id	sid	tid	token	lemma	pos
iajs-903	1	1	ibn	ibn	PROPN
iajs-903	1	2	alhaitham	alhaitham	NOUN
iajs-903	1	3	j.	j.	PROPN
iajs-903	2	1	fo	fo	ADP
iajs-903	2	2	r	r	NOUN
iajs-903	2	3	pure	pure	ADJ
iajs-903	2	4	&	&	CCONJ
iajs-903	2	5	appl	appl	PROPN
iajs-903	2	6	.	.	PUNCT
iajs-903	3	1	sc	sc	PROPN
iajs-903	3	2	i.	i.	PROPN
iajs-903	3	3	vo	vo	PROPN
iajs-903	3	4	l.23	l.23	PROPN
iajs-903	3	5	(	(	PUNCT
iajs-903	3	6	3	3	NUM
iajs-903	3	7	)	)	PUNCT
iajs-903	3	8	2010	2010	NUM
iajs-903	3	9	image	image	NOUN
iajs-903	3	10	improvement	improvement	NOUN
iajs-903	3	11	using	use	VERB
iajs-903	3	12	the	the	DET
iajs-903	3	13	combination	combination	NOUN
iajs-903	3	14	of	of	ADP
iajs-903	3	15	wavelet	wavelet	NOUN
iajs-903	3	16	and	and	CCONJ
iajs-903	3	17	multiwavelet	multiwavelet	PROPN
iajs-903	3	18	transform	transform	VERB
iajs-903	3	19	b.j	b.j	PROPN
iajs-903	3	20	.	.	PUNCT
iajs-903	3	21	al	al	PROPN
iajs-903	3	22	-	-	PUNCT
iajs-903	3	23	khafaji	khafaji	PROPN
iajs-903	3	24	department	department	PROPN
iajs-903	3	25	of	of	ADP
iajs-903	3	26	computer	computer	NOUN
iajs-903	3	27	,	,	PUNCT
iajs-903	3	28	college	college	NOUN
iajs-903	3	29	of	of	ADP
iajs-903	3	30	education	education	PROPN
iajs-903	3	31	ibn	ibn	PROPN
iajs-903	3	32	-	-	PUNCT
iajs-903	3	33	al	al	PROPN
iajs-903	3	34	-	-	PUNCT
iajs-903	3	35	haitham	haitham	PROPN
iajs-903	3	36	university	university	PROPN
iajs-903	3	37	of	of	ADP
iajs-903	3	38	baghdad	baghdad	PROPN
iajs-903	3	39	abstract	abstract	ADV
iajs-903	3	40	this	this	DET
iajs-903	3	41	paper	paper	NOUN
iajs-903	3	42	introduces	introduce	NOUN
iajs-903	3	43	method	method	NOUN
iajs-903	3	44	of	of	ADP
iajs-903	3	45	image	image	NOUN
iajs-903	3	46	enhancement	enhancement	NOUN
iajs-903	3	47	using	use	VERB
iajs-903	3	48	the	the	DET
iajs-903	3	49	combination	combination	NOUN
iajs-903	3	50	of	of	ADP
iajs-903	3	51	both	both	CCONJ
iajs-903	3	52	wavelet	wavelet	NOUN
iajs-903	3	53	and	and	CCONJ
iajs-903	3	54	multiwavelet	multiwavelet	PROPN
iajs-903	3	55	transformation	transformation	NOUN
iajs-903	3	56	.	.	PUNCT
iajs-903	4	1	new	new	ADJ
iajs-903	4	2	technique	technique	NOUN
iajs-903	4	3	is	be	AUX
iajs-903	4	4	proposed	propose	VERB
iajs-903	4	5	for	for	ADP
iajs-903	4	6	image	image	NOUN
iajs-903	4	7	enhancement	enhancement	NOUN
iajs-903	4	8	using	use	VERB
iajs-903	4	9	one	one	NUM
iajs-903	4	10	smoothing	smooth	VERB
iajs-903	4	11	filter	filter	NOUN
iajs-903	4	12	.	.	PUNCT
iajs-903	5	1	a	a	DET
iajs-903	5	2	criticallysampled	criticallysample	VERB
iajs-903	5	3	scheme	scheme	NOUN
iajs-903	5	4	of	of	ADP
iajs-903	5	5	preprocessing	preprocessing	NOUN
iajs-903	5	6	method	method	NOUN
iajs-903	5	7	is	be	AUX
iajs-903	5	8	used	use	VERB
iajs-903	5	9	for	for	ADP
iajs-903	5	10	computing	compute	VERB
iajs-903	5	11	the	the	DET
iajs-903	5	12	multiwavelet.it	multiwavelet.it	PROPN
iajs-903	5	13	is	be	AUX
iajs-903	5	14	the	the	DET
iajs-903	5	15	2	2	NUM
iajs-903	5	16	nd	nd	NOUN
iajs-903	5	17	norm	norm	NOUN
iajs-903	5	18	approximation	approximation	NOUN
iajs-903	5	19	used	use	VERB
iajs-903	5	20	to	to	PART
iajs-903	5	21	speed	speed	VERB
iajs-903	5	22	the	the	DET
iajs-903	5	23	procedures	procedure	NOUN
iajs-903	5	24	needed	need	VERB
iajs-903	5	25	for	for	ADP
iajs-903	5	26	such	such	ADJ
iajs-903	5	27	computation	computation	NOUN
iajs-903	5	28	.	.	PUNCT
iajs-903	6	1	an	an	DET
iajs-903	6	2	improvement	improvement	NOUN
iajs-903	6	3	was	be	AUX
iajs-903	6	4	achieved	achieve	VERB
iajs-903	6	5	with	with	ADP
iajs-903	6	6	the	the	DET
iajs-903	6	7	proposed	propose	VERB
iajs-903	6	8	method	method	NOUN
iajs-903	6	9	in	in	ADP
iajs-903	6	10	comparison	comparison	NOUN
iajs-903	6	11	with	with	ADP
iajs-903	6	12	the	the	DET
iajs-903	6	13	conventional	conventional	ADJ
iajs-903	6	14	method	method	NOUN
iajs-903	6	15	.	.	PUNCT
iajs-903	7	1	the	the	DET
iajs-903	7	2	performance	performance	NOUN
iajs-903	7	3	of	of	ADP
iajs-903	7	4	this	this	DET
iajs-903	7	5	technique	technique	NOUN
iajs-903	7	6	has	have	AUX
iajs-903	7	7	been	be	AUX
iajs-903	7	8	done	do	VERB
iajs-903	7	9	by	by	ADP
iajs-903	7	10	computer	computer	NOUN
iajs-903	7	11	using	use	VERB
iajs-903	7	12	visual	visual	ADJ
iajs-903	7	13	baisec.6	baisec.6	PROPN
iajs-903	7	14	package	package	NOUN
iajs-903	7	15	.	.	PUNCT
iajs-903	8	1	introduction	introduction	NOUN
iajs-903	8	2	image	image	NOUN
iajs-903	8	3	improvement	improvement	NOUN
iajs-903	8	4	is	be	AUX
iajs-903	8	5	a	a	DET
iajs-903	8	6	technique	technique	NOUN
iajs-903	8	7	which	which	PRON
iajs-903	8	8	reduces	reduce	VERB
iajs-903	8	9	image	image	NOUN
iajs-903	8	10	noise	noise	NOUN
iajs-903	8	11	,	,	PUNCT
iajs-903	8	12	removes	remove	VERB
iajs-903	8	13	artifacts	artifact	NOUN
iajs-903	8	14	,	,	PUNCT
iajs-903	8	15	and	and	CCONJ
iajs-903	8	16	preser	preser	NOUN
iajs-903	8	17	details	detail	NOUN
iajs-903	8	18	.	.	PUNCT
iajs-903	9	1	in	in	ADP
iajs-903	9	2	this	this	DET
iajs-903	9	3	paper	paper	NOUN
iajs-903	9	4	,	,	PUNCT
iajs-903	9	5	wavelet	wavelet	NOUN
iajs-903	9	6	transform	transform	NOUN
iajs-903	9	7	is	be	AUX
iajs-903	9	8	used	use	VERB
iajs-903	9	9	as	as	ADP
iajs-903	9	10	a	a	DET
iajs-903	9	11	sub	sub	NOUN
iajs-903	9	12	-	-	NOUN
iajs-903	9	13	step	step	NOUN
iajs-903	9	14	of	of	ADP
iajs-903	9	15	this	this	DET
iajs-903	9	16	technique	technique	NOUN
iajs-903	9	17	.	.	PUNCT
iajs-903	10	1	the	the	DET
iajs-903	10	2	wavelet	wavelet	NOUN
iajs-903	10	3	transform	transform	NOUN
iajs-903	10	4	[	[	X
iajs-903	10	5	1	1	NUM
iajs-903	10	6	]	]	PUNCT
iajs-903	10	7	has	have	VERB
iajs-903	10	8	a	a	DET
iajs-903	10	9	long	long	ADJ
iajs-903	10	10	and	and	CCONJ
iajs-903	10	11	successful	successful	ADJ
iajs-903	10	12	history	history	NOUN
iajs-903	10	13	as	as	ADP
iajs-903	10	14	an	an	DET
iajs-903	10	15	efficient	efficient	ADJ
iajs-903	10	16	image	image	NOUN
iajs-903	10	17	processing	processing	NOUN
iajs-903	10	18	tool	tool	NOUN
iajs-903	10	19	.	.	PUNCT
iajs-903	11	1	however	however	ADV
iajs-903	11	2	,	,	PUNCT
iajs-903	11	3	as	as	ADP
iajs-903	11	4	a	a	DET
iajs-903	11	5	result	result	NOUN
iajs-903	11	6	of	of	ADP
iajs-903	11	7	a	a	DET
iajs-903	11	8	separable	separable	ADJ
iajs-903	11	9	extension	extension	NOUN
iajs-903	11	10	from	from	ADP
iajs-903	11	11	1	1	NUM
iajs-903	11	12	-	-	PUNCT
iajs-903	11	13	d	d	NOUN
iajs-903	11	14	bases	basis	NOUN
iajs-903	11	15	,	,	PUNCT
iajs-903	11	16	wavelets	wavelet	NOUN
iajs-903	11	17	in	in	ADP
iajs-903	11	18	higher	high	ADJ
iajs-903	11	19	dimensions	dimension	NOUN
iajs-903	11	20	can	can	AUX
iajs-903	11	21	only	only	ADV
iajs-903	11	22	capture	capture	VERB
iajs-903	11	23	very	very	ADV
iajs-903	11	24	limited	limited	ADJ
iajs-903	11	25	directional	directional	ADJ
iajs-903	11	26	information	information	NOUN
iajs-903	11	27	.	.	PUNCT
iajs-903	12	1	different	different	ADJ
iajs-903	12	2	directions	direction	NOUN
iajs-903	12	3	are	be	AUX
iajs-903	12	4	mixed	mix	VERB
iajs-903	12	5	in	in	ADP
iajs-903	12	6	certain	certain	ADJ
iajs-903	12	7	wavelet	wavelet	NOUN
iajs-903	12	8	sub	sub	NOUN
iajs-903	12	9	-	-	NOUN
iajs-903	12	10	bands	band	NOUN
iajs-903	12	11	.	.	PUNCT
iajs-903	13	1	for	for	ADP
iajs-903	13	2	instance	instance	NOUN
iajs-903	13	3	,	,	PUNCT
iajs-903	13	4	2	2	NUM
iajs-903	13	5	-	-	PUNCT
iajs-903	13	6	d	d	NOUN
iajs-903	13	7	wavelets	wavelet	NOUN
iajs-903	13	8	only	only	ADV
iajs-903	13	9	provide	provide	VERB
iajs-903	13	10	three	three	NUM
iajs-903	13	11	directional	directional	ADJ
iajs-903	13	12	components	component	NOUN
iajs-903	13	13	,	,	PUNCT
iajs-903	13	14	namely	namely	ADV
iajs-903	13	15	horizontal	horizontal	ADJ
iajs-903	13	16	,	,	PUNCT
iajs-903	13	17	vertical	vertical	ADJ
iajs-903	13	18	,	,	PUNCT
iajs-903	13	19	and	and	CCONJ
iajs-903	13	20	diagonal	diagonal	ADJ
iajs-903	13	21	.	.	PUNCT
iajs-903	14	1	furthermore	furthermore	ADV
iajs-903	14	2	,	,	PUNCT
iajs-903	14	3	the	the	PRON
iajs-903	14	4	45	45	NUM
iajs-903	14	5	◦	◦	NOUN
iajs-903	14	6	and	and	CCONJ
iajs-903	14	7	135	135	NUM
iajs-903	14	8	◦	◦	NOUN
iajs-903	14	9	directions	direction	NOUN
iajs-903	14	10	are	be	AUX
iajs-903	14	11	mixed	mix	VERB
iajs-903	14	12	in	in	ADP
iajs-903	14	13	diagonal	diagonal	ADJ
iajs-903	14	14	sub	sub	NOUN
iajs-903	14	15	-	-	NOUN
iajs-903	14	16	bands	band	NOUN
iajs-903	14	17	.	.	PUNCT
iajs-903	15	1	with	with	ADP
iajs-903	15	2	the	the	DET
iajs-903	15	3	directional	directional	ADJ
iajs-903	15	4	extension	extension	NOUN
iajs-903	15	5	for	for	ADP
iajs-903	15	6	wavelets	wavelet	NOUN
iajs-903	15	7	proposed	propose	VERB
iajs-903	15	8	in	in	ADP
iajs-903	15	9	[	[	X
iajs-903	15	10	2	2	X
iajs-903	15	11	]	]	PUNCT
iajs-903	15	12	that	that	SCONJ
iajs-903	15	13	mixing	mix	VERB
iajs-903	15	14	problem	problem	NOUN
iajs-903	15	15	can	can	AUX
iajs-903	15	16	be	be	AUX
iajs-903	15	17	improved	improve	VERB
iajs-903	15	18	,	,	PUNCT
iajs-903	15	19	but	but	CCONJ
iajs-903	15	20	not	not	PART
iajs-903	15	21	totally	totally	ADV
iajs-903	15	22	resolved	resolve	VERB
iajs-903	15	23	.	.	PUNCT
iajs-903	16	1	however	however	ADV
iajs-903	16	2	,	,	PUNCT
iajs-903	16	3	the	the	DET
iajs-903	16	4	wavelet	wavelet	NOUN
iajs-903	16	5	transforms	transform	VERB
iajs-903	16	6	is	be	AUX
iajs-903	16	7	still	still	ADV
iajs-903	16	8	very	very	ADV
iajs-903	16	9	attractive	attractive	ADJ
iajs-903	16	10	for	for	ADP
iajs-903	16	11	image	image	NOUN
iajs-903	16	12	processing	processing	NOUN
iajs-903	16	13	applications	application	NOUN
iajs-903	16	14	.	.	PUNCT
iajs-903	17	1	multiwavelets	multiwavelet	NOUN
iajs-903	17	2	are	be	AUX
iajs-903	17	3	a	a	DET
iajs-903	17	4	relatively	relatively	ADV
iajs-903	17	5	new	new	ADJ
iajs-903	17	6	addition	addition	NOUN
iajs-903	17	7	to	to	ADP
iajs-903	17	8	the	the	DET
iajs-903	17	9	wavelet	wavelet	NOUN
iajs-903	17	10	theory	theory	NOUN
iajs-903	17	11	,	,	PUNCT
iajs-903	17	12	and	and	CCONJ
iajs-903	17	13	have	have	AUX
iajs-903	17	14	received	receive	VERB
iajs-903	17	15	considerable	considerable	ADJ
iajs-903	17	16	attention	attention	NOUN
iajs-903	17	17	since	since	SCONJ
iajs-903	17	18	their	their	PRON
iajs-903	17	19	introduction	introduction	NOUN
iajs-903	17	20	[	[	X
iajs-903	17	21	3	3	NUM
iajs-903	17	22	]	]	PUNCT
iajs-903	17	23	.	.	PUNCT
iajs-903	18	1	contrary	contrary	ADJ
iajs-903	18	2	to	to	ADP
iajs-903	18	3	ordinary	ordinary	ADJ
iajs-903	18	4	wavelets	wavelet	NOUN
iajs-903	18	5	,	,	PUNCT
iajs-903	18	6	multiwavelet	multiwavelet	PROPN
iajs-903	18	7	offers	offer	VERB
iajs-903	18	8	simultaneous	simultaneous	ADJ
iajs-903	18	9	orthogonal	orthogonal	NOUN
iajs-903	18	10	,	,	PUNCT
iajs-903	18	11	symmetry	symmetry	NOUN
iajs-903	18	12	,	,	PUNCT
iajs-903	18	13	and	and	CCONJ
iajs-903	18	14	short	short	ADJ
iajs-903	18	15	support	support	NOUN
iajs-903	18	16	.	.	PUNCT
iajs-903	19	1	similar	similar	ADJ
iajs-903	19	2	to	to	ADP
iajs-903	19	3	performing	perform	VERB
iajs-903	19	4	wavelet	wavelet	NOUN
iajs-903	19	5	decomposition	decomposition	NOUN
iajs-903	19	6	with	with	ADP
iajs-903	19	7	filters	filter	NOUN
iajs-903	19	8	,	,	PUNCT
iajs-903	19	9	multiwavelet	multiwavelet	ADJ
iajs-903	19	10	decomposition	decomposition	NOUN
iajs-903	19	11	can	can	AUX
iajs-903	19	12	be	be	AUX
iajs-903	19	13	realized	realize	VERB
iajs-903	19	14	with	with	ADP
iajs-903	19	15	filter	filter	NOUN
iajs-903	19	16	-	-	PUNCT
iajs-903	19	17	banks	bank	NOUN
iajs-903	19	18	.	.	PUNCT
iajs-903	20	1	the	the	DET
iajs-903	20	2	filter	filter	NOUN
iajs-903	20	3	coefficients	coefficient	NOUN
iajs-903	20	4	in	in	ADP
iajs-903	20	5	this	this	DET
iajs-903	20	6	case	case	NOUN
iajs-903	20	7	are	be	AUX
iajs-903	20	8	,	,	PUNCT
iajs-903	20	9	however	however	ADV
iajs-903	20	10	,	,	PUNCT
iajs-903	20	11	matrices	matrix	NOUN
iajs-903	20	12	instead	instead	ADV
iajs-903	20	13	of	of	ADP
iajs-903	20	14	scalars	scalar	NOUN
iajs-903	20	15	.	.	PUNCT
iajs-903	21	1	therefore	therefore	ADV
iajs-903	21	2	,	,	PUNCT
iajs-903	21	3	two	two	NUM
iajs-903	21	4	or	or	CCONJ
iajs-903	21	5	more	more	ADJ
iajs-903	21	6	input	input	NOUN
iajs-903	21	7	streams	stream	NOUN
iajs-903	21	8	to	to	ADP
iajs-903	21	9	the	the	DET
iajs-903	21	10	multiwavelet	multiwavelet	PROPN
iajs-903	21	11	filter	filter	PROPN
iajs-903	21	12	-	-	PUNCT
iajs-903	21	13	bank	bank	NOUN
iajs-903	21	14	are	be	AUX
iajs-903	21	15	required	require	VERB
iajs-903	21	16	to	to	PART
iajs-903	21	17	perform	perform	VERB
iajs-903	21	18	the	the	DET
iajs-903	21	19	decomposition	decomposition	NOUN
iajs-903	21	20	.	.	PUNCT
iajs-903	22	1	several	several	ADJ
iajs-903	22	2	methods	method	NOUN
iajs-903	22	3	have	have	AUX
iajs-903	22	4	been	be	AUX
iajs-903	22	5	developed	develop	VERB
iajs-903	22	6	for	for	ADP
iajs-903	22	7	obtaining	obtain	VERB
iajs-903	22	8	multiple	multiple	ADJ
iajs-903	22	9	input	input	NOUN
iajs-903	22	10	streams	stream	NOUN
iajs-903	22	11	from	from	ADP
iajs-903	22	12	a	a	DET
iajs-903	22	13	given	give	VERB
iajs-903	22	14	single	single	ADJ
iajs-903	22	15	input	input	NOUN
iajs-903	22	16	stream	stream	NOUN
iajs-903	22	17	[	[	X
iajs-903	22	18	3	3	NUM
iajs-903	22	19	]	]	PUNCT
iajs-903	22	20	.	.	PUNCT
iajs-903	23	1	this	this	DET
iajs-903	23	2	paper	paper	NOUN
iajs-903	23	3	uses	use	VERB
iajs-903	23	4	a	a	DET
iajs-903	23	5	critically	critically	ADV
iajs-903	23	6	sampled	sample	VERB
iajs-903	23	7	scheme	scheme	NOUN
iajs-903	23	8	of	of	ADP
iajs-903	23	9	preprocessing	preprocesse	VERB
iajs-903	23	10	2	2	NUM
iajs-903	23	11	nd	nd	NOUN
iajs-903	23	12	norm	norm	NOUN
iajs-903	23	13	approximation	approximation	NOUN
iajs-903	23	14	with	with	ADP
iajs-903	23	15	its	its	PRON
iajs-903	23	16	inverse	inverse	NOUN
iajs-903	23	17	as	as	ADP
iajs-903	23	18	one	one	NUM
iajs-903	23	19	approach	approach	NOUN
iajs-903	23	20	of	of	ADP
iajs-903	23	21	multiwavelet	multiwavelet	PROPN
iajs-903	23	22	.	.	PUNCT
iajs-903	24	1	discrete	discrete	ADJ
iajs-903	24	2	wavelet	wavelet	NOUN
iajs-903	24	3	transform	transform	VERB
iajs-903	24	4	the	the	DET
iajs-903	24	5	transformation	transformation	NOUN
iajs-903	24	6	is	be	AUX
iajs-903	24	7	a	a	DET
iajs-903	24	8	process	process	NOUN
iajs-903	24	9	that	that	PRON
iajs-903	24	10	translates	translate	VERB
iajs-903	24	11	one	one	NUM
iajs-903	24	12	object	object	NOUN
iajs-903	24	13	from	from	ADP
iajs-903	24	14	a	a	DET
iajs-903	24	15	given	give	VERB
iajs-903	24	16	domain	domain	NOUN
iajs-903	24	17	to	to	ADP
iajs-903	24	18	another	another	PRON
iajs-903	24	19	in	in	ADP
iajs-903	24	20	order	order	NOUN
iajs-903	24	21	to	to	PART
iajs-903	24	22	have	have	AUX
iajs-903	24	23	some	some	DET
iajs-903	24	24	important	important	ADJ
iajs-903	24	25	implicit	implicit	ADJ
iajs-903	24	26	information	information	NOUN
iajs-903	24	27	,	,	PUNCT
iajs-903	24	28	which	which	PRON
iajs-903	24	29	can	can	AUX
iajs-903	24	30	be	be	AUX
iajs-903	24	31	used	use	VERB
iajs-903	24	32	for	for	ADP
iajs-903	24	33	its	its	PRON
iajs-903	24	34	recognition	recognition	NOUN
iajs-903	24	35	[	[	X
iajs-903	24	36	4	4	NUM
iajs-903	24	37	]	]	PUNCT
iajs-903	24	38	.	.	PUNCT
iajs-903	25	1	one	one	NUM
iajs-903	25	2	of	of	ADP
iajs-903	25	3	the	the	DET
iajs-903	25	4	conventional	conventional	ADJ
iajs-903	25	5	transformations	transformation	NOUN
iajs-903	25	6	is	be	AUX
iajs-903	25	7	the	the	DET
iajs-903	25	8	fourier	fourier	NOUN
iajs-903	25	9	transform	transform	NOUN
iajs-903	25	10	which	which	PRON
iajs-903	25	11	usually	usually	ADV
iajs-903	25	12	transforms	transform	VERB
iajs-903	25	13	the	the	DET
iajs-903	25	14	signal	signal	NOUN
iajs-903	25	15	from	from	ADP
iajs-903	25	16	its	its	PRON
iajs-903	25	17	time	time	NOUN
iajs-903	25	18	domain	domain	NOUN
iajs-903	25	19	to	to	ADP
iajs-903	25	20	the	the	DET
iajs-903	25	21	frequency	frequency	NOUN
iajs-903	25	22	domain	domain	NOUN
iajs-903	25	23	[	[	X
iajs-903	25	24	5	5	NUM
iajs-903	25	25	]	]	PUNCT
iajs-903	25	26	.	.	PUNCT
iajs-903	26	1	the	the	DET
iajs-903	26	2	next	next	ADJ
iajs-903	26	3	form	form	NOUN
iajs-903	26	4	of	of	ADP
iajs-903	26	5	the	the	DET
iajs-903	26	6	fourier	fourier	NOUN
iajs-903	26	7	transform	transform	NOUN
iajs-903	26	8	developed	develop	VERB
iajs-903	26	9	to	to	ADP
iajs-903	26	10	an	an	DET
iajs-903	26	11	efficient	efficient	ADJ
iajs-903	26	12	transform	transform	NOUN
iajs-903	26	13	is	be	AUX
iajs-903	26	14	called	call	VERB
iajs-903	26	15	the	the	DET
iajs-903	26	16	wavelet	wavelet	NOUN
iajs-903	26	17	transform	transform	NOUN
iajs-903	26	18	(	(	PUNCT
iajs-903	26	19	wt	wt	NOUN
iajs-903	26	20	)	)	PUNCT
iajs-903	27	1	[	[	X
iajs-903	27	2	6	6	NUM
iajs-903	27	3	]	]	PUNCT
iajs-903	27	4	.	.	PUNCT
iajs-903	28	1	the	the	DET
iajs-903	28	2	ihjpas	ihjpas	PROPN
iajs-903	28	3	ibn	ibn	PROPN
iajs-903	28	4	alhaitham	alhaitham	PROPN
iajs-903	28	5	j.	j.	PROPN
iajs-903	29	1	fo	fo	ADP
iajs-903	29	2	r	r	NOUN
iajs-903	29	3	pure	pure	ADJ
iajs-903	29	4	&	&	CCONJ
iajs-903	29	5	appl	appl	PROPN
iajs-903	29	6	.	.	PUNCT
iajs-903	30	1	sc	sc	PROPN
iajs-903	30	2	i.	i.	PROPN
iajs-903	30	3	vo	vo	PROPN
iajs-903	30	4	l.23	l.23	PROPN
iajs-903	30	5	(	(	PUNCT
iajs-903	30	6	3	3	NUM
iajs-903	30	7	)	)	PUNCT
iajs-903	30	8	2010	2010	NUM
iajs-903	30	9	wavelet	wavelet	NOUN
iajs-903	30	10	can	can	AUX
iajs-903	30	11	be	be	AUX
iajs-903	30	12	regarded	regard	VERB
iajs-903	30	13	as	as	ADP
iajs-903	30	14	the	the	DET
iajs-903	30	15	most	most	ADV
iajs-903	30	16	efficient	efficient	ADJ
iajs-903	30	17	transform	transform	NOUN
iajs-903	30	18	that	that	PRON
iajs-903	30	19	deals	deal	NOUN
iajs-903	30	20	with	with	ADP
iajs-903	30	21	image	image	NOUN
iajs-903	30	22	,	,	PUNCT
iajs-903	30	23	sound	sound	NOUN
iajs-903	30	24	,	,	PUNCT
iajs-903	30	25	or	or	CCONJ
iajs-903	30	26	any	any	DET
iajs-903	30	27	other	other	ADJ
iajs-903	30	28	pattern	pattern	NOUN
iajs-903	30	29	since	since	SCONJ
iajs-903	30	30	it	it	PRON
iajs-903	30	31	provides	provide	VERB
iajs-903	30	32	a	a	DET
iajs-903	30	33	powerful	powerful	ADJ
iajs-903	30	34	time	time	NOUN
iajs-903	30	35	-	-	PUNCT
iajs-903	30	36	space	space	NOUN
iajs-903	30	37	(	(	PUNCT
iajs-903	30	38	time	time	NOUN
iajs-903	30	39	-	-	PUNCT
iajs-903	30	40	frequency	frequency	NOUN
iajs-903	30	41	)	)	PUNCT
iajs-903	30	42	representation	representation	NOUN
iajs-903	30	43	[	[	X
iajs-903	30	44	7	7	NUM
iajs-903	30	45	]	]	PUNCT
iajs-903	30	46	.	.	PUNCT
iajs-903	31	1	the	the	DET
iajs-903	31	2	effect	effect	NOUN
iajs-903	31	3	of	of	ADP
iajs-903	31	4	the	the	DET
iajs-903	31	5	wavelet	wavelet	NOUN
iajs-903	31	6	transform	transform	NOUN
iajs-903	31	7	on	on	ADP
iajs-903	31	8	image	image	NOUN
iajs-903	31	9	is	be	AUX
iajs-903	31	10	defined	define	VERB
iajs-903	31	11	as	as	SCONJ
iajs-903	31	12	”	"	PUNCT
iajs-903	31	13	it	it	PRON
iajs-903	31	14	abstracts	abstract	VERB
iajs-903	31	15	the	the	DET
iajs-903	31	16	image	image	NOUN
iajs-903	31	17	in	in	ADP
iajs-903	31	18	universal	universal	ADJ
iajs-903	31	19	space	space	NOUN
iajs-903	31	20	,	,	PUNCT
iajs-903	31	21	this	this	PRON
iajs-903	31	22	contains	contain	VERB
iajs-903	31	23	all	all	DET
iajs-903	31	24	information	information	NOUN
iajs-903	31	25	into	into	ADP
iajs-903	31	26	an	an	DET
iajs-903	31	27	approximately	approximately	ADV
iajs-903	31	28	orthogonal	orthogonal	ADJ
iajs-903	31	29	(	(	PUNCT
iajs-903	31	30	statistical	statistical	ADJ
iajs-903	31	31	independent	independent	ADJ
iajs-903	31	32	)	)	PUNCT
iajs-903	31	33	spaces	space	NOUN
iajs-903	31	34	(	(	PUNCT
iajs-903	31	35	represent	represent	VERB
iajs-903	31	36	projection	projection	NOUN
iajs-903	31	37	of	of	ADP
iajs-903	31	38	the	the	DET
iajs-903	31	39	subject	subject	NOUN
iajs-903	31	40	)	)	PUNCT
iajs-903	31	41	contained	contain	VERB
iajs-903	31	42	in	in	ADP
iajs-903	31	43	this	this	DET
iajs-903	31	44	universal	universal	ADJ
iajs-903	31	45	space	space	NOUN
iajs-903	31	46	.	.	PUNCT
iajs-903	32	1	by	by	ADP
iajs-903	32	2	changing	change	VERB
iajs-903	32	3	the	the	DET
iajs-903	32	4	scale	scale	NOUN
iajs-903	32	5	in	in	ADP
iajs-903	32	6	each	each	DET
iajs-903	32	7	projection	projection	NOUN
iajs-903	32	8	,	,	PUNCT
iajs-903	32	9	the	the	DET
iajs-903	32	10	algebraic	algebraic	ADJ
iajs-903	32	11	sum	sum	NOUN
iajs-903	32	12	of	of	ADP
iajs-903	32	13	all	all	DET
iajs-903	32	14	these	these	DET
iajs-903	32	15	projections	projection	NOUN
iajs-903	32	16	gives	give	VERB
iajs-903	32	17	the	the	DET
iajs-903	32	18	original	original	ADJ
iajs-903	32	19	subject	subject	NOUN
iajs-903	32	20	before	before	ADP
iajs-903	32	21	abstraction	abstraction	NOUN
iajs-903	32	22	process	process	NOUN
iajs-903	32	23	”	"	PUNCT
iajs-903	33	1	[	[	X
iajs-903	33	2	8,9	8,9	NUM
iajs-903	33	3	]	]	PUNCT
iajs-903	33	4	.	.	PUNCT
iajs-903	34	1	this	this	DET
iajs-903	34	2	type	type	NOUN
iajs-903	34	3	of	of	ADP
iajs-903	34	4	transformation	transformation	NOUN
iajs-903	34	5	can	can	AUX
iajs-903	34	6	be	be	AUX
iajs-903	34	7	applied	apply	VERB
iajs-903	34	8	on	on	ADP
iajs-903	34	9	one	one	NUM
iajs-903	34	10	as	as	ADV
iajs-903	34	11	well	well	ADV
iajs-903	34	12	as	as	ADP
iajs-903	34	13	on	on	ADP
iajs-903	34	14	two	two	NUM
iajs-903	34	15	dimensional	dimensional	ADJ
iajs-903	34	16	signals	signal	NOUN
iajs-903	34	17	by	by	ADP
iajs-903	34	18	using	use	VERB
iajs-903	34	19	a	a	DET
iajs-903	34	20	special	special	ADJ
iajs-903	34	21	transformation	transformation	NOUN
iajs-903	34	22	matrix	matrix	NOUN
iajs-903	34	23	which	which	PRON
iajs-903	34	24	is	be	AUX
iajs-903	34	25	known	know	VERB
iajs-903	34	26	as	as	ADP
iajs-903	34	27	a	a	DET
iajs-903	34	28	filter	filter	NOUN
iajs-903	34	29	denoted	denote	VERB
iajs-903	34	30	by	by	ADP
iajs-903	34	31	d4	d4	PROPN
iajs-903	34	32	wavelets	wavelet	NOUN
iajs-903	34	33	.	.	PUNCT
iajs-903	35	1	d4	d4	PROPN
iajs-903	35	2	wavelet	wavelet	PROPN
iajs-903	35	3	or	or	CCONJ
iajs-903	35	4	(	(	PUNCT
iajs-903	35	5	transformation	transformation	NOUN
iajs-903	35	6	matrix	matrix	NOUN
iajs-903	35	7	)	)	PUNCT
iajs-903	35	8	can	can	AUX
iajs-903	35	9	be	be	AUX
iajs-903	35	10	reconstructed	reconstruct	VERB
iajs-903	35	11	by	by	ADP
iajs-903	35	12	using	use	VERB
iajs-903	35	13	four	four	NUM
iajs-903	35	14	coefficients	coefficient	NOUN
iajs-903	35	15	:	:	PUNCT
iajs-903	35	16	c	c	NOUN
iajs-903	35	17	0	0	PUNCT
iajs-903	36	1	=	=	SYM
iajs-903	36	2	(	(	PUNCT
iajs-903	36	3	1+√3	1+√3	NUM
iajs-903	36	4	)	)	PUNCT
iajs-903	36	5	/4√2	/4√2	PUNCT
iajs-903	37	1	c	c	NOUN
iajs-903	37	2	1	1	NUM
iajs-903	37	3	=	=	SYM
iajs-903	37	4	(	(	PUNCT
iajs-903	37	5	3+√3	3+√3	NUM
iajs-903	37	6	)	)	PUNCT
iajs-903	37	7	/4√2	/4√2	PUNCT
iajs-903	38	1	c	c	NOUN
iajs-903	38	2	2	2	NUM
iajs-903	38	3	=	=	SYM
iajs-903	38	4	(	(	PUNCT
iajs-903	38	5	3	3	NUM
iajs-903	38	6	-√3	-√3	NOUN
iajs-903	38	7	)	)	PUNCT
iajs-903	38	8	/4√2	/4√2	PUNCT
iajs-903	39	1	c	c	NOUN
iajs-903	39	2	3	3	NUM
iajs-903	39	3	=	=	SYM
iajs-903	39	4	(	(	PUNCT
iajs-903	39	5	1-√3	1-√3	NUM
iajs-903	39	6	)	)	PUNCT
iajs-903	39	7	/4√2	/4√2	PUNCT
iajs-903	39	8	depending	depend	VERB
iajs-903	39	9	on	on	ADP
iajs-903	39	10	the	the	DET
iajs-903	39	11	previous	previous	ADJ
iajs-903	39	12	four	four	NUM
iajs-903	39	13	coefficients	coefficient	NOUN
iajs-903	39	14	d4	d4	VERB
iajs-903	39	15	the	the	DET
iajs-903	39	16	transformation	transformation	NOUN
iajs-903	39	17	matrix	matrix	NOUN
iajs-903	39	18	must	must	AUX
iajs-903	39	19	be	be	AUX
iajs-903	39	20	a	a	DET
iajs-903	39	21	square	square	ADJ
iajs-903	39	22	matrix	matrix	NOUN
iajs-903	39	23	nn	nn	PROPN
iajs-903	39	24	and	and	CCONJ
iajs-903	39	25	depends	depend	VERB
iajs-903	39	26	on	on	ADP
iajs-903	39	27	the	the	DET
iajs-903	39	28	dimension	dimension	NOUN
iajs-903	39	29	of	of	ADP
iajs-903	39	30	the	the	DET
iajs-903	39	31	input	input	NOUN
iajs-903	39	32	signal	signal	NOUN
iajs-903	39	33	which	which	PRON
iajs-903	39	34	must	must	AUX
iajs-903	39	35	be	be	AUX
iajs-903	39	36	also	also	ADV
iajs-903	39	37	a	a	DET
iajs-903	39	38	square	square	ADJ
iajs-903	39	39	matrix	matrix	NOUN
iajs-903	39	40	nn).[6	nn).[6	ADV
iajs-903	39	41	]	]	PUNCT
iajs-903	39	42	multiwavelet	multiwavelet	PROPN
iajs-903	39	43	transform	transform	VERB
iajs-903	39	44	multiwavelet	multiwavelet	PROPN
iajs-903	39	45	filter	filter	NOUN
iajs-903	39	46	banks	bank	NOUN
iajs-903	39	47	require	require	VERB
iajs-903	39	48	a	a	DET
iajs-903	39	49	vector	vector	NOUN
iajs-903	39	50	-	-	PUNCT
iajs-903	39	51	valued	value	VERB
iajs-903	39	52	input	input	NOUN
iajs-903	39	53	signal	signal	NOUN
iajs-903	39	54	.	.	PUNCT
iajs-903	40	1	there	there	PRON
iajs-903	40	2	is	be	VERB
iajs-903	40	3	a	a	DET
iajs-903	40	4	number	number	NOUN
iajs-903	40	5	of	of	ADP
iajs-903	40	6	ways	way	NOUN
iajs-903	40	7	to	to	PART
iajs-903	40	8	produce	produce	VERB
iajs-903	40	9	such	such	DET
iajs-903	40	10	a	a	DET
iajs-903	40	11	signal	signal	NOUN
iajs-903	40	12	for	for	ADP
iajs-903	40	13	2	2	NUM
iajs-903	40	14	-	-	PUNCT
iajs-903	40	15	d	d	NOUN
iajs-903	40	16	signal	signal	ADJ
iajs-903	40	17	image	image	NOUN
iajs-903	40	18	data	datum	NOUN
iajs-903	40	19	.	.	PUNCT
iajs-903	41	1	one	one	NUM
iajs-903	41	2	of	of	ADP
iajs-903	41	3	the	the	DET
iajs-903	41	4	methods	method	NOUN
iajs-903	41	5	is	be	AUX
iajs-903	41	6	to	to	PART
iajs-903	41	7	sp	sp	AUX
iajs-903	41	8	lit	light	VERB
iajs-903	41	9	first	first	ADV
iajs-903	41	10	each	each	DET
iajs-903	41	11	row	row	NOUN
iajs-903	41	12	or	or	CCONJ
iajs-903	41	13	column	column	NOUN
iajs-903	41	14	into	into	ADP
iajs-903	41	15	two	two	NUM
iajs-903	41	16	half	half	ADJ
iajs-903	41	17	-	-	PUNCT
iajs-903	41	18	length	length	NOUN
iajs-903	41	19	signals	signal	NOUN
iajs-903	41	20	,	,	PUNCT
iajs-903	41	21	and	and	CCONJ
iajs-903	41	22	then	then	ADV
iajs-903	41	23	use	use	VERB
iajs-903	41	24	these	these	DET
iajs-903	41	25	two	two	NUM
iajs-903	41	26	half	half	NOUN
iajs-903	41	27	signals	signal	NOUN
iajs-903	41	28	as	as	SCONJ
iajs-903	41	29	the	the	DET
iajs-903	41	30	channel	channel	NOUN
iajs-903	41	31	inputs	input	VERB
iajs-903	41	32	into	into	ADP
iajs-903	41	33	the	the	DET
iajs-903	41	34	multi	multi	NOUN
iajs-903	41	35	-	-	NOUN
iajs-903	41	36	filter	filter	NOUN
iajs-903	41	37	.	.	PUNCT
iajs-903	42	1	a	a	DET
iajs-903	42	2	native	native	ADJ
iajs-903	42	3	approach	approach	NOUN
iajs-903	42	4	is	be	AUX
iajs-903	42	5	to	to	PART
iajs-903	42	6	simply	simply	ADV
iajs-903	42	7	take	take	VERB
iajs-903	42	8	the	the	DET
iajs-903	42	9	odd	odd	ADJ
iajs-903	42	10	samples	sample	NOUN
iajs-903	42	11	for	for	ADP
iajs-903	42	12	one	one	NUM
iajs-903	42	13	signal	signal	NOUN
iajs-903	42	14	and	and	CCONJ
iajs-903	42	15	the	the	DET
iajs-903	42	16	even	even	ADJ
iajs-903	42	17	samples	sample	NOUN
iajs-903	42	18	for	for	ADP
iajs-903	42	19	the	the	DET
iajs-903	42	20	second	second	ADJ
iajs-903	42	21	signal	signal	NOUN
iajs-903	42	22	.	.	PUNCT
iajs-903	43	1	as	as	SCONJ
iajs-903	43	2	strela	strela	NOUN
iajs-903	43	3	points	point	VERB
iajs-903	43	4	out	out	ADP
iajs-903	43	5	(	(	PUNCT
iajs-903	43	6	strela	strela	NOUN
iajs-903	43	7	,	,	PUNCT
iajs-903	43	8	1996	1996	NUM
iajs-903	43	9	)	)	PUNCT
iajs-903	43	10	,	,	PUNCT
iajs-903	44	1	[	[	X
iajs-903	44	2	4	4	NUM
iajs-903	44	3	]	]	PUNCT
iajs-903	44	4	.	.	PUNCT
iajs-903	45	1	this	this	DET
iajs-903	45	2	approach	approach	NOUN
iajs-903	45	3	does	do	AUX
iajs-903	45	4	not	not	PART
iajs-903	45	5	work	work	VERB
iajs-903	45	6	well	well	ADV
iajs-903	45	7	because	because	SCONJ
iajs-903	45	8	it	it	PRON
iajs-903	45	9	destroys	destroy	VERB
iajs-903	45	10	the	the	DET
iajs-903	45	11	assumed	assumed	ADJ
iajs-903	45	12	characteristics	characteristic	NOUN
iajs-903	45	13	of	of	ADP
iajs-903	45	14	the	the	DET
iajs-903	45	15	input	input	NOUN
iajs-903	45	16	signal	signal	NOUN
iajs-903	45	17	.	.	PUNCT
iajs-903	46	1	it	it	PRON
iajs-903	46	2	is	be	AUX
iajs-903	46	3	generally	generally	ADV
iajs-903	46	4	presumed	presume	VERB
iajs-903	46	5	that	that	SCONJ
iajs-903	46	6	image	image	NOUN
iajs-903	46	7	data	datum	NOUN
iajs-903	46	8	will	will	AUX
iajs-903	46	9	be	be	AUX
iajs-903	46	10	locally	locally	ADV
iajs-903	46	11	well	well	ADV
iajs-903	46	12	-	-	PUNCT
iajs-903	46	13	approximated	approximate	VERB
iajs-903	46	14	by	by	ADP
iajs-903	46	15	low	low	ADJ
iajs-903	46	16	-	-	PUNCT
iajs-903	46	17	order	order	NOUN
iajs-903	46	18	polynomials	polynomial	NOUN
iajs-903	46	19	,	,	PUNCT
iajs-903	46	20	usually	usually	ADV
iajs-903	46	21	constant	constant	ADJ
iajs-903	46	22	,	,	PUNCT
iajs-903	46	23	linear	linear	ADJ
iajs-903	46	24	or	or	CCONJ
iajs-903	46	25	quadratic	quadratic	ADJ
iajs-903	46	26	.	.	PUNCT
iajs-903	47	1	the	the	DET
iajs-903	47	2	high	high	ADJ
iajs-903	47	3	pass	pass	NOUN
iajs-903	47	4	filters	filter	NOUN
iajs-903	47	5	are	be	AUX
iajs-903	47	6	designed	design	VERB
iajs-903	47	7	to	to	PART
iajs-903	47	8	give	give	VERB
iajs-903	47	9	a	a	DET
iajs-903	47	10	uniformly	uniformly	ADJ
iajs-903	47	11	zero	zero	NUM
iajs-903	47	12	output	output	NOUN
iajs-903	47	13	when	when	SCONJ
iajs-903	47	14	the	the	DET
iajs-903	47	15	input	input	NOUN
iajs-903	47	16	has	have	VERB
iajs-903	47	17	this	this	DET
iajs-903	47	18	form	form	NOUN
iajs-903	47	19	.	.	PUNCT
iajs-903	48	1	taking	take	VERB
iajs-903	48	2	alternative	alternative	ADJ
iajs-903	48	3	data	datum	NOUN
iajs-903	48	4	points	point	NOUN
iajs-903	48	5	as	as	SCONJ
iajs-903	48	6	the	the	DET
iajs-903	48	7	filter	filter	NOUN
iajs-903	48	8	input	input	NOUN
iajs-903	48	9	alters	alter	VERB
iajs-903	48	10	the	the	DET
iajs-903	48	11	character	character	NOUN
iajs-903	48	12	of	of	ADP
iajs-903	48	13	the	the	DET
iajs-903	48	14	input	input	NOUN
iajs-903	48	15	signal	signal	NOUN
iajs-903	48	16	.	.	PUNCT
iajs-903	49	1	hence	hence	ADV
iajs-903	49	2	the	the	DET
iajs-903	49	3	filter	filter	NOUN
iajs-903	49	4	output	output	NOUN
iajs-903	49	5	will	will	AUX
iajs-903	49	6	no	no	ADV
iajs-903	49	7	longer	long	ADV
iajs-903	49	8	be	be	AUX
iajs-903	49	9	forced	force	VERB
iajs-903	49	10	to	to	ADP
iajs-903	49	11	zero	zero	NUM
iajs-903	49	12	,	,	PUNCT
iajs-903	49	13	reducing	reduce	VERB
iajs-903	49	14	compression	compression	NOUN
iajs-903	49	15	performance	performance	NOUN
iajs-903	49	16	.	.	PUNCT
iajs-903	50	1	around	around	ADP
iajs-903	50	2	this	this	DET
iajs-903	50	3	problem	problem	NOUN
iajs-903	50	4	:	:	PUNCT
iajs-903	50	5	one	one	NUM
iajs-903	50	6	may	may	AUX
iajs-903	50	7	first	first	ADV
iajs-903	50	8	pre	pre	VERB
iajs-903	50	9	-	-	VERB
iajs-903	50	10	filter	filter	VERB
iajs-903	50	11	the	the	DET
iajs-903	50	12	two	two	NUM
iajs-903	50	13	-	-	PUNCT
iajs-903	50	14	half	half	NOUN
iajs-903	50	15	length	length	NOUN
iajs-903	50	16	signals	signal	NOUN
iajs-903	50	17	before	before	ADP
iajs-903	50	18	passing	pass	VERB
iajs-903	50	19	them	they	PRON
iajs-903	50	20	into	into	ADP
iajs-903	50	21	the	the	DET
iajs-903	50	22	multi	multi	ADJ
iajs-903	50	23	-	-	NOUN
iajs-903	50	24	filter	filter	ADJ
iajs-903	50	25	.	.	PUNCT
iajs-903	51	1	discrete	discrete	VERB
iajs-903	51	2	multiwavelet	multiwavelet	PROPN
iajs-903	51	3	transform	transform	NOUN
iajs-903	51	4	using	use	VERB
iajs-903	51	5	a	a	DET
iajs-903	51	6	criticallysampled	criticallysample	VERB
iajs-903	51	7	scheme	scheme	NOUN
iajs-903	51	8	of	of	ADP
iajs-903	51	9	preprocessing	preprocesse	VERB
iajs-903	51	10	2nd	2nd	ADJ
iajs-903	51	11	norm	norm	NOUN
iajs-903	51	12	approximation	approximation	NOUN
iajs-903	51	13	)	)	PUNCT
iajs-903	51	14	by	by	ADP
iajs-903	51	15	using	use	VERB
iajs-903	51	16	this	this	DET
iajs-903	51	17	method	method	NOUN
iajs-903	51	18	of	of	ADP
iajs-903	51	19	preprocessing	preprocessing	NOUN
iajs-903	51	20	(	(	PUNCT
iajs-903	51	21	approximation	approximation	NOUN
iajs-903	51	22	-	-	PUNCT
iajs-903	51	23	based	base	VERB
iajs-903	51	24	scheme	scheme	NOUN
iajs-903	51	25	of	of	ADP
iajs-903	51	26	preprocessing	preprocessing	NOUN
iajs-903	51	27	)	)	PUNCT
iajs-903	51	28	,	,	PUNCT
iajs-903	51	29	the	the	DET
iajs-903	51	30	dmwt	dmwt	NOUN
iajs-903	51	31	matrix	matrix	NOUN
iajs-903	51	32	has	have	VERB
iajs-903	51	33	the	the	DET
iajs-903	51	34	same	same	ADJ
iajs-903	51	35	dimensions	dimension	NOUN
iajs-903	51	36	of	of	ADP
iajs-903	51	37	the	the	DET
iajs-903	51	38	input	input	NOUN
iajs-903	51	39	image	image	NOUN
iajs-903	51	40	which	which	PRON
iajs-903	51	41	should	should	AUX
iajs-903	51	42	be	be	AUX
iajs-903	51	43	a	a	DET
iajs-903	51	44	square	square	ADJ
iajs-903	51	45	matrix	matrix	NOUN
iajs-903	51	46	nn	nn	NOUN
iajs-903	51	47	where	where	SCONJ
iajs-903	51	48	n	n	PRON
iajs-903	51	49	must	must	AUX
iajs-903	51	50	be	be	AUX
iajs-903	51	51	power	power	NOUN
iajs-903	51	52	of	of	ADP
iajs-903	51	53	2.[2][8	2.[2][8	PROPN
iajs-903	51	54	]	]	PUNCT
iajs-903	51	55	transformation	transformation	NOUN
iajs-903	51	56	matrix	matrix	NOUN
iajs-903	51	57	dimensions	dimension	NOUN
iajs-903	51	58	which	which	PRON
iajs-903	51	59	should	should	AUX
iajs-903	51	60	be	be	AUX
iajs-903	51	61	equal	equal	ADJ
iajs-903	51	62	to	to	ADP
iajs-903	51	63	image	image	NOUN
iajs-903	51	64	dimensions	dimension	NOUN
iajs-903	51	65	after	after	ADP
iajs-903	51	66	preprocessing	preprocesse	VERB
iajs-903	51	67	will	will	AUX
iajs-903	51	68	be	be	AUX
iajs-903	51	69	nn	nn	NOUN
iajs-903	51	70	for	for	ADP
iajs-903	51	71	a	a	DET
iajs-903	51	72	criticallysampled	criticallysample	VERB
iajs-903	51	73	scheme	scheme	NOUN
iajs-903	51	74	of	of	ADP
iajs-903	51	75	preprocessing	preprocessing	NOUN
iajs-903	51	76	.	.	PUNCT
iajs-903	52	1	a	a	DET
iajs-903	52	2	computer	computer	NOUN
iajs-903	52	3	test	test	NOUN
iajs-903	52	4	:	:	PUNCT
iajs-903	52	5	a	a	DET
iajs-903	52	6	general	general	ADJ
iajs-903	52	7	computer	computer	NOUN
iajs-903	52	8	program	program	NOUN
iajs-903	52	9	computing	compute	VERB
iajs-903	52	10	a	a	DET
iajs-903	52	11	single	single	ADJ
iajs-903	52	12	-	-	PUNCT
iajs-903	52	13	level	level	NOUN
iajs-903	52	14	dm	dm	NOUN
iajs-903	52	15	wt	wt	NOUN
iajs-903	52	16	using	use	VERB
iajs-903	52	17	a	a	DET
iajs-903	52	18	critical	critical	ADV
iajs-903	52	19	-	-	PUNCT
iajs-903	52	20	sampled	sample	VERB
iajs-903	52	21	scheme	scheme	NOUN
iajs-903	52	22	of	of	ADP
iajs-903	52	23	preprocessing	preprocessing	NOUN
iajs-903	52	24	(	(	PUNCT
iajs-903	52	25	2nd	2nd	ADJ
iajs-903	52	26	norm	norm	NOUN
iajs-903	52	27	approximation	approximation	NOUN
iajs-903	52	28	)	)	PUNCT
iajs-903	52	29	are	be	AUX
iajs-903	52	30	written	write	VERB
iajs-903	52	31	using	use	VERB
iajs-903	52	32	visual	visual	ADJ
iajs-903	52	33	basic	basic	ADJ
iajs-903	52	34	v.6.0	v.6.0	NOUN
iajs-903	52	35	for	for	ADP
iajs-903	52	36	a	a	DET
iajs-903	52	37	general	general	ADJ
iajs-903	52	38	nn	nn	NOUN
iajs-903	52	39	image	image	NOUN
iajs-903	52	40	as	as	SCONJ
iajs-903	52	41	shown	show	VERB
iajs-903	52	42	in	in	ADP
iajs-903	52	43	figure	figure	NOUN
iajs-903	52	44	(	(	PUNCT
iajs-903	52	45	1	1	NUM
iajs-903	52	46	)	)	PUNCT
iajs-903	52	47	.	.	PUNCT
iajs-903	53	1	ihjpas	ihjpa	VERB
iajs-903	53	2	ibn	ibn	PROPN
iajs-903	53	3	alhaitham	alhaitham	PROPN
iajs-903	54	1	j.	j.	PROPN
iajs-903	55	1	fo	fo	ADP
iajs-903	55	2	r	r	NOUN
iajs-903	55	3	pure	pure	ADJ
iajs-903	55	4	&	&	CCONJ
iajs-903	55	5	appl	appl	PROPN
iajs-903	55	6	.	.	PUNCT
iajs-903	56	1	sc	sc	PROPN
iajs-903	56	2	i.	i.	PROPN
iajs-903	56	3	vo	vo	PROPN
iajs-903	56	4	l.23	l.23	PROPN
iajs-903	56	5	(	(	PUNCT
iajs-903	56	6	3	3	NUM
iajs-903	56	7	)	)	PUNCT
iajs-903	56	8	2010	2010	NUM
iajs-903	56	9	mean	mean	NOUN
iajs-903	56	10	filter	filter	NOUN
iajs-903	56	11	:	:	PUNCT
iajs-903	56	12	mean	mean	VERB
iajs-903	56	13	filtering	filtering	NOUN
iajs-903	56	14	is	be	AUX
iajs-903	56	15	a	a	DET
iajs-903	56	16	simple	simple	ADJ
iajs-903	56	17	,	,	PUNCT
iajs-903	56	18	intuitive	intuitive	ADJ
iajs-903	56	19	and	and	CCONJ
iajs-903	56	20	easy	easy	ADJ
iajs-903	56	21	to	to	PART
iajs-903	56	22	implement	implement	VERB
iajs-903	56	23	method	method	NOUN
iajs-903	56	24	of	of	ADP
iajs-903	56	25	smoothing	smooth	VERB
iajs-903	56	26	images	image	NOUN
iajs-903	56	27	,	,	PUNCT
iajs-903	56	28	i.e.	i.e.	X
iajs-903	56	29	reducing	reduce	VERB
iajs-903	56	30	the	the	DET
iajs-903	56	31	amount	amount	NOUN
iajs-903	56	32	of	of	ADP
iajs-903	56	33	intensity	intensity	NOUN
iajs-903	56	34	variation	variation	NOUN
iajs-903	56	35	between	between	ADP
iajs-903	56	36	one	one	NUM
iajs-903	56	37	pixel	pixel	NOUN
iajs-903	56	38	and	and	CCONJ
iajs-903	56	39	the	the	DET
iajs-903	56	40	next	next	ADJ
iajs-903	56	41	.	.	PUNCT
iajs-903	57	1	it	it	PRON
iajs-903	57	2	is	be	AUX
iajs-903	57	3	often	often	ADV
iajs-903	57	4	used	use	VERB
iajs-903	57	5	to	to	PART
iajs-903	57	6	reduce	reduce	VERB
iajs-903	57	7	noise	noise	NOUN
iajs-903	57	8	in	in	ADP
iajs-903	57	9	images.[11	images.[11	NOUN
iajs-903	57	10	]	]	X
iajs-903	57	11	how	how	SCONJ
iajs-903	57	12	it	it	PRON
iajs-903	57	13	works	work	VERB
iajs-903	57	14	:	:	PUNCT
iajs-903	57	15	the	the	DET
iajs-903	57	16	idea	idea	NOUN
iajs-903	57	17	of	of	ADP
iajs-903	57	18	mean	mean	ADJ
iajs-903	57	19	filtering	filtering	NOUN
iajs-903	57	20	is	be	AUX
iajs-903	57	21	simply	simply	ADV
iajs-903	57	22	to	to	PART
iajs-903	57	23	replace	replace	VERB
iajs-903	57	24	each	each	DET
iajs-903	57	25	pixel	pixel	NOUN
iajs-903	57	26	value	value	NOUN
iajs-903	57	27	in	in	ADP
iajs-903	57	28	an	an	DET
iajs-903	57	29	image	image	NOUN
iajs-903	57	30	with	with	ADP
iajs-903	57	31	the	the	DET
iajs-903	57	32	mean	mean	NOUN
iajs-903	57	33	(	(	PUNCT
iajs-903	57	34	`	`	PUNCT
iajs-903	57	35	average	average	ADJ
iajs-903	57	36	'	'	PUNCT
iajs-903	57	37	)	)	PUNCT
iajs-903	57	38	value	value	NOUN
iajs-903	57	39	of	of	ADP
iajs-903	57	40	its	its	PRON
iajs-903	57	41	neighbors	neighbor	NOUN
iajs-903	57	42	,	,	PUNCT
iajs-903	57	43	including	include	VERB
iajs-903	57	44	itself	itself	PRON
iajs-903	57	45	.	.	PUNCT
iajs-903	58	1	this	this	PRON
iajs-903	58	2	has	have	VERB
iajs-903	58	3	the	the	DET
iajs-903	58	4	effect	effect	NOUN
iajs-903	58	5	of	of	ADP
iajs-903	58	6	eliminating	eliminate	VERB
iajs-903	58	7	pixel	pixel	ADJ
iajs-903	58	8	values	value	NOUN
iajs-903	58	9	which	which	PRON
iajs-903	58	10	are	be	AUX
iajs-903	58	11	unrepresentative	unrepresentative	ADJ
iajs-903	58	12	of	of	ADP
iajs-903	58	13	their	their	PRON
iajs-903	58	14	surroundings	surrounding	NOUN
iajs-903	58	15	.	.	PUNCT
iajs-903	59	1	m	m	VERB
iajs-903	59	2	ean	ean	NOUN
iajs-903	59	3	filtering	filtering	NOUN
iajs-903	59	4	is	be	AUX
iajs-903	59	5	usually	usually	ADV
iajs-903	59	6	thought	think	VERB
iajs-903	59	7	of	of	ADP
iajs-903	59	8	as	as	ADP
iajs-903	59	9	a	a	DET
iajs-903	59	10	convolution	convolution	NOUN
iajs-903	59	11	filter	filter	NOUN
iajs-903	59	12	.	.	PUNCT
iajs-903	60	1	like	like	ADP
iajs-903	60	2	other	other	ADJ
iajs-903	60	3	convolutions	convolution	NOUN
iajs-903	60	4	it	it	PRON
iajs-903	60	5	is	be	AUX
iajs-903	60	6	based	base	VERB
iajs-903	60	7	around	around	ADP
iajs-903	60	8	a	a	DET
iajs-903	60	9	kernel	kernel	NOUN
iajs-903	60	10	,	,	PUNCT
iajs-903	60	11	which	which	PRON
iajs-903	60	12	represents	represent	VERB
iajs-903	60	13	the	the	DET
iajs-903	60	14	shape	shape	NOUN
iajs-903	60	15	and	and	CCONJ
iajs-903	60	16	size	size	NOUN
iajs-903	60	17	of	of	ADP
iajs-903	60	18	the	the	DET
iajs-903	60	19	neighborhood	neighborhood	NOUN
iajs-903	60	20	to	to	PART
iajs-903	60	21	be	be	AUX
iajs-903	60	22	sampled	sample	VERB
iajs-903	60	23	when	when	SCONJ
iajs-903	60	24	calculating	calculate	VERB
iajs-903	60	25	the	the	DET
iajs-903	60	26	mean	mean	NOUN
iajs-903	60	27	.	.	PUNCT
iajs-903	61	1	often	often	ADV
iajs-903	61	2	a	a	DET
iajs-903	61	3	3×3	3×3	NUM
iajs-903	61	4	square	square	ADJ
iajs-903	61	5	kernel	kernel	NOUN
iajs-903	61	6	is	be	AUX
iajs-903	61	7	used	use	VERB
iajs-903	61	8	,	,	PUNCT
iajs-903	61	9	as	as	SCONJ
iajs-903	61	10	shown	show	VERB
iajs-903	61	11	in	in	ADP
iajs-903	61	12	figure	figure	NOUN
iajs-903	61	13	1	1	NUM
iajs-903	61	14	,	,	PUNCT
iajs-903	61	15	although	although	SCONJ
iajs-903	61	16	larger	large	ADJ
iajs-903	61	17	kernels	kernel	NOUN
iajs-903	61	18	(	(	PUNCT
iajs-903	61	19	e.g.	e.g.	ADV
iajs-903	61	20	5×5	5×5	NUM
iajs-903	61	21	squares	square	NOUN
iajs-903	61	22	)	)	PUNCT
iajs-903	61	23	can	can	AUX
iajs-903	61	24	be	be	AUX
iajs-903	61	25	used	use	VERB
iajs-903	61	26	for	for	ADP
iajs-903	61	27	more	more	ADV
iajs-903	61	28	severe	severe	ADJ
iajs-903	61	29	smoothing	smoothing	NOUN
iajs-903	61	30	.	.	PUNCT
iajs-903	62	1	(	(	PUNCT
iajs-903	62	2	note	note	VERB
iajs-903	62	3	that	that	SCONJ
iajs-903	62	4	a	a	DET
iajs-903	62	5	small	small	ADJ
iajs-903	62	6	kernel	kernel	NOUN
iajs-903	62	7	can	can	AUX
iajs-903	62	8	be	be	AUX
iajs-903	62	9	applied	apply	VERB
iajs-903	62	10	more	more	ADV
iajs-903	62	11	than	than	ADP
iajs-903	62	12	once	once	ADV
iajs-903	62	13	in	in	ADP
iajs-903	62	14	order	order	NOUN
iajs-903	62	15	to	to	PART
iajs-903	62	16	produce	produce	VERB
iajs-903	62	17	a	a	DET
iajs-903	62	18	similar	similar	ADJ
iajs-903	62	19	but	but	CCONJ
iajs-903	62	20	not	not	PART
iajs-903	62	21	identical	identical	ADJ
iajs-903	62	22	effect	effect	NOUN
iajs-903	62	23	as	as	ADP
iajs-903	62	24	a	a	DET
iajs-903	62	25	single	single	ADJ
iajs-903	62	26	pass	pass	NOUN
iajs-903	62	27	with	with	ADP
iajs-903	62	28	a	a	DET
iajs-903	62	29	large	large	ADJ
iajs-903	62	30	kernel.)[12	kernel.)[12	NOUN
iajs-903	62	31	]	]	X
iajs-903	62	32	3×3	3×3	NUM
iajs-903	62	33	averaging	average	VERB
iajs-903	62	34	kernel	kernel	NOUN
iajs-903	62	35	often	often	ADV
iajs-903	62	36	used	use	VERB
iajs-903	62	37	in	in	ADP
iajs-903	62	38	mean	mean	ADJ
iajs-903	62	39	filtering	filtering	NOUN
iajs-903	62	40	computing	compute	VERB
iajs-903	62	41	the	the	DET
iajs-903	62	42	straightforward	straightforward	ADJ
iajs-903	62	43	convolution	convolution	NOUN
iajs-903	62	44	of	of	ADP
iajs-903	62	45	an	an	DET
iajs-903	62	46	image	image	NOUN
iajs-903	62	47	with	with	ADP
iajs-903	62	48	this	this	DET
iajs-903	62	49	kernel	kernel	NOUN
iajs-903	62	50	carries	carry	VERB
iajs-903	62	51	out	out	ADP
iajs-903	62	52	the	the	DET
iajs-903	62	53	mean	mean	ADJ
iajs-903	62	54	filtering	filtering	NOUN
iajs-903	62	55	process	process	NOUN
iajs-903	62	56	.	.	PUNCT
iajs-903	63	1	mean	mean	VERB
iajs-903	63	2	filtering	filtering	NOUN
iajs-903	63	3	is	be	AUX
iajs-903	63	4	most	most	ADV
iajs-903	63	5	commonly	commonly	ADV
iajs-903	63	6	used	use	VERB
iajs-903	63	7	as	as	ADP
iajs-903	63	8	a	a	DET
iajs-903	63	9	simple	simple	ADJ
iajs-903	63	10	method	method	NOUN
iajs-903	63	11	for	for	ADP
iajs-903	63	12	reducing	reduce	VERB
iajs-903	63	13	noise	noise	NOUN
iajs-903	63	14	in	in	ADP
iajs-903	63	15	an	an	DET
iajs-903	63	16	image	image	NOUN
iajs-903	63	17	.	.	PUNCT
iajs-903	64	1	in	in	ADP
iajs-903	64	2	general	general	ADJ
iajs-903	64	3	the	the	DET
iajs-903	64	4	mean	mean	ADJ
iajs-903	64	5	filter	filter	NOUN
iajs-903	64	6	acts	act	VERB
iajs-903	64	7	as	as	ADP
iajs-903	64	8	a	a	DET
iajs-903	64	9	low	low	ADJ
iajs-903	64	10	pass	pass	NOUN
iajs-903	64	11	frequency	frequency	NOUN
iajs-903	64	12	filter	filter	NOUN
iajs-903	64	13	and	and	CCONJ
iajs-903	64	14	,	,	PUNCT
iajs-903	64	15	therefore	therefore	ADV
iajs-903	64	16	,	,	PUNCT
iajs-903	64	17	reduces	reduce	VERB
iajs-903	64	18	the	the	DET
iajs-903	64	19	spatial	spatial	ADJ
iajs-903	64	20	intensity	intensity	NOUN
iajs-903	64	21	derivatives	derivative	NOUN
iajs-903	64	22	present	present	ADJ
iajs-903	64	23	in	in	ADP
iajs-903	64	24	the	the	DET
iajs-903	64	25	image.[12	image.[12	PROPN
iajs-903	64	26	]	]	X
iajs-903	64	27	a	a	DET
iajs-903	64	28	technique	technique	NOUN
iajs-903	64	29	for	for	ADP
iajs-903	64	30	image	image	NOUN
iajs-903	64	31	enhancement	enhancement	NOUN
iajs-903	64	32	using	use	VERB
iajs-903	64	33	dmwt	dmwt	NOUN
iajs-903	64	34	and	and	CCONJ
iajs-903	64	35	dwt	dwt	VERB
iajs-903	64	36	with	with	ADP
iajs-903	64	37	smoothing	smooth	VERB
iajs-903	64	38	in	in	ADP
iajs-903	64	39	this	this	DET
iajs-903	64	40	section	section	NOUN
iajs-903	64	41	,	,	PUNCT
iajs-903	64	42	a	a	DET
iajs-903	64	43	new	new	ADJ
iajs-903	64	44	technique	technique	NOUN
iajs-903	64	45	is	be	AUX
iajs-903	64	46	proposed	propose	VERB
iajs-903	64	47	for	for	ADP
iajs-903	64	48	image	image	NOUN
iajs-903	64	49	enhancement	enhancement	NOUN
iajs-903	64	50	using	use	VERB
iajs-903	64	51	one	one	NUM
iajs-903	64	52	smoothing	smooth	VERB
iajs-903	64	53	filter	filter	NOUN
iajs-903	64	54	of	of	ADP
iajs-903	64	55	type	type	NOUN
iajs-903	64	56	mean	mean	NOUN
iajs-903	64	57	filter	filter	NOUN
iajs-903	64	58	which	which	PRON
iajs-903	64	59	is	be	AUX
iajs-903	64	60	applied	apply	VERB
iajs-903	64	61	two	two	NUM
iajs-903	64	62	times	time	NOUN
iajs-903	64	63	on	on	ADP
iajs-903	64	64	some	some	DET
iajs-903	64	65	parts	part	NOUN
iajs-903	64	66	of	of	ADP
iajs-903	64	67	the	the	DET
iajs-903	64	68	processed	process	VERB
iajs-903	64	69	image	image	NOUN
iajs-903	64	70	with	with	ADP
iajs-903	64	71	a	a	DET
iajs-903	64	72	combination	combination	NOUN
iajs-903	64	73	between	between	ADP
iajs-903	64	74	dm	dm	PROPN
iajs-903	64	75	wt	wt	NOUN
iajs-903	64	76	and	and	CCONJ
iajs-903	64	77	dwt	dwt	NOUN
iajs-903	64	78	,	,	PUNCT
iajs-903	64	79	as	as	SCONJ
iajs-903	64	80	shown	show	VERB
iajs-903	64	81	in	in	ADP
iajs-903	64	82	the	the	DET
iajs-903	64	83	figure	figure	NOUN
iajs-903	64	84	(	(	PUNCT
iajs-903	64	85	3).the	3).the	DET
iajs-903	64	86	steps	step	NOUN
iajs-903	64	87	of	of	ADP
iajs-903	64	88	the	the	DET
iajs-903	64	89	proposed	propose	VERB
iajs-903	64	90	method	method	NOUN
iajs-903	64	91	are	be	AUX
iajs-903	64	92	as	as	SCONJ
iajs-903	64	93	follows	follow	VERB
iajs-903	64	94	:	:	PUNCT
iajs-903	64	95	1	1	X
iajs-903	64	96	.	.	NUM
iajs-903	64	97	apply	apply	VERB
iajs-903	64	98	multiwavelet	multiwavelet	ADJ
iajs-903	64	99	transformation	transformation	NOUN
iajs-903	64	100	on	on	ADP
iajs-903	64	101	the	the	DET
iajs-903	64	102	input	input	NOUN
iajs-903	64	103	image	image	NOUN
iajs-903	64	104	,	,	PUNCT
iajs-903	64	105	as	as	SCONJ
iajs-903	64	106	shown	show	VERB
iajs-903	64	107	in	in	ADP
iajs-903	64	108	figure	figure	NOUN
iajs-903	64	109	(	(	PUNCT
iajs-903	64	110	3	3	NUM
iajs-903	64	111	-	-	PUNCT
iajs-903	64	112	a	a	NOUN
iajs-903	64	113	)	)	PUNCT
iajs-903	64	114	.	.	PUNCT
iajs-903	65	1	2	2	X
iajs-903	65	2	.	.	X
iajs-903	65	3	apply	apply	VERB
iajs-903	65	4	mean	mean	NOUN
iajs-903	65	5	filter	filter	NOUN
iajs-903	65	6	on	on	ADP
iajs-903	65	7	specific	specific	ADJ
iajs-903	65	8	parts	part	NOUN
iajs-903	65	9	(	(	PUNCT
iajs-903	65	10	high	high	ADJ
iajs-903	65	11	pass	pass	NOUN
iajs-903	65	12	components	component	NOUN
iajs-903	65	13	)	)	PUNCT
iajs-903	65	14	of	of	ADP
iajs-903	65	15	the	the	DET
iajs-903	65	16	resultant	resultant	NOUN
iajs-903	65	17	image	image	NOUN
iajs-903	65	18	(	(	PUNCT
iajs-903	65	19	l1h1	l1h1	NOUN
iajs-903	65	20	,	,	PUNCT
iajs-903	65	21	l1h2	l1h2	NOUN
iajs-903	65	22	,	,	PUNCT
iajs-903	65	23	l2h1	l2h1	NOUN
iajs-903	65	24	,	,	PUNCT
iajs-903	65	25	l2h2	l2h2	PROPN
iajs-903	65	26	,	,	PUNCT
iajs-903	65	27	h1l1	h1l1	NOUN
iajs-903	65	28	,	,	PUNCT
iajs-903	65	29	h1l2	h1l2	NOUN
iajs-903	65	30	,	,	PUNCT
iajs-903	65	31	h1h1	h1h1	NOUN
iajs-903	65	32	,	,	PUNCT
iajs-903	65	33	h1h2	h1h2	NOUN
iajs-903	65	34	,	,	PUNCT
iajs-903	65	35	h2l1	h2l1	PROPN
iajs-903	65	36	,	,	PUNCT
iajs-903	65	37	h2l2	h2l2	NOUN
iajs-903	65	38	,	,	PUNCT
iajs-903	65	39	h2h1	h2h1	NOUN
iajs-903	65	40	,	,	PUNCT
iajs-903	65	41	h2h2	h2h2	PROPN
iajs-903	65	42	)	)	PUNCT
iajs-903	65	43	,	,	PUNCT
iajs-903	65	44	as	as	SCONJ
iajs-903	65	45	shown	show	VERB
iajs-903	65	46	in	in	ADP
iajs-903	65	47	figure	figure	NOUN
iajs-903	65	48	(	(	PUNCT
iajs-903	65	49	3	3	NUM
iajs-903	65	50	-	-	SYM
iajs-903	65	51	b	b	NOUN
iajs-903	65	52	)	)	PUNCT
iajs-903	65	53	,	,	PUNCT
iajs-903	65	54	and	and	CCONJ
iajs-903	65	55	leave	leave	VERB
iajs-903	65	56	the	the	DET
iajs-903	65	57	low	low	ADJ
iajs-903	65	58	-	-	PUNCT
iajs-903	65	59	pass	pass	NOUN
iajs-903	65	60	components	component	NOUN
iajs-903	65	61	as	as	SCONJ
iajs-903	65	62	it	it	PRON
iajs-903	65	63	is	be	AUX
iajs-903	65	64	which	which	PRON
iajs-903	65	65	is	be	AUX
iajs-903	65	66	used	use	VERB
iajs-903	65	67	in	in	ADP
iajs-903	65	68	the	the	DET
iajs-903	65	69	next	next	ADJ
iajs-903	65	70	step	step	NOUN
iajs-903	65	71	.	.	PUNCT
iajs-903	66	1	h1h1	h1h1	X
iajs-903	67	1	l1l1	l1l1	ADV
iajs-903	67	2	l2l1	l2l1	X
iajs-903	67	3	h1l1	h1l1	ADJ
iajs-903	67	4	h2l1	h2l1	PROPN
iajs-903	68	1	l1l2	l1l2	ADJ
iajs-903	68	2	l2l2	l2l2	PROPN
iajs-903	68	3	h2h1	h2h1	NOUN
iajs-903	68	4	l2h1	l2h1	NOUN
iajs-903	68	5	h2h2	h2h2	X
iajs-903	68	6	h1h2	h1h2	X
iajs-903	68	7	l2h2	l2h2	VERB
iajs-903	68	8	l1h2	l1h2	PART
iajs-903	68	9	l1h1	l1h1	NOUN
iajs-903	68	10	h1l2	h1l2	NOUN
iajs-903	68	11	h2l2	h2l2	PROPN
iajs-903	68	12	ihjpas	ihjpa	VERB
iajs-903	68	13	ibn	ibn	PROPN
iajs-903	68	14	alhaitham	alhaitham	PROPN
iajs-903	68	15	j.	j.	PROPN
iajs-903	69	1	fo	fo	ADP
iajs-903	69	2	r	r	NOUN
iajs-903	69	3	pure	pure	ADJ
iajs-903	69	4	&	&	CCONJ
iajs-903	69	5	appl	appl	PROPN
iajs-903	69	6	.	.	PUNCT
iajs-903	70	1	sc	sc	PROPN
iajs-903	70	2	i.	i.	PROPN
iajs-903	70	3	vo	vo	PROPN
iajs-903	70	4	l.23	l.23	PROPN
iajs-903	70	5	(	(	PUNCT
iajs-903	70	6	3	3	NUM
iajs-903	70	7	)	)	PUNCT
iajs-903	70	8	2010	2010	NUM
iajs-903	70	9	3	3	NUM
iajs-903	70	10	.	.	PUNCT
iajs-903	70	11	obtain	obtain	VERB
iajs-903	70	12	the	the	DET
iajs-903	70	13	wavelet	wavelet	NOUN
iajs-903	70	14	transformation	transformation	NOUN
iajs-903	70	15	coefficients	coefficient	NOUN
iajs-903	70	16	for	for	ADP
iajs-903	70	17	each	each	DET
iajs-903	70	18	part	part	NOUN
iajs-903	70	19	of	of	ADP
iajs-903	70	20	the	the	DET
iajs-903	70	21	low	low	ADJ
iajs-903	70	22	-	-	PUNCT
iajs-903	70	23	pass	pass	NOUN
iajs-903	70	24	components	component	NOUN
iajs-903	70	25	(	(	PUNCT
iajs-903	70	26	l1h1	l1h1	X
iajs-903	70	27	,	,	PUNCT
iajs-903	70	28	l1l2	l1l2	ADJ
iajs-903	70	29	,	,	PUNCT
iajs-903	70	30	l2l1	l2l1	PROPN
iajs-903	70	31	,	,	PUNCT
iajs-903	70	32	l2l2	l2l2	PROPN
iajs-903	70	33	)	)	PUNCT
iajs-903	70	34	,	,	PUNCT
iajs-903	70	35	as	as	SCONJ
iajs-903	70	36	shown	show	VERB
iajs-903	70	37	in	in	ADP
iajs-903	70	38	figure	figure	NOUN
iajs-903	70	39	(	(	PUNCT
iajs-903	70	40	3	3	NUM
iajs-903	70	41	-	-	SYM
iajs-903	70	42	c	c	NOUN
iajs-903	70	43	)	)	PUNCT
iajs-903	70	44	.	.	PUNCT
iajs-903	71	1	each	each	DET
iajs-903	71	2	part	part	NOUN
iajs-903	71	3	will	will	AUX
iajs-903	71	4	give	give	VERB
iajs-903	71	5	four	four	NUM
iajs-903	71	6	sub	sub	NOUN
iajs-903	71	7	-	-	NOUN
iajs-903	71	8	band	band	NOUN
iajs-903	71	9	(	(	PUNCT
iajs-903	71	10	ll	ll	NOUN
iajs-903	71	11	,	,	PUNCT
iajs-903	71	12	lh	lh	PROPN
iajs-903	71	13	,	,	PUNCT
iajs-903	71	14	hl	hl	NOUN
iajs-903	71	15	,	,	PUNCT
iajs-903	71	16	hh	hh	PROPN
iajs-903	71	17	)	)	PUNCT
iajs-903	71	18	as	as	SCONJ
iajs-903	71	19	shown	show	VERB
iajs-903	71	20	below	below	ADP
iajs-903	71	21	:	:	PUNCT
iajs-903	71	22	4.each	4.each	NUM
iajs-903	71	23	part	part	NOUN
iajs-903	71	24	will	will	AUX
iajs-903	71	25	be	be	AUX
iajs-903	71	26	processed	process	VERB
iajs-903	71	27	as	as	ADP
iajs-903	71	28	the	the	DET
iajs-903	71	29	previous	previous	ADJ
iajs-903	71	30	way	way	NOUN
iajs-903	71	31	then	then	ADV
iajs-903	71	32	repeat	repeat	VERB
iajs-903	71	33	step	step	NOUN
iajs-903	71	34	(	(	PUNCT
iajs-903	71	35	2	2	NUM
iajs-903	71	36	)	)	PUNCT
iajs-903	71	37	on	on	ADP
iajs-903	71	38	the	the	DET
iajs-903	71	39	resultant	resultant	NOUN
iajs-903	71	40	highpass	highpass	NOUN
iajs-903	71	41	components	component	NOUN
iajs-903	71	42	only	only	ADV
iajs-903	71	43	(	(	PUNCT
iajs-903	71	44	l1h1	l1h1	NOUN
iajs-903	71	45	,	,	PUNCT
iajs-903	71	46	l1h2	l1h2	NOUN
iajs-903	71	47	,	,	PUNCT
iajs-903	71	48	l2h1,l2h2	l2h1,l2h2	PROPN
iajs-903	71	49	,	,	PUNCT
iajs-903	71	50	h1l1	h1l1	NOUN
iajs-903	71	51	,	,	PUNCT
iajs-903	71	52	h1l2	h1l2	NOUN
iajs-903	71	53	,	,	PUNCT
iajs-903	71	54	h1h1	h1h1	NOUN
iajs-903	71	55	,	,	PUNCT
iajs-903	71	56	h1h2	h1h2	NOUN
iajs-903	71	57	,	,	PUNCT
iajs-903	71	58	h2l1	h2l1	PROPN
iajs-903	71	59	,	,	PUNCT
iajs-903	71	60	h2l2	h2l2	NOUN
iajs-903	71	61	,	,	PUNCT
iajs-903	71	62	h2h1	h2h1	NOUN
iajs-903	71	63	,	,	PUNCT
iajs-903	71	64	h2h2	h2h2	PUNCT
iajs-903	71	65	)	)	PUNCT
iajs-903	71	66	by	by	ADP
iajs-903	71	67	applying	apply	VERB
iajs-903	71	68	mean	mean	NOUN
iajs-903	71	69	filter	filter	NOUN
iajs-903	71	70	on	on	ADP
iajs-903	71	71	that	that	DET
iajs-903	71	72	components	component	NOUN
iajs-903	71	73	and	and	CCONJ
iajs-903	71	74	leave	leave	VERB
iajs-903	71	75	the	the	DET
iajs-903	71	76	low	low	ADJ
iajs-903	71	77	-	-	PUNCT
iajs-903	71	78	pass	pass	NOUN
iajs-903	71	79	components	component	NOUN
iajs-903	71	80	,	,	PUNCT
iajs-903	71	81	as	as	SCONJ
iajs-903	71	82	shown	show	VERB
iajs-903	71	83	in	in	ADP
iajs-903	71	84	figure	figure	NOUN
iajs-903	71	85	(	(	PUNCT
iajs-903	71	86	3	3	NUM
iajs-903	71	87	-	-	SYM
iajs-903	71	88	d	d	NOUN
iajs-903	71	89	)	)	PUNCT
iajs-903	71	90	.	.	PUNCT
iajs-903	72	1	5.inverse	5.inverse	NUM
iajs-903	72	2	the	the	DET
iajs-903	72	3	wavelet	wavelet	NOUN
iajs-903	72	4	transformation	transformation	NOUN
iajs-903	72	5	coefficients	coefficient	NOUN
iajs-903	72	6	,	,	PUNCT
iajs-903	72	7	as	as	SCONJ
iajs-903	72	8	shown	show	VERB
iajs-903	72	9	in	in	ADP
iajs-903	72	10	figure	figure	NOUN
iajs-903	72	11	(	(	PUNCT
iajs-903	72	12	3	3	NUM
iajs-903	72	13	-	-	SYM
iajs-903	72	14	e	e	NOUN
iajs-903	72	15	)	)	PUNCT
iajs-903	72	16	6.inverse	6.inverse	NUM
iajs-903	72	17	the	the	DET
iajs-903	72	18	multiwavelet	multiwavelet	PROPN
iajs-903	72	19	transformation	transformation	NOUN
iajs-903	72	20	coefficients	coefficient	NOUN
iajs-903	72	21	of	of	ADP
iajs-903	72	22	the	the	DET
iajs-903	72	23	resultant	resultant	NOUN
iajs-903	72	24	image	image	NOUN
iajs-903	72	25	from	from	ADP
iajs-903	72	26	the	the	DET
iajs-903	72	27	previous	previous	ADJ
iajs-903	72	28	step	step	NOUN
iajs-903	72	29	two	two	NUM
iajs-903	72	30	times	time	NOUN
iajs-903	72	31	to	to	PART
iajs-903	72	32	get	get	VERB
iajs-903	72	33	the	the	DET
iajs-903	72	34	reconstructed	reconstructed	ADJ
iajs-903	72	35	image	image	NOUN
iajs-903	72	36	,	,	PUNCT
iajs-903	72	37	as	as	SCONJ
iajs-903	72	38	shown	show	VERB
iajs-903	72	39	in	in	ADP
iajs-903	72	40	figure	figure	NOUN
iajs-903	72	41	(	(	PUNCT
iajs-903	72	42	3	3	NUM
iajs-903	72	43	-	-	SYM
iajs-903	72	44	f	f	NOUN
iajs-903	72	45	)	)	PUNCT
iajs-903	72	46	.	.	PUNCT
iajs-903	73	1	figure	figure	NOUN
iajs-903	73	2	(	(	PUNCT
iajs-903	73	3	2	2	NUM
iajs-903	73	4	)	)	PUNCT
iajs-903	73	5	will	will	AUX
iajs-903	73	6	illustrate	illustrate	VERB
iajs-903	73	7	the	the	DET
iajs-903	73	8	fill	fill	NOUN
iajs-903	73	9	block	block	NOUN
iajs-903	73	10	diagram	diagram	NOUN
iajs-903	73	11	for	for	ADP
iajs-903	73	12	the	the	DET
iajs-903	73	13	proposed	propose	VERB
iajs-903	73	14	algorithm	algorithm	NOUN
iajs-903	73	15	.	.	PUNCT
iajs-903	74	1	evaluation	evaluation	NOUN
iajs-903	74	2	tests	test	VERB
iajs-903	74	3	the	the	DET
iajs-903	74	4	goal	goal	NOUN
iajs-903	74	5	of	of	ADP
iajs-903	74	6	this	this	DET
iajs-903	74	7	system	system	NOUN
iajs-903	74	8	is	be	AUX
iajs-903	74	9	to	to	PART
iajs-903	74	10	enhance	enhance	VERB
iajs-903	74	11	a	a	DET
iajs-903	74	12	color	color	NOUN
iajs-903	74	13	image	image	NOUN
iajs-903	74	14	(	(	PUNCT
iajs-903	74	15	using	use	VERB
iajs-903	74	16	the	the	DET
iajs-903	74	17	bmp	bmp	NOUN
iajs-903	74	18	image	image	NOUN
iajs-903	74	19	format	format	NOUN
iajs-903	74	20	)	)	PUNCT
iajs-903	74	21	.	.	PUNCT
iajs-903	75	1	bmp	bmp	PROPN
iajs-903	75	2	(	(	PUNCT
iajs-903	75	3	bitmap	bitmap	NOUN
iajs-903	75	4	)	)	PUNCT
iajs-903	75	5	file	file	NOUN
iajs-903	75	6	format	format	NOUN
iajs-903	75	7	is	be	AUX
iajs-903	75	8	used	use	VERB
iajs-903	75	9	for	for	ADP
iajs-903	75	10	bitmap	bitmap	NOUN
iajs-903	75	11	graphics	graphic	NOUN
iajs-903	75	12	on	on	ADP
iajs-903	75	13	the	the	DET
iajs-903	75	14	window	window	NOUN
iajs-903	75	15	platform	platform	NOUN
iajs-903	75	16	only.[10	only.[10	PROPN
iajs-903	75	17	]	]	PUNCT
iajs-903	75	18	unlike	unlike	ADP
iajs-903	75	19	other	other	ADJ
iajs-903	75	20	file	file	NOUN
iajs-903	75	21	format	format	NOUN
iajs-903	75	22	,	,	PUNCT
iajs-903	75	23	which	which	PRON
iajs-903	75	24	stores	store	VERB
iajs-903	75	25	image	image	NOUN
iajs-903	75	26	data	datum	NOUN
iajs-903	75	27	from	from	ADP
iajs-903	75	28	top	top	NOUN
iajs-903	75	29	to	to	ADP
iajs-903	75	30	bottom	bottom	NOUN
iajs-903	75	31	and	and	CCONJ
iajs-903	75	32	pixels	pixel	NOUN
iajs-903	75	33	in	in	ADP
iajs-903	75	34	red	red	ADJ
iajs-903	75	35	,	,	PUNCT
iajs-903	75	36	green	green	ADJ
iajs-903	75	37	,	,	PUNCT
iajs-903	75	38	blue	blue	ADJ
iajs-903	75	39	order	order	NOUN
iajs-903	75	40	,	,	PUNCT
iajs-903	75	41	the	the	DET
iajs-903	75	42	bmp	bmp	PROPN
iajs-903	75	43	forma	forma	PROPN
iajs-903	75	44	stores	store	NOUN
iajs-903	75	45	image	image	NOUN
iajs-903	75	46	data	datum	NOUN
iajs-903	75	47	from	from	ADP
iajs-903	75	48	bottom	bottom	NOUN
iajs-903	75	49	to	to	PART
iajs-903	75	50	top	top	VERB
iajs-903	75	51	an	an	DET
iajs-903	75	52	pixels	pixel	NOUN
iajs-903	75	53	in	in	ADP
iajs-903	75	54	blue	blue	ADJ
iajs-903	75	55	,	,	PUNCT
iajs-903	75	56	green	green	ADJ
iajs-903	75	57	,	,	PUNCT
iajs-903	75	58	red	red	ADJ
iajs-903	75	59	order	order	NOUN
iajs-903	75	60	.	.	PUNCT
iajs-903	76	1	this	this	PRON
iajs-903	76	2	means	mean	VERB
iajs-903	76	3	that	that	SCONJ
iajs-903	76	4	if	if	SCONJ
iajs-903	76	5	memory	memory	NOUN
iajs-903	76	6	is	be	AUX
iajs-903	76	7	tight	tight	ADJ
iajs-903	76	8	,	,	PUNCT
iajs-903	76	9	bmp	bmp	PROPN
iajs-903	76	10	graphics	graphic	NOUN
iajs-903	76	11	will	will	AUX
iajs-903	76	12	sometimes	sometimes	ADV
iajs-903	76	13	appear	appear	VERB
iajs-903	76	14	drawn	draw	VERB
iajs-903	76	15	from	from	ADP
iajs-903	76	16	bottom	bottom	NOUN
iajs-903	76	17	to	to	ADP
iajs-903	76	18	top	top	NOUN
iajs-903	76	19	.	.	PUNCT
iajs-903	77	1	bmp	bmp	ADJ
iajs-903	77	2	files	file	NOUN
iajs-903	77	3	are	be	AUX
iajs-903	77	4	usually	usually	ADV
iajs-903	77	5	very	very	ADV
iajs-903	77	6	large	large	ADJ
iajs-903	77	7	,	,	PUNCT
iajs-903	77	8	and	and	CCONJ
iajs-903	77	9	when	when	SCONJ
iajs-903	77	10	saving	save	VERB
iajs-903	77	11	a	a	DET
iajs-903	77	12	file	file	NOUN
iajs-903	77	13	of	of	ADP
iajs-903	77	14	bmp	bmp	NOUN
iajs-903	77	15	format	format	NOUN
iajs-903	77	16	,	,	PUNCT
iajs-903	77	17	it	it	PRON
iajs-903	77	18	should	should	AUX
iajs-903	77	19	be	be	AUX
iajs-903	77	20	add	add	VERB
iajs-903	77	21	“	"	PUNCT
iajs-903	77	22	.bm	.bm	PUNCT
iajs-903	77	23	p	p	NOUN
iajs-903	77	24	”	"	PUNCT
iajs-903	77	25	files	file	NOUN
iajs-903	77	26	extension	extension	NOUN
iajs-903	77	27	to	to	ADP
iajs-903	77	28	the	the	DET
iajs-903	77	29	end	end	NOUN
iajs-903	77	30	of	of	ADP
iajs-903	77	31	its	its	PRON
iajs-903	77	32	file	file	NOUN
iajs-903	77	33	name	name	NOUN
iajs-903	77	34	.	.	PUNCT
iajs-903	78	1	depending	depend	VERB
iajs-903	78	2	on	on	ADP
iajs-903	78	3	the	the	DET
iajs-903	78	4	multiwavelet	multiwavelet	ADJ
iajs-903	78	5	transform	transform	NOUN
iajs-903	78	6	with	with	ADP
iajs-903	78	7	an	an	DET
iajs-903	78	8	enhancement	enhancement	NOUN
iajs-903	78	9	filter	filter	NOUN
iajs-903	78	10	(	(	PUNCT
iajs-903	78	11	mean	mean	NOUN
iajs-903	78	12	filter	filter	NOUN
iajs-903	78	13	)	)	PUNCT
iajs-903	78	14	.	.	PUNCT
iajs-903	79	1	the	the	DET
iajs-903	79	2	system	system	NOUN
iajs-903	79	3	is	be	AUX
iajs-903	79	4	designed	design	VERB
iajs-903	79	5	by	by	ADP
iajs-903	79	6	dividing	divide	VERB
iajs-903	79	7	into	into	ADP
iajs-903	79	8	three	three	NUM
iajs-903	79	9	main	main	ADJ
iajs-903	79	10	parts	part	NOUN
iajs-903	79	11	:	:	PUNCT
iajs-903	79	12			X
iajs-903	79	13	multiwavelet	multiwavelet	PROPN
iajs-903	79	14	transform	transform	VERB
iajs-903	79	15	way	way	NOUN
iajs-903	79	16	using	use	VERB
iajs-903	79	17	a	a	DET
iajs-903	79	18	critical	critical	ADV
iajs-903	79	19	-	-	PUNCT
iajs-903	79	20	sampled	sample	VERB
iajs-903	79	21	scheme	scheme	NOUN
iajs-903	79	22	of	of	ADP
iajs-903	79	23	preprocessing	preprocessing	NOUN
iajs-903	79	24	(	(	PUNCT
iajs-903	79	25	2	2	NUM
iajs-903	79	26	nd	nd	NOUN
iajs-903	79	27	norm	norm	NOUN
iajs-903	79	28	approximation	approximation	NOUN
iajs-903	79	29	)	)	PUNCT
iajs-903	80	1	and	and	CCONJ
iajs-903	80	2	it	it	PRON
iajs-903	80	3	's	be	AUX
iajs-903	80	4	inverse	inverse	NOUN
iajs-903	80	5	,	,	PUNCT
iajs-903	80	6	as	as	SCONJ
iajs-903	80	7	shown	show	VERB
iajs-903	80	8	in	in	ADP
iajs-903	80	9	figure	figure	NOUN
iajs-903	80	10	(	(	PUNCT
iajs-903	80	11	3	3	NUM
iajs-903	80	12	-	-	PUNCT
iajs-903	80	13	a	a	PRON
iajs-903	80	14	and	and	CCONJ
iajs-903	80	15	3	3	NUM
iajs-903	80	16	-	-	SYM
iajs-903	80	17	f	f	NOUN
iajs-903	80	18	)	)	PUNCT
iajs-903	80	19	.	.	PUNCT
iajs-903	81	1			PROPN
iajs-903	81	2	wavelet	wavelet	NOUN
iajs-903	81	3	transforms	transform	VERB
iajs-903	81	4	way	way	NOUN
iajs-903	81	5	and	and	CCONJ
iajs-903	81	6	its	its	PRON
iajs-903	81	7	inverse	inverse	NOUN
iajs-903	81	8	,	,	PUNCT
iajs-903	81	9	as	as	SCONJ
iajs-903	81	10	shown	show	VERB
iajs-903	81	11	in	in	ADP
iajs-903	81	12	figure	figure	NOUN
iajs-903	81	13	(	(	PUNCT
iajs-903	81	14	3	3	NUM
iajs-903	81	15	-	-	SYM
iajs-903	81	16	c	c	NOUN
iajs-903	81	17	and	and	CCONJ
iajs-903	81	18	3	3	NUM
iajs-903	81	19	-	-	SYM
iajs-903	81	20	e	e	NOUN
iajs-903	81	21	)	)	PUNCT
iajs-903	81	22	.	.	PUNCT
iajs-903	82	1			NOUN
iajs-903	83	1	smoothing	smooth	VERB
iajs-903	83	2	filter	filter	NOUN
iajs-903	83	3	which	which	PRON
iajs-903	83	4	is	be	AUX
iajs-903	83	5	applied	apply	VERB
iajs-903	83	6	two	two	NUM
iajs-903	83	7	times	time	NOUN
iajs-903	83	8	,	,	PUNCT
iajs-903	83	9	as	as	SCONJ
iajs-903	83	10	shown	show	VERB
iajs-903	83	11	in	in	ADP
iajs-903	83	12	figure	figure	NOUN
iajs-903	83	13	(	(	PUNCT
iajs-903	83	14	3	3	NUM
iajs-903	83	15	-	-	SYM
iajs-903	83	16	b	b	NOUN
iajs-903	83	17	and	and	CCONJ
iajs-903	83	18	3	3	NUM
iajs-903	83	19	-	-	SYM
iajs-903	83	20	d	d	NOUN
iajs-903	83	21	)	)	PUNCT
iajs-903	83	22	.	.	PUNCT
iajs-903	84	1	the	the	DET
iajs-903	84	2	running	running	NOUN
iajs-903	84	3	of	of	ADP
iajs-903	84	4	this	this	DET
iajs-903	84	5	technique	technique	NOUN
iajs-903	84	6	is	be	AUX
iajs-903	84	7	shown	show	VERB
iajs-903	84	8	in	in	ADP
iajs-903	84	9	figure	figure	NOUN
iajs-903	84	10	(	(	PUNCT
iajs-903	84	11	3	3	NUM
iajs-903	84	12	)	)	PUNCT
iajs-903	84	13	.	.	PUNCT
iajs-903	85	1	conclusion	conclusion	NOUN
iajs-903	85	2	this	this	DET
iajs-903	85	3	paper	paper	NOUN
iajs-903	85	4	mixed	mix	VERB
iajs-903	85	5	two	two	NUM
iajs-903	85	6	transforms	transform	VERB
iajs-903	85	7	wavelets	wavelet	NOUN
iajs-903	85	8	and	and	CCONJ
iajs-903	85	9	multiwavelet	multiwavelet	PROPN
iajs-903	85	10	uses	use	NOUN
iajs-903	85	11	to	to	PART
iajs-903	85	12	obtain	obtain	VERB
iajs-903	85	13	enhancement	enhancement	NOUN
iajs-903	85	14	image	image	NOUN
iajs-903	85	15	.	.	PUNCT
iajs-903	86	1	wavelets	wavelet	NOUN
iajs-903	86	2	are	be	AUX
iajs-903	86	3	a	a	DET
iajs-903	86	4	useful	useful	ADJ
iajs-903	86	5	tool	tool	NOUN
iajs-903	86	6	for	for	ADP
iajs-903	86	7	signal	signal	NOUN
iajs-903	86	8	processing	processing	NOUN
iajs-903	86	9	applications	application	NOUN
iajs-903	86	10	such	such	ADJ
iajs-903	86	11	as	as	ADP
iajs-903	86	12	image	image	NOUN
iajs-903	86	13	compression	compression	NOUN
iajs-903	86	14	,	,	PUNCT
iajs-903	86	15	enhancement	enhancement	NOUN
iajs-903	86	16	,	,	PUNCT
iajs-903	86	17	and	and	CCONJ
iajs-903	86	18	denoising.[1	denoising.[1	NOUN
iajs-903	86	19	]	]	PUNCT
iajs-903	86	20	until	until	SCONJ
iajs-903	86	21	recently	recently	ADV
iajs-903	86	22	,	,	PUNCT
iajs-903	86	23	only	only	ADV
iajs-903	86	24	scalar	scalar	ADJ
iajs-903	86	25	wavelets	wavelet	NOUN
iajs-903	86	26	were	be	AUX
iajs-903	86	27	known	know	VERB
iajs-903	86	28	:	:	PUNCT
iajs-903	86	29	wavelets	wavelet	NOUN
iajs-903	86	30	h1h1	h1h1	PUNCT
iajs-903	86	31	l1l1	l1l1	X
iajs-903	86	32	l2l1	l2l1	X
iajs-903	86	33	h1l1	h1l1	ADJ
iajs-903	87	1	h2l1	h2l1	PROPN
iajs-903	88	1	l1l2	l1l2	ADJ
iajs-903	88	2	l2l2	l2l2	PROPN
iajs-903	88	3	h2h1	h2h1	NOUN
iajs-903	88	4	l2h1	l2h1	NOUN
iajs-903	88	5	h2h2	h2h2	X
iajs-903	88	6	h1h2	h1h2	X
iajs-903	88	7	l2h2	l2h2	VERB
iajs-903	88	8	l1h2	l1h2	ADP
iajs-903	88	9	l1h1	l1h1	NOUN
iajs-903	88	10	h1l2	h1l2	NOUN
iajs-903	88	11	h2l2	h2l2	INTJ
iajs-903	88	12	ll	ll	AUX
iajs-903	88	13	lh	lh	PROPN
iajs-903	88	14	hh	hh	PROPN
iajs-903	88	15	hl	hl	NOUN
iajs-903	88	16	ll	ll	AUX
iajs-903	88	17	lh	lh	PROPN
iajs-903	88	18	hh	hh	PROPN
iajs-903	89	1	hl	hl	NOUN
iajs-903	90	1	ll	ll	AUX
iajs-903	90	2	lh	lh	PROPN
iajs-903	90	3	hh	hh	PROPN
iajs-903	90	4	hl	hl	NOUN
iajs-903	90	5	ll	ll	AUX
iajs-903	90	6	lh	lh	PROPN
iajs-903	90	7	hh	hh	PROPN
iajs-903	91	1	hl	hl	PROPN
iajs-903	91	2	ihjpas	ihjpa	VERB
iajs-903	91	3	ibn	ibn	PROPN
iajs-903	91	4	alhaitham	alhaitham	PROPN
iajs-903	91	5	j.	j.	PROPN
iajs-903	92	1	fo	fo	ADP
iajs-903	92	2	r	r	NOUN
iajs-903	92	3	pure	pure	ADJ
iajs-903	92	4	&	&	CCONJ
iajs-903	92	5	appl	appl	PROPN
iajs-903	92	6	.	.	PUNCT
iajs-903	93	1	sc	sc	PROPN
iajs-903	93	2	i.	i.	PROPN
iajs-903	93	3	vo	vo	PROPN
iajs-903	93	4	l.23	l.23	PROPN
iajs-903	93	5	(	(	PUNCT
iajs-903	93	6	3	3	NUM
iajs-903	93	7	)	)	PUNCT
iajs-903	93	8	2010	2010	NUM
iajs-903	93	9	generated	generate	VERB
iajs-903	93	10	by	by	ADP
iajs-903	93	11	one	one	NUM
iajs-903	93	12	scaling	scale	VERB
iajs-903	93	13	function	function	NOUN
iajs-903	93	14	.	.	PUNCT
iajs-903	94	1	but	but	CCONJ
iajs-903	94	2	one	one	PRON
iajs-903	94	3	can	can	AUX
iajs-903	94	4	imagine	imagine	VERB
iajs-903	94	5	a	a	DET
iajs-903	94	6	situation	situation	NOUN
iajs-903	94	7	when	when	SCONJ
iajs-903	94	8	there	there	PRON
iajs-903	94	9	is	be	VERB
iajs-903	94	10	more	more	ADJ
iajs-903	94	11	than	than	ADP
iajs-903	94	12	one	one	NUM
iajs-903	94	13	scaling	scale	VERB
iajs-903	94	14	function	function	NOUN
iajs-903	94	15	.	.	PUNCT
iajs-903	95	1	this	this	PRON
iajs-903	95	2	leads	lead	VERB
iajs-903	95	3	to	to	ADP
iajs-903	95	4	the	the	DET
iajs-903	95	5	notion	notion	NOUN
iajs-903	95	6	of	of	ADP
iajs-903	95	7	multiwavelet	multiwavelet	NOUN
iajs-903	95	8	,	,	PUNCT
iajs-903	95	9	which	which	PRON
iajs-903	95	10	have	have	VERB
iajs-903	95	11	several	several	ADJ
iajs-903	95	12	advantages	advantage	NOUN
iajs-903	95	13	in	in	ADP
iajs-903	95	14	comparison	comparison	NOUN
iajs-903	95	15	to	to	ADP
iajs-903	95	16	scalar	scalar	ADJ
iajs-903	95	17	wavelets	wavelet	NOUN
iajs-903	95	18	.	.	PUNCT
iajs-903	96	1	such	such	ADJ
iajs-903	96	2	features	feature	NOUN
iajs-903	96	3	as	as	ADP
iajs-903	96	4	short	short	ADJ
iajs-903	96	5	support	support	NOUN
iajs-903	96	6	,	,	PUNCT
iajs-903	96	7	orthogonality	orthogonality	NOUN
iajs-903	96	8	,	,	PUNCT
iajs-903	96	9	symmetry	symmetry	NOUN
iajs-903	96	10	,	,	PUNCT
iajs-903	96	11	and	and	CCONJ
iajs-903	96	12	vanishing	vanish	VERB
iajs-903	96	13	moments	moment	NOUN
iajs-903	96	14	are	be	AUX
iajs-903	96	15	known	know	VERB
iajs-903	96	16	to	to	PART
iajs-903	96	17	be	be	AUX
iajs-903	96	18	important	important	ADJ
iajs-903	96	19	in	in	ADP
iajs-903	96	20	signal	signal	NOUN
iajs-903	96	21	processing.[5	processing.[5	NOUN
iajs-903	96	22	]	]	PUNCT
iajs-903	96	23	a	a	DET
iajs-903	96	24	scalar	scalar	ADJ
iajs-903	96	25	wavelet	wavelet	NOUN
iajs-903	96	26	can	can	AUX
iajs-903	96	27	not	not	PART
iajs-903	96	28	possess	possess	VERB
iajs-903	96	29	all	all	DET
iajs-903	96	30	these	these	DET
iajs-903	96	31	properties	property	NOUN
iajs-903	96	32	at	at	ADP
iajs-903	96	33	the	the	DET
iajs-903	96	34	same	same	ADJ
iajs-903	96	35	time	time	NOUN
iajs-903	96	36	.	.	PUNCT
iajs-903	97	1	on	on	ADP
iajs-903	97	2	the	the	DET
iajs-903	97	3	other	other	ADJ
iajs-903	97	4	hand	hand	NOUN
iajs-903	97	5	,	,	PUNCT
iajs-903	97	6	a	a	DET
iajs-903	97	7	multiwavelet	multiwavelet	ADJ
iajs-903	97	8	system	system	NOUN
iajs-903	97	9	can	can	AUX
iajs-903	97	10	simultaneously	simultaneously	ADV
iajs-903	97	11	provide	provide	VERB
iajs-903	97	12	perfect	perfect	ADJ
iajs-903	97	13	reconstruction	reconstruction	NOUN
iajs-903	97	14	while	while	SCONJ
iajs-903	97	15	preserving	preserve	VERB
iajs-903	97	16	length	length	NOUN
iajs-903	97	17	(	(	PUNCT
iajs-903	97	18	orthogonality	orthogonality	NOUN
iajs-903	97	19	)	)	PUNCT
iajs-903	97	20	,	,	PUNCT
iajs-903	97	21	good	good	ADJ
iajs-903	97	22	performance	performance	NOUN
iajs-903	97	23	at	at	ADP
iajs-903	97	24	the	the	DET
iajs-903	97	25	boundaries	boundary	NOUN
iajs-903	97	26	(	(	PUNCT
iajs-903	97	27	via	via	ADP
iajs-903	97	28	linear	linear	ADJ
iajs-903	97	29	-	-	PUNCT
iajs-903	97	30	phase	phase	NOUN
iajs-903	97	31	symmetry	symmetry	NOUN
iajs-903	97	32	)	)	PUNCT
iajs-903	97	33	,	,	PUNCT
iajs-903	97	34	and	and	CCONJ
iajs-903	97	35	a	a	DET
iajs-903	97	36	high	high	ADJ
iajs-903	97	37	order	order	NOUN
iajs-903	97	38	of	of	ADP
iajs-903	97	39	approximation	approximation	NOUN
iajs-903	97	40	(	(	PUNCT
iajs-903	97	41	vanishing	vanish	VERB
iajs-903	97	42	moments	moment	NOUN
iajs-903	97	43	)	)	PUNCT
iajs-903	97	44	.	.	PUNCT
iajs-903	98	1	thus	thus	ADV
iajs-903	98	2	multiwavelet	multiwavelet	PROPN
iajs-903	98	3	offers	offer	VERB
iajs-903	98	4	the	the	DET
iajs-903	98	5	possibility	possibility	NOUN
iajs-903	98	6	of	of	ADP
iajs-903	98	7	superior	superior	ADJ
iajs-903	98	8	performance	performance	NOUN
iajs-903	98	9	for	for	ADP
iajs-903	98	10	image	image	NOUN
iajs-903	98	11	processing	processing	NOUN
iajs-903	98	12	applications	application	NOUN
iajs-903	98	13	,	,	PUNCT
iajs-903	98	14	compared	compare	VERB
iajs-903	98	15	with	with	ADP
iajs-903	98	16	scalar	scalar	ADJ
iajs-903	98	17	wavelets	wavelet	NOUN
iajs-903	98	18	.	.	PUNCT
iajs-903	99	1	during	during	ADP
iajs-903	99	2	a	a	DET
iajs-903	99	3	single	single	ADJ
iajs-903	99	4	level	level	NOUN
iajs-903	99	5	of	of	ADP
iajs-903	99	6	decomposition	decomposition	NOUN
iajs-903	99	7	of	of	ADP
iajs-903	99	8	an	an	DET
iajs-903	99	9	image	image	NOUN
iajs-903	99	10	using	use	VERB
iajs-903	99	11	a	a	DET
iajs-903	99	12	scalar	scalar	ADJ
iajs-903	99	13	wavelet	wavelet	NOUN
iajs-903	99	14	,	,	PUNCT
iajs-903	99	15	the	the	DET
iajs-903	99	16	two	two	NUM
iajs-903	99	17	-	-	PUNCT
iajs-903	99	18	dimensional	dimensional	ADJ
iajs-903	99	19	data	datum	NOUN
iajs-903	99	20	is	be	AUX
iajs-903	99	21	replaced	replace	VERB
iajs-903	99	22	with	with	ADP
iajs-903	99	23	four	four	NUM
iajs-903	99	24	blocks	block	NOUN
iajs-903	99	25	.	.	PUNCT
iajs-903	100	1	these	these	DET
iajs-903	100	2	blocks	block	NOUN
iajs-903	100	3	correspond	correspond	VERB
iajs-903	100	4	to	to	ADP
iajs-903	100	5	the	the	DET
iajs-903	100	6	sub	sub	NOUN
iajs-903	100	7	-	-	NOUN
iajs-903	100	8	bands	band	NOUN
iajs-903	100	9	that	that	PRON
iajs-903	100	10	represent	represent	VERB
iajs-903	100	11	either	either	CCONJ
iajs-903	100	12	lowpass	lowpass	ADJ
iajs-903	100	13	filtering	filtering	NOUN
iajs-903	100	14	or	or	CCONJ
iajs-903	100	15	high	high	ADJ
iajs-903	100	16	-	-	PUNCT
iajs-903	100	17	pass	pass	NOUN
iajs-903	100	18	filtering	filtering	NOUN
iajs-903	100	19	in	in	ADP
iajs-903	100	20	each	each	DET
iajs-903	100	21	direction	direction	NOUN
iajs-903	100	22	.	.	PUNCT
iajs-903	101	1	the	the	DET
iajs-903	101	2	procedure	procedure	NOUN
iajs-903	101	3	for	for	ADP
iajs-903	101	4	wavelet	wavelet	NOUN
iajs-903	101	5	decomposition	decomposition	NOUN
iajs-903	101	6	consists	consist	VERB
iajs-903	101	7	of	of	ADP
iajs-903	101	8	consecutive	consecutive	ADJ
iajs-903	101	9	operations	operation	NOUN
iajs-903	101	10	on	on	ADP
iajs-903	101	11	rows	row	NOUN
iajs-903	101	12	and	and	CCONJ
iajs-903	101	13	columns	column	NOUN
iajs-903	101	14	of	of	ADP
iajs-903	101	15	the	the	DET
iajs-903	101	16	two	two	NUM
iajs-903	101	17	dimensional	dimensional	ADJ
iajs-903	101	18	data	datum	NOUN
iajs-903	101	19	.	.	PUNCT
iajs-903	102	1	from	from	ADP
iajs-903	102	2	this	this	DET
iajs-903	102	3	paper	paper	NOUN
iajs-903	102	4	above	above	ADP
iajs-903	102	5	we	we	PRON
iajs-903	102	6	study	study	VERB
iajs-903	102	7	and	and	CCONJ
iajs-903	102	8	conclude	conclude	VERB
iajs-903	102	9	that	that	SCONJ
iajs-903	102	10	gated	gate	VERB
iajs-903	102	11	image	image	NOUN
iajs-903	102	12	passes	pass	NOUN
iajs-903	102	13	throw	throw	VERB
iajs-903	102	14	many	many	ADJ
iajs-903	102	15	steps	step	NOUN
iajs-903	102	16	of	of	ADP
iajs-903	102	17	enhancement	enhancement	NOUN
iajs-903	102	18	.	.	PUNCT
iajs-903	103	1	every	every	DET
iajs-903	103	2	step	step	NOUN
iajs-903	103	3	increases	increase	VERB
iajs-903	103	4	the	the	DET
iajs-903	103	5	enhance	enhance	NOUN
iajs-903	103	6	of	of	ADP
iajs-903	103	7	the	the	DET
iajs-903	103	8	image	image	NOUN
iajs-903	103	9	.	.	PUNCT
iajs-903	104	1	references	reference	NOUN
iajs-903	104	2	1	1	NUM
iajs-903	104	3	.	.	PUNCT
iajs-903	105	1	mallat	mallat	PROPN
iajs-903	105	2	,	,	PUNCT
iajs-903	105	3	s.	s.	PROPN
iajs-903	105	4	(	(	PUNCT
iajs-903	105	5	1999	1999	NUM
iajs-903	105	6	)	)	PUNCT
iajs-903	105	7	“	"	PUNCT
iajs-903	105	8	a	a	DET
iajs-903	105	9	wavelet	wavelet	NOUN
iajs-903	105	10	tour	tour	NOUN
iajs-903	105	11	of	of	ADP
iajs-903	105	12	signal	signal	ADJ
iajs-903	105	13	processing	processing	NOUN
iajs-903	105	14	”	"	PUNCT
iajs-903	105	15	2nd	2nd	ADJ
iajs-903	105	16	ed	ed	NOUN
iajs-903	105	17	.	.	PUNCT
iajs-903	106	1	san	san	PROPN
iajs-903	106	2	diego	diego	PROPN
iajs-903	106	3	:	:	PUNCT
iajs-903	106	4	academic	academic	ADJ
iajs-903	106	5	press;pp.322	press;pp.322	PROPN
iajs-903	106	6	-	-	PUNCT
iajs-903	106	7	350	350	NUM
iajs-903	106	8	2	2	NUM
iajs-903	106	9	.	.	PUNCT
iajs-903	107	1	lu	lu	PROPN
iajs-903	107	2	,	,	PUNCT
iajs-903	107	3	m.	m.	NOUN
iajs-903	107	4	n.and	n.and	PRON
iajs-903	107	5	do	do	VERB
iajs-903	107	6	,	,	PUNCT
iajs-903	107	7	y.	y.	PROPN
iajs-903	107	8	(	(	PUNCT
iajs-903	107	9	2005	2005	NUM
iajs-903	107	10	)	)	PUNCT
iajs-903	107	11	“	"	PUNCT
iajs-903	107	12	a	a	DET
iajs-903	107	13	directional	directional	ADJ
iajs-903	107	14	extension	extension	NOUN
iajs-903	107	15	for	for	ADP
iajs-903	107	16	multidimensional	multidimensional	ADJ
iajs-903	107	17	wavelet	wavelet	NOUN
iajs-903	107	18	transforms	transform	VERB
iajs-903	107	19	”	"	PUNCT
iajs-903	107	20	,	,	PUNCT
iajs-903	107	21	ieee	ieee	NOUN
iajs-903	107	22	transactions	transaction	NOUN
iajs-903	107	23	on	on	ADP
iajs-903	107	24	image	image	NOUN
iajs-903	107	25	processing	processing	NOUN
iajs-903	107	26	,	,	PUNCT
iajs-903	107	27	submitted;.132	submitted;.132	NOUN
iajs-903	107	28	-	-	PUNCT
iajs-903	107	29	200	200	NUM
iajs-903	107	30	3	3	NUM
iajs-903	107	31	.	.	PUNCT
iajs-903	107	32	mariantonia	mariantonia	PROPN
iajs-903	107	33	cotronei	cotronei	PROPN
iajs-903	107	34	,	,	PUNCT
iajs-903	107	35	laura	laura	PROPN
iajs-903	107	36	,	,	PUNCT
iajs-903	107	37	b.	b.	PROPN
iajs-903	107	38	montefusco	montefusco	PROPN
iajs-903	107	39	,	,	PUNCT
iajs-903	107	40	and	and	CCONJ
iajs-903	107	41	luigia	luigia	PROPN
iajs-903	107	42	puccio	puccio	PROPN
iajs-903	107	43	,	,	PUNCT
iajs-903	107	44	(	(	PUNCT
iajs-903	107	45	1998	1998	NUM
iajs-903	107	46	)	)	PUNCT
iajs-903	107	47	,	,	PUNCT
iajs-903	107	48	multiwavelet	multiwavelet	ADJ
iajs-903	107	49	analysis	analysis	NOUN
iajs-903	107	50	and	and	CCONJ
iajs-903	107	51	signal	signal	NOUN
iajs-903	107	52	processing	processing	NOUN
iajs-903	107	53	”	"	PUNCT
iajs-903	107	54	,	,	PUNCT
iajs-903	107	55	ieee	ieee	NOUN
iajs-903	107	56	transactions	transaction	NOUN
iajs-903	107	57	on	on	ADP
iajs-903	107	58	circuits	circuit	NOUN
iajs-903	107	59	and	and	CCONJ
iajs-903	107	60	systems-2	systems-2	NUM
iajs-903	107	61	:	:	PUNCT
iajs-903	107	62	analog	analog	NOUN
iajs-903	107	63	and	and	CCONJ
iajs-903	107	64	digital	digital	ADJ
iajs-903	107	65	signal	signal	NOUN
iajs-903	107	66	processing	processing	NOUN
iajs-903	107	67	,	,	PUNCT
iajs-903	107	68	45(8	45(8	NOUN
iajs-903	107	69	)	)	PUNCT
iajs-903	107	70	4	4	NUM
iajs-903	107	71	.	.	X
iajs-903	108	1	thesis	thesis	NOUN
iajs-903	108	2	(	(	PUNCT
iajs-903	108	3	ph	ph	NOUN
iajs-903	108	4	.	.	NOUN
iajs-903	108	5	d.)-strela	d.)-strela	PROPN
iajs-903	108	6	.	.	PUNCT
iajs-903	109	1	(	(	PUNCT
iajs-903	109	2	1996	1996	NUM
iajs-903	109	3	)	)	PUNCT
iajs-903	109	4	massachusetts	massachusetts	PROPN
iajs-903	109	5	institute	institute	PROPN
iajs-903	109	6	of	of	ADP
iajs-903	109	7	technology	technology	PROPN
iajs-903	109	8	,	,	PUNCT
iajs-903	109	9	dept	dept	NOUN
iajs-903	109	10	.	.	PROPN
iajs-903	109	11	of	of	ADP
iajs-903	109	12	mathematics	mathematics	PROPN
iajs-903	109	13	5	5	NUM
iajs-903	109	14	.	.	PUNCT
iajs-903	110	1	strang	strang	PROPN
iajs-903	110	2	,	,	PUNCT
iajs-903	110	3	g.	g.	PROPN
iajs-903	110	4	and	and	CCONJ
iajs-903	110	5	ngyen	ngyen	NOUN
iajs-903	110	6	,	,	PUNCT
iajs-903	110	7	t.	t.	PROPN
iajs-903	110	8	(	(	PUNCT
iajs-903	110	9	1995	1995	NUM
iajs-903	110	10	)	)	PUNCT
iajs-903	110	11	.	.	PUNCT
iajs-903	111	1	“	"	PUNCT
iajs-903	111	2	wavelet	wavelet	NOUN
iajs-903	111	3	and	and	CCONJ
iajs-903	111	4	filter	filter	NOUN
iajs-903	111	5	banks	bank	NOUN
iajs-903	111	6	”	"	PUNCT
iajs-903	111	7	,	,	PUNCT
iajs-903	111	8	wellesley	wellesley	PROPN
iajs-903	111	9	,	,	PUNCT
iajs-903	111	10	ma	ma	PROPN
iajs-903	111	11	:	:	PUNCT
iajs-903	111	12	wellesley	wellesley	PROPN
iajs-903	111	13	-	-	PUNCT
iajs-903	111	14	cambridge	cambridge	PROPN
iajs-903	111	15	press.12	press.12	PROPN
iajs-903	111	16	-	-	NUM
iajs-903	111	17	50	50	NUM
iajs-903	111	18	6	6	NUM
iajs-903	111	19	.	.	PUNCT
iajs-903	112	1	lucchese	lucchese	PROPN
iajs-903	112	2	,	,	PUNCT
iajs-903	112	3	l.s	l.s	PROPN
iajs-903	112	4	.	.	PROPN
iajs-903	112	5	k.	k.	PROPN
iajs-903	112	6	;	;	PUNCT
iajs-903	112	7	mitre	mitre	PROPN
iajs-903	112	8	,	,	PUNCT
iajs-903	112	9	&	&	CCONJ
iajs-903	112	10	j.	j.	PROPN
iajs-903	112	11	muk	muk	PROPN
iajs-903	112	12	herjee	herjee	PROPN
iajs-903	112	13	,	,	PUNCT
iajs-903	112	14	(	(	PUNCT
iajs-903	112	15	2001),a	2001),a	NUM
iajs-903	112	16	new	new	ADJ
iajs-903	112	17	algorithm	algorithm	NOUN
iajs-903	112	18	based	base	VERB
iajs-903	112	19	on	on	ADP
iajs-903	112	20	saturation	saturation	NOUN
iajs-903	112	21	and	and	CCONJ
iajs-903	112	22	desideration	desideration	NOUN
iajs-903	112	23	in	in	ADP
iajs-903	112	24	the	the	DET
iajs-903	112	25	xychromati	xychromati	PROPN
iajs-903	112	26	city	city	PROPN
iajs-903	112	27	diagram	diagram	NOUN
iajs-903	112	28	for	for	ADP
iajs-903	112	29	enhancement	enhancement	NOUN
iajs-903	112	30	and	and	CCONJ
iajs-903	112	31	re	re	NOUN
iajs-903	112	32	-	-	NOUN
iajs-903	112	33	rendition	rendition	NOUN
iajs-903	112	34	of	of	ADP
iajs-903	112	35	cooler	cool	ADJ
iajs-903	112	36	images	image	NOUN
iajs-903	112	37	,	,	PUNCT
iajs-903	112	38	proc	proc	NOUN
iajs-903	112	39	.	.	PUNCT
iajs-903	113	1	8th	8th	ADJ
iajs-903	113	2	ieee	ieee	NOUN
iajs-903	113	3	conf	conf	NOUN
iajs-903	113	4	.	.	PUNCT
iajs-903	114	1	on	on	ADP
iajs-903	114	2	image	image	NOUN
iajs-903	114	3	processing	processing	NOUN
iajs-903	114	4	,	,	PUNCT
iajs-903	114	5	thessaloniki	thessaloniki	PROPN
iajs-903	114	6	,	,	PUNCT
iajs-903	114	7	greece,4548	greece,4548	NOUN
iajs-903	114	8	7	7	NUM
iajs-903	114	9	.	.	PUNCT
iajs-903	114	10	toet	toet	VERB
iajs-903	114	11	,	,	PUNCT
iajs-903	114	12	a.	a.	NOUN
iajs-903	114	13	(	(	PUNCT
iajs-903	114	14	1992	1992	NUM
iajs-903	114	15	)	)	PUNCT
iajs-903	114	16	,	,	PUNCT
iajs-903	114	17	multiscale	multiscale	ADJ
iajs-903	114	18	color	color	NOUN
iajs-903	114	19	image	image	NOUN
iajs-903	114	20	enhancement	enhancement	NOUN
iajs-903	114	21	,	,	PUNCT
iajs-903	114	22	pattern	pattern	NOUN
iajs-903	114	23	recognition	recognition	NOUN
iajs-903	114	24	letters	letter	NOUN
iajs-903	114	25	,	,	PUNCT
iajs-903	114	26	13(3	13(3	NUM
iajs-903	114	27	)	)	PUNCT
iajs-903	114	28	,	,	PUNCT
iajs-903	114	29	.	.	PUNCT
iajs-903	115	1	8	8	X
iajs-903	115	2	.	.	X
iajs-903	115	3	lu	lu	PROPN
iajs-903	115	4	,	,	PUNCT
iajs-903	115	5	j.	j.	PROPN
iajs-903	115	6	&	&	CCONJ
iajs-903	115	7	hearly	hearly	ADV
iajs-903	115	8	,	,	PUNCT
iajs-903	115	9	d.	d.	PROPN
iajs-903	115	10	m.	m.	PROPN
iajs-903	115	11	(	(	PUNCT
iajs-903	115	12	1994	1994	NUM
iajs-903	115	13	)	)	PUNCT
iajs-903	115	14	,	,	PUNCT
iajs-903	115	15	contrast	contrast	NOUN
iajs-903	115	16	enhancement	enhancement	NOUN
iajs-903	115	17	via	via	ADP
iajs-903	115	18	multi	multi	ADJ
iajs-903	115	19	-	-	ADJ
iajs-903	115	20	scale	scale	ADJ
iajs-903	115	21	gradient	gradient	NOUN
iajs-903	115	22	transformation	transformation	NOUN
iajs-903	115	23	,	,	PUNCT
iajs-903	115	24	spie	spie	ADJ
iajs-903	115	25	conf	conf	NOUN
iajs-903	115	26	.	.	PUNCT
iajs-903	116	1	on	on	ADP
iajs-903	116	2	wavelet	wavelet	NOUN
iajs-903	116	3	application，orlando，fl，usa，pp	application，orlando，fl，usa，pp	PROPN
iajs-903	116	4	345	345	NUM
iajs-903	116	5	-	-	SYM
iajs-903	116	6	365	365	NUM
iajs-903	116	7	.	.	PUNCT
iajs-903	116	8	9	9	NUM
iajs-903	116	9	.	.	X
iajs-903	116	10	brown	brown	ADJ
iajs-903	116	11	,	,	PUNCT
iajs-903	116	12	t.	t.	PROPN
iajs-903	116	13	j.	j.	PROPN
iajs-903	116	14	(	(	PUNCT
iajs-903	116	15	2000	2000	NUM
iajs-903	116	16	)	)	PUNCT
iajs-903	116	17	,	,	PUNCT
iajs-903	116	18	an	an	DET
iajs-903	116	19	adaptive	adaptive	ADJ
iajs-903	116	20	strategy	strategy	NOUN
iajs-903	116	21	for	for	ADP
iajs-903	116	22	wavelet	wavelet	NOUN
iajs-903	116	23	based	base	VERB
iajs-903	116	24	image	image	NOUN
iajs-903	116	25	enhancement	enhancement	NOUN
iajs-903	116	26	,	,	PUNCT
iajs-903	116	27	proc	proc	NOUN
iajs-903	116	28	.	.	PUNCT
iajs-903	117	1	imvi	imvi	ADJ
iajs-903	117	2	conf	conf	NOUN
iajs-903	117	3	.	.	PUNCT
iajs-903	118	1	on	on	ADP
iajs-903	118	2	irish	irish	ADJ
iajs-903	118	3	machine	machine	NOUN
iajs-903	118	4	vision	vision	NOUN
iajs-903	118	5	and	and	CCONJ
iajs-903	118	6	image	image	NOUN
iajs-903	118	7	processing	processing	NOUN
iajs-903	118	8	,	,	PUNCT
iajs-903	118	9	belfast	belfast	PROPN
iajs-903	118	10	,	,	PUNCT
iajs-903	118	11	northern	northern	PROPN
iajs-903	118	12	ireland	ireland	PROPN
iajs-903	118	13	,	,	PUNCT
iajs-903	118	14	pp	pp	ADP
iajs-903	118	15	55	55	NUM
iajs-903	118	16	-	-	SYM
iajs-903	118	17	67	67	NUM
iajs-903	118	18	,	,	PUNCT
iajs-903	118	19	10	10	NUM
iajs-903	118	20	.	.	PUNCT
iajs-903	118	21	ledley	ledley	NOUN
iajs-903	118	22	,	,	PUNCT
iajs-903	118	23	m.	m.	PROPN
iajs-903	118	24	buas	buas	PROPN
iajs-903	118	25	,	,	PUNCT
iajs-903	118	26	r.	r.	PROPN
iajs-903	118	27	s.	s.	PROPN
iajs-903	118	28	&	&	CCONJ
iajs-903	118	29	.	.	PUNCT
iajs-903	118	30	colab	colab	PROPN
iajs-903	118	31	,	,	PUNCT
iajs-903	118	32	t.	t.	PROPN
iajs-903	118	33	j	j	PROPN
iajs-903	118	34	1988	1988	NUM
iajs-903	118	35	fundamentals	fundamental	NOUN
iajs-903	118	36	of	of	ADP
iajs-903	118	37	true	true	ADJ
iajs-903	118	38	-	-	PUNCT
iajs-903	118	39	color	color	NOUN
iajs-903	118	40	.	.	PUNCT
iajs-903	119	1	r.	r.	PROPN
iajs-903	119	2	boyle	boyle	PROPN
iajs-903	119	3	and	and	CCONJ
iajs-903	119	4	r.	r.	PROPN
iajs-903	119	5	thomas	thomas	PROPN
iajs-903	119	6	computer	computer	PROPN
iajs-903	119	7	vision	vision	PROPN
iajs-903	119	8	:	:	PUNCT
iajs-903	119	9	a	a	DET
iajs-903	119	10	first	first	ADJ
iajs-903	119	11	course	course	NOUN
iajs-903	119	12	,	,	PUNCT
iajs-903	119	13	blackwell	blackwell	ADJ
iajs-903	119	14	scientific	scientific	ADJ
iajs-903	119	15	publications	publication	NOUN
iajs-903	119	16	,	,	PUNCT
iajs-903	119	17	,	,	PUNCT
iajs-903	119	18	pp	pp	ADV
iajs-903	119	19	32	32	NUM
iajs-903	119	20	34	34	NUM
iajs-903	119	21	.	.	PUNCT
iajs-903	120	1	11	11	NUM
iajs-903	120	2	.	.	PUNCT
iajs-903	121	1	davies	davy	NOUN
iajs-903	121	2	,	,	PUNCT
iajs-903	121	3	e.	e.	PROPN
iajs-903	121	4	(	(	PUNCT
iajs-903	121	5	1990	1990	NUM
iajs-903	121	6	)	)	PUNCT
iajs-903	121	7	,	,	PUNCT
iajs-903	121	8	machine	machine	NOUN
iajs-903	121	9	vision	vision	NOUN
iajs-903	121	10	:	:	PUNCT
iajs-903	122	1	theory	theory	NOUN
iajs-903	122	2	,	,	PUNCT
iajs-903	122	3	algorithms	algorithm	NOUN
iajs-903	122	4	and	and	CCONJ
iajs-903	122	5	practicalities	practicality	NOUN
iajs-903	122	6	,	,	PUNCT
iajs-903	122	7	academic	academic	ADJ
iajs-903	122	8	press	press	NOUN
iajs-903	122	9	,	,	PUNCT
iajs-903	122	10	chap	chap	NOUN
iajs-903	122	11	.	.	PUNCT
iajs-903	123	1	3	3	NUM
iajs-903	123	2	.	.	NUM
iajs-903	123	3	12	12	NUM
iajs-903	123	4	.	.	PUNCT
iajs-903	124	1	vernon	vernon	PROPN
iajs-903	124	2	,	,	PUNCT
iajs-903	124	3	d.	d.	PROPN
iajs-903	124	4	(	(	PUNCT
iajs-903	124	5	1991	1991	NUM
iajs-903	124	6	)	)	PUNCT
iajs-903	124	7	,	,	PUNCT
iajs-903	124	8	machine	machine	NOUN
iajs-903	124	9	vision	vision	NOUN
iajs-903	124	10	,	,	PUNCT
iajs-903	124	11	prentice	prentice	NOUN
iajs-903	124	12	-	-	PUNCT
iajs-903	124	13	hall	hall	NOUN
iajs-903	124	14	,	,	PUNCT
iajs-903	124	15	chap	chap	NOUN
iajs-903	124	16	.	.	PUNCT
iajs-903	125	1	4	4	X
iajs-903	125	2	.	.	X
iajs-903	125	3	ihjpas	ihjpa	VERB
iajs-903	125	4	ibn	ibn	PROPN
iajs-903	125	5	alhaitham	alhaitham	PROPN
iajs-903	126	1	j.	j.	PROPN
iajs-903	127	1	fo	fo	ADP
iajs-903	127	2	r	r	NOUN
iajs-903	127	3	pure	pure	ADJ
iajs-903	127	4	&	&	CCONJ
iajs-903	127	5	appl	appl	PROPN
iajs-903	127	6	.	.	PUNCT
iajs-903	128	1	sc	sc	PROPN
iajs-903	128	2	i.	i.	PROPN
iajs-903	128	3	vo	vo	PROPN
iajs-903	128	4	l.23	l.23	PROPN
iajs-903	128	5	(	(	PUNCT
iajs-903	128	6	3	3	NUM
iajs-903	128	7	)	)	PUNCT
iajs-903	128	8	2010	2010	NUM
iajs-903	128	9	fig	fig	NOUN
iajs-903	128	10	.	.	PUNCT
iajs-903	129	1	(	(	PUNCT
iajs-903	129	2	1	1	NUM
iajs-903	129	3	)	)	PUNCT
iajs-903	129	4	:	:	PUNCT
iajs-903	129	5	(	(	PUNCT
iajs-903	129	6	a	a	X
iajs-903	129	7	)	)	PUNCT
iajs-903	129	8	original	original	ADJ
iajs-903	129	9	,	,	PUNCT
iajs-903	129	10	(	(	PUNCT
iajs-903	129	11	b	b	NOUN
iajs-903	129	12	)	)	PUNCT
iajs-903	129	13	after	after	ADP
iajs-903	129	14	a	a	DET
iajs-903	129	15	single	single	ADJ
iajs-903	129	16	-	-	PUNCT
iajs-903	129	17	level	level	NOUN
iajs-903	129	18	of	of	ADP
iajs-903	129	19	dmwt	dmwt	NOUN
iajs-903	129	20	using	use	VERB
iajs-903	129	21	a	a	DET
iajs-903	129	22	critical	critical	ADV
iajs-903	129	23	-	-	PUNCT
iajs-903	129	24	sampled	sample	VERB
iajs-903	129	25	scheme	scheme	NOUN
iajs-903	129	26	of	of	ADP
iajs-903	129	27	preprocessing	preprocessing	NOUN
iajs-903	129	28	(	(	PUNCT
iajs-903	129	29	2nd	2nd	ADJ
iajs-903	129	30	norm	norm	NOUN
iajs-903	129	31	approximation	approximation	NOUN
iajs-903	129	32	)	)	PUNCT
iajs-903	129	33	,	,	PUNCT
iajs-903	129	34	(	(	PUNCT
iajs-903	129	35	c	c	X
iajs-903	129	36	)	)	PUNCT
iajs-903	129	37	after	after	ADP
iajs-903	129	38	applying	apply	VERB
iajs-903	129	39	the	the	DET
iajs-903	129	40	inverse	inverse	NOUN
iajs-903	129	41	of	of	ADP
iajs-903	129	42	dmwt	dmwt	NOUN
iajs-903	129	43	(	(	PUNCT
iajs-903	129	44	a	a	NOUN
iajs-903	129	45	)	)	PUNCT
iajs-903	129	46	(	(	PUNCT
iajs-903	129	47	b	b	X
iajs-903	129	48	)	)	PUNCT
iajs-903	129	49	(	(	PUNCT
iajs-903	129	50	c	c	NOUN
iajs-903	129	51	)	)	PUNCT
iajs-903	129	52	un	un	ADJ
iajs-903	129	53	-	-	ADJ
iajs-903	129	54	enhanced	enhanced	ADJ
iajs-903	129	55	image	image	NOUN
iajs-903	129	56	mean	mean	NOUN
iajs-903	129	57	filter	filter	NOUN
iajs-903	129	58	dmwt	dmwt	VERB
iajs-903	129	59	dwt	dwt	NOUN
iajs-903	129	60	mean	mean	NOUN
iajs-903	129	61	filter	filter	NOUN
iajs-903	129	62	inverse	inverse	NOUN
iajs-903	129	63	dwt	dwt	NOUN
iajs-903	129	64	inverse	inverse	NOUN
iajs-903	129	65	dmwt	dmwt	NOUN
iajs-903	129	66	enhanced	enhance	VERB
iajs-903	129	67	image	image	NOUN
iajs-903	129	68	multiwavelet	multiwavelet	PROPN
iajs-903	129	69	coefficients	coefficient	NOUN
iajs-903	129	70	wavelet	wavelet	PROPN
iajs-903	129	71	coefficients	coefficients	PROPN
iajs-903	129	72	fig	fig	PROPN
iajs-903	129	73	.	.	PUNCT
iajs-903	130	1	(	(	PUNCT
iajs-903	130	2	2	2	NUM
iajs-903	130	3	)	)	PUNCT
iajs-903	130	4	:	:	PUNCT
iajs-903	130	5	a	a	DET
iajs-903	130	6	block	block	NOUN
iajs-903	130	7	diagram	diagram	NOUN
iajs-903	130	8	for	for	ADP
iajs-903	130	9	the	the	DET
iajs-903	130	10	implemented	implement	VERB
iajs-903	130	11	algorithm	algorithm	NOUN
iajs-903	130	12	.	.	PUNCT
iajs-903	131	1	ihjpas	ihjpa	VERB
iajs-903	131	2	ibn	ibn	PROPN
iajs-903	131	3	alhaitham	alhaitham	PROPN
iajs-903	132	1	j.	j.	PROPN
iajs-903	133	1	fo	fo	ADP
iajs-903	133	2	r	r	NOUN
iajs-903	133	3	pure	pure	ADJ
iajs-903	133	4	&	&	CCONJ
iajs-903	133	5	appl	appl	PROPN
iajs-903	133	6	.	.	PUNCT
iajs-903	134	1	sc	sc	PROPN
iajs-903	134	2	i.	i.	PROPN
iajs-903	134	3	vo	vo	PROPN
iajs-903	134	4	l.23	l.23	PROPN
iajs-903	134	5	(	(	PUNCT
iajs-903	134	6	3	3	NUM
iajs-903	134	7	)	)	PUNCT
iajs-903	134	8	2010	2010	NUM
iajs-903	134	9	input	input	NOUN
iajs-903	134	10	image	image	NOUN
iajs-903	134	11	a.	a.	NOUN
iajs-903	134	12	dmwt	dmwt	PROPN
iajs-903	134	13	(	(	PUNCT
iajs-903	134	14	2nd	2nd	ADJ
iajs-903	134	15	)	)	PUNCT
iajs-903	134	16	b.	b.	PROPN
iajs-903	134	17	smoothing	smoothing	NOUN
iajs-903	134	18	of	of	ADP
iajs-903	134	19	high	high	ADJ
iajs-903	134	20	-	-	PUNCT
iajs-903	134	21	freq	freq	NOUN
iajs-903	134	22	.	.	PUNCT
iajs-903	135	1	c.	c.	PROPN
iajs-903	135	2	dwt	dwt	PROPN
iajs-903	135	3	on	on	ADP
iajs-903	135	4	low	low	ADJ
iajs-903	135	5	freq	freq	NOUN
iajs-903	135	6	.	.	PUNCT
iajs-903	136	1	l1l1	l1l1	ADV
iajs-903	137	1	l1l2	l1l2	X
iajs-903	137	2	l2l1	l2l1	PROPN
iajs-903	137	3	l2l2	l2l2	PROPN
iajs-903	137	4	d.	d.	PROPN
iajs-903	137	5	smoothing	smooth	VERB
iajs-903	137	6	of	of	ADP
iajs-903	137	7	high	high	ADJ
iajs-903	137	8	-	-	PUNCT
iajs-903	137	9	freq	freq	NOUN
iajs-903	137	10	.	.	PUNCT
iajs-903	138	1	e.	e.	PROPN
iajs-903	138	2	inverse	inverse	PROPN
iajs-903	138	3	dwt	dwt	PROPN
iajs-903	138	4	f.	f.	PROPN
iajs-903	138	5	inverse	inverse	PROPN
iajs-903	138	6	dmwt	dmwt	NOUN
iajs-903	138	7	(	(	PUNCT
iajs-903	138	8	final	final	ADJ
iajs-903	138	9	image	image	NOUN
iajs-903	138	10	)	)	PUNCT
iajs-903	138	11	fig	fig	NOUN
iajs-903	138	12	.	.	PUNCT
iajs-903	139	1	(	(	PUNCT
iajs-903	139	2	3	3	NUM
iajs-903	139	3	):	):	PUNCT
iajs-903	139	4	a	a	DET
iajs-903	139	5	step	step	NOUN
iajs-903	139	6	by	by	ADP
iajs-903	139	7	step	step	NOUN
iajs-903	139	8	of	of	ADP
iajs-903	139	9	implementing	implement	VERB
iajs-903	139	10	the	the	DET
iajs-903	139	11	algorithm	algorithm	NOUN
iajs-903	139	12	ihjpas	ihjpa	VERB
iajs-903	139	13	2010	2010	NUM
iajs-903	139	14	)	)	PUNCT
iajs-903	140	1	3	3	NUM
iajs-903	140	2	(	(	PUNCT
iajs-903	140	3	23مجلة	23مجلة	NUM
iajs-903	140	4	ابن	ابن	PROPN
iajs-903	140	5	الھیثم	الھیثم	PROPN
iajs-903	140	6	للعلوم	للعلوم	PROPN
iajs-903	140	7	الصرفة	الصرفة	PROPN
iajs-903	140	8	والتطبیقیة	والتطبیقیة	PROPN
iajs-903	140	9	المجلد	المجلد	PROPN
iajs-903	140	10	نتحسین	نتحسین	PROPN
iajs-903	140	11	الصورة	الصورة	PROPN
iajs-903	140	12	باستخدام	باستخدام	PROPN
iajs-903	140	13	التحویلی	التحویلی	PROPN
iajs-903	140	14	wavelet	wavelet	PROPN
iajs-903	140	15	و	و	PRON
iajs-903	140	16	multiwavelet	multiwavelet	VERB
iajs-903	140	17	معا	معا	ADV
iajs-903	140	18	بیداء	بیداء	NOUN
iajs-903	140	19	جعفر	جعفر	ADJ
iajs-903	140	20	الخفاجي	الخفاجي	PROPN
iajs-903	140	21	جامعة	جامعة	PROPN
iajs-903	140	22	بغداد	بغداد	PROPN
iajs-903	140	23	،	،	PROPN
iajs-903	140	24	ابن	ابن	PROPN
iajs-903	140	25	الهیثم	الهیثم	PROPN
iajs-903	140	26	،	،	PROPN
iajs-903	140	27	كلیة	كلیة	PROPN
iajs-903	140	28	التربیة	التربیة	PROPN
iajs-903	140	29	،	،	PROPN
iajs-903	141	1	قسم	قسم	PROPN
iajs-903	141	2	الحاسبات	الحاسبات	PROPN
iajs-903	141	3	الخالصة	الخالصة	PROPN
iajs-903	141	4	"	"	PUNCT
iajs-903	141	5	فضال	فضال	NOUN
iajs-903	141	6	multiwaveletو	multiwaveletو	PROPN
iajs-903	141	7	wavelet	wavelet	PROPN
iajs-903	141	8	نالتحویلی	نالتحویلی	PROPN
iajs-903	141	9	ة	ة	ADP
iajs-903	141	10	لتحسین	لتحسین	ADJ
iajs-903	141	11	الصورة	الصورة	PROPN
iajs-903	141	12	باستخدام	باستخدام	PROPN
iajs-903	141	13	تركیب	تركیب	PROPN
iajs-903	141	14	منیتضمن	منیتضمن	PROPN
iajs-903	141	15	البحث	البحث	PROPN
iajs-903	141	16	طریقة	طریقة	PROPN
iajs-903	141	17	مقترح	مقترح	NOUN
iajs-903	141	18	في	في	ADP
iajs-903	141	19	حساب	حساب	PROPN
iajs-903	141	20	الحرجة	الحرجة	PROPN
iajs-903	141	21	التقریبیة	التقریبیة	NOUN
iajs-903	141	22	استخدمت	استخدمت	VERB
iajs-903	141	23	طریقة	طریقة	PROPN
iajs-903	141	24	العینة	العینة	PROPN
iajs-903	141	25	(	(	PUNCT
iajs-903	141	26	mean	mean	VERB
iajs-903	141	27	filter)استخدام	filter)استخدام	X
iajs-903	141	28	احد	احد	VERB
iajs-903	141	29	فالتر	فالتر	PROPN
iajs-903	141	30	التنعیم	التنعیم	PROPN
iajs-903	141	31	للصورة	للصورة	PROPN
iajs-903	141	32	وهو	وهو	PROPN
iajs-903	141	33	عن	عن	PROPN
iajs-903	141	34	multiwaevelet	multiwaevelet	NOUN
iajs-903	141	35	قبل	قبل	PROPN
iajs-903	141	36	المعالجة	المعالجة	PROPN
iajs-903	141	37	.	.	PUNCT
iajs-903	142	1	ان	ان	PROPN
iajs-903	142	2	التحسین	التحسین	VERB
iajs-903	142	3	المستخدم	المستخدم	PROPN
iajs-903	142	4	في	في	ADP
iajs-903	142	5	الطریقة	الطریقة	PROPN
iajs-903	142	6	المقترحة	المقترحة	PROPN
iajs-903	142	7	في	في	X
iajs-903	142	8	،	،	PROPN
iajs-903	142	9	اذالتقریب	اذالتقریب	NOUN
iajs-903	143	1	من	من	PROPN
iajs-903	143	2	الرتبة	الرتبة	ADJ
iajs-903	143	3	الثانیة	الثانیة	NOUN
iajs-903	143	4	استخدم	استخدم	NOUN
iajs-903	143	5	لتسریع	لتسریع	PROPN
iajs-903	144	1	االجراءات	االجراءات	PROPN
iajs-903	144	2	والحسابات	والحسابات	PROPN
iajs-903	144	3	تقلیدیة	تقلیدیة	NOUN
iajs-903	144	4	االخرى	االخرى	VERB
iajs-903	144	5	عند	عند	PROPN
iajs-903	144	6	المقارنة	المقارنة	PROPN
iajs-903	144	7	بینهمائالبحث	بینهمائالبحث	ADJ
iajs-903	144	8	افضل	افضل	NOUN
iajs-903	144	9	بكثیر	بكثیر	NOUN
iajs-903	145	1	من	من	PRON
iajs-903	145	2	الطر	الطر	PROPN
iajs-903	145	3	.ق	.ق	PROPN
iajs-903	146	1	ال	ال	ADP
iajs-903	146	2	visual	visual	ADJ
iajs-903	146	3	baisec.6	baisec.6	PROPN
iajs-903	146	4	package	package	NOUN
iajs-903	146	5	ستخدام	ستخدام	PROPN
iajs-903	146	6	الكومبیوتر	الكومبیوتر	NOUN
iajs-903	146	7	ولغة	ولغة	VERB
iajs-903	146	8	البرمجةا	البرمجةا	PROPN
iajs-903	146	9	أاداء	أاداء	ADV
iajs-903	146	10	هذه	هذه	PROPN
iajs-903	146	11	التقنیة	التقنیة	PROPN
iajs-903	146	12	وتطبیقه	وتطبیقه	NOUN
iajs-903	146	13	ihjpas	ihjpa	VERB
