3	to	to	ADP
cana-1629	84	4	these	these	DET
cana-1629	84	5	issues	issue	NOUN
cana-1629	84	6	are	be	AUX
cana-1629	84	7	shown	show	VERB
cana-1629	84	8	via	via	ADP
cana-1629	84	9	variational	variational	ADJ
cana-1629	84	10	models	model	NOUN
cana-1629	84	11	as	as	ADP
cana-1629	84	12	minimisers	minimiser	NOUN
cana-1629	84	13	’	'	PUNCT
cana-1629	84	14	of	of	ADP
cana-1629	84	15	suitably	suitably	ADV
cana-1629	84	16	selected	select	VERB
cana-1629	84	17	functional	functional	ADJ
cana-1629	84	18	analysis	analysis	NOUN
cana-1629	84	19	.	.	PUNCT
cana-1629	85	1	for	for	ADP
cana-1629	85	2	these	these	DET
cana-1629	85	3	kinds	kind	NOUN
cana-1629	85	4	of	of	ADP
cana-1629	85	5	models	model	NOUN
cana-1629	85	6	,	,	PUNCT
cana-1629	85	7	the	the	DET
cana-1629	85	8	preferred	preferred	ADJ
cana-1629	85	9	minimization	minimization	NOUN
cana-1629	85	10	method	method	NOUN
cana-1629	85	11	usually	usually	ADV
cana-1629	85	12	entails	entail	VERB
cana-1629	85	13	solving	solve	VERB
cana-1629	85	14	nonlinear	nonlinear	ADJ
cana-1629	85	15	partial	partial	ADJ
cana-1629	85	16	differential	differential	NOUN
cana-1629	85	17	equations	equation	NOUN
cana-1629	85	18	(	(	PUNCT
cana-1629	85	19	pdes	pde	NOUN
cana-1629	85	20	)	)	PUNCT
cana-1629	85	21	,	,	PUNCT
cana-1629	85	22	which	which	PRON
cana-1629	85	23	are	be	AUX
cana-1629	85	24	obtained	obtain	VERB
cana-1629	85	25	as	as	ADP
cana-1629	85	26	required	require	VERB
cana-1629	85	27	by	by	ADP
cana-1629	85	28	the	the	DET
cana-1629	85	29	greatest	great	ADJ
cana-1629	85	30	efficiency	efficiency	NOUN
cana-1629	85	31	criteria	criterion	NOUN
cana-1629	85	32	.	.	PUNCT
cana-1629	86	1	in	in	ADP
cana-1629	86	2	their	their	PRON
cana-1629	86	3	groundbreaking	groundbreake	VERB
cana-1629	86	4	study	study	NOUN
cana-1629	86	5	on	on	ADP
cana-1629	86	6	edge	edge	NOUN
cana-1629	86	7	-	-	PUNCT
cana-1629	86	8	preserving	preserve	VERB
cana-1629	86	9	image	image	NOUN
cana-1629	86	10	denoising	denoising	NOUN
cana-1629	86	11	,	,	PUNCT
cana-1629	86	12	rudin	rudin	PROPN
cana-1629	86	13	,	,	PUNCT
cana-1629	86	14	osher	osher	PROPN
cana-1629	86	15	,	,	PUNCT
cana-1629	86	16	and	and	CCONJ
cana-1629	86	17	fatemi	fatemi	PROPN
cana-1629	86	18	(	(	PUNCT
cana-1629	86	19	rof	rof	PROPN
cana-1629	86	20	)	)	PUNCT
cana-1629	86	21	first	first	ADV
cana-1629	86	22	presented	present	VERB
cana-1629	86	23	total	total	ADJ
cana-1629	86	24	variation	variation	NOUN
cana-1629	86	25	based	base	VERB
cana-1629	86	26	image	image	NOUN
cana-1629	86	27	restoration	restoration	NOUN
cana-1629	86	28	models	model	NOUN
cana-1629	86	29	.	.	PUNCT
cana-1629	87	1	one	one	NUM
cana-1629	87	2	of	of	ADP
cana-1629	87	3	the	the	DET
cana-1629	87	4	first	first	ADJ
cana-1629	87	5	and	and	CCONJ
cana-1629	87	6	most	most	ADV
cana-1629	87	7	well	well	ADV
cana-1629	87	8	-	-	PUNCT
cana-1629	87	9	known	know	VERB
cana-1629	87	10	applications	application	NOUN
cana-1629	87	11	of	of	ADP
cana-1629	87	12	edge	edge	NOUN
cana-1629	87	13	-	-	PUNCT
cana-1629	87	14	preserving	preserve	VERB
cana-1629	87	15	denoising	denoising	NOUN
cana-1629	87	16	based	base	VERB
cana-1629	87	17	on	on	ADP
cana-1629	87	18	pdes	pde	NOUN
cana-1629	87	19	is	be	AUX
cana-1629	87	20	this	this	DET
cana-1629	87	21	one	one	NUM
cana-1629	87	22	.	.	PUNCT
cana-1629	88	1	it	it	PRON
cana-1629	88	2	was	be	AUX
cana-1629	88	3	specifically	specifically	ADV
cana-1629	88	4	created	create	VERB
cana-1629	88	5	to	to	PART
cana-1629	88	6	remove	remove	VERB
cana-1629	88	7	noise	noise	NOUN
cana-1629	88	8	and	and	CCONJ
cana-1629	88	9	other	other	ADJ
cana-1629	88	10	undesired	undesired	ADJ
cana-1629	88	11	fine	fine	ADJ
cana-1629	88	12	-	-	PUNCT
cana-1629	88	13	scale	scale	NOUN
cana-1629	88	14	detail	detail	NOUN
cana-1629	88	15	from	from	ADP
cana-1629	88	16	photos	photo	NOUN
cana-1629	88	17	while	while	SCONJ
cana-1629	88	18	maintaining	maintain	VERB
cana-1629	88	19	crisp	crisp	ADJ
cana-1629	88	20	gaps	gap	NOUN
cana-1629	88	21	,	,	PUNCT
cana-1629	88	22	or	or	CCONJ
cana-1629	88	23	edges	edge	NOUN
cana-1629	88	24	.	.	PUNCT
cana-1629	89	1	the	the	DET
cana-1629	89	2	rof	rof	PROPN
cana-1629	89	3	model	model	NOUN
cana-1629	89	4	is	be	AUX
cana-1629	89	5	among	among	ADP
cana-1629	89	6	the	the	DET
cana-1629	89	7	most	most	ADV
cana-1629	89	8	straightforward	straightforward	ADJ
cana-1629	89	9	variational	variational	ADJ
cana-1629	89	10	systems	system	NOUN
cana-1629	89	11	with	with	ADP
cana-1629	89	12	this	this	DET
cana-1629	89	13	particularly	particularly	ADV
cana-1629	89	14	desired	desire	VERB
cana-1629	89	15	feature	feature	NOUN
cana-1629	89	16	since	since	SCONJ
cana-1629	89	17	it	it	PRON
cana-1629	89	18	is	be	AUX
cana-1629	89	19	convex	convex	NOUN
cana-1629	89	20	.	.	PUNCT
cana-1629	90	1	this	this	DET
cana-1629	90	2	model	model	NOUN
cana-1629	90	3	is	be	AUX
cana-1629	90	4	novel	novel	ADJ
cana-1629	90	5	in	in	SCONJ
cana-1629	90	6	that	that	SCONJ
cana-1629	90	7	its	its	PRON
cana-1629	90	8	regularisation	regularisation	NOUN
cana-1629	90	9	term	term	NOUN
cana-1629	90	10	disfavours	disfavour	VERB
cana-1629	90	11	oscillations	oscillation	NOUN
cana-1629	90	12	while	while	SCONJ
cana-1629	90	13	permitting	permit	VERB
cana-1629	90	14	discontinuity	discontinuity	NOUN
cana-1629	91	1	[	[	X
cana-1629	91	2	11].e	11].e	NUM
cana-1629	91	3	.	.	PUNCT
cana-1629	91	4	fatemi	fatemi	PROPN
cana-1629	91	5	,	,	PUNCT
cana-1629	91	6	s.j	s.j	PROPN
cana-1629	91	7	.	.	PROPN
cana-1629	91	8	osher	osher	PROPN
cana-1629	91	9	,	,	PUNCT
cana-1629	91	10	and	and	CCONJ
cana-1629	91	11	l.	l.	PROPN
cana-1629	91	12	rudin	rudin	PROPN
cana-1629	91	13	suggested	suggest	VERB
cana-1629	91	14	an	an	DET
cana-1629	91	15	image	image	NOUN
cana-1629	91	16	noise	noise	NOUN
cana-1629	91	17	reduction	reduction	NOUN
cana-1629	91	18	algorithm	algorithm	NOUN
cana-1629	91	19	.	.	PUNCT
cana-1629	92	1	with	with	SCONJ
cana-1629	92	2	an	an	DET
cana-1629	92	3	actual	actual	ADJ
cana-1629	92	4	intensity	intensity	NOUN
cana-1629	92	5	function	function	NOUN
cana-1629	92	6	f	f	PROPN
cana-1629	92	7	and	and	CCONJ
cana-1629	92	8	the	the	DET
cana-1629	92	9	presumption	presumption	NOUN
cana-1629	92	10	that	that	SCONJ
cana-1629	92	11	f	f	PROPN
cana-1629	92	12	=	=	SYM
cana-1629	92	13	u	u	PROPN
cana-1629	92	14	+	+	PROPN
cana-1629	92	15	η	η	PROPN
cana-1629	92	16	,	,	PUNCT
cana-1629	92	17	where	where	SCONJ
cana-1629	92	18	η	η	PROPN
cana-1629	92	19	is	be	AUX
cana-1629	92	20	additive	additive	ADJ
cana-1629	92	21	noise	noise	NOUN
cana-1629	92	22	,	,	PUNCT
cana-1629	92	23	exists	exist	VERB
cana-1629	92	24	,	,	PUNCT
cana-1629	92	25	they	they	PRON
cana-1629	92	26	reconstruct	reconstruct	VERB
cana-1629	92	27	the	the	DET
cana-1629	92	28	clean	clean	ADJ
cana-1629	92	29	picture	picture	NOUN
cana-1629	92	30	u.	u.	ADV
cana-1629	93	1	they	they	PRON
cana-1629	93	2	propose	propose	VERB
cana-1629	93	3	cutting	cut	VERB
cana-1629	93	4	back	back	ADP
cana-1629	93	5	on	on	ADP
cana-1629	93	6	the	the	DET
cana-1629	93	7	following	follow	VERB
cana-1629	93	8	features	feature	NOUN
cana-1629	93	9	:	:	PUNCT
cana-1629	93	10	𝐽(𝑢	𝐽(𝑢	X
cana-1629	93	11	)	)	PUNCT
cana-1629	93	12	=	=	NOUN
cana-1629	93	13	∫|∇𝑢|	∫|∇𝑢|	X
cana-1629	93	14	+	+	CCONJ
cana-1629	93	15	𝜆	𝜆	X
cana-1629	93	16	∫(𝑓	∫(𝑓	ADJ
cana-1629	93	17	−	−	NOUN
cana-1629	93	18	𝑢)2	𝑢)2	PROPN
cana-1629	93	19	ωω	ωω	ADP
cana-1629	93	20	about	about	ADP
cana-1629	93	21	a	a	DET
cana-1629	93	22	particular	particular	ADJ
cana-1629	93	23	modifying	modify	VERB
cana-1629	93	24	variable	variable	ADJ
cana-1629	93	25	λ	λ	PROPN
cana-1629	93	26	>	>	X
cana-1629	93	27	0	0	NUM
cana-1629	93	28	.	.	PUNCT
cana-1629	94	1	if	if	SCONJ
cana-1629	94	2	u	u	NOUN
cana-1629	94	3	has	have	AUX
cana-1629	94	4	bounded	bound	VERB
cana-1629	94	5	variation	variation	NOUN
cana-1629	94	6	,	,	PUNCT
cana-1629	94	7	meaning	mean	VERB
cana-1629	94	8	u	u	PROPN
cana-1629	94	9	∈	∈	PROPN
cana-1629	94	10	bv(ω	bv(ω	NOUN
cana-1629	94	11	)	)	PUNCT
cana-1629	94	12	,	,	PUNCT
cana-1629	94	13	then	then	ADV
cana-1629	94	14	the	the	DET
cana-1629	94	15	expression	expression	NOUN
cana-1629	94	16	∫	∫	PROPN
cana-1629	94	17	|∇u|	|∇u|	PROPN
cana-1629	94	18	ω	ω	PROPN
cana-1629	94	19	denotes	denote	VERB
cana-1629	94	20	the	the	DET
cana-1629	94	21	total	total	ADJ
cana-1629	94	22	variation	variation	NOUN
cana-1629	94	23	.	.	PUNCT
cana-1629	95	1	hence	hence	ADV
cana-1629	95	2	,	,	PUNCT
cana-1629	95	3	the	the	DET
cana-1629	95	4	rudin	rudin	NOUN
cana-1629	95	5	–	–	PUNCT
cana-1629	95	6	osher	osher	NOUN
cana-1629	95	7	–	–	PUNCT
cana-1629	95	8	fatemi	fatemi	PROPN
cana-1629	95	9	algorithm	algorithm	PROPN
cana-1629	95	10	(	(	PUNCT
cana-1629	95	11	rof	rof	PROPN
cana-1629	95	12	)	)	PUNCT
cana-1629	95	13	is	be	AUX
cana-1629	95	14	the	the	DET
cana-1629	95	15	communications	communication	NOUN
cana-1629	95	16	on	on	ADP
cana-1629	95	17	applied	apply	VERB
cana-1629	95	18	nonlinear	nonlinear	ADJ
cana-1629	95	19	analysis	analysis	NOUN
cana-1629	95	20	issn	issn	NOUN
cana-1629	95	21	:	:	PUNCT
cana-1629	95	22	1074	1074	NUM
cana-1629	95	23	-	-	PUNCT
cana-1629	95	24	133x	133x	NUM
cana-1629	95	25	vol	vol	NOUN
cana-1629	95	26	32	32	NUM
cana-1629	95	27	no	no	NOUN
cana-1629	95	28	.	.	NOUN
cana-1629	95	29	1	1	NUM
cana-1629	95	30	(	(	PUNCT
cana-1629	95	31	2025	2025	NUM
cana-1629	95	32	)	)	PUNCT
cana-1629	95	33	177	177	NUM
cana-1629	95	34	https://internationalpubls.com	https://internationalpubls.com	X
cana-1629	95	35	name	name	NOUN
cana-1629	95	36	given	give	VERB
cana-1629	95	37	to	to	ADP
cana-1629	95	38	the	the	DET
cana-1629	95	39	preceding	precede	VERB
cana-1629	95	40	equation	equation	NOUN
cana-1629	95	41	.	.	PUNCT
cana-1629	96	1	rudin	rudin	PROPN
cana-1629	96	2	,	,	PUNCT
cana-1629	96	3	osher	osher	PROPN
cana-1629	96	4	,	,	PUNCT
cana-1629	96	5	and	and	CCONJ
cana-1629	96	6	fatemi	fatemi	PROPN
cana-1629	96	7	proposed	propose	VERB
cana-1629	96	8	predicting	predict	VERB
cana-1629	96	9	the	the	DET
cana-1629	96	10	denoised	denoise	VERB
cana-1629	96	11	image	image	NOUN
cana-1629	96	12	u	u	NOUN
cana-1629	96	13	as	as	ADP
cana-1629	96	14	a	a	DET
cana-1629	96	15	solution	solution	NOUN
cana-1629	96	16	to	to	ADP
cana-1629	96	17	the	the	DET
cana-1629	96	18	decrease	decrease	NOUN
cana-1629	96	19	problem	problem	NOUN
cana-1629	96	20	.	.	PUNCT
cana-1629	97	1	‖𝑢‖𝑇𝑉(ω	‖𝑢‖𝑇𝑉(ω	VERB
cana-1629	97	2	)	)	PUNCT
cana-1629	98	1	+	+	CCONJ
cana-1629	98	2	𝜆	𝜆	X
cana-1629	98	3	2	2	NUM
cana-1629	98	4	∫(𝑓(𝑥	∫(𝑓(𝑥	NOUN
cana-1629	98	5	)	)	PUNCT
cana-1629	98	6	−	−	PROPN
cana-1629	99	1	𝑢(𝑥))2	𝑢(𝑥))2	PROPN
cana-1629	99	2	𝑑𝑥	𝑑𝑥	VERB
cana-1629	99	3	,	,	PUNCT
cana-1629	99	4	ω	ω	PROPN
cana-1629	99	5	𝑢∈𝐵𝑉(ω	𝑢∈𝐵𝑉(ω	ADV
cana-1629	99	6	)	)	PUNCT
cana-1629	99	7	𝑎𝑟𝑔𝑚𝑖𝑛	𝑎𝑟𝑔𝑚𝑖𝑛	NOUN
cana-1629	99	8	when	when	SCONJ
cana-1629	99	9	using	use	VERB
cana-1629	99	10	λ	λ	PROPN
cana-1629	99	11	,	,	PUNCT
cana-1629	99	12	a	a	DET
cana-1629	99	13	positive	positive	ADJ
cana-1629	99	14	value	value	NOUN
cana-1629	99	15	is	be	AUX
cana-1629	99	16	utilized	utilize	VERB
cana-1629	99	17	.	.	PUNCT
cana-1629	100	1	this	this	DET
cana-1629	100	2	one	one	NOUN
cana-1629	100	3	is	be	AUX
cana-1629	100	4	known	know	VERB
cana-1629	100	5	as	as	ADP
cana-1629	100	6	the	the	DET
cana-1629	100	7	rudin	rudin	PROPN
cana-1629	100	8	-	-	PUNCT
cana-1629	100	9	osher	osher	NOUN
cana-1629	100	10	-	-	PUNCT
cana-1629	100	11	fatemi	fatemi	PROPN
cana-1629	100	12	,	,	PUNCT
cana-1629	100	13	or	or	CCONJ
cana-1629	100	14	rof	rof	NOUN
cana-1629	100	15	,	,	PUNCT
cana-1629	100	16	problem	problem	NOUN
cana-1629	100	17	.	.	PUNCT
cana-1629	101	1	denoising	denoise	VERB
cana-1629	101	2	involves	involve	VERB
cana-1629	101	3	solving	solve	VERB
cana-1629	101	4	an	an	DET
cana-1629	101	5	infinite	infinite	ADJ
cana-1629	101	6	-	-	PUNCT
cana-1629	101	7	dimensional	dimensional	ADJ
cana-1629	101	8	reduction	reduction	NOUN
cana-1629	101	9	issue	issue	NOUN
cana-1629	101	10	where	where	SCONJ
cana-1629	101	11	the	the	DET
cana-1629	101	12	target	target	NOUN
cana-1629	101	13	field	field	NOUN
cana-1629	101	14	consists	consist	VERB
cana-1629	101	15	of	of	ADP
cana-1629	101	16	all	all	DET
cana-1629	101	17	bounded	bounded	ADJ
cana-1629	101	18	variation	variation	NOUN
cana-1629	101	19	(	(	PUNCT
cana-1629	101	20	bv	bv	NOUN
cana-1629	101	21	)	)	PUNCT
cana-1629	101	22	images	image	NOUN
cana-1629	101	23	.	.	PUNCT
cana-1629	102	1	a	a	DET
cana-1629	102	2	function	function	NOUN
cana-1629	102	3	is	be	AUX
cana-1629	102	4	in	in	ADP
cana-1629	102	5	bv	bv	PROPN
cana-1629	102	6	(	(	PUNCT
cana-1629	102	7	ω	ω	PROPN
cana-1629	102	8	)	)	PUNCT
cana-1629	102	9	if	if	SCONJ
cana-1629	102	10	it	it	PRON
cana-1629	102	11	is	be	AUX
cana-1629	102	12	integrable	integrable	ADJ
cana-1629	102	13	and	and	CCONJ
cana-1629	102	14	there	there	PRON
cana-1629	102	15	is	be	VERB
cana-1629	102	16	a	a	DET
cana-1629	102	17	radon	radon	ADJ
cana-1629	102	18	measure	measure	NOUN
cana-1629	102	19	du	du	PROPN
cana-1629	102	20	.	.	PROPN
cana-1629	102	21	∫	∫	PROPN
cana-1629	102	22	𝑢(𝑥)𝑑𝑖𝑣	𝑢(𝑥)𝑑𝑖𝑣	PROPN
cana-1629	102	23	�	�	PROPN
cana-1629	102	24	⃗	⃗	PROPN
cana-1629	102	25	�	�	NOUN
cana-1629	102	26	(𝑥	(𝑥	NOUN
cana-1629	102	27	)	)	PUNCT
cana-1629	103	1	𝑑𝑥	𝑑𝑥	ADP
cana-1629	103	2	=	=	SYM
cana-1629	103	3	−	−	PROPN
cana-1629	103	4	∫(	∫(	PROPN
cana-1629	103	5	�	�	PROPN
cana-1629	103	6	⃗	⃗	NOUN
cana-1629	103	7	�	�	PROPN
cana-1629	103	8	,	,	PUNCT
cana-1629	103	9	𝐷𝑢(𝑥	𝐷𝑢(𝑥	NOUN
cana-1629	103	10	)	)	PUNCT
cana-1629	103	11	)	)	PUNCT
cana-1629	104	1	𝑓𝑜𝑟	𝑓𝑜𝑟	CCONJ
cana-1629	104	2	𝑎𝑙𝑙	𝑎𝑙𝑙	PROPN
cana-1629	104	3	�	�	PROPN
cana-1629	104	4	⃗	⃗	PROPN
cana-1629	104	5	�	�	PROPN
cana-1629	104	6	∈	∈	PROPN
cana-1629	104	7	𝐶𝑐	𝐶𝑐	PROPN
cana-1629	104	8	1(ω	1(ω	NUM
cana-1629	104	9	,	,	PUNCT
cana-1629	104	10	𝑅2)2	𝑅2)2	PUNCT
cana-1629	104	11	ωω	ωω	PRON
cana-1629	104	12	du	du	PROPN
cana-1629	104	13	is	be	AUX
cana-1629	104	14	a	a	DET
cana-1629	104	15	measure	measure	NOUN
cana-1629	104	16	that	that	PRON
cana-1629	104	17	represents	represent	VERB
cana-1629	104	18	the	the	DET
cana-1629	104	19	distributional	distributional	ADJ
cana-1629	104	20	gradient	gradient	NOUN
cana-1629	104	21	of	of	ADP
cana-1629	104	22	u.	u.	NOUN
cana-1629	104	23	du(x	du(x	PROPN
cana-1629	104	24	)	)	PUNCT
cana-1629	105	1	=	=	SYM
cana-1629	105	2	∇u(x	∇u(x	NOUN
cana-1629	105	3	)	)	PUNCT
cana-1629	105	4	dxis	dxi	VERB
cana-1629	105	5	the	the	DET
cana-1629	105	6	formula	formula	NOUN
cana-1629	105	7	for	for	ADP
cana-1629	105	8	smooth	smooth	ADJ
cana-1629	105	9	u.	u.	NOUN
cana-1629	105	10	for	for	ADP
cana-1629	105	11	u	u	PROPN
cana-1629	105	12	,	,	PUNCT
cana-1629	105	13	the	the	DET
cana-1629	105	14	seminorm	seminorm	NOUN
cana-1629	105	15	of	of	ADP
cana-1629	105	16	total	total	ADJ
cana-1629	105	17	variation	variation	NOUN
cana-1629	105	18	(	(	PUNCT
cana-1629	105	19	tv	tv	NOUN
cana-1629	105	20	)	)	PUNCT
cana-1629	105	21	is	be	AUX
cana-1629	105	22	‖𝑢‖𝑇𝑉(ω	‖𝑢‖𝑇𝑉(ω	VERB
cana-1629	105	23	)	)	PUNCT
cana-1629	105	24	≔	≔	NOUN
cana-1629	105	25	∫|𝐷𝑢|	∫|𝐷𝑢|	PROPN
cana-1629	105	26	≔	≔	NOUN
cana-1629	105	27	𝑠𝑢𝑝	𝑠𝑢𝑝	NOUN
cana-1629	105	28	{	{	PUNCT
cana-1629	105	29	∫	∫	PROPN
cana-1629	105	30	𝑢	𝑢	PROPN
cana-1629	105	31	𝑑𝑖𝑣	𝑑𝑖𝑣	PROPN
cana-1629	105	32	�	�	PROPN
cana-1629	105	33	⃗	⃗	NOUN
cana-1629	105	34	�	�	PROPN
cana-1629	105	35	𝑑𝑥	𝑑𝑥	VERB
cana-1629	105	36	∶	∶	NOUN
cana-1629	105	37	�	�	NOUN
cana-1629	105	38	⃗	⃗	NOUN
cana-1629	105	39	�	�	NOUN
cana-1629	105	40	∈	∈	PROPN
cana-1629	105	41	𝐶𝑐	𝐶𝑐	PROPN
cana-1629	105	42	1(ω	1(ω	NUM
cana-1629	105	43	,	,	PUNCT
cana-1629	105	44	𝑅2)2	𝑅2)2	ADP
cana-1629	105	45	ω	ω	PROPN
cana-1629	105	46	,	,	PUNCT
cana-1629	105	47	√𝑔1	√𝑔1	PROPN
cana-1629	105	48	2	2	NUM
cana-1629	105	49	+	+	CCONJ
cana-1629	105	50	𝑔2	𝑔2	VERB
cana-1629	105	51	2	2	NUM
cana-1629	105	52	≤	≤	NUM
cana-1629	105	53	1	1	NUM
cana-1629	105	54	}	}	PUNCT
cana-1629	105	55	ω	ω	NUM
cana-1629	105	56	if	if	SCONJ
cana-1629	105	57	u	u	NOUN
cana-1629	105	58	is	be	AUX
cana-1629	105	59	smooth	smooth	ADJ
cana-1629	105	60	,	,	PUNCT
cana-1629	105	61	then	then	ADV
cana-1629	105	62	tv	tv	NOUN
cana-1629	105	63	is	be	AUX
cana-1629	105	64	equal	equal	ADJ
cana-1629	105	65	to	to	ADP
cana-1629	105	66	the	the	DET
cana-1629	105	67	integral	integral	NOUN
cana-1629	105	68	of	of	ADP
cana-1629	105	69	the	the	DET
cana-1629	105	70	gradient	gradient	NOUN
cana-1629	105	71	's	's	PART
cana-1629	105	72	magnitude	magnitude	NOUN
cana-1629	105	73	.	.	PUNCT
cana-1629	106	1	‖𝑢‖𝑇𝑉(ω	‖𝑢‖𝑇𝑉(ω	PROPN
cana-1629	106	2	)	)	PUNCT
cana-1629	107	1	=	=	NOUN
cana-1629	107	2	∫|∇𝑢|	∫|∇𝑢|	PUNCT
cana-1629	107	3	𝑑𝑥	𝑑𝑥	VERB
cana-1629	107	4	ω	ω	PROPN
cana-1629	107	5	the	the	DET
cana-1629	107	6	tv	tv	NOUN
cana-1629	107	7	component	component	NOUN
cana-1629	107	8	of	of	ADP
cana-1629	107	9	the	the	DET
cana-1629	107	10	lowering	lowering	NOUN
cana-1629	107	11	promotes	promote	VERB
cana-1629	107	12	variations	variation	NOUN
cana-1629	107	13	in	in	ADP
cana-1629	107	14	the	the	DET
cana-1629	107	15	result	result	NOUN
cana-1629	107	16	even	even	ADV
cana-1629	107	17	while	while	SCONJ
cana-1629	107	18	it	it	PRON
cana-1629	107	19	permits	permit	VERB
cana-1629	107	20	interruptions	interruption	NOUN
cana-1629	107	21	.	.	PUNCT
cana-1629	108	1	the	the	DET
cana-1629	108	2	next	next	ADJ
cana-1629	108	3	element	element	NOUN
cana-1629	108	4	advocates	advocate	NOUN
cana-1629	108	5	for	for	ADP
cana-1629	108	6	a	a	DET
cana-1629	108	7	strategy	strategy	NOUN
cana-1629	108	8	that	that	PRON
cana-1629	108	9	looks	look	VERB
cana-1629	108	10	like	like	ADP
cana-1629	108	11	the	the	DET
cana-1629	108	12	picture	picture	NOUN
cana-1629	108	13	that	that	PRON
cana-1629	108	14	was	be	AUX
cana-1629	108	15	viewed	view	VERB
cana-1629	108	16	f.	f.	PROPN
cana-1629	108	17	this	this	DET
cana-1629	108	18	combination	combination	NOUN
cana-1629	108	19	is	be	AUX
cana-1629	108	20	used	use	VERB
cana-1629	108	21	by	by	ADP
cana-1629	108	22	the	the	DET
cana-1629	108	23	reduction	reduction	NOUN
cana-1629	108	24	algorithm	algorithm	NOUN
cana-1629	108	25	to	to	PART
cana-1629	108	26	create	create	VERB
cana-1629	108	27	a	a	DET
cana-1629	108	28	denoised	denoise	VERB
cana-1629	108	29	image	image	NOUN
cana-1629	108	30	.	.	PUNCT
cana-1629	109	1	there	there	PRON
cana-1629	109	2	is	be	VERB
cana-1629	109	3	a	a	DET
cana-1629	109	4	unique	unique	ADJ
cana-1629	109	5	,	,	PUNCT
cana-1629	109	6	everlasting	everlasting	ADJ
cana-1629	109	7	minimizer	minimizer	NOUN
cana-1629	109	8	of	of	ADP
cana-1629	109	9	the	the	DET
cana-1629	109	10	rof	rof	PROPN
cana-1629	109	11	problem	problem	NOUN
cana-1629	109	12	in	in	ADP
cana-1629	109	13	l2if	l2if	DET
cana-1629	109	14	f	f	PROPN
cana-1629	109	15	∈	∈	PROPN
cana-1629	109	16	l2	l2	NOUN
cana-1629	109	17	,	,	PUNCT
cana-1629	109	18	and	and	CCONJ
cana-1629	109	19	it	it	PRON
cana-1629	109	20	is	be	AUX
cana-1629	109	21	independent	independent	ADJ
cana-1629	109	22	of	of	ADP
cana-1629	109	23	changes	change	NOUN
cana-1629	109	24	in	in	ADP
cana-1629	109	25	f	f	PROPN
cana-1629	110	1	[	[	X
cana-1629	110	2	12	12	NUM
cana-1629	110	3	]	]	PUNCT
cana-1629	110	4	.	.	PUNCT
cana-1629	111	1	fig2	fig2	PROPN
cana-1629	111	2	.	.	PUNCT
cana-1629	112	1	original	original	ADJ
cana-1629	112	2	image	image	NOUN
cana-1629	112	3	fig3	fig3	PROPN
cana-1629	112	4	.	.	PUNCT
cana-1629	113	1	filtered	filter	VERB
cana-1629	113	2	image	image	NOUN
cana-1629	113	3	compared	compare	VERB
cana-1629	113	4	to	to	ADP
cana-1629	113	5	more	more	ADV
cana-1629	113	6	straightforward	straightforward	ADJ
cana-1629	113	7	methods	method	NOUN
cana-1629	113	8	like	like	ADP
cana-1629	113	9	median	median	ADJ
cana-1629	113	10	filtering	filtering	NOUN
cana-1629	113	11	or	or	CCONJ
cana-1629	113	12	linear	linear	ADJ
cana-1629	113	13	smoothing	smoothing	NOUN
cana-1629	113	14	,	,	PUNCT
cana-1629	113	15	which	which	PRON
cana-1629	113	16	enhance	enhance	VERB
cana-1629	113	17	the	the	DET
cana-1629	113	18	appearance	appearance	NOUN
cana-1629	113	19	of	of	ADP
cana-1629	113	20	images	image	NOUN
cana-1629	113	21	but	but	CCONJ
cana-1629	113	22	take	take	VERB
cana-1629	113	23	an	an	DET
cana-1629	113	24	alternate	alternate	ADJ
cana-1629	113	25	route	route	NOUN
cana-1629	113	26	by	by	ADP
cana-1629	113	27	softening	soften	VERB
cana-1629	113	28	along	along	ADP
cana-1629	113	29	boundaries	boundary	NOUN
cana-1629	113	30	,	,	PUNCT
cana-1629	113	31	this	this	DET
cana-1629	113	32	de	de	ADJ
cana-1629	113	33	-	-	ADJ
cana-1629	113	34	noising	noising	ADJ
cana-1629	113	35	strategy	strategy	NOUN
cana-1629	113	36	has	have	VERB
cana-1629	113	37	advantages	advantage	NOUN
cana-1629	113	38	.	.	PUNCT
cana-1629	114	1	the	the	DET
cana-1629	114	2	rof	rof	PROPN
cana-1629	114	3	model	model	NOUN
cana-1629	114	4	filter	filter	NOUN
cana-1629	114	5	increases	increase	VERB
cana-1629	114	6	the	the	DET
cana-1629	114	7	precision	precision	NOUN
cana-1629	114	8	of	of	ADP
cana-1629	114	9	prediction	prediction	NOUN
cana-1629	114	10	.	.	PUNCT
cana-1629	115	1	the	the	DET
cana-1629	115	2	findings	finding	NOUN
cana-1629	115	3	of	of	ADP
cana-1629	115	4	the	the	DET
cana-1629	115	5	study	study	NOUN
cana-1629	115	6	are	be	AUX
cana-1629	115	7	implemented	implement	VERB
cana-1629	115	8	to	to	PART
cana-1629	115	9	provide	provide	VERB
cana-1629	115	10	free	free	ADJ
cana-1629	115	11	-	-	PUNCT
cana-1629	115	12	of	of	ADP
cana-1629	115	13	-	-	PUNCT
cana-1629	115	14	noise	noise	NOUN
cana-1629	115	15	images	image	NOUN
cana-1629	115	16	suitable	suitable	ADJ
cana-1629	115	17	for	for	ADP
cana-1629	115	18	feature	feature	NOUN
cana-1629	115	19	extraction	extraction	NOUN
cana-1629	115	20	.	.	PUNCT
cana-1629	116	1	communications	communication	NOUN
cana-1629	116	2	on	on	ADP
cana-1629	116	3	applied	apply	VERB
cana-1629	116	4	nonlinear	nonlinear	ADJ
cana-1629	116	5	analysis	analysis	NOUN
cana-1629	116	6	issn	issn	NOUN
cana-1629	116	7	:	:	PUNCT
cana-1629	116	8	1074	1074	NUM
cana-1629	116	9	-	-	PUNCT
cana-1629	116	10	133x	133x	NUM
cana-1629	116	11	vol	vol	NOUN
cana-1629	116	12	32	32	NUM
cana-1629	116	13	no	no	NOUN
cana-1629	116	14	.	.	NOUN
cana-1629	116	15	1	1	NUM
cana-1629	116	16	(	(	PUNCT
cana-1629	116	17	2025	2025	NUM
cana-1629	116	18	)	)	PUNCT
cana-1629	116	19	178	178	NUM
cana-1629	116	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1629	116	21	iii.feature	iii.feature	NOUN
cana-1629	116	22	extraction	extraction	NOUN
cana-1629	116	23	1.local	1.local	NUM
cana-1629	116	24	directional	directional	ADJ
cana-1629	116	25	pattern	pattern	NOUN
cana-1629	116	26	(	(	PUNCT
cana-1629	116	27	ldp	ldp	PROPN
cana-1629	116	28	):	):	PUNCT
cana-1629	116	29	the	the	DET
cana-1629	116	30	recognized	recognize	VERB
cana-1629	116	31	kirsch	kirsch	PROPN
cana-1629	116	32	kernels	kernels	PROPN
cana-1629	116	33	serve	serve	VERB
cana-1629	116	34	as	as	ADP
cana-1629	116	35	the	the	DET
cana-1629	116	36	foundation	foundation	NOUN
cana-1629	116	37	for	for	ADP
cana-1629	116	38	the	the	DET
cana-1629	116	39	ldp	ldp	PROPN
cana-1629	116	40	.	.	PUNCT
cana-1629	117	1	the	the	DET
cana-1629	117	2	edge	edge	NOUN
cana-1629	117	3	outcomes	outcome	NOUN
cana-1629	117	4	are	be	AUX
cana-1629	117	5	taken	take	VERB
cana-1629	117	6	into	into	ADP
cana-1629	117	7	consideration	consideration	NOUN
cana-1629	117	8	,	,	PUNCT
cana-1629	117	9	and	and	CCONJ
cana-1629	117	10	it	it	PRON
cana-1629	117	11	depends	depend	VERB
cana-1629	117	12	on	on	ADP
cana-1629	117	13	eight	eight	NUM
cana-1629	117	14	distinct	distinct	ADJ
cana-1629	117	15	orientations	orientation	NOUN
cana-1629	117	16	[	[	X
cana-1629	117	17	13].the	13].the	DET
cana-1629	117	18	local	local	ADJ
cana-1629	117	19	directed	direct	VERB
cana-1629	117	20	pattern	pattern	NOUN
cana-1629	117	21	approach	approach	NOUN
cana-1629	117	22	was	be	AUX
cana-1629	117	23	proposed	propose	VERB
cana-1629	117	24	by	by	ADP
cana-1629	117	25	jabid	jabid	NOUN
cana-1629	117	26	in	in	ADP
cana-1629	117	27	2010	2010	NUM
cana-1629	117	28	.	.	PUNCT
cana-1629	118	1	the	the	DET
cana-1629	118	2	approach	approach	NOUN
cana-1629	118	3	for	for	ADP
cana-1629	118	4	extracting	extract	VERB
cana-1629	118	5	features	feature	NOUN
cana-1629	118	6	was	be	AUX
cana-1629	118	7	improved	improve	VERB
cana-1629	118	8	and	and	CCONJ
cana-1629	118	9	extended	extend	VERB
cana-1629	118	10	.	.	PUNCT
cana-1629	119	1	this	this	DET
cana-1629	119	2	approach	approach	NOUN
cana-1629	119	3	,	,	PUNCT
cana-1629	119	4	ldp	ldp	PROPN
cana-1629	119	5	,	,	PUNCT
cana-1629	119	6	has	have	VERB
cana-1629	119	7	outstanding	outstanding	ADJ
cana-1629	119	8	stability	stability	NOUN
cana-1629	119	9	for	for	ADP
cana-1629	119	10	unpredictability	unpredictability	NOUN
cana-1629	119	11	and	and	CCONJ
cana-1629	119	12	inherits	inherit	VERB
cana-1629	119	13	the	the	DET
cana-1629	119	14	features	feature	NOUN
cana-1629	119	15	recovered	recover	VERB
cana-1629	119	16	by	by	ADP
cana-1629	119	17	lbp	lbp	PROPN
cana-1629	119	18	.	.	PUNCT
cana-1629	120	1	each	each	DET
cana-1629	120	2	one	one	NUM
cana-1629	120	3	of	of	ADP
cana-1629	120	4	the	the	DET
cana-1629	120	5	pixels	pixel	NOUN
cana-1629	120	6	in	in	ADP
cana-1629	120	7	the	the	DET
cana-1629	120	8	original	original	ADJ
cana-1629	120	9	image	image	NOUN
cana-1629	120	10	is	be	AUX
cana-1629	120	11	given	give	VERB
cana-1629	120	12	an	an	DET
cana-1629	120	13	eight	eight	NUM
cana-1629	120	14	-	-	PUNCT
cana-1629	120	15	bit	bit	NOUN
cana-1629	120	16	binary	binary	ADJ
cana-1629	120	17	code	code	NOUN
cana-1629	120	18	using	use	VERB
cana-1629	120	19	ldp	ldp	PROPN
cana-1629	120	20	.	.	PUNCT
cana-1629	120	21	evaluating	evaluate	VERB
cana-1629	120	22	the	the	DET
cana-1629	120	23	distances	distance	NOUN
cana-1629	120	24	between	between	ADP
cana-1629	120	25	edge	edge	NOUN
cana-1629	120	26	reaction	reaction	NOUN
cana-1629	120	27	values	value	NOUN
cana-1629	120	28	of	of	ADP
cana-1629	120	29	pixels	pixel	NOUN
cana-1629	120	30	dispersed	disperse	VERB
cana-1629	120	31	in	in	ADP
cana-1629	120	32	multiple	multiple	ADJ
cana-1629	120	33	directions	direction	NOUN
cana-1629	120	34	allowed	allow	VERB
cana-1629	120	35	for	for	ADP
cana-1629	120	36	the	the	DET
cana-1629	120	37	computation	computation	NOUN
cana-1629	120	38	of	of	ADP
cana-1629	120	39	an	an	DET
cana-1629	120	40	8	8	NUM
cana-1629	120	41	-	-	PUNCT
cana-1629	120	42	bit	bit	NOUN
cana-1629	120	43	pattern	pattern	NOUN
cana-1629	120	44	[	[	X
cana-1629	120	45	14	14	NUM
cana-1629	120	46	]	]	PUNCT
cana-1629	120	47	.	.	PUNCT
cana-1629	121	1	using	use	VERB
cana-1629	121	2	data	datum	NOUN
cana-1629	121	3	on	on	ADP
cana-1629	121	4	intensity	intensity	NOUN
cana-1629	121	5	variations	variation	NOUN
cana-1629	121	6	surrounding	surround	VERB
cana-1629	121	7	pixels	pixel	NOUN
cana-1629	121	8	,	,	PUNCT
cana-1629	121	9	the	the	DET
cana-1629	121	10	lbp	lbp	NOUN
cana-1629	121	11	operator	operator	NOUN
cana-1629	121	12	attempts	attempt	VERB
cana-1629	121	13	to	to	PART
cana-1629	121	14	encode	encode	VERB
cana-1629	121	15	the	the	DET
cana-1629	121	16	fine	fine	ADV
cana-1629	121	17	-	-	PUNCT
cana-1629	121	18	grained	grain	VERB
cana-1629	121	19	details	detail	NOUN
cana-1629	121	20	of	of	ADP
cana-1629	121	21	borders	border	NOUN
cana-1629	121	22	,	,	PUNCT
cana-1629	121	23	spots	spot	NOUN
cana-1629	121	24	,	,	PUNCT
cana-1629	121	25	and	and	CCONJ
cana-1629	121	26	other	other	ADJ
cana-1629	121	27	local	local	ADJ
cana-1629	121	28	elements	element	NOUN
cana-1629	121	29	in	in	ADP
cana-1629	121	30	a	a	DET
cana-1629	121	31	picture	picture	NOUN
cana-1629	121	32	.	.	PUNCT
cana-1629	122	1	some	some	DET
cana-1629	122	2	studies	study	NOUN
cana-1629	122	3	have	have	AUX
cana-1629	122	4	substituted	substitute	VERB
cana-1629	122	5	the	the	DET
cana-1629	122	6	magnitude	magnitude	NOUN
cana-1629	122	7	of	of	ADP
cana-1629	122	8	the	the	DET
cana-1629	122	9	gradient	gradient	NOUN
cana-1629	122	10	for	for	ADP
cana-1629	122	11	the	the	DET
cana-1629	122	12	intensity	intensity	NOUN
cana-1629	122	13	value	value	NOUN
cana-1629	122	14	at	at	ADP
cana-1629	122	15	a	a	DET
cana-1629	122	16	pixel	pixel	NOUN
cana-1629	122	17	point	point	NOUN
cana-1629	122	18	subsequently	subsequently	ADV
cana-1629	122	19	by	by	ADP
cana-1629	122	20	using	use	VERB
cana-1629	122	21	the	the	DET
cana-1629	122	22	same	same	ADJ
cana-1629	122	23	methodology	methodology	NOUN
cana-1629	122	24	as	as	ADP
cana-1629	122	25	the	the	DET
cana-1629	122	26	intensity	intensity	NOUN
cana-1629	122	27	value	value	NOUN
cana-1629	122	28	.	.	PUNCT
cana-1629	123	1	its	its	PRON
cana-1629	123	2	gradient	gradient	ADJ
cana-1629	123	3	magnitude	magnitude	NOUN
cana-1629	123	4	and	and	CCONJ
cana-1629	123	5	direction	direction	NOUN
cana-1629	123	6	data	datum	NOUN
cana-1629	123	7	are	be	AUX
cana-1629	123	8	not	not	PART
cana-1629	123	9	encoded	encode	VERB
cana-1629	123	10	;	;	PUNCT
cana-1629	123	11	instead	instead	ADV
cana-1629	123	12	,	,	PUNCT
cana-1629	123	13	they	they	PRON
cana-1629	123	14	solely	solely	ADV
cana-1629	123	15	represent	represent	VERB
cana-1629	123	16	the	the	DET
cana-1629	123	17	corresponding	corresponding	ADJ
cana-1629	123	18	variations	variation	NOUN
cana-1629	123	19	in	in	ADP
cana-1629	123	20	gradient	gradient	ADJ
cana-1629	123	21	magnitude	magnitude	NOUN
cana-1629	123	22	in	in	ADP
cana-1629	123	23	the	the	DET
cana-1629	123	24	locations	location	NOUN
cana-1629	123	25	around	around	ADP
cana-1629	123	26	it	it	PRON
cana-1629	123	27	.	.	PUNCT
cana-1629	124	1	inspired	inspire	VERB
cana-1629	124	2	by	by	ADP
cana-1629	124	3	this	this	DET
cana-1629	124	4	discovery	discovery	NOUN
cana-1629	124	5	,	,	PUNCT
cana-1629	124	6	we	we	PRON
cana-1629	124	7	put	put	VERB
cana-1629	124	8	forth	forth	ADP
cana-1629	124	9	an	an	DET
cana-1629	124	10	ldp	ldp	PROPN
cana-1629	124	11	code	code	NOUN
cana-1629	124	12	that	that	PRON
cana-1629	124	13	encapsulates	encapsulate	VERB
cana-1629	124	14	the	the	DET
cana-1629	124	15	texture	texture	NOUN
cana-1629	124	16	of	of	ADP
cana-1629	124	17	the	the	DET
cana-1629	124	18	object	object	NOUN
cana-1629	124	19	and	and	CCONJ
cana-1629	124	20	determines	determine	VERB
cana-1629	124	21	the	the	DET
cana-1629	124	22	edge	edge	NOUN
cana-1629	124	23	value	value	NOUN
cana-1629	124	24	responses	response	NOUN
cana-1629	124	25	in	in	ADP
cana-1629	124	26	multiple	multiple	ADJ
cana-1629	124	27	directions	direction	NOUN
cana-1629	124	28	[	[	X
cana-1629	124	29	15].the	15].the	DET
cana-1629	124	30	local	local	ADJ
cana-1629	124	31	directional	directional	ADJ
cana-1629	124	32	pattern	pattern	NOUN
cana-1629	124	33	feature	feature	NOUN
cana-1629	124	34	extraction	extraction	NOUN
cana-1629	124	35	method	method	NOUN
cana-1629	124	36	is	be	AUX
cana-1629	124	37	able	able	ADJ
cana-1629	124	38	to	to	PART
cana-1629	124	39	recover	recover	VERB
cana-1629	124	40	texture	texture	ADJ
cana-1629	124	41	data	datum	NOUN
cana-1629	124	42	from	from	ADP
cana-1629	124	43	images	image	NOUN
cana-1629	124	44	with	with	ADP
cana-1629	124	45	high	high	ADJ
cana-1629	124	46	accuracy	accuracy	NOUN
cana-1629	124	47	and	and	CCONJ
cana-1629	124	48	resilience	resilience	NOUN
cana-1629	124	49	to	to	ADP
cana-1629	124	50	variations	variation	NOUN
cana-1629	124	51	in	in	ADP
cana-1629	124	52	lighting	lighting	NOUN
cana-1629	124	53	and	and	CCONJ
cana-1629	124	54	noise	noise	NOUN
cana-1629	124	55	.	.	PUNCT
cana-1629	125	1	it	it	PRON
cana-1629	125	2	has	have	AUX
cana-1629	125	3	been	be	AUX
cana-1629	125	4	effectively	effectively	ADV
cana-1629	125	5	used	use	VERB
cana-1629	125	6	in	in	ADP
cana-1629	125	7	several	several	ADJ
cana-1629	125	8	fields	field	NOUN
cana-1629	125	9	,	,	PUNCT
cana-1629	125	10	such	such	ADJ
cana-1629	125	11	as	as	ADP
cana-1629	125	12	industrial	industrial	ADJ
cana-1629	125	13	assessment	assessment	NOUN
cana-1629	125	14	,	,	PUNCT
cana-1629	125	15	remote	remote	ADJ
cana-1629	125	16	sensing	sensing	NOUN
cana-1629	125	17	,	,	PUNCT
cana-1629	125	18	and	and	CCONJ
cana-1629	125	19	biological	biological	ADJ
cana-1629	125	20	imaging	imaging	NOUN
cana-1629	125	21	.	.	PUNCT
cana-1629	126	1	like	like	ADP
cana-1629	126	2	any	any	DET
cana-1629	126	3	feature	feature	NOUN
cana-1629	126	4	extraction	extraction	NOUN
cana-1629	126	5	technique	technique	NOUN
cana-1629	126	6	,	,	PUNCT
cana-1629	126	7	though	though	ADV
cana-1629	126	8	,	,	PUNCT
cana-1629	126	9	its	its	PRON
cana-1629	126	10	effectiveness	effectiveness	NOUN
cana-1629	126	11	can	can	AUX
cana-1629	126	12	change	change	VERB
cana-1629	126	13	based	base	VERB
cana-1629	126	14	on	on	ADP
cana-1629	126	15	many	many	ADJ
cana-1629	126	16	variables	variable	NOUN
cana-1629	126	17	,	,	PUNCT
cana-1629	126	18	including	include	VERB
cana-1629	126	19	the	the	DET
cana-1629	126	20	parameters	parameter	NOUN
cana-1629	126	21	selected	select	VERB
cana-1629	126	22	and	and	CCONJ
cana-1629	126	23	the	the	DET
cana-1629	126	24	properties	property	NOUN
cana-1629	126	25	of	of	ADP
cana-1629	126	26	the	the	DET
cana-1629	126	27	images	image	NOUN
cana-1629	126	28	under	under	ADP
cana-1629	126	29	study	study	NOUN
cana-1629	126	30	.	.	PUNCT
cana-1629	127	1	2.local	2.local	NUM
cana-1629	127	2	phase	phase	NOUN
cana-1629	127	3	quantization	quantization	NOUN
cana-1629	127	4	(	(	PUNCT
cana-1629	127	5	lpq	lpq	NOUN
cana-1629	127	6	):	):	PUNCT
cana-1629	127	7	a	a	DET
cana-1629	127	8	method	method	NOUN
cana-1629	127	9	for	for	ADP
cana-1629	127	10	extracting	extract	VERB
cana-1629	127	11	features	feature	NOUN
cana-1629	127	12	from	from	ADP
cana-1629	127	13	images	image	NOUN
cana-1629	127	14	in	in	ADP
cana-1629	127	15	computer	computer	NOUN
cana-1629	127	16	vision	vision	NOUN
cana-1629	127	17	and	and	CCONJ
cana-1629	127	18	image	image	NOUN
cana-1629	127	19	processing	processing	NOUN
cana-1629	127	20	is	be	AUX
cana-1629	127	21	called	call	VERB
cana-1629	127	22	local	local	ADJ
cana-1629	127	23	phase	phase	NOUN
cana-1629	127	24	quantization	quantization	NOUN
cana-1629	127	25	,	,	PUNCT
cana-1629	127	26	or	or	CCONJ
cana-1629	127	27	lpq	lpq	NOUN
cana-1629	127	28	.	.	PUNCT
cana-1629	128	1	it	it	PRON
cana-1629	128	2	is	be	AUX
cana-1629	128	3	especially	especially	ADV
cana-1629	128	4	helpful	helpful	ADJ
cana-1629	128	5	for	for	ADP
cana-1629	128	6	activities	activity	NOUN
cana-1629	128	7	like	like	ADP
cana-1629	128	8	recognizing	recognize	VERB
cana-1629	128	9	and	and	CCONJ
cana-1629	128	10	classifying	classify	VERB
cana-1629	128	11	textures	texture	NOUN
cana-1629	128	12	.	.	PUNCT
cana-1629	129	1	based	base	VERB
cana-1629	129	2	on	on	ADP
cana-1629	129	3	an	an	DET
cana-1629	129	4	image	image	NOUN
cana-1629	129	5	's	's	PART
cana-1629	129	6	phase	phase	NOUN
cana-1629	129	7	information	information	NOUN
cana-1629	129	8	,	,	PUNCT
cana-1629	129	9	lpq	lpq	NOUN
cana-1629	129	10	functions	function	NOUN
cana-1629	129	11	in	in	ADP
cana-1629	129	12	the	the	DET
cana-1629	129	13	space	space	NOUN
cana-1629	129	14	domain	domain	NOUN
cana-1629	129	15	.	.	PUNCT
cana-1629	130	1	ojansivu	ojansivu	NOUN
cana-1629	130	2	and	and	CCONJ
cana-1629	130	3	heikkila	heikkila	PROPN
cana-1629	130	4	first	first	ADV
cana-1629	130	5	suggested	suggest	VERB
cana-1629	130	6	the	the	DET
cana-1629	130	7	local	local	ADJ
cana-1629	130	8	phase	phase	NOUN
cana-1629	130	9	quantization	quantization	NOUN
cana-1629	130	10	operator	operator	NOUN
cana-1629	130	11	for	for	ADP
cana-1629	130	12	texture	texture	ADJ
cana-1629	130	13	description	description	NOUN
cana-1629	130	14	.	.	PUNCT
cana-1629	131	1	in	in	ADP
cana-1629	131	2	texture	texture	ADJ
cana-1629	131	3	classification	classification	NOUN
cana-1629	131	4	,	,	PUNCT
cana-1629	131	5	it	it	PRON
cana-1629	131	6	was	be	AUX
cana-1629	131	7	demonstrated	demonstrate	VERB
cana-1629	131	8	that	that	SCONJ
cana-1629	131	9	the	the	DET
cana-1629	131	10	operator	operator	NOUN
cana-1629	131	11	is	be	AUX
cana-1629	131	12	resilient	resilient	ADJ
cana-1629	131	13	to	to	PART
cana-1629	131	14	blur	blur	VERB
cana-1629	131	15	and	and	CCONJ
cana-1629	131	16	performs	perform	VERB
cana-1629	131	17	better	well	ADJ
cana-1629	131	18	than	than	ADP
cana-1629	131	19	the	the	DET
cana-1629	131	20	local	local	ADJ
cana-1629	131	21	binary	binary	ADJ
cana-1629	131	22	pattern	pattern	NOUN
cana-1629	131	23	operator	operator	NOUN
cana-1629	131	24	.	.	PUNCT
cana-1629	132	1	for	for	ADP
cana-1629	132	2	the	the	DET
cana-1629	132	3	initial	initial	ADJ
cana-1629	132	4	time	time	NOUN
cana-1629	132	5	,	,	PUNCT
cana-1629	132	6	a	a	DET
cana-1629	132	7	description	description	NOUN
cana-1629	132	8	for	for	ADP
cana-1629	132	9	local	local	ADJ
cana-1629	132	10	phase	phase	NOUN
cana-1629	132	11	quantization	quantization	NOUN
cana-1629	132	12	has	have	AUX
cana-1629	132	13	been	be	AUX
cana-1629	132	14	assigned	assign	VERB
cana-1629	132	15	to	to	PART
cana-1629	132	16	aid	aid	VERB
cana-1629	132	17	in	in	ADP
cana-1629	132	18	the	the	DET
cana-1629	132	19	categorization	categorization	NOUN
cana-1629	132	20	of	of	ADP
cana-1629	132	21	blurry	blurry	ADJ
cana-1629	132	22	textures	texture	NOUN
cana-1629	132	23	.	.	PUNCT
cana-1629	133	1	the	the	DET
cana-1629	133	2	purpose	purpose	NOUN
cana-1629	133	3	of	of	ADP
cana-1629	133	4	lpq	lpq	PROPN
cana-1629	133	5	is	be	AUX
cana-1629	133	6	to	to	PART
cana-1629	133	7	preserve	preserve	VERB
cana-1629	133	8	an	an	DET
cana-1629	133	9	image	image	NOUN
cana-1629	133	10	in	in	ADP
cana-1629	133	11	its	its	PRON
cana-1629	133	12	regional	regional	ADJ
cana-1629	133	13	unchanging	unchanging	ADJ
cana-1629	133	14	data	datum	NOUN
cana-1629	133	15	against	against	ADP
cana-1629	133	16	artifacts	artifact	NOUN
cana-1629	133	17	caused	cause	VERB
cana-1629	133	18	by	by	ADP
cana-1629	133	19	various	various	ADJ
cana-1629	133	20	types	type	NOUN
cana-1629	133	21	of	of	ADP
cana-1629	133	22	blur	blur	PROPN
cana-1629	133	23	.	.	PROPN
cana-1629	133	24	motivated	motivate	VERB
cana-1629	133	25	by	by	ADP
cana-1629	133	26	this	this	DET
cana-1629	133	27	notion	notion	NOUN
cana-1629	133	28	,	,	PUNCT
cana-1629	133	29	we	we	PRON
cana-1629	133	30	suggest	suggest	VERB
cana-1629	133	31	the	the	DET
cana-1629	133	32	lpq	lpq	NOUN
cana-1629	133	33	as	as	ADP
cana-1629	133	34	a	a	DET
cana-1629	133	35	successful	successful	ADJ
cana-1629	133	36	approach	approach	NOUN
cana-1629	133	37	to	to	PART
cana-1629	133	38	deal	deal	VERB
cana-1629	133	39	with	with	ADP
cana-1629	133	40	the	the	DET
cana-1629	133	41	concept	concept	NOUN
cana-1629	133	42	of	of	ADP
cana-1629	133	43	variability	variability	NOUN
cana-1629	133	44	issue	issue	NOUN
cana-1629	133	45	[	[	X
cana-1629	133	46	16	16	NUM
cana-1629	133	47	]	]	PUNCT
cana-1629	133	48	.	.	PUNCT
cana-1629	134	1	local	local	ADJ
cana-1629	134	2	phase	phase	NOUN
cana-1629	134	3	quantization	quantization	NOUN
cana-1629	134	4	(	(	PUNCT
cana-1629	134	5	lpq	lpq	NOUN
cana-1629	134	6	)	)	PUNCT
cana-1629	134	7	is	be	AUX
cana-1629	134	8	a	a	DET
cana-1629	134	9	novel	novel	ADJ
cana-1629	134	10	blur	blur	ADJ
cana-1629	134	11	-	-	ADJ
cana-1629	134	12	insensitive	insensitive	ADJ
cana-1629	134	13	textural	textural	ADJ
cana-1629	134	14	detection	detection	NOUN
cana-1629	134	15	method	method	NOUN
cana-1629	134	16	relying	rely	VERB
cana-1629	134	17	on	on	ADP
cana-1629	134	18	the	the	DET
cana-1629	134	19	quantified	quantified	ADJ
cana-1629	134	20	period	period	NOUN
cana-1629	134	21	of	of	ADP
cana-1629	134	22	the	the	DET
cana-1629	134	23	discrete	discrete	ADJ
cana-1629	134	24	fourier	fourier	NOUN
cana-1629	134	25	transform	transform	NOUN
cana-1629	134	26	(	(	PUNCT
cana-1629	134	27	dft	dft	NOUN
cana-1629	134	28	)	)	PUNCT
cana-1629	134	29	performed	perform	VERB
cana-1629	134	30	in	in	ADP
cana-1629	134	31	localised	localised	ADJ
cana-1629	134	32	image	image	NOUN
cana-1629	134	33	frames	frame	NOUN
cana-1629	134	34	.	.	PUNCT
cana-1629	135	1	movement	movement	NOUN
cana-1629	135	2	,	,	PUNCT
cana-1629	135	3	out	out	ADV
cana-1629	135	4	-	-	PUNCT
cana-1629	135	5	of	of	ADP
cana-1629	135	6	-	-	PUNCT
cana-1629	135	7	focus	focus	NOUN
cana-1629	135	8	,	,	PUNCT
cana-1629	135	9	and	and	CCONJ
cana-1629	135	10	turbulent	turbulent	ADJ
cana-1629	135	11	air	air	NOUN
cana-1629	135	12	blurring	blurring	NOUN
cana-1629	135	13	are	be	AUX
cana-1629	135	14	examples	example	NOUN
cana-1629	135	15	of	of	ADP
cana-1629	135	16	radially	radially	ADV
cana-1629	135	17	symmetrical	symmetrical	ADJ
cana-1629	135	18	blur	blur	NOUN
cana-1629	135	19	that	that	PRON
cana-1629	135	20	is	be	AUX
cana-1629	135	21	indifferent	indifferent	ADJ
cana-1629	135	22	to	to	ADP
cana-1629	135	23	the	the	DET
cana-1629	135	24	algorithms	algorithm	NOUN
cana-1629	135	25	generated	generate	VERB
cana-1629	135	26	by	by	ADP
cana-1629	135	27	the	the	DET
cana-1629	135	28	lpq	lpq	PROPN
cana-1629	135	29	operator	operator	NOUN
cana-1629	135	30	.	.	PUNCT
cana-1629	136	1	to	to	PART
cana-1629	136	2	identify	identify	VERB
cana-1629	136	3	textures	texture	NOUN
cana-1629	136	4	,	,	PUNCT
cana-1629	136	5	the	the	DET
cana-1629	136	6	lpq	lpq	NOUN
cana-1629	136	7	operator	operator	NOUN
cana-1629	136	8	is	be	AUX
cana-1629	136	9	used	use	VERB
cana-1629	136	10	.	.	PUNCT
cana-1629	137	1	it	it	PRON
cana-1629	137	2	is	be	AUX
cana-1629	137	3	computed	compute	VERB
cana-1629	137	4	individually	individually	ADV
cana-1629	137	5	at	at	ADP
cana-1629	137	6	each	each	DET
cana-1629	137	7	pixel	pixel	NOUN
cana-1629	137	8	point	point	NOUN
cana-1629	137	9	,	,	PUNCT
cana-1629	137	10	and	and	CCONJ
cana-1629	137	11	the	the	DET
cana-1629	137	12	produced	produce	VERB
cana-1629	137	13	code	code	NOUN
cana-1629	137	14	values	value	NOUN
cana-1629	137	15	are	be	AUX
cana-1629	137	16	displayed	display	VERB
cana-1629	137	17	as	as	ADP
cana-1629	137	18	a	a	DET
cana-1629	137	19	histogram	histogram	NOUN
cana-1629	137	20	.	.	PUNCT
cana-1629	138	1	the	the	DET
cana-1629	138	2	codes	code	NOUN
cana-1629	138	3	are	be	AUX
cana-1629	138	4	generated	generate	VERB
cana-1629	138	5	similarly	similarly	ADV
cana-1629	138	6	to	to	ADP
cana-1629	138	7	the	the	DET
cana-1629	138	8	lbp	lbp	PROPN
cana-1629	138	9	approach	approach	NOUN
cana-1629	138	10	,	,	PUNCT
cana-1629	138	11	as	as	SCONJ
cana-1629	138	12	are	be	AUX
cana-1629	138	13	their	their	PRON
cana-1629	138	14	histograms	histogram	NOUN
cana-1629	138	15	.	.	PUNCT
cana-1629	139	1	prior	prior	ADJ
cana-1629	139	2	studies	study	NOUN
cana-1629	139	3	have	have	AUX
cana-1629	139	4	also	also	ADV
cana-1629	139	5	employed	employ	VERB
cana-1629	139	6	local	local	ADJ
cana-1629	139	7	frequency	frequency	NOUN
cana-1629	139	8	analysis	analysis	NOUN
cana-1629	139	9	,	,	PUNCT
cana-1629	139	10	commonly	commonly	ADV
cana-1629	139	11	known	know	VERB
cana-1629	139	12	as	as	ADP
cana-1629	139	13	signal	signal	ADJ
cana-1629	139	14	processing	processing	NOUN
cana-1629	139	15	techniques	technique	NOUN
cana-1629	139	16	,	,	PUNCT
cana-1629	139	17	for	for	SCONJ
cana-1629	139	18	communications	communication	NOUN
cana-1629	139	19	on	on	ADP
cana-1629	139	20	applied	apply	VERB
cana-1629	139	21	nonlinear	nonlinear	ADJ
cana-1629	139	22	analysis	analysis	NOUN
cana-1629	139	23	issn	issn	NOUN
cana-1629	139	24	:	:	PUNCT
cana-1629	139	25	1074	1074	NUM
cana-1629	139	26	-	-	PUNCT
cana-1629	139	27	133x	133x	NUM
cana-1629	139	28	vol	vol	NOUN
cana-1629	139	29	32	32	NUM
cana-1629	139	30	no	no	NOUN
cana-1629	139	31	.	.	NOUN
cana-1629	139	32	1	1	NUM
cana-1629	139	33	(	(	PUNCT
cana-1629	139	34	2025	2025	NUM
cana-1629	139	35	)	)	PUNCT
cana-1629	139	36	179	179	NUM
cana-1629	139	37	https://internationalpubls.com	https://internationalpubls.com	X
cana-1629	139	38	texture	texture	NOUN
cana-1629	139	39	analysis	analysis	NOUN
cana-1629	139	40	[	[	X
cana-1629	139	41	17].the	17].the	DET
cana-1629	139	42	fourier	fourier	NOUN
cana-1629	139	43	phase	phase	NOUN
cana-1629	139	44	spectrum	spectrum	NOUN
cana-1629	139	45	's	's	PART
cana-1629	139	46	blur	blur	ADJ
cana-1629	139	47	invariance	invariance	NOUN
cana-1629	139	48	feature	feature	NOUN
cana-1629	139	49	serves	serve	VERB
cana-1629	139	50	as	as	ADP
cana-1629	139	51	the	the	DET
cana-1629	139	52	foundation	foundation	NOUN
cana-1629	139	53	for	for	ADP
cana-1629	139	54	lpq	lpq	NOUN
cana-1629	139	55	.	.	PUNCT
cana-1629	140	1	utilising	utilise	VERB
cana-1629	140	2	the	the	DET
cana-1629	140	3	2	2	NUM
cana-1629	140	4	-	-	PUNCT
cana-1629	140	5	d	d	ADJ
cana-1629	140	6	short	short	ADJ
cana-1629	140	7	-	-	PUNCT
cana-1629	140	8	term	term	NOUN
cana-1629	140	9	fourier	fourier	NOUN
cana-1629	140	10	transform	transform	NOUN
cana-1629	140	11	(	(	PUNCT
cana-1629	140	12	stft	stft	ADV
cana-1629	140	13	)	)	PUNCT
cana-1629	140	14	done	do	VERB
cana-1629	140	15	across	across	ADP
cana-1629	140	16	a	a	DET
cana-1629	140	17	rectangle	rectangle	NOUN
cana-1629	140	18	neighbourhood	neighbourhood	NOUN
cana-1629	140	19	at	at	ADP
cana-1629	140	20	each	each	DET
cana-1629	140	21	pixel	pixel	NOUN
cana-1629	140	22	position	position	NOUN
cana-1629	140	23	in	in	ADP
cana-1629	140	24	the	the	DET
cana-1629	140	25	image	image	NOUN
cana-1629	140	26	,	,	PUNCT
cana-1629	140	27	it	it	PRON
cana-1629	140	28	extracts	extract	VERB
cana-1629	140	29	the	the	DET
cana-1629	140	30	local	local	ADJ
cana-1629	140	31	phase	phase	NOUN
cana-1629	140	32	details	detail	NOUN
cana-1629	140	33	.	.	PUNCT
cana-1629	141	1	only	only	ADV
cana-1629	141	2	four	four	NUM
cana-1629	141	3	complex	complex	ADJ
cana-1629	141	4	coefficients	coefficient	NOUN
cana-1629	141	5	—	—	PUNCT
cana-1629	141	6	corresponding	correspond	VERB
cana-1629	141	7	to	to	ADP
cana-1629	141	8	two	two	NUM
cana-1629	141	9	-	-	PUNCT
cana-1629	141	10	dimensional	dimensional	ADJ
cana-1629	141	11	frequencies	frequency	NOUN
cana-1629	141	12	—	—	PUNCT
cana-1629	141	13	are	be	AUX
cana-1629	141	14	taken	take	VERB
cana-1629	141	15	into	into	ADP
cana-1629	141	16	account	account	NOUN
cana-1629	141	17	in	in	ADP
cana-1629	141	18	lpq	lpq	PROPN
cana-1629	141	19	[	[	X
cana-1629	141	20	18	18	NUM
cana-1629	141	21	]	]	PUNCT
cana-1629	141	22	.	.	PUNCT
cana-1629	142	1	3.local	3.local	NUM
cana-1629	142	2	gradient	gradient	NOUN
cana-1629	142	3	pattern	pattern	NOUN
cana-1629	142	4	(	(	PUNCT
cana-1629	142	5	lgp	lgp	NOUN
cana-1629	142	6	):	):	PUNCT
cana-1629	142	7	in	in	ADP
cana-1629	142	8	computer	computer	NOUN
cana-1629	142	9	vision	vision	NOUN
cana-1629	142	10	and	and	CCONJ
cana-1629	142	11	image	image	NOUN
cana-1629	142	12	processing	processing	NOUN
cana-1629	142	13	,	,	PUNCT
cana-1629	142	14	local	local	ADJ
cana-1629	142	15	gradient	gradient	NOUN
cana-1629	142	16	pattern	pattern	NOUN
cana-1629	142	17	(	(	PUNCT
cana-1629	142	18	lgp	lgp	NOUN
cana-1629	142	19	)	)	PUNCT
cana-1629	142	20	detection	detection	NOUN
cana-1629	142	21	is	be	AUX
cana-1629	142	22	a	a	DET
cana-1629	142	23	method	method	NOUN
cana-1629	142	24	for	for	ADP
cana-1629	142	25	characterizing	characterize	VERB
cana-1629	142	26	the	the	DET
cana-1629	142	27	local	local	ADJ
cana-1629	142	28	textural	textural	ADJ
cana-1629	142	29	variations	variation	NOUN
cana-1629	142	30	in	in	ADP
cana-1629	142	31	an	an	DET
cana-1629	142	32	image	image	NOUN
cana-1629	142	33	.	.	PUNCT
cana-1629	143	1	for	for	ADP
cana-1629	143	2	applications	application	NOUN
cana-1629	143	3	like	like	ADP
cana-1629	143	4	object	object	NOUN
cana-1629	143	5	identification	identification	NOUN
cana-1629	143	6	,	,	PUNCT
cana-1629	143	7	texture	texture	ADJ
cana-1629	143	8	categorization	categorization	NOUN
cana-1629	143	9	,	,	PUNCT
cana-1629	143	10	and	and	CCONJ
cana-1629	143	11	picture	picture	NOUN
cana-1629	143	12	recovery	recovery	NOUN
cana-1629	143	13	,	,	PUNCT
cana-1629	143	14	it	it	PRON
cana-1629	143	15	is	be	AUX
cana-1629	143	16	especially	especially	ADV
cana-1629	143	17	helpful	helpful	ADJ
cana-1629	143	18	.	.	PUNCT
cana-1629	144	1	determine	determine	VERB
cana-1629	144	2	the	the	DET
cana-1629	144	3	gradient	gradient	NOUN
cana-1629	144	4	's	's	PART
cana-1629	144	5	direction	direction	NOUN
cana-1629	144	6	and	and	CCONJ
cana-1629	144	7	intensity	intensity	NOUN
cana-1629	144	8	for	for	ADP
cana-1629	144	9	all	all	DET
cana-1629	144	10	the	the	DET
cana-1629	144	11	pixels	pixel	NOUN
cana-1629	144	12	in	in	ADP
cana-1629	144	13	the	the	DET
cana-1629	144	14	image	image	NOUN
cana-1629	144	15	.	.	PUNCT
cana-1629	145	1	the	the	DET
cana-1629	145	2	neighbouring	neighbouring	NOUN
cana-1629	145	3	pixels	pixel	NOUN
cana-1629	145	4	for	for	ADP
cana-1629	145	5	each	each	DET
cana-1629	145	6	pixel	pixel	NOUN
cana-1629	145	7	in	in	ADP
cana-1629	145	8	an	an	DET
cana-1629	145	9	image	image	NOUN
cana-1629	145	10	are	be	AUX
cana-1629	145	11	considered	consider	VERB
cana-1629	145	12	for	for	ADP
cana-1629	145	13	calculation	calculation	NOUN
cana-1629	145	14	in	in	ADP
cana-1629	145	15	the	the	DET
cana-1629	145	16	3x3	3x3	NUM
cana-1629	145	17	matrix	matrix	NOUN
cana-1629	145	18	form	form	NOUN
cana-1629	145	19	.	.	PUNCT
cana-1629	146	1	the	the	DET
cana-1629	146	2	middle	middle	ADJ
cana-1629	146	3	square	square	PROPN
cana-1629	146	4	value	value	NOUN
cana-1629	146	5	is	be	AUX
cana-1629	146	6	going	go	VERB
cana-1629	146	7	to	to	PART
cana-1629	146	8	be	be	AUX
cana-1629	146	9	used	use	VERB
cana-1629	146	10	as	as	ADP
cana-1629	146	11	the	the	DET
cana-1629	146	12	reference	reference	NOUN
cana-1629	146	13	point	point	NOUN
cana-1629	146	14	.	.	PUNCT
cana-1629	147	1	it	it	PRON
cana-1629	147	2	was	be	AUX
cana-1629	147	3	calculated	calculate	VERB
cana-1629	147	4	to	to	PART
cana-1629	147	5	find	find	VERB
cana-1629	147	6	the	the	DET
cana-1629	147	7	size	size	NOUN
cana-1629	147	8	of	of	ADP
cana-1629	147	9	the	the	DET
cana-1629	147	10	distinction	distinction	NOUN
cana-1629	147	11	between	between	ADP
cana-1629	147	12	the	the	DET
cana-1629	147	13	neighbourhood	neighbourhood	NOUN
cana-1629	147	14	and	and	CCONJ
cana-1629	147	15	central	central	ADJ
cana-1629	147	16	pixels	pixel	NOUN
cana-1629	147	17	.	.	PUNCT
cana-1629	148	1	subsequently	subsequently	ADV
cana-1629	148	2	,	,	PUNCT
cana-1629	148	3	the	the	DET
cana-1629	148	4	average	average	ADJ
cana-1629	148	5	value	value	NOUN
cana-1629	148	6	of	of	ADP
cana-1629	148	7	every	every	DET
cana-1629	148	8	pixel	pixel	NOUN
cana-1629	148	9	in	in	ADP
cana-1629	148	10	the	the	DET
cana-1629	148	11	3x3	3x3	NUM
cana-1629	148	12	matrix	matrix	NOUN
cana-1629	148	13	is	be	AUX
cana-1629	148	14	calculated	calculate	VERB
cana-1629	148	15	.	.	PUNCT
cana-1629	149	1	the	the	DET
cana-1629	149	2	mean	mean	ADJ
cana-1629	149	3	value	value	NOUN
cana-1629	149	4	takes	take	VERB
cana-1629	149	5	the	the	DET
cana-1629	149	6	place	place	NOUN
cana-1629	149	7	of	of	ADP
cana-1629	149	8	the	the	DET
cana-1629	149	9	original	original	ADJ
cana-1629	149	10	value	value	NOUN
cana-1629	149	11	for	for	ADP
cana-1629	149	12	the	the	DET
cana-1629	149	13	central	central	ADJ
cana-1629	149	14	pixel	pixel	NOUN
cana-1629	149	15	.	.	PUNCT
cana-1629	150	1	after	after	ADP
cana-1629	150	2	that	that	PRON
cana-1629	150	3	,	,	PUNCT
cana-1629	150	4	a	a	DET
cana-1629	150	5	comparison	comparison	NOUN
cana-1629	150	6	was	be	AUX
cana-1629	150	7	made	make	VERB
cana-1629	150	8	with	with	ADP
cana-1629	150	9	the	the	DET
cana-1629	150	10	other	other	ADJ
cana-1629	150	11	matrix	matrix	NOUN
cana-1629	150	12	pixels	pixel	NOUN
cana-1629	150	13	.	.	PUNCT
cana-1629	151	1	one	one	PRON
cana-1629	151	2	will	will	AUX
cana-1629	151	3	be	be	AUX
cana-1629	151	4	inserted	insert	VERB
cana-1629	151	5	into	into	ADP
cana-1629	151	6	the	the	DET
cana-1629	151	7	newly	newly	ADV
cana-1629	151	8	formed	form	VERB
cana-1629	151	9	matrix	matrix	NOUN
cana-1629	151	10	if	if	SCONJ
cana-1629	151	11	the	the	DET
cana-1629	151	12	related	related	ADJ
cana-1629	151	13	pixel	pixel	NOUN
cana-1629	151	14	value	value	NOUN
cana-1629	151	15	is	be	AUX
cana-1629	151	16	larger	large	ADJ
cana-1629	151	17	than	than	ADP
cana-1629	151	18	the	the	DET
cana-1629	151	19	value	value	NOUN
cana-1629	151	20	of	of	ADP
cana-1629	151	21	the	the	DET
cana-1629	151	22	central	central	ADJ
cana-1629	151	23	pixel	pixel	NOUN
cana-1629	151	24	,	,	PUNCT
cana-1629	151	25	and	and	CCONJ
cana-1629	151	26	if	if	SCONJ
cana-1629	151	27	not	not	PART
cana-1629	151	28	,	,	PUNCT
cana-1629	151	29	zero	zero	NUM
cana-1629	151	30	will	will	AUX
cana-1629	151	31	be	be	AUX
cana-1629	151	32	entered	enter	VERB
cana-1629	151	33	.	.	PUNCT
cana-1629	152	1	this	this	PRON
cana-1629	152	2	led	lead	VERB
cana-1629	152	3	to	to	ADP
cana-1629	152	4	the	the	DET
cana-1629	152	5	formation	formation	NOUN
cana-1629	152	6	of	of	ADP
cana-1629	152	7	a	a	DET
cana-1629	152	8	binary	binary	ADJ
cana-1629	152	9	pattern	pattern	NOUN
cana-1629	152	10	.	.	PUNCT
cana-1629	153	1	the	the	DET
cana-1629	153	2	decimal	decimal	ADJ
cana-1629	153	3	value	value	NOUN
cana-1629	153	4	corresponding	correspond	VERB
cana-1629	153	5	to	to	ADP
cana-1629	153	6	the	the	DET
cana-1629	153	7	binary	binary	ADJ
cana-1629	153	8	pattern	pattern	NOUN
cana-1629	153	9	is	be	AUX
cana-1629	153	10	calculated	calculate	VERB
cana-1629	153	11	,	,	PUNCT
cana-1629	153	12	and	and	CCONJ
cana-1629	153	13	the	the	DET
cana-1629	153	14	central	central	ADJ
cana-1629	153	15	pixel	pixel	NOUN
cana-1629	153	16	is	be	AUX
cana-1629	153	17	substituted	substitute	VERB
cana-1629	153	18	[	[	X
cana-1629	153	19	19	19	NUM
cana-1629	153	20	]	]	PUNCT
cana-1629	153	21	.	.	PUNCT
cana-1629	154	1	feature	feature	NOUN
cana-1629	154	2	vectors	vector	NOUN
cana-1629	154	3	are	be	AUX
cana-1629	154	4	commonly	commonly	ADV
cana-1629	154	5	used	use	VERB
cana-1629	154	6	to	to	PART
cana-1629	154	7	depict	depict	VERB
cana-1629	154	8	the	the	DET
cana-1629	154	9	gradient	gradient	NOUN
cana-1629	154	10	patterns	pattern	NOUN
cana-1629	154	11	once	once	SCONJ
cana-1629	154	12	they	they	PRON
cana-1629	154	13	have	have	AUX
cana-1629	154	14	been	be	AUX
cana-1629	154	15	encoded	encode	VERB
cana-1629	154	16	for	for	ADP
cana-1629	154	17	every	every	DET
cana-1629	154	18	pixel	pixel	NOUN
cana-1629	154	19	.	.	PUNCT
cana-1629	155	1	the	the	DET
cana-1629	155	2	texture	texture	NOUN
cana-1629	155	3	of	of	ADP
cana-1629	155	4	the	the	DET
cana-1629	155	5	picture	picture	NOUN
cana-1629	155	6	can	can	AUX
cana-1629	155	7	be	be	AUX
cana-1629	155	8	described	describe	VERB
cana-1629	155	9	at	at	ADP
cana-1629	155	10	various	various	ADJ
cana-1629	155	11	spatial	spatial	ADJ
cana-1629	155	12	positions	position	NOUN
cana-1629	155	13	using	use	VERB
cana-1629	155	14	these	these	DET
cana-1629	155	15	feature	feature	NOUN
cana-1629	155	16	vectors	vector	NOUN
cana-1629	155	17	.	.	PUNCT
cana-1629	156	1	ultimately	ultimately	ADV
cana-1629	156	2	,	,	PUNCT
cana-1629	156	3	features	feature	NOUN
cana-1629	156	4	are	be	AUX
cana-1629	156	5	taken	take	VERB
cana-1629	156	6	out	out	ADP
cana-1629	156	7	of	of	ADP
cana-1629	156	8	these	these	DET
cana-1629	156	9	representations	representation	NOUN
cana-1629	156	10	through	through	ADP
cana-1629	156	11	the	the	DET
cana-1629	156	12	use	use	NOUN
cana-1629	156	13	of	of	ADP
cana-1629	156	14	methods	method	NOUN
cana-1629	156	15	like	like	ADP
cana-1629	156	16	statistical	statistical	ADJ
cana-1629	156	17	measurements	measurement	NOUN
cana-1629	156	18	,	,	PUNCT
cana-1629	156	19	histogram	histogram	NOUN
cana-1629	156	20	analysis	analysis	NOUN
cana-1629	156	21	,	,	PUNCT
cana-1629	156	22	or	or	CCONJ
cana-1629	156	23	using	use	VERB
cana-1629	156	24	the	the	DET
cana-1629	156	25	encoded	encode	VERB
cana-1629	156	26	patterns	pattern	NOUN
cana-1629	156	27	themselves	themselves	PRON
cana-1629	156	28	as	as	ADP
cana-1629	156	29	features	feature	NOUN
cana-1629	156	30	.	.	PUNCT
cana-1629	157	1	because	because	SCONJ
cana-1629	157	2	of	of	ADP
cana-1629	157	3	its	its	PRON
cana-1629	157	4	adaptability	adaptability	NOUN
cana-1629	157	5	,	,	PUNCT
cana-1629	157	6	lgp	lgp	PROPN
cana-1629	157	7	is	be	AUX
cana-1629	157	8	a	a	DET
cana-1629	157	9	useful	useful	ADJ
cana-1629	157	10	technique	technique	NOUN
cana-1629	157	11	for	for	ADP
cana-1629	157	12	obtaining	obtain	VERB
cana-1629	157	13	local	local	ADJ
cana-1629	157	14	texture	texture	NOUN
cana-1629	157	15	details	detail	NOUN
cana-1629	157	16	from	from	ADP
cana-1629	157	17	images	image	NOUN
cana-1629	157	18	and	and	CCONJ
cana-1629	157	19	can	can	AUX
cana-1629	157	20	be	be	AUX
cana-1629	157	21	used	use	VERB
cana-1629	157	22	for	for	ADP
cana-1629	157	23	a	a	DET
cana-1629	157	24	variety	variety	NOUN
cana-1629	157	25	of	of	ADP
cana-1629	157	26	tasks	task	NOUN
cana-1629	157	27	related	relate	VERB
cana-1629	157	28	to	to	ADP
cana-1629	157	29	computer	computer	NOUN
cana-1629	157	30	vision	vision	NOUN
cana-1629	157	31	.	.	PUNCT
cana-1629	158	1	4.neighborhood	4.neighborhood	NUM
cana-1629	158	2	gray	gray	ADJ
cana-1629	158	3	-	-	PUNCT
cana-1629	158	4	tone	tone	NOUN
cana-1629	158	5	difference	difference	NOUN
cana-1629	158	6	matrix	matrix	NOUN
cana-1629	158	7	(	(	PUNCT
cana-1629	158	8	ngtdm	ngtdm	ADJ
cana-1629	158	9	):	):	PUNCT
cana-1629	158	10	neighbourhood	neighbourhood	NOUN
cana-1629	158	11	gray	gray	ADJ
cana-1629	158	12	-	-	PUNCT
cana-1629	158	13	tone	tone	NOUN
cana-1629	158	14	difference	difference	NOUN
cana-1629	158	15	matrix	matrix	NOUN
cana-1629	158	16	is	be	AUX
cana-1629	158	17	how	how	SCONJ
cana-1629	158	18	ngtdm	ngtdm	ADJ
cana-1629	158	19	is	be	AUX
cana-1629	158	20	referred	refer	VERB
cana-1629	158	21	to	to	ADP
cana-1629	158	22	.	.	PUNCT
cana-1629	159	1	it	it	PRON
cana-1629	159	2	is	be	AUX
cana-1629	159	3	a	a	DET
cana-1629	159	4	technique	technique	NOUN
cana-1629	159	5	for	for	ADP
cana-1629	159	6	feature	feature	NOUN
cana-1629	159	7	extraction	extraction	NOUN
cana-1629	159	8	in	in	ADP
cana-1629	159	9	an	an	DET
cana-1629	159	10	examination	examination	NOUN
cana-1629	159	11	of	of	ADP
cana-1629	159	12	texture	texture	NOUN
cana-1629	159	13	that	that	PRON
cana-1629	159	14	is	be	AUX
cana-1629	159	15	especially	especially	ADV
cana-1629	159	16	useful	useful	ADJ
cana-1629	159	17	for	for	ADP
cana-1629	159	18	describing	describe	VERB
cana-1629	159	19	tissue	tissue	NOUN
cana-1629	159	20	textures	texture	NOUN
cana-1629	159	21	in	in	ADP
cana-1629	159	22	medical	medical	ADJ
cana-1629	159	23	imaging	imaging	NOUN
cana-1629	159	24	.	.	PUNCT
cana-1629	160	1	by	by	ADP
cana-1629	160	2	capturing	capture	VERB
cana-1629	160	3	the	the	DET
cana-1629	160	4	variations	variation	NOUN
cana-1629	160	5	in	in	ADP
cana-1629	160	6	grey	grey	ADJ
cana-1629	160	7	-	-	PUNCT
cana-1629	160	8	tone	tone	NOUN
cana-1629	160	9	intensities	intensity	NOUN
cana-1629	160	10	across	across	ADP
cana-1629	160	11	pixels	pixel	NOUN
cana-1629	160	12	across	across	ADP
cana-1629	160	13	a	a	DET
cana-1629	160	14	local	local	ADJ
cana-1629	160	15	neighbourhood	neighbourhood	NOUN
cana-1629	160	16	,	,	PUNCT
cana-1629	160	17	ngtdm	ngtdm	ADV
cana-1629	160	18	can	can	AUX
cana-1629	160	19	provide	provide	VERB
cana-1629	160	20	details	detail	NOUN
cana-1629	160	21	about	about	ADP
cana-1629	160	22	the	the	DET
cana-1629	160	23	texture	texture	NOUN
cana-1629	160	24	patterns	pattern	NOUN
cana-1629	160	25	and	and	CCONJ
cana-1629	160	26	uniformity	uniformity	NOUN
cana-1629	160	27	of	of	ADP
cana-1629	160	28	a	a	DET
cana-1629	160	29	picture	picture	NOUN
cana-1629	160	30	.	.	PUNCT
cana-1629	161	1	a	a	DET
cana-1629	161	2	particular	particular	ADJ
cana-1629	161	3	pixel	pixel	NOUN
cana-1629	161	4	's	's	PART
cana-1629	161	5	divergence	divergence	NOUN
cana-1629	161	6	from	from	ADP
cana-1629	161	7	its	its	PRON
cana-1629	161	8	neighbouring	neighbouring	ADJ
cana-1629	161	9	pixel	pixel	NOUN
cana-1629	161	10	within	within	ADP
cana-1629	161	11	an	an	DET
cana-1629	161	12	acceptable	acceptable	ADJ
cana-1629	161	13	range	range	NOUN
cana-1629	161	14	is	be	AUX
cana-1629	161	15	measured	measure	VERB
cana-1629	161	16	using	use	VERB
cana-1629	161	17	the	the	DET
cana-1629	161	18	ngtdm	ngtdm	ADJ
cana-1629	161	19	.	.	PUNCT
cana-1629	162	1	higher	high	ADJ
cana-1629	162	2	levels	level	NOUN
cana-1629	162	3	of	of	ADP
cana-1629	162	4	roughness	roughness	NOUN
cana-1629	162	5	,	,	PUNCT
cana-1629	162	6	which	which	PRON
cana-1629	162	7	gauges	gauge	VERB
cana-1629	162	8	brightness	brightness	NOUN
cana-1629	162	9	shifts	shift	NOUN
cana-1629	162	10	among	among	ADP
cana-1629	162	11	nearby	nearby	ADJ
cana-1629	162	12	voxels	voxel	NOUN
cana-1629	162	13	,	,	PUNCT
cana-1629	162	14	indicate	indicate	VERB
cana-1629	162	15	localised	localised	ADJ
cana-1629	162	16	disease	disease	NOUN
cana-1629	162	17	homogeneity	homogeneity	NOUN
cana-1629	162	18	[	[	X
cana-1629	162	19	20	20	NUM
cana-1629	162	20	]	]	PUNCT
cana-1629	162	21	.	.	PUNCT
cana-1629	163	1	determine	determine	VERB
cana-1629	163	2	the	the	DET
cana-1629	163	3	gray	gray	ADJ
cana-1629	163	4	-	-	PUNCT
cana-1629	163	5	tone	tone	NOUN
cana-1629	163	6	intensity	intensity	NOUN
cana-1629	163	7	differential	differential	NOUN
cana-1629	163	8	between	between	ADP
cana-1629	163	9	each	each	DET
cana-1629	163	10	pixel	pixel	NOUN
cana-1629	163	11	in	in	ADP
cana-1629	163	12	the	the	DET
cana-1629	163	13	image	image	NOUN
cana-1629	163	14	and	and	CCONJ
cana-1629	163	15	its	its	PRON
cana-1629	163	16	surrounding	surround	VERB
cana-1629	163	17	pixels	pixel	NOUN
cana-1629	163	18	inside	inside	ADP
cana-1629	163	19	the	the	DET
cana-1629	163	20	designated	designate	VERB
cana-1629	163	21	neighbourhood	neighbourhood	NOUN
cana-1629	163	22	.	.	PUNCT
cana-1629	164	1	when	when	SCONJ
cana-1629	164	2	it	it	PRON
cana-1629	164	3	comes	come	VERB
cana-1629	164	4	to	to	ADP
cana-1629	164	5	tasks	task	NOUN
cana-1629	164	6	like	like	ADP
cana-1629	164	7	material	material	NOUN
cana-1629	164	8	classification	classification	NOUN
cana-1629	164	9	in	in	ADP
cana-1629	164	10	industrial	industrial	ADJ
cana-1629	164	11	inspection	inspection	NOUN
cana-1629	164	12	or	or	CCONJ
cana-1629	164	13	tumour	tumour	NOUN
cana-1629	164	14	classification	classification	NOUN
cana-1629	164	15	in	in	ADP
cana-1629	164	16	medical	medical	ADJ
cana-1629	164	17	imaging	imaging	NOUN
cana-1629	164	18	,	,	PUNCT
cana-1629	164	19	ngtdm	ngtdm	ADJ
cana-1629	164	20	features	feature	NOUN
cana-1629	164	21	are	be	AUX
cana-1629	164	22	especially	especially	ADV
cana-1629	164	23	helpful	helpful	ADJ
cana-1629	164	24	in	in	ADP
cana-1629	164	25	defining	define	VERB
cana-1629	164	26	the	the	DET
cana-1629	164	27	tiny	tiny	ADJ
cana-1629	164	28	texture	texture	NOUN
cana-1629	164	29	patterns	pattern	NOUN
cana-1629	164	30	found	find	VERB
cana-1629	164	31	in	in	ADP
cana-1629	164	32	images	image	NOUN
cana-1629	164	33	.	.	PUNCT
cana-1629	165	1	communications	communication	NOUN
cana-1629	165	2	on	on	ADP
cana-1629	165	3	applied	apply	VERB
cana-1629	165	4	nonlinear	nonlinear	ADJ
cana-1629	165	5	analysis	analysis	NOUN
cana-1629	165	6	issn	issn	NOUN
cana-1629	165	7	:	:	PUNCT
cana-1629	165	8	1074	1074	NUM
cana-1629	165	9	-	-	PUNCT
cana-1629	165	10	133x	133x	NUM
cana-1629	165	11	vol	vol	NOUN
cana-1629	165	12	32	32	NUM
cana-1629	165	13	no	no	NOUN
cana-1629	165	14	.	.	NOUN
cana-1629	165	15	1	1	NUM
cana-1629	165	16	(	(	PUNCT
cana-1629	165	17	2025	2025	NUM
cana-1629	165	18	)	)	PUNCT
cana-1629	165	19	180	180	NUM
cana-1629	165	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1629	165	21	fig4	fig4	PROPN
cana-1629	165	22	:	:	PUNCT
cana-1629	165	23	scatter	scatter	VERB
cana-1629	165	24	plot	plot	NOUN
cana-1629	165	25	for	for	ADP
cana-1629	165	26	ldpfig5	ldpfig5	NOUN
cana-1629	165	27	:	:	PUNCT
cana-1629	165	28	scatter	scatter	NOUN
cana-1629	165	29	plot	plot	NOUN
cana-1629	165	30	for	for	ADP
cana-1629	165	31	lpq	lpq	PROPN
cana-1629	165	32	fig6	fig6	VERB
cana-1629	165	33	:	:	PUNCT
cana-1629	165	34	scatter	scatter	VERB
cana-1629	165	35	plot	plot	NOUN
cana-1629	165	36	for	for	ADP
cana-1629	165	37	lgpfig7	lgpfig7	NOUN
cana-1629	165	38	:	:	PUNCT
cana-1629	165	39	scatter	scatter	NOUN
cana-1629	165	40	plot	plot	NOUN
cana-1629	165	41	for	for	ADP
cana-1629	165	42	ngtdm	ngtdm	ADJ
cana-1629	165	43	iv.classification	iv.classification	NOUN
cana-1629	165	44	knearest	knearest	NOUN
cana-1629	165	45	neighbors	neighbor	NOUN
cana-1629	165	46	(	(	PUNCT
cana-1629	165	47	knn	knn	PROPN
cana-1629	165	48	)	)	PUNCT
cana-1629	165	49	among	among	ADP
cana-1629	165	50	the	the	DET
cana-1629	165	51	most	most	ADV
cana-1629	165	52	basic	basic	ADJ
cana-1629	165	53	and	and	CCONJ
cana-1629	165	54	easily	easily	ADV
cana-1629	165	55	understood	understand	VERB
cana-1629	165	56	learning	learn	VERB
cana-1629	165	57	algorithms	algorithm	NOUN
cana-1629	165	58	is	be	AUX
cana-1629	165	59	k	k	ADJ
cana-1629	165	60	-	-	PUNCT
cana-1629	165	61	nearest	near	ADJ
cana-1629	165	62	neighbour	neighbour	NOUN
cana-1629	165	63	(	(	PUNCT
cana-1629	165	64	knn	knn	PROPN
cana-1629	165	65	)	)	PUNCT
cana-1629	165	66	.	.	PUNCT
cana-1629	166	1	knn	knn	PROPN
cana-1629	166	2	is	be	AUX
cana-1629	166	3	also	also	ADV
cana-1629	166	4	regarded	regard	VERB
cana-1629	166	5	as	as	ADP
cana-1629	166	6	an	an	DET
cana-1629	166	7	effective	effective	ADJ
cana-1629	166	8	algorithm	algorithm	NOUN
cana-1629	166	9	for	for	ADP
cana-1629	166	10	distribution	distribution	NOUN
cana-1629	166	11	and	and	CCONJ
cana-1629	166	12	execution	execution	NOUN
cana-1629	166	13	at	at	ADP
cana-1629	166	14	the	the	DET
cana-1629	166	15	same	same	ADJ
cana-1629	166	16	moment	moment	NOUN
cana-1629	166	17	.	.	PUNCT
cana-1629	167	1	the	the	DET
cana-1629	167	2	supervised	supervised	ADJ
cana-1629	167	3	learning	learning	NOUN
cana-1629	167	4	techniques	technique	NOUN
cana-1629	167	5	that	that	PRON
cana-1629	167	6	this	this	DET
cana-1629	167	7	method	method	NOUN
cana-1629	167	8	supports	support	NOUN
cana-1629	167	9	are	be	AUX
cana-1629	167	10	regression	regression	NOUN
cana-1629	167	11	and	and	CCONJ
cana-1629	167	12	classification	classification	NOUN
cana-1629	167	13	[	[	X
cana-1629	167	14	21	21	NUM
cana-1629	167	15	]	]	PUNCT
cana-1629	167	16	.	.	PUNCT
cana-1629	168	1	since	since	SCONJ
cana-1629	168	2	knn	knn	PROPN
cana-1629	168	3	is	be	AUX
cana-1629	168	4	a	a	DET
cana-1629	168	5	non	non	ADJ
cana-1629	168	6	-	-	ADJ
cana-1629	168	7	parametric	parametric	ADJ
cana-1629	168	8	technique	technique	NOUN
cana-1629	168	9	,	,	PUNCT
cana-1629	168	10	it	it	PRON
cana-1629	168	11	does	do	AUX
cana-1629	168	12	n't	not	PART
cana-1629	168	13	assume	assume	VERB
cana-1629	168	14	anything	anything	PRON
cana-1629	168	15	regarding	regard	VERB
cana-1629	168	16	the	the	DET
cana-1629	168	17	statistical	statistical	ADJ
cana-1629	168	18	characteristics	characteristic	NOUN
cana-1629	168	19	of	of	ADP
cana-1629	168	20	the	the	DET
cana-1629	168	21	data	datum	NOUN
cana-1629	168	22	that	that	PRON
cana-1629	168	23	underlies	underlie	VERB
cana-1629	168	24	it	it	PRON
cana-1629	168	25	.	.	PUNCT
cana-1629	169	1	it	it	PRON
cana-1629	169	2	is	be	AUX
cana-1629	169	3	often	often	ADV
cana-1629	169	4	referred	refer	VERB
cana-1629	169	5	to	to	ADP
cana-1629	169	6	as	as	ADP
cana-1629	169	7	an	an	DET
cana-1629	169	8	instance	instance	NOUN
cana-1629	169	9	-	-	PUNCT
cana-1629	169	10	based	base	VERB
cana-1629	169	11	or	or	CCONJ
cana-1629	169	12	passive	passive	ADJ
cana-1629	169	13	learning	learning	NOUN
cana-1629	169	14	algorithm	algorithm	NOUN
cana-1629	169	15	as	as	ADP
cana-1629	169	16	,	,	PUNCT
cana-1629	169	17	in	in	ADP
cana-1629	169	18	the	the	DET
cana-1629	169	19	training	training	NOUN
cana-1629	169	20	stage	stage	NOUN
cana-1629	169	21	,	,	PUNCT
cana-1629	169	22	it	it	PRON
cana-1629	169	23	generates	generate	VERB
cana-1629	169	24	forecasts	forecast	NOUN
cana-1629	169	25	based	base	VERB
cana-1629	169	26	on	on	ADP
cana-1629	169	27	the	the	DET
cana-1629	169	28	complete	complete	ADJ
cana-1629	169	29	training	training	NOUN
cana-1629	169	30	dataset	dataset	NOUN
cana-1629	169	31	rather	rather	ADV
cana-1629	169	32	than	than	ADP
cana-1629	169	33	creating	create	VERB
cana-1629	169	34	a	a	DET
cana-1629	169	35	model	model	NOUN
cana-1629	169	36	.	.	PUNCT
cana-1629	170	1	the	the	DET
cana-1629	170	2	euclidean	euclidean	ADJ
cana-1629	170	3	distance	distance	NOUN
cana-1629	170	4	between	between	ADP
cana-1629	170	5	the	the	DET
cana-1629	170	6	test	test	NOUN
cana-1629	170	7	sample	sample	NOUN
cana-1629	170	8	's	's	PART
cana-1629	170	9	feature	feature	NOUN
cana-1629	170	10	vector	vector	NOUN
cana-1629	170	11	and	and	CCONJ
cana-1629	170	12	all	all	PRON
cana-1629	170	13	of	of	ADP
cana-1629	170	14	the	the	DET
cana-1629	170	15	training	training	NOUN
cana-1629	170	16	samples	sample	NOUN
cana-1629	170	17	'	'	PART
cana-1629	170	18	feature	feature	NOUN
cana-1629	170	19	vectors	vector	NOUN
cana-1629	170	20	must	must	AUX
cana-1629	170	21	first	first	ADV
cana-1629	170	22	be	be	AUX
cana-1629	170	23	determined	determine	VERB
cana-1629	170	24	to	to	PART
cana-1629	170	25	utilise	utilise	VERB
cana-1629	170	26	the	the	DET
cana-1629	170	27	knn	knn	PROPN
cana-1629	170	28	classifier	classifier	NOUN
cana-1629	170	29	.	.	PUNCT
cana-1629	171	1	then	then	ADV
cana-1629	171	2	,	,	PUNCT
cana-1629	171	3	using	use	VERB
cana-1629	171	4	the	the	DET
cana-1629	171	5	knn	knn	NOUN
cana-1629	171	6	class	class	NOUN
cana-1629	171	7	labels	label	NOUN
cana-1629	171	8	where	where	SCONJ
cana-1629	171	9	k	k	PROPN
cana-1629	171	10	is	be	AUX
cana-1629	171	11	an	an	DET
cana-1629	171	12	integer	integer	NOUN
cana-1629	171	13	the	the	DET
cana-1629	171	14	unidentified	unidentified	ADJ
cana-1629	171	15	class	class	NOUN
cana-1629	171	16	label	label	NOUN
cana-1629	171	17	is	be	AUX
cana-1629	171	18	found	find	VERB
cana-1629	171	19	[	[	X
cana-1629	171	20	22	22	NUM
cana-1629	171	21	]	]	PUNCT
cana-1629	171	22	.	.	PUNCT
cana-1629	172	1	for	for	ADP
cana-1629	172	2	a	a	DET
cana-1629	172	3	variety	variety	NOUN
cana-1629	172	4	of	of	ADP
cana-1629	172	5	issues	issue	NOUN
cana-1629	172	6	related	relate	VERB
cana-1629	172	7	to	to	ADP
cana-1629	172	8	classification	classification	NOUN
cana-1629	172	9	,	,	PUNCT
cana-1629	172	10	knn	knn	PROPN
cana-1629	172	11	is	be	AUX
cana-1629	172	12	an	an	DET
cana-1629	172	13	all	all	ADV
cana-1629	172	14	-	-	PUNCT
cana-1629	172	15	around	around	ADJ
cana-1629	172	16	flexible	flexible	ADJ
cana-1629	172	17	technique	technique	NOUN
cana-1629	172	18	that	that	PRON
cana-1629	172	19	works	work	VERB
cana-1629	172	20	well	well	ADV
cana-1629	172	21	,	,	PUNCT
cana-1629	172	22	particularly	particularly	ADV
cana-1629	172	23	when	when	SCONJ
cana-1629	172	24	the	the	DET
cana-1629	172	25	dataset	dataset	NOUN
cana-1629	172	26	is	be	AUX
cana-1629	172	27	small	small	ADJ
cana-1629	172	28	or	or	CCONJ
cana-1629	172	29	understanding	understanding	NOUN
cana-1629	172	30	is	be	AUX
cana-1629	172	31	crucial	crucial	ADJ
cana-1629	172	32	.	.	PUNCT
cana-1629	173	1	communications	communication	NOUN
cana-1629	173	2	on	on	ADP
cana-1629	173	3	applied	apply	VERB
cana-1629	173	4	nonlinear	nonlinear	ADJ
cana-1629	173	5	analysis	analysis	NOUN
cana-1629	173	6	issn	issn	NOUN
cana-1629	173	7	:	:	PUNCT
cana-1629	173	8	1074	1074	NUM
cana-1629	173	9	-	-	PUNCT
cana-1629	173	10	133x	133x	NUM
cana-1629	173	11	vol	vol	NOUN
cana-1629	173	12	32	32	NUM
cana-1629	173	13	no	no	NOUN
cana-1629	173	14	.	.	NOUN
cana-1629	173	15	1	1	NUM
cana-1629	173	16	(	(	PUNCT
cana-1629	173	17	2025	2025	NUM
cana-1629	173	18	)	)	PUNCT
cana-1629	173	19	181	181	NUM
cana-1629	174	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-1629	174	2	fig8	fig8	PROPN
cana-1629	174	3	:	:	PUNCT
cana-1629	174	4	confusion	confusion	NOUN
cana-1629	174	5	matrix	matrix	NOUN
cana-1629	174	6	for	for	ADP
cana-1629	174	7	ldpfig9	ldpfig9	NOUN
cana-1629	174	8	:	:	PUNCT
cana-1629	174	9	confusion	confusion	NOUN
cana-1629	174	10	matrix	matrix	NOUN
cana-1629	174	11	for	for	ADP
cana-1629	174	12	lpq	lpq	PROPN
cana-1629	174	13	fig10	fig10	PROPN
cana-1629	174	14	:	:	PUNCT
cana-1629	174	15	confusion	confusion	NOUN
cana-1629	174	16	matrix	matrix	NOUN
cana-1629	174	17	for	for	ADP
cana-1629	174	18	lgpfig11	lgpfig11	NOUN
cana-1629	174	19	:	:	PUNCT
cana-1629	174	20	confusion	confusion	NOUN
cana-1629	174	21	matrix	matrix	NOUN
cana-1629	174	22	for	for	ADP
cana-1629	174	23	mgtdm	mgtdm	ADJ
cana-1629	174	24	v.	v.	ADP
cana-1629	174	25	results	result	NOUN
cana-1629	174	26	and	and	CCONJ
cana-1629	174	27	discussion	discussion	NOUN
cana-1629	174	28	brain	brain	NOUN
cana-1629	174	29	hemorrhage	hemorrhage	NOUN
cana-1629	174	30	image	image	NOUN
cana-1629	174	31	classification	classification	NOUN
cana-1629	174	32	takes	take	VERB
cana-1629	174	33	into	into	ADP
cana-1629	174	34	consideration	consideration	NOUN
cana-1629	174	35	factors	factor	NOUN
cana-1629	174	36	such	such	ADJ
cana-1629	174	37	as	as	ADP
cana-1629	174	38	specificity	specificity	NOUN
cana-1629	174	39	,	,	PUNCT
cana-1629	174	40	sensitivity	sensitivity	NOUN
cana-1629	174	41	,	,	PUNCT
cana-1629	174	42	accuracy	accuracy	NOUN
cana-1629	174	43	,	,	PUNCT
cana-1629	174	44	and	and	CCONJ
cana-1629	174	45	false	false	ADJ
cana-1629	174	46	alarm	alarm	NOUN
cana-1629	174	47	.	.	PUNCT
cana-1629	175	1	this	this	DET
cana-1629	175	2	method	method	NOUN
cana-1629	175	3	allowed	allow	VERB
cana-1629	175	4	for	for	ADP
cana-1629	175	5	the	the	DET
cana-1629	175	6	utilization	utilization	NOUN
cana-1629	175	7	of	of	ADP
cana-1629	175	8	90	90	NUM
cana-1629	175	9	%	%	NOUN
cana-1629	175	10	of	of	ADP
cana-1629	175	11	the	the	DET
cana-1629	175	12	collected	collect	VERB
cana-1629	175	13	information	information	NOUN
cana-1629	175	14	for	for	ADP
cana-1629	175	15	investigation	investigation	NOUN
cana-1629	175	16	and	and	CCONJ
cana-1629	175	17	only	only	ADV
cana-1629	175	18	10	10	NUM
cana-1629	175	19	%	%	NOUN
cana-1629	175	20	for	for	ADP
cana-1629	175	21	assessment	assessment	NOUN
cana-1629	175	22	.	.	PUNCT
cana-1629	176	1	sometimes	sometimes	ADV
cana-1629	176	2	,	,	PUNCT
cana-1629	176	3	utilising	utilise	VERB
cana-1629	176	4	an	an	DET
cana-1629	176	5	assortment	assortment	NOUN
cana-1629	176	6	of	of	ADP
cana-1629	176	7	test	test	NOUN
cana-1629	176	8	results	result	NOUN
cana-1629	176	9	for	for	ADP
cana-1629	176	10	which	which	PRON
cana-1629	176	11	the	the	DET
cana-1629	176	12	true	true	ADJ
cana-1629	176	13	values	value	NOUN
cana-1629	176	14	can	can	AUX
cana-1629	176	15	be	be	AUX
cana-1629	176	16	found	find	VERB
cana-1629	176	17	,	,	PUNCT
cana-1629	176	18	a	a	DET
cana-1629	176	19	confusion	confusion	NOUN
cana-1629	176	20	matrix	matrix	NOUN
cana-1629	176	21	is	be	AUX
cana-1629	176	22	used	use	VERB
cana-1629	176	23	to	to	PART
cana-1629	176	24	show	show	VERB
cana-1629	176	25	how	how	SCONJ
cana-1629	176	26	well	well	ADV
cana-1629	176	27	a	a	DET
cana-1629	176	28	classification	classification	NOUN
cana-1629	176	29	model	model	NOUN
cana-1629	176	30	,	,	PUNCT
cana-1629	176	31	often	often	ADV
cana-1629	176	32	called	call	VERB
cana-1629	176	33	a	a	DET
cana-1629	176	34	"	"	PUNCT
cana-1629	176	35	classifier	classifier	NOUN
cana-1629	176	36	,	,	PUNCT
cana-1629	176	37	"	"	PUNCT
cana-1629	176	38	performs	perform	NOUN
cana-1629	176	39	.	.	PUNCT
cana-1629	177	1	it	it	PRON
cana-1629	177	2	enables	enable	VERB
cana-1629	177	3	the	the	DET
cana-1629	177	4	evaluation	evaluation	NOUN
cana-1629	177	5	of	of	ADP
cana-1629	177	6	a	a	DET
cana-1629	177	7	procedure	procedure	NOUN
cana-1629	177	8	's	's	PART
cana-1629	177	9	effectiveness	effectiveness	NOUN
cana-1629	177	10	.	.	PUNCT
cana-1629	178	1	the	the	DET
cana-1629	178	2	typical	typical	ADJ
cana-1629	178	3	arrangement	arrangement	NOUN
cana-1629	178	4	is	be	AUX
cana-1629	178	5	as	as	ADP
cana-1629	178	6	follows:[23	follows:[23	NOUN
cana-1629	178	7	]	]	X
cana-1629	178	8	.	.	PUNCT
cana-1629	179	1	true	true	ADJ
cana-1629	179	2	positive	positive	ADJ
cana-1629	179	3	(	(	PUNCT
cana-1629	179	4	tp	tp	NOUN
cana-1629	179	5	):	):	PUNCT
cana-1629	179	6	the	the	DET
cana-1629	179	7	model	model	NOUN
cana-1629	179	8	forecasted	forecast	VERB
cana-1629	179	9	the	the	DET
cana-1629	179	10	positive	positive	ADJ
cana-1629	179	11	class	class	NOUN
cana-1629	179	12	properly	properly	ADV
cana-1629	179	13	.	.	PUNCT
cana-1629	180	1	true	true	ADJ
cana-1629	180	2	negative	negative	ADJ
cana-1629	180	3	(	(	PUNCT
cana-1629	180	4	tn	tn	NOUN
cana-1629	180	5	):	):	PUNCT
cana-1629	180	6	the	the	DET
cana-1629	180	7	algorithm	algorithm	NOUN
cana-1629	180	8	accurately	accurately	ADV
cana-1629	180	9	predicted	predict	VERB
cana-1629	180	10	the	the	DET
cana-1629	180	11	negative	negative	ADJ
cana-1629	180	12	class	class	NOUN
cana-1629	180	13	.	.	PUNCT
cana-1629	181	1	false	false	ADJ
cana-1629	181	2	positive	positive	ADJ
cana-1629	181	3	(	(	PUNCT
cana-1629	181	4	fp	fp	NOUN
cana-1629	181	5	):	):	PUNCT
cana-1629	181	6	a	a	DET
cana-1629	181	7	single	single	ADJ
cana-1629	181	8	"	"	PUNCT
cana-1629	181	9	type	type	NOUN
cana-1629	181	10	i	i	PRON
cana-1629	181	11	error	error	NOUN
cana-1629	181	12	"	"	PUNCT
cana-1629	181	13	where	where	SCONJ
cana-1629	181	14	the	the	DET
cana-1629	181	15	model	model	NOUN
cana-1629	181	16	forecasted	forecast	VERB
cana-1629	181	17	the	the	DET
cana-1629	181	18	positive	positive	ADJ
cana-1629	181	19	class	class	NOUN
cana-1629	181	20	incorrectly	incorrectly	ADV
cana-1629	181	21	.	.	PUNCT
cana-1629	182	1	false	false	ADJ
cana-1629	182	2	negative	negative	ADJ
cana-1629	182	3	(	(	PUNCT
cana-1629	182	4	fn	fn	NOUN
cana-1629	182	5	):	):	PUNCT
cana-1629	182	6	a	a	DET
cana-1629	182	7	sort	sort	NOUN
cana-1629	182	8	of	of	ADP
cana-1629	182	9	"	"	PUNCT
cana-1629	182	10	type	type	NOUN
cana-1629	182	11	ii	ii	NOUN
cana-1629	182	12	error	error	NOUN
cana-1629	182	13	"	"	PUNCT
cana-1629	182	14	where	where	SCONJ
cana-1629	182	15	the	the	DET
cana-1629	182	16	algorithm	algorithm	NOUN
cana-1629	182	17	made	make	VERB
cana-1629	182	18	an	an	DET
cana-1629	182	19	incorrect	incorrect	ADJ
cana-1629	182	20	prediction	prediction	NOUN
cana-1629	182	21	about	about	ADP
cana-1629	182	22	the	the	DET
cana-1629	182	23	negative	negative	ADJ
cana-1629	182	24	class	class	NOUN
cana-1629	182	25	.	.	PUNCT
cana-1629	183	1	the	the	DET
cana-1629	183	2	following	follow	VERB
cana-1629	183	3	formulas	formula	NOUN
cana-1629	183	4	are	be	AUX
cana-1629	183	5	used	use	VERB
cana-1629	183	6	to	to	PART
cana-1629	183	7	determine	determine	VERB
cana-1629	183	8	the	the	DET
cana-1629	183	9	metrics	metric	NOUN
cana-1629	183	10	of	of	ADP
cana-1629	183	11	specificity	specificity	NOUN
cana-1629	183	12	,	,	PUNCT
cana-1629	183	13	sensitivity	sensitivity	NOUN
cana-1629	183	14	,	,	PUNCT
cana-1629	183	15	and	and	CCONJ
cana-1629	183	16	accuracy	accuracy	NOUN
cana-1629	183	17	:	:	PUNCT
cana-1629	183	18	communications	communication	NOUN
cana-1629	183	19	on	on	ADP
cana-1629	183	20	applied	apply	VERB
cana-1629	183	21	nonlinear	nonlinear	ADJ
cana-1629	183	22	analysis	analysis	NOUN
cana-1629	183	23	issn	issn	NOUN
cana-1629	183	24	:	:	PUNCT
cana-1629	183	25	1074	1074	NUM
cana-1629	183	26	-	-	PUNCT
cana-1629	183	27	133x	133x	NUM
cana-1629	183	28	vol	vol	NOUN
cana-1629	183	29	32	32	NUM
cana-1629	183	30	no	no	NOUN
cana-1629	183	31	.	.	NOUN
cana-1629	183	32	1	1	NUM
cana-1629	183	33	(	(	PUNCT
cana-1629	183	34	2025	2025	NUM
cana-1629	183	35	)	)	PUNCT
cana-1629	183	36	182	182	NUM
cana-1629	183	37	https://internationalpubls.com	https://internationalpubls.com	X
cana-1629	184	1	𝑆𝑒𝑛𝑠𝑖𝑡𝑖𝑣𝑖𝑡𝑦	𝑆𝑒𝑛𝑠𝑖𝑡𝑖𝑣𝑖𝑡𝑦	PROPN
cana-1629	184	2	=	=	PUNCT
cana-1629	184	3	𝑇𝑃	𝑇𝑃	PROPN
cana-1629	184	4	𝑇𝑃	𝑇𝑃	NOUN
cana-1629	184	5	+	+	CCONJ
cana-1629	185	1	𝐹𝑁	𝐹𝑁	PROPN
cana-1629	185	2	×	×	NOUN
cana-1629	185	3	100	100	NUM
cana-1629	185	4	𝑆𝑝𝑒𝑐𝑖𝑓𝑖𝑐𝑖𝑡𝑦	𝑆𝑝𝑒𝑐𝑖𝑓𝑖𝑐𝑖𝑡𝑦	PROPN
cana-1629	185	5	=	=	SYM
cana-1629	185	6	𝑇𝑁	𝑇𝑁	PROPN
cana-1629	185	7	𝑇𝑁	𝑇𝑁	PROPN
cana-1629	185	8	+	+	CCONJ
cana-1629	185	9	𝐹𝑃	𝐹𝑃	PROPN
cana-1629	185	10	×	×	NOUN
cana-1629	185	11	100	100	NUM
cana-1629	185	12	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	PROPN
cana-1629	185	13	=	=	SYM
cana-1629	185	14	𝑇𝑃	𝑇𝑃	PROPN
cana-1629	185	15	+	+	CCONJ
cana-1629	185	16	𝑇𝑁	𝑇𝑁	PROPN
cana-1629	185	17	𝑇𝑃	𝑇𝑃	PROPN
cana-1629	185	18	+	+	CCONJ
cana-1629	185	19	𝑇𝑁	𝑇𝑁	PROPN
cana-1629	185	20	+	+	NUM
cana-1629	185	21	𝐹𝑃	𝐹𝑃	NOUN
cana-1629	186	1	+	+	CCONJ
cana-1629	186	2	𝐹𝑁	𝐹𝑁	PROPN
cana-1629	186	3	×	×	NOUN
cana-1629	186	4	100	100	NUM
cana-1629	186	5	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
cana-1629	186	6	=	=	SYM
cana-1629	186	7	𝑇𝑃	𝑇𝑃	PROPN
cana-1629	186	8	𝑇𝑃	𝑇𝑃	PROPN
cana-1629	186	9	+	+	CCONJ
cana-1629	186	10	𝐹𝑃	𝐹𝑃	PROPN
cana-1629	186	11	×	×	NOUN
cana-1629	186	12	100	100	NUM
cana-1629	186	13	𝐹1	𝐹1	PROPN
cana-1629	186	14	𝑆𝑐𝑜𝑟𝑒	𝑆𝑐𝑜𝑟𝑒	PROPN
cana-1629	186	15	=	=	SYM
cana-1629	186	16	2	2	NUM
cana-1629	186	17	×	×	PROPN
cana-1629	186	18	𝑆𝑝𝑒𝑐𝑖𝑓𝑖𝑐𝑖𝑡𝑦	𝑆𝑝𝑒𝑐𝑖𝑓𝑖𝑐𝑖𝑡𝑦	PROPN
cana-1629	186	19	×	×	PROPN
cana-1629	186	20	𝑆𝑒𝑛𝑠𝑖𝑡𝑖𝑣𝑖𝑡𝑦	𝑆𝑒𝑛𝑠𝑖𝑡𝑖𝑣𝑖𝑡𝑦	PROPN
cana-1629	186	21	𝑆𝑝𝑒𝑐𝑖𝑓𝑖𝑐𝑖𝑡𝑦	𝑆𝑝𝑒𝑐𝑖𝑓𝑖𝑐𝑖𝑡𝑦	PROPN
cana-1629	186	22	+	+	CCONJ
cana-1629	187	1	𝑆𝑒𝑛𝑠𝑖𝑡𝑖𝑣𝑖𝑡𝑦	𝑆𝑒𝑛𝑠𝑖𝑡𝑖𝑣𝑖𝑡𝑦	PROPN
cana-1629	187	2	×	×	NOUN
cana-1629	187	3	100	100	NUM
cana-1629	187	4	𝐽𝑎𝑐𝑐𝑎𝑟𝑑𝑀𝑎𝑡𝑟𝑖𝑐	𝐽𝑎𝑐𝑐𝑎𝑟𝑑𝑀𝑎𝑡𝑟𝑖𝑐	PROPN
cana-1629	187	5	=	=	SYM
cana-1629	187	6	𝑇𝑃	𝑇𝑃	PROPN
cana-1629	187	7	𝑇𝑃	𝑇𝑃	PROPN
cana-1629	187	8	+	+	CCONJ
cana-1629	187	9	𝐹𝑁	𝐹𝑁	PROPN
cana-1629	187	10	+	+	CCONJ
cana-1629	187	11	𝐹𝑃	𝐹𝑃	PROPN
cana-1629	187	12	×	×	NOUN
cana-1629	187	13	100	100	NUM
cana-1629	187	14	𝐵𝑎𝑙𝑎𝑛𝑐𝑒𝑑𝐶𝑙𝑎𝑠𝑠𝑖𝑓𝑖𝑒𝑟𝑅𝑎𝑡𝑒	𝐵𝑎𝑙𝑎𝑛𝑐𝑒𝑑𝐶𝑙𝑎𝑠𝑠𝑖𝑓𝑖𝑒𝑟𝑅𝑎𝑡𝑒	PROPN
cana-1629	187	15	=	=	SYM
cana-1629	187	16	𝑆𝑝𝑒𝑐𝑖𝑓𝑖𝑐𝑖𝑡𝑦	𝑆𝑝𝑒𝑐𝑖𝑓𝑖𝑐𝑖𝑡𝑦	PROPN
cana-1629	187	17	+	+	CCONJ
cana-1629	187	18	𝑆𝑒𝑛𝑠𝑖𝑡𝑖𝑣𝑖𝑡𝑦	𝑆𝑒𝑛𝑠𝑖𝑡𝑖𝑣𝑖𝑡𝑦	PROPN
cana-1629	187	19	2	2	NUM
cana-1629	187	20	𝑀𝐶𝐶	𝑀𝐶𝐶	NOUN
cana-1629	187	21	=	=	PUNCT
cana-1629	187	22	(	(	PUNCT
cana-1629	187	23	𝑇𝑃	𝑇𝑃	PROPN
cana-1629	187	24	−	−	PROPN
cana-1629	187	25	𝑇𝑁	𝑇𝑁	PROPN
cana-1629	187	26	)	)	PUNCT
cana-1629	187	27	−	−	PROPN
cana-1629	187	28	(	(	PUNCT
cana-1629	187	29	𝐹𝑃	𝐹𝑃	PROPN
cana-1629	187	30	−	−	PROPN
cana-1629	187	31	𝐹𝑁	𝐹𝑁	PROPN
cana-1629	187	32	)	)	PUNCT
cana-1629	187	33	√(𝑇𝑃	√(𝑇𝑃	PUNCT
cana-1629	188	1	+	+	NUM
cana-1629	188	2	𝐹𝑃)(𝑇𝑃	𝐹𝑃)(𝑇𝑃	ADJ
cana-1629	188	3	+	+	NUM
cana-1629	188	4	𝐹𝑁)(𝑇𝑁	𝐹𝑁)(𝑇𝑁	NOUN
cana-1629	188	5	+	+	CCONJ
cana-1629	188	6	𝐹𝑃)(𝑇𝑁	𝐹𝑃)(𝑇𝑁	NOUN
cana-1629	188	7	+	+	CCONJ
cana-1629	188	8	𝐹𝑁	𝐹𝑁	PROPN
cana-1629	188	9	)	)	PUNCT
cana-1629	188	10	table1	table1	PROPN
cana-1629	188	11	:	:	PUNCT
cana-1629	188	12	efficiency	efficiency	NOUN
cana-1629	188	13	of	of	ADP
cana-1629	188	14	svm	svm	ADJ
cana-1629	188	15	parameters(%	parameters(%	NOUN
cana-1629	188	16	)	)	PUNCT
cana-1629	188	17	knearest	knearest	NOUN
cana-1629	188	18	neighbors	neighbor	NOUN
cana-1629	188	19	(	(	PUNCT
cana-1629	188	20	knn)classifier	knn)classifier	NOUN
cana-1629	188	21	features	feature	VERB
cana-1629	188	22	ldp	ldp	PROPN
cana-1629	188	23	lpq	lpq	PROPN
cana-1629	188	24	lgp	lgp	PROPN
cana-1629	188	25	ngtdm	ngtdm	ADJ
cana-1629	188	26	sensitivity	sensitivity	NOUN
cana-1629	188	27	90.47619	90.47619	NUM
cana-1629	188	28	92.68293	92.68293	NUM
cana-1629	188	29	61.6541353	61.6541353	NUM
cana-1629	188	30	78.50467	78.50467	NUM
cana-1629	188	31	specificity	specificity	NOUN
cana-1629	188	32	94.73684	94.73684	NUM
cana-1629	188	33	79.66102	79.66102	NUM
cana-1629	188	34	73.1343284	73.1343284	NUM
cana-1629	188	35	82.7957	82.7957	NUM
cana-1629	188	36	accuracy	accuracy	NOUN
cana-1629	188	37	92.5	92.5	NUM
cana-1629	188	38	85	85	NUM
cana-1629	188	39	65.5	65.5	NUM
cana-1629	188	40	80.5	80.5	NUM
cana-1629	188	41	precision	precision	NOUN
cana-1629	188	42	95	95	NUM
cana-1629	188	43	76	76	NUM
cana-1629	188	44	82	82	NUM
cana-1629	188	45	84	84	NUM
cana-1629	188	46	f1	f1	NOUN
cana-1629	188	47	score	score	NOUN
cana-1629	188	48	9255.751	9255.751	NUM
cana-1629	188	49	8568.002	8568.002	NUM
cana-1629	188	50	6690.53368	6690.53368	NUM
cana-1629	188	51	8059.311	8059.311	NUM
cana-1629	188	52	jacard	jacard	NOUN
cana-1629	188	53	metric	metric	ADJ
cana-1629	188	54	86.36364	86.36364	NUM
cana-1629	188	55	71.69811	71.69811	NUM
cana-1629	188	56	54.3046358	54.3046358	NUM
cana-1629	188	57	68.29268	68.29268	NUM
cana-1629	188	58	balanced	balanced	ADJ
cana-1629	188	59	classifier	classifier	NOUN
cana-1629	188	60	rate	rate	NOUN
cana-1629	188	61	92.60652	92.60652	NUM
cana-1629	188	62	86.17197	86.17197	NUM
cana-1629	188	63	67.3942318	67.3942318	NUM
cana-1629	188	64	80.65019	80.65019	NUM
cana-1629	188	65	mcc	mcc	PROPN
cana-1629	188	66	1e-06	1e-06	PROPN
cana-1629	188	67	-3.7e-06	-3.7e-06	PUNCT
cana-1629	188	68	7.4066e-06	7.4066e-06	NUM
cana-1629	188	69	1.41e-06	1.41e-06	NUM
cana-1629	188	70	the	the	DET
cana-1629	188	71	best	good	ADJ
cana-1629	188	72	result	result	NOUN
cana-1629	188	73	was	be	AUX
cana-1629	188	74	obtained	obtain	VERB
cana-1629	188	75	by	by	ADP
cana-1629	188	76	comparing	compare	VERB
cana-1629	188	77	the	the	DET
cana-1629	188	78	properties	property	NOUN
cana-1629	188	79	using	use	VERB
cana-1629	188	80	the	the	DET
cana-1629	188	81	knn	knn	PROPN
cana-1629	188	82	classifier	classifier	PROPN
cana-1629	188	83	.	.	PUNCT
cana-1629	189	1	the	the	DET
cana-1629	189	2	method	method	NOUN
cana-1629	189	3	of	of	ADP
cana-1629	189	4	extracting	extract	VERB
cana-1629	189	5	ldp	ldp	PROPN
cana-1629	189	6	features	feature	NOUN
cana-1629	189	7	produced	produce	VERB
cana-1629	189	8	a	a	DET
cana-1629	189	9	92.5	92.5	NUM
cana-1629	189	10	%	%	NOUN
cana-1629	189	11	accurate	accurate	ADJ
cana-1629	189	12	outcome	outcome	NOUN
cana-1629	189	13	with	with	ADP
cana-1629	189	14	the	the	DET
cana-1629	189	15	help	help	NOUN
cana-1629	189	16	of	of	ADP
cana-1629	189	17	the	the	DET
cana-1629	189	18	classifier	classifier	NOUN
cana-1629	189	19	.	.	PUNCT
cana-1629	190	1	vi	vi	PROPN
cana-1629	190	2	.	.	PROPN
cana-1629	190	3	conclusion	conclusion	NOUN
cana-1629	190	4	matlab	matlab	PROPN
cana-1629	190	5	software	software	PROPN
cana-1629	190	6	was	be	AUX
cana-1629	190	7	utilized	utilize	VERB
cana-1629	190	8	to	to	PART
cana-1629	190	9	analyze	analyze	VERB
cana-1629	190	10	the	the	DET
cana-1629	190	11	significance	significance	NOUN
cana-1629	190	12	of	of	ADP
cana-1629	190	13	identifying	identify	VERB
cana-1629	190	14	characteristics	characteristic	NOUN
cana-1629	190	15	retrieved	retrieve	VERB
cana-1629	190	16	using	use	VERB
cana-1629	190	17	ldp	ldp	PROPN
cana-1629	190	18	,	,	PUNCT
cana-1629	190	19	lpq	lpq	PROPN
cana-1629	190	20	,	,	PUNCT
cana-1629	190	21	lgp	lgp	PROPN
cana-1629	190	22	,	,	PUNCT
cana-1629	190	23	and	and	CCONJ
cana-1629	190	24	ngtdm	ngtdm	VERB
cana-1629	190	25	.	.	PUNCT
cana-1629	191	1	by	by	ADP
cana-1629	191	2	utilizing	utilize	VERB
cana-1629	191	3	the	the	DET
cana-1629	191	4	rof	rof	PROPN
cana-1629	191	5	filter	filter	NOUN
cana-1629	191	6	,	,	PUNCT
cana-1629	191	7	image	image	NOUN
cana-1629	191	8	noise	noise	NOUN
cana-1629	191	9	is	be	AUX
cana-1629	191	10	decreased	decrease	VERB
cana-1629	191	11	.	.	PUNCT
cana-1629	192	1	such	such	ADJ
cana-1629	192	2	filtering	filter	VERB
cana-1629	192	3	effectiveness	effectiveness	NOUN
cana-1629	192	4	is	be	AUX
cana-1629	192	5	assessed	assess	VERB
cana-1629	192	6	using	use	VERB
cana-1629	192	7	mse	mse	NOUN
cana-1629	192	8	,	,	PUNCT
cana-1629	192	9	psnr	psnr	NOUN
cana-1629	192	10	,	,	PUNCT
cana-1629	192	11	and	and	CCONJ
cana-1629	192	12	snr	snr	PROPN
cana-1629	192	13	measurements	measurement	NOUN
cana-1629	192	14	.	.	PUNCT
cana-1629	193	1	when	when	SCONJ
cana-1629	193	2	determining	determine	VERB
cana-1629	193	3	the	the	DET
cana-1629	193	4	overall	overall	ADJ
cana-1629	193	5	averages	average	NOUN
cana-1629	193	6	,	,	PUNCT
cana-1629	193	7	we	we	PRON
cana-1629	193	8	can	can	AUX
cana-1629	193	9	differentiate	differentiate	VERB
cana-1629	193	10	between	between	ADP
cana-1629	193	11	normal	normal	ADJ
cana-1629	193	12	and	and	CCONJ
cana-1629	193	13	aberrant	aberrant	ADJ
cana-1629	193	14	images	image	NOUN
cana-1629	193	15	utilizing	utilize	VERB
cana-1629	193	16	certain	certain	ADJ
cana-1629	193	17	feature	feature	NOUN
cana-1629	193	18	extraction	extraction	NOUN
cana-1629	193	19	approaches	approach	NOUN
cana-1629	193	20	.	.	PUNCT
cana-1629	194	1	the	the	DET
cana-1629	194	2	knn	knn	PROPN
cana-1629	194	3	classifier	classifier	PROPN
cana-1629	194	4	is	be	AUX
cana-1629	194	5	used	use	VERB
cana-1629	194	6	to	to	PART
cana-1629	194	7	identify	identify	VERB
cana-1629	194	8	the	the	DET
cana-1629	194	9	irregularities	irregularity	NOUN
cana-1629	194	10	in	in	ADP
cana-1629	194	11	the	the	DET
cana-1629	194	12	brain	brain	NOUN
cana-1629	194	13	hemorrhage	hemorrhage	NOUN
cana-1629	194	14	.	.	PUNCT
cana-1629	195	1	out	out	ADP
cana-1629	195	2	of	of	ADP
cana-1629	195	3	all	all	DET
cana-1629	195	4	features	feature	NOUN
cana-1629	195	5	,	,	PUNCT
cana-1629	195	6	the	the	DET
cana-1629	195	7	ldp	ldp	PROPN
cana-1629	195	8	feature	feature	NOUN
cana-1629	195	9	had	have	VERB
cana-1629	195	10	the	the	DET
cana-1629	195	11	highest	high	ADJ
cana-1629	195	12	degree	degree	NOUN
cana-1629	195	13	of	of	ADP
cana-1629	195	14	precision	precision	NOUN
cana-1629	195	15	(	(	PUNCT
cana-1629	195	16	92.5	92.5	NUM
cana-1629	195	17	%	%	NOUN
cana-1629	195	18	)	)	PUNCT
cana-1629	195	19	when	when	SCONJ
cana-1629	195	20	measured	measure	VERB
cana-1629	195	21	using	use	VERB
cana-1629	195	22	the	the	DET
cana-1629	195	23	classifier	classifier	NOUN
cana-1629	195	24	.	.	PUNCT
cana-1629	196	1	such	such	DET
cana-1629	196	2	an	an	DET
cana-1629	196	3	identification	identification	NOUN
cana-1629	196	4	of	of	ADP
cana-1629	196	5	a	a	DET
cana-1629	196	6	hemorrhage	hemorrhage	NOUN
cana-1629	196	7	exposes	expose	VERB
cana-1629	196	8	a	a	DET
cana-1629	196	9	large	large	ADJ
cana-1629	196	10	variety	variety	NOUN
cana-1629	196	11	of	of	ADP
cana-1629	196	12	datasets	dataset	NOUN
cana-1629	196	13	.	.	PUNCT
cana-1629	197	1	communications	communication	NOUN
cana-1629	197	2	on	on	ADP
cana-1629	197	3	applied	apply	VERB
cana-1629	197	4	nonlinear	nonlinear	ADJ
cana-1629	197	5	analysis	analysis	NOUN
cana-1629	197	6	issn	issn	NOUN
cana-1629	197	7	:	:	PUNCT
cana-1629	197	8	1074	1074	NUM
cana-1629	197	9	-	-	PUNCT
cana-1629	197	10	133x	133x	NUM
cana-1629	197	11	vol	vol	NOUN
cana-1629	197	12	32	32	NUM
cana-1629	197	13	no	no	NOUN
cana-1629	197	14	.	.	NOUN
cana-1629	197	15	1	1	NUM
cana-1629	197	16	(	(	PUNCT
cana-1629	197	17	2025	2025	NUM
cana-1629	197	18	)	)	PUNCT
cana-1629	197	19	183	183	NUM
cana-1629	197	20	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1629	197	21	references	reference	NOUN
cana-1629	197	22	[	[	X
cana-1629	197	23	1	1	NUM
cana-1629	197	24	]	]	PUNCT
cana-1629	197	25	ashwini	ashwini	ADJ
cana-1629	197	26	kadam	kadam	PROPN
cana-1629	197	27	,	,	PUNCT
cana-1629	197	28	detection	detection	NOUN
cana-1629	197	29	and	and	CCONJ
cana-1629	197	30	classification	classification	NOUN
cana-1629	197	31	of	of	ADP
cana-1629	197	32	brain	brain	NOUN
cana-1629	197	33	hemorrhage	hemorrhage	NOUN
cana-1629	197	34	using	use	VERB
cana-1629	197	35	ensemble	ensemble	ADJ
cana-1629	197	36	learning	learning	NOUN
cana-1629	197	37	,	,	PUNCT
cana-1629	197	38	2020	2020	NUM
cana-1629	197	39	ijrar	ijrar	NOUN
cana-1629	197	40	march	march	PROPN
cana-1629	197	41	2020	2020	NUM
cana-1629	197	42	,	,	PUNCT
cana-1629	197	43	volume	volume	NOUN
cana-1629	197	44	7	7	NUM
cana-1629	197	45	,	,	PUNCT
cana-1629	197	46	issue	issue	NOUN
cana-1629	197	47	1	1	NUM
cana-1629	197	48	.	.	PUNCT
cana-1629	198	1	[	[	X
cana-1629	198	2	2	2	NUM
cana-1629	198	3	]	]	X
cana-1629	198	4	dr	dr	PROPN
cana-1629	198	5	.	.	PROPN
cana-1629	198	6	ninad	ninad	PROPN
cana-1629	198	7	mehendale	mehendale	PROPN
cana-1629	198	8	,	,	PUNCT
cana-1629	198	9	pragya	pragya	PROPN
cana-1629	198	10	gupta	gupta	PROPN
cana-1629	198	11	,	,	PUNCT
cana-1629	198	12	nishant	nishant	PROPN
cana-1629	198	13	rajadhyaksha	rajadhyaksha	PROPN
cana-1629	198	14	,	,	PUNCT
cana-1629	198	15	ansh	ansh	ADJ
cana-1629	198	16	dagha	dagha	NOUN
cana-1629	198	17	,	,	PUNCT
cana-1629	198	18	mihir	mihir	PROPN
cana-1629	198	19	hundiwala	hundiwala	NOUN
cana-1629	198	20	,	,	PUNCT
cana-1629	198	21	aditi	aditi	PROPN
cana-1629	198	22	paretkar	paretkar	PROPN
cana-1629	198	23	,	,	PUNCT
cana-1629	198	24	sakshi	sakshi	PROPN
cana-1629	198	25	chavan	chavan	PROPN
cana-1629	198	26	,	,	PUNCT
cana-1629	198	27	and	and	CCONJ
cana-1629	198	28	tanmay	tanmay	PROPN
cana-1629	198	29	mishra	mishra	PROPN
cana-1629	198	30	,	,	PUNCT
cana-1629	198	31	a	a	DET
cana-1629	198	32	graphical	graphical	ADJ
cana-1629	198	33	approach	approach	NOUN
cana-1629	198	34	for	for	ADP
cana-1629	198	35	brain	brain	NOUN
cana-1629	198	36	haemorrhage	haemorrhage	NOUN
cana-1629	198	37	segmentation	segmentation	NOUN
cana-1629	198	38	.	.	PUNCT
cana-1629	199	1	[	[	X
cana-1629	199	2	3	3	NUM
cana-1629	199	3	]	]	X
cana-1629	199	4	nian	nian	ADJ
cana-1629	199	5	wang	wang	PROPN
cana-1629	199	6	,	,	PUNCT
cana-1629	199	7	fei	fei	PROPN
cana-1629	199	8	tong	tong	PROPN
cana-1629	199	9	,	,	PUNCT
cana-1629	199	10	yongcheng	yongcheng	PROPN
cana-1629	199	11	tu	tu	PROPN
cana-1629	199	12	,	,	PUNCT
cana-1629	199	13	hemu	hemu	PROPN
cana-1629	199	14	chen	chen	PROPN
cana-1629	199	15	,	,	PUNCT
cana-1629	199	16	yong	yong	PROPN
cana-1629	199	17	zhou	zhou	PROPN
cana-1629	199	18	,	,	PUNCT
cana-1629	199	19	jun	jun	PROPN
cana-1629	199	20	tang	tang	PROPN
cana-1629	199	21	,	,	PUNCT
cana-1629	199	22	extraction	extraction	NOUN
cana-1629	199	23	of	of	ADP
cana-1629	199	24	cerebral	cerebral	ADJ
cana-1629	199	25	hemorrhage	hemorrhage	NOUN
cana-1629	199	26	and	and	CCONJ
cana-1629	199	27	calculation	calculation	NOUN
cana-1629	199	28	of	of	ADP
cana-1629	199	29	its	its	PRON
cana-1629	199	30	volume	volume	NOUN
cana-1629	199	31	on	on	ADP
cana-1629	199	32	ct	ct	NUM
cana-1629	199	33	image	image	NOUN
cana-1629	199	34	using	use	VERB
cana-1629	199	35	automatic	automatic	ADJ
cana-1629	199	36	segmentation	segmentation	NOUN
cana-1629	199	37	algorithm	algorithm	NOUN
cana-1629	199	38	,	,	PUNCT
cana-1629	199	39	iop	iop	PROPN
cana-1629	199	40	conf	conf	NOUN
cana-1629	199	41	.	.	PUNCT
cana-1629	200	1	series	series	PROPN
cana-1629	200	2	:	:	PUNCT
cana-1629	200	3	journal	journal	PROPN
cana-1629	200	4	of	of	ADP
cana-1629	200	5	physics	physics	PROPN
cana-1629	200	6	:	:	PUNCT
cana-1629	200	7	conf	conf	PROPN
cana-1629	200	8	.	.	PUNCT
cana-1629	201	1	series	series	PROPN
cana-1629	201	2	1187	1187	NUM
cana-1629	201	3	(	(	PUNCT
cana-1629	201	4	2019	2019	NUM
cana-1629	201	5	)	)	PUNCT
cana-1629	201	6	042088	042088	NUM
cana-1629	201	7	.	.	PUNCT
cana-1629	202	1	[	[	X
cana-1629	202	2	4	4	X
cana-1629	202	3	]	]	X
cana-1629	202	4	krithika	krithika	X
cana-1629	202	5	m	m	PROPN
cana-1629	202	6	pai	pai	PROPN
cana-1629	202	7	,	,	PUNCT
cana-1629	202	8	region	region	NOUN
cana-1629	202	9	detection	detection	NOUN
cana-1629	202	10	and	and	CCONJ
cana-1629	202	11	segmentation	segmentation	NOUN
cana-1629	202	12	of	of	ADP
cana-1629	202	13	brain	brain	NOUN
cana-1629	202	14	hemorrhage	hemorrhage	NOUN
cana-1629	202	15	using	use	VERB
cana-1629	202	16	algorithmic	algorithmic	ADJ
cana-1629	202	17	approach	approach	NOUN
cana-1629	202	18	of	of	ADP
cana-1629	202	19	image	image	NOUN
cana-1629	202	20	processing	processing	NOUN
cana-1629	202	21	,	,	PUNCT
cana-1629	202	22	journal	journal	NOUN
cana-1629	202	23	of	of	ADP
cana-1629	202	24	physics	physics	PROPN
cana-1629	202	25	:	:	PUNCT
cana-1629	202	26	conference	conference	NOUN
cana-1629	202	27	series	series	NOUN
cana-1629	202	28	,	,	PUNCT
cana-1629	202	29	doi:10.1088/1742	doi:10.1088/1742	NOUN
cana-1629	202	30	-	-	PUNCT
cana-1629	202	31	6596/2161/1/012070	6596/2161/1/012070	NUM
cana-1629	202	32	.	.	PUNCT
cana-1629	203	1	[	[	X
cana-1629	203	2	5	5	NUM
cana-1629	203	3	]	]	PUNCT
cana-1629	203	4	bahare	bahare	PROPN
cana-1629	203	5	shahangian	shahangian	PROPN
cana-1629	203	6	,	,	PUNCT
cana-1629	203	7	hossein	hossein	PROPN
cana-1629	203	8	pourghassem	pourghassem	PROPN
cana-1629	203	9	,	,	PUNCT
cana-1629	203	10	automatic	automatic	ADJ
cana-1629	203	11	brain	brain	NOUN
cana-1629	203	12	hemorrhage	hemorrhage	NOUN
cana-1629	203	13	segmentation	segmentation	NOUN
cana-1629	203	14	and	and	CCONJ
cana-1629	203	15	classification	classification	NOUN
cana-1629	203	16	in	in	ADP
cana-1629	203	17	ctscan	ctscan	PROPN
cana-1629	203	18	images	image	NOUN
cana-1629	203	19	,	,	PUNCT
cana-1629	203	20	2013	2013	NUM
cana-1629	203	21	ieee	ieee	NOUN
cana-1629	203	22	.	.	PUNCT
cana-1629	204	1	[	[	X
cana-1629	204	2	6	6	NUM
cana-1629	204	3	]	]	X
cana-1629	204	4	dr.e.thenmozhi	dr.e.thenmozhi	PROPN
cana-1629	204	5	,	,	PUNCT
cana-1629	204	6	ms.g.thejoshree	ms.g.thejoshree	PROPN
cana-1629	204	7	,	,	PUNCT
cana-1629	204	8	ms.u.nandhini	ms.u.nandhini	NOUN
cana-1629	204	9	,	,	PUNCT
cana-1629	204	10	brain	brain	NOUN
cana-1629	204	11	hemorrhage	hemorrhage	NOUN
cana-1629	204	12	detection	detection	NOUN
cana-1629	204	13	using	use	VERB
cana-1629	204	14	image	image	NOUN
cana-1629	204	15	processing	processing	NOUN
cana-1629	204	16	,	,	PUNCT
cana-1629	204	17	international	international	ADJ
cana-1629	204	18	research	research	NOUN
cana-1629	204	19	journal	journal	NOUN
cana-1629	204	20	of	of	ADP
cana-1629	204	21	engineering	engineering	NOUN
cana-1629	204	22	and	and	CCONJ
cana-1629	204	23	technology	technology	NOUN
cana-1629	204	24	(	(	PUNCT
cana-1629	204	25	irjet	irjet	NOUN
cana-1629	204	26	)	)	PUNCT
cana-1629	204	27	,	,	PUNCT
cana-1629	204	28	volume	volume	NOUN
cana-1629	204	29	:	:	PUNCT
cana-1629	204	30	08	08	NUM
cana-1629	204	31	issue	issue	NOUN
cana-1629	204	32	:	:	PUNCT
cana-1629	204	33	04	04	NUM
cana-1629	204	34	,	,	PUNCT
cana-1629	204	35	apr	apr	NOUN
cana-1629	204	36	2021	2021	NUM
cana-1629	204	37	.	.	PUNCT
cana-1629	205	1	[	[	X
cana-1629	205	2	7	7	X
cana-1629	205	3	]	]	PUNCT
cana-1629	205	4	congbo	congbo	PROPN
cana-1629	205	5	luo	luo	PROPN
cana-1629	205	6	,	,	PUNCT
cana-1629	205	7	yunhui	yunhui	PROPN
cana-1629	205	8	hao	hao	PROPN
cana-1629	205	9	and	and	CCONJ
cana-1629	205	10	zihe	zihe	PROPN
cana-1629	205	11	tong	tong	PROPN
cana-1629	205	12	,	,	PUNCT
cana-1629	205	13	research	research	NOUN
cana-1629	205	14	on	on	ADP
cana-1629	205	15	digital	digital	ADJ
cana-1629	205	16	image	image	NOUN
cana-1629	205	17	processing	processing	NOUN
cana-1629	205	18	technology	technology	NOUN
cana-1629	205	19	and	and	CCONJ
cana-1629	205	20	its	its	PRON
cana-1629	205	21	application	application	NOUN
cana-1629	205	22	,	,	PUNCT
cana-1629	205	23	advances	advance	NOUN
cana-1629	205	24	in	in	ADP
cana-1629	205	25	intelligent	intelligent	ADJ
cana-1629	205	26	systems	system	NOUN
cana-1629	205	27	research	research	NOUN
cana-1629	205	28	,	,	PUNCT
cana-1629	205	29	volume	volume	NOUN
cana-1629	205	30	163	163	NUM
cana-1629	205	31	.	.	PUNCT
cana-1629	206	1	[	[	X
cana-1629	206	2	8	8	NUM
cana-1629	206	3	]	]	X
cana-1629	206	4	xue	xue	PROPN
cana-1629	206	5	-	-	PUNCT
cana-1629	206	6	cheng	cheng	PROPN
cana-1629	206	7	tai	tai	PROPN
cana-1629	206	8	and	and	CCONJ
cana-1629	206	9	chunlin	chunlin	PROPN
cana-1629	206	10	wu	wu	PROPN
cana-1629	206	11	,	,	PUNCT
cana-1629	206	12	augmented	augment	VERB
cana-1629	206	13	lagrangian	lagrangian	ADJ
cana-1629	206	14	method	method	NOUN
cana-1629	206	15	,	,	PUNCT
cana-1629	206	16	dual	dual	ADJ
cana-1629	206	17	methods	method	NOUN
cana-1629	206	18	and	and	CCONJ
cana-1629	206	19	split	split	VERB
cana-1629	206	20	bregman	bregman	NOUN
cana-1629	206	21	iteration	iteration	NOUN
cana-1629	206	22	for	for	ADP
cana-1629	206	23	rof	rof	PROPN
cana-1629	206	24	model	model	PROPN
cana-1629	206	25	,	,	PUNCT
cana-1629	206	26	springer	springer	NOUN
cana-1629	206	27	-	-	PUNCT
cana-1629	206	28	verlag	verlag	PROPN
cana-1629	206	29	berlin	berlin	PROPN
cana-1629	206	30	heidelberg	heidelberg	PROPN
cana-1629	206	31	2009	2009	NUM
cana-1629	206	32	.	.	PUNCT
cana-1629	207	1	[	[	X
cana-1629	207	2	9	9	NUM
cana-1629	207	3	]	]	X
cana-1629	207	4	dr.pl	dr.pl	PROPN
cana-1629	207	5	.	.	PUNCT
cana-1629	208	1	chithra	chithra	PROPN
cana-1629	208	2	,	,	PUNCT
cana-1629	208	3	c.	c.	PROPN
cana-1629	208	4	sermakani	sermakani	PROPN
cana-1629	208	5	,	,	PUNCT
cana-1629	208	6	performance	performance	NOUN
cana-1629	208	7	analysis	analysis	NOUN
cana-1629	208	8	of	of	ADP
cana-1629	208	9	image	image	NOUN
cana-1629	208	10	denoising	denoise	VERB
cana-1629	208	11	with	with	ADP
cana-1629	208	12	an	an	DET
cana-1629	208	13	adaptive	adaptive	ADJ
cana-1629	208	14	total	total	ADJ
cana-1629	208	15	variation	variation	NOUN
cana-1629	208	16	and	and	CCONJ
cana-1629	208	17	shock	shock	NOUN
cana-1629	208	18	filter	filter	NOUN
cana-1629	208	19	,	,	PUNCT
cana-1629	208	20	international	international	ADJ
cana-1629	208	21	journal	journal	NOUN
cana-1629	208	22	of	of	ADP
cana-1629	208	23	applied	apply	VERB
cana-1629	208	24	engineering	engineering	NOUN
cana-1629	208	25	research	research	NOUN
cana-1629	208	26	,	,	PUNCT
cana-1629	208	27	issn	issn	PROPN
cana-1629	208	28	09734562	09734562	NUM
cana-1629	208	29	vol	vol	NOUN
cana-1629	208	30	.	.	PROPN
cana-1629	209	1	10	10	NUM
cana-1629	209	2	no.76	no.76	PROPN
cana-1629	209	3	(	(	PUNCT
cana-1629	209	4	2015	2015	NUM
cana-1629	209	5	)	)	PUNCT
cana-1629	209	6	.	.	PUNCT
cana-1629	210	1	[	[	X
cana-1629	210	2	10	10	NUM
cana-1629	210	3	]	]	X
cana-1629	210	4	yan	yan	PROPN
cana-1629	210	5	jiang	jiang	PROPN
cana-1629	210	6	and	and	CCONJ
cana-1629	210	7	shu	shu	PROPN
cana-1629	210	8	-	-	PUNCT
cana-1629	210	9	ling	ling	PROPN
cana-1629	210	10	zhang	zhang	PROPN
cana-1629	210	11	,	,	PUNCT
cana-1629	210	12	image	image	NOUN
cana-1629	210	13	denoising	denoising	NOUN
cana-1629	210	14	based	base	VERB
cana-1629	210	15	on	on	ADP
cana-1629	210	16	the	the	DET
cana-1629	210	17	modied	modie	VERB
cana-1629	210	18	rof	rof	PROPN
cana-1629	210	19	model	model	NOUN
cana-1629	210	20	,	,	PUNCT
cana-1629	210	21	2013	2013	NUM
cana-1629	210	22	.	.	PUNCT
cana-1629	211	1	[	[	X
cana-1629	211	2	11	11	NUM
cana-1629	211	3	]	]	PUNCT
cana-1629	211	4	t.	t.	PROPN
cana-1629	211	5	chan	chan	PROPN
cana-1629	211	6	,	,	PUNCT
cana-1629	211	7	s.	s.	PROPN
cana-1629	211	8	esedoglu	esedoglu	PROPN
cana-1629	211	9	,	,	PUNCT
cana-1629	211	10	f.	f.	PROPN
cana-1629	211	11	park	park	PROPN
cana-1629	211	12	,	,	PUNCT
cana-1629	211	13	a.	a.	PROPN
cana-1629	211	14	yip	yip	PROPN
cana-1629	211	15	,	,	PUNCT
cana-1629	211	16	recent	recent	ADJ
cana-1629	211	17	developments	development	NOUN
cana-1629	211	18	in	in	ADP
cana-1629	211	19	total	total	ADJ
cana-1629	211	20	variation	variation	NOUN
cana-1629	211	21	image	image	NOUN
cana-1629	211	22	restoration	restoration	NOUN
cana-1629	211	23	,	,	PUNCT
cana-1629	211	24	\mathematical	\mathematical	PROPN
cana-1629	211	25	models	model	NOUN
cana-1629	211	26	in	in	ADP
cana-1629	211	27	computer	computer	NOUN
cana-1629	211	28	vision	vision	NOUN
cana-1629	211	29	:	:	PUNCT
cana-1629	211	30	the	the	DET
cana-1629	211	31	handbook	handbook	NOUN
cana-1629	211	32	.	.	PUNCT
cana-1629	212	1	[	[	X
cana-1629	212	2	12	12	NUM
cana-1629	212	3	]	]	X
cana-1629	212	4	pascal	pascal	ADJ
cana-1629	212	5	getreuer	getreuer	NOUN
cana-1629	212	6	,	,	PUNCT
cana-1629	212	7	rudin	rudin	PROPN
cana-1629	212	8	–	–	PUNCT
cana-1629	212	9	osher	osher	NOUN
cana-1629	212	10	–	–	PUNCT
cana-1629	212	11	fatemi	fatemi	PROPN
cana-1629	212	12	total	total	NOUN
cana-1629	212	13	variation	variation	NOUN
cana-1629	212	14	denoising	denoising	NOUN
cana-1629	212	15	using	use	VERB
cana-1629	212	16	split	split	ADJ
cana-1629	212	17	bregman	bregman	NOUN
cana-1629	212	18	,	,	PUNCT
cana-1629	212	19	image	image	NOUN
cana-1629	212	20	processing	processing	NOUN
cana-1629	212	21	on	on	ADP
cana-1629	212	22	line	line	NOUN
cana-1629	212	23	,	,	PUNCT
cana-1629	212	24	2	2	NUM
cana-1629	212	25	(	(	PUNCT
cana-1629	212	26	2012	2012	NUM
cana-1629	212	27	)	)	PUNCT
cana-1629	212	28	.	.	PUNCT
cana-1629	213	1	[	[	X
cana-1629	213	2	13	13	NUM
cana-1629	213	3	]	]	X
cana-1629	213	4	y.m	y.m	PROPN
cana-1629	213	5	.	.	PROPN
cana-1629	213	6	ayami	ayami	PROPN
cana-1629	213	7	,	,	PUNCT
cana-1629	213	8	a.	a.	NOUN
cana-1629	213	9	shabat	shabat	PROPN
cana-1629	213	10	,	,	PUNCT
cana-1629	213	11	an	an	DET
cana-1629	213	12	acceleration	acceleration	NOUN
cana-1629	213	13	scheme	scheme	NOUN
cana-1629	213	14	to	to	ADP
cana-1629	213	15	the	the	DET
cana-1629	213	16	local	local	ADJ
cana-1629	213	17	directional	directional	ADJ
cana-1629	213	18	pattern	pattern	NOUN
cana-1629	213	19	,	,	PUNCT
cana-1629	213	20	2018	2018	NUM
cana-1629	213	21	.	.	PUNCT
cana-1629	214	1	[	[	X
cana-1629	214	2	14	14	NUM
cana-1629	214	3	]	]	PUNCT
cana-1629	214	4	parmeshwar	parmeshwar	NOUN
cana-1629	214	5	khope	khope	PROPN
cana-1629	214	6	,	,	PUNCT
cana-1629	214	7	mrs.vrushali	mrs.vrushali	NOUN
cana-1629	214	8	chakkarwar	chakkarwar	PROPN
cana-1629	214	9	,	,	PUNCT
cana-1629	214	10	local	local	ADJ
cana-1629	214	11	directional	directional	ADJ
cana-1629	214	12	pattern	pattern	NOUN
cana-1629	214	13	for	for	ADP
cana-1629	214	14	face	face	NOUN
cana-1629	214	15	recognition	recognition	NOUN
cana-1629	214	16	under	under	ADP
cana-1629	214	17	varying	vary	VERB
cana-1629	214	18	illumination	illumination	NOUN
cana-1629	214	19	conditions	condition	NOUN
cana-1629	214	20	with	with	ADP
cana-1629	214	21	deep	deep	ADJ
cana-1629	214	22	learning	learning	NOUN
cana-1629	214	23	methods	method	NOUN
cana-1629	214	24	,	,	PUNCT
cana-1629	214	25	international	international	ADJ
cana-1629	214	26	journal	journal	NOUN
cana-1629	214	27	of	of	ADP
cana-1629	214	28	research	research	NOUN
cana-1629	214	29	studies	study	NOUN
cana-1629	214	30	in	in	ADP
cana-1629	214	31	science	science	NOUN
cana-1629	214	32	,	,	PUNCT
cana-1629	214	33	engineering	engineering	NOUN
cana-1629	214	34	and	and	CCONJ
cana-1629	214	35	technology	technology	NOUN
cana-1629	214	36	,	,	PUNCT
cana-1629	214	37	volume	volume	NOUN
cana-1629	214	38	9	9	NUM
cana-1629	214	39	,	,	PUNCT
cana-1629	214	40	issue	issue	NOUN
cana-1629	214	41	1	1	NUM
cana-1629	214	42	,	,	PUNCT
cana-1629	214	43	2022	2022	NUM
cana-1629	214	44	.	.	PUNCT
cana-1629	215	1	[	[	X
cana-1629	215	2	15	15	NUM
cana-1629	215	3	]	]	X
cana-1629	215	4	taskeed	taskeed	NOUN
cana-1629	215	5	jabid	jabid	PROPN
cana-1629	215	6	,	,	PUNCT
cana-1629	215	7	md	md	PROPN
cana-1629	215	8	.	.	PROPN
cana-1629	215	9	hasanul	hasanul	PROPN
cana-1629	215	10	kabir	kabir	PROPN
cana-1629	215	11	,	,	PUNCT
cana-1629	215	12	oksam	oksam	NOUN
cana-1629	215	13	chae	chae	NOUN
cana-1629	215	14	,	,	PUNCT
cana-1629	215	15	gender	gender	NOUN
cana-1629	215	16	classification	classification	NOUN
cana-1629	215	17	using	use	VERB
cana-1629	215	18	local	local	ADJ
cana-1629	215	19	directional	directional	ADJ
cana-1629	215	20	pattern	pattern	NOUN
cana-1629	215	21	(	(	PUNCT
cana-1629	215	22	ldp	ldp	PROPN
cana-1629	215	23	)	)	PUNCT
cana-1629	215	24	,	,	PUNCT
cana-1629	215	25	2010	2010	NUM
cana-1629	215	26	ieee	ieee	NOUN
cana-1629	215	27	.	.	PUNCT
cana-1629	216	1	[	[	X
cana-1629	216	2	16	16	NUM
cana-1629	216	3	]	]	SYM
cana-1629	216	4	m.belahcene	m.belahcene	ADJ
cana-1629	216	5	,	,	PUNCT
cana-1629	216	6	m.laid	m.laid	VERB
cana-1629	216	7	,	,	PUNCT
cana-1629	216	8	a.chouchane	a.chouchane	ADV
cana-1629	216	9	,	,	PUNCT
cana-1629	216	10	a.ouamane	a.ouamane	ADJ
cana-1629	216	11	and	and	CCONJ
cana-1629	216	12	s.bourennane	s.bourennane	NOUN
cana-1629	216	13	,	,	PUNCT
cana-1629	216	14	local	local	ADJ
cana-1629	216	15	descriptors	descriptor	NOUN
cana-1629	216	16	and	and	CCONJ
cana-1629	216	17	tensor	tensor	NOUN
cana-1629	216	18	local	local	ADJ
cana-1629	216	19	preserving	preserve	VERB
cana-1629	216	20	projection	projection	NOUN
cana-1629	216	21	in	in	ADP
cana-1629	216	22	face	face	NOUN
cana-1629	216	23	recognition	recognition	NOUN
cana-1629	216	24	,	,	PUNCT
cana-1629	216	25	2016	2016	NUM
cana-1629	216	26	ieee	ieee	NOUN
cana-1629	216	27	.	.	PUNCT
cana-1629	217	1	[	[	X
cana-1629	217	2	17	17	NUM
cana-1629	217	3	]	]	PUNCT
cana-1629	217	4	ville	ville	X
cana-1629	217	5	ojansivu	ojansivu	PROPN
cana-1629	217	6	and	and	CCONJ
cana-1629	217	7	janne	janne	PROPN
cana-1629	217	8	heikkil	heikkil	PROPN
cana-1629	217	9	,	,	PUNCT
cana-1629	217	10	blur	blur	ADJ
cana-1629	217	11	insensitive	insensitive	ADJ
cana-1629	217	12	texture	texture	ADJ
cana-1629	217	13	classification	classification	NOUN
cana-1629	217	14	using	use	VERB
cana-1629	217	15	local	local	ADJ
cana-1629	217	16	phase	phase	NOUN
cana-1629	217	17	quantization	quantization	NOUN
cana-1629	217	18	,	,	PUNCT
cana-1629	217	19	springer	springer	NOUN
cana-1629	217	20	-	-	PUNCT
cana-1629	217	21	verlag	verlag	PROPN
cana-1629	217	22	berlin	berlin	PROPN
cana-1629	217	23	heidelberg	heidelberg	PROPN
cana-1629	217	24	2008	2008	NUM
cana-1629	217	25	.	.	PUNCT
cana-1629	218	1	[	[	X
cana-1629	218	2	18	18	NUM
cana-1629	218	3	]	]	X
cana-1629	218	4	sheryl	sheryl	PROPN
cana-1629	218	5	brahnam	brahnam	PROPN
cana-1629	218	6	,	,	PUNCT
cana-1629	218	7	loris	loris	PROPN
cana-1629	218	8	nanni2,jian	nanni2,jian	PROPN
cana-1629	218	9	-	-	PUNCT
cana-1629	218	10	yu	yu	PROPN
cana-1629	218	11	shi	shi	PROPN
cana-1629	218	12	,	,	PUNCT
cana-1629	218	13	alessandra	alessandra	PROPN
cana-1629	218	14	lumini	lumini	PROPN
cana-1629	218	15	,	,	PUNCT
cana-1629	218	16	local	local	ADJ
cana-1629	218	17	phase	phase	NOUN
cana-1629	218	18	quantization	quantization	NOUN
cana-1629	218	19	texture	texture	NOUN
cana-1629	218	20	descriptor	descriptor	NOUN
cana-1629	218	21	for	for	ADP
cana-1629	218	22	protein	protein	NOUN
cana-1629	218	23	classification	classification	NOUN
cana-1629	218	24	,	,	PUNCT
cana-1629	218	25	bioinformatics	bioinformatics	NOUN
cana-1629	218	26	and	and	CCONJ
cana-1629	218	27	computational	computational	ADJ
cana-1629	218	28	biology	biology	NOUN
cana-1629	218	29	.	.	PUNCT
cana-1629	219	1	[	[	X
cana-1629	219	2	19	19	NUM
cana-1629	219	3	]	]	X
cana-1629	219	4	narain	narain	NOUN
cana-1629	219	5	ponraj	ponraj	NOUN
cana-1629	219	6	,	,	PUNCT
cana-1629	219	7	poongodi	poongodi	NOUN
cana-1629	219	8	,	,	PUNCT
cana-1629	219	9	merlin	merlin	PROPN
cana-1629	219	10	mercy	mercy	NOUN
cana-1629	219	11	,	,	PUNCT
cana-1629	219	12	modified	modify	VERB
cana-1629	219	13	local	local	ADJ
cana-1629	219	14	gradient	gradient	NOUN
cana-1629	219	15	pattern	pattern	NOUN
cana-1629	219	16	based	base	VERB
cana-1629	219	17	computation	computation	NOUN
cana-1629	219	18	analysis	analysis	NOUN
cana-1629	219	19	for	for	ADP
cana-1629	219	20	the	the	DET
cana-1629	219	21	classification	classification	NOUN
cana-1629	219	22	of	of	ADP
cana-1629	219	23	mammogram	mammogram	NOUN
cana-1629	219	24	,	,	PUNCT
cana-1629	219	25	vol	vol	NOUN
cana-1629	219	26	.	.	PROPN
cana-1629	220	1	14	14	NUM
cana-1629	220	2	cic	cic	PROPN
cana-1629	220	3	2016	2016	NUM
cana-1629	220	4	special	special	ADJ
cana-1629	220	5	issue	issue	NOUN
cana-1629	220	6	international	international	ADJ
cana-1629	220	7	journal	journal	NOUN
cana-1629	220	8	of	of	ADP
cana-1629	220	9	computer	computer	NOUN
cana-1629	220	10	science	science	NOUN
cana-1629	220	11	and	and	CCONJ
cana-1629	220	12	information	information	NOUN
cana-1629	220	13	security	security	NOUN
cana-1629	220	14	(	(	PUNCT
cana-1629	220	15	ijcsis	ijcsis	NOUN
cana-1629	220	16	)	)	PUNCT
cana-1629	220	17	.	.	PUNCT
cana-1629	221	1	[	[	X
cana-1629	221	2	20	20	NUM
cana-1629	221	3	]	]	SYM
cana-1629	221	4	khalil	khalil	PROPN
cana-1629	221	5	,	,	PUNCT
cana-1629	221	6	mm	mm	PROPN
cana-1629	221	7	,	,	PUNCT
cana-1629	221	8	radiomics	radiomic	NOUN
cana-1629	221	9	feature	feature	NOUN
cana-1629	221	10	selection	selection	NOUN
cana-1629	221	11	in	in	ADP
cana-1629	221	12	18f	18f	PROPN
cana-1629	221	13	-	-	PUNCT
cana-1629	221	14	fdg	fdg	PROPN
cana-1629	221	15	pet	pet	PROPN
cana-1629	221	16	imaging	imaging	NOUN
cana-1629	221	17	:	:	PUNCT
cana-1629	221	18	investigation	investigation	NOUN
cana-1629	221	19	of	of	ADP
cana-1629	221	20	the	the	DET
cana-1629	221	21	most	most	ADV
cana-1629	221	22	robust	robust	ADJ
cana-1629	221	23	and	and	CCONJ
cana-1629	221	24	reproducible	reproducible	ADJ
cana-1629	221	25	candidates	candidate	NOUN
cana-1629	221	26	,	,	PUNCT
cana-1629	221	27	december	december	PROPN
cana-1629	221	28	2020	2020	NUM
cana-1629	221	29	.	.	PUNCT
cana-1629	222	1	[	[	X
cana-1629	222	2	21	21	NUM
cana-1629	222	3	]	]	X
cana-1629	222	4	nuhu	nuhu	NOUN
cana-1629	222	5	dalhat	dalhat	DET
cana-1629	222	6	mu’azu	mu’azu	NOUN
cana-1629	222	7	,	,	PUNCT
cana-1629	222	8	sunday	sunday	PROPN
cana-1629	222	9	olusanya	olusanya	ADJ
cana-1629	222	10	olatunji	olatunji	NOUN
cana-1629	222	11	,	,	PUNCT
cana-1629	222	12	k	k	X
cana-1629	222	13	-	-	PUNCT
cana-1629	222	14	nearest	near	ADJ
cana-1629	222	15	neighbor	neighbor	NOUN
cana-1629	222	16	based	base	VERB
cana-1629	222	17	computational	computational	ADJ
cana-1629	222	18	intelligence	intelligence	NOUN
cana-1629	222	19	and	and	CCONJ
cana-1629	222	20	rsm	rsm	PROPN
cana-1629	222	21	predictive	predictive	ADJ
cana-1629	222	22	models	model	NOUN
cana-1629	222	23	for	for	ADP
cana-1629	222	24	extraction	extraction	NOUN
cana-1629	222	25	of	of	ADP
cana-1629	222	26	cadmium	cadmium	NOUN
cana-1629	222	27	from	from	ADP
cana-1629	222	28	contaminated	contaminate	VERB
cana-1629	222	29	soil	soil	NOUN
cana-1629	222	30	,	,	PUNCT
cana-1629	222	31	ain	ain	NOUN
cana-1629	222	32	shams	sham	NOUN
cana-1629	222	33	engineering	engineer	VERB
cana-1629	222	34	journal,2023	journal,2023	PROPN
cana-1629	222	35	.	.	PUNCT
cana-1629	223	1	[	[	X
cana-1629	223	2	22	22	NUM
cana-1629	223	3	]	]	X
cana-1629	223	4	ismail	ismail	PROPN
cana-1629	223	5	taha	taha	PROPN
cana-1629	223	6	ahmed	ahmed	PROPN
cana-1629	223	7	,	,	PUNCT
cana-1629	223	8	baraa	baraa	PROPN
cana-1629	223	9	tareq	tareq	PROPN
cana-1629	223	10	hammad	hammad	PROPN
cana-1629	223	11	,	,	PUNCT
cana-1629	223	12	norziana	norziana	PROPN
cana-1629	223	13	jamil	jamil	PROPN
cana-1629	223	14	,	,	PUNCT
cana-1629	223	15	,	,	PUNCT
cana-1629	223	16	forgery	forgery	NOUN
cana-1629	223	17	detection	detection	NOUN
cana-1629	223	18	algorithm	algorithm	NOUN
cana-1629	223	19	based	base	VERB
cana-1629	223	20	on	on	ADP
cana-1629	223	21	texture	texture	ADJ
cana-1629	223	22	feature	feature	NOUN
cana-1629	223	23	,	,	PUNCT
cana-1629	223	24	indonesian	indonesian	ADJ
cana-1629	223	25	journal	journal	NOUN
cana-1629	223	26	of	of	ADP
cana-1629	223	27	electrical	electrical	ADJ
cana-1629	223	28	engineering	engineering	NOUN
cana-1629	223	29	and	and	CCONJ
cana-1629	223	30	computer	computer	NOUN
cana-1629	223	31	science	science	NOUN
cana-1629	223	32	,	,	PUNCT
cana-1629	223	33	2021	2021	NUM
cana-1629	223	34	.	.	PUNCT
cana-1629	224	1	[	[	X
cana-1629	224	2	23	23	NUM
cana-1629	224	3	]	]	PUNCT
cana-1629	224	4	n.bhuvaneswari	n.bhuvaneswari	NOUN
cana-1629	224	5	;	;	PUNCT
cana-1629	224	6	r.	r.	PROPN
cana-1629	224	7	sathish	sathish	PROPN
cana-1629	224	8	kumar	kumar	PROPN
cana-1629	224	9	;	;	PUNCT
cana-1629	224	10	s.	s.	PROPN
cana-1629	224	11	sanjayprabu	sanjayprabu	PROPN
cana-1629	224	12	;	;	PUNCT
cana-1629	224	13	r.	r.	PROPN
cana-1629	224	14	karthikamani	karthikamani	PROPN
cana-1629	224	15	,	,	PUNCT
cana-1629	224	16	detection	detection	NOUN
cana-1629	224	17	of	of	ADP
cana-1629	224	18	brain	brain	NOUN
cana-1629	224	19	hemorrhage	hemorrhage	NOUN
cana-1629	224	20	from	from	ADP
cana-1629	224	21	ct	ct	PROPN
cana-1629	224	22	scan	scan	NOUN
cana-1629	224	23	images	image	NOUN
cana-1629	224	24	using	use	VERB
cana-1629	224	25	rof	rof	PROPN
cana-1629	224	26	filter	filter	NOUN
cana-1629	224	27	and	and	CCONJ
cana-1629	224	28	classification	classification	NOUN
cana-1629	224	29	,	,	PUNCT
cana-1629	224	30	2023	2023	NUM
cana-1629	224	31	8th	8th	ADJ
cana-1629	224	32	international	international	ADJ
cana-1629	224	33	conference	conference	NOUN
cana-1629	224	34	on	on	ADP
cana-1629	224	35	communication	communication	NOUN
cana-1629	224	36	and	and	CCONJ
cana-1629	224	37	electronics	electronic	NOUN
cana-1629	224	38	systems	system	NOUN
cana-1629	224	39	(	(	PUNCT
cana-1629	224	40	icces	icce	NOUN
cana-1629	224	41	)	)	PUNCT
cana-1629	224	42	,	,	PUNCT
cana-1629	224	43	doi	doi	NOUN
cana-1629	224	44	:	:	PUNCT
cana-1629	224	45	10.1109	10.1109	NUM
cana-1629	224	46	/	/	SYM
cana-1629	224	47	icces57224.2023.10192724	icces57224.2023.10192724	NOUN
cana-1629	224	48	.	.	PUNCT