id	sid	tid	token	lemma	pos
cana-4744	1	1	communications	communication	NOUN
cana-4744	1	2	on	on	ADP
cana-4744	1	3	applied	apply	VERB
cana-4744	1	4	nonlinear	nonlinear	ADJ
cana-4744	1	5	analysis	analysis	NOUN
cana-4744	1	6	issn	issn	NOUN
cana-4744	1	7	:	:	PUNCT
cana-4744	1	8	1074	1074	NUM
cana-4744	1	9	-	-	PUNCT
cana-4744	1	10	133x	133x	NUM
cana-4744	1	11	vol	vol	VERB
cana-4744	1	12	32	32	NUM
cana-4744	1	13	no	no	NOUN
cana-4744	1	14	.	.	PUNCT
cana-4744	2	1	10s	10	NOUN
cana-4744	2	2	(	(	PUNCT
cana-4744	2	3	2025	2025	NUM
cana-4744	2	4	)	)	PUNCT
cana-4744	2	5	239	239	NUM
cana-4744	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	2	7	composite	composite	ADJ
cana-4744	2	8	lempel	lempel	PROPN
cana-4744	2	9	ziv	ziv	PROPN
cana-4744	2	10	welch	welch	PROPN
cana-4744	2	11	and	and	CCONJ
cana-4744	2	12	huffman	huffman	PROPN
cana-4744	2	13	coding	coding	PROPN
cana-4744	2	14	for	for	ADP
cana-4744	2	15	medical	medical	ADJ
cana-4744	2	16	image	image	NOUN
cana-4744	2	17	compression	compression	NOUN
cana-4744	2	18	b.	b.	PROPN
cana-4744	2	19	kanchanadevi1	kanchanadevi1	PROPN
cana-4744	2	20	and	and	CCONJ
cana-4744	2	21	dr	dr	PROPN
cana-4744	2	22	.	.	PROPN
cana-4744	3	1	p.	p.	PROPN
cana-4744	3	2	r.	r.	PROPN
cana-4744	4	1	tamilselvi2	tamilselvi2	X
cana-4744	5	1	1department	1department	NUM
cana-4744	5	2	of	of	ADP
cana-4744	5	3	computer	computer	NOUN
cana-4744	5	4	science	science	NOUN
cana-4744	5	5	,	,	PUNCT
cana-4744	5	6	shree	shree	PROPN
cana-4744	5	7	venkateshwara	venkateshwara	PROPN
cana-4744	5	8	arts	arts	PROPN
cana-4744	5	9	and	and	CCONJ
cana-4744	5	10	science	science	NOUN
cana-4744	5	11	co	co	NOUN
cana-4744	5	12	-	-	PROPN
cana-4744	5	13	education	education	ADJ
cana-4744	5	14	college	college	NOUN
cana-4744	5	15	,	,	PUNCT
cana-4744	5	16	gobi	gobi	PROPN
cana-4744	5	17	,	,	PUNCT
cana-4744	5	18	tamil	tamil	PROPN
cana-4744	5	19	nadu	nadu	PROPN
cana-4744	5	20	,	,	PUNCT
cana-4744	5	21	india	india	PROPN
cana-4744	5	22	2department	2department	NUM
cana-4744	5	23	of	of	ADP
cana-4744	5	24	computer	computer	NOUN
cana-4744	5	25	science	science	NOUN
cana-4744	5	26	,	,	PUNCT
cana-4744	5	27	government	government	NOUN
cana-4744	5	28	arts	art	NOUN
cana-4744	5	29	and	and	CCONJ
cana-4744	5	30	science	science	PROPN
cana-4744	5	31	college	college	PROPN
cana-4744	5	32	,	,	PUNCT
cana-4744	5	33	komarapalayam	komarapalayam	PROPN
cana-4744	6	1	tamil	tamil	PROPN
cana-4744	6	2	nadu	nadu	PROPN
cana-4744	6	3	india	india	PROPN
cana-4744	6	4	article	article	PROPN
cana-4744	6	5	history	history	NOUN
cana-4744	6	6	:	:	PUNCT
cana-4744	6	7	received	receive	VERB
cana-4744	6	8	:	:	PUNCT
cana-4744	6	9	12	12	NUM
cana-4744	6	10	-	-	SYM
cana-4744	6	11	01	01	NUM
cana-4744	6	12	-	-	PUNCT
cana-4744	6	13	2025	2025	NUM
cana-4744	6	14	revised	revise	VERB
cana-4744	6	15	:	:	PUNCT
cana-4744	6	16	15	15	NUM
cana-4744	6	17	-	-	NUM
cana-4744	6	18	02	02	NUM
cana-4744	6	19	-	-	PUNCT
cana-4744	6	20	2025	2025	NUM
cana-4744	6	21	accepted	accept	VERB
cana-4744	6	22	:	:	PUNCT
cana-4744	6	23	01	01	NUM
cana-4744	6	24	-	-	SYM
cana-4744	6	25	03	03	NUM
cana-4744	6	26	-	-	PUNCT
cana-4744	6	27	2025	2025	NUM
cana-4744	6	28	abstract	abstract	NOUN
cana-4744	6	29	:	:	PUNCT
cana-4744	6	30	imaging	imaging	NOUN
cana-4744	6	31	in	in	ADP
cana-4744	6	32	medicine	medicine	NOUN
cana-4744	6	33	plays	play	VERB
cana-4744	6	34	vital	vital	ADJ
cana-4744	6	35	role	role	NOUN
cana-4744	6	36	in	in	ADP
cana-4744	6	37	the	the	DET
cana-4744	6	38	medicine	medicine	NOUN
cana-4744	6	39	by	by	ADP
cana-4744	6	40	supporting	support	VERB
cana-4744	6	41	diagnosis	diagnosis	NOUN
cana-4744	6	42	and	and	CCONJ
cana-4744	6	43	treatment	treatment	NOUN
cana-4744	6	44	of	of	ADP
cana-4744	6	45	a	a	DET
cana-4744	6	46	disease	disease	NOUN
cana-4744	6	47	.	.	PUNCT
cana-4744	7	1	dicom	dicom	NOUN
cana-4744	7	2	images	image	NOUN
cana-4744	7	3	files	file	NOUN
cana-4744	7	4	occupy	occupy	VERB
cana-4744	7	5	high	high	ADJ
cana-4744	7	6	storage	storage	NOUN
cana-4744	7	7	space	space	NOUN
cana-4744	7	8	due	due	ADP
cana-4744	7	9	to	to	ADP
cana-4744	7	10	high	high	ADJ
cana-4744	7	11	resolution	resolution	NOUN
cana-4744	7	12	and	and	CCONJ
cana-4744	7	13	quality	quality	NOUN
cana-4744	7	14	.	.	PUNCT
cana-4744	8	1	medical	medical	ADJ
cana-4744	8	2	image	image	NOUN
cana-4744	8	3	sharing	sharing	NOUN
cana-4744	8	4	is	be	AUX
cana-4744	8	5	crucial	crucial	ADJ
cana-4744	8	6	in	in	ADP
cana-4744	8	7	the	the	DET
cana-4744	8	8	healthcare	healthcare	NOUN
cana-4744	8	9	sector	sector	NOUN
cana-4744	8	10	for	for	ADP
cana-4744	8	11	disease	disease	NOUN
cana-4744	8	12	diagnosis	diagnosis	NOUN
cana-4744	8	13	and	and	CCONJ
cana-4744	8	14	subsequent	subsequent	ADJ
cana-4744	8	15	therapy	therapy	NOUN
cana-4744	8	16	.	.	PUNCT
cana-4744	9	1	at	at	ADP
cana-4744	9	2	present	present	ADJ
cana-4744	9	3	the	the	DET
cana-4744	9	4	medical	medical	ADJ
cana-4744	9	5	imaging	imaging	NOUN
cana-4744	9	6	becomes	become	VERB
cana-4744	9	7	increasingly	increasingly	ADV
cana-4744	9	8	digital	digital	ADJ
cana-4744	9	9	and	and	CCONJ
cana-4744	9	10	image	image	NOUN
cana-4744	9	11	files	file	NOUN
cana-4744	9	12	increase	increase	VERB
cana-4744	9	13	in	in	ADP
cana-4744	9	14	size	size	NOUN
cana-4744	9	15	and	and	CCONJ
cana-4744	9	16	require	require	VERB
cana-4744	9	17	substantial	substantial	ADJ
cana-4744	9	18	storage	storage	NOUN
cana-4744	9	19	that	that	PRON
cana-4744	9	20	is	be	AUX
cana-4744	9	21	accessible	accessible	ADJ
cana-4744	9	22	,	,	PUNCT
cana-4744	9	23	resilient	resilient	ADJ
cana-4744	9	24	and	and	CCONJ
cana-4744	9	25	easy	easy	ADJ
cana-4744	9	26	to	to	PART
cana-4744	9	27	backup	backup	VERB
cana-4744	9	28	with	with	ADP
cana-4744	9	29	healthcare	healthcare	NOUN
cana-4744	9	30	industry	industry	NOUN
cana-4744	9	31	standards	standard	NOUN
cana-4744	9	32	.	.	PUNCT
cana-4744	10	1	when	when	SCONJ
cana-4744	10	2	image	image	NOUN
cana-4744	10	3	size	size	NOUN
cana-4744	10	4	is	be	AUX
cana-4744	10	5	reduced	reduce	VERB
cana-4744	10	6	,	,	PUNCT
cana-4744	10	7	it	it	PRON
cana-4744	10	8	makes	make	VERB
cana-4744	10	9	it	it	PRON
cana-4744	10	10	possible	possible	ADJ
cana-4744	10	11	to	to	PART
cana-4744	10	12	store	store	VERB
cana-4744	10	13	more	more	ADJ
cana-4744	10	14	images	image	NOUN
cana-4744	10	15	in	in	ADP
cana-4744	10	16	the	the	DET
cana-4744	10	17	available	available	ADJ
cana-4744	10	18	memory	memory	NOUN
cana-4744	10	19	space	space	NOUN
cana-4744	10	20	.	.	PUNCT
cana-4744	11	1	to	to	PART
cana-4744	11	2	resolve	resolve	VERB
cana-4744	11	3	this	this	DET
cana-4744	11	4	problem	problem	NOUN
cana-4744	11	5	,	,	PUNCT
cana-4744	11	6	it	it	PRON
cana-4744	11	7	is	be	AUX
cana-4744	11	8	required	require	VERB
cana-4744	11	9	to	to	PART
cana-4744	11	10	reduce	reduce	VERB
cana-4744	11	11	the	the	DET
cana-4744	11	12	size	size	NOUN
cana-4744	11	13	of	of	ADP
cana-4744	11	14	image	image	NOUN
cana-4744	11	15	file	file	NOUN
cana-4744	11	16	by	by	ADP
cana-4744	11	17	means	mean	NOUN
cana-4744	11	18	of	of	ADP
cana-4744	11	19	compressing	compress	VERB
cana-4744	11	20	.	.	PUNCT
cana-4744	12	1	various	various	ADJ
cana-4744	12	2	compress	compress	PROPN
cana-4744	12	3	methods	method	NOUN
cana-4744	12	4	help	help	VERB
cana-4744	12	5	to	to	PART
cana-4744	12	6	compress	compress	VERB
cana-4744	12	7	the	the	DET
cana-4744	12	8	medical	medical	ADJ
cana-4744	12	9	image	image	NOUN
cana-4744	12	10	.	.	PUNCT
cana-4744	13	1	compressing	compress	VERB
cana-4744	13	2	dicom	dicom	NOUN
cana-4744	13	3	mri	mri	NOUN
cana-4744	13	4	brain	brain	NOUN
cana-4744	13	5	images	image	NOUN
cana-4744	13	6	without	without	ADP
cana-4744	13	7	mutating	mutate	VERB
cana-4744	13	8	the	the	DET
cana-4744	13	9	features	feature	NOUN
cana-4744	13	10	of	of	ADP
cana-4744	13	11	the	the	DET
cana-4744	13	12	reconstructed	reconstructed	ADJ
cana-4744	13	13	resultant	resultant	NOUN
cana-4744	13	14	images	image	NOUN
cana-4744	13	15	is	be	AUX
cana-4744	13	16	the	the	DET
cana-4744	13	17	main	main	ADJ
cana-4744	13	18	goal	goal	NOUN
cana-4744	13	19	of	of	ADP
cana-4744	13	20	this	this	DET
cana-4744	13	21	research	research	NOUN
cana-4744	13	22	project	project	NOUN
cana-4744	13	23	.	.	PUNCT
cana-4744	14	1	the	the	DET
cana-4744	14	2	former	former	ADJ
cana-4744	14	3	research	research	NOUN
cana-4744	14	4	use	use	NOUN
cana-4744	14	5	technique	technique	NOUN
cana-4744	14	6	clipped	clip	VERB
cana-4744	14	7	histogram	histogram	NOUN
cana-4744	14	8	equalization	equalization	NOUN
cana-4744	14	9	to	to	PART
cana-4744	14	10	compress	compress	VERB
cana-4744	14	11	the	the	DET
cana-4744	14	12	image	image	NOUN
cana-4744	14	13	.	.	PUNCT
cana-4744	15	1	present	present	ADJ
cana-4744	15	2	method	method	NOUN
cana-4744	15	3	produces	produce	VERB
cana-4744	15	4	the	the	DET
cana-4744	15	5	higher	high	ADJ
cana-4744	15	6	compression	compression	NOUN
cana-4744	15	7	ratio	ratio	NOUN
cana-4744	15	8	and	and	CCONJ
cana-4744	15	9	peak	peak	NOUN
cana-4744	15	10	signal	signal	NOUN
cana-4744	15	11	noise	noise	NOUN
cana-4744	15	12	ratio	ratio	NOUN
cana-4744	15	13	than	than	ADP
cana-4744	15	14	former	former	ADJ
cana-4744	15	15	method	method	NOUN
cana-4744	15	16	.	.	PUNCT
cana-4744	16	1	the	the	DET
cana-4744	16	2	present	present	ADJ
cana-4744	16	3	research	research	NOUN
cana-4744	16	4	method	method	NOUN
cana-4744	16	5	dicom	dicom	PROPN
cana-4744	16	6	magnetic	magnetic	PROPN
cana-4744	16	7	resonance	resonance	NOUN
cana-4744	16	8	imaging	imaging	NOUN
cana-4744	16	9	are	be	AUX
cana-4744	16	10	enhanced	enhance	VERB
cana-4744	16	11	by	by	ADP
cana-4744	16	12	ant	ant	ADJ
cana-4744	16	13	colony	colony	NOUN
cana-4744	16	14	optimization	optimization	NOUN
cana-4744	16	15	technique	technique	NOUN
cana-4744	16	16	(	(	PUNCT
cana-4744	16	17	aco	aco	PROPN
cana-4744	16	18	)	)	PUNCT
cana-4744	16	19	.	.	PUNCT
cana-4744	17	1	the	the	DET
cana-4744	17	2	u	u	ADJ
cana-4744	17	3	-	-	ADJ
cana-4744	17	4	net	net	ADJ
cana-4744	17	5	convolutional	convolutional	ADJ
cana-4744	17	6	neural	neural	ADJ
cana-4744	17	7	network	network	NOUN
cana-4744	17	8	design	design	NOUN
cana-4744	17	9	divided	divide	VERB
cana-4744	17	10	the	the	DET
cana-4744	17	11	improved	improved	ADJ
cana-4744	17	12	image	image	NOUN
cana-4744	17	13	into	into	ADP
cana-4744	17	14	two	two	NUM
cana-4744	17	15	region	region	NOUN
cana-4744	17	16	such	such	ADJ
cana-4744	17	17	as	as	ADP
cana-4744	17	18	region	region	NOUN
cana-4744	17	19	that	that	SCONJ
cana-4744	17	20	important	important	ADJ
cana-4744	17	21	portion	portion	NOUN
cana-4744	17	22	brain	brain	NOUN
cana-4744	17	23	part	part	NOUN
cana-4744	17	24	and	and	CCONJ
cana-4744	17	25	another	another	DET
cana-4744	17	26	part	part	NOUN
cana-4744	17	27	background	background	NOUN
cana-4744	17	28	of	of	ADP
cana-4744	17	29	the	the	DET
cana-4744	17	30	mri	mri	NOUN
cana-4744	17	31	brain	brain	NOUN
cana-4744	17	32	image	image	NOUN
cana-4744	17	33	(	(	PUNCT
cana-4744	17	34	nonroi	nonroi	NOUN
cana-4744	17	35	)	)	PUNCT
cana-4744	17	36	.	.	PUNCT
cana-4744	18	1	consequent	consequent	ADJ
cana-4744	18	2	to	to	ADP
cana-4744	18	3	the	the	DET
cana-4744	18	4	segmentation	segmentation	NOUN
cana-4744	18	5	,	,	PUNCT
cana-4744	18	6	the	the	DET
cana-4744	18	7	region	region	NOUN
cana-4744	18	8	of	of	ADP
cana-4744	18	9	interest	interest	NOUN
cana-4744	18	10	part	part	NOUN
cana-4744	18	11	compacted	compact	VERB
cana-4744	18	12	by	by	ADP
cana-4744	18	13	means	mean	NOUN
cana-4744	18	14	of	of	ADP
cana-4744	18	15	hybrid	hybrid	ADJ
cana-4744	18	16	lempel	lempel	PROPN
cana-4744	18	17	ziv	ziv	PROPN
cana-4744	18	18	welch	welch	PROPN
cana-4744	18	19	(	(	PUNCT
cana-4744	18	20	lzw	lzw	NOUN
cana-4744	18	21	)	)	PUNCT
cana-4744	18	22	with	with	ADP
cana-4744	18	23	huffman	huffman	PROPN
cana-4744	18	24	encoding	encoding	PROPN
cana-4744	18	25	.	.	PUNCT
cana-4744	19	1	in	in	ADP
cana-4744	19	2	lzw	lzw	ADJ
cana-4744	19	3	dictionary	dictionary	ADJ
cana-4744	19	4	size	size	NOUN
cana-4744	19	5	is	be	AUX
cana-4744	19	6	controlled	control	VERB
cana-4744	19	7	by	by	ADP
cana-4744	19	8	fire	fire	NOUN
cana-4744	19	9	fly	fly	NOUN
cana-4744	19	10	optimization	optimization	NOUN
cana-4744	19	11	method	method	NOUN
cana-4744	19	12	to	to	PART
cana-4744	19	13	decrease	decrease	VERB
cana-4744	19	14	the	the	DET
cana-4744	19	15	memory	memory	NOUN
cana-4744	19	16	space	space	NOUN
cana-4744	19	17	.	.	PUNCT
cana-4744	20	1	nonroi	nonroi	NOUN
cana-4744	20	2	part	part	NOUN
cana-4744	20	3	compressed	compress	VERB
cana-4744	20	4	by	by	ADP
cana-4744	20	5	embedded	embed	VERB
cana-4744	20	6	zero	zero	NUM
cana-4744	20	7	tree	tree	NOUN
cana-4744	20	8	wavelet	wavelet	NOUN
cana-4744	20	9	(	(	PUNCT
cana-4744	20	10	eztw	eztw	NOUN
cana-4744	20	11	)	)	PUNCT
cana-4744	20	12	.	.	PUNCT
cana-4744	21	1	at	at	ADP
cana-4744	21	2	last	last	ADJ
cana-4744	21	3	reconstruct	reconstruct	NOUN
cana-4744	21	4	the	the	DET
cana-4744	21	5	image	image	NOUN
cana-4744	21	6	by	by	ADP
cana-4744	21	7	decompression	decompression	NOUN
cana-4744	21	8	.	.	PUNCT
cana-4744	22	1	the	the	DET
cana-4744	22	2	experimentation	experimentation	NOUN
cana-4744	22	3	proves	prove	VERB
cana-4744	22	4	that	that	SCONJ
cana-4744	22	5	present	present	ADJ
cana-4744	22	6	method	method	NOUN
cana-4744	22	7	with	with	ADP
cana-4744	22	8	high	high	ADJ
cana-4744	22	9	compression	compression	NOUN
cana-4744	22	10	ratio	ratio	NOUN
cana-4744	22	11	than	than	ADP
cana-4744	22	12	the	the	DET
cana-4744	22	13	prior	prior	ADJ
cana-4744	22	14	method	method	NOUN
cana-4744	22	15	.	.	PUNCT
cana-4744	23	1	keywords	keyword	NOUN
cana-4744	23	2	:	:	PUNCT
cana-4744	23	3	diagnosis	diagnosis	NOUN
cana-4744	23	4	,	,	PUNCT
cana-4744	23	5	consequent	consequent	ADJ
cana-4744	23	6	,	,	PUNCT
cana-4744	23	7	substantial	substantial	ADJ
cana-4744	23	8	.	.	PUNCT
cana-4744	23	9	1	1	NUM
cana-4744	23	10	introduction	introduction	NOUN
cana-4744	23	11	medical	medical	ADJ
cana-4744	23	12	imaging	imaging	NOUN
cana-4744	23	13	technology	technology	NOUN
cana-4744	23	14	produce	produce	VERB
cana-4744	23	15	high	high	ADJ
cana-4744	23	16	resolution	resolution	NOUN
cana-4744	23	17	and	and	CCONJ
cana-4744	23	18	quality	quality	NOUN
cana-4744	23	19	images	image	NOUN
cana-4744	23	20	for	for	ADP
cana-4744	23	21	analysis	analysis	NOUN
cana-4744	23	22	of	of	ADP
cana-4744	23	23	diagnose	diagnose	NOUN
cana-4744	23	24	the	the	DET
cana-4744	23	25	disease	disease	NOUN
cana-4744	23	26	.	.	PUNCT
cana-4744	24	1	the	the	DET
cana-4744	24	2	dicom	dicom	PROPN
cana-4744	24	3	standard	standard	PROPN
cana-4744	24	4	layout	layout	PROPN
cana-4744	24	5	used	use	VERB
cana-4744	24	6	to	to	PART
cana-4744	24	7	accumulate	accumulate	VERB
cana-4744	24	8	the	the	DET
cana-4744	24	9	mri	mri	NOUN
cana-4744	24	10	medical	medical	ADJ
cana-4744	24	11	imageries	imagery	NOUN
cana-4744	24	12	in	in	ADP
cana-4744	24	13	health	health	NOUN
cana-4744	24	14	industries	industry	NOUN
cana-4744	24	15	.	.	PUNCT
cana-4744	25	1	dicom	dicom	NOUN
cana-4744	25	2	format	format	NOUN
cana-4744	25	3	file	file	NOUN
cana-4744	25	4	created	create	VERB
cana-4744	25	5	by	by	ADP
cana-4744	25	6	medical	medical	ADJ
cana-4744	25	7	imaging	imaging	NOUN
cana-4744	25	8	machines	machine	NOUN
cana-4744	25	9	,	,	PUNCT
cana-4744	25	10	these	these	DET
cana-4744	25	11	file	file	NOUN
cana-4744	25	12	holds	hold	VERB
cana-4744	25	13	a	a	DET
cana-4744	25	14	huge	huge	ADJ
cana-4744	25	15	amount	amount	NOUN
cana-4744	25	16	of	of	ADP
cana-4744	25	17	data	datum	NOUN
cana-4744	25	18	that	that	PRON
cana-4744	25	19	is	be	AUX
cana-4744	25	20	difficult	difficult	ADJ
cana-4744	25	21	to	to	PART
cana-4744	25	22	be	be	AUX
cana-4744	25	23	stored	store	VERB
cana-4744	25	24	.	.	PUNCT
cana-4744	26	1	image	image	NOUN
cana-4744	26	2	condensing	condense	VERB
cana-4744	26	3	necessary	necessary	ADJ
cana-4744	26	4	to	to	PART
cana-4744	26	5	distribute	distribute	VERB
cana-4744	26	6	,	,	PUNCT
cana-4744	26	7	packing	packing	NOUN
cana-4744	26	8	,	,	PUNCT
cana-4744	26	9	and	and	CCONJ
cana-4744	26	10	administration	administration	NOUN
cana-4744	26	11	of	of	ADP
cana-4744	26	12	digital	digital	ADJ
cana-4744	26	13	medical	medical	ADJ
cana-4744	26	14	image	image	NOUN
cana-4744	26	15	collection	collection	NOUN
cana-4744	26	16	due	due	ADP
cana-4744	26	17	to	to	ADP
cana-4744	26	18	the	the	DET
cana-4744	26	19	growing	grow	VERB
cana-4744	26	20	use	use	NOUN
cana-4744	26	21	of	of	ADP
cana-4744	26	22	medical	medical	ADJ
cana-4744	26	23	imaging	imaging	NOUN
cana-4744	26	24	in	in	ADP
cana-4744	26	25	clinical	clinical	ADJ
cana-4744	26	26	practice	practice	NOUN
cana-4744	26	27	and	and	CCONJ
cana-4744	26	28	the	the	DET
cana-4744	26	29	expanding	expand	VERB
cana-4744	26	30	sizes	size	NOUN
cana-4744	26	31	of	of	ADP
cana-4744	26	32	data	datum	NOUN
cana-4744	26	33	volumes	volume	NOUN
cana-4744	26	34	produced	produce	VERB
cana-4744	26	35	by	by	ADP
cana-4744	26	36	different	different	ADJ
cana-4744	26	37	medical	medical	ADJ
cana-4744	26	38	imaging	imaging	NOUN
cana-4744	26	39	modalities	modality	NOUN
cana-4744	26	40	.	.	PUNCT
cana-4744	27	1	image	image	NOUN
cana-4744	27	2	can	can	AUX
cana-4744	27	3	be	be	AUX
cana-4744	27	4	processed	process	VERB
cana-4744	27	5	in	in	ADP
cana-4744	27	6	two	two	NUM
cana-4744	27	7	ways	way	NOUN
cana-4744	27	8	while	while	SCONJ
cana-4744	27	9	compressing	compress	VERB
cana-4744	27	10	image	image	NOUN
cana-4744	27	11	are	be	AUX
cana-4744	27	12	lossless	lossless	NOUN
cana-4744	27	13	compression	compression	NOUN
cana-4744	27	14	and	and	CCONJ
cana-4744	27	15	lossy	lossy	ADJ
cana-4744	27	16	compression	compression	NOUN
cana-4744	27	17	.	.	PUNCT
cana-4744	28	1	lossless	lossless	PROPN
cana-4744	28	2	compression	compression	NOUN
cana-4744	28	3	always	always	ADV
cana-4744	28	4	compresses	compress	VERB
cana-4744	28	5	the	the	DET
cana-4744	28	6	images	image	NOUN
cana-4744	28	7	with	with	ADP
cana-4744	28	8	original	original	ADJ
cana-4744	28	9	quality	quality	NOUN
cana-4744	28	10	that	that	PRON
cana-4744	28	11	means	mean	VERB
cana-4744	28	12	of	of	ADP
cana-4744	28	13	without	without	ADP
cana-4744	28	14	change	change	NOUN
cana-4744	28	15	in	in	ADP
cana-4744	28	16	pixel	pixel	PROPN
cana-4744	28	17	value	value	NOUN
cana-4744	28	18	of	of	ADP
cana-4744	28	19	image	image	NOUN
cana-4744	28	20	.	.	PUNCT
cana-4744	29	1	the	the	DET
cana-4744	29	2	techniques	technique	NOUN
cana-4744	29	3	usually	usually	ADV
cana-4744	29	4	used	use	VERB
cana-4744	29	5	in	in	ADP
cana-4744	29	6	lossless	lossless	PROPN
cana-4744	29	7	compression	compression	NOUN
cana-4744	29	8	are	be	AUX
cana-4744	29	9	lossless	lossless	NOUN
cana-4744	29	10	transform	transform	NOUN
cana-4744	29	11	coding	code	VERB
cana-4744	29	12	,	,	PUNCT
cana-4744	29	13	predictive	predictive	ADJ
cana-4744	29	14	coding	coding	NOUN
cana-4744	29	15	and	and	CCONJ
cana-4744	29	16	entropy	entropy	PROPN
cana-4744	29	17	encoding	encoding	NOUN
cana-4744	29	18	.	.	PUNCT
cana-4744	30	1	lossy	lossy	ADJ
cana-4744	30	2	compression	compression	NOUN
cana-4744	30	3	reduces	reduce	VERB
cana-4744	30	4	file	file	NOUN
cana-4744	30	5	communications	communication	NOUN
cana-4744	30	6	on	on	ADP
cana-4744	30	7	applied	apply	VERB
cana-4744	30	8	nonlinear	nonlinear	ADJ
cana-4744	30	9	analysis	analysis	NOUN
cana-4744	30	10	issn	issn	NOUN
cana-4744	30	11	:	:	PUNCT
cana-4744	30	12	1074	1074	NUM
cana-4744	30	13	-	-	PUNCT
cana-4744	30	14	133x	133x	NUM
cana-4744	30	15	vol	vol	VERB
cana-4744	30	16	32	32	NUM
cana-4744	30	17	no	no	NOUN
cana-4744	30	18	.	.	PUNCT
cana-4744	31	1	10s	10	NOUN
cana-4744	31	2	(	(	PUNCT
cana-4744	31	3	2025	2025	NUM
cana-4744	31	4	)	)	PUNCT
cana-4744	31	5	240	240	NUM
cana-4744	31	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	31	7	size	size	NOUN
cana-4744	31	8	by	by	ADP
cana-4744	31	9	always	always	ADV
cana-4744	31	10	eliminating	eliminate	VERB
cana-4744	31	11	the	the	DET
cana-4744	31	12	actual	actual	ADJ
cana-4744	31	13	data	datum	NOUN
cana-4744	31	14	.	.	PUNCT
cana-4744	32	1	lossy	lossy	ADJ
cana-4744	32	2	method	method	NOUN
cana-4744	32	3	can	can	AUX
cana-4744	32	4	produce	produce	VERB
cana-4744	32	5	much	much	ADV
cana-4744	32	6	smaller	small	ADJ
cana-4744	32	7	compressed	compress	VERB
cana-4744	32	8	file	file	NOUN
cana-4744	32	9	than	than	ADP
cana-4744	32	10	any	any	DET
cana-4744	32	11	loss	loss	NOUN
cana-4744	32	12	less	less	ADJ
cana-4744	32	13	methods	method	NOUN
cana-4744	32	14	.	.	PUNCT
cana-4744	33	1	lossy	lossy	ADJ
cana-4744	33	2	compression	compression	NOUN
cana-4744	33	3	discards	discard	VERB
cana-4744	33	4	some	some	DET
cana-4744	33	5	information	information	NOUN
cana-4744	33	6	when	when	SCONJ
cana-4744	33	7	the	the	DET
cana-4744	33	8	image	image	NOUN
cana-4744	33	9	is	be	AUX
cana-4744	33	10	compressed	compress	VERB
cana-4744	33	11	.	.	PUNCT
cana-4744	34	1	some	some	PRON
cana-4744	34	2	of	of	ADP
cana-4744	34	3	the	the	DET
cana-4744	34	4	methods	method	NOUN
cana-4744	34	5	or	or	CCONJ
cana-4744	34	6	techniques	technique	NOUN
cana-4744	34	7	used	use	VERB
cana-4744	34	8	in	in	ADP
cana-4744	34	9	lossy	lossy	ADJ
cana-4744	34	10	compression	compression	NOUN
cana-4744	34	11	are	be	AUX
cana-4744	34	12	discrete	discrete	ADJ
cana-4744	34	13	cosine	cosine	NOUN
cana-4744	34	14	transform	transform	NOUN
cana-4744	34	15	,	,	PUNCT
cana-4744	34	16	wavelet	wavelet	NOUN
cana-4744	34	17	transform	transform	NOUN
cana-4744	34	18	and	and	CCONJ
cana-4744	34	19	quantization	quantization	NOUN
cana-4744	34	20	based	base	VERB
cana-4744	34	21	methods	method	NOUN
cana-4744	34	22	.	.	PUNCT
cana-4744	35	1	in	in	ADP
cana-4744	35	2	dct	dct	PROPN
cana-4744	35	3	,	,	PUNCT
cana-4744	35	4	higher	high	ADJ
cana-4744	35	5	compression	compression	NOUN
cana-4744	35	6	achieved	achieve	VERB
cana-4744	35	7	with	with	ADP
cana-4744	35	8	losing	losing	NOUN
cana-4744	35	9	of	of	ADP
cana-4744	35	10	few	few	ADJ
cana-4744	35	11	data	datum	NOUN
cana-4744	36	1	[	[	X
cana-4744	36	2	1	1	NUM
cana-4744	36	3	]	]	PUNCT
cana-4744	36	4	.	.	PUNCT
cana-4744	37	1	then	then	ADV
cana-4744	37	2	the	the	DET
cana-4744	37	3	memory	memory	NOUN
cana-4744	37	4	size	size	NOUN
cana-4744	37	5	of	of	ADP
cana-4744	37	6	the	the	DET
cana-4744	37	7	mri	mri	NOUN
cana-4744	37	8	brain	brain	NOUN
cana-4744	37	9	will	will	AUX
cana-4744	37	10	be	be	AUX
cana-4744	37	11	decreased	decrease	VERB
cana-4744	37	12	by	by	ADP
cana-4744	37	13	using	use	VERB
cana-4744	37	14	this	this	DET
cana-4744	37	15	technique	technique	NOUN
cana-4744	37	16	and	and	CCONJ
cana-4744	37	17	quantization	quantization	NOUN
cana-4744	37	18	is	be	AUX
cana-4744	37	19	applied	apply	VERB
cana-4744	37	20	during	during	ADP
cana-4744	37	21	encoding	encoding	NOUN
cana-4744	37	22	process	process	NOUN
cana-4744	37	23	due	due	ADP
cana-4744	37	24	to	to	ADP
cana-4744	37	25	this	this	DET
cana-4744	37	26	process	process	NOUN
cana-4744	37	27	may	may	AUX
cana-4744	37	28	chance	chance	VERB
cana-4744	37	29	to	to	PART
cana-4744	37	30	discard	discard	VERB
cana-4744	37	31	the	the	DET
cana-4744	37	32	important	important	ADJ
cana-4744	37	33	information	information	NOUN
cana-4744	37	34	.	.	PUNCT
cana-4744	38	1	using	use	VERB
cana-4744	38	2	dwt	dwt	NOUN
cana-4744	38	3	method	method	NOUN
cana-4744	38	4	,	,	PUNCT
cana-4744	38	5	during	during	ADP
cana-4744	38	6	the	the	DET
cana-4744	38	7	compression	compression	NOUN
cana-4744	38	8	need	need	VERB
cana-4744	38	9	to	to	PART
cana-4744	38	10	round	round	VERB
cana-4744	38	11	off	off	ADP
cana-4744	38	12	coefficients	coefficient	NOUN
cana-4744	38	13	by	by	ADP
cana-4744	38	14	vector	vector	NOUN
cana-4744	38	15	quantization	quantization	NOUN
cana-4744	38	16	due	due	ADP
cana-4744	38	17	to	to	ADP
cana-4744	38	18	this	this	PRON
cana-4744	38	19	some	some	DET
cana-4744	38	20	less	less	ADV
cana-4744	38	21	important	important	ADJ
cana-4744	38	22	information	information	NOUN
cana-4744	38	23	removed	remove	VERB
cana-4744	38	24	to	to	PART
cana-4744	38	25	achieve	achieve	VERB
cana-4744	38	26	the	the	DET
cana-4744	38	27	higher	high	ADJ
cana-4744	38	28	compression	compression	NOUN
cana-4744	38	29	to	to	PART
cana-4744	38	30	occupy	occupy	VERB
cana-4744	38	31	less	less	ADJ
cana-4744	38	32	storage	storage	NOUN
cana-4744	38	33	space	space	NOUN
cana-4744	38	34	.	.	PUNCT
cana-4744	39	1	because	because	SCONJ
cana-4744	39	2	of	of	ADP
cana-4744	39	3	the	the	DET
cana-4744	39	4	medical	medical	ADJ
cana-4744	39	5	images	image	NOUN
cana-4744	39	6	in	in	ADP
cana-4744	39	7	health	health	NOUN
cana-4744	39	8	care	care	NOUN
cana-4744	39	9	industries	industry	NOUN
cana-4744	39	10	requires	require	VERB
cana-4744	39	11	the	the	DET
cana-4744	39	12	huge	huge	ADJ
cana-4744	39	13	storage	storage	NOUN
cana-4744	39	14	for	for	ADP
cana-4744	39	15	a	a	DET
cana-4744	39	16	greater	great	ADJ
cana-4744	39	17	number	number	NOUN
cana-4744	39	18	of	of	ADP
cana-4744	39	19	patient	patient	NOUN
cana-4744	39	20	’s	’s	PART
cana-4744	39	21	history	history	NOUN
cana-4744	40	1	[	[	X
cana-4744	40	2	2	2	NUM
cana-4744	40	3	]	]	PUNCT
cana-4744	40	4	.	.	PUNCT
cana-4744	41	1	recent	recent	ADJ
cana-4744	41	2	days	day	NOUN
cana-4744	41	3	,	,	PUNCT
cana-4744	41	4	there	there	PRON
cana-4744	41	5	will	will	AUX
cana-4744	41	6	be	be	AUX
cana-4744	41	7	a	a	DET
cana-4744	41	8	greater	great	ADJ
cana-4744	41	9	demand	demand	NOUN
cana-4744	41	10	in	in	ADP
cana-4744	41	11	higher	high	ADJ
cana-4744	41	12	compression	compression	NOUN
cana-4744	41	13	with	with	ADP
cana-4744	41	14	high	high	ADJ
cana-4744	41	15	quality	quality	NOUN
cana-4744	41	16	of	of	ADP
cana-4744	41	17	medical	medical	ADJ
cana-4744	41	18	image	image	NOUN
cana-4744	41	19	.	.	PUNCT
cana-4744	42	1	to	to	PART
cana-4744	42	2	address	address	VERB
cana-4744	42	3	this	this	DET
cana-4744	42	4	issue	issue	NOUN
cana-4744	42	5	,	,	PUNCT
cana-4744	42	6	region	region	NOUN
cana-4744	42	7	of	of	ADP
cana-4744	42	8	interest	interest	NOUN
cana-4744	42	9	(	(	PUNCT
cana-4744	42	10	roi	roi	NOUN
cana-4744	42	11	)	)	PUNCT
cana-4744	42	12	techniques	technique	NOUN
cana-4744	42	13	have	have	AUX
cana-4744	42	14	emerged	emerge	VERB
cana-4744	42	15	in	in	ADP
cana-4744	42	16	recent	recent	ADJ
cana-4744	42	17	years	year	NOUN
cana-4744	42	18	.	.	PUNCT
cana-4744	43	1	it	it	PRON
cana-4744	43	2	joins	join	VERB
cana-4744	43	3	both	both	DET
cana-4744	43	4	lossless	lossless	NOUN
cana-4744	43	5	method	method	NOUN
cana-4744	43	6	and	and	CCONJ
cana-4744	43	7	lossy	lossy	ADJ
cana-4744	43	8	methods	method	NOUN
cana-4744	43	9	to	to	PART
cana-4744	43	10	acquire	acquire	VERB
cana-4744	43	11	greater	great	ADJ
cana-4744	43	12	compression	compression	NOUN
cana-4744	43	13	.	.	PUNCT
cana-4744	44	1	various	various	ADJ
cana-4744	44	2	methods	method	NOUN
cana-4744	44	3	are	be	AUX
cana-4744	44	4	available	available	ADJ
cana-4744	44	5	for	for	ADP
cana-4744	44	6	lossless	lossless	PROPN
cana-4744	44	7	compression	compression	NOUN
cana-4744	44	8	,	,	PUNCT
cana-4744	44	9	some	some	DET
cana-4744	44	10	methods	method	NOUN
cana-4744	44	11	are	be	AUX
cana-4744	44	12	huffman	huffman	PROPN
cana-4744	44	13	coding	coding	NOUN
cana-4744	44	14	,	,	PUNCT
cana-4744	44	15	and	and	CCONJ
cana-4744	44	16	dictionary	dictionary	ADJ
cana-4744	44	17	based	base	VERB
cana-4744	44	18	methods	method	NOUN
cana-4744	44	19	,	,	PUNCT
cana-4744	44	20	entropy	entropy	NOUN
cana-4744	44	21	coding	code	VERB
cana-4744	44	22	and	and	CCONJ
cana-4744	44	23	run	run	VERB
cana-4744	44	24	length	length	NOUN
cana-4744	44	25	coding	coding	NOUN
cana-4744	44	26	.	.	PUNCT
cana-4744	45	1	roi	roi	NOUN
cana-4744	45	2	image	image	NOUN
cana-4744	45	3	part	part	NOUN
cana-4744	45	4	condensed	condense	VERB
cana-4744	45	5	through	through	ADP
cana-4744	45	6	of	of	ADP
cana-4744	45	7	lossless	lossless	NOUN
cana-4744	45	8	compressing	compress	VERB
cana-4744	45	9	methods	method	NOUN
cana-4744	45	10	and	and	CCONJ
cana-4744	45	11	nroi	nroi	NOUN
cana-4744	45	12	part	part	NOUN
cana-4744	45	13	compressed	compress	VERB
cana-4744	45	14	by	by	ADP
cana-4744	45	15	lossy	lossy	ADJ
cana-4744	45	16	methods	method	NOUN
cana-4744	45	17	.	.	PUNCT
cana-4744	46	1	in	in	ADP
cana-4744	46	2	the	the	DET
cana-4744	46	3	motive	motive	NOUN
cana-4744	46	4	of	of	ADP
cana-4744	46	5	acquiring	acquire	VERB
cana-4744	46	6	the	the	DET
cana-4744	46	7	outstanding	outstanding	ADJ
cana-4744	46	8	compression	compression	NOUN
cana-4744	46	9	ratio	ratio	NOUN
cana-4744	46	10	hybridization	hybridization	NOUN
cana-4744	46	11	of	of	ADP
cana-4744	46	12	lzw	lzw	NOUN
cana-4744	46	13	and	and	CCONJ
cana-4744	46	14	huffman	huffman	PROPN
cana-4744	46	15	utilized	utilize	VERB
cana-4744	46	16	with	with	ADP
cana-4744	46	17	optimization	optimization	NOUN
cana-4744	46	18	technique	technique	NOUN
cana-4744	46	19	.	.	PUNCT
cana-4744	47	1	in	in	ADP
cana-4744	47	2	this	this	DET
cana-4744	47	3	paper	paper	NOUN
cana-4744	47	4	,	,	PUNCT
cana-4744	47	5	the	the	DET
cana-4744	47	6	image	image	NOUN
cana-4744	47	7	transformed	transform	VERB
cana-4744	47	8	using	use	VERB
cana-4744	47	9	lempel	lempel	NOUN
cana-4744	47	10	-ziv	-ziv	PUNCT
cana-4744	47	11	–	–	PUNCT
cana-4744	47	12	welch	welch	NOUN
cana-4744	47	13	(	(	PUNCT
cana-4744	47	14	lzw	lzw	PROPN
cana-4744	47	15	)	)	PUNCT
cana-4744	47	16	the	the	DET
cana-4744	47	17	dictionary	dictionary	ADJ
cana-4744	47	18	size	size	NOUN
cana-4744	47	19	controlled	control	VERB
cana-4744	47	20	by	by	ADP
cana-4744	47	21	means	mean	NOUN
cana-4744	47	22	of	of	ADP
cana-4744	47	23	firefly	firefly	NOUN
cana-4744	47	24	optimization	optimization	NOUN
cana-4744	47	25	and	and	CCONJ
cana-4744	47	26	then	then	ADV
cana-4744	47	27	the	the	DET
cana-4744	47	28	huffman	huffman	PROPN
cana-4744	47	29	coding	coding	NOUN
cana-4744	47	30	applied	apply	VERB
cana-4744	47	31	with	with	ADP
cana-4744	47	32	help	help	NOUN
cana-4744	47	33	of	of	ADP
cana-4744	47	34	huffman	huffman	PROPN
cana-4744	47	35	tree	tree	PROPN
cana-4744	47	36	.	.	PUNCT
cana-4744	48	1	this	this	DET
cana-4744	48	2	process	process	NOUN
cana-4744	48	3	performed	perform	VERB
cana-4744	48	4	on	on	ADP
cana-4744	48	5	region	region	NOUN
cana-4744	48	6	of	of	ADP
cana-4744	48	7	interest	interest	NOUN
cana-4744	48	8	and	and	CCONJ
cana-4744	48	9	non	non	ADJ
cana-4744	48	10	region	region	NOUN
cana-4744	48	11	of	of	ADP
cana-4744	48	12	interest	interest	NOUN
cana-4744	48	13	image	image	NOUN
cana-4744	48	14	part	part	NOUN
cana-4744	48	15	compressed	compress	VERB
cana-4744	48	16	with	with	ADP
cana-4744	48	17	the	the	DET
cana-4744	48	18	ezztw	ezztw	NOUN
cana-4744	48	19	.	.	PUNCT
cana-4744	49	1	greater	great	ADJ
cana-4744	49	2	ratio	ratio	NOUN
cana-4744	49	3	of	of	ADP
cana-4744	49	4	compression	compression	NOUN
cana-4744	49	5	and	and	CCONJ
cana-4744	49	6	psnr	psnr	NOUN
cana-4744	49	7	achieved	achieve	VERB
cana-4744	49	8	with	with	ADP
cana-4744	49	9	present	present	ADJ
cana-4744	49	10	method	method	NOUN
cana-4744	49	11	.	.	PUNCT
cana-4744	50	1	2	2	NUM
cana-4744	50	2	related	relate	VERB
cana-4744	50	3	work	work	NOUN
cana-4744	50	4	gupta	gupta	PROPN
cana-4744	50	5	,	,	PUNCT
cana-4744	50	6	akshu	akshu	NOUN
cana-4744	50	7	,	,	PUNCT
cana-4744	50	8	and	and	CCONJ
cana-4744	50	9	kanika	kanika	PROPN
cana-4744	50	10	(	(	PUNCT
cana-4744	50	11	2012	2012	NUM
cana-4744	50	12	)	)	PUNCT
cana-4744	50	13	.	.	PUNCT
cana-4744	50	14	introduced	introduce	VERB
cana-4744	50	15	this	this	DET
cana-4744	50	16	technique	technique	NOUN
cana-4744	50	17	to	to	PART
cana-4744	50	18	increase	increase	VERB
cana-4744	50	19	the	the	DET
cana-4744	50	20	pixel	pixel	PROPN
cana-4744	50	21	count	count	NOUN
cana-4744	50	22	along	along	ADP
cana-4744	50	23	the	the	DET
cana-4744	50	24	edges	edge	NOUN
cana-4744	50	25	.	.	PUNCT
cana-4744	51	1	increasing	increase	VERB
cana-4744	51	2	the	the	DET
cana-4744	51	3	edges	edge	NOUN
cana-4744	51	4	'	'	PART
cana-4744	51	5	total	total	ADJ
cana-4744	51	6	intensity	intensity	NOUN
cana-4744	51	7	has	have	AUX
cana-4744	51	8	also	also	ADV
cana-4744	51	9	been	be	AUX
cana-4744	51	10	beneficial	beneficial	ADJ
cana-4744	51	11	.	.	PUNCT
cana-4744	52	1	aco	aco	PROPN
cana-4744	52	2	for	for	ADP
cana-4744	52	3	picture	picture	NOUN
cana-4744	52	4	enhancement	enhancement	NOUN
cana-4744	52	5	also	also	ADV
cana-4744	52	6	requires	require	VERB
cana-4744	52	7	reduced	reduce	VERB
cana-4744	52	8	computation	computation	NOUN
cana-4744	52	9	time	time	NOUN
cana-4744	53	1	[	[	X
cana-4744	53	2	17	17	NUM
cana-4744	53	3	]	]	PUNCT
cana-4744	53	4	.	.	PUNCT
cana-4744	54	1	trupti	trupti	PROPN
cana-4744	54	2	n.	n.	PROPN
cana-4744	54	3	baraskar	baraskar	PROPN
cana-4744	54	4	and	and	CCONJ
cana-4744	54	5	vijay	vijay	PROPN
cana-4744	54	6	r.	r.	PROPN
cana-4744	54	7	mankar	mankar	PROPN
cana-4744	54	8	(	(	PUNCT
cana-4744	54	9	2019	2019	NUM
cana-4744	54	10	)	)	PUNCT
cana-4744	54	11	.	.	PUNCT
cana-4744	55	1	the	the	DET
cana-4744	55	2	retrieved	retrieve	VERB
cana-4744	55	3	detail	detail	NOUN
cana-4744	55	4	coefficients	coefficient	NOUN
cana-4744	55	5	initially	initially	ADV
cana-4744	55	6	encoded	encode	VERB
cana-4744	55	7	by	by	ADP
cana-4744	55	8	rle	rle	PROPN
cana-4744	55	9	after	after	ADP
cana-4744	55	10	two	two	NUM
cana-4744	55	11	dimensional	dimensional	ADJ
cana-4744	55	12	discrete	discrete	ADJ
cana-4744	55	13	wavelet	wavelet	NOUN
cana-4744	55	14	transform	transform	NOUN
cana-4744	55	15	and	and	CCONJ
cana-4744	55	16	multi	multi	ADJ
cana-4744	55	17	-	-	ADJ
cana-4744	55	18	level	level	ADJ
cana-4744	55	19	decomposing	decomposing	NOUN
cana-4744	55	20	used	use	VERB
cana-4744	55	21	to	to	ADP
cana-4744	55	22	the	the	DET
cana-4744	55	23	medical	medical	ADJ
cana-4744	55	24	data	datum	NOUN
cana-4744	55	25	set	set	VERB
cana-4744	55	26	in	in	ADP
cana-4744	55	27	this	this	DET
cana-4744	55	28	embedded	embed	VERB
cana-4744	55	29	work	work	NOUN
cana-4744	55	30	.	.	PUNCT
cana-4744	56	1	second	second	ADV
cana-4744	56	2	,	,	PUNCT
cana-4744	56	3	the	the	DET
cana-4744	56	4	huffman	huffman	PROPN
cana-4744	56	5	encoder	encoder	NOUN
cana-4744	56	6	used	use	VERB
cana-4744	56	7	to	to	PART
cana-4744	56	8	encode	encode	VERB
cana-4744	56	9	the	the	DET
cana-4744	56	10	encoded	encode	VERB
cana-4744	56	11	detailed	detailed	ADJ
cana-4744	56	12	coefficients	coefficient	NOUN
cana-4744	56	13	and	and	CCONJ
cana-4744	56	14	the	the	DET
cana-4744	56	15	extracted	extract	VERB
cana-4744	56	16	approximate	approximate	ADJ
cana-4744	56	17	coefficient	coefficient	NOUN
cana-4744	56	18	.	.	PUNCT
cana-4744	57	1	for	for	ADP
cana-4744	57	2	higher	high	ADJ
cana-4744	57	3	decomposition	decomposition	NOUN
cana-4744	57	4	levels	level	NOUN
cana-4744	57	5	(	(	PUNCT
cana-4744	57	6	n	n	NOUN
cana-4744	57	7	=	=	SYM
cana-4744	57	8	4	4	NUM
cana-4744	57	9	)	)	PUNCT
cana-4744	57	10	,	,	PUNCT
cana-4744	57	11	dwt	dwt	PROPN
cana-4744	57	12	provides	provide	VERB
cana-4744	57	13	improved	improved	ADJ
cana-4744	57	14	compression	compression	NOUN
cana-4744	57	15	size	size	NOUN
cana-4744	57	16	,	,	PUNCT
cana-4744	57	17	compression	compression	NOUN
cana-4744	57	18	ratio	ratio	NOUN
cana-4744	57	19	,	,	PUNCT
cana-4744	57	20	and	and	CCONJ
cana-4744	57	21	compression	compression	NOUN
cana-4744	57	22	gain	gain	NOUN
cana-4744	57	23	;	;	PUNCT
cana-4744	57	24	however	however	ADV
cana-4744	57	25	,	,	PUNCT
cana-4744	57	26	image	image	NOUN
cana-4744	57	27	quality	quality	NOUN
cana-4744	57	28	metrics	metric	NOUN
cana-4744	57	29	such	such	ADJ
cana-4744	57	30	as	as	ADP
cana-4744	57	31	psnr	psnr	NOUN
cana-4744	57	32	and	and	CCONJ
cana-4744	57	33	mse	mse	NOUN
cana-4744	57	34	are	be	AUX
cana-4744	57	35	deteriorated	deteriorate	VERB
cana-4744	57	36	[	[	PUNCT
cana-4744	57	37	18	18	NUM
cana-4744	57	38	]	]	PUNCT
cana-4744	57	39	.	.	PUNCT
cana-4744	58	1	bindu	bindu	NOUN
cana-4744	58	2	puthentharayil	puthentharayil	NOUN
cana-4744	58	3	vikraman	vikraman	NOUN
cana-4744	58	4	,	,	PUNCT
cana-4744	58	5	jabeena	jabeena	PROPN
cana-4744	58	6	afthab	afthab	PROPN
cana-4744	58	7	(	(	PUNCT
cana-4744	58	8	2024	2024	NUM
cana-4744	58	9	)	)	PUNCT
cana-4744	58	10	mri	mri	NOUN
cana-4744	58	11	image	image	NOUN
cana-4744	58	12	data	datum	NOUN
cana-4744	58	13	gathered	gather	VERB
cana-4744	58	14	from	from	ADP
cana-4744	58	15	brats	brat	NOUN
cana-4744	58	16	data	datum	NOUN
cana-4744	58	17	set	set	VERB
cana-4744	58	18	.	.	PUNCT
cana-4744	59	1	gathered	gather	VERB
cana-4744	59	2	data	datum	NOUN
cana-4744	59	3	filtered	filter	VERB
cana-4744	59	4	to	to	PART
cana-4744	59	5	remove	remove	VERB
cana-4744	59	6	the	the	DET
cana-4744	59	7	noise	noise	NOUN
cana-4744	59	8	by	by	ADP
cana-4744	59	9	using	use	VERB
cana-4744	59	10	alshe	alshe	PROPN
cana-4744	59	11	.	.	PUNCT
cana-4744	60	1	roi	roi	NOUN
cana-4744	60	2	part	part	NOUN
cana-4744	60	3	of	of	ADP
cana-4744	60	4	the	the	DET
cana-4744	60	5	image	image	NOUN
cana-4744	60	6	compressed	compress	VERB
cana-4744	60	7	by	by	ADP
cana-4744	60	8	means	mean	NOUN
cana-4744	60	9	of	of	ADP
cana-4744	60	10	dct	dct	PROPN
cana-4744	60	11	with	with	ADP
cana-4744	60	12	zero	zero	NUM
cana-4744	60	13	wavelet	wavelet	NOUN
cana-4744	60	14	.	.	PUNCT
cana-4744	61	1	non	non	ADJ
cana-4744	61	2	-	-	ADJ
cana-4744	61	3	roi	roi	ADJ
cana-4744	61	4	part	part	NOUN
cana-4744	61	5	compressed	compress	VERB
cana-4744	61	6	through	through	ADP
cana-4744	61	7	lossy	lossy	ADJ
cana-4744	61	8	compression	compression	NOUN
cana-4744	61	9	method	method	NOUN
cana-4744	61	10	.	.	PUNCT
cana-4744	62	1	it	it	PRON
cana-4744	62	2	gives	give	VERB
cana-4744	62	3	better	well	ADJ
cana-4744	62	4	performance	performance	NOUN
cana-4744	62	5	than	than	ADP
cana-4744	62	6	the	the	DET
cana-4744	62	7	existing	exist	VERB
cana-4744	62	8	method	method	NOUN
cana-4744	62	9	[	[	X
cana-4744	62	10	11	11	NUM
cana-4744	62	11	]	]	PUNCT
cana-4744	62	12	.	.	PUNCT
cana-4744	63	1	communications	communication	NOUN
cana-4744	63	2	on	on	ADP
cana-4744	63	3	applied	apply	VERB
cana-4744	63	4	nonlinear	nonlinear	ADJ
cana-4744	63	5	analysis	analysis	NOUN
cana-4744	63	6	issn	issn	NOUN
cana-4744	63	7	:	:	PUNCT
cana-4744	63	8	1074	1074	NUM
cana-4744	63	9	-	-	PUNCT
cana-4744	63	10	133x	133x	NUM
cana-4744	63	11	vol	vol	VERB
cana-4744	63	12	32	32	NUM
cana-4744	63	13	no	no	NOUN
cana-4744	63	14	.	.	PUNCT
cana-4744	64	1	10s	10	NOUN
cana-4744	64	2	(	(	PUNCT
cana-4744	64	3	2025	2025	NUM
cana-4744	64	4	)	)	PUNCT
cana-4744	64	5	241	241	NUM
cana-4744	64	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	64	7	srikanth	srikanth	PROPN
cana-4744	64	8	&	&	CCONJ
cana-4744	64	9	ramakrishnan	ramakrishnan	PROPN
cana-4744	64	10	(	(	PUNCT
cana-4744	64	11	2005	2005	NUM
cana-4744	64	12	)	)	PUNCT
cana-4744	64	13	the	the	DET
cana-4744	64	14	medical	medical	ADJ
cana-4744	64	15	images	image	NOUN
cana-4744	64	16	compressed	compress	VERB
cana-4744	64	17	by	by	ADP
cana-4744	64	18	using	use	VERB
cana-4744	64	19	the	the	DET
cana-4744	64	20	spatial	spatial	ADJ
cana-4744	64	21	transformation	transformation	NOUN
cana-4744	64	22	and	and	CCONJ
cana-4744	64	23	content	content	NOUN
cana-4744	64	24	-	-	PUNCT
cana-4744	64	25	based	base	VERB
cana-4744	64	26	entropy	entropy	NOUN
cana-4744	64	27	encoding	encoding	NOUN
cana-4744	64	28	based	base	VERB
cana-4744	64	29	on	on	ADP
cana-4744	64	30	energy	energy	NOUN
cana-4744	64	31	contexts	contexts	NOUN
cana-4744	64	32	,	,	PUNCT
cana-4744	64	33	product	product	NOUN
cana-4744	64	34	contexts	context	NOUN
cana-4744	64	35	and	and	CCONJ
cana-4744	64	36	texture	texture	ADJ
cana-4744	64	37	contexts	context	NOUN
cana-4744	65	1	[	[	X
cana-4744	65	2	7	7	NUM
cana-4744	65	3	]	]	PUNCT
cana-4744	65	4	.	.	PUNCT
cana-4744	66	1	retinex	retinex	PROPN
cana-4744	66	2	is	be	AUX
cana-4744	66	3	a	a	DET
cana-4744	66	4	technique	technique	NOUN
cana-4744	66	5	that	that	PRON
cana-4744	66	6	dalvir	dalvir	PROPN
cana-4744	66	7	kaur	kaur	PROPN
cana-4744	66	8	and	and	CCONJ
cana-4744	66	9	kamaljit	kamaljit	PROPN
cana-4744	66	10	kaur	kaur	PROPN
cana-4744	66	11	(	(	PUNCT
cana-4744	66	12	2013	2013	NUM
cana-4744	66	13	)	)	PUNCT
cana-4744	66	14	.	.	PUNCT
cana-4744	67	1	there	there	PRON
cana-4744	67	2	are	be	VERB
cana-4744	67	3	three	three	NUM
cana-4744	67	4	stages	stage	NOUN
cana-4744	67	5	to	to	ADP
cana-4744	67	6	it	it	PRON
cana-4744	67	7	.	.	PUNCT
cana-4744	68	1	huffman	huffman	PROPN
cana-4744	68	2	coding	coding	NOUN
cana-4744	68	3	initially	initially	ADV
cana-4744	68	4	used	use	VERB
cana-4744	68	5	to	to	PART
cana-4744	68	6	compress	compress	VERB
cana-4744	68	7	images	image	NOUN
cana-4744	68	8	.	.	PUNCT
cana-4744	69	1	in	in	ADP
cana-4744	69	2	stage	stage	NOUN
cana-4744	69	3	2	2	NUM
cana-4744	69	4	,	,	PUNCT
cana-4744	69	5	all	all	DET
cana-4744	69	6	huffman	huffman	PROPN
cana-4744	69	7	codeword	codeword	PROPN
cana-4744	69	8	’s	’s	PART
cana-4744	69	9	are	be	AUX
cana-4744	69	10	connected	connect	VERB
cana-4744	69	11	.	.	PUNCT
cana-4744	70	1	lzw	lzw	NOUN
cana-4744	70	2	coding	code	VERB
cana-4744	70	3	and	and	CCONJ
cana-4744	70	4	decoding	decoding	NOUN
cana-4744	70	5	used	use	VERB
cana-4744	70	6	to	to	PART
cana-4744	70	7	compress	compress	VERB
cana-4744	70	8	the	the	DET
cana-4744	70	9	data	datum	NOUN
cana-4744	70	10	.	.	PUNCT
cana-4744	71	1	the	the	DET
cana-4744	71	2	retinex	retinex	ADJ
cana-4744	71	3	algorithm	algorithm	NOUN
cana-4744	71	4	applied	apply	VERB
cana-4744	71	5	to	to	ADP
cana-4744	71	6	the	the	DET
cana-4744	71	7	compressed	compress	VERB
cana-4744	71	8	image	image	NOUN
cana-4744	71	9	in	in	ADP
cana-4744	71	10	stage	stage	NOUN
cana-4744	71	11	3	3	NUM
cana-4744	71	12	.	.	PUNCT
cana-4744	72	1	it	it	PRON
cana-4744	72	2	used	use	VERB
cana-4744	72	3	to	to	PART
cana-4744	72	4	update	update	VERB
cana-4744	72	5	the	the	DET
cana-4744	72	6	image	image	NOUN
cana-4744	72	7	's	's	PART
cana-4744	72	8	complexity	complexity	NOUN
cana-4744	72	9	and	and	CCONJ
cana-4744	72	10	to	to	PART
cana-4744	72	11	improve	improve	VERB
cana-4744	72	12	the	the	DET
cana-4744	72	13	overall	overall	ADJ
cana-4744	72	14	image	image	NOUN
cana-4744	72	15	quality	quality	NOUN
cana-4744	72	16	.	.	PUNCT
cana-4744	73	1	the	the	DET
cana-4744	73	2	proposed	propose	VERB
cana-4744	73	3	method	method	NOUN
cana-4744	73	4	used	use	VERB
cana-4744	73	5	in	in	ADP
cana-4744	73	6	matlab	matlab	PROPN
cana-4744	73	7	software	software	NOUN
cana-4744	73	8	to	to	PART
cana-4744	73	9	compute	compute	VERB
cana-4744	73	10	cr	cr	PROPN
cana-4744	73	11	,	,	PUNCT
cana-4744	73	12	psnr	psnr	NOUN
cana-4744	73	13	,	,	PUNCT
cana-4744	73	14	and	and	CCONJ
cana-4744	73	15	mse	mse	NOUN
cana-4744	74	1	[	[	X
cana-4744	74	2	9	9	NUM
cana-4744	74	3	]	]	PUNCT
cana-4744	74	4	.	.	PUNCT
cana-4744	75	1	r.	r.	PROPN
cana-4744	75	2	monika	monika	PROPN
cana-4744	75	3	,	,	PUNCT
cana-4744	75	4	samiappan	samiappan	NOUN
cana-4744	75	5	dhanalakshmi	dhanalakshmi	NOUN
cana-4744	75	6	,	,	PUNCT
cana-4744	75	7	for	for	ADP
cana-4744	75	8	compressing	compress	VERB
cana-4744	75	9	various	various	ADJ
cana-4744	75	10	medical	medical	ADJ
cana-4744	75	11	photos	photo	NOUN
cana-4744	75	12	with	with	ADP
cana-4744	75	13	a	a	DET
cana-4744	75	14	high	high	ADJ
cana-4744	75	15	compression	compression	NOUN
cana-4744	75	16	ratio	ratio	NOUN
cana-4744	75	17	,	,	PUNCT
cana-4744	75	18	use	use	VERB
cana-4744	75	19	coefficient	coefficient	NOUN
cana-4744	75	20	mixed	mixed	ADJ
cana-4744	75	21	thresholding	thresholding	NOUN
cana-4744	75	22	abcs	abc	NOUN
cana-4744	75	23	(	(	PUNCT
cana-4744	75	24	cmt	cmt	PROPN
cana-4744	75	25	-	-	PUNCT
cana-4744	75	26	abcs	abcs	PROPN
cana-4744	75	27	)	)	PUNCT
cana-4744	75	28	.	.	PUNCT
cana-4744	76	1	the	the	DET
cana-4744	76	2	adaptive	adaptive	ADJ
cana-4744	76	3	block	block	NOUN
cana-4744	76	4	compressed	compress	VERB
cana-4744	76	5	sensing	sense	VERB
cana-4744	76	6	(	(	PUNCT
cana-4744	76	7	abcs	abcs	NOUN
cana-4744	76	8	)	)	PUNCT
cana-4744	76	9	method	method	NOUN
cana-4744	76	10	,	,	PUNCT
cana-4744	76	11	which	which	PRON
cana-4744	76	12	based	base	VERB
cana-4744	76	13	on	on	ADP
cana-4744	76	14	coefficient	coefficient	NOUN
cana-4744	76	15	mixed	mixed	ADJ
cana-4744	76	16	thresholding	thresholding	NOUN
cana-4744	76	17	,	,	PUNCT
cana-4744	76	18	introduced	introduce	VERB
cana-4744	76	19	to	to	PART
cana-4744	76	20	compress	compress	VERB
cana-4744	76	21	a	a	DET
cana-4744	76	22	variety	variety	NOUN
cana-4744	76	23	of	of	ADP
cana-4744	76	24	medical	medical	ADJ
cana-4744	76	25	images	image	NOUN
cana-4744	76	26	in	in	ADP
cana-4744	76	27	order	order	NOUN
cana-4744	76	28	to	to	PART
cana-4744	76	29	reach	reach	VERB
cana-4744	76	30	a	a	DET
cana-4744	76	31	high	high	ADJ
cana-4744	76	32	compression	compression	NOUN
cana-4744	76	33	ratio	ratio	NOUN
cana-4744	76	34	.	.	PUNCT
cana-4744	77	1	when	when	SCONJ
cana-4744	77	2	compressing	compress	VERB
cana-4744	77	3	the	the	DET
cana-4744	77	4	data	datum	NOUN
cana-4744	77	5	,	,	PUNCT
cana-4744	77	6	the	the	DET
cana-4744	77	7	photos	photo	NOUN
cana-4744	77	8	divided	divide	VERB
cana-4744	77	9	into	into	ADP
cana-4744	77	10	small	small	ADJ
cana-4744	77	11	parts	part	NOUN
cana-4744	77	12	,	,	PUNCT
cana-4744	77	13	and	and	CCONJ
cana-4744	77	14	a	a	DET
cana-4744	77	15	sample	sample	NOUN
cana-4744	77	16	selection	selection	NOUN
cana-4744	77	17	is	be	AUX
cana-4744	77	18	produced	produce	VERB
cana-4744	77	19	utilizing	utilize	VERB
cana-4744	77	20	these	these	DET
cana-4744	77	21	regions	region	NOUN
cana-4744	77	22	.	.	PUNCT
cana-4744	78	1	the	the	DET
cana-4744	78	2	frequency	frequency	NOUN
cana-4744	78	3	distribution	distribution	NOUN
cana-4744	78	4	equalized	equalize	VERB
cana-4744	78	5	by	by	ADP
cana-4744	78	6	coefficient	coefficient	NOUN
cana-4744	78	7	mixing	mixing	NOUN
cana-4744	78	8	,	,	PUNCT
cana-4744	78	9	which	which	PRON
cana-4744	78	10	facilitates	facilitate	VERB
cana-4744	78	11	seamless	seamless	ADJ
cana-4744	78	12	image	image	NOUN
cana-4744	78	13	reconstruction	reconstruction	NOUN
cana-4744	78	14	.	.	PUNCT
cana-4744	79	1	m.	m.	NOUN
cana-4744	79	2	a.	a.	PROPN
cana-4744	79	3	p	p	PROPN
cana-4744	79	4	manimekalai	manimekalai	PROPN
cana-4744	79	5	,	,	PUNCT
cana-4744	79	6	n.	n.	NOUN
cana-4744	79	7	a.	a.	NOUN
cana-4744	79	8	vasanthi	vasanthi	PROPN
cana-4744	79	9	,	,	PUNCT
cana-4744	79	10	initially	initially	ADV
cana-4744	79	11	clipped	clip	VERB
cana-4744	79	12	histogram	histogram	NOUN
cana-4744	79	13	equalization	equalization	NOUN
cana-4744	79	14	done	do	VERB
cana-4744	79	15	to	to	PART
cana-4744	79	16	increase	increase	VERB
cana-4744	79	17	the	the	DET
cana-4744	79	18	contrast	contrast	NOUN
cana-4744	79	19	of	of	ADP
cana-4744	79	20	an	an	DET
cana-4744	79	21	image	image	NOUN
cana-4744	79	22	based	base	VERB
cana-4744	79	23	on	on	ADP
cana-4744	79	24	the	the	DET
cana-4744	79	25	threshold	threshold	NOUN
cana-4744	79	26	value	value	NOUN
cana-4744	79	27	define	define	NOUN
cana-4744	79	28	by	by	ADP
cana-4744	79	29	means	mean	NOUN
cana-4744	79	30	of	of	ADP
cana-4744	79	31	particle	particle	NOUN
cana-4744	79	32	swarm	swarm	NOUN
cana-4744	79	33	optimization	optimization	NOUN
cana-4744	79	34	(	(	PUNCT
cana-4744	79	35	psw	psw	PROPN
cana-4744	79	36	)	)	PUNCT
cana-4744	79	37	algorithm	algorithm	NOUN
cana-4744	79	38	and	and	CCONJ
cana-4744	79	39	lzw	lzw	PROPN
cana-4744	79	40	dictionary	dictionary	PROPN
cana-4744	79	41	based	base	VERB
cana-4744	79	42	lossless	lossless	PROPN
cana-4744	79	43	technique	technique	NOUN
cana-4744	79	44	used	use	VERB
cana-4744	79	45	to	to	ADP
cana-4744	79	46	compressing	compress	VERB
cana-4744	79	47	the	the	DET
cana-4744	79	48	mri	mri	NOUN
cana-4744	79	49	image	image	NOUN
cana-4744	79	50	would	would	AUX
cana-4744	79	51	increase	increase	VERB
cana-4744	79	52	the	the	DET
cana-4744	79	53	compression	compression	NOUN
cana-4744	79	54	ratio	ratio	NOUN
cana-4744	79	55	[	[	X
cana-4744	79	56	10	10	NUM
cana-4744	79	57	]	]	PUNCT
cana-4744	79	58	.	.	PUNCT
cana-4744	80	1	3	3	NUM
cana-4744	80	2	proposed	propose	VERB
cana-4744	80	3	methodology	methodology	NOUN
cana-4744	80	4	proposed	propose	VERB
cana-4744	80	5	method	method	NOUN
cana-4744	80	6	segment	segment	NOUN
cana-4744	80	7	the	the	DET
cana-4744	80	8	mri	mri	NOUN
cana-4744	80	9	dicom	dicom	NOUN
cana-4744	80	10	image	image	NOUN
cana-4744	80	11	into	into	ADP
cana-4744	80	12	two	two	NUM
cana-4744	80	13	portions	portion	NOUN
cana-4744	80	14	as	as	ADV
cana-4744	80	15	foreground	foreground	NOUN
cana-4744	80	16	as	as	ADP
cana-4744	80	17	(	(	PUNCT
cana-4744	80	18	roi	roi	NOUN
cana-4744	80	19	)	)	PUNCT
cana-4744	80	20	and	and	CCONJ
cana-4744	80	21	background	background	NOUN
cana-4744	80	22	as	as	ADP
cana-4744	80	23	nroi	nroi	NOUN
cana-4744	80	24	by	by	ADP
cana-4744	80	25	u	u	NOUN
cana-4744	80	26	-	-	ADJ
cana-4744	80	27	net	net	ADJ
cana-4744	80	28	convolutional	convolutional	ADJ
cana-4744	80	29	neural	neural	ADJ
cana-4744	80	30	network	network	NOUN
cana-4744	80	31	architecture	architecture	NOUN
cana-4744	80	32	with	with	ADP
cana-4744	80	33	dice	dice	NOUN
cana-4744	80	34	loss	loss	NOUN
cana-4744	80	35	function	function	NOUN
cana-4744	80	36	.	.	PUNCT
cana-4744	81	1	consequent	consequent	ADJ
cana-4744	81	2	to	to	ADP
cana-4744	81	3	the	the	DET
cana-4744	81	4	segmentation	segmentation	NOUN
cana-4744	81	5	,	,	PUNCT
cana-4744	81	6	the	the	DET
cana-4744	81	7	foreground	foreground	NOUN
cana-4744	81	8	portion	portion	NOUN
cana-4744	81	9	condensed	condense	VERB
cana-4744	81	10	by	by	ADP
cana-4744	81	11	applying	apply	VERB
cana-4744	81	12	the	the	DET
cana-4744	81	13	hybrid	hybrid	ADJ
cana-4744	81	14	lempel	lempel	NOUN
cana-4744	81	15	ziv	ziv	PROPN
cana-4744	81	16	welchhuffman	welchhuffman	PROPN
cana-4744	81	17	coding	code	VERB
cana-4744	81	18	with	with	ADP
cana-4744	81	19	firefly	firefly	NOUN
cana-4744	81	20	optimization	optimization	NOUN
cana-4744	81	21	algorithm	algorithm	NOUN
cana-4744	81	22	and	and	CCONJ
cana-4744	81	23	nroi	nroi	NOUN
cana-4744	81	24	part	part	NOUN
cana-4744	81	25	of	of	ADP
cana-4744	81	26	the	the	DET
cana-4744	81	27	image	image	NOUN
cana-4744	81	28	condensed	condense	VERB
cana-4744	81	29	by	by	ADP
cana-4744	81	30	embedded	embed	VERB
cana-4744	81	31	zero	zero	NUM
cana-4744	81	32	tree	tree	NOUN
cana-4744	81	33	wavelet	wavelet	NOUN
cana-4744	81	34	(	(	PUNCT
cana-4744	81	35	eztw	eztw	NOUN
cana-4744	81	36	)	)	PUNCT
cana-4744	81	37	.	.	PUNCT
cana-4744	82	1	the	the	DET
cana-4744	82	2	figure	figure	NOUN
cana-4744	82	3	1	1	NUM
cana-4744	82	4	shows	show	VERB
cana-4744	82	5	system	system	NOUN
cana-4744	82	6	flow	flow	NOUN
cana-4744	82	7	of	of	ADP
cana-4744	82	8	proposed	propose	VERB
cana-4744	82	9	method	method	NOUN
cana-4744	82	10	.	.	PUNCT
cana-4744	83	1	figure	figure	NOUN
cana-4744	83	2	1	1	NUM
cana-4744	83	3	:	:	PUNCT
cana-4744	83	4	proposed	propose	VERB
cana-4744	83	5	system	system	NOUN
cana-4744	83	6	flow	flow	NOUN
cana-4744	83	7	diagram	diagram	NOUN
cana-4744	83	8	communications	communication	NOUN
cana-4744	83	9	on	on	ADP
cana-4744	83	10	applied	apply	VERB
cana-4744	83	11	nonlinear	nonlinear	ADJ
cana-4744	83	12	analysis	analysis	NOUN
cana-4744	83	13	issn	issn	NOUN
cana-4744	83	14	:	:	PUNCT
cana-4744	83	15	1074	1074	NUM
cana-4744	83	16	-	-	PUNCT
cana-4744	83	17	133x	133x	NUM
cana-4744	83	18	vol	vol	VERB
cana-4744	83	19	32	32	NUM
cana-4744	83	20	no	no	NOUN
cana-4744	83	21	.	.	PUNCT
cana-4744	84	1	10s	10	NOUN
cana-4744	84	2	(	(	PUNCT
cana-4744	84	3	2025	2025	NUM
cana-4744	84	4	)	)	PUNCT
cana-4744	84	5	242	242	NUM
cana-4744	84	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	84	7	3.1	3.1	NUM
cana-4744	84	8	enhancement	enhancement	NOUN
cana-4744	84	9	with	with	ADP
cana-4744	84	10	aco	aco	PROPN
cana-4744	84	11	ant	ant	ADJ
cana-4744	84	12	colony	colony	NOUN
cana-4744	84	13	optimization	optimization	NOUN
cana-4744	84	14	(	(	PUNCT
cana-4744	84	15	aco	aco	PROPN
cana-4744	84	16	)	)	PUNCT
cana-4744	84	17	technique	technique	NOUN
cana-4744	84	18	on	on	ADP
cana-4744	84	19	the	the	DET
cana-4744	84	20	basis	basis	NOUN
cana-4744	84	21	of	of	ADP
cana-4744	84	22	mimicking	mimic	VERB
cana-4744	84	23	seeking	seek	VERB
cana-4744	84	24	behaviour	behaviour	NOUN
cana-4744	84	25	of	of	ADP
cana-4744	84	26	ants	ant	NOUN
cana-4744	84	27	.	.	PUNCT
cana-4744	85	1	when	when	SCONJ
cana-4744	85	2	combined	combine	VERB
cana-4744	85	3	with	with	ADP
cana-4744	85	4	eigenvalues	eigenvalue	NOUN
cana-4744	85	5	and	and	CCONJ
cana-4744	85	6	diffusion	diffusion	NOUN
cana-4744	85	7	for	for	ADP
cana-4744	85	8	image	image	NOUN
cana-4744	85	9	pre	pre	ADJ
cana-4744	85	10	-	-	ADJ
cana-4744	85	11	processing	processing	ADJ
cana-4744	85	12	.	.	PUNCT
cana-4744	86	1	adjusting	adjust	VERB
cana-4744	86	2	diffusion	diffusion	NOUN
cana-4744	86	3	coefficients	coefficient	NOUN
cana-4744	86	4	based	base	VERB
cana-4744	86	5	on	on	ADP
cana-4744	86	6	the	the	DET
cana-4744	86	7	pheromone	pheromone	NOUN
cana-4744	86	8	trails	trail	NOUN
cana-4744	86	9	,	,	PUNCT
cana-4744	86	10	ensuring	ensure	VERB
cana-4744	86	11	that	that	SCONJ
cana-4744	86	12	diffusion	diffusion	NOUN
cana-4744	86	13	more	more	ADV
cana-4744	86	14	restrained	restrained	ADJ
cana-4744	86	15	across	across	ADP
cana-4744	86	16	edges	edge	NOUN
cana-4744	86	17	and	and	CCONJ
cana-4744	86	18	boundaries	boundary	NOUN
cana-4744	86	19	identified	identify	VERB
cana-4744	86	20	by	by	ADP
cana-4744	86	21	the	the	DET
cana-4744	86	22	ants	ant	NOUN
cana-4744	86	23	.	.	PUNCT
cana-4744	87	1	depends	depend	VERB
cana-4744	87	2	on	on	ADP
cana-4744	87	3	the	the	DET
cana-4744	87	4	quality	quality	NOUN
cana-4744	87	5	of	of	ADP
cana-4744	87	6	solution	solution	NOUN
cana-4744	87	7	found	find	VERB
cana-4744	87	8	by	by	ADP
cana-4744	87	9	the	the	DET
cana-4744	87	10	ant	ant	NOUN
cana-4744	87	11	leads	lead	VERB
cana-4744	87	12	to	to	PART
cana-4744	87	13	update	update	VERB
cana-4744	87	14	the	the	DET
cana-4744	87	15	pheromone	pheromone	NOUN
cana-4744	87	16	trails	trail	NOUN
cana-4744	87	17	.	.	PUNCT
cana-4744	88	1	ants	ant	NOUN
cana-4744	88	2	deposit	deposit	VERB
cana-4744	88	3	pheromones	pheromone	NOUN
cana-4744	88	4	on	on	ADP
cana-4744	88	5	pixels	pixel	NOUN
cana-4744	88	6	where	where	SCONJ
cana-4744	88	7	the	the	DET
cana-4744	88	8	denoising	denoising	NOUN
cana-4744	88	9	process	process	NOUN
cana-4744	88	10	was	be	AUX
cana-4744	88	11	successful	successful	ADJ
cana-4744	88	12	.	.	PUNCT
cana-4744	89	1	monitor	monitor	VERB
cana-4744	89	2	convergence	convergence	NOUN
cana-4744	89	3	criteria	criterion	NOUN
cana-4744	89	4	determines	determine	VERB
cana-4744	89	5	to	to	PART
cana-4744	89	6	stop	stop	VERB
cana-4744	89	7	the	the	DET
cana-4744	89	8	algorithm	algorithm	NOUN
cana-4744	89	9	,	,	PUNCT
cana-4744	89	10	such	such	ADJ
cana-4744	89	11	as	as	ADP
cana-4744	89	12	a	a	DET
cana-4744	89	13	fix	fix	NOUN
cana-4744	89	14	number	number	NOUN
cana-4744	89	15	of	of	ADP
cana-4744	89	16	iterations	iteration	NOUN
cana-4744	89	17	or	or	CCONJ
cana-4744	89	18	a	a	DET
cana-4744	89	19	threshold	threshold	NOUN
cana-4744	89	20	value	value	NOUN
cana-4744	89	21	used	use	VERB
cana-4744	89	22	for	for	ADP
cana-4744	89	23	improvement	improvement	NOUN
cana-4744	89	24	.	.	PUNCT
cana-4744	90	1	the	the	DET
cana-4744	90	2	algorithm	algorithm	NOUN
cana-4744	90	3	repeat	repeat	VERB
cana-4744	90	4	the	the	DET
cana-4744	90	5	process	process	NOUN
cana-4744	90	6	until	until	SCONJ
cana-4744	90	7	ending	end	VERB
cana-4744	90	8	benchmark	benchmark	NOUN
cana-4744	90	9	met	meet	VERB
cana-4744	90	10	,	,	PUNCT
cana-4744	90	11	such	such	ADJ
cana-4744	90	12	as	as	ADP
cana-4744	90	13	a	a	DET
cana-4744	90	14	finite	finite	ADJ
cana-4744	90	15	number	number	NOUN
cana-4744	90	16	of	of	ADP
cana-4744	90	17	iterations	iteration	NOUN
cana-4744	90	18	or	or	CCONJ
cana-4744	90	19	convergence	convergence	NOUN
cana-4744	90	20	to	to	ADP
cana-4744	90	21	an	an	DET
cana-4744	90	22	optimal	optimal	ADJ
cana-4744	90	23	or	or	CCONJ
cana-4744	90	24	near	near	ADV
cana-4744	90	25	-	-	PUNCT
cana-4744	90	26	optimal	optimal	ADJ
cana-4744	90	27	solution	solution	NOUN
cana-4744	90	28	.	.	PUNCT
cana-4744	91	1	3.2	3.2	NUM
cana-4744	91	2	segmentation	segmentation	NOUN
cana-4744	91	3	mri	mri	NOUN
cana-4744	91	4	images	image	NOUN
cana-4744	91	5	have	have	VERB
cana-4744	91	6	intensity	intensity	NOUN
cana-4744	91	7	values	value	NOUN
cana-4744	91	8	that	that	PRON
cana-4744	91	9	carry	carry	VERB
cana-4744	91	10	diagnostic	diagnostic	ADJ
cana-4744	91	11	information	information	NOUN
cana-4744	91	12	.	.	PUNCT
cana-4744	92	1	the	the	DET
cana-4744	92	2	histogram	histogram	NOUN
cana-4744	92	3	equalization	equalization	NOUN
cana-4744	92	4	might	might	AUX
cana-4744	92	5	distort	distort	VERB
cana-4744	92	6	these	these	DET
cana-4744	92	7	values	value	NOUN
cana-4744	92	8	leads	lead	VERB
cana-4744	92	9	to	to	ADP
cana-4744	92	10	the	the	DET
cana-4744	92	11	loss	loss	NOUN
cana-4744	92	12	of	of	ADP
cana-4744	92	13	information	information	NOUN
cana-4744	92	14	[	[	X
cana-4744	92	15	10	10	NUM
cana-4744	92	16	]	]	PUNCT
cana-4744	92	17	.	.	PUNCT
cana-4744	93	1	main	main	ADJ
cana-4744	93	2	goal	goal	NOUN
cana-4744	93	3	of	of	ADP
cana-4744	93	4	present	present	ADJ
cana-4744	93	5	method	method	NOUN
cana-4744	93	6	to	to	PART
cana-4744	93	7	resolve	resolve	VERB
cana-4744	93	8	this	this	DET
cana-4744	93	9	problem	problem	NOUN
cana-4744	93	10	,	,	PUNCT
cana-4744	93	11	the	the	DET
cana-4744	93	12	present	present	ADJ
cana-4744	93	13	method	method	NOUN
cana-4744	93	14	segment	segment	NOUN
cana-4744	93	15	the	the	DET
cana-4744	93	16	image	image	NOUN
cana-4744	93	17	by	by	ADP
cana-4744	93	18	using	use	VERB
cana-4744	93	19	u	u	NOUN
cana-4744	93	20	-	-	ADJ
cana-4744	93	21	net	net	ADJ
cana-4744	93	22	model	model	NOUN
cana-4744	93	23	with	with	ADP
cana-4744	93	24	dice	dice	NOUN
cana-4744	93	25	loss	loss	NOUN
cana-4744	93	26	function	function	NOUN
cana-4744	93	27	.	.	PUNCT
cana-4744	94	1	the	the	DET
cana-4744	94	2	proposed	propose	VERB
cana-4744	94	3	system	system	NOUN
cana-4744	94	4	fragmented	fragment	VERB
cana-4744	94	5	into	into	ADP
cana-4744	94	6	foreground	foreground	NOUN
cana-4744	94	7	as	as	ADP
cana-4744	94	8	(	(	PUNCT
cana-4744	94	9	roi	roi	NOUN
cana-4744	94	10	)	)	PUNCT
cana-4744	94	11	and	and	CCONJ
cana-4744	94	12	background	background	NOUN
cana-4744	94	13	as	as	ADP
cana-4744	94	14	(	(	PUNCT
cana-4744	94	15	non	non	ADJ
cana-4744	94	16	-	-	NOUN
cana-4744	94	17	roi	roi	NOUN
cana-4744	94	18	)	)	PUNCT
cana-4744	94	19	.	.	PUNCT
cana-4744	95	1	the	the	DET
cana-4744	95	2	proposed	propose	VERB
cana-4744	95	3	system	system	NOUN
cana-4744	95	4	segmenting	segment	VERB
cana-4744	95	5	the	the	DET
cana-4744	95	6	relevant	relevant	ADJ
cana-4744	95	7	region	region	NOUN
cana-4744	95	8	of	of	ADP
cana-4744	95	9	interest	interest	NOUN
cana-4744	95	10	and	and	CCONJ
cana-4744	95	11	reducing	reduce	VERB
cana-4744	95	12	the	the	DET
cana-4744	95	13	data	datum	NOUN
cana-4744	95	14	size	size	NOUN
cana-4744	95	15	.	.	PUNCT
cana-4744	96	1	input	input	NOUN
cana-4744	96	2	layer	layer	NOUN
cana-4744	96	3	accepts	accept	VERB
cana-4744	96	4	the	the	DET
cana-4744	96	5	input	input	NOUN
cana-4744	96	6	image	image	NOUN
cana-4744	96	7	and	and	CCONJ
cana-4744	96	8	encoder	encoder	NOUN
cana-4744	96	9	extracts	extract	VERB
cana-4744	96	10	the	the	DET
cana-4744	96	11	spatial	spatial	ADJ
cana-4744	96	12	and	and	CCONJ
cana-4744	96	13	contextual	contextual	ADJ
cana-4744	96	14	information	information	NOUN
cana-4744	96	15	from	from	ADP
cana-4744	96	16	image	image	NOUN
cana-4744	96	17	via	via	ADP
cana-4744	96	18	convolutional	convolutional	ADJ
cana-4744	96	19	layers	layer	NOUN
cana-4744	96	20	and	and	CCONJ
cana-4744	96	21	pooling	pooling	NOUN
cana-4744	96	22	.	.	PUNCT
cana-4744	97	1	bottleneck	bottleneck	NOUN
cana-4744	97	2	part	part	NOUN
cana-4744	97	3	of	of	ADP
cana-4744	97	4	u	u	NOUN
cana-4744	97	5	-	-	NOUN
cana-4744	97	6	net	net	ADJ
cana-4744	97	7	retain	retain	VERB
cana-4744	97	8	critical	critical	ADJ
cana-4744	97	9	information	information	NOUN
cana-4744	97	10	for	for	ADP
cana-4744	97	11	reconstruction	reconstruction	NOUN
cana-4744	97	12	.	.	PUNCT
cana-4744	98	1	in	in	ADP
cana-4744	98	2	decoder	decoder	NOUN
cana-4744	98	3	part	part	NOUN
cana-4744	98	4	,	,	PUNCT
cana-4744	98	5	up	up	ADP
cana-4744	98	6	sampling	sample	VERB
cana-4744	98	7	the	the	DET
cana-4744	98	8	extracted	extract	VERB
cana-4744	98	9	features	feature	NOUN
cana-4744	98	10	to	to	PART
cana-4744	98	11	reconstruct	reconstruct	VERB
cana-4744	98	12	the	the	DET
cana-4744	98	13	original	original	ADJ
cana-4744	98	14	resolution	resolution	NOUN
cana-4744	98	15	.	.	PUNCT
cana-4744	99	1	for	for	ADP
cana-4744	99	2	output	output	NOUN
cana-4744	99	3	,	,	PUNCT
cana-4744	99	4	layer	layer	NOUN
cana-4744	99	5	present	present	ADJ
cana-4744	99	6	method	method	NOUN
cana-4744	99	7	utilized	utilize	VERB
cana-4744	99	8	the	the	DET
cana-4744	99	9	sigmoid	sigmoid	NOUN
cana-4744	99	10	function	function	NOUN
cana-4744	99	11	as	as	ADP
cana-4744	99	12	activation	activation	NOUN
cana-4744	99	13	function	function	NOUN
cana-4744	99	14	.	.	PUNCT
cana-4744	100	1	convolution	convolution	NOUN
cana-4744	100	2	layers	layer	NOUN
cana-4744	100	3	utilizes	utilize	VERB
cana-4744	100	4	the	the	DET
cana-4744	100	5	relu	relu	NOUN
cana-4744	100	6	as	as	ADP
cana-4744	100	7	activation	activation	NOUN
cana-4744	100	8	function	function	NOUN
cana-4744	100	9	.	.	PUNCT
cana-4744	101	1	the	the	DET
cana-4744	101	2	relu	relu	NOUN
cana-4744	101	3	applied	apply	VERB
cana-4744	101	4	after	after	ADP
cana-4744	101	5	each	each	DET
cana-4744	101	6	convolutional	convolutional	ADJ
cana-4744	101	7	layer	layer	NOUN
cana-4744	101	8	.	.	PUNCT
cana-4744	102	1	x	x	X
cana-4744	102	2	=	=	X
cana-4744	102	3	w⋅i+b	w⋅i+b	X
cana-4744	102	4	•	•	ADJ
cana-4744	102	5	w	w	NOUN
cana-4744	102	6	:	:	PUNCT
cana-4744	102	7	weight	weight	NOUN
cana-4744	102	8	matrix	matrix	NOUN
cana-4744	102	9	of	of	ADP
cana-4744	102	10	the	the	DET
cana-4744	102	11	convolutional	convolutional	ADJ
cana-4744	102	12	filter	filter	NOUN
cana-4744	102	13	.	.	PUNCT
cana-4744	103	1	•	•	NUM
cana-4744	104	1	i	i	PRON
cana-4744	104	2	:	:	PUNCT
cana-4744	104	3	input	input	NOUN
cana-4744	104	4	feature	feature	NOUN
cana-4744	104	5	map	map	NOUN
cana-4744	104	6	.	.	PUNCT
cana-4744	105	1	•	•	NUM
cana-4744	105	2	b	b	X
cana-4744	105	3	:	:	PUNCT
cana-4744	105	4	bias	bias	NOUN
cana-4744	105	5	term	term	NOUN
cana-4744	105	6	.	.	PUNCT
cana-4744	106	1	the	the	DET
cana-4744	106	2	result	result	NOUN
cana-4744	106	3	of	of	ADP
cana-4744	106	4	the	the	DET
cana-4744	106	5	convolutional	convolutional	ADJ
cana-4744	106	6	layer	layer	NOUN
cana-4744	106	7	is	be	AUX
cana-4744	106	8	feature	feature	NOUN
cana-4744	106	9	maps	map	NOUN
cana-4744	106	10	and	and	CCONJ
cana-4744	106	11	calculated	calculate	VERB
cana-4744	106	12	as	as	ADP
cana-4744	106	13	f(m	f(m	PROPN
cana-4744	106	14	,	,	PUNCT
cana-4744	106	15	n	n	CCONJ
cana-4744	106	16	,	,	PUNCT
cana-4744	106	17	p)=x	p)=x	PROPN
cana-4744	106	18	,	,	PUNCT
cana-4744	106	19	y	y	PROPN
cana-4744	106	20	∑	∑	PROPN
cana-4744	106	21	i(m+x	i(m+x	PROPN
cana-4744	106	22	,	,	PUNCT
cana-4744	106	23	n+y)⋅w(x	n+y)⋅w(x	NUM
cana-4744	106	24	,	,	PUNCT
cana-4744	106	25	y	y	NOUN
cana-4744	106	26	,	,	PUNCT
cana-4744	106	27	p)+bp	p)+bp	NOUN
cana-4744	106	28	where	where	SCONJ
cana-4744	106	29	:	:	PUNCT
cana-4744	106	30	f(m	f(m	PROPN
cana-4744	106	31	,	,	PUNCT
cana-4744	106	32	n	n	CCONJ
cana-4744	106	33	,	,	PUNCT
cana-4744	106	34	p)f(m	p)f(m	NOUN
cana-4744	106	35	,	,	PUNCT
cana-4744	106	36	n	n	CCONJ
cana-4744	106	37	,	,	PUNCT
cana-4744	106	38	p)f(m	p)f(m	NOUN
cana-4744	106	39	,	,	PUNCT
cana-4744	106	40	n	n	CCONJ
cana-4744	106	41	,	,	PUNCT
cana-4744	106	42	p	p	NOUN
cana-4744	106	43	)	)	PUNCT
cana-4744	106	44	is	be	AUX
cana-4744	106	45	value	value	NOUN
cana-4744	106	46	of	of	ADP
cana-4744	106	47	the	the	DET
cana-4744	106	48	feature	feature	NOUN
cana-4744	106	49	map	map	NOUN
cana-4744	106	50	at	at	ADP
cana-4744	106	51	position	position	NOUN
cana-4744	106	52	(	(	PUNCT
cana-4744	106	53	m	m	NOUN
cana-4744	106	54	,	,	PUNCT
cana-4744	106	55	n	n	CCONJ
cana-4744	106	56	)	)	PUNCT
cana-4744	106	57	(	(	PUNCT
cana-4744	106	58	m	m	PROPN
cana-4744	106	59	,	,	PUNCT
cana-4744	106	60	n	n	CCONJ
cana-4744	106	61	)	)	PUNCT
cana-4744	106	62	(	(	PUNCT
cana-4744	106	63	m	m	PROPN
cana-4744	106	64	,	,	PUNCT
cana-4744	106	65	n	n	CCONJ
cana-4744	106	66	)	)	PUNCT
cana-4744	106	67	for	for	ADP
cana-4744	106	68	filter	filter	NOUN
cana-4744	106	69	p.	p.	NOUN
cana-4744	106	70	i(m+x	i(m+x	PROPN
cana-4744	106	71	,	,	PUNCT
cana-4744	106	72	n+y)i(m+x	n+y)i(m+x	NOUN
cana-4744	106	73	,	,	PUNCT
cana-4744	106	74	n+y	n+y	NUM
cana-4744	106	75	)	)	PUNCT
cana-4744	106	76	i(m+x	i(m+x	PROPN
cana-4744	106	77	,	,	PUNCT
cana-4744	106	78	n+y	n+y	NUM
cana-4744	106	79	)	)	PUNCT
cana-4744	107	1	is	be	AUX
cana-4744	107	2	input	input	ADJ
cana-4744	107	3	image	image	NOUN
cana-4744	107	4	value	value	NOUN
cana-4744	107	5	or	or	CCONJ
cana-4744	107	6	previous	previous	ADJ
cana-4744	107	7	layer	layer	NOUN
cana-4744	107	8	's	's	PART
cana-4744	107	9	output	output	NOUN
cana-4744	107	10	.	.	PUNCT
cana-4744	108	1	and	and	CCONJ
cana-4744	108	2	the	the	DET
cana-4744	108	3	cost	cost	NOUN
cana-4744	108	4	of	of	ADP
cana-4744	108	5	the	the	DET
cana-4744	108	6	computation	computation	NOUN
cana-4744	108	7	in	in	ADP
cana-4744	108	8	convolutional	convolutional	ADJ
cana-4744	108	9	layers	layer	NOUN
cana-4744	108	10	represented	represent	VERB
cana-4744	108	11	cost	cost	NOUN
cana-4744	108	12	=	=	PRON
cana-4744	108	13	hout	hout	VERB
cana-4744	108	14	×	×	PROPN
cana-4744	108	15	wout	wout	PROPN
cana-4744	108	16	×	×	PROPN
cana-4744	108	17	cout	cout	PROPN
cana-4744	108	18	×	×	NOUN
cana-4744	108	19	(	(	PUNCT
cana-4744	108	20	kh	kh	PROPN
cana-4744	108	21	×	×	PROPN
cana-4744	108	22	kw×	kw×	X
cana-4744	108	23	cin	cin	PROPN
cana-4744	108	24	)	)	PUNCT
cana-4744	108	25	where	where	SCONJ
cana-4744	108	26	hout	hout	PROPN
cana-4744	108	27	,	,	PUNCT
cana-4744	108	28	wout	wout	PROPN
cana-4744	108	29	is	be	AUX
cana-4744	108	30	spatial	spatial	ADJ
cana-4744	108	31	dimensionality	dimensionality	NOUN
cana-4744	108	32	of	of	ADP
cana-4744	108	33	the	the	DET
cana-4744	108	34	output	output	NOUN
cana-4744	108	35	feature	feature	NOUN
cana-4744	108	36	map	map	NOUN
cana-4744	108	37	.	.	PUNCT
cana-4744	109	1	cout	cout	PROPN
cana-4744	109	2	represents	represent	VERB
cana-4744	109	3	total	total	ADJ
cana-4744	109	4	output	output	NOUN
cana-4744	109	5	channels	channel	NOUN
cana-4744	109	6	(	(	PUNCT
cana-4744	109	7	filters	filter	NOUN
cana-4744	109	8	)	)	PUNCT
cana-4744	109	9	.	.	PUNCT
cana-4744	110	1	cin	cin	PROPN
cana-4744	110	2	represent	represent	VERB
cana-4744	110	3	the	the	DET
cana-4744	110	4	input	input	NOUN
cana-4744	110	5	channels	channel	NOUN
cana-4744	110	6	.	.	PUNCT
cana-4744	111	1	kh	kh	PROPN
cana-4744	111	2	,	,	PUNCT
cana-4744	111	3	kw	kw	PROPN
cana-4744	111	4	are	be	AUX
cana-4744	111	5	kernel	kernel	NOUN
cana-4744	111	6	(	(	PUNCT
cana-4744	111	7	filter	filter	NOUN
cana-4744	111	8	)	)	PUNCT
cana-4744	111	9	height	height	NOUN
cana-4744	111	10	and	and	CCONJ
cana-4744	111	11	width.3	width.3	PROPN
cana-4744	111	12	loss	loss	NOUN
cana-4744	111	13	function	function	NOUN
cana-4744	111	14	the	the	DET
cana-4744	111	15	presented	present	VERB
cana-4744	111	16	method	method	NOUN
cana-4744	111	17	uses	use	VERB
cana-4744	111	18	dice	dice	NOUN
cana-4744	111	19	loss	loss	NOUN
cana-4744	111	20	function	function	NOUN
cana-4744	111	21	that	that	PRON
cana-4744	111	22	depends	depend	VERB
cana-4744	111	23	on	on	ADP
cana-4744	111	24	the	the	DET
cana-4744	111	25	dice	dice	NOUN
cana-4744	111	26	similarity	similarity	NOUN
cana-4744	111	27	coefficient	coefficient	NOUN
cana-4744	111	28	(	(	PUNCT
cana-4744	111	29	dsc	dsc	NOUN
cana-4744	111	30	)	)	PUNCT
cana-4744	111	31	which	which	PRON
cana-4744	111	32	assess	assess	VERB
cana-4744	111	33	the	the	DET
cana-4744	111	34	similarity	similarity	NOUN
cana-4744	111	35	among	among	ADP
cana-4744	111	36	segment	segment	NOUN
cana-4744	111	37	anticipated	anticipate	VERB
cana-4744	111	38	and	and	CCONJ
cana-4744	111	39	binary	binary	ADJ
cana-4744	111	40	image	image	NOUN
cana-4744	111	41	of	of	ADP
cana-4744	111	42	original	original	ADJ
cana-4744	111	43	.	.	PUNCT
cana-4744	112	1	the	the	DET
cana-4744	112	2	dice	dice	NOUN
cana-4744	112	3	loss	loss	NOUN
cana-4744	112	4	function	function	NOUN
cana-4744	112	5	defined	define	VERB
cana-4744	112	6	as	as	ADP
cana-4744	112	7	communications	communication	NOUN
cana-4744	112	8	on	on	ADP
cana-4744	112	9	applied	apply	VERB
cana-4744	112	10	nonlinear	nonlinear	ADJ
cana-4744	112	11	analysis	analysis	NOUN
cana-4744	112	12	issn	issn	NOUN
cana-4744	112	13	:	:	PUNCT
cana-4744	112	14	1074	1074	NUM
cana-4744	112	15	-	-	PUNCT
cana-4744	112	16	133x	133x	NUM
cana-4744	112	17	vol	vol	VERB
cana-4744	112	18	32	32	NUM
cana-4744	112	19	no	no	NOUN
cana-4744	112	20	.	.	PUNCT
cana-4744	113	1	10s	10	NOUN
cana-4744	113	2	(	(	PUNCT
cana-4744	113	3	2025	2025	NUM
cana-4744	113	4	)	)	PUNCT
cana-4744	113	5	243	243	NUM
cana-4744	113	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	113	7	.	.	PUNCT
cana-4744	114	1	where	where	SCONJ
cana-4744	114	2	,	,	PUNCT
cana-4744	114	3	pi	pi	NOUN
cana-4744	114	4	is	be	AUX
cana-4744	114	5	anticipated	anticipate	VERB
cana-4744	114	6	probabilistic	probabilistic	ADJ
cana-4744	114	7	value	value	NOUN
cana-4744	114	8	for	for	ADP
cana-4744	114	9	intensity	intensity	NOUN
cana-4744	114	10	i	i	PRON
cana-4744	114	11	belongs	belong	VERB
cana-4744	114	12	to	to	PART
cana-4744	114	13	brain	brain	VERB
cana-4744	114	14	part	part	NOUN
cana-4744	114	15	of	of	ADP
cana-4744	114	16	the	the	DET
cana-4744	114	17	image	image	NOUN
cana-4744	114	18	.	.	PUNCT
cana-4744	115	1	gi	gi	PROPN
cana-4744	115	2	represent	represent	VERB
cana-4744	115	3	binary	binary	ADJ
cana-4744	115	4	image	image	NOUN
cana-4744	115	5	value	value	NOUN
cana-4744	115	6	of	of	ADP
cana-4744	115	7	intensity	intensity	NOUN
cana-4744	115	8	i	i	PRON
cana-4744	115	9	(	(	PUNCT
cana-4744	115	10	1	1	NUM
cana-4744	115	11	for	for	ADP
cana-4744	115	12	foreground	foreground	NOUN
cana-4744	115	13	,	,	PUNCT
cana-4744	115	14	0	0	PUNCT
cana-4744	115	15	as	as	ADP
cana-4744	115	16	background	background	NOUN
cana-4744	115	17	)	)	PUNCT
cana-4744	115	18	.	.	PUNCT
cana-4744	116	1	n	n	PRON
cana-4744	116	2	represents	represent	VERB
cana-4744	116	3	total	total	ADJ
cana-4744	116	4	intensity	intensity	NOUN
cana-4744	116	5	in	in	ADP
cana-4744	116	6	the	the	DET
cana-4744	116	7	image	image	NOUN
cana-4744	116	8	.	.	PUNCT
cana-4744	117	1	the	the	DET
cana-4744	117	2	adam	adam	PROPN
cana-4744	117	3	optimizing	optimizing	NOUN
cana-4744	117	4	method	method	NOUN
cana-4744	117	5	used	use	VERB
cana-4744	117	6	to	to	PART
cana-4744	117	7	update	update	VERB
cana-4744	117	8	the	the	DET
cana-4744	117	9	network	network	NOUN
cana-4744	117	10	weight	weight	NOUN
cana-4744	117	11	to	to	PART
cana-4744	117	12	minimize	minimize	VERB
cana-4744	117	13	the	the	DET
cana-4744	117	14	dice	dice	NOUN
cana-4744	117	15	loss	loss	NOUN
cana-4744	117	16	.	.	PUNCT
cana-4744	118	1	it	it	PRON
cana-4744	118	2	formulated	formulate	VERB
cana-4744	118	3	as	as	ADP
cana-4744	118	4	where	where	SCONJ
cana-4744	118	5	,	,	PUNCT
cana-4744	118	6	mt	mt	PROPN
cana-4744	118	7	and	and	CCONJ
cana-4744	118	8	vt	vt	PROPN
cana-4744	118	9	are	be	AUX
cana-4744	118	10	the	the	DET
cana-4744	118	11	exponentially	exponentially	ADV
cana-4744	118	12	decayed	decayed	ADJ
cana-4744	118	13	averages	average	NOUN
cana-4744	118	14	of	of	ADP
cana-4744	118	15	the	the	DET
cana-4744	118	16	gradient	gradient	NOUN
cana-4744	118	17	and	and	CCONJ
cana-4744	118	18	its	its	PRON
cana-4744	118	19	square	square	NOUN
cana-4744	118	20	.	.	PUNCT
cana-4744	119	1	the	the	DET
cana-4744	119	2	hyperparameters	hyperparameter	NOUN
cana-4744	119	3	β1	β1	PROPN
cana-4744	119	4	and	and	CCONJ
cana-4744	119	5	β2	β2	NOUN
cana-4744	119	6	regulate	regulate	VERB
cana-4744	119	7	the	the	DET
cana-4744	119	8	rates	rate	NOUN
cana-4744	119	9	of	of	ADP
cana-4744	119	10	decay	decay	NOUN
cana-4744	119	11	.	.	PUNCT
cana-4744	120	1	a	a	DET
cana-4744	120	2	little	little	ADJ
cana-4744	120	3	constant	constant	NOUN
cana-4744	120	4	called	call	VERB
cana-4744	120	5	ϵ	ϵ	X
cana-4744	120	6	keeps	keep	VERB
cana-4744	120	7	division	division	NOUN
cana-4744	120	8	by	by	ADP
cana-4744	120	9	zero	zero	NUM
cana-4744	120	10	from	from	ADP
cana-4744	120	11	happening	happen	VERB
cana-4744	120	12	.	.	PUNCT
cana-4744	121	1	α	α	PROPN
cana-4744	121	2	is	be	AUX
cana-4744	121	3	the	the	DET
cana-4744	121	4	rate	rate	NOUN
cana-4744	121	5	of	of	ADP
cana-4744	121	6	learning	learn	VERB
cana-4744	121	7	.	.	PUNCT
cana-4744	122	1	3.3	3.3	NUM
cana-4744	122	2	region	region	NOUN
cana-4744	122	3	of	of	ADP
cana-4744	122	4	interest	interest	NOUN
cana-4744	122	5	part	part	NOUN
cana-4744	122	6	compressing	compress	VERB
cana-4744	122	7	(	(	PUNCT
cana-4744	122	8	hybrid	hybrid	ADJ
cana-4744	122	9	lempel	lempel	PROPN
cana-4744	122	10	ziv	ziv	PROPN
cana-4744	122	11	welch	welch	PROPN
cana-4744	122	12	with	with	ADP
cana-4744	122	13	huffman	huffman	PROPN
cana-4744	122	14	coding	coding	PROPN
cana-4744	122	15	)	)	PUNCT
cana-4744	122	16	in	in	ADP
cana-4744	122	17	proposed	propose	VERB
cana-4744	122	18	system	system	NOUN
cana-4744	122	19	,	,	PUNCT
cana-4744	122	20	foreground	foreground	VERB
cana-4744	122	21	part	part	NOUN
cana-4744	122	22	of	of	ADP
cana-4744	122	23	the	the	DET
cana-4744	122	24	mri	mri	NOUN
cana-4744	122	25	image	image	NOUN
cana-4744	122	26	(	(	PUNCT
cana-4744	122	27	roi	roi	NOUN
cana-4744	122	28	)	)	PUNCT
cana-4744	122	29	compressed	compress	VERB
cana-4744	122	30	through	through	ADP
cana-4744	122	31	lzw	lzw	NOUN
cana-4744	122	32	.	.	PUNCT
cana-4744	123	1	a	a	DET
cana-4744	123	2	well	well	ADV
cana-4744	123	3	-	-	PUNCT
cana-4744	123	4	known	know	VERB
cana-4744	123	5	lossless	lossless	PROPN
cana-4744	123	6	lempel	lempel	PROPN
cana-4744	123	7	ziv	ziv	PROPN
cana-4744	123	8	welch	welch	PROPN
cana-4744	123	9	(	(	PUNCT
cana-4744	123	10	lzw	lzw	PROPN
cana-4744	123	11	)	)	PUNCT
cana-4744	123	12	and	and	CCONJ
cana-4744	123	13	(	(	PUNCT
cana-4744	123	14	hf	hf	X
cana-4744	123	15	)	)	PUNCT
cana-4744	123	16	compressing	compress	VERB
cana-4744	123	17	methods	method	NOUN
cana-4744	123	18	combined	combine	VERB
cana-4744	123	19	in	in	ADP
cana-4744	123	20	the	the	DET
cana-4744	123	21	hflzw	hflzw	PROPN
cana-4744	123	22	algorithm	algorithm	NOUN
cana-4744	123	23	.	.	PUNCT
cana-4744	124	1	the	the	DET
cana-4744	124	2	lzw	lzw	NOUN
cana-4744	124	3	method	method	NOUN
cana-4744	124	4	serves	serve	VERB
cana-4744	124	5	as	as	ADP
cana-4744	124	6	both	both	CCONJ
cana-4744	124	7	the	the	DET
cana-4744	124	8	transformation	transformation	NOUN
cana-4744	124	9	and	and	CCONJ
cana-4744	124	10	the	the	DET
cana-4744	124	11	reverse	reverse	ADJ
cana-4744	124	12	transformation	transformation	NOUN
cana-4744	124	13	in	in	ADP
cana-4744	124	14	the	the	DET
cana-4744	124	15	encoding	encoding	NOUN
cana-4744	124	16	and	and	CCONJ
cana-4744	124	17	decoding	decode	VERB
cana-4744	124	18	operations	operation	NOUN
cana-4744	124	19	with	with	ADP
cana-4744	124	20	suggested	suggest	VERB
cana-4744	124	21	situation	situation	NOUN
cana-4744	124	22	.	.	PUNCT
cana-4744	125	1	the	the	DET
cana-4744	125	2	system	system	NOUN
cana-4744	125	3	is	be	AUX
cana-4744	125	4	encoding	encode	VERB
cana-4744	125	5	and	and	CCONJ
cana-4744	125	6	decoding	decode	VERB
cana-4744	125	7	operations	operation	NOUN
cana-4744	125	8	managed	manage	VERB
cana-4744	125	9	by	by	ADP
cana-4744	125	10	the	the	DET
cana-4744	125	11	huffman	huffman	PROPN
cana-4744	125	12	encoding	encoding	PROPN
cana-4744	125	13	method	method	NOUN
cana-4744	125	14	.	.	PUNCT
cana-4744	126	1	the	the	DET
cana-4744	126	2	method	method	NOUN
cana-4744	126	3	that	that	PRON
cana-4744	126	4	uses	use	VERB
cana-4744	126	5	lzw	lzw	NOUN
cana-4744	126	6	to	to	PART
cana-4744	126	7	build	build	VERB
cana-4744	126	8	a	a	DET
cana-4744	126	9	dictionary	dictionary	NOUN
cana-4744	126	10	that	that	PRON
cana-4744	126	11	stores	store	VERB
cana-4744	126	12	the	the	DET
cana-4744	126	13	brightness	brightness	NOUN
cana-4744	126	14	of	of	ADP
cana-4744	126	15	the	the	DET
cana-4744	126	16	pixels	pixel	NOUN
cana-4744	126	17	in	in	ADP
cana-4744	126	18	an	an	DET
cana-4744	126	19	image	image	NOUN
cana-4744	126	20	using	use	VERB
cana-4744	126	21	a	a	DET
cana-4744	126	22	hash	hash	NOUN
cana-4744	126	23	function	function	NOUN
cana-4744	126	24	(	(	PUNCT
cana-4744	126	25	modulo	modulo	NOUN
cana-4744	126	26	operation	operation	NOUN
cana-4744	126	27	)	)	PUNCT
cana-4744	126	28	.	.	PUNCT
cana-4744	127	1	following	follow	VERB
cana-4744	127	2	dictionary	dictionary	ADJ
cana-4744	127	3	construction	construction	NOUN
cana-4744	127	4	,	,	PUNCT
cana-4744	127	5	the	the	DET
cana-4744	127	6	symbols	symbol	NOUN
cana-4744	127	7	(	(	PUNCT
cana-4744	127	8	values	value	NOUN
cana-4744	127	9	)	)	PUNCT
cana-4744	127	10	encoded	encode	VERB
cana-4744	127	11	using	use	VERB
cana-4744	127	12	huffman	huffman	PROPN
cana-4744	127	13	coding	coding	NOUN
cana-4744	127	14	and	and	CCONJ
cana-4744	127	15	arranged	arrange	VERB
cana-4744	127	16	using	use	VERB
cana-4744	127	17	a	a	DET
cana-4744	127	18	min	min	ADJ
cana-4744	127	19	-	-	ADJ
cana-4744	127	20	heap	heap	ADJ
cana-4744	127	21	binary	binary	NOUN
cana-4744	127	22	tree	tree	NOUN
cana-4744	127	23	.	.	PUNCT
cana-4744	128	1	hash	hash	NOUN
cana-4744	128	2	function	function	NOUN
cana-4744	128	3	during	during	ADP
cana-4744	128	4	the	the	DET
cana-4744	128	5	compression	compression	NOUN
cana-4744	128	6	process	process	NOUN
cana-4744	128	7	,	,	PUNCT
cana-4744	128	8	the	the	DET
cana-4744	128	9	lempel	lempel	PROPN
cana-4744	128	10	-	-	PUNCT
cana-4744	128	11	ziv	ziv	PROPN
cana-4744	128	12	-	-	PUNCT
cana-4744	128	13	welch	welch	PROPN
cana-4744	128	14	(	(	PUNCT
cana-4744	128	15	lzw	lzw	NOUN
cana-4744	128	16	)	)	PUNCT
cana-4744	128	17	hash	hash	NOUN
cana-4744	128	18	function	function	NOUN
cana-4744	128	19	effectively	effectively	ADV
cana-4744	128	20	manages	manage	VERB
cana-4744	128	21	the	the	DET
cana-4744	128	22	dictionary	dictionary	NOUN
cana-4744	128	23	.	.	PUNCT
cana-4744	129	1	a	a	DET
cana-4744	129	2	dictionary	dictionary	NOUN
cana-4744	129	3	created	create	VERB
cana-4744	129	4	to	to	PART
cana-4744	129	5	record	record	NOUN
cana-4744	129	6	patterns	pattern	NOUN
cana-4744	129	7	found	find	VERB
cana-4744	129	8	throughout	throughout	ADP
cana-4744	129	9	the	the	DET
cana-4744	129	10	compression	compression	NOUN
cana-4744	129	11	procedure	procedure	NOUN
cana-4744	129	12	.	.	PUNCT
cana-4744	130	1	the	the	DET
cana-4744	130	2	formula	formula	NOUN
cana-4744	130	3	for	for	ADP
cana-4744	130	4	hash	hash	NOUN
cana-4744	130	5	function	function	NOUN
cana-4744	130	6	applied	apply	VERB
cana-4744	130	7	to	to	PART
cana-4744	130	8	construct	construct	VERB
cana-4744	130	9	the	the	DET
cana-4744	130	10	dictionary	dictionary	NOUN
cana-4744	130	11	is	be	AUX
cana-4744	130	12	,	,	PUNCT
cana-4744	130	13	communications	communication	NOUN
cana-4744	130	14	on	on	ADP
cana-4744	130	15	applied	apply	VERB
cana-4744	130	16	nonlinear	nonlinear	ADJ
cana-4744	130	17	analysis	analysis	NOUN
cana-4744	130	18	issn	issn	NOUN
cana-4744	130	19	:	:	PUNCT
cana-4744	130	20	1074	1074	NUM
cana-4744	130	21	-	-	PUNCT
cana-4744	130	22	133x	133x	NUM
cana-4744	130	23	vol	vol	VERB
cana-4744	130	24	32	32	NUM
cana-4744	130	25	no	no	NOUN
cana-4744	130	26	.	.	PUNCT
cana-4744	131	1	10s	10	NOUN
cana-4744	131	2	(	(	PUNCT
cana-4744	131	3	2025	2025	NUM
cana-4744	131	4	)	)	PUNCT
cana-4744	131	5	244	244	NUM
cana-4744	132	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	132	2	input	input	NOUN
cana-4744	132	3	s	s	VERB
cana-4744	132	4	is	be	AUX
cana-4744	132	5	a	a	DET
cana-4744	132	6	sequence	sequence	NOUN
cana-4744	132	7	of	of	ADP
cana-4744	132	8	symbols	symbol	NOUN
cana-4744	132	9	(	(	PUNCT
cana-4744	132	10	e.g.	e.g.	ADV
cana-4744	132	11	,	,	PUNCT
cana-4744	132	12	characters	character	NOUN
cana-4744	132	13	or	or	CCONJ
cana-4744	132	14	pixel	pixel	NOUN
cana-4744	132	15	intensity	intensity	NOUN
cana-4744	132	16	values	value	NOUN
cana-4744	132	17	in	in	ADP
cana-4744	132	18	the	the	DET
cana-4744	132	19	case	case	NOUN
cana-4744	132	20	of	of	ADP
cana-4744	132	21	dicom	dicom	NOUN
cana-4744	132	22	images	image	NOUN
cana-4744	132	23	)	)	PUNCT
cana-4744	132	24	.	.	PUNCT
cana-4744	133	1	prime	prime	ADJ
cana-4744	133	2	multiplier	multiplier	ADV
cana-4744	133	3	(	(	PUNCT
cana-4744	133	4	31	31	NUM
cana-4744	133	5	)	)	PUNCT
cana-4744	133	6	is	be	AUX
cana-4744	133	7	the	the	DET
cana-4744	133	8	value	value	NOUN
cana-4744	133	9	31	31	NUM
cana-4744	133	10	is	be	AUX
cana-4744	133	11	a	a	DET
cana-4744	133	12	commonly	commonly	ADV
cana-4744	133	13	used	use	VERB
cana-4744	133	14	prime	prime	NOUN
cana-4744	133	15	multiplier	multiplier	ADV
cana-4744	133	16	that	that	PRON
cana-4744	133	17	minimizes	minimize	VERB
cana-4744	133	18	collisions	collision	NOUN
cana-4744	133	19	for	for	ADP
cana-4744	133	20	small	small	ADJ
cana-4744	133	21	sequences	sequence	NOUN
cana-4744	133	22	.	.	PUNCT
cana-4744	134	1	modulo	modulo	PROPN
cana-4744	135	1	n	n	PART
cana-4744	135	2	is	be	AUX
cana-4744	135	3	the	the	DET
cana-4744	135	4	size	size	NOUN
cana-4744	135	5	of	of	ADP
cana-4744	135	6	the	the	DET
cana-4744	135	7	hash	hash	NOUN
cana-4744	135	8	table	table	NOUN
cana-4744	135	9	(	(	PUNCT
cana-4744	135	10	usually	usually	ADV
cana-4744	135	11	a	a	DET
cana-4744	135	12	prime	prime	ADJ
cana-4744	135	13	number	number	NOUN
cana-4744	135	14	larger	large	ADJ
cana-4744	135	15	than	than	ADP
cana-4744	135	16	the	the	DET
cana-4744	135	17	expected	expect	VERB
cana-4744	135	18	number	number	NOUN
cana-4744	135	19	of	of	ADP
cana-4744	135	20	dictionary	dictionary	ADJ
cana-4744	135	21	entries	entry	NOUN
cana-4744	135	22	)	)	PUNCT
cana-4744	135	23	.	.	PUNCT
cana-4744	136	1	weighted	weight	VERB
cana-4744	136	2	sum	sum	PROPN
cana-4744	136	3	means	mean	VERB
cana-4744	136	4	,	,	PUNCT
cana-4744	136	5	the	the	DET
cana-4744	136	6	symbols	symbol	NOUN
cana-4744	136	7	in	in	ADP
cana-4744	136	8	the	the	DET
cana-4744	136	9	sequence	sequence	NOUN
cana-4744	136	10	weighted	weight	VERB
cana-4744	136	11	by	by	ADP
cana-4744	136	12	their	their	PRON
cana-4744	136	13	position	position	NOUN
cana-4744	136	14	,	,	PUNCT
cana-4744	136	15	providing	provide	VERB
cana-4744	136	16	uniqueness	uniqueness	NOUN
cana-4744	136	17	even	even	ADV
cana-4744	136	18	for	for	ADP
cana-4744	136	19	similar	similar	ADJ
cana-4744	136	20	sequences	sequence	NOUN
cana-4744	136	21	.	.	PUNCT
cana-4744	137	1	firefly	firefly	NOUN
cana-4744	137	2	optimization	optimization	NOUN
cana-4744	137	3	algorithm	algorithm	NOUN
cana-4744	137	4	the	the	DET
cana-4744	137	5	firefly	firefly	NOUN
cana-4744	137	6	algorithm	algorithm	NOUN
cana-4744	137	7	guarantees	guarantee	VERB
cana-4744	137	8	that	that	SCONJ
cana-4744	137	9	optimal	optimal	ADJ
cana-4744	137	10	balance	balance	NOUN
cana-4744	137	11	between	between	ADP
cana-4744	137	12	dictionary	dictionary	ADJ
cana-4744	137	13	size	size	NOUN
cana-4744	137	14	,	,	PUNCT
cana-4744	137	15	compression	compression	NOUN
cana-4744	137	16	efficiency	efficiency	NOUN
cana-4744	137	17	,	,	PUNCT
cana-4744	137	18	precision	precision	NOUN
cana-4744	137	19	,	,	PUNCT
cana-4744	137	20	and	and	CCONJ
cana-4744	137	21	computational	computational	ADJ
cana-4744	137	22	overhead	overhead	NOUN
cana-4744	137	23	.	.	PUNCT
cana-4744	138	1	minimizes	minimize	NOUN
cana-4744	138	2	processing	processing	NOUN
cana-4744	138	3	overhead	overhead	ADV
cana-4744	138	4	by	by	ADP
cana-4744	138	5	choosing	choose	VERB
cana-4744	138	6	the	the	DET
cana-4744	138	7	smallest	small	ADJ
cana-4744	138	8	dictionary	dictionary	ADJ
cana-4744	138	9	size	size	NOUN
cana-4744	138	10	that	that	PRON
cana-4744	138	11	maintains	maintain	VERB
cana-4744	138	12	superior	superior	ADJ
cana-4744	138	13	compression	compression	NOUN
cana-4744	138	14	performance	performance	NOUN
cana-4744	138	15	.	.	PUNCT
cana-4744	139	1	initialize	initialize	VERB
cana-4744	139	2	the	the	DET
cana-4744	139	3	population	population	NOUN
cana-4744	139	4	of	of	ADP
cana-4744	139	5	fireflies	firefly	NOUN
cana-4744	139	6	and	and	CCONJ
cana-4744	139	7	maximum	maximum	ADJ
cana-4744	139	8	size	size	NOUN
cana-4744	139	9	of	of	ADP
cana-4744	139	10	the	the	DET
cana-4744	139	11	dictionary	dictionary	PROPN
cana-4744	139	12	.	.	PUNCT
cana-4744	140	1	this	this	DET
cana-4744	140	2	function	function	NOUN
cana-4744	140	3	typically	typically	ADV
cana-4744	140	4	depends	depend	VERB
cana-4744	140	5	on	on	ADP
cana-4744	140	6	the	the	DET
cana-4744	140	7	distance	distance	NOUN
cana-4744	140	8	between	between	ADP
cana-4744	140	9	fireflies	firefly	NOUN
cana-4744	140	10	and	and	CCONJ
cana-4744	140	11	their	their	PRON
cana-4744	140	12	brightness	brightness	NOUN
cana-4744	140	13	(	(	PUNCT
cana-4744	140	14	objective	objective	ADJ
cana-4744	140	15	function	function	NOUN
cana-4744	140	16	value	value	NOUN
cana-4744	140	17	)	)	PUNCT
cana-4744	140	18	.	.	PUNCT
cana-4744	141	1	update	update	VERB
cana-4744	141	2	the	the	DET
cana-4744	141	3	position	position	NOUN
cana-4744	141	4	of	of	ADP
cana-4744	141	5	fireflies	firefly	NOUN
cana-4744	141	6	based	base	VERB
cana-4744	141	7	on	on	ADP
cana-4744	141	8	their	their	PRON
cana-4744	141	9	attractiveness	attractiveness	NOUN
cana-4744	141	10	.	.	PUNCT
cana-4744	142	1	the	the	DET
cana-4744	142	2	position	position	NOUN
cana-4744	142	3	of	of	ADP
cana-4744	142	4	firefly	firefly	NOUN
cana-4744	142	5	i	i	PRON
cana-4744	142	6	is	be	AUX
cana-4744	142	7	updated	update	VERB
cana-4744	142	8	based	base	VERB
cana-4744	142	9	on	on	ADP
cana-4744	142	10	its	its	PRON
cana-4744	142	11	movement	movement	NOUN
cana-4744	142	12	towards	towards	ADP
cana-4744	142	13	a	a	DET
cana-4744	142	14	brighter	bright	ADJ
cana-4744	142	15	firefly	firefly	NOUN
cana-4744	142	16	j.	j.	PROPN
cana-4744	142	17	the	the	DET
cana-4744	142	18	general	general	ADJ
cana-4744	142	19	update	update	NOUN
cana-4744	142	20	equation	equation	NOUN
cana-4744	142	21	is	be	AUX
cana-4744	142	22	:	:	PUNCT
cana-4744	142	23	distance	distance	NOUN
cana-4744	142	24	(	(	PUNCT
cana-4744	142	25	rij	rij	X
cana-4744	142	26	)	)	PUNCT
cana-4744	142	27	evaluate	evaluate	VERB
cana-4744	142	28	the	the	DET
cana-4744	142	29	objective	objective	ADJ
cana-4744	142	30	function	function	NOUN
cana-4744	142	31	fort	fort	NOUN
cana-4744	142	32	each	each	DET
cana-4744	142	33	iteration	iteration	NOUN
cana-4744	142	34	of	of	ADP
cana-4744	142	35	fireflies	firefly	NOUN
cana-4744	142	36	.	.	PUNCT
cana-4744	143	1	fitness	fitness	NOUN
cana-4744	143	2	function	function	NOUN
cana-4744	143	3	calculated	calculate	VERB
cana-4744	143	4	by	by	ADP
cana-4744	143	5	using	use	VERB
cana-4744	143	6	formula	formula	NOUN
cana-4744	143	7	update	update	NOUN
cana-4744	143	8	the	the	DET
cana-4744	143	9	dictionary	dictionary	PROPN
cana-4744	143	10	probabilistically	probabilistically	ADV
cana-4744	143	11	by	by	ADP
cana-4744	143	12	replacing	replace	VERB
cana-4744	143	13	less	less	ADV
cana-4744	143	14	useful	useful	ADJ
cana-4744	143	15	sequences	sequence	NOUN
cana-4744	143	16	with	with	ADP
cana-4744	143	17	hopeful	hopeful	ADJ
cana-4744	143	18	new	new	ADJ
cana-4744	143	19	ones	one	NOUN
cana-4744	143	20	,	,	PUNCT
cana-4744	143	21	directed	direct	VERB
cana-4744	143	22	by	by	ADP
cana-4744	143	23	brighter	bright	ADJ
cana-4744	143	24	fireflies	firefly	NOUN
cana-4744	143	25	.	.	PUNCT
cana-4744	144	1	replace	replace	VERB
cana-4744	144	2	less	less	ADV
cana-4744	144	3	-	-	PUNCT
cana-4744	144	4	used	use	VERB
cana-4744	144	5	sequences	sequence	NOUN
cana-4744	144	6	based	base	VERB
cana-4744	144	7	on	on	ADP
cana-4744	144	8	the	the	DET
cana-4744	144	9	sequences	sequence	NOUN
cana-4744	144	10	accessed	access	VERB
cana-4744	144	11	less	less	ADV
cana-4744	144	12	frequently	frequently	ADV
cana-4744	144	13	or	or	CCONJ
cana-4744	144	14	contributing	contribute	VERB
cana-4744	144	15	less	less	ADJ
cana-4744	144	16	to	to	PART
cana-4744	144	17	compression	compression	VERB
cana-4744	144	18	.	.	PUNCT
cana-4744	145	1	the	the	DET
cana-4744	145	2	dictionary	dictionary	ADJ
cana-4744	145	3	entries	entry	NOUN
cana-4744	145	4	pruned	prune	VERB
cana-4744	145	5	by	by	ADP
cana-4744	145	6	least	least	ADV
cana-4744	145	7	recently	recently	ADV
cana-4744	145	8	used	use	VERB
cana-4744	145	9	(	(	PUNCT
cana-4744	145	10	lru	lru	NOUN
cana-4744	145	11	)	)	PUNCT
cana-4744	145	12	strategy	strategy	NOUN
cana-4744	145	13	.	.	PUNCT
cana-4744	145	14	evaluate	evaluate	VERB
cana-4744	145	15	the	the	DET
cana-4744	145	16	current	current	ADJ
cana-4744	145	17	dictionary	dictionary	NOUN
cana-4744	145	18	by	by	ADP
cana-4744	145	19	means	mean	NOUN
cana-4744	145	20	of	of	ADP
cana-4744	145	21	the	the	DET
cana-4744	145	22	objective	objective	ADJ
cana-4744	145	23	function	function	NOUN
cana-4744	145	24	.	.	PUNCT
cana-4744	146	1	create	create	VERB
cana-4744	146	2	new	new	ADJ
cana-4744	146	3	dictionary	dictionary	ADJ
cana-4744	146	4	configurations	configuration	NOUN
cana-4744	146	5	by	by	ADP
cana-4744	146	6	applying	apply	VERB
cana-4744	146	7	firefly	firefly	NOUN
cana-4744	146	8	-	-	PUNCT
cana-4744	146	9	inspired	inspire	VERB
cana-4744	146	10	attraction	attraction	NOUN
cana-4744	146	11	and	and	CCONJ
cana-4744	146	12	randomness	randomness	NOUN
cana-4744	146	13	.	.	PUNCT
cana-4744	147	1	update	update	VERB
cana-4744	147	2	the	the	DET
cana-4744	147	3	dictionary	dictionary	NOUN
cana-4744	147	4	with	with	ADP
cana-4744	147	5	the	the	DET
cana-4744	147	6	best	good	ADJ
cana-4744	147	7	configurations	configuration	NOUN
cana-4744	147	8	while	while	SCONJ
cana-4744	147	9	enforcing	enforce	VERB
cana-4744	147	10	size	size	NOUN
cana-4744	147	11	constraints	constraint	NOUN
cana-4744	147	12	.	.	PUNCT
cana-4744	148	1	continue	continue	VERB
cana-4744	148	2	iterating	iterate	VERB
cana-4744	148	3	until	until	SCONJ
cana-4744	148	4	the	the	DET
cana-4744	148	5	maximum	maximum	ADJ
cana-4744	148	6	iterations	iteration	NOUN
cana-4744	148	7	met	meet	VERB
cana-4744	148	8	.	.	PUNCT
cana-4744	149	1	communications	communication	NOUN
cana-4744	149	2	on	on	ADP
cana-4744	149	3	applied	apply	VERB
cana-4744	149	4	nonlinear	nonlinear	ADJ
cana-4744	149	5	analysis	analysis	NOUN
cana-4744	149	6	issn	issn	NOUN
cana-4744	149	7	:	:	PUNCT
cana-4744	149	8	1074	1074	NUM
cana-4744	149	9	-	-	PUNCT
cana-4744	149	10	133x	133x	NUM
cana-4744	149	11	vol	vol	VERB
cana-4744	149	12	32	32	NUM
cana-4744	149	13	no	no	NOUN
cana-4744	149	14	.	.	PUNCT
cana-4744	150	1	10s	10	NOUN
cana-4744	150	2	(	(	PUNCT
cana-4744	150	3	2025	2025	NUM
cana-4744	150	4	)	)	PUNCT
cana-4744	150	5	245	245	NUM
cana-4744	150	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	150	7	pseudo	pseudo	NOUN
cana-4744	150	8	code	code	NOUN
cana-4744	150	9	for	for	ADP
cana-4744	150	10	firefly	firefly	NOUN
cana-4744	150	11	algorithm	algorithm	NOUN
cana-4744	150	12	initialize	initialize	NOUN
cana-4744	150	13	parameters	parameter	NOUN
cana-4744	150	14	size	size	NOUN
cana-4744	150	15	of	of	ADP
cana-4744	150	16	the	the	DET
cana-4744	150	17	population	population	NOUN
cana-4744	150	18	(	(	PUNCT
cana-4744	150	19	n	n	CCONJ
cana-4744	150	20	)	)	PUNCT
cana-4744	150	21	,	,	PUNCT
cana-4744	150	22	max	max	PROPN
cana-4744	150	23	value	value	NOUN
cana-4744	150	24	of	of	ADP
cana-4744	150	25	generations	generation	NOUN
cana-4744	150	26	(	(	PUNCT
cana-4744	150	27	maxgen	maxgen	NOUN
cana-4744	150	28	)	)	PUNCT
cana-4744	150	29	,	,	PUNCT
cana-4744	150	30	light	light	NOUN
cana-4744	150	31	absorb	absorb	VERB
cana-4744	150	32	coefficient	coefficient	NOUN
cana-4744	150	33	(	(	PUNCT
cana-4744	150	34	γ	γ	X
cana-4744	150	35	)	)	PUNCT
cana-4744	150	36	,	,	PUNCT
cana-4744	150	37	attract	attract	VERB
cana-4744	150	38	coefficient	coefficient	NOUN
cana-4744	150	39	base	base	NOUN
cana-4744	150	40	(	(	PUNCT
cana-4744	150	41	β₀	β₀	PROPN
cana-4744	150	42	)	)	PUNCT
cana-4744	150	43	,	,	PUNCT
cana-4744	150	44	randomization	randomization	NOUN
cana-4744	150	45	parameter	parameter	NOUN
cana-4744	150	46	(	(	PUNCT
cana-4744	150	47	α	α	NOUN
cana-4744	150	48	)	)	PUNCT
cana-4744	150	49	,	,	PUNCT
cana-4744	150	50	maximum	maximum	ADJ
cana-4744	150	51	dictionary	dictionary	ADJ
cana-4744	150	52	size	size	NOUN
cana-4744	150	53	(	(	PUNCT
cana-4744	150	54	d_max	d_max	PROPN
cana-4744	150	55	)	)	PUNCT
cana-4744	150	56	,	,	PUNCT
cana-4744	150	57	objective	objective	ADJ
cana-4744	150	58	function	function	NOUN
cana-4744	150	59	f(d	f(d	PROPN
cana-4744	150	60	)	)	PUNCT
cana-4744	150	61	initialize	initialize	VERB
cana-4744	150	62	a	a	DET
cana-4744	150	63	value	value	NOUN
cana-4744	150	64	for	for	ADP
cana-4744	150	65	fireflies	firefly	NOUN
cana-4744	150	66	population	population	NOUN
cana-4744	150	67	estimate	estimate	VERB
cana-4744	150	68	the	the	DET
cana-4744	150	69	brightness	brightness	NOUN
cana-4744	150	70	of	of	ADP
cana-4744	150	71	each	each	DET
cana-4744	150	72	firefly	firefly	NOUN
cana-4744	150	73	compute	compute	PROPN
cana-4744	150	74	brightness	brightness	NOUN
cana-4744	150	75	using	use	VERB
cana-4744	150	76	the	the	DET
cana-4744	150	77	objective	objective	ADJ
cana-4744	150	78	function	function	NOUN
cana-4744	150	79	f(d	f(d	PROPN
cana-4744	150	80	)	)	PUNCT
cana-4744	150	81	for	for	ADP
cana-4744	150	82	each	each	DET
cana-4744	150	83	generation	generation	NOUN
cana-4744	150	84	(	(	PUNCT
cana-4744	150	85	t	t	NOUN
cana-4744	150	86	=	=	SYM
cana-4744	150	87	1	1	NUM
cana-4744	150	88	to	to	ADP
cana-4744	150	89	max	max	PROPN
cana-4744	150	90	)	)	PUNCT
cana-4744	150	91	for	for	ADP
cana-4744	150	92	each	each	DET
cana-4744	150	93	firefly	firefly	NOUN
cana-4744	150	94	j	j	PROPN
cana-4744	150	95	(	(	PUNCT
cana-4744	150	96	1	1	NUM
cana-4744	150	97	to	to	ADP
cana-4744	150	98	m	m	PROPN
cana-4744	150	99	)	)	PUNCT
cana-4744	150	100	for	for	ADP
cana-4744	150	101	each	each	DET
cana-4744	150	102	firefly	firefly	NOUN
cana-4744	150	103	k	k	PROPN
cana-4744	150	104	(	(	PUNCT
cana-4744	150	105	1	1	NUM
cana-4744	150	106	to	to	ADP
cana-4744	150	107	m	m	PROPN
cana-4744	150	108	)	)	PUNCT
cana-4744	150	109	if	if	SCONJ
cana-4744	150	110	firefly	firefly	PROPN
cana-4744	150	111	k	k	PROPN
cana-4744	150	112	is	be	AUX
cana-4744	150	113	brighter	bright	ADJ
cana-4744	150	114	than	than	ADP
cana-4744	150	115	firefly	firefly	PROPN
cana-4744	150	116	j	j	PROPN
cana-4744	150	117	movement	movement	NOUN
cana-4744	150	118	of	of	ADP
cana-4744	150	119	firefly	firefly	PROPN
cana-4744	150	120	j	j	PROPN
cana-4744	150	121	towards	towards	ADP
cana-4744	150	122	firefly	firefly	PROPN
cana-4744	150	123	k	k	PROPN
cana-4744	150	124	update	update	NOUN
cana-4744	150	125	dictionary	dictionary	NOUN
cana-4744	150	126	dᵢ	dᵢ	ADP
cana-4744	150	127	prune	prune	NOUN
cana-4744	150	128	dictionaries	dictionary	NOUN
cana-4744	150	129	to	to	PART
cana-4744	150	130	maintain	maintain	VERB
cana-4744	150	131	size	size	NOUN
cana-4744	150	132	constraint	constraint	NOUN
cana-4744	150	133	evaluate	evaluate	VERB
cana-4744	150	134	the	the	DET
cana-4744	150	135	brightness	brightness	NOUN
cana-4744	150	136	of	of	ADP
cana-4744	150	137	updated	update	VERB
cana-4744	150	138	dictionaries	dictionary	NOUN
cana-4744	150	139	track	track	VERB
cana-4744	150	140	the	the	DET
cana-4744	150	141	best	good	ADJ
cana-4744	150	142	dictionary	dictionary	ADJ
cana-4744	150	143	repeat	repeat	NOUN
cana-4744	150	144	steps	step	NOUN
cana-4744	150	145	until	until	SCONJ
cana-4744	150	146	max	max	PROPN
cana-4744	150	147	reached	reach	VERB
cana-4744	150	148	huffman	huffman	PROPN
cana-4744	150	149	encoding	encoding	PROPN
cana-4744	150	150	apply	apply	VERB
cana-4744	150	151	huffman	huffman	PROPN
cana-4744	150	152	coding	coding	NOUN
cana-4744	150	153	to	to	PART
cana-4744	150	154	compress	compress	VERB
cana-4744	150	155	the	the	DET
cana-4744	150	156	symbols	symbol	NOUN
cana-4744	150	157	produced	produce	VERB
cana-4744	150	158	by	by	ADP
cana-4744	150	159	lzw	lzw	NOUN
cana-4744	150	160	method	method	NOUN
cana-4744	150	161	.	.	PUNCT
cana-4744	151	1	lzw	lzw	NOUN
cana-4744	151	2	compression	compression	NOUN
cana-4744	151	3	replaces	replace	VERB
cana-4744	151	4	the	the	DET
cana-4744	151	5	repetitive	repetitive	ADJ
cana-4744	151	6	sequences	sequence	NOUN
cana-4744	151	7	in	in	ADP
cana-4744	151	8	the	the	DET
cana-4744	151	9	pixel	pixel	PROPN
cana-4744	151	10	data	datum	NOUN
cana-4744	151	11	with	with	ADP
cana-4744	151	12	unique	unique	ADJ
cana-4744	151	13	symbols	symbol	NOUN
cana-4744	151	14	.	.	PUNCT
cana-4744	152	1	the	the	DET
cana-4744	152	2	huffman	huffman	PROPN
cana-4744	152	3	tree	tree	PROPN
cana-4744	152	4	constructed	construct	VERB
cana-4744	152	5	using	use	VERB
cana-4744	152	6	a	a	DET
cana-4744	152	7	min	min	NOUN
cana-4744	152	8	-	-	NOUN
cana-4744	152	9	heap	heap	NOUN
cana-4744	152	10	.	.	PUNCT
cana-4744	153	1	each	each	DET
cana-4744	153	2	node	node	NOUN
cana-4744	153	3	in	in	ADP
cana-4744	153	4	the	the	DET
cana-4744	153	5	tree	tree	NOUN
cana-4744	153	6	represents	represent	VERB
cana-4744	153	7	either	either	CCONJ
cana-4744	153	8	a	a	DET
cana-4744	153	9	symbol	symbol	NOUN
cana-4744	153	10	(	(	PUNCT
cana-4744	153	11	leaf	leaf	NOUN
cana-4744	153	12	node	node	NOUN
cana-4744	153	13	)	)	PUNCT
cana-4744	153	14	or	or	CCONJ
cana-4744	153	15	a	a	DET
cana-4744	153	16	combination	combination	NOUN
cana-4744	153	17	of	of	ADP
cana-4744	153	18	symbols	symbol	NOUN
cana-4744	153	19	(	(	PUNCT
cana-4744	153	20	internal	internal	ADJ
cana-4744	153	21	node	node	NOUN
cana-4744	153	22	)	)	PUNCT
cana-4744	153	23	.	.	PUNCT
cana-4744	154	1	min	min	NOUN
cana-4744	154	2	heap	heap	NOUN
cana-4744	154	3	is	be	AUX
cana-4744	154	4	comfortable	comfortable	ADJ
cana-4744	154	5	data	data	NOUN
cana-4744	154	6	structure	structure	NOUN
cana-4744	154	7	build	build	VERB
cana-4744	154	8	by	by	ADP
cana-4744	154	9	using	use	VERB
cana-4744	154	10	binary	binary	ADJ
cana-4744	154	11	tree	tree	NOUN
cana-4744	154	12	.	.	PUNCT
cana-4744	155	1	in	in	ADP
cana-4744	155	2	min	min	NOUN
cana-4744	155	3	heap	heap	NOUN
cana-4744	155	4	,	,	PUNCT
cana-4744	155	5	the	the	DET
cana-4744	155	6	value	value	NOUN
cana-4744	155	7	of	of	ADP
cana-4744	155	8	the	the	DET
cana-4744	155	9	parent	parent	NOUN
cana-4744	155	10	node	node	NOUN
cana-4744	155	11	is	be	AUX
cana-4744	155	12	smaller	small	ADJ
cana-4744	155	13	than	than	ADP
cana-4744	155	14	that	that	PRON
cana-4744	155	15	of	of	ADP
cana-4744	155	16	its	its	PRON
cana-4744	155	17	offspring	offspring	NOUN
cana-4744	155	18	.	.	PUNCT
cana-4744	156	1	until	until	SCONJ
cana-4744	156	2	the	the	DET
cana-4744	156	3	min	min	PROPN
cana-4744	156	4	heap	heap	NOUN
cana-4744	156	5	property	property	NOUN
cana-4744	156	6	met	meet	VERB
cana-4744	156	7	,	,	PUNCT
cana-4744	156	8	swap	swap	VERB
cana-4744	156	9	out	out	ADP
cana-4744	156	10	the	the	DET
cana-4744	156	11	new	new	ADJ
cana-4744	156	12	element	element	NOUN
cana-4744	156	13	.	.	PUNCT
cana-4744	157	1	the	the	DET
cana-4744	157	2	following	follow	VERB
cana-4744	157	3	formula	formula	NOUN
cana-4744	157	4	can	can	AUX
cana-4744	157	5	be	be	AUX
cana-4744	157	6	used	use	VERB
cana-4744	157	7	to	to	PART
cana-4744	157	8	get	get	VERB
cana-4744	157	9	a	a	DET
cana-4744	157	10	node	node	NOUN
cana-4744	157	11	's	's	PART
cana-4744	157	12	parent	parent	NOUN
cana-4744	157	13	index	index	NOUN
cana-4744	157	14	at	at	ADP
cana-4744	157	15	index	index	NOUN
cana-4744	157	16	i	i	PRON
cana-4744	157	17	:	:	PUNCT
cana-4744	157	18	⌋parent(i)=⌊2i−1⌋	⌋parent(i)=⌊2i−1⌋	VERB
cana-4744	157	19	the	the	DET
cana-4744	157	20	following	follow	VERB
cana-4744	157	21	formulas	formula	NOUN
cana-4744	157	22	can	can	AUX
cana-4744	157	23	be	be	AUX
cana-4744	157	24	used	use	VERB
cana-4744	157	25	to	to	PART
cana-4744	157	26	get	get	VERB
cana-4744	157	27	a	a	DET
cana-4744	157	28	node	node	NOUN
cana-4744	157	29	's	's	PART
cana-4744	157	30	left	left	ADJ
cana-4744	157	31	and	and	CCONJ
cana-4744	157	32	right	right	ADJ
cana-4744	157	33	child	child	NOUN
cana-4744	157	34	indices	indice	VERB
cana-4744	157	35	at	at	ADP
cana-4744	157	36	index	index	NOUN
cana-4744	157	37	i	i	PRON
cana-4744	157	38	:	:	PUNCT
cana-4744	157	39	rightchild(i)=2i+2	rightchild(i)=2i+2	PROPN
cana-4744	157	40	leftchild(i)=2i+1	leftchild(i)=2i+1	PROPN
cana-4744	157	41	.	.	PUNCT
cana-4744	158	1	to	to	PART
cana-4744	158	2	give	give	VERB
cana-4744	158	3	each	each	DET
cana-4744	158	4	symbol	symbol	NOUN
cana-4744	158	5	a	a	DET
cana-4744	158	6	distinct	distinct	ADJ
cana-4744	158	7	binary	binary	PROPN
cana-4744	158	8	code	code	PROPN
cana-4744	158	9	,	,	PUNCT
cana-4744	158	10	traverse	traverse	VERB
cana-4744	158	11	the	the	DET
cana-4744	158	12	huffman	huffman	PROPN
cana-4744	158	13	tree	tree	NOUN
cana-4744	158	14	.	.	PUNCT
cana-4744	159	1	3	3	NUM
cana-4744	159	2	.	.	NOUN
cana-4744	159	3	4	4	NUM
cana-4744	159	4	nonroi	nonroi	NOUN
cana-4744	159	5	part	part	NOUN
cana-4744	159	6	compression	compression	NOUN
cana-4744	159	7	applying	apply	VERB
cana-4744	159	8	improved	improve	VERB
cana-4744	159	9	embedded	embed	VERB
cana-4744	159	10	zerotree	zerotree	ADJ
cana-4744	159	11	wavelet	wavelet	NOUN
cana-4744	159	12	(	(	PUNCT
cana-4744	159	13	ezw	ezw	NOUN
cana-4744	159	14	)	)	PUNCT
cana-4744	159	15	compression	compression	NOUN
cana-4744	159	16	method	method	NOUN
cana-4744	159	17	to	to	PART
cana-4744	159	18	compress	compress	VERB
cana-4744	159	19	nroi	nroi	NOUN
cana-4744	159	20	part	part	NOUN
cana-4744	159	21	of	of	ADP
cana-4744	159	22	image	image	NOUN
cana-4744	159	23	for	for	ADP
cana-4744	159	24	preserving	preserve	VERB
cana-4744	159	25	critical	critical	ADJ
cana-4744	159	26	brain	brain	NOUN
cana-4744	159	27	structure	structure	NOUN
cana-4744	159	28	.	.	PUNCT
cana-4744	160	1	the	the	DET
cana-4744	160	2	ezw	ezw	NOUN
cana-4744	160	3	technique	technique	NOUN
cana-4744	160	4	trans	tran	NOUN
cana-4744	160	5	form	form	VERB
cana-4744	160	6	the	the	DET
cana-4744	160	7	nroi	nroi	NOUN
cana-4744	160	8	part	part	NOUN
cana-4744	160	9	of	of	ADP
cana-4744	160	10	image	image	NOUN
cana-4744	160	11	by	by	ADP
cana-4744	160	12	applying	apply	VERB
cana-4744	160	13	the	the	DET
cana-4744	160	14	haar	haar	NOUN
cana-4744	160	15	wavelet	wavelet	NOUN
cana-4744	160	16	transform	transform	NOUN
cana-4744	160	17	.	.	PUNCT
cana-4744	161	1	in	in	ADP
cana-4744	161	2	this	this	DET
cana-4744	161	3	transformation	transformation	NOUN
cana-4744	161	4	,	,	PUNCT
cana-4744	161	5	image	image	NOUN
cana-4744	161	6	divided	divide	VERB
cana-4744	161	7	into	into	ADP
cana-4744	161	8	sub	sub	NOUN
cana-4744	161	9	-	-	NOUN
cana-4744	161	10	bands	band	NOUN
cana-4744	161	11	to	to	PART
cana-4744	161	12	represent	represent	VERB
cana-4744	161	13	frequencies	frequency	NOUN
cana-4744	161	14	such	such	ADJ
cana-4744	161	15	as	as	ADP
cana-4744	161	16	low	low	ADJ
cana-4744	161	17	frequencies	frequency	NOUN
cana-4744	161	18	and	and	CCONJ
cana-4744	161	19	high	high	ADJ
cana-4744	161	20	frequencies	frequency	NOUN
cana-4744	161	21	.	.	PUNCT
cana-4744	162	1	the	the	DET
cana-4744	162	2	result	result	NOUN
cana-4744	162	3	of	of	ADP
cana-4744	162	4	the	the	DET
cana-4744	162	5	wavelet	wavelet	NOUN
cana-4744	162	6	communications	communication	NOUN
cana-4744	162	7	on	on	ADP
cana-4744	162	8	applied	apply	VERB
cana-4744	162	9	nonlinear	nonlinear	ADJ
cana-4744	162	10	analysis	analysis	NOUN
cana-4744	162	11	issn	issn	NOUN
cana-4744	162	12	:	:	PUNCT
cana-4744	162	13	1074	1074	NUM
cana-4744	162	14	-	-	PUNCT
cana-4744	162	15	133x	133x	NUM
cana-4744	162	16	vol	vol	VERB
cana-4744	162	17	32	32	NUM
cana-4744	162	18	no	no	NOUN
cana-4744	162	19	.	.	PUNCT
cana-4744	163	1	10s	10	NOUN
cana-4744	163	2	(	(	PUNCT
cana-4744	163	3	2025	2025	NUM
cana-4744	163	4	)	)	PUNCT
cana-4744	164	1	246	246	NUM
cana-4744	164	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	164	3	transformation	transformation	NOUN
cana-4744	164	4	low	low	ADJ
cana-4744	164	5	–	–	PUNCT
cana-4744	164	6	low	low	ADJ
cana-4744	164	7	(	(	PUNCT
cana-4744	164	8	ll	ll	NOUN
cana-4744	164	9	)	)	PUNCT
cana-4744	164	10	,	,	PUNCT
cana-4744	164	11	low	low	ADJ
cana-4744	164	12	-	-	PUNCT
cana-4744	164	13	high	high	ADJ
cana-4744	164	14	(	(	PUNCT
cana-4744	164	15	lh	lh	PROPN
cana-4744	164	16	)	)	PUNCT
cana-4744	164	17	,	,	PUNCT
cana-4744	164	18	high	high	ADJ
cana-4744	164	19	-	-	PUNCT
cana-4744	164	20	low	low	ADJ
cana-4744	164	21	(	(	PUNCT
cana-4744	164	22	hl	hl	NOUN
cana-4744	164	23	)	)	PUNCT
cana-4744	164	24	,	,	PUNCT
cana-4744	164	25	high	high	ADJ
cana-4744	164	26	-	-	PUNCT
cana-4744	164	27	high	high	ADJ
cana-4744	164	28	(	(	PUNCT
cana-4744	164	29	hh	hh	PROPN
cana-4744	164	30	)	)	PUNCT
cana-4744	164	31	.	.	PUNCT
cana-4744	165	1	then	then	ADV
cana-4744	165	2	apply	apply	VERB
cana-4744	165	3	threshold	threshold	NOUN
cana-4744	165	4	value	value	NOUN
cana-4744	165	5	to	to	ADP
cana-4744	165	6	the	the	DET
cana-4744	165	7	high	high	ADJ
cana-4744	165	8	frequency	frequency	NOUN
cana-4744	165	9	value	value	NOUN
cana-4744	165	10	sub	sub	NOUN
cana-4744	165	11	band	band	NOUN
cana-4744	165	12	to	to	PART
cana-4744	165	13	remove	remove	VERB
cana-4744	165	14	all	all	DET
cana-4744	165	15	small	small	ADJ
cana-4744	165	16	co	co	NOUN
cana-4744	165	17	-	-	ADJ
cana-4744	165	18	efficient	efficient	ADJ
cana-4744	165	19	.	.	PUNCT
cana-4744	166	1	max	max	PROPN
cana-4744	166	2	coefficient	coefficient	PROPN
cana-4744	166	3	value	value	NOUN
cana-4744	166	4	thresholding	thresholde	VERB
cana-4744	166	5	fix	fix	NOUN
cana-4744	166	6	the	the	DET
cana-4744	166	7	threshold	threshold	NOUN
cana-4744	166	8	value	value	NOUN
cana-4744	166	9	that	that	PRON
cana-4744	166	10	must	must	AUX
cana-4744	166	11	equal	equal	VERB
cana-4744	166	12	to	to	ADP
cana-4744	166	13	maximum	maximum	ADJ
cana-4744	166	14	absolute	absolute	ADJ
cana-4744	166	15	value	value	NOUN
cana-4744	166	16	of	of	ADP
cana-4744	166	17	coefficient	coefficient	NOUN
cana-4744	166	18	.	.	PUNCT
cana-4744	167	1	the	the	DET
cana-4744	167	2	∣clh∣	∣clh∣	NOUN
cana-4744	167	3	represents	represent	VERB
cana-4744	167	4	the	the	DET
cana-4744	167	5	lowest	low	ADJ
cana-4744	167	6	frequency	frequency	NOUN
cana-4744	167	7	coefficients	coefficient	NOUN
cana-4744	167	8	maximum	maximum	ADJ
cana-4744	167	9	.	.	PUNCT
cana-4744	168	1	∣chl∣	∣chl∣	PROPN
cana-4744	168	2	represents	represent	VERB
cana-4744	168	3	the	the	DET
cana-4744	168	4	highestlowest	highestlow	ADJ
cana-4744	168	5	frequency	frequency	NOUN
cana-4744	168	6	sub	sub	NOUN
cana-4744	168	7	bands	band	NOUN
cana-4744	168	8	co	co	VERB
cana-4744	168	9	efficient	efficient	ADJ
cana-4744	168	10	maximum	maximum	ADJ
cana-4744	168	11	value	value	NOUN
cana-4744	168	12	.	.	PUNCT
cana-4744	169	1	∣chh∣	∣chh∣	NOUN
cana-4744	169	2	represents	represent	VERB
cana-4744	169	3	highest	high	ADJ
cana-4744	169	4	frequency	frequency	ADJ
cana-4744	169	5	sub	sub	NOUN
cana-4744	169	6	band	band	NOUN
cana-4744	169	7	coefficients	coefficient	NOUN
cana-4744	169	8	maximum	maximum	ADJ
cana-4744	169	9	absolute	absolute	ADJ
cana-4744	169	10	value	value	NOUN
cana-4744	169	11	.	.	PUNCT
cana-4744	170	1	it	it	PRON
cana-4744	170	2	used	use	VERB
cana-4744	170	3	to	to	PART
cana-4744	170	4	remove	remove	VERB
cana-4744	170	5	insignificant	insignificant	ADJ
cana-4744	170	6	ones	one	NOUN
cana-4744	170	7	.	.	PUNCT
cana-4744	170	8	construct	construct	VERB
cana-4744	170	9	the	the	DET
cana-4744	170	10	zero	zero	NUM
cana-4744	170	11	tree	tree	NOUN
cana-4744	170	12	for	for	ADP
cana-4744	170	13	wavelet	wavelet	NOUN
cana-4744	170	14	coefficients	coefficient	NOUN
cana-4744	170	15	.	.	PUNCT
cana-4744	171	1	zero	zero	NUM
cana-4744	171	2	tree	tree	NOUN
cana-4744	171	3	encoded	encode	VERB
cana-4744	171	4	when	when	SCONJ
cana-4744	171	5	the	the	DET
cana-4744	171	6	coefficient	coefficient	NOUN
cana-4744	171	7	is	be	AUX
cana-4744	171	8	lower	low	ADJ
cana-4744	171	9	than	than	ADP
cana-4744	171	10	threshold	threshold	NOUN
cana-4744	171	11	value	value	NOUN
cana-4744	171	12	.	.	PUNCT
cana-4744	172	1	ezw	ezw	VERB
cana-4744	172	2	algorithm	algorithm	PROPN
cana-4744	172	3	initialize	initialize	VERB
cana-4744	172	4	the	the	DET
cana-4744	172	5	threshold	threshold	NOUN
cana-4744	172	6	factor	factor	NOUN
cana-4744	172	7	,	,	PUNCT
cana-4744	172	8	max	max	PROPN
cana-4744	172	9	absolute	absolute	ADJ
cana-4744	172	10	value	value	NOUN
cana-4744	172	11	apply	apply	VERB
cana-4744	172	12	wavelet	wavelet	NOUN
cana-4744	172	13	transform	transform	NOUN
cana-4744	172	14	split	split	VERB
cana-4744	172	15	into	into	ADP
cana-4744	172	16	sub	sub	NOUN
cana-4744	172	17	bands	band	NOUN
cana-4744	172	18	(	(	PUNCT
cana-4744	172	19	ll	ll	NOUN
cana-4744	172	20	,	,	PUNCT
cana-4744	172	21	hh	hh	PROPN
cana-4744	172	22	,	,	PUNCT
cana-4744	172	23	lh	lh	PROPN
cana-4744	172	24	,	,	PUNCT
cana-4744	172	25	hl	hl	NOUN
cana-4744	172	26	)	)	PUNCT
cana-4744	172	27	filter	filter	VERB
cana-4744	172	28	the	the	DET
cana-4744	172	29	coefficients	coefficient	NOUN
cana-4744	172	30	that	that	SCONJ
cana-4744	172	31	smaller	small	ADJ
cana-4744	172	32	than	than	ADP
cana-4744	172	33	the	the	DET
cana-4744	172	34	threshold	threshold	NOUN
cana-4744	172	35	value	value	NOUN
cana-4744	172	36	each	each	DET
cana-4744	172	37	coefficient	coefficient	NOUN
cana-4744	172	38	c	c	NOUN
cana-4744	172	39	in	in	ADP
cana-4744	172	40	the	the	DET
cana-4744	172	41	wavelet	wavelet	NOUN
cana-4744	172	42	transform	transform	NOUN
cana-4744	172	43	compared	compare	VERB
cana-4744	172	44	with	with	ADP
cana-4744	172	45	a	a	DET
cana-4744	172	46	threshold	threshold	NOUN
cana-4744	172	47	t.	t.	NOUN
cana-4744	172	48	if	if	SCONJ
cana-4744	172	49	the	the	DET
cana-4744	172	50	absolute	absolute	ADJ
cana-4744	172	51	value	value	NOUN
cana-4744	172	52	of	of	ADP
cana-4744	172	53	c	c	NOUN
cana-4744	172	54	is	be	AUX
cana-4744	172	55	smaller	small	ADJ
cana-4744	172	56	than	than	ADP
cana-4744	172	57	t	t	PROPN
cana-4744	172	58	,	,	PUNCT
cana-4744	172	59	then	then	ADV
cana-4744	172	60	the	the	DET
cana-4744	172	61	coefficient	coefficient	NOUN
cana-4744	172	62	considered	consider	VERB
cana-4744	172	63	"	"	PUNCT
cana-4744	172	64	insignificant	insignificant	ADJ
cana-4744	172	65	"	"	PUNCT
cana-4744	172	66	and	and	CCONJ
cana-4744	172	67	is	be	AUX
cana-4744	172	68	set	set	VERB
cana-4744	172	69	to	to	ADP
cana-4744	172	70	zero	zero	NUM
cana-4744	172	71	.	.	PUNCT
cana-4744	173	1	for	for	ADP
cana-4744	173	2	a	a	DET
cana-4744	173	3	given	give	VERB
cana-4744	173	4	coefficient	coefficient	NOUN
cana-4744	173	5	,	,	PUNCT
cana-4744	173	6	say	say	VERB
cana-4744	173	7	ci	ci	NOUN
cana-4744	173	8	,	,	PUNCT
cana-4744	173	9	jc{i	jc{i	PROPN
cana-4744	173	10	,	,	PUNCT
cana-4744	173	11	j}ci	j}ci	PROPN
cana-4744	173	12	,	,	PUNCT
cana-4744	173	13	j	j	PROPN
cana-4744	173	14	,	,	PUNCT
cana-4744	173	15	we	we	PRON
cana-4744	173	16	check	check	VERB
cana-4744	173	17	its	its	PRON
cana-4744	173	18	associated	associated	ADJ
cana-4744	173	19	child	child	NOUN
cana-4744	173	20	coefficients	coefficient	NOUN
cana-4744	173	21	.	.	PUNCT
cana-4744	174	1	if	if	SCONJ
cana-4744	174	2	ci	ci	PROPN
cana-4744	174	3	,	,	PUNCT
cana-4744	174	4	jc{i	jc{i	PROPN
cana-4744	174	5	,	,	PUNCT
cana-4744	174	6	j}ci	j}ci	PROPN
cana-4744	174	7	,	,	PUNCT
cana-4744	174	8	j	j	PROPN
cana-4744	174	9	is	be	AUX
cana-4744	174	10	below	below	ADP
cana-4744	174	11	the	the	DET
cana-4744	174	12	threshold	threshold	NOUN
cana-4744	174	13	ttt	ttt	PROPN
cana-4744	174	14	,	,	PUNCT
cana-4744	174	15	then	then	ADV
cana-4744	174	16	it	it	PRON
cana-4744	174	17	is	be	AUX
cana-4744	174	18	part	part	NOUN
cana-4744	174	19	of	of	ADP
cana-4744	174	20	a	a	DET
cana-4744	174	21	zero	zero	NUM
cana-4744	174	22	tree	tree	NOUN
cana-4744	174	23	.	.	PUNCT
cana-4744	175	1	its	its	PRON
cana-4744	175	2	child	child	NOUN
cana-4744	175	3	coefficients	coefficient	NOUN
cana-4744	175	4	(	(	PUNCT
cana-4744	175	5	if	if	SCONJ
cana-4744	175	6	they	they	PRON
cana-4744	175	7	exist	exist	VERB
cana-4744	175	8	)	)	PUNCT
cana-4744	175	9	are	be	AUX
cana-4744	175	10	also	also	ADV
cana-4744	175	11	likely	likely	ADJ
cana-4744	175	12	to	to	PART
cana-4744	175	13	be	be	AUX
cana-4744	175	14	zero	zero	NUM
cana-4744	175	15	,	,	PUNCT
cana-4744	175	16	and	and	CCONJ
cana-4744	175	17	this	this	DET
cana-4744	175	18	relationship	relationship	NOUN
cana-4744	175	19	forms	form	VERB
cana-4744	175	20	the	the	DET
cana-4744	175	21	"	"	PUNCT
cana-4744	175	22	tree	tree	NOUN
cana-4744	175	23	"	"	PUNCT
cana-4744	175	24	structure	structure	NOUN
cana-4744	175	25	.	.	PUNCT
cana-4744	176	1	encode	encode	VERB
cana-4744	176	2	the	the	DET
cana-4744	176	3	significant	significant	ADJ
cana-4744	176	4	coefficients	coefficient	NOUN
cana-4744	176	5	and	and	CCONJ
cana-4744	176	6	zero	zero	NUM
cana-4744	176	7	tree	tree	NOUN
cana-4744	176	8	for	for	ADP
cana-4744	176	9	each	each	DET
cana-4744	176	10	sub	sub	NOUN
cana-4744	176	11	band	band	NOUN
cana-4744	176	12	add	add	VERB
cana-4744	176	13	the	the	DET
cana-4744	176	14	value	value	NOUN
cana-4744	176	15	to	to	ADP
cana-4744	176	16	the	the	DET
cana-4744	176	17	bit	bit	NOUN
cana-4744	176	18	stream	stream	NOUN
cana-4744	176	19	for	for	ADP
cana-4744	176	20	encoding	encode	VERB
cana-4744	176	21	encrypting	encrypt	VERB
cana-4744	176	22	the	the	DET
cana-4744	176	23	all	all	DET
cana-4744	176	24	symbols	symbol	NOUN
cana-4744	176	25	with	with	ADP
cana-4744	176	26	binary	binary	PROPN
cana-4744	176	27	code	code	PROPN
cana-4744	176	28	4	4	NUM
cana-4744	176	29	.	.	PUNCT
cana-4744	177	1	experimental	experimental	ADJ
cana-4744	177	2	result	result	NOUN
cana-4744	177	3	matlab	matlab	PROPN
cana-4744	177	4	used	use	VERB
cana-4744	177	5	to	to	PART
cana-4744	177	6	evaluate	evaluate	VERB
cana-4744	177	7	the	the	DET
cana-4744	177	8	suggested	suggest	VERB
cana-4744	177	9	and	and	CCONJ
cana-4744	177	10	current	current	ADJ
cana-4744	177	11	system	system	NOUN
cana-4744	177	12	approaches	approach	NOUN
cana-4744	177	13	.	.	PUNCT
cana-4744	178	1	the	the	DET
cana-4744	178	2	matlab	matlab	PROPN
cana-4744	178	3	environment	environment	NOUN
cana-4744	178	4	used	use	VERB
cana-4744	178	5	for	for	ADP
cana-4744	178	6	the	the	DET
cana-4744	178	7	implementation	implementation	NOUN
cana-4744	178	8	.	.	PUNCT
cana-4744	179	1	additionally	additionally	ADV
cana-4744	179	2	,	,	PUNCT
cana-4744	179	3	the	the	DET
cana-4744	179	4	present	present	ADJ
cana-4744	179	5	system	system	NOUN
cana-4744	179	6	experimental	experimental	ADJ
cana-4744	179	7	output	output	NOUN
cana-4744	179	8	compared	compare	VERB
cana-4744	179	9	to	to	ADP
cana-4744	179	10	those	those	PRON
cana-4744	179	11	of	of	ADP
cana-4744	179	12	the	the	DET
cana-4744	179	13	current	current	ADJ
cana-4744	179	14	or	or	CCONJ
cana-4744	179	15	existing	exist	VERB
cana-4744	179	16	system	system	NOUN
cana-4744	179	17	.	.	PUNCT
cana-4744	180	1	the	the	DET
cana-4744	180	2	findings	finding	NOUN
cana-4744	180	3	compared	compare	VERB
cana-4744	180	4	using	use	VERB
cana-4744	180	5	performance	performance	NOUN
cana-4744	180	6	metrics	metric	NOUN
cana-4744	180	7	such	such	ADJ
cana-4744	180	8	execution	execution	NOUN
cana-4744	180	9	time	time	NOUN
cana-4744	180	10	,	,	PUNCT
cana-4744	180	11	space	space	NOUN
cana-4744	180	12	saving	saving	NOUN
cana-4744	180	13	,	,	PUNCT
cana-4744	180	14	cr	cr	NOUN
cana-4744	180	15	,	,	PUNCT
cana-4744	180	16	and	and	CCONJ
cana-4744	180	17	psnr	psnr	NOUN
cana-4744	180	18	.	.	PUNCT
cana-4744	181	1	communications	communication	NOUN
cana-4744	181	2	on	on	ADP
cana-4744	181	3	applied	apply	VERB
cana-4744	181	4	nonlinear	nonlinear	ADJ
cana-4744	181	5	analysis	analysis	NOUN
cana-4744	181	6	issn	issn	NOUN
cana-4744	181	7	:	:	PUNCT
cana-4744	181	8	1074	1074	NUM
cana-4744	181	9	-	-	PUNCT
cana-4744	181	10	133x	133x	NUM
cana-4744	181	11	vol	vol	VERB
cana-4744	181	12	32	32	NUM
cana-4744	181	13	no	no	NOUN
cana-4744	181	14	.	.	PUNCT
cana-4744	182	1	10s	10	NOUN
cana-4744	182	2	(	(	PUNCT
cana-4744	182	3	2025	2025	NUM
cana-4744	182	4	)	)	PUNCT
cana-4744	182	5	247	247	NUM
cana-4744	182	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	182	7	the	the	DET
cana-4744	182	8	hypothetical	hypothetical	ADJ
cana-4744	182	9	comparison	comparison	NOUN
cana-4744	182	10	prove	prove	VERB
cana-4744	182	11	that	that	SCONJ
cana-4744	182	12	present	present	ADJ
cana-4744	182	13	method	method	NOUN
cana-4744	182	14	gives	give	VERB
cana-4744	182	15	high	high	ADJ
cana-4744	182	16	compression	compression	NOUN
cana-4744	182	17	ratio	ratio	NOUN
cana-4744	182	18	without	without	ADP
cana-4744	182	19	affecting	affect	VERB
cana-4744	182	20	quality	quality	NOUN
cana-4744	182	21	of	of	ADP
cana-4744	182	22	image	image	NOUN
cana-4744	182	23	than	than	ADP
cana-4744	182	24	the	the	DET
cana-4744	182	25	existing	exist	VERB
cana-4744	182	26	one	one	NUM
cana-4744	182	27	.	.	PUNCT
cana-4744	183	1	mri	mri	NOUN
cana-4744	183	2	dicom	dicom	NOUN
cana-4744	183	3	brain	brain	NOUN
cana-4744	183	4	images	image	NOUN
cana-4744	183	5	taken	take	VERB
cana-4744	183	6	from	from	ADP
cana-4744	183	7	standard	standard	ADJ
cana-4744	183	8	dataset	dataset	NOUN
cana-4744	183	9	to	to	PART
cana-4744	183	10	test	test	VERB
cana-4744	183	11	the	the	DET
cana-4744	183	12	present	present	ADJ
cana-4744	183	13	algorithm	algorithm	NOUN
cana-4744	183	14	.	.	PUNCT
cana-4744	184	1	figure	figure	NOUN
cana-4744	184	2	1	1	NUM
cana-4744	184	3	shows	show	VERB
cana-4744	184	4	the	the	DET
cana-4744	184	5	input	input	NOUN
cana-4744	184	6	image	image	NOUN
cana-4744	184	7	of	of	ADP
cana-4744	184	8	brain	brain	NOUN
cana-4744	184	9	.	.	PUNCT
cana-4744	185	1	fig	fig	NOUN
cana-4744	185	2	1	1	NUM
cana-4744	185	3	:	:	PUNCT
cana-4744	185	4	input	input	NOUN
cana-4744	185	5	image	image	NOUN
cana-4744	185	6	the	the	DET
cana-4744	185	7	input	input	NOUN
cana-4744	185	8	image	image	NOUN
cana-4744	185	9	pre	pre	VERB
cana-4744	185	10	-	-	VERB
cana-4744	185	11	processed	process	VERB
cana-4744	185	12	by	by	ADP
cana-4744	185	13	applying	apply	VERB
cana-4744	185	14	ant	ant	ADJ
cana-4744	185	15	colony	colony	NOUN
cana-4744	185	16	optimization	optimization	NOUN
cana-4744	185	17	(	(	PUNCT
cana-4744	185	18	aco	aco	PROPN
cana-4744	185	19	)	)	PUNCT
cana-4744	185	20	shown	show	VERB
cana-4744	185	21	in	in	ADP
cana-4744	185	22	figure2	figure2	ADJ
cana-4744	185	23	.	.	PUNCT
cana-4744	186	1	figure	figure	NOUN
cana-4744	186	2	2	2	NUM
cana-4744	186	3	:	:	PUNCT
cana-4744	186	4	pre	pre	ADJ
cana-4744	186	5	-	-	ADJ
cana-4744	186	6	processed	processed	ADJ
cana-4744	186	7	image	image	NOUN
cana-4744	186	8	the	the	DET
cana-4744	186	9	enhanced	enhanced	ADJ
cana-4744	186	10	image	image	NOUN
cana-4744	186	11	segmented	segment	VERB
cana-4744	186	12	into	into	ADP
cana-4744	186	13	roi	roi	NOUN
cana-4744	186	14	and	and	CCONJ
cana-4744	186	15	non	non	ADJ
cana-4744	186	16	–	–	PUNCT
cana-4744	186	17	roi	roi	NOUN
cana-4744	186	18	part	part	NOUN
cana-4744	186	19	.	.	PUNCT
cana-4744	187	1	figure	figure	NOUN
cana-4744	187	2	3	3	NUM
cana-4744	187	3	displays	display	VERB
cana-4744	187	4	the	the	DET
cana-4744	187	5	segmented	segmented	ADJ
cana-4744	187	6	part	part	NOUN
cana-4744	187	7	of	of	ADP
cana-4744	187	8	image	image	NOUN
cana-4744	187	9	would	would	AUX
cana-4744	187	10	be	be	AUX
cana-4744	187	11	used	use	VERB
cana-4744	187	12	for	for	ADP
cana-4744	187	13	compression	compression	NOUN
cana-4744	187	14	.	.	PUNCT
cana-4744	188	1	figure	figure	NOUN
cana-4744	188	2	3	3	NUM
cana-4744	188	3	:	:	PUNCT
cana-4744	188	4	segmented	segment	VERB
cana-4744	188	5	roi	roi	NOUN
cana-4744	188	6	part	part	NOUN
cana-4744	188	7	of	of	ADP
cana-4744	188	8	image	image	NOUN
cana-4744	188	9	communications	communication	NOUN
cana-4744	188	10	on	on	ADP
cana-4744	188	11	applied	apply	VERB
cana-4744	188	12	nonlinear	nonlinear	ADJ
cana-4744	188	13	analysis	analysis	NOUN
cana-4744	188	14	issn	issn	NOUN
cana-4744	188	15	:	:	PUNCT
cana-4744	188	16	1074	1074	NUM
cana-4744	188	17	-	-	PUNCT
cana-4744	188	18	133x	133x	NUM
cana-4744	188	19	vol	vol	VERB
cana-4744	188	20	32	32	NUM
cana-4744	188	21	no	no	NOUN
cana-4744	188	22	.	.	PUNCT
cana-4744	189	1	10s	10	NOUN
cana-4744	189	2	(	(	PUNCT
cana-4744	189	3	2025	2025	NUM
cana-4744	189	4	)	)	PUNCT
cana-4744	189	5	248	248	NUM
cana-4744	190	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	190	2	figure	figure	NOUN
cana-4744	190	3	4	4	NUM
cana-4744	190	4	displays	display	VERB
cana-4744	190	5	the	the	DET
cana-4744	190	6	outcome	outcome	NOUN
cana-4744	190	7	of	of	ADP
cana-4744	190	8	the	the	DET
cana-4744	190	9	proposed	propose	VERB
cana-4744	190	10	the	the	DET
cana-4744	190	11	algorithm	algorithm	NOUN
cana-4744	190	12	after	after	ADP
cana-4744	190	13	compression	compression	NOUN
cana-4744	190	14	has	have	AUX
cana-4744	190	15	been	be	AUX
cana-4744	190	16	complete	complete	ADJ
cana-4744	190	17	.	.	PUNCT
cana-4744	191	1	the	the	DET
cana-4744	191	2	compressed	compress	VERB
cana-4744	191	3	image	image	NOUN
cana-4744	191	4	can	can	AUX
cana-4744	191	5	stored	store	VERB
cana-4744	191	6	to	to	PART
cana-4744	191	7	minimize	minimize	VERB
cana-4744	191	8	the	the	DET
cana-4744	191	9	storage	storage	NOUN
cana-4744	191	10	whenever	whenever	SCONJ
cana-4744	191	11	we	we	PRON
cana-4744	191	12	need	need	VERB
cana-4744	191	13	the	the	DET
cana-4744	191	14	image	image	NOUN
cana-4744	191	15	that	that	PRON
cana-4744	191	16	can	can	AUX
cana-4744	191	17	reconstructed	reconstruct	VERB
cana-4744	191	18	like	like	ADP
cana-4744	191	19	its	its	PRON
cana-4744	191	20	original	original	ADJ
cana-4744	191	21	.	.	PUNCT
cana-4744	192	1	figure	figure	NOUN
cana-4744	192	2	4	4	NUM
cana-4744	192	3	:	:	PUNCT
cana-4744	192	4	compressed	compressed	ADJ
cana-4744	192	5	image	image	NOUN
cana-4744	192	6	performance	performance	NOUN
cana-4744	192	7	factors	factor	VERB
cana-4744	192	8	the	the	DET
cana-4744	192	9	effectiveness	effectiveness	NOUN
cana-4744	192	10	of	of	ADP
cana-4744	192	11	the	the	DET
cana-4744	192	12	presented	present	VERB
cana-4744	192	13	method	method	NOUN
cana-4744	192	14	and	and	CCONJ
cana-4744	192	15	existing	exist	VERB
cana-4744	192	16	assessed	assess	VERB
cana-4744	192	17	by	by	ADP
cana-4744	192	18	various	various	ADJ
cana-4744	192	19	performance	performance	NOUN
cana-4744	192	20	metrics	metric	NOUN
cana-4744	192	21	and	and	CCONJ
cana-4744	192	22	existing	exist	VERB
cana-4744	192	23	algorithms	algorithm	NOUN
cana-4744	192	24	.	.	PUNCT
cana-4744	193	1	the	the	DET
cana-4744	193	2	performance	performance	NOUN
cana-4744	193	3	variables	variable	NOUN
cana-4744	193	4	are	be	AUX
cana-4744	193	5	execution	execution	NOUN
cana-4744	193	6	time	time	NOUN
cana-4744	193	7	,	,	PUNCT
cana-4744	193	8	space	space	NOUN
cana-4744	193	9	-	-	PUNCT
cana-4744	193	10	saving	saving	NOUN
cana-4744	193	11	,	,	PUNCT
cana-4744	193	12	cr	cr	PROPN
cana-4744	193	13	(	(	PUNCT
cana-4744	193	14	compression	compression	NOUN
cana-4744	193	15	ratio	ratio	NOUN
cana-4744	193	16	)	)	PUNCT
cana-4744	193	17	,	,	PUNCT
cana-4744	193	18	and	and	CCONJ
cana-4744	193	19	psnr	psnr	NOUN
cana-4744	193	20	(	(	PUNCT
cana-4744	193	21	peak	peak	NOUN
cana-4744	193	22	signal	signal	NOUN
cana-4744	193	23	noise	noise	NOUN
cana-4744	193	24	ratio	ratio	NOUN
cana-4744	193	25	)	)	PUNCT
cana-4744	193	26	.	.	PUNCT
cana-4744	194	1	compression	compression	NOUN
cana-4744	194	2	ratio	ratio	NOUN
cana-4744	194	3	(	(	PUNCT
cana-4744	194	4	cr	cr	PROPN
cana-4744	194	5	)	)	PUNCT
cana-4744	194	6	the	the	DET
cana-4744	194	7	ratio	ratio	NOUN
cana-4744	194	8	between	between	ADP
cana-4744	194	9	uncompressed	uncompressed	ADJ
cana-4744	194	10	image	image	NOUN
cana-4744	194	11	file	file	NOUN
cana-4744	194	12	size	size	NOUN
cana-4744	194	13	and	and	CCONJ
cana-4744	194	14	the	the	DET
cana-4744	194	15	compressed	compress	VERB
cana-4744	194	16	image	image	NOUN
cana-4744	194	17	file	file	NOUN
cana-4744	194	18	size	size	NOUN
cana-4744	194	19	referred	refer	VERB
cana-4744	194	20	as	as	ADP
cana-4744	194	21	the	the	DET
cana-4744	194	22	compression	compression	NOUN
cana-4744	194	23	ratio	ratio	NOUN
cana-4744	194	24	(	(	PUNCT
cana-4744	194	25	cr	cr	NOUN
cana-4744	194	26	)	)	PUNCT
cana-4744	194	27	.	.	PUNCT
cana-4744	194	28	.	.	PUNCT
cana-4744	195	1	it	it	PRON
cana-4744	195	2	evaluated	evaluate	VERB
cana-4744	195	3	by	by	ADP
cana-4744	195	4	formula	formula	NOUN
cana-4744	195	5	,	,	PUNCT
cana-4744	195	6	𝐶𝑅	𝐶𝑅	PROPN
cana-4744	195	7	=	=	PROPN
cana-4744	195	8	𝑂𝑟𝑖𝑔𝑖𝑛𝑎𝑙	𝑂𝑟𝑖𝑔𝑖𝑛𝑎𝑙	PROPN
cana-4744	195	9	𝑈𝑛𝑐𝑜𝑚𝑝𝑟𝑒𝑠𝑠𝑒𝑑	𝑈𝑛𝑐𝑜𝑚𝑝𝑟𝑒𝑠𝑠𝑒𝑑	PROPN
cana-4744	195	10	𝐼𝑚𝑎𝑔𝑒	𝐼𝑚𝑎𝑔𝑒	PROPN
cana-4744	195	11	𝑆𝑖𝑧𝑒	𝑆𝑖𝑧𝑒	PROPN
cana-4744	195	12	𝐶𝑜𝑚𝑝𝑟𝑒𝑠𝑠𝑒𝑑	𝐶𝑜𝑚𝑝𝑟𝑒𝑠𝑠𝑒𝑑	PROPN
cana-4744	195	13	𝐼𝑚𝑎𝑔𝑒	𝐼𝑚𝑎𝑔𝑒	PROPN
cana-4744	195	14	𝑆𝑖𝑧𝑒	𝑆𝑖𝑧𝑒	PROPN
cana-4744	195	15	the	the	DET
cana-4744	195	16	estimation	estimation	NOUN
cana-4744	195	17	chart	chart	NOUN
cana-4744	195	18	if	if	SCONJ
cana-4744	195	19	compression	compression	NOUN
cana-4744	195	20	ratio	ratio	NOUN
cana-4744	195	21	performance	performance	NOUN
cana-4744	195	22	for	for	ADP
cana-4744	195	23	lzw	lzw	NOUN
cana-4744	195	24	–	–	PUNCT
cana-4744	195	25	hf	hf	NOUN
cana-4744	195	26	with	with	ADP
cana-4744	195	27	firefly	firefly	NOUN
cana-4744	195	28	optimization	optimization	NOUN
cana-4744	195	29	algorithm	algorithm	NOUN
cana-4744	195	30	shown	show	VERB
cana-4744	195	31	in	in	ADP
cana-4744	195	32	the	the	DET
cana-4744	195	33	fig	fig	NOUN
cana-4744	195	34	:	:	PUNCT
cana-4744	195	35	4	4	X
cana-4744	195	36	.	.	X
cana-4744	196	1	in	in	ADP
cana-4744	196	2	this	this	DET
cana-4744	196	3	proposed	propose	VERB
cana-4744	196	4	method	method	NOUN
cana-4744	196	5	optimal	optimal	ADJ
cana-4744	196	6	parameter	parameter	NOUN
cana-4744	196	7	is	be	AUX
cana-4744	196	8	identified	identify	VERB
cana-4744	196	9	by	by	ADP
cana-4744	196	10	the	the	DET
cana-4744	196	11	firefly	firefly	NOUN
cana-4744	196	12	optimization	optimization	NOUN
cana-4744	196	13	algorithm	algorithm	NOUN
cana-4744	196	14	.	.	PUNCT
cana-4744	197	1	it	it	PRON
cana-4744	197	2	increases	increase	VERB
cana-4744	197	3	the	the	DET
cana-4744	197	4	compression	compression	NOUN
cana-4744	197	5	ratio	ratio	NOUN
cana-4744	197	6	.	.	PUNCT
cana-4744	198	1	table	table	NOUN
cana-4744	198	2	1	1	NUM
cana-4744	198	3	shows	show	VERB
cana-4744	198	4	the	the	DET
cana-4744	198	5	compression	compression	NOUN
cana-4744	198	6	ratio	ratio	NOUN
cana-4744	198	7	vs	vs	ADP
cana-4744	198	8	the	the	DET
cana-4744	198	9	images	image	NOUN
cana-4744	198	10	.	.	PUNCT
cana-4744	199	1	image/	image/	NUM
cana-4744	199	2	compression	compression	NOUN
cana-4744	199	3	algorithm	algorithm	NOUN
cana-4744	199	4	hf	hf	ADP
cana-4744	199	5	lzw	lzw	PROPN
cana-4744	199	6	hybrid	hybrid	ADJ
cana-4744	199	7	lzw	lzw	NOUN
cana-4744	199	8	and	and	CCONJ
cana-4744	199	9	che	che	PROPN
cana-4744	199	10	hlzw	hlzw	VERB
cana-4744	199	11	with	with	ADP
cana-4744	199	12	fo	fo	INTJ
cana-4744	199	13	image1	image1	NOUN
cana-4744	199	14	2.27	2.27	NUM
cana-4744	199	15	2.94	2.94	NUM
cana-4744	199	16	4.33	4.33	NUM
cana-4744	199	17	4.56	4.56	NUM
cana-4744	199	18	image	image	NOUN
cana-4744	199	19	2	2	NUM
cana-4744	199	20	2.10	2.10	NUM
cana-4744	199	21	2.85	2.85	NUM
cana-4744	199	22	4.25	4.25	NUM
cana-4744	199	23	4.86	4.86	NUM
cana-4744	199	24	image	image	NOUN
cana-4744	199	25	3	3	NUM
cana-4744	199	26	2.25	2.25	NUM
cana-4744	199	27	2.98	2.98	NUM
cana-4744	199	28	4.40	4.40	NUM
cana-4744	199	29	4.95	4.95	NUM
cana-4744	199	30	image	image	NOUN
cana-4744	199	31	4	4	NUM
cana-4744	199	32	2.30	2.30	NUM
cana-4744	199	33	2.97	2.97	NUM
cana-4744	199	34	4.60	4.60	NUM
cana-4744	199	35	4.96	4.96	NUM
cana-4744	199	36	communications	communication	NOUN
cana-4744	199	37	on	on	ADP
cana-4744	199	38	applied	apply	VERB
cana-4744	199	39	nonlinear	nonlinear	ADJ
cana-4744	199	40	analysis	analysis	NOUN
cana-4744	199	41	issn	issn	NOUN
cana-4744	199	42	:	:	PUNCT
cana-4744	199	43	1074	1074	NUM
cana-4744	199	44	-	-	PUNCT
cana-4744	199	45	133x	133x	NUM
cana-4744	199	46	vol	vol	VERB
cana-4744	199	47	32	32	NUM
cana-4744	199	48	no	no	NOUN
cana-4744	199	49	.	.	PUNCT
cana-4744	200	1	10s	10	NOUN
cana-4744	200	2	(	(	PUNCT
cana-4744	200	3	2025	2025	NUM
cana-4744	200	4	)	)	PUNCT
cana-4744	200	5	249	249	NUM
cana-4744	200	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	200	7	peak	peak	NOUN
cana-4744	200	8	signal	signal	NOUN
cana-4744	200	9	noise	noise	NOUN
cana-4744	200	10	ratio	ratio	NOUN
cana-4744	200	11	(	(	PUNCT
cana-4744	200	12	psnr	psnr	NOUN
cana-4744	200	13	)	)	PUNCT
cana-4744	200	14	psnr	psnr	NOUN
cana-4744	200	15	defines	define	VERB
cana-4744	200	16	the	the	DET
cana-4744	200	17	quality	quality	NOUN
cana-4744	200	18	of	of	ADP
cana-4744	200	19	the	the	DET
cana-4744	200	20	reconstructed	reconstructed	ADJ
cana-4744	200	21	image	image	NOUN
cana-4744	200	22	.	.	PUNCT
cana-4744	201	1	the	the	DET
cana-4744	201	2	original	original	ADJ
cana-4744	201	3	and	and	CCONJ
cana-4744	201	4	compressed	compressed	ADJ
cana-4744	201	5	mri	mri	NOUN
cana-4744	201	6	picture	picture	NOUN
cana-4744	201	7	quality	quality	NOUN
cana-4744	201	8	compared	compare	VERB
cana-4744	201	9	using	use	VERB
cana-4744	201	10	the	the	DET
cana-4744	201	11	peak	peak	NOUN
cana-4744	201	12	signal	signal	NOUN
cana-4744	201	13	noise	noise	NOUN
cana-4744	201	14	ratio	ratio	NOUN
cana-4744	201	15	(	(	PUNCT
cana-4744	201	16	psnr	psnr	NOUN
cana-4744	201	17	)	)	PUNCT
cana-4744	201	18	.	.	PUNCT
cana-4744	202	1	table	table	NOUN
cana-4744	202	2	2	2	NUM
cana-4744	202	3	shows	show	VERB
cana-4744	202	4	the	the	DET
cana-4744	202	5	psnr	psnr	NOUN
cana-4744	202	6	vs	vs	ADP
cana-4744	202	7	mri	mri	NOUN
cana-4744	202	8	pictures	picture	NOUN
cana-4744	202	9	.	.	PUNCT
cana-4744	203	1	the	the	DET
cana-4744	203	2	psnr	psnr	NOUN
cana-4744	203	3	as	as	SCONJ
cana-4744	203	4	determined	determine	VERB
cana-4744	203	5	by	by	ADP
cana-4744	203	6	𝑃𝑆𝑁𝑅	𝑃𝑆𝑁𝑅	NOUN
cana-4744	203	7	=	=	SYM
cana-4744	203	8	10	10	NUM
cana-4744	203	9	.	.	PUNCT
cana-4744	204	1	𝑙𝑜𝑔10	𝑙𝑜𝑔10	PROPN
cana-4744	204	2	𝑀𝐴𝑋	𝑀𝐴𝑋	PROPN
cana-4744	204	3	√𝑀𝑆𝐸	√𝑀𝑆𝐸	AUX
cana-4744	204	4	𝑀𝑆𝐸	𝑀𝑆𝐸	NOUN
cana-4744	204	5	=	=	SYM
cana-4744	204	6	∑𝑀𝑁	∑𝑀𝑁	PROPN
cana-4744	205	1	[	[	X
cana-4744	205	2	𝑙1(𝑚,𝑛)−𝑙2(𝑚,𝑛)]2	𝑙1(𝑚,𝑛)−𝑙2(𝑚,𝑛)]2	ADJ
cana-4744	205	3	𝑀∗𝑁	𝑀∗𝑁	PROPN
cana-4744	205	4	table	table	NOUN
cana-4744	205	5	4	4	NUM
cana-4744	205	6	:	:	PUNCT
cana-4744	205	7	psnr	psnr	NOUN
cana-4744	205	8	comparison	comparison	NOUN
cana-4744	205	9	image/	image/	NUM
cana-4744	205	10	compression	compression	NOUN
cana-4744	205	11	algorithm	algorithm	NOUN
cana-4744	205	12	hf	hf	ADP
cana-4744	205	13	lzw	lzw	PROPN
cana-4744	205	14	hybrid	hybrid	ADJ
cana-4744	205	15	lzw	lzw	NOUN
cana-4744	205	16	and	and	CCONJ
cana-4744	205	17	che	che	PROPN
cana-4744	205	18	hlzw	hlzw	VERB
cana-4744	205	19	with	with	ADP
cana-4744	205	20	fo	fo	ADP
cana-4744	205	21	image1	image1	NOUN
cana-4744	205	22	30.51	30.51	NUM
cana-4744	205	23	31.06	31.06	NUM
cana-4744	205	24	41	41	NUM
cana-4744	205	25	42.81	42.81	NUM
cana-4744	205	26	image	image	NOUN
cana-4744	205	27	2	2	NUM
cana-4744	205	28	30.4	30.4	NUM
cana-4744	205	29	30.98	30.98	NUM
cana-4744	205	30	42	42	NUM
cana-4744	205	31	44.89	44.89	NUM
cana-4744	205	32	image	image	NOUN
cana-4744	205	33	3	3	NUM
cana-4744	205	34	30.46	30.46	NUM
cana-4744	205	35	31.35	31.35	NUM
cana-4744	205	36	43	43	NUM
cana-4744	205	37	45.23	45.23	NUM
cana-4744	205	38	image	image	NOUN
cana-4744	205	39	4	4	NUM
cana-4744	205	40	31.23	31.23	NUM
cana-4744	205	41	31.85	31.85	NUM
cana-4744	205	42	40	40	NUM
cana-4744	205	43	45.45	45.45	NUM
cana-4744	205	44	0	0	NUM
cana-4744	205	45	1	1	NUM
cana-4744	205	46	2	2	NUM
cana-4744	205	47	3	3	NUM
cana-4744	205	48	4	4	NUM
cana-4744	205	49	5	5	NUM
cana-4744	205	50	6	6	NUM
cana-4744	205	51	hf	hf	PROPN
cana-4744	205	52	lzw	lzw	ADJ
cana-4744	205	53	hybrid	hybrid	NOUN
cana-4744	205	54	lzw	lzw	NOUN
cana-4744	205	55	and	and	CCONJ
cana-4744	205	56	che	che	PROPN
cana-4744	205	57	hlzw	hlzw	VERB
cana-4744	205	58	with	with	ADP
cana-4744	205	59	fo	fo	ADP
cana-4744	205	60	compression	compression	NOUN
cana-4744	205	61	ratio	ratio	NOUN
cana-4744	205	62	image1	image1	NOUN
cana-4744	205	63	image	image	NOUN
cana-4744	205	64	2	2	NUM
cana-4744	205	65	image	image	NOUN
cana-4744	205	66	3	3	NUM
cana-4744	205	67	image	image	NOUN
cana-4744	205	68	4	4	NUM
cana-4744	205	69	communications	communication	NOUN
cana-4744	205	70	on	on	ADP
cana-4744	205	71	applied	apply	VERB
cana-4744	205	72	nonlinear	nonlinear	ADJ
cana-4744	205	73	analysis	analysis	NOUN
cana-4744	205	74	issn	issn	NOUN
cana-4744	205	75	:	:	PUNCT
cana-4744	205	76	1074	1074	NUM
cana-4744	205	77	-	-	PUNCT
cana-4744	205	78	133x	133x	NUM
cana-4744	205	79	vol	vol	VERB
cana-4744	205	80	32	32	NUM
cana-4744	205	81	no	no	NOUN
cana-4744	205	82	.	.	PUNCT
cana-4744	206	1	10s	10	NOUN
cana-4744	206	2	(	(	PUNCT
cana-4744	206	3	2025	2025	NUM
cana-4744	206	4	)	)	PUNCT
cana-4744	206	5	250	250	NUM
cana-4744	206	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	206	7	fig	fig	NOUN
cana-4744	206	8	:	:	PUNCT
cana-4744	206	9	5	5	NUM
cana-4744	206	10	psnr	psnr	NOUN
cana-4744	206	11	comparison	comparison	NOUN
cana-4744	206	12	space	space	NOUN
cana-4744	206	13	saving	saving	NOUN
cana-4744	206	14	(	(	PUNCT
cana-4744	206	15	ss	ss	NOUN
cana-4744	206	16	)	)	PUNCT
cana-4744	206	17	space	space	NOUN
cana-4744	206	18	savings	saving	NOUN
cana-4744	206	19	(	(	PUNCT
cana-4744	206	20	ss	ss	NOUN
cana-4744	206	21	)	)	PUNCT
cana-4744	206	22	is	be	AUX
cana-4744	206	23	the	the	DET
cana-4744	206	24	term	term	NOUN
cana-4744	206	25	used	use	VERB
cana-4744	206	26	to	to	PART
cana-4744	206	27	describe	describe	VERB
cana-4744	206	28	how	how	SCONJ
cana-4744	206	29	compression	compression	NOUN
cana-4744	206	30	methods	method	NOUN
cana-4744	206	31	lower	lower	VERB
cana-4744	206	32	the	the	DET
cana-4744	206	33	amount	amount	NOUN
cana-4744	206	34	of	of	ADP
cana-4744	206	35	memory	memory	NOUN
cana-4744	206	36	used	use	VERB
cana-4744	206	37	by	by	ADP
cana-4744	206	38	a	a	DET
cana-4744	206	39	computer	computer	NOUN
cana-4744	206	40	system	system	NOUN
cana-4744	206	41	.	.	PUNCT
cana-4744	207	1	the	the	DET
cana-4744	207	2	definition	definition	NOUN
cana-4744	207	3	of	of	ADP
cana-4744	207	4	the	the	DET
cana-4744	207	5	ss	ss	NOUN
cana-4744	207	6	is	be	AUX
cana-4744	207	7	𝑆𝑆	𝑆𝑆	PROPN
cana-4744	207	8	=	=	PROPN
cana-4744	207	9	𝑂𝑟𝑖𝑔𝑖𝑛𝑎𝑙	𝑂𝑟𝑖𝑔𝑖𝑛𝑎𝑙	PROPN
cana-4744	207	10	𝑈𝑛𝑐𝑜𝑚𝑝𝑟𝑒𝑠𝑠𝑒𝑑	𝑈𝑛𝑐𝑜𝑚𝑝𝑟𝑒𝑠𝑠𝑒𝑑	PROPN
cana-4744	207	11	𝐼𝑚𝑎𝑔𝑒	𝐼𝑚𝑎𝑔𝑒	PROPN
cana-4744	207	12	𝑆𝑖𝑧𝑒	𝑆𝑖𝑧𝑒	PROPN
cana-4744	207	13	−	−	NUM
cana-4744	207	14	𝐶𝑜𝑚𝑝𝑟𝑒𝑠𝑠𝑒𝑑	𝐶𝑜𝑚𝑝𝑟𝑒𝑠𝑠𝑒𝑑	PROPN
cana-4744	207	15	𝐼𝑚𝑎𝑔𝑒	𝐼𝑚𝑎𝑔𝑒	PROPN
cana-4744	207	16	𝑆𝑖𝑧𝑒	𝑆𝑖𝑧𝑒	PROPN
cana-4744	207	17	execution	execution	NOUN
cana-4744	207	18	time	time	NOUN
cana-4744	207	19	the	the	DET
cana-4744	207	20	amount	amount	NOUN
cana-4744	207	21	of	of	ADP
cana-4744	207	22	time	time	NOUN
cana-4744	207	23	needed	need	VERB
cana-4744	207	24	to	to	PART
cana-4744	207	25	compress	compress	VERB
cana-4744	207	26	the	the	DET
cana-4744	207	27	mri	mri	NOUN
cana-4744	207	28	pictures	picture	NOUN
cana-4744	207	29	is	be	AUX
cana-4744	207	30	measured	measure	VERB
cana-4744	207	31	.	.	PUNCT
cana-4744	208	1	table	table	NOUN
cana-4744	208	2	3	3	NUM
cana-4744	208	3	:	:	PUNCT
cana-4744	208	4	execution	execution	NOUN
cana-4744	208	5	time	time	NOUN
cana-4744	208	6	comparison	comparison	NOUN
cana-4744	208	7	image/	image/	NUM
cana-4744	208	8	compression	compression	NOUN
cana-4744	208	9	algorithm	algorithm	NOUN
cana-4744	208	10	hf	hf	ADP
cana-4744	208	11	lzw	lzw	PROPN
cana-4744	208	12	hybrid	hybrid	ADJ
cana-4744	208	13	lzw	lzw	NOUN
cana-4744	208	14	and	and	CCONJ
cana-4744	208	15	che	che	PROPN
cana-4744	208	16	hlzw	hlzw	VERB
cana-4744	208	17	with	with	ADP
cana-4744	208	18	fo	fo	ADP
cana-4744	208	19	image1	image1	NOUN
cana-4744	208	20	1386	1386	NUM
cana-4744	208	21	1081	1081	NUM
cana-4744	208	22	638	638	NUM
cana-4744	208	23	600	600	NUM
cana-4744	208	24	image	image	NOUN
cana-4744	208	25	2	2	NUM
cana-4744	208	26	1212	1212	NUM
cana-4744	208	27	1098	1098	NUM
cana-4744	208	28	559	559	NUM
cana-4744	208	29	516	516	NUM
cana-4744	208	30	image	image	NOUN
cana-4744	208	31	3	3	NUM
cana-4744	208	32	1200	1200	NUM
cana-4744	208	33	998	998	NUM
cana-4744	208	34	524	524	NUM
cana-4744	208	35	500	500	NUM
cana-4744	208	36	image	image	NOUN
cana-4744	208	37	4	4	NUM
cana-4744	208	38	1180	1180	NUM
cana-4744	208	39	900	900	NUM
cana-4744	208	40	500	500	NUM
cana-4744	208	41	480	480	NUM
cana-4744	208	42	0	0	NUM
cana-4744	208	43	5	5	NUM
cana-4744	208	44	10	10	NUM
cana-4744	208	45	15	15	NUM
cana-4744	208	46	20	20	NUM
cana-4744	208	47	25	25	NUM
cana-4744	208	48	30	30	NUM
cana-4744	208	49	35	35	NUM
cana-4744	208	50	40	40	NUM
cana-4744	208	51	45	45	NUM
cana-4744	208	52	50	50	NUM
cana-4744	208	53	hf	hf	NOUN
cana-4744	208	54	lzw	lzw	NOUN
cana-4744	208	55	hybrid	hybrid	NOUN
cana-4744	208	56	lzw	lzw	NOUN
cana-4744	208	57	and	and	CCONJ
cana-4744	208	58	che	che	PROPN
cana-4744	208	59	hlzw	hlzw	VERB
cana-4744	208	60	with	with	ADP
cana-4744	208	61	fo	fo	ADP
cana-4744	209	1	psnr	psnr	NOUN
cana-4744	209	2	image1	image1	NOUN
cana-4744	209	3	image	image	NOUN
cana-4744	209	4	2	2	NUM
cana-4744	209	5	image	image	NOUN
cana-4744	209	6	3	3	NUM
cana-4744	209	7	image	image	NOUN
cana-4744	209	8	4	4	NUM
cana-4744	209	9	communications	communication	NOUN
cana-4744	209	10	on	on	ADP
cana-4744	209	11	applied	apply	VERB
cana-4744	209	12	nonlinear	nonlinear	ADJ
cana-4744	209	13	analysis	analysis	NOUN
cana-4744	209	14	issn	issn	NOUN
cana-4744	209	15	:	:	PUNCT
cana-4744	209	16	1074	1074	NUM
cana-4744	209	17	-	-	PUNCT
cana-4744	209	18	133x	133x	NUM
cana-4744	209	19	vol	vol	VERB
cana-4744	209	20	32	32	NUM
cana-4744	209	21	no	no	NOUN
cana-4744	209	22	.	.	PUNCT
cana-4744	210	1	10s	10	NOUN
cana-4744	210	2	(	(	PUNCT
cana-4744	210	3	2025	2025	NUM
cana-4744	210	4	)	)	PUNCT
cana-4744	210	5	251	251	NUM
cana-4744	210	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	210	7	fig	fig	NOUN
cana-4744	210	8	6	6	NUM
cana-4744	210	9	:	:	PUNCT
cana-4744	210	10	execution	execution	NOUN
cana-4744	210	11	time	time	NOUN
cana-4744	210	12	comparison	comparison	NOUN
cana-4744	210	13	5	5	NUM
cana-4744	210	14	conclusion	conclusion	NOUN
cana-4744	210	15	utilizing	utilize	VERB
cana-4744	210	16	lossless	lossless	NOUN
cana-4744	210	17	compression	compression	NOUN
cana-4744	210	18	algorithm	algorithm	NOUN
cana-4744	210	19	based	base	VERB
cana-4744	210	20	on	on	ADP
cana-4744	210	21	optimization	optimization	NOUN
cana-4744	210	22	to	to	PART
cana-4744	210	23	compress	compress	VERB
cana-4744	210	24	the	the	DET
cana-4744	210	25	dicom	dicom	PROPN
cana-4744	210	26	mri	mri	NOUN
cana-4744	210	27	brain	brain	NOUN
cana-4744	210	28	dataset	dataset	VERB
cana-4744	210	29	with	with	ADP
cana-4744	210	30	high	high	ADJ
cana-4744	210	31	compression	compression	NOUN
cana-4744	210	32	and	and	CCONJ
cana-4744	210	33	not	not	PART
cana-4744	210	34	affecting	affect	VERB
cana-4744	210	35	quality	quality	NOUN
cana-4744	210	36	is	be	AUX
cana-4744	210	37	the	the	DET
cana-4744	210	38	main	main	ADJ
cana-4744	210	39	goal	goal	NOUN
cana-4744	210	40	of	of	ADP
cana-4744	210	41	this	this	DET
cana-4744	210	42	research	research	NOUN
cana-4744	210	43	.	.	PUNCT
cana-4744	211	1	in	in	ADP
cana-4744	211	2	this	this	DET
cana-4744	211	3	context	context	NOUN
cana-4744	211	4	,	,	PUNCT
cana-4744	211	5	a	a	DET
cana-4744	211	6	novel	novel	ADJ
cana-4744	211	7	firefly	firefly	NOUN
cana-4744	211	8	optimization	optimization	NOUN
cana-4744	211	9	(	(	PUNCT
cana-4744	211	10	fo)-based	fo)-base	VERB
cana-4744	211	11	lossless	lossless	NOUN
cana-4744	211	12	compression	compression	NOUN
cana-4744	211	13	technique	technique	NOUN
cana-4744	211	14	introduced	introduce	VERB
cana-4744	211	15	.	.	PUNCT
cana-4744	212	1	this	this	DET
cana-4744	212	2	method	method	NOUN
cana-4744	212	3	results	result	VERB
cana-4744	212	4	a	a	DET
cana-4744	212	5	greatest	great	ADJ
cana-4744	212	6	compression	compression	NOUN
cana-4744	212	7	ratio	ratio	NOUN
cana-4744	212	8	without	without	ADP
cana-4744	212	9	sacrificing	sacrifice	VERB
cana-4744	212	10	the	the	DET
cana-4744	212	11	quality	quality	NOUN
cana-4744	212	12	of	of	ADP
cana-4744	212	13	rebuilt	rebuild	VERB
cana-4744	212	14	images	image	NOUN
cana-4744	212	15	.	.	PUNCT
cana-4744	213	1	the	the	DET
cana-4744	213	2	suggested	suggest	VERB
cana-4744	213	3	algorithm	algorithm	NOUN
cana-4744	213	4	's	's	PART
cana-4744	213	5	performance	performance	NOUN
cana-4744	213	6	in	in	ADP
cana-4744	213	7	comparison	comparison	NOUN
cana-4744	213	8	to	to	ADP
cana-4744	213	9	popular	popular	ADJ
cana-4744	213	10	current	current	ADJ
cana-4744	213	11	techniques	technique	NOUN
cana-4744	213	12	.	.	PUNCT
cana-4744	214	1	the	the	DET
cana-4744	214	2	pre	pre	ADJ
cana-4744	214	3	-	-	ADJ
cana-4744	214	4	processing	processing	ADJ
cana-4744	214	5	step	step	NOUN
cana-4744	214	6	performed	perform	VERB
cana-4744	214	7	using	use	VERB
cana-4744	214	8	ant	ant	ADJ
cana-4744	214	9	colony	colony	NOUN
cana-4744	214	10	optimization	optimization	NOUN
cana-4744	214	11	(	(	PUNCT
cana-4744	214	12	aco	aco	PROPN
cana-4744	214	13	)	)	PUNCT
cana-4744	214	14	in	in	ADP
cana-4744	214	15	this	this	DET
cana-4744	214	16	method	method	NOUN
cana-4744	214	17	.	.	PUNCT
cana-4744	215	1	the	the	DET
cana-4744	215	2	experiments	experiment	NOUN
cana-4744	215	3	conducted	conduct	VERB
cana-4744	215	4	using	use	VERB
cana-4744	215	5	the	the	DET
cana-4744	215	6	outcomes	outcome	NOUN
cana-4744	215	7	of	of	ADP
cana-4744	215	8	the	the	DET
cana-4744	215	9	pre	pre	ADJ
cana-4744	215	10	-	-	ADJ
cana-4744	215	11	processing	processing	ADJ
cana-4744	215	12	phase	phase	NOUN
cana-4744	215	13	.	.	PUNCT
cana-4744	216	1	the	the	DET
cana-4744	216	2	processed	process	VERB
cana-4744	216	3	image	image	NOUN
cana-4744	216	4	then	then	ADV
cana-4744	216	5	compressed	compress	VERB
cana-4744	216	6	using	use	VERB
cana-4744	216	7	a	a	DET
cana-4744	216	8	hybrid	hybrid	ADJ
cana-4744	216	9	lzw	lzw	NOUN
cana-4744	216	10	-	-	PUNCT
cana-4744	216	11	huffman	huffman	PROPN
cana-4744	216	12	and	and	CCONJ
cana-4744	216	13	firefly	firefly	NOUN
cana-4744	216	14	optimization	optimization	NOUN
cana-4744	216	15	algorithm	algorithm	NOUN
cana-4744	216	16	.	.	PUNCT
cana-4744	217	1	various	various	ADJ
cana-4744	217	2	pperformance	pperformance	NOUN
cana-4744	217	3	parameters	parameter	NOUN
cana-4744	217	4	assessed	assess	VERB
cana-4744	217	5	after	after	ADP
cana-4744	217	6	compression	compression	NOUN
cana-4744	217	7	(	(	PUNCT
cana-4744	217	8	execution	execution	NOUN
cana-4744	217	9	time	time	NOUN
cana-4744	217	10	,	,	PUNCT
cana-4744	217	11	space	space	NOUN
cana-4744	217	12	efficiency	efficiency	NOUN
cana-4744	217	13	,	,	PUNCT
cana-4744	217	14	compression	compression	NOUN
cana-4744	217	15	ratio	ratio	NOUN
cana-4744	217	16	,	,	PUNCT
cana-4744	217	17	and	and	CCONJ
cana-4744	217	18	peak	peak	NOUN
cana-4744	217	19	signal	signal	NOUN
cana-4744	217	20	-	-	PUNCT
cana-4744	217	21	to	to	ADP
cana-4744	217	22	-	-	PUNCT
cana-4744	217	23	noise	noise	NOUN
cana-4744	217	24	ratio	ratio	NOUN
cana-4744	217	25	)	)	PUNCT
cana-4744	217	26	.	.	PUNCT
cana-4744	218	1	the	the	DET
cana-4744	218	2	proposed	propose	VERB
cana-4744	218	3	method	method	NOUN
cana-4744	218	4	achieved	achieve	VERB
cana-4744	218	5	greater	great	ADJ
cana-4744	218	6	compression	compression	NOUN
cana-4744	218	7	ratio	ratio	NOUN
cana-4744	218	8	when	when	SCONJ
cana-4744	218	9	compared	compare	VERB
cana-4744	218	10	with	with	ADP
cana-4744	218	11	existing	exist	VERB
cana-4744	218	12	techniques	technique	NOUN
cana-4744	218	13	.	.	PUNCT
cana-4744	219	1	the	the	DET
cana-4744	219	2	analysis	analysis	NOUN
cana-4744	219	3	of	of	ADP
cana-4744	219	4	experiment	experiment	NOUN
cana-4744	219	5	output	output	NOUN
cana-4744	219	6	indicates	indicate	VERB
cana-4744	219	7	that	that	SCONJ
cana-4744	219	8	the	the	DET
cana-4744	219	9	suggested	suggest	VERB
cana-4744	219	10	fo	fo	ADP
cana-4744	219	11	algorithm	algorithm	NOUN
cana-4744	219	12	operates	operate	VERB
cana-4744	219	13	more	more	ADV
cana-4744	219	14	efficiently	efficiently	ADV
cana-4744	219	15	than	than	ADP
cana-4744	219	16	current	current	ADJ
cana-4744	219	17	lossless	lossless	NOUN
cana-4744	219	18	algorithms	algorithm	NOUN
cana-4744	219	19	.	.	PUNCT
cana-4744	220	1	refrences	refrence	VERB
cana-4744	221	1	[	[	X
cana-4744	221	2	1	1	X
cana-4744	221	3	]	]	PUNCT
cana-4744	221	4	said	say	VERB
cana-4744	221	5	and	and	CCONJ
cana-4744	221	6	w.	w.	PROPN
cana-4744	221	7	a.	a.	PROPN
cana-4744	221	8	peralman	peralman	PROPN
cana-4744	221	9	,	,	PUNCT
cana-4744	221	10	"	"	PUNCT
cana-4744	221	11	an	an	DET
cana-4744	221	12	image	image	NOUN
cana-4744	221	13	multiresolution	multiresolution	NOUN
cana-4744	221	14	representation	representation	NOUN
cana-4744	221	15	for	for	ADP
cana-4744	221	16	lossless	lossless	NOUN
cana-4744	221	17	and	and	CCONJ
cana-4744	221	18	lossy	lossy	ADJ
cana-4744	221	19	compression	compression	NOUN
cana-4744	221	20	,	,	PUNCT
cana-4744	221	21	"	"	PUNCT
cana-4744	221	22	ieee	ieee	NOUN
cana-4744	221	23	transactions	transaction	NOUN
cana-4744	221	24	on	on	ADP
cana-4744	221	25	imge	imge	ADJ
cana-4744	221	26	processing	processing	NOUN
cana-4744	221	27	,	,	PUNCT
cana-4744	221	28	vol	vol	NOUN
cana-4744	221	29	.	.	PROPN
cana-4744	222	1	5	5	NUM
cana-4744	222	2	,	,	PUNCT
cana-4744	222	3	no	no	INTJ
cana-4744	222	4	.	.	NOUN
cana-4744	222	5	9	9	NUM
cana-4744	222	6	,	,	PUNCT
cana-4744	222	7	september	september	PROPN
cana-4744	222	8	1996	1996	NUM
cana-4744	222	9	.	.	PUNCT
cana-4744	223	1	[	[	X
cana-4744	223	2	2	2	NUM
cana-4744	223	3	]	]	X
cana-4744	223	4	shiju	shiju	NOUN
cana-4744	223	5	thomas	thomas	PROPN
cana-4744	223	6	a	a	DET
cana-4744	223	7	b	b	PROPN
cana-4744	223	8	,	,	PUNCT
cana-4744	223	9	addapalli	addapalli	PROPN
cana-4744	223	10	krishna	krishna	PROPN
cana-4744	223	11	a	a	PROPN
cana-4744	223	12	,	,	PUNCT
cana-4744	223	13	sabeen	sabeen	PROPN
cana-4744	223	14	govind	govind	PROPN
cana-4744	223	15	b	b	PROPN
cana-4744	223	16	,	,	PUNCT
cana-4744	223	17	aditya	aditya	PROPN
cana-4744	223	18	kumar	kumar	PROPN
cana-4744	223	19	sahu	sahu	PROPN
cana-4744	223	20	,	,	PUNCT
cana-4744	223	21	“	"	PUNCT
cana-4744	223	22	a	a	DET
cana-4744	223	23	novel	novel	ADJ
cana-4744	223	24	image	image	NOUN
cana-4744	223	25	compression	compression	NOUN
cana-4744	223	26	method	method	NOUN
cana-4744	223	27	using	use	VERB
cana-4744	223	28	wavelet	wavelet	NOUN
cana-4744	223	29	coefficients	coefficient	NOUN
cana-4744	223	30	and	and	CCONJ
cana-4744	223	31	huffman	huffman	PROPN
cana-4744	223	32	coding	coding	PROPN
cana-4744	223	33	”	"	PUNCT
cana-4744	223	34	,	,	PUNCT
cana-4744	223	35	journal	journal	NOUN
cana-4744	223	36	of	of	ADP
cana-4744	223	37	engineering	engineering	NOUN
cana-4744	223	38	research	research	NOUN
cana-4744	223	39	,	,	PUNCT
cana-4744	223	40	august	august	PROPN
cana-4744	223	41	2023	2023	NUM
cana-4744	223	42	.	.	PUNCT
cana-4744	224	1	[	[	X
cana-4744	224	2	3	3	NUM
cana-4744	224	3	]	]	PUNCT
cana-4744	224	4	aarya	aarya	PROPN
cana-4744	224	5	,	,	PUNCT
cana-4744	224	6	i.	i.	PROPN
cana-4744	224	7	,	,	PUNCT
cana-4744	224	8	jiang	jiang	PROPN
cana-4744	224	9	,	,	PUNCT
cana-4744	224	10	d.	d.	PROPN
cana-4744	224	11	,	,	PUNCT
cana-4744	224	12	&	&	CCONJ
cana-4744	224	13	gale	gale	PROPN
cana-4744	224	14	,	,	PUNCT
cana-4744	224	15	t.j	t.j	PROPN
cana-4744	224	16	.	.	PROPN
cana-4744	224	17	(	(	PUNCT
cana-4744	224	18	2013	2013	NUM
cana-4744	224	19	)	)	PUNCT
cana-4744	224	20	.	.	PUNCT
cana-4744	225	1	adaptive	adaptive	ADJ
cana-4744	225	2	snr	snr	PROPN
cana-4744	225	3	filtering	filtering	NOUN
cana-4744	225	4	technique	technique	NOUN
cana-4744	225	5	for	for	ADP
cana-4744	225	6	rician	rician	ADJ
cana-4744	225	7	noise	noise	NOUN
cana-4744	225	8	denoising	denoise	VERB
cana-4744	225	9	in	in	ADP
cana-4744	225	10	mri	mri	NOUN
cana-4744	225	11	.	.	PUNCT
cana-4744	226	1	the	the	DET
cana-4744	226	2	6th	6th	ADJ
cana-4744	226	3	2013	2013	NUM
cana-4744	226	4	biomedical	biomedical	ADJ
cana-4744	226	5	engineering	engineering	NOUN
cana-4744	226	6	international	international	ADJ
cana-4744	226	7	conference	conference	NOUN
cana-4744	226	8	,	,	PUNCT
cana-4744	226	9	1	1	NUM
cana-4744	226	10	-	-	SYM
cana-4744	226	11	5	5	NUM
cana-4744	226	12	.	.	NOUN
cana-4744	226	13	0	0	NUM
cana-4744	226	14	200	200	NUM
cana-4744	226	15	400	400	NUM
cana-4744	226	16	600	600	NUM
cana-4744	226	17	800	800	NUM
cana-4744	226	18	1000	1000	NUM
cana-4744	226	19	1200	1200	NUM
cana-4744	226	20	1400	1400	NUM
cana-4744	226	21	1600	1600	NUM
cana-4744	226	22	hf	hf	NOUN
cana-4744	226	23	lzw	lzw	PROPN
cana-4744	226	24	hybrid	hybrid	NOUN
cana-4744	226	25	lzw	lzw	NOUN
cana-4744	226	26	and	and	CCONJ
cana-4744	226	27	che	che	PROPN
cana-4744	226	28	hlzw	hlzw	VERB
cana-4744	226	29	with	with	ADP
cana-4744	226	30	fo	fo	ADP
cana-4744	226	31	execution	execution	NOUN
cana-4744	226	32	time	time	NOUN
cana-4744	226	33	image1	image1	NOUN
cana-4744	226	34	image	image	NOUN
cana-4744	226	35	2	2	NUM
cana-4744	226	36	image	image	NOUN
cana-4744	226	37	3	3	NUM
cana-4744	226	38	image	image	NOUN
cana-4744	226	39	4	4	NUM
cana-4744	226	40	communications	communication	NOUN
cana-4744	226	41	on	on	ADP
cana-4744	226	42	applied	apply	VERB
cana-4744	226	43	nonlinear	nonlinear	ADJ
cana-4744	226	44	analysis	analysis	NOUN
cana-4744	226	45	issn	issn	NOUN
cana-4744	226	46	:	:	PUNCT
cana-4744	226	47	1074	1074	NUM
cana-4744	226	48	-	-	PUNCT
cana-4744	226	49	133x	133x	NUM
cana-4744	226	50	vol	vol	VERB
cana-4744	226	51	32	32	NUM
cana-4744	226	52	no	no	NOUN
cana-4744	226	53	.	.	PUNCT
cana-4744	227	1	10s	10	NOUN
cana-4744	227	2	(	(	PUNCT
cana-4744	227	3	2025	2025	NUM
cana-4744	227	4	)	)	PUNCT
cana-4744	227	5	252	252	NUM
cana-4744	227	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4744	228	1	[	[	X
cana-4744	228	2	4	4	X
cana-4744	228	3	]	]	X
cana-4744	228	4	florian	florian	ADJ
cana-4744	228	5	luisier	luisi	ADJ
cana-4744	228	6	,	,	PUNCT
cana-4744	228	7	thierry	thierry	NOUN
cana-4744	228	8	blu	blu	PROPN
cana-4744	228	9	,	,	PUNCT
cana-4744	228	10	michael	michael	PROPN
cana-4744	228	11	unser	unser	PROPN
cana-4744	228	12	,	,	PUNCT
cana-4744	228	13	“	"	PUNCT
cana-4744	228	14	image	image	NOUN
cana-4744	228	15	denoising	denoise	VERB
cana-4744	228	16	in	in	ADP
cana-4744	228	17	mixed	mixed	ADJ
cana-4744	228	18	poisson	poisson	NOUN
cana-4744	228	19	–	–	PUNCT
cana-4744	228	20	gaussian	gaussian	ADJ
cana-4744	228	21	noise	noise	NOUN
cana-4744	228	22	”	"	PUNCT
cana-4744	228	23	,	,	PUNCT
cana-4744	228	24	ieee	ieee	NOUN
cana-4744	228	25	transactions	transaction	NOUN
cana-4744	228	26	on	on	ADP
cana-4744	228	27	image	image	NOUN
cana-4744	228	28	processing	processing	NOUN
cana-4744	228	29	,	,	PUNCT
cana-4744	228	30	vol	vol	NOUN
cana-4744	228	31	.	.	PROPN
cana-4744	228	32	20	20	NUM
cana-4744	228	33	,	,	PUNCT
cana-4744	228	34	no	no	INTJ
cana-4744	228	35	.	.	NOUN
cana-4744	228	36	3	3	NUM
cana-4744	228	37	,	,	PUNCT
cana-4744	228	38	pp	pp	ADJ
cana-4744	228	39	.	.	PUNCT
cana-4744	229	1	696	696	NUM
cana-4744	229	2	-	-	SYM
cana-4744	229	3	708	708	NUM
cana-4744	229	4	,	,	PUNCT
cana-4744	229	5	march	march	PROPN
cana-4744	229	6	2011	2011	NUM
cana-4744	229	7	.	.	PUNCT
cana-4744	230	1	[	[	X
cana-4744	230	2	5	5	NUM
cana-4744	230	3	]	]	X
cana-4744	230	4	roman	roman	ADJ
cana-4744	230	5	garnett	garnett	PROPN
cana-4744	230	6	,	,	PUNCT
cana-4744	230	7	timothy	timothy	PROPN
cana-4744	230	8	huegerich	huegerich	PROPN
cana-4744	230	9	,	,	PUNCT
cana-4744	230	10	charles	charles	PROPN
cana-4744	230	11	chui	chui	PROPN
cana-4744	230	12	,	,	PUNCT
cana-4744	230	13	“	"	PUNCT
cana-4744	230	14	a	a	DET
cana-4744	230	15	universal	universal	ADJ
cana-4744	230	16	noise	noise	NOUN
cana-4744	230	17	removal	removal	NOUN
cana-4744	230	18	algorithm	algorithm	NOUN
cana-4744	230	19	with	with	ADP
cana-4744	230	20	an	an	DET
cana-4744	230	21	impulse	impulse	ADJ
cana-4744	230	22	detector	detector	NOUN
cana-4744	230	23	”	"	PUNCT
cana-4744	230	24	,	,	PUNCT
cana-4744	230	25	ieee	ieee	NOUN
cana-4744	230	26	transactions	transaction	NOUN
cana-4744	230	27	on	on	ADP
cana-4744	230	28	image	image	NOUN
cana-4744	230	29	processing	processing	NOUN
cana-4744	230	30	,	,	PUNCT
cana-4744	230	31	vol	vol	NOUN
cana-4744	230	32	.	.	PROPN
cana-4744	230	33	14	14	NUM
cana-4744	230	34	,	,	PUNCT
cana-4744	230	35	no	no	INTJ
cana-4744	230	36	.	.	NOUN
cana-4744	230	37	11	11	NUM
cana-4744	230	38	,	,	PUNCT
cana-4744	230	39	pp	pp	ADJ
cana-4744	230	40	.	.	PUNCT
cana-4744	230	41	17471754	17471754	NUM
cana-4744	230	42	,	,	PUNCT
cana-4744	230	43	november	november	PROPN
cana-4744	230	44	2005	2005	NUM
cana-4744	230	45	.	.	PUNCT
cana-4744	231	1	[	[	X
cana-4744	231	2	6	6	NUM
cana-4744	231	3	]	]	PUNCT
cana-4744	231	4	mohamed	mohamed	PROPN
cana-4744	231	5	m.	m.	PROPN
cana-4744	231	6	fouad	fouad	PROPN
cana-4744	231	7	,	,	PUNCT
cana-4744	231	8	richard	richard	PROPN
cana-4744	231	9	m.	m.	PROPN
cana-4744	231	10	dansereau	dansereau	PROPN
cana-4744	231	11	,	,	PUNCT
cana-4744	231	12	“	"	PUNCT
cana-4744	231	13	lossless	lossless	NOUN
cana-4744	231	14	image	image	NOUN
cana-4744	231	15	compression	compression	NOUN
cana-4744	231	16	using	use	VERB
cana-4744	231	17	a	a	DET
cana-4744	231	18	simplified	simplified	ADJ
cana-4744	231	19	med	med	ADJ
cana-4744	231	20	algorithm	algorithm	NOUN
cana-4744	231	21	with	with	ADP
cana-4744	231	22	integer	integer	PROPN
cana-4744	231	23	wavelet	wavelet	NOUN
cana-4744	231	24	transform	transform	NOUN
cana-4744	231	25	”	"	PUNCT
cana-4744	231	26	,	,	PUNCT
cana-4744	231	27	i.j	i.j	PROPN
cana-4744	231	28	.	.	PROPN
cana-4744	231	29	image	image	NOUN
cana-4744	231	30	,	,	PUNCT
cana-4744	231	31	graphics	graphic	NOUN
cana-4744	231	32	and	and	CCONJ
cana-4744	231	33	signal	signal	PROPN
cana-4744	231	34	processing	processing	NOUN
cana-4744	231	35	,	,	PUNCT
cana-4744	231	36	2014	2014	NUM
cana-4744	231	37	,	,	PUNCT
cana-4744	231	38	1	1	NUM
cana-4744	231	39	,	,	PUNCT
cana-4744	231	40	18	18	NUM
cana-4744	231	41	-	-	SYM
cana-4744	231	42	23	23	NUM
cana-4744	231	43	.	.	PUNCT
cana-4744	232	1	[	[	X
cana-4744	232	2	7	7	NUM
cana-4744	232	3	]	]	X
cana-4744	232	4	srikanth	srikanth	PROPN
cana-4744	232	5	&	&	CCONJ
cana-4744	232	6	ramakrishnan	ramakrishnan	PROPN
cana-4744	232	7	,	,	PUNCT
cana-4744	232	8	“	"	PUNCT
cana-4744	232	9	contextual	contextual	ADJ
cana-4744	232	10	encoding	encoding	NOUN
cana-4744	232	11	in	in	ADP
cana-4744	232	12	uniform	uniform	NOUN
cana-4744	232	13	and	and	CCONJ
cana-4744	232	14	adaptive	adaptive	ADJ
cana-4744	232	15	mesh	mesh	NOUN
cana-4744	232	16	-	-	PUNCT
cana-4744	232	17	based	base	VERB
cana-4744	232	18	lossless	lossless	NOUN
cana-4744	232	19	compression	compression	NOUN
cana-4744	232	20	of	of	ADP
cana-4744	232	21	mr	mr	PROPN
cana-4744	232	22	images	image	NOUN
cana-4744	232	23	”	"	PUNCT
cana-4744	232	24	,	,	PUNCT
cana-4744	232	25	ieee	ieee	NOUN
cana-4744	232	26	transactions	transaction	NOUN
cana-4744	232	27	on	on	ADP
cana-4744	232	28	medical	medical	ADJ
cana-4744	232	29	imaging	imaging	NOUN
cana-4744	232	30	,	,	PUNCT
cana-4744	232	31	volume	volume	NOUN
cana-4744	232	32	:	:	PUNCT
cana-4744	232	33	24	24	NUM
cana-4744	232	34	,	,	PUNCT
cana-4744	232	35	issue	issue	NOUN
cana-4744	232	36	:	:	PUNCT
cana-4744	232	37	9	9	NUM
cana-4744	232	38	,	,	PUNCT
cana-4744	232	39	september	september	PROPN
cana-4744	232	40	2005	2005	NUM
cana-4744	232	41	)	)	PUNCT
cana-4744	233	1	page(s	page(s	NOUN
cana-4744	233	2	):	):	PUNCT
cana-4744	233	3	1199	1199	NUM
cana-4744	233	4	1206	1206	NUM
cana-4744	233	5	[	[	X
cana-4744	233	6	8	8	NUM
cana-4744	233	7	]	]	PUNCT
cana-4744	233	8	xiaoying	xiaoying	NOUN
cana-4744	233	9	song	song	NOUN
cana-4744	233	10	,	,	PUNCT
cana-4744	233	11	“	"	PUNCT
cana-4744	233	12	lossless	lossless	PROPN
cana-4744	233	13	medical	medical	ADJ
cana-4744	233	14	image	image	NOUN
cana-4744	233	15	compression	compression	NOUN
cana-4744	233	16	using	use	VERB
cana-4744	233	17	geometry	geometry	NOUN
cana-4744	233	18	-	-	PUNCT
cana-4744	233	19	adaptive	adaptive	ADJ
cana-4744	233	20	partitioning	partitioning	NOUN
cana-4744	233	21	and	and	CCONJ
cana-4744	233	22	least	least	ADJ
cana-4744	233	23	square	square	NOUN
cana-4744	233	24	-	-	PUNCT
cana-4744	233	25	based	base	VERB
cana-4744	233	26	prediction	prediction	NOUN
cana-4744	233	27	”	"	PUNCT
cana-4744	233	28	,	,	PUNCT
cana-4744	233	29	medical	medical	ADJ
cana-4744	233	30	and	and	CCONJ
cana-4744	233	31	biological	biological	ADJ
cana-4744	233	32	engineering	engineering	NOUN
cana-4744	233	33	and	and	CCONJ
cana-4744	233	34	computing	computing	NOUN
cana-4744	233	35	,	,	PUNCT
cana-4744	233	36	volume	volume	NOUN
cana-4744	233	37	56	56	NUM
cana-4744	233	38	,	,	PUNCT
cana-4744	233	39	pages	page	NOUN
cana-4744	233	40	957–966	957–966	NUM
cana-4744	233	41	,	,	PUNCT
cana-4744	233	42	november	november	PROPN
cana-4744	233	43	(	(	PUNCT
cana-4744	233	44	2018	2018	NUM
cana-4744	233	45	)	)	PUNCT
cana-4744	234	1	[	[	X
cana-4744	234	2	9	9	NUM
cana-4744	234	3	]	]	X
cana-4744	234	4	dalvir	dalvir	PROPN
cana-4744	234	5	kaur	kaur	PROPN
cana-4744	234	6	and	and	CCONJ
cana-4744	234	7	kamaljit	kamaljit	PROPN
cana-4744	234	8	kaur	kaur	PROPN
cana-4744	234	9	,	,	PUNCT
cana-4744	234	10	“	"	PUNCT
cana-4744	234	11	huffman	huffman	PROPN
cana-4744	234	12	based	base	VERB
cana-4744	234	13	lzw	lzw	PROPN
cana-4744	234	14	lossless	lossless	NOUN
cana-4744	234	15	image	image	NOUN
cana-4744	234	16	compression	compression	NOUN
cana-4744	234	17	using	use	VERB
cana-4744	234	18	retinex	retinex	ADJ
cana-4744	234	19	algorithm”,international	algorithm”,international	PROPN
cana-4744	234	20	journal	journal	NOUN
cana-4744	234	21	of	of	ADP
cana-4744	234	22	advanced	advanced	ADJ
cana-4744	234	23	research	research	NOUN
cana-4744	234	24	in	in	ADP
cana-4744	234	25	computer	computer	NOUN
cana-4744	234	26	communication	communication	NOUN
cana-4744	234	27	engineering	engineering	NOUN
cana-4744	234	28	,	,	PUNCT
cana-4744	234	29	vol:2	vol:2	X
cana-4744	234	30	issue	issue	NOUN
cana-4744	234	31	8	8	NUM
cana-4744	234	32	,	,	PUNCT
cana-4744	234	33	august	august	PROPN
cana-4744	234	34	2013	2013	NUM
cana-4744	234	35	.	.	PUNCT
cana-4744	235	1	[	[	X
cana-4744	235	2	10	10	NUM
cana-4744	235	3	]	]	X
cana-4744	235	4	a.	a.	NOUN
cana-4744	235	5	p	p	PROPN
cana-4744	235	6	manimekalai	manimekalai	PROPN
cana-4744	235	7	n.	n.	PROPN
cana-4744	235	8	a.	a.	NOUN
cana-4744	235	9	vasanthi	vasanthi	PROPN
cana-4744	235	10	,	,	PUNCT
cana-4744	235	11	‘	'	PUNCT
cana-4744	235	12	hybrid	hybrid	ADJ
cana-4744	235	13	lempel	lempel	NOUN
cana-4744	235	14	-	-	PUNCT
cana-4744	235	15	ziv	ziv	PROPN
cana-4744	235	16	-	-	PUNCT
cana-4744	235	17	welch	welch	PROPN
cana-4744	235	18	and	and	CCONJ
cana-4744	235	19	clipped	clip	VERB
cana-4744	235	20	histogram	histogram	NOUN
cana-4744	235	21	equalization	equalization	NOUN
cana-4744	235	22	based	base	VERB
cana-4744	235	23	medical	medical	ADJ
cana-4744	235	24	image	image	NOUN
cana-4744	235	25	compression	compression	NOUN
cana-4744	235	26	’	'	PUNCT
cana-4744	235	27	,	,	PUNCT
cana-4744	235	28	cluster	cluster	NOUN
cana-4744	235	29	computing	computing	NOUN
cana-4744	235	30	springer	springer	NOUN
cana-4744	235	31	,	,	PUNCT
cana-4744	235	32	http://doi.org/10.1000/s10586-018-1761-7	http://doi.org/10.1000/s10586-018-1761-7	NUM
cana-4744	235	33	.	.	PUNCT
cana-4744	236	1	[	[	X
cana-4744	236	2	11	11	NUM
cana-4744	236	3	]	]	SYM
cana-4744	236	4	bindu	bindu	NOUN
cana-4744	236	5	puthentharayil	puthentharayil	NOUN
cana-4744	236	6	vikraman	vikraman	NOUN
cana-4744	236	7	,	,	PUNCT
cana-4744	236	8	jabeena	jabeena	PROPN
cana-4744	236	9	afthab	afthab	PROPN
cana-4744	236	10	,	,	PUNCT
cana-4744	236	11	”	"	PUNCT
cana-4744	236	12	effective	effective	ADJ
cana-4744	236	13	image	image	NOUN
cana-4744	236	14	compression	compression	NOUN
cana-4744	236	15	using	use	VERB
cana-4744	236	16	hybrid	hybrid	ADJ
cana-4744	236	17	dct	dct	PROPN
cana-4744	236	18	and	and	CCONJ
cana-4744	236	19	hybrid	hybrid	ADJ
cana-4744	236	20	capsule	capsule	NOUN
cana-4744	236	21	auto	auto	NOUN
cana-4744	236	22	encoder	encoder	NOUN
cana-4744	236	23	for	for	ADP
cana-4744	236	24	brain	brain	NOUN
cana-4744	236	25	mr	mr	PROPN
cana-4744	236	26	images	image	NOUN
cana-4744	236	27	”	"	PUNCT
cana-4744	236	28	journal	journal	NOUN
cana-4744	236	29	of	of	ADP
cana-4744	236	30	visual	visual	ADJ
cana-4744	236	31	communication	communication	NOUN
cana-4744	236	32	and	and	CCONJ
cana-4744	236	33	image	image	NOUN
cana-4744	236	34	representation	representation	NOUN
cana-4744	236	35	,	,	PUNCT
cana-4744	236	36	volume	volume	NOUN
cana-4744	236	37	104	104	NUM
cana-4744	236	38	,	,	PUNCT
cana-4744	236	39	october	october	PROPN
cana-4744	236	40	2024	2024	NUM
cana-4744	236	41	[	[	X
cana-4744	236	42	12	12	NUM
cana-4744	236	43	]	]	PUNCT
cana-4744	236	44	pardeep	pardeep	NOUN
cana-4744	236	45	kumar	kumar	PROPN
cana-4744	236	46	,	,	PUNCT
cana-4744	236	47	ashish	ashish	PROPN
cana-4744	236	48	parmar	parmar	PROPN
cana-4744	236	49	,	,	PUNCT
cana-4744	236	50	versatile	versatile	ADJ
cana-4744	236	51	approaches	approach	NOUN
cana-4744	236	52	for	for	ADP
cana-4744	236	53	medical	medical	ADJ
cana-4744	236	54	image	image	NOUN
cana-4744	236	55	compression	compression	NOUN
cana-4744	236	56	:	:	PUNCT
cana-4744	236	57	a	a	DET
cana-4744	236	58	review	review	NOUN
cana-4744	236	59	,	,	PUNCT
cana-4744	236	60	international	international	ADJ
cana-4744	236	61	conference	conference	NOUN
cana-4744	236	62	on	on	ADP
cana-4744	236	63	computational	computational	ADJ
cana-4744	236	64	intelligence	intelligence	NOUN
cana-4744	236	65	and	and	CCONJ
cana-4744	236	66	data	datum	NOUN
cana-4744	236	67	science	science	NOUN
cana-4744	236	68	,	,	PUNCT
cana-4744	236	69	science	science	NOUN
cana-4744	236	70	direct	direct	ADJ
cana-4744	236	71	,	,	PUNCT
cana-4744	236	72	procedia	procedia	NOUN
cana-4744	236	73	computer	computer	NOUN
cana-4744	236	74	science	science	NOUN
cana-4744	236	75	167	167	NUM
cana-4744	236	76	,	,	PUNCT
cana-4744	236	77	2020	2020	NUM
cana-4744	237	1	[	[	X
cana-4744	237	2	13	13	NUM
cana-4744	237	3	]	]	PUNCT
cana-4744	237	4	vlad	vlad	VERB
cana-4744	237	5	-	-	PUNCT
cana-4744	237	6	ilie	ilie	PROPN
cana-4744	237	7	ungureanu	ungureanu	PROPN
cana-4744	237	8	,	,	PUNCT
cana-4744	237	9	paul	paul	PROPN
cana-4744	237	10	negirla	negirla	PROPN
cana-4744	237	11	and	and	CCONJ
cana-4744	237	12	adrian	adrian	PROPN
cana-4744	237	13	korod	korod	PROPN
cana-4744	237	14	,	,	PUNCT
cana-4744	237	15	“	"	PUNCT
cana-4744	237	16	image	image	NOUN
cana-4744	237	17	-	-	PUNCT
cana-4744	237	18	compression	compression	NOUN
cana-4744	237	19	techniques	technique	NOUN
cana-4744	237	20	:	:	PUNCT
cana-4744	237	21	classical	classical	ADJ
cana-4744	237	22	and	and	CCONJ
cana-4744	237	23	“	"	PUNCT
cana-4744	237	24	region	region	NOUN
cana-4744	237	25	-	-	PUNCT
cana-4744	237	26	of	of	ADP
cana-4744	237	27	-	-	PUNCT
cana-4744	237	28	interest	interest	NOUN
cana-4744	237	29	-	-	PUNCT
cana-4744	237	30	based	base	VERB
cana-4744	237	31	”	"	PUNCT
cana-4744	237	32	approaches	approach	NOUN
cana-4744	237	33	presented	present	VERB
cana-4744	237	34	in	in	ADP
cana-4744	237	35	recent	recent	ADJ
cana-4744	237	36	papers	paper	NOUN
cana-4744	237	37	“	"	PUNCT
cana-4744	237	38	,	,	PUNCT
cana-4744	237	39	sensors	sensor	NOUN
cana-4744	237	40	2024	2024	NUM
cana-4744	237	41	,	,	PUNCT
cana-4744	237	42	24	24	NUM
cana-4744	237	43	,	,	PUNCT
cana-4744	237	44	791	791	NUM
cana-4744	237	45	.	.	PUNCT
cana-4744	238	1	https://doi.org/10.3390/s24030791	https://doi.org/10.3390/s24030791	NUM
cana-4744	239	1	[	[	X
cana-4744	239	2	14	14	NUM
cana-4744	239	3	]	]	X
cana-4744	239	4	kavita	kavita	PROPN
cana-4744	239	5	khanna	khanna	PROPN
cana-4744	239	6	and	and	CCONJ
cana-4744	239	7	shaifali	shaifali	VERB
cana-4744	239	8	madan	madan	PROPN
cana-4744	239	9	arora	arora	PROPN
cana-4744	239	10	,	,	PUNCT
cana-4744	239	11	“	"	PUNCT
cana-4744	239	12	ant	ant	ADJ
cana-4744	239	13	colony	colony	NOUN
cana-4744	239	14	optimization	optimization	NOUN
cana-4744	239	15	towards	towards	ADP
cana-4744	239	16	image	image	NOUN
cana-4744	239	17	processing	processing	NOUN
cana-4744	239	18	”	"	PUNCT
cana-4744	239	19	indian	indian	PROPN
cana-4744	239	20	journal	journal	NOUN
cana-4744	239	21	of	of	ADP
cana-4744	239	22	science	science	NOUN
cana-4744	239	23	and	and	CCONJ
cana-4744	239	24	technology	technology	NOUN
cana-4744	239	25	,	,	PUNCT
cana-4744	239	26	vol	vol	NOUN
cana-4744	239	27	9(48	9(48	NUM
cana-4744	239	28	)	)	PUNCT
cana-4744	239	29	,	,	PUNCT
cana-4744	239	30	december	december	PROPN
cana-4744	239	31	2016	2016	NUM
cana-4744	239	32	.	.	PUNCT
cana-4744	240	1	[	[	X
cana-4744	240	2	15	15	NUM
cana-4744	240	3	]	]	PUNCT
cana-4744	240	4	baraka	baraka	ADV
cana-4744	240	5	maiseli	maiseli	ADV
cana-4744	240	6	,	,	PUNCT
cana-4744	240	7	“	"	PUNCT
cana-4744	240	8	nonlinear	nonlinear	ADJ
cana-4744	240	9	anisotropic	anisotropic	NOUN
cana-4744	240	10	diffusion	diffusion	NOUN
cana-4744	240	11	methods	method	NOUN
cana-4744	240	12	for	for	ADP
cana-4744	240	13	image	image	NOUN
cana-4744	240	14	denoising	denoising	NOUN
cana-4744	240	15	problems	problem	NOUN
cana-4744	240	16	:	:	PUNCT
cana-4744	240	17	challenges	challenge	NOUN
cana-4744	240	18	and	and	CCONJ
cana-4744	240	19	future	future	ADJ
cana-4744	240	20	research	research	NOUN
cana-4744	240	21	opportunities	opportunity	NOUN
cana-4744	240	22	array	array	VERB
cana-4744	240	23	volume	volume	NOUN
cana-4744	240	24	17	17	NUM
cana-4744	240	25	,	,	PUNCT
cana-4744	240	26	march	march	PROPN
cana-4744	240	27	2023	2023	NUM
cana-4744	240	28	,	,	PUNCT
cana-4744	240	29	100265	100265	NUM
cana-4744	240	30	[	[	X
cana-4744	240	31	16	16	NUM
cana-4744	240	32	]	]	X
cana-4744	240	33	kavita	kavita	PROPN
cana-4744	240	34	khanna	khanna	PROPN
cana-4744	240	35	and	and	CCONJ
cana-4744	240	36	shaifali	shaifali	VERB
cana-4744	240	37	madan	madan	PROPN
cana-4744	240	38	arora	arora	PROPN
cana-4744	240	39	,	,	PUNCT
cana-4744	240	40	“	"	PUNCT
cana-4744	240	41	ant	ant	ADJ
cana-4744	240	42	colony	colony	NOUN
cana-4744	240	43	optimization	optimization	NOUN
cana-4744	240	44	towards	towards	ADP
cana-4744	240	45	image	image	NOUN
cana-4744	240	46	processing	processing	NOUN
cana-4744	240	47	”	"	PUNCT
cana-4744	240	48	indian	indian	PROPN
cana-4744	240	49	journal	journal	NOUN
cana-4744	240	50	of	of	ADP
cana-4744	240	51	science	science	NOUN
cana-4744	240	52	and	and	CCONJ
cana-4744	240	53	technology	technology	NOUN
cana-4744	240	54	,	,	PUNCT
cana-4744	240	55	vol	vol	NOUN
cana-4744	240	56	9(48	9(48	NUM
cana-4744	240	57	)	)	PUNCT
cana-4744	240	58	,	,	PUNCT
cana-4744	240	59	december	december	PROPN
cana-4744	240	60	2016	2016	NUM
cana-4744	240	61	.	.	PUNCT
cana-4744	241	1	[	[	X
cana-4744	241	2	17	17	NUM
cana-4744	241	3	]	]	X
cana-4744	241	4	kanika	kanika	PROPN
cana-4744	241	5	gupta	gupta	PROPN
cana-4744	241	6	,	,	PUNCT
cana-4744	241	7	akshu	akshu	PROPN
cana-4744	241	8	gupta	gupta	PROPN
cana-4744	241	9	,	,	PUNCT
cana-4744	241	10	“	"	PUNCT
cana-4744	241	11	image	image	NOUN
cana-4744	241	12	enhancement	enhancement	NOUN
cana-4744	241	13	using	use	VERB
cana-4744	241	14	ant	ant	ADJ
cana-4744	241	15	colony	colony	NOUN
cana-4744	241	16	optimization	optimization	NOUN
cana-4744	241	17	”	"	PUNCT
cana-4744	241	18	,	,	PUNCT
cana-4744	241	19	iosr	iosr	ADJ
cana-4744	241	20	journal	journal	PROPN
cana-4744	241	21	of	of	ADP
cana-4744	241	22	vlsi	vlsi	PROPN
cana-4744	241	23	and	and	CCONJ
cana-4744	241	24	signal	signal	PROPN
cana-4744	241	25	processing	processing	NOUN
cana-4744	241	26	(	(	PUNCT
cana-4744	241	27	iosr	iosr	ADJ
cana-4744	241	28	-	-	PUNCT
cana-4744	241	29	jvsp	jvsp	NOUN
cana-4744	241	30	)	)	PUNCT
cana-4744	241	31	issn	issn	PROPN
cana-4744	241	32	:	:	PUNCT
cana-4744	241	33	2319	2319	NUM
cana-4744	241	34	–	–	PUNCT
cana-4744	241	35	4200	4200	NUM
cana-4744	241	36	,	,	PUNCT
cana-4744	241	37	isbn	isbn	ADJ
cana-4744	241	38	no	no	PRON
cana-4744	241	39	:	:	PUNCT
cana-4744	241	40	2319	2319	NUM
cana-4744	241	41	–	–	PUNCT
cana-4744	241	42	4197	4197	NUM
cana-4744	241	43	.	.	PUNCT
cana-4744	242	1	volume	volume	NOUN
cana-4744	242	2	1	1	NUM
cana-4744	242	3	,	,	PUNCT
cana-4744	242	4	issue	issue	NOUN
cana-4744	242	5	3	3	NUM
cana-4744	242	6	(	(	PUNCT
cana-4744	242	7	nov	nov	PROPN
cana-4744	242	8	.	.	PROPN
cana-4744	242	9	dec	dec	PROPN
cana-4744	242	10	.	.	PROPN
cana-4744	242	11	2012	2012	NUM
cana-4744	242	12	)	)	PUNCT
cana-4744	242	13	,	,	PUNCT
cana-4744	242	14	pp	pp	ADP
cana-4744	242	15	38	38	NUM
cana-4744	242	16	-	-	SYM
cana-4744	242	17	45	45	NUM
cana-4744	242	18	.	.	PUNCT
cana-4744	243	1	[	[	X
cana-4744	243	2	18	18	NUM
cana-4744	243	3	]	]	PUNCT
cana-4744	243	4	trupti	trupti	PROPN
cana-4744	243	5	n.	n.	PROPN
cana-4744	243	6	baraskar	baraskar	PROPN
cana-4744	243	7	and	and	CCONJ
cana-4744	243	8	vijay	vijay	PROPN
cana-4744	243	9	r.	r.	PROPN
cana-4744	243	10	mankar	mankar	PROPN
cana-4744	243	11	(	(	PUNCT
cana-4744	243	12	2019	2019	NUM
cana-4744	243	13	)	)	PUNCT
cana-4744	243	14	,	,	PUNCT
cana-4744	243	15	the	the	DET
cana-4744	243	16	dicom	dicom	NOUN
cana-4744	243	17	image	image	NOUN
cana-4744	243	18	compression	compression	NOUN
cana-4744	243	19	and	and	CCONJ
cana-4744	243	20	patient	patient	ADJ
cana-4744	243	21	data	data	NOUN
cana-4744	243	22	integration	integration	NOUN
cana-4744	243	23	using	use	VERB
cana-4744	243	24	run	run	NOUN
cana-4744	243	25	length	length	NOUN
cana-4744	243	26	and	and	CCONJ
cana-4744	243	27	huffman	huffman	PROPN
cana-4744	243	28	encoder	encoder	NOUN
cana-4744	243	29	,	,	PUNCT
cana-4744	243	30	interopen	interopen	ADJ
cana-4744	243	31	journal	journal	NOUN
cana-4744	243	32	,	,	PUNCT
cana-4744	243	33	http://doi.org/10.1000/s10586-018-1761-7	http://doi.org/10.1000/s10586-018-1761-7	PRON
cana-4744	243	34	https://doi.org/10.3390/s24030791	https://doi.org/10.3390/s24030791	NUM