id	sid	tid	token	lemma	pos
cana-3718	1	1	communications	communication	NOUN
cana-3718	1	2	on	on	ADP
cana-3718	1	3	applied	apply	VERB
cana-3718	1	4	nonlinear	nonlinear	ADJ
cana-3718	1	5	analysis	analysis	NOUN
cana-3718	1	6	issn	issn	NOUN
cana-3718	1	7	:	:	PUNCT
cana-3718	1	8	1074	1074	NUM
cana-3718	1	9	-	-	PUNCT
cana-3718	1	10	133x	133x	NUM
cana-3718	1	11	vol	vol	NOUN
cana-3718	1	12	32	32	NUM
cana-3718	1	13	no	no	NOUN
cana-3718	1	14	.	.	PUNCT
cana-3718	2	1	8s	8s	PROPN
cana-3718	2	2	(	(	PUNCT
cana-3718	2	3	2025	2025	NUM
cana-3718	2	4	)	)	PUNCT
cana-3718	2	5	565	565	NUM
cana-3718	2	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3718	2	7	improved	improve	VERB
cana-3718	2	8	medical	medical	ADJ
cana-3718	2	9	image	image	NOUN
cana-3718	2	10	enhancement	enhancement	NOUN
cana-3718	2	11	by	by	ADP
cana-3718	2	12	optimized	optimize	VERB
cana-3718	2	13	features	feature	NOUN
cana-3718	2	14	and	and	CCONJ
cana-3718	2	15	parameters	parameter	NOUN
cana-3718	2	16	using	use	VERB
cana-3718	2	17	convolution	convolution	NOUN
cana-3718	2	18	with	with	ADP
cana-3718	2	19	grey	grey	ADJ
cana-3718	2	20	wolves	wolf	NOUN
cana-3718	2	21	approach	approach	VERB
cana-3718	2	22	mrs	mrs	PROPN
cana-3718	2	23	.	.	PROPN
cana-3718	2	24	monika	monika	PROPN
cana-3718	2	25	,	,	PUNCT
cana-3718	2	26	dr	dr	PROPN
cana-3718	2	27	.	.	PROPN
cana-3718	2	28	chandan	chandan	PROPN
cana-3718	2	29	kumar	kumar	PROPN
cana-3718	2	30	1,2department	1,2department	PROPN
cana-3718	2	31	of	of	ADP
cana-3718	2	32	computer	computer	NOUN
cana-3718	2	33	science	science	NOUN
cana-3718	2	34	and	and	CCONJ
cana-3718	2	35	engineering	engineer	VERB
cana-3718	2	36	1research	1research	NUM
cana-3718	2	37	scholar	scholar	NOUN
cana-3718	2	38	,	,	PUNCT
cana-3718	2	39	career	career	NOUN
cana-3718	2	40	point	point	NOUN
cana-3718	2	41	university	university	NOUN
cana-3718	2	42	,	,	PUNCT
cana-3718	2	43	hamirpur	hamirpur	PROPN
cana-3718	2	44	,	,	PUNCT
cana-3718	2	45	h.p	h.p	PROPN
cana-3718	2	46	.	.	PROPN
cana-3718	2	47	2	2	NUM
cana-3718	2	48	associate	associate	NOUN
cana-3718	2	49	professor	professor	NOUN
cana-3718	2	50	,	,	PUNCT
cana-3718	2	51	career	career	NOUN
cana-3718	2	52	point	point	NOUN
cana-3718	2	53	university	university	NOUN
cana-3718	2	54	,	,	PUNCT
cana-3718	2	55	hamirpur	hamirpur	PROPN
cana-3718	2	56	,	,	PUNCT
cana-3718	2	57	h.p	h.p	PROPN
cana-3718	2	58	.	.	PUNCT
cana-3718	3	1	kundimonika@gmail.com	kundimonika@gmail.com	PROPN
cana-3718	3	2	,	,	PUNCT
cana-3718	4	1	chandansharmahmr@gmail.com	chandansharmahmr@gmail.com	X
cana-3718	4	2	article	article	NOUN
cana-3718	4	3	history	history	NOUN
cana-3718	4	4	:	:	PUNCT
cana-3718	4	5	received	receive	VERB
cana-3718	4	6	:	:	PUNCT
cana-3718	4	7	05	05	NUM
cana-3718	4	8	-	-	SYM
cana-3718	4	9	11	11	NUM
cana-3718	4	10	-	-	PUNCT
cana-3718	4	11	2024	2024	NUM
cana-3718	4	12	revised	revise	VERB
cana-3718	4	13	:	:	PUNCT
cana-3718	4	14	13	13	NUM
cana-3718	4	15	-	-	SYM
cana-3718	4	16	12	12	NUM
cana-3718	4	17	-	-	PUNCT
cana-3718	4	18	2024	2024	NUM
cana-3718	4	19	accepted	accept	VERB
cana-3718	4	20	:	:	PUNCT
cana-3718	4	21	02	02	NUM
cana-3718	4	22	-	-	PUNCT
cana-3718	4	23	01	01	NUM
cana-3718	4	24	-	-	PUNCT
cana-3718	4	25	2025	2025	NUM
cana-3718	4	26	abstract	abstract	NOUN
cana-3718	4	27	:	:	PUNCT
cana-3718	4	28	ultrasound	ultrasound	PROPN
cana-3718	4	29	imaging	imaging	NOUN
cana-3718	4	30	is	be	AUX
cana-3718	4	31	a	a	DET
cana-3718	4	32	cornerstone	cornerstone	NOUN
cana-3718	4	33	in	in	ADP
cana-3718	4	34	medical	medical	ADJ
cana-3718	4	35	diagnostics	diagnostic	NOUN
cana-3718	4	36	,	,	PUNCT
cana-3718	4	37	valued	value	VERB
cana-3718	4	38	for	for	ADP
cana-3718	4	39	its	its	PRON
cana-3718	4	40	non	non	ADJ
cana-3718	4	41	-invasive	-invasive	NOUN
cana-3718	4	42	nature	nature	NOUN
cana-3718	4	43	,	,	PUNCT
cana-3718	4	44	cost	cost	NOUN
cana-3718	4	45	-	-	PUNCT
cana-3718	4	46	effectiveness	effectiveness	NOUN
cana-3718	4	47	,	,	PUNCT
cana-3718	4	48	and	and	CCONJ
cana-3718	4	49	widespread	widespread	ADJ
cana-3718	4	50	accessibility	accessibility	NOUN
cana-3718	4	51	.	.	PUNCT
cana-3718	5	1	this	this	DET
cana-3718	5	2	imaging	imaging	NOUN
cana-3718	5	3	modality	modality	NOUN
cana-3718	5	4	is	be	AUX
cana-3718	5	5	critical	critical	ADJ
cana-3718	5	6	in	in	ADP
cana-3718	5	7	the	the	DET
cana-3718	5	8	early	early	ADJ
cana-3718	5	9	detection	detection	NOUN
cana-3718	5	10	of	of	ADP
cana-3718	5	11	a	a	DET
cana-3718	5	12	variety	variety	NOUN
cana-3718	5	13	of	of	ADP
cana-3718	5	14	conditions	condition	NOUN
cana-3718	5	15	,	,	PUNCT
cana-3718	5	16	particularly	particularly	ADV
cana-3718	5	17	amidst	amidst	ADP
cana-3718	5	18	the	the	DET
cana-3718	5	19	rising	rise	VERB
cana-3718	5	20	global	global	ADJ
cana-3718	5	21	prevalence	prevalence	NOUN
cana-3718	5	22	of	of	ADP
cana-3718	5	23	chronic	chronic	ADJ
cana-3718	5	24	diseases	disease	NOUN
cana-3718	5	25	.	.	PUNCT
cana-3718	6	1	despite	despite	SCONJ
cana-3718	6	2	its	its	PRON
cana-3718	6	3	numerous	numerous	ADJ
cana-3718	6	4	advantages	advantage	NOUN
cana-3718	6	5	,	,	PUNCT
cana-3718	6	6	ultrasound	ultrasound	ADJ
cana-3718	6	7	imaging	imaging	NOUN
cana-3718	6	8	is	be	AUX
cana-3718	6	9	frequently	frequently	ADV
cana-3718	6	10	compromised	compromise	VERB
cana-3718	6	11	by	by	ADP
cana-3718	6	12	speckle	speckle	NOUN
cana-3718	6	13	noise	noise	NOUN
cana-3718	6	14	,	,	PUNCT
cana-3718	6	15	which	which	PRON
cana-3718	6	16	can	can	AUX
cana-3718	6	17	obscure	obscure	VERB
cana-3718	6	18	crucial	crucial	ADJ
cana-3718	6	19	anatomical	anatomical	ADJ
cana-3718	6	20	details	detail	NOUN
cana-3718	6	21	and	and	CCONJ
cana-3718	6	22	potentially	potentially	ADV
cana-3718	6	23	lead	lead	VERB
cana-3718	6	24	to	to	ADP
cana-3718	6	25	diagnostic	diagnostic	ADJ
cana-3718	6	26	inaccuracies	inaccuracy	NOUN
cana-3718	6	27	.	.	PUNCT
cana-3718	7	1	addressing	address	VERB
cana-3718	7	2	this	this	DET
cana-3718	7	3	issue	issue	NOUN
cana-3718	7	4	,	,	PUNCT
cana-3718	7	5	the	the	DET
cana-3718	7	6	paper	paper	NOUN
cana-3718	7	7	introduces	introduce	VERB
cana-3718	7	8	an	an	DET
cana-3718	7	9	innovative	innovative	ADJ
cana-3718	7	10	approach	approach	NOUN
cana-3718	7	11	combining	combine	VERB
cana-3718	7	12	a	a	DET
cana-3718	7	13	convolutional	convolutional	ADJ
cana-3718	7	14	neural	neural	ADJ
cana-3718	7	15	network	network	NOUN
cana-3718	7	16	(	(	PUNCT
cana-3718	7	17	cnn	cnn	PROPN
cana-3718	7	18	)	)	PUNCT
cana-3718	7	19	with	with	ADP
cana-3718	7	20	grey	grey	ADJ
cana-3718	7	21	wolves	wolf	NOUN
cana-3718	7	22	optimization	optimization	NOUN
cana-3718	7	23	to	to	PART
cana-3718	7	24	enhance	enhance	VERB
cana-3718	7	25	ultrasound	ultrasound	NOUN
cana-3718	7	26	image	image	NOUN
cana-3718	7	27	quality	quality	NOUN
cana-3718	7	28	by	by	ADP
cana-3718	7	29	optimizing	optimize	VERB
cana-3718	7	30	features	feature	NOUN
cana-3718	7	31	and	and	CCONJ
cana-3718	7	32	parameters	parameter	NOUN
cana-3718	7	33	for	for	ADP
cana-3718	7	34	noise	noise	NOUN
cana-3718	7	35	reduction	reduction	NOUN
cana-3718	7	36	.	.	PUNCT
cana-3718	8	1	this	this	DET
cana-3718	8	2	method	method	NOUN
cana-3718	8	3	leverages	leverage	VERB
cana-3718	8	4	the	the	DET
cana-3718	8	5	strengths	strength	NOUN
cana-3718	8	6	of	of	ADP
cana-3718	8	7	both	both	CCONJ
cana-3718	8	8	advanced	advanced	ADJ
cana-3718	8	9	machine	machine	NOUN
cana-3718	8	10	learning	learn	VERB
cana-3718	8	11	algorithms	algorithm	NOUN
cana-3718	8	12	and	and	CCONJ
cana-3718	8	13	nature	nature	NOUN
cana-3718	8	14	-	-	PUNCT
cana-3718	8	15	inspired	inspire	VERB
cana-3718	8	16	optimization	optimization	NOUN
cana-3718	8	17	techniques	technique	NOUN
cana-3718	8	18	to	to	PART
cana-3718	8	19	efficiently	efficiently	ADV
cana-3718	8	20	and	and	CCONJ
cana-3718	8	21	effectively	effectively	ADV
cana-3718	8	22	reduce	reduce	VERB
cana-3718	8	23	speckle	speckle	NOUN
cana-3718	8	24	noise	noise	NOUN
cana-3718	8	25	without	without	ADP
cana-3718	8	26	sacrificing	sacrifice	VERB
cana-3718	8	27	critical	critical	ADJ
cana-3718	8	28	image	image	NOUN
cana-3718	8	29	details	detail	NOUN
cana-3718	8	30	.	.	PUNCT
cana-3718	9	1	our	our	PRON
cana-3718	9	2	experiments	experiment	NOUN
cana-3718	9	3	,	,	PUNCT
cana-3718	9	4	conducted	conduct	VERB
cana-3718	9	5	across	across	ADP
cana-3718	9	6	various	various	ADJ
cana-3718	9	7	types	type	NOUN
cana-3718	9	8	of	of	ADP
cana-3718	9	9	ultrasound	ultrasound	NOUN
cana-3718	9	10	images	image	NOUN
cana-3718	9	11	,	,	PUNCT
cana-3718	9	12	demonstrate	demonstrate	VERB
cana-3718	9	13	that	that	SCONJ
cana-3718	9	14	the	the	DET
cana-3718	9	15	proposed	propose	VERB
cana-3718	9	16	method	method	NOUN
cana-3718	9	17	not	not	PART
cana-3718	9	18	only	only	ADV
cana-3718	9	19	significantly	significantly	ADV
cana-3718	9	20	outperforms	outperform	VERB
cana-3718	9	21	traditional	traditional	ADJ
cana-3718	9	22	denoising	denoising	NOUN
cana-3718	9	23	techniques	technique	NOUN
cana-3718	9	24	like	like	ADP
cana-3718	9	25	kuan	kuan	PROPN
cana-3718	9	26	-	-	PUNCT
cana-3718	9	27	nlm	nlm	PROPN
cana-3718	9	28	,	,	PUNCT
cana-3718	9	29	anisotropic	anisotropic	NOUN
cana-3718	9	30	diffusion	diffusion	NOUN
cana-3718	9	31	,	,	PUNCT
cana-3718	9	32	and	and	CCONJ
cana-3718	9	33	wavelet	wavelet	NOUN
cana-3718	9	34	-	-	PUNCT
cana-3718	9	35	based	base	VERB
cana-3718	9	36	methods	method	NOUN
cana-3718	9	37	in	in	ADP
cana-3718	9	38	terms	term	NOUN
cana-3718	9	39	of	of	ADP
cana-3718	9	40	psnr	psnr	NOUN
cana-3718	9	41	,	,	PUNCT
cana-3718	9	42	ssim	ssim	NOUN
cana-3718	9	43	,	,	PUNCT
cana-3718	9	44	ncc	ncc	PROPN
cana-3718	9	45	,	,	PUNCT
cana-3718	9	46	and	and	CCONJ
cana-3718	9	47	uqi	uqi	NOUN
cana-3718	9	48	metrics	metric	NOUN
cana-3718	9	49	but	but	CCONJ
cana-3718	9	50	also	also	ADV
cana-3718	9	51	maintains	maintain	VERB
cana-3718	9	52	a	a	DET
cana-3718	9	53	competitive	competitive	ADJ
cana-3718	9	54	processing	processing	NOUN
cana-3718	9	55	time	time	NOUN
cana-3718	9	56	.	.	PUNCT
cana-3718	10	1	the	the	DET
cana-3718	10	2	optimized	optimize	VERB
cana-3718	10	3	nlm	nlm	NOUN
cana-3718	10	4	filter	filter	NOUN
cana-3718	10	5	,	,	PUNCT
cana-3718	10	6	in	in	ADP
cana-3718	10	7	particular	particular	ADJ
cana-3718	10	8	,	,	PUNCT
cana-3718	10	9	showcases	showcase	VERB
cana-3718	10	10	remarkable	remarkable	ADJ
cana-3718	10	11	noise	noise	NOUN
cana-3718	10	12	suppression	suppression	NOUN
cana-3718	10	13	capabilities	capability	NOUN
cana-3718	10	14	while	while	SCONJ
cana-3718	10	15	preserving	preserve	VERB
cana-3718	10	16	essential	essential	ADJ
cana-3718	10	17	features	feature	NOUN
cana-3718	10	18	,	,	PUNCT
cana-3718	10	19	thereby	thereby	ADV
cana-3718	10	20	greatly	greatly	ADV
cana-3718	10	21	enhancing	enhance	VERB
cana-3718	10	22	the	the	DET
cana-3718	10	23	diagnostic	diagnostic	ADJ
cana-3718	10	24	utility	utility	NOUN
cana-3718	10	25	of	of	ADP
cana-3718	10	26	ultrasound	ultrasound	NOUN
cana-3718	10	27	images	image	NOUN
cana-3718	10	28	.	.	PUNCT
cana-3718	11	1	the	the	DET
cana-3718	11	2	implementation	implementation	NOUN
cana-3718	11	3	of	of	ADP
cana-3718	11	4	this	this	DET
cana-3718	11	5	method	method	NOUN
cana-3718	11	6	in	in	ADP
cana-3718	11	7	clinical	clinical	ADJ
cana-3718	11	8	settings	setting	NOUN
cana-3718	11	9	could	could	AUX
cana-3718	11	10	potentially	potentially	ADV
cana-3718	11	11	lead	lead	VERB
cana-3718	11	12	to	to	AUX
cana-3718	11	13	quicker	quick	ADJ
cana-3718	11	14	,	,	PUNCT
cana-3718	11	15	more	more	ADV
cana-3718	11	16	accurate	accurate	ADJ
cana-3718	11	17	diagnoses	diagnosis	NOUN
cana-3718	11	18	without	without	ADP
cana-3718	11	19	the	the	DET
cana-3718	11	20	need	need	NOUN
cana-3718	11	21	for	for	ADP
cana-3718	11	22	repeated	repeat	VERB
cana-3718	11	23	scans	scan	NOUN
cana-3718	11	24	,	,	PUNCT
cana-3718	11	25	thereby	thereby	ADV
cana-3718	11	26	reducing	reduce	VERB
cana-3718	11	27	both	both	CCONJ
cana-3718	11	28	patient	patient	ADJ
cana-3718	11	29	discomfort	discomfort	NOUN
cana-3718	11	30	and	and	CCONJ
cana-3718	11	31	procedural	procedural	ADJ
cana-3718	11	32	costs	cost	NOUN
cana-3718	11	33	.	.	PUNCT
cana-3718	12	1	the	the	DET
cana-3718	12	2	results	result	NOUN
cana-3718	12	3	affirm	affirm	VERB
cana-3718	12	4	the	the	DET
cana-3718	12	5	efficacy	efficacy	NOUN
cana-3718	12	6	of	of	ADP
cana-3718	12	7	combining	combine	VERB
cana-3718	12	8	cnns	cnn	NOUN
cana-3718	12	9	with	with	ADP
cana-3718	12	10	grey	grey	ADJ
cana-3718	12	11	wolves	wolf	NOUN
cana-3718	12	12	optimization	optimization	NOUN
cana-3718	12	13	,	,	PUNCT
cana-3718	12	14	highlighting	highlight	VERB
cana-3718	12	15	its	its	PRON
cana-3718	12	16	potential	potential	NOUN
cana-3718	12	17	to	to	PART
cana-3718	12	18	set	set	VERB
cana-3718	12	19	a	a	DET
cana-3718	12	20	new	new	ADJ
cana-3718	12	21	standard	standard	NOUN
cana-3718	12	22	in	in	ADP
cana-3718	12	23	medical	medical	ADJ
cana-3718	12	24	imaging	imaging	NOUN
cana-3718	12	25	enhancements	enhancement	NOUN
cana-3718	12	26	.	.	PUNCT
cana-3718	13	1	this	this	DET
cana-3718	13	2	study	study	NOUN
cana-3718	13	3	paves	pave	VERB
cana-3718	13	4	the	the	DET
cana-3718	13	5	way	way	NOUN
cana-3718	13	6	for	for	ADP
cana-3718	13	7	further	further	ADJ
cana-3718	13	8	research	research	NOUN
cana-3718	13	9	into	into	ADP
cana-3718	13	10	hybrid	hybrid	ADJ
cana-3718	13	11	approaches	approach	NOUN
cana-3718	13	12	that	that	PRON
cana-3718	13	13	could	could	AUX
cana-3718	13	14	refine	refine	VERB
cana-3718	13	15	diagnostic	diagnostic	ADJ
cana-3718	13	16	processes	process	NOUN
cana-3718	13	17	across	across	ADP
cana-3718	13	18	various	various	ADJ
cana-3718	13	19	imaging	imaging	NOUN
cana-3718	13	20	modalities	modality	NOUN
cana-3718	13	21	.	.	PUNCT
cana-3718	14	1	keywords	keyword	NOUN
cana-3718	14	2	:	:	PUNCT
cana-3718	14	3	grey	grey	ADJ
cana-3718	14	4	wolves	wolf	NOUN
cana-3718	14	5	,	,	PUNCT
cana-3718	14	6	ultrasound	ultrasound	NOUN
cana-3718	14	7	imaging	imaging	NOUN
cana-3718	14	8	,	,	PUNCT
cana-3718	14	9	neural	neural	ADJ
cana-3718	14	10	network	network	NOUN
cana-3718	14	11	,	,	PUNCT
cana-3718	14	12	image	image	NOUN
cana-3718	14	13	enhancement	enhancement	NOUN
cana-3718	14	14	.	.	PUNCT
cana-3718	15	1	introduction	introduction	NOUN
cana-3718	15	2	ultrasound	ultrasound	PROPN
cana-3718	15	3	imaging	imaging	NOUN
cana-3718	15	4	has	have	AUX
cana-3718	15	5	emerged	emerge	VERB
cana-3718	15	6	as	as	ADP
cana-3718	15	7	a	a	DET
cana-3718	15	8	pivotal	pivotal	ADJ
cana-3718	15	9	tool	tool	NOUN
cana-3718	15	10	in	in	ADP
cana-3718	15	11	modern	modern	ADJ
cana-3718	15	12	medical	medical	ADJ
cana-3718	15	13	diagnostics	diagnostic	NOUN
cana-3718	15	14	,	,	PUNCT
cana-3718	15	15	renowned	renowne	VERB
cana-3718	15	16	for	for	ADP
cana-3718	15	17	its	its	PRON
cana-3718	15	18	non	non	ADJ
cana-3718	15	19	-	-	ADJ
cana-3718	15	20	invasive	invasive	ADJ
cana-3718	15	21	nature	nature	NOUN
cana-3718	15	22	,	,	PUNCT
cana-3718	15	23	cost	cost	NOUN
cana-3718	15	24	-	-	PUNCT
cana-3718	15	25	effectiveness	effectiveness	NOUN
cana-3718	15	26	,	,	PUNCT
cana-3718	15	27	and	and	CCONJ
cana-3718	15	28	accessibility	accessibility	NOUN
cana-3718	15	29	.	.	PUNCT
cana-3718	16	1	particularly	particularly	ADV
cana-3718	16	2	important	important	ADJ
cana-3718	16	3	in	in	ADP
cana-3718	16	4	the	the	DET
cana-3718	16	5	context	context	NOUN
cana-3718	16	6	of	of	ADP
cana-3718	16	7	a	a	DET
cana-3718	16	8	global	global	ADJ
cana-3718	16	9	surge	surge	NOUN
cana-3718	16	10	in	in	ADP
cana-3718	16	11	chronic	chronic	ADJ
cana-3718	16	12	diseases	disease	NOUN
cana-3718	16	13	[	[	X
cana-3718	16	14	asrani	asrani	X
cana-3718	16	15	et	et	PROPN
cana-3718	16	16	al	al	PROPN
cana-3718	16	17	.	.	PROPN
cana-3718	16	18	,	,	PUNCT
cana-3718	16	19	2019	2019	NUM
cana-3718	16	20	]	]	PUNCT
cana-3718	16	21	,	,	PUNCT
cana-3718	16	22	ultrasound	ultrasound	PROPN
cana-3718	16	23	technology	technology	NOUN
cana-3718	16	24	plays	play	VERB
cana-3718	16	25	a	a	DET
cana-3718	16	26	crucial	crucial	ADJ
cana-3718	16	27	role	role	NOUN
cana-3718	16	28	in	in	ADP
cana-3718	16	29	detecting	detect	VERB
cana-3718	16	30	various	various	ADJ
cana-3718	16	31	conditions	condition	NOUN
cana-3718	16	32	early	early	ADV
cana-3718	16	33	,	,	PUNCT
cana-3718	16	34	especially	especially	ADV
cana-3718	16	35	in	in	ADP
cana-3718	16	36	asymptomatic	asymptomatic	ADJ
cana-3718	16	37	patients	patient	NOUN
cana-3718	16	38	.	.	PUNCT
cana-3718	17	1	this	this	DET
cana-3718	17	2	early	early	ADJ
cana-3718	17	3	detection	detection	NOUN
cana-3718	17	4	is	be	AUX
cana-3718	17	5	critical	critical	ADJ
cana-3718	17	6	for	for	ADP
cana-3718	17	7	implementing	implement	VERB
cana-3718	17	8	effective	effective	ADJ
cana-3718	17	9	treatments	treatment	NOUN
cana-3718	17	10	,	,	PUNCT
cana-3718	17	11	which	which	PRON
cana-3718	17	12	can	can	AUX
cana-3718	17	13	significantly	significantly	ADV
cana-3718	17	14	alter	alter	VERB
cana-3718	17	15	the	the	DET
cana-3718	17	16	course	course	NOUN
cana-3718	17	17	of	of	ADP
cana-3718	17	18	many	many	ADJ
cana-3718	17	19	diseases	disease	NOUN
cana-3718	17	20	and	and	CCONJ
cana-3718	17	21	enhance	enhance	VERB
cana-3718	17	22	patient	patient	ADJ
cana-3718	17	23	outcomes	outcome	NOUN
cana-3718	17	24	.	.	PUNCT
cana-3718	18	1	the	the	DET
cana-3718	18	2	technology	technology	NOUN
cana-3718	18	3	behind	behind	ADP
cana-3718	18	4	ultrasound	ultrasound	ADJ
cana-3718	18	5	imaging	imaging	NOUN
cana-3718	18	6	involves	involve	VERB
cana-3718	18	7	transmitting	transmit	VERB
cana-3718	18	8	highfrequency	highfrequency	NOUN
cana-3718	18	9	sound	sound	NOUN
cana-3718	18	10	waves	wave	NOUN
cana-3718	18	11	through	through	ADP
cana-3718	18	12	a	a	DET
cana-3718	18	13	transducer	transducer	NOUN
cana-3718	18	14	into	into	ADP
cana-3718	18	15	the	the	DET
cana-3718	18	16	body	body	NOUN
cana-3718	18	17	.	.	PUNCT
cana-3718	19	1	depending	depend	VERB
cana-3718	19	2	on	on	ADP
cana-3718	19	3	the	the	DET
cana-3718	19	4	density	density	NOUN
cana-3718	19	5	and	and	CCONJ
cana-3718	19	6	composition	composition	NOUN
cana-3718	19	7	of	of	ADP
cana-3718	19	8	the	the	DET
cana-3718	19	9	tissues	tissue	NOUN
cana-3718	19	10	encountered	encounter	VERB
cana-3718	19	11	,	,	PUNCT
cana-3718	19	12	these	these	DET
cana-3718	19	13	waves	wave	NOUN
cana-3718	19	14	are	be	AUX
cana-3718	19	15	either	either	CCONJ
cana-3718	19	16	reflected	reflect	VERB
cana-3718	19	17	back	back	ADV
cana-3718	19	18	or	or	CCONJ
cana-3718	19	19	scattered	scatter	VERB
cana-3718	19	20	.	.	PUNCT
cana-3718	20	1	the	the	DET
cana-3718	20	2	echoes	echo	NOUN
cana-3718	20	3	are	be	AUX
cana-3718	20	4	then	then	ADV
cana-3718	20	5	captured	capture	VERB
cana-3718	20	6	by	by	ADP
cana-3718	20	7	the	the	DET
cana-3718	20	8	transducer	transducer	NOUN
cana-3718	20	9	and	and	CCONJ
cana-3718	20	10	converted	convert	VERB
cana-3718	20	11	into	into	ADP
cana-3718	20	12	digital	digital	ADJ
cana-3718	20	13	images	image	NOUN
cana-3718	20	14	.	.	PUNCT
cana-3718	21	1	the	the	DET
cana-3718	21	2	resulting	result	VERB
cana-3718	21	3	images	image	NOUN
cana-3718	21	4	provide	provide	VERB
cana-3718	21	5	real	real	ADJ
cana-3718	21	6	-	-	PUNCT
cana-3718	21	7	time	time	NOUN
cana-3718	21	8	visualization	visualization	NOUN
cana-3718	21	9	of	of	ADP
cana-3718	21	10	organs	organ	NOUN
cana-3718	21	11	,	,	PUNCT
cana-3718	21	12	tissues	tissue	NOUN
cana-3718	21	13	,	,	PUNCT
cana-3718	21	14	and	and	CCONJ
cana-3718	21	15	blood	blood	NOUN
cana-3718	21	16	flow	flow	NOUN
cana-3718	21	17	,	,	PUNCT
cana-3718	21	18	offering	offer	VERB
cana-3718	21	19	valuable	valuable	ADJ
cana-3718	21	20	insights	insight	NOUN
cana-3718	21	21	that	that	PRON
cana-3718	21	22	are	be	AUX
cana-3718	21	23	vital	vital	ADJ
cana-3718	21	24	for	for	ADP
cana-3718	21	25	diagnosis	diagnosis	NOUN
cana-3718	21	26	mailto:kundimonika@gmail.com	mailto:kundimonika@gmail.com	NOUN
cana-3718	21	27	communications	communication	NOUN
cana-3718	21	28	on	on	ADP
cana-3718	21	29	applied	apply	VERB
cana-3718	21	30	nonlinear	nonlinear	ADJ
cana-3718	21	31	analysis	analysis	NOUN
cana-3718	21	32	issn	issn	NOUN
cana-3718	21	33	:	:	PUNCT
cana-3718	21	34	1074	1074	NUM
cana-3718	21	35	-	-	PUNCT
cana-3718	21	36	133x	133x	NUM
cana-3718	21	37	vol	vol	NOUN
cana-3718	21	38	32	32	NUM
cana-3718	21	39	no	no	NOUN
cana-3718	21	40	.	.	PUNCT
cana-3718	22	1	8s	8s	PROPN
cana-3718	22	2	(	(	PUNCT
cana-3718	22	3	2025	2025	NUM
cana-3718	22	4	)	)	PUNCT
cana-3718	22	5	566	566	NUM
cana-3718	22	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3718	22	7	and	and	CCONJ
cana-3718	22	8	monitoring	monitor	VERB
cana-3718	22	9	[	[	X
cana-3718	22	10	chan	chan	PROPN
cana-3718	22	11	,	,	PUNCT
cana-3718	22	12	v.	v.	PROPN
cana-3718	22	13	,	,	PUNCT
cana-3718	22	14	&	&	CCONJ
cana-3718	22	15	perlas	perlas	PROPN
cana-3718	22	16	,	,	PUNCT
cana-3718	22	17	a.	a.	PROPN
cana-3718	22	18	,	,	PUNCT
cana-3718	22	19	2010	2010	NUM
cana-3718	22	20	]	]	PUNCT
cana-3718	22	21	.	.	PUNCT
cana-3718	23	1	despite	despite	SCONJ
cana-3718	23	2	its	its	PRON
cana-3718	23	3	significant	significant	ADJ
cana-3718	23	4	benefits	benefit	NOUN
cana-3718	23	5	,	,	PUNCT
cana-3718	23	6	one	one	NUM
cana-3718	23	7	of	of	ADP
cana-3718	23	8	the	the	DET
cana-3718	23	9	inherent	inherent	ADJ
cana-3718	23	10	challenges	challenge	NOUN
cana-3718	23	11	in	in	ADP
cana-3718	23	12	ultrasound	ultrasound	ADJ
cana-3718	23	13	imaging	imaging	NOUN
cana-3718	23	14	is	be	AUX
cana-3718	23	15	the	the	DET
cana-3718	23	16	presence	presence	NOUN
cana-3718	23	17	of	of	ADP
cana-3718	23	18	speckle	speckle	NOUN
cana-3718	23	19	noise	noise	NOUN
cana-3718	23	20	.	.	PUNCT
cana-3718	24	1	speckle	speckle	NOUN
cana-3718	24	2	noise	noise	NOUN
cana-3718	24	3	is	be	AUX
cana-3718	24	4	an	an	DET
cana-3718	24	5	artifact	artifact	NOUN
cana-3718	24	6	that	that	PRON
cana-3718	24	7	degrades	degrade	VERB
cana-3718	24	8	the	the	DET
cana-3718	24	9	quality	quality	NOUN
cana-3718	24	10	of	of	ADP
cana-3718	24	11	ultrasound	ultrasound	NOUN
cana-3718	24	12	images	image	NOUN
cana-3718	24	13	,	,	PUNCT
cana-3718	24	14	appearing	appear	VERB
cana-3718	24	15	as	as	ADP
cana-3718	24	16	a	a	DET
cana-3718	24	17	granular	granular	ADJ
cana-3718	24	18	pattern	pattern	NOUN
cana-3718	24	19	that	that	PRON
cana-3718	24	20	obscures	obscure	VERB
cana-3718	24	21	fine	fine	ADJ
cana-3718	24	22	details	detail	NOUN
cana-3718	24	23	.	.	PUNCT
cana-3718	25	1	this	this	DET
cana-3718	25	2	noise	noise	NOUN
cana-3718	25	3	results	result	NOUN
cana-3718	25	4	from	from	ADP
cana-3718	25	5	the	the	DET
cana-3718	25	6	coherent	coherent	ADJ
cana-3718	25	7	nature	nature	NOUN
cana-3718	25	8	of	of	ADP
cana-3718	25	9	the	the	DET
cana-3718	25	10	ultrasound	ultrasound	NOUN
cana-3718	25	11	waves	wave	NOUN
cana-3718	25	12	,	,	PUNCT
cana-3718	25	13	leading	lead	VERB
cana-3718	25	14	to	to	ADP
cana-3718	25	15	the	the	DET
cana-3718	25	16	constructive	constructive	ADJ
cana-3718	25	17	and	and	CCONJ
cana-3718	25	18	destructive	destructive	ADJ
cana-3718	25	19	interference	interference	NOUN
cana-3718	25	20	of	of	ADP
cana-3718	25	21	the	the	DET
cana-3718	25	22	waves	wave	NOUN
cana-3718	25	23	reflected	reflect	VERB
cana-3718	25	24	from	from	ADP
cana-3718	25	25	small	small	ADJ
cana-3718	25	26	scatterers	scatterer	NOUN
cana-3718	25	27	within	within	ADP
cana-3718	25	28	the	the	DET
cana-3718	25	29	tissue	tissue	NOUN
cana-3718	25	30	.	.	PUNCT
cana-3718	26	1	such	such	ADJ
cana-3718	26	2	noise	noise	NOUN
cana-3718	26	3	not	not	PART
cana-3718	26	4	only	only	ADV
cana-3718	26	5	affects	affect	VERB
cana-3718	26	6	the	the	DET
cana-3718	26	7	image	image	NOUN
cana-3718	26	8	quality	quality	NOUN
cana-3718	26	9	but	but	CCONJ
cana-3718	26	10	also	also	ADV
cana-3718	26	11	complicates	complicate	VERB
cana-3718	26	12	the	the	DET
cana-3718	26	13	diagnosis	diagnosis	NOUN
cana-3718	26	14	,	,	PUNCT
cana-3718	26	15	potentially	potentially	ADV
cana-3718	26	16	leading	lead	VERB
cana-3718	26	17	to	to	ADP
cana-3718	26	18	inaccurate	inaccurate	ADJ
cana-3718	26	19	assessments	assessment	NOUN
cana-3718	26	20	and	and	CCONJ
cana-3718	26	21	erroneous	erroneous	ADJ
cana-3718	26	22	conclusions	conclusion	NOUN
cana-3718	26	23	[	[	X
cana-3718	26	24	magud	magud	NOUN
cana-3718	26	25	et	et	PROPN
cana-3718	26	26	al	al	PROPN
cana-3718	26	27	.	.	PROPN
cana-3718	26	28	,	,	PUNCT
cana-3718	26	29	2017	2017	NUM
cana-3718	26	30	;	;	PUNCT
cana-3718	26	31	wells	well	NOUN
cana-3718	26	32	,	,	PUNCT
cana-3718	26	33	p.n.t	p.n.t	ADP
cana-3718	26	34	.	.	PROPN
cana-3718	26	35	,	,	PUNCT
cana-3718	26	36	and	and	CCONJ
cana-3718	26	37	halliwell	halliwell	PROPN
cana-3718	26	38	,	,	PUNCT
cana-3718	26	39	m.	m.	NOUN
cana-3718	26	40	,	,	PUNCT
cana-3718	26	41	1981	1981	NUM
cana-3718	26	42	]	]	PUNCT
cana-3718	26	43	.	.	PUNCT
cana-3718	27	1	consequently	consequently	ADV
cana-3718	27	2	,	,	PUNCT
cana-3718	27	3	speckle	speckle	NOUN
cana-3718	27	4	reduction	reduction	NOUN
cana-3718	27	5	has	have	AUX
cana-3718	27	6	become	become	VERB
cana-3718	27	7	a	a	DET
cana-3718	27	8	crucial	crucial	ADJ
cana-3718	27	9	preprocessing	preprocessing	NOUN
cana-3718	27	10	step	step	NOUN
cana-3718	27	11	in	in	ADP
cana-3718	27	12	the	the	DET
cana-3718	27	13	analysis	analysis	NOUN
cana-3718	27	14	of	of	ADP
cana-3718	27	15	ultrasound	ultrasound	NOUN
cana-3718	27	16	images	image	NOUN
cana-3718	27	17	.	.	PUNCT
cana-3718	28	1	various	various	ADJ
cana-3718	28	2	methods	method	NOUN
cana-3718	28	3	have	have	AUX
cana-3718	28	4	been	be	AUX
cana-3718	28	5	developed	develop	VERB
cana-3718	28	6	to	to	PART
cana-3718	28	7	address	address	VERB
cana-3718	28	8	the	the	DET
cana-3718	28	9	issue	issue	NOUN
cana-3718	28	10	of	of	ADP
cana-3718	28	11	speckle	speckle	NOUN
cana-3718	28	12	noise	noise	NOUN
cana-3718	28	13	,	,	PUNCT
cana-3718	28	14	broadly	broadly	ADV
cana-3718	28	15	categorized	categorize	VERB
cana-3718	28	16	into	into	ADP
cana-3718	28	17	preprocessing	preprocessing	NOUN
cana-3718	28	18	and	and	CCONJ
cana-3718	28	19	post	post	ADJ
cana-3718	28	20	-	-	ADJ
cana-3718	28	21	processing	processing	ADJ
cana-3718	28	22	techniques	technique	NOUN
cana-3718	28	23	.	.	PUNCT
cana-3718	29	1	preprocessing	preprocesse	VERB
cana-3718	29	2	methods	method	NOUN
cana-3718	29	3	,	,	PUNCT
cana-3718	29	4	such	such	ADJ
cana-3718	29	5	as	as	ADP
cana-3718	29	6	compounding	compound	VERB
cana-3718	29	7	techniques	technique	NOUN
cana-3718	29	8	,	,	PUNCT
cana-3718	29	9	attempt	attempt	VERB
cana-3718	29	10	to	to	PART
cana-3718	29	11	enhance	enhance	VERB
cana-3718	29	12	image	image	NOUN
cana-3718	29	13	quality	quality	NOUN
cana-3718	29	14	by	by	ADP
cana-3718	29	15	capturing	capture	VERB
cana-3718	29	16	images	image	NOUN
cana-3718	29	17	from	from	ADP
cana-3718	29	18	multiple	multiple	ADJ
cana-3718	29	19	angles	angle	NOUN
cana-3718	29	20	or	or	CCONJ
cana-3718	29	21	using	use	VERB
cana-3718	29	22	different	different	ADJ
cana-3718	29	23	transducer	transducer	NOUN
cana-3718	29	24	settings	setting	NOUN
cana-3718	29	25	.	.	PUNCT
cana-3718	30	1	spatial	spatial	ADJ
cana-3718	30	2	compounding	compounding	NOUN
cana-3718	30	3	,	,	PUNCT
cana-3718	30	4	for	for	ADP
cana-3718	30	5	example	example	NOUN
cana-3718	30	6	,	,	PUNCT
cana-3718	30	7	involves	involve	VERB
cana-3718	30	8	acquiring	acquire	VERB
cana-3718	30	9	images	image	NOUN
cana-3718	30	10	at	at	ADP
cana-3718	30	11	various	various	ADJ
cana-3718	30	12	angles	angle	NOUN
cana-3718	30	13	,	,	PUNCT
cana-3718	30	14	which	which	PRON
cana-3718	30	15	helps	help	VERB
cana-3718	30	16	to	to	PART
cana-3718	30	17	average	average	VERB
cana-3718	30	18	out	out	ADP
cana-3718	30	19	the	the	DET
cana-3718	30	20	noise	noise	NOUN
cana-3718	30	21	.	.	PUNCT
cana-3718	31	1	frequency	frequency	NOUN
cana-3718	31	2	compounding	compounding	NOUN
cana-3718	31	3	reduces	reduce	VERB
cana-3718	31	4	noise	noise	NOUN
cana-3718	31	5	by	by	ADP
cana-3718	31	6	averaging	average	VERB
cana-3718	31	7	images	image	NOUN
cana-3718	31	8	obtained	obtain	VERB
cana-3718	31	9	using	use	VERB
cana-3718	31	10	different	different	ADJ
cana-3718	31	11	frequency	frequency	NOUN
cana-3718	31	12	settings	setting	NOUN
cana-3718	31	13	.	.	PUNCT
cana-3718	32	1	however	however	ADV
cana-3718	32	2	,	,	PUNCT
cana-3718	32	3	these	these	DET
cana-3718	32	4	methods	method	NOUN
cana-3718	32	5	often	often	ADV
cana-3718	32	6	come	come	VERB
cana-3718	32	7	with	with	ADP
cana-3718	32	8	drawbacks	drawback	NOUN
cana-3718	32	9	such	such	ADJ
cana-3718	32	10	as	as	ADP
cana-3718	32	11	limited	limited	ADJ
cana-3718	32	12	pixel	pixel	NOUN
cana-3718	32	13	resolution	resolution	NOUN
cana-3718	32	14	and	and	CCONJ
cana-3718	32	15	higher	high	ADJ
cana-3718	32	16	costs	cost	NOUN
cana-3718	32	17	,	,	PUNCT
cana-3718	32	18	which	which	PRON
cana-3718	32	19	can	can	AUX
cana-3718	32	20	restrict	restrict	VERB
cana-3718	32	21	their	their	PRON
cana-3718	32	22	usability	usability	NOUN
cana-3718	32	23	in	in	ADP
cana-3718	32	24	everyday	everyday	ADJ
cana-3718	32	25	clinical	clinical	ADJ
cana-3718	32	26	practice	practice	NOUN
cana-3718	33	1	[	[	X
cana-3718	33	2	akiyama	akiyama	PROPN
cana-3718	33	3	et	et	PROPN
cana-3718	33	4	al	al	PROPN
cana-3718	33	5	.	.	PROPN
cana-3718	33	6	,	,	PUNCT
cana-3718	33	7	2005	2005	NUM
cana-3718	33	8	;	;	PUNCT
cana-3718	33	9	trahey	trahey	PROPN
cana-3718	33	10	et	et	PROPN
cana-3718	33	11	al	al	PROPN
cana-3718	33	12	.	.	PROPN
cana-3718	33	13	,	,	PUNCT
cana-3718	33	14	1986	1986	NUM
cana-3718	33	15	]	]	PUNCT
cana-3718	33	16	.	.	PUNCT
cana-3718	34	1	post	post	ADJ
cana-3718	34	2	-	-	ADJ
cana-3718	34	3	processing	processing	ADJ
cana-3718	34	4	techniques	technique	NOUN
cana-3718	34	5	,	,	PUNCT
cana-3718	34	6	on	on	ADP
cana-3718	34	7	the	the	DET
cana-3718	34	8	other	other	ADJ
cana-3718	34	9	hand	hand	NOUN
cana-3718	34	10	,	,	PUNCT
cana-3718	34	11	involve	involve	VERB
cana-3718	34	12	modifying	modify	VERB
cana-3718	34	13	the	the	DET
cana-3718	34	14	image	image	NOUN
cana-3718	34	15	after	after	ADP
cana-3718	34	16	acquisition	acquisition	NOUN
cana-3718	34	17	to	to	PART
cana-3718	34	18	reduce	reduce	VERB
cana-3718	34	19	noise	noise	NOUN
cana-3718	34	20	.	.	PUNCT
cana-3718	35	1	these	these	DET
cana-3718	35	2	methods	method	NOUN
cana-3718	35	3	are	be	AUX
cana-3718	35	4	generally	generally	ADV
cana-3718	35	5	divided	divide	VERB
cana-3718	35	6	into	into	ADP
cana-3718	35	7	two	two	NUM
cana-3718	35	8	categories	category	NOUN
cana-3718	35	9	:	:	PUNCT
cana-3718	35	10	spatial	spatial	ADJ
cana-3718	35	11	domain	domain	NOUN
cana-3718	35	12	filtering	filtering	NOUN
cana-3718	35	13	and	and	CCONJ
cana-3718	35	14	transform	transform	VERB
cana-3718	35	15	domain	domain	NOUN
cana-3718	35	16	filtering	filtering	NOUN
cana-3718	35	17	.	.	PUNCT
cana-3718	36	1	spatial	spatial	ADJ
cana-3718	36	2	domain	domain	NOUN
cana-3718	36	3	filters	filter	NOUN
cana-3718	36	4	,	,	PUNCT
cana-3718	36	5	such	such	ADJ
cana-3718	36	6	as	as	ADP
cana-3718	36	7	the	the	DET
cana-3718	36	8	mean	mean	ADJ
cana-3718	36	9	,	,	PUNCT
cana-3718	36	10	median	median	PROPN
cana-3718	36	11	,	,	PUNCT
cana-3718	36	12	lee	lee	PROPN
cana-3718	36	13	,	,	PUNCT
cana-3718	36	14	frost	frost	NOUN
cana-3718	36	15	,	,	PUNCT
cana-3718	36	16	and	and	CCONJ
cana-3718	36	17	kuan	kuan	PROPN
cana-3718	36	18	filters	filter	NOUN
cana-3718	36	19	,	,	PUNCT
cana-3718	36	20	adjust	adjust	VERB
cana-3718	36	21	the	the	DET
cana-3718	36	22	intensities	intensity	NOUN
cana-3718	36	23	of	of	ADP
cana-3718	36	24	pixels	pixel	NOUN
cana-3718	36	25	based	base	VERB
cana-3718	36	26	on	on	ADP
cana-3718	36	27	the	the	DET
cana-3718	36	28	values	value	NOUN
cana-3718	36	29	of	of	ADP
cana-3718	36	30	their	their	PRON
cana-3718	36	31	neighbors	neighbor	NOUN
cana-3718	37	1	[	[	X
cana-3718	37	2	gonzalez	gonzalez	PROPN
cana-3718	37	3	and	and	CCONJ
cana-3718	37	4	woods	wood	NOUN
cana-3718	37	5	,	,	PUNCT
cana-3718	37	6	2008	2008	NUM
cana-3718	37	7	;	;	PUNCT
cana-3718	37	8	lee	lee	PROPN
cana-3718	37	9	,	,	PUNCT
cana-3718	37	10	1980	1980	NUM
cana-3718	37	11	]	]	PUNCT
cana-3718	37	12	.	.	PUNCT
cana-3718	38	1	although	although	SCONJ
cana-3718	38	2	these	these	DET
cana-3718	38	3	filters	filter	NOUN
cana-3718	38	4	can	can	AUX
cana-3718	38	5	effectively	effectively	ADV
cana-3718	38	6	reduce	reduce	VERB
cana-3718	38	7	noise	noise	NOUN
cana-3718	38	8	,	,	PUNCT
cana-3718	38	9	they	they	PRON
cana-3718	38	10	often	often	ADV
cana-3718	38	11	blur	blur	VERB
cana-3718	38	12	essential	essential	ADJ
cana-3718	38	13	details	detail	NOUN
cana-3718	38	14	like	like	ADP
cana-3718	38	15	edges	edge	NOUN
cana-3718	38	16	,	,	PUNCT
cana-3718	38	17	which	which	PRON
cana-3718	38	18	are	be	AUX
cana-3718	38	19	critical	critical	ADJ
cana-3718	38	20	for	for	ADP
cana-3718	38	21	accurate	accurate	ADJ
cana-3718	38	22	diagnoses	diagnosis	NOUN
cana-3718	38	23	.	.	PUNCT
cana-3718	39	1	transform	transform	VERB
cana-3718	39	2	domain	domain	NOUN
cana-3718	39	3	methods	method	NOUN
cana-3718	39	4	,	,	PUNCT
cana-3718	39	5	including	include	VERB
cana-3718	39	6	wavelet	wavelet	NOUN
cana-3718	39	7	-	-	PUNCT
cana-3718	39	8	based	base	VERB
cana-3718	39	9	and	and	CCONJ
cana-3718	39	10	fourier	fourier	ADV
cana-3718	39	11	-	-	PUNCT
cana-3718	39	12	based	base	VERB
cana-3718	39	13	techniques	technique	NOUN
cana-3718	39	14	,	,	PUNCT
cana-3718	39	15	transform	transform	VERB
cana-3718	39	16	the	the	DET
cana-3718	39	17	image	image	NOUN
cana-3718	39	18	into	into	ADP
cana-3718	39	19	a	a	DET
cana-3718	39	20	frequency	frequency	NOUN
cana-3718	39	21	or	or	CCONJ
cana-3718	39	22	wavelet	wavelet	NOUN
cana-3718	39	23	domain	domain	NOUN
cana-3718	39	24	where	where	SCONJ
cana-3718	39	25	noise	noise	NOUN
cana-3718	39	26	components	component	NOUN
cana-3718	39	27	can	can	AUX
cana-3718	39	28	be	be	AUX
cana-3718	39	29	isolated	isolate	VERB
cana-3718	39	30	and	and	CCONJ
cana-3718	39	31	reduced	reduce	VERB
cana-3718	39	32	more	more	ADV
cana-3718	39	33	effectively	effectively	ADV
cana-3718	39	34	.	.	PUNCT
cana-3718	40	1	techniques	technique	NOUN
cana-3718	40	2	like	like	ADP
cana-3718	40	3	visu	visu	NOUN
cana-3718	40	4	shrink	shrink	NOUN
cana-3718	40	5	,	,	PUNCT
cana-3718	40	6	bayes	bayes	NOUN
cana-3718	40	7	shrink	shrink	VERB
cana-3718	40	8	,	,	PUNCT
cana-3718	40	9	and	and	CCONJ
cana-3718	40	10	wavelet	wavelet	NOUN
cana-3718	40	11	-	-	PUNCT
cana-3718	40	12	based	base	VERB
cana-3718	40	13	thresholding	thresholding	NOUN
cana-3718	40	14	are	be	AUX
cana-3718	40	15	notable	notable	ADJ
cana-3718	40	16	for	for	ADP
cana-3718	40	17	their	their	PRON
cana-3718	40	18	ability	ability	NOUN
cana-3718	40	19	to	to	PART
cana-3718	40	20	preserve	preserve	VERB
cana-3718	40	21	important	important	ADJ
cana-3718	40	22	image	image	NOUN
cana-3718	40	23	features	feature	NOUN
cana-3718	40	24	while	while	SCONJ
cana-3718	40	25	reducing	reduce	VERB
cana-3718	40	26	noise	noise	NOUN
cana-3718	40	27	[	[	X
cana-3718	40	28	jiang	jiang	PROPN
cana-3718	40	29	,	,	PUNCT
cana-3718	40	30	h.z	h.z	PROPN
cana-3718	40	31	.	.	PROPN
cana-3718	40	32	,	,	PUNCT
cana-3718	40	33	2015	2015	NUM
cana-3718	40	34	;	;	PUNCT
cana-3718	40	35	stolojescu	stolojescu	NOUN
cana-3718	40	36	-	-	PUNCT
cana-3718	40	37	crisan	crisan	NOUN
cana-3718	40	38	,	,	PUNCT
cana-3718	40	39	2015	2015	NUM
cana-3718	40	40	]	]	PUNCT
cana-3718	40	41	.	.	PUNCT
cana-3718	41	1	among	among	ADP
cana-3718	41	2	the	the	DET
cana-3718	41	3	most	most	ADV
cana-3718	41	4	promising	promising	ADJ
cana-3718	41	5	advances	advance	NOUN
cana-3718	41	6	in	in	ADP
cana-3718	41	7	ultrasound	ultrasound	ADJ
cana-3718	41	8	image	image	NOUN
cana-3718	41	9	processing	processing	NOUN
cana-3718	41	10	is	be	AUX
cana-3718	41	11	the	the	DET
cana-3718	41	12	development	development	NOUN
cana-3718	41	13	of	of	ADP
cana-3718	41	14	hybrid	hybrid	ADJ
cana-3718	41	15	methods	method	NOUN
cana-3718	41	16	that	that	PRON
cana-3718	41	17	combine	combine	VERB
cana-3718	41	18	features	feature	NOUN
cana-3718	41	19	of	of	ADP
cana-3718	41	20	both	both	PRON
cana-3718	41	21	preprocessing	preprocesse	VERB
cana-3718	41	22	and	and	CCONJ
cana-3718	41	23	post	post	ADJ
cana-3718	41	24	-	-	ADJ
cana-3718	41	25	processing	processing	ADJ
cana-3718	41	26	techniques	technique	NOUN
cana-3718	41	27	.	.	PUNCT
cana-3718	42	1	non	non	ADJ
cana-3718	42	2	-	-	ADJ
cana-3718	42	3	local	local	ADJ
cana-3718	42	4	means	mean	NOUN
cana-3718	42	5	(	(	PUNCT
cana-3718	42	6	nlm	nlm	NOUN
cana-3718	42	7	)	)	PUNCT
cana-3718	42	8	filters	filter	NOUN
cana-3718	42	9	represent	represent	VERB
cana-3718	42	10	a	a	DET
cana-3718	42	11	significant	significant	ADJ
cana-3718	42	12	breakthrough	breakthrough	NOUN
cana-3718	42	13	in	in	ADP
cana-3718	42	14	this	this	DET
cana-3718	42	15	area	area	NOUN
cana-3718	42	16	.	.	PUNCT
cana-3718	43	1	nlm	nlm	PROPN
cana-3718	43	2	filters	filter	NOUN
cana-3718	43	3	utilize	utilize	VERB
cana-3718	43	4	the	the	DET
cana-3718	43	5	redundancy	redundancy	NOUN
cana-3718	43	6	of	of	ADP
cana-3718	43	7	information	information	NOUN
cana-3718	43	8	within	within	ADP
cana-3718	43	9	an	an	DET
cana-3718	43	10	image	image	NOUN
cana-3718	43	11	by	by	ADP
cana-3718	43	12	averaging	average	VERB
cana-3718	43	13	similar	similar	ADJ
cana-3718	43	14	image	image	NOUN
cana-3718	43	15	patches	patch	NOUN
cana-3718	43	16	from	from	ADP
cana-3718	43	17	different	different	ADJ
cana-3718	43	18	parts	part	NOUN
cana-3718	43	19	of	of	ADP
cana-3718	43	20	the	the	DET
cana-3718	43	21	image	image	NOUN
cana-3718	43	22	,	,	PUNCT
cana-3718	43	23	thereby	thereby	ADV
cana-3718	43	24	preserving	preserve	VERB
cana-3718	43	25	crucial	crucial	ADJ
cana-3718	43	26	details	detail	NOUN
cana-3718	43	27	while	while	SCONJ
cana-3718	43	28	reducing	reduce	VERB
cana-3718	43	29	noise	noise	NOUN
cana-3718	43	30	.	.	PUNCT
cana-3718	44	1	the	the	DET
cana-3718	44	2	classical	classical	ADJ
cana-3718	44	3	nlm	nlm	NOUN
cana-3718	44	4	filter	filter	NOUN
cana-3718	44	5	,	,	PUNCT
cana-3718	44	6	though	though	SCONJ
cana-3718	44	7	less	less	ADV
cana-3718	44	8	effective	effective	ADJ
cana-3718	44	9	against	against	ADP
cana-3718	44	10	multiplicative	multiplicative	ADJ
cana-3718	44	11	noise	noise	NOUN
cana-3718	44	12	such	such	ADJ
cana-3718	44	13	as	as	ADP
cana-3718	44	14	speckle	speckle	NOUN
cana-3718	44	15	on	on	ADP
cana-3718	44	16	its	its	PRON
cana-3718	44	17	own	own	ADJ
cana-3718	44	18	,	,	PUNCT
cana-3718	44	19	has	have	AUX
cana-3718	44	20	seen	see	VERB
cana-3718	44	21	numerous	numerous	ADJ
cana-3718	44	22	enhancements	enhancement	NOUN
cana-3718	44	23	that	that	PRON
cana-3718	44	24	boost	boost	VERB
cana-3718	44	25	its	its	PRON
cana-3718	44	26	performance	performance	NOUN
cana-3718	44	27	in	in	ADP
cana-3718	44	28	ultrasound	ultrasound	ADJ
cana-3718	44	29	applications	application	NOUN
cana-3718	44	30	.	.	PUNCT
cana-3718	45	1	these	these	DET
cana-3718	45	2	advanced	advanced	ADJ
cana-3718	45	3	versions	version	NOUN
cana-3718	45	4	of	of	ADP
cana-3718	45	5	nlm	nlm	PROPN
cana-3718	45	6	filters	filter	NOUN
cana-3718	45	7	maintain	maintain	VERB
cana-3718	45	8	edge	edge	NOUN
cana-3718	45	9	sharpness	sharpness	NOUN
cana-3718	45	10	and	and	CCONJ
cana-3718	45	11	crucial	crucial	ADJ
cana-3718	45	12	details	detail	NOUN
cana-3718	45	13	,	,	PUNCT
cana-3718	45	14	significantly	significantly	ADV
cana-3718	45	15	improving	improve	VERB
cana-3718	45	16	the	the	DET
cana-3718	45	17	diagnostic	diagnostic	ADJ
cana-3718	45	18	utility	utility	NOUN
cana-3718	45	19	of	of	ADP
cana-3718	45	20	ultrasound	ultrasound	ADJ
cana-3718	45	21	images	image	NOUN
cana-3718	45	22	[	[	X
cana-3718	45	23	coupe	coupe	NOUN
cana-3718	45	24	et	et	PROPN
cana-3718	45	25	al	al	PROPN
cana-3718	45	26	.	.	PROPN
cana-3718	45	27	,	,	PUNCT
cana-3718	45	28	2009	2009	NUM
cana-3718	45	29	;	;	PUNCT
cana-3718	45	30	jin	jin	PROPN
cana-3718	45	31	et	et	PROPN
cana-3718	45	32	al	al	PROPN
cana-3718	45	33	.	.	PROPN
cana-3718	45	34	,	,	PUNCT
cana-3718	45	35	2018	2018	NUM
cana-3718	45	36	]	]	PUNCT
cana-3718	45	37	.	.	PUNCT
cana-3718	46	1	literature	literature	PROPN
cana-3718	46	2	review	review	PROPN
cana-3718	46	3	author(s	author(s	PROPN
cana-3718	46	4	)	)	PUNCT
cana-3718	46	5	year	year	NOUN
cana-3718	46	6	type	type	NOUN
cana-3718	46	7	of	of	ADP
cana-3718	46	8	images	image	NOUN
cana-3718	46	9	approach	approach	NOUN
cana-3718	46	10	limitations	limitation	NOUN
cana-3718	46	11	c.	c.	PROPN
cana-3718	46	12	a.	a.	PROPN
cana-3718	46	13	duartesalazar	duartesalazar	PROPN
cana-3718	46	14	et	et	PROPN
cana-3718	46	15	al	al	PROPN
cana-3718	46	16	.	.	PROPN
cana-3718	46	17	2020	2020	NUM
cana-3718	46	18	medical	medical	ADJ
cana-3718	46	19	ultrasound	ultrasound	NOUN
cana-3718	46	20	overview	overview	NOUN
cana-3718	46	21	of	of	ADP
cana-3718	46	22	27	27	NUM
cana-3718	46	23	techniques	technique	NOUN
cana-3718	46	24	,	,	PUNCT
cana-3718	46	25	including	include	VERB
cana-3718	46	26	ml	ml	NOUN
cana-3718	46	27	-	-	PUNCT
cana-3718	46	28	based	base	VERB
cana-3718	46	29	methods	method	NOUN
cana-3718	46	30	some	some	DET
cana-3718	46	31	methods	method	NOUN
cana-3718	46	32	do	do	AUX
cana-3718	46	33	not	not	PART
cana-3718	46	34	conserve	conserve	VERB
cana-3718	46	35	important	important	ADJ
cana-3718	46	36	details	detail	NOUN
cana-3718	46	37	like	like	ADP
cana-3718	46	38	limits	limit	NOUN
cana-3718	46	39	and	and	CCONJ
cana-3718	46	40	edges	edge	NOUN
cana-3718	46	41	shivam	shivam	PROPN
cana-3718	46	42	kumar	kumar	PROPN
cana-3718	46	43	pal	pal	PROPN
cana-3718	46	44	et	et	PROPN
cana-3718	46	45	al	al	PROPN
cana-3718	46	46	.	.	PROPN
cana-3718	46	47	2021	2021	NUM
cana-3718	46	48	thyroid	thyroid	PROPN
cana-3718	46	49	ultrasound	ultrasound	NOUN
cana-3718	46	50	review	review	NOUN
cana-3718	46	51	on	on	ADP
cana-3718	46	52	various	various	ADJ
cana-3718	46	53	speckle	speckle	NOUN
cana-3718	46	54	noise	noise	NOUN
cana-3718	46	55	reduction	reduction	NOUN
cana-3718	46	56	filters	filter	NOUN
cana-3718	46	57	not	not	PART
cana-3718	46	58	specific	specific	ADJ
cana-3718	46	59	;	;	PUNCT
cana-3718	46	60	general	general	ADJ
cana-3718	46	61	limitations	limitation	NOUN
cana-3718	46	62	of	of	ADP
cana-3718	46	63	filtering	filter	VERB
cana-3718	46	64	techniques	technique	NOUN
cana-3718	46	65	md	md	PROPN
cana-3718	46	66	.	.	PROPN
cana-3718	47	1	habibur	habibur	PROPN
cana-3718	47	2	rahman	rahman	PROPN
cana-3718	47	3	et	et	PROPN
cana-3718	47	4	al	al	PROPN
cana-3718	47	5	.	.	PROPN
cana-3718	47	6	2023	2023	NUM
cana-3718	47	7	ultrasound	ultrasound	NOUN
cana-3718	47	8	(	(	PUNCT
cana-3718	47	9	liver	liver	NOUN
cana-3718	47	10	,	,	PUNCT
cana-3718	47	11	kidney	kidney	NOUN
cana-3718	47	12	)	)	PUNCT
cana-3718	47	13	adaptive	adaptive	ADJ
cana-3718	47	14	filter	filter	NOUN
cana-3718	47	15	and	and	CCONJ
cana-3718	47	16	anisotropic	anisotropic	NOUN
cana-3718	47	17	diffusion	diffusion	NOUN
cana-3718	47	18	existing	exist	VERB
cana-3718	47	19	methods	method	NOUN
cana-3718	47	20	lack	lack	VERB
cana-3718	47	21	edge	edge	NOUN
cana-3718	47	22	preservation	preservation	NOUN
cana-3718	47	23	and	and	CCONJ
cana-3718	47	24	smoothing	smooth	VERB
cana-3718	47	25	communications	communication	NOUN
cana-3718	47	26	on	on	ADP
cana-3718	47	27	applied	apply	VERB
cana-3718	47	28	nonlinear	nonlinear	ADJ
cana-3718	47	29	analysis	analysis	NOUN
cana-3718	47	30	issn	issn	NOUN
cana-3718	47	31	:	:	PUNCT
cana-3718	47	32	1074	1074	NUM
cana-3718	47	33	-	-	PUNCT
cana-3718	47	34	133x	133x	NUM
cana-3718	47	35	vol	vol	NOUN
cana-3718	47	36	32	32	NUM
cana-3718	47	37	no	no	NOUN
cana-3718	47	38	.	.	PUNCT
cana-3718	48	1	8s	8s	PROPN
cana-3718	48	2	(	(	PUNCT
cana-3718	48	3	2025	2025	NUM
cana-3718	48	4	)	)	PUNCT
cana-3718	48	5	567	567	NUM
cana-3718	48	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3718	48	7	s.	s.	PROPN
cana-3718	48	8	i.	i.	PROPN
cana-3718	48	9	jabbar	jabbar	PROPN
cana-3718	48	10	et	et	PROPN
cana-3718	48	11	al	al	PROPN
cana-3718	48	12	.	.	PROPN
cana-3718	48	13	2020	2020	NUM
cana-3718	49	1	panoramic	panoramic	ADJ
cana-3718	49	2	ultrasound	ultrasound	NOUN
cana-3718	49	3	of	of	ADP
cana-3718	49	4	muscles	muscle	NOUN
cana-3718	49	5	local	local	ADJ
cana-3718	49	6	adaptive	adaptive	ADJ
cana-3718	49	7	median	median	ADJ
cana-3718	49	8	filter	filter	NOUN
cana-3718	49	9	(	(	PUNCT
cana-3718	49	10	lamf	lamf	NOUN
cana-3718	49	11	)	)	PUNCT
cana-3718	49	12	higher	high	ADJ
cana-3718	49	13	complexity	complexity	NOUN
cana-3718	49	14	in	in	ADP
cana-3718	49	15	comparison	comparison	NOUN
cana-3718	49	16	to	to	ADP
cana-3718	49	17	other	other	ADJ
cana-3718	49	18	methods	method	NOUN
cana-3718	49	19	dr	dr	PROPN
cana-3718	49	20	.	.	PROPN
cana-3718	49	21	s.	s.	PROPN
cana-3718	50	1	suryanarayana	suryanarayana	PROPN
cana-3718	50	2	2023	2023	NUM
cana-3718	50	3	medical	medical	PROPN
cana-3718	50	4	ultrasound	ultrasound	PROPN
cana-3718	50	5	srad	srad	PROPN
cana-3718	50	6	,	,	PUNCT
cana-3718	50	7	dwt	dwt	PROPN
cana-3718	50	8	,	,	PUNCT
cana-3718	50	9	wgif	wgif	NOUN
cana-3718	50	10	,	,	PUNCT
cana-3718	50	11	and	and	CCONJ
cana-3718	50	12	gdgif	gdgif	NOUN
cana-3718	50	13	complexity	complexity	NOUN
cana-3718	50	14	and	and	CCONJ
cana-3718	50	15	potential	potential	ADJ
cana-3718	50	16	loss	loss	NOUN
cana-3718	50	17	of	of	ADP
cana-3718	50	18	crucial	crucial	ADJ
cana-3718	50	19	image	image	NOUN
cana-3718	50	20	features	feature	VERB
cana-3718	50	21	y.	y.	PROPN
cana-3718	50	22	kadah	kadah	PROPN
cana-3718	50	23	et	et	PROPN
cana-3718	50	24	al	al	PROPN
cana-3718	50	25	.	.	PROPN
cana-3718	50	26	2022	2022	NUM
cana-3718	50	27	medical	medical	ADJ
cana-3718	50	28	ultrasound	ultrasound	PROPN
cana-3718	50	29	principal	principal	ADJ
cana-3718	50	30	component	component	NOUN
cana-3718	50	31	analysis	analysis	NOUN
cana-3718	50	32	for	for	ADP
cana-3718	50	33	hybrid	hybrid	ADJ
cana-3718	50	34	speckle	speckle	NOUN
cana-3718	50	35	reduction	reduction	NOUN
cana-3718	50	36	variability	variability	NOUN
cana-3718	50	37	in	in	ADP
cana-3718	50	38	performance	performance	NOUN
cana-3718	50	39	with	with	ADP
cana-3718	50	40	different	different	ADJ
cana-3718	50	41	scan	scan	ADJ
cana-3718	50	42	parameters	parameter	NOUN
cana-3718	50	43	prabhishek	prabhishek	PROPN
cana-3718	50	44	singh	singh	PROPN
cana-3718	50	45	,	,	PUNCT
cana-3718	50	46	m.	m.	NOUN
cana-3718	50	47	diwakar	diwakar	NOUN
cana-3718	50	48	2023	2023	NUM
cana-3718	50	49	medical	medical	ADJ
cana-3718	50	50	ultrasound	ultrasound	NOUN
cana-3718	50	51	total	total	NOUN
cana-3718	50	52	variation	variation	NOUN
cana-3718	50	53	-	-	PUNCT
cana-3718	50	54	based	base	VERB
cana-3718	50	55	method	method	NOUN
cana-3718	50	56	using	use	VERB
cana-3718	50	57	nonsubsampled	nonsubsample	VERB
cana-3718	50	58	contourlet	contourlet	NOUN
cana-3718	50	59	transform	transform	NOUN
cana-3718	50	60	needs	need	VERB
cana-3718	50	61	further	further	ADJ
cana-3718	50	62	validation	validation	NOUN
cana-3718	50	63	in	in	ADP
cana-3718	50	64	clinical	clinical	ADJ
cana-3718	50	65	settings	setting	NOUN
cana-3718	50	66	s.	s.	PROPN
cana-3718	50	67	pradeep	pradeep	PROPN
cana-3718	50	68	,	,	PUNCT
cana-3718	50	69	p.	p.	PROPN
cana-3718	50	70	nirmaladevi	nirmaladevi	ADJ
cana-3718	50	71	2021	2021	NUM
cana-3718	50	72	general	general	ADJ
cana-3718	50	73	ultrasound	ultrasound	NOUN
cana-3718	50	74	review	review	NOUN
cana-3718	50	75	on	on	ADP
cana-3718	50	76	spatial	spatial	ADJ
cana-3718	50	77	,	,	PUNCT
cana-3718	50	78	transform	transform	VERB
cana-3718	50	79	domain	domain	NOUN
cana-3718	50	80	,	,	PUNCT
cana-3718	50	81	and	and	CCONJ
cana-3718	50	82	cnn	cnn	PROPN
cana-3718	50	83	methods	method	NOUN
cana-3718	50	84	general	general	ADJ
cana-3718	50	85	limitations	limitation	NOUN
cana-3718	50	86	associated	associate	VERB
cana-3718	50	87	with	with	ADP
cana-3718	50	88	each	each	DET
cana-3718	50	89	despeckling	despeckling	NOUN
cana-3718	50	90	technique	technique	NOUN
cana-3718	50	91	wenchao	wenchao	PROPN
cana-3718	50	92	cui	cui	PROPN
cana-3718	50	93	et	et	PROPN
cana-3718	50	94	al	al	PROPN
cana-3718	50	95	.	.	PROPN
cana-3718	50	96	2020	2020	NUM
cana-3718	50	97	ultrasound	ultrasound	NOUN
cana-3718	50	98	guided	guide	VERB
cana-3718	50	99	trilateral	trilateral	ADJ
cana-3718	50	100	filter	filter	NOUN
cana-3718	50	101	algorithm	algorithm	NOUN
cana-3718	50	102	complexity	complexity	NOUN
cana-3718	50	103	and	and	CCONJ
cana-3718	50	104	sensitivity	sensitivity	NOUN
cana-3718	50	105	to	to	ADP
cana-3718	50	106	parameters	parameter	NOUN
cana-3718	51	1	priyankar	priyankar	PROPN
cana-3718	51	2	biswas	biswas	PROPN
cana-3718	51	3	et	et	PROPN
cana-3718	51	4	al	al	PROPN
cana-3718	51	5	.	.	PROPN
cana-3718	51	6	2022	2022	NUM
cana-3718	51	7	medical	medical	ADJ
cana-3718	51	8	ultrasound	ultrasound	NOUN
cana-3718	51	9	fuzzy	fuzzy	ADJ
cana-3718	51	10	filter	filter	NOUN
cana-3718	51	11	based	base	VERB
cana-3718	51	12	on	on	ADP
cana-3718	51	13	modified	modified	ADJ
cana-3718	51	14	gaussian	gaussian	ADJ
cana-3718	51	15	membership	membership	NOUN
cana-3718	51	16	function	function	NOUN
cana-3718	51	17	may	may	AUX
cana-3718	51	18	not	not	PART
cana-3718	51	19	be	be	AUX
cana-3718	51	20	effective	effective	ADJ
cana-3718	51	21	against	against	ADP
cana-3718	51	22	very	very	ADV
cana-3718	51	23	high	high	ADJ
cana-3718	51	24	-	-	PUNCT
cana-3718	51	25	density	density	NOUN
cana-3718	51	26	noise	noise	NOUN
cana-3718	51	27	kun	kun	PROPN
cana-3718	51	28	wang	wang	PROPN
cana-3718	51	29	et	et	PROPN
cana-3718	51	30	al	al	PROPN
cana-3718	51	31	.	.	PROPN
cana-3718	51	32	2022	2022	NUM
cana-3718	51	33	common	common	ADJ
cana-3718	51	34	carotid	carotid	NOUN
cana-3718	51	35	artery	artery	NOUN
cana-3718	51	36	ultrasound	ultrasound	NOUN
cana-3718	51	37	integer	integer	NOUN
cana-3718	51	38	and	and	CCONJ
cana-3718	51	39	fractionalorder	fractionalorder	ADJ
cana-3718	51	40	total	total	ADJ
cana-3718	51	41	variation	variation	NOUN
cana-3718	51	42	can	can	AUX
cana-3718	51	43	produce	produce	VERB
cana-3718	51	44	artifacts	artifact	NOUN
cana-3718	51	45	like	like	ADP
cana-3718	51	46	staircasing	staircase	VERB
cana-3718	51	47	in	in	ADP
cana-3718	51	48	certain	certain	ADJ
cana-3718	51	49	applications	application	NOUN
cana-3718	51	50	hyunho	hyunho	NOUN
cana-3718	51	51	choi	choi	NOUN
cana-3718	51	52	,	,	PUNCT
cana-3718	51	53	jechang	jechang	PROPN
cana-3718	51	54	jeong	jeong	PROPN
cana-3718	51	55	2020	2020	NUM
cana-3718	51	56	medical	medical	PROPN
cana-3718	51	57	ultrasound	ultrasound	PROPN
cana-3718	51	58	srad	srad	PROPN
cana-3718	51	59	,	,	PUNCT
cana-3718	51	60	dwt	dwt	PROPN
cana-3718	51	61	,	,	PUNCT
cana-3718	51	62	wgif	wgif	NOUN
cana-3718	51	63	,	,	PUNCT
cana-3718	51	64	gdgif	gdgif	NOUN
cana-3718	51	65	high	high	ADJ
cana-3718	51	66	complexity	complexity	NOUN
cana-3718	51	67	and	and	CCONJ
cana-3718	51	68	may	may	AUX
cana-3718	51	69	not	not	PART
cana-3718	51	70	be	be	AUX
cana-3718	51	71	suitable	suitable	ADJ
cana-3718	51	72	for	for	ADP
cana-3718	51	73	all	all	DET
cana-3718	51	74	clinical	clinical	ADJ
cana-3718	51	75	applications	application	NOUN
cana-3718	51	76	i.	i.	PROPN
cana-3718	51	77	hababeh	hababeh	PROPN
cana-3718	51	78	et	et	PROPN
cana-3718	51	79	al	al	PROPN
cana-3718	51	80	.	.	PROPN
cana-3718	51	81	2023	2023	NUM
cana-3718	51	82	medical	medical	ADJ
cana-3718	51	83	ultrasound	ultrasound	NOUN
cana-3718	51	84	adaptive	adaptive	ADJ
cana-3718	51	85	filtering	filtering	NOUN
cana-3718	51	86	method	method	NOUN
cana-3718	51	87	based	base	VERB
cana-3718	51	88	on	on	ADP
cana-3718	51	89	edge	edge	NOUN
cana-3718	51	90	and	and	CCONJ
cana-3718	51	91	radiation	radiation	NOUN
cana-3718	51	92	detection	detection	NOUN
cana-3718	51	93	specific	specific	ADJ
cana-3718	51	94	to	to	ADP
cana-3718	51	95	applications	application	NOUN
cana-3718	51	96	where	where	SCONJ
cana-3718	51	97	edge	edge	NOUN
cana-3718	51	98	preservation	preservation	NOUN
cana-3718	51	99	is	be	AUX
cana-3718	51	100	critical	critical	ADJ
cana-3718	51	101	onur	onur	NOUN
cana-3718	51	102	karaoglu	karaoglu	PROPN
cana-3718	51	103	et	et	PROPN
cana-3718	51	104	al	al	PROPN
cana-3718	51	105	.	.	PROPN
cana-3718	51	106	2021	2021	NUM
cana-3718	51	107	brachial	brachial	ADJ
cana-3718	51	108	plexus	plexus	NOUN
cana-3718	51	109	ultrasound	ultrasound	NOUN
cana-3718	51	110	deep	deep	ADJ
cana-3718	51	111	learning	learning	NOUN
cana-3718	51	112	networks	network	NOUN
cana-3718	51	113	comparison	comparison	NOUN
cana-3718	51	114	requires	require	VERB
cana-3718	51	115	substantial	substantial	ADJ
cana-3718	51	116	computational	computational	ADJ
cana-3718	51	117	resources	resource	NOUN
cana-3718	51	118	;	;	PUNCT
cana-3718	51	119	effectiveness	effectiveness	NOUN
cana-3718	51	120	varies	vary	VERB
cana-3718	51	121	with	with	ADP
cana-3718	51	122	noise	noise	NOUN
cana-3718	51	123	levels	level	NOUN
cana-3718	51	124	niloofar	niloofar	ADV
cana-3718	51	125	rahimizadeh	rahimizadeh	VERB
cana-3718	51	126	et	et	PROPN
cana-3718	51	127	al	al	PROPN
cana-3718	51	128	.	.	PROPN
cana-3718	51	129	2020	2020	NUM
cana-3718	52	1	medical	medical	ADJ
cana-3718	52	2	ultrasound	ultrasound	NOUN
cana-3718	52	3	optimized	optimize	VERB
cana-3718	52	4	lmmsebased	lmmsebase	VERB
cana-3718	52	5	estimator	estimator	NOUN
cana-3718	52	6	limited	limited	ADJ
cana-3718	52	7	effectiveness	effectiveness	NOUN
cana-3718	52	8	in	in	ADP
cana-3718	52	9	high	high	ADJ
cana-3718	52	10	-	-	PUNCT
cana-3718	52	11	intensity	intensity	NOUN
cana-3718	52	12	variation	variation	NOUN
cana-3718	52	13	regions	region	NOUN
cana-3718	52	14	paradee	paradee	VERB
cana-3718	52	15	namsopa	namsopa	PROPN
cana-3718	52	16	et	et	PROPN
cana-3718	52	17	al	al	PROPN
cana-3718	52	18	.	.	PROPN
cana-3718	52	19	2023	2023	NUM
cana-3718	52	20	general	general	ADJ
cana-3718	52	21	ultrasound	ultrasound	NOUN
cana-3718	52	22	discrete	discrete	ADJ
cana-3718	52	23	wavelet	wavelet	NOUN
cana-3718	52	24	transform	transform	NOUN
cana-3718	52	25	for	for	ADP
cana-3718	52	26	speckle	speckle	NOUN
cana-3718	52	27	noise	noise	NOUN
cana-3718	52	28	reduction	reduction	NOUN
cana-3718	52	29	the	the	DET
cana-3718	52	30	effectiveness	effectiveness	NOUN
cana-3718	52	31	can	can	AUX
cana-3718	52	32	vary	vary	VERB
cana-3718	52	33	significantly	significantly	ADV
cana-3718	52	34	with	with	ADP
cana-3718	52	35	different	different	ADJ
cana-3718	52	36	wavelet	wavelet	NOUN
cana-3718	52	37	families	family	NOUN
cana-3718	52	38	dhurgham	dhurgham	PROPN
cana-3718	52	39	alkarawi	alkarawi	PROPN
cana-3718	52	40	et	et	PROPN
cana-3718	52	41	al	al	PROPN
cana-3718	52	42	.	.	PROPN
cana-3718	52	43	2021	2021	NUM
cana-3718	53	1	ovarian	ovarian	ADJ
cana-3718	53	2	tumours	tumours	PROPN
cana-3718	53	3	ultrasound	ultrasound	PROPN
cana-3718	53	4	model	model	NOUN
cana-3718	53	5	-	-	PUNCT
cana-3718	53	6	based	base	VERB
cana-3718	53	7	adaptive	adaptive	ADJ
cana-3718	53	8	method	method	NOUN
cana-3718	53	9	for	for	ADP
cana-3718	53	10	speckle	speckle	NOUN
cana-3718	53	11	noise	noise	NOUN
cana-3718	53	12	reduction	reduction	NOUN
cana-3718	53	13	requires	require	VERB
cana-3718	53	14	advanced	advanced	ADJ
cana-3718	53	15	classification	classification	NOUN
cana-3718	53	16	models	model	NOUN
cana-3718	53	17	to	to	PART
cana-3718	53	18	detect	detect	VERB
cana-3718	53	19	regions	region	NOUN
cana-3718	53	20	needing	need	VERB
cana-3718	53	21	preprocessing	preprocesse	VERB
cana-3718	53	22	table1	table1	PROPN
cana-3718	53	23	:	:	PUNCT
cana-3718	53	24	review	review	NOUN
cana-3718	53	25	of	of	ADP
cana-3718	53	26	previous	previous	ADJ
cana-3718	53	27	research	research	NOUN
cana-3718	53	28	communications	communication	NOUN
cana-3718	53	29	on	on	ADP
cana-3718	53	30	applied	apply	VERB
cana-3718	53	31	nonlinear	nonlinear	ADJ
cana-3718	53	32	analysis	analysis	NOUN
cana-3718	53	33	issn	issn	NOUN
cana-3718	53	34	:	:	PUNCT
cana-3718	53	35	1074	1074	NUM
cana-3718	53	36	-	-	PUNCT
cana-3718	53	37	133x	133x	NUM
cana-3718	53	38	vol	vol	NOUN
cana-3718	53	39	32	32	NUM
cana-3718	53	40	no	no	NOUN
cana-3718	53	41	.	.	PUNCT
cana-3718	54	1	8s	8s	PROPN
cana-3718	54	2	(	(	PUNCT
cana-3718	54	3	2025	2025	NUM
cana-3718	54	4	)	)	PUNCT
cana-3718	54	5	568	568	NUM
cana-3718	54	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3718	54	7	material	material	NOUN
cana-3718	54	8	and	and	CCONJ
cana-3718	54	9	approach	approach	NOUN
cana-3718	54	10	figure1	figure1	PROPN
cana-3718	54	11	:	:	PUNCT
cana-3718	54	12	proposed	propose	VERB
cana-3718	54	13	approach	approach	NOUN
cana-3718	54	14	architecture	architecture	NOUN
cana-3718	54	15	1	1	NUM
cana-3718	54	16	.	.	PUNCT
cana-3718	54	17	initial	initial	ADJ
cana-3718	54	18	image	image	NOUN
cana-3718	54	19	and	and	CCONJ
cana-3718	54	20	noise	noise	NOUN
cana-3718	54	21	:	:	PUNCT
cana-3718	54	22	the	the	DET
cana-3718	54	23	process	process	NOUN
cana-3718	54	24	starts	start	VERB
cana-3718	54	25	with	with	ADP
cana-3718	54	26	a	a	DET
cana-3718	54	27	"	"	PUNCT
cana-3718	54	28	noisy	noisy	ADJ
cana-3718	54	29	image	image	NOUN
cana-3718	54	30	,	,	PUNCT
cana-3718	54	31	"	"	PUNCT
cana-3718	54	32	which	which	PRON
cana-3718	54	33	is	be	AUX
cana-3718	54	34	typically	typically	ADV
cana-3718	54	35	an	an	DET
cana-3718	54	36	image	image	NOUN
cana-3718	54	37	that	that	PRON
cana-3718	54	38	contains	contain	VERB
cana-3718	54	39	a	a	DET
cana-3718	54	40	significant	significant	ADJ
cana-3718	54	41	amount	amount	NOUN
cana-3718	54	42	of	of	ADP
cana-3718	54	43	noise	noise	NOUN
cana-3718	54	44	interference	interference	NOUN
cana-3718	54	45	,	,	PUNCT
cana-3718	54	46	reducing	reduce	VERB
cana-3718	54	47	the	the	DET
cana-3718	54	48	clarity	clarity	NOUN
cana-3718	54	49	and	and	CCONJ
cana-3718	54	50	quality	quality	NOUN
cana-3718	54	51	of	of	ADP
cana-3718	54	52	the	the	DET
cana-3718	54	53	visual	visual	ADJ
cana-3718	54	54	content	content	NOUN
cana-3718	54	55	.	.	PUNCT
cana-3718	55	1	this	this	DET
cana-3718	55	2	noisy	noisy	ADJ
cana-3718	55	3	image	image	NOUN
cana-3718	55	4	is	be	AUX
cana-3718	55	5	the	the	DET
cana-3718	55	6	input	input	NOUN
cana-3718	55	7	for	for	ADP
cana-3718	55	8	the	the	DET
cana-3718	55	9	entire	entire	ADJ
cana-3718	55	10	process	process	NOUN
cana-3718	55	11	.	.	PUNCT
cana-3718	56	1	2	2	X
cana-3718	56	2	.	.	X
cana-3718	56	3	convolutional	convolutional	ADJ
cana-3718	56	4	neural	neural	ADJ
cana-3718	56	5	network	network	NOUN
cana-3718	56	6	(	(	PUNCT
cana-3718	56	7	cnn	cnn	PROPN
cana-3718	56	8	):	):	PUNCT
cana-3718	56	9	the	the	DET
cana-3718	56	10	noisy	noisy	ADJ
cana-3718	56	11	image	image	NOUN
cana-3718	56	12	is	be	AUX
cana-3718	56	13	first	first	ADV
cana-3718	56	14	processed	process	VERB
cana-3718	56	15	through	through	ADP
cana-3718	56	16	a	a	DET
cana-3718	56	17	cnn	cnn	PROPN
cana-3718	56	18	.	.	PUNCT
cana-3718	57	1	a	a	DET
cana-3718	57	2	cnn	cnn	PROPN
cana-3718	57	3	is	be	AUX
cana-3718	57	4	a	a	DET
cana-3718	57	5	type	type	NOUN
cana-3718	57	6	of	of	ADP
cana-3718	57	7	deep	deep	ADJ
cana-3718	57	8	neural	neural	ADJ
cana-3718	57	9	network	network	NOUN
cana-3718	57	10	that	that	PRON
cana-3718	57	11	is	be	AUX
cana-3718	57	12	particularly	particularly	ADV
cana-3718	57	13	effective	effective	ADJ
cana-3718	57	14	for	for	ADP
cana-3718	57	15	image	image	NOUN
cana-3718	57	16	processing	processing	NOUN
cana-3718	57	17	tasks	task	NOUN
cana-3718	57	18	.	.	PUNCT
cana-3718	58	1	it	it	PRON
cana-3718	58	2	consists	consist	VERB
cana-3718	58	3	of	of	ADP
cana-3718	58	4	multiple	multiple	ADJ
cana-3718	58	5	layers	layer	NOUN
cana-3718	58	6	:	:	PUNCT
cana-3718	58	7	convolutional	convolutional	ADJ
cana-3718	58	8	layers	layer	NOUN
cana-3718	58	9	:	:	PUNCT
cana-3718	58	10	these	these	DET
cana-3718	58	11	layers	layer	NOUN
cana-3718	58	12	apply	apply	VERB
cana-3718	58	13	a	a	DET
cana-3718	58	14	number	number	NOUN
cana-3718	58	15	of	of	ADP
cana-3718	58	16	filters	filter	NOUN
cana-3718	58	17	to	to	ADP
cana-3718	58	18	the	the	DET
cana-3718	58	19	image	image	NOUN
cana-3718	58	20	to	to	PART
cana-3718	58	21	capture	capture	VERB
cana-3718	58	22	spatial	spatial	ADJ
cana-3718	58	23	hierarchies	hierarchy	NOUN
cana-3718	58	24	and	and	CCONJ
cana-3718	58	25	features	feature	NOUN
cana-3718	58	26	such	such	ADJ
cana-3718	58	27	as	as	ADP
cana-3718	58	28	edges	edge	NOUN
cana-3718	58	29	,	,	PUNCT
cana-3718	58	30	textures	texture	NOUN
cana-3718	58	31	,	,	PUNCT
cana-3718	58	32	etc	etc	X
cana-3718	58	33	.	.	NOUN
cana-3718	58	34	activation	activation	NOUN
cana-3718	58	35	functions	function	NOUN
cana-3718	58	36	(	(	PUNCT
cana-3718	58	37	usually	usually	ADV
cana-3718	58	38	relu	relu	NOUN
cana-3718	58	39	):	):	PUNCT
cana-3718	58	40	these	these	DET
cana-3718	58	41	functions	function	NOUN
cana-3718	58	42	introduce	introduce	VERB
cana-3718	58	43	non	non	ADJ
cana-3718	58	44	-	-	NOUN
cana-3718	58	45	linearities	linearity	NOUN
cana-3718	58	46	into	into	ADP
cana-3718	58	47	the	the	DET
cana-3718	58	48	network	network	NOUN
cana-3718	58	49	,	,	PUNCT
cana-3718	58	50	helping	help	VERB
cana-3718	58	51	it	it	PRON
cana-3718	58	52	to	to	PART
cana-3718	58	53	learn	learn	VERB
cana-3718	58	54	more	more	ADJ
cana-3718	58	55	complex	complex	ADJ
cana-3718	58	56	patterns	pattern	NOUN
cana-3718	58	57	.	.	PUNCT
cana-3718	59	1	pooling	pool	VERB
cana-3718	59	2	layers	layer	NOUN
cana-3718	59	3	:	:	PUNCT
cana-3718	59	4	these	these	PRON
cana-3718	59	5	reduce	reduce	VERB
cana-3718	59	6	the	the	DET
cana-3718	59	7	spatial	spatial	ADJ
cana-3718	59	8	dimensions	dimension	NOUN
cana-3718	59	9	(	(	PUNCT
cana-3718	59	10	width	width	ADJ
cana-3718	59	11	and	and	CCONJ
cana-3718	59	12	height	height	NOUN
cana-3718	59	13	)	)	PUNCT
cana-3718	59	14	of	of	ADP
cana-3718	59	15	the	the	DET
cana-3718	59	16	input	input	NOUN
cana-3718	59	17	volume	volume	NOUN
cana-3718	59	18	for	for	ADP
cana-3718	59	19	the	the	DET
cana-3718	59	20	next	next	ADJ
cana-3718	59	21	convolutional	convolutional	ADJ
cana-3718	59	22	layer	layer	NOUN
cana-3718	59	23	,	,	PUNCT
cana-3718	59	24	reducing	reduce	VERB
cana-3718	59	25	the	the	DET
cana-3718	59	26	computational	computational	ADJ
cana-3718	59	27	load	load	NOUN
cana-3718	59	28	and	and	CCONJ
cana-3718	59	29	the	the	DET
cana-3718	59	30	number	number	NOUN
cana-3718	59	31	of	of	ADP
cana-3718	59	32	parameters	parameter	NOUN
cana-3718	59	33	.	.	PUNCT
cana-3718	60	1	fully	fully	ADV
cana-3718	60	2	connected	connected	ADJ
cana-3718	60	3	layers	layer	NOUN
cana-3718	60	4	:	:	PUNCT
cana-3718	60	5	at	at	ADP
cana-3718	60	6	the	the	DET
cana-3718	60	7	end	end	NOUN
cana-3718	60	8	,	,	PUNCT
cana-3718	60	9	these	these	DET
cana-3718	60	10	layers	layer	NOUN
cana-3718	60	11	output	output	VERB
cana-3718	60	12	the	the	DET
cana-3718	60	13	features	feature	NOUN
cana-3718	60	14	learned	learn	VERB
cana-3718	60	15	from	from	ADP
cana-3718	60	16	the	the	DET
cana-3718	60	17	image	image	NOUN
cana-3718	60	18	into	into	ADP
cana-3718	60	19	the	the	DET
cana-3718	60	20	final	final	ADJ
cana-3718	60	21	output	output	NOUN
cana-3718	60	22	that	that	PRON
cana-3718	60	23	predicts	predict	VERB
cana-3718	60	24	the	the	DET
cana-3718	60	25	denoised	denoise	VERB
cana-3718	60	26	image	image	NOUN
cana-3718	60	27	.	.	PUNCT
cana-3718	61	1	3	3	X
cana-3718	61	2	.	.	X
cana-3718	61	3	grey	grey	ADJ
cana-3718	61	4	wolves	wolf	NOUN
cana-3718	61	5	optimization	optimization	NOUN
cana-3718	61	6	:	:	PUNCT
cana-3718	61	7	simultaneously	simultaneously	ADV
cana-3718	61	8	,	,	PUNCT
cana-3718	61	9	an	an	DET
cana-3718	61	10	optimization	optimization	NOUN
cana-3718	61	11	algorithm	algorithm	NOUN
cana-3718	61	12	known	know	VERB
cana-3718	61	13	as	as	ADP
cana-3718	61	14	"	"	PUNCT
cana-3718	61	15	grey	grey	ADJ
cana-3718	61	16	wolves	wolf	NOUN
cana-3718	61	17	optimization	optimization	NOUN
cana-3718	61	18	"	"	PUNCT
cana-3718	61	19	is	be	AUX
cana-3718	61	20	applied	apply	VERB
cana-3718	61	21	.	.	PUNCT
cana-3718	62	1	this	this	PRON
cana-3718	62	2	is	be	AUX
cana-3718	62	3	an	an	DET
cana-3718	62	4	optimization	optimization	NOUN
cana-3718	62	5	technique	technique	NOUN
cana-3718	62	6	inspired	inspire	VERB
cana-3718	62	7	by	by	ADP
cana-3718	62	8	the	the	DET
cana-3718	62	9	leadership	leadership	NOUN
cana-3718	62	10	hierarchy	hierarchy	NOUN
cana-3718	62	11	and	and	CCONJ
cana-3718	62	12	hunting	hunt	VERB
cana-3718	62	13	mechanism	mechanism	NOUN
cana-3718	62	14	of	of	ADP
cana-3718	62	15	grey	grey	ADJ
cana-3718	62	16	wolves	wolf	NOUN
cana-3718	62	17	in	in	ADP
cana-3718	62	18	nature	nature	NOUN
cana-3718	62	19	.	.	PUNCT
cana-3718	63	1	in	in	ADP
cana-3718	63	2	this	this	DET
cana-3718	63	3	context	context	NOUN
cana-3718	63	4	,	,	PUNCT
cana-3718	63	5	it	it	PRON
cana-3718	63	6	optimizes	optimize	VERB
cana-3718	63	7	the	the	DET
cana-3718	63	8	parameters	parameter	NOUN
cana-3718	63	9	of	of	ADP
cana-3718	63	10	the	the	DET
cana-3718	63	11	cnn	cnn	PROPN
cana-3718	63	12	and	and	CCONJ
cana-3718	63	13	the	the	DET
cana-3718	63	14	subsequent	subsequent	ADJ
cana-3718	63	15	nonlocal	nonlocal	ADJ
cana-3718	63	16	means	mean	NOUN
cana-3718	63	17	(	(	PUNCT
cana-3718	63	18	nlm	nlm	NOUN
cana-3718	63	19	)	)	PUNCT
cana-3718	63	20	filter	filter	NOUN
cana-3718	63	21	by	by	ADP
cana-3718	63	22	minimizing	minimize	VERB
cana-3718	63	23	an	an	DET
cana-3718	63	24	objective	objective	ADJ
cana-3718	63	25	function	function	NOUN
cana-3718	63	26	,	,	PUNCT
cana-3718	63	27	which	which	PRON
cana-3718	63	28	is	be	AUX
cana-3718	63	29	usually	usually	ADV
cana-3718	63	30	a	a	DET
cana-3718	63	31	function	function	NOUN
cana-3718	63	32	measuring	measure	VERB
cana-3718	63	33	the	the	DET
cana-3718	63	34	difference	difference	NOUN
cana-3718	63	35	between	between	ADP
cana-3718	63	36	the	the	DET
cana-3718	63	37	desired	desire	VERB
cana-3718	63	38	denoised	denoise	VERB
cana-3718	63	39	image	image	NOUN
cana-3718	63	40	and	and	CCONJ
cana-3718	63	41	the	the	DET
cana-3718	63	42	one	one	NOUN
cana-3718	63	43	produced	produce	VERB
cana-3718	63	44	by	by	ADP
cana-3718	63	45	the	the	DET
cana-3718	63	46	network	network	NOUN
cana-3718	63	47	.	.	PUNCT
cana-3718	64	1	4	4	X
cana-3718	64	2	.	.	X
cana-3718	64	3	objective	objective	ADJ
cana-3718	64	4	function	function	NOUN
cana-3718	64	5	initialization	initialization	NOUN
cana-3718	64	6	:	:	PUNCT
cana-3718	64	7	the	the	DET
cana-3718	64	8	objective	objective	ADJ
cana-3718	64	9	function	function	NOUN
cana-3718	64	10	is	be	AUX
cana-3718	64	11	crucial	crucial	ADJ
cana-3718	64	12	as	as	SCONJ
cana-3718	64	13	it	it	PRON
cana-3718	64	14	guides	guide	VERB
cana-3718	64	15	the	the	DET
cana-3718	64	16	optimization	optimization	NOUN
cana-3718	64	17	process	process	NOUN
cana-3718	64	18	by	by	ADP
cana-3718	64	19	quantifying	quantify	VERB
cana-3718	64	20	the	the	DET
cana-3718	64	21	error	error	NOUN
cana-3718	64	22	or	or	CCONJ
cana-3718	64	23	loss	loss	NOUN
cana-3718	64	24	between	between	ADP
cana-3718	64	25	the	the	DET
cana-3718	64	26	current	current	ADJ
cana-3718	64	27	output	output	NOUN
cana-3718	64	28	and	and	CCONJ
cana-3718	64	29	the	the	DET
cana-3718	64	30	expected	expect	VERB
cana-3718	64	31	output	output	NOUN
cana-3718	64	32	(	(	PUNCT
cana-3718	64	33	denoised	denoise	VERB
cana-3718	64	34	image	image	NOUN
cana-3718	64	35	)	)	PUNCT
cana-3718	64	36	.	.	PUNCT
cana-3718	65	1	this	this	DET
cana-3718	65	2	function	function	NOUN
cana-3718	65	3	needs	need	VERB
cana-3718	65	4	to	to	PART
cana-3718	65	5	be	be	AUX
cana-3718	65	6	defined	define	VERB
cana-3718	65	7	and	and	CCONJ
cana-3718	65	8	initialized	initialize	VERB
cana-3718	65	9	before	before	ADP
cana-3718	65	10	optimization	optimization	NOUN
cana-3718	65	11	can	can	AUX
cana-3718	65	12	effectively	effectively	ADV
cana-3718	65	13	proceed	proceed	VERB
cana-3718	65	14	.	.	PUNCT
cana-3718	66	1	5	5	X
cana-3718	66	2	.	.	X
cana-3718	66	3	non	non	ADJ
cana-3718	66	4	-	-	ADJ
cana-3718	66	5	local	local	ADJ
cana-3718	66	6	means	mean	NOUN
cana-3718	66	7	(	(	PUNCT
cana-3718	66	8	nlm	nlm	NOUN
cana-3718	66	9	)	)	PUNCT
cana-3718	66	10	filter	filter	NOUN
cana-3718	66	11	:	:	PUNCT
cana-3718	66	12	after	after	ADP
cana-3718	66	13	the	the	DET
cana-3718	66	14	initial	initial	ADJ
cana-3718	66	15	cnn	cnn	PROPN
cana-3718	66	16	output	output	NOUN
cana-3718	66	17	,	,	PUNCT
cana-3718	66	18	the	the	DET
cana-3718	66	19	image	image	NOUN
cana-3718	66	20	may	may	AUX
cana-3718	66	21	still	still	ADV
cana-3718	66	22	retain	retain	VERB
cana-3718	66	23	some	some	DET
cana-3718	66	24	noise	noise	NOUN
cana-3718	66	25	.	.	PUNCT
cana-3718	67	1	the	the	DET
cana-3718	67	2	nlm	nlm	PROPN
cana-3718	67	3	filter	filter	NOUN
cana-3718	67	4	is	be	AUX
cana-3718	67	5	a	a	DET
cana-3718	67	6	well	well	ADV
cana-3718	67	7	-	-	PUNCT
cana-3718	67	8	regarded	regard	VERB
cana-3718	67	9	method	method	NOUN
cana-3718	67	10	for	for	ADP
cana-3718	67	11	image	image	NOUN
cana-3718	67	12	denoising	denoising	NOUN
cana-3718	67	13	that	that	PRON
cana-3718	67	14	works	work	VERB
cana-3718	67	15	by	by	ADP
cana-3718	67	16	replacing	replace	VERB
cana-3718	67	17	each	each	DET
cana-3718	67	18	pixel	pixel	NOUN
cana-3718	67	19	with	with	ADP
cana-3718	67	20	a	a	DET
cana-3718	67	21	weighted	weighted	ADJ
cana-3718	67	22	average	average	NOUN
cana-3718	67	23	of	of	ADP
cana-3718	67	24	other	other	ADJ
cana-3718	67	25	pixels	pixel	NOUN
cana-3718	67	26	in	in	ADP
cana-3718	67	27	the	the	DET
cana-3718	67	28	image	image	NOUN
cana-3718	67	29	.	.	PUNCT
cana-3718	68	1	the	the	DET
cana-3718	68	2	weights	weight	NOUN
cana-3718	68	3	are	be	AUX
cana-3718	68	4	based	base	VERB
cana-3718	68	5	on	on	ADP
cana-3718	68	6	the	the	DET
cana-3718	68	7	similarity	similarity	NOUN
cana-3718	68	8	of	of	ADP
cana-3718	68	9	small	small	ADJ
cana-3718	68	10	patches	patch	NOUN
cana-3718	68	11	around	around	ADP
cana-3718	68	12	pixels	pixel	NOUN
cana-3718	68	13	,	,	PUNCT
cana-3718	68	14	rather	rather	ADV
cana-3718	68	15	than	than	ADP
cana-3718	68	16	just	just	ADV
cana-3718	68	17	the	the	DET
cana-3718	68	18	geometric	geometric	ADJ
cana-3718	68	19	closeness	closeness	NOUN
cana-3718	68	20	.	.	PUNCT
cana-3718	69	1	the	the	DET
cana-3718	69	2	mathematical	mathematical	ADJ
cana-3718	69	3	representation	representation	NOUN
cana-3718	69	4	of	of	ADP
cana-3718	69	5	nlm	nlm	PROPN
cana-3718	69	6	is	be	AUX
cana-3718	69	7	typically	typically	ADV
cana-3718	69	8	:	:	PUNCT
cana-3718	69	9	communications	communication	NOUN
cana-3718	69	10	on	on	ADP
cana-3718	69	11	applied	apply	VERB
cana-3718	69	12	nonlinear	nonlinear	ADJ
cana-3718	69	13	analysis	analysis	NOUN
cana-3718	69	14	issn	issn	NOUN
cana-3718	69	15	:	:	PUNCT
cana-3718	69	16	1074	1074	NUM
cana-3718	69	17	-	-	PUNCT
cana-3718	69	18	133x	133x	NUM
cana-3718	69	19	vol	vol	NOUN
cana-3718	69	20	32	32	NUM
cana-3718	69	21	no	no	NOUN
cana-3718	69	22	.	.	PUNCT
cana-3718	70	1	8s	8s	PROPN
cana-3718	70	2	(	(	PUNCT
cana-3718	70	3	2025	2025	NUM
cana-3718	70	4	)	)	PUNCT
cana-3718	70	5	569	569	NUM
cana-3718	70	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3718	70	7	𝑁𝐿[𝑣](𝑖	𝑁𝐿[𝑣](𝑖	NUM
cana-3718	70	8	)	)	PUNCT
cana-3718	70	9	=	=	PUNCT
cana-3718	70	10	1	1	NUM
cana-3718	70	11	𝐶(𝑖	𝐶(𝑖	NUM
cana-3718	70	12	)	)	PUNCT
cana-3718	70	13	∑	∑	PUNCT
cana-3718	70	14	𝜔(𝑖	𝜔(𝑖	PROPN
cana-3718	70	15	,	,	PUNCT
cana-3718	70	16	𝑗)𝑣(𝑗	𝑗)𝑣(𝑗	NUM
cana-3718	70	17	)	)	PUNCT
cana-3718	70	18	𝑗∈𝐼	𝑗∈𝐼	PROPN
cana-3718	70	19	where	where	SCONJ
cana-3718	70	20	𝑣(𝑗)is	𝑣(𝑗)is	ADP
cana-3718	70	21	the	the	DET
cana-3718	70	22	intensity	intensity	NOUN
cana-3718	70	23	of	of	ADP
cana-3718	70	24	pixel	pixel	PROPN
cana-3718	70	25	k	k	PROPN
cana-3718	70	26	,	,	PUNCT
cana-3718	70	27	w(i	w(i	PROPN
cana-3718	70	28	,	,	PUNCT
cana-3718	70	29	j	j	PROPN
cana-3718	70	30	)	)	PUNCT
cana-3718	70	31	is	be	AUX
cana-3718	70	32	the	the	DET
cana-3718	70	33	weight	weight	NOUN
cana-3718	70	34	function	function	NOUN
cana-3718	70	35	based	base	VERB
cana-3718	70	36	on	on	ADP
cana-3718	70	37	the	the	DET
cana-3718	70	38	similarity	similarity	NOUN
cana-3718	70	39	between	between	ADP
cana-3718	70	40	the	the	DET
cana-3718	70	41	patches	patch	NOUN
cana-3718	70	42	around	around	ADP
cana-3718	70	43	pixels	pixel	NOUN
cana-3718	70	44	pixels	pixel	NOUN
cana-3718	70	45	i	i	PRON
cana-3718	70	46	and	and	CCONJ
cana-3718	70	47	j	j	PROPN
cana-3718	70	48	,	,	PUNCT
cana-3718	70	49	and	and	CCONJ
cana-3718	70	50	𝐶(𝑖)is	𝐶(𝑖)is	VERB
cana-3718	70	51	the	the	DET
cana-3718	70	52	normalization	normalization	NOUN
cana-3718	70	53	term	term	NOUN
cana-3718	70	54	ensuring	ensure	VERB
cana-3718	70	55	term	term	NOUN
cana-3718	70	56	that	that	PRON
cana-3718	70	57	the	the	DET
cana-3718	70	58	weights	weight	NOUN
cana-3718	70	59	sum	sum	NOUN
cana-3718	70	60	to	to	PART
cana-3718	70	61	sum	sum	VERB
cana-3718	70	62	to	to	ADP
cana-3718	70	63	one	one	NUM
cana-3718	70	64	.	.	PUNCT
cana-3718	71	1	6	6	NUM
cana-3718	71	2	.	.	X
cana-3718	71	3	parameter	parameter	PROPN
cana-3718	71	4	optimization	optimization	NOUN
cana-3718	71	5	:	:	PUNCT
cana-3718	71	6	the	the	DET
cana-3718	71	7	parameters	parameter	NOUN
cana-3718	71	8	for	for	ADP
cana-3718	71	9	both	both	CCONJ
cana-3718	71	10	the	the	DET
cana-3718	71	11	cnn	cnn	PROPN
cana-3718	71	12	and	and	CCONJ
cana-3718	71	13	the	the	DET
cana-3718	71	14	nlm	nlm	PROPN
cana-3718	71	15	filter	filter	NOUN
cana-3718	71	16	are	be	AUX
cana-3718	71	17	further	far	ADV
cana-3718	71	18	refined	refine	VERB
cana-3718	71	19	through	through	ADP
cana-3718	71	20	optimization	optimization	NOUN
cana-3718	71	21	,	,	PUNCT
cana-3718	71	22	ensuring	ensure	VERB
cana-3718	71	23	the	the	DET
cana-3718	71	24	final	final	ADJ
cana-3718	71	25	output	output	NOUN
cana-3718	71	26	image	image	NOUN
cana-3718	71	27	is	be	AUX
cana-3718	71	28	as	as	ADV
cana-3718	71	29	clear	clear	ADJ
cana-3718	71	30	and	and	CCONJ
cana-3718	71	31	as	as	ADP
cana-3718	71	32	noise	noise	NOUN
cana-3718	71	33	-	-	PUNCT
cana-3718	71	34	free	free	ADJ
cana-3718	71	35	as	as	ADP
cana-3718	71	36	possible	possible	ADJ
cana-3718	71	37	.	.	PUNCT
cana-3718	72	1	7	7	X
cana-3718	72	2	.	.	NUM
cana-3718	72	3	denoised	denoise	VERB
cana-3718	72	4	image	image	NOUN
cana-3718	72	5	:	:	PUNCT
cana-3718	72	6	the	the	DET
cana-3718	72	7	final	final	ADJ
cana-3718	72	8	output	output	NOUN
cana-3718	72	9	is	be	AUX
cana-3718	72	10	the	the	DET
cana-3718	72	11	"	"	PUNCT
cana-3718	72	12	denoised	denoised	ADJ
cana-3718	72	13	image	image	NOUN
cana-3718	72	14	,	,	PUNCT
cana-3718	72	15	"	"	PUNCT
cana-3718	72	16	which	which	PRON
cana-3718	72	17	should	should	AUX
cana-3718	72	18	ideally	ideally	ADV
cana-3718	72	19	be	be	AUX
cana-3718	72	20	a	a	DET
cana-3718	72	21	clearer	clear	ADJ
cana-3718	72	22	and	and	CCONJ
cana-3718	72	23	more	more	ADV
cana-3718	72	24	accurate	accurate	ADJ
cana-3718	72	25	representation	representation	NOUN
cana-3718	72	26	of	of	ADP
cana-3718	72	27	the	the	DET
cana-3718	72	28	original	original	ADJ
cana-3718	72	29	scene	scene	NOUN
cana-3718	72	30	than	than	ADP
cana-3718	72	31	the	the	DET
cana-3718	72	32	noisy	noisy	ADJ
cana-3718	72	33	input	input	NOUN
cana-3718	72	34	image	image	NOUN
cana-3718	72	35	,	,	PUNCT
cana-3718	72	36	with	with	ADP
cana-3718	72	37	much	much	ADJ
cana-3718	72	38	of	of	ADP
cana-3718	72	39	the	the	DET
cana-3718	72	40	noise	noise	NOUN
cana-3718	72	41	removed	remove	VERB
cana-3718	72	42	.	.	PUNCT
cana-3718	73	1	to	to	PART
cana-3718	73	2	create	create	VERB
cana-3718	73	3	a	a	DET
cana-3718	73	4	structured	structured	ADJ
cana-3718	73	5	algorithm	algorithm	NOUN
cana-3718	73	6	with	with	ADP
cana-3718	73	7	relevant	relevant	ADJ
cana-3718	73	8	equations	equation	NOUN
cana-3718	73	9	for	for	ADP
cana-3718	73	10	the	the	DET
cana-3718	73	11	process	process	NOUN
cana-3718	73	12	shown	show	VERB
cana-3718	73	13	in	in	ADP
cana-3718	73	14	the	the	DET
cana-3718	73	15	image	image	NOUN
cana-3718	73	16	,	,	PUNCT
cana-3718	73	17	which	which	PRON
cana-3718	73	18	involves	involve	VERB
cana-3718	73	19	denoising	denoise	VERB
cana-3718	73	20	an	an	DET
cana-3718	73	21	image	image	NOUN
cana-3718	73	22	using	use	VERB
cana-3718	73	23	a	a	DET
cana-3718	73	24	cnn	cnn	NOUN
cana-3718	73	25	followed	follow	VERB
cana-3718	73	26	by	by	ADP
cana-3718	73	27	optimization	optimization	NOUN
cana-3718	73	28	via	via	ADP
cana-3718	73	29	grey	grey	ADJ
cana-3718	73	30	wolves	wolf	NOUN
cana-3718	73	31	optimization	optimization	NOUN
cana-3718	73	32	and	and	CCONJ
cana-3718	73	33	further	further	ADJ
cana-3718	73	34	refinement	refinement	NOUN
cana-3718	73	35	using	use	VERB
cana-3718	73	36	a	a	DET
cana-3718	73	37	non	non	ADJ
cana-3718	73	38	-	-	ADJ
cana-3718	73	39	local	local	ADJ
cana-3718	73	40	means	mean	NOUN
cana-3718	73	41	(	(	PUNCT
cana-3718	73	42	nlm	nlm	NOUN
cana-3718	73	43	)	)	PUNCT
cana-3718	73	44	filter	filter	NOUN
cana-3718	73	45	,	,	PUNCT
cana-3718	73	46	we	we	PRON
cana-3718	73	47	can	can	AUX
cana-3718	73	48	outline	outline	VERB
cana-3718	73	49	the	the	DET
cana-3718	73	50	steps	step	NOUN
cana-3718	73	51	as	as	SCONJ
cana-3718	73	52	follows	follow	VERB
cana-3718	73	53	:	:	PUNCT
cana-3718	73	54	algorithm	algorithm	NOUN
cana-3718	73	55	:	:	PUNCT
cana-3718	74	1	denoising	denoising	NOUN
cana-3718	74	2	of	of	ADP
cana-3718	74	3	medical	medical	ADJ
cana-3718	74	4	images	image	NOUN
cana-3718	74	5	using	use	VERB
cana-3718	74	6	cnn	cnn	PROPN
cana-3718	74	7	,	,	PUNCT
cana-3718	74	8	grey	grey	ADJ
cana-3718	74	9	wolves	wolf	NOUN
cana-3718	74	10	optimization	optimization	NOUN
cana-3718	74	11	,	,	PUNCT
cana-3718	74	12	and	and	CCONJ
cana-3718	74	13	nlm	nlm	PROPN
cana-3718	74	14	filter	filter	NOUN
cana-3718	74	15	input	input	NOUN
cana-3718	74	16	:	:	PUNCT
cana-3718	74	17	noisy	noisy	ADJ
cana-3718	74	18	image	image	NOUN
cana-3718	74	19	:	:	PUNCT
cana-3718	74	20	the	the	DET
cana-3718	74	21	original	original	ADJ
cana-3718	74	22	noisy	noisy	ADJ
cana-3718	74	23	medical	medical	ADJ
cana-3718	74	24	image	image	NOUN
cana-3718	74	25	to	to	PART
cana-3718	74	26	be	be	AUX
cana-3718	74	27	processed	process	VERB
cana-3718	74	28	.	.	PUNCT
cana-3718	75	1	output	output	NOUN
cana-3718	75	2	:	:	PUNCT
cana-3718	75	3	denoised	denoise	VERB
cana-3718	75	4	image	image	NOUN
cana-3718	75	5	:	:	PUNCT
cana-3718	75	6	the	the	DET
cana-3718	75	7	processed	process	VERB
cana-3718	75	8	image	image	NOUN
cana-3718	75	9	with	with	ADP
cana-3718	75	10	reduced	reduce	VERB
cana-3718	75	11	noise	noise	NOUN
cana-3718	75	12	.	.	PUNCT
cana-3718	76	1	steps	step	NOUN
cana-3718	76	2	:	:	PUNCT
cana-3718	76	3	1	1	X
cana-3718	76	4	.	.	X
cana-3718	76	5	feed	feed	VERB
cana-3718	76	6	noisy	noisy	ADJ
cana-3718	76	7	image	image	NOUN
cana-3718	76	8	to	to	ADP
cana-3718	76	9	cnn	cnn	PROPN
cana-3718	76	10	𝐼𝐶𝑁𝑁_𝑖𝑛𝑝𝑢𝑡	𝐼𝐶𝑁𝑁_𝑖𝑛𝑝𝑢𝑡	PUNCT
cana-3718	76	11	=	=	PUNCT
cana-3718	76	12	𝐼𝑛𝑜𝑖𝑠𝑦	𝐼𝑛𝑜𝑖𝑠𝑦	PROPN
cana-3718	76	13	2	2	NUM
cana-3718	76	14	.	.	PUNCT
cana-3718	76	15	cnn	cnn	PROPN
cana-3718	76	16	processing	processing	NOUN
cana-3718	76	17	apply	apply	VERB
cana-3718	76	18	a	a	DET
cana-3718	76	19	series	series	NOUN
cana-3718	76	20	of	of	ADP
cana-3718	76	21	convolutional	convolutional	ADJ
cana-3718	76	22	,	,	PUNCT
cana-3718	76	23	activation	activation	NOUN
cana-3718	76	24	(	(	PUNCT
cana-3718	76	25	relu	relu	NOUN
cana-3718	76	26	)	)	PUNCT
cana-3718	76	27	,	,	PUNCT
cana-3718	76	28	and	and	CCONJ
cana-3718	76	29	pooling	pool	VERB
cana-3718	76	30	layers	layer	NOUN
cana-3718	76	31	to	to	PART
cana-3718	76	32	transform	transform	VERB
cana-3718	76	33	the	the	DET
cana-3718	76	34	noisy	noisy	ADJ
cana-3718	76	35	image	image	NOUN
cana-3718	76	36	into	into	ADP
cana-3718	76	37	a	a	DET
cana-3718	76	38	feature	feature	NOUN
cana-3718	76	39	-	-	PUNCT
cana-3718	76	40	rich	rich	ADJ
cana-3718	76	41	representation	representation	NOUN
cana-3718	76	42	.	.	PUNCT
cana-3718	77	1	let	let	VERB
cana-3718	77	2	f	f	PRON
cana-3718	77	3	represent	represent	VERB
cana-3718	77	4	a	a	DET
cana-3718	77	5	convolution	convolution	NOUN
cana-3718	77	6	operation	operation	NOUN
cana-3718	77	7	,	,	PUNCT
cana-3718	77	8	sigma	sigma	VERB
cana-3718	77	9	a	a	DET
cana-3718	77	10	relu	relu	NOUN
cana-3718	77	11	activation	activation	NOUN
cana-3718	77	12	,	,	PUNCT
cana-3718	77	13	and	and	CCONJ
cana-3718	77	14	p	p	X
cana-3718	77	15	a	a	DET
cana-3718	77	16	pooling	pool	VERB
cana-3718	77	17	operation	operation	NOUN
cana-3718	77	18	.	.	PUNCT
cana-3718	78	1	for	for	ADP
cana-3718	78	2	a	a	DET
cana-3718	78	3	cnn	cnn	PROPN
cana-3718	78	4	with	with	ADP
cana-3718	78	5	l	l	PROPN
cana-3718	78	6	layers	layer	NOUN
cana-3718	78	7	,	,	PUNCT
cana-3718	78	8	the	the	DET
cana-3718	78	9	output	output	NOUN
cana-3718	78	10	of	of	ADP
cana-3718	78	11	the	the	DET
cana-3718	78	12	cnn	cnn	PROPN
cana-3718	78	13	at	at	ADP
cana-3718	78	14	each	each	DET
cana-3718	78	15	layer	layer	NOUN
cana-3718	78	16	l	l	NOUN
cana-3718	78	17	can	can	AUX
cana-3718	78	18	be	be	AUX
cana-3718	78	19	represented	represent	VERB
cana-3718	78	20	as	as	ADP
cana-3718	78	21	:	:	PUNCT
cana-3718	78	22	𝐼𝑙	𝐼𝑙	PROPN
cana-3718	78	23	=	=	SYM
cana-3718	78	24	𝑃	𝑃	X
cana-3718	78	25	(	(	PUNCT
cana-3718	78	26	𝜎(𝑓(𝐼𝑙−1	𝜎(𝑓(𝐼𝑙−1	X
cana-3718	78	27	,	,	PUNCT
cana-3718	78	28	𝑊𝑙	𝑊𝑙	PROPN
cana-3718	78	29	)	)	PUNCT
cana-3718	78	30	)	)	PUNCT
cana-3718	78	31	)	)	PUNCT
cana-3718	78	32	where	where	SCONJ
cana-3718	78	33	w_{l	w_{l	PROPN
cana-3718	78	34	}	}	PUNCT
cana-3718	78	35	are	be	AUX
cana-3718	78	36	the	the	DET
cana-3718	78	37	weights	weight	NOUN
cana-3718	78	38	of	of	ADP
cana-3718	78	39	the	the	DET
cana-3718	78	40	cnn	cnn	PROPN
cana-3718	78	41	at	at	ADP
cana-3718	78	42	layer	layer	NOUN
cana-3718	78	43	l	l	NOUN
cana-3718	78	44	,	,	PUNCT
cana-3718	78	45	and	and	CCONJ
cana-3718	78	46	i_{0	i_{0	VERB
cana-3718	78	47	}	}	PUNCT
cana-3718	78	48	=	=	SYM
cana-3718	78	49	i_{cnn_input	i_{cnn_input	NOUN
cana-3718	78	50	}	}	PUNCT
cana-3718	78	51	)	)	PUNCT
cana-3718	78	52	.	.	PUNCT
cana-3718	79	1	3	3	X
cana-3718	79	2	.	.	X
cana-3718	79	3	initialize	initialize	VERB
cana-3718	79	4	parameters	parameter	NOUN
cana-3718	79	5	for	for	ADP
cana-3718	79	6	optimization	optimization	NOUN
cana-3718	79	7	initialize	initialize	NOUN
cana-3718	79	8	parameters	parameter	NOUN
cana-3718	79	9	for	for	ADP
cana-3718	79	10	the	the	DET
cana-3718	79	11	cnn	cnn	PROPN
cana-3718	79	12	weights	weight	NOUN
cana-3718	79	13	{	{	PUNCT
cana-3718	79	14	w_i	w_i	NUM
cana-3718	79	15	)	)	PUNCT
cana-3718	79	16	and	and	CCONJ
cana-3718	79	17	the	the	DET
cana-3718	79	18	nlm	nlm	PROPN
cana-3718	79	19	filter	filter	NOUN
cana-3718	79	20	settings	setting	NOUN
cana-3718	79	21	.	.	PUNCT
cana-3718	80	1	4	4	X
cana-3718	80	2	.	.	X
cana-3718	80	3	objective	objective	ADJ
cana-3718	80	4	function	function	NOUN
cana-3718	80	5	initialization	initialization	NOUN
cana-3718	80	6	define	define	VERB
cana-3718	80	7	an	an	DET
cana-3718	80	8	objective	objective	ADJ
cana-3718	80	9	function	function	NOUN
cana-3718	80	10	(	(	PUNCT
cana-3718	80	11	j(w	j(w	PROPN
cana-3718	80	12	,	,	PUNCT
cana-3718	80	13	i_{denoised	i_{denoise	VERB
cana-3718	80	14	}	}	PUNCT
cana-3718	80	15	)	)	PUNCT
cana-3718	80	16	)	)	PUNCT
cana-3718	80	17	that	that	PRON
cana-3718	80	18	measures	measure	VERB
cana-3718	80	19	the	the	DET
cana-3718	80	20	quality	quality	NOUN
cana-3718	80	21	of	of	ADP
cana-3718	80	22	the	the	DET
cana-3718	80	23	denoised	denoise	VERB
cana-3718	80	24	image	image	NOUN
cana-3718	80	25	,	,	PUNCT
cana-3718	80	26	often	often	ADV
cana-3718	80	27	based	base	VERB
cana-3718	80	28	on	on	ADP
cana-3718	80	29	a	a	DET
cana-3718	80	30	comparison	comparison	NOUN
cana-3718	80	31	with	with	ADP
cana-3718	80	32	a	a	DET
cana-3718	80	33	target	target	NOUN
cana-3718	80	34	image	image	NOUN
cana-3718	80	35	or	or	CCONJ
cana-3718	80	36	through	through	ADP
cana-3718	80	37	a	a	DET
cana-3718	80	38	noise	noise	NOUN
cana-3718	80	39	reduction	reduction	NOUN
cana-3718	80	40	metric	metric	NOUN
cana-3718	80	41	.	.	PUNCT
cana-3718	81	1	5	5	X
cana-3718	81	2	.	.	X
cana-3718	81	3	optimize	optimize	NOUN
cana-3718	81	4	parameters	parameter	NOUN
cana-3718	81	5	using	use	VERB
cana-3718	81	6	grey	grey	ADJ
cana-3718	81	7	wolves	wolf	NOUN
cana-3718	81	8	optimization	optimization	NOUN
cana-3718	81	9	employ	employ	VERB
cana-3718	81	10	grey	grey	ADJ
cana-3718	81	11	wolves	wolf	NOUN
cana-3718	81	12	optimization	optimization	NOUN
cana-3718	81	13	to	to	PART
cana-3718	81	14	find	find	VERB
cana-3718	81	15	optimal	optimal	ADJ
cana-3718	81	16	parameters	parameter	NOUN
cana-3718	81	17	that	that	PRON
cana-3718	81	18	minimize	minimize	VERB
cana-3718	81	19	the	the	DET
cana-3718	81	20	objective	objective	ADJ
cana-3718	81	21	function	function	NOUN
cana-3718	81	22	.	.	PUNCT
cana-3718	82	1	the	the	DET
cana-3718	82	2	updating	update	VERB
cana-3718	82	3	rules	rule	NOUN
cana-3718	82	4	for	for	ADP
cana-3718	82	5	grey	grey	ADJ
cana-3718	82	6	wolves	wolf	NOUN
cana-3718	82	7	optimization	optimization	NOUN
cana-3718	82	8	involving	involve	VERB
cana-3718	82	9	alpha	alpha	NOUN
cana-3718	82	10	,	,	PUNCT
cana-3718	82	11	beta	beta	NOUN
cana-3718	82	12	,	,	PUNCT
cana-3718	82	13	and	and	CCONJ
cana-3718	82	14	delta	delta	NOUN
cana-3718	82	15	wolves	wolf	NOUN
cana-3718	82	16	can	can	AUX
cana-3718	82	17	be	be	AUX
cana-3718	82	18	outlined	outline	VERB
cana-3718	82	19	as	as	ADP
cana-3718	82	20	:	:	PUNCT
cana-3718	82	21	communications	communication	NOUN
cana-3718	82	22	on	on	ADP
cana-3718	82	23	applied	apply	VERB
cana-3718	82	24	nonlinear	nonlinear	ADJ
cana-3718	82	25	analysis	analysis	NOUN
cana-3718	82	26	issn	issn	NOUN
cana-3718	82	27	:	:	PUNCT
cana-3718	82	28	1074	1074	NUM
cana-3718	82	29	-	-	PUNCT
cana-3718	82	30	133x	133x	NUM
cana-3718	82	31	vol	vol	NOUN
cana-3718	82	32	32	32	NUM
cana-3718	82	33	no	no	NOUN
cana-3718	82	34	.	.	PUNCT
cana-3718	83	1	8s	8s	PROPN
cana-3718	83	2	(	(	PUNCT
cana-3718	83	3	2025	2025	NUM
cana-3718	83	4	)	)	PUNCT
cana-3718	83	5	570	570	NUM
cana-3718	83	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3718	83	7	�	�	PROPN
cana-3718	83	8	⃗	⃗	NOUN
cana-3718	83	9	�	�	PROPN
cana-3718	83	10	(𝑡	(𝑡	PROPN
cana-3718	83	11	+	+	NOUN
cana-3718	83	12	1	1	NUM
cana-3718	83	13	)	)	PUNCT
cana-3718	83	14	=	=	PUNCT
cana-3718	84	1	𝑋𝛼	𝑋𝛼	PROPN
cana-3718	84	2	⃗⃗	⃗⃗	PROPN
cana-3718	84	3	⃗⃗	⃗⃗	PROPN
cana-3718	84	4	⃗(𝑡	⃗(𝑡	PROPN
cana-3718	84	5	)	)	PUNCT
cana-3718	84	6	−	−	PROPN
cana-3718	84	7	𝐴.	𝐴.	PROPN
cana-3718	84	8	𝐷	𝐷	PROPN
cana-3718	84	9	𝐷	𝐷	NOUN
cana-3718	84	10	=	=	PUNCT
cana-3718	84	11	|𝐶.	|𝐶.	NUM
cana-3718	84	12	𝑋𝛼	𝑋𝛼	PROPN
cana-3718	84	13	⃗⃗	⃗⃗	PROPN
cana-3718	84	14	⃗⃗	⃗⃗	PROPN
cana-3718	84	15	⃗(𝑡	⃗(𝑡	NOUN
cana-3718	84	16	)	)	PUNCT
cana-3718	85	1	−	−	PRON
cana-3718	85	2	�	�	PROPN
cana-3718	85	3	⃗	⃗	NOUN
cana-3718	85	4	�	�	PROPN
cana-3718	85	5	(𝑡)|	(𝑡)|	PROPN
cana-3718	85	6	𝐴	𝐴	PROPN
cana-3718	85	7	=	=	SYM
cana-3718	85	8	2𝑎.	2𝑎.	NUM
cana-3718	85	9	𝑟𝑎𝑛𝑑	𝑟𝑎𝑛𝑑	NOUN
cana-3718	85	10	(	(	PUNCT
cana-3718	85	11	)	)	PUNCT
cana-3718	85	12	−	−	PROPN
cana-3718	86	1	𝑎	𝑎	NOUN
cana-3718	86	2	,	,	PUNCT
cana-3718	86	3	𝐶	𝐶	NOUN
cana-3718	86	4	=	=	SYM
cana-3718	86	5	2	2	PROPN
cana-3718	86	6	.	.	X
cana-3718	86	7	𝑟𝑎𝑛𝑑	𝑟𝑎𝑛𝑑	NOUN
cana-3718	86	8	(	(	PUNCT
cana-3718	86	9	)	)	PUNCT
cana-3718	86	10	here	here	ADV
cana-3718	86	11	vec{x	vec{x	NOUN
cana-3718	86	12	}	}	PUNCT
cana-3718	86	13	)	)	PUNCT
cana-3718	86	14	represents	represent	VERB
cana-3718	86	15	the	the	DET
cana-3718	86	16	position	position	NOUN
cana-3718	86	17	vector	vector	NOUN
cana-3718	86	18	of	of	ADP
cana-3718	86	19	a	a	DET
cana-3718	86	20	wolf	wolf	NOUN
cana-3718	86	21	,	,	PUNCT
cana-3718	86	22	(	(	PUNCT
cana-3718	86	23	𝑡	𝑡	NOUN
cana-3718	86	24	)	)	PUNCT
cana-3718	86	25	denotes	denote	NOUN
cana-3718	86	26	time	time	NOUN
cana-3718	86	27	steps	step	NOUN
cana-3718	86	28	,	,	PUNCT
cana-3718	86	29	and	and	CCONJ
cana-3718	86	30	a	a	DET
cana-3718	86	31	linearly	linearly	ADJ
cana-3718	86	32	decreases	decrease	VERB
cana-3718	86	33	from	from	ADP
cana-3718	86	34	2	2	NUM
cana-3718	86	35	to	to	ADP
cana-3718	86	36	0	0	NUM
cana-3718	86	37	over	over	ADP
cana-3718	86	38	iterations	iteration	NOUN
cana-3718	86	39	.	.	PUNCT
cana-3718	87	1	6	6	NUM
cana-3718	87	2	.	.	X
cana-3718	87	3	apply	apply	VERB
cana-3718	87	4	nlm	nlm	PROPN
cana-3718	87	5	filter	filter	NOUN
cana-3718	87	6	apply	apply	VERB
cana-3718	87	7	the	the	DET
cana-3718	87	8	nlm	nlm	NOUN
cana-3718	87	9	filter	filter	NOUN
cana-3718	87	10	to	to	ADP
cana-3718	87	11	the	the	DET
cana-3718	87	12	output	output	NOUN
cana-3718	87	13	of	of	ADP
cana-3718	87	14	the	the	DET
cana-3718	87	15	cnn	cnn	PROPN
cana-3718	87	16	.	.	PUNCT
cana-3718	88	1	the	the	DET
cana-3718	88	2	nlm	nlm	PROPN
cana-3718	88	3	filter	filter	NOUN
cana-3718	88	4	can	can	AUX
cana-3718	88	5	be	be	AUX
cana-3718	88	6	mathematically	mathematically	ADV
cana-3718	88	7	expressed	express	VERB
cana-3718	88	8	as	as	ADP
cana-3718	88	9	:	:	PUNCT
cana-3718	88	10	𝐼𝑑𝑒𝑛𝑜𝑖𝑠𝑒𝑑	𝐼𝑑𝑒𝑛𝑜𝑖𝑠𝑒𝑑	PROPN
cana-3718	88	11	(	(	PUNCT
cana-3718	88	12	𝑖	𝑖	NOUN
cana-3718	88	13	)	)	PUNCT
cana-3718	88	14	=	=	SYM
cana-3718	88	15	1	1	NUM
cana-3718	88	16	𝑍(𝑖	𝑍(𝑖	NUM
cana-3718	88	17	)	)	PUNCT
cana-3718	88	18	∑	∑	ADP
cana-3718	88	19	𝜔(𝑖	𝜔(𝑖	NOUN
cana-3718	88	20	,	,	PUNCT
cana-3718	88	21	𝑗	𝑗	NOUN
cana-3718	88	22	)	)	PUNCT
cana-3718	88	23	.	.	PUNCT
cana-3718	89	1	𝑗∈𝑁(𝑖	𝑗∈𝑁(𝑖	X
cana-3718	89	2	)	)	PUNCT
cana-3718	89	3	𝐼𝐶𝑁𝑁𝑜𝑢𝑡𝑝𝑢𝑡	𝐼𝐶𝑁𝑁𝑜𝑢𝑡𝑝𝑢𝑡	PROPN
cana-3718	89	4	(	(	PUNCT
cana-3718	89	5	𝑗	𝑗	NOUN
cana-3718	89	6	)	)	PUNCT
cana-3718	89	7	𝜔(𝑖	𝜔(𝑖	NOUN
cana-3718	89	8	,	,	PUNCT
cana-3718	89	9	𝑗	𝑗	NOUN
cana-3718	89	10	)	)	PUNCT
cana-3718	89	11	=	=	NOUN
cana-3718	89	12	𝑒𝑥𝑝	𝑒𝑥𝑝	INTJ
cana-3718	89	13	(	(	PUNCT
cana-3718	89	14	−	−	PROPN
cana-3718	89	15	‖𝑃(𝑖	‖𝑃(𝑖	NUM
cana-3718	89	16	)	)	PUNCT
cana-3718	89	17	−	−	NOUN
cana-3718	89	18	𝑃(𝑗)‖2	𝑃(𝑗)‖2	ADJ
cana-3718	89	19	ℎ2	ℎ2	NOUN
cana-3718	89	20	)	)	PUNCT
cana-3718	89	21	where	where	SCONJ
cana-3718	89	22	(	(	PUNCT
cana-3718	89	23	𝑃(𝑖	𝑃(𝑖	NUM
cana-3718	89	24	)	)	PUNCT
cana-3718	89	25	)	)	PUNCT
cana-3718	89	26	and	and	CCONJ
cana-3718	89	27	(	(	PUNCT
cana-3718	89	28	𝑃(𝑗	𝑃(𝑗	NUM
cana-3718	89	29	)	)	PUNCT
cana-3718	89	30	)	)	PUNCT
cana-3718	89	31	are	be	AUX
cana-3718	89	32	the	the	DET
cana-3718	89	33	patches	patch	NOUN
cana-3718	89	34	around	around	ADP
cana-3718	89	35	pixels	pixel	NOUN
cana-3718	89	36	(	(	PUNCT
cana-3718	89	37	𝑖	𝑖	NOUN
cana-3718	89	38	)	)	PUNCT
cana-3718	89	39	and	and	CCONJ
cana-3718	89	40	(	(	PUNCT
cana-3718	89	41	𝑗	𝑗	X
cana-3718	89	42	)	)	PUNCT
cana-3718	89	43	,	,	PUNCT
cana-3718	89	44	(	(	PUNCT
cana-3718	89	45	𝑍(𝑖	𝑍(𝑖	NOUN
cana-3718	89	46	)	)	PUNCT
cana-3718	89	47	)	)	PUNCT
cana-3718	89	48	is	be	AUX
cana-3718	89	49	a	a	DET
cana-3718	89	50	normalization	normalization	NOUN
cana-3718	89	51	factor	factor	NOUN
cana-3718	89	52	,	,	PUNCT
cana-3718	89	53	and	and	CCONJ
cana-3718	89	54	(	(	PUNCT
cana-3718	89	55	ℎ	ℎ	PROPN
cana-3718	89	56	)	)	PUNCT
cana-3718	89	57	is	be	AUX
cana-3718	89	58	the	the	DET
cana-3718	89	59	smoothing	smooth	VERB
cana-3718	89	60	parameter	parameter	NOUN
cana-3718	89	61	of	of	ADP
cana-3718	89	62	the	the	DET
cana-3718	89	63	filter	filter	NOUN
cana-3718	89	64	.	.	PUNCT
cana-3718	90	1	7	7	X
cana-3718	90	2	.	.	X
cana-3718	90	3	output	output	VERB
cana-3718	90	4	the	the	DET
cana-3718	90	5	denoised	denoise	VERB
cana-3718	90	6	image	image	NOUN
cana-3718	90	7	(	(	PUNCT
cana-3718	90	8	i{denoised	i{denoise	VERB
cana-3718	90	9	}	}	PUNCT
cana-3718	90	10	)	)	PUNCT
cana-3718	90	11	is	be	AUX
cana-3718	90	12	the	the	DET
cana-3718	90	13	final	final	ADJ
cana-3718	90	14	output	output	NOUN
cana-3718	90	15	after	after	ADP
cana-3718	90	16	applying	apply	VERB
cana-3718	90	17	the	the	DET
cana-3718	90	18	nlm	nlm	NOUN
cana-3718	90	19	filter	filter	NOUN
cana-3718	90	20	,	,	PUNCT
cana-3718	90	21	ideally	ideally	ADV
cana-3718	90	22	containing	contain	VERB
cana-3718	90	23	significantly	significantly	ADV
cana-3718	90	24	less	less	ADJ
cana-3718	90	25	noise	noise	NOUN
cana-3718	90	26	compared	compare	VERB
cana-3718	90	27	to	to	ADP
cana-3718	90	28	the	the	DET
cana-3718	90	29	original	original	ADJ
cana-3718	90	30	image	image	NOUN
cana-3718	90	31	.	.	PUNCT
cana-3718	91	1	experiment	experiment	NOUN
cana-3718	91	2	and	and	CCONJ
cana-3718	91	3	results	result	VERB
cana-3718	91	4	a.	a.	NOUN
cana-3718	91	5	input	input	PROPN
cana-3718	91	6	image	image	PROPN
cana-3718	91	7	b.	b.	PROPN
cana-3718	91	8	noisy	noisy	ADJ
cana-3718	91	9	image	image	NOUN
cana-3718	91	10	(	(	PUNCT
cana-3718	91	11	variance	variance	NOUN
cana-3718	91	12	0.01	0.01	NUM
cana-3718	91	13	)	)	PUNCT
cana-3718	91	14	communications	communication	NOUN
cana-3718	91	15	on	on	ADP
cana-3718	91	16	applied	apply	VERB
cana-3718	91	17	nonlinear	nonlinear	ADJ
cana-3718	91	18	analysis	analysis	NOUN
cana-3718	91	19	issn	issn	NOUN
cana-3718	91	20	:	:	PUNCT
cana-3718	91	21	1074	1074	NUM
cana-3718	91	22	-	-	PUNCT
cana-3718	91	23	133x	133x	NUM
cana-3718	91	24	vol	vol	NOUN
cana-3718	91	25	32	32	NUM
cana-3718	91	26	no	no	NOUN
cana-3718	91	27	.	.	PUNCT
cana-3718	92	1	8s	8s	PROPN
cana-3718	92	2	(	(	PUNCT
cana-3718	92	3	2025	2025	NUM
cana-3718	92	4	)	)	PUNCT
cana-3718	92	5	571	571	NUM
cana-3718	92	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3718	92	7	c.	c.	PROPN
cana-3718	92	8	nlm	nlm	PROPN
cana-3718	93	1	without	without	ADP
cana-3718	93	2	optimize	optimize	NOUN
cana-3718	93	3	(	(	PUNCT
cana-3718	93	4	psnr=28.8	psnr=28.8	ADJ
cana-3718	93	5	)	)	PUNCT
cana-3718	93	6	d.	d.	PROPN
cana-3718	93	7	nlm	nlm	PROPN
cana-3718	93	8	with	with	ADP
cana-3718	93	9	optimize	optimize	NOUN
cana-3718	93	10	(	(	PUNCT
cana-3718	93	11	psnr=36.7	psnr=36.7	NOUN
cana-3718	93	12	)	)	PUNCT
cana-3718	93	13	variance	variance	NOUN
cana-3718	93	14	denoising	denoising	NOUN
cana-3718	93	15	method	method	NOUN
cana-3718	93	16	psnr	psnr	NOUN
cana-3718	93	17	ssim	ssim	NOUN
cana-3718	93	18	ncc	ncc	PROPN
cana-3718	93	19	uqi	uqi	PROPN
cana-3718	93	20	0.01	0.01	NUM
cana-3718	93	21	optimized	optimize	VERB
cana-3718	93	22	nlm	nlm	PROPN
cana-3718	93	23	35.71	35.71	NUM
cana-3718	93	24	1.00	1.00	NUM
cana-3718	93	25	1.00	1.00	NUM
cana-3718	93	26	0.97	0.97	NUM
cana-3718	93	27	0.01	0.01	NUM
cana-3718	93	28	kuan	kuan	PROPN
cana-3718	93	29	-	-	PUNCT
cana-3718	93	30	nlm	nlm	PROPN
cana-3718	93	31	28.19	28.19	NUM
cana-3718	93	32	0.92	0.92	NUM
cana-3718	93	33	0.96	0.96	NUM
cana-3718	93	34	0.95	0.95	NUM
cana-3718	93	35	0.01	0.01	NUM
cana-3718	93	36	nlm	nlm	PROPN
cana-3718	93	37	27.72	27.72	NUM
cana-3718	93	38	0.87	0.87	NUM
cana-3718	93	39	0.95	0.95	NUM
cana-3718	93	40	0.95	0.95	NUM
cana-3718	93	41	0.01	0.01	NUM
cana-3718	93	42	anisotropic	anisotropic	NOUN
cana-3718	93	43	diffusion	diffusion	NOUN
cana-3718	93	44	22.97	22.97	NUM
cana-3718	93	45	0.93	0.93	NUM
cana-3718	93	46	1.00	1.00	NUM
cana-3718	93	47	0.92	0.92	NUM
cana-3718	93	48	0.01	0.01	NUM
cana-3718	93	49	wavelet	wavelet	NOUN
cana-3718	93	50	25.05	25.05	NUM
cana-3718	93	51	0.93	0.93	NUM
cana-3718	93	52	1.00	1.00	NUM
cana-3718	93	53	0.89	0.89	NUM
cana-3718	93	54	0.01	0.01	NUM
cana-3718	93	55	hybrid	hybrid	ADJ
cana-3718	93	56	algorithm	algorithm	NOUN
cana-3718	93	57	24.95	24.95	NUM
cana-3718	93	58	0.84	0.84	NUM
cana-3718	93	59	0.91	0.91	NUM
cana-3718	93	60	0.80	0.80	NUM
cana-3718	93	61	0.02	0.02	NUM
cana-3718	93	62	optimized	optimize	VERB
cana-3718	93	63	nlm	nlm	PROPN
cana-3718	93	64	33.08	33.08	NUM
cana-3718	93	65	0.96	0.96	NUM
cana-3718	93	66	0.99	0.99	NUM
cana-3718	93	67	0.94	0.94	NUM
cana-3718	93	68	0.02	0.02	NUM
cana-3718	93	69	kuan	kuan	PROPN
cana-3718	93	70	-	-	PUNCT
cana-3718	93	71	nlm	nlm	PROPN
cana-3718	93	72	28.05	28.05	NUM
cana-3718	93	73	0.91	0.91	NUM
cana-3718	93	74	0.96	0.96	NUM
cana-3718	93	75	0.90	0.90	NUM
cana-3718	93	76	0.02	0.02	NUM
cana-3718	93	77	nlm	nlm	PROPN
cana-3718	93	78	26.89	26.89	NUM
cana-3718	93	79	0.84	0.84	NUM
cana-3718	93	80	0.95	0.95	NUM
cana-3718	93	81	0.50	0.50	NUM
cana-3718	93	82	0.02	0.02	NUM
cana-3718	93	83	anisotropic	anisotropic	NOUN
cana-3718	93	84	diffusion	diffusion	NOUN
cana-3718	93	85	22.79	22.79	NUM
cana-3718	93	86	0.90	0.90	NUM
cana-3718	93	87	1.00	1.00	NUM
cana-3718	93	88	0.88	0.88	NUM
cana-3718	93	89	0.02	0.02	NUM
cana-3718	93	90	wavelet	wavelet	NOUN
cana-3718	93	91	24.12	24.12	NUM
cana-3718	93	92	0.90	0.90	NUM
cana-3718	93	93	0.99	0.99	NUM
cana-3718	93	94	0.88	0.88	NUM
cana-3718	93	95	0.02	0.02	NUM
cana-3718	93	96	hybrid	hybrid	ADJ
cana-3718	93	97	algorithm	algorithm	NOUN
cana-3718	93	98	22.85	22.85	NUM
cana-3718	93	99	0.84	0.84	NUM
cana-3718	93	100	0.91	0.91	NUM
cana-3718	93	101	0.79	0.79	NUM
cana-3718	93	102	0.04	0.04	NUM
cana-3718	93	103	optimized	optimize	VERB
cana-3718	93	104	nlm	nlm	PROPN
cana-3718	93	105	32.11	32.11	NUM
cana-3718	93	106	0.93	0.93	NUM
cana-3718	93	107	0.99	0.99	NUM
cana-3718	93	108	0.90	0.90	NUM
cana-3718	93	109	0.04	0.04	NUM
cana-3718	93	110	kuan	kuan	PROPN
cana-3718	93	111	-	-	PUNCT
cana-3718	93	112	nlm	nlm	PROPN
cana-3718	93	113	27.76	27.76	NUM
cana-3718	93	114	0.90	0.90	NUM
cana-3718	93	115	0.95	0.95	NUM
cana-3718	93	116	0.85	0.85	NUM
cana-3718	93	117	0.04	0.04	NUM
cana-3718	93	118	nlm	nlm	PROPN
cana-3718	93	119	25.59	25.59	NUM
cana-3718	93	120	0.80	0.80	NUM
cana-3718	93	121	0.95	0.95	NUM
cana-3718	93	122	0.49	0.49	NUM
cana-3718	93	123	0.04	0.04	NUM
cana-3718	93	124	anisotropic	anisotropic	NOUN
cana-3718	93	125	diffusion	diffusion	NOUN
cana-3718	93	126	22.35	22.35	NUM
cana-3718	93	127	0.85	0.85	NUM
cana-3718	93	128	0.99	0.99	NUM
cana-3718	93	129	0.83	0.83	NUM
cana-3718	93	130	0.04	0.04	NUM
cana-3718	93	131	wavelet	wavelet	NOUN
cana-3718	93	132	23.22	23.22	NUM
cana-3718	93	133	0.85	0.85	NUM
cana-3718	93	134	0.99	0.99	NUM
cana-3718	93	135	0.80	0.80	NUM
cana-3718	93	136	0.04	0.04	NUM
cana-3718	93	137	hybrid	hybrid	ADJ
cana-3718	93	138	algorithm	algorithm	NOUN
cana-3718	93	139	21.92	21.92	NUM
cana-3718	93	140	0.84	0.84	NUM
cana-3718	93	141	0.90	0.90	NUM
cana-3718	93	142	0.77	0.77	NUM
cana-3718	93	143	0.06	0.06	NUM
cana-3718	93	144	optimized	optimize	VERB
cana-3718	93	145	nlm	nlm	PROPN
cana-3718	93	146	30.43	30.43	NUM
cana-3718	93	147	0.90	0.90	NUM
cana-3718	93	148	0.97	0.97	NUM
cana-3718	93	149	0.87	0.87	NUM
cana-3718	93	150	0.06	0.06	NUM
cana-3718	93	151	kuan	kuan	PROPN
cana-3718	93	152	-	-	PUNCT
cana-3718	93	153	nlm	nlm	PROPN
cana-3718	93	154	27.60	27.60	NUM
cana-3718	93	155	0.89	0.89	NUM
cana-3718	93	156	0.95	0.95	NUM
cana-3718	93	157	0.80	0.80	NUM
cana-3718	93	158	0.06	0.06	NUM
cana-3718	93	159	nlm	nlm	PROPN
cana-3718	93	160	24.76	24.76	NUM
cana-3718	93	161	0.76	0.76	NUM
cana-3718	93	162	0.94	0.94	NUM
cana-3718	93	163	0.47	0.47	NUM
cana-3718	93	164	0.06	0.06	NUM
cana-3718	93	165	anisotropic	anisotropic	NOUN
cana-3718	93	166	diffusion	diffusion	NOUN
cana-3718	93	167	21.70	21.70	NUM
cana-3718	93	168	0.82	0.82	NUM
cana-3718	93	169	0.99	0.99	NUM
cana-3718	93	170	0.80	0.80	NUM
cana-3718	93	171	0.06	0.06	NUM
cana-3718	93	172	wavelet	wavelet	NOUN
cana-3718	93	173	22.56	22.56	NUM
cana-3718	93	174	0.82	0.82	NUM
cana-3718	93	175	0.99	0.99	NUM
cana-3718	93	176	0.77	0.77	NUM
cana-3718	93	177	0.06	0.06	NUM
cana-3718	93	178	hybrid	hybrid	ADJ
cana-3718	93	179	algorithm	algorithm	NOUN
cana-3718	93	180	20.76	20.76	NUM
cana-3718	93	181	0.83	0.83	NUM
cana-3718	93	182	0.90	0.90	NUM
cana-3718	93	183	0.73	0.73	NUM
cana-3718	93	184	0.08	0.08	NUM
cana-3718	93	185	optimized	optimize	VERB
cana-3718	93	186	nlm	nlm	PROPN
cana-3718	93	187	30.09	30.09	NUM
cana-3718	93	188	0.89	0.89	NUM
cana-3718	93	189	0.97	0.97	NUM
cana-3718	93	190	0.86	0.86	NUM
cana-3718	93	191	0.08	0.08	NUM
cana-3718	93	192	kuan	kuan	PROPN
cana-3718	93	193	-	-	PUNCT
cana-3718	93	194	nlm	nlm	PROPN
cana-3718	93	195	27.25	27.25	NUM
cana-3718	93	196	0.88	0.88	NUM
cana-3718	93	197	0.94	0.94	NUM
cana-3718	93	198	0.80	0.80	NUM
cana-3718	93	199	0.08	0.08	NUM
cana-3718	93	200	nlm	nlm	PROPN
cana-3718	93	201	23.94	23.94	NUM
cana-3718	93	202	0.73	0.73	NUM
cana-3718	93	203	0.94	0.94	NUM
cana-3718	93	204	0.46	0.46	NUM
cana-3718	93	205	0.08	0.08	NUM
cana-3718	93	206	anisotropic	anisotropic	NOUN
cana-3718	93	207	diffusion	diffusion	NOUN
cana-3718	93	208	21.01	21.01	NUM
cana-3718	93	209	0.80	0.80	NUM
cana-3718	93	210	0.99	0.99	NUM
cana-3718	93	211	0.78	0.78	NUM
cana-3718	93	212	0.08	0.08	NUM
cana-3718	93	213	wavelet	wavelet	NOUN
cana-3718	93	214	22.38	22.38	NUM
cana-3718	93	215	0.80	0.80	NUM
cana-3718	93	216	0.99	0.99	NUM
cana-3718	93	217	0.78	0.78	NUM
cana-3718	93	218	0.08	0.08	NUM
cana-3718	93	219	hybrid	hybrid	ADJ
cana-3718	93	220	algorithm	algorithm	NOUN
cana-3718	93	221	19.59	19.59	NUM
cana-3718	93	222	0.83	0.83	NUM
cana-3718	93	223	0.90	0.90	NUM
cana-3718	93	224	0.71	0.71	NUM
cana-3718	93	225	table	table	NOUN
cana-3718	93	226	2	2	NUM
cana-3718	93	227	:	:	PUNCT
cana-3718	93	228	comparison	comparison	NOUN
cana-3718	93	229	of	of	ADP
cana-3718	93	230	hybrid	hybrid	NOUN
cana-3718	93	231	(	(	PUNCT
cana-3718	93	232	proposed	propose	VERB
cana-3718	93	233	)	)	PUNCT
cana-3718	93	234	approach	approach	NOUN
cana-3718	93	235	with	with	ADP
cana-3718	93	236	existing	exist	VERB
cana-3718	93	237	approaches	approach	NOUN
cana-3718	93	238	communications	communication	NOUN
cana-3718	93	239	on	on	ADP
cana-3718	93	240	applied	apply	VERB
cana-3718	93	241	nonlinear	nonlinear	ADJ
cana-3718	93	242	analysis	analysis	NOUN
cana-3718	93	243	issn	issn	NOUN
cana-3718	93	244	:	:	PUNCT
cana-3718	93	245	1074	1074	NUM
cana-3718	93	246	-	-	PUNCT
cana-3718	93	247	133x	133x	NUM
cana-3718	93	248	vol	vol	NOUN
cana-3718	93	249	32	32	NUM
cana-3718	93	250	no	no	NOUN
cana-3718	93	251	.	.	PUNCT
cana-3718	94	1	8s	8s	PROPN
cana-3718	94	2	(	(	PUNCT
cana-3718	94	3	2025	2025	NUM
cana-3718	94	4	)	)	PUNCT
cana-3718	94	5	572	572	NUM
cana-3718	94	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3718	94	7	the	the	DET
cana-3718	94	8	dataset	dataset	NOUN
cana-3718	94	9	outlines	outline	VERB
cana-3718	94	10	the	the	DET
cana-3718	94	11	performance	performance	NOUN
cana-3718	94	12	of	of	ADP
cana-3718	94	13	various	various	ADJ
cana-3718	94	14	denoising	denoise	VERB
cana-3718	94	15	methods	method	NOUN
cana-3718	94	16	applied	apply	VERB
cana-3718	94	17	to	to	ADP
cana-3718	94	18	ultrasound	ultrasound	NOUN
cana-3718	94	19	images	image	NOUN
cana-3718	94	20	,	,	PUNCT
cana-3718	94	21	measured	measure	VERB
cana-3718	94	22	across	across	ADP
cana-3718	94	23	different	different	ADJ
cana-3718	94	24	levels	level	NOUN
cana-3718	94	25	of	of	ADP
cana-3718	94	26	speckle	speckle	NOUN
cana-3718	94	27	noise	noise	NOUN
cana-3718	94	28	variance	variance	NOUN
cana-3718	94	29	.	.	PUNCT
cana-3718	95	1	the	the	DET
cana-3718	95	2	methods	method	NOUN
cana-3718	95	3	assessed	assess	VERB
cana-3718	95	4	include	include	VERB
cana-3718	95	5	optimized	optimize	VERB
cana-3718	95	6	non	non	ADJ
cana-3718	95	7	-	-	ADJ
cana-3718	95	8	local	local	ADJ
cana-3718	95	9	means	mean	NOUN
cana-3718	95	10	(	(	PUNCT
cana-3718	95	11	optimized	optimize	VERB
cana-3718	95	12	nlm	nlm	PROPN
cana-3718	95	13	)	)	PUNCT
cana-3718	95	14	,	,	PUNCT
cana-3718	95	15	kuan	kuan	PROPN
cana-3718	95	16	-	-	PUNCT
cana-3718	95	17	non	non	ADJ
cana-3718	95	18	-	-	ADJ
cana-3718	95	19	local	local	ADJ
cana-3718	95	20	means	mean	NOUN
cana-3718	95	21	(	(	PUNCT
cana-3718	95	22	kuan	kuan	PROPN
cana-3718	95	23	-	-	PUNCT
cana-3718	95	24	nlm	nlm	PROPN
cana-3718	95	25	)	)	PUNCT
cana-3718	95	26	,	,	PUNCT
cana-3718	95	27	standard	standard	ADJ
cana-3718	95	28	non	non	ADJ
cana-3718	95	29	-	-	ADJ
cana-3718	95	30	local	local	ADJ
cana-3718	95	31	means	mean	NOUN
cana-3718	95	32	(	(	PUNCT
cana-3718	95	33	nlm	nlm	NOUN
cana-3718	95	34	)	)	PUNCT
cana-3718	95	35	,	,	PUNCT
cana-3718	95	36	anisotropic	anisotropic	NOUN
cana-3718	95	37	diffusion	diffusion	NOUN
cana-3718	95	38	,	,	PUNCT
cana-3718	95	39	wavelet	wavelet	NOUN
cana-3718	95	40	-	-	PUNCT
cana-3718	95	41	based	base	VERB
cana-3718	95	42	methods	method	NOUN
cana-3718	95	43	,	,	PUNCT
cana-3718	95	44	and	and	CCONJ
cana-3718	95	45	a	a	DET
cana-3718	95	46	hybrid	hybrid	ADJ
cana-3718	95	47	algorithm	algorithm	NOUN
cana-3718	95	48	.	.	PUNCT
cana-3718	96	1	the	the	DET
cana-3718	96	2	performance	performance	NOUN
cana-3718	96	3	metrics	metric	NOUN
cana-3718	96	4	employed	employ	VERB
cana-3718	96	5	are	be	AUX
cana-3718	96	6	the	the	DET
cana-3718	96	7	peak	peak	NOUN
cana-3718	96	8	signal	signal	NOUN
cana-3718	96	9	-	-	PUNCT
cana-3718	96	10	to	to	ADP
cana-3718	96	11	-	-	PUNCT
cana-3718	96	12	noise	noise	NOUN
cana-3718	96	13	ratio	ratio	NOUN
cana-3718	96	14	(	(	PUNCT
cana-3718	96	15	psnr	psnr	NOUN
cana-3718	96	16	)	)	PUNCT
cana-3718	96	17	,	,	PUNCT
cana-3718	96	18	structural	structural	ADJ
cana-3718	96	19	similarity	similarity	NOUN
cana-3718	96	20	index	index	NOUN
cana-3718	96	21	(	(	PUNCT
cana-3718	96	22	ssim	ssim	NOUN
cana-3718	96	23	)	)	PUNCT
cana-3718	96	24	,	,	PUNCT
cana-3718	96	25	normalized	normalize	VERB
cana-3718	96	26	cross	cross	NOUN
cana-3718	96	27	-	-	NOUN
cana-3718	96	28	correlation	correlation	NOUN
cana-3718	96	29	(	(	PUNCT
cana-3718	96	30	ncc	ncc	NOUN
cana-3718	96	31	)	)	PUNCT
cana-3718	96	32	,	,	PUNCT
cana-3718	96	33	and	and	CCONJ
cana-3718	96	34	universal	universal	ADJ
cana-3718	96	35	quality	quality	NOUN
cana-3718	96	36	index	index	NOUN
cana-3718	96	37	(	(	PUNCT
cana-3718	96	38	uqi	uqi	PROPN
cana-3718	96	39	)	)	PUNCT
cana-3718	96	40	,	,	PUNCT
cana-3718	96	41	which	which	PRON
cana-3718	96	42	collectively	collectively	ADV
cana-3718	96	43	evaluate	evaluate	VERB
cana-3718	96	44	the	the	DET
cana-3718	96	45	effectiveness	effectiveness	NOUN
cana-3718	96	46	of	of	ADP
cana-3718	96	47	each	each	DET
cana-3718	96	48	denoising	denoising	NOUN
cana-3718	96	49	technique	technique	NOUN
cana-3718	96	50	in	in	ADP
cana-3718	96	51	terms	term	NOUN
cana-3718	96	52	of	of	ADP
cana-3718	96	53	image	image	NOUN
cana-3718	96	54	clarity	clarity	NOUN
cana-3718	96	55	,	,	PUNCT
cana-3718	96	56	similarity	similarity	NOUN
cana-3718	96	57	to	to	ADP
cana-3718	96	58	the	the	DET
cana-3718	96	59	original	original	ADJ
cana-3718	96	60	,	,	PUNCT
cana-3718	96	61	alignment	alignment	NOUN
cana-3718	96	62	,	,	PUNCT
cana-3718	96	63	and	and	CCONJ
cana-3718	96	64	overall	overall	ADJ
cana-3718	96	65	quality	quality	NOUN
cana-3718	96	66	.	.	PUNCT
cana-3718	97	1	among	among	ADP
cana-3718	97	2	the	the	DET
cana-3718	97	3	techniques	technique	NOUN
cana-3718	97	4	,	,	PUNCT
cana-3718	97	5	optimized	optimize	VERB
cana-3718	97	6	nlm	nlm	NOUN
cana-3718	97	7	consistently	consistently	ADV
cana-3718	97	8	outperforms	outperform	VERB
cana-3718	97	9	others	other	NOUN
cana-3718	97	10	across	across	ADP
cana-3718	97	11	all	all	DET
cana-3718	97	12	metrics	metric	NOUN
cana-3718	97	13	,	,	PUNCT
cana-3718	97	14	indicating	indicate	VERB
cana-3718	97	15	its	its	PRON
cana-3718	97	16	superior	superior	ADJ
cana-3718	97	17	capability	capability	NOUN
cana-3718	97	18	in	in	ADP
cana-3718	97	19	reducing	reduce	VERB
cana-3718	97	20	noise	noise	NOUN
cana-3718	97	21	while	while	SCONJ
cana-3718	97	22	preserving	preserve	VERB
cana-3718	97	23	crucial	crucial	ADJ
cana-3718	97	24	image	image	NOUN
cana-3718	97	25	details	detail	NOUN
cana-3718	97	26	.	.	PUNCT
cana-3718	98	1	this	this	DET
cana-3718	98	2	method	method	NOUN
cana-3718	98	3	shows	show	VERB
cana-3718	98	4	particularly	particularly	ADV
cana-3718	98	5	strong	strong	ADJ
cana-3718	98	6	resilience	resilience	NOUN
cana-3718	98	7	against	against	ADP
cana-3718	98	8	increasing	increase	VERB
cana-3718	98	9	noise	noise	NOUN
cana-3718	98	10	levels	level	NOUN
cana-3718	98	11	,	,	PUNCT
cana-3718	98	12	maintaining	maintain	VERB
cana-3718	98	13	relatively	relatively	ADV
cana-3718	98	14	high	high	ADJ
cana-3718	98	15	psnr	psnr	NOUN
cana-3718	98	16	,	,	PUNCT
cana-3718	98	17	ssim	ssim	NOUN
cana-3718	98	18	,	,	PUNCT
cana-3718	98	19	ncc	ncc	PROPN
cana-3718	98	20	,	,	PUNCT
cana-3718	98	21	and	and	CCONJ
cana-3718	98	22	uqi	uqi	NOUN
cana-3718	98	23	scores	score	NOUN
cana-3718	98	24	even	even	ADV
cana-3718	98	25	as	as	SCONJ
cana-3718	98	26	the	the	DET
cana-3718	98	27	variance	variance	NOUN
cana-3718	98	28	increases	increase	VERB
cana-3718	98	29	.	.	PUNCT
cana-3718	99	1	this	this	PRON
cana-3718	99	2	suggests	suggest	VERB
cana-3718	99	3	that	that	SCONJ
cana-3718	99	4	optimized	optimize	VERB
cana-3718	99	5	nlm	nlm	NOUN
cana-3718	99	6	effectively	effectively	ADV
cana-3718	99	7	balances	balance	NOUN
cana-3718	99	8	noise	noise	NOUN
cana-3718	99	9	suppression	suppression	NOUN
cana-3718	99	10	with	with	ADP
cana-3718	99	11	detail	detail	NOUN
cana-3718	99	12	preservation	preservation	NOUN
cana-3718	99	13	,	,	PUNCT
cana-3718	99	14	a	a	DET
cana-3718	99	15	critical	critical	ADJ
cana-3718	99	16	aspect	aspect	NOUN
cana-3718	99	17	for	for	ADP
cana-3718	99	18	medical	medical	ADJ
cana-3718	99	19	imaging	imaging	NOUN
cana-3718	99	20	where	where	SCONJ
cana-3718	99	21	clarity	clarity	NOUN
cana-3718	99	22	and	and	CCONJ
cana-3718	99	23	accuracy	accuracy	NOUN
cana-3718	99	24	are	be	AUX
cana-3718	99	25	paramount	paramount	ADJ
cana-3718	99	26	.	.	PUNCT
cana-3718	100	1	kuannlm	kuannlm	NOUN
cana-3718	100	2	and	and	CCONJ
cana-3718	100	3	standard	standard	ADJ
cana-3718	100	4	nlm	nlm	PROPN
cana-3718	100	5	also	also	ADV
cana-3718	100	6	show	show	VERB
cana-3718	100	7	effectiveness	effectiveness	NOUN
cana-3718	100	8	in	in	ADP
cana-3718	100	9	noise	noise	NOUN
cana-3718	100	10	reduction	reduction	NOUN
cana-3718	100	11	but	but	CCONJ
cana-3718	100	12	lag	lag	VERB
cana-3718	100	13	behind	behind	ADP
cana-3718	100	14	the	the	DET
cana-3718	100	15	optimized	optimize	VERB
cana-3718	100	16	nlm	nlm	PROPN
cana-3718	100	17	,	,	PUNCT
cana-3718	100	18	especially	especially	ADV
cana-3718	100	19	at	at	ADP
cana-3718	100	20	higher	high	ADJ
cana-3718	100	21	noise	noise	NOUN
cana-3718	100	22	variances	variance	NOUN
cana-3718	100	23	.	.	PUNCT
cana-3718	101	1	kuan	kuan	PROPN
cana-3718	101	2	-	-	PUNCT
cana-3718	101	3	nlm	nlm	PROPN
cana-3718	101	4	generally	generally	ADV
cana-3718	101	5	performs	perform	VERB
cana-3718	101	6	better	well	ADJ
cana-3718	101	7	than	than	ADP
cana-3718	101	8	standard	standard	ADJ
cana-3718	101	9	nlm	nlm	PROPN
cana-3718	101	10	,	,	PUNCT
cana-3718	101	11	highlighting	highlight	VERB
cana-3718	101	12	the	the	DET
cana-3718	101	13	benefits	benefit	NOUN
cana-3718	101	14	of	of	ADP
cana-3718	101	15	integrating	integrate	VERB
cana-3718	101	16	the	the	DET
cana-3718	101	17	kuan	kuan	PROPN
cana-3718	101	18	filter	filter	PROPN
cana-3718	101	19	with	with	ADP
cana-3718	101	20	nlm	nlm	PROPN
cana-3718	101	21	to	to	PART
cana-3718	101	22	enhance	enhance	VERB
cana-3718	101	23	speckle	speckle	NOUN
cana-3718	101	24	reduction	reduction	NOUN
cana-3718	101	25	while	while	SCONJ
cana-3718	101	26	still	still	ADV
cana-3718	101	27	retaining	retain	VERB
cana-3718	101	28	important	important	ADJ
cana-3718	101	29	image	image	NOUN
cana-3718	101	30	features	feature	NOUN
cana-3718	101	31	.	.	PUNCT
cana-3718	102	1	anisotropic	anisotropic	NOUN
cana-3718	102	2	diffusion	diffusion	NOUN
cana-3718	102	3	and	and	CCONJ
cana-3718	102	4	wavelet	wavelet	NOUN
cana-3718	102	5	methods	method	NOUN
cana-3718	102	6	display	display	VERB
cana-3718	102	7	moderate	moderate	ADJ
cana-3718	102	8	performance	performance	NOUN
cana-3718	102	9	,	,	PUNCT
cana-3718	102	10	with	with	ADP
cana-3718	102	11	anisotropic	anisotropic	NOUN
cana-3718	102	12	diffusion	diffusion	NOUN
cana-3718	102	13	excelling	excel	VERB
cana-3718	102	14	in	in	ADP
cana-3718	102	15	maintaining	maintain	VERB
cana-3718	102	16	high	high	ADJ
cana-3718	102	17	ncc	ncc	NOUN
cana-3718	102	18	values	value	NOUN
cana-3718	102	19	across	across	ADP
cana-3718	102	20	all	all	DET
cana-3718	102	21	noise	noise	NOUN
cana-3718	102	22	levels	level	NOUN
cana-3718	102	23	,	,	PUNCT
cana-3718	102	24	suggesting	suggest	VERB
cana-3718	102	25	good	good	ADJ
cana-3718	102	26	alignment	alignment	NOUN
cana-3718	102	27	with	with	ADP
cana-3718	102	28	the	the	DET
cana-3718	102	29	original	original	ADJ
cana-3718	102	30	image	image	NOUN
cana-3718	102	31	structures	structure	NOUN
cana-3718	102	32	despite	despite	SCONJ
cana-3718	102	33	lower	low	ADJ
cana-3718	102	34	psnr	psnr	NOUN
cana-3718	102	35	and	and	CCONJ
cana-3718	102	36	ssim	ssim	NOUN
cana-3718	102	37	scores	score	NOUN
cana-3718	102	38	.	.	PUNCT
cana-3718	103	1	this	this	PRON
cana-3718	103	2	could	could	AUX
cana-3718	103	3	indicate	indicate	VERB
cana-3718	103	4	that	that	SCONJ
cana-3718	103	5	while	while	SCONJ
cana-3718	103	6	anisotropic	anisotropic	NOUN
cana-3718	103	7	diffusion	diffusion	NOUN
cana-3718	103	8	preserves	preserve	VERB
cana-3718	103	9	the	the	DET
cana-3718	103	10	general	general	ADJ
cana-3718	103	11	structure	structure	NOUN
cana-3718	103	12	,	,	PUNCT
cana-3718	103	13	it	it	PRON
cana-3718	103	14	may	may	AUX
cana-3718	103	15	not	not	PART
cana-3718	103	16	maintain	maintain	VERB
cana-3718	103	17	the	the	DET
cana-3718	103	18	same	same	ADJ
cana-3718	103	19	level	level	NOUN
cana-3718	103	20	of	of	ADP
cana-3718	103	21	detail	detail	NOUN
cana-3718	103	22	as	as	ADP
cana-3718	103	23	some	some	DET
cana-3718	103	24	nlm	nlm	NOUN
cana-3718	103	25	-	-	PUNCT
cana-3718	103	26	based	base	VERB
cana-3718	103	27	methods	method	NOUN
cana-3718	103	28	.	.	PUNCT
cana-3718	104	1	the	the	DET
cana-3718	104	2	hybrid	hybrid	ADJ
cana-3718	104	3	algorithm	algorithm	NOUN
cana-3718	104	4	,	,	PUNCT
cana-3718	104	5	while	while	SCONJ
cana-3718	104	6	innovative	innovative	ADJ
cana-3718	104	7	,	,	PUNCT
cana-3718	104	8	shows	show	VERB
cana-3718	104	9	the	the	DET
cana-3718	104	10	least	least	ADJ
cana-3718	104	11	effective	effective	ADJ
cana-3718	104	12	performance	performance	NOUN
cana-3718	104	13	in	in	ADP
cana-3718	104	14	this	this	DET
cana-3718	104	15	dataset	dataset	NOUN
cana-3718	104	16	,	,	PUNCT
cana-3718	104	17	particularly	particularly	ADV
cana-3718	104	18	in	in	ADP
cana-3718	104	19	terms	term	NOUN
cana-3718	104	20	of	of	ADP
cana-3718	104	21	psnr	psnr	NOUN
cana-3718	104	22	and	and	CCONJ
cana-3718	104	23	ssim	ssim	NOUN
cana-3718	104	24	at	at	ADP
cana-3718	104	25	higher	high	ADJ
cana-3718	104	26	noise	noise	NOUN
cana-3718	104	27	levels	level	NOUN
cana-3718	104	28	.	.	PUNCT
cana-3718	105	1	this	this	PRON
cana-3718	105	2	could	could	AUX
cana-3718	105	3	be	be	AUX
cana-3718	105	4	due	due	ADJ
cana-3718	105	5	to	to	ADP
cana-3718	105	6	the	the	DET
cana-3718	105	7	algorithm	algorithm	NOUN
cana-3718	105	8	not	not	PART
cana-3718	105	9	adequately	adequately	ADV
cana-3718	105	10	adapting	adapt	VERB
cana-3718	105	11	to	to	ADP
cana-3718	105	12	higher	high	ADJ
cana-3718	105	13	levels	level	NOUN
cana-3718	105	14	of	of	ADP
cana-3718	105	15	speckle	speckle	NOUN
cana-3718	105	16	noise	noise	NOUN
cana-3718	105	17	or	or	CCONJ
cana-3718	105	18	possibly	possibly	ADV
cana-3718	105	19	due	due	ADP
cana-3718	105	20	to	to	ADP
cana-3718	105	21	a	a	DET
cana-3718	105	22	compromise	compromise	NOUN
cana-3718	105	23	in	in	ADP
cana-3718	105	24	detail	detail	NOUN
cana-3718	105	25	preservation	preservation	NOUN
cana-3718	105	26	in	in	ADP
cana-3718	105	27	its	its	PRON
cana-3718	105	28	attempt	attempt	NOUN
cana-3718	105	29	to	to	PART
cana-3718	105	30	reduce	reduce	VERB
cana-3718	105	31	noise	noise	NOUN
cana-3718	105	32	.	.	PUNCT
cana-3718	106	1	overall	overall	ADV
cana-3718	106	2	,	,	PUNCT
cana-3718	106	3	these	these	DET
cana-3718	106	4	observations	observation	NOUN
cana-3718	106	5	underscore	underscore	VERB
cana-3718	106	6	the	the	DET
cana-3718	106	7	importance	importance	NOUN
cana-3718	106	8	of	of	ADP
cana-3718	106	9	selecting	select	VERB
cana-3718	106	10	a	a	DET
cana-3718	106	11	denoising	denoising	NOUN
cana-3718	106	12	technique	technique	NOUN
cana-3718	106	13	that	that	PRON
cana-3718	106	14	aligns	align	VERB
cana-3718	106	15	with	with	ADP
cana-3718	106	16	the	the	DET
cana-3718	106	17	specific	specific	ADJ
cana-3718	106	18	requirements	requirement	NOUN
cana-3718	106	19	of	of	ADP
cana-3718	106	20	the	the	DET
cana-3718	106	21	diagnostic	diagnostic	ADJ
cana-3718	106	22	task	task	NOUN
cana-3718	106	23	at	at	ADP
cana-3718	106	24	hand	hand	NOUN
cana-3718	106	25	,	,	PUNCT
cana-3718	106	26	balancing	balance	VERB
cana-3718	106	27	between	between	ADP
cana-3718	106	28	noise	noise	NOUN
cana-3718	106	29	reduction	reduction	NOUN
cana-3718	106	30	and	and	CCONJ
cana-3718	106	31	preservation	preservation	NOUN
cana-3718	106	32	of	of	ADP
cana-3718	106	33	crucial	crucial	ADJ
cana-3718	106	34	image	image	NOUN
cana-3718	106	35	details	detail	NOUN
cana-3718	106	36	.	.	PUNCT
cana-3718	107	1	optimized	optimize	VERB
cana-3718	107	2	nlm	nlm	PROPN
cana-3718	107	3	stands	stand	VERB
cana-3718	107	4	out	out	ADP
cana-3718	107	5	as	as	ADP
cana-3718	107	6	a	a	DET
cana-3718	107	7	particularly	particularly	ADV
cana-3718	107	8	robust	robust	ADJ
cana-3718	107	9	choice	choice	NOUN
cana-3718	107	10	for	for	ADP
cana-3718	107	11	ultrasound	ultrasound	ADJ
cana-3718	107	12	image	image	NOUN
cana-3718	107	13	denoising	denoise	VERB
cana-3718	107	14	across	across	ADP
cana-3718	107	15	various	various	ADJ
cana-3718	107	16	levels	level	NOUN
cana-3718	107	17	of	of	ADP
cana-3718	107	18	noise	noise	NOUN
cana-3718	107	19	interference	interference	NOUN
cana-3718	107	20	.	.	PUNCT
cana-3718	108	1	figure	figure	NOUN
cana-3718	108	2	2	2	NUM
cana-3718	108	3	:	:	PUNCT
cana-3718	108	4	comparison	comparison	NOUN
cana-3718	108	5	of	of	ADP
cana-3718	108	6	proposed	propose	VERB
cana-3718	108	7	and	and	CCONJ
cana-3718	108	8	existing	exist	VERB
cana-3718	108	9	approaches	approach	NOUN
cana-3718	108	10	psnr	psnr	NOUN
cana-3718	108	11	figure	figure	NOUN
cana-3718	108	12	3	3	NUM
cana-3718	108	13	:	:	PUNCT
cana-3718	108	14	comparison	comparison	NOUN
cana-3718	108	15	of	of	ADP
cana-3718	108	16	proposed	propose	VERB
cana-3718	108	17	and	and	CCONJ
cana-3718	108	18	existing	exist	VERB
cana-3718	108	19	approaches	approach	NOUN
cana-3718	108	20	ssim	ssim	NOUN
cana-3718	108	21	communications	communication	NOUN
cana-3718	108	22	on	on	ADP
cana-3718	108	23	applied	apply	VERB
cana-3718	108	24	nonlinear	nonlinear	ADJ
cana-3718	108	25	analysis	analysis	NOUN
cana-3718	108	26	issn	issn	NOUN
cana-3718	108	27	:	:	PUNCT
cana-3718	108	28	1074	1074	NUM
cana-3718	108	29	-	-	PUNCT
cana-3718	108	30	133x	133x	NUM
cana-3718	108	31	vol	vol	NOUN
cana-3718	108	32	32	32	NUM
cana-3718	108	33	no	no	NOUN
cana-3718	108	34	.	.	PUNCT
cana-3718	109	1	8s	8s	PROPN
cana-3718	109	2	(	(	PUNCT
cana-3718	109	3	2025	2025	NUM
cana-3718	109	4	)	)	PUNCT
cana-3718	109	5	573	573	NUM
cana-3718	109	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3718	109	7	figure	figure	NOUN
cana-3718	109	8	4	4	NUM
cana-3718	109	9	:	:	PUNCT
cana-3718	109	10	comparison	comparison	NOUN
cana-3718	109	11	of	of	ADP
cana-3718	109	12	proposed	propose	VERB
cana-3718	109	13	and	and	CCONJ
cana-3718	109	14	existing	exist	VERB
cana-3718	109	15	approaches	approach	NOUN
cana-3718	109	16	ncc	ncc	NOUN
cana-3718	109	17	figure	figure	NOUN
cana-3718	109	18	5	5	NUM
cana-3718	109	19	:	:	PUNCT
cana-3718	109	20	comparison	comparison	NOUN
cana-3718	109	21	of	of	ADP
cana-3718	109	22	proposed	propose	VERB
cana-3718	109	23	and	and	CCONJ
cana-3718	109	24	existing	exist	VERB
cana-3718	109	25	approaches	approach	NOUN
cana-3718	109	26	uqi	uqi	NOUN
cana-3718	109	27	denoising	denoising	NOUN
cana-3718	109	28	method	method	NOUN
cana-3718	109	29	average	average	ADJ
cana-3718	109	30	time	time	NOUN
cana-3718	109	31	taken	take	VERB
cana-3718	109	32	in	in	ADP
cana-3718	109	33	seconds	second	NOUN
cana-3718	109	34	(	(	PUNCT
cana-3718	109	35	50	50	NUM
cana-3718	109	36	images	image	NOUN
cana-3718	109	37	)	)	PUNCT
cana-3718	109	38	proposed	propose	VERB
cana-3718	109	39	method	method	NOUN
cana-3718	109	40	19.5	19.5	NUM
cana-3718	109	41	kuan	kuan	PROPN
cana-3718	109	42	-	-	PUNCT
cana-3718	109	43	nlm	nlm	PROPN
cana-3718	109	44	method	method	NOUN
cana-3718	109	45	16.8	16.8	NUM
cana-3718	109	46	non	non	ADJ
cana-3718	109	47	-	-	ADJ
cana-3718	109	48	local	local	ADJ
cana-3718	109	49	means	mean	VERB
cana-3718	109	50	filter	filter	NOUN
cana-3718	109	51	15.38	15.38	NUM
cana-3718	109	52	anisotropic	anisotropic	NOUN
cana-3718	109	53	diffusion	diffusion	NOUN
cana-3718	109	54	filter	filter	NOUN
cana-3718	109	55	36.7	36.7	NUM
cana-3718	109	56	wavelet	wavelet	NOUN
cana-3718	109	57	-	-	PUNCT
cana-3718	109	58	based	base	VERB
cana-3718	109	59	hybrid	hybrid	ADJ
cana-3718	109	60	thresholding	thresholde	VERB
cana-3718	109	61	filter	filter	NOUN
cana-3718	109	62	1.44	1.44	NUM
cana-3718	109	63	hybrid	hybrid	ADJ
cana-3718	109	64	algorithm	algorithm	NOUN
cana-3718	109	65	filter	filter	NOUN
cana-3718	109	66	8.18	8.18	NUM
cana-3718	109	67	modified	modify	VERB
cana-3718	109	68	fourier	fourier	NOUN
cana-3718	109	69	transform	transform	VERB
cana-3718	109	70	filter	filter	NOUN
cana-3718	109	71	21.9	21.9	NUM
cana-3718	109	72	table	table	NOUN
cana-3718	109	73	3	3	NUM
cana-3718	109	74	:	:	PUNCT
cana-3718	109	75	comparison	comparison	NOUN
cana-3718	109	76	of	of	ADP
cana-3718	109	77	hybrid	hybrid	NOUN
cana-3718	109	78	(	(	PUNCT
cana-3718	109	79	proposed	propose	VERB
cana-3718	109	80	)	)	PUNCT
cana-3718	109	81	approach	approach	NOUN
cana-3718	109	82	with	with	ADP
cana-3718	109	83	existing	exist	VERB
cana-3718	109	84	approaches	approach	NOUN
cana-3718	109	85	time	time	NOUN
cana-3718	109	86	delay	delay	VERB
cana-3718	109	87	the	the	DET
cana-3718	109	88	table	table	NOUN
cana-3718	109	89	provided	provide	VERB
cana-3718	109	90	details	detail	NOUN
cana-3718	109	91	the	the	DET
cana-3718	109	92	average	average	ADJ
cana-3718	109	93	time	time	NOUN
cana-3718	109	94	taken	take	VERB
cana-3718	109	95	to	to	PART
cana-3718	109	96	process	process	VERB
cana-3718	109	97	50	50	NUM
cana-3718	109	98	images	image	NOUN
cana-3718	109	99	using	use	VERB
cana-3718	109	100	various	various	ADJ
cana-3718	109	101	denoising	denoise	VERB
cana-3718	109	102	methods	method	NOUN
cana-3718	109	103	,	,	PUNCT
cana-3718	109	104	which	which	PRON
cana-3718	109	105	are	be	AUX
cana-3718	109	106	crucial	crucial	ADJ
cana-3718	109	107	for	for	ADP
cana-3718	109	108	reducing	reduce	VERB
cana-3718	109	109	noise	noise	NOUN
cana-3718	109	110	in	in	ADP
cana-3718	109	111	medical	medical	ADJ
cana-3718	109	112	imaging	imaging	NOUN
cana-3718	109	113	such	such	ADJ
cana-3718	109	114	as	as	ADP
cana-3718	109	115	ultrasound	ultrasound	NOUN
cana-3718	109	116	.	.	PUNCT
cana-3718	110	1	this	this	DET
cana-3718	110	2	kind	kind	NOUN
cana-3718	110	3	of	of	ADP
cana-3718	110	4	analysis	analysis	NOUN
cana-3718	110	5	helps	help	VERB
cana-3718	110	6	in	in	ADP
cana-3718	110	7	evaluating	evaluate	VERB
cana-3718	110	8	the	the	DET
cana-3718	110	9	computational	computational	ADJ
cana-3718	110	10	efficiency	efficiency	NOUN
cana-3718	110	11	of	of	ADP
cana-3718	110	12	different	different	ADJ
cana-3718	110	13	filters	filter	NOUN
cana-3718	110	14	,	,	PUNCT
cana-3718	110	15	an	an	DET
cana-3718	110	16	important	important	ADJ
cana-3718	110	17	factor	factor	NOUN
cana-3718	110	18	in	in	ADP
cana-3718	110	19	clinical	clinical	ADJ
cana-3718	110	20	settings	setting	NOUN
cana-3718	110	21	where	where	SCONJ
cana-3718	110	22	time	time	NOUN
cana-3718	110	23	is	be	AUX
cana-3718	110	24	often	often	ADV
cana-3718	110	25	critical	critical	ADJ
cana-3718	110	26	.	.	PUNCT
cana-3718	111	1	the	the	DET
cana-3718	111	2	"	"	PUNCT
cana-3718	111	3	proposed	propose	VERB
cana-3718	111	4	method	method	NOUN
cana-3718	111	5	"	"	PUNCT
cana-3718	111	6	has	have	VERB
cana-3718	111	7	an	an	DET
cana-3718	111	8	average	average	ADJ
cana-3718	111	9	processing	processing	NOUN
cana-3718	111	10	time	time	NOUN
cana-3718	111	11	of	of	ADP
cana-3718	111	12	19.5	19.5	NUM
cana-3718	111	13	seconds	second	NOUN
cana-3718	111	14	for	for	ADP
cana-3718	111	15	50	50	NUM
cana-3718	111	16	images	image	NOUN
cana-3718	111	17	,	,	PUNCT
cana-3718	111	18	indicating	indicate	VERB
cana-3718	111	19	a	a	DET
cana-3718	111	20	moderate	moderate	ADJ
cana-3718	111	21	speed	speed	NOUN
cana-3718	111	22	relative	relative	ADJ
cana-3718	111	23	to	to	ADP
cana-3718	111	24	others	other	NOUN
cana-3718	111	25	.	.	PUNCT
cana-3718	112	1	this	this	PRON
cana-3718	112	2	suggests	suggest	VERB
cana-3718	112	3	that	that	SCONJ
cana-3718	112	4	while	while	SCONJ
cana-3718	112	5	it	it	PRON
cana-3718	112	6	may	may	AUX
cana-3718	112	7	not	not	PART
cana-3718	112	8	be	be	AUX
cana-3718	112	9	the	the	DET
cana-3718	112	10	fastest	fast	ADJ
cana-3718	112	11	,	,	PUNCT
cana-3718	112	12	it	it	PRON
cana-3718	112	13	potentially	potentially	ADV
cana-3718	112	14	offers	offer	VERB
cana-3718	112	15	a	a	DET
cana-3718	112	16	balance	balance	NOUN
cana-3718	112	17	between	between	ADP
cana-3718	112	18	effective	effective	ADJ
cana-3718	112	19	noise	noise	NOUN
cana-3718	112	20	reduction	reduction	NOUN
cana-3718	112	21	and	and	CCONJ
cana-3718	112	22	processing	processing	NOUN
cana-3718	112	23	time	time	NOUN
cana-3718	112	24	.	.	PUNCT
cana-3718	113	1	the	the	DET
cana-3718	113	2	"	"	PUNCT
cana-3718	113	3	kuan	kuan	PROPN
cana-3718	113	4	-	-	PUNCT
cana-3718	113	5	nlm	nlm	PROPN
cana-3718	113	6	method	method	NOUN
cana-3718	113	7	"	"	PUNCT
cana-3718	113	8	and	and	CCONJ
cana-3718	113	9	"	"	PUNCT
cana-3718	113	10	non	non	ADJ
cana-3718	113	11	-	-	ADJ
cana-3718	113	12	local	local	ADJ
cana-3718	113	13	means	mean	NOUN
cana-3718	113	14	filter	filter	NOUN
cana-3718	113	15	"	"	PUNCT
cana-3718	113	16	show	show	VERB
cana-3718	113	17	faster	fast	ADJ
cana-3718	113	18	processing	processing	NOUN
cana-3718	113	19	times	time	NOUN
cana-3718	113	20	of	of	ADP
cana-3718	113	21	16.8	16.8	NUM
cana-3718	113	22	and	and	CCONJ
cana-3718	113	23	15.38	15.38	NUM
cana-3718	113	24	seconds	second	NOUN
cana-3718	113	25	respectively	respectively	ADV
cana-3718	113	26	,	,	PUNCT
cana-3718	113	27	making	make	VERB
cana-3718	113	28	them	they	PRON
cana-3718	113	29	attractive	attractive	ADJ
cana-3718	113	30	for	for	ADP
cana-3718	113	31	situations	situation	NOUN
cana-3718	113	32	where	where	SCONJ
cana-3718	113	33	speed	speed	NOUN
cana-3718	113	34	is	be	AUX
cana-3718	113	35	more	more	ADV
cana-3718	113	36	critical	critical	ADJ
cana-3718	113	37	than	than	ADP
cana-3718	113	38	the	the	DET
cana-3718	113	39	utmost	utmost	ADJ
cana-3718	113	40	quality	quality	NOUN
cana-3718	113	41	of	of	ADP
cana-3718	113	42	denoising	denoising	NOUN
cana-3718	113	43	.	.	PUNCT
cana-3718	114	1	these	these	DET
cana-3718	114	2	methods	method	NOUN
cana-3718	114	3	are	be	AUX
cana-3718	114	4	generally	generally	ADV
cana-3718	114	5	favored	favor	VERB
cana-3718	114	6	for	for	ADP
cana-3718	114	7	their	their	PRON
cana-3718	114	8	balance	balance	NOUN
cana-3718	114	9	of	of	ADP
cana-3718	114	10	simplicity	simplicity	NOUN
cana-3718	114	11	and	and	CCONJ
cana-3718	114	12	effectiveness	effectiveness	NOUN
cana-3718	114	13	in	in	ADP
cana-3718	114	14	noise	noise	NOUN
cana-3718	114	15	reduction	reduction	NOUN
cana-3718	114	16	.	.	PUNCT
cana-3718	115	1	conversely	conversely	ADV
cana-3718	115	2	,	,	PUNCT
cana-3718	115	3	the	the	DET
cana-3718	115	4	"	"	PUNCT
cana-3718	115	5	anisotropic	anisotropic	NOUN
cana-3718	115	6	diffusion	diffusion	NOUN
cana-3718	115	7	filter	filter	NOUN
cana-3718	115	8	"	"	PUNCT
cana-3718	115	9	takes	take	VERB
cana-3718	115	10	considerably	considerably	ADV
cana-3718	115	11	longer	long	ADV
cana-3718	115	12	,	,	PUNCT
cana-3718	115	13	with	with	ADP
cana-3718	115	14	an	an	DET
cana-3718	115	15	average	average	ADJ
cana-3718	115	16	time	time	NOUN
cana-3718	115	17	of	of	ADP
cana-3718	115	18	36.7	36.7	NUM
cana-3718	115	19	seconds	second	NOUN
cana-3718	115	20	.	.	PUNCT
cana-3718	116	1	this	this	DET
cana-3718	116	2	method	method	NOUN
cana-3718	116	3	is	be	AUX
cana-3718	116	4	known	know	VERB
cana-3718	116	5	for	for	ADP
cana-3718	116	6	its	its	PRON
cana-3718	116	7	high	high	ADJ
cana-3718	116	8	-	-	PUNCT
cana-3718	116	9	quality	quality	NOUN
cana-3718	116	10	denoising	denoising	NOUN
cana-3718	116	11	capabilities	capability	NOUN
cana-3718	116	12	,	,	PUNCT
cana-3718	116	13	particularly	particularly	ADV
cana-3718	116	14	in	in	ADP
cana-3718	116	15	preserving	preserve	VERB
cana-3718	116	16	edges	edge	NOUN
cana-3718	116	17	and	and	CCONJ
cana-3718	116	18	detailed	detailed	ADJ
cana-3718	116	19	structures	structure	NOUN
cana-3718	116	20	in	in	ADP
cana-3718	116	21	images	image	NOUN
cana-3718	116	22	,	,	PUNCT
cana-3718	116	23	which	which	PRON
cana-3718	116	24	might	might	AUX
cana-3718	116	25	justify	justify	VERB
cana-3718	116	26	the	the	DET
cana-3718	116	27	longer	long	ADJ
cana-3718	116	28	processing	processing	NOUN
cana-3718	116	29	time	time	NOUN
cana-3718	116	30	in	in	ADP
cana-3718	116	31	scenarios	scenario	NOUN
cana-3718	116	32	where	where	SCONJ
cana-3718	116	33	image	image	NOUN
cana-3718	116	34	quality	quality	NOUN
cana-3718	116	35	is	be	AUX
cana-3718	116	36	paramount	paramount	ADJ
cana-3718	116	37	.	.	PUNCT
cana-3718	117	1	the	the	DET
cana-3718	117	2	"	"	PUNCT
cana-3718	117	3	wavelet	wavelet	NOUN
cana-3718	117	4	-	-	PUNCT
cana-3718	117	5	based	base	VERB
cana-3718	117	6	hybrid	hybrid	ADJ
cana-3718	117	7	thresholding	thresholde	VERB
cana-3718	117	8	filter	filter	NOUN
cana-3718	117	9	"	"	PUNCT
cana-3718	117	10	stands	stand	VERB
cana-3718	117	11	out	out	ADP
cana-3718	117	12	with	with	ADP
cana-3718	117	13	the	the	DET
cana-3718	117	14	shortest	short	ADJ
cana-3718	117	15	processing	processing	NOUN
cana-3718	117	16	time	time	NOUN
cana-3718	117	17	at	at	ADP
cana-3718	117	18	only	only	ADV
cana-3718	117	19	1.44	1.44	NUM
cana-3718	117	20	seconds	second	NOUN
cana-3718	117	21	.	.	PUNCT
cana-3718	118	1	its	its	PRON
cana-3718	118	2	rapid	rapid	ADJ
cana-3718	118	3	performance	performance	NOUN
cana-3718	118	4	could	could	AUX
cana-3718	118	5	be	be	AUX
cana-3718	118	6	highly	highly	ADV
cana-3718	118	7	beneficial	beneficial	ADJ
cana-3718	118	8	in	in	ADP
cana-3718	118	9	high	high	ADJ
cana-3718	118	10	-	-	PUNCT
cana-3718	118	11	throughput	throughput	NOUN
cana-3718	118	12	settings	setting	NOUN
cana-3718	118	13	or	or	CCONJ
cana-3718	118	14	when	when	SCONJ
cana-3718	118	15	quick	quick	ADJ
cana-3718	118	16	preliminary	preliminary	ADJ
cana-3718	118	17	analyses	analysis	NOUN
cana-3718	118	18	are	be	AUX
cana-3718	118	19	needed	need	VERB
cana-3718	118	20	.	.	PUNCT
cana-3718	119	1	however	however	ADV
cana-3718	119	2	,	,	PUNCT
cana-3718	119	3	the	the	DET
cana-3718	119	4	trade	trade	NOUN
cana-3718	119	5	-	-	PUNCT
cana-3718	119	6	off	off	NOUN
cana-3718	119	7	might	might	AUX
cana-3718	119	8	be	be	AUX
cana-3718	119	9	in	in	ADP
cana-3718	119	10	the	the	DET
cana-3718	119	11	quality	quality	NOUN
cana-3718	119	12	of	of	ADP
cana-3718	119	13	denoising	denoising	NOUN
cana-3718	119	14	,	,	PUNCT
cana-3718	119	15	which	which	PRON
cana-3718	119	16	needs	need	VERB
cana-3718	119	17	to	to	PART
cana-3718	119	18	be	be	AUX
cana-3718	119	19	evaluated	evaluate	VERB
cana-3718	119	20	based	base	VERB
cana-3718	119	21	on	on	ADP
cana-3718	119	22	specific	specific	ADJ
cana-3718	119	23	use	use	NOUN
cana-3718	119	24	cases	case	NOUN
cana-3718	119	25	.	.	PUNCT
cana-3718	120	1	the	the	DET
cana-3718	120	2	"	"	PUNCT
cana-3718	120	3	hybrid	hybrid	ADJ
cana-3718	120	4	algorithm	algorithm	NOUN
cana-3718	120	5	filter	filter	NOUN
cana-3718	120	6	"	"	PUNCT
cana-3718	120	7	and	and	CCONJ
cana-3718	120	8	"	"	PUNCT
cana-3718	120	9	modified	modify	VERB
cana-3718	120	10	fourier	fourier	NOUN
cana-3718	120	11	transform	transform	NOUN
cana-3718	120	12	filter	filter	NOUN
cana-3718	120	13	"	"	PUNCT
cana-3718	120	14	show	show	NOUN
cana-3718	120	15	moderate	moderate	ADJ
cana-3718	120	16	to	to	ADP
cana-3718	120	17	high	high	ADJ
cana-3718	120	18	processing	processing	NOUN
cana-3718	120	19	times	time	NOUN
cana-3718	120	20	at	at	ADP
cana-3718	120	21	8.18	8.18	NUM
cana-3718	120	22	and	and	CCONJ
cana-3718	120	23	21.9	21.9	NUM
cana-3718	120	24	seconds	second	NOUN
cana-3718	120	25	respectively	respectively	ADV
cana-3718	120	26	.	.	PUNCT
cana-3718	121	1	these	these	DET
cana-3718	121	2	values	value	NOUN
cana-3718	121	3	suggest	suggest	VERB
cana-3718	121	4	that	that	SCONJ
cana-3718	121	5	these	these	DET
cana-3718	121	6	methods	method	NOUN
cana-3718	121	7	might	might	AUX
cana-3718	121	8	incorporate	incorporate	VERB
cana-3718	121	9	more	more	ADV
cana-3718	121	10	complex	complex	ADJ
cana-3718	121	11	algorithms	algorithm	NOUN
cana-3718	121	12	,	,	PUNCT
cana-3718	121	13	potentially	potentially	ADV
cana-3718	121	14	leading	lead	VERB
cana-3718	121	15	to	to	ADP
cana-3718	121	16	better	well	ADJ
cana-3718	121	17	noise	noise	NOUN
cana-3718	121	18	reduction	reduction	NOUN
cana-3718	121	19	at	at	ADP
cana-3718	121	20	the	the	DET
cana-3718	121	21	cost	cost	NOUN
cana-3718	121	22	of	of	ADP
cana-3718	121	23	increased	increase	VERB
cana-3718	121	24	processing	processing	NOUN
cana-3718	121	25	time	time	NOUN
cana-3718	121	26	.	.	PUNCT
cana-3718	122	1	overall	overall	ADV
cana-3718	122	2	,	,	PUNCT
cana-3718	122	3	the	the	DET
cana-3718	122	4	selection	selection	NOUN
cana-3718	122	5	of	of	ADP
cana-3718	122	6	a	a	DET
cana-3718	122	7	denoising	denoising	NOUN
cana-3718	122	8	method	method	NOUN
cana-3718	122	9	must	must	AUX
cana-3718	122	10	consider	consider	VERB
cana-3718	122	11	both	both	CCONJ
cana-3718	122	12	the	the	DET
cana-3718	122	13	quality	quality	NOUN
cana-3718	122	14	of	of	ADP
cana-3718	122	15	noise	noise	NOUN
cana-3718	122	16	reduction	reduction	NOUN
cana-3718	122	17	required	require	VERB
cana-3718	122	18	and	and	CCONJ
cana-3718	122	19	the	the	DET
cana-3718	122	20	processing	processing	NOUN
cana-3718	122	21	time	time	NOUN
cana-3718	122	22	constraints	constraint	NOUN
cana-3718	122	23	of	of	ADP
cana-3718	122	24	the	the	DET
cana-3718	122	25	clinical	clinical	ADJ
cana-3718	122	26	communications	communication	NOUN
cana-3718	122	27	on	on	ADP
cana-3718	122	28	applied	apply	VERB
cana-3718	122	29	nonlinear	nonlinear	ADJ
cana-3718	122	30	analysis	analysis	NOUN
cana-3718	122	31	issn	issn	NOUN
cana-3718	122	32	:	:	PUNCT
cana-3718	122	33	1074	1074	NUM
cana-3718	122	34	-	-	PUNCT
cana-3718	122	35	133x	133x	NUM
cana-3718	122	36	vol	vol	NOUN
cana-3718	122	37	32	32	NUM
cana-3718	122	38	no	no	NOUN
cana-3718	122	39	.	.	PUNCT
cana-3718	123	1	8s	8s	PROPN
cana-3718	123	2	(	(	PUNCT
cana-3718	123	3	2025	2025	NUM
cana-3718	123	4	)	)	PUNCT
cana-3718	123	5	574	574	NUM
cana-3718	123	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3718	123	7	environment	environment	NOUN
cana-3718	123	8	.	.	PUNCT
cana-3718	124	1	faster	fast	ADJ
cana-3718	124	2	methods	method	NOUN
cana-3718	124	3	like	like	ADP
cana-3718	124	4	the	the	DET
cana-3718	124	5	wavelet	wavelet	NOUN
cana-3718	124	6	-	-	PUNCT
cana-3718	124	7	based	base	VERB
cana-3718	124	8	filter	filter	NOUN
cana-3718	124	9	offer	offer	VERB
cana-3718	124	10	quick	quick	ADJ
cana-3718	124	11	results	result	NOUN
cana-3718	124	12	,	,	PUNCT
cana-3718	124	13	while	while	SCONJ
cana-3718	124	14	others	other	NOUN
cana-3718	124	15	like	like	ADP
cana-3718	124	16	the	the	DET
cana-3718	124	17	anisotropic	anisotropic	NOUN
cana-3718	124	18	diffusion	diffusion	NOUN
cana-3718	124	19	provide	provide	VERB
cana-3718	124	20	higher	high	ADJ
cana-3718	124	21	quality	quality	NOUN
cana-3718	124	22	at	at	ADP
cana-3718	124	23	the	the	DET
cana-3718	124	24	expense	expense	NOUN
cana-3718	124	25	of	of	ADP
cana-3718	124	26	speed	speed	NOUN
cana-3718	124	27	.	.	PUNCT
cana-3718	125	1	figure	figure	VERB
cana-3718	125	2	6	6	NUM
cana-3718	125	3	:	:	PUNCT
cana-3718	125	4	comparison	comparison	NOUN
cana-3718	125	5	of	of	ADP
cana-3718	125	6	hybrid	hybrid	NOUN
cana-3718	125	7	(	(	PUNCT
cana-3718	125	8	proposed	propose	VERB
cana-3718	125	9	)	)	PUNCT
cana-3718	125	10	approach	approach	NOUN
cana-3718	125	11	with	with	ADP
cana-3718	125	12	existing	exist	VERB
cana-3718	125	13	approaches	approach	NOUN
cana-3718	125	14	time	time	NOUN
cana-3718	125	15	delay	delay	NOUN
cana-3718	125	16	conclusion	conclusion	NOUN
cana-3718	125	17	the	the	DET
cana-3718	125	18	study	study	NOUN
cana-3718	125	19	presented	present	VERB
cana-3718	125	20	a	a	DET
cana-3718	125	21	novel	novel	ADJ
cana-3718	125	22	approach	approach	NOUN
cana-3718	125	23	to	to	ADP
cana-3718	125	24	ultrasound	ultrasound	VERB
cana-3718	125	25	image	image	NOUN
cana-3718	125	26	enhancement	enhancement	NOUN
cana-3718	125	27	,	,	PUNCT
cana-3718	125	28	harnessing	harness	VERB
cana-3718	125	29	the	the	DET
cana-3718	125	30	capabilities	capability	NOUN
cana-3718	125	31	of	of	ADP
cana-3718	125	32	convolutional	convolutional	ADJ
cana-3718	125	33	neural	neural	ADJ
cana-3718	125	34	networks	network	NOUN
cana-3718	125	35	(	(	PUNCT
cana-3718	125	36	cnn	cnn	PROPN
cana-3718	125	37	)	)	PUNCT
cana-3718	125	38	integrated	integrate	VERB
cana-3718	125	39	with	with	ADP
cana-3718	125	40	grey	grey	ADJ
cana-3718	125	41	wolves	wolf	NOUN
cana-3718	125	42	optimization	optimization	NOUN
cana-3718	125	43	to	to	PART
cana-3718	125	44	tackle	tackle	VERB
cana-3718	125	45	the	the	DET
cana-3718	125	46	persistent	persistent	ADJ
cana-3718	125	47	issue	issue	NOUN
cana-3718	125	48	of	of	ADP
cana-3718	125	49	speckle	speckle	NOUN
cana-3718	125	50	noise	noise	NOUN
cana-3718	125	51	in	in	ADP
cana-3718	125	52	medical	medical	ADJ
cana-3718	125	53	imaging	imaging	NOUN
cana-3718	125	54	.	.	PUNCT
cana-3718	126	1	our	our	PRON
cana-3718	126	2	method	method	NOUN
cana-3718	126	3	demonstrated	demonstrate	VERB
cana-3718	126	4	significant	significant	ADJ
cana-3718	126	5	improvements	improvement	NOUN
cana-3718	126	6	in	in	ADP
cana-3718	126	7	image	image	NOUN
cana-3718	126	8	clarity	clarity	NOUN
cana-3718	126	9	and	and	CCONJ
cana-3718	126	10	detail	detail	NOUN
cana-3718	126	11	preservation	preservation	NOUN
cana-3718	126	12	,	,	PUNCT
cana-3718	126	13	addressing	address	VERB
cana-3718	126	14	a	a	DET
cana-3718	126	15	crucial	crucial	ADJ
cana-3718	126	16	need	need	NOUN
cana-3718	126	17	in	in	ADP
cana-3718	126	18	medical	medical	ADJ
cana-3718	126	19	diagnostics	diagnostic	NOUN
cana-3718	126	20	for	for	ADP
cana-3718	126	21	accurate	accurate	ADJ
cana-3718	126	22	and	and	CCONJ
cana-3718	126	23	reliable	reliable	ADJ
cana-3718	126	24	imaging	imaging	NOUN
cana-3718	126	25	techniques	technique	NOUN
cana-3718	126	26	.	.	PUNCT
cana-3718	127	1	throughout	throughout	ADP
cana-3718	127	2	the	the	DET
cana-3718	127	3	experiments	experiment	NOUN
cana-3718	127	4	,	,	PUNCT
cana-3718	127	5	the	the	DET
cana-3718	127	6	proposed	propose	VERB
cana-3718	127	7	method	method	NOUN
cana-3718	127	8	consistently	consistently	ADV
cana-3718	127	9	outperformed	outperform	VERB
cana-3718	127	10	traditional	traditional	ADJ
cana-3718	127	11	denoising	denoising	NOUN
cana-3718	127	12	techniques	technique	NOUN
cana-3718	127	13	such	such	ADJ
cana-3718	127	14	as	as	ADP
cana-3718	127	15	kuan	kuan	PROPN
cana-3718	127	16	-	-	PUNCT
cana-3718	127	17	nlm	nlm	PROPN
cana-3718	127	18	,	,	PUNCT
cana-3718	127	19	anisotropic	anisotropic	NOUN
cana-3718	127	20	diffusion	diffusion	NOUN
cana-3718	127	21	,	,	PUNCT
cana-3718	127	22	and	and	CCONJ
cana-3718	127	23	wavelet	wavelet	NOUN
cana-3718	127	24	-	-	PUNCT
cana-3718	127	25	based	base	VERB
cana-3718	127	26	methods	method	NOUN
cana-3718	127	27	.	.	PUNCT
cana-3718	128	1	these	these	DET
cana-3718	128	2	improvements	improvement	NOUN
cana-3718	128	3	were	be	AUX
cana-3718	128	4	quantitatively	quantitatively	ADV
cana-3718	128	5	evident	evident	ADJ
cana-3718	128	6	in	in	ADP
cana-3718	128	7	the	the	DET
cana-3718	128	8	superior	superior	ADJ
cana-3718	128	9	performance	performance	NOUN
cana-3718	128	10	metrics	metric	NOUN
cana-3718	128	11	observed	observe	VERB
cana-3718	128	12	:	:	PUNCT
cana-3718	128	13	the	the	DET
cana-3718	128	14	optimized	optimize	VERB
cana-3718	128	15	nlm	nlm	PROPN
cana-3718	128	16	filter	filter	NOUN
cana-3718	128	17	achieved	achieve	VERB
cana-3718	128	18	the	the	DET
cana-3718	128	19	highest	high	ADJ
cana-3718	128	20	scores	score	NOUN
cana-3718	128	21	in	in	ADP
cana-3718	128	22	peak	peak	NOUN
cana-3718	128	23	signalto	signalto	NOUN
cana-3718	128	24	-	-	PUNCT
cana-3718	128	25	noise	noise	NOUN
cana-3718	128	26	ratio	ratio	NOUN
cana-3718	128	27	(	(	PUNCT
cana-3718	128	28	psnr	psnr	NOUN
cana-3718	128	29	)	)	PUNCT
cana-3718	128	30	,	,	PUNCT
cana-3718	128	31	structural	structural	ADJ
cana-3718	128	32	similarity	similarity	NOUN
cana-3718	128	33	index	index	NOUN
cana-3718	128	34	(	(	PUNCT
cana-3718	128	35	ssim	ssim	NOUN
cana-3718	128	36	)	)	PUNCT
cana-3718	128	37	,	,	PUNCT
cana-3718	128	38	normalized	normalize	VERB
cana-3718	128	39	cross	cross	NOUN
cana-3718	128	40	-	-	NOUN
cana-3718	128	41	correlation	correlation	NOUN
cana-3718	128	42	(	(	PUNCT
cana-3718	128	43	ncc	ncc	NOUN
cana-3718	128	44	)	)	PUNCT
cana-3718	128	45	,	,	PUNCT
cana-3718	128	46	and	and	CCONJ
cana-3718	128	47	universal	universal	ADJ
cana-3718	128	48	quality	quality	NOUN
cana-3718	128	49	index	index	NOUN
cana-3718	128	50	(	(	PUNCT
cana-3718	128	51	uqi	uqi	PROPN
cana-3718	128	52	)	)	PUNCT
cana-3718	128	53	across	across	ADP
cana-3718	128	54	varying	vary	VERB
cana-3718	128	55	levels	level	NOUN
cana-3718	128	56	of	of	ADP
cana-3718	128	57	speckle	speckle	NOUN
cana-3718	128	58	noise	noise	NOUN
cana-3718	128	59	.	.	PUNCT
cana-3718	129	1	specifically	specifically	ADV
cana-3718	129	2	,	,	PUNCT
cana-3718	129	3	the	the	DET
cana-3718	129	4	optimized	optimize	VERB
cana-3718	129	5	nlm	nlm	NOUN
cana-3718	129	6	maintained	maintain	VERB
cana-3718	129	7	high	high	ADJ
cana-3718	129	8	performance	performance	NOUN
cana-3718	129	9	even	even	ADV
cana-3718	129	10	at	at	ADP
cana-3718	129	11	higher	high	ADJ
cana-3718	129	12	noise	noise	NOUN
cana-3718	129	13	variances	variance	NOUN
cana-3718	129	14	,	,	PUNCT
cana-3718	129	15	underscoring	underscore	VERB
cana-3718	129	16	its	its	PRON
cana-3718	129	17	robustness	robustness	NOUN
cana-3718	129	18	and	and	CCONJ
cana-3718	129	19	effectiveness	effectiveness	NOUN
cana-3718	129	20	in	in	ADP
cana-3718	129	21	speckle	speckle	NOUN
cana-3718	129	22	noise	noise	NOUN
cana-3718	129	23	reduction	reduction	NOUN
cana-3718	129	24	.	.	PUNCT
cana-3718	130	1	for	for	ADP
cana-3718	130	2	instance	instance	NOUN
cana-3718	130	3	,	,	PUNCT
cana-3718	130	4	at	at	ADP
cana-3718	130	5	a	a	DET
cana-3718	130	6	noise	noise	NOUN
cana-3718	130	7	variance	variance	NOUN
cana-3718	130	8	of	of	ADP
cana-3718	130	9	0.01	0.01	NUM
cana-3718	130	10	,	,	PUNCT
cana-3718	130	11	the	the	DET
cana-3718	130	12	optimized	optimize	VERB
cana-3718	130	13	nlm	nlm	NOUN
cana-3718	130	14	not	not	PART
cana-3718	130	15	only	only	ADV
cana-3718	130	16	excelled	excel	VERB
cana-3718	130	17	with	with	ADP
cana-3718	130	18	a	a	DET
cana-3718	130	19	psnr	psnr	NOUN
cana-3718	130	20	of	of	ADP
cana-3718	130	21	35.71	35.71	NUM
cana-3718	130	22	,	,	PUNCT
cana-3718	130	23	but	but	CCONJ
cana-3718	130	24	also	also	ADV
cana-3718	130	25	maintained	maintain	VERB
cana-3718	130	26	near	near	ADV
cana-3718	130	27	-	-	PUNCT
cana-3718	130	28	perfect	perfect	ADJ
cana-3718	130	29	ssim	ssim	NOUN
cana-3718	130	30	and	and	CCONJ
cana-3718	130	31	ncc	ncc	NOUN
cana-3718	130	32	scores	score	NOUN
cana-3718	130	33	,	,	PUNCT
cana-3718	130	34	highlighting	highlight	VERB
cana-3718	130	35	its	its	PRON
cana-3718	130	36	capability	capability	NOUN
cana-3718	130	37	to	to	PART
cana-3718	130	38	preserve	preserve	VERB
cana-3718	130	39	the	the	DET
cana-3718	130	40	structural	structural	ADJ
cana-3718	130	41	integrity	integrity	NOUN
cana-3718	130	42	and	and	CCONJ
cana-3718	130	43	visual	visual	ADJ
cana-3718	130	44	quality	quality	NOUN
cana-3718	130	45	of	of	ADP
cana-3718	130	46	the	the	DET
cana-3718	130	47	ultrasound	ultrasound	NOUN
cana-3718	130	48	images	image	NOUN
cana-3718	130	49	.	.	PUNCT
cana-3718	131	1	moreover	moreover	ADV
cana-3718	131	2	,	,	PUNCT
cana-3718	131	3	the	the	DET
cana-3718	131	4	computational	computational	ADJ
cana-3718	131	5	efficiency	efficiency	NOUN
cana-3718	131	6	of	of	ADP
cana-3718	131	7	the	the	DET
cana-3718	131	8	proposed	propose	VERB
cana-3718	131	9	method	method	NOUN
cana-3718	131	10	was	be	AUX
cana-3718	131	11	competitive	competitive	ADJ
cana-3718	131	12	,	,	PUNCT
cana-3718	131	13	offering	offer	VERB
cana-3718	131	14	a	a	DET
cana-3718	131	15	balanced	balanced	ADJ
cana-3718	131	16	trade	trade	NOUN
cana-3718	131	17	-	-	PUNCT
cana-3718	131	18	off	off	NOUN
cana-3718	131	19	between	between	ADP
cana-3718	131	20	speed	speed	NOUN
cana-3718	131	21	and	and	CCONJ
cana-3718	131	22	performance	performance	NOUN
cana-3718	131	23	.	.	PUNCT
cana-3718	132	1	the	the	DET
cana-3718	132	2	processing	processing	NOUN
cana-3718	132	3	time	time	NOUN
cana-3718	132	4	of	of	ADP
cana-3718	132	5	the	the	DET
cana-3718	132	6	proposed	propose	VERB
cana-3718	132	7	method	method	NOUN
cana-3718	132	8	stood	stand	VERB
cana-3718	132	9	at	at	ADP
cana-3718	132	10	19.5	19.5	NUM
cana-3718	132	11	seconds	second	NOUN
cana-3718	132	12	for	for	ADP
cana-3718	132	13	50	50	NUM
cana-3718	132	14	images	image	NOUN
cana-3718	132	15	,	,	PUNCT
cana-3718	132	16	which	which	PRON
cana-3718	132	17	is	be	AUX
cana-3718	132	18	reasonable	reasonable	ADJ
cana-3718	132	19	given	give	VERB
cana-3718	132	20	the	the	DET
cana-3718	132	21	complexity	complexity	NOUN
cana-3718	132	22	of	of	ADP
cana-3718	132	23	the	the	DET
cana-3718	132	24	tasks	task	NOUN
cana-3718	132	25	involved	involve	VERB
cana-3718	132	26	and	and	CCONJ
cana-3718	132	27	the	the	DET
cana-3718	132	28	quality	quality	NOUN
cana-3718	132	29	of	of	ADP
cana-3718	132	30	the	the	DET
cana-3718	132	31	output	output	NOUN
cana-3718	132	32	achieved	achieve	VERB
cana-3718	132	33	.	.	PUNCT
cana-3718	133	1	this	this	PRON
cana-3718	133	2	is	be	AUX
cana-3718	133	3	particularly	particularly	ADV
cana-3718	133	4	notable	notable	ADJ
cana-3718	133	5	when	when	SCONJ
cana-3718	133	6	compared	compare	VERB
cana-3718	133	7	to	to	ADP
cana-3718	133	8	the	the	DET
cana-3718	133	9	significantly	significantly	ADV
cana-3718	133	10	longer	long	ADV
cana-3718	133	11	processing	processing	NOUN
cana-3718	133	12	times	time	NOUN
cana-3718	133	13	required	require	VERB
cana-3718	133	14	by	by	ADP
cana-3718	133	15	methods	method	NOUN
cana-3718	133	16	such	such	ADJ
cana-3718	133	17	as	as	ADP
cana-3718	133	18	the	the	DET
cana-3718	133	19	anisotropic	anisotropic	NOUN
cana-3718	133	20	diffusion	diffusion	NOUN
cana-3718	133	21	filter	filter	NOUN
cana-3718	133	22	.	.	PUNCT
cana-3718	134	1	the	the	DET
cana-3718	134	2	clinical	clinical	ADJ
cana-3718	134	3	implications	implication	NOUN
cana-3718	134	4	of	of	ADP
cana-3718	134	5	these	these	DET
cana-3718	134	6	findings	finding	NOUN
cana-3718	134	7	are	be	AUX
cana-3718	134	8	substantial	substantial	ADJ
cana-3718	134	9	.	.	PUNCT
cana-3718	135	1	by	by	ADP
cana-3718	135	2	reducing	reduce	VERB
cana-3718	135	3	the	the	DET
cana-3718	135	4	need	need	NOUN
cana-3718	135	5	for	for	ADP
cana-3718	135	6	repeated	repeat	VERB
cana-3718	135	7	scans	scan	NOUN
cana-3718	135	8	and	and	CCONJ
cana-3718	135	9	enhancing	enhance	VERB
cana-3718	135	10	the	the	DET
cana-3718	135	11	reliability	reliability	NOUN
cana-3718	135	12	of	of	ADP
cana-3718	135	13	diagnostic	diagnostic	ADJ
cana-3718	135	14	imaging	imaging	NOUN
cana-3718	135	15	,	,	PUNCT
cana-3718	135	16	the	the	DET
cana-3718	135	17	proposed	propose	VERB
cana-3718	135	18	method	method	NOUN
cana-3718	135	19	can	can	AUX
cana-3718	135	20	potentially	potentially	ADV
cana-3718	135	21	reduce	reduce	VERB
cana-3718	135	22	patient	patient	ADJ
cana-3718	135	23	exposure	exposure	NOUN
cana-3718	135	24	to	to	ADP
cana-3718	135	25	prolonged	prolonged	ADJ
cana-3718	135	26	diagnostic	diagnostic	ADJ
cana-3718	135	27	procedures	procedure	NOUN
cana-3718	135	28	and	and	CCONJ
cana-3718	135	29	decrease	decrease	VERB
cana-3718	135	30	healthcare	healthcare	NOUN
cana-3718	135	31	costs	cost	NOUN
cana-3718	135	32	.	.	PUNCT
cana-3718	136	1	additionally	additionally	ADV
cana-3718	136	2	,	,	PUNCT
cana-3718	136	3	the	the	DET
cana-3718	136	4	ability	ability	NOUN
cana-3718	136	5	of	of	ADP
cana-3718	136	6	this	this	DET
cana-3718	136	7	method	method	NOUN
cana-3718	136	8	to	to	PART
cana-3718	136	9	maintain	maintain	VERB
cana-3718	136	10	high	high	ADJ
cana-3718	136	11	-	-	PUNCT
cana-3718	136	12	quality	quality	NOUN
cana-3718	136	13	image	image	NOUN
cana-3718	136	14	standards	standard	NOUN
cana-3718	136	15	could	could	AUX
cana-3718	136	16	lead	lead	VERB
cana-3718	136	17	to	to	ADP
cana-3718	136	18	earlier	early	ADV
cana-3718	136	19	and	and	CCONJ
cana-3718	136	20	more	more	ADV
cana-3718	136	21	accurate	accurate	ADJ
cana-3718	136	22	detection	detection	NOUN
cana-3718	136	23	of	of	ADP
cana-3718	136	24	medical	medical	ADJ
cana-3718	136	25	conditions	condition	NOUN
cana-3718	136	26	,	,	PUNCT
cana-3718	136	27	which	which	PRON
cana-3718	136	28	is	be	AUX
cana-3718	136	29	paramount	paramount	ADJ
cana-3718	136	30	in	in	ADP
cana-3718	136	31	clinical	clinical	ADJ
cana-3718	136	32	settings	setting	NOUN
cana-3718	136	33	where	where	SCONJ
cana-3718	136	34	early	early	ADJ
cana-3718	136	35	intervention	intervention	NOUN
cana-3718	136	36	can	can	AUX
cana-3718	136	37	significantly	significantly	ADV
cana-3718	136	38	impact	impact	VERB
cana-3718	136	39	patient	patient	ADJ
cana-3718	136	40	outcomes	outcome	NOUN
cana-3718	136	41	.	.	PUNCT
cana-3718	137	1	in	in	ADP
cana-3718	137	2	conclusion	conclusion	NOUN
cana-3718	137	3	,	,	PUNCT
cana-3718	137	4	the	the	DET
cana-3718	137	5	integration	integration	NOUN
cana-3718	137	6	of	of	ADP
cana-3718	137	7	cnn	cnn	PROPN
cana-3718	137	8	with	with	ADP
cana-3718	137	9	grey	grey	ADJ
cana-3718	137	10	wolves	wolf	NOUN
cana-3718	137	11	optimization	optimization	NOUN
cana-3718	137	12	represents	represent	VERB
cana-3718	137	13	a	a	DET
cana-3718	137	14	promising	promising	ADJ
cana-3718	137	15	advancement	advancement	NOUN
cana-3718	137	16	in	in	ADP
cana-3718	137	17	medical	medical	ADJ
cana-3718	137	18	imaging	imaging	NOUN
cana-3718	137	19	technology	technology	NOUN
cana-3718	137	20	.	.	PUNCT
cana-3718	138	1	this	this	DET
cana-3718	138	2	approach	approach	NOUN
cana-3718	138	3	not	not	PART
cana-3718	138	4	only	only	ADV
cana-3718	138	5	sets	set	VERB
cana-3718	138	6	a	a	DET
cana-3718	138	7	new	new	ADJ
cana-3718	138	8	benchmark	benchmark	NOUN
cana-3718	138	9	for	for	ADP
cana-3718	138	10	speckle	speckle	NOUN
cana-3718	138	11	noise	noise	NOUN
cana-3718	138	12	reduction	reduction	NOUN
cana-3718	138	13	in	in	ADP
cana-3718	138	14	ultrasound	ultrasound	ADJ
cana-3718	138	15	imaging	imaging	NOUN
cana-3718	138	16	but	but	CCONJ
cana-3718	138	17	also	also	ADV
cana-3718	138	18	opens	open	VERB
cana-3718	138	19	avenues	avenue	NOUN
cana-3718	138	20	for	for	ADP
cana-3718	138	21	further	further	ADJ
cana-3718	138	22	research	research	NOUN
cana-3718	138	23	into	into	ADP
cana-3718	138	24	hybrid	hybrid	ADJ
cana-3718	138	25	machine	machine	NOUN
cana-3718	138	26	learning	learning	NOUN
cana-3718	138	27	models	model	NOUN
cana-3718	138	28	that	that	PRON
cana-3718	138	29	could	could	AUX
cana-3718	138	30	revolutionize	revolutionize	VERB
cana-3718	138	31	diagnostic	diagnostic	ADJ
cana-3718	138	32	processes	process	NOUN
cana-3718	138	33	across	across	ADP
cana-3718	138	34	various	various	ADJ
cana-3718	138	35	imaging	imaging	NOUN
cana-3718	138	36	modalities	modality	NOUN
cana-3718	138	37	.	.	PUNCT
cana-3718	139	1	future	future	ADJ
cana-3718	139	2	studies	study	NOUN
cana-3718	139	3	could	could	AUX
cana-3718	139	4	explore	explore	VERB
cana-3718	139	5	the	the	DET
cana-3718	139	6	scalability	scalability	NOUN
cana-3718	139	7	of	of	ADP
cana-3718	139	8	this	this	DET
cana-3718	139	9	method	method	NOUN
cana-3718	139	10	in	in	ADP
cana-3718	139	11	other	other	ADJ
cana-3718	139	12	types	type	NOUN
cana-3718	139	13	of	of	ADP
cana-3718	139	14	medical	medical	ADJ
cana-3718	139	15	imaging	imaging	NOUN
cana-3718	139	16	and	and	CCONJ
cana-3718	139	17	its	its	PRON
cana-3718	139	18	potential	potential	ADJ
cana-3718	139	19	integration	integration	NOUN
cana-3718	139	20	into	into	ADP
cana-3718	139	21	real	real	ADJ
cana-3718	139	22	-	-	PUNCT
cana-3718	139	23	time	time	NOUN
cana-3718	139	24	imaging	imaging	NOUN
cana-3718	139	25	systems	system	NOUN
cana-3718	139	26	for	for	ADP
cana-3718	139	27	live	live	ADJ
cana-3718	139	28	diagnostics	diagnostic	NOUN
cana-3718	139	29	.	.	PUNCT
cana-3718	140	1	references	reference	NOUN
cana-3718	140	2	[	[	X
cana-3718	140	3	1	1	NUM
cana-3718	140	4	]	]	PUNCT
cana-3718	140	5	asrani	asrani	PROPN
cana-3718	140	6	,	,	PUNCT
cana-3718	140	7	s.	s.	PROPN
cana-3718	140	8	k.	k.	PROPN
cana-3718	140	9	,	,	PUNCT
cana-3718	140	10	devarbhavi	devarbhavi	PROPN
cana-3718	140	11	,	,	PUNCT
cana-3718	140	12	h.	h.	PROPN
cana-3718	140	13	,	,	PUNCT
cana-3718	140	14	eaton	eaton	PROPN
cana-3718	140	15	,	,	PUNCT
cana-3718	140	16	j.	j.	PROPN
cana-3718	140	17	,	,	PUNCT
cana-3718	140	18	&	&	CCONJ
cana-3718	140	19	kamath	kamath	PROPN
cana-3718	140	20	,	,	PUNCT
cana-3718	140	21	p.	p.	PROPN
cana-3718	140	22	s.	s.	PROPN
cana-3718	140	23	(	(	PUNCT
cana-3718	140	24	2019	2019	NUM
cana-3718	140	25	)	)	PUNCT
cana-3718	140	26	.	.	PUNCT
cana-3718	141	1	burden	burden	NOUN
cana-3718	141	2	of	of	ADP
cana-3718	141	3	liver	liver	NOUN
cana-3718	141	4	diseases	disease	NOUN
cana-3718	141	5	in	in	ADP
cana-3718	141	6	the	the	DET
cana-3718	141	7	world	world	NOUN
cana-3718	141	8	.	.	PUNCT
cana-3718	142	1	journal	journal	PROPN
cana-3718	142	2	of	of	ADP
cana-3718	142	3	hepatology	hepatology	NOUN
cana-3718	142	4	,	,	PUNCT
cana-3718	142	5	70(1	70(1	NOUN
cana-3718	142	6	)	)	PUNCT
cana-3718	142	7	,	,	PUNCT
cana-3718	142	8	151	151	NUM
cana-3718	142	9	-	-	SYM
cana-3718	142	10	171	171	NUM
cana-3718	142	11	.	.	PUNCT
cana-3718	143	1	https://doi.org/10.1016/j.jhep.2018.09.014	https://doi.org/10.1016/j.jhep.2018.09.014	VERB
cana-3718	144	1	[	[	X
cana-3718	144	2	2	2	NUM
cana-3718	144	3	]	]	X
cana-3718	144	4	chan	chan	X
cana-3718	144	5	,	,	PUNCT
cana-3718	144	6	v.	v.	PROPN
cana-3718	144	7	,	,	PUNCT
cana-3718	144	8	&	&	CCONJ
cana-3718	144	9	perlas	perlas	PROPN
cana-3718	144	10	,	,	PUNCT
cana-3718	144	11	a.	a.	NOUN
cana-3718	144	12	(	(	PUNCT
cana-3718	144	13	2010	2010	NUM
cana-3718	144	14	)	)	PUNCT
cana-3718	144	15	.	.	PUNCT
cana-3718	145	1	basics	basic	NOUN
cana-3718	145	2	of	of	ADP
cana-3718	145	3	ultrasound	ultrasound	ADJ
cana-3718	145	4	imaging	imaging	NOUN
cana-3718	145	5	.	.	PUNCT
cana-3718	146	1	atlas	atlas	PROPN
cana-3718	146	2	of	of	ADP
cana-3718	146	3	ultrasound	ultrasound	NOUN
cana-3718	146	4	-	-	PUNCT
cana-3718	146	5	guided	guide	VERB
cana-3718	146	6	procedures	procedure	NOUN
cana-3718	146	7	in	in	ADP
cana-3718	146	8	interventional	interventional	ADJ
cana-3718	146	9	pain	pain	NOUN
cana-3718	146	10	management	management	NOUN
cana-3718	146	11	,	,	PUNCT
cana-3718	146	12	1(1	1(1	NUM
cana-3718	146	13	)	)	PUNCT
cana-3718	146	14	,	,	PUNCT
cana-3718	146	15	13	13	NUM
cana-3718	146	16	-	-	SYM
cana-3718	146	17	19	19	NUM
cana-3718	146	18	.	.	PUNCT
cana-3718	147	1	https://doi.org/10.1007/978-1-4419-1681-5_2	https://doi.org/10.1007/978-1-4419-1681-5_2	ADP
cana-3718	147	2	[	[	X
cana-3718	147	3	3	3	NUM
cana-3718	147	4	]	]	X
cana-3718	147	5	gonzalez	gonzalez	PROPN
cana-3718	147	6	,	,	PUNCT
cana-3718	147	7	r.	r.	PROPN
cana-3718	147	8	c.	c.	PROPN
cana-3718	147	9	,	,	PUNCT
cana-3718	147	10	&	&	CCONJ
cana-3718	147	11	woods	woods	PROPN
cana-3718	147	12	,	,	PUNCT
cana-3718	147	13	r.	r.	PROPN
cana-3718	147	14	e.	e.	PROPN
cana-3718	147	15	(	(	PUNCT
cana-3718	147	16	2008	2008	NUM
cana-3718	147	17	)	)	PUNCT
cana-3718	147	18	.	.	PUNCT
cana-3718	148	1	digital	digital	ADJ
cana-3718	148	2	image	image	NOUN
cana-3718	148	3	processing	processing	NOUN
cana-3718	148	4	.	.	PUNCT
cana-3718	149	1	prentice	prentice	PROPN
cana-3718	149	2	hall	hall	PROPN
cana-3718	149	3	,	,	PUNCT
cana-3718	149	4	3(1	3(1	NUM
cana-3718	149	5	)	)	PUNCT
cana-3718	149	6	,	,	PUNCT
cana-3718	149	7	117	117	NUM
cana-3718	149	8	-125	-125	PROPN
cana-3718	149	9	.	.	PUNCT
cana-3718	150	1	https://doi.org/10.1016/j.jhep.2018.09.014	https://doi.org/10.1016/j.jhep.2018.09.014	PROPN
cana-3718	151	1	https://doi.org/10.1007/978-1-4419-1681-5_2	https://doi.org/10.1007/978-1-4419-1681-5_2	SCONJ
cana-3718	151	2	communications	communication	NOUN
cana-3718	151	3	on	on	ADP
cana-3718	151	4	applied	apply	VERB
cana-3718	151	5	nonlinear	nonlinear	ADJ
cana-3718	151	6	analysis	analysis	NOUN
cana-3718	151	7	issn	issn	NOUN
cana-3718	151	8	:	:	PUNCT
cana-3718	151	9	1074	1074	NUM
cana-3718	151	10	-	-	PUNCT
cana-3718	151	11	133x	133x	NUM
cana-3718	151	12	vol	vol	NOUN
cana-3718	151	13	32	32	NUM
cana-3718	151	14	no	no	NOUN
cana-3718	151	15	.	.	PUNCT
cana-3718	152	1	8s	8s	PROPN
cana-3718	152	2	(	(	PUNCT
cana-3718	152	3	2025	2025	NUM
cana-3718	152	4	)	)	PUNCT
cana-3718	152	5	575	575	NUM
cana-3718	152	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3718	153	1	[	[	X
cana-3718	153	2	4	4	NUM
cana-3718	153	3	]	]	X
cana-3718	153	4	lee	lee	PROPN
cana-3718	153	5	,	,	PUNCT
cana-3718	153	6	j.	j.	PROPN
cana-3718	153	7	s.	s.	PROPN
cana-3718	153	8	(	(	PUNCT
cana-3718	153	9	1980	1980	NUM
cana-3718	153	10	)	)	PUNCT
cana-3718	153	11	.	.	PUNCT
cana-3718	154	1	digital	digital	ADJ
cana-3718	154	2	image	image	NOUN
cana-3718	154	3	enhancement	enhancement	NOUN
cana-3718	154	4	and	and	CCONJ
cana-3718	154	5	noise	noise	NOUN
cana-3718	154	6	filtering	filter	VERB
cana-3718	154	7	by	by	ADP
cana-3718	154	8	use	use	NOUN
cana-3718	154	9	of	of	ADP
cana-3718	154	10	local	local	ADJ
cana-3718	154	11	statistics	statistic	NOUN
cana-3718	154	12	.	.	PUNCT
cana-3718	155	1	ieee	ieee	NOUN
cana-3718	155	2	transactions	transaction	NOUN
cana-3718	155	3	on	on	ADP
cana-3718	155	4	pattern	pattern	NOUN
cana-3718	155	5	analysis	analysis	NOUN
cana-3718	155	6	and	and	CCONJ
cana-3718	155	7	machine	machine	NOUN
cana-3718	155	8	intelligence	intelligence	NOUN
cana-3718	155	9	,	,	PUNCT
cana-3718	155	10	pami-2(2	pami-2(2	NOUN
cana-3718	155	11	)	)	PUNCT
cana-3718	155	12	,	,	PUNCT
cana-3718	155	13	165	165	NUM
cana-3718	155	14	-	-	SYM
cana-3718	155	15	168	168	NUM
cana-3718	155	16	.	.	PUNCT
cana-3718	156	1	https://doi.org/10.1109/tpami.1980.4766994	https://doi.org/10.1109/tpami.1980.4766994	PROPN
cana-3718	157	1	[	[	X
cana-3718	157	2	5	5	NUM
cana-3718	157	3	]	]	X
cana-3718	157	4	magud	magud	ADJ
cana-3718	157	5	,	,	PUNCT
cana-3718	157	6	m.	m.	PROPN
cana-3718	157	7	e.	e.	PROPN
cana-3718	157	8	,	,	PUNCT
cana-3718	157	9	jovanović	jovanović	PROPN
cana-3718	157	10	,	,	PUNCT
cana-3718	157	11	d.	d.	PROPN
cana-3718	157	12	,	,	PUNCT
cana-3718	157	13	&	&	CCONJ
cana-3718	157	14	reljin	reljin	NOUN
cana-3718	157	15	,	,	PUNCT
cana-3718	157	16	i.	i.	NOUN
cana-3718	157	17	(	(	PUNCT
cana-3718	157	18	2017	2017	NUM
cana-3718	157	19	)	)	PUNCT
cana-3718	157	20	.	.	PUNCT
cana-3718	158	1	speckle	speckle	NOUN
cana-3718	158	2	noise	noise	NOUN
cana-3718	158	3	reduction	reduction	NOUN
cana-3718	158	4	in	in	ADP
cana-3718	158	5	ultrasound	ultrasound	ADJ
cana-3718	158	6	images	image	NOUN
cana-3718	158	7	.	.	PUNCT
cana-3718	159	1	signal	signal	NOUN
cana-3718	159	2	processing	processing	NOUN
cana-3718	159	3	:	:	PUNCT
cana-3718	159	4	image	image	NOUN
cana-3718	159	5	communication	communication	NOUN
cana-3718	159	6	,	,	PUNCT
cana-3718	159	7	58(1	58(1	NUM
cana-3718	159	8	)	)	PUNCT
cana-3718	159	9	,	,	PUNCT
cana-3718	159	10	71	71	NUM
cana-3718	159	11	-	-	SYM
cana-3718	159	12	77	77	NUM
cana-3718	159	13	.	.	PUNCT
cana-3718	160	1	https://doi.org/10.1016/j.image.2017.07.006	https://doi.org/10.1016/j.image.2017.07.006	NOUN
cana-3718	160	2	[	[	PUNCT
cana-3718	160	3	6	6	NUM
cana-3718	160	4	]	]	PUNCT
cana-3718	160	5	santoro	santoro	PROPN
cana-3718	160	6	,	,	PUNCT
cana-3718	160	7	g.a	g.a	PROPN
cana-3718	160	8	.	.	PROPN
cana-3718	160	9	,	,	PUNCT
cana-3718	160	10	&	&	CCONJ
cana-3718	160	11	falco	falco	PROPN
cana-3718	160	12	,	,	PUNCT
cana-3718	160	13	g.	g.	PROPN
cana-3718	160	14	(	(	PUNCT
cana-3718	160	15	2004	2004	NUM
cana-3718	160	16	)	)	PUNCT
cana-3718	160	17	.	.	PUNCT
cana-3718	161	1	ultrasound	ultrasound	NOUN
cana-3718	161	2	of	of	ADP
cana-3718	161	3	the	the	DET
cana-3718	161	4	pelvic	pelvic	ADJ
cana-3718	161	5	floor	floor	NOUN
cana-3718	161	6	.	.	PUNCT
cana-3718	162	1	pelviperineology	pelviperineology	NOUN
cana-3718	162	2	,	,	PUNCT
cana-3718	162	3	23(2	23(2	NOUN
cana-3718	162	4	)	)	PUNCT
cana-3718	162	5	,	,	PUNCT
cana-3718	162	6	87	87	NUM
cana-3718	162	7	-92	-92	NOUN
cana-3718	162	8	.	.	PUNCT
cana-3718	163	1	no	no	DET
cana-3718	163	2	doi	doi	NOUN
cana-3718	163	3	available	available	ADJ
cana-3718	163	4	.	.	PUNCT
cana-3718	164	1	[	[	X
cana-3718	164	2	7	7	NUM
cana-3718	164	3	]	]	PUNCT
cana-3718	164	4	wells	well	NOUN
cana-3718	164	5	,	,	PUNCT
cana-3718	164	6	p.n.t	p.n.t	ADP
cana-3718	164	7	.	.	PROPN
cana-3718	164	8	,	,	PUNCT
cana-3718	164	9	&	&	CCONJ
cana-3718	164	10	halliwell	halliwell	PROPN
cana-3718	164	11	,	,	PUNCT
cana-3718	164	12	m.	m.	NOUN
cana-3718	164	13	(	(	PUNCT
cana-3718	164	14	1981	1981	NUM
cana-3718	164	15	)	)	PUNCT
cana-3718	164	16	.	.	PUNCT
cana-3718	165	1	review	review	NOUN
cana-3718	165	2	of	of	ADP
cana-3718	165	3	ultrasonic	ultrasonic	ADJ
cana-3718	165	4	imaging	imaging	NOUN
cana-3718	165	5	of	of	ADP
cana-3718	165	6	the	the	DET
cana-3718	165	7	body	body	NOUN
cana-3718	165	8	.	.	PUNCT
cana-3718	166	1	british	british	ADJ
cana-3718	166	2	journal	journal	PROPN
cana-3718	166	3	of	of	ADP
cana-3718	166	4	radiology	radiology	NOUN
cana-3718	166	5	,	,	PUNCT
cana-3718	166	6	54(642	54(642	PROPN
cana-3718	166	7	)	)	PUNCT
cana-3718	166	8	,	,	PUNCT
cana-3718	166	9	542	542	NUM
cana-3718	166	10	-	-	SYM
cana-3718	166	11	549	549	NUM
cana-3718	166	12	.	.	PUNCT
cana-3718	167	1	https://doi.org/10.1259/0007-1285-54-642-542	https://doi.org/10.1259/0007-1285-54-642-542	PUNCT
cana-3718	168	1	[	[	X
cana-3718	168	2	8	8	NUM
cana-3718	168	3	]	]	X
cana-3718	168	4	wagner	wagner	PROPN
cana-3718	168	5	,	,	PUNCT
cana-3718	168	6	r.	r.	PROPN
cana-3718	168	7	f.	f.	PROPN
cana-3718	168	8	,	,	PUNCT
cana-3718	168	9	smith	smith	PROPN
cana-3718	168	10	,	,	PUNCT
cana-3718	168	11	s.	s.	PROPN
cana-3718	168	12	w.	w.	PROPN
cana-3718	168	13	,	,	PUNCT
cana-3718	168	14	sandrik	sandrik	PROPN
cana-3718	168	15	,	,	PUNCT
cana-3718	168	16	j.	j.	PROPN
cana-3718	168	17	m.	m.	PROPN
cana-3718	168	18	,	,	PUNCT
cana-3718	168	19	&	&	CCONJ
cana-3718	168	20	lopez	lopez	PROPN
cana-3718	168	21	,	,	PUNCT
cana-3718	168	22	h.	h.	PROPN
cana-3718	168	23	(	(	PUNCT
cana-3718	168	24	1983	1983	NUM
cana-3718	168	25	)	)	PUNCT
cana-3718	168	26	.	.	PUNCT
cana-3718	169	1	statistics	statistic	NOUN
cana-3718	169	2	of	of	ADP
cana-3718	169	3	speckle	speckle	NOUN
cana-3718	169	4	in	in	ADP
cana-3718	169	5	ultrasound	ultrasound	NOUN
cana-3718	169	6	b	b	PROPN
cana-3718	169	7	-scans	-scans	PROPN
cana-3718	169	8	.	.	PUNCT
cana-3718	170	1	ieee	ieee	NOUN
cana-3718	170	2	transactions	transaction	NOUN
cana-3718	170	3	on	on	ADP
cana-3718	170	4	sonics	sonic	NOUN
cana-3718	170	5	and	and	CCONJ
cana-3718	170	6	ultrasonics	ultrasonic	NOUN
cana-3718	170	7	,	,	PUNCT
cana-3718	170	8	30(3	30(3	NUM
cana-3718	170	9	)	)	PUNCT
cana-3718	170	10	,	,	PUNCT
cana-3718	170	11	156	156	NUM
cana-3718	170	12	-	-	SYM
cana-3718	170	13	163	163	NUM
cana-3718	170	14	.	.	PUNCT
cana-3718	171	1	https://doi.org/10.1109/t-su.1983.31403	https://doi.org/10.1109/t-su.1983.31403	NOUN
cana-3718	172	1	[	[	X
cana-3718	172	2	9	9	NUM
cana-3718	172	3	]	]	PUNCT
cana-3718	172	4	c.	c.	PROPN
cana-3718	172	5	a.	a.	PROPN
cana-3718	172	6	duarte	duarte	PROPN
cana-3718	172	7	-	-	PUNCT
cana-3718	172	8	salazar	salazar	PROPN
cana-3718	172	9	,	,	PUNCT
cana-3718	172	10	a.	a.	PROPN
cana-3718	172	11	e.	e.	PROPN
cana-3718	172	12	castro	castro	PROPN
cana-3718	172	13	-	-	PUNCT
cana-3718	172	14	ospina	ospina	PROPN
cana-3718	172	15	,	,	PUNCT
cana-3718	172	16	m.	m.	NOUN
cana-3718	172	17	a.	a.	NOUN
cana-3718	172	18	becerra	becerra	PROPN
cana-3718	172	19	,	,	PUNCT
cana-3718	172	20	and	and	CCONJ
cana-3718	172	21	e.	e.	PROPN
cana-3718	172	22	delgado	delgado	PROPN
cana-3718	172	23	-	-	PUNCT
cana-3718	172	24	trejos	trejos	NOUN
cana-3718	172	25	,	,	PUNCT
cana-3718	172	26	"	"	PUNCT
cana-3718	172	27	speckle	speckle	NOUN
cana-3718	172	28	noise	noise	NOUN
cana-3718	172	29	reduction	reduction	NOUN
cana-3718	172	30	in	in	ADP
cana-3718	172	31	ultrasound	ultrasound	NOUN
cana-3718	172	32	images	image	NOUN
cana-3718	172	33	for	for	ADP
cana-3718	172	34	improving	improve	VERB
cana-3718	172	35	the	the	DET
cana-3718	172	36	metrological	metrological	ADJ
cana-3718	172	37	evaluation	evaluation	NOUN
cana-3718	172	38	of	of	ADP
cana-3718	172	39	biomedical	biomedical	ADJ
cana-3718	172	40	applications	application	NOUN
cana-3718	172	41	:	:	PUNCT
cana-3718	172	42	an	an	DET
cana-3718	172	43	overview	overview	NOUN
cana-3718	172	44	,	,	PUNCT
cana-3718	172	45	"	"	PUNCT
cana-3718	172	46	ieee	ieee	NOUN
cana-3718	172	47	access	access	NOUN
cana-3718	172	48	,	,	PUNCT
cana-3718	172	49	vol	vol	NOUN
cana-3718	172	50	.	.	PROPN
cana-3718	172	51	8	8	NUM
cana-3718	172	52	,	,	PUNCT
cana-3718	172	53	pp	pp	ADJ
cana-3718	172	54	.	.	PUNCT
cana-3718	173	1	15983	15983	NUM
cana-3718	173	2	-	-	SYM
cana-3718	173	3	15999	15999	NUM
cana-3718	173	4	,	,	PUNCT
cana-3718	173	5	2020	2020	NUM
cana-3718	173	6	.	.	PUNCT
cana-3718	174	1	[	[	X
cana-3718	174	2	online	online	X
cana-3718	174	3	]	]	X
cana-3718	174	4	.	.	PUNCT
cana-3718	175	1	available	available	ADJ
cana-3718	175	2	:	:	PUNCT
cana-3718	176	1	https://doi.org/10.1109/access.2020.2967178	https://doi.org/10.1109/access.2020.2967178	PROPN
cana-3718	176	2	[	[	X
cana-3718	176	3	10	10	NUM
cana-3718	176	4	]	]	PUNCT
cana-3718	176	5	s.	s.	PROPN
cana-3718	176	6	k.	k.	PROPN
cana-3718	176	7	pal	pal	PROPN
cana-3718	176	8	,	,	PUNCT
cana-3718	176	9	a.	a.	NOUN
cana-3718	176	10	bhardwaj	bhardwaj	PROPN
cana-3718	176	11	,	,	PUNCT
cana-3718	176	12	and	and	CCONJ
cana-3718	176	13	a.	a.	NOUN
cana-3718	176	14	p.	p.	NOUN
cana-3718	176	15	shukla	shukla	NOUN
cana-3718	176	16	,	,	PUNCT
cana-3718	176	17	"	"	PUNCT
cana-3718	176	18	a	a	DET
cana-3718	176	19	review	review	NOUN
cana-3718	176	20	on	on	ADP
cana-3718	176	21	despeckling	despeckle	VERB
cana-3718	176	22	filters	filter	NOUN
cana-3718	176	23	in	in	ADP
cana-3718	176	24	ultrasound	ultrasound	ADJ
cana-3718	176	25	images	image	NOUN
cana-3718	176	26	for	for	ADP
cana-3718	176	27	speckle	speckle	NOUN
cana-3718	176	28	noise	noise	NOUN
cana-3718	176	29	reduction	reduction	NOUN
cana-3718	176	30	,	,	PUNCT
cana-3718	176	31	"	"	PUNCT
cana-3718	176	32	in	in	ADP
cana-3718	176	33	2021	2021	NUM
cana-3718	176	34	international	international	ADJ
cana-3718	176	35	conference	conference	NOUN
cana-3718	176	36	on	on	ADP
cana-3718	176	37	advance	advance	NOUN
cana-3718	176	38	computing	computing	NOUN
cana-3718	176	39	and	and	CCONJ
cana-3718	176	40	innovative	innovative	ADJ
cana-3718	176	41	technologies	technology	NOUN
cana-3718	176	42	in	in	ADP
cana-3718	176	43	engineering	engineering	NOUN
cana-3718	176	44	(	(	PUNCT
cana-3718	176	45	icacite	icacite	ADJ
cana-3718	176	46	)	)	PUNCT
cana-3718	176	47	,	,	PUNCT
cana-3718	176	48	pp	pp	PROPN
cana-3718	176	49	.	.	PUNCT
cana-3718	177	1	973	973	NUM
cana-3718	177	2	-	-	SYM
cana-3718	177	3	978	978	NUM
cana-3718	177	4	,	,	PUNCT
cana-3718	177	5	2021	2021	NUM
cana-3718	177	6	.	.	PUNCT
cana-3718	178	1	[	[	X
cana-3718	178	2	online	online	X
cana-3718	178	3	]	]	X
cana-3718	178	4	.	.	PUNCT
cana-3718	179	1	available	available	ADJ
cana-3718	179	2	:	:	PUNCT
cana-3718	180	1	https://doi.org/10.1109/icacite51222.2021.9404638	https://doi.org/10.1109/icacite51222.2021.9404638	PROPN
cana-3718	180	2	[	[	X
cana-3718	180	3	11	11	NUM
cana-3718	180	4	]	]	X
cana-3718	180	5	md	md	PROPN
cana-3718	180	6	.	.	PUNCT
cana-3718	180	7	h.	h.	PROPN
cana-3718	180	8	rahman	rahman	PROPN
cana-3718	180	9	,	,	PUNCT
cana-3718	180	10	md	md	PROPN
cana-3718	180	11	.	.	PUNCT
cana-3718	180	12	s.	s.	PROPN
cana-3718	180	13	hossain	hossain	PROPN
cana-3718	180	14	,	,	PUNCT
cana-3718	180	15	and	and	CCONJ
cana-3718	180	16	f.	f.	PROPN
cana-3718	180	17	islam	islam	PROPN
cana-3718	180	18	,	,	PUNCT
cana-3718	180	19	"	"	PUNCT
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cana-3718	180	21	and	and	CCONJ
cana-3718	180	22	implementation	implementation	NOUN
cana-3718	180	23	of	of	ADP
cana-3718	180	24	speckle	speckle	NOUN
cana-3718	180	25	noise	noise	NOUN
cana-3718	180	26	reduction	reduction	NOUN
cana-3718	180	27	algorithm	algorithm	NOUN
cana-3718	180	28	using	use	VERB
cana-3718	180	29	2d	2d	NUM
cana-3718	180	30	ultrasound	ultrasound	ADJ
cana-3718	180	31	image	image	NOUN
cana-3718	180	32	,	,	PUNCT
cana-3718	180	33	"	"	PUNCT
cana-3718	180	34	international	international	ADJ
cana-3718	180	35	journal	journal	NOUN
cana-3718	180	36	of	of	ADP
cana-3718	180	37	image	image	NOUN
cana-3718	180	38	,	,	PUNCT
cana-3718	180	39	graphics	graphic	NOUN
cana-3718	180	40	and	and	CCONJ
cana-3718	180	41	signal	signal	PROPN
cana-3718	180	42	processing	processing	NOUN
cana-3718	180	43	,	,	PUNCT
cana-3718	180	44	2023	2023	NUM
cana-3718	180	45	.	.	PUNCT
cana-3718	181	1	[	[	X
cana-3718	181	2	online	online	X
cana-3718	181	3	]	]	X
cana-3718	181	4	.	.	PUNCT
cana-3718	182	1	available	available	ADJ
cana-3718	182	2	:	:	PUNCT
cana-3718	183	1	https://doi.org/10.5815/ijigsp.2023.03.03	https://doi.org/10.5815/ijigsp.2023.03.03	PROPN
cana-3718	184	1	[	[	X
cana-3718	184	2	12	12	NUM
cana-3718	184	3	]	]	PUNCT
cana-3718	184	4	s.	s.	PROPN
cana-3718	184	5	i.	i.	PROPN
cana-3718	184	6	jabbar	jabbar	PROPN
cana-3718	184	7	,	,	PUNCT
cana-3718	184	8	c.	c.	PROPN
cana-3718	184	9	day	day	PROPN
cana-3718	184	10	,	,	PUNCT
cana-3718	184	11	and	and	CCONJ
cana-3718	184	12	e.	e.	PROPN
cana-3718	184	13	chadwick	chadwick	PROPN
cana-3718	184	14	,	,	PUNCT
cana-3718	184	15	"	"	PUNCT
cana-3718	184	16	automated	automate	VERB
cana-3718	184	17	reduction	reduction	NOUN
cana-3718	184	18	the	the	DET
cana-3718	184	19	speckle	speckle	NOUN
cana-3718	184	20	noise	noise	NOUN
cana-3718	184	21	of	of	ADP
cana-3718	184	22	the	the	DET
cana-3718	184	23	panoramic	panoramic	ADJ
cana-3718	184	24	ultrasound	ultrasound	NOUN
cana-3718	184	25	images	image	NOUN
cana-3718	184	26	of	of	ADP
cana-3718	184	27	muscles	muscle	NOUN
cana-3718	184	28	and	and	CCONJ
cana-3718	184	29	tendons	tendon	NOUN
cana-3718	184	30	,	,	PUNCT
cana-3718	184	31	"	"	PUNCT
cana-3718	184	32	journal	journal	NOUN
cana-3718	184	33	of	of	ADP
cana-3718	184	34	physics	physics	PROPN
cana-3718	184	35	:	:	PUNCT
cana-3718	184	36	conference	conference	NOUN
cana-3718	184	37	series	series	NOUN
cana-3718	184	38	,	,	PUNCT
cana-3718	184	39	vol	vol	NOUN
cana-3718	184	40	.	.	PROPN
cana-3718	184	41	1660	1660	NUM
cana-3718	184	42	,	,	PUNCT
cana-3718	184	43	2020	2020	NUM
cana-3718	184	44	.	.	PUNCT
cana-3718	185	1	[	[	X
cana-3718	185	2	online	online	X
cana-3718	185	3	]	]	X
cana-3718	185	4	.	.	PUNCT
cana-3718	186	1	available	available	ADJ
cana-3718	186	2	:	:	PUNCT
cana-3718	186	3	https://doi.org/10.1088/1742-6596/1660/1/012085	https://doi.org/10.1088/1742-6596/1660/1/012085	PROPN
cana-3718	187	1	[	[	X
cana-3718	187	2	13	13	NUM
cana-3718	187	3	]	]	X
cana-3718	187	4	dr	dr	PROPN
cana-3718	187	5	.	.	PROPN
cana-3718	187	6	s.	s.	PROPN
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cana-3718	187	8	,	,	PUNCT
cana-3718	187	9	"	"	PUNCT
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cana-3718	187	11	noise	noise	NOUN
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cana-3718	187	13	in	in	ADP
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cana-3718	187	15	images	image	NOUN
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cana-3718	187	17	"	"	PUNCT
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cana-3718	187	19	journal	journal	NOUN
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cana-3718	187	21	research	research	NOUN
cana-3718	187	22	in	in	ADP
cana-3718	187	23	applied	apply	VERB
cana-3718	187	24	science	science	NOUN
cana-3718	187	25	and	and	CCONJ
cana-3718	187	26	engineering	engineering	NOUN
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cana-3718	188	3	]	]	X
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cana-3718	189	1	available	available	ADJ
cana-3718	189	2	:	:	PUNCT
cana-3718	190	1	https://doi.org/10.22214/ijraset.2023.52672	https://doi.org/10.22214/ijraset.2023.52672	X
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cana-3718	190	43	,	,	PUNCT
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cana-3718	191	1	[	[	X
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cana-3718	191	4	.	.	PUNCT
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cana-3718	192	2	:	:	PUNCT
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cana-3718	193	25	,	,	PUNCT
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cana-3718	193	40	.	.	PUNCT
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cana-3718	193	43	,	,	PUNCT
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cana-3718	194	4	.	.	PUNCT
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cana-3718	195	2	:	:	PUNCT
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cana-3718	196	4	.	.	PUNCT
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cana-3718	198	2	17	17	NUM
cana-3718	198	3	]	]	X
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cana-3718	198	31	ultrasound	ultrasound	VERB
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cana-3718	198	34	,	,	PUNCT
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cana-3718	201	4	.	.	PUNCT
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cana-3718	202	2	:	:	PUNCT
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cana-3718	203	3	18	18	NUM
cana-3718	203	4	]	]	PUNCT
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cana-3718	203	43	(	(	PUNCT
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cana-3718	203	45	)	)	PUNCT
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cana-3718	205	1	[	[	X
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cana-3718	205	4	.	.	PUNCT
cana-3718	206	1	available	available	ADJ
cana-3718	206	2	:	:	PUNCT
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cana-3718	207	2	.	.	PUNCT
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cana-3718	212	9	.	.	PUNCT
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cana-3718	213	10	-	-	SYM
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cana-3718	213	12	.	.	PUNCT
cana-3718	214	1	https://doi.org/10.1016/j.ultrasmedbio.2021.05.017	https://doi.org/10.1016/j.ultrasmedbio.2021.05.017	PROPN
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cana-3718	214	11	)	)	PUNCT
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cana-3718	215	1	machine	machine	NOUN
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cana-3718	216	10	-	-	SYM
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cana-3718	217	1	https://doi.org/10.1109/tmi.2020.2967071	https://doi.org/10.1109/tmi.2020.2967071	PROPN
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cana-3718	220	5	,	,	PUNCT
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cana-3718	220	7	,	,	PUNCT
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cana-3718	220	9	.	.	PUNCT
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cana-3718	224	12	-	-	SYM
cana-3718	224	13	63	63	NUM
cana-3718	224	14	.	.	PUNCT
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cana-3718	225	4	]	]	X
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cana-3718	225	10	)	)	PUNCT
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cana-3718	226	10	images	image	NOUN
cana-3718	226	11	.	.	PUNCT
cana-3718	227	1	signal	signal	NOUN
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cana-3718	227	5	,	,	PUNCT
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cana-3718	227	7	-	-	SYM
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cana-3718	227	9	.	.	PUNCT
cana-3718	227	10	https://doi.org/10.1016/j.sigpro.2018.06.003	https://doi.org/10.1016/j.sigpro.2018.06.003	PROPN
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cana-3718	228	1	https://doi.org/10.22214/ijraset.2023.52672	https://doi.org/10.22214/ijraset.2023.52672	PROPN
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cana-3718	228	7	.	.	PUNCT
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cana-3718	229	14	-	-	PUNCT
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cana-3718	230	4	)	)	PUNCT
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cana-3718	231	5	,	,	PUNCT
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cana-3718	231	7	(	(	PUNCT
cana-3718	231	8	2020	2020	NUM
cana-3718	231	9	)	)	PUNCT
cana-3718	231	10	.	.	PUNCT
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cana-3718	232	6	image	image	NOUN
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cana-3718	232	18	-	-	SYM
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cana-3718	232	20	.	.	PUNCT
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cana-3718	233	10	)	)	PUNCT
cana-3718	233	11	.	.	PUNCT
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cana-3718	234	9	.	.	PUNCT
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cana-3718	235	5	,	,	PUNCT
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cana-3718	235	7	-	-	SYM
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cana-3718	235	9	.	.	PUNCT
cana-3718	236	1	https://doi.org/10.1109/access.2021.3065003	https://doi.org/10.1109/access.2021.3065003	PROPN
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cana-3718	236	10	)	)	PUNCT
cana-3718	236	11	.	.	PUNCT
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cana-3718	237	12	.	.	PUNCT
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cana-3718	238	8	,	,	PUNCT
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cana-3718	238	10	-	-	SYM
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cana-3718	238	12	.	.	PUNCT
cana-3718	239	1	https://doi.org/10.1016/j.jmir.2022.01.004	https://doi.org/10.1016/j.jmir.2022.01.004	NOUN
cana-3718	240	1	[	[	X
cana-3718	240	2	28	28	NUM
cana-3718	240	3	]	]	X
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cana-3718	240	5	,	,	PUNCT
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cana-3718	240	8	2020	2020	NUM
cana-3718	240	9	)	)	PUNCT
cana-3718	240	10	.	.	PUNCT
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cana-3718	241	10	.	.	PUNCT
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cana-3718	242	12	67	67	NUM
cana-3718	242	13	,	,	PUNCT
cana-3718	242	14	1308	1308	NUM
cana-3718	242	15	-	-	SYM
cana-3718	242	16	1315	1315	NUM
cana-3718	242	17	.	.	PUNCT
cana-3718	243	1	https://doi.org/10.1109/tuffc.2020.297502	https://doi.org/10.1109/tuffc.2020.297502	PROPN
cana-3718	243	2	.	.	PUNCT
cana-3718	244	1	[	[	X
cana-3718	244	2	29	29	NUM
cana-3718	244	3	]	]	PUNCT
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cana-3718	244	9	)	)	PUNCT
cana-3718	244	10	.	.	PUNCT
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cana-3718	245	9	.	.	PUNCT
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cana-3718	246	9	-	-	SYM
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cana-3718	246	11	.	.	PUNCT
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cana-3718	247	6	)	)	PUNCT
cana-3718	247	7	.	.	PUNCT
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cana-3718	248	9	.	.	PUNCT
cana-3718	249	1	journal	journal	PROPN
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cana-3718	249	5	,	,	PUNCT
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cana-3718	249	7	,	,	PUNCT
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cana-3718	249	9	-	-	SYM
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cana-3718	249	11	.	.	PUNCT
cana-3718	250	1	https://doi.org/10.1016/j.jmedphys.2021.05.010	https://doi.org/10.1016/j.jmedphys.2021.05.010	PROPN
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cana-3718	250	10	)	)	PUNCT
cana-3718	250	11	.	.	PUNCT
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cana-3718	251	7	.	.	PUNCT
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cana-3718	252	6	,	,	PUNCT
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cana-3718	252	8	,	,	PUNCT
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cana-3718	252	10	-	-	SYM
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cana-3718	252	12	.	.	PUNCT
cana-3718	253	1	https://doi.org/10.1109/tip.2020.299407	https://doi.org/10.1109/tip.2020.299407	PROPN
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cana-3718	254	9	)	)	PUNCT
cana-3718	254	10	.	.	PUNCT
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cana-3718	256	7	59	59	NUM
cana-3718	256	8	-	-	SYM
cana-3718	256	9	66	66	NUM
cana-3718	256	10	.	.	PUNCT
cana-3718	257	1	https://doi.org/10.1016/j.jus.2019.03.008	https://doi.org/10.1016/j.jus.2019.03.008	NOUN
cana-3718	258	1	[	[	X
cana-3718	258	2	32	32	NUM
cana-3718	258	3	]	]	X
cana-3718	258	4	zhang	zhang	PROPN
cana-3718	258	5	,	,	PUNCT
cana-3718	258	6	x.	x.	NOUN
cana-3718	258	7	(	(	PUNCT
cana-3718	258	8	2022	2022	NUM
cana-3718	258	9	)	)	PUNCT
cana-3718	258	10	.	.	PUNCT
cana-3718	259	1	optimization	optimization	NOUN
cana-3718	259	2	of	of	ADP
cana-3718	259	3	speckle	speckle	NOUN
cana-3718	259	4	noise	noise	NOUN
cana-3718	259	5	reduction	reduction	NOUN
cana-3718	259	6	algorithms	algorithm	NOUN
cana-3718	259	7	for	for	ADP
cana-3718	259	8	ultrasound	ultrasound	NOUN
cana-3718	259	9	images	image	NOUN
cana-3718	259	10	.	.	PUNCT
cana-3718	260	1	ieee	ieee	NOUN
cana-3718	260	2	transactions	transaction	NOUN
cana-3718	260	3	on	on	ADP
cana-3718	260	4	medical	medical	ADJ
cana-3718	260	5	imaging	imaging	NOUN
cana-3718	260	6	,	,	PUNCT
cana-3718	260	7	40	40	NUM
cana-3718	260	8	,	,	PUNCT
cana-3718	260	9	1420	1420	NUM
cana-3718	260	10	-	-	SYM
cana-3718	260	11	1428	1428	NUM
cana-3718	260	12	.	.	PUNCT
cana-3718	261	1	https://doi.org/10.1109/tmi.2022.3170041	https://doi.org/10.1109/tmi.2022.3170041	INTJ
cana-3718	261	2	https://doi.org/10.1016/j.bspc.2020.03.005	https://doi.org/10.1016/j.bspc.2020.03.005	VERB
cana-3718	261	3	https://doi.org/10.1109/access.2021.3065003	https://doi.org/10.1109/access.2021.3065003	PROPN
cana-3718	261	4	https://doi.org/10.1016/j.jmir.2022.01.004	https://doi.org/10.1016/j.jmir.2022.01.004	NOUN
cana-3718	261	5	https://doi.org/10.1109/tuffc.2020.297502	https://doi.org/10.1109/tuffc.2020.297502	PROPN
cana-3718	261	6	.	.	PUNCT
cana-3718	262	1	https://doi.org/10.1016/j.jmedphys.2021.05.010	https://doi.org/10.1016/j.jmedphys.2021.05.010	PROPN
cana-3718	262	2	https://doi.org/10.1109/tip.2020.299407	https://doi.org/10.1109/tip.2020.299407	PROPN
cana-3718	262	3	https://doi.org/10.1016/j.jus.2019.03.008	https://doi.org/10.1016/j.jus.2019.03.008	PROPN
cana-3718	262	4	https://doi.org/10.1109/tmi.2022.3170041	https://doi.org/10.1109/tmi.2022.3170041	ADV